{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Deep Learning Methods for Text Data - Word2Vec, GloVe and FastText\n",
"- based on the \"A hands-on intuitive approach to Deep Learning Methods for Text Data - Word2Vec, Glove and FastText\n",
"- https://towardsdatascience.com/understanding-feature-engineering-part-4-deep-learning-methods-for-text-data-96c44370bbfa\n",
"- added new pytorch version of word2vec instead of Keras"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## The need for word embeddings\n",
"- With regard to speech or image recognition systems, all the information is already present in the form of rich dense feature vectors embedded in high-dimensional datasets like audio spectrograms and image pixel intensities. \n",
"- However when it comes to raw text data, especially count based models like Bag of Words, we are dealing with individual words which may have their own identifiers and do not capture the semantic relationship amongst words. \n",
"- **This leads to huge sparse word vectors for textual data and thus if we do not have enough data, we may end up getting poor models or even overfitting the data due to the curse of dimensionality**.\n",
"![](https://miro.medium.com/max/2140/1*JWjiZ0L6VmYGXGT5Ytrsng.png)\n",
"- To overcome the shortcomings of losing out semantics and feature sparsity in bag of words model based features, we need to make use of Vector Space Models (VSMs) in such a way that we can embed word vectors in this continuous vector space based on semantic and contextual similarity.\n",
"- In fact the distributional hypothesis in the field of distributional semantics tells us that words which occur and are used in the same context, are semantically similar to one another and have similar meanings. \n",
"- In simple terms, *‘a word is characterized by the company it keeps’*."
]
},
{
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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"## The Word2Vec Model\n",
"- This model was created by Google in 2013 and is a predictive deep learning based model to compute and generate high quality, distributed and continuous dense vector representations of words, which capture **contextual and semantic similarity**. \n",
"- Essentially these are unsupervised models which can take in massive textual corpora, create a vocabulary of possible words and generate **dense word embeddings** for each word in the vector space representing that vocabulary. Usually you can specify the size of the word embedding vectors and the total number of vectors are essentially the size of the vocabulary. \n",
"- This makes the dimensionality of this dense vector space much lower than the high-dimensional sparse vector space built using traditional Bag of Words models.\n",
"- Two model Architectures\n",
" - The Continuous Bag of Words (CBOW) Model\n",
" - The Skip-gram Model\n",
"- There were originally introduced by Mikolov et al. papers, *‘Distributed Representations of Words and Phrases and their Compositionality’* *‘Efficient Estimation of Word Representations in Vector Space’* \n",
"\n",
"![%E1%84%80%E1%85%B3%E1%84%85%E1%85%B5%E1%86%B71.png](attachment:%E1%84%80%E1%85%B3%E1%84%85%E1%85%B5%E1%86%B71.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### The Continuous Bag of Words (CBOW) Model\n",
"- The CBOW model architecture tries to predict the current target word (the center word) based on the source context words (surrounding words). \n",
"- Considering a simple sentence, *“the quick brown fox jumps over the lazy dog”*, this can be pairs of (context_window, target_word) where if we consider a context window of size 2, we have examples like ([quick, fox], brown), ([the, brown], quick), ([the, dog], lazy) and so on. Thus the model tries to predict the target_word based on the context_window words.\n",
"![](https://miro.medium.com/max/328/1*UVe8b6CWYykcxbBOR6uCfg.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Implementing the Continuous Bag of Words(CBOW) Model\n",
"- taken from https://github.com/rguigoures/tutorials/blob/master/word2vec_using_pytorch.ipynb"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### The data\n",
"\n",
"Let's introduce the basic NLP concepts:\n",
"\n",
"- *Corpus*: the corpus is the collection of texts that define the data set\n",
"- *vocabulary*: the set of words in the data set.\n",
"\n",
"For the example, we use the news corpus from the Brown dataset, available on nltk. Non letter characters are removed from the string. Also the text is set in lowercase."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import itertools\n",
"import re\n",
"import nltk\n",
"#nltk.download('brown')\n",
"from nltk.corpus import brown\n",
"\n",
"corpus = []\n",
"\n",
"for cat in ['news']:\n",
" for text_id in brown.fileids(cat):\n",
" raw_text = list(itertools.chain.from_iterable(brown.sents(text_id)))\n",
" text = ' '.join(raw_text)\n",
" text = text.lower()\n",
" text.replace('\\n', ' ')\n",
" text = re.sub('[^a-z ]+', '', text)\n",
" corpus.append([w for w in text.split() if w != ''])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Subampling frequent words** \n",
"\n",
"The first step in data preprocessing consists in balancing the word occurences in the data. To do so, we perform subsampling of frequent words. \n",
"Let's call $p_i$ the proportion of word $i$ in the corpus. Then the probability $P(w_i)$ of keeping the word in the corpus is defined as follows:\n",
"\n",
"$$\n",
"P(w_i) = \\dfrac{10^{-3}}{p_i}\\left(\\sqrt{10^3 p_i} + 1\\right)\n",
"$$"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from collections import Counter\n",
"import random, math\n",
"\n",
"def subsample_frequent_words(corpus):\n",
" filtered_corpus = []\n",
" word_counts = dict(Counter(list(itertools.chain.from_iterable(corpus))))\n",
" sum_word_counts = sum(list(word_counts.values()))\n",
" word_counts = {word: word_counts[word]/float(sum_word_counts) for word in word_counts}\n",
" for text in corpus:\n",
" filtered_corpus.append([])\n",
" for word in text:\n",
" if random.random() < (1+math.sqrt(word_counts[word] * 1e3)) * 1e-3 / float(word_counts[word]):\n",
" filtered_corpus[-1].append(word)\n",
" return filtered_corpus"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"corpus = subsample_frequent_words(corpus)\n",
"vocabulary = set(itertools.chain.from_iterable(corpus))\n",
"\n",
"word_to_index = {w: idx for (idx, w) in enumerate(vocabulary)}\n",
"index_to_word = {idx: w for (idx, w) in enumerate(vocabulary)}"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Building bag of words**\n",
"\n",
"Word2vec is a bag of words approach. For each word of the data set, we need to extract the context words, i.e the neighboring words in a certain window of fixed length. For example, in the following sentence:\n",
"\n",
"*My cat is lazy, it sleeps all day long*\n",
"\n",
"If we consider the target word *lazy*, and chose window of size 2, then context words are *cat*, *is*, *it* and *sleeps*."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"\n",
"context_tuple_list = []\n",
"w = 4\n",
"\n",
"for text in corpus:\n",
" for i, word in enumerate(text):\n",
" first_context_word_index = max(0,i-w)\n",
" last_context_word_index = min(i+w, len(text))\n",
" for j in range(first_context_word_index, last_context_word_index):\n",
" if i!=j:\n",
" context_tuple_list.append((word, text[j]))\n",
"print(\"There are {} pairs of target and context words\".format(len(context_tuple_list)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### The network\n",
"\n",
"There two approach of word2vec:\n",
"\n",
"- CBOW (Continuous Bag Of Words). It predicts the target word conditionally to the context. In other words, context words are the input and the target word is the output.\n",
"- Skip-gram. It predicts the context conditionally to the target word. In other words, the target word is the input and context words are the output.\n",
"\n",
"The following code is suited for CBOW. \n",
"\n",
"The vocabulary is represented as a one-hot encoding, meaning that the input variable is a vector of the size of the vocabulary. For a word, this vector has 0 at every position besides the word index in the vocabulary, where value is 1. The hot encoding is mapped to an embedding, i.e a latent representation of the word as a vector containing continuous values and which size is smaller than the one-hot encoding vector. \n",
"\n",
"For each context word, a softmax function takes the embedding of the word, yielding a probability distribution of the target word over the vocabulary.\n",
"\n",
""
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import torch\n",
"import torch.nn as nn\n",
"import torch.autograd as autograd\n",
"import torch.optim as optim\n",
"import torch.nn.functional as F\n",
"\n",
"\n",
"class Word2Vec(nn.Module):\n",
"\n",
" def __init__(self, embedding_size, vocab_size):\n",
" super(Word2Vec, self).__init__()\n",
" self.embeddings = nn.Embedding(vocab_size, embedding_size)\n",
" self.linear = nn.Linear(embedding_size, vocab_size)\n",
" \n",
" def forward(self, context_word):\n",
" emb = self.embeddings(context_word)\n",
" hidden = self.linear(emb)\n",
" out = F.log_softmax(hidden)\n",
" return out"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Early stopping** \n",
"\n",
"Before starting learning, let's introduce the concept of early stopping. It aims at stopping learning when the loss does not decrease significantly (min_percent_gain parameter) anymore after a certain number of iterations (patience parameter). Early stopping is usually used on the validation loss, but in the case of word2vec, there is no validation since the approach is unsupervised. We apply early stopping on training loss instead."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"class EarlyStopping():\n",
" def __init__(self, patience=5, min_percent_gain=0.1):\n",
" self.patience = patience\n",
" self.loss_list = []\n",
" self.min_percent_gain = min_percent_gain / 100.\n",
" \n",
" def update_loss(self, loss):\n",
" self.loss_list.append(loss)\n",
" if len(self.loss_list) > self.patience:\n",
" del self.loss_list[0]\n",
" \n",
" def stop_training(self):\n",
" if len(self.loss_list) == 1:\n",
" return False\n",
" gain = (max(self.loss_list) - min(self.loss_list)) / max(self.loss_list)\n",
" print(\"Loss gain: {}%\".format(round(100*gain,2)))\n",
" if gain < self.min_percent_gain:\n",
" return True\n",
" else:\n",
" return False"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Learning**\n",
"\n",
"For learning, we use cross entropy as a loss function. The neural network in trained with the following parameters:\n",
"\n",
"- embedding size: 200\n",
"- batch size: 2000"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"vocabulary_size = len(vocabulary)\n",
"\n",
"net = Word2Vec(embedding_size=2, vocab_size=vocabulary_size)\n",
"loss_function = nn.CrossEntropyLoss()\n",
"optimizer = optim.Adam(net.parameters())\n",
"early_stopping = EarlyStopping()\n",
"context_tensor_list = []\n",
"\n",
"for target, context in context_tuple_list:\n",
" target_tensor = autograd.Variable(torch.LongTensor([word_to_index[target]]))\n",
" context_tensor = autograd.Variable(torch.LongTensor([word_to_index[context]]))\n",
" context_tensor_list.append((target_tensor, context_tensor))\n",
" \n",
"while True:\n",
" losses = []\n",
" for target_tensor, context_tensor in context_tensor_list:\n",
" net.zero_grad()\n",
" log_probs = net(context_tensor)\n",
" loss = loss_function(log_probs, target_tensor)\n",
" loss.backward()\n",
" optimizer.step()\n",
" losses.append(loss.data)\n",
" print(\"Loss: \", np.mean(losses))\n",
" early_stopping.update_loss(np.mean(losses))\n",
" if early_stopping.stop_training():\n",
" break"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Speed up the approach\n",
"\n",
"The implementation introduced is pretty slow. But good news, there are solutions for speeding up the computation."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Batch learning**\n",
"\n",
"In order to speed up the learning, we propose to use batches. This implies that a bunch of observations are forwarded through the network before doing the backpropagation. Besides being faster, this is also a good way to regularize the parameters of the model."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import random\n",
"\n",
"def get_batches(context_tuple_list, batch_size=100):\n",
" random.shuffle(context_tuple_list)\n",
" batches = []\n",
" batch_target, batch_context, batch_negative = [], [], []\n",
" for i in range(len(context_tuple_list)):\n",
" batch_target.append(word_to_index[context_tuple_list[i][0]])\n",
" batch_context.append(word_to_index[context_tuple_list[i][1]])\n",
" batch_negative.append([word_to_index[w] for w in context_tuple_list[i][2]])\n",
" if (i+1) % batch_size == 0 or i == len(context_tuple_list)-1:\n",
" tensor_target = autograd.Variable(torch.from_numpy(np.array(batch_target)).long())\n",
" tensor_context = autograd.Variable(torch.from_numpy(np.array(batch_context)).long())\n",
" tensor_negative = autograd.Variable(torch.from_numpy(np.array(batch_negative)).long())\n",
" batches.append((tensor_target, tensor_context, tensor_negative))\n",
" batch_target, batch_context, batch_negative = [], [], []\n",
" return batches"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Negative examples**\n",
"\n",
"The default word2vec algorithm exploits only positive examples and the output function is a softmax. However, using a softmax slows down the learning: softmax is normalized over all the vocabulary, then all the weights of the network are updated at each iteration. Consequently we decide using a sigmoid function as an output instead: only the weights involving the target word are updated. But then the network does not learn from negative examples anymore. That's why we need to input artificially generated negative examples. \n",
"\n",
"Once we have built the data for the positive examples, i.e the words in the neighborhood of the target word, we need to build a data set with negative examples. For each word in the corpus, the probability of sampling a negative context word is defined as follows:\n",
"\n",
"$$\n",
"P(w_i) = \\dfrac{\\mid w_i \\mid^{\\frac{3}{4}}}{\\displaystyle\\sum_{j=1}^n\\mid w_j \\mid^{\\frac{3}{4}}}\n",
"$$"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from numpy.random import multinomial\n",
"\n",
"def sample_negative(sample_size):\n",
" sample_probability = {}\n",
" word_counts = dict(Counter(list(itertools.chain.from_iterable(corpus))))\n",
" normalizing_factor = sum([v**0.75 for v in word_counts.values()])\n",
" for word in word_counts:\n",
" sample_probability[word] = word_counts[word]**0.75 / normalizing_factor\n",
" words = np.array(list(word_counts.keys()))\n",
" while True:\n",
" word_list = []\n",
" sampled_index = np.array(multinomial(sample_size, list(sample_probability.values())))\n",
" for index, count in enumerate(sampled_index):\n",
" for _ in range(count):\n",
" word_list.append(words[index])\n",
" yield word_list"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from tqdm import tqdm"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"\n",
"context_tuple_list = []\n",
"w = 4\n",
"negative_samples = sample_negative(8)\n",
"\n",
"for text in corpus:\n",
" for i, word in tqdm(enumerate(text)):\n",
" first_context_word_index = max(0,i-w)\n",
" last_context_word_index = min(i+w, len(text))\n",
" for j in range(first_context_word_index, last_context_word_index):\n",
" if i!=j:\n",
" context_tuple_list.append((word, text[j], next(negative_samples)))\n",
"print(\"There are {} pairs of target and context words\".format(len(context_tuple_list)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**The network**\n",
"\n",
"The main difference from the network introduced above lies in the fact that we don't need a probability distribution over words as an output anymore. We can instead have a probability for each word. To get that, we can replace the softmax out output by a sigmoid, taking values between 0 and 1.\n",
"\n",
"The other main difference is that the loss needs to be computed on the observe output only, since we provide the expected output as well as a set of negative examples. To do so, we can use a negative logarithm of the output as a loss function.\n",
"\n",
"For a target word $w_T$, a context word $w_C$ and a negative example $w_N$, respective embeddings are defined as $e_T$, $e_C$ and $e_N$. The loss function $l$ is defined as follows:\n",
"\n",
"$$\n",
"l = -log(\\sigma(e_T^T e_C)) - \\displaystyle\\sum_i log(\\sigma(- e_T^T e_{N,i}))\n",
"$$"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import torch\n",
"import torch.nn as nn\n",
"import torch.autograd as autograd\n",
"import torch.optim as optim\n",
"import torch.nn.functional as F\n",
"\n",
"\n",
"class Word2Vec(nn.Module):\n",
"\n",
" def __init__(self, embedding_size, vocab_size):\n",
" super(Word2Vec, self).__init__()\n",
" self.embeddings_target = nn.Embedding(vocab_size, embedding_size)\n",
" self.embeddings_context = nn.Embedding(vocab_size, embedding_size)\n",
"\n",
" def forward(self, target_word, context_word, negative_example):\n",
" emb_target = self.embeddings_target(target_word)\n",
" emb_context = self.embeddings_context(context_word)\n",
" emb_product = torch.mul(emb_target, emb_context)\n",
" emb_product = torch.sum(emb_product, dim=1)\n",
" out = torch.sum(F.logsigmoid(emb_product))\n",
" emb_negative = self.embeddings_context(negative_example)\n",
" emb_product = torch.bmm(emb_negative, emb_target.unsqueeze(2))\n",
" emb_product = torch.sum(emb_product, dim=1)\n",
" out += torch.sum(F.logsigmoid(-emb_product))\n",
" return -out"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The neural network in trained with the following parameters:\n",
"\n",
"- embedding size: 200\n",
"- batch size: 2000"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import time\n",
"\n",
"vocabulary_size = len(vocabulary)\n",
"\n",
"loss_function = nn.CrossEntropyLoss()\n",
"net = Word2Vec(embedding_size=200, vocab_size=vocabulary_size)\n",
"optimizer = optim.Adam(net.parameters())\n",
"early_stopping = EarlyStopping(patience=5, min_percent_gain=1)\n",
"\n",
"while True:\n",
" losses = []\n",
" context_tuple_batches = get_batches(context_tuple_list, batch_size=2000)\n",
" for i in range(len(context_tuple_batches)):\n",
" net.zero_grad()\n",
" target_tensor, context_tensor, negative_tensor = context_tuple_batches[i]\n",
" loss = net(target_tensor, context_tensor, negative_tensor)\n",
" loss.backward()\n",
" optimizer.step()\n",
" losses.append(loss.data)\n",
" print(\"Loss: \", np.mean(losses))\n",
" early_stopping.update_loss(np.mean(losses))\n",
" if early_stopping.stop_training():\n",
" break"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Once the network trained, we can use the word embedding and compute the similarity between words. The following function computes the top n closest words for a given word. The similarity used is the cosine."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"\n",
"def get_closest_word(word, topn=5):\n",
" word_distance = []\n",
" emb = net.embeddings_target\n",
" pdist = nn.PairwiseDistance()\n",
" i = word_to_index[word]\n",
" lookup_tensor_i = torch.tensor([i], dtype=torch.long)\n",
" v_i = emb(lookup_tensor_i)\n",
" for j in range(len(vocabulary)):\n",
" if j != i:\n",
" lookup_tensor_j = torch.tensor([j], dtype=torch.long)\n",
" v_j = emb(lookup_tensor_j)\n",
" word_distance.append((index_to_word[j], float(pdist(v_i, v_j))))\n",
" word_distance.sort(key=lambda x: x[1])\n",
" return word_distance[:topn]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"#test\n",
"get_closest_word(\"love\", topn=5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### The Skip-gram Model\n",
"- The Skip-gram model architecture usually tries to achieve the reverse of what the CBOW model does. \n",
"- It tries to predict the source context words (surrounding words) given a target word (the center word). \n",
"- Considering our simple sentence, *“the quick brown fox jumps over the lazy dog”*. \n",
"- If we used the CBOW model, we get pairs of (context_window, target_word) where if we consider a context window of size 2, we have examples like ([quick, fox], brown), ([the, brown], quick), ([the, dog], lazy) and so on. \n",
"- Now considering that the skip-gram model’s aim is to predict the context from the target word, the model typically inverts the contexts and targets, and tries to predict each context word from its target word. \n",
"- Hence the task becomes to predict the context [quick, fox] given target word ‘brown’ or [the, brown] given target word ‘quick’ and so on. \n",
"- Thus the model tries to predict the context_window words based on the target_word.\n",
"![](https://miro.medium.com/max/284/1*SR6l59udY05_bUICAjb6-w.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- Just like we discussed in the CBOW model, we need to model this Skip-gram architecture now as a deep learning classification model such that we take in the target word as our input and try to predict the context words.\n",
"- This becomes slightly complex since we have multiple words in our context. \n",
"- We simplify this further by breaking down each (target, context_words) pair into (target, context) pairs such that each context consists of only one word. \n",
"- Hence our dataset from earlier gets transformed into pairs like (brown, quick), (brown, fox), (quick, the), (quick, brown) and so on. \n",
"- But how to supervise or train the model to know what is contextual and what is not?\n",
"- For this, we feed our skip-gram model pairs of (X, Y) where X is our input and Y is our label. We do this by using [(target, context), 1] pairs as positive input samples where target is our word of interest and context is a context word occurring near the target word and the positive label 1 indicates this is a contextually relevant pair. \n",
"- We also feed in [(target, random), 0] pairs as negative input samples where target is again our word of interest but random is just a randomly selected word from our vocabulary which has no context or association with our target word. - Hence the negative label 0 indicates this is a contextually irrelevant pair. We do this so that the model can then learn which pairs of words are contextually relevant and which are not and generate similar embeddings for semantically similar words."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Implementing the Skip-gram Model\n",
"- slightly different from the explanation above..\n",
"- taken from https://github.com/DSKSD/DeepNLP-models-Pytorch/tree/master/notebooks"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 1. Skip-gram with naiive softmax "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import torch\n",
"import torch.nn as nn\n",
"from torch.autograd import Variable\n",
"import torch.optim as optim\n",
"import torch.nn.functional as F\n",
"import nltk\n",
"import random\n",
"import numpy as np\n",
"from collections import Counter\n",
"flatten = lambda l: [item for sublist in l for item in sublist]\n",
"random.seed(1024)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"print(torch.__version__)\n",
"print(nltk.__version__)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"USE_CUDA = torch.cuda.is_available()\n",
"gpus = [0]\n",
"torch.cuda.set_device(gpus[0])\n",
"\n",
"FloatTensor = torch.cuda.FloatTensor if USE_CUDA else torch.FloatTensor\n",
"LongTensor = torch.cuda.LongTensor if USE_CUDA else torch.LongTensor\n",
"ByteTensor = torch.cuda.ByteTensor if USE_CUDA else torch.ByteTensor"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def getBatch(batch_size, train_data):\n",
" random.shuffle(train_data)\n",
" sindex = 0\n",
" eindex = batch_size\n",
" while eindex < len(train_data):\n",
" batch = train_data[sindex: eindex]\n",
" temp = eindex\n",
" eindex = eindex + batch_size\n",
" sindex = temp\n",
" yield batch\n",
" \n",
" if eindex >= len(train_data):\n",
" batch = train_data[sindex:]\n",
" yield batch"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def prepare_sequence(seq, word2index):\n",
" idxs = list(map(lambda w: word2index[w] if word2index.get(w) is not None else word2index[\"\"], seq))\n",
" return Variable(LongTensor(idxs))\n",
"\n",
"def prepare_word(word, word2index):\n",
" return Variable(LongTensor([word2index[word]]) if word2index.get(word) is not None else LongTensor([word2index[\"\"]]))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Data load and Preprocessing \n",
"- Load corpus : Gutenberg corpus\n",
"- If you don't have gutenberg corpus, you can download it first using nltk.download()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"nltk.corpus.gutenberg.fileids()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"corpus = list(nltk.corpus.gutenberg.sents('melville-moby_dick.txt'))[:100] # sampling sentences for test\n",
"corpus = [[word.lower() for word in sent] for sent in corpus]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Extract Stopwords from unigram distribution's tails"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"word_count = Counter(flatten(corpus))\n",
"border = int(len(word_count) * 0.01) "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"stopwords = word_count.most_common()[:border] + list(reversed(word_count.most_common()))[:border]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"stopwords = [s[0] for s in stopwords]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"stopwords"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Build vocab"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"vocab = list(set(flatten(corpus)) - set(stopwords))\n",
"vocab.append('')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"print(len(set(flatten(corpus))), len(vocab))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"word2index = {'' : 0} \n",
"\n",
"for vo in vocab:\n",
" if word2index.get(vo) is None:\n",
" word2index[vo] = len(word2index)\n",
"\n",
"index2word = {v:k for k, v in word2index.items()} "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Prepare train data \n",
"![](http://mccormickml.com/assets/word2vec/training_data.png)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"WINDOW_SIZE = 3\n",
"windows = flatten([list(nltk.ngrams([''] * WINDOW_SIZE + c + [''] * WINDOW_SIZE, WINDOW_SIZE * 2 + 1)) for c in corpus])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"windows[0]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"train_data = []\n",
"\n",
"for window in windows:\n",
" for i in range(WINDOW_SIZE * 2 + 1):\n",
" if i == WINDOW_SIZE or window[i] == '': \n",
" continue\n",
" train_data.append((window[WINDOW_SIZE], window[i]))\n",
