{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Sequence Model (many-to-one) with Attention \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- This is **many-to-one** sequence model\n", "- Matthew McAteer's [Getting started with Attention for Classification: A quick guide on how to start using Attention in your NLP models](https://matthewmcateer.me/blog/getting-started-with-attention-for-classification/)\n", "\n", "- This tutorial demonstrates a bi-directional LSTM sequence on sentiment analysis (binary classification). The key is to add Attention layer to make use of all output states from the bi-directional LSTMs. (Traditional LSTMs use only the final encoded state of the RNN for a prediction task.\n", "- The conundrum with RNNs/LSTMs is that they are not good at dealing with dependencies and relevant relationships in the previous steps of the sequences." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from importlib import reload\n", "import sys\n", "from imp import reload\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "# if sys.version[0] == '2':\n", "# reload(sys)\n", "# sys.setdefaultencoding(\"utf-8\")\n", " \n", "import nltk\n", "# nltk.download('stopwords')\n", "# nltk.download('wordnet')\n", " \n", "import re\n", "from nltk.stem import WordNetLemmatizer\n", "from nltk.corpus import stopwords\n", " \n", "import tensorflow as tf\n", "import tensorflow.keras as keras\n", "from tensorflow.keras.preprocessing.text import Tokenizer\n", "from tensorflow.keras.preprocessing.sequence import pad_sequences\n", "from tensorflow.keras.layers import Concatenate, Dense, Input, LSTM, Embedding, Dropout, Activation, GRU, Flatten\n", "from tensorflow.keras.layers import Bidirectional, GlobalMaxPool1D\n", "from tensorflow.keras.models import Model, Sequential\n", "from tensorflow.keras.layers import Convolution1D\n", "from tensorflow.keras import initializers, regularizers, constraints, optimizers, layers" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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sentimentreview
01With all this stuff going down at the moment w...
11\\The Classic War of the Worlds\\\" by Timothy Hi...
20The film starts with a manager (Nicholas Bell)...
30It must be assumed that those who praised this...
41Superbly trashy and wondrously unpretentious 8...
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" ], "text/plain": [ " sentiment review\n", "0 1 With all this stuff going down at the moment w...\n", "1 1 \\The Classic War of the Worlds\\\" by Timothy Hi...\n", "2 0 The film starts with a manager (Nicholas Bell)...\n", "3 0 It must be assumed that those who praised this...\n", "4 1 Superbly trashy and wondrously unpretentious 8..." ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", " \n", "df = pd.read_csv('../../../RepositoryData/data/IMDB/labeledTrainData.tsv', delimiter=\"\\t\")\n", "df = df.drop(['id'], axis=1)\n", "# df['sentiment'] = df['sentiment'].map({'pos': 1, 'neg': 0})\n", "\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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sentimentreviewProcessed_Reviews
01With all this stuff going down at the moment w...stuff go moment mj ive start listen music watc...
11\\The Classic War of the Worlds\\\" by Timothy Hi...classic war world timothy hines entertain film...
20The film starts with a manager (Nicholas Bell)...film start manager nicholas bell give welcome ...
30It must be assumed that those who praised this...must assume praise film greatest film opera ev...
41Superbly trashy and wondrously unpretentious 8...superbly trashy wondrously unpretentious 80 ex...
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" ], "text/plain": [ " sentiment review \\\n", "0 1 With all this stuff going down at the moment w... \n", "1 1 \\The Classic War of the Worlds\\\" by Timothy Hi... \n", "2 0 The film starts with a manager (Nicholas Bell)... \n", "3 0 It must be assumed that those who praised this... \n", "4 1 Superbly trashy and wondrously unpretentious 8... \n", "\n", " Processed_Reviews \n", "0 stuff go moment mj ive start listen music watc... \n", "1 classic war world timothy hines entertain film... \n", "2 film start manager nicholas bell give welcome ... \n", "3 must assume praise film greatest film opera ev... \n", "4 superbly trashy wondrously unpretentious 80 ex... " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stop_words = set(stopwords.words(\"english\"))\n", "lemmatizer = WordNetLemmatizer()\n", " \n", " \n", "def clean_text(text):\n", " text = re.sub(r'[^\\w\\s]','',text, re.UNICODE)\n", " text = text.lower()\n", " text = [lemmatizer.lemmatize(token) for token in text.split(\" \")]\n", " text = [lemmatizer.lemmatize(token, \"v\") for token in text]\n", " text = [word for word in text if not word in stop_words]\n", " text = \" \".join(text)\n", " return text\n", " \n", "df['Processed_Reviews'] = df.review.apply(lambda x: clean_text(x))\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "129.54916" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.Processed_Reviews.apply(lambda x: len(x.split(\" \"))).mean()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "MAX_FEATURES = 6000\n", "EMBED_SIZE = 128\n", "tokenizer = Tokenizer(num_words=MAX_FEATURES)\n", "tokenizer.fit_on_texts(df['Processed_Reviews'])\n", "list_tokenized_train = tokenizer.texts_to_sequences(df['Processed_Reviews'])\n", " \n", "RNN_CELL_SIZE = 32\n", " \n", "MAX_LEN = 130 # Since our mean length is 128.5\n", "X_train = pad_sequences(list_tokenized_train, maxlen=MAX_LEN)\n", "y_train = df['sentiment']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- **Bahdanau Attention**\n", "\n", " - The Bahdanau attention weights are parameterized by a **feed-forward network** (i.e., Dense layer) with a single hidden layer (with `hidden` units), and this network is jointly trained with other parts of of network.\n", " - If we have an input sequence **x** of length *n* (i.e., $x_1$,$x_2$,...,$x_n$ ), and the encoder is an Bidirectional LSTM, the outputs of the two LSTM are concatenated into the hidden states of the input sequences, i.e., the hidden state of the $x_t$ would be: $h_i = [\\overrightarrow{h_i}, \\overleftarrow{h_i}]$.\n", " - The context vector $\\textbf c_t$ produced by the Bahdanau attention is a sum of hidden states of the input sequences, weighted by the attention weights:\n", " \n", " - $C_t = \\sum_{i=1}^n{\\alpha_{t,i}h_i}$ (context vector)\n", " - And the attention weights are computed based on how well each input *x_t* and the hidden state *h_i* match each other (i.e., a simple dot product, cosine similarity based metric). The **Bahdanau** attention uses a feed-forward network with the activation function tanh to parameterize/normalize the weights.\n", " - Attention Weights = $$score(x_t, h_i) = v^T\\tanh(W_a[x_t;h_i])$$\n", " - We can also do a simple softmax to normalize the attention weights (i.e., **Luong** Attention):\n", " - Attention Weights = $$score(x_t, h_i) = \\frac{\\exp(score(x_t,h_i)}{\\sum_{i'}^n\\exp(score(x_t,h_{i'}))}$$\n", "\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "class Attention(tf.keras.Model):\n", " def __init__(self, units):\n", " super(Attention, self).__init__()\n", " self.W1 = tf.keras.layers.Dense(units) # input x weights\n", " self.W2 = tf.keras.layers.Dense(units) # hidden states h weights\n", " self.V = tf.keras.layers.Dense(1) # V\n", "\n", " def call(self, features, hidden):\n", " # hidden shape == (batch_size, hidden size)\n", " # hidden_with_time_axis shape == (batch_size, 1, hidden size)\n", " # we are doing this to perform addition to calculate the score\n", " hidden_with_time_axis = tf.expand_dims(hidden, 1)\n", " \n", " # score shape == (batch_size, max_length, 1)\n", " # we get 1 at the last axis because we are applying score to self.V\n", " # the shape of the tensor before applying self.V is (batch_size, max_length, units)\n", " score = tf.nn.tanh(\n", " self.W1(features) + self.W2(hidden_with_time_axis)) ## w[x, h]\n", " # attention_weights shape == (batch_size, max_length, 1)\n", " attention_weights = tf.nn.softmax(self.V(score), axis=1) ## v tanh(w[x,h])\n", " \n", " # context_vector shape after sum == (batch_size, hidden_size)\n", " context_vector = attention_weights * features ## attention_weights * x, right now the context_vector shape [batzh_size, max_length, hidden_size]\n", " context_vector = tf.reduce_sum(context_vector, axis=1)\n", " return context_vector, attention_weights" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "sequence_input = Input(shape=(MAX_LEN,), dtype=\"int32\")\n", "embedded_sequences = Embedding(MAX_FEATURES, EMBED_SIZE)(sequence_input)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "lstm = Bidirectional(LSTM(RNN_CELL_SIZE, return_sequences = True), name=\"bi_lstm_0\")(embedded_sequences)\n", "\n", "# Getting our LSTM outputs\n", "(lstm, forward_h, forward_c, backward_h, backward_c) = Bidirectional(LSTM(RNN_CELL_SIZE, return_sequences=True, return_state=True), name=\"bi_lstm_1\")(lstm)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "state_h = Concatenate()([forward_h, backward_h])\n", "state_c = Concatenate()([forward_c, backward_c])\n", "context_vector, attention_weights = Attention(10)(lstm, state_h) # `lstm` the input features; `state_h` the hidden states from LSTM\n", "dense1 = Dense(20, activation=\"relu\")(context_vector)\n", "dropout = Dropout(0.05)(dense1)\n", "output = Dense(1, activation=\"sigmoid\")(dropout)\n", " \n", "model = keras.Model(inputs=sequence_input, outputs=output)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: \"model\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_1 (InputLayer) [(None, 130)] 0 \n", "__________________________________________________________________________________________________\n", "embedding (Embedding) (None, 130, 128) 768000 input_1[0][0] \n", "__________________________________________________________________________________________________\n", "bi_lstm_0 (Bidirectional) (None, 130, 64) 41216 embedding[0][0] \n", "__________________________________________________________________________________________________\n", "bi_lstm_1 (Bidirectional) [(None, 130, 64), (N 24832 