"\n",
"print(train_data[:WINDOW_SIZE * 2])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"X_p = []\n",
"y_p = []"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"train_data[0]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"for tr in train_data:\n",
" X_p.append(prepare_word(tr[0], word2index).view(1, -1))\n",
" y_p.append(prepare_word(tr[1], word2index).view(1, -1))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"train_data = list(zip(X_p, y_p))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"len(train_data)"
]
},
{
"attachments": {
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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Modeling\n",
"![%E1%84%89%E1%85%B3%E1%84%8F%E1%85%B3%E1%84%85%E1%85%B5%E1%86%AB%E1%84%89%E1%85%A3%E1%86%BA%202019-10-09%20%E1%84%8B%E1%85%A9%E1%84%92%E1%85%AE%205.50.15.png](attachment:%E1%84%89%E1%85%B3%E1%84%8F%E1%85%B3%E1%84%85%E1%85%B5%E1%86%AB%E1%84%89%E1%85%A3%E1%86%BA%202019-10-09%20%E1%84%8B%E1%85%A9%E1%84%92%E1%85%AE%205.50.15.png)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"class Skipgram(nn.Module):\n",
" \n",
" def __init__(self, vocab_size, projection_dim):\n",
" super(Skipgram,self).__init__()\n",
" self.embedding_v = nn.Embedding(vocab_size, projection_dim)\n",
" self.embedding_u = nn.Embedding(vocab_size, projection_dim)\n",
"\n",
" self.embedding_v.weight.data.uniform_(-1, 1) # init\n",
" self.embedding_u.weight.data.uniform_(0, 0) # init\n",
" #self.out = nn.Linear(projection_dim,vocab_size)\n",
" def forward(self, center_words,target_words, outer_words):\n",
" center_embeds = self.embedding_v(center_words) # B x 1 x D\n",
" target_embeds = self.embedding_u(target_words) # B x 1 x D\n",
" outer_embeds = self.embedding_u(outer_words) # B x V x D\n",
" \n",
" scores = target_embeds.bmm(center_embeds.transpose(1, 2)).squeeze(2) # Bx1xD * BxDx1 => Bx1\n",
" norm_scores = outer_embeds.bmm(center_embeds.transpose(1, 2)).squeeze(2) # BxVxD * BxDx1 => BxV\n",
" \n",
" nll = -torch.mean(torch.log(torch.exp(scores)/torch.sum(torch.exp(norm_scores), 1).unsqueeze(1))) # log-softmax\n",
" \n",
" return nll # negative log likelihood\n",
" \n",
" def prediction(self, inputs):\n",
" embeds = self.embedding_v(inputs)\n",
" \n",
" return embeds "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Train "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"EMBEDDING_SIZE = 30\n",
"BATCH_SIZE = 256\n",
"EPOCH = 400"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"losses = []\n",
"model = Skipgram(len(word2index), EMBEDDING_SIZE)\n",
"if USE_CUDA:\n",
" model = model.cuda()\n",
"optimizer = optim.Adam(model.parameters(), lr=0.01)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"for epoch in range(EPOCH):\n",
" for i, batch in enumerate(getBatch(BATCH_SIZE, train_data)):\n",
" \n",
" inputs, targets = zip(*batch)\n",
" \n",
" inputs = torch.cat(inputs) # B x 1\n",
" targets = torch.cat(targets) # B x 1\n",
" vocabs = prepare_sequence(list(vocab), word2index).expand(inputs.size(0), len(vocab)) # B x V\n",
" model.zero_grad()\n",
"\n",
" loss = model(inputs, targets, vocabs)\n",
" \n",
" loss.backward()\n",
" optimizer.step()\n",
" \n",
" #print(loss.data.tolist())\n",
" #loss = torch.cuda.FloatTensor(loss)\n",
" #print(loss.item()[0])\n",
" #losses.append(loss.data.tolist()[0])\n",
" #losses.append(loss.data.tolist())\n",
" losses.append(loss.item())\n",
"\n",
" if epoch % 10 == 0:\n",
" print(\"Epoch : %d, mean_loss : %.02f\" % (epoch,np.mean(losses)))\n",
" losses = []"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Test"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def word_similarity(target, vocab):\n",
" if USE_CUDA:\n",
" target_V = model.prediction(prepare_word(target, word2index))\n",
" else:\n",
" target_V = model.prediction(prepare_word(target, word2index))\n",
" similarities = []\n",
" for i in range(len(vocab)):\n",
" if vocab[i] == target: continue\n",
" \n",
" if USE_CUDA:\n",
" vector = model.prediction(prepare_word(list(vocab)[i], word2index))\n",
" else:\n",
" vector = model.prediction(prepare_word(list(vocab)[i], word2index))\n",
" cosine_sim = F.cosine_similarity(target_V, vector).data.tolist()[0] \n",
" similarities.append([vocab[i], cosine_sim])\n",
" return sorted(similarities, key=lambda x: x[1], reverse=True)[:10] # sort by similarity"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"test = random.choice(list(vocab))\n",
"test"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"word_similarity(test, vocab)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 2. Skip-gram with negative sampling"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import torch\n",
"import torch.nn as nn\n",
"from torch.autograd import Variable\n",
"import torch.optim as optim\n",
"import torch.nn.functional as F\n",
"import nltk\n",
"import random\n",
"import numpy as np\n",
"from collections import Counter\n",
"flatten = lambda l: [item for sublist in l for item in sublist]\n",
"random.seed(1024)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"print(torch.__version__)\n",
"print(nltk.__version__)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"USE_CUDA = torch.cuda.is_available()\n",
"gpus = [0]\n",
"torch.cuda.set_device(gpus[0])\n",
"\n",
"FloatTensor = torch.cuda.FloatTensor if USE_CUDA else torch.FloatTensor\n",
"LongTensor = torch.cuda.LongTensor if USE_CUDA else torch.LongTensor\n",
"ByteTensor = torch.cuda.ByteTensor if USE_CUDA else torch.ByteTensor"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def getBatch(batch_size, train_data):\n",
" random.shuffle(train_data)\n",
" sindex = 0\n",
" eindex = batch_size\n",
" while eindex < len(train_data):\n",
" batch = train_data[sindex: eindex]\n",
" temp = eindex\n",
" eindex = eindex + batch_size\n",
" sindex = temp\n",
" yield batch\n",
" \n",
" if eindex >= len(train_data):\n",
" batch = train_data[sindex:]\n",
" yield batch"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def prepare_sequence(seq, word2index):\n",
" idxs = list(map(lambda w: word2index[w] if word2index.get(w) is not None else word2index[\"\"], seq))\n",
" return Variable(LongTensor(idxs))\n",
"\n",
"def prepare_word(word, word2index):\n",
" return Variable(LongTensor([word2index[word]]) if word2index.get(word) is not None else LongTensor([word2index[\"\"]]))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- Data load and Preprocessing "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"corpus = list(nltk.corpus.gutenberg.sents('melville-moby_dick.txt'))[:500]\n",
"corpus = [[word.lower() for word in sent] for sent in corpus]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- Exclude sparse words "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"word_count = Counter(flatten(corpus))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"MIN_COUNT = 3\n",
"exclude = []"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"for w, c in word_count.items():\n",
" if c < MIN_COUNT:\n",
" exclude.append(w)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- Prepare train data "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"vocab = list(set(flatten(corpus)) - set(exclude))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"word2index = {}\n",
"for vo in vocab:\n",
" if word2index.get(vo) is None:\n",
" word2index[vo] = len(word2index)\n",
" \n",
"index2word = {v:k for k, v in word2index.items()}"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"WINDOW_SIZE = 5\n",
"windows = flatten([list(nltk.ngrams([''] * WINDOW_SIZE + c + [''] * WINDOW_SIZE, WINDOW_SIZE * 2 + 1)) for c in corpus])\n",
"\n",
"train_data = []\n",
"\n",
"for window in windows:\n",
" for i in range(WINDOW_SIZE * 2 + 1):\n",
" if window[i] in exclude or window[WINDOW_SIZE] in exclude: \n",
" continue # min_count\n",
" if i == WINDOW_SIZE or window[i] == '': \n",
" continue\n",
" train_data.append((window[WINDOW_SIZE], window[i]))\n",
"\n",
"X_p = []\n",
"y_p = []\n",
"\n",
"for tr in train_data:\n",
" X_p.append(prepare_word(tr[0], word2index).view(1, -1))\n",
" y_p.append(prepare_word(tr[1], word2index).view(1, -1))\n",
" \n",
"train_data = list(zip(X_p, y_p))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"len(train_data)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- Build Unigram Distribution**0.75 "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"$$P(w)=U(w)^{3/4}/Z$$\n",
"\n",
"- 3/4라는 지수의 역할 : 빈도가 낮은 단어가 샘플링될 확률을 높여줌(Negative Sample)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"Z = 0.001"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"word_count = Counter(flatten(corpus))\n",
"num_total_words = sum([c for w, c in word_count.items() if w not in exclude])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"unigram_table = []\n",
"\n",
"for vo in vocab:\n",
" unigram_table.extend([vo] * int(((word_count[vo]/num_total_words)**0.75)/Z))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"print(len(vocab), len(unigram_table))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- Negative Sampling "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def negative_sampling(targets, unigram_table, k):\n",
" batch_size = targets.size(0)\n",
" neg_samples = []\n",
" for i in range(batch_size):\n",
" nsample = []\n",
" target_index = targets[i].data.cpu().tolist()[0] if USE_CUDA else targets[i].data.tolist()[0]\n",
" while len(nsample) < k: # num of sampling\n",
" neg = random.choice(unigram_table)\n",
" if word2index[neg] == target_index:\n",
" continue\n",
" nsample.append(neg)\n",
" neg_samples.append(prepare_sequence(nsample, word2index).view(1, -1))\n",
" \n",
" return torch.cat(neg_samples)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- Modeling "
]
},
{
"attachments": {
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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"![%E1%84%89%E1%85%B3%E1%84%8F%E1%85%B3%E1%84%85%E1%85%B5%E1%86%AB%E1%84%89%E1%85%A3%E1%86%BA%202019-10-09%20%E1%84%8B%E1%85%A9%E1%84%92%E1%85%AE%206.09.07.png](attachment:%E1%84%89%E1%85%B3%E1%84%8F%E1%85%B3%E1%84%85%E1%85%B5%E1%86%AB%E1%84%89%E1%85%A3%E1%86%BA%202019-10-09%20%E1%84%8B%E1%85%A9%E1%84%92%E1%85%AE%206.09.07.png)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"class SkipgramNegSampling(nn.Module):\n",
" \n",
" def __init__(self, vocab_size, projection_dim):\n",
" super(SkipgramNegSampling, self).__init__()\n",
" self.embedding_v = nn.Embedding(vocab_size, projection_dim) # center embedding\n",
" self.embedding_u = nn.Embedding(vocab_size, projection_dim) # out embedding\n",
" self.logsigmoid = nn.LogSigmoid()\n",
" \n",
" initrange = (2.0 / (vocab_size + projection_dim))**0.5 # Xavier init\n",
" self.embedding_v.weight.data.uniform_(-initrange, initrange) # init\n",
" self.embedding_u.weight.data.uniform_(-0.0, 0.0) # init\n",
" \n",
" def forward(self, center_words, target_words, negative_words):\n",
" center_embeds = self.embedding_v(center_words) # B x 1 x D\n",
" target_embeds = self.embedding_u(target_words) # B x 1 x D\n",
" \n",
" neg_embeds = -self.embedding_u(negative_words) # B x K x D\n",
" \n",
" positive_score = target_embeds.bmm(center_embeds.transpose(1, 2)).squeeze(2) # Bx1\n",
" negative_score = torch.sum(neg_embeds.bmm(center_embeds.transpose(1, 2)).squeeze(2), 1).view(negs.size(0), -1) # BxK -> Bx1\n",
" \n",
" loss = self.logsigmoid(positive_score) + self.logsigmoid(negative_score)\n",
" \n",
" return -torch.mean(loss)\n",
" \n",
" def prediction(self, inputs):\n",
" embeds = self.embedding_v(inputs)\n",
" \n",
" return embeds"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- Train "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"EMBEDDING_SIZE = 30 \n",
"BATCH_SIZE = 256\n",
"EPOCH = 100\n",
"NEG = 10 # Num of Negative Sampling"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"losses = []\n",
"model = SkipgramNegSampling(len(word2index), EMBEDDING_SIZE)\n",
"if USE_CUDA:\n",
" model = model.cuda()\n",
"optimizer = optim.Adam(model.parameters(), lr=0.001)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"for epoch in range(EPOCH):\n",
" for i,batch in enumerate(getBatch(BATCH_SIZE, train_data)):\n",
" \n",
" inputs, targets = zip(*batch)\n",
" \n",
" inputs = torch.cat(inputs) # B x 1\n",
" targets = torch.cat(targets) # B x 1\n",
" negs = negative_sampling(targets, unigram_table, NEG)\n",
" model.zero_grad()\n",
"\n",
" loss = model(inputs, targets, negs)\n",
" \n",
" loss.backward()\n",
" optimizer.step()\n",
" \n",
" #losses.append(loss.data.tolist()[0])\n",
" losses.append(loss.data.tolist())\n",
" \n",
" if epoch % 10 == 0:\n",
" print(\"Epoch : %d, mean_loss : %.02f\" % (epoch, np.mean(losses)))\n",
" losses = []"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- Test"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def word_similarity(target, vocab):\n",
" if USE_CUDA:\n",
" target_V = model.prediction(prepare_word(target, word2index))\n",
" else:\n",
" target_V = model.prediction(prepare_word(target, word2index))\n",
" similarities = []\n",
" for i in range(len(vocab)):\n",
" if vocab[i] == target: \n",
" continue\n",
" \n",
" if USE_CUDA:\n",
" vector = model.prediction(prepare_word(list(vocab)[i], word2index))\n",
" else:\n",
" vector = model.prediction(prepare_word(list(vocab)[i], word2index))\n",
" \n",
" cosine_sim = F.cosine_similarity(target_V, vector).data.tolist()[0]\n",
" similarities.append([vocab[i], cosine_sim])\n",
" return sorted(similarities, key=lambda x: x[1], reverse=True)[:10]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"test = random.choice(list(vocab))\n",
"test"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"word_similarity(test, vocab)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Robust Word2Vec Models with Gensim\n",
"\n",
"- While our implementations are decent enough, they are not optimized enough to work well on large corpora. \n",
"- The **gensim** framework, created by Radim Řehůřek consists of a robust, efficient and scalable implementation of the Word2Vec model. \n",
"- We will leverage the same on Bible corpus. \n",
"- In our workflow, we will tokenize our normalized corpus and then focus on the following four parameters in the Word2Vec model to build it.\n",
" - size: The word embedding dimensionality\n",
" - window: The context window size\n",
" - min_count: The minimum word count\n",
" - sample: The downsample setting for frequent words\n",
"- After building our model, we will use our words of interest to see the top similar words for each of them."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- Let’s now load up our other corpus based on The King James Version of the Bible using nltk and pre-process the text."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import re\n",
"import nltk\n",
"import matplotlib.pyplot as plt\n",
"pd.options.display.max_colwidth = 200\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from nltk.corpus import gutenberg\n",
"from string import punctuation\n",
"\n",
"wpt = nltk.WordPunctTokenizer()\n",
"stop_words = nltk.corpus.stopwords.words('english')\n",
"\n",
"def normalize_document(doc):\n",
" # lower case and remove special characters\\whitespaces\n",
" doc = re.sub(r'[^a-zA-Z\\s]', '', doc, re.I|re.A)\n",
" doc = doc.lower()\n",
" doc = doc.strip()\n",
" # tokenize document\n",
" tokens = wpt.tokenize(doc)\n",
" # filter stopwords out of document\n",
" filtered_tokens = [token for token in tokens if token not in stop_words]\n",
" # re-create document from filtered tokens\n",
" doc = ' '.join(filtered_tokens)\n",
" return doc\n",
"\n",
"normalize_corpus = np.vectorize(normalize_document)\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"bible = gutenberg.sents('bible-kjv.txt') \n",
"#print(bible)\n",
"remove_terms = punctuation + '0123456789'\n",
"\n",
"norm_bible = [[word.lower() for word in sent if word not in remove_terms] for sent in bible]\n",
"norm_bible = [' '.join(tok_sent) for tok_sent in norm_bible]\n",
"norm_bible = filter(None, normalize_corpus(norm_bible))\n",
"norm_bible = [tok_sent for tok_sent in norm_bible if len(tok_sent.split()) > 2]\n",
"\n",
"print('Total lines:', len(bible))\n",
"print('\\nSample line:', bible[10])\n",
"print('\\nProcessed line:', norm_bible[10])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from gensim.models import word2vec\n",
"\n",
"# tokenize sentences in corpus\n",
"wpt = nltk.WordPunctTokenizer()\n",
"tokenized_corpus = [wpt.tokenize(document) for document in norm_bible]\n",
"\n",
"# Set values for various parameters\n",
"feature_size = 100 # Word vector dimensionality \n",
"window_context = 30 # Context window size \n",
"min_word_count = 1 # Minimum word count \n",
"sample = 1e-3 # Downsample setting for frequent words\n",
"\n",
"w2v_model = word2vec.Word2Vec(tokenized_corpus, size=feature_size, \n",
" window=window_context, min_count=min_word_count,\n",
" sample=sample, iter=50)\n",
"\n",
"# view similar words based on gensim's model\n",
"similar_words = {search_term: [item[0] for item in w2v_model.wv.most_similar([search_term], topn=5)]\n",
" for search_term in ['god', 'jesus', 'noah', 'egypt', 'john', 'gospel', 'moses','famine']}\n",
"similar_words"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- The similar words here definitely are more related to our words of interest and this is expected given that we ran this model for more number of iterations which must have yield better and more contextual embeddings. \n",
"- Do you notice any interesting associations?\n",
"![](https://miro.medium.com/max/1064/1*FaXo2UCuoGGWw6ryRXCEWA.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- Let’s also visualize the words of interest and their similar words using their embedding vectors after reducing their dimensions to a 2-D space with t-SNE."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.manifold import TSNE\n",
"\n",
"words = sum([[k] + v for k, v in similar_words.items()], [])\n",
"wvs = w2v_model.wv[words]\n",
"\n",
"tsne = TSNE(n_components=2, random_state=0, n_iter=10000, perplexity=2)\n",
"np.set_printoptions(suppress=True)\n",
"T = tsne.fit_transform(wvs)\n",
"labels = words\n",
"\n",
"plt.figure(figsize=(14, 8))\n",
"plt.scatter(T[:, 0], T[:, 1], c='orange', edgecolors='r')\n",
"for label, x, y in zip(labels, T[:, 0], T[:, 1]):\n",
" plt.annotate(label, xy=(x+1, y+1), xytext=(0, 0), textcoords='offset points')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- We can clearly see based on what I depicted earlier that noah and his sons are quite close to each other based on the word embeddings from our model!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Applying Word2Vec features for Machine Learning Tasks\n",
"\n",
"- Let’s try to apply word2vec features to actual machine learning task like clustering.\n",
"- To start with, we will build a simple Word2Vec model on the corpus and visualize the embeddings.\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"corpus = ['The sky is blue and beautiful.',\n",
" 'Love this blue and beautiful sky!',\n",
" 'The quick brown fox jumps over the lazy dog.',\n",
" \"A king's breakfast has sausages, ham, bacon, eggs, toast and beans\",\n",
" 'I love green eggs, ham, sausages and bacon!',\n",
" 'The brown fox is quick and the blue dog is lazy!',\n",
" 'The sky is very blue and the sky is very beautiful today',\n",
" 'The dog is lazy but the brown fox is quick!' \n",
"]\n",
"labels = ['weather', 'weather', 'animals', 'food', 'food', 'animals', 'weather', 'animals']\n",
"\n",
"corpus = np.array(corpus)\n",
"corpus_df = pd.DataFrame({'Document': corpus, \n",
" 'Category': labels})\n",
"corpus_df = corpus_df[['Document', 'Category']]\n",
"corpus_df"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"norm_corpus = normalize_corpus(corpus)\n",
"norm_corpus"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# build word2vec model\n",
"wpt = nltk.WordPunctTokenizer()\n",
"tokenized_corpus = [wpt.tokenize(document) for document in norm_corpus]\n",
"\n",
"# Set values for various parameters\n",
"feature_size = 10 # Word vector dimensionality \n",
"window_context = 10 # Context window size \n",
"min_word_count = 1 # Minimum word count \n",
"sample = 1e-3 # Downsample setting for frequent words\n",
"\n",
"w2v_model = word2vec.Word2Vec(tokenized_corpus, size=feature_size, \n",
" window=window_context, min_count = min_word_count,\n",
" sample=sample, iter=100)\n",
" \n",
" \n",
"# visualize embeddings\n",
"from sklearn.manifold import TSNE\n",
"\n",
"words = w2v_model.wv.index2word\n",
"wvs = w2v_model.wv[words]\n",
"\n",
"tsne = TSNE(n_components=2, random_state=0, n_iter=5000, perplexity=2)\n",
"np.set_printoptions(suppress=True)\n",
"T = tsne.fit_transform(wvs)\n",
"labels = words\n",
"\n",
"plt.figure(figsize=(12, 6))\n",
"plt.scatter(T[:, 0], T[:, 1], c='orange', edgecolors='r')\n",
"for label, x, y in zip(labels, T[:, 0], T[:, 1]):\n",
" plt.annotate(label, xy=(x+1, y+1), xytext=(0, 0), textcoords='offset points')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- Remember that our corpus is extremely small so to get meaninful word embeddings and for the model to get more context and semantics, more data helps. \n",
"- Now what is a word embedding in this scenario? It’s typically a dense vector for each word as depicted in the following example for the word **sky**."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"w2v_model.wv['sky']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- Now suppose we wanted to cluster the eight documents from our toy corpus, we would need to get the document level embeddings from each of the words present in each document. \n",
"- One strategy would be to average out the word embeddings for each word in a document. \n",
"- This is an extremely useful strategy and you can adopt the same for your own problems. \n",
"- Let’s apply this now on our corpus to get features for each document.\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def average_word_vectors(words, model, vocabulary, num_features):\n",
" \n",
" feature_vector = np.zeros((num_features,),dtype=\"float64\")\n",
" nwords = 0.\n",
" \n",
" for word in words:\n",
" if word in vocabulary: \n",
" nwords = nwords + 1.\n",
" feature_vector = np.add(feature_vector, model[word])\n",
" \n",
" if nwords:\n",
" feature_vector = np.divide(feature_vector, nwords)\n",
" \n",
" return feature_vector\n",
" \n",
" \n",
"def averaged_word_vectorizer(corpus, model, num_features):\n",
" vocabulary = set(model.wv.index2word)\n",
" features = [average_word_vectors(tokenized_sentence, model, vocabulary, num_features)\n",
" for tokenized_sentence in corpus]\n",
" return np.array(features)\n",
"\n",
"\n",
"# get document level embeddings\n",
"w2v_feature_array = averaged_word_vectorizer(corpus=tokenized_corpus, model=w2v_model,\n",
" num_features=feature_size)\n",
"pd.DataFrame(w2v_feature_array)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- Now that we have our features for each document, let’s cluster these documents using the **Affinity Propagation** algorithm, which is a clustering algorithm based on the concept of “message passing” between data points and does not need the number of clusters as an explicit input which is often required by partition-based clustering algorithms.\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.cluster import AffinityPropagation\n",
"\n",
"ap = AffinityPropagation()\n",
"ap.fit(w2v_feature_array)\n",
"cluster_labels = ap.labels_\n",
"cluster_labels = pd.DataFrame(cluster_labels, columns=['ClusterLabel'])\n",
"pd.concat([corpus_df, cluster_labels], axis=1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- We can see that our algorithm has clustered each document into the right group based on our Word2Vec features.\n",
"- Pretty neat! We can also visualize how each document in positioned in each cluster by using Principal Component Analysis (PCA) to reduce the feature dimensions to 2-D and then visualizing the same (by color coding each cluster)."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.decomposition import PCA\n",
"\n",
"pca = PCA(n_components=2, random_state=0)\n",
"pcs = pca.fit_transform(w2v_feature_array)\n",
"labels = ap.labels_\n",
"categories = list(corpus_df['Category'])\n",
"plt.figure(figsize=(8, 6))\n",
"\n",
"for i in range(len(labels)):\n",
" label = labels[i]\n",
" color = 'orange' if label == 0 else 'blue' if label == 1 else 'green'\n",
" annotation_label = categories[i]\n",
" x, y = pcs[i]\n",
" plt.scatter(x, y, c=color, edgecolors='k')\n",
" plt.annotate(annotation_label, xy=(x+1e-4, y+1e-3), xytext=(0, 0), textcoords='offset points')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- Everything looks to be in order as documents in each cluster are closer to each other and far apart from other clusters."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## The GloVe Model\n",
"\n",
"- The GloVe model stands for Global Vectors which is an unsupervised learning model which can be used to obtain dense word vectors similar to Word2Vec. \n",
"- However the technique is different and training is performed on an aggregated **global word-word co-occurrence matrix**, giving us a vector space with meaningful sub-structures. \n",
"- This method was invented in Stanford by Pennington et al. and I recommend you to read the original paper on GloVe, ‘GloVe: Global Vectors for Word Representation’ by Pennington et al. which is an excellent read to get some perspective on how this model works."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- The basic methodology of the GloVe model is to first create a huge word-context co-occurence matrix consisting of (word, context) pairs such that each element in this matrix represents how often a word occurs with the context (which can be a sequence of words). The idea then is to apply matrix factorization to approximate this matrix as depicted in the following figure.\n",
"\n",
"![](https://miro.medium.com/max/815/1*UNtsSilztKXjLG99VXxSQw.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- Considering the Word-Context (WC) matrix, Word-Feature (WF) matrix and Feature-Context (FC) matrix, we try to factorize WC = WF x FC, such that we we aim to reconstruct WC from WF and FC by multiplying them. \n",
"- For this, we typically initialize WF and FC with some random weights and attempt to multiply them to get WC’ (an approximation of WC) and measure how close it is to WC. \n",
"- We do this multiple times using Stochastic Gradient Descent (SGD) to minimize the error. \n",
"- Finally, the Word-Feature matrix (WF) gives us the word embeddings for each word where F can be preset to a specific number of dimensions. \n",
"- A very important point to remember is that both Word2Vec and GloVe models are very similar in how they work. \n",