bi_lstm_0[0][0] \n", "__________________________________________________________________________________________________\n", "concatenate (Concatenate) (None, 64) 0 bi_lstm_1[0][1] \n", " bi_lstm_1[0][3] \n", "__________________________________________________________________________________________________\n", "attention (Attention) ((None, 64), (None, 1311 bi_lstm_1[0][0] \n", "__________________________________________________________________________________________________\n", "dense_3 (Dense) (None, 20) 1300 attention[0][0] \n", "__________________________________________________________________________________________________\n", "dropout (Dropout) (None, 20) 0 dense_3[0][0] \n", "__________________________________________________________________________________________________\n", "dense_4 (Dense) (None, 1) 21 dropout[0][0] \n", "==================================================================================================\n", "Total params: 836,680\n", "Trainable params: 836,680\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n" ] } ], "source": [ "# summarize layers\n", "print(model.summary())" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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cZ926dTwej92BXCKRZGRkTJ06taCgICwsbNWqVYQQFRWV+fPnv3nzZuvWrbNnz545cyYhZOzYsV9++WVOTg49Kh0AAJoPy4wAFEHmdD4ej0cI0dDQoJd9+/YlhNCpNVrF7rNtaGjo4uISGxtbWVnJ3t+AFtmks/Yu3w1r2nDkaVn+4fz666+EELFY/OuvvyYmJkokkoKCgv79+xNCTE1NPT09jx8//vjxY1NT05SUlAkTJnC53FOnTonFYvY0RYlE4u3tTQ/1pgGPGDFCzt4JIQUFBRs2bJD//nbn77//JoRERUW1xj942ruCggK6Eg4A3gqpJ4DyNZxg0UxOztSzLZBzOC3bKcMw+/btu3LlypIlS6ZMmXL27Fn6KJ9auXLl0aNHIyIitm/ffuTIkdWrVxNC7t+/z+Px2E2LmunFixf79u1rkabaJrqH68mTJ5u2Oq1je/nypbJDAGg3kHoCtHVlZWXdu3eXZyayXZxL1OLDYRjm9u3b+/btu3PnTkpKipqa2o0bN2TuGTJkyJQpU77//vtVq1Y9e/aMzobq6Og8f/68oKCAPcaGEFJTU0Nnahtr8ODBqampTfhge5Gamuro6Hjp0qVBgwYpO5Y2p61tVgrQluFdT4C27tatW+y7hnSTyzo3FaeJmlgsVmRsTcAOp4GxkMYM5/vvv//ll1927949efJkuhO4zOnh1MqVK1+9ejVz5kwPDw9aQp+nb9q0ib1HIpFs3ry57X+HAADtF1JPAEWoqqpi/5f8+3juzZs39PLZs2fk/0/C2Hm7uLi4p0+frl27ll66ubkRQkJDQ0tKSmJjY69du0YISUlJEYvFJiYmDMMkJSUVFxfn5OS8NSSJRPLy5cvaD77v3btnYWHRwGNoGrz0E8amDaeBsRBCZIZTWlpKu5B+jC4UCn/66afly5dPmjSJw+EcPnz46dOnaWlpP/74IyHk4cOHz58/Z2+eMGGCnZ3dnTt32Dze1dXVxsYmOjra39//+vXrsbGxs2bNcnd3V1VVLS8vZwcCAAAtiQGApvrtt98IIX/++WfDt/3+++9eXl6EkD59+kRFRaWkpAwYMIAQMnXq1MzMzKtXr9IFCs7OztnZ2StXriSE+Pv7f/rpp/7+/sOGDcvMzGSbEolEU6dO5XK5RkZG4eHhO3bsGDx48MaNGwsLC2/fvt21a1cej7d8+XKRSNRwSJcuXVq0aBH9QyA0NJRuckQlJydzudw1a9bU/hQ9w51+ys7O7rvvvquurm7ycBoYC8Mw0sM5ePCgo6Mj7bd///6jR48eMWKElZUVffnV1taWYZigoKAuXboYGRmtX7/+/v37PXv2NDExSUlJkY7/f//7n6+vr3TJ06dP7ezsaMv6+vonTpygt9EXUt97771Tp041/E1S8+fPHzVqlDx3tl9y/rZ3TqNGjZo/f76yowBoHziM1BQCADQKffvtzz//bMG331atWhUeHp6fn8/j8cRice/evWvfU1RU1KNHDy6X++bNG3V1dba8oqKiqqqqsevTaysrK9PV1W1mI9Rbh1PfWEjjh/Pq1SstLS36pL6mpkZVVVXmbdHVq1dPmzZt7NixMh989uxZWVmZpaWlzEYE8luwYAGfz+8M73q27G97h+Hg4GBtbf39998rOxCAdgDLjADaqF69etVXxe5uI5OraWpqampqEkKCg4Pr++w777zj5+fXcNctlXdKq2849Y2FSA1HTtra2uzP9KVPaWVlZTdv3vz6669rf9DQ0LBzHg0PAKB4SD0B2pbq6mpS/+IbOdU5V0p17969OS03VosMpzny8vJCQkKsra2vXr0aGBiorDCAJRKJpPcQEAgE3bp1a9qGTQzD1N4GgWGYwsJC6V0LZIjFYunpbaFQiO2iABQJqSdAG5KWlnbhwgVCSFRUVGBgoKWlZdPaWbp0aYvG1UQtNZzmyM/PP3r0KCFk8eLFH3zwgeID6IRSUlIWLFhgaWk5YcIEQ0PDefPmsVV//fXXlStXFi5cSAiJiIj466+/ysvLf/755w8++GDXrl3dunWTs4uKiopdu3YlJSWdP39eunz//v2rVq168eJFv379fHx8NmzYwOX+32raY8eOxcbGmpqaPnz48L333luyZAkhhM/nHzlyJDQ0tGvXrvS2P//8MzY2tqio6Ny5c/b29s08mRYAZCD1BGhb2KXlSpwpbEFKH87YsWOfPHlSXV2tlMS3BZWXl2trazd/69aWaqcBlZWVDx48OHr06MiRI6XLL1++fOPGDbry7NChQ9XV1VFRUYSQgIAAJycnoVB44sQJedpPTEw8c+ZMZGTk0KFDpcvT09OvXbuWkJDAMMxXX321adMme3t7V1dXWpuQkLBw4cK8vDwDAwORSNS/f/8uXbr4+/sPGTJELBZ//PHHP/zwA53+tLGxoYeyjhgxoqCgoCW+EgD4P0g9AdoQe3t7ZYfQktrIcExMTJQdQnMxDOPj43Py5Em6GarS25GHTBepqalr165NSUmhlwkJCU+fPl21ahUhxNHR0cTE5OzZszKPwuszceLEiRMnxsXFSRdKJJK7d+/u37+fXkZFRZ09ezYuLo6mnq9evfLy8pozZ46BgQEhhMfjLVmyJDAw0MXFpW/fvsOGDbOzs1u2bNmuXbuk29TW1sZKXIAWh309AQDaupCQkDNnzrSddpogKChowYIFbGbp4eGhqqoqkUjopYGBgba2tvTD8beSeUGTy+VKr58zNDQ0MjKaPn06vTx9+nRZWdmMGTPYG1xdXUUiEfswPSAgIC4ujs/nN3pgANBISD0BABTn1q1bvr6+ixcvnjZt2qpVq169ekXL4+Pjx44da29vT6fZoqKixo8fb29v/+LFi4iIiPDwcEKIp6enj49PYWHhzp07R48e/eTJk+DgYGtraysrq+jo6Ma2Qwjh8/m2trbHjx9v7VGfPHny7t27s2bNYktmz55Nd5AlhFRVVfH5/Dlz5jTzNQDpGdPExERHR0d3d3d6Sd85ln7pwtzcnMvlnjt3jl5qaGi4uro2sDUEALQUpJ4AAAry888/T5s27auvvtq9e/dPP/2UkJBga2tbVFRECHF3d9fT06N7+xNCAgICTE1N09PThULhsmXL5s6dSwg5derUkSNH+Hz+vn37rl+/HhQUZGtrGxYWxuFwFi9efPDgwUa1QwgpLCzMzMzMzs5u7YEfPnx4wIABWlpaddbGxcV17949LCysRfoqKSlZsWLFjBkzBg4cyM6q0lc2pZcxqaqqamhoPH36lC2xt7ePj4/HEVYArQ2pJwCAIrx8+XLx4sX+/v59+vQhhGhpaX377bePHz8OCgqiN7BbnNZ5yXJ2dnZ2diaEhISEeHt7e3h4XLp0SUNDg03d5GyHNiUQCNavX9+MYcklKyurgQ2/oqOjd+/eraOj0/yOxGLx3r17c3Nz1dXVQ0JC6ClihJDi4mJCCLuGnVJXV5c+D9bc3JwQgmfuAK0NqScAgCKkpKQUFRUNHDiQLXF0dFRRUYmPj5ezBfZ5NN0Xkz3nydDQ0MXFJTc3t7KyslHtSDfSempqavLy8urbtP/+/fvGxsbsOvRmUlFRWbVqVVxc3B9//GFraxsbG5uRkUH+zb9FIpH0zdXV1f369WMvae6blZXVIpEAQH2QegIAKEJOTg4hhH0ETAjR0tIaOnRoeXm5QCBoZuP00Hk5U08FEwqFEomkviVESUlJa9asafFOjY2N6YubNJWk38/r16/ZGxiGef36tbW1NVtC50RLSkpaPBgAkIbUEwBAEYyNjQkhV69elS40MDDo0qVLjx493vrxhpfglJWVde/eXZ4pzFbd0bNOmpqaZmZm7IIqGd26daObaLa4MWPGkH+XFtEdQB8+fMjWPn/+nGEY6fPo6Uu30vOgANAakHoCACiCg4MDj8e7cuWKdGFaWtqYMWPo0my6EWade+/TfFEsFtfX+K1btzw9PenPzWmnldjY2BQWFtZZxb6O2eJSU1P79+8/bNgwQoivr6+enl5ycjJbe/PmTU1NTbruiqIRtvejBwDaPqSeAACKYG5u/sUXX2RnZ1+7do2WZGVllZaWfvvtt/TSzc2NEBIaGlpSUhIbG0tvS0lJEYvFJiYmDMMkJSUVFxfTB/eEkBs3btAf4uLinj59unbt2sa2c+/ePQsLC/bEqdYzbty4e/fu1S7PzMwcOXIku8MRFRgYaGNjk5aW1kCDEonk5cuX0i8YVFdXr1ixIikpiS7tr6mpOXLkyNGjR9XU1AghWlpa69at27lzJzv5GhMTs2nTJjMzM7aFBw8emJmZ2dnZNX2cACAHpJ4AAAoSFha2adOmOXPmbN++/fjx48uWLUtMTBwyZAitnTx58tSpU7dv325ra5uXl+fl5TV48ODc3NyioqKZM2d27dp1+vTpmzdvZp8Inzt3btGiRZ9++mlYWNjVq1fpwvlGtVNcXPzo0aNHjx619sADAwN79OiRmJgoU/7gwYO0tLS7d+9KF965cyczM/O7776rr7Xk5OTAwMCSkpLs7OyNGzfevHmTEMLhcFJTUydPnmxubr5ixYotW7bs2rVLOo8MCgpav3799OnTw8PDQ0NDBw0a9Nlnn0k3e+zYsWXLlslznBIANAsDAE3122+/EUL+/PNPZQcCSjZ//vxRo0bJeXNFRUVqaiqfzxeLxbVrBQIBLa+qqpIuf/36dVFREf2ZHoOen5///PnzgoKCOnuRpx2GYUpLS+UMW/7f9rNnzxJCbt++LV34yy+/TJkypfbN0sFQIpEoIyMjNDRUzsCklZeXNzwiiUTy999/1y5PS0sbPHjw69evpQvHjx8/btw4efodNWrU/PnzGxUqQKeFWU8AAIXS0NAYNWqUlZVVnYu+9fX1abm6urp0uaamZu1VRL169apvv0w529HV1W3SIN5OKBRKX7q7uxsZGdFThaTVHhSHwzlx4sT8+fOb0Km2tnbDI+JwOOz0MEsgEKxduzYhIUFTU1O6XHo7AgBoKTxlBwAAAI1TXV1N6llI1HasWLHCw8PDwMBgzpw5tGTv3r0BAQESicTFxaWBDyYlJS1atIhuCKAApaWlgYGBO3bsMDIyoiU5OTlJSUkCgSAjIwOvfgK0OKSeAADtSVpaGp07jIqKCgwMbIMrsidPnsyeEiT96qSKisqePXtSU1Mb/vikSZNaMbhanj9/fuDAAen5TlNTU7ryfenSpXT3fgBoQfiPCgCgnWHXpLfNiU8ej6enp1dfrYODgyKDeat33nlHpkRNTY2uiweA1oDUEwCgPbG3t1d2CAAATYdlRgAAAACgIEg9AQAAAEBBkHoCAAAAgIIg9QQAAAAABcEyI4DmCg8P79Gjh7KjAGW6ceNGSUlJUFCQsgNpRYWFhQS/7fV4/PixtbW1sqMAaB+QegI0nYaGhpWVVXp6urIDAWXKz8/X1tbW0tI6d+6csmNpRQzDWFhYpKWlcTgcZcfS5ujp6bE70gNAwzgMwyg7BgCAdozD4ezdu3fhwoXKDgQAoB3Au54AAAAAoCBIPQEAAABAQZB6AgAAAICCIPUEAAAAAAVB6gkAAAAACoLUEwAAAAAUBKknAAAAACgIUk8AAAAAUBCkngAAAACgIEg9AQAAAEBBkHoCAAAAgIIg9QQAAAAABUHqCQAAAAAKgtQTAAAAABQEqScAAAAAKAhSTwAAAABQEKSeAAAAAKAgSD0BAAAAQEGQegIAAACAgiD1BAAAAAAFQeoJAAAAAAqC1BMAAAAAFASpJwAAAAAoCFJPAAAAAFAQpJ4AAAAAoCBIPQEAAABAQZB6AgAAAICCIPUEAAAAAAVB6gkAAAAACoLUEwAAAAAUBKknAAAAACgIUk8AAAAAUBCkngAAAACgIEg9AQAAAEBBeMoOAACgPampqbl3755M4ePHjzMyMtjL3r17GxkZKTYuAID2gcMwjLJjAABoNyQSiYmJSUFBQQP3nD17dtq0aQoLCQCgHcEDdwCARuByuV5eXlxuvX946unpTZo0SZEhAb+3q68AACAASURBVAC0I0g9AQAax8vLSyKR1Fmlqqrq7e2tqqqq4JAAANoLpJ4AAI0zfPhwCwuLOquEQqGXl5eC4wEAaEeQegIANNqHH36ooqJSu7x3795OTk6KjwcAoL1A6gkA0GgffvihWCyWKeTxeL6+vhwORykhAQC0C0g9AQAazdLScsiQITKLjUQiEZ62AwA0DKknAEBTfPTRR9KXHA6H5qPKigcAoF1A6gkA0BQyE5wqKirz5s1TVjAAAO0FUk8AgKYwMjJycnJiFxuJRKI5c+YoNyQAgLYPqScAQBN9+OGHdINPLpc7fPjw/v37KzsiAIC2DqknAEATzZ49m531lHn1EwAA6oTUEwCgibp16zZlyhT68+zZs5UbDABAu8BTdgAAilBaWpqfn6/sKKADeu+9986ePTt8+PCXL1++fPlS2eFAR6OhoWFubq7sKABaEodhGGXHANDq9u3b98knnyg7CgCAxhk1alRqaqqyowBoSZj1hE7kt99+U3YI0AFt3rx5yZIlOjo6hBBvb+9Ro0YtXbpU2UG1oh9//PH7779PTExUdiAd33//+98XL14oOwqAFobUEzoRBwcHZYcAHVBMTIy+vj79uWvXrr179+7Yv2mpqakqKiode4xtRK9evZB6QseDZUYAAM3C5p0AAPBWSD0BAAAAQEGQegIAAACAgiD1BAAAAAAFQeoJAAAAAAqC1BMAQPlycnLocfAgQyQSSV8KBAKhUNi0purcx5phmIKCggY+JRaLpS+b3DsAUEg9AQCU7Pz58wMGDNixY4eyA2lz/vrrrwMHDtCfIyIiAgICgoKCdHR0vL29G3V2VEVFRXh4uIuLi0z5/v37e/Xq1adPHwsLi5CQEJns/9ixY56enqtXr541a1ZkZCQt5PP5K1eurKqqavqoADo37OsJAKBkQ4YM8fPzc3Z2btVeysvLtbW1ORxOq/bSgi5fvnzjxo2VK1cSQg4dOlRdXR0VFUUICQgIcHJyEgqFJ06ckKedxMTEM2fOREZGDh06VLo8PT392rVrCQkJDMN89dVXmzZtsre3d3V1pbUJCQkLFy7My8szMDAQiUT9+/fv0qWLv7//kCFDxGLxxx9//MMPP6iqqrb0oAE6Psx6AgAomaGhYUxMzODBg1uvC4ZhfHx8ampqWq+LlpWamrp27drPP/+cXiYkJJw+fZr+7OjoaGJicvbsWZlH4fWZOHFiRESEsbGxdKFEIrl79+7+/fvt7OxGjBgRFRWlpqYWFxdHa1+9euXl5TVnzhwDAwNCCI/HW7JkSWBg4JMnTwghw4YNs7OzW7ZsWUsNFqBTQeoJANDxhYSEnDlzRtlRNEJQUNCCBQtUVFTopYeHh6qqKvtA3MDAQFtbm8ttxF9hMjOUXC7Xz8+PvTQ0NDQyMpo+fTq9PH36dFlZ2YwZM9gbXF1dRSLRkSNH6GVAQEBcXByfz2/0wAA6PaSeAABKlpaWtnz58i1bthBC8vPzIyMjx40b9/Dhw+joaAcHh+HDhyclJRFCCgsLd+7cOXr06CdPngQHB1tbW1tZWUVHR9NG4uPjx44da29vTxfTREVFjR8/3t7e/sWLFxEREeHh4YQQT09PHx8fQgifz7e1tT1+/LjSxtygkydP3r17d9asWWzJ7Nmzk5OTaa5ZVVXF5/PnzJnTzJcH2LyWEJKYmOjo6Oju7k4vL1y4QAixtLRkbzA3N+dyuefOnaOXGhoarq6uwcHBzQkAoHNC6gkAoExZWVkXL16MiIgQCASEEIFAcOLEicuXL3/55Zeqqqpr1qwpLy/39PSsqanh8/n79u27fv16UFCQra1tWFgYh8NZvHjxwYMHCSHu7u56enrp6ek09QwICDA1NU1PTxcKhcuWLZs7dy4h5NSpU3TerrCwMDMzMzs7W6lDr9fhw4cHDBigpaVVZ21cXFz37t3DwsJapK+SkpIVK1bMmDFj4MCB7KwqXfPerVs39jZVVVUNDY2nT5+yJfb29vHx8c+ePWuRMAA6D6SeAADKZGVl5e/vz16+++6777//PiHEz89vwYIFbm5ufn5+JSUlOTk5zs7OdClSSEiIt7e3h4fHpUuXNDQ02CRM5jT5Bg6Xd3Z2FggE69evb5UhNVtWVlbv3r3rq42Ojt69e7eOjk7zOxKLxXv37s3NzVVXVw8JCfHy8qLlxcXFhJCuXbtK36yuri69rN7c3JwQgmfuAI2F1BMAQMmkn/wSQng8HiFEQ0ODXvbt25cQUlRUxFb17NmTVhkaGrq4uOTm5lZWVsrTkfQTaraRtqampiYvL8/Q0LDO2vv37xsbG7Pr0JtJRUVl1apVcXFxf/zxh62tbWxsbEZGBvk3a5fZUrS6urpfv37sJc19s7KyWiQSgM4DqScAQJvW8BuNNDGVM/VsF4RCoUQiqW8JUVJS0po1a1q8U2NjY/riJk0l6bf6+vVr9gaGYV6/fm1tbc2W0DnRkpKSFg8GoGND6gkA0I6VlZV1795dninM9rKjp6amppmZ2atXr+qs7datm42NTWv0O2bMGPLv0iK6A+jDhw/Z2ufPnzMMM2jQILaEzkNLz4MCgDyQegIAtGO3bt3y9PSkP3fp0oUQUlFRUfs2mnfKuRGm0tnY2BQWFtZZxb6O2eJSU1P79+8/bNgwQoivr6+enl5ycjJbe/PmTU1NTbpai6IRSq+CBwB5IPUEAFAyeiojezYjXcvy5s0beknXUEsnlDdu3KA/xMXFPX36dO3atfTSzc2NEBIaGlpSUhIbG3vt2jVCSEpKilgsNjExYRgmKSmpuLg4Jyfn3r17FhYWe/fuVcwAG2vcuHH37t2rXZ6ZmTly5Eh2hyMqMDDQxsYmLS2tgQYlEsnLly+lX0uorq5esWJFUlIS3RCgpqbmyJEjR48eVVNTI4RoaWmtW7du586d7ORrTEzMpk2bzMzM2BYePHhgZmZmZ2fX9HECdEo4SBMAQJlu3LhBT2+Pj4+3tbW1trY+evQoIWTbtm1GRkYlJSUxMTGEkO3bt7MTbOfOnTt//jzDMDdv3rx69WqfPn1o+eTJk6dOnbp9+/Yff/xx2bJlXl5elZWVubm5RUVFM2fO3Lp16/Tp05csWfLNN99cvXr10aNHjx49Us6Y3yYwMDAqKioxMXHixInS5Q8ePEhLS7t79670aex37tzJzMz87rvvDh8+XGdrycnJP/30U0lJSUlJycaNG6dNm2ZnZ8fhcFJTU7dt22ZiYjJ79mwdHZ1du3ax3yQhJCgoSEVFZfr06a6urlVVVYMGDfrss8+kmz127NiyZctklogBwFtx6D/4ADq2ffv2ffLJJ/hth9ZmbW3t4uKybdu2Vmp/1apV4eHh+fn5PB5PLBbXuQNRUVFRjx49uFzumzdv1NXV2fKKioqqqir2rdCysjJdXd0mxLBt27YNGzaUl5c3bQhyio+Pj4qKkpngJIS8ePFC5sVWsVj8xx9/nDlzJiQkpLG9vHr1SiKRNPA9MAxTUFAgnZJS6enpCxcu/O233zQ1NRvbqfwWLFjA5/NTU1NbrwsAxcMDdwCA9qdXr1717Xypr69Pl4dL552EEE1NTemkrWl5p8K4u7sbGRnRU4Wk1V5QxeFwTpw4MX/+/Cb0oq2t3fD3wOFwauedAoFg7dq1CQkJrZp3AnRUSD0BWgU9DaWZSktL65tbkqnKyclhD2JpR/AtNVZ1dTWpZyFRx7N3796ff/659sSnjKSkpEWLFhkbGysmqtLS0sDAwB07dhgZGSmmR4AOBqknQAv77rvvhg0b1r9//+Y0kpiYOGXKlF69etXesLp21fnz5wcMGEDfF2wlhw4dmjBhgoWFhYWFhYODAz1WZ8yYMYMGDbKwsNi8eXNjG+yQ31JrS0tLo7OAUVFRubm5yg6n1amoqOzZs+ets7OTJk0yNTVVTEiEkOfPnx84cGDgwIEK6xGgg8EyI4AWtnTp0lOnTjXzvdKJEyfeuXPnwoUL9PSahquGDBni5+dHj1hsJb6+vmZmZu+9956urm5eXh5bLhQK//vf/9a3D04DOuS3pADsmvROMvFJCHFwcFB2CP+fd955R9khALRvSD0BWl59ZwA2ip6eHql1xGKdVYaGhnQRdKui57jQnSNZqqqqK1euDA0NbUKDHfJbalX29vbKDgEAoLnwwB2gTavvOMGGqxQZSdeuXb/++mtFRlJb2/mWAACgYZj1BPj/xMfH//rrr3fv3tXX1w8NDaXn6YlEoosXLx46dGjNmjUPHjzYs2dPRUXF0qVLZ86c+dtvv+3fv//mzZsTJ04MDw+XTnQKCgr27Nlz8uTJnj17rl+/fsKECQ33Qgi5cePG//73P11dXYFAoKGhIR1YA1VpaWk//vijoaHhqlWr8vPzY2Njf/7555iYmPPnzx88eLCmpiY8PJx90Hznzp3IyEgtLa379+8PGDDAzs5OR0dn0qRJmpqafD5/zpw5a9eunTNnjpxfV05Ozo8//kg3tekk35Kc3wwAANSNAegE6Btyb73tu+++CwkJYRhGJBK5urqqq6tnZWUxDHP9+vVJkyYRQmbOnBkdHX3z5s0ZM2ZwOJzVq1eHhIRcvXqVnmQYHR1N2/Hy8lJTU5s5c2ZERMTXX3+tr6/P4/GuXr3acC/nzp2ztLR89uwZrTIxMSGE3L17t+EqPp8fFhZGCAkKCmIY5tatW/Qoai8vr3379sXHx1taWnbv3r26upphmLy8PA0NjXv37jEMk5KSQghxcHDYtm1baWkpwzCJiYkcDmfDhg11fjnFxcWEkB49ejz41507d7y8vEJDQ+kNneRbapiVldXy5cvfelu7tnXrVm1tbWVH0SnMnz9/1KhRyo4CoIVh1hPgHwUFBWFhYQ8fPiSEqKiozJ8//8yZM1u3bt27d6+jo+P8+fMvXrw4d+7cWbNmEUI2btz4yy+/EELoa45OTk6nT5++fv36p59+SltjGOabb74xNzcnhIwYMcLZ2Xnt2rUpKSn19bJr167AwEAXFxcDAwNa5evru3nzZg6HU1NTU18VIcTKysrf3589SvHdd999//33r1696ufnN3nyZELI3bt3165dm5OTM2jQoN27dwuFwkGDBhFC3nvvvT59+lRVVS1fvpx+1tnZWSAQ1N43UVpFRQW7cXd5eXlycjK71LeTfEsNYximsLCwY+8B/ujRI7FY3LHH2EYIBAIGB2FAh4PUE+Afp06dEovF7Fl5EonE29ubPbKZLq/R0tKilzS/0dbWppccDsfIyEh6C0kdHR2aURFCxo0bp6urm5aWxjBMfb0kJibm5eVJP25mu26gipJZZEPXdLOPm/v27UsIKSoqIoRUV1cLhUI+n0/zqhEjRmRnZ0t/tuG8k47rhx9+YC9PnDghvbFRJ/mWGiAUCo8dO3bs2DE572+nuFyuo6OjsqPoFIYPH67sEABaGFJPgH/cv3+fx+Oxm9c0TE1NTaaEw+GIxeI6b+ZyuQ4ODufOnauqqqqvl61btxJCam9SzeFwaG5XZ5U8oUrf5u7uHhkZefr06UGDBjEMc/v27U8++USeRurj7u5O88s6dcJvSVVV1dfXd+XKlXLe3x4dPHhw165daWlpyg6k41u3bl2LHLsA0KYg9QT4h46OzvPnzwsKCqTTl5qaGh6P1/xV0hoaGn379tXQ0KivF5FIRAi5cuXKqFGjZD5LD+Cps6qxJk6cePLkyXnz5lVUVEgkknnz5q1evbo5DXbp0mXs2LESieSvv/5q/ibbHeBb4nA4PXr0oNOlHZWhoaGKikrHHmMb0a1btyZsmgvQxmHbEYB/jBgxghCyadMmtkQikWzevLnOWbpGvYAlkUiSk5NnzpzZQC9DhgwhhCQlJdXuYtiwYfVVNUF2dvbvv/++evXqzZs3h4aG1rkjZmPt37//ypUrtcvxLQEAgAykngD/cHV1tbGxiY6O9vf3v379emxs7KxZs9zd3VVVVQkhpaWlhJCqqip686tXr8i/rwayJZWVlexldXU1vYcQkpCQoKuru2HDhgZ6cXFxcXR0vHjx4p49e8Ri8cuXL+n7gvHx8UOGDKmv6sWLF2xUbGwvX74khLx584ZePnv2jPx7+E1MTExMTEx2dvbt27czMjIePnwofab5vXv3LCws6nvlgH4DlZWV0sMUi8UnT54MCgqia9s7w7cEAADNooxl9QCKJufmSk+fPrWzs6P/aejr6584cYKWX79+nc7DTZo0KS0tLTs728PDgxDSp0+fgwcPlpaW0kXf6urqu3btqqmp+f33352cnIYPH7569er//Oc/8+bNe/HixVt7KSoqmjRpEofD0dPTGz9+/JdfftmvX7+QkJAHDx40UPX77797eXnRYKKiolJSUgYMGEAImTp1amZm5tWrV+kpRM7OztnZ2cnJyd26dZP+E8DAwCAhIYEGkJyczOVy16xZU/ubOXz4MLusxNzc3MHBwdHR0cbGRkdHhxBiYWHReb6lhmFzJWhB2FwJOiQOg40boBPYt2/fJ598Iudv+7Nnz8rKyiwtLZv5mFUoFP799999+/ats536eikrKxOJRD169Hj9+rWmpqb08pcGquSUnp5+5cqVmTNn/v3333T+ks/nnzx58tatW2wXurq6jW22Odrjt9QAa2trFxeXbdu2NbbTdmTbtm0bNmyQ3qkAWsmCBQv4fD72sYIOBsuMAGQZGhq2yPHiqqqq7M5B8vfCZn7sFkXyVMnj/v37rq6uOTk5Ojo67MZD77//Pl27I9OFwrTHbwkAAJoM73oCdBbXr18XCAS//PILfaNRLBbfuXMnPDx85MiRyg6tDcG31BpqJ+4CgUAoFDahqfqeXTAM08A+RPVt6dXMTsvLyxt4llJZWSk98KaNF6DjQeoJ0Fl89NFHy5YtW7dunba2dp8+ffT19cPDw11cXKZMmaLs0NoQfEst7q+//jpw4AB7GRERERAQEBQUpKOj4+3tTdd7yaOiooL+f1G7av/+/b169erTp4+FhUVISIj0srBjx455enquXr161qxZkZGRjQ2+vk737t1ramqqq6urq6v7n//8h/5DRTqeqVOnbty4ccKECVOmTMnLyyOE8Pn8lStXsgvdADovZb5oCqAoci4z6iQePHiQnZ395s0bZQfSpjXtW1LAMqOysjKJRKLEdhq1zCglJWXLli3s5cGDB7/++mv68/Xr1wkhs2bNkqedixcvfvbZZ1wud9iwYTJVaWlpH3/8cXp6elpa2gcffEAIOX36NK369ddfNTU1nz17xjCMUCg0MzPbs2ePnJE30Onu3budnJx27969evXqXr16EUJ8fX3Z2v379xsYGFRXV9PLpUuXDhw4UCwWMwyTkZExZ86cmpoaOQPAMiPokPCXMXQKSD1BMVo79ZRIJK6urs3/Z0Nz2pE/9fztt99Gjx4tEonYkrlz5zo5ObGXJiYmXbt2lb6hYX379pXJAsVi8b59+9jLwsJCNTW1+fPnMwxTXl6uq6tLf2Yj5/F4jx8/lrO7Ojutrq728PAQCoX0sqioiO6/VlxcTEucnJzc3NzY+y9dukQIyc7OppfffPNNQECAnF0j9YQOCQ/cAQDajZCQkDNnzrSddhoWFBS0YMEC6d0JPDw8VFVV2QfiBgYG2tra8p8WRpM8aVwu18/Pj700NDQ0MjKaPn06IeT06dNlZWUzZsxga11dXUUi0ZEjRxo1CplOMzIygoODebx/Fun27NmTvozx9OlTWmJiYnL+/Hl2O9v09PSuXbuamJjQy4CAgLi4OD6f36gYADoSpJ4AAEpw69YtX1/fxYsXT5s2bdWqVXRr/fj4+LFjx9rb2zMMQwiJiooaP368vb093RU/IiIiPDycEOLp6enj41NYWLhz587Ro0c/efIkODjY2traysoqOjq6se0QQvh8vq2t7fHjx1twgCdPnrx79+6sWbOkC2fPnk23jyWEVFVV8fn8OXPmNGEDLGnSqW1iYqKjo6O7uzsh5MKFC4QQS0tLttbc3JzL5Z47d6453Tk4OLA7zlI2NjZcLpftyNvbu6amxs3NrbCwsKCgICYmJjo6WkNDg9ZqaGi4uroGBwc3JwaA9k3Z064AioAH7qAYcj5wP3nypIGBwd9//80wzKtXr2xtbU1NTQUCAcMwbm5uhBD6aiDDMPPmzSOEFBQU0EtfX19CCH1HMzExkZ4sOnPmzCNHjvz8889WVlaEkAMHDjSqHdoUh8PZsGGDPGOU84H7jBkzhg4d2sANR44cMTY2Lisrk6dTysLCova7nlRxcfEXX3yhoaGxceNG+p4lPWGLHTKlpaVlbm4uf48Nd0q5uLj4+PhIl6xcuZIQYmRk5OTklJGRIXM//eOosLDwrV3jgTt0SJj1BABQqJcvXy5evNjf379Pnz6EEC0trW+//fbx48dBQUGEEH19fembZS6lOTs7Ozs7E0JCQkK8vb09PDwuXbqkoaERFhbWqHZoUwKBYP369c0YlqysrKzevXs3cEN0dPTu3bvpgVjNJBaL9+7dm5ubq66uHhISQk+uKi4uJoR07dpV+k51dXX519TLg8/n3759+6uvvpIu3LJly8SJEwsLC3///feUlBSZj9CNbPHMHTotpJ4AAAqVkpJSVFQ0cOBAtsTR0VFFRSU+Pl7OFtgn1PSNw549e9JLQ0NDFxeX3NzcysrKRrUj3UiLqKmpycvLa+Bohvv37xsbG7u6urZIdyoqKqtWrYqLi/vjjz9sbW1jY2MzMjJoti2zpWh1dXW/fv1apFNCiEQiWbFixcmTJ9lXOQkhNTU1CxcutLa2TkxM1NfX//zzz+kRsiyabWdlZbVUGADtC1JPAACFysnJIYRI7z2ppaU1dOjQ8vJygUDQzMb79u1LCJEz9Ww9QqFQIpE0sH4oKSlpzZo1Ld6vsbExfY0yKyuLfhWvX79maxmGef36tbW1dUt1Fxwc7OPjM3r0aOnCQ4cOXbt2bfv27RMmTLh169bgwYM3b95cWFjI3kAnYktKSloqDID2BaknAIBCGRsbE0KuXr0qXWhgYNClS5cePXq89eMNL8opKyvr3r27PFOYzVzc0zBNTU0zMzO6dqpO3bp1s7GxaY2ux4wZQwixtLQcOnQoIeThw4ds1fPnzxmGGTRoUIt0FBMTY25u7u3tLVN++PDhsWPH0rS7d+/e3377rUQi+fnnn9kb6OL3Fpx8BWhfkHoCACiUg4MDj8e7cuWKdGFaWtqYMWNUVFS6dOlCCJE5HYdF88UGjoW8deuWp6cnIaSZ7TSfjY2N9FSfDPo6ZmtITU3t37//sGHDfH199fT0kpOT2aqbN29qamrOnTu3+b388ssvpaWlixYtYksuX75MJzIfP3786NEjtnz8+PFdunQpLy9nS+jXIr30HqBTQeoJAKBQ5ubmX3zxRXZ29rVr12hJVlZWaWnpt99+SwihK9NDQ0NLSkpiY2PpPSkpKTRNNDExYRgmKSmpuLiYPrgnhNy4cYP+EBcX9/Tp07Vr1za2nXv37llYWNCV1y1l3Lhx9+7dq7MqMzNz5MiRMpscBQYG2tjYpKWl1degRCJ5+fKlzLsE1dXVK1asSEpKYhiGEFJTU3PkyJGjR4+qqalpaWmtW7du586d7ORrTEzMpk2bzMzM5Oyxvk6Tk5PXrFlTWVm5+V+LFy+OiIjo3r07IWTu3LnJycl0HytCyPXr17lc7syZM9mPP3jwwMzMTGaHJoBORKnr6wEUBJsrgWLIubmSSCTatGmTkZHRtm3bjh07Nnny5JSUFLZq6tSpXC7XyMgoPDx8x44dgwcP3rhxI92L5/bt2127duXxeMuXLxeJRHQTH39//08//dTf33/YsGGZmZlNaIfutblmzRp5xijn5kpv3ryxsLC4ePFi7Sq6oEr6gE2GYRwdHQkhMrsUsS5dusROMYaGhqanp9Py6upqJycnLpdramr6xRdfbNy4kW5ZxYqIiBgzZsyWLVs2bNiwbt06drept/ZYX6d37tzR0tKq/ZfpoUOH6KdEItGqVav69u27fv36zz//3MnJ6cKFC9LNDho0KCIiooGvjoXNlaBDwl/G0Ckg9QTFaNRBmhUVFampqXw+XzofogQCAS2sqqqSqXr9+nVRURH9maae+fn5z58/l9nAslHtMAxTWloqZ9jyH6T5yy+/TJkypc4q6a4pkUiUkZERGhoqZxjSysvLG4hfIpHI5KPN7/Gtqqurs7Ky8vPzZcrT0tIGDx78+vVreRpB6gkdEh64AwAoh4aGxqhRo6ysrGqvBNfX16eF6urqMlWampq1VxH16tWrzk005W9HV1e3SYNoiLu7u5GRET1VSEbtIXA4nBMnTsyfP78JHWlrazcQP4fDoVuotmCPb6WmpjZw4EAjIyPpQoFAsHbt2oSEBE1NzdboFKBdQOoJANBeVVdXk/rXErUFe/fu/fnnn+U5uzIpKWnRokV0+b9iKLjH0tLSwMDAHTt2yOSjAJ0NUk8AgHYpLS2NTihGRUXl5uYqO5y6qaio7NmzR54p1UmTJpmamiogJGX1+Pz58wMHDkgfJQDQOfGUHQAAADQRuya9LU98EkIcHByUHYLyvfPOO8oOAaBNQOoJANAu2dvbKzsEAIBGwwN3AAAAAFAQpJ4AAAAAoCBIPQEAAABAQfCuJ3Qi58+fV3YI0MFVVFQ8fvy4Y/+m3b9/XyQSdewxthH5+fnKDgGg5SH1hE7ExcVF2SFAx/fkyZPY2FhlR9Hq8F+TYowaNUrZIQC0MA7DMMqOAaDVVVRUlJSUKDsK6Jj69u27ZcsWLy8vZQcCHVCXLl169eql7CgAWhJmPaFT0NTUxMl10Hq6d+9uYmKi7CgAANoBLDMCAAAAAAVB6gkAAAAACoLUEwAAAAAUBKknAAAAACgIUk8AAAAAUBCkngAAAACgIEg9AQAAAEBBkHoCAAAAgIIg9QQAAAAABUHqCQAAAAAKgtQTAAAAABQEBONMNgAAIABJREFUqScAAAAAKAhSTwAAAABQEKSeAAAAAKAgSD0BAAAAQEGQegIAAACAgiD1BAAAAAAFQeoJAAAAAAqC1BMAAAAAFASpJwAAAAAoCFJPAAAAAFAQpJ4AAAAAoCBIPQEAAABAQZB6AgAAAICCIPUEAAAAAAVB6gkAAAAACoLUEwAAAAAUBKknAAAAACgIUk8AAAAAUBCkngAAAACgIEg9AQAAAEBBkHoCAAAAgIIg9QQAAAAABUHqCQAAAAAKwmEYRtkxAAC0G2/evLG0tHz16hVbUlVVpaqqyuPx6CWHw9m9e7eXl5eSAgQAaNOQegIANI63t/exY8fq+8NTVVVVIBDo6ekpOCoAgHYBD9wBABrH29u7vryTx+NNmzYNeScAQH2QegIANM6UKVN0dXXrrBKJRD4+PgqOBwCgHUHqCQDQOKqqqnPnzmVf7pSmoaHh6uqq+JAAANoLpJ4AAI3m5eUlEolkCnk83syZM7t27aqUkAAA2gWkngAAjTZmzBhDQ0OZQpFI5O3trZR4AADaC6SeAACNxuVyP/zwQ5ln7t26dXN2dlZWSAAA7QJSTwCAppB55q6qqurt7a2qqqrEkAAA2j6kngAATTFs2LD+/ftzOBx6KRQKsY08AMBbIfUEAGgiHx8fLvefP0WNjIwcHR2VGw8AQNuH1BMAoIl8fHzEYjEhhMfjffTRR+wMKAAA1AepJwBAE1laWg4dOpTD4YhEorlz5yo7HACAdgCpJwBA03300UcMw/Tv33/o0KHKjgUAoB2o4zQOgEaxsrJ69eqVsqMAUA76wP358+fGxsbKjkVeDMOIRCIej9ex3xAQCoVcLldFRUXZgXQK0dHROMcL5ITUE5orPz/fwcHBwcFB2YEAKMfBgwfd3Ny6d++u7EDklZeXd/jw4eXLl+vo6Cg7lla0bdu2YcOGjRs3TtmBdHDV1dVff/11ZWWlsgOBdoPDMIyyY4D2TUdHZ8OGDUFBQcoOBEA5MjIyhg8fruwoGuH8+fMuLi5PnjwxMTFRdiytyNjYeOHChRs2bFB2IB1ceXm5rq7u8ePHPT09lR0LtA941xMAoFnaV94JAKBcSD0BAAAAQEGQegIAAACAgiD1BAAAAAAFQeoJAAAAAAqC1BMAAOSSk5MjkUiUHUUrEolE0pcCgUAoFDatqTp3j2EYpqCgoIFP0W1iW7BHqry8vL7ayspKmVE3ecgAckLqCQAAb3f+/PkBAwbs2LFD2YG0lr/++uvAgQP054iIiICAgKCgIB0dHW9v75cvX8rfTkVFRXh4uIuLi0z5/v37e/Xq1adPHwsLi5CQEJkk/tixY56enqtXr541a1ZkZGSjIq+vR0LI3r17TU1NdXV1dXV1//Of/1RUVEjHM3Xq1I0bN06YMGHKlCl5eXm0nM/nr1y5sqqqqlExAMgPW8oDAMDbDRkyxM/Pz9nZubU7Ki8v19bWVvBJS5cvX75x48bKlSsJIYcOHaquro6KiiKEBAQEODk5CYXCEydOyNNOYmLimTNnIiMjZQ5WTU9Pv3btWkJCAsMwX3311aZNm+zt7dnjfxISEhYuXJiXl2dgYCASifr379+lSxd/f//m9EgIiY6OPnz4cHBw8OPHj/fv379r165Xr14dPHiQEBITE7NmzZonT56oqakRQj777DNXV9fMzEwulztkyBCxWPzxxx//8MMPqqqq8sQA0DgMQPNoa2tv3bpV2VEAgLzOnTtHCHny5ImyA6mDRCJxdXV98+ZN85vq06fP+vXr5bnzt99+Gz16tEgkopdz5851cnJia01MTLp27crWyqNv377Dhg1jL8Vi8b59+9jLwsJCNTW1+fPn00u6JTt7yTDM1q1beTze48ePm9wjwzDV1dUeHh5CoZBeFhUV0TyyuLiYYRgnJyc3Nzf25kuXLhFCsrOz2ZJvvvkmICBAnq7LysoIIcePH5c/Wujk8MAdAADaipCQkDNnzii406CgoAULFrCnvXt4eKiqqrIPxA0MDLS1tbncRvx1KTNZyOVy/fz82EtDQ0MjI6Pp06fTy9OnT5eVlc2YMYO9wdXVVSQSHTlypMk9EkIyMjKCg4N5vH+ebfbs2XPKlCmEkKdPnxJCTExMzp8/X1RURGvT09O7du0qfbpVQEBAXFwcn8+XPwYAOSH1BACAt0tLS1u+fPmWLVvoZX5+fmRk5Lhx4x4+fBgdHe3g4DB8+PCkpCRCSGFh4c6dO0ePHv3kyZPg4GBra2srK6vo6GhCSHx8/NixY+3t7RmGIYRERUWNHz/e3t7+xYsXhJCIiIjw8HBCiKenp4+PDyGEz+fb2toeP3689cZ18uTJu3fvzpo1iy2ZPXt2cnIyzTWrqqr4fP6cOXOa+QIAm9cSQhITEx0dHd3d3enlhQsXCCGWlpbsDebm5lwul05ON5mDg4OdnZ10iY2NDZfLpR15e3vX1NS4ubkVFhYWFBTExMRER0draGiwN2toaLi6ugYHBzcnBoA6IfUEAIC3yMrKunjxYkREhEAgoCUCgeDEiROXL1/+8ssvVVVV16xZU15e7unpWVNTw+fz9+3bd/369aCgIFtb27CwMA6Hs3jx4oMHD7q7u+vp6aWnp9PUMyAgwNTUND09na6qXrZs2dy5cwkhp06donN+hYWFmZmZ2dnZrTe0w4cPDxgwQEtLq87auLi47t27h4WFtUhfJSUlK1asmDFjxsCBA9lZVbrmvVu3buxtqqqqGhoadHqyBd25c8fLy0tTU5MQ4ubmtnLlyhs3btjZ2Xl6eh45csTX11fmfnt7+/j4+GfPnrVsGABIPQEA4C2srKxkVr28++6777//PiHEz89vwYIFbm5ufn5+JSUlOTk5zs7OdDVSSEiIt7e3h4fHpUuXNDQ0aAKnr68v3Y7MpQxnZ2eBQLB+/fqWH9K/srKyevfuXV9tdHT07t27dXR0mt+RWCzeu3dvbm6uurp6SEiIl5cXLS8uLiaEdO3aVfpmdXX1Ri2rfys+n3/79u2vvvqKLdmyZcvEiRMLCwt///33lJSU2h8xNzenH2zBMAAIUk8AAJCH9CNjir5HyD6l7du3LyGEvj5Iq3r27EmrDA0NXVxccnNzKysr5elL+uk220hrqKmpycvLMzQ0rLP2/v37xsbG7Dr0ZlJRUVm1alVcXNwff/xha2sbGxubkZFB/k2+ZTbXrK6u7tevX4v0SwiRSCQrVqw4efIk+zZnTU3NwoULra2tExMT9fX1P//885CQEJlP0YQ7KyurpcIAoJB6AgBAC2j4bUiamMqZeiqMUCiUSCT1LSFKSkpas2ZNi3dqbGxM36GkWR39Zl6/fs3ewDDM69evra2tW6rH4OBgHx+f0aNHsyWHDh26du3a9u3bJ0yY8P/Yu/dAqPL/cfyvGddcSsollyJ0Q2uVWkqRclmWLaVQaqttXdaG7b5Cqd3u6a4tW2spXUUXKiIqa6KbQoXstng3cqcaZuZ8/3j9Or/5zIwxM8yIno+/Zs4583o9z2W3p3PO6/l68ODB+PHjt27dWlNTw/krfCO2vr6+p8IAAIPUEwAAgMQ1NTWpq6sLcwtTmhU9lZWVDQwMWlpa+K4dPHiwmZmZJPq1tbVFH4cW4Xqcr169Ite+efOGIAhTU9Me6evEiROGhoY+Pj6cCxMSEqZNm4Zz7mHDhu3atYvNZl+4cIFzG3wDuwdvvgKAQeoJAABA4h48eODl5YUQUlBQQAhxTqvDCeed3ZlPUlRmZmZcd/tI5OuYPS4vL8/ExMTS0hIh5Ofnp6amlpWVRa4tKChQVlbGI666KSUlpbGx0d/fn1xy+/bt+vr6f/75p7Kyklxob2+voKDQ3NzM+Vt8WDiH3gPQIyD1BAAA0DU8syLn/Ip4HMyHDx/wVzwUmjOnzM/Pxx+Sk5Nfv34dHh6OEPrmm28QQps2baqvr7948eKdO3cQQtnZ2Tjd1NfXJwgiMzOzrq7u5cuXRUVFRkZGx44dk9x+2dnZFRUV8S5/9uzZ5MmTeSscBQUFmZmZ0Wi0zhpks9kNDQ2crxYwGIzVq1dnZmbicf3t7e2JiYmnTp3CMwmpqKhs3Ljx4MGD5M3XEydOREdHGxgYiN0jlpWVtWHDhnfv3m39KCAgICYmRl1dfcGCBVlZWbimFULo7t27VCrV09OT8+cVFRUGBgZcFZoA6D6YSBMAAEAX8vPz8eztqamp5ubmAQEBt2/fPnXqFEJoz549Ojo69fX1J06cQAjt3buXvE+Wnp5+/fp1giAKCgpyc3N1dXURQo6Oji4uLnv37j19+nRISIi3t/e7d+/Kyspqa2u1tbU9PT13797t6uoaHBy8c+fO3NzcyspKzvtzPS4oKOjw4cMZGRkzZ87kXF5RUUGj0Z48ecI1N/qjR4+ePXu2f//+hIQE3taysrLOnj1bX19fX1+/efPmr7/+euLEiRQKJS8vb8+ePfr6+vPmzRs4cOChQ4fw0cDCwsJkZGRcXV3d3Nzev39vamq6cuXK7vSIEHr8+LG7u3trayvO+Enx8fEIoS1bthAEMWHChO+++661tfXvv/9OSUkZPXo055ZJSUkhISG8w8sA6K7em0gJ9BMwkSYAfYsUJtLEk6FXVVW9efOmurqadwM6nc5isQiCeP/+Pdeq1tbW2tpa8mtjY6N4MQg/kWZKSoqTkxPvcs4wSEwms7CwcNOmTaLG09zcLHhf2Gz2f//914M9donBYJSUlFRVVfGuotFo48ePb21t7bIRmEgTiAoeuAMAAJAUTU1NvlUzNTQ08BgXRUVFrlXKysqco5EGDRok0QgRQu7u7jo6OnhWIU58B0VRKJRz584tXbpU1F5UVVUF7wuFQuG8Fdr9HrskLy8/ZswYHR0druV0Oj08PDwtLQ3XnwegZ0HqCaQHT9rB18uXL8m5PbrU0NBQVlbWQ0GJT/BICLJKn0SjxXPASI7g89LY2EiOSxDpDEoonu7r7GRx1VwURn19PflaJL4tJCGSvgbEw2AwUOdjiT5Bx44du3DhgjBzV2ZmZvr7++vp6Ukhql7psbGxMSgoaN++fbwpKQA9AlJPIA379++3tLQ0MTHhu/b69eujRo3Cb5IJlpeX5+bmpqGhcfz48Z6OUQRJSUleXl7r1q2bO3fugQMHeDd48eLFyZMnpRBtcXHxmjVrOEd+dCkjI8Pf39/IyMjIyMjS0nLGjBnTpk1zdXXduXMn198GAs5LRkaGk5OTpqYmLkwo/BnsDon2IuBk4bMZHx8/Y8YMfNxmz5598eLFzpq6ceOGiYnJtGnTpk2bZmVlFRoaiqcoXLVqFf65qamphYWFkZHRqFGjLC0tR48ejZdfuHDhypUrixcvxl8zMjL4tp+bm4s3mDFjRnx8vBjXgKTRaDR8B/Hw4cOfwl+JwpCRkTl69Kgwd1hnzZo1YsQIKYTUWz2+efPm5MmTY8aMkVqP4LPT20/8QZ8n5Lue9vb2AwYM4LuqpqZmyZIljx8/Fqa7R48eIYTWrl0reLOmpiY2my1Mg6K6du2asrLy//73P4IgOjo6DAwMjh49yrlBdnb29u3bRYq2OwEXFhbOnz+/vb1d+J8wGAw8A01+fj5BECwWKy0tbejQoUOGDOE8C4LPy86dOxFCBQUFXW4pNq5jIqFeSHxPFufZvH37NkKIQqHU1NR01khxcbGCggL5Wt7Tp09tbW1Hjx5NEMS8efOWLFmCSzbiLH/cuHEEQbDZ7NLSUktLyyNHjhAE8fbtW1xgyMHBgW8XePpKhFB2djZeIuo1IOl3PfPz8+989OjRIwn10iXh3/UE3QHvegJRwV1PICWdTVWHV504cWL8+PHdbIdEEISvr297e7sI8QmnpaXF29t7/vz5WlpaCCFZWdng4OCgoKB///0Xb5CXlxceHv7zzz8LH203A7a0tJw4cWJISIjwP8EveKGPs5VQqVRnZ+fdu3fX1dVt27aN3EzweVFTU0MfJ1cU6QwKifeYSKIXTrwni+ts4tllNDQ0BJzW+Ph4BoOBC1gihExNTVNTU/FeEARx8OBBTU1Nrp9QKJTRo0dv3boVVykaMmTI8OHD1dTUMjMzHzx4wLVxRUVFeXk5boSc7UaMa0CiJk2aNOWjL774orfDAQB8WiD1BP1QRETElStXJNHy5cuXm5qaPDw8yCVubm5MJjMxMRF/DQsLW7ZsmajlSLoZcGBgYHJycnFxsfA/4Z0wBle3FnW+5s5mIOw+yZ1E4XGdTWF2lk6nI4Q4H8erqanNnj27paUlJCREwKANe3t7PMMNQkheXj4wMBAhhG8tc9q/f39ISAg+fZzxiHENAABAr4DUE0hVdXV1ZGSkqanp9OnTb926hRfSaLTQ0NDt27eL1+D27dt37979008/eXp6trW1xcTE7NixAyHk5eXl6+uLEGIymWlpad7e3kVFRSkpKV9//fX06dPxlHH37t1bvny5hYXFqlWrhBm/gt9g45zew9DQkEql4ieY58+ff/Lkydy5c4WPFiHEFbAY0SopKbm5ueFZobHi4mJzc/MzZ84IfyQLCwvRxzn9MN7zkp+fv2zZsrCwsIULF3IWuObcsq2t7dSpUw4ODlVVVevWrRszZgw5TUtqaqq/v7+NjY2Hhwd+uo09efIkLCxs7dq13t7ee/bsaW9v5z2JfON58OCBn59fQEDA119/vXbtWlyRu6qq6sCBA3Z2dq9evYqNjbW2tp4wYUJmZib5q8bGxl27dsXFxS1evHj69OmdpWtdnk2+HB0dEULh4eGRkZHkQLTdu3erqqpOmTJFwA8VFBQmTJhAfg0ODlZQUDh37hxnScvm5uZr166RB4QT7zUAAACfqN593g/6ASHf9fT29paXl/f09IyJidm2bZuGhoasrGxubm5xcfGWLVsQQmFhYcJ0h2dMIV/I++GHH86dO0cQBJvNdnZ2xnX48KgO8jXBu3fvzpo1CyHk6ekZGxtbUFDg4eFBoVDWrVsXERGRm5uLH4/GxsZ22Ttuh6tOoYqKiqGhIUEQHh4eFhYWokbLFbB40eLpXsh3EDMyMigUSlRUVGc7grOcrKysqqqqgoKCmJgYFRUVJycnMiTe85Kenm5sbIxfcmUymfr6+gihJ0+ecG159uxZPAtLcHDwli1bjI2N8Utg+/fvj4iIwL91c3NTVFQsKSkhCOLq1au2trYtLS04bLIdrpPIG8/58+e1tLRwHcSWlhZzc/MRI0bQ6fQHDx7g24fe3t7Hjx9PTU01NjZWV1dnMBj4h99+++3UqVPx5+Dg4LFjx/I9Wbxns66uDiGkqanZ2VHFAgIC8P9dJ0yYcP/+fb7bcL7rycvExIQgiO+//x4fRnL53r17o6OjCYLA73u8ffuW81dc14AAUqjr+SmAdz2lA971BKKC1BN0l/Cpp5ycXEVFBf6K70JNnz6dIAj8jFK81FNTU5NMsK5du4bHcHBlLQRBnD59GiGE0z6CIB4/fowQWrduHf7KZrMHDBiwaNGiLnvHT6UbGho4Fw4dOlRNTY0giFGjRrm4uIgaLW/AYkSLkzY8Ux/Gtxo2Caeejo6OdnZ2eFSvtbV1YWEh5zac54XBYBgZGQUFBZFrf/nlF4RQUVERwXMG8cuRZPwEQVRVVWlqara1teGv+Hn08uXLW1tb9fT0Dh06RO6al5fXgQMHeI8JVy/19fUaGhobN24k116/fh0htHDhQoIgdu/ejRDC8+gQBIFz1qdPn+KvLi4u/v7++PPevXupVCqum811snjPppCpJ0EQCQkJuCSkjIxMeHg4k8nk2kCY1PP58+dUKlVJSQmnmCwWy9TUFH/mm3ryXgOdgdQT9CBIPYGoYCJNID0DBw40NDTEn3HGQ6PRCILozkRtzs7OUVFRlZWVv/76q4uLC+cqztcZFRQUEEIqKir4K/6XW1VVldxSR0eHLFEpgIaGBuKp8shgMExMTNrb28vLywU/VBUQLWfAYkQ7cOBAhFBJScmMGTPwEr7VsLns2rXL3NycIIjy8vKoqKgJEyZ4e3snJCTglwg5z0tGRkZ5eTnZOEKInGCaa0uyaysrK3LJpUuXWCwWOTcgm8328fExMDBIT0//77//XF1dyV3jekmA8yRy9pKdnV1bW8tZ/8XGxkZGRiY1NRUhJCsrixDCo/gRQsOHD0cI1dbW4q/Xrl1DCLFYrGvXrmVkZLDZ7Orqaq7KX8KcTQF8fX2dnZ1DQ0P/+uuvLVu2vHz5MikpSdRGRo0a5eHhkZycfPjw4Y0bN6akpEybNm3IkCGdbc97DQg2btw43ld++5MPHz789ttve/bs6e1A+jmCIHo7BNDHQOoJegeVSrW2tk5PT+9mPcL9+/e/f//+5MmT58+fj4uLI0cWCyYvL8+1hEKhCC4Rj+EkprW1lUzsCIJobW0dN25cR0cHm80WPBJFctHiser19fXCNMjbmrGxcXx8fHp6+unTp+fOnTtnzhyubfDwI94S00LmLs+fP5eVlcVPhDlFR0dTqVScW4vk5cuXCCHOF15VVFQsLCwKCwvxzVEBQRIEcfz48ZycnODgYCcnp6tXr/L+2ynM2RRsyJAh8fHxLi4uPj4+Z86ciYqKEqNQ4po1a5KTkw8ePLh69er9+/cfPXpUwMaiXgOhoaG4TEF/FR0dPWnSJCcnp94OpJ/78OEDfgYCgJAg9QS9RklJafjw4UpKSrimjHgGDRp09uzZU6dOrVq1av78+bKysjhtktDtHDwK59WrV+Q9P/zQ3NTUVFlZ2cDAAI90ETXa7geMb+mNHDlS7BaoVOrYsWPv3LlTUVHBuxYneTk5OV999ZUYjQ8cOBDP5c2ZvLa3tysqKrLZ7IKCgqlTp/L+SsAxwTO75ObmLly4kFyopaWloKAg4L4gFhQU9OjRo+zsbHl5+fz8fL7bCHM2OREE8fDhw6FDhyYlJeHpyzFvb+/Y2NicnJwrV66IkXp+9dVXtra2ubm5K1euHDRo0KhRowRsLOo18P333+MXdvurPXv2WFtbh4WF9XYg/VxzczOknkAkMMId9A42m52VleXp6dnNdrZu3YoQ8vHxKSws1NPTS0hIQB9TFgF3McV+QuTn56empkYO2UYIFRQUKCsrL1iwACFkZmZWU1MjarRdBixMtLhfzqH3YigvL0cI8c0C8UuunOPERTqG+OF7dHQ0uYTNZm/duhUX6YyMjCTfYWCxWLiikOBjYm1tLSsrm5OTw7mQRqPZ2toKfn/jn3/+OXLkiKOjI76XLGAWyi7PJqe4uLhHjx7p6upu376d67br5MmT0cdXNUj46HV2DFtaWsgbujiR/f3338nyop39vEeuAQAAkDRIPYH0MBgM8jZSWlraoEGDoqKiEEL4mbuQT94bGhoQQuSbjriCN0Jo2LBhZmZm+Gakvr4+QRCZmZl1dXX4yWxjYyNnFzgM8uU/vOTdu3dd9q6iorJx48aDBw+SO3LixIno6Gjcr52dXVFRkajR8gYsRrQVFRUGBgYTJ07EX4uKioyMjHgfcGNsNhtPb0gGVl1dHRoaWlNT4+LiQr6jyXleHBwcbGxsbt68efToURaL1dDQgF9eTE1Nffv2LdcZxM3iUTuYm5ubmZlZbGzsihUr7t69e/Hixblz57q7uzs5Oc2cOfPWrVvOzs5JSUmHDh2aPn06LpvKexI5ezE0NFy1alVpaemdO3dwFyUlJbhqEnnYybvpOBJcyorNZlMolISEhNevX9NoNDyi69WrV2/evOE6WbxnE5+XDx8+cOZ8HR0dZ8+eDQ0NdXJykpGRUVdX9/LyIk9WR0dHQkKCgYEBZy1YhBAesYQb5NLS0lJbW0vWVHJ1dR03bpyVlRVZ9ZPFYuGBHfhPBRLXNQAAAJ8oKQ9rAv2PkCPc//777ylTpkyYMGHdunU//vjj4sWL8fjcv//+29vbGyGkq6t7+PBhwY3k5+e7ubnhjY8dO0YQhK6urqOjY0JCwpEjRwICApqamgiCePjw4YABA2RlZUNDQ5lM5t27d3E6NWvWLBqNVlpaih9z6+rq/vnnn42NjREREQghRUXFQ4cOCTMbYUxMjK2t7fbt26OiojZu3MhisfDyDx8+GBkZ3bx5U6RouQLOyckRI1pTU9OYmBgywqysLCqVumHDBt7gMzIycNUehJCOjo69vb2RkdHIkSPd3NxiYmLIEeW856W2tnbWrFkUCkVNTc3e3v6XX34ZOXJkRETE6dOnObf8/fff8Rux06dPv3TpEtnv69evyaxIQ0ODHP9eX18/f/58fKvSxMQEz+3JexJ542EymdHR0To6Onv27ElKSnJ0dMQTS2ZnZ+MH0y4uLs+ePcvNzcWz/jg4OJSWlhIEERYWpqCgoKOjExkZ+fz586FDh+rr6+/YsYPrZHGdzYSEBBsbGxy/iYnJ1KlTraysxo4diwcz4dFaBEG4ubktWLDAyspq0aJFP/30k46Ojp2dHe6X9Pvvv5N55NKlS/HLptjZs2ft7e0RQhYWFidPnsQL//jjj6SkJPz55s2b+BY7Qmjy5Mnx8fHkb7muAQFghDvoQTDCHYgKUk/QXUKmnlh7e3tFRQVvrRmxtbe3d3R08LbZ2toquLpQN7HZbFxRkktKSoqTk1Nnv+osWqJ7AdNotPHjx+MKQaTGxkbxWhOssbER/82AHwqL+vOamprS0lK+u19VVcW7sMtj0tbWlpeXV1xcTP4BIIzm5mYyeAaD0dmOCD6bfL1+/Rp/oNPp+fn5uAyqFPC9BjoDqSfoQZB6AlHBMCMgVXJycmR9Jb4ETMcyevToJUuW8DaIEOJtU1lZWcCkhd0PgEKh6Orq8m7j7u5+6dKlGzdu4FlthIy2OwHT6fTw8PC0tDSun+NqnT2ObJas/SQSbW1tvhOg8919YY6JkpKSGCOfyEpViF8BAZLgs8kXHv+EENLQ0OB6v1NyOrsGAADgEwSpJ/i0DBs2rLNV6urqfSKAY8eOBQYG4vmKei5uVqpNAAAgAElEQVQu/hobG4OCgvbt28db9gj0CGmeTfHANSA5TCYT14jF6HT64MGD8R+QoiIIgrdiA0EQNTU1Ak4ci8XqTtljhFBtbe3bt2/Hjh3Lu+rDhw/y8vJUKrWjo0O8nQJAPJB6gk/LTz/91NcDkJGROXr0aF5eXo/EI9ibN29OnjwJ97okR5pnUzxwDUjIixcvcnJyli9fjhCKiYl58eJFc3PzhQsXZs+efejQocGDBwvZTltb26FDhzIzM/GEW6Q//vhj7dq1b9++HTlypK+vb1RUFGcd2aSkpIsXL44YMeLVq1fTp08PDg4WKfiGhoaIiIi6ujpnZ2e+fzWVlZV9+eWXt2/ftrS0LC4uTkxM3LRpEy4NC4CkQeoJgERYW1tLoZfRo0dLoRcgnbMpnk/zGmhublZVVe1+ed2eakdUt2/fzs/Px5WtcGGKw4cPI4QCAwOnTJnS0dFx7tw5YdrJyMi4cuXKgQMHcElg0v379+/cuZOWlkYQxG+//Yar3+OBbgihtLS05cuXl5eXa2lpMZlMExMTBQWFFStWCBl8YmLizz//HBkZGRAQwHcDJpO5cOHC1tZW/PWLL75gsVjffffdX3/9Bbc/gRRAcSUAAAA9iSAIX1/f9vb2T6QdUeXl5YWHh5OFVNPS0i5fvow/29jY6OvrX716VZjJzxBCM2fOjImJId8Axths9pMnT/7444+JEydaWVkdPnxYXl4+OTkZr21pafH29p4/fz6e5UtWVjY4ODgoKOjff/8VpscbN274+fn5+/t3lncihDZv3owr9ZIsLS0nTpwYEhIiTBcAdBOkngAAAHpSRETElStXPp12RBUWFrZs2TLyJcs5c+bIycmRRf61tLRUVVVFmmSV61YilUrlHDGpra2to6Pj6uqKv16+fLmpqYmzEKybmxuTyUxMTOyyo+rq6oULF1pYWOASbHzl5ua2t7fPmDGDa3lgYGBycnJxcbEQOwRAt0DqCQAAoFMPHjzw8/MLCAj4+uuv165diyc4SE1NnTZt2qRJkwiCQAgdPnzY3t5+0qRJb9++jYmJ2bFjB0LIy8vL19e3pqbm4MGDU6dO/ffff9evXz9u3LixY8fGxsbixoVvByFUXFxsbm5+5swZie7v+fPnnzx5MnfuXHLJvHnzcKFchND79++Li4vnz5/fzXcAOAcPZWRk2NjYuLu74683btxA/3dWKkNDQyqViktiCRYSElJbWxsYGPjq1asrV66UlJRwbdDU1LRnz57Nmzfz/lZJScnNzU1AiQ8AekwvFnYC/YNIdT0BAL1O+Lqe58+f19LSwiVsW1pazM3NR4wYQafTCYL45ptvEEJkOdXFixcjhKqrqwmC8PPzQwjhaqkZGRlffPEFQsjT0zMxMfHChQt4tDVZMF/IdnBTFAolKipKyN0Ur66nh4eHhYVFZ2sTExP19PTIySCEZGRkZGlpybu8rq5u1apVSkpKmzdvZjAYeOGsWbPII0BSUVExNDTssiNNTU2EkJ+f3w8//GBtbU2hUDw8PFpaWsgNli1b9uzZM4Ig8LuqhYWFnD/H85/V1NSItHdQ1xOICu56AgAA4KOhoSEgIGDFihW4hK2KisquXbv++eefsLAwxDMrfWdFTB0cHBwcHBBCERERPj4+c+bMuXXrlpKS0pYtW/j+UEAxVAcHBzqdHhkZ2b3d6kJJSYmACmuxsbFHjhwZOHBg9ztisVjHjh0rKytTVFSMiIjAk3Whj5Oscg02V1RUxBO9ClBZWUmn062srOLi4mJjY+/du7dmzZqUlBTy4XtCQsKXX36JJ/fiC5