"- Both of them aim to build a vector space where the position of each word is influenced by its neighboring words based on their context and semantics. \n",
"- Word2Vec starts with local individual examples of word co-occurrence pairs and GloVe starts with global aggregated co-occurrence statistics across all words in the corpus."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Glove Implementation\n",
"- taken from https://github.com/DSKSD/DeepNLP-models-Pytorch/tree/master/notebooks"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import torch\n",
"import torch.nn as nn\n",
"from torch.autograd import Variable\n",
"import torch.optim as optim\n",
"import torch.nn.functional as F\n",
"import nltk\n",
"import random\n",
"import numpy as np\n",
"from collections import Counter\n",
"flatten = lambda l: [item for sublist in l for item in sublist]\n",
"random.seed(1024)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"print(torch.__version__)\n",
"print(nltk.__version__)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"USE_CUDA = torch.cuda.is_available()\n",
"gpus = [0]\n",
"torch.cuda.set_device(gpus[0])\n",
"\n",
"FloatTensor = torch.cuda.FloatTensor if USE_CUDA else torch.FloatTensor\n",
"LongTensor = torch.cuda.LongTensor if USE_CUDA else torch.LongTensor\n",
"ByteTensor = torch.cuda.ByteTensor if USE_CUDA else torch.ByteTensor"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def getBatch(batch_size, train_data):\n",
" random.shuffle(train_data)\n",
" sindex = 0\n",
" eindex = batch_size\n",
" while eindex < len(train_data):\n",
" batch = train_data[sindex:eindex]\n",
" temp = eindex\n",
" eindex = eindex + batch_size\n",
" sindex = temp\n",
" yield batch\n",
" \n",
" if eindex >= len(train_data):\n",
" batch = train_data[sindex:]\n",
" yield batch"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def prepare_sequence(seq, word2index):\n",
" idxs = list(map(lambda w: word2index[w] if word2index.get(w) is not None else word2index[\"\"], seq))\n",
" return Variable(LongTensor(idxs))\n",
"\n",
"def prepare_word(word, word2index):\n",
" return Variable(LongTensor([word2index[word]]) if word2index.get(word) is not None else LongTensor([word2index[\"\"]]))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Data load and Preprocessing "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"corpus = list(nltk.corpus.gutenberg.sents('melville-moby_dick.txt'))[:500]\n",
"corpus = [[word.lower() for word in sent] for sent in corpus]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Build vocab"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"vocab = list(set(flatten(corpus)))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"word2index = {}\n",
"for vo in vocab:\n",
" if word2index.get(vo) is None:\n",
" word2index[vo] = len(word2index)\n",
" \n",
"index2word={v:k for k, v in word2index.items()}"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"WINDOW_SIZE = 5\n",
"windows = flatten([list(nltk.ngrams([''] * WINDOW_SIZE + c + [''] * WINDOW_SIZE, WINDOW_SIZE * 2 + 1)) for c in corpus])\n",
"\n",
"window_data = []\n",
"\n",
"for window in windows:\n",
" for i in range(WINDOW_SIZE * 2 + 1):\n",
" if i == WINDOW_SIZE or window[i] == '': \n",
" continue\n",
" window_data.append((window[WINDOW_SIZE], window[i]))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Weighting Function\n",
"\n",
"특정 단어 간의 Co-occurrence는 다른 것들에 비해 과하게 높을 수가 있다. 그래서 Co-occurrence가 너무 큰 경우의 영향을 줄이기 위한 Weighting Function 을 사용(f(P_{ij})"
]
},
{
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/aV/AJm7SKqcJ/lqFlZsigEA7EThRmKslB7boyOl05RSfUa29Vg5TFMq1v5+/n79sPn71S3/FnL92MmI0AwEEEEAAgc8EAmz+6h3dTXcNn64uZtYfBwIXI0DwdzFaXIuAxwm0bvBXcWixNq5YogcfWarUXLMtfOwAzb/3D5o3a6yuTfFvUqvy+Kcq3PS8fv5/a80S4XzV+PXW/B9/X7d9/3ZN6uyrzmdtDNjkbVr8hYbgb+ELC7XguQX6+c9/rnHjxl3Qc2JjYxURESHXNHzXL9EcCCCAQHsSqDEz+1LNnn4v7Vyl9IIclVWVtafm0RYEEEAAAQQQ+AoBf7PMt2/nHvr+uDnqbrbo4EDgYgQI/i5Gi2sR8DiB1g3+Sra+oLXLF+veJ9eYZWNBCu42RLf9+je69opRmpXQ9Cbx1ekbVbzzZf3ibyv19tpMlXl31oxv/UTzv/UtzU32N3tXeLeJdEPwt+DZBXrsfx/TwAEDFdM55oLacvvtt+uKK65QYGBgffh3QW/iIgQQQOAyCeSZPf12nDqq13esUn5FsepMRV8OBBBAAAEEEPAMAYI/zxin9tpKgr/2OjK0C4EWEWjN4M+pM58+rVVL39R9z21SelG4wuNH6K7fP6A5V4zQtC6+Tfag5tRmlex9Xff/9UMtXnVMxQrXhDt/rrlf/55uHhxg9q9om/IeDcHfcwue0z8e/4emT5+uhISEJvvx5Rdmz56tUaNGyWazEfx9GYa/I4BAmwrYTcBXZZb0bko/qC3ma6fZ46+itqpN28TDEUAAAQQQQODiBAj+Ls6Lq88WIPg724PvELCYQGsFf67qvE5lf/yEPn7vTT344nZllEQpMmGkvvnQL3XNtGH1S3abwqzJ3qqyA2/pgT8v0+KPD6vAEajRt/1CV935I90+MlBJkW0b/L3wwgtasGCBfvrTn2rMmDFNdeOs8926dVNUVBRLfc9S4RsEEGhLAaf5OV1SVam8smK9tXettmYcUk1ttZxO189wDgQQQAABBBDwFAGCP08ZqfbZToK/9jkutAqBFhJozeDPoVMf/UMr331Tv35llzJLok3wN1rf/uMv6oO/CdFNh3c1OdtUlrq4fm/AxSsPKt8RoFG33qfZd/xId44KUlJU0+9tIRi3t2mY8bdw4UK5vh566CFNmzbN7bXnngwICKif7cf+fufK8D0CCLSFgCvcqzGz/faaCr4fHdmpo6czlFdaKIc5x4EAAggggAACniVA8OdZ49XeWkvw195GhPYg0KICrRv8Za18/LMZfy/t/Dz4G2WCv/vOH/xlu4K/t/Sga8bfykMm+AsyM/7u1dV3/peZ8RekxDae8bdo0SK5vh599FHNnDmzRUeEmyGAAAKtLeCa6VdtlvceM0U8NqUf0srD21VZU1lfxbfxs01hJlOQKCwgWIGmYqCvd9v8w0vjdnEGAQQQQAABBBoE/P381TOqi24dPFlxoRENp/kTgQsSIPi7ICYuQsBTBVoz+HMqb/WT+sQs9f3lwm1KL/58qe/Dv9Qcs9R3YsxX7PGXtUWl+9/U/X9Zrrc/OapCZ5jG3/Fzzfn693WL2eMvIaJtfvFsmPFH8Oepn3fajQACLgGHme2XX1Gqxfs3aEfmYWUV5Joo0P3yXi8vb/mYsC85NkFdO8Uo2PxiwcxlPkcIIIAAAgi0LwGbj59iQ8I1Pj5F4QFB7atxtKbdCxD8tfshooEINEegtYI/V5ucKtr8nNa8b6r6/t+nOlEYprDuw3WnKe4xd/pITevadPBXnblJJbtf0y8fW6HFa9JV4hWnmd+5R9ebqr7X9LK1eVVfgr/mfOZ4LwIItLXAkfxs7co+ro0n9iujMFcVZrafu8PM9VOPyFgN6dZbvaK7mV8oOtXP+CP4c6fFOQQQQAABBNpOwNv8Q12gr60+/LP5NP17Vtu1kCe3ZwGCv/Y8OrQNgWYLtGbwJ1Xse13rP3xH9z32gQ7l+cu/6xDd+uBvdO2MUboy0dZk66tOrlfxthd17+Or9Pb6PFX6JWvej76n2+6+XZNifdU5wKvJ97bmC8z4a01d7o0AAq0tUFtXp1IT8q0/eUBrju9TRn6WyqorGj/W6WVm+XnXL+/tF9tDYxNT1C8mwfwyEWmiQPOft5j111iNMwgggAACCCCAgEcKEPx55LDRaAQuVKB1g7+azA+09ZP39PvfvqHdp+pU3bmfrvvZQ5o3a5zm9fNvspEVR9cof/2z+vnT67Vke4Xqwkbrrp99Xd/43jwNDPJSuA/BX5N4vIAAAgg0IeBa3rsz+4Q2pu3XLrPEt8bs8+dwOs6+2oR+cniZJb1BGmGWC0UE2lRXV6KJSaPM3kEJcs0o8PPzka+fSf84EEAAAQQQQAABBDxegODP44eQDiDwVQKtG/zVlezQ/vUf6vHf/FOfHi7UqYAEXXH3H3X91ZN1++hQM2/E3eFU4b4VSl/xD/3mld1acdSmwJ5zdfcP5uubd05WF18vBbp/o7ubteg5Zvy1KCc3QwCByyjgCv2OmBl+q47u1hFTwTe3JL/R070c3vKusSmgOkjhdWGmkFIX2cyWqpU1JSb066HY0Gj5+/spqWeU4nuwcXgjQE4ggAACCCCAAAIeKEDw54GDRpMRuHCB1g3+VHdKJ3au0ZsPPaKl29O0oyJCI259SDdeO13fnxUn13yRszM81+bydTq1dan2vfWI/rrsuDYXdlGXCd/RD++Yom/M6S/XKt+2Ke0hEfxd+CeLKxFAoH0IOE0hjzozq29vbrq2ZhzSJ4e3qbTKzfJe01wfu59sVaGKKIpSeGmnRh2wmRQwLDRAU6Yma9z4pEavcwIBBBBAAAEEEEDA8wQI/jxvzGgxAhch0MrBn7NC+cd2aOcrj+qF5Tu05ECN4qf+SDdeP1v33TlU/ibEO3vrWbPkzFmuQ6vf1pqnH9YLW8p0MnCQxt1xv26f1V9zh0W7CQsvorvNvJTgr5mAvB0BBC67QHlNlc6Y2X4fHNqqbSb4yystlL3O7rYdgQpSjOIUcDpEPmcab8dA8OeWjZMIIIAAAggggIBHCxD8efTw0XgEzifQEPz9RQveWaen1+QpKOVGzb3hOv323msU6++r4PNu41RnwroqFWZnKS8zS7nl3vIxy8E6J/Q0y8J85Feaprxtr2vRax/qpeWHVBk/RzPmzdXP77lWXc30vXC/L835c1TLUZ2uLUsX642/PqZP8rvJK3mKbv3xjzVzcFcN79J0QZDz9bQlXif4awlF7oEAApdDwDXTr9ZRp5OFedqRdczs67dPx06faryn3+eN8TeVAKNtkUoJ6KXKDKkovaZRMwn+GpFwAgEEEEAAAQQQ8HgBgj+PH0I6gMBXCXwW/B35lwn+lqzTM5cS/JnQT47T2rVimdb+a7nWZNgUlDxOE2+6U1OTQ9UnolKOslS9t2ChXnt2idYVJ6rPlfP1rV//RONifJUU+kWy6LSXqi5/vZa//rYe+++XlN39OvWZNlf3/WyOUmJDFdlGRT0aBAn+GiT4EwEE2ruAa3lviVnSuz7tgF7dtUoV1ZWmmEfjMK+hH5GhkeodFq8J4QOVllqsgwdyG176958Ef/+m4C8IIIAAAggggIBlBAj+LDOUdAQBdwJ2FZ3co92v/lELl23Si1uKFJx8va65YZ5+e99cxZkZf1/K5dzdQI6q06o9vVlLXvmXXn7xIx0s8ZYtaYL6zPimvndtX00bFGn2jSrSsS0faevKZXplWarOBCar27RbdPOVwzRhsNkwPshH3vZilZ85rj0rX9f7H+/V66sLNGL+nZo8e4bmTUxUdLCtfmmw20ZcppMEf5cJmscggECzBFyhX7EJ/T49sV/bTPXevVlHTWXeOrez/Xx9fGUzs/0m9xqi/hGJCqkI0YHdOdq/P6dRGwj+GpFwAgEEEEAAAQQQ8HgBgj+PH0I6gMCXBVzFM+yqqaxUeXGJKqpKlX1sj7a+8aTeW79fKw5VKiB+uqbMnqUffv8qxYcEKirI7PoUGqYAs6m7v5sZd3UVWarJXKkXF7yjfz67QifMnvG+SZOUOPV7+uUdwzRnXI/6ffxqCw4q58gmvfHiu9pytFInlKyZV47TyGG9FR/mK5+aApXkHde2lSu1L9OhI0rRTXfM17SJQ9Q30v2zv9yzy/F3gr/LocwzEECgOQKun/KuCr7HC3L03oFNOpSXofKqMre39PLyUkRQmLpHxGpOvzHqFdJVuZml2rE90wR/2Y3eQ/DXiIQTCCCAAAIIIICAxwsQ/Hn8ENIBBL4sYIpnOAqVm3ZM+zdu19H0o0o9dEBbN2zX8exC5ZRL3gFdlNB3oEZNn6DkuFglJyUqeegIJcaGq0vIF8tyG+7qNDP1XEt5V7z6ut56fonWnvJVYP/pmvC1H+v2iV01LrlTfUEOp71KNRWFyjuxU7u3b9eaNduVll+twso6+ZpQUU4veXsHKCg6SclDRmjUpIkamBCl+KggBZjA0fx+2uYHwV+bDwENQACBrxBwhX6uvf02nEzVx8d266gJ/YoqS+RwmJ/95xyu0M/HzPYb2q23Cf3GKTEiRrY6m9LTCrRtWwbB3zlefIsAAggggAACCFhVgODPqiNLvzqogPm10FTNLTmTp1NHTyq3IE85p83fT+WrtLJGNQ6TrnkFKCQiWjE94hUTFqaY6GjF9jBLbcMC1ckU42h0mIIczroCHd+zRwe279PRIlPQI7aXeg2fqEHdg9UtwqaGdzkddtVVmGdmpOlI6iGl55WpoKxGzvqZhGa5r2+Qwjr3UI+ePZXSt6eiArwV9OXiH40efnlPEPxdXm+ehgACFydQavbxO2pm+m0w+/ptTj9gfq6XmX39at3eJMDPX31jEzS6R19NThqoYFuAHObSgvxypacXKDu7pP59J8wWDNtP7tCopFHqFZOkgABf9e7TWUlJUW7vy0kEEEAAAQQQQAABzxIg+POs8aK1CCDQigIEf62Iy60RQKBZArVmD7/04tP68MhOs6ffMaXnZzV5Pz8fP8WEdNKcAeM0zMz46xEeXX+ta7Zgnd1UA661q9ZuKrab48N9H+rxVU/opzN/oul9p5uZ2V6y2Xzl55qpzYEAAggggAACCCDg8QIEfx4/hHQAAQRaSoDgr6UkuQ8CCLS0wGET9O3KOq41R3cpt7RAlTWm4noTR++YHhraPVkTEvop3oR+gX62f1/pCv8cDmf9kmHXyWW7l+nRFX/VfVf/UjMHzDQzuM1/JvxzBYAcCCCAAAIIIIAAAp4vQPDn+WNIDxBAoIUECP5aCJLbIIBAiwlUmaW8pTWVWmcq+G7NOKTDuSdVWVvt9v42Xz91CgrVmB79Nd4s703qFKNQ/0C31zacfG/Xu/rLB4/ogTkPatbA2Q2n+RMBBBBAAAEEEEDAIgIEfxYZSLqBAALNFyD4a74hd0AAgZYVOF1RoiP5OVp+YKN2nzqiOjeFPBqeGBEcpoHdkjXFhH5juvcxRZNc8/e++iD4+2ofXkUAAQQQQAABBDxdgODP00eQ9iOAQIsJEPy1GCU3QgCBZgo4nA4Vm2Ie+3LS9LHZ1++EWep7pqyoybtGBndScufuuiJ5mJKjuqpzcHiT1375BYK/L2vwdwQQQAABBBBAwHoCBH/WG1N6hAAClyjQEPwtXLhQzz//vH71q19p4sSJje4WZqohd+rUqdF5TiCAAAItIeAw+/BV1tbo0JlMbTqZqo8ObZO9zi5XGHju4e3tLV9vXw3o2lMju6doWs+BCgsIqt+r79xr3X1P8OdOhXMIIIAAAggggIB1BAj+rDOW9AQBBJop0BD8Pffcc3rqqad07bXXKjk5udFdR4wY4TYQbHQhJxBAAIFLEHDt65dnZvct3rdee0wF39OmmIerKIe7I8AWoPCgcF0/cJzG9uirTgHBJgi88Iq8BH/uVDmHAAIIIIAAAghYR4DgzzpjSU8QQKCZAl8O/h5//HHNmDFDSUlJje46fvx4zZo1q9F5TiCAAALNETC1dusr7h46c0o7Th3TxrR9OlV8WrUmCDz3cO3f5+vjq8TILhrVo59GxyerZ0Scqcbrfd59/b58L4K/L2vwdwQQQAABBBBAwHoCBH/WG1N6hAAClyjw5eDvySef1Ny5c5uc8Td58uRLfApvQwABBNwL1DrqVGb29Vt5dLeWm+W9ReVFqm6igq+PmdXXyezjNy6hn24aPFmhZuafv6nqe7EHwd/FinE9AggggAACCCDgWQIEf541XrQWAQRaUaAh+HPt8eda7nv//fe7XdIbHh6uqKioVmwJt0YAgY4okFdWrHVmT7/tmYeUaop6uGb6ud3Xz8tboWYfv2nJw82+fn00ILZH/fJebzML8GIPgr+LFeN6BBBAAAEEEEDAswQI/jxrvGgtAgi0okBD8Ldo0SK5vh599FHNnDmzFZ/IrRFAAIHPBPLKi3XwdKY+OryjvoJvofm+qaNzaIR6x3TXzOQR6hPTrX5fv6auPd95gr/zCfE6AggggAACCCDg2QIEf549frQeAQRaUIDgrwUxuRUCCFyUwLr0g9qQdkA70lNVVlVhdvtzX8xDZge/cUkDNL3PCPWLNqFfYMhF7el3bqMI/s4V4XsEEEAAAQQQQMBaAgR/1hpPeoMAAs0QIPhrBh5vRQCBSxIoNiHfqZICrTq2SzsyDyvfVPOtrbO7vZdreW/P6Pj6ff3G9Eipn+lnMwU+mnMQ/DVHj/cigAACCCCAAALtX4Dgr/2PES1EAIHLJEDwd5mgeQwCCNTP6Kux23WiME9bTOC39eQBHTfVfJs6Avz8FR8Rq0m9hmhIlyT1joxr6tKLOk/wd1FcXIwAAggggAACCHicAMGfxw0ZDUYAgdYSIPhrLVnuiwAC5wrYHQ7lmNl9WzMO6b39G1RcWaaqJir4ut6baJb1DunWW7PNEt/YkHD5+1x8Bd9z2+D6nuDPnQrnEEAAAQQQQAAB6wgQ/FlnLOkJAgg0U4Dgr5mAvB0BBC5IwLWU17XEd52Z5bc947D2ZB1VnaNOTmfjff1svjYFmyW+k3oO0uj4FPWN7q5AP9sFPefci1z3t9sdqq2tq/9yvb5i/wo9seoJ3TPjJ5red5pMwWD5+/vKZmveEuJzn833CCCAAAIIIIAAAm0jQPDXNu48FQEE2qEAwV87HBSahIDFBFxFOworypVWmKu39n6q1NyTqmlipp+XSeEig8OVEN1V1/YdreHdesnbnPO6RBNX6FdZUaOiokqVlFTV32XTic16ffub+o/Rt2l04kj5+XorKjpEEZFBl/gU3oYAAggggAACCCDQngQI/trTaNAWBBBoUwGCvzbl5+EIWF7A4ZpxZ2b2bTGz/D45tltHT2eosLxEDqejUd+9vLwUaAvS4K49dXXfUUqI6KyooFAT+l1q7CdVlNcoK7tYB1NzdezYmfpnFlYUKqs4W906dVNMWISCg2waPqKHBg3u2qhNnEAAAQQQQAABBBDwPAGCP88bM1qMAAKtJEDw10qw3BYBBOoFymoqdbwgV+tO7NenJ/aqorpCdjcVfF0z/QLMct6+sYkabar3XmEKevj7+snX26dZkqWlVUo7ka9t2zK0f392o3vZbD4KCw3QlKnJGjc+qdHrnEAAAQQQQAABBBDwPAGCP88bM1qMAAKtJEDw10qw3BYBBOr378soPqPF+zfqQPZxZRXlNani6+Nbv8T31qHTNMws740JDmvWTL+GBxH8NUjwJwIIIIAAAggg0HEECP46zljTUwQQOI8Awd95gHgZAQQuWeDQmSztyj6mT4/tUU5JviprPttj79wbupb4Jsf00Ij4Phrbo6+6h0crwMz2a4mD4K8lFLkHAggggAACCCDgWQIEf541XrQWAQRaUYDgrxVxuTUCHVSgxizlLa+p1hqztHfjyVQdy0tXZRPFPPzMTL/wwFBNSBqoab2HqmtopIJt/i0mR/DXYpTcCAEEEEAAAQQQ8BgBgj+PGSoaigACrS1A8NfawtwfgY4nkFderNTTp7T6yA7tyTqmGnuNKebhdAsRZSr4jkoYoDFmX78hcYlyBYHeZgZgSx0Efy0lyX0QQAABBBBAAAHPESD485yxoqUIINDKAgR/rQzM7RHoQAKucK+4qkIHTeXeVa4KvnkZyi0taFIgKqSTWeIbryt6D1Pv6C7qbELAlj4I/lpalPshgAACCCCAAALtX4Dgr/2PES1EAIHLJEDwd5mgeQwCFhdwmtCv2izxPZKfpU1mee/7Bzaptq62vsDHuV137ennY6r1DurWWyPj+2qaWeYbHhB07mUt8j3BX4swchMEEEAAAQQQQMCjBAj+PGq4aCwCCLSmAMFfa+pybwQ6jkBlbY1OmyW+yw5u0a5TR00F39Nmea/DLUCQf6CiQiI0O2WkxsSnKDoozCzx9XF7bXNPEvw1V5D3I4AAAggggAACnidA8Od5Y0aLEUCglQQI/loJltsi0EEEnHKqzuHUicJc7c4+rrVmie/JghzZzey/cw8vecnXVOvtERGr4aaC7zgz269PdFe5ZgC21kHw11qy3BcBBBBAAAEEEGi/AgR/7XdsaBkCCFxmAYK/ywzO4xCwmECdmdVXZa/VyqO79c6+9SqpKFF1ExV8vb28FRoUqrEJ/XX7sGkKsQXIZop5tOZB8NeautwbAQQQQAABBBBonwIEf+1zXGgVAgi0gQDBXxug80gELCLg2tcvv7JMmzMOaav52nPqWP2+fg5HXaMeuvb0C/YP0sSegzTKLO8d0sVU8PVu2Qq+jR5qThD8uVPhHAIIIIAAAgggYG0Bgj9rjy+9QwCBixBoCP4WLlwo19fDDz+sadOmNbqDzWZTQEBAo/OcQACBjitQWFmuo6aYx1Kzr9+x05kqNHv8uT+8FBkcpoTIOM3pP1b9O8cr1ISArbfA94tWEPx9YcHfEEAAAQQQQACBjiJA8NdRRpp+IoDAeQUagr8XXnhBCxYs0D333KPRo0c3el9cXJy6d+/e6DwnEECg4wpsyjysjScPamfGQRVVlJq9/hrP9JOJ91x7+I1O6KfpycOVYvb0izTLfX3Mst/LcRD8XQ5lnoEAAggggAACCLQvAYK/9jUetAYBBNpQoCH4e+655/TEE09o5syZSkpKatSi8ePHa8aMGY3OcwIBBDqeQGlNlXJKi7T6+G5tM0t880ryVWP2+XN3BNsClWTCvnFmX79xif3VKSBI/j5+7i5tlXMEf63Cyk0RQAABBBBAAIF2LUDw166Hh8YhgMDlFGgI/lyz/R577DH169dPUVFRjZowb9483XXXXY3OcwIBBDqWgN3M6ssozteWzCPadGKfDuedbBLAzxTu6BIerSv6jNDQLr3UOyquyWtb64Wy0mqlpxdo585Mpabm1j+mtq7WFCSpVqCfv4LMFgahIf6aOKmXRo1OaK1mcF8EEEAAAQQQQACByyhA8HcZsXkUAgi0b4GG4I+lvu17nGgdAu1BwFXBN7esWLuyjmp56hbllRaqrLqiyaYlRHXVoK69NKP3EHUNjVKwzb/Ja1vrhaqqWuXnl+tkWoFOZX22B+HxM2nanrHTLD8eoV4xiWb/Ul+lpMSqZ6/o1moG90UAAQQQQAABBBC4jAIEf5cRm0chgED7FmgI/hYtWiTX16OPPlq/3Ld9t5rWIYDA5RZwzfQrN0t8t5qZflvNnn5b0lJNBV+7nOa/cw8/Xz8T8gVqbOIAje7RVwNNMY9gW9sUB7LbHaqsrFFRUaWp8Ftd39SNxzfpjW1v6j/G3KbRSaPk5+utyKhgRUQEndsVvkcAAQQQQAABBBDwQAGCPw8cNJqMAAKtI0Dw1zqu3BUBqwm4Qr9sM8PvlZ2faNepY6qprXYb+rn6HW6Kd3SP7Krr+o/W2PgUeZviHq7/2vJw1ueTn4WUS3e/p7988Gfdf80DmjXwyvpmuQqQcCCAAAIIIIAAAghYQ4DgzxrjSC8QQKAFBAj+WgCRWyBgYQGnScxcs/325JzUp2n7tS/rmHJLC+Qw5849XOFZoJnp1zc2QTP6DFcfs9Q3LrRTm4d+57bzvV3vmuDvET0w50ET/M0+92W+RwABBBBAAAEEEPBwAYI/Dx9Amo8AAi0nQPDXcpbcCQErClTZa+pn+q01hTxWHN6h8qpy1Zpz5x6u0M/PVOtNiu6mMWZ57zV9RyrQ118+3t7nXtrm3xP8tfkQ0AAEEEAAAQQQQKBVBQj+WpWXmyOAgCcJEPx50mjRVgQur4Br/77c0iItN4HfrlNHdOLMKTlMgQ/XLMBzD19TwTcsMFTzB07QyO7J6hYWJW8T+rXHBbQEf+eOHt8jgAACCCCAAALWEiD4s9Z40hsEEGiGAMFfM/B4KwIWF0gvPqP9uSf1ydFdyijIUamZ7efucO3flxAZZyr49tbkpAFKMn8P8LO1y9DP1X6CP3ejyDkEEEAAAQQQQMA6AgR/1hlLeoIAAs0UIPhrJiBvR8CCAnVmVl9tXZ3Wn0zVupP7dcDs61dWVeG2p66lvAFmSe+EpIG6st9oM9MvUqFmn7/2fBD8tefRoW0IIIAAAggggEDzBQj+mm/IHRBAwCICBH8WGUi6gUALChRWlutEYZ5WH9up7RmH6kM/V4EPd0d4YIiGdk8x+/qlaES33iYE9JOvt4+7S9vNOYK/djMUNAQBBBBAAAEEEGgVAYK/VmHlpggg4IkCBH+eOGq0GYHWEXDt6VdRW6Pj+dlan3ZAe8xMv5MF2U0+LMyEfomRXTQ9ebj6dY5XdzPbzxMOgj9PGCXaiAACCCCAAAIIXLoAwd+l2/FOBBCwmADBn8UGlO4g0AwB1xLfUyUF2px+UIt3r1F5TaUcDkeTd0yJS9IIM9Pvyt5DFRUU1m739Du3AwR/54rwPQIIIIAAAgggYC0Bgj9rjSe9QQCBZggQ/DUDj7ciYCGBmjq7Ssw+fh8f261tZnnvkbx0uZb3uqvgG+Dnr3AT9E0zgd+4Hn3VPTy6fomvp3AQ/HnKSNFOBBBAAAEEEEDg0gQI/i7NjXchgIAFBQj+LDiodAmBixRwOJ3KKyvSEbPE9/3UzTpoQr9as+TXtfT33MPH7N/X2Szp7RfXU9N7DtKQLkny9vI697J2/T3BX7seHhqHAAIIIIAAAgg0W4Dgr9mE3AABBKwiQPBnlZGkHwhcmoBrRl+tWc670SzvXXpwi04V5qqkstTtTD8vE/AF+QdrqCniceOgiYoLjVCYf/uu4OtOheDPnQrnEEAAAQQQQAAB6wgQ/FlnLOkJAgg0U4Dgr5mAvB0BDxcoq6nSgbwMbTqZqg1p+1Vp9vWzm2W/5x7eXt7y97NpeHyKRpkv1xLfQF+bfLy9z7203X9P8Nfuh4gGIoAAAggggAACzRIg+GsWH29GAAErCRD8WWk06QsCFyfg2tcvsyRf76Vu0b7s48oys/2aOgJtAYoxM/xuGDRJw7r2UqSp6OuaAeiJB8GfJ44abUYAAQQQQAABBC5cgODvwq24EgEELC5A8GfxAaZ7CHyFwKEzWdqRdUzrTEGPHBMAVtVWu73aFfD1i0vUhKRBGtqlp7qZPf78fHzdXusJJwn+PGGUaCMCCCCAAAIIIHDpAgR/l27HOxFAwGICBH8WG1C6g8AFCFTX1aqkulLr0w5oY1qqjp/JVIVZ4uvu8Pf1MzP9IjU2ob+m9RqimJBwBZuqvp5y2O0OVVTUqLCwQiXFVfXN3pq2VUt2vqObRt6k4QnD5efnreiYEEVGBntKt2gnAggggAACCCCAwFcIEPx9BQ4vIYBAxxIg+OtY401vEXAJFFSW6XB+lj48uFVbTfjnrnpvg1RkUJjG9RyisWZPv+FdkxpOe8yf5eXVOpVZpL17s3T40On6dpfVlCm/okjRQRHqFByq0FB/jR6TqGHD4z2mXzQUAQQQQAABBBBAoGkBgr+mbXgFAQQ6mADBXwcbcLrboQVcAV9ZdZUOmmIeK47s0NHTmcorLWjSxDXTL7lzvGYmD1evyDhFBYU2eW17faGstFrp6QXasSNTqak59c2sNXsb1tTVyN/HpqAA//rgb+KkXvXhX3vtB+1CAAEEEEAAAQQQuHABgr8Lt+JKBBCwuADBn8UHmO4h8LmA0+lUraNOh8+c0tb0Q/rw0FaVm+W9DoejkZG3qdTr5+Onwd16a5SZ6TfeVPGNMMU8PPEoLa1S2ol8bduWof37sxt1wWbzUVhogKZMTda48Z43o7FRhziBAAIIIIAAAgggIII/PgQIIIDA5wIEf3wUEOgYArV1dSo1Qd/iveu1Jf2gckvOqM4Ege6OQFugIk0F3zl9R2ty0gCFmO99TRjoiQfBnyeOGm1GAAEEEEAAAQSaJ0Dw1zw/3o0AAhYSaAj+nnvuOT355JOaPXu2evXq1aiHY8aM0bRp0xqd5wQCCLR/AdcS37TCPO3KPqH1J/aZYh6nVGOvkWsW4LmHnynm0SMiTmMTB2ikmfHXO6qLvE1VX089CP48deRoNwIIIIAAAgggcOkCBH+Xbsc7EUDAYgINwd8zzzyjv/zlL+rUqZP8/RtX7PzmN7+pe++912K9pzsIWF/A4XSosrZGG9JT9W7qFuUVn1FZVbnbjnt7eSsypJNGmKW9Nw+aqIigELMPnp/baz3lJMGfp4wU7UQAAQQQQAABBFpOgOCv5Sy5EwIIeLhAQ/D3wgsv6Omnn9a3v/1tDRs2rFGvEhMTlZKS0ug8JxBAoH0LlFRXakfWMW02y3u3nUxVtZnp526Jr5eZ1Rfg568rTCGP0T36qX9sfH3o58mz/VwjQ/DXvj+ftA4BBBBAAAEEEGgNAYK/1lDlnggg4JECDcHfokWLtHDhQj3yyCOaPn16o774+vrK9cWBAAKeI1BcXaH0wtNaeXSnUnPSdKoor8nGRwWHKyGyi65MGaEBsQkKDwj26CW+DR0l+GuQ4E8EEEAAAQQQQKDjCBD8dZyxpqcIIHAegS8Hf67w79FHH9XMmTPP8y5eRgABTxA4dCZL204d1ccHtyi3tOArmzy0W7KuSBmpgZ17qHNI+Fde60kvEvx50mjRVgQQQAABBBBAoGUECP5axpG7IICABQQI/iwwiHQBgXMEqu21KjL7+K05vscU89hfP9Ovsrb6nKs++9a1vDc+Mk5jzPLeqT0HKSIwWAG+NrfXeuJJgj9PHDXajAACCCCAAAIINE+A4K95frwbAQQsJEDwZ6HBpCsIGIE6U8zjdFmxDuSla/Wx3dqVeUQOh8PU9W1cwddmKvjGhERoTNJAjeqerMFmia/VDoI/q40o/UEAAQQQQAABBM4vQPB3fiOuQACBDiJA8NdBBppudggBV7RXYWb27TX7+b2159P6mX4llWVN9j0mNEopJuybN2CMEiNiFWihmX4NnSb4a5DgTwQQQAABBBBAoOMIEPx1nLGmpwggcB4Bgr/zAPEyAh4i4HQ6ZXfUabup4Lsl45A2miW+5aa4h7sKvj7ePrKZJb6je/TV2IR+GhyXaIp5BMnL/Ge1g+DPaiNKfxBAAAEEEEAAgfMLEPyd34grEECggwgQ/HWQgaablheosteoqLJci/dtMMHfQRWUFdYv8W3ccS8F+weqc3i05vYbrclmma+/j58lKvg27qtE8OdOhXMIIIAAAggggIC1BQj+rD2+9A4BBC5CgODvIrC4FIF2LHA4P0sb0w9rhwn90gtyVGsKfLjb18/Hx1e9orvpSlPBt5+p4Ns9PMqEft4WnOv32WAR/LXjDy1NQwABBBBAAAEEWkmA4K+VYLktAgh4ngDBn+eNGS1G4MsCtWZ575nyEm0zRTxWHt2l3OLTKjUVfd0droAvIaqLhptCHrOSRygqKFSBftap4Ouuz2Vl1cpIL9DOnad0MDW3/pLquhpV1lYqyC9QwYGBCg3x14SJPTVqtPWKm7gz4RwCCCCAAAIIIGB1AYI/q48w/UMAgQsWIPi7YCouRKBdCpRWV2qr2ddvw4l92nh8z1e20WaW9M4ZOEHjEvsr2QSAfmavP6sfFeU1ys4u1v792Tp65Ex9dwsri5Vdkqtu4XGKDo1QSIhNI0b20OAh3azOQf8QQAABBBBAAIEOIUDw1yGGmU52PAFXPcs6lZ3JUsHpXGXnFausRrJ7BygkorNiOkere9cI2by85NsK+9c7as0m+lVFysnKVd6ZIhWVVckuX3nbghVmfsHu3DlSXWPD5Wee7d2OBofgrx0NBk1B4CIFCs3MvhOFuVpxaJsO5aYrr7SgyTvEhkWpd0y8pvUaYpb4xivM7PPnbX4eWv2w2x2qrDD7HxZVqqSkqr67W05s0ds7FuvmUbdoZOII+fn5KCoqWBGRQVbnoH8IIIAAAggggECHECD46xDDTCc7jICpZOm0l6msKF+nc7J0Mi1dWdmnVVhRq1qHl5xmhoufX4jCo2PVJSFB8d3iFBsVbn7p9ZFPsxO4OtXVVqksP9c8O1vZWVnKKyxVYUmFKqqqVVvnlMOEf76BnRQd103xiYnm+SaEjAxTiEkAvdvB79wEfx3mfyl01EICDvNzz1WtN/V0prafOqq1ZolvXmmh6aHrH0DOPlzLewNs/hrYpacm9hysgSb0iw3pdPZFHey793a9q7988IgemPOgZg2c3cF6T3cRQAABBBBAAAHrCxD8WX+M6WEHEnA6alVXeEgHtqzV+2+8ow1pTuUqSgNHDFD3KF+FOYp1fM9OZRR4Kduvn+bcPE8zpo/R0Dh/Bduamfw5y1RZnKl9K5do1dpdWroxSzF9B6trYrwSo/3lrDijkrx07d91UGfskaqNHaWbvjZP0yaaGTdRPqaSZtsnfwR/Heh/LHTVMgI1dXa5lvi+f3CrVh7ZqeKKEvMPDbVu+xfg529+Fnapr947O3m4/H395NsBlvi6xfj8JMHfV+nwGgIIIIAAAggg4PkCBH+eP4b0AIHPBOwlqi49pZ0fLdXa1Vv0/rpjCkgZr4QhIzVpSIK6hvsowIRzp4/v1N5dqVq9/rhC+k5Wn7FTdN0149SnS7hiAi4lfHPNqrGr4PhWHd+xVkuWbdHRkgBVxw3RmKG91S/JzOoLNRvm15Sqsihb6fs3aPuuNH26q1g9J8/XmOnTdOPsgeoSFqDgZmaPzf0oEPw1V5D3I3B5BRxOh9mfrlBbTDGPLempOpCTZmb/2eU0swDPPfxN6BcbFqnJPYdoWLde6muq+XJIBH98ChBAAAEEEEAAAWsLEPxZe3zpXYcRcKq25JgK0jZr0WMLtHx9prZWJOnmH35XN9x8tSZ0sync36Rqzlo5K9O0+5OlWvy3f2hFZozKu47RHT/9nq4YlqjhXQPliv4uKv4z95SzVPuXv6S1b72iZz6tVcCgmZr305/pqpRQs5TO/9/3c9aWqSZ3o1YsfltP/eUlHQ2ZrPgJV+v//fJrGtq9k7r6X9STW3x0Cf5anJQbItBqAq5or7SqQntM2PfWvvXKKspTeRMVfL3M/n2xYdHqG5eoGwaMU49OMR1+pl/DwBD8NUjwJwIIIIAAAgggYE0Bgj9rjiu96lACrl9/65S7+wMdWPmi/vH6Vu0q7CzbwNv0g69P0w0zB5qZfN6mYqULxWEurVBe6jod+fAZ/X3JYW3IClPyrG/p1nnjdevMPgq6yIIfTnuRCRMPaOmCl/T6gmXaVDNUg66aox8/cJf6hfoqzjz734cJCR3Vp7Xno7f1/pN/1jtHO6kqYaJuu/c+XTm4i0bE+f770rb4C8FfW6jzTAQuTcA12+/Tk6nanH5QOzMOq7zaFBUye/2de3h7m59/Zn/Tqb2Hmtl+g9UrMk4htgC5wkAOZvzxGUAAAQQQQAABBKwuQPBn9RGmf9YXcNaYgh5ntGvZq/po4TN6eWu+8qPHasj19+nuOX101fAY+RiFL37Fdao6b69KDy3RI39bqrfX5Kqqx5W6/vb5+s+vz1LPEG+FucrtXuDhrM6RPf9TLXr8NS14erVOdJquSTfO0/2/+5p6mJLBka6H//twhZQ1Orb2bW1Y8N96ekOVsiNG6ZqfPqzrx8RrSpJZEtyGB8FfG+LzaAQuQsC1p19uebE+NBV8d5qCHnkl+W5DP9ctI4JC1TO6e30F35HdzT9u+NlMMaMv/YPERTzXipcy48+Ko0qfEEAAAQQQQACBLwQI/r6w4G8IeKZAXbEc5bv13oKX9dxfX9bWoiCFj7pW1/zkYd04LEJj4/0a9ctZkyFn2TY98etn9Oqrm7S3upsm3Glm/f3obl3R3U/xJvy70MNRnqHqzOV65onFeuq5TcoJn6ypt1yvX/zh6+pl81LMWZP4XMGfXWnrl2jroj/oiTVFSg8erlk/ekQ3TeihK3r7X+hjW+U6gr9WYeWmCLS4wLGCHG02+/qtP7ZbaflZTd7fNasvJaaH5g+ZpD5mT7/OweFNXttRXyD466gjT78RQAABBBBAoKMIEPx1lJGmn5YVqCvPVuWxZXpp4RL97emPdcqRqJQZ1+mu392v6QnB6h9x1pS7zxzq8uWsOaZXHv6b3npluVZn+yphxl2acfsP9Y2JndX/873+LgTtsxl/a7XwH6/pmSc/1BFnd/WaPk/X/9c9mtO/kwZ2+WzfwM/uZTerjQu198O3tPzv/6M3j0aoOnGS7nrgXs0YGKch0WelhBfy+Ba9huCvRTm5GQItLlBrlvKeKS/R1szDWnl4h3LNTL8ys8TX3eHt5a0+sT003Mzym9pzkKLMzL8A37adVeyunW19juCvrUeA5yOAAAIIIIAAAq0rQPDXur7cHYFWFjDLdvNP6MyGBXrm1RV69I29qg4aprHXzteP/+e/NCI6QAnuP8mr/wAAQABJREFUCmY4y00Ad0bLHvuTlrzypt45WKbAQTdpxNV3695b+2lUSqQazxN03xWnvdDs8bdP//rni3r5yTe1Ptcpn14TzD5//6nbrxqsKUN7mE31bWYjfVMDxF6uyjN79Om77+qVfyxSauB4xY6aqe/95CZT3CNC3S6pqrD7dl3KWYK/S1HjPQhcHoE6h0MlJuTblX1Cm04e0Prje0z1Xtez6//fWY2w+fopxD9IU5OHaXR8X1PBt6vZ569t/2HhrAa2o28I/trRYNAUBBBAAAEEEECgFQQI/loBlVsicPkE6lSadUiHlvxZLyz5VE9/ckpeUWap7fz5uu+hb6hfuE1xZp+9xoepxKsKrX7qv7X0tZf10o4CVXW5QskTbtPv/muqJg/trhBvd+9rfCczddD83l2k7Yuf04oXn9XCzbk6UR6mgKgUXXPHN3TVNVfo6qGd1SnQLPItydbJtYu05N1P9dRbh5Vy/Q805ZprdOcVPdU51KaL2FrQTUOaf4rgr/mG3AGB1hIor6lWetFpvblnrVJzT6qksrTJR8WERqpnTLyuSRmpAWbWn7+vr9nn9AJ/pjV5V2u+QPBnzXGlVwgggAACCCCAQIMAwV+DBH8i4JECtSo8uU9bFv5eLy/frFe2FcnW9UrNvH6eHvztraZQh7+i3Kz0dVUBdhXZ2Pj8H7T8jZf07IYcFQWPVvywa/XrB+brijG9FOtzob8mm0rBqlXO3k+0f+27ev61j7XhQJ5Olvmr1/AJGjxqnKZOGq6E4DIFlKVp28ZdOpHvpTN+iZpy5UyNHTVAg7uHKPCzssNtOgoNwd/zzz+vf/7zn7r99ts1cODAC2rTkCFD1LNnT/n5+VEt9ILEuAiBCxNwmml9DvO1N+ektpglvptP7tfp0kK3xTxcFXwDbYEa1KWnpvQaor4x7Ot3PmWCv/MJ8ToCCCCAAAIIIODZAgR/nj1+tL7DC1Tp9LFdWvX4r/T6x9u1JLVaQT3n6qr580yAd73ig20Kd1un47OwbvvLf9QHb76kp1ZnKs+rv2L7zdIvH7pTV07sp55m+t3FzI9xVGQoP2OXlvzzBX2weqs+OWj2HrQHKrBzopLHTldKSIGi6rK1MztKXQZOMOHkfE3uG6lenYPktoltMLYNwd+CBQv0t7/9TcOGDVNsbOwFteSWW27R1KlTFRAQIFf4wIEAAi0jUFNnr1/iu/zQdq08slPFFcWqtbtmLZ99uAp5+Js9/LpFxmlKz8G6tu/o+uq93uY8R9MCBH9N2/AKAggggAACCCBgBQGCPyuMIn3ouALOUuUc2a4PHvutFq/epfeP2RWSfL2uuf46/fYXc9UlyKZQtxmUK/iza/drf9KHb72sf3x8Utn2ZMX0nqqfP/IdXTVloPqairwX8+uys65KtRX5yj64WRs//kjvvvkvbU4vVWaZlwI7RZr9tkIVZapqDrzqVk2ZNFpXjeypyBA/Bdl8Luo5rTnYDcGfa8bfk08+qflmyXRKSsoFPXL8+PHq378/M/4uSIuLELhwgSwzu2/dyVRtzziow7npspsg0OF0/Qw7+/D18TNbBkTq6n6jNbRrTyV26iwz/bbd/Hw5u7Xt5zuCv/YzFrQEAQQQQAABBBBoDQGCv9ZQ5Z4IXC4Bs7de9qGtWvqX3+vtNbu14qRDoX1v0hwT/P3u51crLtCm4CaDvzrtfeN/tGLxy/rbijSdqk5SdM/J+n9//Z6unjpYA0xRkIsJ/uq77KiVozJTqRtW6JNXn9fiTenafjxfNbW1qvMOU2BkokbMnqep0yZp1oRh6hUXrJhQ/3Y34++FF16Qa9bfPffco9GjR1/QaHbv3l0xMTH1s/1cM484EECg+QKnTQXfA3np+vDwdqUX5KiwvNjtTV0/reLNTL8BXZI0yxT06GFCvwBT4IPj/AIEf+c34goEEEAAAQQQQMCTBQj+PHn0aDsCjgJlHdqidx/5b72zdo9WZjgV1v8WzZ3vCv5mK9YEf0FuMyjXbJk67Xvzkc+DvxPKrExQZNIkE/z9QNdMG6KBpsKu27d+pbq5r6NcOanrdOiTl7Tg3f1aveOkSsvKzLLfOlXLV962WPWdcI2mfu27+trkBI3q/VkF4Yt/1lc25JJebJjxt2jRIrm+Hn30Uc2cOfOS7sWbEECgeQKuvf02nzpqKvimar3Z0qCipsrtDV0/qVxh+8yUUeZrhAn9YhTs5+/2Wk42FmgI/u6f86CuHDi78QWcQQABBBBAAAEEEPBoAYI/jx4+Gt/hBZzFyjm0Tcv++jstNjP+Pkyr+3zG3zwT/F113hl/e17/U33w9/eP0pRl712/1Pdn//Pd+qW+/S52xp8J/CpN1d6Dn67Qlh1HtXp/qbr376NIs8mgX/YObd+6W5t3HlVulZ9sUYnq0nuYZsy7QVdMGaupA6IV6u/T5jP/CP46/P+iAGgnAmUm5HPN9vvAzGjekXlEeSX5sjtcRYkaHxFBYUru3EOTkgZqRLfeCrb5y9fbbVWjxm/uYGfsdocqKmpUWFCu4uLPgtQtaVu1eOc7umXkTRqZONxsV+BjZi+HKDIyuIPp0F0EEEAAAQQQQMCaAgR/1hxXetVRBJzlyju6Ux/97Td6c9UOvXektn6Pv6tNVd/f/WLOeff42/WqKe5h9vh74pN05ZriHnGmuMd9f7jY4h5Oo21+mTxzRNmHt2rZq+9oa7q3DgWM1TfunKFJgyMUkrNFGz5ZrZUfb9DOQ+lKz69WcU2A+s24XVOvmqO75o0xRT6CFeHvdl3yZRtNgr/LRs2DEHAr4JTT7OHnUHrxae3KPq61R3fr2JlMuWb/uTsCbQHqGdVNU83y3oGxPdQjPNrdZZz7XKCqqlZnTpfpuNmCITOzsP7syYIM7c7ar+HdBysxOl6BgX7q1y9OvZNjcEMAAQQQQAABBBCwgADBnwUGkS50ZIFa5Z/Yo/VP/0qvrtiqN/dUKPAiqvpue/EhLTdVff+59pQKAkeq+9C5+vWvzCy8Mb0V53OhS31ds3CqdGLtW9qy9DX93wc5sidO0oRv/j/NHxppNtk3VW7tlSrNPaj0A5v0r5de18ebU7UhrVS2sGT1HTdLN//4J5o1uKuGd2nbPbkI/jry/5boe3sQqHM4VFpdqQ1mee9bez9VSUWpKmubWOJrlvcmRnfXiO59dE3KSEUEhsjPh5l+XzWOZaXVSk8v0M6dZi/W1Nz6S2vralVlrzZ7IvorODBAoSH+mjipl0aNTviqW/EaAggggAACCCCAgIcIEPx5yEDRTATcC9SpJPOA9r3+Ry18b72eW3daft1maqapRvvA725TL/MLXJTb34Pt5nbVWv/sH/T+6y/p+c15qoidruQJt+o3P5quKcPiFXqBm+4560pNQY9jWvXKy/rXi0v0YXa8kqbN0Xfu/75GxvgpIeSzBjiqClSef1L7N6/S6o9Waemy1TpS5C+f+JEafetPdefswbp2VJxcV1/go92TNOMswV8z8HgrAs0UcJhZfa7Qb0vmYW1JP6gtJvxzmOW97ir42nxN4SL/IE3tPVSj4vuoX0x32Xx8m9kC67+9tLRKaSfytW1bhvbvz27UYZupsh4WGqApU5M1bnxSo9c5gQACCCCAAAIIIOB5AgR/njdmtBiBLwk4VJl3VJkrn9Czb36sv793TM7ICZo8b77uffibGhDury5+7mK0aslZpo+f+IPeffVVvba7SD5952vIld/Sg3cM0Zi+0aYMx4Udjqps2U+v0QuPv24q4X6qjJjZmnbTdfrVr25UFzNr0Gzx98XhqJGzOkM7V/xL7z35uJbsPaOjzkTFjv22fvz1afrmdQPl2pLfbVb5xV1a7W8Ef61Gy40ROK9AudnXL6P4jN7cu04HctLMbL8St+9xFfKIDO5kqvh20fUDxmlIl0T5mD393P2kc3uDDnyS4K8DDz5dRwABBBBAAIEOK0Dw12GHno5bRcBekqHSA2/qhYVL9dhzG1RgG6Rhc+brB3/8sUZ3DlTPoC8nb5/32ml+oa7L0ZI//1nvvPyOlp6oUdzkb2jqrT/Wd6fHaVB80AX/Em0vTlPlocV68pn39NTr+1SdfLPm3jRXvzfFRVyhX+BZv427qv6aTfv3fqyjK57Vn17bodVpQQrod5P+6+45+vZtYxTh7SXbWe+5fCNF8Hf5rHkSAucK7Mw+oY3pqdqRcUinSwvNXn+umclnH67Qz8/M9hvWLVmz+45Sz4hYRQWF1lf1PftKvnMnQPDnToVzCCCAAAIIIICAtQUI/qw9vvSuAwg4qwtUe3qT3ln0up554h3tLe2srhPn6tYHHtDsPuEaYpbbnns47blyVh3Uoj88oTdfXa0NJVEafsN/6oZv362r+wQqMeJC5/tJ9oJjKt/7iv6+YLkef/uQ1OdmXXvztfr9z65SJzN17+zg77OWVKVvUOGOl3T/3z/R0j1mj8DeN+iH35+r7/zHeEUR/J07XHyPgKUFquw1poJvqdae2Kt1J/bVV/CtqjWzkt0cgX7+6hUTr3EJ/TTdLPMNNCEg+/q5gWriFMFfEzCcRgABBBBAAAEELCxA8GfhwaVrHUTAaTa+d+Rq/esLteTxp/TukRo5kmdpynf/qDvGd9aU5KBGEI7KE6or2qC//+YFvbZ4v44EjdF1375N373nRvUL8lKEr5spd2b/rbPqapqZN66r7IXHVbHvNf1jwTI9/uYB1fSYq6tvuU6/fuB6xZqlvmFuJhzW5GxT2cG39eAjS7V0R63sKbfqh9+9St+5ZZSZJWhm9Lh5fKNOtMIJZvy1Aiq3ROA8AnnlxdqceVQbju/VnlOHm7zaNdsv2izxvX7wZDPjr5fiqeDbpFVTLxD8NSXDeQQQQAABBBBAwLoCBH/WHVt61mEEzIw5Z6Uyti3Xrg9e1pNv7dLh6iTFTL5bP/jaaF03OVHBJkz7Yt88pyqydqpwz2t65MlVWr6zRmHjv65bbpquO68bbGbpecn/y2Gds9bcv0Qn9+xU6vbdOpjvK1tcslLGTlK/uADF+eXLnrtOL/7zNT234GMd8R6goXOu13ce+IFGxfj+u7jHF8PhVNmxtcrd8Lx+/cxmfXqqk7rPukffvnG0bpueVL/M98uP/+J9rf83gr/WN+YJCHxZIN9U7T14OkMfHNyqtPxsFTSxr5/rPYlRXTWwS09N7TlIPTp1VrDNtSMox8UIEPxdjBbXIoAAAggggAAC1hAg+LPGONILBFSVu1u5B1fp2Wfe0ep9lUrzG6U7/nOu5l0zTn1iQxRq85a3HLJXFujUnjXau/RZLVxXooO1iZr8te/r2sn9deWgyEZ7+zntJXJUHNWaJe9q2RsfaEuOrwKSJ2jEdWZp8Jg4jehhYrqq41r12uv616K39dERp4IGTNGkr39Pc4d314jESIUGeMvkiXI67KqtyFf6thXas/Q5Pbu+XJm2/ppyx481f2IvTesb3uj5l3NoCf4upzbP6sgCrgq+daZi7x5TxGOr2dNv9ZGdKjMVfc+ZV1xP5GsKdwTaAjQmYYDGJw00FXy7KsxU9OW4eAGCv4s34x0IIIAAAggggICnCxD8efoI0n4EPhdw2stVVZKtvcuf0/vL1+m55ZnqOeN2TZxznW6b2VeJMYEKdFSq5OQGbVzxvl58+g2lR0xXzPDZuvtbMzQkMVpxgV/MC2yArSs/per0D7VwwRL9n5nRl2m23vJNnKiu47+tB78xUtdO6CFfR7Vy967Q3tVL9NSLa7WvIFz2hKm6467rdNX0ERrcJUiBZqvBuupiFR1fpzXLlumV599RZuRMdR9zpe7+7jUa2C1cXYIaP7+hHZfjT4K/y6HMMxCQqk3hDlcV3zd2r9XGk/v/P3v3AR9Xca4N/FFb9d4sq1vNsuQud1vuuIIxHUJJ4LtJyIWQm3CT3JAEQhJICC0QSggY2wFCTMfGGFdw792WZMuqVrV6L6vdb95DBLZ2BZKtsuU5+elKe3T2nJn/yObq8cy8qG6s04JAczbebl6ICQrHvIQxmKb29nN1coajw2DNCzbXQus5x+DPesaKLaUABShAAQpQgAJ9JcDgr68keR8KDLqAAQZ9M6pyDuHUof3Yum0/itt90eYehKiIQPh4uMDVQa/CwQuoqmpAUZkekWNnIGX8BKSPj0KIj5v6vmknDC0XoK/Yh/dWvYvVKz7B8SpH6BJmInXpfbjvmiTMHROqlhEb0VqZh4qCE9j1xS4cPl2EU+fbEBQZieAhwQj2U5V7Vb0QB0MbmmovoLKyEaUV8vyZ6vljkZ42TO3dpYOaGDioB4O/QeXnw+1EQGb75deU42BRNvbkncK5C0Uq9NPDqM53Pdx1qthQYBhmxY3ByCHRiPYL7noJX/dCgMFfL7B4KQUoQAEKUIACFLARAQZ/NjKQ7AYFvhboQGNFHirP7Ma27Qew92g28qra0dZhhJOTStZ0AQiJSUVS2izMnhyP0Qmh8JA9AM2Efto9DY0wtBZi37q12Pj+Buwqcoa7Wuo75Ya7sXikP0ZGeH61PNegb0FrRRYyjx/Czm27cSK7BAUVDWh1coU8Wqu+6RaCMLVH1/Bx0zFrchyS1UxDT/XwQc78tK4y+Pv6p4hfUaA/BAxGAxrUTL99hWfw7klV3bu+Co2tTWYepf5OUMU8wv1DMS4iEdelTIG/u5f6e8QS/qYw01wrOcXgz0oGis2kAAUoQAEKUIACfSjA4K8PMXkrCliGgNo7q61Z7aVXg8qqWtTWN6G53QiZZSNVMeHoAp36BdrTJwABaiaet4cK5dTp7nI/GFXxEEMLai6Uo7KsAtWtKiT08IdvaDiCvV3U/n0XLc9Vv9R3tDWisb4O1VXVaGhqRUt7h9pZ0FE9Wz1De74Orh7e6vl+CPD1gKe77pufP4CoDP4GEJuPskuBxvZW7D9/FvsLMrE/7zTaO9rNLvF1Uvv6uTjrsCR5EqZEj0BsQChcnZ3V31Pd/k1ll5697TSDv96K8XoKUIACFKAABShg/QIM/qx/DNkDClCgjwQY/PURJG9DATMCdap4R1FdJTaeOYyTpTkori43c9WXp4K9/TFM7eu3IGE8UofEqD1CddoMwG7fwG/0SIDBX4+YeBEFKEABClCAAhSwKQEGfzY1nOwMBShwJQIM/q5Ej++lwDcLZFeV4khxDjZl7keR2uOvu0NmBo+NSMA1qdMxTC31DVQzhHn0jQCDv75x5F0oQAEKUIACFKCANQkw+LOm0WJbKUCBfhVg8NevvLy5nQq0qQq+tS3N2Jl3El+cO45iFfo1qu0IzB2uanlvXHAkJkYlYU7caHjpVNEhZ1USnEefCDD46xNG3oQCFKAABShAAQpYlQCDP6saLjaWAhToTwEGf/2py3vbo4DsLVrV3ICM8kIV+h3D/vzTar9Rg9kKvjoV+gV6+iI9fgzGh8cjJSTSHsn6tc9NTW0oKa5FZmYZcnIqtGdVNVarGZjFiPCPQLDa+9XTQ4dx4yOROnJov7aFN6cABShAAQpQgAIUGBgBBn8D48ynUIACViDA4M8KBolNtCqBVjXb70xFEdYc24GcyiLUNNZ22/5g70AkhkZh+YjJGBYYBlcn526v5TcuT6Cjw4CWlnbU1bWgsbFVu8nO7F14a/+/cNeUOzF52CQ4qxLsfv4e8PV1v7yH8F0UoAAFKEABClCAAhYlwODPooaDjaEABQZToDP4W7lyJV577TX85Cc/wcSJE02aNGTIEERERJic5wkKUOBrAaOa7XesNA8HVRXfnTknUN1UB72q4tv1cFQVfGWJb5pa3js1JhUjVfjnryqP8+h7ARkTg8GIdlVtXUJAOTac3IDntjyHB696EHOS52jV13UuTnBWHzwoQAEKUIACFKAABaxfgMGf9Y8he0ABCvSRQGfw9/rrr+PFF1/EsmXLkJSUZHL3sWPHYtq0aSbneYICFPhSoF3N9Gtub8OHp/diV94plNVegJwzPRzgofbxC/ENwqKkNMxTy3x1aqafoyrwwWNgBNYe/RhPbngCDy39Na5KXTgwD+VTKEABClCAAhSgAAUGTIDB34BR80EUoIClC3QGfytWrMDzzz+vhXuRkab7jM2ePRtXX321pXeH7aPAoAkU1VVps/125hxHVlk+WvVtZvf1k9l+0apy74LhE5E6JBrRfiHajDPGfgM3dAz+Bs6aT6IABShAAQpQgAKDIcDgbzDU+UwKUMAiBTqDP5nx9/LLL+Pmm2/GiBEjTNqakpKCtLQ0k/M8QQF7F+hQhTvqWptxQi3x3XL2KHLVvn6VDTXdskQFDMGooXFYkJiGId5+8HBx7fZafqN/BBj89Y8r70oBClCAAhSgAAUsRYDBn6WMBNtBAQoMukBn8Ld69WrIx9NPP4358+cPervYAApYi0Crvh1nq0qwM/ck1p3crWb5fbmPnLn2O6jlvAuSJ2P6sFQkB0XAzdnF3GU8188CDP76GZi3pwAFKEABClCAAoMswOBvkAeAj6cABSxHgMGf5YwFW2J9Ai1qOW95Qy0+O3MIR4uykVdZojphNNsRf08fRKrZflcljMPosGHwdfOAk4Oj2Wt5sn8FGPz1ry/vTgEKUIACFKAABQZbgMHfYI8An08BCliMAIM/ixkKNsTKBAyqWuz52gqcLCvAZ5n7kadm/enNFPOQWX46VcE3PjgCU2JTMX7oMET5BltZb22ruQz+bGs82RsKUIACFKAABSjQVYDBX1cRvqYABexWgMGf3Q49O34FAkYV+ukNHdhy7jjWZx1EaU05mtQ+f0Yzs/2cVcXeIO8ATI1JwQ2p0+DuotOq+F7B4/nWKxRg8HeFgHw7BShAAQpQgAIUsHABBn8WPkBsHgUoMHACDP4GzppPsh2BmpZGZJSfx668U9hfkIGWthZ0qCCw6+GkQj9fdy9Mjx2JCZGJGKuW+KoSvmAF365SA/uawd/AevNpFKAABShAAQpQYKAFGPwNtDifRwEKWKwAgz+LHRo2zEIFWtVy3rzqMnySeRAZqpJvcU1Zty319fBGTEAYbhw1A0nBkaqCr67ba/mNgRNg8Ddw1nwSBShAAQpQgAIUGAwBBn+Doc5nUoACFinA4M8ih4WNsmCB7MpSHCk+hy1nDqK8vhqtqsCH6aFm9amZfROihyN92GikhEYhUIWALOZhKjUYZxj8DYY6n0kBClCAAhSgAAUGToDB38BZ80kUoICFCzD4s/ABYvMsRqBdzfRram/D9tyT2KeW92aq2X7N7a1m2+ehc0OYbxBmDBuFGaqgh7+7J1ydXMxey5MDL8Dgb+DN+UQKUIACFKAABSgwkAIM/gZSm8+iAAUsWoDBn0UPDxtnQQK1rU0oqavGe8e/wL78DBgMBrPFPGT/viEq9EuPH4cJEQlIDg63oF6wKSLA4I8/BxSgAAUoQAEKUMC2BRj82fb4sncUoEAvBBj89QKLl9qlgFTqbevoUMU8CrHp7BFkleWjtK4CUtnX3BHiE4gRQ2KwKCkNkb7B8HXzMHcZzw2iAIO/QcTnoylAAQpQgAIUoMAACDD4GwBkPoICFLAOAQZ/1jFObOXgCbSr0K+wtgL7CjOx9vReNKmZf+36dpMGOTo6wtnRGeOihmOi+pimPrzUkl8egysg+ayEtDJD02D4Mqxdf3w9ntn0NH6x6JeYN2Keth+jk6MDHJ0cB7exfDoFKEABClCAAhSgQJ8IMPjrE0behAIUsAUBBn+2MIrsQ38K1Lc2Y13mAewvzMK58gIYjGqJr5nZfq4ubvBWBTxuVhV8p0aPgLerG4t59OfA9PDeEvbp9R1oaWlHa6tee9eWjC14efsruH/2fZiZlA4J/dzddXBz5z6MPWTlZRSgAAUoQAEKUMCiBRj8WfTwsHEUoMBACjD4G0htPsvaBMoaanC2sgSbzhzCGRX61TU3mO2Co6MTYgLCMFEFfpMiExEXOASODo6Q/f54DK6ABH6VlY0oyK9CcXGt1pjcijwcKTyKtOjxiA2OhrubCxKSQjBsWNDgNpZPpwAFKEABClCAAhToEwEGf33CyJtQgAK2IMDgzxZGkX3oawGDmtGnN3TgaEkuduadxrHzZ1DRUG32MbLE18fNS1vee/2odASoCr4eLq5mr+XJgReor29BXm4lDh4sxKlTJSYN0Omc4OPthpmzEjBlaqzJ93mCAhSgAAUoQAEKUMD6BBj8Wd+YscUUoEA/CTD46ydY3taqBZr1bSipr8YX545jW/YR1Lc0os3Mvn7SSQ+1j9+k2BRMjFR7+0UkwsXJiUt8LWj0GfxZ0GCwKRSgAAUoQAEKUGCABBj8DRA0H0MBCli+AIM/yx8jtnBgBaSYR6ma3be3IBMHVUGPU2rWn7k9/aRV3m6eCPcLwYLhaUgNjcFQb/+BbSyf9q0CDP6+lYgXUIACFKAABShAAZsTYPBnc0PKDlGAApcrwODvcuX4PlsVqFPFPE6XFeCfh7egqKZcVfBtM9tVB7WD37CQSIyNTMK8uFGI9Ak0ex1PDq4Ag7/B9efTKUABClCAAhSgwGAIMPgbDHU+kwIUsEgBBn8WOSxs1CAIGGFUFXuN2JWfgd3q4/j5s9oSX6ni2/VwcXKBt7sXpsemYk78GDXTLwCeOu7r19XJEl4z+LOEUWAbKEABClCAAhSgwMAKMPgbWG8+jQIUsGABBn8WPDhs2oAKNLa14EJTHdZnHsBeFfzVqq/1HXqTNki1Xj8PbyQNicVMFfxNjR6uKvjK/D/W8DXBsoATDP4sYBDYBApQgAIUoAAFKDDAAgz+Bhicj6MABSxXgMGf5Y4NWzawAjnVZdiel4HDhRnIqyiGwWBQcwCNJo1wcXZFfHA4bho1E/FBYaqKr5fJNTxhOQIM/ixnLNgSClCAAhSgAAUoMFACDP4GSprPoQAFLF6gM/hbtWoV5OOxxx7DrFmzTNrt6uoKNzc3k/M8QQFrF+hQAV+5mt13tPgcNmYdRGltJepaGsx2y0HN7EsJG4bxal+/9JgUBHr4aFV8zV7MkxYhwODPIoaBjaAABShAAQpQgAIDKsDgb0C5+TAKUMCSBTqDv5UrV+LVV1/F/fffj7S0NJMmh4eHIzo62uQ8T1DAmgVkT7/m9lYcUZV79+afxvbsI5Ag0Nzh4uQMNxdXLBkxGdPUEt8IVcxDp87xsGwBBn+WPT5sHQUoQAEKUIACFOgPAQZ//aHKe1KAAlYp0Bn8Sej3zDPPICEhAQEBASZ9uf7663H33XebnOcJClizQGNbK0rrq/HR6d04pmb8VTbUwKjCQHNHqAr6RoTFYeawVKSGRMHV2UXb28/ctTxnOQIM/ixnLNgSClCAAhSgAAUoMFACDP4GSprPoQAFLF6gM/hbsWIFnn/+eaSnp5ud2SfnlyxZYvH9YQMp0BMBifakWm92ZQkOF53DjpxjKKwuV/v6dZi8XYp5eLq6I1kV85ibMA4JgWEI9fI1uY4nLFOAwZ9ljgtbRQEKUIACFKAABfpTgMFff+ry3hSggFUJdAZ/q1evhnw8/fTTmD9/vlX1gY2lQG8FZIlvq6rYu+nsYbx/cjfq1B5/rWrJr7nDxckFkSrsmxaTihtSp8DZ0cncZTxnoQIM/ix0YNgsClCAAhSgAAUo0I8CDP76EZe3pgAFrEuAwZ91jRdb2zcCVc0NOKhm+u0vyMCRwjNo62jTqvh2vbuLsw7+qoDHgqQ0jI9IQHzAEEiBDx7WI8Dgz3rGii2lAAUoQAEKUIACfSXA4K+vJHkfClDA6gUY/Fn9ELIDvRRoaGtBTlUp1mceRFZ5AcrrKszeQQK+IT5BSFT7+S0ZPgHxQUPhymIeZq0s+SSDP0seHbaNAhSgAAUoQAEK9I8Ag7/+ceVdKUABKxRg8GeFg8YmX5FAZkURDp3PxpYzB1Ghinl0mNnXT0I/2dtv+rCRWDB8ImL8guHj5gEH9T8e1iXA4M+6xoutpQAFKEABClCAAn0hwOCvLxR5DwpQwCYEGPzZxDCyEz0QaFN7+slsv23njmFP3mnkVRajuZt9/bxcPRAXHKH29UvB1OhkeOnc4MLZfj1QtrxLmpraUFZah6yscuTlVWoNLK+/gJzKfMQFxSJMhboeHq4YMyYcI1LCLK8DbBEFKEABClCAAhSgQK8FGPz1moxvoAAFbFWAwZ+tjiz7dbGAURXzkH398lTl3k8y9uJgQaa2p58RUt/30kMCvnC/EMxJHI8xYcMQFxB66QV8ZVUC7W0dqKtrQVlZHSorG7S2Hzt/EhsyNmFJ6kKMCk+BztUZERH+CAvzsaq+sbEUoAAFKEABClCAAuYFGPyZd+FZClDADgUY/NnhoNtZlyXa03d04FRZPj7O2IcctdS3oqEaEgaaO4b6hWLk0GFYrAp6hPsEwt1FZ+4ynrMSAaPBqMbfgLY2PSQElGPT6U14+fOXcP+8BzAraRYcHR3gqsI/+eBBAQpQgAIUoAAFKGD9Agz+rH8M2QMKUKCPBBj89REkb2OxAnq1h985Vcxjf0EWPlP7+jW0NKJd327SXidHJ7g4u2BKTComqeW9Y8NitSW+JhfyhNULrD36MZ7c8AQeWvprXKVm/fGgAAUoQAEKUIACFLAtAQZ/tjWe7A0FKHAFAgz+rgCPb7V4AVnK29jWio8y9mNfQQZyywthMBrMtttd7ePn6+mLW0fPRHpsClwcnSFFPnjYngCDP9sbU/aIAhSgAAUoQAEKXCzA4O9iDX5NAQrYtQCDP7sefpvvfKmq2nu2sgSbsw4iq7wADa1NZpf4Ojo6Ij4oAunxY9S+frGIVgUfpKovD9sUYPBnm+PKXlGAAhSgAAUoQIFOAQZ/nRL8TAEK2L0Agz+7/xGwSQCD2r+vtaMdJ0rzsVtV8D1WdBbl9VVm++qkQr9gL3+kRSbh6pQpCHD3hgf39TNrZSsnGfzZykiyHxSgAAUoQAEKUMC8AIM/8y48SwEK2KEAgz87HHQ76HJrhx4XGmux5ewRfKoKejS3t6oCD3qzPXd3ccUMNdNvUlQyxqmiHi5qrz8u8TVLZTMnGfzZzFCyIxSgAAUoQAEKUMCsAIM/syw8SQEK2KMAgz97HHXb7nOHwYByFfrtyDuFg4VZyCjJ1Zb3yn5/XQ9fNbsv3D8EC1UF39TQGIR4+jD064pkg68Z/NngoLJLFKAABShAAQpQ4CIBBn8XYfBLClDAvgUY/Nn3+Nti76tV1d6sC+fxzvEdyFf7+zW3NZt0U2b0yR5+ccERGKuW+M6KTUWUb5DJdTxhmwIM/mxzXNkrClCAAhSgAAUo0CnA4K9Tgp8pQAG7F2DwZ/c/AjYHsCs/A7vyT+N4UTZqm+thUDMAux7OTs7wcvPCzGGjsHB4GoI9fODOff26MtnsawZ/Nju07BgFKEABClCAAhTQBBj88QeBAhSgwH8EGPzxR8FWBBrVPn4VjXXYdPYw9qrgr6K+Bu2qwEfXQ2b7+aklvqPC4zEtJgWTIhPhpGb/cV+/rlK2+5rBn+2OLXtGAQpQgAIUoAAFRIDBH38OKEABCvxHgMEffxRsQUD27yuqq8LBonPYee4YMkpzu+2Wi5MLYgPDcOvYOUgMDoefm2e31/IbtinA4M82x5W9ogAFKEABClCAAp0CDP46JfiZAhSwewEGf3b/I2D1AAajETVqX7/jJTlYn7Ef52vK1RLfhm77lRI2DOPVvn7TY0Yg2NMXOrXsl4d9CTD4s6/xZm8pQAEKUIACFLA/AQZ/9jfm7DEFKNCNAIO/bmB42ioEjCr0a1XLeU+WFWCf2ttvq1rm26pv06r4du2AztkFnq7umJMwDlOjUxDjHww3Z13Xy/jaDgQY/NnBILOLFKAABShAAQrYtQCDP7sefnaeAhS4WIDB38Ua/NraBNoNHahVs/3ePrYdBwoyUdVQA4PRtJiH9CvQyw9xodFYED8W44cOg7OjE/f1s7YB76P2MvjrI0jehgIUoAAFKEABClioAIM/Cx0YNosCFBh4AQZ/A2/OJ/adQG51GY4U52BHznHkVpagXc3263pI0Q43nTuGh0ZhXsJ4JAUNRZi3f9fL+NqOBBj82dFgs6sUoAAFKEABCtilAIM/uxx2dpoCFDAn0Bn8rVq1Cq+veB0P/fohTJs2zeRSX19fBAQEmJznCQoMhoDM6mvRt2OXWt77aeZBFNeUoV7N/DN3OKs9/ML9h2BK9AhclzIF7i46OKowkId9CBgMRnToDWht06O9rUPr9ObTm/HKFy/jvrn3Iz1pJhwdVTjs5gJXV+73aB8/FewlBShAAQpQgAK2LsDgz9ZHmP2jAAV6LNAZ/L322mt49tlnMWrUKISEhJi8f+nSpbjttttMzvMEBQZDoKGtBRkXirAr9yR2qdl+sq9fh1r22/VwdHSEl6sHFidPwcSoJMQFhMJJlvh2vZCvbVagpaUdFRUNyM2pwvnzNVo/C6sKcLzoJMZEjkZ0UCTc3V0wPDkU8fHBNuvAjlGAAhSgAAUoQAF7EmDwZ0+jzb5SgALfKNAZ/K14bQWee/45TJ06FRERESbvmTNnDpYtW2ZynicoMNACzSrkK66txJbsYzhefE4t8S3qtgmhPgGID47EgkS1xDc4Ap46N4Z+3WrZ5jcaG1q1wO/YsSJkZZVrnWxub1aVn+vg6+4LXw9PeHnrMGVKLMaNj7JNBPaKAhSgAAUoQAEK2JkAgz87G3B2lwIU6F6gM/iTpb4y6+/nP/+5+gV4iskbAgMDERoaanKeJygw0AKlqoDHqdI8rDn6uQoAK7ot5iHLedOikzE3MQ3JQeEI9PAe6KbyeRYgUF/fgrzcShw8WIhTp0pMWqTTOcHH2w0zZyVgytRYk+/zBAUoQAEKUIACFKCA9Qkw+LO+MWOLKUCBfhK4OPiT8O+xxx7DrFmzTJ7m6uqq9sByMznPExQYKAGD0Qi9Ws77ec4J7FBLfM+U5aOxtRlG9b+uh7uLK8LVst5pMamYHTcKPq7ucHVy6XoZX9uBAIM/OxhkdpECFKAABShAAQp0EWDw1wWELylAAfsV6Az+Vq9eDfl4+umnMX/+fPsFYc8tVqBehXzF9dWqmMd+7M47jZa2ZrP7+kkxj2BVtXeyCv0mRiZiVGi0xfaJDet/AQZ//W/MJ1CAAhSgAAUoQAFLE2DwZ2kjwvZQgAKDJsDgb9Do+eBeCpyrKsWGs0dxsjgbhepro6rsa+7wVkt6k0KicOvodMT4h8LNWWfuMp6zEwEGf3Yy0OwmBShAAQpQgAIUuEiAwd9FGPySAhSwbwEGf/Y9/tbQe1niW6Jm+h1VhTw2ZB1EWV2lWuLbZNJ0B7Wnn6ODI8ZHDcfk6BGYEJEAfzdPyHke9ivA4M9+x549pwAFKEABClDAfgUY/Nnv2LPnFKBAFwEGf11A+NKiBCT0a1FVfA+cP4t9BZnYk3sCbfp2s210VTP7vFXQd03qVMwcNhJ+6mtnRyez1/Kk/Qgw+LOfsWZPKUABClCAAhSgQKcAg79OCX6mAAXsXoDBn93/CFg0QFN7Ky401uL9E7twRIV/1U113VbxjfALwcToFEyKSkJS0FAt9ONsP4se3gFpHIO/AWHmQyhAAQpQgAIUoIBFCTD4s6jhYGMoQIHBFGDwN5j6fPY3CchsP9nX73BRNnbkHEd+VQkMBtN9/RzVUl5fd2+khA3DwqQJiPYPRoC71zfdmt+zIwEGf3Y02OwqBShAAQpQgAIU+I8Agz/+KFCAAhT4jwCDP/4oWKKAhH5tHXpsO3cc75zYiVo166+lvcVsU11UFd/EIbGYovb1W5I0Hjr1mgcFOgUY/HVK8DMFKEABClCAAhSwHwEGf/Yz1uwpBSjwLQIM/r4FiN8eFIG61mYcKcnF3vzT2J93Gu0d7egwdJi0Raf29fPz8MGS5IlIi0hEpF8QnFSBDx4U6BRg8Ncpwc8UoAAFKEABClDAfgQY/NnPWLOndiVgVL1Vs4SaG9Da1ISGplY1Y0idcXCCi9rk38PDHV5ebioUAAY+FjCgQ+1V1tbchKaWNrS2G6A3uMDTxwtePh5wGZQ2ffnDweDPrv6QWEVnZV+/wtoKfJp1CKdKc1FcXWa23bJ/3xCfICSFRmPx8DS1r184i3mYlbLvkwz+7Hv82XsKUIACFKAABexTgMGffY47e23zArL3lx5VhWdRkp+DM3llqGkG2py9EKCWAUbFRGJ4Yhg8HB20oG3gOCSQbEejCi+qi/KQV1yJsup2NLT5IG5UIhJTY+Cn2qRT4d9gHAz+BkOdz/wmgdzqchwrycGnGXtRUltpdqafhH6Oambf1NhULBkxBVG+QfB18/im2/J7dirA4M9OB57dpgAFKEABClDArgUY/Nn18LPzNidg7EBHUylKcrNw4oCaIZRXg5I6PTwCAuDh5ghXh3bUV9ai3ckbjoHxGDdxLFKThyHS1xmuMv2vHw5jRys6mitRlJeDvHPncK6wQoWQRuhdPODj6w8//yD4Bw5FTOwQRAwNhGomnPqhHT25JYO/nijxmoEQ0KulvC36dmzPPYGduaeQfaEQjWrJr7nDQ+eGuKAITI1JQfqwkfB0cYWL02D9KTLXQp6zFAEGf5YyEmwHBShAAQpQgAIUGDgBBn8DZ80nUaB/BYx6dLTVo+rcPhz8YhveX7Memc0haAuIw9RpoxAT5AwfQzXOHd6DzNxanKwKwIxl12H2/JlITxmCYC+dCv/6qokys8+AtqZ6NFSXoqLoDI4fPoLDh08iq6AObR6h8IsdiTEjk5EyPB4JcZEI9nGDT9814LI6wuDvstj4pn4QqGttwnk1w++TjH3YlXsSerWvn1EV+eh6SDGPEO8AzEkcj3FD45EYFNb1Er6mwFcCEvzl51Xh8KFCnDpdqp03GNX2CypodnJ0gpvOBd7erkiflYDJk2O+eh+/oAAFKEABClCAAhSwXgEGf9Y7dmw5BS4RMLaVo6nyDD5dsQqfbT2BTWcNGHftzZixYD5mJfojyMMRzsYWNFWcxpEd2/Hh6o9R4DYSvqkzcef3b0RafAhivftoxz8VQsLYjMIjW3F0z3as/Wwvcuq80OYThylzZ2LcyHikRgfD29MTnp7u8HB3VdVHHdUvnv0z6/ASqG94weDvG3D4rQETkCDmbGUJ1mUeRGZpnlriW2429JMGhfgEYnhoDK4ZMQnRfiHwcNENWDv5IOsTaGhoRdH5ahw7VoyszHKtA03tzahrrVPLw33g4+4JLxX8TZkai/Hjo6yvg2wxBShAAQpQgAIUoICJAIM/ExKeoIC1CXxZyKO+8CAKj27AP/7xEbZntqPYZxq++4ObcP0105AcoIpnSNUMtRTY2FaGc/s3Y/vqF/H2oTbkOiVg3h3fx9JZIzF3ZIi2v97lx39qb0FjK2pVEYKSzMPYuf0L7DmYgf1ZLQhSlUZTps3C/NkTMSouDDEBrhjcmM90nBn8mZrwzMAKGNSsPinmcbj4nNrXbz8qG2rQ0t5i0ghHRxXkO7ogLWo4JkcnY3x4HPxU4R4eFPgmgdZWPWprmlBUVIvysgbt0qyyLOw6twvpCelICkuAq6uz2nohEJGR/t90K36PAhSgAAUoQAEKUMBKBBj8WclAsZkU6F5ACnm0I++Lt3HgvRfxzKc5yHZIRdTcB/Cz28bhuhlRkDlAX4dsRjQVqEBh/0r8/h9f4OOjeniPvQt33n4VfnBLGvzUXn+XXVzD2A6Dmnl4ZvcGbP/ny3hzZz6OXFBVhIctwG13X4c7bpuLeC9HeEsIaYEHgz8LHBQ7apJRKnF3dGDLuePYm5+BE+fPqNftZgV0zjp4u3vjxlEzMDd+DNycXVSBD8v8c2W2AzxpMQJrj36MJzc8gYeW/hpXpS60mHaxIRSgAAUoQAEKUIACfSPA4K9vHHkXCgyegKFRTbLLw/Y1/8L7L7+O9dnt6IibjenffRh3zYzA7GQfdJ3Bp689g5bizXjmT//GO5+cQYn3eCy841bc8f2bMDbICcFSYaO3h7ENrQ1lyN31EbZs3Ix/fbxTLe/1hVvkOMy9/R4sSR+JmSOHwstZVRK+jNv3tjmXcz2Dv8tR43v6SqC2pRFF9VX45PQ+HFcz/mrUHpmy7Lfr4aBi/KiAUEwbNgpp4QmICwzTlsnLeR4U6K0Ag7/eivF6ClCAAhSgAAUoYF0CDP6sa7zYWgqYCBhaK6Av34V3Xl+Dvz//ITKagzB0+jW44Ze/w5LhPhg3xNnkPcb2EqD5JF599CWseetz7K/1w6jr7say7/8Iy1O8MUwtDe5dhGBEe0MRqvKPYsPqFVi35QA+PlwKr5hZGDNrMf7r/u9gYlwghvn0WfUQkz71xQkGf32hyHv0VkBm+nUYDMhW+/odOH8Wu1Ul34KqLwsvdL2Xg5rVF+Dhg1FD43B1yhQMVYU9vF3du17G1xTosQCDvx5T8UIKUIACFKAABShglQIM/qxy2NhoCnwtoK8tRMPxt/HqP9fhL6v2oc45GWOXLMe9f/oZpoS6I97TzPQ6Qy3QUYT3nngS77/5IT7Na0PQ5Dsw9fr78eMlkRgT420yS/DrJ5r7yoDas5txZtcH+MvLG7HzeDFKW50wctmDuOqa63HfNQkI83ODzkxTzN1tsM4x+Bsseft+boea1dfY3oov1BLfd47vRENzPVr1bWZRnFUV3zS1p9+kqBGYHj1cLfHVcYmvWSme7KkAg7+eSvE6ClCAAhSgAAUoYJ0CDP6sc9zYagr8R8CA5vJsFG56Aa+9uxXPr81Gh88kTL92OX72+A8wyt8VEeY27FMVd2GsxcbnH8PH/3oba07WwiHuaqTO/R4eujsNU1NC4dbTKX+qmAc6KnFs/b+xdc2b+Ofn2cisdIPeKx433X8/li2/CgsSfdSsJKdeziIc+EFm8Dfw5nwiUNfShANF2Wpfv9PYX5ABg9rnz9wSXw+dOwK9/LBo+ASMC4/HUJ8AODlYeJrOAbZ4AQZ/Fj9EbCAFKEABClCAAhS4IgEGf1fExzdTYLAFVIXGwtM4/vZjWL1uN17fVQHn0DmYu3w5fvX725Ho44pgs6tr9arhrdj5j0fxyb/fwMr9FagPmI7YCTfgd/+7CLPTouHv2LPkz9hejY6GU/joH6vx1stvY3dpM6rcEuARORc//slSLJozAiEGNXtJhRn6DrWo0cEJTmqWkourGzy9vODh7gZ3temfJdQl6Az+Vq1ahZUrV+KRRx5Benp6jwbZ29sbHh4eqh89c+vRTXmRzQu0qJl9hTUVeO/UbmSU5qFC7fFn7nBUAd9QvxAkh8VgceJ4JAQO5c+aOSie67UAg79ek/ENFKAABShAAQpQwKoEGPxZ1XCxsRToKtCGytzj2PnKw3h74wGsOd4It6hFWHDdcvz2Nzci2kunAryu75HXHeqjHftX/xGfrnkDr+woRoXrGAxNXYxfP3ILrpqaiAhVhKMnEZa+Nh9NZz7CP177GC+/8QWKWwDXqDRETLoZy1L1iHavRlZmDoou1KKyoQ1GF2/4BEdhiFqmOHHaVIxOTUCyWpKsU88b7KMz+FuxYgVefPFFXH311UhISOhRsyQgTE1NhU6nYyDTIzFeJAJn1L5+R1Qhj8/PHkZJbSXazVTxldBP5+KKqTEjsGTEZIRzXz/+8PShAIO/PsTkrShAAQpQgAIUoIAFCjD4s8BBYZMo0HOBJpSrwGDT8w/jna2HsfZMGzzjrsWi5dfikV8tQ7iHDj5mgz+pFKrHkbcex4Z338AL2wpRZkhCSNI8/OLx72FhegoSXHoS/Km9yUpOo3jby3jp7c/x6ien0Wx0hFfUaESMuxpzEhwQ6dWM8rIylF+4gAvlFSgrr0KTwR1G76FIHjMJYydMQvqMCUgI80GYrwrNet75Pr/y4uDvb3/7G+bMmYOYmJgePWfBggVIS0vTgj9HR7PoPboPL7IPAb2hA01qX78duaewM+8Uzl0oRGOrWoJv5vBUS3wTQ6MxPTYFM4eNhE7t88clvmageOqyBBj8XRYb30QBClCAAhSgAAWsRoDBn9UMFRtKATMCap++kjMH8cmTv8P7XxzDZ3kd8E66AUuuW4bf/XwJhrjr4GU2g/oy+Dvx7yfw2Xtv4q+b8lDcFougYTPx4FM/xOJZozBC7Q347SGcHpXZh3D0zT9gxaeH8fa+Em0pr1dIHILjJ2PGlBSMGRGJiAA3GBtKUX3+DA598QWOnM7FscIaGNwiET1mJpb+1wNYNjUOMxL8VKCBHjzXjEUfnLo4+HvppZewbNkyJCYm9ujO06ZNQ0pKCmf89UiLFzW0NaOorgprT+1RRT2OwmiQ2r5GExiZ7Req9vJbPmoGRoUNQ6RPoMk1PEGBKxFg8HclenwvBShAAQpQgAIUsHwBBn+WP0ZsIQW6FzBUoyTrAD7+y6P4YPtxbCowwCf5JiyV4O/BRQhVM/48zaZ3Evx14OSaJ7Dx/Tfw7MY8FLXEIDA2HT976l4snj0aqa49CP6MTSjJ2IcvXnoE/9p2EusyGuHgGYcx6XNxzXdvRlqUP+KCPOGhc4JR34K2xkpUFBzF3q1bsW7NJzhd44RGVQQkcszV+M4dC3HjskkIV891NxtWds/QV9/pDP5kjz9Z7vvLX/4SU6dO7dHtg4OD4evrC8726xGXXV8ks/1yqkrx2ZnDOFWSi/M1ZTAaTUM/QYrwD8WIsFgsSBiPKL8geKglvzwo0JcCDP76UpP3ogAFKEABClCAApYnwODP8saELaJAzwUMNSr424+1/wn+NvYy+Dux5s/Y2DnjrzUWgcPS8eCTKviTGX89Cv5qUXh8Fz596mG8uzsLWwrU/n5DZ2PRDcvx4EO3I97TCcEXVxVWRT46WgpxfOtabHjt73j/UAmOlbsAPqNw07334Dv33IiJIc4I7HFJ4Z5T9eTKzuBv9erVkI+nn34a8+fP78lbeQ0FeiQgAV9xfbXa1y8bH6nZfpUNNWhVS367HhIg65xcMFHt6zc5Ws2cVUU9fF09ul7G1xS4YgEGf1dMyBtQgAIUoAAFKEABixZg8GfRw8PGUeBbBIz1KFVLfT99+hG89/lRfJrbAa+kG7+c8ffzxd+61Pf4239WS33fwHOb81HakYjgxDn4+Z/+n7bHX1JPlvoaKpB/dAc+euJRfLgvG9vLXOE/6nbcdNPVePSBudoyY5UfXnSoWU3GdlSf2Y7z21/HH17fg/X7i9Hk4Ivpt/8MS++8FzeNcUe0v/NF7xm4Lxn8DZy1vT5JZvttPncce/JP42RRNlpVVV9zs/3cXNzg5+WH5SmTMSduNNycXSDLfnlQoK8FGPz1tSjvRwEKUIACFKAABSxLgMGfZY0HW0OB3gkYW3Ah5yg+f+G3+PeWQ/ggo+XL4h7XqeIe//ftxT0Ov/kYNrzzBl78/DwqXEapqr6L8Kvf3aqq+iYhsidVfQ1VKDi+Ax+r4O+DvWdV8OeGkAn34JabluLRH02DLEo0jfCMaKs4jvqc9XjssffwwWcncL7NGSOufgBzb74XP5wTjIRQt9459NHVDP76CJK3MStQp4p3lKjZfusz9+No0VlUNdbCYJBl95ceEvBF+IdgauxITIxIRELQUBX6XZKgX/oGvqLAFQgw+LsCPL6VAhSgAAUoQAEKWIEAgz8rGCQ2kQLdC+hRnX8SB1b+Dm9+uhdvHqqDW9RiLFDB329+cyOivXTwNztJqEPdsh37Vv4Bn655A//YVYJa3ymISbseD/9iCWZPUIU+HHsQNBjrcP7ELmx45hG8sysL24p1CJn0fdx64xI8+sMp0KmnOJlpvLE1D/r6A3j2Fy/jvfd24Vi9AZFz70X68h/iZ1dHITnC08y7+v8Ug7/+N7bHJ8jufRLw5daU43DxOWzPPoLcimKzFA4q4PNx88Lo8DjcOCodod7+8OS+fmateLJvBBj89Y0j70IBClCAAhSgAAUsVYDBn6WODO8siJsAAEAASURBVNtFgR4JGNBQnInsj5/Eig+246UtxXAKnY25y5fj//5wBxK9XRFiLnlToR/Qgu1//z3Wvf0mVh+sgD5qIZJn3YWHVWA3PTUMPdtmrxVlmfuw85WH8eYWVdwjGwgY9z3cfONS/OH+dO0eagc/k8OoL0FHcwZe+/WzeP/drdhZ3o6hM3+A6dd+Hz+/NpbBn4kYT1izQIfRgMa2VuzOO6329duNCrWvX5Oq6mvucHZ0woToEZgUnYzJkUmqMI6rqnRtNr0393aeo0CvBRj89ZqMb6AABShAAQpQgAJWJcDgz6qGi42lQFcBI1qr8nBh7wqseOsz/HXNCTR7pWHyNcvxP4/fizEBboi8dJO9L2+gqvHCWIVPn30cH731Dt7LbIT3uFswadmP8NNr4zEuztfsTL2uT5fKwDV5R5Hx/hN49aP9eGt/LdwTb8Dym6/BI79YigCVV5itKtxRjo7Ws1j1m6dU8LcZ20raETP/Psy64V78eEEYkoa6mz5qAM5wxt8AINvhIxpUyHe8NF8Ff6ewQ+3vZ1D7/BlUGNj1cNe5IcDTF4uGT8T48HiE+wTCSRX54EGBvhKQmaetrR1oampDS7P8AxDw+Zkv8Pqu1/H99O9jesI09TPnAC9vN3h6ypxtHhSgAAUoQAEKUIAC1i7A4M/aR5Dtt3sBQ1MpWvPX458rPsAzL2xGkUMCRiy8Fv/12P9ixlBPNevPTHBgqAb0+Vjz+DN478112FQEDFv4Ayz47k9xx0QfDA/t6S98RrSUZaJyz2v42xtb8NK6HOhDZmPhLdfhl7+7A7GqQEiguRmHEvy1ZGPVb5/EB2rG37ZSI5Kv/SkW3PbfuHuqL4YFm5sn2P9DzeCv/43t7QkdKmgpaajC28d24ERJDirqKs0SOMABQ/yCkDQkFlcnpWF4cITZ63iSAlci0NamR21tM4qLa3GhvEG71cmSDGxR4d9Vw+cgdehw6FydER0dgIgIvyt5FN9LAQpQgAIUoAAFKGAhAgz+LGQg2AwKXK6AUV8PQ/1pfPbmW3jjhTews9Rdzd5bjKt/+jtcNzpAFQeQEhuXHsa2IhgajuCVR1/BmjWq0IA+DjNvvxO3/+guTAvTIczTTFh46S2+etXRWIyWom1489V3sGLlNpztiMfIJTfgnl//DFOHOCPOx/Rexvbz6Gg4hhf+73m8/+FhHGwKw9x7foQb/t8dmB/jqp5vLi386pH99gWDv36jtdsb51SV4VhpLradPYzzNRfQ2t5qYiHFPHRqH78JUUlYmDRBVbUOgb/b4OxzadI4nrApgcbGNhX61eD0qVJkZ1/Q+lbbXIfS+nKE+YQi0NtPm+mXNiEao0eH21Tf2RkKUIACFKAABShgrwIM/ux15Nlv2xEwquVaxmqc+OwdbH3jNbypCnVUBUxA6g3/h3sWxWPBmGC4qDodF5fqaK/OQFPBZ3j6iffxwZYi1EcvxnV3LsM935urLQ32viR3U0sSja2ou1CGytILqGx2gJNXAALCIhDo6Qwv50YYW3Kw7e1/4aNV76qKpR3wGL0Qc7//C9w0IQhp0V5qj7JLn6+vzUBzyTY88chbWPt5CcqCZ+Cm/7oZ37n9KgxXMxR9pMGDcDD4GwR0G32kXs30a9G3YXd+JnbmncSZsnzUtzSa7a27Cv2ig8KRHpuKBYnj4eLkxH39zErx5JUK1Ne3IC+3EgcPFuLUqRKT2+l0TvBRy3xnzkrAlKmxJt/nCQpQgAIUoAAFKEAB6xNg8Gd9Y8YWU6CLgFYzFLXZnyN337v4s1ruu6/YHw4p38FP752LmxelwE/t2eT8VZZmRH3OHpTu/AceX3UIW3I9kHDtg/jO1RPxnVlR2nWXzNEztqiSpBU4sXUjdq3fhF3ndXCPm4jJ196CGXFeSJBluUY1i+Tghzi66V946p+HkOuYguD0H+LBO8Zj0eQoeKgbfn1PI5ryVYGDg2/g4Rd24PN8T4TMuR/33DgZt86Lh4dqpwSFg3Ew+BsMddt8phTzKGmoxvrT+/C5quLb3qE3u6+fROLBXn64ZuR0jB0ahxj/YHVmkP4A2OZQsFcXCTD4uwiDX1KAAhSgAAUoQAE7EWDwZycDzW7avkB7XQFqzh/FJ/96G5v35GJ7gT/m3HADrloyB+mqSm+wtw46FdA1V2YjY89mbH37n9haEoKGoHFYftetmDUmGmMjvUwiB0OrqvhbcRAfv/0R3n5jI07XOEE3bBqGX3UPvr84ETNHhqhQT+31dyETJWf2Yd27H2LHiVocqQrH0luuxdx5UzBpeAj83FzgomYOttXmI3PPRux4/w18kuOPxsAxWHzbbZgzLhrjYny0oiKDFXsw+LP9PycD0UOZ7VdQU45tOSdw9PxZ5FSoTTTVnxFzR5iv2tcvNFot8U1DrH8ovFSBDx4U6C8BBn/9Jcv7UoACFKAABShAAcsVYPBnuWPDllGglwId0LfWoHDPu9i28XOs/PAYXJPnIW7CTCydEY/IQHe4oxn15w/j6J59WPvRHhgSliBu6lX47o3jMSzEG+bqgHQ0FqG1cCNWvfoBXn51E/KbAefYGYhK/wEe+m4arpkaDWfVUge0o62hHLm738PmTXvw1idZCJqwCMMnTsH8SbEI9XaFq7FZBYQncWTXHmz4eDuaYhYjbvIc3HXLVMQEeMBXbjSIB4O/QcS3kUdLvFfZVI+jqpDHmmPbUVFf1e2+fk5qSe/4yOGYEpOC8Wq2n7879/WzkR8Di+0Ggz+LHRo2jAIUoAAFKEABCvSbAIO/fqPljSkw0AJGGA16tNaVoeTcSWQc2IF9pwqRVViDJhXNOan1sy5qyW+HQc3Y8xkC37BkTJ46DmNHJSB2iA88XWRfMdM2G9tr0FF/ChveWoN3Xv8Qu0qc4TZ8Nqbc8gDunBWBaYn+/1nGa4Show0tteUoyTmN7GN7cUA9/2xRNWrb1L6Azo5wVh+GDke4qef7hCZi0tTxGJUaj7gwH7ir53+9HNm0HQNxhsHfQCjb9jMMRgM+zz2FPQUZOFZ4Bs1tLWaX+Lqpff381RLfRaqYx+y4kfB29VB/Pi/ZXNO2odi7QRFg8Dco7HwoBShAAQpQgAIUGFQBBn+Dys+HU6A/BAwq/CtHfckZnDydjbN5pShv0EOvanQ4quAPzl7wDYnC0LgUpCYMQXSYH1wv2YOvS5sMrTDqK3D20CEc23cEmVUqOAxLQqKaqTcuygtRga5dlgcb0aYqRDaUZ+PkybM4m1+G0to2dKjbOjqpKX2O7vBTzw+LHYHUpDBEhvrCXeUdZjLHLg3p/5cM/vrf2Jaf0KBCvguNdarAzX4cOn9GzfarVkG7/ORfejg6OqoKqkEYHzUcU6OSkTokSv38W8KfgEvbyVe2J8Dgz/bGlD2iAAUoQAEKUIAC3ybA4O/bhPh9ClDAbgQY/NnNUPd5R9V8W7WvX4Va4puHbWcO4uyFwm6f4ab28RsVFofbx83BEO8AeOpcu72W36BAXwow+OtLTd6LAhSgAAUoQAEKWIcAgz/rGCe2kgIUGAABBn8DgGyDj+hQy3ubVBXfA2pp77rMfShRAWBdS4PZnjqp2X5jI5MwUc32mxY1Al6u7nBW53hQYCAEGPwNhDKfQQEKUIACFKAABSxLgMGfZY0HW0MBCgyiAIO/QcS34kc3tbfizIVi7Mw7iU1ZB7XlvUYVBnY9XJ118HX3wsLkSZgQmYgoVdHXmfv6dWXi634UYPDXj7i8NQUoQAEKUIACFLBQAQZ/FjowbBYFKDDwAgz+Bt7c2p8oS3wvNNZizYldOHo+W832K1ddktq+pkeITyASQqKxZHgaUkIiGfqZEvFMPwsw+OtnYN6eAhSgAAUoQAEKWKAAgz8LHBQ2iQIUGBwBBn+D427NTz1fV4nT5YXYmHkAeVUlWhXfrv1xdHCEzkWH0UPjMS9xPBICwxDs6dP1Mr6mQL8LMPjrd2I+gAIUoAAFKEABClicAIM/ixsSNogCFBgsgc7gb9WqVZCPP/3pT5g9e7ZJc1xcXODqyoIMJjB2dMJgNKpK2R3YX3gWO/JO4WTxWdQ01ZsV0KklvmF+wZg5bBSuHTEZzk5OcFJhIA8KDLQAg7+BFufzKEABClCAAhSgwOALMPgb/DFgCyhAAQsR6Az+Vq5ciVdffRU//vGPkZaWZtK6oUOHIjo62uQ8T9iPQIu+DRWN9fhM7em39exhNLQ1Q9+hNwFwcHBAgIcvFiVPxLiIBDXbbyjknIPJlTxBgf4XYPDX/8Z8AgUoQAEKUIACFLA0AQZ/ljYi/2lPR0cHGhoaUFxcjNzcXIwePRrh4eEW2lrba1ZTUxNKS0tRV1endS4uLg7e3t6211H26BKBzuBvxYoVePHFF7Fo0SLI2Hc9Jk6caHYmYNfr+No2BWS2X2l9NfYVZmFv3mmcKslRu/qZ39cvyMsf8cERWKoKesSrJb7eqoovDwoMlgCDv8GS53MpQAEKUIACFKDA4Akw+LsMe6P6pa/zQ96uzd6QGRzqoy8OuXdLS4sW+O3evRubNm3CfffdhxkzZvTF7XmPHgiUlZVh37592hjo9XosW7YMMTExcHZ27sG7eYm1CnQGf6+99hqeeeYZDB8+HIGBgSbdufbaa/Hd737X5DxP2IdAi74dJ8vy8c/DW1Gsink0tTaZ7bj8N2FMZBKmxKRisprtF+jBfzwwC8WTAyZQX9+KgvxKHD58HqdPl2rP7VBL1vUGvSo24wx3Nx28vVwxIz0ekybHDFi7+CAKUIACFKAABShAgf4TYPB3GbY1NTWorKyEzApzUns1yUywgIAAeHp6XsbdTN8i95dZfu+//z5k5p/M9ps0aZIWPJlezTP9ISDBq4zxtm3b1C9IhzX78ePHY9q0af3xON7TQgQ6g7/Opb7//d//DRn3rkdERARiY2O7nuZrOxCQmX2Hi3PV3n5Z2JVzHHXNDZDgpOsh+/r5qqBvXsI4zI4bjSD1tauzS9fL+JoCAyrQ1qZHbU0LSkprUXGhQXv2qeIMbD3zOeYPn4uU8OHQ6ZwRFe2vVhn4DWjb+DAKUIACFKAABShAgf4RYPDXQ1eZ9VVfX4+ioiKcP38eMiNMZn/Jh4R/wcHBCAsLQ2RkJNzc3C5r9p+EfM3NzTh+/DgOHDiAkydPIiEhATfffDOCgoIuK1iUcFKCRLmv9EFmoDg6Ol4yS7Fz9uLFn4VFChj4+vpqoWZXps5r5d4VFRXaDMiLZz7KMzoPudZgMHw1S1JCUrmv3L+vZkl2PqsvP0u79+zZg507d2pjLks+58+fry25lvbzsD2BzuBv9erVkI+nn35aG3Pb6yl7dDkCbWoPv4a2FqxX+/rtK8hAYWUJ2rvZ1y/Q0w8pQ+Mwe9hIpIXHW/TfdZdjwfdYp4DBYER7e4daVdCOttYv96TcnLEVf9/+Cu6b89+YlZiu/n8EB3h46ODmzqDaOkeZraYABShAAQpQgAKXCjD4u9Sj21ey19uZM2fw7rvvIisrSwsBx44dq4VoMjvPw8MDycnJuP322zFkyBAtDOz2Zt18o7GxESUlJVrgsGXLFtxyyy1IT09HamrqV2FdN2/t9nReXh6OHj2qBVcSXHaGlZ2fJXiTgEtCQQke5aMzIJRwS2YbTp482eT+EuS1tbXhyJEj2LFjhxbsyb0679sZiMp1cr+LP6ZOnYqRI0dq4Z9cZ8mHzPzLz8/H3//+d20GoBR0uP766zUXS24323Z5Agz+Ls/NXt5Voar25lSVYe2pXThelK3N9DO3s5+zkzOGh0bj1jGzEeMfCj/3vpkNbi/O7Gf/Cqj/5Gv/3e98yrpja/HUhifxf0t+hatSF2in1X/OGVZ3AvEzBShAAQpQgAIUsHIBBn/fMoASXMnH+vXrsXXrVpw4cUKbhTdlyhRt76+CggJ89tln2gzAkJAQ3HXXXdrSwBi1H1xvDgnczp49qwWL8lkO2UNszJgx8Pf3782tLrlWwkqZtSbhlczMk5l/Fy5cQHV1tRYmdl4sfZQAUA6ZvdhZtVSWGJvbW7BzdqLMhvvkk0+0+8vsP7lP54xC+SzBnqurq2bl4+MDd3d3zJs3T6uUKq8tPfgTk9raWm3W3/bt2zXLO++8E3PmzEFUVJQ2a7HTkJ+tX4DBn/WPYX/0QP4eaFd7oJ0ozcfms0eRVZaHsvoqs4+SfwBJUqHf+IhEzIsfC38V+rmoIJAHBSxVYO3Rj/Hkhifw0NJfq+BvoaU2k+2iAAUoQAEKUIACFLhMAQZ/3wInS2Vlr7ennnpKC/8kxPre976HH/zgB1rVV5nt9sYbbyAzM1Nb4nvbbbdplUAlGOzNUV5eroVLTz75pLZcePbs2ViyZIn2dW/u0/XanJwcbY86qQ4sgZ+EWBJeZmRkaOGfzNrrPGSPQpmtmJKSghEjRiA+Ph4yq3HcuHGdl3z1uTP4kyXJEnxKIQyZCSlLoOUXX51OBwn2pDBCaGgoJAiVe/v5+WH69OkYNWqUFgLKMmlLP6Sv4iazPf/yl79ooZ+El7LsV/Z3tIY+WLqxpbSPwZ+ljIRltaNd7eFX3lCDHbkn8d7xHWjTt0FvZomvk6MT3FxccVXSBEyOTkZi0FDoGPpZ1mCyNSYCDP5MSHiCAhSgAAUoQAEK2JQAg79vGU6ZfSdVdd955x1kZ2dry15lz72rrroKH330kRYGbty4EQ0NDdoef7IM9JprrsHMmTO/5c6Xfnvt2rX49NNPsXnzZm0p6T333KPNupMlxFdyyFJVaVtra6va16ddW8p78OBBrWiFPFMCwc5Dwri7775bW8YqS1pldp6Xl5f20XlN52eZASOz+2T5sISWEoCKw4cffqjN8JPZcDJTcMKECVrIJ/eRvQ8lJJMlxBIyds4M7LynpX6Wvkr4JzMn16xZo4Wmspfj//7v/2qz/qRvPGxDgMGfbYxjX/eitqUJm88dw4GCTJwqyVGzo7+eIX3xs/w8fBCulvYuGzEZY8KGwcNFx+WSFwPxa4sUYPBnkcPCRlGAAhSgAAUoQIE+E2Dw9w2UEvhIoPXcc8/h0KFD2lLYW2+9VZuJJ3vUyeb/H3/8sbYEWGYCyh5/EpxJ6Cf78vXkkBmFVVVVeOmll7B7924tbJNn3HjjjdqsuYuLZPTkfj25RvYk3LVrF2R24enTp7VAUN4n1Uvvv/9+yB58UlSkp4csH/7ggw+wYcMGLVCUWYKyL6B8TkxM1MIxCfz6oy89bWNfXFdYWIhjx47htdde08ZMxkjGWn4WeNiGAIM/2xjHvuxFTUsj8qrLsS5jHzLL8lHdWGtye5nlLLP9EkOiME0V8xivinpE+gaZXMcTFLBEAQZ/ljgqbBMFKEABClCAAhToOwEGf91YSugnBSlkBtsDDzygBT2xsbH42c9+phXckGWr//73v7X97aQQhyxplf3w5PtJSUnarLZubn3JaakSLEtvpXqoVAuWPQJlCam55bWXvPEKXki/ZGnygw8+iL1792rLWOV2srxXCoosXrxYCwF78ojOZbCvvPKKNiOuThVBkdmKMutRZvXZ0jJYmeEoIefDDz+sBZyy96L09aabbrKa2Ys9GVN7vobBnz2Pvmnf5b8DmReKcOD8WXyRfRildZWmF6kzTmo/U09XT8yMG43bxs2Gu7MOLioI5EEBaxBg8GcNo8Q2UoACFKAABShAgcsXYPDXjZ2EYxLEvf/++3jkkUcgFXdlZtfjjz+uFaaQveqkYIYEaDILTPaxk2BQquDKUlYXF5du7nzpaZnlt3LlSu0eUlTjl7/8pRbABQQEXHphH76SX2Zl9ppUqpX9+WQ2oxxSnETaf++992L58uU9eqLs6yd92LZtmzZDUUJDWTIsS4WlcIfMhLGVQ9wkGJJl37IsW2ZNShXn76oiLFIMRZZG87BuAQZ/1j1+fdl6vdrXr7GtBVvVEt8tZ49ooV+zem3u8Hb1wKTYVEyKGo4JEQlwcnCEow393WeuzzxnOwIM/mxnLNkTClCAAhSgAAUoYE6AwZ85FXVO9sSTQEyCP1nqK6HPxIkTta9lZpyEPDIDTIo+yD55EtRJ4Cf72PVkSau8V/bek6XCjz32mFb0QgqCyCw8mU3Y34GZVPWVsE4KVrz99tta/6Tt0g9pg4RZUriiu6q7UhSksyCJzHiUmX0SGsr+h/K+ngaf3fBb7GkZNwl6161bh2effVYr9CGzJNPT07VqyBbbcDasRwIM/nrEZBcXVTc3IKuiGJ9nH8GevFPoUEGg/Heg6+Ghc0eEXzCWpkxBqqrmG+rl1/USvqaARQsw+LPo4WHjKEABClCAAhSgwBULMPjrhlBm+MmsLlnqK0t6JeiTarR//etftWq3ncGcBEGy3FXCPvnoPN/Nbb86LcHiuXPntHtL8CcVfGV57HXXXaeFgF9d2E9fSHBXWlqK119/Hb///e+1EFMeJX344Q9/qAV/w4cPN1vYQ66rqKjQ9jb8/PPPcerUKdx3331a+BUUFNQrB7mXNR3yi7+EvTJT8n/+538g/ZV9/n784x/3al9Ea+qzPbWVwZ89jXb3fZU/59lVJVhzYhfOlhXgQr35Jb5yh5igcIwOT8CChLFqX79ANdPPsfsb8zsUsEABBn8WOChsEgUoQAEKUIACFOhDAQZ/3WBKtdrO4h0yoy08PByzZ8/G7373O20Zazdv6/HpOrUXnswak2BRlo5KUQ0pFiEFNq60km9PGiGBpexXJzP+pMiHLP2VQEsOqVh87bXXah9hYWEmtysoKND2JVy/fr22vFdmQMqMN1nqrNPpTK63tRMSDu3cuVPb60/CU/nZkOXgaWlp2r6GttZfe+oPgz97Gu3u+5pTXYajxefwWeZBXGioRmt7q8nFUszD1cUNM1Qxj5lxozBMVfP1duVyfxMonrB4AQZ/Fj9EbCAFKEABClCAAhS4IgEGf93w1dTU4JlnntHCuaNHj2r71kkgJjO7JOi5kkNmk8gyWbn/xo0btRlzf/jDH7TCGrLMdyCXycpy31WrVmH79u2Qar9yxMfHa7PYpFCJVOXtLNAh+x5KFWLZ20729cvIyMCMGTNwxx13aDMD7SH06xx3We4rlZjFTQLURx99VAuGIyIiOi/hZysUYPBnhYPWh03uMBqgVzO4t+WcxN780zhRnI0WM6GfPNJT7esXrsK+RUlpmK3CP2cVBPZ0xncfNpm3osAVCzD4u2JC3oACFKAABShAAQpYtACDv26Gp7KyEr/+9a+1qr1S5GPWrFlYunSpVsxBimBcySFLg2XWXGdVXbnXE088gRtuuEGbMTeQvzyePXtWC/EkxNq3b5/WLZlxKAU6/vjHP2qz2Hx8fLTzsrz39OnT2r6EEhLKsmSZ5RYXF6eFgwPZbq1Bg/h/8vLytOW+a9as0QLQu+++W6uGPHXq1EFsFR99pQIM/q5U0Lrf36CKd1Q01uH9EztxoCATDa1NMKgwsOshf9dF+w/BohGTMHJIDKJ8gxn6dUXia6sRYPBnNUPFhlKAAhSgAAUoQIHLEmDwZ4ZNgrmSkhL89Kc/xYYNG7QiHBJySaXbRYsWaQUwzLytx6eksMbJkyfxq1/9ChIgJSQkaNV8ZUbhQB8ys1GqE8uMQ9m3TgqOyCHLdmV247x585CcnIyqqiptea/seyj7E8rMRFkOLNV7B2Jp8kC7fNvzxENmPL7wwgvaz8jcuXO14FaKm/CwXgEGf9Y7dlfacgn4cqrKsLcgC/vyTyFXFfYwqv+ZO4b4BmFU2DAsTZ6EId4B8NS5mruM5yhgFQIM/qximNhIClCAAhSgAAUocNkCdh/8dRbnkM+dFRsl2JIZeT/5yU+0AhaiK1VuZUaeVPaVqrWdhyyDlcq3vZntdubMGW2POKkKKyGjBH633XYbJkyY0HnbAf0sy3cffvhhrYKx9FuW9ErRigULFmiz+hYvXozjx49D9jqUCsC33347brrpJi38c3W1z194pThKndqnUQqjvPrqq9ryaFnyLMuje/OzMKADzYd9qwCDv28lsskLDGr7hRZ9G3bnZ+Cfh7eivrne7L5+DnDQihdNjh2JydEjMDkyAR4u9vl3oE3+INhRp9SPvDq+DLbXHVuLJzf8Bb9a+hCuSlmgzqufdAc7wmBXKUABClCAAhSggI0L2H3wJ0t6ZbmrzPCTmXhyyJ5tZWVlkGWcWVlZ2jmZ0TVp0iTIHm4Sdkm4I6FfTEwMJk+erIV/UhG3J4fskbd27VqtqEdwcLAWpMnMOqmiOxiHBJ1SuVgKjcgMR+m/VDGWWX/Lli3D9ddfrxUBuXDhAlJTUyHLWeWzm5ub9kvwYLR5sJ8pQbGERLK33/PPP6/9TNx5552QCs0SBHfuizjY7eTzeyfA4K93XrZydXN7G46U5Gr7+u3MOa72+dOjw9Bh0j13nRt8PXyxLGUyJkYmIdjDB049/Hvf5GY8QYFBEJB/4DR0GNU/8H25n6U0YcPJDXhuy3N48KoHMXfEXC30c3GRf9R0GoQW8pEUoAAFKEABClCAAn0tYPfBn1Szlb3tzp07p4V9AizVbaVa66FDh7QiHBLoSegn1WtlWauEOhL8STGL0aNHa+GYhIE9Df4k9HvzzTe1whAS9smS2nHjxiEqKqqvx7dH95MZflKsQtr13HPPfVXdV8I/CTXnzJkDmaUoFX6/853vaOGnn59fj+5t6xc9/vjjmpksmb7lllvw5z//GbInooSiPKxPgMGf9Y3Zlba4Vd+O8sZarM86iKNF2SioLDZ7SwcHR4T7BSNlaBzmx43G8OAI7b8DZi/mSQpYqEB7ewca6ltRUdmg/rGzSWvlkYKjWH9iPa4Zcw3GRI5SBcacMCTMByEhX69usNDusFkUoAAFKEABClCAAj0QsPvgT5a27tmzB3l5eZDZf3JI6JeTk6Pt4SYhoFTZnaWKe6SkpGi/6EnoJx+dRTBkKaxc09PgT0K/f/zjH9qeeRIoyl5/Uj33SouG9GC8zV4iMwAaGxu12X5ScERmP8pS1s4+Sru+973vYeHChRg5cqQWePa0r2YfaEMn//a3v+Hll1/Wfn7k5+A3v/kNIiMjwWDUOgeZwZ91jtuVtFpCv6wL5/H+8R04V1Fkdqaf/F3o5OSMSVHJuGXMLAR7+sLb1f1KHsv3UmBQBCT0KyiowpEj55GZWaa1ob2jXate7aaWrXuof7Ty9nLF9BlxmDAxelDayIdSgAIUoAAFKEABCvStgN0Hf/X19SguLtb2a5MlrnIcPnxY29vvwIEDWrELWY77XbXHn4R/nYf8Iihhn+yFJ0tiJQiTcz05JCj661//CpltKPv7yfJQmU3n6+vbk7f3yzWy1+DevXvx9NNPazMdpeCHHLKfoSxvfuihh7Q9/wICAnoccPZLQy3spqtWrcLKlStx9OhRTJs2DQ888IAWjkrxEx7WJ8Dgz/rG7HJbLP/g0aEKeuwvPIMvck7gVEkOqpvqzN5OApHEkChtX7958aPh6uwCZ0cugzSLxZMWLVBf34K83EocPFiIU6dKTNqq0znBx9sNM2clYMrUWJPv8wQFKEABClCAAhSggPUJ2H3wZ27IPvnkE0igs3v3bm0fN1mOK0UbrrnmGnOX9/ic/KIpH0899RSeeOIJSOgo1YIlBJSAbbCXh8py3g8++AAfffSRNgtSOiYz12LUPoZSxGL+/PnabL+eBpw9hrHiC9977z2t4MkXX3yh7XsoAfGMGTO0MNiKu2W3TWfwZz9DL0t8q5obsCHrkPo4gJbWZugNehMAZzXTL1DN8JufNAHjw+ORGDTU5BqeoIC1CDD4s5aRYjspQAEKUIACFKBA3wkw+DNj+a9//Usr2CCFPWS/NpnJdc8992D27Nlmru75KZlVJ4U0/vSnP2kfEqDJnnkyA1AKQgz28tny8nJtr7+XXnpJCwClZ9IuCf9kCasEn7KMlYUrvh7zjRs3alayP2J4eLhWCOXqq69GcnLy1xfxK6sRYPBnNUN1xQ0ta6jBDlXF90BBBjJUYQ+Dmv0n/zDT9Qjw8kec2s/vupQpSAgcCncXXddL+JoCViPA4M9qhooNpQAFKEABClCAAn0mwOCvC6X84vfKK69AijZIFVuZ7SaVbZcvX44JEyZ0ubp3LyX0k30EZcbfs88+q83yu+OOO7TiEIM9i04CD6luLFV9161bp834k33+pHqtFPm46667cO2112rhpxQ16c9DAlJZdi1Vlj09PeHv79/jZdTm2iVjKgVMGhoatMIlsjzby8vL3KW9Prdz507IDFEJi2XWpizdvv322zF27Nhe34tvGHyBzuDv9ddfx4svvqj92U9ISDBpmBTjmT59usl5nrAOgdrWJpy5UIR1GfuQU1GMqsYak4bL38mOajnvaDXLb0pMCiaEJ6i9/XxMruMJCliTAIM/axottpUCFKAABShAAQr0jQCDv4scJSCS0ElCOZnhJsHX+PHjtcIWsr/flc7ikuBJiohIQYgVK1YgNDRUm/EnMwAH85BwT6rSbt++Xeu7FDepq6vTQkoxkL0MpQiJBKD33nuvFsb1Z3vl2WVlZZAZlzKLTqop96Z4Ste2yZhKiCh7KmZnZ2sVlKOjo7+qztz1+t68lsrPn332GV577TUtnJw6dapmNGXKlN7chtdaiEBn8CfFd+TPZXd7d0olbln+zsP6BGRO31lVufeg2tvvk1O7UaOW+5o7pJiHu84NV4+YjKUjJsHLxY37+pmD4jmrEmDwZ1XDxcZSgAIUoAAFKECBPhFg8HcRo4RcMiPvhRde0H7pl0AsPT0dUul2zJgxWpGLiy7v9ZcSaEnwJDOJVq9erYVastT3D3/4Q6/v1VdvkFCsqakJslfdkSNHtK9lNpyc+/jjj7UKxxJ+SIGTJUuWaGGHzJjrz1l/ss/g5s2bteBPZlkuXbpUC12lsMjlHFVVVdqMPCleItWab7nlFsyZMwfx8fFwdXW9nFt+9R4x27RpkzZLVCwnTpwICYVkeTgP6xPoDP5kxp/M/L3zzjsxatQok47ILECpcM3DugSkmEeb+nP6SeZ+7Mo9iXwVAMpef+aOIC8/jItMwpToERgbFquFfoM9M9tcO3mOAr0RYPDXGy1eSwEKUIACFKAABWxDgMHfReMoM/Jkueurr76qhXPyS96iRYu0qrsyQ0z2uruSo7a2FpmZmfj73/+ON998E1FRUbj11lvx6KOPXsltL/u9MsOxqKgIGRkZ2nJV6b/MWJMKwxKA/uUvf9G+J2GI7Osnsx5/+9vfaiGcBIH9dTzzzDP497//jdzcXCxcuFBbZizhiwSOl3OUlJTgj3/8I7Zt26ZVcL7//vu1oipStOVKC6ocO3ZMCylln0YJjmUJ6E9/+lOtwMfltJXvGVyBzuBPgnn5kCrX8+bNM2kUAyATEqs4Ud3ciILaCqw7vQeHzp9BW3ur2X39PHTuiA8Ox+LkSaqYRzhCVQjIgwK2IMDgzxZGkX2gAAUoQAEKUIACvRNg8HeRl4Rd+/bt00K5t956S1vmJ1V3/z97ZwJWZZm38VtAQBBBQRANNxRccMdds2XU8tPKasyayqmry5mpZnJypmxabbarpuXKWZvGpnWy3UrTMp3MUnPBBUVNjMUFBQRBNhH0e+5nOkWs58gi55z7ub7zcXjPe973eX7PkYab+/+/GXYRGhpqy02rnO7yU5bTUmSj8MeecOwfSOHvkUcecflajX2Do6yZZap0N9Hlx750dCCyrx7LbO+9917Lg4IlBx1OfH3q1KnWAdnYOdT1fpZCL126FLm5uVagY7BKeHj4OYt0LF1+7LHHsGnTJutkpDA3bdo0K+Q2NqgkOTkZq1evti7RsrIyy5AOUTpFNdyPQG3CH9OsNTyDQEr2Qaz4ahv2HP0aRwtyahX9uNLuJsSDbr+ZpsS3U7v28Gnj4xkAtAqvJyDhz+s/AgIgAiIgAiIgAiLghQQk/FXZdDrDPvzwQ1v2SkGMDr9rr73Wun4YcNHY1F0KfykpKbaE8HwKfxT9OBcGU2zevNmKkXQ1sY/fwIEDbZJvZmamFTyZWstyVg46AdnzcO7cubb8trlcT9u3b7cluQz4YEllQkKCLck9V5GuuLgYW7ZssX0DGfJBV16vXr1suXJj11BV+GN4C0vCJfxV+UflZk8l/LnZhjk53YozlcguLsTmg/uw3AR65BcXoKS8rMa7GebhZ3r7/SBuBMaZQI/+Js030K9tjfN0QATclYCEP3fdOc1bBERABERABERABM6dgIS/KuwYvPHyyy9jxYoVVihieS+Fv4ULFzZJTzuH44+9w+go5PXp+OP1W3JwHl999RWWLFliBUAKerNmzbK9zBxCGN2PLI1988037YNiIcVP9tlbsGCBLb8NCgqyJcAtOffWdq+dO3daxx/7NlL4o2ty/vz5cvy1to1ycj4S/pwE5Uan8WdXiSnpTcr6GhvSd+Oz1O11Ov3aBwQhPKQjZg2+EKO7xyPQt22jEsXdCJOm6iUEJPx5yUZrmSIgAiIgAiIgAiJQhYCEvyowKIYx0ffTTz+1jjO621jqy7AGpso2drBkliW07AfHHn8xMTG44YYbWrzHH0tT+Thw4IB1qFH0Y8Iwy30dgyLWkSNHbBkw000ZXMHh5+eH22+/HTfddBPi4+ObPeHXMZ/W+pXuRAaRcE/pJuRnZt68eerx11o3rIF5SfhrAJAbvlxeWYGc4hN4Y+c6bD+cityT+XWuom9kDCbGDsXwrr3RIyzSlPi2qfNcvSAC7khAwp877prmLAIiIAIiIAIiIAKNIyDhrwq/Xbt24cEHHwTTX5nAO2XKFFx11VW2rx0Fr8aOkydP2sAKpgazrx7FNvbMo7DWEiM/P9+Gl9DJx16DcXFxGDt2rHWnsYzZ4fbjXJhozJ51dAU+8cQTNgSETDiY7jtz5kzMmDEDkZGR9pi3/j+WELMcevHixRbBmDFjcMcdd9iQFG9l4s7rlvDnzrtX+9zTT2Qj+Wg6Vu3bioy8LFQYIbD68DUlvqFBIUg0ff2mm0CPyOBQhAS0q36avhcBtycg4c/tt1ALEAEREAEREAEREAGXCUj4+wYZy8G2bt0KJr4yqZVC3+zZs3HllVfaMIumEP5KSkrAPoJ0FTIwhD0Eb7zxRvu9yzvn4hsoaDBR+K233rJuRpbtcq1Mtq3PzUhn4IsvvojPPvsMGRkZ9q4UDJnw++tf/xqxsbHfEwxdnJYtuaObkG45h6uQvfzIm1+ripHOXJv76LgWxUt+z2vwenw0tk9j9Tls2LDBloazRDwgIACTJk0Cw0hGjRpV/VR97wYEJPy5wSY5OcWzOGv+gHEWa9N3YeVXScjMPYyTZcW1vjuwbQD6RffGBNPX7/K44bWeo4Mi4AkEJPx5wi5qDSIgAiIgAiIgAiLgGgEJf9/wKioqAkWcX/7yl1YgY9nrnXfeaV1tiYmJTdLLjoIUgyaYMPv4449bwY0lsxQBqzvuXNvG+s+moJaUlGTXxzJmroepswzyYFpxfWIYy5/XrVtnS1npbuMICQmxveweffRR+7VDhw71T6CeV9lvkGIo05QPHz4MCi8M9KAg2b9/f7CPoLODQh8Zc54sqc7JybF99yjIcc28Lsurm3KwzPe9997Du+++a92PdEGyLyQTkDXcj4CEP/fbs7pmXGz6+h0syMWnB3ZgbeoOE+ZRWqvbr60J74hoH4YZA8ZhWLdYdA+NqOuSOi4Cbk9Awp/bb6EWIAIiIAIiIAIiIAIuE5Dw9w0y9rNbu3YtHnjgAeuIY4jFQw89ZNNrmQBbnzjmLHW6zyjCUfT74x//aEtpr7vuOjAYgg68+px3zt6j+nksLz527BhWrlxpxTC+Pm3aNFx88cU2sKShdVGY+/rrr/Hb3/4Wq1atAl2LXAedfkyv5XXY68/V4RBBKdCxxJphIrm5ufYrhToGn7CkuHv37lZorO/6Dq4UEHm9Q4cO2WuVl5dbUTEvL88KfiNHjsSll15qxUR/f//6Lun0axT93njjDdszkcIiezYyIZnPNdyPgIQ/99uz2mZcYf4IcLQoH19kpGBL5l6kZKXVdpo91sUIff2iemCGKfGN7RSNtsZprCECnkqguOiU+W/kCSQnHzEhX9l2mcXlJcgryUd4cCeEBbdH++AAjB7TE8OGN+0fyjyVqdYlAiIgAiIgAiIgAq2dgIS/b3aI4hN7tbEM9+DBg+jcuTOeeeYZK5LR0eZqyWl9G79o0SI89dRTyM7OtuIWe+iFh4d/L1yjvve78hqFsM8//9yujU49lvf27NkTzq6JLjr29qO7jyIXy30pXrK3HwVEhp/Q5ebqoPOR4SIfffQR1q9fj7lz59qehykpKXjllVesWMkQEToTGxIWOUdej+479k+k8DZ+/HjrGNy0aROWLVtmE4qHDBmC++67z4qAFHabYrz22mt2vnQsMtjjpz/9KSgwXnDBBU1xeV2jhQlI+Gth4M10O7r99mRn4uWkNTiUfwxl5WV13mlcr0H4QXwi4iK6IiwwGIrzqBOVXvAAAmVlp5F3vNj8tzzPuOwL7IoOHE/D5sxtGNMjEX0ieyKwnZ/pARyF3r3lfvWALdcSREAEREAEREAERAAS/r75ELCH3fLly/HSSy+BIRgsCaXwRxGpqdxhjs8bgz1Y3ssyWgpbjzzyiHW4UfxrqkFnHkU0imos1WXpLIUp3o+inys9CxnyQYFr6dKlVqhj4m9wcDD69OmDOXPm2DALV/rn0aFHVx7LY3mt6OhoK9RRdKGA9vzzzyMzMxM333wzLr/88gb75bFMm4EldCZSABw9erQtY46IiLDlze+//z7eeecd6x78yU9+Yl+ni7Mpxr/+9S8b7EHWdBPec889lgvvreF+BCT8ud+e1TbjrYcP4MuDe7E+bRcKSk/asKLq57GvX1SHCFwUOxgXxw5BaGAQ/H0bH+JU/T76XgRaE4HKSgZ3ncbJwlPmv5en7NQ+T/0C/9n0GuaMvRljYkeb/33gY3oQtzP/W0EBN61p7zQXERABERABERABEThXAhL+viFHNxvFIYp/dJBRKGPaLoWyph4M2GBgBt1odKHNnz8fCQkJ6NatW6Nu5ehxRyGMrkWW9/IeFMQWLFhgQ0oo+jVU3lt9EhRDtm3bZh1/dCvy+rxGYGAgfvzjH1sXHUVLlis7Mxyi5LPPPovhw4fj+uuvt0JiamqqdeeRD92QDD6hq5DJw3WN0tJSsEyb4Rosleb5LBN2OPooelL4e/vtt62Lk6W4TGtm/8CmGBSHKeKyPyEToFkSTbcohVEN9yMg4c/99qzqjE8bN3JpRTneS9mIz43od8z0+DtdebrqKfa5TxsfdA7piOHd+2Ncj/4YHt00fwiocSMdEAE3IPDB9vfxxMrHcf/0BzAl4TI3mLGmKAIiIAIiIAIiIAIi4AoBCX/f0KILb8mSJdi4cSM6duxoyzWZWtsc6azslUdxa8WKFVakYgrshAkTrFPMlc2rfi7dc3Qr0jXHfoV0wdGJR1Hxtttus043V5x+jutTUGSvvw8++AB33323fU7XHsuf6ci79dZb7bWdFS5ZfszkZM5zzJgxmDlzpg1PoUjHUmumKzNche45cmE/wboGxcKdO3daYZKCH5OYKUg61sk5v/rqqzaVmGnEdPzxnk3l+PvDH/4AiqGlJaW48aYb8ac//ck6RB33r2veOt46CUj4a5374uyscooLsC/3CFbt24KdRw5Y0Y8/q6qPQP92iI/qjlmDL0SvjlHW7Vf9HH0vAt5CQMKft+y01ikCIiACIiACIuCtBCT8fbPzTz75pHXhUUhiCesll1wCCnLNkc66fft2249u8eLF1qU2ffp0mwRL95uzg+EYDMRgeAfLWyn40flGdx/LTvlgDz2KmIMHD8YPf/hDjBs3Dl26dLHOvIaEKfbxozOP1+V92NuPicAsw6Xjz/HLNPvvUUhjmSuf01HI0mi6/1juWltgSVpaGtLT062rjyEYQ4cOtdek23LhwoW2pyAdl3xO/mFhYXVi4XW4ZwUFBejataudS9V+jC+88IINT9m/f78VER988EHTt6i3nVudF3XiBQaHkD1DWriPnSM6W+GP4TC8f9U5OHE5ndJKCEj4ayUb4eI0+POovLLC9PU7iE9St2Pv0XRkFebWeZX+xuE3MqYfLu0zBB3btYevcQBqiIC3EpDw5607r3WLgAiIgAiIgAh4CwEJf2an+UsjBaHnnnvOCl0MZ2DZJh/Nkc7K9NmkpCTb248lrSz3nTdvnhUbnf3gUXyja46CHK9BYWv37t2gqMjyV4cwRwGOZa+TJ0+2CbwU/yjINVSKyr5+LF9lH0IGn7BXIK/PEmKKgo5BAZHXmjRpkhXpGGpB8Y8CIwU9BopUHwwL4Rw5+F469LiON998Ew8//LDt+Ufhlc/p4qtvUPDj9bhOPhzr4vr5YIgKU5TJ65prrrF9G3kOk4MbM3hfCph0KLJXIfsKMqGZYrGG+xKQ8Oeee1dpXMnHTS+/L9J241UT6HGq4pRp2fDdzynHqlji6+Pji5mDJmBi70GIMYm+6uvnoKOv3kpAwp+37rzWLQIiIAIiIAIi4C0EvF74o3OOJbL33nsvGNTAX/zZJ46969hbji6yph4UvejGYynx9m3bERQchMcee+zbkteG7kfh7ejRo/jPf/5jhTnOn+48PuhC4+ssz3UIdL6+vlbsoxB35ZVX2jLXhsIn8vLybCgIhcS9e/daQZTiGe9FNxuv6XC18St7/FFQo9uPwh/LaukypABYfZCxY24UDumeY7ovw0O4posuusgmBbNsl+nB9Q1eiw/Ohw+Hk5HzZHny008/jb/85S8IDQ21ZcB06PEcV/scVp8Dw0nogGQZMUuTZ82ahSuuuML2D6x+rr53HwL8LPGzz5AfPigcUzTXaN0ESkyK73+/TsaXGXuw4/B+VBrRz/HHj6oz7xgcih7h0bgsLhHDuvZGkAn48DE/vzREwJsJSPjz5t3X2kVABERABERABLyBgNcLfyyTzc3NtY6/V155xYpCN910E+666y7rNqNg1ByDrr9HTJrv6tWrceTwETzxxBOYff1sK1BRwKpvUDTjnBlaQQGKwyF6Od7LX3p5HoVNhwhIEZNhJezFxxLg+gYdbQwGoZOQJcQUynjtql/53HEf3stxv6CgIJuge9lllzVYUsv3s5z4r3/9qw1WoROSrjm655hCXJtjsL55O17j/FkCzOANinMM82CICMXWphgspaYw9Mknn9hSaPY+ZAJ0U4WGNMUcdQ3XCUj4c53Z+X5HcfkpZJ3Mw7u719u+fvlFBTB+3+9Ni3+c8PPxQ5/IGEwwKb4M8+ge2vl75+gbEfBWAhL+vHXntW4REAEREAEREAFvIeD1wh8FNIZNsMcfgyAYKnHnnXfi/vvvt+61xjrD6vogsW8ek32XLVtmnWP33XefFbvolGPpa0ODYh5dbRTbOBzuu+rvq+p64VroyOPXhtbF91EEcQiHjuvWdR++7rgXz6FI6LiX4721feX86V781a9+BYaeUIj9/e9/jzlz5lgR1OHgq+299R3jNT/77DPrIFyzZo0to2apL0XdphgMJmGCL8ugKU7y80OH6LkKlU0xJ12j8QQk/DWeYUtfIS0/G9uz0rB632Zk5GXhjPnZVX3w5137wPYY3ysBNw272Dr92vr6VT9N34uAVxKQ8OeV265Fi4AIiIAIiIAIeBEBrxf+MjMzbf86BjRs3rwZAwcOxI9NmS9dZxSw6hO6GvM5YVkuHXVM9/3b3/6GG2+80Zb60jXmTeIRnY/JyclgOi77CcbExFgRkCXJDAah45Bl0cOGDbNlvw0Jlo49YcjJ66+/boVVliqTL0txGULS2MG9Y2Iyy8P5+WCPRjoJ+dk5V6GysXPS+5uGgIS/puHYElc5c9b88cMEeqxP34NP9m9D+vHDKCwrrvXWQf6BGNljAMb06I9x3fvZMI/m+tle6wR0UARaMQEJf614czQ1ERABERABERABEWgCAh4v/NGFRnccnWR0yDHUwfEgvz179tiSWQY0MLhixowZVoCbOnVqE+Ct+xKOVF5HoAWFLYp+t9xyCzp37tygI6/uK7vXK9u2bcPHH39sy2bJZMqUKbYkl+45ugHZ+2/t2rXWqTdgwADrJHRmhXTiMXhj3bp1NvGXwhxLjynONWbw80SxeMWKFXjooYdsYjJFypkzZ4LBJhruTUDCn/vsX2lFuSnxzcfH+7bio72bUVF52rj9ztRYQICfPyJDOuLqwRMxpGssokyfPw0REIHvCEj4+46FnomACIiACIiACIiAJxLweOGPv8gzTIMhFUyppaOsZ8+e34o0dPn985//tAIRRR2m615kwiWau1cb70Whiz3iFi1aBDrfWOa7cOFCG77hTLmvJ3wgWer873//Gxs2bEBsbCx+/vOfY9SoUbYPIcNE3nnnHcto/vz5tuefsy4duikXLFiAnTt3gj0H2UORwioTjhszKEauXLnSisUUbX/0ox/htttus3NnmbiGexOQ8Oc++0fRb1XqDiQd2ofU7IOm1UBN0Y+rienUBQlG8JvSZxh6dYxCW9OGQEMEROA7AhL+vmOhZyIgAiIgAiIgAiLgiQQ8WvijSJOenm57vTE0giEVdNPRVUaXFsU3hms8+uijNiSDoiCFN7rvGisQOfthoeOQ4h9FJDoSf/azn2H8+PHo27evs5dw6/OY4svUXfZZHDdunE03ZvgIk34pBqalpVnh9tprr0WfPn2cWivdnXT6sW8gBdUePXpY4W/ChAm276BTF6nlJM6JqckMImGiL4VJOjQZGkLRT2W+tUBzs0MO4e+FF17As88+a3tNDho0qMYqKNInJCTUOK4DLUMgr7QI+3IO4f2UjabENwuFpSdr3NinjQ/a+rXFKFPie1HsEMRHmFCjdsE1ztMBEfB2AhL+vP0ToPWLgAiIgAiIgAh4OgGPFf4o6lFIo6jGEAYmvDI9luLML37xCxsgQSHnvffeswm+dIVRcPvd735n3VvOOssa+wGhkJSTk2MTfulSo9tt1qxZmDZtWrP2GGzsvJvq/UxSfuaZZ8CefJMnT8Y//vEPu0fs7ff8889b9yOPU7zr0KGDU7els5NBIQ888IAt805MTMTDDz9sHYNOXaCOk06cOIGMjAy7V+wbyHldffXV1iFax1t02M0IOIQ/9vx8+umnER8fj/Dw8BqrYGk3e4FqtDwBJvbuNg6/zQe/soEe+SU1RT/Oyt+U+HYMDsP/9R+FGebh52NSyU1PTg0REIHvE5Dw930e+k4EREAEREAEREAEPI2Axwp/7OtHQY1JvRR9mN7LwV/i6apjzzeGSSxduhSPP/44Jk6caMMfmPwaGRnZYvvMcl8KlEuWLLFiFR2AN9xwgw0XodDFZFxPHhs3brQBHOyxGB0dbUVY7hsfDNGgaHfhhRfacl2GfTgztmzZgg8//NA687p06WITfefOndvo8u2tW7daoZhuQu4NBWT2DOQ9NDyDgEP4Y/k5Q3co8NHdV33QFUyHqkbLEqgwP9fLTS+/D/Zswrqvk3HkRDZOmV5/tY2okE6Y2GcoRl4QhwGRMf/7Q0ptJ+qYCHg5AQl/Xv4B0PJFQAREQAREQAQ8noBHC3/Z2dlWqPnNb35jgyKioqJsAit/mWfQw/Lly7FmzRqb6nvdddfZ8t9+/fpZkamld37Hjh12LiwxpKDA0tahQ4fW6jZq6bk15/1Yfk2xkwIsHZgjR460YRy8J11+LKfknrgyKPbSycn+gBRo6MqbPn26vZ4r13Gcy5Jxlg/z8/L3v/8dERER1pnJ5GeWhPuqZ5gDldt/dQh//HdI19/dd9+N0aNH11gX/zjAknSNliWQb0p8MwpysMyU+G7J3GcDPejurj5CAoMR1zkGVyaMR+/wLuhovtfTpsreAAAKdklEQVQQARGonYCEv9q56KgIiIAIiIAIiIAIeAoBjxX++MsgQz0YHkF3X1hYGIYPH27ddI7+eXT6saSUoRIsr6WzjCJOS5X5Vv0Q0fnHABIm0dLp1qtXL9ClxlJDTx50ZtLxyF6MFAHp9KNA27VrV/tgCbarwtpzzz2HN954A3QTXn755bj11lttmS/7O57LKCsrw4EDB6wr889//jMYNOJwgnm6I/NceLnzexzC30svvYQXX3zx21CY6mvy8fHxmuTt6ms/n9/vMX39PvxqK/ZkpSHrRI6ZSk3Rj/OL69ILiTHxuKyv6dfarv15+Zl+Pjnp3iLgCgEJf67Q0rkiIAIiIAIiIAIi4H4EPFb441ZQTEtJSbFuMrrKGMYwePBg6+ij2HTs2DErMk2aNMmWgVJsOp+D8/nyyy9tGAl73l1xxRUYM2aMy46387mGc7k3xT866rg/7HnIoAw+goODXRL9KPbywZ6Or732GjIzM63od9ddd1kRkddzdfBzwp6BDF/hnnDQjUlnIst9KQBpeA6BqsIfxb+nnnrK9nL0nBW650oqTWJvTnEhthzajw9SNiCv6ARKystqLMbX9PHzb+uPqfGjML7nQPTuFIVAE/ChIQIi8D8Cp8srUVhYiuzsIhw/XmwPJh9Kxqo9n+CyhMuQ0G0AAgL8jKM5DF2ineurK7YiIAIiIAIiIAIiIAKtm4BHC39EX1hYaIWbjz/+GNu2bbM98yjm8Bd8lpEyTIPCn7P945pzO1lSSpci+92tXLnS9o6jwDR16lQrgnm7u4yiHhkdP37cuiK5ZxTf+OBgqTAFxAULFuDtt9+2oiH78M2bNw+BgYHnJCJSPGQZ9ltvvWXLrlkyzM+N+vo157+E83dtCX/nj31dd2aYR1nFaWwzLr+N6SlYuz8JFWcqaz2dJb5RoZ1xrSnxHd09Hm2NEHg+HNy1Tk4HRaAVECgpLkfWkRPmj6JHkXrgf72P80sKcKTwKC4IjUZEh45oHxyAEYkxGDRY7QxawZZpCiIgAiIgAiIgAiLQaAIeL/xRKKIgxERWusn4PQUk/jJIV1lISAhCQ0NbxS+HnBfdb1lZWdapSLGJLrUpU6ZYp6K39xTjPlIYpai3a9cuK75NmDDh25CFo0ePgmm7Tz75JDZv3mz7+82ZM8eWcXO/XREA+DmhQMw9WL16NVgePmLECHsvlh+3BqG40f/6dYEaBCT81UBy3g9Q5MsvK8brOz7DVpPkm3PyuP0ZXtvE+pq+fpfEj8AQU+rbPTTCpX/ztV1Px0TA0wicPHkKmRl55g+hB634x/Xx31h5ZTkCfP3RLjAAIe0DMPHCWIwa3dPTlq/1iIAIiIAIiIAIiIBXEvB44a/qrlJYY/kvBSCWaLoqBlW9VnM+p/hAVxtdiiz/pVtt8uTJHl/y2xBThrVQ2GMJJl147IPIUBb222OZMMU+uiX5lX0Br7/+euvmZHm3q4POQfYc/OKLL2x/P6Y+9+/fHzExMa5eSue7EQEJf61vsw4X5mFPzkGs3LsJqTmHcbqWFF9f8/M8LKgDRpgE3xkDxyIyOBTt/QNb32I0IxE4zwROnixDetpxbNlyELt3Z9WYjb+/LzqEBGLSRX0xdlyvGq/rgAiIgAiIgAiIgAiIgPsR8Crhz522h84/hnxQ4KLj7KqrrrKuP3daQ1PPlaLfRx99hNdff90KgHFxcbjlllswe/ZsHDp0CEzzXbRo0bdOQCayXnDBBfDz83N5KhRek5OTrVuUztCBAwdaZ6jLF9Ib3IqAhL/Ws12M7Thjevt9aVx+q1K3Y/+xdOSbPn+1jQA/f/TvGmv6+g3AVBPo4dtGvTdr46RjIiDhT58BERABERABERABEfA+AhL+WumeO/rZsUSZTjeW+bIk2ZsHS3kZ0rJ48WIkJSWhZ8+e1gVJFx7TmdnPkU6/sWPHIjEx0Tr0WJbrSomvgy/LigsKCmzpNYVD9hFUea+Djud+lfDXevb2lOnrl216j/03dQdW7duColMlKDfHqg8/Xz90NG6/KwaOM46/virxrQ5I34tAFQIS/qrA0FMREAEREAEREAER8BICEv68ZKM9YZl0QNKJx+ATCoDsz8gyaAp7OTk5VpxjOe7w4cOtKEgR8FxEP09gpTWcGwEJf+fGranfxT98HC89ic0mxXdD+m5szdxb5y0iQzqhT2QMrhwwBnER3eBvhEANERCB2glI+Kudi46KgAiIgAiIgAiIgCcTkPDnybvrYWujGMAHAz7Y048iIEui6cQLDw8H3X0U++jQ41cNEXCVgIQ/V4k1z/kMGziQl4WXktaYvn6HUFRaVOeNRvXoj0viRmCACfboFBSCNnWeqRdEQAQk/OkzIAIiIAIiIAIiIALeR0DCn/ftuduvmOIfBRoKgHzOoBaKfufSy8/tYdS5AHZIq0Rx3jGcyM3BsdwCFJsqyQqfQASHdkZERCdEdwmFv08btJxEalKrK06hLDcdWTklSDvuh57xMYiM6oj2piVba+jKJuGvzg9Ui76wL/cIko6kYvVXW02Kbz4qKitq3N/f9PULbx+Gi2IH4wd9h6NjYDAC/NrWOE8HREAEviMg4e87FnomAiIgAiIgAiIgAt5CQMKft+y01uklBIwrsqIUpUUnkG8Ev0MZ6Th8OAvZJ0pRVtkGZ3z9ERjUCeFRXRDTqweiI8MREdoeQf4+JhCheRGdPVOGU4XZyNiyBtv2FWDjoQ649OqJGDosFtHm5n7NfH9nVifhzxlKzXdOpQnzOG1Evk8O7MDnabuRmp2J0vKyGjdkCT/7+g3q1gcTeyVgbEx8jXN0QAREoCYBCX81meiICIiACIiACIiACHg6AQl/nr7DWp93EThzGhUFqdi3dT1WvfsBNqZX4tiZUMQNjkd0mB9CzhYiM2U3sgp9kRPQD1Nn/h8uvjARCVH+CG7bvJ67MyXpyEnbijf++gLWbC/G1pL+uOPhmzF92ij09W8D83/nfUj4O79bUGREvmPFJ/DervXYYIS/stOnbLJv9Vn5+bZFr/Bo/HDIJMR37oYIIwJqiIAINExAwl/DjHSGCIiACIiACIiACHgaAQl/nrajWo/3EqgswqmiLOz+dAXWfboRyz/dgzY9E9FlwHBMHNYLXY3wF3SmEMdSk5C8cz8+35yF8CEXY+C4SZg+ZQRiozogPKA51LdK4GwZspL/i+S1y7D4lY/xZZo/svxG4p4nf4Jrrh6P/kb1a5Zbu/hpkPDnIrAmPP2MKdvPOJGNLzL2YFNGCg6Y3n51jZ7hXTHUuP0u75eIKFPu29ZHgR51sdJxEahKQMJfVRp6LgIiIAIiIAIiIALeQUDCn3fss1bpBQQqi9Nx4tAWvPzEs1i+Ng3rC2Jw7c9vxzWzp+PCmACEBRhH39nTOFtyAEmfLMPrTz6DNce64VSP8bj11z/DxUO7Y0hn/yYPRzh7pgRnyo/hy7dewspXX8aSLVlIK46GT9hYCX9e8Ll0ZommQB2nTN9Opvi+vG0Njhflo6yOEl+fNj64NC4R43sPMoEe3RDUNsCZW+gcERABQ0DCnz4GIiACIiACIiACIuB9BP4fAAD//1s/l8AAAEAASURBVOzdB3zV1f0+8Ce5yU1u9t5770DYYYQVZAtacbTaVmuHtvXX9t9ha6ut1laq1FW1VRAQwQEiIlP2HgEC2WTvvXfu+p8bS8Hci4YMcsfz9cevud98xznvc2tfPp5zPmZqcYAHBShgwAKa/wqrUJexH3lHtuD1Ladxsd4FiLwbjz2cirsXJMDLxhxSc7P+66DoQE3WMeTs+g/e2F2Cs3XOiFn8KFYtm4p75oRCZmYGC82lI3Ko0dNYjIaMndjxxVl8evAKivNL0dDriW6HafjNSz/C3XdNR7TUDFYj9s6hN1wul6OpqQkbN27s/7NmzRqkpqYO/YG8c1ACcqUCV2pLcbYsF0fyL6FH3gulSql1r62VDK52LlgWMwXTAqLhID5LzM21ruMJClBAt0B7ew9KihuRllaOrKxqrYukUgkc7K2RMjsc05KDtX7PExSgAAUoQAEKUIAChidgxuDP8AaNLabAVwTUfVArmpGxdwsOvvcfbDhdj3rnyYhb8Rs8tjwKiyd6wkLccD1XE2Fc7RW052zD31/dje3HG6AIXoJvPXgnHnloHgJszWE/QsmfqrsW1fmXcXbnNlyoEW2sa0PF6YuoaXFEo91UBn9fGUjT/CBXKtHa24k9eReQVp6H4oYKEfqptDDMzMzh5+SBpIBIzAqKRZS7n9Y1PEEBCny9AIO/r/fhbylAAQpQgAIUoIAxCjD4M8ZRZZ9MS0DZClVXJna/uxnr/7kJZxqtYJe0FIt+/lfcM8EFyYFWWh7qnjKo2s/itafX4YMPzyFbEYiZDz2M+3/2KGb7WMLPbiRmUanRW3UUl06dw2v/yYTfBFcExFjji1c+RkaBOSpspjD40xoZ0zvR2tOFstZ6fHDxEDKri6FQKXQgiFmoEgtM9I/EdybMh7utI+yk2t9rHTfyFAUocIMAg78bMPgjBShAAQpQgAIUMBEBBn8mMtDspvEKKDtr0FOyB++v345X/3MA5Qp/hM+7Ew8+/QfMD7ZDrItEu/PKBqh7C7Dp+Vew9f19OForRegd30Pqg4/joWluiPaW3TBDUPv2bzyj6oJa3ogLO7fiwuUyXFQkYFK8GuHOZXjn2c04nQ2UM/j7RkZTuOBKTQmOl2TjoljmW9vWCLX4a+BhKUK/CM8gTBHLexeEj4PM0goWXOI7kImfKfCNAh3tvSgta8Kli+XIzq7pv14hltX3KfogtZDCxtoK9nZWmDkrFJOnBH3j83gBBShAAQpQgAIUoID+CzD40/8xYgsp8DUCavQ1laDx9Dq8vWUfXvrwCnqsx2HK8pV4YvXPMcHVGkHW1xf5/u9B6g6xLWA9Pl/zArZv3oodeR2wSbgXE5f+BL9eFYlJEc79y4P/d/0t/aBCX3sFumov45P3jiC3RgK3JY8g2b8aPm3H8bc/vIfDmQz+bonUCC/WLOft7OvBoaIr2JF9Bq2dregVe/sNPCTmYs8xa1ukRk3GJP8IRLn5wlzsQ8mDAhS4dYGurj7U1rbjal4dSkoa+x9Q116PkoZShLgHw8vJHbY2UiSM80NMjNetv4B3UIACFKAABShAAQronQCDP70bEjaIArcioEJHVS6ufvYS1n96DP8+UAG4zMTslSvx278+jBhHKbwsdYUkfYC6C4ffehY7t2zG+5ea0OeTiogZD+CZn87CzERf2PUXA7mVtmiu1czW6kNd1nFc3b8en1fHoMd9PL6zKhkB0hx0XP2Cwd+tkhrp9e293ciqK8eJogzx50p/MQ+VWntvPweZPfxdvHBP/AzEeQaK2X5SIxVhtygw+gIqlRpyuRLd3XL09n65rP5I7mGsO74WP5r9Y8yImNFfMMfGVgqZzHL0G8Q3UIACFKAABShAAQqMugCDv1En5gsoMJoCcjSXZiJt47PYtOcM3j/XAkvfBUhduQJP/fl+hIolW646VvoCmoqpvTi97jns/mgT1p6uRYvdFASMvxN/+v0KzJsSAg+J2S0v91UrutHTkI300+ew65MTkIxfjqAJU7F0kg/sey6hKmOfQQR/69evx9q1a/GLX/wCkydPHtQA+vn5wc3NDeZiCaoZZ6R9rZmmoEdVeyP2ioIeV6oKUdJYpfN6jWO0VzCmBMYgOSAKPg6iWjUPClBgRAV2pn+GF/euxh+WPoUFcQtH9Nl8GAUoQAEKUIACFKDA2Asw+Bv7MWALKDAMgR7UF6bj8L/+iI8OXsT27B7YBC/DwrtW4Ok/3AV/MWvDUWedDs3MKjkubHoee7duwptHKlFnHgPPqDvw5F8fxMIZ0QgWMwV1zRW8aWPVCsg7G1B7aSv2n6jAO4es8b2fr8D8+YnwF8uNzVrOoeyKYQR/69atwxtvvIElS5YgPDz8pl2+8RezZs1CQkICpFIpg78bYXT83NLTiRwx22/TxQOoaK6DQqld0MNcVPGVWlgiNXICVsTNgLNY7mslPvOgAAVGVoDB38h68mkUoAAFKEABClBA3wQY/OnbiLA9FLgVAXU7avMvYO/Lz2Dr4XTsLlTALnwlFosZf8/8bhl8xF5N9jcN/hS4/MHfsW/r+3jtYCmqFeFwD5+D37zwKBalxCFSemvBn6qnCs2V2di1cScKu5zRE7scy5IDMT7UFTIx61DVbFjB32uvvYY5c+YgMDBwUCOyaNEiTJo0qT/408z643FzgTPlV3GqNBsXREGP1u52qNXaBT3srW36C3rMCo7HjKAYSCUSsbcfXW+uyt9QYGgCDP6G5sa7KEABClCAAhSggKEIMPgzlJFiOymgS0Ddguq88/j8xb/gk6NXsL9UCfuoe7B05Z34828Ww0smha3OrEQz40+BjI9WY/+29/HK/hJU9gbDLWQWfvXST7B4dgJirQYb/IlnqfvQVHQOhemnsP1gI8x945F83yokeljC1/7LtcYKAwr+3n33Xbz55pu49957ER0drUte65wm9IuIiIClpSVn/GnpfHmiT8zs6xAFPXbnnscxsbdfvVju26eQa11tIar4+ji6Y56Y7TfeOwShYo8/HhSgwOgIMPgbHVc+lQIUoAAFKEABCuiLAIM/fRkJtoMCQxFQNaEq7xw+W/0sth/LwIFyFRxiVongbwX+8uuF8BTBn43O9bqa4E+JzI+vBX/FqOgOhGvwTPzypcexZE4i4jTLcwfVJlEoRNWCSzu24PSeA8jwvR8xk6bgkTtCIBUFQiz++xBDCv42btyIDRs2YPXq1Zg3b96gFCwsLCARs9J43FygqbsDhc212COq+J4vzYGuYh6au+1FQY8oUcjjoaS58BdVRi1FZV8eFKDA6Agw+BsdVz6VAhSgAAUoQAEK6IsAgz99GQm2gwJDEVC3ihl/adj14jP45NgV7Cv574w/scffn3+9CF5iqa+tzvTuy+Av48MXsG/bJrz6RSmq5KFwD5uN/7f6h2KpbzyiBzXjT42+1ko05x/CvqPFOJWjQMLSO5E0PhKTA+37g8Nrrze04E8T/q1ZswapqalDGRneM0BAqVLhakMl9ly9iJyaYlS11A244vrHCaKQx7WCHk4yW/E9uvYtun4Nf6IABUZGgMHfyDjyKRSgAAUoQAEKUEBfBRj86evIsF0UGIyAulPs8XcRX7zyND4+fAmfF8jFHn93Y/FdYqnvb5f27/Fn9zVLfdO3/K1/j7/XD5WhFtGiuEcqfvf893CHKO4ROojiHmp5KxpLMpGxZxOOVLijwDIJD98/EYlhHnAY8F5FcxrKM/dj9Z8240imGhW2k/GrF36Au1Yk9+8naK2phiv+SPqr4g6m8yN/jVwuR1NTEzShH4O/kfNViT38msVsv/MVV7El/QjautrFEl8xU3TAoVnia20hxbK4ZKSEJMDTzkns7Wcx4Cp+pAAFRlKAwd9IavJZFKAABShAAQpQQP8EGPzp35iwRRS4BYE+NBZdwYn//Alb9p/H1owuyEKWY5Gmqu/vV8LvG6r6pr0nqvp+/B7eOlaJRtkE+CUuwx//+C3MnxoGb8k3z7OS151D9vkzeOftU7CImoKwuamYEuQAL3tLDFycqWy7jKrcI3j1+Y9xMleNKlkSHn/6QSxdPLk/ZLSWymBpJYO9jQUsJQNSw1sQGc6lDP6Go3fzezV7+50WBT3OiuW9Z0VQ3CtCP10FPZxtHRHk5otFYm+/Sb7h/Ut8zcw42+/msvwNBYYvwOBv+IZ8AgUoQAEKUIACFNBnAQZ/+jw6bBsFvlFAidbybGR88Fds/PwU3j3VAEufBUi9ayWeeuY+hNhZwXVgAtf/TIX4/304tfZZ7P7wfaw7U4suj9kIS74PTz8xDylJAXAYRN7SkbUNpw/tw3NvXYDaKxD+CdGioIgZbERoOPBQ91Sjtb4QJw9dQYlY5dkm9UXy/CRER/nDVewF6OCbAN+wcUid4AMvF5uBt9+Wzwz+Rp65VxTv0OzttzPnLC6I8E+zxFfX3n4SMbMvzN0Pc8OTkOAVhABHt5FvDJ9IAQpoCTD40yLhCQpQgAIUoAAFKGBUAgz+jGo42RnTE1Chu7YA5ftfxTtbD+PVXUWA60ykrFiJ3z7/MGIcpfC6Vl3jKziaZZadOPSvZ7Fzy2ZsTm+BecSdSFjwA/zxu+MwNdodg1lg2XjiPziy5xP8cYNYxtvUJcqFfM2hVolZXioo5AooxRaDajNzWFiKghj9S3vN4DFuFZLmPYA/f38CEkJcvuZBo/crBn8jb1vf1YaiphpsTT+KnNoSnTP9NLP67Kxtxb5+0Xhownw4WNmwoMfIDwWfSAGdAgz+dLLwJAUoQAEKUIACFDAaAQZ/RjOU7IhpCqghb61AW+aHWL/xc/xz/Rm0WCUgaelKPP63n2OyhwzBMh3LZtXtohJvLXb8YzW2b96Ozwt74THju5h17xP4yXxvJARoCip889GWtRsZ509iw8F81Lf1QlMy5GaHWtGKnvZ65GeXoaEV6LJwQXhsAHy8XWArZvw5hc5C2Lg5eCg1DMHe9jd7zKieZ/A3srya5bwXqgqxP/8S8mpK0NDRrPMFUgtLTNQU9AiIwYygaLGvnyXMucRXpxVPUmCkBRj8jbQon0cBClCAAhSgAAX0S4DBn36NB1tDgVsWUPU2QlF7Els3fIR//2sHcjq94ZeyDA889XssCHNAgpul1jPVijqoe6/ivedew9Yth3CixQnjVj6ClY8+hmVRNgh2Gcx8P6CnNgc15SVIy29AR48Caq03XT+h7i5FU1UWdn18AjnlajRahWLxvSmYOCFMzEo0h51rCFx9QjEx0g0u9lbXb7yNPzH4GzlsudjXr1Es8T1alIFdYplvu/hZV0EPTejnZOOAZTHTMMEvHP5iiS9Dv5EbBz6JAt8kwODvm4T4ewpQgAIUoAAFKGDYAgz+DHv82HoKiDWz3YCiCsc+2IhPXv83dhUqYRa1AHN//Dy+Pc0DM0NlWkqqnhIoW8/gtafX4cOtGcizmohljz6AR59YhVhRBthVVPQdzKFWKaFWieW7KrXOJZw3PkPZehEV2Qew+o/v4UiGGuU2k/DLvz8qqvpOQ5TUDFYSCcw0y39FYY+xmuzF4O/GERvez609XbhYXYyTxRk4I/7oKuaheYOLrRMC3XxwX8JMxHgEMPQbHjvvpsAtCzD4u2Uy3kABClCAAhSgAAUMSoDBn0ENFxtLAV0CYmc9dRdKzn6Oi7s24a3tGShUhcN7zuN47L4kLJseBBux2vd6jQ81umvS0ZL5Mf7x+gHsSuuGzeQHsWrVPHz3riS4iD0BrW9cHayWi+e3ozw7EwVXsnC1SQKpRwhCJ0xFpIc1PO0HNztQ2Sr2Aczcj789uQGHrqhRZjMFv3npR7j7rumI1gR/g8sadQGM2DkGfyNDqSnoUdHaiM+yzyCrphjVrfU6HmzWH/Iliuq9KWGJSPQKhoedo47reIoCFBhNAQZ/o6nLZ1OAAhSgAAUoQIGxF2DwN/ZjwBZQYEQEumsuoibrC7z57x04mi1Hld1MPPyDpbhr6WSEuMhgYykR4Z8Sit421GQeQ86et/H2wXpkdPkh+f6fYeWcOCwZ56a1t59a2S4mFRbjxGefYc/He3Gm2hLW4cmYvOJh3DnRA+MD7bXu0dUhBn+6VIzzXE17MzJrS7HtynFUttSLYi6aKtJfPSxEFV97UdBjXth4LI+dBnsrmdjbb3Ah8lefxE8UoMBgBTQzb5VKNRQK8b8Fii93Zd2XuQ+vH3oNv1zwS8yNntc/49pS/O+F5g8PClCAAhSgAAUoQAHDF2DwZ/hjyB5QoF9AJW9Dd3O5mPW3Hnv2ncGmQw2IvOMBzFyyDPfMiRDLKa1hLZYFt5efw9kv9uCDtR+iwGY6nOJT8YNH7kBSqDv87LT3A1R2VqGv8gDeW7cDb687gNIeM1gGTYffjEfx5INJWDItoL8C8DdN2GPwZzpf1KPFWTgmlvdmVxWhvadT7P2ovfujg8wOiX4RmB4Yg2kBkZCIZd6a6r48KECB0RPQBH6dnX1oElXYW1t7+l90tuQ8tqV/ivsmfAsTA5NE4GcOD3d7uLrZjl5D+GQKUIACFKAABShAgdsmwODvtlHzRRQYbQEVlPIuNOafxuVzZ7H/wHnUS7xg5uSD8GAPONtKxXJaObpbqlBb04jCkg54JaYgZuJUzJsWDC9HGax15C6qnjrI607h4/XbsGHdbmS2mEMaJu5b/Dh+vjIKqeO9+5cR67j1Kx1m8PcVDqP80KMQgUJ3J/bmncdxUdSjubMVmiIfAw+phRR+Th5YHDMFcZ5BoqCH68BL+JkCFBgFge5uOerr2lFY2ICysi+rbFe0ViGnJhdx3jHwd/GBjUyK2DhvRER6jEIL+EgKUIACFKAABShAgdstwODvdovzfRQYdQExo6OuCPW5x/DFoTM4eSEPhY1y9InlXRYWYumW1BWeIQmInjIfqTMikRTpBVtzMzHj6iYNU3ZA1VuKk59ux54PduJouSVkUbMw4/4f487xrhjnbzu4pb5t6ajMOYJXnvsAx7PVqJAl4Wd/+S6WLZmCCLHHn/i/MT+4x9/whqCusw1Z9eU4mJeGS+V5N32Yq50zYryD8e1xKfB1cBV7/d24qeRNb+MvKECBYQq0t/egpLgRaWnlyMqq1nqaVCqBg701UmaHY1pysNbveYICFKAABShAAQpQwPAEGPwZ3pixxRT4BgGxf1NvJ/raG1BX34SG5g509qkgCu9+WS3X3ArWto6wd3GHh6s9nMQ/5Il6HjcP79QKUblXzCSsEjMFK6pR32UOib0b3PyD4e0khZNscPuyqeWt6G6vR2FuBRraRYERiRNCowPh7e0CUUgY+hD9MPj7hq/W1/xaISo8Z9eV49Os0yhs0Izxl7OJtG8xQ3JIPKYHx2O8CP8crG1u/t3TvplnKECBYQgw+BsGHm+lAAUoQAEKUIACBirA4M9AB47NpgAFRl6Awd/QTFVqFSrbmnG+Ig+fZpxEa3cHFEpRDXrAYSWW+NqLvf2WRE/BTBH+uYmfLVnQY4ASP1Jg9AQY/I2eLZ9MAQpQgAIUoAAF9FWAwZ++jgzbRQEK3HYBBn9DI+8T+/gdLs7E6dJsXBZLfPsU2qGf5smaJb6RYpbfgrBxmOATKpb46sH67qF1mXdRwCAFGPwZ5LCx0RSgAAUoQAEKUGBYAgz+hsXHmylAAWMSYPB366OpKejR2NWOTzJP4kL5VTR2tIhl5SqtB1laWCLSIxBLREGPCDdfeNk5aV3DExSgwOgKMPgbXV8+nQIUoAAFKEABCuijAIM/fRwVtokCFBgTAQZ/t85e09GM3PpK7BTBX15dGdRqsZnkgENTvMPd3gWTA6Jwb+Is2FvJYGEuCs3woAAFbqsAg7/bys2XUYACFKAABShAAb0QYPCnF8PARlCAAvogwODv1kfhXEU+duWeR5Go5tvU2arzAVIx229GaCKmBkZjom84pBKJKOjBZb46sXiSAqMowOBvFHH5aApQgAIUoAAFKKCnAgz+9HRg2CwKUOD2C1wL/jZs2ID169fjueeeQ0pKilZDZDIZbGxstM6b0gnNvn6aJb7HijLwec5ZdPSIStJi2e/Aw9rSSuzt54TlscmY4BsGT/Ez9/YbqMTPFLg9Agz+bo8z30IBClCAAhSgAAX0SYDBnz6NBttCAQqMqcC14E8T+r3zzjt44oknMGnSJK02eXt7IyAgQOu8KZ1o6+1CenUxTorg70TRlZt23cPBFWEeAbg7dhqi3P1ueh1/QQEKjL4Ag7/RN+YbKEABClCAAhSggL4JMPjTtxFheyhAgTETuBb8rV27Fq+8/AoSEhPg6emp1Z4lS5bg/vvv1zpvKieUKhUq2xqxTezrl1ldhJrWBp1d1+ztNyEgEgsiJyPSzQeuNvY6r+NJClDg9ggw+Ls9znwLBShAAQpQgAIU0CcBBn/6NBpsCwUoMKYC14K/dWvX4bXXXkPy9GT4+WnPUps7dy6WL18+pm0dy5fXdrQiRxTy+CTjBMqaayBXyLWaYymxgLOtI2aLvf2WxUyFndRa7O1noXUdT1CAArdPgMHf7bPmmyhAAQpQgAIUoIC+CDD405eRYDsoQIExF7gW/G3cuBGaff5eeOEFaEK+gYeFhQUsLS0HnjaZz2dEQY8TJVm4VJaDFrHPn67DwdoWCf6RmBEUixmimq+ZGYt56HLiOQrcTgEGf7dTm++iAAUoQAEKUIAC+iHA4E8/xoGtoAAF9EDgxuBPE/6tWbMGqampetAy/WiCXBT06Ojrxd688zhceBn17c06C3pYiiq+Po7uWB6XjHjPIPg6uOhHB9gKCpi4AIM/E/8CsPsUoAAFKEABCpikAIM/kxx2dpoCFNAlwOBPl8r1cy2icm9RUy32iCq+p8WMP7Vadf2XN/zkZu+MaBH43Zc4C36ObrAwl9zwW/5IAQqMlQCDv7GS53spQAEKUIACFKDA2Akw+Bs7e76ZAhTQMwEGf18/IAWN1diZex7ZNcWoaq696cWTxfLe6cFxmOAbCiex5NdM/MWDAhQYewEGf2M/BmwBBShAAQpQgAIUuN0CDP5utzjfRwEK6K0Agz/dQ6NWq9HY3YF0UcF3uyjoUdfWhK6+bq2LNUt87axssDBqMmaFxMPTzhFWEtPdC1ELiCcoMMYC3d1y1Ne1o6ioAeXlLf2tqWipRHZ1DuJ8YhHg6guZTIrYWC+ER3iMcWv5egpQgAIUoAAFKECBkRBg8DcSinwGBShgFAIM/nQPo0KlREZtGc6KYh5fiBl/PfJenRc6yuwR4OaLZSL4mx4YpfManqQABcZOQKlUoadHjva2HnR29vU35HjBCWw8+z4eSf4ekkOnwsJCAkcnGRwcrMeuoXwzBShAAQpQgAIUoMCICTD4GzFKPogCFDB0AQZ/2iOoErP9ukXQ90nWaZwpzUZFUw00QeDAQ7OcN8zdF4uipyLWM1Ds7ec68BJ+pgAFxlhAM3tXpVRDoVBCIUJAzbE3cy9eO/gafrXgV5gXPQ9m5maiarl5fwA4xs3l6ylAAQpQgAIUoAAFRkCAwd8IIPIRFKCAcQgw+NMeR01Bj/LWRnyScRyXqwrRJ0JATXhw42FmZgZnGweM9w3DtxJmwd3WETJL6Y2X8GcKUEBPBXamf4YX967GH5Y+hQVxC/W0lWwWBShAAQpQgAIUoMBQBRj8DVWO91GAAkYnwOBPe0hz6itxvDQHF0qzUHGTgh6aqr1xvuGYGhiN+WGJsLaQspyHNiXPUEAvBRj86eWwsFEUoAAFKEABClBgxAQY/I0YJR9EAQoYugCDv+sjqFSr0CVm950Wod/O7DP9BT06eruuX/DfnyQi9LMVBT2WxU7DlIAoBDl5QGJurnUdT1CAAvopwOBPP8eFraIABShAAQpQgAIjJcDgb6Qk+RwKUMDgBRj8XR/CHkUfSprrcKTwMnaL4E8lgsCBS3w1VzvI7ODj6IH7xs3COO8QWEgsONvvOiN/ooDeCzD40/shYgMpQAEKUIACFKDAsAQY/A2LjzdTgALGJMDg7/poNnS1Y3feBVysyEOBqOirFn/pOqI8g5AcEo/JfuHwc3CFZr8/HhSggOEIMPgznLFiSylAAQpQgAIUoMBQBBj8DUWN91CAAkYpwODvy2FtFUt6i0T13u2ZJ5FfV4G27nat8dYs8bWRyjAtKAaLo6fA294ZdlJrret4ggIU0G8BBn/6PT5sHQUoQAEKUIACFBiuAIO/4QryfgpQwGgEGPx9OZT5jdW4UFmAL3LPoqatSef4WltawdfFC/PCxuFOEfzxoAAFDFOAwZ9hjhtbTQEKUIACFKAABQYrwOBvsFK8jgIUMHoBUw/+NHv4aYp67M9Px8H8SyhrqkJXX4+OcTeDm50TFkRNwkSxxDfSzVfHNTxFAQoYggCDP0MYJbaRAhSgAAUoQAEKDF2Awd/Q7XgnBShgZAKmHvx1iiq+tR0t2J1zDkdFUY9e8VmpUmqNsr21LUJE2Hd3/EyEu/nAwUqmdQ1PUIAChiHA4M8wxomtpAAFKEABClCAAkMVYPA3VDneRwEKGJ2AqQd/lWJZ76nyPJwtyURudclNC3qEegQgyT8SC8PHw1PM/GM5D6P7rwI7ZEICDP5MaLDZVQpQgAIUoAAFTFKAwZ9JDjs7TQEK6BIw5eCvW96HbFG995OsUyhtrEJzV5sWkbmZOSQSC8yLSMLs0HEIcfGErdjrjwcFKGC4Agz+DHfs2HIKUIACFKAABSgwGAEGf4NR4jUUoIBJCJhq8KfZ26+stQHnyvKwPeM42no6oRZ7/Q08ZKJqr6uY4XdnbDLmhiZCKkJAczPO9xvoxM8UMCQBBn+GNFpsKwUoQAEKUIACFLh1AQZ/t27GOyhAASMVMNXgT6FSYV/+RZwqyUJOdTF6FX06R9jH0R3TguMxJSAS0e5+DP10KvEkBQxLgMGfYY0XW0sBClCAAhSgAAVuVYDB362K8XoKUMBoBUwx+OsSBTwau9qxPfMk0sT+fs2dbVANmO1nJnbxsxaz/WK8gvpn+wU5e8DVxt5ovwfsGAWMWUAzw1elUotZvV/2cteVz7Fm34v43eLfY0HsAmg27dTM5DUz52xeY/4esG8UoAAFKEABCpiOAIM/0xlr9pQCFPgGgWvB34YNG7B+/Xo8++yzSElJ0bpLJpPB1tZW67whnqhqb0ZOfQV2i739cmtLdXZBs7eft5MnJgdE4b6EmbCzstZ5HU9SgAL6LaAJ/BRyJXp6FejrU/Q39mDOQbx99D94fO7jmBWZ0h/6yWwsYW1tqd+dYesoQAEKUIACFKAABQYlwOBvUEy8iAIUMAWBa8Hf2rVr8fLLL2P8+PHw8vLS6vrixYtx7733ap03tBOamT8XqgqwM/c8iusq0NjZorMLlmIvv/mRkzAtMAbxXoH9e/vpvJAnKUABvRbo6upDbU0brubXo7Skqb+t9e31KGkoQbB7MLycPGBjI0Vioi+iY7T/3qfXnWPjKEABClCAAhSgAAV0CjD408nCkxSggCkK3Bj8vfLKK0hKSoK3t7cWxcKFC7Fq1Sqt84Z0QqFSorm7A8eKM/FJxkl09XahT8fefpqCHi62jvhW/ExM8AuHs8yOe/sZ0kCzrRS4QaC9vQclxY1ISytHVlb1Db/58kepVAIHe2ukzA7HtORgrd/zBAUoQAEKUIACFKCA4Qkw+DO8MWOLKUCBURK4FvxplvquW7cOTz75JJKTk7Xe5uzsDDc3N63zhnSis68HV2rLcKLoCo4WXBL7ff13w68BnfB2cke0dwgWR0xAlLuv2P6L+34NIOJHChiMAIM/gxkqNpQCFKAABShAAQqMmACDvxGj5IMoQAFDF7gW/G3cuLF/j7+//e1vmDNnjla3pFIprKystM4byglN8Y66jlbsyD6D9MoClDVpz/zRBHzm5hIk+UdgUfRkhLl4s6CHoQww20mBmwgw+LsJDE9TgAIUoAAFKEABIxZg8GfEg8uuUYACtyZwY/CnCf/WrFmD1NTUW3uIAVzdKpb1FjZWY/OlQyisr9S5xNdC7OvnKLPHnLBxuEcU9LC2sISFCAJ5UIAChivA4M9wx44tpwAFKEABClCAAkMVYPA3VDneRwEKGJ2AqQR/mXVlOFueh5OFV1DX3qRzma+dlQ0S/SMxPSgGMwOjYWammQPIZb5G96Vnh0xKgMGfSQ03O0sBClCAAhSgAAX6BRj88YtAAQpQ4L8Cxh78KcUS3z6FAocKL+Og2NevvKkGXWKvv4GHZrafp4MrlsZMQ6JPCAIdDXs/w4H942cKmKoAgz9THXn2mwIUoAAFKEABUxZg8GfKo8++U4ACXxEw9uCvR1TtbezqwKeZJ7A/Lw1KUdlXV1EPe7HEN9zdDw8lzUOIixck5uZfceIHClDAMAUY/BnmuLHVFKAABShAAQpQYDgCDP6Go8d7KUABoxIw9uCvqr0Zp8pycbYkCzk1xTpDP82AxvuEYYpY4jtdLPF1t3XgEl+j+pazM6YswODPlEeffacABShAAQpQwFQFGPyZ6siz3xSggJaAMQd/mtl+uXUV2J51GkUNlWjqbNHqv0QU75BaSDE/YgLmiqIefo6usLE03OrFWh3kCQqYuACDPxP/ArD7FKAABShAAQqYpACDP5McdnaaAhTQJWCswZ9adLa2owVpFVex5cJBtPZ06JztZy21houdC+6OS8aC8PEwFwU9eFCAAsYjwODPeMaSPaEABShAAQpQgAKDFWDwN1gpXkcBChi9gLEGfyq1GsfE8t5TJdm4UJaDHnmvzrH0cXRHckg8pgZEIVrs8ceDAhQwLgEGf8Y1nuwNBShAAQpQgAIUGIwAg7/BKPEaClDAJASMMfiTK5XolPfgoysncLo0C41inz9NUY+Bh5WlFDFeQfhWQgoCnT3gbG078BJ+pgAFDFyAwZ+BDyCbTwEKUIACFKAABYYgwOBvCGi8hQIUME4BYwz+GrraUdxSh88yTuBKVSGUIghUi79uPMzEkl5fZ09M9I/CXbHT4CRCP1byvVGIP1PAOAQY/BnHOLIXFKAABShAAQpQ4FYEGPzdihavpQAFjFrA2II/tVjim11XjsPFGbgs9veraqnXMX5msJBIMDM0EdOCYjHRJxRWFpY6ruMpClDA0AUY/Bn6CLL9FKAABShAAQpQ4NYFGPzduhnvoAAFjFTAmII/zb5+fQoFjhVnYtOlQ+gQBT16deztZyEq+cqsZPhO0nwkB8WI2X42oqiHuZGOMLtFAdMWaG/vRVlpIy5erEB2dk0/hmbpv1wlh6W5JWTWUtjbWWHmrDBMmRpk2ljsPQUoQAEKUIACFDASAQZ/RjKQ7AYFKDB8AWMK/noUfbjaUIMTIvj7Iu8cFEoFVGqVFpK7vQtC3f2xJGoS4jwDYCmxAGv5ajHxBAWMQqC7qw+1te24erUOJSVN/X2qaa9DQUMRItxD4ePkCVsbKRISfREd42UUfWYnKEABClCAAhSggKkLMPgz9W8A+08BCvxPwFiCP81sv+buDhwouIzz5bnIqS76Xx+v/2AGc3NzUdAjGClh4zDOOwg+IgTkQQEKGK+AXK6EZtZffV07Gpu6+jt6ueIy9mTtw9L4JUj0j4NUKoGPjyM8PR2MF4I9owAFKEABClCAAiYkwODPhAabXaUABb5ewFiCvz4xu6+yrRFrz+1Ddm0Jevt6tDquKehhaSHFnLDxeGjCfNiIqr5SMduPBwUoYNwC4t8LQLP/57Xj88s7sWbvi/jdkt9jQdwd/afF3x6g+XsEDwpQgAIUoAAFKEABwxdg8Gf4Y8geUIACIyRgLMFfUXMt0quKxBLfNFSIir4qsYfXwENmaYVwz0DMCI7DAjHjTyL2+jPnP+gPZOJnChi9wM70z/Di3tX4w9KnRPC30Oj7yw5SgAIUoAAFKEABUxNg8GdqI87+UoACNxUw9OBPM4tHIfbxO1mSjcNFV3C1thRtYsnvwEOzxNfV1hHzIiZhol84ot19B17CzxSggIkIMPgzkYFmNylAAQpQgAIUMFkBBn8mO/TsOAUoMFDA0IM/uVKJDrGs97Os09iTexbd4meFjtl+1lJrBLp4iUq+8xDl7ieW+VoNpOBnClDARAQY/JnIQLObFKAABShAAQqYrACDP5MdenacAhQYKGDowV9jVzsy6spwtOAS0kpzdVbx1fQ5RIR948VMvzvCk/oLenAvr4HfBH6mgOkIMPgznbFmTylAAQpQgAIUME0BBn+mOe7sNQUooEPgWvC3YcMGaP789a9/xezZs7WutLKygkwm0zo/lieUYolvYVMNduScRW5NCWpa6rWaown4zM3M+6v4zo1IQpiY9Wcv1a9+aDWaJyhAgVEVYPA3qrx8OAUoQAEKUIACFBhzAQZ/Yz4EbAAFKKAvAteCv3fffRdvvPEGli1bhvDwcK3mTZgwATNnztQ6P5YnNLP9rlQX4aPLR1Hb3oReeZ9Wc6xEFV9HsbffkujJSA0fD1uxxNdCFPXgQQEKmK4Agz/THXv2nAIUoAAFKEAB0xBg8Gca48xeUoACgxC4FvytW7cOr7/+OlJSUhAQEKB156xZs7B48WKt82N1Qi1erKnie6YsB0fyL6Kjt1tnU1ztnBDvE4Y5oQmY6Bum8xqepAAFTEuAwZ9pjTd7SwEKUIACFKCA6Qkw+DO9MWePKUCBmwhcC/40M/7efPNN3HXXXYiKitK6OjExEVOnTtU6P1YnNNV8t1w5hqNFGWKJbx0USoXOpkSIvf3uGT8X4a4+cLd10HkNT1KAAqYlwODPtMabvaUABShAAQpQwPQEGPyZ3pizxxSgwE0ErgV/mv391q5di9/+9reYNm2a1tWurq7w8PDQOj8WJ9r7ulHX2Yptl48jrTxPVPLtFkU9NHMArx9mMIObgwvGidl+d8Ulw0PM/LO2sLx+AX+iAAVMVoDBn8kOPTtOAQpQgAIUoICJCDD4M5GBZjcpQIFvFrgW/G3cuBGaP2vWrEFqauo33ziGV5S11uNSdTGOXL2Iq6Kir67D3Nwc4/wiMTUwBrND4vr39tN1Hc9RgAKmJ8Dgz/TGnD2mAAUoQAEKUMC0BBj8mdZ4s7cUoMDXCBhi8He+Ih8fZ5xEZXMNWrratHqnqeRrKbHAqnFzMCM4Ht72TizooaXEExQwXQEGf6Y79uw5BShAAQpQgAKmIcDgzzTGmb2kAAUGIWBIwZ9CpURTdwdOlGRh6+Vj/Ut8+xRyrV46yuzg5eiOu+OmI0kU9NAs8dWEgTwoQAEKaAQY/PF7QAEKUIACFKAABYxbgMGfcY8ve0cBCtyCgCEFf93yPmTUleJEUSYO5p2/aS+D3XwxQSzxnRUYjVAXr5tex19QgAKmKcDgzzTHnb2mAAUoQAEKUMB0BBj8mc5Ys6cUoMA3CBhS8NcsZvttzzqNtIqrKG2o1OqZpqCHZm+/KSLwuzthFnxEcQ8HKxut63iCAhQwbQEGf6Y9/uw9BShAAQpQgALGL8Dgz/jHmD2kAAUGKWAowV9HXw/KWurwQfpR5NSWoqu3S6uHFmJfP1dRvTclJAH3JMyElfgsMZdoXccTFKCA6QgolSr09CjQ3t6Dzs6+/o6fLDiJLWe34KHkhzA1ZDIkFuZwcrKBg4O16cCwpxSgAAUoQAEKUMCIBRj8GfHgsmsUoMCtCRhK8FcsQr/06iLsyz6D8uY6nZ20tZJhnH8UpgfFICUoVuc1PEkBCpiWQHe3HPV1HSgoqENpaVN/5ytba5BdexVxXlHwF9sB2NhIERfng8goT9PCYW8pQAEKUIACFKCAkQow+DPSgWW3KECBWxcwhOBPrVbjmCjocaAgHQV1ZWgTS34HHuZiZp+7mO23In4GxvuEwd/RdeAl/EwBCpigQEdHLyorWnDlSiXy8r78lwZdfd1o6WmDs8wRDja2sLezwtRpwUia4G+CQuwyBShAAQpQgAIUMD4BBn/GN6bsEQUoMEQBfQ/+5KKSb6dY5vt5zjnsEn+6ejuhUCq0emtvbYdgVx98O2kOIkRxD6lY5suDAhSggGaJb0lxI9LSypGVVa0FIpVK4GBvjZTZ4ZiWHKz1e56gAAUoQAEKUIACFDA8AQZ/hjdmbDEFKDBKAvoe/LX0dCKvoQqH8i/idHEmVGoVNDMABx4RnoFI8o/EXLG/n4+9M8zMzAZews8UoIAJCjD4M8FBZ5cpQAEKUIACFDB5AQZ/Jv8VIIBxCmjCIBW6WxvQ1tyEhuYOiP3coTS3gkwEQU5OjnB3s4eluRlGo9yDWtkLVV8HGuoa0dzSjnbxcrXEClKZPZzd3OHkYANHmf7NQtPn4E8T8JWJ8dx39SIuV+ajpLFK66urCfg0BTxSwsZhXngSQpw9YS/2+uNBAQpQQCPA4I/fAwpQgAIUoAAFKGB6Agz+TG/M2WOjFlBDrVJALqq89nS1oaakEBVlpSitbkZ7nxmUEhvYu/jA298X4eEBcLEXn61FICcxE7PChgujebcSit5udLU1oL2xAnk5BSgqrUZ1Sy/UVvawdfZCYEQ0ggN8EOzlBFuZFFJLCcyH++oRul+fg79ehRxZtWVYf+EAKltq0SOW/A48LMWSXhsrW9wVPx1Lo6f0L/E1H/7ADnwNP1OAAgYqwODPQAeOzaYABShAAQpQgALDEGDwNww83koBvRMQoZ+irRhFGWk4tvcLpJX2oqbXBgERQXCzl8AWnaguLEJTtxRtdpGYs3AekqckIMpNCpnlMJM/dS/6OutRknYY586cw4ETV1DR2I6G9m70yFWAuQUkljLYOIrwL2oiYqem4o6Z4YgPdYetCB71IfzT5+Avv7EGF8RMvz3Zp9HU1Q6VCFkHHi62jojxDsWckHhM9g8XYa45hjmqA1/BzxSggAELMPgz4MFj0ylAAQpQgAIUoMAQBRj8DRGOt1FA7wSUXZB31aPg3EGcOnISO/ddQIdrDBxDEzB9Yjj8nUXwp2pDZU4asnLKcCa7A8HTFmD8zBQsnBmLQDdbOEqHEhN9uay4o/YqqvPTcHD3fpxMy8X5/HooRfCkVCuhkneho70THZ19UJjJ4Owv3hc/C8tXLsKcGeOQFOgIG8uxD6n0MfgT8yjFPn7AwcLLOFmSjUwR/nXLe7W+fppKvkEuXlgYPRXxXoEIcHTTuoYnKEAB0xZg8Gfa48/eU4ACFKAABShgmgIM/kxz3NlrIxRQ91aiveYyNv/jX9h5MA+Ha91w509/hpX3LcfcQBG2yUSwpuqDqvMq0vbvxKZ/vI6TrSEwC5+NHz35I8yK9UW001B2/BOz+dCHkuMf4tznG/HqDrG8t8MajkERCPK0g7OVHIqWChQXlqG4tBZtcjUUagsxAdAWccv/DwuXr8TPV0TCw8EKY73rnz4GfyqR+inF7L53zu/HERH+dYkCH5qiHgMPK0srJPiE4geTF8HT3kns3ziUsRz4VH6mAAWMSYDBnzGNJvtCAQpQgAIUoAAFBifA4G9wTryKAnos8OWMu8bcIyg4uRVvvHcE56ps0Ru4FD98ZDHuXpQEfzsJrMVyWrEJH9SKFlReOYL07f/GOwdrkN7mhaQVj+LuhROxYnogrG+x4Ie6rxnK1mzs27YXez4/jxbfCfAJDcOEaF9RwMMSVhLxzr5ONJZnoTj7Ag4eOIPs4npUdgIu4QsxdcEy/PT/7kaCrxN8rIcy43DkhkYfg78Gsay3uLkOn2edQnplgQgBRaEUzRTAAUekVxAm+UdhUcQEOFjbgHv7DQDiRwpQgMU9+B2gAAUoQAEKUIACJijA4M8EB51dNjIBtVwU8G1H9v4tOLb533j7uCimYTcBUUv/H366MhbLpnj3z6S7Hqmp0VN9CS0ZH+Lv/9qP7adbYRaxEvd+Zyl+8J0U+MjM+vfcG5ySGvLWMrRd3YmPdhVi7wU1pt+3CslTY5Ec6ti/v9y19/Y25qE69xS2rd+Efcev4MjVRqisIxA9fSG+//SvMS/aC4muYztLTd+CP03Al9dQhSPFmUgvz0N5c43WsFyr5JsaOQnJwXGIcfeDtYWl1nU8QQEKUIAz/vgdoAAFKEABClCAAqYnwODP9MacPTY2AWU71N052PfeZmx6ZSOO11jAKn4hUh97DvdNcceMEJlWgQdVVzEUzafw6l824MOtl5BvFo45D30XDzz+fUz3soCP7WBLbajQJmbyFe55E0ebQ1BgNxMPpoYhNsgJdtKvhnhqRQ96xJLf0mMbsPXT/Xhp83l0mTnDd/w8LPm/v+Huqf6YHSId09HRp+BPs7efUqnCqbIcbLxwEC1drejWVclXhHzWUhm+O2E+ZgTHwtbSmrP9xvRbxJdTQH8FGPzp79iwZRSgAAUoQAEKUGC0BBj8jZYsn0uB2ySg6qpDb/kX2Lx+G15/ay9K+nwQPGcFvv3Hp7AgzB7xumbRKeqg7r2Kjc+9ho83f4ETDTJELP4+Fn73MTwwyQWRntZaYaHO7qi7UF+ci3Mfb0GdRxLMExZgXrgDfB0sddyvhqq3GZ3Fu/DpBzvwwuodqJBbwSFuDuY/9iLumxWEBZFWOl9zu07qU/DXp1SgvLUBJ0qysCPjBOTis65Kvu72Lgjz8MfSqMlIEEU9zEVBFR4UoAAFdAkw+NOlwnMUoAAFKEABClDAuAUY/Bn3+LJ3JiAgby5B8/kNeHvTXvxjyyV0WyVgsiiY8bPVT2CSmwzBuvbNU7eL5cF1+OzFF7B98zbszO+E3fj7xX2P41d3h2FimBO+Ol/vJpDqFtSUlOLEp6dhH5+AwJnT4G8plgrfLHtSdUDdeR57N2/FP598B5ldlrCImo25j72E+0Xwd0eU/gR/GzZswAsvvIC5c+fepPNfPW1paQmJRALN0tuRODrE7L5joorv2dJspIk/ug7Nu2K8gjE3ciLiPQJE4Oqi6zKeowAFKNAvwOCPXwQKUIACFKAABShgegIM/kxvzNljoxJQobPmKgp3/RPvfnIUb+4rhdp5OlJWrMSvn38EsU5W8BFBnPbRKwp9dODQG8/hsy1bsCW9GYqAOxA160H86SfTMTPBBza6btN6kBy9Xd1oqmmGhYMDZC7OEFsEQlNHROeh6hQzDdNxYMtWvP7kv3GxwxFSMeNvxa+fxYpJ/pgZqB9LfdevX4+3334bP/3pTzFx4kSdXRl4Mjg4GF5eXjA3F9WThxn+KVUqNHS2YfNlUYSlMh8N7c0DX9c/s89Kao3pQbG4f/wcOFrZQGY5tn5ajeQJClBArwQY/OnVcLAxFKAABShAAQpQ4LYIMPi7Lcx8CQVGS0CBlrJMXNz0HN7bdQbvnW2CpU8q5q9cgT/8+QGE2VvBTefUPYVoUB9OrX0Wuz/ahHWn69DqOBUBSSvxzJPLMXdSsLjPTMdy3WH2QwR/qq407Bcz/l79vZjxh3C4TFqAR576BeZEeyLOxWKYLxje7deW+q5btw5vvPEGlixZgvDw8EE9NCUlBfHx8ZBKpcMO/jSVfAsaq7H18lHk15dDIZb5DjykYm+/QBcfzAyJx4rYqf37+o3CiA18LT9TgAIGLKAJ/kpLmpCWVoasrOr+nmhqhGsKCWn+hYWV1AIO4n83UmaHY+q0YAPuKZtOAQpQgAIUoAAFKHBNgMHfNQn+JwUMUqAX9UXpOPrGH/HhFxfwSXYPbIKXYqEI/v701N0IsJXCUeeyW5XorRxpm57H3o834a2jlagzj4VXzB34/XMP4o4ZUQiyGPkYSa1og6LpGHa9vw0v/mkzSl3nIWzuUvz+mQeQ4OMIT/HOsTyuBX9r167FP//5T8TExMDNzW1QTXrooYcwf/58yGSy/ll/g7rpJhddqS3FqdJcnC3OQF17k86r7K1tMDd8IqYERCHRO0jnNTxJAQpQ4EaB9vZelJU24sKF8v8Ffyq1CkqVEhJzCaytLEXwJ8OslDBMmRp04638mQIUoAAFKEABClDAQAUY/BnowLHZFOgXEMt1awsuYt/LT2Pr4XTsKpDDLmwFFt+1Ak//bjl8baSwv2nwp0D6lr9j39ZNeP1QGaqVEfAIn4vfvPAIFs2KQ4R0pIM/UaW2qxEtGR9g60d78fwbp+Ex/4eYvvROPLZqHPydrPuXCY/lyF4L/q4t9f3hD3+IpKSkQTVJMzPQ19d3WPv8qcSsG4X4B/ADBenYk3seNa316NJRyVdqIYWngyvuTUxBgncwXG3sB9VGXkQBCpi2gFyuREdHLxoaOtDc3N2Pcbk8HXszdmNp4jIk+CfA0lICL28HeHjw7yum/W1h7ylAAQpQgAIUMBYBBn/GMpLsh2kKiOIa1Xlp+PzFP2P7sSvYV6KEfeS3sFQEf3/+zWJ4yaQ3KbShmfGnQMZHq7Fv2/t4dX8JKvvE8t6QWfjViz/B4tkJiLUa4eBP3YvupjLk7XwDn+y/greO9WDBIz/DwqWpWBbvBAdrURhjjEfxWvC3ceNGaP6sWbMGqampt61VPQo5GrrasCvnLPbknINSU8lXzMYZeLiJSr4RopjHvfEzEerqNeylxQOfz88UoIDpCOxM/wwv7l2NPywVleDjFppOx9lTClCAAhSgAAUoYCICDP5MZKDZTSMVUDWhKu88Plv9F2w/noEDZSo4RK/6Mvj79UJ4aoI/nWmaJkxSIvPj1dgvgr+X9xejsjsQrsEi+HvpMSyek4g4UQ1Y561DpVTUoqn8Mra/9DKO5pvhkt0d+OkP5mHhzEj42EhgaT6ibxtSK8c6+KsXBT3OVuTjdEkmLldc7d93S1dHxvtHYkZwAib4hsLd1kHXJTxHAQpQYFACDP4GxcSLKEABClCAAhSggMEKMPgz2KFjwykgBNStYsbfeewSM/4+OSpm/JWKGX9RmuDvTvz514vgJZb6fl3wl/HRC/1LfV/9ohRV8hC4hc7G//vHj7A4JR7RIzbjT7N1vBItRaeQf+EINm7NRqtdOILn340lUwMQH+QCkTGObMg4xC/HWAZ/miW+RU012J51Bnm1Jahta9TqhWYPLitLK8yPmIA7xB9POydW8tVS4gkKUOBWBBj83YoWr6UABShAAQpQgAKGJ8Dgz/DGjC2mwHUBzR5/+df2+LuEXYUK2EWIQK1/qe8SeIvgz+5r9vi7LPb427tN7PF3sAw16ih4Rs7Hb//2fTELLwZhliMz40+t6oWqrxW5h7bi7MGD+Kw6BqFTZuCRH6TCV4SLjmNc0OM6pih3Ipejqampf5nv7V7q29rbhSvVxdiY9oUI/ZrEZvvalXytpdZwd3DD8ugpWBSRxCW+Nw4ef6YABYYkwOBvSGy8iQIUoAAFKEABChiMAIM/gxkqNpQCugT60FB0Gcff+hM++OI8tmV2QxZ6JxaJqr5P/2EF/EXw53DT4E+OC/+t6vumqOrbaD0evglL8NSfViF1Wjh8JCMR/KnR11aBtsJD+GxvDo5c7kLkHXdi4qQ4TI/2gLVY3qtHud+YBn8Xq4twtiwPx0Vhj7aeDp3LfD0dXJAckoCp/lGI8wzQ9YXgOQpQgAK3JMDg75a4eDEFKEABClCAAhQwOAEGfwY3ZGwwBW4UUKK1PAvp7z+H93adxoYzjZD6LUSqCP6eeuY+hNhK4SK58fprPyvFD704ve457P5wE9aeqUWn6yyETF2Fp3+5ALOTAuGkMzC8dv/g/lPZWY3a4iykHd6P9Fo7NEgjsGTFLMSHeYl9/UbgBYNrxqCvGosZf5pKvkqxzHdn7jkcL85EaUMVehV9Wm3WVPINc/fDXaKgR7ibN9xsuLefFhJPUIACtyzA4O+WyXgDBShAAQpQgAIUMCgBBn8GNVxsLAUGCqjQVXMVpXtextvbjuC1vaUwd0vB3JUr8bvnv4coeyt4Wgy8R/NZLv504cibz2Lnlvfx/qUmqEKWIW7+w3jm4YmYFusBS1233dI5NbrLj+DSmbN4491cBM5ZjBl3L8ckbyncZPoX+mm6NhZ8qM7uAABAAElEQVTBn1ws6e2W92Htub04UnC5f4mvWoSBAw9nO2eM8w3D95LmwY0FPQby8DMFKDBEAQZ/Q4TjbRSgAAUoQAEKUMBABBj8GchAsZkU0C2ghrylDC3pm7Fu0268vDENbbJETFy2Ej/7288w0U2GIJmOarlib0Co6rDzpdX4dPM27Mjvgeu0BzHjnp/hpwv9kRhoh+FEc+pesUddRxmO7jmKzMJmtLgkIjEpDhMTQ0XoZwZrsYxYH4+xCP5qOlqQW1+BfWLGX0ZVkVjiq6m4rH1MCorF1MAYzAiMhp3Y648HBShAgZEQYPA3Eop8BgUoQAEKUIACFNBfAQZ/+js2bBkFBiWg6qmHvOoIPtywFW/8axfye/0QPGc5HnrmScwLskesi44pf8oGqHsL8P7zr2Lr5i9wtMEWcXc+guWP/EwsJbVFqOsQ5/uJ0Eqt6kZbTQFqrp7HgZM1qFe6IXH5CiQEuSHUWUdb1GLZsboXnd1iP0C5OezsrGBpMZzYcVBsOi+63cGfZmZftib0y7+E7KpCVLfWa7VLYm4OC4klVoolvtOD4+An9vmTSnQ4at3JExSgAAW+WYDB3zcb8QoKUIACFKAABShgyAIM/gx59Nh2CmgEVF0iNyvF4S3v4ePX38H+UlEwI3YhFjz+HO6b7CbCIpmWk6qnDKq2c/jXM2vx4dZ0ZEsSsOjh7+Dhn9+PcU4SuItqu0M6VH1QdpUg4/RZ7PngIKSTlsF/3GTMivGEi62lCKx0PFfVCXVfFa6WKFHTaIXEOC84OWq3eUjtucWbbmfwp1nMq1Aqcao0B+vT9qO1ux298l6tFsukMjjZOuI74+cgWcz2s5RIMBJlV7RexBMUoIBJCjD4M8lhZ6cpQAEKUIACFDAhAQZ/JjTY7KqxCihE+NeBghM7cPbTjXhnz1WUSWIQuPAJ/PjuBCyZ4gfNlnrX59Cp0VOXgba87Xjxlb3YeboVksR7cc99d+B7906Bh6VZ//XXtTTP70RNYT5K8/JR0iqBpas/AmISEeQq9uuz/e/sM2UnuttrkX/uFHKLGpHTaI3YaVMRGRWGEGcR+n2lfK+IvcTsQEVvB9rqy1CZcx6lyhD0OMZiboIrPJ2trr/+Nv50O4M/uSjoUd7agJOi+Mn2jOOQK+RQ6Vjm6+PkgXixt19q2DhEi+IePChAAQqMpACDv5HU5LMoQAEKUIACFKCA/gkw+NO/MWGLKDAkga7Ks6i6vAv//NdOHL8qQbPXQjz248W4Z+kE+IrZdtZi+ayZCJZUih405B5H0Rf/xqufleBckycm3PtLrFqQiJWTPG4ICP/bjP4ZeRU48/lOHPhkN05USCELT8a0b30fixJcRChlI56rRG9bGeqKM7DzvV2oEMt7JVPvFDPUbBDiItXRH818N3GPCAprCq/i8uETUMYshnvynVgUYQ0fB52liHU8Z2RP3c7gr1PM7jshZvudKc3G+ZIssbefdkEPczNz4RuKpbHJCHPxhgeLeozsgPNpFKAAGPzxS0ABClCAAhSgAAWMW4DBn3GPL3tnQgLKnkZ0NhTilJj1t+9gOrad68a4Jfdh9tLFWJYcAj9na1ipe9BZdQkXDu/D9g2bkaEeB2l4Cr77/WWYHOmFUBftmXaqrhr0VR/FBxt34N31B1DUKZYSB09HcMoP8Mt7E3DHRHdYKFuQd2wXTu/agY8O56CwRYRYTp5wlklgI70+1/D6cHwZcqkUvZCrbNBtFozF374Ly+5dgGh7CRzFrMOxOG5X8KcJ+Zq7O7D58lFcrLiKOjHzb2Dspwn9bKxkSBb7+j0oKvnaSq1gJfb640EBClBgJAUY/I2kJp9FAQpQgAIUoAAF9E+AwZ/+jQlbRIEhCiih7OtEXdYhnD95Cjv2XkCHYwTs/CIwPsYX7vZSWJv1oauhCCVFZUi/XAWnuHmImjwDS+dEwtfZBjY6MjpVtwj+ao7jg3e3Yd3avchtM4M0dBYiFjyGX94TiZQIczTnn8Ghzz7H7p37cbKoBTVtvdBdm3Zg18SyYvdoeIz/Nn78yB347t1JcDUXzx+b3A+3K/hr6+1CaUs9tlw6jJyaUvSJAHTgIbWwRJCbL2YGx2NlzFSYmY0RysCG8TMFKGBUAgz+jGo42RkKUIACFKAABSigJcDgT4uEJyhgyAJi3phYdttecxW1mYewe/8JHDmXg4IGOfqUalhYiCW0Ujd4hY1HXPJCLJ4Ti0mxvnAQRTd01d3QSKiV7VD3FOHIhx/g0w3bcKDUEjax8zDne7/APROlCOjLxdmNL2Pz/kv49EIlFKIJgwv9xMPNLOAWNhWJd/8Jjy5LwD3JnqJwhTitefEYHLcr+CtoqsFFUcX3YN55VDTX6eypnZUN5kZMxJSAKIzzDtJ5DU9SgAIUGK4Ag7/hCvJ+ClCAAhSgAAUooN8CDP70e3zYOgoMQUANeXcrepqrUV5Zi+r6FrT1KEXhCBGoaWaNSaxh4+AKZ08/+Hk5w13M9NOsrL1p2KaW94d/NcVFKM0vQVWHOSycfeAdHiuKe0hgp2pBXUEWiiobUdooKgxrssfBtlosZ7V2cIdL0HhE+jsjyEN283YM9pnDuO52BH+aZb7HS7KxL/8iiurL0SaW/A48LMSSXnd7J9w/bg4SfULhZmM/8BJ+pgAFKHDLAkqlCn29CnR09KKrS95//9H8Y9hw+j38YMbDmB6WDIn4t0CODjLY2Wtv/XDLL+QNFKAABShAAQpQgAJjLsDgb8yHgA2gAAX0RWC0gz+FqOTbJYp67M5Nw46s0+jq7YRCKaomDzicRBGPELHM99si+IsQ/2nOZb4DhPiRAhQYikCvCP1aW7pQWdmK2tr2/kfk1ObhWMFJzImYhWivCFhZWSA42BX+Ac5DeQXvoQAFKEABClCAAhTQMwEGf3o2IGwOBSgwdgKjHfx19HWjsKkWB69exOGCS2J2pEpnNd9or2BMCozBzKAY+NjzH77H7hvBN1PAuAQ0M/3Ky5px+XIlcnNr+zvXK/YY7ezrEgWEbGEnk8HezgrJ00MwcVKAcXWevaEABShAAQpQgAImKsDgz0QHnt2mAAW0BUY7+Ktpb8bBoiu4UJaLvNpSrQZolmJLzCVICRuHOyInIdDJHXZSa63reIICFKDAUATa23tQUtyItLRyZGVVaz1CKpXAwd4aKbPDMS05WOv3PEEBClCAAhSgAAUoYHgCDP4Mb8zYYgpQYJQEdAV/8+fP1/m2W62yq1CpUNBYhfdEJd+ihgq0dX25zO7Gh1tILGArinqsiEvGithpsDC34DLfG4H4MwUoMCwBBn/D4uPNFKAABShAAQpQwCAFGPwZ5LCx0RSgwGgI3Bj8bdiwAatXr8a8efO0XiWRSESFZAut8193orajBVdqivFx+lHUtjfp3NvPUWaPKO9gzAlJwPTA6P5iLDctuvJ1L+PvKEABCugQYPCnA4WnKEABClCAAhSggJELMPgz8gFm9yhAgcELXAv+3n33Xbz11ltYtWoVoqOjtR4QFxeHSZMmaZ3/uhMXqgpxRizxPVGQLqosd2pdqplB6OvkgQVRkzHeJwQhzp5a1/AEBShAgeEIMPgbjh7vpQAFKEABClCAAoYpwODPMMeNraYABUZB4Frw9/bbb+Pvf//7Td/wxBNP4K9//etNf6/rF1szT+FQ4WVUN9egTyHXukQilvVGeQbg0SmLECACQCsLS61reIICFKDAcAQY/A1Hj/dSgAIUoAAFKEABwxRg8GeY48ZWU4ACoyBwLfi7NuPvvvvuQ0xMjNabYmNjMWHCBK3zuk70iJCvtbcLH4klvieKM9DV2w2VqOY78PBz8cJ433CsFHv7udk6QGJmPvASfqYABSgwLAEGf8Pi480UoAAFKEABClDAIAUY/BnksLHRFKDAaAhcC/42btwIzZ81a9YgNTV1WK+q72pDfmM1dmedxqWKqzd5lhmmhcRjWlAspviFs5LvTZR4mgIUGJ4Ag7/h+fFuClCAAhSgAAUoYIgCDP4McdTYZgpQYFQERiP4y2uoxL78dGRWFaCyuVar3Zq9/czE7L77k+ZhTmhi/2w/S3OJ1nU8QQEKUGC4Agz+hivI+ylAAQpQgAIUoIDhCTD4M7wxY4spQIFREhjJ4E8NNfqUCqRV5OMDscy3TlTy7dBR1MPWygaudk5YlTAL00QlX6nEAuYiDORBAQpQYKQFGPyNtCifRwEKUIACFKAABfRfgMGf/o8RW0gBCtwmgZEM/pRiH7+m7o7+ff02nt8PuQgB1Wq1Vk+8Hd0R6xuGBWHjEOvhr/V7nqAABSgwUgIM/kZKks+hAAUoQAEKUIAChiPA4M9wxootpQAFRllgJIM/TVGPC1VFOF2ahWP5l6BUKXW2Ps47BMvipiPCzQceto46r+FJClCAAiMhwOBvJBT5DApQgAIUoAAFKGBYAgz+DGu82FoKUGAUBUYq+NPM7GsX1Xt35JzD+bJcFDWUa8320+ztJ5NaY2pgDB4YPxdOMlvILKSj2Ds+mgIUMHUBBn+m/g1g/ylAAQpQgAIUMEUBBn+mOOrsMwUooFNgpII/pUqFRlHN960zu3GpMh998l6t91mIvfy8HD0wMyQODyTOEvv6mWtdwxMUoAAFRlKAwd9IavJZFKAABShAAQpQwDAEGPwZxjixlRSgwG0QGKngr6ajBbn1ldiRcQIFDRVQ6Vjmq5ntNy04vr+gxzT/SFHZlwU9bsMQ8xUUMGkBBn8mPfzsPAUoQAEKUIACJirA4M9EB57dpgAFtAVGKvi7UlOKE6XZSBN/atsatV5kbm4OZ5kD7hIz/Sb4hcPPwRWM/bSYeIICFBhhgc7OPlRVtiAzsxoFBfX9T2/raUd9RwM87N3hYucIO1spJk0OROI4vxF+Ox9HAQpQgAIUoAAFKDAWAgz+xkKd76QABfRSYKSCvy8K0vFJ5inUi9Cvu69bq6/WUhl8nNzx/QmpiPcKhKVY9suDAhSgwGgLyPuU0Mz6q6trR1NTV//rLlVcxq7sfbgzbgkS/eJgJZXAx9cJnl4Oo90cPp8CFKAABShAAQpQ4DYIMPi7Dch8BQUoYBgCww3++pQKtPR0Yl/eBXyWfRq9fT06q/n6OXshzicUS6MmItjZ0zBw2EoKUMDgBVQqNTThX3ePHL3ij+Y4mHsY75x4B4/N/glmhc+EucQMtmLWn0zGYkMGP+DsAAUoQAEKUIACFBACDP74NaAABSjwX4HhBn+aSr55DZU4lH8JRwsu6XTV7OU3MSAaKWHjkeAZAFcbe53X8SQFKECB2yGwM/0zvLh3Nf4/e+cBX0WVf/FDQgopQCD0AEnoLfTee5OOoKLY29oVsbEiuLq6KhZUFAQBURSVDgLSe++9hhp6SAIhCSn/OXf38Q9JCEkgySSc6+f5XubN3PK9w8x9Z37lnXuGoEP1TlnRpNoQAREQAREQAREQARHIQgIS/rIQtpoSARGwN4HbFf5OR4RiviX4bT6+HwfPHks22DxW5l5m8+1UuT56Vm8KH3dPuOV1SbafNoiACIhAVhGQ8JdVpNWOCIiACIiACIiACGQPAQl/2cNdrYqACNiQwO0If9csN9/DF09j8ralOHD2BC5FhicboZuLK3y9C6GLJfzdU7kBnC0hUNl8k2HSBhEQgSwkIOEvC2GrKREQAREQAREQARHIBgIS/rIBupoUARGwJ4HbEf7Co65i5+lgjFs/F6cjLiIhISHZIAtabr1BfhXRIqAGGpeumOx7bRABERCBrCYg4S+rias9ERABERABERABEchaAhL+spa3WhMBEbAxgdsR/nadPY4Nlovvwn3rERoZkeIo/QoWRTfLxTeoRADKFPBNcR9tFAEREIGsJCDhLytpqy0REAEREAEREAERyHoCEv6ynrlaFAERsCmBjAp/CUjAggNbsfzITuw/fQSRVjbfpMUtrysqFi2DgfXao6xPUXi6uCXdRX+LgAiIQJYTkPCX5cjVoAiIgAiIgAiIgAhkKQEJf1mKW42JgAjYmUBGhD+69MYnxGPi5sX4+8BmXL56GXHxccmGWaxAEdQsVR79g5qjqGcBOFnZfVVEQAREILsJSPjL7hlQ+yIgAiIgAiIgAiKQuQQk/GUuX9UuAiKQgwhkRPi7bFn3nblyCX9uW45VwbsQZyX5SCm+X50yVdCobFU096+C/G4eOYiKuioCIpCbCUj4y82zq7GJgAiIgAiIgAiIACDhT2eBCIiACPyPQEaEv1NWIo8tIUew1LL22229Jy3M2sv/GNuvZbkg+Ftx/tzyuiTdTX+LgAiIQLYQkPCXLdjVqAiIgAiIgAiIgAhkGQEJf1mGWg2JgAjYnUBGhL/dVlKPmXvWY/+ZozgTfj7ZEPM6u8Dd1R0P1WmLVpbw5+Hiarn5OiXbTxtEQAREIDsISPjLDupqUwREQAREQAREQASyjoCEv6xjrZZEQARsTsAh/I0fPx6jR4/G448/jlq1aiXrdWBgICpVroSY2FhsPHEAP1nx/S5cDrWSelxNtm+BfN7wK1Qcfao3QcPSlZJ9rw0iIAIikJ0EJPxlJ321LQIiIAIiIAIiIAKZT0DCX+YzVgsiIAI5hIBD+Pvhhx/w2WefoXTp0sifP3+y3t9///145tlnEHr1ClZZmXzHrf8L16zYfimVsoVKoGFgDTSxRL8KhUuktIu2iYAIiEC2EZDwl23o1bAIiIAIiIAIiIAIZAkBCX9ZglmNiIAI5AQCDuHvxx9/xLfffovu3bujQoUKybpet25dNGjcCNtOB2NN8G4s2rcBsSlk8mVsP2by7VurFcoWLIJC+byS1aUNIiACIpCdBCT8ZSd9tS0CIiACIiACIiACmU9Awl/mM1YLIiACOYSAQ/ibMGECxo4di0GDBqFRo0bJeu/r64v8hX0wd/8mrDu6F/tOH0F8QvwN+zGpRz4XdzT2r4ZH63eAlxXnz8U57w376A8REAERyG4CEv6yewbUvgiIgAiIgAiIgAhkLgEJf5nLV7WLgAjkIAIO4W/ixImg+Pef//wHbdu2TTYCJycnXImNwdiNC7Dx+F5EXL2MhISEG/bLa4l8pXyKoal/dfSr0RR5nZ1Ndt8bdtIfIiACIpDNBCT8ZfMEqHkREAEREAEREAERyGQCEv4yGbCqFwERyDkEEgt/FP9GjBiB9u3bJxtAWHQkjl86h8lbFmNnSDBi464l28fdxQ0NLGu/xmWrolnZysrkm4yQNoiACGQ1gejoWFy6dBWnToXh7NkI0/z+0/ux5uAqNKvYAhVLVICba174BxSyYpz6ZHX31J4IiIAIiIAIiIAIiEAmEJDwlwlQVaUIiEDOJJBW4S/40llsDTmCv/euR/CFkGSDpZuvt5sHegW1QH0rqYe/Fd+P21REQAREIDsJREREIfjIBWzceBy7diW/drm6OiO/tztatqqAxk0CsrOralsEREAEREAEREAEROAOEZDwd4dAqhoREIGcTyCtwt/6Ewfw98Gt2BtyGBevhCUbuEteV/h6FTSx/WqXLAcPy/pPRQREQASym4CEv+yeAbUvAiIgAiIgAiIgAllPQMJf1jNXiyIgAjYlcCvhj3H8mL13oSX6Td25GhcvhyLqWnSy0RSyRL9yvn64r2YLVCpSSrH9khHSBhEQgewgIOEvO6irTREQAREQAREQARHIXgIS/rKXv1oXARGwEYFbCX8U/SItoW/WrjX4dcsSk9AjATcm9eBwKhYri/pWbL8W/lXhl7+wjUaoroiACNzNBCT83c2zr7GLgAiIgAiIgAjcrQQk/N2tM69xi4AIJCNwK+EvIuYq9p8/hSUHtmCp9UpJ9INl39csMAhdqjSEv09RFHD3SNaONoiACIhAdhCQ8Jcd1NWmCIiACIiACIiACGQvAQl/2ctfrYuACNiIwK2Ev7NWPL8lh3dgw7G92GPF90tanPI4wdWK79e5SgP0rdEcnq7ucHF2Trqb/hYBERCBbCEg4S9bsKtRERABERABERABEchWAhL+shW/GhcBEbATgVsJf0cvncOkrUux90wwLkaEJuu6m5XEo0j+QuhcqT66WeKfk5XJl/+piIAIiIAdCEj4s8MsqA8iIAIiIAIiIAIikLUEJPxlLW+1JgIiYGMCqQl/jO2379xJTNz0N45ePI3oFJJ6FMjnjSC/CmgRUB1NylS28UjVNREQgbuRgIS/u3HWNWYREAEREAEREIG7nYCEv7v9DND4RUAErhNITfgLsSz8tlnuvVOspB5nIi5ePybxhxIFfNGpSiPULhmIcoWKJ/5Kn0VABEQg2wlI+Mv2KVAHREAEREAEREAERCDLCUj4y3LkalAERMCuBFIT/jafOow1Vmy/1Ye24dLViGRDcHJyQmDhknikfieUL1wC3m75ku2jDSIgAiKQnQQk/GUnfbUtAiIgAiIgAiIgAtlDQMJf9nBXqyIgAjYkkJrwN3f/Jiy1RL/D507gakxUst7nt9x8qxb3xyN126Fk/sJwtoRAFREQARGwEwEJf3aaDfVFBERABERABERABLKGgIS/rOGsVkRABHIAgdSEv/GbFmLe3g2IjI5EXHxcstH4F/FDHb9K6GEl9fD18E72vTaIgAiIQHYTkPCX3TOg9kVABERABERABEQg6wlI+Mt65mpRBETApgRSEv6atWqJi1GXMcXK5rvs4DbExsciISEh2QiaBAahiZXUo17JcnLzTUZHG0RABOxAQMKfHWZBfRABERABERABERCBrCUg4S9reas1ERABGxNISfir3bQR9l84hXm712LT8X3Jep8nTx7w1bNGc7QqXwt++QvBzdkl2X7aIAIiIALZTUDCX3bPgNoXAREQAREQAREQgawnIOEv65mrRREQAZsSSEn4K1+vJpYG78RmK7EH4/slLc5OznDJ64JH6nVA+4p14GqJfk6WEKgiAiIgAnYjIOHPbjOi/oiACIiACIiACIhA5hOQ8Jf5jNWCCIhADiGQkvBXPKgipuxYieDzJ3Hx8qVkI/Fy90SxAr64t0YzNC1bVaJfMkLaIAIiYBcCV67E4NTJS9i5MwQHD5wz3QqLisDZy+dR3LsICnkVgKeXKxo0KIuatfzs0m31QwREQAREQAREQARE4DYISPi7DXg6VAREIHcRSCz8TZg4EZ98+ikKVC6D0ev+QlhkOGJiY5INuLgl+tXwq4C2Voy/GsXKJvteG0RABETALgSiomJx8cIVHDt6EadOhZluHTp/BBuObUYj/3ooVzQA+fK5oEKFIggI9LVLt9UPERABERABERABERCB2yAg4e824OlQERCB3EUgsfA3fsJ4vP2vYfCqWAo/Wxl9r8ZEIz4hPtmAKxYtjQ5VGqK6JfqVzl842ffaIAIiIAJ2IRAfn4Br1+Jw9eo1REfHmm4t2bsYY1eMxTOtnkHzis3h5OQET09XIwDapd/qhwiIgAiIgAiIgAiIQMYJSPjLODsdKQIikMsIOIS/8ePHY/QPY3Dv4w/DvYwvlh3YimtWNl9HcfP2hHtBL+sHsjPqWNZ+D9RpixLehZDfLZ9jF72LgAiIQI4gMGvrTHw67z94554h6FC9U47oszopAiIgAiIgAiIgAiKQdgIS/tLOSnuKgAjkcgIO4W/cuHH4cuRIlK8fhLw+XggJO29Z+yVcH71PuVIoWjUArnld0TSgOv7RuBvcrQQfzO6rIgIiIAI5iYCEv5w0W+qrCIiACIiACIiACKSfgIS/9DPTESIgArmUQGLh7/OvvkSx6hXgYgl/EVcvI8H6z1EKlS+NEjXKo6RPMTTxr4b+Qc2tbL55HV/rXQREQARyDAEJfzlmqtRRERABERABERABEcgQAQl/GcKmg0Qg5xBIiI9DQmwUIiOvWq8oxMRZElYeZzi7uMHD09OK4+QGV6c8lrVaJowpIRaxMVbbl68gKtqKKRVrxchzcoGLez645/OEh5uzZTXnlAkNZ6zK68Lfjz/ii5FfwrdOJbgVK4jY2NgbhL/8fkVRrHwZ1CpTGY2tTL6tA2ogrxUXS0UEREAEchoBCX85bcbUXxEQAREQARHIXAJxcXGIj49HguXxRI+mpC+2zu+SvridsYIdL/6dUuFvK7aRtF7H3456HX1gHXnz5jX1plSftt2agIS/WzPSHiKQownEx0Qi5tIJHA0+igOHT+LClXjE5fWCR8FiCKhUHmX8isPXwwkulvh3p0tCbBgiLpxG8N79OHY6FGfDYpAnXwEULF4GJQMqIrCYJ3y9XXHnW87YSBzCHxN7fPXdtyjTrTHyl/e7QfRjzc55neHl6YVOVRuhYZkqqFqkFJzySPjLGHUdJQIikJ0EJPxlJ321LQIiIAIiIAL2I3D16lUrEdhVI/5RxKPoxpezs7N5pyDnEAcp4iUW8tzc3MCXq6vrTQcWERFhGaREGiHPUbejfrbHuvm7zFEvhUBvb29T700r1RepEpDwlyoefSkCOZRAwjWr41E4tXcbDu3eiS07j+JCjBNiXL2R38OyuEuIRuyVMFxGQbgVKosqteujWvniqFDSG87WkbcnxCUgOiwEESF7sXnzTuw5dBonI/LCzTMfvK1Mkc7xkdaNJBZhl4HiFWqjfJUqqFszAIWZRZKNZ2NxCH8/Wsk9vvz+GwT2boGClcsk6xGfRuV398SD9dqjfulK8M3nbZ5YJdtRG0RABETA5gQk/Nl8gtQ9ERABERABEcgiAhT0KLYtXboUixcvNp/ZtMOCz/FOIc5hjcd3x8vHxwfVqlVDUFAQypcvn6zXFPvOnDmDlStXWr8TN5vfT446He/8neWoj+8s7u7u6NatG2rUqGE+cx+V9BGQ8Jc+XtpbBHIAgQTERYciOvwY1sz5A0sWrMD8bZfhXroKyteri+qlPOARfQaXgrdg7dZzCIkujMDWfdGxTX10alwePu7OcHfO4MU0wTILj7mMMwc34sCamfht1mZsCo5GnrL1EVQ9ADUCCyBvxFEE79mNTWu2IapkSwTUbYV+/duhRtnC8CvoBtrNZbD1254bh/A39sdx+Py7b1Chb0v4VC6brF4XK5GHr2dBPN2oK+qUKg9nufkmY6QNIiACOYOAhL+cMU/qpQiIgAiIgAhkNgFa2kVHR+OHH37A999/j5iYGGN5x99I4eHh160AKfyxUICjdZ+Xl5cR5AICAtC2bVt07NgRjRo1Stbd0NBQ7Nu3Dz///DOmT59+vU7Wz0Lxz8XFxQpFlc+8+JmWgwULFsTgwYPRoUMHY/nH/VTSR0DCX/p4aW8RsDkBXoSjcd4S3g4unoxf/tqK1Ufi4RXUG21b1UW35uVQwN0y17as7mKvnsfWv/7AmhUbMD/YDeWa9UC7Pv3QuboP/Au7ZUh8i4+JwJWjy7Fs/nxMmDAHwXmqwadiA/R7qBOqlfVFKa+8yBMXhbDjW3By+zxMnnUAey/6oHjT/ujbvQHuaVEOXtYNJG82KX8O4W/MuLEYMeprVLy3NQpXSS78+ViiX4BvKdxfszmqFC1tscqmDtv8bFT3REAE7E9Awp/950g9FAEREAEREIGsIOCw5Dtx4gSOHz9uLP4uXryIkydPYtasWdi4caMR6xzx+eieW8Xy3mrTpo2x9KtQoQJKliyJIkWKGLEuaZ/5W4tWf4cOHcKWLVswY8YMbN261bTFfSkg8vi6deuidu3a8PPzQ6FChZA/f35QVPT19TWuxknr1d+3JiDh79aMtIcI5BwC8VYshIiD2LVyAWaO/QF/7U7AaY8q6PzkC+jWsjraVS30P1feOGtMMTixdgpWzZuNr37agMjiTRDQph+e6NsQDapYcf9c0ylm0YX30nHs/GuCdWNYirGzdqNYi8fRuHMPPHtfPUtM9IDX/1x5Y8IO48rJtRj3xUTMW3UMBz0aout9vXBv37YIKuZurA6zAzqfap2/eAFjxlL4G4nK/drCt6p/sq74Fy6Fmn4V0aF8Tfj7FE32vTaIgAiIQE4hIOEvp8yU+ikCIiACIiACWUuAAh8t/c6ePYtff/0V8+bNw7Zt24zln8Par3379nj++edB0a9EiRLGAvBWrrhRUVEIDg7GmDFjsGTJEuzZsweVK1dGpUqVzDvdhfm5WLFiRvSjq++t6sxaMjmvNQl/OW/O1GMRuCmBhGtXEHlwBuZNm4H3P56JU/nqw69xZwwe/jAaVyqBsknEvLiILdizdgG+/uf3WHksH84XbYTn3v0HurSqiTqFLOu8m7aU/IuEa1bikOOb8fP7n2H2kr1YHOKBe14Zjh739kSfah7G0vD6UVaMwXgr8cfy797HrKlzMX7jFZTv+gw6PPAEHm5cBIFF/uvye33/LPoQHRONM+fOYbRl8fe5ZfFX7b52KFI1IFnrtSzRr2WFOqhVvCyKehZI9r02iIAIiEBOISDhL6fMlPopAiIgAiIgAtlHYNGiRZg5cyYmTZoEWgHS3ZYuuQMGDMCIESOM4EcLwLQUWhaePn0a48aNM7EEd+/ejSeffBL33HMPatasqSQeaYGYzn0k/KUTmHYXAfsSiMW1yPPYM+sbzJoxF19N24m8lfqgTrs+eOd5y/y6jA+8k4RDSLh2Gsd2rML0zz7GrI2nseFycbR97HX07NISDzQqAmfL7Tat4l/UyTUI3jwXn46w4grujMJx52p4ZugL6NO7DeoXzguPG/x345AQF43Dc0di/swZ+OiPPcgT2AlB7frjtcebok75IsifpK9ZwT3iaiT2Hj+CiRMnmhvRzYS/VuVro0eNZijp7QMvV/es6JraEAEREIFMISDhL1OwqlIREAEREAERyFUEjh07hoULF+L99983rrlMvMEsv4zn9/LLLxtXX1r8paWEhIRg+/btxuKP+zMeYOPGjY2VH117FcMvLRTTt4+Ev/Tx0t4iYF8CCeGIDA3GgpEfYdqsJfht6wWUbvMCWncfgDf6VUZAUQ+TOOPGATAe4GasHfc+fv57K6bvjUdg+5fRq2cXvP5ADXhYST5cbqn8Ma5gAs5t+hPbF/yEf01Yh83niiChZAe8M+x+9O1WD2Us0S9ZPQnxCN/yE5bMmYYhIxfjpFM1lKjVEYOGPIhWdQIR4JH1yt/Fy+FYtX8Hpvw8GVMn/5bM4o8m5nmd86JL5YboX7s1PFxc4eKUzamIb5xQ/SUCIiAC6SIg4S9duLSzCIiACIiACNyVBBgSac2aNXj33Xexc+dOY/VHELVq1UKPHj3Qs2dP8zk1OMwYzBh/69evx6pVq4z4x0y9tBosXry4SdyR2vH6LuMEJPxlnJ2OFAF7Ebh2FOFnNmPMkJGYOW89Vp+LQ61+76LTvY/imdaFUcrHJYX+xiHi+E7sn/Epfpi+GuNWXoBXxd64p293/PONbijm4pzMSjB5JUyzHoPdc37Asl9HYdTi4zhiJfUoUOMBvP9qe/RuVxnelniYTMazhL/oY3Owev5MDH//D+y+mB/O/g3x8NA30bV5EJqVSJupePL+ZHzL6bCLmL11LWZM+R2Lp81OJvxR9PP2yI97KlsJS4Kam1gTt9RFM94dHSkCIiACmU5Awl+mI1YDIiACIiACIpDjCdA9d+/evRhrxUKn5R9j/bEULVoUFStWxDvvvINOnTqlOs6wsDAcOXLEZPVdu3Yt+vXrh2bNmhlrQboJy9IvVXy39aWEv9vCp4NFwD4E4i5tt6z3FuGTYT9hzpJ92B+VDy0efw/d7huIAfU8Ucw7Jcu0BFw9vQ+nF3+Nb39biq/mHoFT4SZo07s3Xh3+OKrmd0GJJHEBk404IQqIP4+Vk8Zg1tgx+GPnJVws1AglmzyNoU81RPdm/nCzDkoukMUj7uIKbFg4Gx+/PR6bTsbiclErEckL/0LvDg3QJ8grWVOZveH4xbOYuGo+5v05A5vmLUH1+zugSLWA6816uOZD6cIl0b5CbXSuWOf6dn0QgdshQFeJq1evIiIiwgRQppuEt7f37VSpY0XglgQcAbv/2jkX368ahXfuGYIO1VNfsN+yUu0gArcgwPPuwoULYGZH/shjpkbGiFIRgcwkwPOO8cT4XqBAAXPOubq6ZmaTqlsEwPUdM+PyvOPajuccXWNzcuG/I1rqMc7f9OnTzVB4Dee/K1oC9rZ+QxYuXDjFzLuXLl3Crl27THbgK1eumGy9Xbp0MaKhj49PTsaSI/ou4S9HTJM6KQK3JhB9YiVCtk7Du/+ZhXlrT+F8gi+6vPhP9BzwAHpWdoPvTVxnr50/iLB14zBy0gJ8MmUHYlwqomH3PnjiwzfQrJgbKiQNDJi0K/HhSLh2CHO+G4vJX1uuu6eiEOvfBuU6vIq3H6iOzvVL/C+TcNIDE5BwdRO2LJmLLweNwurgizjtXRb1HvgQ993TAk+3zdpsuVZvcOjsKXz9txWjcPpc7F+6DjUGdEKR6oHXO17Qwxs1S1dCc/9qaGy9q4jAnSDAH8Dnz5832c2OHj2KJk2aoEyZMneiatUhAjcQ4NP6uLgES3SJs1xtohBy6hSWHliKaXv/xEvtX0Hrym3gZD2lcXXLCxfL4ltFBO40AWZypIvY5cuX4eHhgYCAABQpUuRON6P6ROAGAtHR0aB1Ec+/wMDA65lCb9hJf4jAHSbA9R0t43j+cW1HcczNjeYQObfwQfWZM2fw1VdfYdSoUaD7LwVOhkNinD9a8DE5R+IHOvyeLJjAY8WKFfj999/Rpk0bIxKWK1cOXl5Zb+yRc2cg4z2X8JdxdjpSBGxFIPLA3zi+6me88c1S/L31Eq46lUKvQW+iz0P90MnfFYXck9vccQCxF48gYutP+HbCX/j050244lQc1dv3xb3vDEPX8vkQVPQWLrdxFxAftQ2/fzkB47+Ygo1h8XCp0glVur2F1/uUQ/taVpKQFElZUlv0DuxYPg+j3hiJZQfOIdi1BCp1fRMDerXFoF7lUzwqszZes57G7T0VjBGzf8aKmfNxfPU2BD3cBUWD/r8fRa1kHm0r1Uc9vwqo7Fsqs7qieu8yAlxEHThwAOvWrTOvp59+GvXr17/LKGi4WUEgOjoWYZeu4uTJSzhx4qK1eD+LQxcPY1/4QbSu2ByVS1S0fpTktcSYwihtJYRSEYE7TSA8PNxkhTx79qyx9mjatCkqVKhwp5tRfSJwAwEKzT/88IOxqqdbYeXKlVGyZMkb9tEfInCnCTCW3ccff2w8Op566imUKlUqx3t0UMSjkEl33++//948tOa/Lwp/7du3R/fu3U28voIFC17HSes+PuBmBt+DBw8aYZCJPBgbkA+AcroV5PWB2vyDhD+bT5C6JwJpI5CA8J1zcHjxeLw5bg0W77yKa3n9cd9br6PvwD5oU9IFPm43Ef4uBSNy568Y9eMcjJiwFpdQABVa9UXXVz9C3yBP1PdLKTbg//cq4dpZxF9ei0mfT8IPX0zHrquAZ1A3BPUZipe7lUbbGj7J4/uZwy3hL2YPdq2cjzFvf4kle09jP4qiTOsXMbBvBwwZEPT/jWTBp9CoK9hx7CC+nfsb1s1ZiJNrd6Hmo11vEP78ChY1ST2qFiuL4l7/f0PLgu6piVxMgAsiPgVdsmQJli1bhjfeeAMtWrTIxSPW0LKLQOSVGISEhFnnm3W93X/G/BgJi7ZczOMvo3TBkiiS3weenm6oW7c0agTp4UZ2zVNubpeuXj///DNOWdamjAvVrl07E9spN49ZY8t+AhScP/30U4SGhqJDhw5GeJBlffbPS27vAdd3gwYNMoIz13Zly5Y1Vn+5Ydxz587Fb7/9hkWLFlkPE0+aIdGaluLfm2++aUROCnq0CNyzZw+WL1+Offv2Ges+JgEpX768uQfkBhY5ZQwS/nLKTKmfIpAqgXhc3DID+xb8gCE/bcayvdcQ51IeDw55Ff0e7oXmltVewZvE6osLO4rIvX/g+3Gz8Pm4lbiYkA9lm/VFu+c+w4D63mjsfwvhLzoEsReWYfyXv2L017OxP9oJBev0RJ3+w/FCpxJoXa1ACvH9OBhL+Lt2ALtXLcCP/xyBhbtDsCe2EIo3fgaP9O+EYY9mrcVT8KWz2HhkLyYvmY3Nfy1NQfjLg3JWfL9nmnSz3kvALW/qXFKdrtv8ku56LHy6Zrdi576RlR37lxOEPwc3MtR5RwrpK+RnB24REVEIPnIBGzcet+LshCQbhKurM/J7u6Nlqwpo3CQg2fdZvcFx3tmBXUpjt3P/7Nq3nCD82ZWd4xy0c//s2recIPzZlZ3OOweB9L/nZuGPST4o5tHll3H7WJiYgxa1FNkrVapk3H0Z03XatGn4/PPP0adPH3Ts2BENGza8wRU4/WR1REYISPjLCDUdIwK2IkARKAHnN03D3nlj8O4vW7F8X5wl/FXAQ+++iv4P90SzIs4o4JKySBQXfgxX9/2J78fOtIS/5bgQ544yTfui7XMj8GADbzQJSD34cXyUJfydX4IfLeHv+2/m4pAl/PnU64V69/0Lz3UshlZV86ci/B3EHkv4G//uCPy9+xR2xRRCsUZPWcJfZ7z/eIMspbztdDBWH9yJeWuWYPuCFcmEP3crsUflomXwZMNOlmWM5b6cJ1me4kzvL+NjcPFKE3suEBk8193dPdPbTWsDXOAw7gfjejBeh93M97n4CA4ONvHz7BRTyu7CH8+3ixcvmhguDEzNGDV2CopOF5MTJ06YfhUqVMiKTedii6xw/DcaG2u51loZ7EJCQoxbGf/NZmfJScIfzzsGEafFgCMBBOfWLoXJeJiZ0NfX11YugzzvGD6A/y54v+A5Z6eg6XYX/njeMRg/r3HFihWzzfWE5z2vJ7xf8HpCN7rixYvb5Z+DWZPwfKNrI/vJ+wT/3dql2F3443nH6wnXdP7+/nbBZvrB6wnPO17zuLaz0/qJHeTajucd/82yf56enrbhR2651eKP13J6qwwbNgyrV6829xw+pKtWrRqeeOIJMIwD749//PEHGL+aoiAz/tapU8dsl3tv1p+mEv6ynrlaFIE7TOC/wt+FzdOwh8Lfzw7hryIGvvuKEf6a3lL4syz+xtLizxL+4vMZ4Y8WfxT+GlvxAVMr/y/8/Ybvv56DQzH/E/7u/5/wVyWNwt+uU9h9zRL+Gj9thL/hj2Wtxd+Ko3uwZN8WrN2yHnsWrk4m/BX2KoTqJQPxUO3WKGHF+suOwkUXhSsucpghjLExsltISMyBpv4Mnk33rdKlS5sMZnYKYrx9+3bMmDEDXbt2Ney4CLFDsbvwx8Xdjh07zI85/pBjIObEsVuym+GxY8eMqwndRqpXr27i5zBbaHYXCjD8McL4jStXrjTu20FBWRvCICmDnCT80SVvzZo1JhA6fwhT5LDTDzpei5nRkNfhVq1aJUWdbX8z/hIfwFAMP3TokHFprFKlSrb1J2nDdhf++JDj77//NsIVrVJ4ztnlQQfvFbzP8kd2xYoVTbKApHyz629e73i+Uayn6My4jbxX2KXYXfjjecfrCdd0PXr0sAs2049z586Z847CJF1VKdzYqWzbts1c87g+4dqTcfTsUnKz8Md/8wzZ8OGHH2LBggUmdh+5M3Zm8+bN0ahRI/N5zpw55npKF3veL/38/OwyPXddPyT83XVTrgHnTgLxCN06Ewf+/gHvTNyEJXv+6+r70D9fs1x9LYs/uvrexOIv1nL1vbrnd3w3bjY+/5GuvvkR2LIvOr/0sRXPzgsNSqduYZEQcxqxoSsw4YvJGP3lLOyPyYMClqtvXcvi7/lOxdE6VYu//di9cgHGDbFcffecxr54X/