cchmfuQNIg9QQAAMBHdnZ2bW3tmDFjyCU2NjYyMjKpqanC/Jx8JI1LYw4dOhR/1dbWdnZ2Lisre/funUjtcDYiIe3t7eXl5XxnPUAIPX/+XE9PjxyH3k0yMjJr165NTk5+/Pixubn5xYsXCwsL0cfkm8lkcm7MYDBGjhwpuEGcMk6ZMoWsRRodHa2oqPjXX38hhCorK69evRoUFCSgBZxS8z6mB6BnQXElAAAAfLx8+RIhRA6vQQipqKhYWFgUFhbS6fTutDx8+HCE0Lt375SUlLoZZM/q6Ohgs9mdDSHKzMzcsGFDj3eqp6e3fv16Hx+fkpKSCRMm4IPT2tpK5tkEQbS2tgq4W4nhm9OcNfDl5OTGjRv34MGDlpaWlStX6ujoREVF4VU4Tz169OiwYcMCAgLwaHp8q7W+vr7H9xEATnDXEwAAAB+4JFBubi7nQi0tLQUFhSFDhgj+reBROE1NTerq6sLcwpRyRU9lZWUDAwM8lIrX4MGDzczMJNGvra0t+ji0CFcAffXqFbn2zZs3BEGYmpoKbsTY2JhKpebn53Mu1NXVVVFRUVFRGTZs2NOnTzM/evr0KUKIRqNlZmaSBT5ra2sRQl3eXgWgm+CuJwAAAD6sra1lZWVzcnI4F9JoNFtbWxkZGQUFBYRQW1ubqqoq1w9xvihgEsgHDx54eXnhz91pRxLMzMxqamr4riJfx+xxeXl5JiYmuNamn5/fL7/8kpWVZW9vj9cWFBQoKysvWLBAcCPKyspLly49deoU5/yfDx8+tLOzo1AoZFUB7NKlS7Nnz46Li+Ms8Il3nHNwPQCSAHc9AQAA8GFoaLhq1arS0tI7d+7gJSUlJY2Njbt27UII4ZHpmzZtqq+vv3jxIt4mOzubxWLp6+sTBJGZmVlXV4ef2iOEyLtxycnJr1+/Dg8Px1+Fb6eoqMjIyAiPwpYcOzu7oqIi3uXPnj2bPHkyV4WjoKAgMzMzGo0moEE2m93Q0MD5YiuDwVi9enVmZiZBEAih9vb2xMTEU6dOycvLI4RUVFQ2btx48OBB8ubriRMnoqOjDQwMuuw0OjpaVVX15MmT+Ovz58/pdPq2bduE3PeKigoDA4OJEycKuT0A4oHUEwAAAH9btmyJjo6eP3/+3r17z5w5ExISQhZLcnR0dHFx2bt3r7m5eXl5ube39/jx48vKympraz09PQcMGODq6rp161by6W16erq/v/8PP/ywZcuW3Nxc/GKiSO3U1dVVVlZWVlZKdJeDgoKGDBmSkZHBtbyiooJGoz158oRz4aNHj549e7Z///7OWsvKygoKCqqvry8tLd28eXNBQQFCiEKh5OXlOTo6Ghoarl69evv27YcOHeJM+MLCwiIjI11dXXfs2LFp0yZTU9OVK1cK06m2tnZBQcH58+eDg4N37dr1448/ZmVldfmknpSUlBQSEiLNe8zgM9WrpZ1AfwB1PQHoW4Sv64m1tbXl5eUVFxeT1TdJdDodL3z//j3n8tbW1traWvwZz4ReVVX15s0brnKVIrVDEERjY6OQMRPi1vUkCCIlJcXJyYl3OWckGJPJLCws3LRpkxi9NDc3C94dNpuNK6qK0WldXZ3w5xej0Wjjx49vbW0V6VcE1PUEooO7ngAAAARRUlL66quvxo4dyzv0W0NDAy9UVFTkXK6srMw7ikhTU7OzkplCtjNo0CBxd0IE7u7uOjo6eFYhTrx7RKFQzp07t3TpUjF6UVVVFbw7FAqFvDcsaqfq6ur6+vrCB0On08PDw9PS0pSVlYX/FQDigdQTAACABDEYDIRQW1tbbwcigmPHjl24cKHLuSszMzP9/f1xKQCp6fFOGxsbg4KC9u3bp6Oj01NtAiAApJ4AAAAkhUaj4duHhw8fLisr6+1whCUjI3P06NEub7LOmjVrxIgR0glJcp2+efPm5MmTnHMHACBRUFwJAACABJFj0vvWjU+EkLW1dW+HIA2jR4/u7RDA5wVSTwAAAJIyadKk3g4BAPBpgQfuAAAAAABASiD1BAAAAAAAUgKpJwAAAAAAkBJIPQEAAAAAgJRQCILo7RhA3zZw4EByrmEAAACfoTNnznh5efV2FKBvgBHuoLsOHjzY3t7e21EA0Gu+//57Pz8/W1vb3g4EgF5jZWXV2yGAPgPuegIAQLdQKJRjx44tX768twMBAIA+AN71BAAAAAAAUgKpJwAAAAAAkBJIPQEAAAAAgJRA6gkAAAAAAKQEUk8AAAAAACAlkHoCAAAAAAApgdQTAAAAAABICaSeAAAAAABASiD1BAAAAAAAUgKpJwAAAAAAkBJIPQEAAAAAgJRA6gkAAAAAAKQEUk8AAAAAACAlkHoCAAAAAAApgdQTAAAAAABICaSeAAAAAABASiD1BAAAAAAAUgKpJwAAAAAAkBJIPQEAAAAAgJRA6gkAAAAAAKQEUk8AAAAAACAlkHoCAAAAAAApgdQTAAAAAABICaSeAAAAAABASiD1BAAAAAAAUgKpJwAAAAAAkBJIPQEAAAAAgJRA6gkAAAAAAKQEUk8AAAAAACAlkHoCAAAAAAApgdQTAAAAAABICaSeAAAAAABASiD1BAAAAAAAUgKpJwAAAAAAkBIKQRC9HQMAAPQZ79+//+6779hsNrnk2rVr5ubm+vr65JKlS5c6Ozv3RnQAAPCpg9QTAABEY2dnl5OTIysry7uKxWIRBPHy5UsjIyPpBwYAAJ8+eOAOAACi8fX1RQh18IMQmjBhAuSdAADQGUg9AQBANHPnzuV7yxNbtGiRNIMBAIC+BVJPAAAQzeDBg52cnDrLPr28vKQcDwAA9CGQegIAgMh8fX2ZTCbXQhkZGTs7O21t7V4JCQAA+gRIPQEAQGTu7u4DBgzgWshmsxcuXNgr8QAAQF8BqScAAIhMSUlp9uzZXM/cZWVlZ8+e3VshAQBAnwCpJwAAiMPHx4fzmbusrKyrq6uamlovhgQAAJ8+SD0BAEAcjo6OnIkmk8nERZcAAAAIAKknAACIQ05ObsGCBeQzdyUlJVdX194NCQAAPn2QegIAgJi8vb3xM3c5Obm5c+fyDjwCAADABVJPAAAQ09SpU3EppY6OjgULFvR2OAAA0AdA6gkAAGKiUql47qLBgwfPmjWrt8MBAIA+oNO54D5xq1evrq+v7+0oAACfu7q6OoSQtrb2Dz/80NuxAAAACgsLMzU17e0oBKEQBNHbMYhDT0+PQqHo6en1diAAAIkrLS1VVFQ0MDDo7UD4e/z48ciRI1VVVbvTyNu3bysrKydOnNhTUQEAPjft7e0PHjxIT093cnLq7VgE6at3PRFCy5Yti4qK6u0oAAASZ21tPW7cuLi4uN4OhL+TJ08uXryYQqF0p5Hjx49///33eXl5PRUVAOBz8/r16+HDh/d2FF3rw6knAAB8CpYsWdLbIQAAQJ8Bw4wAAAAAAICUQOoJAAAAAACkBFJPAAAAAAAgJZB6AgAAAAAAKYHUEwDQb718+ZLNZvd2FKAfwhOocqLT6R0dHWI01VmJQ4IgqqurO/sVi8USoy8utbW1JSUlvMs/fPhA/ocj3k4BIACkngCA/un69eujRo3at29fbwcC+psXL16cPHmS/BoTExMYGBgWFjZw4EAfH5+GhgYh22lra9uxY4ezszPvqj/++ENTU1NXV9fIyCgiIoLzL6ikpCQvL69169bNnTv3wIEDYsTf0NAQHBzs4+OTlpY2ZMgQrrVlZWUaGhqPHj3CX4uLi9esWfP+/XsxOgKALyiuBADon7744oslS5Y4ODhItJfm5mZVVdVuFvUEfcjt27fz8/PXrFmDv8bHxzMYjMOHDyOEAgMDp0yZ0tHRce7cuS7bycjIuHLlyoEDBywsLLhW3b9//86dO2lpaQRB/Pbbb9HR0ZMmTXJzc0MIpaWlLV++vLy8XEtLi8lkmpiYKCgorFixQvj4ExMTf/7558jIyICAAN61TCZz4cKFra2t5JIvvviCxWJ99913f/31l5ycnPAdAdAZuOsJAOiftLW1T5w4MX78eMl1QRCEr69ve3u75LoAn5S8vLzw8PCff/6ZXJKWlnb58mX82cbGRl9f/+rVq8I8DZ85c2ZMTAzvnHxsNvvJkyd//PHHxIkTraysDh8+LC8vn5ycjBBqaWnx9vaeP3++lpYWQkhWVjY4ODgoKOjff/8VMv4bN274+fn5+/vzzTsRQps3b7a0tORaaGlpOXHixJCQECF7AUAwSD0BAEBMERERV65c6e0ogPSEhYUtW7ZMRkaGXDJnzhw5OTnygbiWlpaqqiqVKuy/rbz3EalUKuckBdra2jo6Oq6urgihy5cvNzU1eXh4kGvd3NyYTGZiYqIwfVVXVy9cuNDCwiIiIoLvBrm5ue3t7TNmzOBdFRgYmJycXFxcLExHAAgGqScAoH+i0WihoaHbt29HCFVVVR04cMDOzu7Vq1exsbHW1tYTJkzIzMxECNXU1Bw8eHDq1Kn//vvv+vXrx40bN3bs2NjYWNxIamrqtGnTJk2ahMeCHD582N7eftKkSW/fvo2JidmxYwdCyMvLy9fXFyFUXFxsbm5+5syZXttnIEnnz59/8uTJ3LlzORfOmzcvKysL55rv378vLi6eP39+N1/A4ExtMzIybGxs3N3dEUI3btxACBkbG5NrDQ0NqVRqenq6MM2GhITU1tYGBga+evXqypUrXAOMmpqa9uzZs3nzZr6/VVJScnNzW79+vRi7AwAXSD0BAP1QSUnJzZs3Y2Ji6HQ6QohOp587d+727du//PKLnJzchg0bmpubvby82tvbi4uLjx8/fvfu3bCwMHNz8y1btlAolICAgD///BMh5O7urqamdv/+fZx6BgYGjhgx4v79+x0dHSEhIQsWLEAIXbp0Cd92qqmpefbsWWlpaa/uOpCUhISEUaNGqaiodLZBcnKyurr6li1beqS7+vr61atXe3h4jBkzBt9VxQPeBw8eTG4jJyenpKT0+vVrYRq8ffs2QignJ2fnzp2//vqrqanpt99+S77W+fPPP2/dulVeXr6zn0+aNCk1NfV///tfd3YKAASpJwCgXxo7dizn2Isvv/zy22+/RQgtWbJk2bJl33zzzZIlS+rr61++fOng4ICHIkVERPj4+MyZM+fWrVtKSkpkAqGhocHZMtdXTg4ODnQ6PTIyUiK7BHpbSUnJsGHDBGwQGxt75MiRgQMHdr8vFot17NixsrIyRUXFiIgIb29vhFBdXR1CaMCAAZxbKioqCjOmvrKykk6nW1lZxcXFxcbG3rt3b82aNSkpKfjhe0JCwpdffjlu3DgBLRgaGiKE4Jk76D5IPQEA/RPnU0uEkKysLEJISUkJfx0+fDhCqLa2llw1dOhQvEpbW9vZ2bmsrOzdu3fCdMT5dJVsBPQz7e3t5eXl2tranW3w/PlzPT09PA69+2RkZNauXZucnPz48WNzc/OLFy8WFhbiP3u4SooyGIyRI0d22SBOGadMmYKvdoRQdHS0oqLiX3/9VVlZefXq1aCgIMEt4JSabx1QAEQCxZUAAJ8jwW/j4cT03bt3ZKoKPnMdHR1sNlvA+KHMzMwNGzb0eL96enrr16/38fEpKSnBl2Vrayv5Fw5BEK2trYLvVmK6urro419ZmJyc3Lhx4x48eBAUFDR8+PCoqCi8HCepR48eHTZsWEBAAB5Njz7eba2vr+/BvQOfJ0g9AQCAW1NTk7q6ujC3MKGi52dCWVnZwMCgpaWlsw0GDx5sZmYmia5tbW0RQsbGxs3NzQihV69eGRgY4FVv3rwhCMLU1LTLRoyNjalUan5+PudCXV3dFy9e6OvrP3369OnTp3ghfqxPo9FUVFQWLVpEpp74EYEwd1gBEAxSTwAA4PbgwQMvLy/8WUFBASHU1tamqqrKtRnOO1ksFtfDfdAvmZmZ1dTUdLYWv44pCXl5eSYmJpaWlmZmZr/88ktWVpa9vT1eVVBQoKysjIe7CaasrLx06dJTp04xmUzy3ufDhw/t7OzIeg7YpUuXZs+eHRcXx1XgE+875/h6AMQD73oCAPonPPUfOQEgHorx4cMH/BUP1G1rayO3J28IJScnv379Ojw8HH/95ptvEEKbNm2qr6+/ePHinTt3EELZ2dksFktfX58giMzMzLq6upcvXxYVFRkZGR07dkw6OwikzM7OrqioiO+qZ8+eTZ48mavIUVBQkJmZGY1G66xBNpvd0NDA9Uoxg8FYvXp1ZmYmLqrQ3t6emJh46tQpeXl5FRWVjRs3Hjx4kLz5euLEiejoaPImqOBOo6OjVVVVySlAnz9/TqfTt23bJsSuI4RQRUWFgYHBxIkThdwegM7AXU8AQD+Un5+PZ29PTU01NzcfN27cqVOnEEJ79uzR0dGpr68/ceIEQmjv3r3kXZz09PTr168TBFFQUJCbm4vfjUMIOTo6uri47N279/Tp0yEhId7e3u/evSsrK6utrfX09Ny9e7erq2twcPDOnTtzc3MrKysrKyt7Z5+BhAUFBR0+fDgjI2PmzJlcqyoqKmg02pMnTzgnZH/06NGzZ8/279+fkJDA21pWVtbZs2fr6+vr6+s3b9789ddf46yOQqHk5eXt2bNHX19/3rx5AwcOPHToEHk1hoWFycjIuLq6urm5vX//3tTUdOXKlZzNCuhUW1u7oKBg+fLljx8/HjFixPXr17OysoR5WI8lJSWFhITADX7QA4i+SVdXNzIysrejAABIw1dffbV06VLJtY/n466qqnrz5k11dTXfbeh0OovFIgji/fv3nMtbW1tra2vJr42NjeLFgO+VivdbIDUpKSlOTk58V3FeBhiTySwsLNy0aZMYHTU3Nwu4lths9n///cd3lTCd1tXV/fvvvyLFQ6PRxo8f39raKtKvgJThKVXT09N7O5AuwAN3AAD4/2hqanZWuFFDQwOPblZUVORcrqyszDkaadCgQRKNEPQud3d3HR0dPKsQF95BaRQK5dy5c0uXLhWjI1VVVQHXEoVCIe+DitGpurq6vr6+8MHQ6fTw8PC0tDRlZWXhfwVAZ/p/6omnf+Dr5cuX5MS7XWpoaCgrK+uhoLqFIIjOVpH13j7NaDs6OiTXUZdns7GxEY8PFWZjKcTTfZ2dZa6yf8Kor68n34lsamrqbmSdk+g1IDYGg4H+73ufAHTm2LFjFy5cEGbuyszMTH9/fz09PSlEJblOGxsbg4KC9u3bp6Oj01Ntgs9cf0499+/fb2lpaWJiwnft9evXR40ahd8GEywvL8/NzU1DQ+P48eM9HaNo2traduzYwfkuEacXL16cPHnyU462uLh4zZo1ZIojjIyMDH9/fyMjIyMjI0tLyxkzZkybNs3V1XXnzp2cf1QIPpsZGRlOTk6ampq4GLLwp15sku5CwFnGl0F8fPyMGTPwcZs9e/bFixc7a+rGjRsmJibTpk2bNm2alZVVaGion58fQmjVqlX456amphYWFkZGRqNGjbK0tBw9ejRe/t133y1evBh/zsjI4Nt4bm4u3mDGjBnx8fFIrGtA0mg0Gr6Jdfjw4U/kDzbwKZORkTl69Kgwt7dnzZo1YsQIKYQk0U7fvHlz8uTJMWPG9GCb4HPX20/8xSTku5729vYDBgzgu6qmpmbJkiWPHz8WprtHjx4hhNauXSt4s6amJjabLUyDYrh58+bKlSupVKqlpSXv2uzs7O3bt+PPQkZLSDLgzqItLCycP39+e3u78E0xGAxc1js/P58gCBaLlZaWNnTo0CFDhpCnr8uzuXPnToRQQUGBMBuLh/NgSqgLTnzPMudlgOdrplAoNTU1nTVSXFysoKBAvhb29OlTW1vb0aNHEwQxb968JUuW4KqBOMsfN24cQRBsNru0tNTS0vLIkSNv377F1YUcHBz4to/nrkQIZWdnkwvFuAYk+q5nfn7+nY8ePXokoV66BO96AgC6Cd71/CQImPRMW1v7xIkT48eP72Y7JIIgfH1929vbRYhPFDNnzoyJieH7GCUvLy88PPznn3/GX4WJFkk44M6itbS0nDhxYkhIiPBNycvL4z+48VwaVCrV2dl59+7ddXV1ZFmQLs+mmpoa+jizokinXkhcB1MSXXDhPctclwGe4ERDQ0PA9RAfH89gMMgClqampqmpqXgvCII4ePCgpqYm108oFMro0aO3bt364cOHIUOGDB8+XE1NLTMz88GDB1xbVlRUlJeX4xY4Z1sR4xqQqEmTJk356IsvvujtcAAAoJ/r56mnNEVERFy5ckXSvcjJyfEuDAsLW7Zsmag1L6QQMN9oAwMDk5OT8VxtQuKdMAbXOhZ1NmEBk+B1k3TOvmBcl4EwO0un0xFCnI/j1dTUZs+e3dLSEhISImBIgb29PZ5hRV5ePjAwECGE7ytz2r9/f0hICD53XMGIcQ0AAADoHz6L1LO6ujoyMtLU1HT69Om3bt3CC2k0Wmho6Pbt28VrcPv27bt37/7pp588PT3b2tpiYmJ27NiBEPLy8vL19UUIMZnMtLQ0b2/voqKilJSUr7/+evr06RcuXEAI3bt3b/ny5RYWFqtWrer+SJTz588/efJk7ty5wkeLEOIKWGrRIoSUlJTc3NzWr19PLikuLjY3Nz9z5ozwjRQWFiKELCws8Fe+ZzM/P3/ZsmVhYWELFy7kLLDMuXFbW9upU6ccHByqqqrWrVs3ZsyYrKwsvFlqaqq/v7+NjY2Hhwd+uo09efIkLCxs7dq13t7ee/bsaW9v5z37fON58OCBn59fQEDA119/vXbtWlwUuqqq6sCBA3Z2dq9evYqNjbW2tp4wYUJmZib+SWNj465du+Li4hYvXjx9+nQBuVqXlwFfjo6OCKHw8PDIyEgWi4UX7t69W1VVdcqUKQJ+qKCgMGHCBPw5ODhYQUHh3LlznPUsm5ubr127ho8GL95rAAAAwOeid5/3i03Idz29vb3l5eU9PT1jYmK2bdumoaEhKyubm5tbXFy8ZcsWhFBYWJgw3eGJT8j36n744Ydz584RBMFms52dnXE5Nzw4g3zb7+7du7NmzUIIeXp6xsbGFhQUeHh4UCiUdevWRURE5Obm4qecsbGxIu04Hm3DucTDw8PCwkLUaLkCllq0GH6tjXwHMSMjg0KhREVFddYOznKysrKqqqoKCgpiYmJUVFScnJzwvpdMQGEAACAASURBVPA9m+np6cbGxv/73/8IgmAymbiSyJMnT7g2Pnv2LJ4IJDg4eMuWLcbGxmfOnCEIYv/+/REREfi3bm5uioqKJSUlBEFcvXrV1ta2paUFh022w3kw+cZz/vx5LS0tXIqvpaXF3Nx8xIgRdDr9wYMH+Paht7f38ePHU1NTjY2N1dXVGQwGQRDffvvt1KlTcQvBwcFjx44lG+Q6y7yXAZ6IWVNTU/A5CggIwP8rmDBhwv379/luw/muJxcTExOCIL7//nt8DMnle/fujY6OJggCTwD99u1brh9yXQOCSbqu56cA3vUEAHRTX3nXs6/+n0741FNOTq6iogJ/xTeTpk+fThAEftQoXuqpqalJ5knXrl3DQzG4Uk+CIE6fPo0QwmkfQRCPHz9GCK1btw5/ZbPZAwYMWLRokTABkHiTuVGjRrm4uIgaLW/A0okWw0kbnikO463GzAmnno6OjnZ2dnhgqbW1dWFhIbkB19lkMBhGRkZBQUHkBr/88gtCqKioiHdj/HIkueMEQVRVVWlqara1teGv+Hn08uXLW1tb9fT0Dh06hJez2WwvL68DBw4QPAeTq4v6+noNDY2NGzeSXVy/fh0htHDhQoIgdu/ejRDC8+gQBIHT1qdPnxIE4eLi4u/vj5fv3buXSqWSJZ25zjLvZSBk6kkQREJCAi5JKCMjEx4ezmQyuTboMvV8/vw5lUpVUlLCKSaLxTI1NcWfO0s9ea8BASD1BACALvWV1LP/T6Q5cOBAQ0ND/BknLjQajSCI7swG5uzsHBUVVVlZ+euvv7q4uHCu4nwrUUFBASGkoqKCv+J/g1VVVcktdXR0yEqT4mlvby8vLxf8bFRAtJwBSyFa0sCBAxFCJSUlM2bMwEt4qzHz2rVrl7m5OUEQ5eXlUVFREyZM8Pb2TkhIoFKpXGczIyOjvLycbBwhxDnHMdfGuGsrKytyyaVLl1gsFjk9HZvN9vHxMTAwSE9P/++//1xdXfFyCoXC9ZIAeTC5usjOzq6treWsTmJjYyMjI5OamooQkpWVRQjhUfwIoeHDhyOEamtrEULXrl1DCLFYrGvXrmVkZLDZ7Orqat56YcJcBgL4+vo6OzuHhob+9ddfW7ZsefnyZVJSkkgtjBo1ysPDIzk5+fDhwxs3bkxJSZk2bdqQIUME/IT3GhCAxWLdunVr3rx5IkXVt7x69Qoh1L/3EQAgUe/evevtEITS/1NPTlQq1draOj09vZtlBffv3//+/fuTJ0+eP38+Li6OHCAsmLy8PNcSCoVCvmAnno6ODjabLXhAyacTLQmPVa+vrxfjtxQKxdjYOD4+Pj09/fTp03Pnzp0zZw7XNnj4EW8BZN7hSnw9f/5cVlYW34XiFB0dTaVScVIukpcvXyKEON+UVVFRsbCwKCwsxPdHOwuSIIjjx4/n5OQEBwc7OTldvXqV4DehgDCXgWBDhgyJj493cXHx8fE5c+ZMVFSUqGX81qxZk5ycfPDgwdWrV+/fv//o0aOCtxf1Gujo6Oipv3w+TR8+fEAI9e99BABIFP7fyKfv80o9EUJKSkrDhw9XUlLqzhkaNGjQ2bNnT506tWrVqvnz58vKyuLsR8jMpgcpKysbGBjgASud6Sxa1BsBY/iW3siRI8VugUqljh079s6dOxUVFbxrcZKXk5Pz1VdfidH4wIED8VzenMlre3u7oqIim80uKCiYOnUq768EHExcZCo3N3fhwoXkQi0tLQUFBcG3BoOCgh49epSdnS0vL5+fn9/ZZsJcBpwIgnj48OHQoUOTkpLw9OWYt7d3bGxsTk7OlStXRE09v/rqK1tb29zc3JUrVw4aNGjUqFGCtxfpGpCRkXFycoqLixMppL7l+PHj33//PX4TAwAAxPD69Wv83OwT91mMcCex2eysrCxPT89utrN161aEkI+PT2FhoZ6eXkJCAvqYeQi4L8j3flX3mZmZ1dTUCNiAb7Soq4AlFC2GAzY2Nu5OI+Xl5QghvlkgLr1EjhNHIu4OfvgeHR1NLmGz2Vu3bsV1OiMjI8mZKlksFi4qJPhgWltby8rK5uTkcC6k0Wi2trYCXvz4559/jhw54ujoiO9AC56CssvLgFNcXNyjR490dXW3b9/Oddt18uTJCCENDQ3Ohfjo8T2GLS0t5N1cnMX+/vvvZG1RAb/tkWsAAABAn9P/U08Gg0HeDUpLSxs0aFBUVBRCCD9zF/LJe0NDA+J4FoYLcSOEhg0bZmZmht8j1NfXJwgiMzOzrq4OP2BtbGzk7AKHgW/2kEtEejODzWY3NDRw/cTOzq6oqEjUaHkDlk60WEVFhYGBwcSJE/HXoqIiIyMj3gfcZDt4ekNyj6qrq0NDQ2tqalxcXHCayHU2HRwcbGxsbt68efToURaL1dDQgF9eTE1Nffv2LdfGuFk8agdzc3MzMzOLjY1dsWLF3bt3L168OHfuXHd3dycnp5kzZ966dcvZ2TkpKenQoUPTp0/38PDgPZhcXRgaGq5ataq0tPTOnTt4SUlJCS6chD6eL/I2PI6kra2NzWZTKJSEhITXr1/TaDQ8DuzVq1dv3rxBPGeZ9zLAJ/TDhw+caV9HR8fZs2dDQ0OdnJxkZGTU1dW9vLzIs9zR0ZGQkGBgYIB3ioRHLOEGObW0tNTW1pI1lVxdXceNG2dlZYXH7COEWCwWnhEe/53AiesaAAAA8LmQ/simHiHkCPe///57ypQpEyZMWLdu3Y8//rh48WI80vbvv//29vZGCOnq6h4+fFhwI/n5+W5ubnjjY8eO4d4dHR0TEhKOHDkSEBDQ1NREEMTDhw8HDBggKysbGhrKZDLv3r2Ls6JZs2bRaLTS0lL8mFtXV/fPP/9sbGyMiIhACCkqKh46dEiYSQVv3brl7++Pz9qmTZvIOjgfPnwwMjK6efOmSNFyBZyTkyOdaDFTU9OYmBjya1ZWFpVK3bBhA287GRkZuHAPQkhHR8fe3t7IyGjkyJFubm4xMTF4RDnfs1lbWztr1iwKhaKmpmZvb//LL7+MHDkyIiLi9OnTnBv//vvv+PHE9OnTL126RPb7+vVrMivS0NAgx7/X19fPnz8f36o0MTHBc3tyHcy7d+/yxsNkMqOjo3V0dPbs2ZOUlOTo6IjnlszOzsbPpl1cXJ49e5abm4sn/nFwcCgtLQ0LC1NQUNDR0YmMjHz+/PnQoUP19fWzs7N5zzLXZZCQkGBjY4PjNzExmTp1qpWV1dixY/FgJjxaiyAINze3BQsWWFlZLVq06KefftLR0bGzsystLeU8Bb///juZSi5duhS/b0oQxNmzZ+3t7RFCFhYWJ0+exAv/+OOPpKQk/PnmzZsLFizAP5w8eXJ8fLyAa0AwGOEOAABd6isj3Pvq/+mETD2x9vb2iooK3pIxYmtvb+/o6OBts7W1VXCRIAlJSUlxcnLqbG1n0RK9FDCNRhs/fjxZJAhrbGyURF+NjY34jw38XFjUn9fU1JSWlvI9blVVVbwLuzyYbW1teXl5xcXFLBZLyBiam5vJyBkMhoC9EHwZ8PX69Wv8gU6n5+fn4zKoUsD3GhAAUk8AAOhSX0k9P4thRnJycmR9pc4ImFhl9OjRS5Ys4WoQIcTbprKysoC5B3uqd17u7u6XLl26ceMGnpyGS2fRot4ImE6nh4eHp6WlcfWLq3X2OLJZsmiUSLS1tflOgM73uAlzMJWUlEQd+UTWt0L8yg5wEnwZ8IXHPyGENDQ0uN7vlJzOrgEAAACfg88i9RTGsGHDOlulrq7+6fd+7NixwMBAPF9Rz8XVKfECbmxsDAoK2rdvH2/ZI9AjpHwZiAGuAUljMpm4UixGp9MHDx6M//4UFUEQvHUbCIKoqanp7PSxWKzulEzGamtr3759O3bsWN5VHz58kJeXp1KpHR0d4u0UqUcOlOCj0dzcrKqqSh7Dvhgz6nbYXDEjscIWHDOCQ93n9OYt124Q6YH75+PevXu9HYIgpaWlwj9jBWL7lC8D8a4BeOBOysrKGjlypKOj47Zt28hXbEnPnz/H7/4SBLF3796AgABfX19FRUVvb+/6+nrhg2ltbd2+fbujoyPX8ri4ODwFw8iRIzdu3Mj53sjp06fnzZu3atUqT0/P/fv3C98Xqb6+/scff/T29v7zzz/JSdc4vXz5UkVFBU9j9ujRo9WrV797906MjogeOlACjgb5ErmqqmpQUBC+5vtizN0MmzNmscMWEHNnYfebQ11UVLRp06Yff/zR2NjYx8eny077ygN3SD0BAJ86KaSeTU1NYrwN3IPtCJl6Xr16FSH0999/867Kzs7evn07/vznn39u27YNf7579y5CaO7cuUJGcvPmzZUrV1KpVK5ZcGk02nfffXf//n0ajTZ79myE0OXLl/Gqa9euKSsr43eFOzo6DAwMjh49KmR3WEJCgpaWloBBnx0dHbjyFzmDbmFh4fz584UZ9cilRw6UgKNx5MiRKVOmHDlyZN26dZqamgghPz+/vhuz2GFzxix22AJiFhx2PzvUEydOtLOz67JfSD0lC1JPAD4fkk492Wy2m5sbLkTVW+2IlHo+fPiQa/m9e/emTp1KDolbsGDBlClTyLX6+voDBgwQaajl8OHDOVNPFot1/Phx8mtNTY28vDw+Kc3NzYMGDeI8Qbt375aVlf3nn3+E7Ov69etUKlXw/9I3btwYEBDAmXoSBLFz587AwEAhe8F65EAJOBoMBmPOnDkdHR14VW1tLX6EWldX13djFiNsrpjFC1tAzMKE3Z8Otb29fX9KPft/XU8AABAsIiLiypUrn047YggLC1u2bBn5nuWcOXPk5OTIav9aWlqqqqoiTbXK9c4ZlUrlHD6ora2to6Pj6uqKELp8+XJTUxNnLVg3Nzcmk5mYmChMR9XV1QsXLrSwsMAV3PjKzc1tb2+fMWMG1/LAwMDk5OTi4mJhOsJ65EAJOBqFhYXr168nXxMcOnSok5MTQuj169d9N2YxwuaKWbywBcQsTNifyaHuk3o79xUT3PUE4PMh/F3PwsLCRYsW+fv7u7i4rFmzprm5mSCIlJQUW1tbKysr/Cj80KFDdnZ2VlZWuBjW3r17cekAd3d3Hx+f6urqAwcOTJky5Z9//lm3bt3YsWPHjBlz5MgRUdshCOLZs2dmZmZkoVPBunPX89y5c0pKSi0tLXx/8u7dOyUlpeDgYGHCIBkZGXE9cOd08+ZNHx8ffPNm8eLFCKFnz56Ra9vb26lU6rRp04TpaN68eQih48ePl5WVXb58ubi4mGuDxsbGb7/9lsFgnDt3Dv3fu54EQXz//ffu7u5C7pQkDhTxf48Gr3Xr1lGpVM5XnPtizIQoYQuOmRA3bMExE/36UPezu56QegIAPnVCpp7nz5/X0tL677//CIJoaWkxNzcfMWIEnU4nCOKbb75BCJFv+uNsqbq6Gn/18/NDCOGEMiMj44svvkAIeXp6JiYmXrhwAQ+1xmN6hG8HN0WhUKKiooTZx+6knh4eHhYWFp39JDExUU9Pj5xLQkidpZ51dXWrVq1SUlLavHkzg8EgCGLWrFmcBwFTUVExNDQUpiPydbcffvjB2tqaQqF4eHhw/vO/bNkynNfyTT3xcaupqRGmrx4/ULxHg5ezs7Ovr29fj1mksAXHLEbYwsTMN+x+c6j7WeoJD9wBAP1BQ0NDQEDAihUrdHV1EUIqKiq7du36559/wsLCEM+s9AKKmDo4ODg4OCCEIiIifHx85syZc+vWLSUlpS1btojUDm6KTqdHRkZ2Y7eEUlJSIqDeWWxs7JEjRwYOHNj9jlgs1rFjx8rKyhQVFSMiIvCsXXie1QEDBnBuqaioiOd6FayyspJOp1tZWcXFxcXGxt67d2/NmjUpKSnkw/eEhIQvv/wST/HFF65YLOTTyZ49UHyPBpfi4uKHDx/+9ttvfT1mkcIWHLOoYQsTc2dh9/tD3UdB6gkA6A+ys7Nra2vHjBlDLrGxsZGRkUlNTRWyBbLAHn4TCxdGQQhpa2s7OzuXlZW9e/dOpHY4G5Gc9vb28vJyvnMfIISeP3+up6eHp13tPhkZmbVr1yYnJz9+/Njc3PzixYuFhYU4/2YymZxbMhiMkSNHdtkg/sd1ypQp5Ntv0dHRioqKf/31F0KosrLy6tWrQUFBAlrAqUBJSUmXffX4geJ7NDg3YLPZq1evPn/+vL6+fl+PWfiwBccsRthdxiwg7P59qPsuSD0BAP3By5cvEULkgACEkIqKioWFRXNzM51O72bjuAifkKmnlHV0dLDZ7M6GPmRmZm7YsKHHO9XT08NTmpWUlOCD09raSq4lCKK1tVXArUoSvkXNWbtbTk5u3Lhxb9++bWlpWblypZqaWtRHZ8+eRQgdPXo0KirqzZs3eHt8t7W+vr7LviR3oDiPBufy9evX+/r6Tp06lWv7vhgzEjpswTGjboTdWczocz3UfRfMZgQA6A/wpKC5ubkLFy4kF2ppaSkoKAwZMqTLn/NO28OpqalJXV1dmFuYgtuRBGVlZQMDg5aWFr5rBw8ebGZmJol+bW1tEULGxsbNzc0IoVevXhkYGOBVuCC8qalpl40YGxtTqdT8/HzOhbq6ui9evFBRURk2bNjTp0+fPn2Kl+Mn+zQaTUVFZdGiRVpaWgih2tpahJAwd1gleqDIo0EuOXHihKGhoY+PD+/GfTFmJHTYgmNG3QubN2b0GR/qvgvuegIA+gNra2tZWdmcnBzOhTQazdbWVkZGRkFBASHU1tbG97c4X2SxWJ01/uDBAy8vL4RQN9uREDMzs5qaGr6rOnsxrvvy8vJMTEwsLS39/PzU1NSysrLIVQUFBcrKygsWLOiyEWVl5aVLlxYWFnI+r3/48KGdnR2FQomNjc3l8OuvvyKE4uLicnNzjYyM8MZ4x7lykc5I7kCRRwN/TUlJaWxs9Pf3Jze4ffs2eROrL8aMRAlbQMyoe2FzxYw++0PdR0HqCQDoDwwNDVetWlVaWnrnzh28pKSkpLGxcdeuXQghPDJ906ZN9fX1Fy9exNtkZ2fjNFFfX58giMzMzLq6OvzgHiFE3opLTk5+/fp1eHi4qO0UFRUZGRnhwaoSZWdnV1RUxLv82bNnkydPTk9P51wYFBRkZmZGo9EENMhmsxsaGjhfMGAwGKtXr87MzCQIAiHU3t6emJh46tQpeXl5FRWVjRs3Hjx4kLxjdOLEiejoaPImqOBOo6OjVVVVT548ib8+f/6cTqdv27ZNuF1HFRUVBgYGEydOFGbveupACTgaCKGsrKwNGza8e/du60cBAQExMTHq6up8Yxbcl0gxC2iqmzHzhi1GzJ2FLV7MwoTdFy8P3rD7oV4bW989UFwJgM+HkMWVmExmdHS0jo7Onj17kpKSHB0ds7OzyVUuLi5UKlVHR2fHjh379u0bP3785s2bcfmShw8fDhgwQFZWNjQ0lMlkrlmzBiG0YsWKH374YcWKFZaWlmTRSpHaycrKolKpGzZsEGYfu1Nc6cOHD0ZGRjdv3uTaGA+x4pzMkCAIGxsbhBBvPRfSrVu3yPsxmzZtun//PkEQDAZjypQpVCp1xIgRq1at2rx5My5iRYqJibG1td2+fXtUVBTvRNuCO339+rWTk9OPP/64c+fOmTNn3r17l+9mycnJiKe4kqmpaUxMjJAd9dSBEnA0Hj16pKKiwvtPbXx8fGcxC+5LpJgFNNXNmHnDFiPmzsIWI2Yhw+6Llwdv2ES/K64EqScA4FMn0kSabW1teXl5xcXFXNkPQRB0Oh0vfP/+Pdeq1tZWXBmeIAicelZVVb1584arXKVI7RAE0djYKGTY3ZxIMyUlxcnJiXd7zmAwJpNZWFi4adMmIQPj1NzcLGCP2Gw2Vz4qUqd1dXX//vuvSPHQaLTx48dzluPusqMePFCCj4bwMXfZl/Axd9mUeDEToh/qzmImRD/UUouZ+AQuD6KTK6SfpZ7wwB0A0K8oKSl99dVXY8eO5R2sqqGhgRcqKipyrVJWVuYdRaSpqcm3zp/w7QwaNEisnehCR0cH1xJ3d3cdHZ0bN25wLefdKQqFcu7cuaVLl4rRr6qqqoA9olAoeMQ631Vddqqurs5bZUYAOp0eHh6elpamrKwsfEc9eKAEHw3hY+6yL+Fj7rIpMWLuLGzxYuYb9icSs4CwpXN5dBY2+r+1O/qD3s59xQR3PQH4fIh017P7Vq5ciRB68eKF1HokRLzrOX369H379nFN0clkMlesWJGWlia4hRs3blRWVnYrVtH1eKcNDQ1z584tKSkRo6PeOlCdxSxMX0LGLExTohL7UPfFmIle/e+IN+wXL14cOXJk06ZNKioq/emuJ6SeAIBPnTRTz/z8fDxzZkhIyMuXL6XTKSF06tnR0dHwEZ6hnsu9e/ckEN0np7S0lOuJpKikf6D6YsxEt8PuizETn0zYDAaD/O+9s8nlOfWV1BPqegIAwP9BjknvrIhSL5KVlVVTUxOwgbW1tdSC6UWjR4/uZgvSP1B9MWbU7bD7YszokwlbXl6eHM7fn0DqCQAA/79Jkyb1dggAANCfwTAjAAAAAAAgJZB6AgAAAAAAKYHUEwAAAAAASAmkngAAAAAAQEr68DCjhISEvLy83o4CANAD/h979x4XU/7/AfwzU+meu5JShHUpcouSXeS6Um4byrYtli5rJbfNEgrrmiybrFuLfNkQYXOLEusrcm8SUa5tk6KbbtOc3x+f387Od2aapmmamer1/MOjOefM57w/p+btPefy+VRVVRUVFVX37HZ6evqbN2/GjBmj5KiU6e3bt2w2W/l9zM/Pb9myJYvFUvJ+AUDhysrKVB2CTFgMw6g6Bnl4e3vn5eWpOgoAqCsej/f8+fOnT58SQsaPHy8+BRHUn8LCwosXLxoZGXXv3t3c3BwFKEAjsGLFij59+qg6CmkaaukJAA1dSUnJ3r17N2zYkJeXN3369FWrVllZWak6qCbnwYMH69atO378eKdOnZYtWzZr1ixNzQZ8NQwA1B9OMACAspWUlGzfvr1Lly5Lly4dNWpUWlrawYMHUXeqRJ8+ff7444/79+/379/f29u7W7duv/32G4/HU3VcANBo4awnAChPcXHxvn37fv755w8fPnh5ea1cudLMzEzVQcH/e/z48aZNm44cOWJubu7v7+/t7a2tra3qoACgsUHpCQDKgKKzoUhNTd24ceORI0c6dOgQEBAwb948HR0dVQcFAI0HSk8AqF/FxcW//vrrpk2biouLvby8goKCOnTooOqgoAYcDmfDhg1HjhwxNTVdtGgRClAAUBSUngBQX4qKisLDwzdu3Pjp06dvvvkGRWeD8+LFi40bN+7fv79169YLFy784YcfdHV1VR0UADRsKD0BQPFEis5Vq1aZmpqqOiiQU2Zm5oYNG/bv39+qVauAgID58+fr6empOigAaKhQegKAIgmKzvLy8jlz5ixbtgxFZ+OQlZW1bdu23bt3GxkZ+fr6BgQEGBkZqTooAGh4UHoCgGIUFhbu2rVrw4YNlZWVs2fP/vHHH9u3b6/qoEDBXr58GRoa+ttvvxkYGPj5+S1cuLB58+aqDgoAGhKUngBQV3l5eTt27Ni+fTuKzibi1atXW7du/e233/T19b///nt/f//qJkEFABCB0hMA5EeLzrCwMB6PN3v27MDAQBMTE1UHBUqSk5Ozbdu2X375RVdXd/78+ShAAUAWKD0BQB7v37/fuXNnWFhYVVXVrFmzUHQ2WVwuNzQ0dMeOHRoaGr6+vsuWLWvZsqWqgwIA9YXSEwBqhxad27Zt4/P5s2bNWr58ubGxsaqDAhXLzc3dunWroABdunRpq1atVB0UAKgjlJ4AICvhotPPzw/lBYgQ+VqCc+EAIA6lJwDULDc399dff922bRvDMDinBdIJbsagdwDjsTMAEIbSEwCkEbmQijv5QEYi4x5ghFcAoFB6AoBkeHwE6g6TqQKACJSeACCKFp2//PKLlpaWj4/Pjz/+iEFzoC5oAbpp06bi4mIvL6+VK1eamZmpOigAUA2UngDwL0HRiZEaQeGKi4v37dv3888/f/jwYdq0aatXr+7cubOqgwIAZUPpCQCECA0Prqenh/lpoP7QAnTDhg35+fnTpk0LCgrq0qWLqoMCAOVB6QnQ1L1+/XrLli2CSRExKzcoQUlJyd69ezdu3Pj+/fvp06evXLmya9euqg4KAJQBpSdA0yWYidvAwMDPzw9FJyhZeXn577//vmbNmtzc3OnTp69YsaJbt26qDgoA6hdKT4CmSKToDAgIMDIyUnVQ0ERVVFRERkYGBwdnZ2dPmTIlODi4e/fuqg4KAOoLSk+ApuXly5ehoaG7d+82MjLy9fVF0QlqghagISEh7969mzJlypo1a3r06KHqoABA8VB6AjQVwkXnokWL5s+fr6enp+qgAP5HRUXF0aNHg4ODMzMzv/zyy+Dg4L59+6o6KABQJLaqAwCAepeVlTVv3ryuXbv+5z//WbNmTVZW1rJly1B3ghpq1qyZp6dnWlragQMH0tPT+/fvP2HChJSUFFXHBQAKg9IToDETFJ2nTp0KCQl5+fIlik5Qf1paWp6enqmpqZGRkU+fPh04cOCECRPu3Lmj6rgAQAFQegI0TpmZmYKic+3atfRMp66urqrjApAVLUDT0tKOHTv27NmzgQMHjho16vbt26qOCwDqBKUnQGNDi85u3bqdPn0aRSc0dGw2+6uvvuJwOH/88cebN2/s7OxGjRp169YtVccFAHJC6QnQeLx48YIWnXFxcVu2bEHRCY0GLUBTU1NjY2Pz8vIGDx7s6Oh49epVVccFALWG0hOgMUhLS/P09BQUnU+fPl2wYIGOjo6q4wJQJDabTW/6jI2NLS0tHTFihKOj45UrV1QdFwDUAkpPgIaNw+F4enra2NgkJiZu3boVRSc0esIFaHl5uZOTk6Oj4+XLl1UdFwDIBKUnQENFi87evXvTojM9PR1FNxJq1AAAIABJREFUJzQdLBZrwoQJt2/fvnTpUkVFxahRoxwdHc+cOaPquACgBig9ARqe1NRUWnReu3YNZzqhiRs5cmRycvKlS5cqKytdXFyGDBmCAhRAnaH0BGhIHj9+7Onp2adPH1p00jOd2traqo4LQMVGjhx569atS5cu8fl8FxcXBweHM2fOYLo+ADWE0hOgYRAUnUlJSeHh4RkZGSg6AUSMHDny5s2bSUlJurq6Li4uffv2jY6ORgEKoFZQegKou0ePHrm5ufXu3fv69eu7du169uzZ3LlzNTU1VR0XgJpydHSMj49PSkpq06aNm5ubra0tClAA9YHSE0B9PXz40M3NrU+fPnfu3ImIiHj69CmKTgAZ0cfek5KSOnbsSD9HBw8e5PP5qo4LoKlD6QmgAg8ePJC+AS06bW1tU1JSUHQCyI0+9n79+nULC4tvvvmGFqBVVVVS3pKVlVVSUqK0CAGaGpSeAMq2Y8cOe3v7nJwciWsfPHggXHSmp6ej6ASoI/