i1eN7E+Ht3YO0snao5+zdhwa4N2LN3Fw4sXpdM+PP39UNtv4roUaUBinhmz1NsLqgpIHBxTeu/+++/31YL682bN5tAvzTvZ3IKZvWy0xN/PnV86aWX8NFHHxl2fNpoBxdCuwt/tH75888/TTbEEiVKmExsXFzbpTApyvvvv389QxwFIjtYwlKcp0jP+DdffvklXn3VCr1gZbvLzpKThD8Ka99++625htBygKKunSxNVq1ahRdeeAH9+/fH66+/bgsrU55bPO9ohbF+/XoTN5T3CT7ssEuxu/B3+PBhY8HCH6dPPvmkOefsIjgzOP6mTZvwzTffGHe55557zi7TaizCly5dah4SUShi7EY7CeJ2F/4oqj3//PMm7hnvF3YqdOncsmWLWX9SzHnooYfs1D1MmTLFuJpyfdKgQQNbCZO5WfjjScAHdFOnTjWi9ezZs815Qa8f3qtpMc054YM7uv926dLFPMizw4NZW53AWdgZCX9ZCFtNiUDmEUjA5T1/IXjZRLwxehUW7YhEtLM/7n+byT16ozWTe9wkxl+sldzjyo7JGDV+Lj6buA7heYqiSru+6Pvm+7inUj7UKpa65UxC7DnEX9mAX76YhHFf/IntlxPgUbM7ava1knt09UOb1JJ7XNuDnVZWX5PcY5+VXdLKKFyh8+t4sHc7KyNwxczDlULNU3asxNwda3HsyGEcWboxmfAXZIl+DcpWRSv/qvDJlz1p5/lkjQvr/fv3G+Hv4YcfNk/9UxhOtmziD03G+qhatSqYrYtPhenuY5fCgPJ0Pxg5ciTIjosPCX+3nh0KML/++qtxH+STdMZn4VN/uxSK4W+//bbp13333WeeMHPhmd2FAgx/qP/1119GbB4yZAgefPDBbO1WThL++ICDMYH48IACAh8k8IeEXQqvxY899hgGDhyId9991zbCH90saaFLa0laYfBa16tXL7tgg92FP2acHDx4sLnGUdilBTvdB+1QmAmZDzpGjBhhxFy6ENql8Hq3cOFCIxDR4pQ/8hnk3y7FzsKfw1qS1xNacjL7sJ0K47dt2LDBPEigJRfXUXYqP/30E+jRwfVJkyZNjPhnl/7lduGPbuB80MQkH7xf0+Kc62p6+1Dwo4Vft27dUK9ePSNq22Ve7tZ+SPi7W2de4851BKKOLMGpdb/hjS8XYP6mi7icxw+9X38TfR66Fx3LuqKQe54Uxxx78TAitvyEbyfMw6e/bMEVl0DU6doHjw5/G61KuaFSgVu4Q8aHWkk6dmPqVz/iJ8vqb82FWDhX7oxqPd7GoF6BaFfLF84ptmwl94jeju2W8Pft4K+x/OB5HM9XBrX7vYf7u7fEPzqUTPGozNjIRdfEzYswc9sqXDh5CkeXb0km/DUrVwtNA2ugdnF/eLtlj6gg4e/2Zl/CX8b4SfjLGDc7Cn+XI6Jx7NhFbN160lqsW/FZLZEoNi4WcQlxcHd1h0c+N3h7uaNps0DUb5C94q6Ev4yddxL+MsbNcZSEPweJ9L1L+Esfr8R7S/hLTCP9nyX8pZ/ZnTqCQh/FTQp/b731lnHzj4qKMtXTSr9169b4xz/+gcqVK9+pJlXPbRCQ8Hcb8HSoCNiJwLWz63F29xwMf/8PzF11DKfiC6PzC/9EzwEPoGdlN/h6pCzgxZw7iLA1YzDy54X4dOoexHrXQ4vevfHKv/+Bmvld4OeWsmB4fewJV6yI0yfx99jR+OPbcfgrOBJRpdugXPtX8faAauhcv4QR/pLXYgl/kRuweclcfD7oe6w5ehkXfSqi9bP/Rt9OjfFAPe/rTWTmh3hL9IuLj8O49fMt4W8FIs5cwPGV25IJf52rNEKrCrVRzqcY8rm4ZmaXblq3hL+boknTFxL+0oQp2U4S/pIhSdMGOwp/UVHXcP7cZRw+fMEKJH/Wisd1BufCzyM0JgzVylaGX9GSVnIeF1SpUhzlKxRJ0zgzaycJfxkjK+EvY9wcR0n4c5BI37uEv/TxSry3hL/ENNL/WcJf+pndqSN47lL8Y1xUetPQ8pLxZVlo8UcLzDfffBM1atS4U02qntsgIOHvNuDpUBGwE4H4K/sQenQVvnpvDGYv3IVtEa5o/uhQ3HPfQxhQ3xvFvVOyu7Oy/4XsxamFIzFqylJ8veAE3Mp2Qae+PfHOkHtR2s0ZPikdlnjgCdespMLh2PjHGCyYOBoT15/FGe/6KNnkabz7VEN0bxYAGhsmF/7irWzAy7B+4Sx89M5P2HLaFTF+tXHfW++iW6taaHeLpCKJu5D0M5828QkUb0h8pVZiLdEvyoqX9+vWxfh713pEXgizLCd34/SmPajUuxUKV/qv1UuHyg3QxL+aie/n6pzc/ZmuhQwAnpmuo3SfYVwpR4w/ujUGBgamNrws/Y4xYEaPHg3G+KNZP13zvL2zRsBNy0AZp+7ll1/Gv//9b5CdXeKMMAHEvn37zNwyaDvdy+gqbZfCGH+M4cKsg4yf16ZNG1sFZ6aL+b/+9S/Tr549e5o+2iHGHxfDjhh/dIF/5ZVXcO+992brtMbGxuNqZAwuhkZawdBDsXfvPhw/fRznIs6jZYPmqBhYwfp34WzF5/FCoUIe2dpXCs7fffeduYY4YvwxQ6BdCv+tvvjiiybGH10uM/Pan54xU4Ch69XGjRuNax6vdXS7tEuhyyXjrTJmLeezZcuW5p5hl/4x1trw4cPNNY4ujeyjnWL8MZYuY18yUD4taexSeL1btmzZDTH+OLd2KUyORm50NWfoAFoj2SkJBM87xiBmQhS6TNqpcH2SOMZfdoesSMrm999/N9c8rk8Y46927ayNEZ60P4n/5vruvffeMxnWubYrU6ZMutbFvK/w5chYbJf7TOIx8vPy5csxZswYk3iIcVJZmE2e/86GDh0KJkqyS8gE07m79H8S/u7SidewcyGB+LO4fGEPfh3+CWbMWYn5x66iRp930bHvo3i2XRH4+bikIL7FIezYTuyd+jHGzVyLCWvDUaThE+jd5x6890xTeOXNg9RTe5AjhbV4BC+ZgPXTR+M/M/Zh37WKyF/tfgx/rQN6t6+C/E55krv7JsQj+sgsrJo/E+99OBV7I/yQr2IrvPzRc2jfsBKqeyaXCtM6awwsTbGCP4C4GE2tRMVeQ3hUJP7evxHrDu9GVGgEzm4/gHM7DsGvaRC8/f4bU6ppQDUElQiEW14XOFk34aSFcYB4k2Om2My6MTsCe3NstOrgjzkuIuxSHHE+AgICzNM9CoB2utHPnz8fH3zwAV577TUTH8kuyT0YI4WLfgZt5+KagbPttHANCQkxscJiYmJMwGYG9+YC2y6FGf1GjRplMsgxphR/qNshmzSvPY7MtLRIePTRR9GpUye7YDMPRxi3ieceBUpeTxif0y6F2Ut/+eUXcw1hvFBmCS1UqJBdugcKMBScO3fujMcff9xc9zPr2p+eQfO+R6s1xvmjKM55pdBhl8KMr/PmzTPxL5kdnD/U7fQAi9YqX3/9tbnGUajnOWeHmKGcP15Pdu7cicmTJ4Ni+IABA+wyrWatxfONMYiZodaOsdZo9U8BkOccryd2uY/xATWvd7yecE3HmLV2KhRy9uzZY9YojNnWvXt3O3XPxNHlNY8JJYKCgmx1H+P6jpZwvO5xbcdkF+ldF3OtyuuQv7+/bWLJJj4BeM+h6E/hjzFI+dDOYXTBRHCMgctkP+x/ZheHwQfXX47fY7d7X86MOjObw83ql/B3MzLaLgI5jUDCVURHhGDDTyMwfeYCfL8kGEWbPoPmXe/Hmw/WQLniXslFPOuYswc2YtUP/8LkRXswN9gd9e97Ez27t8PT7UvD1RLsUnYQTgonAeEHFmDf6j/x0VcLsPaoB8KLtMQbQweiT/dGKGeZ/LneUJElFloxpUI3TMTiOdPwz1HLcMmnOQKa9MabL3dG42ol4ZvcqC5pozf9m5YYM2fONMkImP02tXLNsviLvBaNg+dP4UToWcRFxeBKyAVcOX0ensUKw8Xzv/H8SuQvhEIe3nDOk7KwR+GPP2IcN5rU2szod7RkpKjJBQRvakywkN4FREbbTstx/FHCxRet/AoXLmx4uLjcWjpOS913Yh8KphTXaIlIdpwrOxSKuPwxwrnli4KpnSyb+MTaIaTzBzATLHh4ZK81WOJ5o2jFH8PsFzNxso9cKGd34WKRVpK01KXFBGPc2EmocifCtgAAQABJREFU57WR5xstsHht4b8JPrywS6HV9oEDB8BrCP898PpqB0HXwYcPYmhVR26c29v9ceGo93bfed6FhYUZMZfJINi/kiWzLmburfrP8+7YsWPmnON88t5pp+zvvL/yesJrHK2v2Ee7WIfzekJRjf8uKCBQvLJL4XnH840WdQ7rcM6tXQrPO3LjAyzeK5h4zE73MV7vuD7hmo4POuxUeI/g+o73C16Ls0LASc/4eT3hNY+W/lx72ukBkSP0As8/ru14zqVnXcz7Cq9BFFxpvU3LPzsVXi/5m4vJpCj8U8CmNTfXZRw754OZ7ykWMzFcZhYKkPSI4sMHGiLUrVvXcOO/9Yxewynccv3LBDesm944TMDDfwd2ueenh6mEv/TQ0r4iYGsCVqy66AiErJ6Ev2bNwogJyxFZshMqNe+ON1/qgpqBvijscqOlWkJMCI5uX4mpn/0Hc7eFY0d8efR9cRC6tW+IDuU9LMu2xAO23GatIPBRYaethWcYQi5EwrVAMXgXLIQSvp5wvrIXZ/ctx+hPx2P+uvPYHFEaD7/zimU92B7NS7nD64a2Y5EQH4VDs0Zi3szZ+Gj6YRSody+adHsQz/esjKp++ZOLlIm7covPvAGlVfi7GhuD0KtXcCz0DM6EX0T8tThL9LOEv5Dz8CrpC3dva2xOzihdsIjl5nvzDLX8UcoFW2aKSVxYJ7Zi5I0sM9u7BeZkX1OM5KKafaLwwnc73Ri5COEPEi6cyM5OfSM7zi1fXBTaQbhyTDDPOy5aWcjMbuzIjOcdmdnt34Tj3yz75zjvHFyz+93RN557/Mzzzm7XE553POfseD3hecfrCc85u/0YY98c1xT2jy+7FJ5rvBbzPfHc2qV/ie9jjh/odrlXkBn7x38X/Dfh6J9d2PG844uF/ePLLoXsyI3vjuuJ3a53vE/wXLPTAw7On+Nawncys9t5x+sJ+0Z27J/dzjvOK8873ifYx/RcTxznA4U/Cmh2utdQDKbHwIwZM4zYx5AIFP9pIbp161ZjfMFt7Hu/fv1MaALOTXrGn57rB+/H06dPx+LFi433TN++fdGjRw/zwDWjVtt8cMv4hUuXLjVWr7SybmVZ0PNhn52uH2nlJOEvraS0nwjkAAIJ8TGIDd2GdfNmYdx/vse6S35A+ZZ46p8voE3NMqiRJGBfXOgG7FozH18NG2sJdf64VqELBr3WE20alIOfuyXa3DBma7EZeQmnNs3EqtWbMW1ZMHxqdUW1hs3Qp015FPWMQcy5Q1gz8XNMnbsW41ZdQuOHh6CLlSjksRbFUNjTEloc9SVEIj7uIhZ9/SFmzViGX3Z7oskDj6PPow+gfaAHSnhZNwbHvhl4p/UKn0LxRstXauVcZAT2nDuBlYe2YceJA7h2JQqnNuzBqY1WjL/uzVGsajnkc82HfjVboGVA9ZtWxRtATrwJ3HRAGfyCvDPrpp7BLt1wmPp3A45c84fm9fam0q787NovB231z0Eid71rXm9vPu3Mz+59I3m7rqHszO72ztjMPZrcWDIyrzyGL4rBNC7ISB2ZNToaWSxatAgMGVKtWjU89dRTRnDjNrrV0/qXQh+9gCiYffTRR8YqM7MeRPF3H2MpU4ikF80jjzxi2qX7d0atymk5OGzYMOPCTKvcgQMHolu3bmjevLmtBOa0zrGEv7SS0n4ikBMIWHHzEmIv4OSuddg0dwr+WHQQOy94olynB9ChbSN0aVQBhfM5W8k2ohAfHYr9q6dj5aIlmDjnmBVfryVqde6De9tVRNUyPkgWYi8+wooheBgrfvoe8xetw/QtZ5CvbFvUbNEBz77QFVVLeKFgTChOb1uApfMX4JdfFyK0ZFv41WmLh/pb+1kWh2UKuSFPQgwun96Ps/tX4Zfxs7FmTzjCyrbDPT07oEen+ijr7QRPK7ZgVpXzkeGW8HcKa4J3YefJQ4gIC8eh5Ztw2HpVtfpdumYVFLAs/R6s3RptygVlVbfUjgiIgAiIgAiIgAiIgAiIgAjYhgBdv+n2Sss6xrql9RuTdzCZD2OkUvj78MMPcerUKWPdTfGPsWYZX5v7ZlYIABp9MMEg4wzS+q9r164m6RtjeWbUipZu5IypunfvXhOeggnkGCPUTuGC0nNiSPhLDy3tKwI5hMC1cCt+Tsg6/DpxOv5auh/H3GqhXqvm6Nq5EcoWcIF3ngjERZ7EmtkzsWbdPmy8Ug6NunRFn/5dUd3XGYUta79kJe4cQkN24s+PP8WsBWsw92A4nH0aoWZL62L+7yfQIKAI/PNa7jvXzliC4iIs+Xk85uwFznsEommvvmhSvTRq+llus1ZcwfMHLWFt7RxMWxWKM84BqNfvSXRtXA7NKxY0ln5ZJ/sBYVZij2Nh57Dr7HEcPHvScmO+gC3zl2PrgmVoNLA7ytcLQkHPgrincn00LF0xGRZtEAEREAEREAEREAEREAEREIHcTIDiGl15FyxYYBJIMQYes4szIR3deul2vWrVKrz11lvGNZZWfyyMt9fb8gBjrD9m+s2MwraZ1IqCI92ra9SogfLly99WU7QcZIxmuvxy7Exux5i5drK8TM8AJfylh5b2FYEcQiAh1rLoiwnHif2bsXf7FqxcuwfHzkfiUgzNxa3Ya5aylhAXD+d8vvApUQ5VGzZBzaqBqBZQ1MTic0lB94PlnhsZegzrf/0Gs+Yuw0QreUjBoD6o364bXny2LSoVyw/jSWy5G18JPYWLJ/dh3Yq12LrjgCWoReKakxWPjrHLEmItii5IcMqHkpUboFL1mmhSrxJK+1oWgx6J3IGziHWsldyDmX2vxEQhPPKKFcD4Iv78dQqmWq/B7w1BoxbNkGCZ2ZfMXxi+VnIPFREQAREQAREQAREQAREQARG4mwgw8RGFPcbSY+w+Juygmy8TqtCyj27NdI8dO3assfzbvn27wcNkRNzvjTfeMBl+M4MZ26a7L639GPORrtG3m8CHMUvp4kshkXUyUUhGrQczY8zprVPCX3qJaX8RyEEEYq+cQeiZYOzethMHj57F8XNXkODsZAlZvDg7o0DxQJQKqIAaNSujVCFP+KRk6Xd9vHG4dtVK6rF9Gbbt2IcVO87AK6AhAqvVROtGgfD1coObw1TPcudNiLuC47u347CVXWnXwZMIjbIEtnjGDbSCyLtbF878xVGxRk1UKOePCsU94Jo3aUzB6w1n2QcGfmbGvIkTJ5rXp599hjZt2yDWuti7WDe0vFaSDxUREAEREAEREAEREAEREAERuBsIUPxipt558+YZqzpa17Vp0wbt27c3AlviuH0hISFYuXIlJk2ahFlWskkKckyuwQy/Q4cOBd1lfXx8cmSMvJw+1xL+cvoMqv8iIAJ3jEBS4W/EiBHmpnbHGlBFIiACIiACIiACIiACIiACIpADCFC4Y6w7Zupl0g66vA4aNMhY8FHMS1r4/fnz5/Hpp5/i66+/NpZyrIPiIOP83Xvvvcbd905ZzrFuR7lTLriZUaejj9n5LuEvO+mrbREQAVsRkPBnq+lQZ0RABERABERABERABERABLKBAH8X0YJvxYoV+P3331GpUiUTz69FixbGgi8l8Y7usXS3/eGHHzBmzBgEBwcbF1wnJyd07twZPXr0QP/+/TOcaTcxBloeMtmIw72XloS0LsyoAEh33shIKzSWFZuQdXB8dO91sUJV5YYi4S83zKLGIAIicEcI8AbHiz1vbnwxhTtvbioiIAIiIAIiIAIiIAIiIAIicDcQoJjG8EeM6bdhwwYwXt+AAQPQunVrFCtWzFjwpcZh9uzZ+O2330ysP4qHFNKYbKNTp04YPHgwmG03sYtwanUl/o7WeHydPXvWvPi7jbH9aGno6+sLxhNk1l2KdWkVAHksE3kwiQfrY9ISvng8sxCXKlXK1EvxMq11Ju6zXT5L+LPLTKgfIiAC2U6AT45481iyZIl5PfbYYyZ4bbZ3TB0QAREQAREQAREQAREQAREQgSwgQGFt165dGDVqFNzd3dGvXz/jouvn52fi891KANuzZw+WLl2KkSNHmgy/7LKrqytatmyJDz/8EBUrVsyQ1R+t8miowXiDjCXI325hYWFGpKS1HzMIP/LIIyhYsGCahcWTJ0+aPv79998mliHHePDgQZw7d86IiV26dEGvXr2MBSCTmOTUIuEvp86c+i0CInDHCThuJoxlcfz4cXOD45MeFREQAREQAREQAREQAREQARHIzQSYwTY0NNS499Laj7+NmJGX4hddaT09PdM0fNaxY8cODB8+HOvWrTOGFRQLa9SogWeeecYIgFWrVk1TXYl3oiC5ZcsWI8zROq9ChQrGSo/ZhDdv3mysER9//HHTDi31UiscK5OWbNq0yfSRVohFihQxYh8tHNkOx9C0aVPcd999qFy5snFxTq1OO38n4c/Os6O+iYAIiIAIiIAIiIAIiIAIiIAIiIAIiEAmEqAlHa3cdu7ciblz55qEHgMHDkTz5s2NwJbepmlE8a9//Qu0pDty5Ig5nNZ0tPp74IEHTMy/W1kOJm6T1n20QqQLMWPvMeYg+3b69GksXrwYP/74o7EAfOihh9ChQwfUrFkz8eE3fKagSUtBJi1Zv3499u/fjyeeeAJ16tQxln3cRqvC0aNHm7H37dvX9DcwMPCGenLSHxL+ctJsqa8iIAIiIAIiIAIiIAIiIAIiIAIiIAIicAcJUKij4DVh/AS453M3VnPdunUzbrkeHh7pbonWdH/++SdmzJhhhERWQItBxuF75ZVXjNDGOH+MnXerwrh+zBZM67zJkyejffv26Nixo3Hp3bhxo2mHcQXplsxQTW3atDGeWzerl3H96M47YcIEY+XH2IUU9WjVyP7QjXjOnDnme39/f5BDnz59DIub1Wn37RL+7D5D6p8IiIAIiIAIiIAIiIAIiIAIiIAIiIAI3CECtHpjbHNa+VH0o6Ufhb8FCxagSZMmxr2VFnUU6jJSaFHHOH9//PEHJk2aZKpgjDxmy6V1HV1yKbZ5eXndsnpmC6a1H11vaaXHDMEU6ziGWbNm4ZtvvjHflytXDq+//rrJPly6dOmb1svxsj6OtVatWqBFH/vliOE3c+ZMTJ8+3dRdvXp18z3blMXfTZHqCxEQAREQAREQAREQAREQAREQAREQAREQgewi4MiIS7GMnxnjjgIYs/bOnz/fvB8+fBgU2ZjMwxErj3HvHILYrfrOelk/X+Hh4Vi9erWxxqNlXeLSrl079OzZE127djVZc/kd3X5pbZeSBSDdkBctWgTGYc+fP78R9hjfj9mHx44diyFDhph+s97PP//ciJUU8m5WKHBS+CODoKAgNG7c+IZdx4wZYywLaWFI60EKlUwcwjiAObXI4i+nzpz6LQIiIAIiIAIiIAIiIAIiIAIiIAIiIAK3IHDmzBkTa49JK+g2S4s8CmnMahsSEmK20QKQ4l1AQIBJ6kFRrFmzZsatlsLcrWLyMd7emjVrTDtHjx7Fvn37cODAAVBQTFwooLENJvvgZ4p5FBhpUVe/fn1jfZd4fwqJrDsyMtJk6y1UqJARI5k9+Oeff8Z3330HWvtRSBw8ePB1l93EdST+TDdkJgdhvcwAzLYTF8YmZMzAU6dOmXiErJPJQtJinZi4Hjt9lvBnp9lQX0RABERABERABERABERABERABERABETgDhIIDg42rrJMhEERLSIiwrj5Mt4dBT2HRSDf+Tfj5VGIY6KMhx9+2Fji3Ur4YxIPushSkKOoSIGRVnk8zvHikNgG4/sVLlzYJOqg8FemTBmTkIPtpSWmIF2UGddv2rRpxmKRrri0IqS1YlqOTwktE4iwv2+//baJ70dh8NlnnzUWhfny5TN9Tum4nLBNwl9OmCX1UQREQAREQAREQAREQAREQAREQAREQAQyQIBWfRTmGCfv6tWrxmKOYhzdeOleS5GLwhdfdPelOEexq2rVqiae3q1EP3aJFnIrVqwwgh/b4DGsm21Q6HO4DLN+Rxtsl23R8o9We8zGm5qbrmPoFDI//fRTk9GXn19++WX06tXLxOxzcXFx7Jaud4qhFEWHDx+OqVOnolixYkb4e+21124QLtNVqU12lvBnk4lQN0RABERABERABERABERABERABERABETgThO4cuWKce+lFR5FN4fgR2GOAh3FN4pwjhf/5nd0q00tUUbiftJVmK7DtCJkGzw+8cshHjra4j4O4Y8ZfwsUKGDcbh0CYeK6E3/mWChgDh061LxT6HvvvfeMq6+vr6/Z1dF/R5uJj7/ZZ4qjTB7y9ddfm/iEtWvXxsCBA/HII4/c7JAcs13CX46ZKnVUBERABERABERABERABERABERABERABO5eAkxKsmrVKgwbNgyhoaGoXLmyEQFbtWplRMyzZ8+aeIC0IqTLclrL/v378ddff2HKlCkmLmGXLl3Qp08f8D2nFwl/OX0G1X8REAEREAEREAEREAEREAEREAEREAERuAsILFu2DLNmzcJvv/1mLAQpzPXv398kC+HwJ06ciJ07dxo3XX9/fyMGpgULs/iOGzcOS5YsMVaLjz32GDp16oR69eql5XBb7yPhz9bTo86JgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiQAIU9ZvPdsGEDmjRpYgS+OnXqGLdkZuv96aefQOu9119/HeXLl0+z8Ld06VJ88MEH2LVrl8n2O2TIEDRt2hRly5bN8eAl/OX4KdQAREAEREAEREAEREAEREAEREAEREAERCD3E/joo48watQok5X4wQcfxIcffghvb2+TqZgZhTdv3mwSmPA7Pz+/NAFhTEBaEb744oum3ipVquCrr74yyUIymiU4TQ1n0U4S/rIItJoRAREQAREQAREQAREQAREQAREQAREQARHIOIH//Oc/GD16NGjdx+QbFP6YUGT79u3G/bdatWqoX78+KN55eXndsiEmGLl48SKmT5+ON954wyQkadiwIT7++GNUqlTJZCS+ZSU230HCn80nSN0TAREQAREQAREQAREQAREQAREQAREQARGAcfNlfL/du3ejTZs2xtWXIuDBgwexZs0adO/eHe3btzeJPW6VIZg8r127ZlyDp06din//+9/GSpD1vvnmm2CMwNxQJPzlhlnUGERABERABERABERABERABERABERABEQglxMIDg7GunXr8M033yAuLs5Y9kVGRqJ06dJo166d+btUqVJpju0XHR0NxvebNm0axo8fb6wFmTDk4YcfRsmSJXMFTQl/uWIaNQgREAEREAEREAERuDkBurFcvXoVFy5cQExMjFkM58+f37jA5MuX76YHckHN/ekCw0V1njx5UKBAAfBYFxcX4w5z04P1hQiIgAiIgAiIgAjcYQJXrlzB6dOnjfjHtQ1j8Dk5OcHX19eIfgULFjTb0tos65s8eTJmzJiB+fPnG4vBPn36oEOHDihcuHBaq7H1fhL+bD096pwIiIAIiIAIiIAIZJwAY95cvnwZ4eHhCA0NNQtlbmOhgMdFctGiRY2QRwHQ4RJDwY8LYbrOUPQ7c+aMCZpN4Y+LYB7n4+NjjmNAbRUREAEREAEREAERyEoCTMhBN11a7HENkzdv3ps2z30dhWuZxIVrpM8++8wk99ixYweefvppDBgwADVq1EhTjMDEddn1s4Q/u86M+iUCIiACIiACIiACt0GAVn4HDhzAqlWrsGHDBpOljiIfLfVoxXf48GEj3FWvXt081ea7p6eneWrORfDq1auxceNG7Ny504h8XFRz4Xzu3DlzfM2aNdG0aVO0bNkyze40tzEcHSoCIiACIiACIiACNxDgWodrE1r8JRX0Eu9IgdCxH/fli4XH0xti8ODBmDt3LsLCwjB06FA89thjKFSokFkzJa4np36W8JdTZ079FgEREAEREAEREIEUCHARSyu/zZs3Y9++fThy5IiJgUPhrnjx4nBzczPZ7/hU+9ixY8air23btkbAa9y4sbEMZIDstWvXGos/7l+sWDFzHOtl4GyKgRQRW7dujX79+oGxdOj+qyICIiACIiACIiACdiFALwd6L/ABKAU+einUqlUL5cqVM13kw8w9e/bg/fffx65du0ycwFdeeQW9evWCq6trqmKiXcaYln5I+EsLJe0jAiIgAiIgAiIgAjmEABe5FPRGjBiBU6dOoUyZMujfvz8aNGhwfRHLfSju/fLLL/j4449RtmxZkwHvjTfeMAvf5cuXG/fehg0b4qGHHjIuNDzmxIkTJpven3/+adqoW7eu+Z7Z7xyL6ByCSd0UAREQAREQARHI5QTOnj1rHoJ+9NFH4ANProko7PXu3dtYAPIhKeP6/frrr0bk69mzp4nxV69evVxFRsJfrppODUYEREAEREAEROBuJ0BLvRUrViAkJAR+fn5o0aKFWegyNl/iGH603vvjjz/wwQcfmMQfzFzXtWtXHD9+3DwV59NuCn8VKlQwi2E+Cf/xxx+Nxd/evXtNsg/Gv+Ex9957L4KCgu529Bq/CIiACIiACIiAjQjQmo8PM8eOHWvWRVyrPPvss8ZjgQ9AZ8+ebZJ6MAwKH2YOHDgQAQEBuSaph2MqJPw5SOhdBERABERABERABHIwAQa3ZgKPWbNmYenSpeDT6kaNGoHuuzcrM2fONMIf4/3FxsaifPnyxiqQrru0/uMC2RETcMmSJXj99deN6zBFQ5Y6deqgW7duYPY7ioAqIiACIiACIiACImAXAgx5wljHv/32mxH+AgMD0bFjR1SqVMl4PtDijw82uWZq1aoVOnfubNZBdun/neqHhL87RVL1iIAIiIAIiIAIiEA2EqA7y7p167B48WIEBwfjtddeM0+vGdvvZmXOnDn45JNPQAs+xrmhyEe33e7duxtLPloMsjDD77x58/DSSy+ZzMCMI8jC2IBPPvmkERfpPqMiAiIgAiIgAiIgAnYhwAeVZ86cweTJk7FlyxYTA5lrHcbvYxZgejXUrl0bTFjGh55cM6WWJMQu40pvPyT8pZeY9hcBERABERABERABmxFgpjqKd2PGjDELVlrudenSxbj4praAnTZtGoYNG2bi9TH4NRfBFPL4Ysw+BsFmYRZgPhUfPXo09u/fj4iICBMAmxl9e/TogRIlSlzf12Zo1B0REAEREAEREIG7lEBcXJwJZ7J7925j8cd4xdzGtREFQCYvK126tElY5uHhkWspSfjLtVOrgYmACIiACIiACNwtBLiQpbXf0KFDTXZexqihGHerRSyfgA8ePNhk9r127Rq8vLzw1ltvGcs+ioBOTk7XETJm4Pr1641LzPnz541rL5+SMzueigiIgAiIgAiIgAiIgD0JSPiz57yoVyIgAiIgAiIgAiKQZgKM0ccYNhMmTDAWeE888YRxY3Ek80ipIrrrjh8/Hi+88IKx6PP09DQBrV988UU88sgjyVxdaPUXHh5u3H4pEnJ/WgRSLFQRAREQAREQAREQARGwJwEJf/acF/VKBERABERABERABNJMgDH96MZCq7+mTZuiQ4cOqR5LN5ewsDAjFA4aNAh0FS5evLiJ1ffwww+bGH+pVqAvRUAEREAEREAEREAEcgQBCX85YprUSREQAREQAREQARG4OQGKeI5XkSJFjIh3870BZgCmleCkSZPw4Ycfml0Z0693795G9GvWrFlqh+s7ERABERABERABERCBHEJAwl8OmSh1UwREQAREQAREQARuRoCut3TF5bubm5vJSnezfbmdyTlWrlyJ33//HT/++KPZNSgoCM899xyaN2+OKlWqpHa4vhMBERABERABERABEcghBCT85ZCJUjdFQAREQAREQARE4E4RuHDhAqZMmYIZM2Zg/vz5Jp5fo0aNTIZfCoDMcqciAiIgAiIgAiIgAiKQ8wlI+Mv5c6gRiIAIiIAIiIAIiEC6CDBD7xdffIF58+Zh+/btYAbfNm3aYOTIkfD39zeJQdJVoXYWAREQAREQAREQARGwJQEJf7acFnVKBERABERABERABDKHALP5Hj16FG+//TYWL16Mc+fOGQu/jh07mnh/TPLh5OSUOY2rVhEQAREQAREQAREQgSwlIOEvS3GrMREQAREQAREQARHIXgJRUVHYu3cvXn75ZaxevRqxsbGge2/Xrl3x6quvonDhwtnbQbUuAiIgAiIgAiIgAiJwxwhI+LtjKFWRCIiACIiACIiACNifwMmTJ7Fx40YMHz4cW7ZsMfH9OnTogB49euD+++9HgQIF7D8I9VAEREAEREAEREAERCBNBCT8pQmTdhIBERABERABERCB3EFg27ZtWLRoEUaPHo19+/YZt95HHnkEvXv3RqtWreDp6ZnqQENDQ01WYA8PDzheiQ9ISEjA1atXceLECbMfMw3zRctCvgcGBqJ06dJwcXEBrQ/Dw8Nx5swZXLp0CZGRkUaIZMxBLy8v44JcsmRJs29i9+Po6GicPXsW58+fB/vDjMYsPM7Hx8dYLRYtWhTu7u5pdltmv/li/EP2h/VyHOwz3aPz5Mlj6vf19UWRIkVM3/Lly2f6lnj8ST/z+NOnT5uxsg6+HMXRJtlQcC1RosQN3/NYMmEyFu7j7OzsONT0NS4uzrRPRhyrigiIgAiIgAiIgAgkJSDhLykR/S0CIiACIiACIiACuZjAwoULMXXqVMyePRvHjx83YtJbb72Ffv36oWLFinBzc0t19Dt37sSRI0dQqlQpUHBiTMDEhWIURbkFCxaYWIIRERFGALxy5Qr46tu3Lzp16mREQwp3hw4dwubNm3Hw4EEjuLEuCmrMLNygQQM0a9YMBQsWNMIWRTMKYBTCaK24Y8cO7N+/39RPcY59L1++PKpXr4569eqB4h/FybQUimwUIun+TIvIAwcO4OLFi6bPFBYpPLJ+1l2zZk1TP4U6Cnb8LrGgl7g9jn/VqlWGSeL9KPqxz+TFditVqoSWLVveUBePpWi4adMm0w9XV1fzveNYsvD29kbr1q1BQVJFBERABERABERABJISkPCXlIj+FgEREAEREAEREIFcTOCXX37B+PHjjdhGqzaKWZ988gnuu+8+I7AltipLCcOkSZOwfPlydOvWzQhgZcqUuWE3ilG09vv9999B60J+plB3+fJlI9q9+OKL5ljGGTx16pSxrKN4SAGNVmsU244dO2YEOIpiFBfvvfdeE4eQguCaNWuwZ88eI1hSECxUqJARwziWw4cPg8JkWFgYqlSpArowt2/f3ljFpTYutkPx8c8//zR9ZT9q165tLPtoAcnvaZlIQXPr1q3GKtDdzR1NmzZFq9atjBUjBbiUCvs1Z84cY13JsTnG7LAkpJUiRbvOnTvjscceM+NyiIg8lpx++OEHI4zyGBZy4LhpeUjBkGIqhVgVERABERABERABEUhKQMJfUiL6WwREQAREQAREQARyGAFahTE7L91lKeTR3ZWCWWK3XVqJUcD6+uuv8c033xgBihZnFM+++OIL9OnT5wbRKSkCWr3RAm3UqFFYunQpXnrpJWORR8u8xIVtUCCjOzEFOmYQphUd39neU089ZSz+aFFHIYuCGa3oypYta/pNcYzi3U8//WRENop4dEWuX78+8ufPbwQ0Con+/v6oUKGCEd04Zh5HkWzixIlYuXKlqZeC4aOPPmpY0HU4pcL+kh0tICmAUnRjf5577jlUq1bNWA2SHdkyPuJff/2FJUuWYNPGTQiqGQRmQ6ZoRxdmCnJJC5mxP7RspIUjx00rRfaVrsQ8pm7duujfv79hk9gqkGLjrl278MEHHxgrRNZFN2mKrQEBAUbsI4N27doZETBp2/pbBERABERABERABCT86RwQAREQAREQAREQgRxOgKLV4sWLjThE6zm6udIKjGKUo9ASj/HiPvroI4wYMcKIbhQIKaANGzbMZPV17JvSO4U1CnkzZswwrr5DhgwxAllKlnQU0+i+yvYoqtGVmIIZ+9C4cWMj4lGYpFVdo0aNjEUeLd8oelEcpFXcrFmzMHPmTCOy0XqP+1MkbNGihTmG/aaYx1iBFOvYJoXEL7/8EpMnT0ZwcLDZlwlL6ELr5+eX0rCM+LZ+/Xpj7ce4hxT5KMSRSa1ata4Lag63XMb/o/A3dOhQI+RRiHvzzTeNu21KbfA4xiTk2NlHiocUTim20hqSY6DoRwtKioiJC4+lYPrxxx9j3bp1Rtx88MEHjdBHJhQNyY0WiinNQ+K69FkEREAEREAERODuJCDh7+6cd41aBERABERABEQgFxCgqEZLMgpdFJMomFFIqlq1Kt5++20jsDEuHAuFO8bEo7jF/SlwUSSkgERhji6xNysUrWh59vPPPxthjtZ5vXr1uqmY5qiHQhct9p5//nlMnz79eiw7in0UJhkrLyWxjC6uFOPYHl90A6bQV6dOHXTv3t242HIbRa+kZcKECZgyZYqJq8d4f4wnOGDAADPOpPvybwqUjBf4xx9/4KuvvjIiIq0L33//fdO/woUL33AYRbwNGzbgww8/NBaJHOOTTz6JLl26oEmTJjfsm9IfdHmmtR/FWsZBJFfOQdeuXU0/GZfQYZ3I+WTf6OpLUZTc+GIsRroHS+xLibC2iYAIiIAIiIAIJCYg4S8xDX0WAREQAREQAREQgRxEgBZ48+fPN0IehTIWimG09KNFWSsrSy+twmg5xuQZjGHnsAykAEWRiW6tr7/+urEiS2noPJauu3RX/fbbb431HMU3upg6BKqUjnNsYzv/+Mc/TEIRWgBStGIyikGDBqFcuXKO3W54ZxIQusSOGzcOI0eONN9RJHzggQeMVRw/36zQSnDatGlGWKMbMy0MX375ZSMapnQMXZgZG5AWiRRFKbAFBQXh1VdfNX2lwJi0kPt3331nLP8Yj5CiXc+ePU0swqT7pvQ3XXZpyecQKSnKUtCjWzITmlAMpaBIK78VK1YYoZHbn3766euxEFOqV9tEQAREQAREQAREICkBCX9JiehvERABERABERABEcghBGh5xmQdtBzbvXu36TUTPlAYGz58uBGRaBVG8Y0i0meffWZEQMbEW7t2rflMkZBuq7RYS1poFUhhjO69tDxjPUyYQeGOgmJaLM6SCn+0wKO1IF1bk2YEdrRP4Y+WjGPHjjVWeNzetm1bvPfeeyaZBcd4s0JLOloXss8UJhs2bGhERro/p1Q4RsbaoxDHZCR0HWb9NWrUMK7FKVkVUpRkLEGKrhQBKS7SgpHxC9NSKOo5MgizDgqy7AOFUIqktDgkNwqY5M65oTBIkZb9oTipIgIiIAIiIAIiIAJpISDhLy2UtI8IiIAIiIAIiIAI2JDA9u3bTSw8Ckd0GaV1GoUuJnvo0aOHiYtHQYkCIbPWMmkG3V8puDHrLq0AKUINHjzYuNAyjh6FJVr5UXyjNRuFLYpP3I/iGePesY60lqTCH7MHM+4eM+IyM21KhW3TCo/CH2P2sdxzzz3G+o99Z0y7mxUKfxT9KP4xuQlFNI6P76kVWiMygQfFTLpHe3h4GPGN29gfcuSLrr7kQtfqTZs2mTh9jAnIRCJ0aU5PoSsv55CJTDZu3GiyBdNysHLlyiY+IpN7cAxMvEJLSSY3UREBERABERABERCB9BCQ8JceWtpXBERABERABERABGxE4Pjx4ybOHLP0UjhiHDwmf6C4RsGIVmVMRkGXWe5Laz1ajjFuHUW1efPmGfGKMfAoFDZr1swIXrTy43F0C2bsO2bupavpwIEDjbjIZBppLUmFP2boZR8Zr4+uuCmVlIQ/CmJjxowxmX9TszTMqPBHyz8WxjNkkhAKgUeOHDEux3R1ZkZeZhNmzELGVqT4x+1kReGvX79+6Rb+2B7jGXIeKFROnTrVMKGwSfGVvDk3zOCbOEMzj1MRAREQAREQAREQgbQQkPCXFkraRwREQAREQAREQARsSIDilEM4Yiw4uvvSIo7uuxSPKGBReGMiCLqR0iW1RIkSoKsvXWnXrFmDv//+24hctHJjhlqHxR8FLYpNdHtl8glanFFYdCQLSSuOmwl/FMtSip/HelMS/ugeTOGPYmFmCH+05qOox1iJW7duNXxo5UjLPzLliwIouVL4W7ZsmdmX2YNvR/gj55CQEOOuTcs/io0cP6376PZL8Y+Wkenlntb50X4iIAIiIAIiIAK5m4CEv9w9vxqdCIiACIiACIjAXUBg//79Jj7d6tWrjWjEIVMco2UeLdnoVksLO4p/FP1YuJ3utIz1x9h2FJ8o+vEYxpDjfhT7aOnHRB4UDzNS7C780bKOLrUU3Mhh1apV2Ldvn7GWpBBaqVIlI6RSTKXlHQW506dPG0tIJgRhpuTbEf44DxQYGetv1KhRJuMvk31QYKRLNC0J6frLdtNjaZmRudIxIiACIiACIiACuY+AhL/cN6cakQiIgAiIgAiIwF1GgO6ptBxj/DlaAdLFl2ISxTsmuKCIRIsxh7DnwMPjeAxftHhjtlmKS9w38XFMeJHRhBJ2F/44dsZHpIsw3Z/Jr1SpUiZZR4sWLUyGX3JzvMiB1pKTJ0/G3Llzb1v44zzRwo9xGj/55BPDn39TXKTg2rJlSzz33HNGhE3N0tExp3oXAREQAREQAREQgcQEJPwlpqHPIiACIiACIiACIpDDCdC9l4IeLckoFFHEu5WlmMPqjCIYi+O4jIp9iRHaWfijWMo4fczQyzh7zHzM5CXNmzcHYwrS4rFo0aKJh2M+MykKsymnJPyxTofbMK30bhbHkBVR9GPcQGZlZuKVkydPGus+CrAzZ840giBdrZkxuE2bNiZBya3mMllntUEEREAEREAEROCuJiDh766efg1eBERABERABERABDKXgJ2FP8ZH3Lt3L4YNG4aVK1caa78nnnjCuNcyCQqtHlMqBw4cwKRJk4xYSMEusasv4wTSWo/7MPsx3XRTKhRbmTCE7VN4pMjKNhmHka7Ho0ePNjEY6YJdvXp1k3zloYceMi6/tOBUEQEREAEREAEREIG0EJDwlxZK2kcEREAEREAEREAERCBDBOws/DE2IgU/ZkVmfD+KcR9//PH1hBp0702pMAYg3YIXLlxo4gEmFv6Y7Zd10RqwY8eOxnIwaR0OC0vuw+QqtNJkDMbu3bsbYY+u2nQnHj9+vMn2y+/r1atn6mrbtq2J1Zi0Tv0tAiIgAiIgAiIgAikRkPCXEhVtEwEREAEREAEREAERuCMEskP4mz59OmbMmGGyElMwe+ONN4ybbNIB0VpvyZIlxrqOcf7oRvvVV1/hkUceQb58/9feecDqUpT/fyGCihFpEUVAISoIikFjixpRRINCCBKVKAbEiCVgwYC9VxSxoWJBrICiYEei0uWqVAEbFlQQsYBYEPv5vZ/1/7z/587dfdvuOfe953wmuXffszszO/OZsjPffWb2to37GiLCXXrppdUxxxxTLw1mqfCuu+5aWwk+73nPq1gGzAdTTj311OoJT3hCdcABB6x221hezBeYuTeWgY985CNrSz/EPxxLgBH/WH7Mkt+zzz673mNwp512qj/4wcda2IewTZhc7Yb+IQEJSEACEpDAiiag8Leii9/MS0ACEpCABCQggf4JYNEW/1i2ethhh1WnnXZavfcdy1Wf+tSn1hZs7H+H2Bb71kUYxEIEtBNOOKE69thj6wTus88+1XHHHVdtttlmw4+UlOEIz0c6EP44brTRRvUy3COOOKL+OnHcK8L98Ic/rM4777z6a7qXX3750OLvwAMPrDbddNOKj5qEi7TddNNNtZXgG97whgqLQYTA+9znPrXw9/znP7+2ALzwwgtriz/2Cdx///3rePl6MP8Ij3DI8l6WBLOH4Mte9rJ6OW+kK+7JUmD8cq9LLrmk/oAL7GCBWEj+Yh/GyFuE9SgBCUhAAhKQgAQgoPBnPZCABCQgAQlIQAIS6I0AAhkfCcES7ve//3117bXXVu9617tqsQyRjC/l7rHHHtVuu+1WbbvtttUd7nCHWsBCuMLKjT3y+MjFd7/73Vo8O/300+u0sf/doYceWm2//fbVVlttVW2xxRb114oJRxgERv5h6XfGGWdUl112WS3c4f+QQw6phT/uRbjb3/72dZyIcAiMRx99dHXOOedUv/3tb6u99tqr2nvvvas999yzFuX4OAoOMZL8nHvuubWVHoLbBd+6oLb622TTTepwL3zhC+u/WaaLZR/LcrHOu+aaa+q4+ZAH1oCkjb392EMQ0fDII4+shb/Sgo89CLFK5Gu/fHgEIXC77barlwXDkD0EYUG+yNPtbne7Oq3+JwEJSEACEpCABIKAwl+Q8CgBCUhAAhKQgAQk0JlAfKl21apV1S9+8Yta8GKp6s9//vM67rve9a7VDjvsUH89lyPC3NZbb11briGsYUWHKMbSW5bD8jcOkRARbZtttqn3uGNfPb54yxeI2XOPe1133XX1BzGw3kN4RBTEQhCRkY9s8Julv9wTFxZ4J598ci3oYQGIeMZ1RDvSFSLhzTffXH+BF1EP98AHPrC+1+lfPb269tfX1vHvu+++dRq4784771ztsssutXh45pln1nv23XjjjRXWgFdffXUtcm6++ea18PeCF7yg9svy4uywCCQv7CfIvoGEJ793vvOda0tGREB4xj/Y6CQgAQlIQAISkEAmoPCXafhbAhKQgAQkIAEJSKATASzdEMfYKw+BC6Hq3//+d73cFUEMSzmO/GPPuoc97GH1/ntY1iG8Ya138cUX1/5JSCyxJRwWcYh1CFxPf/rTa7GNcF/5yldqizgEQKwKCZMd4fgSLktjDz744HqZbFxHqMTyD7ERq7oLLrigFhuxWsQ6cMstt6y9ko9b3/rWtSXggx70oFp8Q8xcdcGq6qSTT6qtFLG8Q5BEoHzMYx5Tf6gDK0IsHhEwWTrM/eIfXLjHs571rFoIRZjMDvGTNMEEITMYEE8sQ0aYZG9AvgZMunQSkIAEJCABCUggE1D4yzT8LQEJSEACEpCABCTQiQCiFktUsWxDUEMwQ7DiHy6EPPwheiHiYcGGP5ayIqZh6RZhcjhEP8JtvPHG1X3ve98KiznCsVyX5cFYxIWoWIbjbwRAwt3tbner0xLpIU7SisXgL3/5y9pK8W9/+1uFqIhgSDh+8w/LQdKMdR5Li3/zm9/Uy3EJzz2wEsQCD2s8xDn8wIK0EU9OF/cl/rAMLC3+sIAkTXwp+JZbbhkyIY84eHCPO93pTvXHPvjgh04CEpCABCQgAQlkAgp/mYa/JSABCUhAAhKQgARWPAHESazxsB7kiOCHwIbIqJOABCQgAQlIQALrEgGFv3WptEyrBCQgAQlIQAISkMCSEED8w6IOF1aEYWm3JAnwJhKQgAQkIAEJSKAHAgp/PUA0CglIQAISkIAEJCABCUhAAhKQgAQkIAEJzBsBhb95KxHTIwEJSEACEpCABCQgAQlIQAISkIAEJCCBHggo/PUA0SgkIAEJSEACEpCABCQgAQlIQAISkIAEJDBvBBT+5q1ETI8EJCABCUhAAhKQgAQkIAEJSEACEpCABHogoPDXA0SjkIAEJCABCUhAAhKQgAQkIAEJSEACEpDAvBFQ+Ju3EjE9EpCABCQgAQlIQAISkIAEJCABCUhAAhLogYDCXw8QjUICEpCABCQgAQlIQAISkIAEJCABCUhAAvNGQOFv3krE9EhAAhKQgAQkIAEJSEACEpCABCQgAQlIoAcCCn89QDQKCUhAAhKQgAQkIAEJSEACEpCABCQgAQnMGwGFv3krEdMjAQlIQAISkIAEJCABCUhAAhKQgAQkIIEeCCj89QDRKCQgAQlIQAISkIAEJCABCUhAAhKQgAQkMG8EFP7mrURMjwQkIAEJSEACEpCABCQgAQlIQAISkIAEeiCg8NcDRKOQgAQkIAEJSEACEpCABCQgAQlIQAISkMC8EVD4m7cSMT0SkIAEJCABCUhAAhKQgAQkIAEJSEACEuiBgMJfDxCNQgISkIAEJCABCUhAAhKQgAQkIAEJSEAC80ZA4W/eSsT0SEACEpCABCQgAQlIQAISkIAEJCABCUigBwIKfz1ANAoJSEACEpCABCQgAQlIQAISkIAEJCABCcwbAYW/eSsR0yMBCUhAAhKQgAQkIAEJSEACEpCABCQggR4IKPz1ANEoJCABCUhAAhKQgAQkIAEJSEACEpCABCQwbwQU/uatREyPBCQgAQlIQAISkIAEJCABCUhAAhKQgAR6IKDw1wNEo5CABCQgAQlIQAISkIAEJCABCUhAAhKQwLwRUPibtxIxPRKQgAQkIAEJSEACEpCABCQgAQlIQAIS6IGAwl8PEI1CAhKQgAQkIAEJSEACEpCABCQgAQlIQALzRkDhb95KxPRIQAISkIAEJCABCUhAAhKQgAQkIAEJSKAHAgp/PUA0CglIQAISkIAEJCABCUhAAhKQgAQkIAEJzBsBhb95KxHTIwEJSEACEpCABCQgAQlIQAISkIAEJCCBHggo/PUA0SgkIAEJSEACEpCABCQgAQlIQAISkIAEJDBvBBT+5q1ETI8EJCABCUhAAhKQgAQkIAEJSEACEpCABHogoPDXA0SjkIAEJCABCUhAAhKQgAQkIAEJSEACEpDAvBFQ+Ju3EjE9EpCABCQgAQlIQAISkIAEJCABCUhAAhLogYDCXw8QjUICEpCABCQgAQlIQAISkIAEJCABCUhAAvNGQOFv3krE9EhAAhKQgAQkIAEJSEACEpCABCQgAQlIoAcCCn89QDQKCUhAAhKQgAQkIAEJSEACEpCABCQgAQnMGwGFv3krEdMjAQlIQAISkIAEJCABCUhAAhKQgAQkIIEeCCj89QDRKCQgAQlIQAISkIAEJCABCUhAAhKQgAQkMG8EFP7mrURMjwQkIAEJSEACEpCABCQgAQlIQAISkIAEeiCg8NcDRKOQgAQkIAEJSEACEpCABCQgAQlIQAISkMC8EVD4m7cSMT0SkIAEJCABCUhAAhKQgAQkIAEJSEACEuiBgMJfDxCNQgISkIAEJCABCUhAAhKQgAQkIAEJSEAC80ZA4W/eSsT0SEACEpCABCQgAQlIQAISkIAEJCABCUigBwIKfz1ANAoJSEACEpCABCQgAQlIQAISkIAEJCABCcwbAYW/eSsR0yMBCUhAAhKQgAQkIAEJSEACEpCABCQggR4IKPz1ANEoJCABCUhAAhKQgAQkIAEJSEACEpCABCQwbwQU/uatREyPBCQgAQlIQAISkIAEJCABCUhAAhKQgAR6IKDw1wNEo5CABCQgAQlIQAISkIAEJCABCUhAAhKQwLwRUPibtxIxPRKQgAQkIAEJSEACEpCABCQgAQlIQAIS6IGAwl8PEI1CAhKQgAQkIAEJSEACEpCABCQgAQlIQALzRkDhb95KxPRIQAISkIAEJCABCUhAAhKQgAQkIAEJSKAHAgp/PUA0CglIQAISkIAEJCABCUhAAhKQgAQkIAEJzBsBhb95KxHTIwEJSEACEpCABCQgAQlIQAISkIAEJCCBHggo/PUA0SgkIAEJSEACEpCABCQgAQlIQAISkIAEJDBvBBT+5q1ETI8EJCABCUhAAhKQgAQkIAEJSEACEpCABHogoPDXA0SjkIAEJCABCUhAAhKQgAQkIAEJSEACEpDAvBFQ+Ju3EjE9EpCABCQgAQlIQAISkIAEJCABCUhAAhLogYDCXw8QjUICEpCABCQgAQlIQAISkIAEJCABCUhAAvNGQOFv3krE9EhAAhKQgAQkIAEJSEACEpCABCQgAQlIoAcCCn89QDQKCUigPwIXX3xx9bvf/a7acMMNq913372/iI1pyQhQfpQj7iEPeUi1ySabTHTvm266qVq1alXt9/73v391xzvecaJwehpP4Nprr63OPvvs6pe//GXdtvbee+9qxx13HB9wHfdxxRVXVOR9vfXWqx772MfWx3U8S4ue/L/97W/V4x//+Opf//pX9fKXv7zac889G+/53Oc+t7r88svr6/jr4igjygr3iEc8otpoo426RGfYRODSSy+t++Prrruu2nzzzaunPOUp1aabbpp8rN2f//73v6uvf/3rdSJ22GGHavvtt1+7CSru/qMf/ai6+uqrqw022KB61KMeVa2//vqFj/7+nLTt9XfH0TH94Q9/qC688MLa084771xtu+22owMs8tW++eQxxy677FLd5S53WeQcrIzoJ2nTN998c/W1r32tblv/+Mc/6rEi7UsnAQksIoEFnQQkIIE5IvDQhz50YdDlLQxEnzlKlUmZhsBXv/rVugwpx09+8pMTB/3ud787DPeOd7xj4nB6HE3ghBNOGHKlTPh3zDHHjA60TK4OxKlh3m+44YaZcjUQSxcGE/+F3/zmN43hB5OW+jp+/vjHPzb6WZdO0majnvz6179uTPrPf/7zoZ/PfvazjX6mOfn2t799GN9FF100TdC15nfey/2///3vwiGHHDLkGmU6EHLWGrOmG//pT38apvGZz3xmk5e1eu4lL3nJMH2/+MUvFjUtk7S9RU1AEfk3v/nNYd6PP/744urS/9k3H8cci1OG49r0JZdcUo/xo0/iOHgZuTiJMVYJSGBIoBr+8ocEJCCBOSCg8DcHhdAxCQp/HQH2GPz6668fTtxikH37299e4W8KxvCC3R577NEYamD1NmT8pje9qdHPunQy+uB99923Ndmvec1r6jzD5u9//3urv0kvrIvC37yX+5e+9KVhvYy2z1Hhb9Ja+T9/Syn8TdL2pkt9N9/zJvz1zUfhr1v9aAs9Tvi73/3ut1rfxHNE4a+Npucl0B8Bhb/+WBqTBCTQA4EY2Gnx1wPMtRTFrMLf97///fotMGX/gQ98YC2lfnndNk/+99lnn4W//OUvC1gC3XLLLcsroy256cPibyUJfz/4wQ+GEzLacZMbLAEeWmsgivThFP76oLh6HEccccSwLN/ylrcsUG7xb3Wfa/evcSLB2k3dwsJSCX+TtL2lZjFPwt9i8FH4W5waNapN//Wvfx32S4z1wpJ+sIx7cRJjrBKQwJCAwt8QhT8kIIF5IKDwNw+l0C0Nswp/3e5q6CYCeWnUKaec0uRlWZ9T+JuueI888sh6UsaEDJGoyX35y18eTtwG+581eZn6nMLf1MjGBnjGM54xLKfB/n5j/a8tD6NEgrWVpnzfpRL+Jml7OV1L8XuehL/F4KPwtzi1aFSbZkuMsEA+9NBDFycBxioBCTQSUPhrxOJJCUhgbRFoE/6YhDJ5wVppFsdA5MYbb5wl6DDMYDPihcFm0MO/23607YuFf5bFxRvOtvBLfZ69qn7729/OdFve3lIu//znP4fhl1L4+/Of/7xA2bY56gvlMe3bZJgQ7ve//32rANJ2T86zxLZNOBkVLq6Rr0nqWvhvO2bhr82CqyksaR9VJ/poT4tVdjk/bcIfbfmaa64ZWXcinsW0+KNPwgpzWke7G3wQY4F89OWwAo28vv71r2+NFstRJm677bZbq598gTY0+OBPPrXG71mEv1nZrXHzdGKwKX3dP5Pm//znP+nKmj9nWerbtV8hFZPwxB/75cUEe1Qfid9wfbTrUc9J+pWy3nLPSGcfe/x16TvZB7Qs+6UQ/iZte1FOHBlH5OduvtbX71HC36ztD8blmGFceqflM+nzd1rhb22N37rU6XFsuT5rWRJ22jbNPpnR3vuyGCcdOglIYDwBhb/xjPQhAQksIYEs/DGgeOMb37gQ5xgsMDEdfHFy4dhjjx07MfvGN76xcMABBywMvhI4HGhsvfXWC0960pMWPv/5zzfm6gtf+MLCgx/84PpfTILe+ta31vt7cf+jjz66Dkca8Pee97yn/pt7PfvZz14gfvxl95Of/GThOc95zkLe14R8DL6WucBHLMhndueff/4wDW9+85vzpeHv1772tUM/J5100vB8/vHCF75w6IfJTHYIB6985Svr6zEIgxObwZ922mnZ6xq/f/rTn9Z5HXwFb8iVOEwFVywAACJVSURBVBAEGEjPKvyx1DfYf+5znxveF9EgzvMhAQap5C3zJC0wCXfeeectDL5eOVySSPooG8qvTSzhgwUvfvGLVwsTbBA52jhzTwTGj33sY2vckzL+zGc+UwtMD3/4w+t85LxFejlePXgTzsR3p512GnIlj6Rp2n25eJMOs1z373nPew45Uh8YgAdXeCF6nDD4EAjtI9pZTt8s7Wmpyi6nM//Owt/gC5ULn/jEJxYe8IAHDPlSvnB53/vet9pLhcEXkIdsog7AJHi97W1vq9suf+fywlIu/DBpxlF2ce6LX/ziAhubwzj6CuInDvoPlrO1Oerni170ojXqJ+mi3X7ve99bIyh1nbob9ydfbY56Gnn91a9+1egN0Sb85PYw+Crr8B70D1deeWWdplz/YPOCF7xggb6ndG3CX1/syvvlv6n3J5988gLtM/IWR9of2w7kFwf02ZOUe9xjln5lVp6kM8qbehH5oM6TZupd6WZp15M+J7kXwjbPmpIv6YE7H8SJdM4q/HXpO8k/z4rcHmFH38HLnzbhL5fRueeeW2Id/v3Sl760Zj/4qvjwXPmjre3xTIm2y0eG8MczJZct4yPu0fZhoSc+8Yl1HE972tPK2w7/ZowS9zn11FOH50vhb9a+61vf+lZd96Kc4whzntvjLFLb+ERCZ33+TiL8TTt+wyI6WI76iBZpjnHk4Gu2qz1/yFeXOh1c8rHPvnSWNs1YGS553Jifl7RDnQQksLgEVp+dLu69jF0CEpDAWAJZ5GOgHAPEpiNCU5NVFFYViCVNYfI5xLhSBEJQDD9MpPOknvMh/IUfBJbjjjtuGCbOR0ZPPPHENa6FnziS5zzRxhIprjFxbnJ5Qs3AvnQwiDjIQ3bkC7EjrjcdX/e61+Ugw9+IennS0RR2v/32G8aNxdmkrm0QzuQr7sMEMg8c43wcERDyUsQ4n49NEyAGxdlP2++jjjpqjexgdXHwwQePDB8fQyDe97///WvEwTLccVzPOOOMNcK1nciiaFNeYEo9iGtMwJn8xt8cmZTgurSnpSi7Ngacz8Jfmb+cV36zNDIcAmh5Pf+N3wMPPHCkH0RGXJ4884GQHE/Tb8TB0l122WVj6wdx8dIgO8TOfI9Ron6kbdQm63y8hPioq1kMyxNzBMFRdZm+J4clvW3CXx/sMo/yN1Z92TIus8q/+dBJvKCZtNy516z9yqw8eSmS013+hn24Lu160ufkVVddtcYztEwTz684N4vwN2vfSdnzYjHu3XSkHke74Hr+qm8uo6Y2G5wRdQhLXG0u7lG2vfzcCEvbpnRyjrL94Q9/uMYtYqzAc7PNIVxGvIxnwvXR/hAvI+62I2nESq/NtfHBf5fnb9uYI9Ixy/gNoTDyibCJwNfkLr744qE/+pTsZq3TOY7ydx9lSZyztulYqh1syiPtSScBCSwuAYW/xeVr7BKQwJQEsvAXAwMmXe9+97sXPvzhD68xSWNQXbrDDjtsOKAiDqwcsNogPKJPxMsRMSC7PKEp08LAOgYnEUdpPcTgPpbAYZ0W/jjythPhEDEsb7zONQaI+YML+I2wDCSzy8IgfrgnVivZIQBE+GwJhwUW/uMa4up73/ve2hIKETPOc2RD+OzKSSziEnEjcCC0xgQjx9G38BdxI2YyaUNkwFIqzucj9eb4449fYPBeTtaxXAjHMprMhDIlPwy+yRsCWI43BIAIT/3K1+GIcIRVWGnlgr9S+ONNdw7P5Jfw1NlysjfKYivSw/ENb3hDbWWa6xGWIojdz3ve82rhJQt/ZV3nTXwsw+nSnrLwF3nss+xynpt+Z+Ev7k+bpwzoU0qBlOWbOCxUYMW/CMcxzn384x+vy4i/s3BBGwg/q1atquPKE66Ii/ZOH0D9QmQv03HOOefUYeO//AKCOkW95sMt5CP3QZRbXqI6qfCXJ6ttIgZ9DOkmD1geZpdFkMgjdYr+jrqMoBHnOWJhmd0kwl+En5Zdvk/5GyE04uX4spe9rLZ4pu/GOjFf++AHP1gHJz+TlHuXfmVWnrzIivoXZUUeEKo5/+pXv3qIoEu7nuQ5iWUn9TEY8vvwww+v6zz9U9nn4G9a4a9L34nlZqSNI33tO9/5zoWPfOQj9TMlPxPC32IIf6PaXhb+Ig20d5bi03eUFsCkGfE3u3gudxX+4v7TtL/yq/IHHXRQ/czGYpSXCLl+lGOxyMMoPvjp8vwdJfx1Gb/luv3tb387srLakZeYwRTr0XBd6nTE0XTs4znUpU3zXCn7Tepk9FeML3USkMDiElD4W1y+xi4BCUxJIA+YGBQxySodE+o8KM9LBHjjHYMpjk3LKrGcyn7ywCxPaMIPAk4W5UhPXIsjg3GWt4VjL5gYcOMHEaUUjBjQ5gl9WBMSR54Il1+4xTor7hvHLGQRHkEurmEtFI4lgXGee5QOMSizzcuHEI4iLEuoy/2F8FtaaTI5mdS1DcJL8QhBr7TULCexsQQ73ztvdo9wE45Bd+QLPqVDSMnCRWadxTMmMfka8SCWlOJTFv6wukFQjvuz5LZ0MIzrtI9p3Kg9/nLaI36E8bwsvGt7WuyyG8eiZM+Es3TZWrNpaX20B6xOmty4vd7KCRd9RWZMnNSDnI5cziyDi/JBICxFftphbneUaziWZCGMx78rrrgiLq12jEkodbjsp8Jjbicsy8+uFKro78p00uYiHyXL3N9ddNFFw6i7shtG1PIjv+xoqhtnnXXWMM2lZfW4cs+8pu1XuvIku9mSsdzjr2u7nuQ5yRYZUd4858rlnPSreRktfrPVbUuRDU936TtLUZb8lI46nsVT0sfyy3C5jNrEcvyOs/gb1fZK4Y96VLZPuOYXB1nc5f4xDulD+Ju27+LlWdQBRN/SkfYQ/+hn80uL8DuKT36GzfL8bRtzdB2/IR5HvrF0a3JRLrnP7VKnm+6Rz/XRl/bRpt3jL5eKvyWwtAQU/paWt3eTgATGEMjCH5PVNpcnkdnqL1v0YbXV5vIAJpY04rec0GBV0+RiUMeRwXApguWBH9ebBrTEi4gZcTHwDYExv+VG6MouxIzMCuul7Lgn8TJxiaUm7DUV90IoaHNZaIplP4iHEZaBKgPUJlcuNetb+IMRVkyly0uVmOBEnrO/PBHPAk8WSb/zne/kIMPfeUkY8YTLYk2TSI0/JmoxuYFhFv4y69LCMu7BMYuWWWDOfpp+TyP8YYFWuq7tKQt/i1F2ZXrLv6OtwL3NmggryqjbCEGlI91cL8Wq8DdOAConXOzV1eSoJzEZ5H6xb1juC2jPTEpLd+aZZ9biNAJ1Wx0uw8Tf9F1RP0vRIPxwDMuaLErG9SyCIGSX/SH+EFuCM36ym1T4m5ZdvkfTbyyQIk1YUTY52h5csQDMbly5d+lXuvIknaOEv67tetxzkroc7Qa+sGpz+Tk2jfDXpe/M6S8F3ZzOsu32LfyNa3tZ+KPNtI0jch8Bb9pauOhT+hD+pm1/PBOjfVHnmhwv6WhfjHPKrVvG8en6/G0T/rqO3/K+lfStZbllwTKPU7vU6Sa2+VxZl6cty77atMJfLhV/S2BpCSj8LS1v7yYBCYwhkCcBoyYLCE8xWWVgGUJPtp4ql7zkW7PHVAxImaCEyxMCxLM2F2E5Nn0tNVuSsOfcKJetdfLm/gzU4z5ZaIs8slwqlqGyTClcXt6XB5VYtER8owQ5rOnCXyxbzgISb+BHOT68EeFH3aeMo20QnsWjtuVAP/rRj4b3bBOMscaLdGXhjwEtYkqToEK9QpyNyRPhs/AXdZA6FKJtmS/+Zjln3DsLf1hBxPk8qSzjyOJU2/6LZRj+zuVW1tM8+SANTV9ejbrG9Vna02KXXVOe87ks/GG91eSYXEYZ7L///mt4CQGjD+FvlMjAjVkCG2lhKWK4XA78pl2N+upyhJvkmPsFXg40ubxkr6lNZ6EKwavN0Z+Qv9zn4ncS4W9Wdm1p4TwW4cGbI8vgae/0CePcOOGvS7/SlSdpHyX85fo0S7se95zMk3u2Gxjl8nLraYS/Ln1nZpP78zKd9P/ZKj/30bmMZrX4G9f2svBXLo8v00r7iLqcrWbj2dVV+Jul/fHl4UgTR8YrPIdKi/0yL/H3OD5dn79tY44+xm+sioi806dkl18KZAvtLnU6x9/0Owt/s5RlX206xxPbiTSl13MSkED/BBT++mdqjBKQQAcCWfgLMa8turz0FIEhT+AZ7I5zYRXH4OyGG26ovecJTdNS2IgzBnQcy7e5+EEkCD/5wx0RPh/5Il/4zRMIhL04H0tA87I/zuV9imKymvemYa+ycIhdER9HJt9t/8IfFka4PFBt+yJy3CeLTU0iQfgrj22D8CwelXuLRRzZ4uFVr3pVnF7tmIWuLPyFJ5YmIg5i5YhgxF5qIfoED44xUUQojPMstRrl+FJi+M3CX64nbWVRpqFp2WDbvXNZjBL+stVrxNVHe1qqsos0l8cs/I2ycIiywaqtdMG/D+FvVJ/Cfdl2INKSrQ+zhXNc54iAwx5JCFgs653FxcuDUVbAIczBomnSnkUQ9tRsc23LHiN+8pRFizxZnZVdW1o4D7P8giWz5fnCNg95Yp7jGif8hd9p+xXCdeVJHFncykt9+2jX456TeYk0L4JGuSwETCP8dek7896r5bL7Mq2ZY9/C37i2l4U/no+jHHU16i/1J1xfwt+s7Y/nVaQrHxGE2VMTa+VyW4BI+yg+fTx/28YcuW7NOn7LW8qU45YQ3ksxNt+37/FA1760rzad27vCX9R0jxJYGgIKf0vD2btIQAITEgjhLwSnUcHyciUmzFkUY2A/zmHdEwPR2AcvT2jy4LmMK8K1CYwxsMNf26A24mQPv4iP+4fLE8tYgpdFPSzM8pfhYmKAxRvx8TY837ttAB73bjuSnjz5KT88EOmNYx5grivCH1xzmbWx4HwIfwhJ4Q+RYJTLG3Zn4Y96HnFMeszWnaPuybVJhT8EstL10Z7mSfgLcb/MJ4J5sF9s4Y/yGOWygF3WKQSxLFhEmuPIRDH3H6PuE9dyHW7aDxV/vIAJ8QCLuCaXhar88qL020X468KuTEf+GwGB/jUE3uCZj4iiWfQhfO6f+VBBk5ulXyGerjyJI/fZWfjro12Pe07mfocPUYxyWcCZRvjr0nfmsONeMGbxLdeBrmU0SdvL90YwGeXy8lREwHDRdkuRKa5zzFtlxPYenM/P8i7tj5cBo56vXEMAzG4cn3y97CtzPPxue/62CX85rXkMVcbL323jN54rYZHIMV4Qs3dk9C18TCa7XC/Dz7jjpOOBrmXZV5tW+Msl7m8JLC0Bhb+l5e3dJCCBMQRC+GOwM84x4IlBERPmvESV5TnjXCw7Iw4EClye0MQeW03xxH3z/oLZX85H0xLK7DcvAy3Fxhi0x7Lj+NJkWB8xuIwJa3wcJAab2WKI+2WrPURTrAXH/YsvWTIxjjyXlmM5L/zO4uS6IPzl9JJHLBFgRVlgAYhVUN6rKIS/vGfZOIs/OAS/LPxlIYfyG1ceXB/HP5dHHqyX4bIFJNalpeujPSn8rT55LvfiLJnn5eh8ibrJYaHEB35o33kZYlP9agqfzyHKEI4+JG8nkP0g9EfcbdZvXUWQSSz++mCX81X+ZoKPEMD+r/ljPpF3+uL8saNxwt+s/Qrp6sqTONqEvz7a9bjnZBZa8nYTpKt0eTnoNMJfl74zP5/LfeXK9OUPR80i/MW9aGPZTdL2svBH3zDK0T6irvK8ChdjiFHCH8+0CNsm/PXR/hinIZQx/ohxStyXY7b2Hcenj+dvm/AXZUaauozfsGiM/MXqi7xfMCJ8dl3qdI6n6XcW/mYpy77atMJfU+l4TgJLQ2D8zHpp0uFdJCABCdQE8oCLN7ptLluhMLCKSWt+Y8qSpjZH+BDMCB9v/fOEJgZqTXHEYK5teRwTmPAzKh7izpaH5eD+Fa94xTAeBqAx0c9LVdkUm3vx1jt/rTEEqkh/nkwyKZ3GZeEqBMa28FnIXBeEv/x2P3/tN+fvQx/60LAcMtc8eWlaAhlx5D2DsvCXl6IyAe7bTSr8tX1YpGt7UvhbXfgbt0z7pJNOGtazcZZSUVcuvPDCuu1HfzPJSw/CZosUthtoc2FZHS8fmvzlvmWxLP4Wg11TXuIcwkLecxG+LNkPN07469KvdOVJGtuEP651bdfjnpP5Q1JN2wiQhnB5/9JphL8ufWd+Po/7GE5+QTiL8BfjjCz8Tdr2svA3agk9LMPSn3qarfInEf54wRf9R5vw13f7gwF7+EX6uH98QGdSPl2fv23CX64fXcZv2bovlrzH1gJNVopd6nS0p7ZjFv5mKcu+2rTCX1sJeV4Ci09A4W/xGXsHCUhgCgJZ+EP0anPsbxcDVQaO4bKlRhZY4noc88Qqbz4+bkIT4ePebcLfMcccM0xf0/LBiIeJRMTFMS/Jwk8emPL1u/CbB6M5zWE5wyQjxNC4V56o7rfffnF6jePPfvaz+m08g+pYAoq4EPdm0sjAvMlxzzwYn3fhD96Rr1yPyrwxUA5/Wfij/ON828Qs3wO/uV5mYYFybHPUV7jybxqmXYW/ru1J4W914Y/yb1tyTNnHUlj8UeY46gttjvrZJlLwoY+ohxxHidB1pIP/Tj/99GGYq666Kk6vdswfCspWRKt5GvyR+9PFEv5mYVemM/9NHwZT2CJutjks1oJt3j8096flUt/c5mfpV7ryJC+jhL+u7To/c/KzKBjCNphxbKtf+M8vvqYR/rr0nfn53GZZS9qycEM+svCHBXXksclimvDZgjcLf5O0PcJn4S+PU7iWHVbpkRaOsYIBP1ijx7W2fUDz6ok24Y84pu27aFe0L15GtPVJfPws0sf4Dzcpn67P3zy+wpo+XK4fXcZvxBd7SfPs5uNtkVestkvXpU6XcZV/Z+FvlrLsq00r/JUl498SWDoCCn9Lx9o7SUACExDIwh+Dk/PPP3+NUHyFMAZT+GGwFI59YmJgxUAbC7jSMXhnMBr+8t5W4yY0EVeEbRP+mDBz//B3yimnRNDh8a9//evwq7z4a9o/i31hspAW8WVRL09A4/pBBx00vE/+kYWFNqu/PAnIk/28DIVNmcNKMuInrWxiHWngOI1I1TYIX0zxKAsmTNBjH57IE8dskUKe8pLZvIE35VROcPl6dJ5kEz4Lf9TlqCdt9RXLo1wHWC41qesq/HVtT4tZdpMwyBYUbZPWPKFpmuRF+cSktLzvFVdcMazzTNRLV064+DI1+5qVjrYSbYfypu7gchnQrst2h5+8fJO+LRx5w1oVix7+IeqHQ/znfm3bFeAv94dtogH+ugpV8cKC9OTlfl3ZkTbqYOSfY3DlWu7T+DJ4k0PUi3LJ/dmocu/ar3TlST5GCX+5TrX1O12fk1m0YmsK+rHSlV9VLoW/UWXXpe+kL4h2Tdk2idWIt9naD39Z+GNf4KgXPDvKdkmbzOG5X7hJ2h5+M0Pu1bREkyXq2dqv/GJrrAggPM+D0mXhDT+jhL9p+668vUgeS+Q0MMYLjlH+k/Lp+vxtG3P0NX4jnzzvI3/54x1NQmiXOs29eEEbfR19SHZ99KW5Ps7aphX+cqn4WwJLS0Dhb2l5ezcJSGAMgVL4Y8DE4JFBC/tLHX/88cPlrlxjgsxHLrLLwhV+2LMJSxkmlFjN5QE/98sD9jzRbbJkiPvEQK5N+MMfGzeHP458fZN8XHnllQss6ctLwUhT29cFWSKS4ymXiCBW5TzhlyU0TS4PdPHHhAEhi0ksA/MYcHONOBmIhssbgHOdCQVL38gPImKeYHCdf3miHPG0HXPa8tv3xRaPsqiGhQIfTEFcY1KR93eKPGEBlJeh58kdcR155JG1EMJePtnaIsJn4Q8W2boAPyzjZqkW1iJcyyL3qPrWxLWr8EecXdrTYpddU57zuT6Ev9xOmfgwscpL6XIeKX9ELMS2EIHLCRdlTL9D20C0p56Vgjn7YIXjBUHUHY5M7LE6ZekV/xAtch1B8AmXLfYIe9ppp9WXcprLCWKE5RhbC4Tlb76Wf3cVqiYV/qZlRxrpCzO/vGdX3m+LskNYoUyuueaauv3lbQuIg0lruMywqdw5F/edtl/pypM0jhL+uN6lXU/ynMwiBhxY4sgzhuc49Zd+MvjEMYQf0ocbVXZc79J3YqUX9+VIekgX6eNDGbEkM/vJwh/CTX7u8lzGiovwHHO/QRz4xeV6M6rt4TcLLZEOxP/Pf/7z9XOXF4plOfI8zi6PQ0gDKykYC/FCK1uzRvyjhD/8TNN35ZUZhOV+fIiNL+UitMM5txOeV9PwIZ9dnr9tYw7izdxI+6zjN8Z1wTaOZT3nfuG61OnDDz98eK9yy4euzyHS10ebVviLkvYogaUnoPC39My9owQkMIJAFv54ix4DpaYjli2INKW7/vrrF/ISkKawnONeWcAhnkkmNPiLOEcJMewxeMQRRwz9RpjyyMA3CwnEnx3XchiEzNJhqZT9NL1NjjD5K3Q5TPm7aVlh3uuu9B9/54H8uiD8ITJG2tuODPrzNSyFwiEk5Df52V/8ztzyxIo4sP7KFhsRpjzSHhBypnF9CH9d2lOexCFuNTlE1shrXkqZ/TKZDj95f8vsp+l3H8Ifok3cO4554obFTa7z4Sfqfp5wjevTCIvQj6VedtmyJeJvOiI2wDxcm/B31FFH1XlCCChfnETYVatWDfOdrfDiej52FaomEf5mZTdKPMJyelzbDc7lFzjHlXuXfqUrT8pmnPDXpV1P+pykDjW1jWDKMZdrblfkYVTZcb1L3zlp2CzuZeGP+5fiUM4Xv1meG8/mEP4maXvEjcvCX+ZU3if+jj7nf6H/9z8vDsaVQaSJePLzqY++69Wv/v8fBot0Nh15ocGYKdIyqm/K+evy/B0l/PU1fiOt5C3n+ayzzspZWO33pPWS+lCOByYV/iapS03PIRLatU0r/K1W3P4hgSUloPC3pLi9mQQkMI5ACH+IenzsIE9eYuDEgJDJeDnoyXFjBcfEq3zrThwMerAiLCfXhJ90QhNpGSX8RXqYtGeLnAjLYJz9hUblgzhIZ5588Ma8dFghRbzlUp/SL38jpORlvxGWI8t52IumzTHwy0vkIixlBr+891HT0qK2eLO4ky3+GNjHPRZLPOIte9PkCIu9WG6eeWFlkB1lxEdPsh/KjLJgkJ+tJcPqKofnN9YbTVYm5J2vA46rJ2V8/J0FhLxEmWuZd9vHPfCHm7U9LUXZ/S+Fzf9na9lJlvrSHkuHkMbkPbfBUqDAOjj6rqirMQnPk2cslrGObeqXKPtRFkDUw9K6J+5F2sgrYk521Jnww5E6QFnGxI8XE22OPBJm3BerCU+djvs0LZuMe0T7oK1lN4nwNyu7UjzKX+YlDSxBpf43tX/yRFtv2xZhVLkT96z9Slee3Dt/UIhlq01u1nY96XOSeza1H7hSZ3mhkr/qm61VCTuu7PCD69J3Uq+a+l3O8dKNbS2ibmeLz//deaG2Wst9Q+SNPoO6xgcrOEf9mrTtRdxZ+KO/pp6W9yJu2hXX29y1117b+DKUPGKdSL8RecQqM1xehkt/NkvfxYoKwjZZv3NP+kJeZvIMnZZPpHPW529+BuYxR8TLsev4jTi+9KUvDflSD3hpMM7NUqez8Ff22309h0h3lzZN2KhrtC2dBCSwdATW41aDBqiTgAQkMLcEBnsyVQMhqhpMXqp73OMe1bbbbjtVWgfWb9Vgb6tq8Aa3Ggwyq4033niq8H15HgxOq8Hyv2rwRrfaaqutqjvf+c59RT1zPIOBdjWwYqgGlo91eu5617tWt7vd7SaKbzB4rctlMHGuBstKqs0222yicPPqifoBC/Kz4YYbVjvssEN1m9vcZrXkDiYK1WAiU+288861n9Uu/r8/YDrY46vmud5669VnB1aW1cCqr/49WMJb7brrrk1B63PUjx//+MfVYNJYbbPNNnV932CDDVr9L/WFeWlPS53vWe832E+t2n333evgA5GhOvjgg+vf1LXBkrfqtre9bXXve9+72mijjSa6xU033VQNJk91/Vh//fWrwUSyot1OWkfohz760Y9WtN+99tqrrmNNNx6ILtV1111X19WB5VKTl0U/1ze7UQmGB/nlH795TtBPb7HFFqOCjb3WV78y9kYdPSx2u2a6MRDO6n93v/vdW+tdl2x06TvJ/2DLi+pWt7pV/TybtD2SXurLwHK5HqPc4Q53qJ8dtM3STdr2ItzgBWU1EP/qPwdLY+t4eb4M9i4ePmMY05DmSdxgqWb9zCZvA/G/2mSTTSYJtoafWfuugcBYDYTearBfaN3fbbnllqvVg2n5rJGwwYmuz9+mODm3tsZvXep0zsti9KVL0aZzHvwtAQl0I6Dw142foSUgAQlIYAUTQEAZ7HNYExhYLVQ77rjjGjQQCu91r3vVoi8XB5Zn67xIukYmPdFKoG3C1RrAC0MCshui8McKJNAk/K1ADK1Z9vnbimaNC/alayDxhARWHAGFvxVX5GZYAhKQgAT6InD66adXj3vc4+roBh83qT71qU/VFlwRP5Ygg+WU1WAvqPrUYPlX9elPfzoue1wBBJxwzV7IspudnSHXfQIKf6PL0OfvaD75qn1ppuFvCaxMAgp/K7PczbUEJCABCfRAYPBhhHr5+GAPpTq2wT6H1QEHHFBtt9121eCLqxUTk8FXQod3YjkYy9x0K4eAE67Zy1p2s7Mz5LpPQOFvdBn6/B3NJ1+1L800/C2BlUlA4W9llru5loAEJCCBnghcc8011aMf/ejhUt6maNlPafBl32qwCXvTZc8tYwJOuGYvXNnNzs6Q6z4Bhb/xZejzdzwjfNiXTsZJXxJYzgQU/pZz6Zo3CUhAAhJYEgIs6WVgPfgaZ/0hGT7uwYc52HidD58MvpQ88ccbliTB3mTJCLAR/oknnljf78lPfrIWn1OQl90UsPS67AgMvipcDb6sW3+847DDDvMZ0lLCPn9bwKTT9qUJhj8lsEIJKPyt0II32xKQgAQkIAEJSEACEpCABCQgAQlIQALLm4DC3/IuX3MnAQlIQAISkIAEJCABCUhAAhKQgAQksEIJKPyt0II32xKQgAQkIAEJSEACEpCABCQgAQlIQALLm4DC3/IuX3MnAQlIQAISkIAEJCABCUhAAhKQgAQksEIJKPyt0II32xKQgAQkIAEJSEACEpCABCQgAQlIQALLm4DC3/IuX3MnAQlIQAISkIAEJCABCUhAAhKQgAQksEIJKPyt0II32xKQgAQkIAEJSEACEpCABCQgAQlIQALLm4DC3/IuX3MnAQlIQAISkIAEJCABCUhAAhKQgAQksEIJKPyt0II32xKQgAQkIAEJSEACEpCABCQgAQlIQALLm4DC3/IuX3MnAQlIQAISkIAEJCABCUhAAhKQgAQksEIJKPyt0II32xKQgAQkIAEJSEACEpCABCQgAQlIQALLm4DC3/IuX3MnAQlIQAISkIAEJCABCUhAAhKQgAQksEIJKPyt0II32xKQgAQkIAEJSEACEpCABCQgAQlIQALLm4DC3/IuX3MnAQlIQAISkIAEJCABCUhAAhKQgAQksEIJKPyt0II32xKQgAQkIAEJSEACEpCABCQgAQlIQALLm4DC3/IuX3MnAQlIQAISkIAEJCABCUhAAhKQgAQksEIJKPyt0II32xKQgAQkIAEJSEACEpCABCQgAQlIQALLm4DC3/IuX3MnAQlIQAISkIAEJCABCUhAAhKQgAQksEIJ/B9r1xqUlOENNgAAAABJRU5ErkJggg=="
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Weighting Function\n",
"![%E1%84%89%E1%85%B3%E1%84%8F%E1%85%B3%E1%84%85%E1%85%B5%E1%86%AB%E1%84%89%E1%85%A3%E1%86%BA%202019-10-09%20%E1%84%8B%E1%85%A9%E1%84%92%E1%85%AE%208.55.33.png](attachment:%E1%84%89%E1%85%B3%E1%84%8F%E1%85%B3%E1%84%85%E1%85%B5%E1%86%AB%E1%84%89%E1%85%A3%E1%86%BA%202019-10-09%20%E1%84%8B%E1%85%A9%E1%84%92%E1%85%AE%208.55.33.png)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def weighting(w_i, w_j):\n",
" try:\n",
" x_ij = X_ik[(w_i, w_j)]\n",
" except:\n",
" x_ij = 1\n",
" \n",
" x_max = 100 #100 # fixed in paper\n",
" alpha = 0.75\n",
" \n",
" if x_ij < x_max:\n",
" result = (x_ij/x_max)**alpha\n",
" else:\n",
" result = 1\n",
" \n",
" return result"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Build Co-occurence Matrix X"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- Because of model complexity, It is important to determine whether a tighter bound can be placed on the number of nonzero elements of X."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"X_i = Counter(flatten(corpus)) # X_i"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"X_ik_window_5 = Counter(window_data) # Co-occurece in window size 5"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"X_ik = {}\n",
"weighting_dic = {}"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from itertools import combinations_with_replacement"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"for bigram in combinations_with_replacement(vocab, 2):\n",
" if X_ik_window_5.get(bigram) is not None: # nonzero elements\n",
" co_occer = X_ik_window_5[bigram]\n",
" X_ik[bigram] = co_occer + 1 # log(Xik) -> log(Xik+1) to prevent divergence\n",
" X_ik[(bigram[1],bigram[0])] = co_occer+1\n",
" else:\n",
" pass\n",
" \n",
" weighting_dic[bigram] = weighting(bigram[0], bigram[1])\n",
" weighting_dic[(bigram[1], bigram[0])] = weighting(bigram[1], bigram[0])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"test = random.choice(window_data)\n",
"print(test)\n",
"try:\n",
" print(X_ik[(test[0], test[1])] == X_ik[(test[1], test[0])])\n",
"except:\n",
" 1"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Prepare train data"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"u_p = [] # center vec\n",
"v_p = [] # context vec\n",
"co_p = [] # log(x_ij)\n",
"weight_p = [] # f(x_ij)\n",
"\n",
"for pair in window_data: \n",
" u_p.append(prepare_word(pair[0], word2index).view(1, -1))\n",
" v_p.append(prepare_word(pair[1], word2index).view(1, -1))\n",
" \n",
" try:\n",
" cooc = X_ik[pair]\n",
" except:\n",
" cooc = 1\n",
"\n",
" co_p.append(torch.log(Variable(FloatTensor([cooc]))).view(1, -1))\n",
" weight_p.append(Variable(FloatTensor([weighting_dic[pair]])).view(1, -1))\n",
" \n",
"train_data = list(zip(u_p, v_p, co_p, weight_p))\n",
"del u_p\n",
"del v_p\n",
"del co_p\n",
"del weight_p\n",
"print(train_data[0]) # tuple (center vec i, context vec j log(x_ij), weight f(w_ij))"
]
},
{
"attachments": {
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"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Modeling\n",
"![%E1%84%89%E1%85%B3%E1%84%8F%E1%85%B3%E1%84%85%E1%85%B5%E1%86%AB%E1%84%89%E1%85%A3%E1%86%BA%202019-10-09%20%E1%84%8B%E1%85%A9%E1%84%92%E1%85%AE%209.11.36.png](attachment:%E1%84%89%E1%85%B3%E1%84%8F%E1%85%B3%E1%84%85%E1%85%B5%E1%86%AB%E1%84%89%E1%85%A3%E1%86%BA%202019-10-09%20%E1%84%8B%E1%85%A9%E1%84%92%E1%85%AE%209.11.36.png)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"class GloVe(nn.Module):\n",
" \n",
" def __init__(self, vocab_size,projection_dim):\n",
" super(GloVe,self).__init__()\n",
" self.embedding_v = nn.Embedding(vocab_size, projection_dim) # center embedding\n",
" self.embedding_u = nn.Embedding(vocab_size, projection_dim) # out embedding\n",
" \n",
" self.v_bias = nn.Embedding(vocab_size, 1)\n",
" self.u_bias = nn.Embedding(vocab_size, 1)\n",
" \n",
" initrange = (2.0 / (vocab_size + projection_dim))**0.5 # Xavier init\n",
" self.embedding_v.weight.data.uniform_(-initrange, initrange) # init\n",
" self.embedding_u.weight.data.uniform_(-initrange, initrange) # init\n",
" self.v_bias.weight.data.uniform_(-initrange, initrange) # init\n",
" self.u_bias.weight.data.uniform_(-initrange, initrange) # init\n",
" \n",
" def forward(self, center_words, target_words, coocs, weights):\n",
" center_embeds = self.embedding_v(center_words) # B x 1 x D\n",
" target_embeds = self.embedding_u(target_words) # B x 1 x D\n",
" \n",
" center_bias = self.v_bias(center_words).squeeze(1)\n",
" target_bias = self.u_bias(target_words).squeeze(1)\n",
" \n",
" inner_product = target_embeds.bmm(center_embeds.transpose(1, 2)).squeeze(2) # Bx1\n",
" \n",
" loss = weights*torch.pow(inner_product +center_bias + target_bias - coocs, 2)\n",
" \n",
" return torch.sum(loss)\n",
" \n",
" def prediction(self, inputs):\n",
" v_embeds = self.embedding_v(inputs) # B x 1 x D\n",
" u_embeds = self.embedding_u(inputs) # B x 1 x D\n",
" \n",
" return v_embeds+u_embeds # final embed"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Train"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"EMBEDDING_SIZE = 50\n",
"BATCH_SIZE = 256\n",
"EPOCH = 50"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"losses = []\n",
"model = GloVe(len(word2index), EMBEDDING_SIZE)\n",
"if USE_CUDA:\n",
" model = model.cuda()\n",
"optimizer = optim.Adam(model.parameters(), lr=0.001)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"for epoch in range(EPOCH):\n",
" for i,batch in enumerate(getBatch(BATCH_SIZE, train_data)):\n",
" \n",
" inputs, targets, coocs, weights = zip(*batch)\n",
" \n",
" inputs = torch.cat(inputs) # B x 1\n",
" targets = torch.cat(targets) # B x 1\n",
" coocs = torch.cat(coocs)\n",
" weights = torch.cat(weights)\n",
" model.zero_grad()\n",
"\n",
" loss = model(inputs, targets, coocs, weights)\n",
" \n",
" loss.backward()\n",
" optimizer.step()\n",
" \n",
" #losses.append(loss.data.tolist()[0])\n",
" losses.append(loss.data.tolist())\n",
" if epoch % 10 == 0:\n",
" print(\"Epoch : %d, mean_loss : %.02f\" % (epoch, np.mean(losses)))\n",
" losses = []"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Test"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def word_similarity(target, vocab):\n",
" if USE_CUDA:\n",
" target_V = model.prediction(prepare_word(target, word2index))\n",
" else:\n",
" target_V = model.prediction(prepare_word(target, word2index))\n",
" similarities = []\n",
" for i in range(len(vocab)):\n",
" if vocab[i] == target: \n",
" continue\n",
" \n",
" if USE_CUDA:\n",
" vector = model.prediction(prepare_word(list(vocab)[i], word2index))\n",
" else:\n",
" vector = model.prediction(prepare_word(list(vocab)[i], word2index))\n",
" \n",
" cosine_sim = F.cosine_similarity(target_V, vector).data.tolist()[0] \n",
" similarities.append([vocab[i], cosine_sim])\n",
" return sorted(similarities, key=lambda x: x[1], reverse=True)[:10]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"test = random.choice(list(vocab))\n",
"test"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"word_similarity(test, vocab)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Applying GloVe features for Machine Learning Tasks\n",
"\n",
"- Let’s try and leverage GloVe based embeddings for our document clustering task. \n",
"- The very popular spacy framework comes with capabilities to leverage GloVe embeddings based on different language models. \n",
"- You can also get pre-trained word vectors and load them up as needed using gensim or spacy. \n",
"- We will first install spacy and use the en_vectors_web_lg model which consists of 300-dimensional word vectors trained on Common Crawl with GloVe."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# python -m spacy download en_core_web_lg\n",
"import spacy\n",
"\n",
"nlp = spacy.load('en_core_web_lg')\n",
"\n",
"total_vectors = len(nlp.vocab.vectors)\n",
"print('Total word vectors:', total_vectors)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"unique_words = list(set([word for sublist in [doc.split() for doc in norm_corpus] for word in sublist]))\n",
"\n",
"word_glove_vectors = np.array([nlp(word).vector for word in unique_words])\n",
"pd.DataFrame(word_glove_vectors, index=unique_words)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can now use t-SNE to visualize these embeddings similar to what we did using our Word2Vec embeddings.\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.manifold import TSNE\n",
"\n",
"tsne = TSNE(n_components=2, random_state=0, n_iter=5000, perplexity=3)\n",
"np.set_printoptions(suppress=True)\n",
"T = tsne.fit_transform(word_glove_vectors)\n",
"labels = unique_words\n",
"\n",
"plt.figure(figsize=(12, 6))\n",
"plt.scatter(T[:, 0], T[:, 1], c='orange', edgecolors='r')\n",
"for label, x, y in zip(labels, T[:, 0], T[:, 1]):\n",
" plt.annotate(label, xy=(x+1, y+1), xytext=(0, 0), textcoords='offset points')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The beauty of spacy is that it will automatically provide you the averaged embeddings for words in each document without having to implement a function like we did in Word2Vec. We will leverage the same to get document features for our corpus and use k-means clustering to cluster our documents."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"from sklearn.cluster import KMeans\n",
"\n",
"doc_glove_vectors = np.array([nlp(str(doc)).vector for doc in norm_corpus])\n",
"\n",
"km = KMeans(n_clusters=3, random_state=0)\n",
"km.fit_transform(doc_glove_vectors)\n",
"cluster_labels = km.labels_\n",
"cluster_labels = pd.DataFrame(cluster_labels, columns=['ClusterLabel'])\n",
"pd.concat([corpus_df, cluster_labels], axis=1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We see consistent clusters similar to what we obtained from our Word2Vec model which is good! The GloVe model claims to perform better than the Word2Vec model in many scenarios as illustrated in the following graph from the original paper by Pennington el al.\n",
"\n",
"![](https://miro.medium.com/max/1136/1*M84ros1yMC7azUtUyJnONw.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Applying FastText features for Machine Learning Tasks\n",
"- The gensim package has nice wrappers providing us interfaces to leverage the FastText model available under the gensim.models.fasttext module.\n",
"- Let’s apply this once again on our Bible corpus and look at our words of interest and their most similar words."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import re\n",
"import nltk\n",
"import matplotlib.pyplot as plt\n",
"pd.options.display.max_colwidth = 200\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from nltk.corpus import gutenberg\n",
"from string import punctuation\n",
"\n",
"wpt = nltk.WordPunctTokenizer()\n",
"stop_words = nltk.corpus.stopwords.words('english')\n",
"\n",
"def normalize_document(doc):\n",
" # lower case and remove special characters\\whitespaces\n",
" doc = re.sub(r'[^a-zA-Z\\s]', '', doc, re.I|re.A)\n",
" doc = doc.lower()\n",
" doc = doc.strip()\n",
" # tokenize document\n",
" tokens = wpt.tokenize(doc)\n",
" # filter stopwords out of document\n",
" filtered_tokens = [token for token in tokens if token not in stop_words]\n",
" # re-create document from filtered tokens\n",
" doc = ' '.join(filtered_tokens)\n",
" return doc\n",
"\n",
"normalize_corpus = np.vectorize(normalize_document)\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"bible = gutenberg.sents('bible-kjv.txt') \n",
"remove_terms = punctuation + '0123456789'\n",
"\n",
"norm_bible = [[word.lower() for word in sent if word not in remove_terms] for sent in bible]\n",
"norm_bible = [' '.join(tok_sent) for tok_sent in norm_bible]\n",
"norm_bible = filter(None, normalize_corpus(norm_bible))\n",
"norm_bible = [tok_sent for tok_sent in norm_bible if len(tok_sent.split()) > 2]\n",
"\n",
"print('Total lines:', len(bible))\n",
"print('\\nSample line:', bible[10])\n",
"print('\\nProcessed line:', norm_bible[10])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from gensim.models.fasttext import FastText\n",
"\n",
"wpt = nltk.WordPunctTokenizer()\n",
"tokenized_corpus = [wpt.tokenize(document) for document in norm_bible]\n",
"\n",
"# Set values for various parameters\n",
"feature_size = 100 # Word vector dimensionality \n",
"window_context = 50 # Context window size \n",
"min_word_count = 5 # Minimum word count \n",
"sample = 1e-3 # Downsample setting for frequent words\n",
"\n",
"# sg decides whether to use the skip-gram model (1) or CBOW (0)\n",
"ft_model = FastText(tokenized_corpus, size=feature_size, window=window_context, \n",
" min_count=min_word_count,sample=sample, sg=1, iter=50)\n",
" \n",
" \n",
"# view similar words based on gensim's FastText model\n",
"similar_words = {search_term: [item[0] for item in ft_model.wv.most_similar([search_term], topn=5)]\n",
" for search_term in ['god', 'jesus', 'noah', 'egypt', 'john', 'gospel', 'moses','famine']}\n",
"similar_words "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- You can see a lot of similarity in the results with our Word2Vec model with relevant similar words for each of our words of interest. \n",
"- Do you notice any interesting associations and similarities?\n",
"![](https://miro.medium.com/max/868/1*-9s6TOw0lySpMQsMcDWPNA.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- Let’s now use Principal Component Analysis (PCA) to reduce the word embedding dimensions to 2-D and then visualize the same."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.decomposition import PCA\n",
"\n",
"words = sum([[k] + v for k, v in similar_words.items()], [])\n",
"wvs = ft_model.wv[words]\n",
"\n",
"pca = PCA(n_components=2)\n",
"np.set_printoptions(suppress=True)\n",
"P = pca.fit_transform(wvs)\n",
"labels = words\n",
"\n",
"plt.figure(figsize=(18, 10))\n",
"plt.scatter(P[:, 0], P[:, 1], c='lightgreen', edgecolors='g')\n",
"for label, x, y in zip(labels, P[:, 0], P[:, 1]):\n",
" plt.annotate(label, xy=(x+0.06, y+0.03), xytext=(0, 0), textcoords='offset points')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- We can see a lot of interesting patterns! Noah, his son Shem and grandfather Methuselah are close to each other. \n",
"- We also see God associated with Moses and Egypt where it endured the Biblical plagues including famine and pestilence. \n",
"- Also Jesus and some of his disciples are associated close to each other."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- To access any of the word embeddings you can just index the model with the word as follows."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"ft_model.wv['jesus']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- Having these embeddings, we can perform some interesting natural language tasks. \n",
"- One of these would be to find out similarity between different words (entities)."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"print(ft_model.wv.similarity(w1='god', w2='satan'))\n",
"print(ft_model.wv.similarity(w1='god', w2='jesus'))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- We can see that ‘god’ is more closely associated with ‘jesus’ rather than ‘satan’ based on the text in our Bible corpus. Quite relevant!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- Considering word embeddings being present, we can even find out odd words from a bunch of words as follows."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"st1 = \"god jesus satan john\"\n",
"print('Odd one out for [',st1, ']:', \n",
" ft_model.wv.doesnt_match(st1.split()))\n",
"st2 = \"john peter james judas\"\n",
"print('Odd one out for [',st2, ']:', \n",
" ft_model.wv.doesnt_match(st2.split()))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
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