rY+19//WVpaenl5dW7d28pBeiSJUu+/PLL0tJSJQcJ0ESg9ARQqt27dy9YsKCsrGzz5s0iq2jR2bdv38ePH0dGRuJMJ4Bi2dvbnzlz5u7du7169fLy8urWrdtvv/3G4/GEt+FwOCdOnLh27Zqzs3NZWZmqQgVoxFB6AihPZGSkj48PwzAMw+zcuZPL5dLl//3vfydMmNC3b9/U1NTIyMhHjx55enpqaGioNlqARsnW1vaPP/64d+9e//79vb29RQrQ4OBg+tFLTEycMGECqk8AhWPhoT8A5fjjjz9mzJhB605CiKam5sKFCydNmrR+/fqzZ8/26tVr6dKlHh4eqDgBlObRo0ebN2+Oiorq2LGjv7//yJEje/fuLXgUSUNDw8nJKTY2FqOYASgQSk8AZThx4sS0adP4fL7wJ05LS6uystLGxiYoKGjy5MlsNq5CAKjAgwcPQkJCYmJizM3N3759K3wJns4XHx0draWlpcIIARoTlJ4A9S4mJuarr74SqTsJIZqamhMmTDhx4gSLxVJVbABA/fnnnxMmTBAffYnNZru6uv7xxx+48RpAIXCWBaB+nT9/Xvx8J8Xj8eLi4nJzc1USGAAIO3r0qMQrD3w+//Tp0zNmzBB5IAkA5IPSE6AeXbp0ydXVtaqqqrrLC5WVldu2bVNyVAAg4vnz50eOHKmuuOTz+SdPnpw9ezZGpAeoO1xwB6gv8fHx48eP5/F40sev1tXVffXqVZs2bZQWGACI+Pbbbw8dOiT9o8pisb799tu9e/fiDhmAusBZT4B6kZiYOH78+MrKSon/mWlpaQmeWigtLQ0LC1NudADwr8zMzKioKPpR1dTU1NLSklhcMgxz4MABOj6a0mMEaDz+56xncXHxn3/+qcJoABqHp0+fhoSEVFRUsNlsFoslqD41NDRatGhhYmJibGzc9h/t2rVr2bIlzqM0CO3atRs2bFjd27l169bLly/r3g4oyocPH96/f5+bm0v/zc3NzcnJef/+fUVFBd2AzWZraGjweDyGYcaOHevl5YXPLICMunTp0q9fv39fM0KePXumusAAANTdF198wSiCh4eHqrsCAKAkgrlUKAlDRZw7d87R0VH5kQFQffr0mTRp0urVq1UdiJw+fvxoZGQkfZDO0NDQnTt3vnjxQmlRQd199913OTk5imrN0dHx3LlzimoNlKyoqEhXV1eO4ZYePHjw+eefX7t2rU+fPvURmJoYOnTowIEDQ0NDVR0IqN7nn38uskTCx0ZPT8/IyEgp8QBIwGaztbW1G+4foSyRa2trs1ishtvHpkmxg4praGjgD6Dhkvt3p6+vT/9t3L99DQ2NZs2aNe4+gozET8TgMSMAAAAAUBKUngAAAACgJCg9AQAAAEBJUHoCAAAAgJKg9ITG49mzZ01tmjuRef+4XG5lZWVtG2EY5t27d9WtLSwsFB79V472RSg/ZqKIsAFUqwnmN8VSSOahJM4pID0pEUKkz5Uli9zc3LS0NImrysrK6J9Hg8h1KD2hkbhw4UK3bt22b9+u6kAUKSEhwcrKasyYMRs3bvz9999F1j59+jQyMpL+HBYW5uvrGxAQYGRk5O7u/uHDBxl3sX///nbt2nXo0MHKyiooKEj4/7Y9e/ZYWFg0b968efPm33//fUlJCSGEw+EsXbq0tLRUvh6pJGaJYT9+/Dg4OHj+/Pldu3bFKJug5hplflMmhWQeQkhJScmmTZvGjh0rslxKUiKEHD161M3N7ccff5w6deqOHTtqG/yHDx/mz5/v7u4eFxfXunVr8Q0yMjLatm17//59UucUrSTiQ8pfvXpVIWMmA8inc+fOP/74Y23flZ2d7eXl9eDBg/oISaCgoIDP59e9nfXr17dp06bGzei4j//973/FVyUkJGzcuJH+/Pvvv2/YsIH+fOPGDULI1KlTZQkjOTn522+/vX37dnJy8qRJkwghZ86coat27do1ZMiQXbt2/fjjj+3atSOEeHp60lUpKSnTpk2rqKiQZRdqErOUsAcMGDBs2DBZdu3h4aHAIeUV1RQ0LCkpKYSQlJSUWr1LOfmNUVyK69u3r8go4iqkkMzDMMylS5cWLFjAZrP79esnvFxKUmIY5s8//9TX1//7778ZhqmsrLS0tNy9e7fswR8+fNjY2Dg8PLy6DSorKwcNGiT8RyV3iq4n4n8MKD1B7chXeioBn893dnYuKyure1O1Kj3v3bsnsvyvv/5ydHSkc/oxDDN9+vQhQ4YI1pqbm+vq6grWVqeqqmrv3r2Cl9nZ2c2aNZs1axbDMOXl5ZMnT66srKSrcnNz6ZCWeXl5dMnmzZt9fX1rjF+tYq4u7OHDh6P0BKWRr/RUDgWmOPUpPRWSeYR17NhRuPSUkpQYhiksLGzevLngJcMwW7du1dTUfPnypSz7unDhApvNXrVqlZRtVq5c6ePjI/JHJUeKrj/ifwy44A4gq6CgoLNnz6o6CkIICQgImD17toaGBn05efJkLS0twSUeY2NjQ0ND6dMpEULYbLaXl5fgpYmJiamp6fjx4wkhKSkpgYGBgpla2rRpM2bMGELI69ev6RJfX9+YmBgOh9OAYpYvbICmQ31SnAIpJPMIE5laQkpSIoScOXOmoKDA1dVVsIGzszOPx4uKiqpxR+/evZs5c6atrW1QUFB12yQlJVVUVIwYMUJkuZrnOpSe0EgkJycvXLhw48aNhJC3b9/u2LFj2LBhmZmZERER9vb2/fv3j4+PJ4RkZ2fv3LnT0dHx1atXgYGBPXv27NGjR0REBG0kNjb2888/t7OzYxiGEBIeHj58+HA7O7v379+HhYVt2rSJEOLm5kZvDeRwODY2NseOHVNyT48fP/7w4cOpU6cKlnz11VdXr16l2bO0tJTD4UybNo3FYtXYlCAdE0IuX77s4ODg4uJCCLG3tx8wYIDwltbW1mw2u0uXLvSlnp6es7NzYGBgA4pZjrAB1IRwfiPypjgp+Y0Qoj4pToEUmHmkqC4pEUIuXrxICBHOQp06dWKz2efPn6+xWX9//9zcXF9f38zMzLNnz4o/YFRQUBAaGhocHCz+XjXPdSg9oTFIS0u7dOlSWFgYl8slhHC53Ojo6MTExJ9++klLS2v58uWFhYVubm4VFRUcDmfv3r03btwICAiwsbFZu3Yti8Xy8fGhD/G4uLi0aNHi9u3bNDX7+vpaWFjcvn27srLS399/+vTphJBTp07RL6zZ2dmpqalPnjxRcmcPHz7crVs3AwMDiWtjYmJatWq1du1a2RvMz89fsmSJq6tr9+7dq3uE9v79+zNmzKBzAFJ2dnaxsbF///13A4q5tmEDqAOR/EbkTXFS8hshRH1SnAIpPPNIITEp0WfeW7ZsKdhMS0tLT09P+GpMdRITEwkh165d27x58/r163v16jVx4sTi4mLBBosWLVq3bl2zZs0kvl2dcx1KT2gMevToMXfuXMHLvn37Tpw4kRDi5eU1e/bsCRMmeHl55efnP3v2zMnJycnJiRASFBTk7u4+efLkK1eu6OnpCbJP27ZthVsWeSnMycmJy+WuWrWqXrpUvbS0tPbt21e3NiIiYteuXbJPnVxVVbVnz56MjAwdHZ2goKAZM2aIb8PhcO7du/fzzz8LL+zUqRNd1YBirm3YAOpAJL+ROqQ42fMbUV2KUyDFZh4pqktKeXl5hBBdXV3hjXV0dGp8rD4rK4vL5Q4cOHDfvn0RERF//fXX0qVLT58+Lbj4fvjw4b59+/bs2bO6FtQ516H0hEZC+JIHIYTe86enp0dfduzYkRCSm5srWNWmTRu6ysTEZOzYsRkZGZ8+fZJlR8KXZgSNKE1FRcXz589NTEwkrk1PTzczM3N2dpa9QQ0NjWXLlsXExDx48MDGxubkyZP0MQgBPp+/ZMmS48ePm5ubCy+n+bq6QebUM+ZahQ2gPkTyG2m8KU6BFJ55pKguKdHiXmRI0fLy8s6dO0tvkJaMQ4YMEdy/HhISoqOjc+jQIUJIVlbWuXPn/Pz8pLSgzrkOpSc0CdJv5aFZW8a8rFqVlZV8Pr+6m+Lj4+OXL18uX8tmZmb0xiCRVBUYGOjh4eHo6CiyPf0en5+f34BiJrUJG6ABaTQpToHqL/NIIZKU6JEXvkrOMExxcbGUs5VUhw4dyD/fIigtLa2ePXu+f/++qKhowYIFLVq0WP2PP/74gxCye/fu1atX5+Tk0O3VOddp1rwJQGNXUFDQqlUrWb7f1/Fu9LrT19e3tLQsKiqSuLZly5bW1tZyNz506FDyv3fEHzhwoFOnTu7u7uIb0/MrNX53J+oUM6lN2ACNRgNKcQpUr5lHCuGkZGtrSwjJzMy0tLSka3NychiG6dWrl/RGunTpwmazb926JbywQ4cOT58+NTAwaN++/ePHjx8/fkyX08v6ycnJBgYGX3/9tbGxMVHvXIezngDk7t27bm5u9GdtbW1CiGAWHGE0Kdd9MrQ6sra2zs7OlrhK4l2Psrt582bXrl379etHX54+ffrjx4/e3t6CDRITEwXfoWkMwjWf+sdMahk2QOMgSHFS8htRmxSnQPWXeaQQTkqenp4tWrS4evWqYO2dO3f09fXpE11S6Ovrz5o1KyUlRfhi/b1794YNG8ZisSIiIpKErF+/nhCyb9++pKQkKysrurE65zqUntBI0HnDBLOH0Zu4y8rK6Ev6lJ9wwhV8m4yJiXn9+vWKFSvoywkTJhBC1qxZk5+ff/LkyevXrxNCEhISqqqqzM3NGYaJj4/Py8t79uzZo0ePrKys9uzZo5wOCgwbNuzRo0fiy1NTUwcNGiQyZoefn5+1tXVycrL49uXl5UuWLImPj6ePu1ZUVERFRR05coQ+L3n16tXly5d/+vRp3T98fHzCwsJatWpF3/7ixQtLS0vh8Yyk7KtWMUtpqo4xSwwbQP2J5Dcib4qTkt8IIWqS4hRIUZlHgM/nf/jwQfjWBelJycDAYOXKlTt37hScfD1w4EBISIjgJKiUPYaEhBgaGgrm/0xPT+dyuRs2bJCx72qd64THl8dsRqAO5JjN6L///S/9CtuhQ4fw8PCEhIRu3boRQsaNG5eampqUlERvrHFycnry5MnSpUsJIXPnzp03b97cuXP79euXmpoqaIrH440bN47NZpuamm7atGn79u29e/cODg7Ozs6+d++erq6upqbmwoULeTweHRxu+fLlcvSxLrMZlZWVWVlZXbp0SWTj2NhYQohgvjjKwcGBEOLh4SHeeHl5+ZAhQ9hstoWFxeLFi4ODg9+8eUNX3b9/X+JwJAcPHhS8vVevXmFhYTLuq1YxS2mqjjFLDBuzGYEyyTGbkUh+YxhG7hQnJb8xDKPAFKcmsxkpKvNQV65cEVxRWbNmDR2mSkpSEggLCxs6dOjGjRtXr169cuXKqqoqGff4+vXrMWPGfP/995s3bx45cuSNGzckbhYTEyP+RyWe61QFE2lCA1DfE2nSvPz27ducnJx3795J3IbL5dLsUFpaKry8uLg4NzdX8PLjx4/yxVDHiTRPnz49ZswY8e2FY6N4PF5KSsqaNWuq20VhYaEcvUhOTu7du3dxcbHs+5I95hqbki9mppqwUXqCMilhIs0aU1x1+Y1RXIpTk9KTUWjmkaLGpMTn88VLUhn3mJeX9+rVq1rFIzHXqQom0gT4V7t27aob8q1t27b0uUgdHR3h5fr6+sK36jdv3rxeI6TogM/CXFxcTE1N6TwZwsQfI2CxWNHR0bNmzaqucUNDw9r2gsvlrlixIi4uTmS0dun7kj3mGpuSI2YpYVc3Ij1AQ1ddiqsuvxEVpbh6pcDMI0WNSYnFYtGH1uXYY6tWrcTHiZOiulynPlB6KhWfzxe+F6epDXWhJsrLy0n1N9qroSVLlvzyyy8i09nt2bPnxIkTNc7GFh8f7+3tbWZmpqhgPn786Ofnt337dlNT09ruS8aYZWmqtsTDfvbsWURERHBwsMiYoCDs2bNnSivNKyoqVP6AizL7W38aXIqrbyrMPMrfo5QUrT4wuJIyFBUVBQcHX79+vaSkxMTEJDc3t02bNgMGDLh06dKdO3dUHV3TkpycTL/+hoeH+/n5qefTfwKjR48WTHohMqa0hobG7t27b968Kb2FUaNGKTaknJycyMhIiV+ma9yXjDHL0lRtiYdtYWFBHzL94YcfhAfPA4ELFy6MHTs2NDR04cKFStjd+vXrzczM5syZo4R9SaTk/taThpXilEOFmUf5e5SSotVHA064hYWFhoaG9TcImaLav3Hjxtdff62lpRUTEyMYRTY2Nvbrr7+uc4zyqNfjVt+/FIUQPLCp/mcFNDU1W7RoIWUDe3t7pQVDffbZZ3VsQfkxE0lhN2vWrLq5jxsKkY+bQj59wo306dPHy8uLzspY3yorK3fv3t2mTRsppWdj6m+9akApTplUknmUr+4pWgka6gV3hmE8PDwqKirUvP2XL1+OGTOmrKzs1q1bwrMXuLi4xMTEKP+Ce70et/r+pSiEnZ3dkH/06dNH1eEAyEnk46aQT59IIyYmJgcOHOjdu3ddY5XB8ePHS0pKHj9+fOnSJVlia+j9rT9IcaD+GmrpGRQUdPbsWfVv//vvvy8pKQkMDBQ/dzVixIjBgwcruVCr1+NW378UABAQ+bgp5NOnwo9wREQEnZw6LCxM4gaNrL8ATZn8pefDhw8DAgKWLVs2Y8aM0NBQQQl19+5dT09PHx+fL7/8ctmyZXQY1bdv3+7YsWPYsGGZmZkRERH29vb9+/ePj4+vscGPHz9u2bJl375933zzzRdffMHhcAghYWFhmzZtIoS4ubl5eHgIWoiNjfX29nZwcHB1db1//36N+5XYeHXtizdOCOFwODY2NiLPfwg8f/787NmzLBaruofXDh8+TG/gk3jQZDlush802ftV3wcNAGQk48dNIR9t8UaSk5MXLly4ceNGQTzypXfpeZIQkpKSYmJi4urqOmDAgLi4uPT0dJEN1Kq/snQZAKQRHmlJ9nE9z507N3To0KKiIoZhLl++TAgJCAhgGOb48ePGxsZ08KqioiIbGxsLCwsul3v37l06q+mMGTP27t0bGxvbpUuXVq1alZeXS29w4sSJjo6OdJv58+f36NGD/uzp6UkI4fP5gpB++eWXoKAghmF4PJ6zs7OOjk5aWpr0/VbXuHj7EhunobJYrNWrV0s8SqdOnSKEtG/fXvrBrO6gMQwjPf7aHjQZ+1XfB61G9T2upzqQcVxPUCvKH9dT9o9b3T/aIo1wOJy1a9cKsgpTh/QuPU8yDPPNN98kJiYyDHPgwAFCiMTxINWnv0xNmVk6JYzrqQ7UZ1xPUDnFDClfXFxsZmb266+/0pd8Pt/NzW3Hjh35+flt27ZduXKlYMsLFy4QQmbOnMkwzNatWwkhFy5coKvoh/zx48dSGmQYZty4cd7e3nT5tm3b2Gw2HSJVJO+8ffu2Xbt2JSUl9OXJkycJIXPmzJG+3+oaF2lfSuNMNcPSUnTCq0GDBkk5mNIPmpT45Thosvervg+adCg9QT0pv/SU8ePGKOKjLd4ml8sVlGJyp3dKSp7Mzc3t378//bm0tLR169Z6enr5+fkim6lVf2XpcnVQekJTI/7HIM8T7ufPn3/z5s348ePpSxaLRa+kxMTE5Obmdu/eXbClg4ODhoYGnbGKDl+ip6dHV3Xs2JEQkpubK6VBQsiff/5JCKmqqvrzzz8vX77M5/PfvXvXtWtXwZb0h1OnTlVVVS1YsIC+5PP57u7udI5UKfuV3rigfSmNk2qGpaXatWtHCMnPz5dyMBMSEqQcNCnxP3nyRL6DJku/6vugScfn8x88eLB3715ZNm6gbt++XV5e3rj72PhkZGRoa2src48yftxEXsr30RZvU3g8L+mZqsZmpeTJPXv2CG5J0tHRmTNnzsaNG3/77bdly5aJb6wm/ZWxZSlOnTp19+5dGTduiPLz89PS0pDigBAiGCJQQJ7Sk8PhsNlsY2NjkeX0pKnweLwGBga2trYpKSn026Qw4QxSXYOEEIZh9u7de+3atfnz548ZM+bcuXMMw4hvlp6erqmpKRhRQgrh/Sq8cRG9evUihGRmZvJ4vOoGDpR+0GjxKjH+xnrQCCE8Hi8uLi4uLk6O9zYgmpqa3333naqjgNpxdHRU5u5k/LiJkO+jLZ3c6V26qqqqyMjI5s2b//7773QJ7eDOnTsXLVok43iryu+vlMwso5CQkFpt3+Boamq+fPkyISFB1YGA6mlpaYkskecxIz09PT6fLz4WOh2OPykpSXihsbGxtrZ269at5WiQEOLn53fgwIF9+/bZ2dmJrBL+qBsZGdHJaoU3qKiokD4vhZTGhduXr3FCSO/evc3NzXk83unTp6vbRskHjdS5X/V90AghzZo1awoX3Fu0aKHqKKB2PDw8RAb2r28yftxEXtbl01ddCSV3ppIuJiZm5MiRycnJt/6RnJw8YsSIN2/eHD9+XHpsDbG/Ao3+gruNjQ0uuANlbW0t8vcvT+nZt29fQsiqVat4PB5dUlVVtXnzZnt7e01NzWvXrglvnJycPHToUOn5uroGX758uWvXrtGjR9ORn4Vnsqb5QjDr2sCBA8n/fo/k8/nr1q2TMi2blMZF2pejcUpHR2f79u2EkGXLltGZzUSkpKR07dpVaQet7v1SwkEDAEr2jxtR0KdPpE1hcqd36UJDQ8XHkJ8/fz4RG2WpcfQXAIh8peeIESNGjhx55cqVsWPHHj169Ndff/3iiy9cXV07deq0ePHiJ0+eXL9+nW6ZlpZGBwch/1zsLysro6v+/vtv8s9cC9U1yOfzWSzW4cOHX79+nZyc/J///IcQkpmZmZOTY25uzjBMfHx8Xl7es2fPnJ2dra2tIyIi5s6de+PGjZMnT06dOtXFxUVLS6u6/UppnBAi3P5nn31WXeOPHj2ysrKScqFn0qRJy5cvz8zMHDp0aFZWlmB5fn7+9u3bo6Oj+/fvL+WgSTluchw02ftVrwdNjj85gCZI9o/bs2fP6vjRpi9F2iwtLSWE0H/lTu+EkOryZHx8/KtXr+i3aGHjx4/X19e/devW1atXBQvVqr81dhkApBE+KSr74Er5+fnTpk2jX/66du1669YtupzH44WEhJiamoaGhh49enT06NEJCQkMwyQkJHTr1o0QMm7cuNTU1KSkJDq1j5OT05MnT6Q0GBAQoK2tbWpqumrVqvT09DZt2pibmyckJNy7d09XV1dTU3PhwoU8Ho9hmNevXw8YMIB2qm3bttHR0TXut7rGGYYRaV9i4wzDXL16lc1mL1++XPrhSkxM7N27t76+vr29/axZs/r169e7d+8jR45IP2g1xl/bgyZjv+r7oNUIT7iDelL+E+6yf9zq/tEWafPGjRszZswghHTo0CE8PJypQ3qXmCf379/funVrFou1atWqwsJCwXIulxscHMxmswkh5ubm//nPf+hy9emvLC1LgSfcoalRzOBKAsXFxW/fvhVfXlJScvPmTQ6HU1VVVav4JDZYWFgoGPyivLxc8HNxcbH4gB3Z2dlPnjyhxagsqmtcYvsSG//48aOM+/r06dPt27cvXrz44sUL4R1RyjlojMz9kqJeG2dQeoK6Un7pydTm46aQT5/EvCpMvkwle56UogH1VwqUntDUKGZwJQF9fX19fX3x5Xp6eoMHD1ZUg4aGhoKf6T1PUjY2MTExMTGRfY/VNS6xfYmNN2/eXMZ96erqCr6Xi1POQZO4vfIPGgDISPaPm0I+fdVldQH5MpXseVKKBtRfAJCioc7hDgD1R/DsmgCXyxV5zKVWcnNz09LSJK4qKyujTyLXpX0AaOjE047IkjpmIaKsRKTAsBlJg6kxDCMynoOwOj7LK7JH8cgVkqhRegLA/3j69GlkZKTgZVhYmK+vb0BAgJGRkbu7u/jgwFJ8+PBh/vz57u7ucXFxEoekycjIaNu2LZ1xm8PhLF26lD7kAQBNikjaEVlSlyxElJuIFBV2SUnJpk2bxo4dK7J8//797dq169Chg5WVVVBQkPAIYkePHnVzc/vxxx+nTp26Y8eO2kYucY/iR0MhibpOF9wBGqjCwkJDQ8PajgJdf+2oj8TExFu3bi1dupS+PHjwYHl5eXh4OCHE19d3yJAhlZWV0dHRsjQVFRW1aNGiVatW+fj4SNyAx+PNnDmzuLiYvuzTp09VVdW333576NAhjIQAILcGl99E0o7IkrpkIaLcRKSosC9fvnz27NkdO3bY2toKL799+/b169fj4uIYhvn5559DQkLs7OycnZ0JIXFxcXPmzHn+/LmxsTGPx+vatau2tvbcuXNljLy6PYofDYUkapz1hCaHYRgPD4+Kigo1aUd93Lx5c8WKFYsWLRIsiYuLO3PmDP3ZwcHB3Nz83LlzslzQuXjxoqenp7e3d3XpnhASHBzcr18/4SX9+vUbMGCAv7+/vD0VTq7lAAAgAElEQVQAaOoaXH4TTzsiS+TOQkS5iUiBYY8cOTIsLIzOayDA5/MfPny4f//+AQMGDBw4MDw8vFmzZjExMYSQoqKiGTNmTJs2jU5wqKmpOX/+fD8/v1evXskYvMQ9UuJHo+6JGqUnNDlBQUFnz55Vn3bUR0BAwOzZs4VHzJ48ebKWlpbgmo6xsbGhoSEd+EaKd+/ezZw509bWNigoqLptkpKSKioqRowYIbLc19c3JiaGw+HI2wmAJq3B5TfxtCOyRL4sRJSeiBQVtoDIOUU2m+3l5SV4aWJiYmpqOn78eELImTNnCgoKXF1dBWudnZ15PF5UVJTsuxPfo4D40ahjokbpCQ3Y3bt3PT09fXx8vvzyy2XLlhUVFRFCYmNjP//8czs7O3q7dHh4+PDhw+3s7N6/f08ICQsL27RpEyHEzc3Nw8MjOzt7586djo6Or169CgwM7NmzZ48ePSIiImrbDiGEw+HY2NgcO3ZMZYejbo4fP/7w4cOpU6cKL/zqq6/ooIyEkNLSUg6HM23atBovwPn7++fm5vr6+mZmZp49e1b8vv6CgoLQ0NDg4GDx9+rp6Tk7OwcGBtatNwCNQW1TnHheki/FibdD6ifFiacd8SXyZSGi3ESkwLClEC7QL1++7ODg4OLiQgi5ePEiIaRLly6CtZ06dWKz2efPn6/L7gTEj0ZdE7XwSEu1HdcToD7IOK7n8ePHjY2N37x5wzBMUVGRjY2NhYUFl8tlGGbChAmEEME4fN988w0h5N27d/Slp6cnIYSOj3j58uU+ffoQQqZMmRIVFXXixIkePXoQQiIjI2vVDm2KxWKtXr1alj6q4bierq6utra2UjaIiooyMzMrKCiosal27doRQjw9PefNm2dvb89isVxdXYuKigQbzJ49OzU1lWEYeueTyBiHdNqb7OxsebtSX1Qyric0MrKP6ylfihPPS/KlOJF2mFqmOBnH9RRPO9ITkexZiFFuIlJg2AJWVlb9+vUTX56Xl7d48WI9Pb3g4ODy8nKGYUaNGiX8fxNlYGDQqVMnheyRkXQ0ZD8+4n8MOOsJDdKHDx98fHzmzp3boUMHQoiBgcGWLVtevnwZEBBACGnbtq3wxiIvhTk5OTk5ORFCgoKC3N3dJ0+efOXKFT09vbVr19aqHdoUl8tdtWpVHbqlSmlpae3bt5eyQURExK5du4yMjKS3k5WVxeVyBw4cuG/fvoiIiL/++mvp0qWnT58WXPM6fPhw37596ewvEnXq1IkQgmvu0JQ1kRQnnnakJyIZsxBReiJSVNg1qqqq2rNnT0ZGho6OTlBQEJ2CKy8vjxCiq6srvKWOjk5thwKQQvxo1CVRo/SEBikhISE3N7d79+6CJQ4ODhoaGrGxsTK2ILjwoampSQhp06YNfWliYjJ27NiMjIxPnz7Vqh3hRhqcioqK58+fSxmOOz093czMjD5KKR3NREOGDKEHlhASEhKio6Nz6NAhQkhWVta5c+f8/PyktEATdHXD7wE0BXVMccJ5qS4pTuQCsWJTnHjakZ6IZM9CRLmJSIFh10hDQ2PZsmUxMTEPHjywsbE5efJkSkoK/c4gMp5oeXl5586dFbJTIulo1CVRY3AlaJDozSHCQ5oZGBjY2tqmpKRwudw6Nt6xY0dCiIylZ+NQWVnJ5/Ol3AIfHx+/fPlyWZqiJ2kE6Z4QoqWl1bNnz7t37xYVFS1YsMDU1HT16tV0Ff3vYffu3e3bt/fx8aGPZ9Lv7vn5+fL3B6CBawopTjztSE9EsmchotxEpMCwZWdmZhYYGOju7p6WlkZ/ocXFxYLvBgzDFBcXSzmnW1viR6MuiRqlJzRIdAyIpKSkmTNnChYaGxtra2tLHDFYhPR7vQsKClq1aiXL9/tGM6Knvr6+paUlfYhBopYtW1pbW8vSVJcuXdhs9q1bt4QXdujQ4enTpwYGBu3bt3/8+PHjx4/pcnqdKDk52cDA4Ouvv6YZPzc3lxCiwO/rAA1OXVJcjXlJxhRX3/lNPO1IT0SyZyGi3ESkwLBrZejQoYSQLl26FBYWEkIyMzMtLS3pqpycHIZhevXqpah9iR+NuiRqlJ7QINnb22tqal67dk14YXJy8tChQzU0NLS1tQkhJSUlwvNfC9B8WlVVJfy0oLC7d++6ubkRQurYTsNibW2dnZ1d3Vp6R5Es9PX1Z82adeTIER6PJzjlcO/evWHDhrFYLPporcCpU6cmTZq0b98+4XH1aBjCT2sCNDVypzhZ8pIsKU45+U087UhJRLJnIaL0RKSosGvl5s2bXbt27devn7W19U8//XT16tXhw4fTVXfu3NHX158+fbqi9iV+NOqSqHGvJzRInTp1Wrx48ZMnT65fv06XpKWlffz4ccuWLYQQ+tjmmjVr8vPzT548SbdJSEigw/mam5szDBMfH5+Xl0evahFCBF+OY2JiXr9+vWLFitq28+jRIysrK/rQX0M0bNiwR48eSVyVmpo6aNAgkXE6/Pz8rK2tk5OTxbcPCQkxNDQUzCaXnp7O5XI3bNggYyQvXrywtLQcMGBALaIHaFzkTnES8xupfYoTb6c+Upx42qkuEUnMQkSJiUjKjmobtvSmKD6f/+HDB+GbIsrLy5csWRIfH88wDCGkoqIiKirqyJEjzZo1MzAwWLly5c6dOwVnXg8cOBASEiI4CSrLTsX3KEw8LdcpUQs/7o7BlUAdyDi4Eo/HCwkJMTU1DQ0NPXr06OjRoxMSEgSrxo0bx2azTU1NN23atH379t69ewcHB9NhIO7du6erq6upqblw4UIej0cnPZs7d+68efPmzp3br18/OtxGbduhQ7gtX75clj6q4eBKZWVlVlZWly5dEl9Fn2zYuHGj8EIHBwdCiIeHh8TWXr9+PWbMmO+//37z5s0jR468ceOGxM3oVBwiY5r06tUrLCxM3n7UIwyuBHUn++BK8qU4kbzEMIx8KU68nVqlOBkHVxJPO9UlIolZiFFiIpK+o1qFLb0phmGuXLni7e1Ni7Q1a9bcvn2bYZjy8vIhQ4aw2WwLC4vFixcHBwfTgbcEwsLChg4dunHjxtWrV69cuVIwZpYsO5W4RylHQ+KS6oj/MaD0BLUjY+lJlZSU3Lx5k8PhiHzMGIbhcrl0YWlpqciq4uLi3Nxc+jPNy2/fvs3JyREZF61W7TAM8/HjRxnDVsPSk2GY06dPjxkzRuIq4W5SPB4vJSVlzZo1UhrMy8t79epVrWJITk7u3bt3cXFxrd6lHCg9oe5kLz0pOVKcSF6SO8WJtMPUJsXJWHoyktJOdYlIPAsxSkxENe5I9rBlibk6hYWFUn4LfD5fpB5VyE7Fj0atEjXG9YTGRk9Pb/DgwT169BB/urBt27Z0oY6OjsgqfX198Vvs27VrJ3FgNtnbad68uVydUBcuLi6mpqZ0YgwR4oeLxWJFR0fPmjVLSoOtWrUyNzeXPQAul7tixYq4uDh9fX3Z3wXQiMmR4iTmN1L7FCfeTn2kOPG0U10iktgppSWiGncke9iyxFwdQ0NDKb8FFotFH+2XuEq+nYofjbonapSe0NSVl5cTQkpKSlQdiFrYs2fPiRMnZJl+LT4+3tvbmz6HqxAfP3708/Pbvn27qampotoEAPVPceJpRw0TkSw7kjFshccsC/l2Kn40FJKoUXpCk5acnEy/pIaHh2dkZKg6HNXT0NDYvXu3LOc2Ro0aZWFhocBd5+TkREZGCo+hDQB11CBSnHjaUcNEJMuOZAxb4THLQr6dih8NhSRqDK4ETZ3ggU11PiugZPb29srf6Weffab8nQI0eg0lxYmnnQaaiFQSdj0RPxoKSdQoPaFJs7OzU3UIAAD1BSkO1BAuuAMAAACAkqD0BAAAAAAlQekJAAAAAEqC0hMAAAAAlETCY0bR0dF3795VfigAVEFBQXJycmhoqKoDqUfXr18vLS1t3H1sfJ48eWJgYKCo1t68eYM/gCbozZs3hJDDhw8nJCSoOpZ6xOVyHzx4gL9wIIRwuVyRJSyGYQQvXrx4YWtrq9yQAERVVVWxWCzxqTsaEz6fzzCMhoaGqgOB2hk6dOi5c+fq3s5333137NixurcDDQ6d7ZDNZrNYLCXvms/nV1ZWNmvWTAm7bgppHGT33Xffbd26VfDyf0pPAAAAaJRu3rzp4ODw+PHjXr16qToWaNLwjQQAAAAAlASlJwAAAAAoCUpPAAAAAFASlJ4AAAAAoCQoPQEAAABASVB6AgAAAICSoPQEAAAAACVB6QkAAAAASoLSEwAAAACUBKUnAAAAACgJSk8AAAAAUBKUngAAAACgJCg9AQAAAEBJUHoCAAAAgJKg9AQAAAAAJUHpCQAAAABKgtITAAAAAJQEpScAAAAAKAlKTwAAAABQEpSeAAAAAKAkKD0BAAAAQElQegIAAACAkqD0BAAAAAAlQekJAAAAAEqC0hMAAAAAlASlJwAAAAAoCUpPAAAAAFASlJ4AAAAAoCQoPQEAAABASVB6AgAAAICSoPQEAAAAACVB6QkAAAAASoLSEwAAAACUBKUnAAAAACiJpqoDAAAAAMWrqKgoKSkRvCwqKiKEFBYWfvjwQbDQwMBAS0tLBcFBE8ZiGEbVMQAAAICCcTicXr16SdmAzWZnZWWZm5srLSQAggvuAAAAjVLPnj2tra1ZLJbEtSwWy8HBAXUnKB9KTwAAgMbp66+/rq70pGuVGQwAhQvuAAAAjdPr168tLCwk/kevoaGRk5PTunVr5UcFTRzOegIAADRO5ubm9vb2GhoaIss1NDTGjBmDuhNUAqUnAABAozVz5kw+ny+ysKqqysPDQyXxAOCCOwAAQKP1/v17ExOTqqoq4YXa2trv3783MDBQVVTQlOGsJwAAQKPVpk2bkSNHamr+O4y3pqbmpEmTUHeCqqD0BAAAaMw8PDx4PJ7gJY/Hc3d3V2E80MThgjsAAEBjVlJS0qZNm7KyMvrS0NDw/fv3zZo1U21U0GThrCcAAEBjpq+vP2HCBHrNXUtLa8aMGag7QYVQegIAADRy7u7u9Jp7ZWXljBkzVB0ONGm44A4AANDIlZeXt23btqioqF27dtnZ2Ww2TjyBymjWvAkAAMD/KiwsVHUIUDsTJ048dOiQm5tbcXGxqmOB2jEyMlJ1CIqEs54AAFA7hYWFzZs3V3UUAE1FIyvVcNYTAADk4e/vb29vr+ooQJorV67s3r372LFjhBCGYdasWbN69WpVB6V406ZNmzdv3ogRI1QdiOLR36Cqo1AwlJ4AACAPe3t7Nzc3VUcB0hQWFu7evVvwaxo0aJClpaVKI6oX06ZNGzBgQKP8a6S/QVVHoWC40RgAAKBJaJR1JzQ4KD0BAAAAQElQegIAAACAkqD0BAAAAAAlQekJAAAAAEqC0hMAAAD+x7Nnz/h8vqqjqEd0WlEBLpdbWVlZlwZzc3PT0tLEl5eVlQmOZB130Wig9AQAAIB/XbhwoVu3btu3b1d1IPXl6dOnkZGR9OewsDBfX9+AgAAjIyN3d/cPHz7UqqkPHz7Mnz/f3d09Li6udevWImszMjLatm17//59+pLD4SxdurS0tLTOPWjYMK4nAAAA/KtPnz5eXl5OTk71vaPCwkJDQ0MWi1XfOxKWmJh469atpUuXEkIOHjxYXl4eHh5OCPH19R0yZEhlZWV0dLSMTUVFRS1atGjVqlU+Pj7ia3k83syZM4WnLe3Tp09VVdW333576NAhLS0tRfSmQcJZTwAAAPiXiYnJgQMHevfuXa97YRjGw8OjoqKiXvci4ubNmytWrFi0aBF9GRcXd+bMGfqzg4ODubn5uXPnqqqqZGnq4sWLnp6e3t7eEutOQkhwcHC/fv1EFvbr12/AgAH+/v7y9qAxQOkJAAAAyhYUFHT27Fkl7zQgIGD27NkaGhr05eTJk7W0tAT3YhobGxsaGrLZNZdG7969mzlzpq2tbVBQkMQNkpKSKioqJM7t6evrGxMTw+Fw5O1Eg4fSEwAAAP6VnJy8cOHCjRs3EkLevn27Y8eOYcOGZWZmRkRE2Nvb9+/fPz4+nm6ZnZ29c+dOR0fHV69eBQYG9uzZs0ePHhEREYSQ2NjYzz//3M7OjmEYQkh4ePjw4cPt7Ozev39PCAkLC9u0aRMhxM3NzcPDgxDC4XBsbGzodPP15Pjx4w8fPpw6dapgyVdffXX16lVaa5aWlnI4nGnTpslyA4C/v39ubq6vr29mZubZs2dFHjAqKCgIDQ0NDg6W+F49PT1nZ+fAwMC69aYBQ+kJAAAA/y8tLe3SpUthYWFcLpcQwuVyo6OjExMTf/rpJy0treXLlxcWFrq5udEL5RwOZ+/evTdu3AgICLCxsVm7di2LxfLx8fn9999dXFxatGhx+/ZtWnr6+vpaWFjcvn2bPuXt7+8/ffp0QsipU6eioqIIIdnZ2ampqU+ePKm/rh0+fLhbt24GBgYS18bExLRq1Wrt2rWyNJWYmEgIuXbt2ubNm9evX9+rV6+JEycKbutctGjRunXrmjVrVt3b7ezsYmNj//7779p3ojFA6QkAAAD/r0ePHnPnzhW87Nu378SJEwkhXl5es2fPnjBhgpeXV35+/rNnzwghTk5O9GmkoKAgd3f3yZMnX7lyRU9PjxZwbdu2FW5Z5KUIJycnLpe7atWq+ugUlZaW1r59++rWRkRE7Nq1y8jIqMZ2srKyuFzuwIED9+3bFxER8ddffy1duvT06dP04vvhw4f79u3bs2dPKS106tSJENJkr7mj9AQAAIB/CW6FpDQ1NQkhenp69GXHjh0JIbm5ucJr27RpQ1+amJiMHTs2IyPj06dPsuxL+Oq2oJH6UFFR8fz5cxMTE4lr09PTzczMnJ2dZWmKloxDhgyhfSeEhISE6OjoHDp0KCsr69y5c35+ftJboAWuxHFAmwIMrgQAAACyqvFWSFqbylh6Kk1lZSWfz6/uEaL4+Pjly5fL2FSHDh3IPzU3paWl1bNnz7t37/r5+XXs2HH16tV0OS1Sd+/e3b59ex8fH2NjY7pcV1eXEJKfny9nZxo4lJ4AAACgMAUFBa1atZLlFKYyR/TU19e3tLQsKiqSuLZly5bW1tYyNtWlSxc2m33r1i3hhR06dHj69Km5ufnjx48fP35MF+bl5RFCkpOTDQwMvv76a0HpSc8Zd+7cWb6+NHQoPQEAAEBh7t696+bmRgjR1tYmhJSUlBgaGopvRuvOqqoqkev79cfa2jo7O1viqhkzZsjejr6+/qxZs44cOcLj8QTnPu/duzds2DD6dL/AqVOnJk2atG/fPpEBPmkYXbp0qV0HGgvc6wkAAAD/ojM9CuZ7pHNLlpWV0Zf0ueySkhLhtwhOAcbExLx+/XrFihWEkAkTJhBC1qxZk5+ff/LkyevXrxNCEhIS6Jjt5ubmDMPEx8fn5eU9e/bs0aNHVlZWe/bsqb9+DRs27NGjR+LLU1NTBw0adP78eeGFfn5+1tbWycnJEpsKCQkxNDQUzMaZnp7O5XI3bNggYyQvXrywtLQcMGBALaJvRFB6AgAAwP+7devWkiVLCCGxsbG7du1KTEw8cuQIISQ0NJTD4Vy/fv3AgQOEkG3btqWnpwvedf78eW9v73nz5q1duzYpKYneDTl69Ohx48Zt27bNxsbm+fPnM2bM6N27d0ZGBr3cPGXKFF1d3fHjx69bt65z5855eXlZWVlZWVn11zU/P7/WrVtfvnxZZPmLFy+Sk5MfPnwovPD+/fupqam//PKLxKZMTEzu3Llz/Pjx+fPnb9my5fvvv7969WqvXr1kjOTo0aP+/v5KO92rbnDBHQAAAP7foEGDjhw5QstNSrjEJISkpqaKv2vVqlWamppVVVXCoxdpaGj8+eefubm5rVu3ZrPZZWVlP/zwg2Ctra1tbm5uaWkpvSt02LBh+fn5zZs3V3yX/qGtrR0aGrply5aRI0cKL58wYUJubq7IzanXrl178OCBlPmWzMzMzp8/n5+fX1JSsnjxYonbTJw4kQ5rKuz27dsaGhpz5syRtx8NHs56AgAAQF21a9dO4qiZbdu2pc+V6+joiKzS19cXLvjqte6kXFxcTE1NL168KLJc/KEoFosVHR09a9Ys6Q22atXK3Nxc9gC4XO6KFSvi4uL09fVlf1cjg9ITAACU5+PHj4WFhaqO4l8Mw7x7907VUTRg5eXlROzWT3W2Z8+eEydOiNzZKS4+Pt7b29vMzEyBu/748aOfn9/27dtNTU0V2GyDg9ITAACU4fLly2PGjGnXrp36jKS9f//+du3adejQwcrKKigoiM/ny/Ku06dPOzs7W1lZWVlZ9e3b94svvnBwcHB1dV27dq36dE05kpOT6RnE8PDwjIwMVYcjEw0Njd27d9d4hnXUqFEWFhaK3XVOTk5kZGT37t0V22yDg3s9AQBAGUaOHHn//v2LFy8Kj8WtQrdv375+/XpcXBzDMD///HNISIidnZ0s89m4urr27NmzW7duhJD8/PyWLVt++vTp4cOH69evX7lypaura3h4eNM5rSV4Jr0BnfgkhNjb2yt/p5999pnyd6qG1OLzDwAATUGLFi2I2DyNKsHn8x8+fLh//376Mjw8/Ny5czExMTJOpdi1a1dNTU0ej9eyZUtCiJ6e3uDBg2NjY3/77bd58+Y9evQoOTm5devW9dgB9WBnZ6fqEKDhwQV3AABQquomM1RyDF5eXoKXJiYmpqam48ePl70FiTPxzJ07193d/cWLF4sWLap7kACNkuo//wAA0IjdunVr9uzZAQEBM2fOFBmgOzY21tvbm94oef/+fULI27dvd+zYMWzYsMzMzIiICHt7+/79+8fHxwve8u7du40bN27duvWHH36YMmWK4CKveFM1Ej75evnyZQcHBxcXF/qSw+HY2NgcO3ZMjv7++OOPhJBjx44VFBSovI8AagilJwAA1JcLFy7MnDlz/fr1oaGhv//+O32smJ4v3LFjR0pKSkRERFJSEp/Pt7e3f/LkCZfLjY6OTkxM/Omnn7S0tJYvX15YWOjm5lZRUUEbDA4OtrKyWrRo0fbt2z99+kRn3JHYlIwR5ufnL1myxNXVtXv37oLHjLKzs1NTU2VvRFj37t21tLTKysqePHmiJn0EUCu41xMAAOpFRUWFn5/f2LFjjY2NCSEaGhqenp7r1q1jsVjv3r1bu3ZtZmYmXT5r1qyzZ89u3bp1z549EydOTEpK8vLyGj16NCHk4cOHK1asePbsGZ0qJiYmpn379lOnTmWxWD/88AOfz5fSVI0RVlVV7dmzJyMjQ0dHJygo6P79+ydOnCCEODk5cblc8bEeZaGlpdW5c+f09PT79++rQx8JIa9fv5ajIw1Lfn5+o+xmfn6+qkNQPJSeAABQLy5fvvz8+fMRI0YIllhaWtIfTp06VVVVtWDBAvqSz+e7u7vTtfT5dz09PbqqY8eOhBA69SIhZOzYsatXr87Kylq/fv24ceMIIeHh4dU1VSMNDY1ly5YRQt68efPll1+ePHkyJSWlf//+RNIY4zLi8/lv3rwhhKSlpalDHwXtN27Lli2jv0pQfyg9AQCgXtBBLsWHGWKxWOnp6ZqamrKctBN5mueXX34pLS2NjIw8fvz4vn373NzcZG9KCjMzs8DAQHd397S0NFp6yu3JkyclJSWtWrXi8/lq0scah09v6MaOHevv7z927FhVB6J458+fDwsLU3UUCobSEwAA6gW9dfLatWuDBw8WWWVkZJSTk/Pu3TvhwrSioqLGIT+bN2/+xx9/HDlyZPHixdOmTdPU1JTSVK0epR86dCghpEuXLrK/RaK4uDhCyJQpU5o3b64mfRwzZoy8vWkwevXq1Si72SjvIsBjRgAAUC/69etHCBF+dpthGPrDwIEDCSEhISGCVXw+f926dVVVVdLbXLduHSHE3d09JSXFzMzs8OHDcjcl4ubNm127dqUxy+38+fM//vhj//79t2/froZ9BFAHKD0BAKBeODk5OTg4XLp0affu3VVVVR8+fDh69CghJDY2dvDgwdbW1hEREXPnzr1x48bJkyenTp3q4uKipaX14cMHQkhZWRlt5O+//yZCM+UcPHiQThrevn17a2trS0tLZ2fn6pqSElt5efmSJUvi4+NpNVxRUREVFXXkyJFmzZoRQh49emRlZSXlAvenT58qKyuFA8vPzw8NDZ06dWqPHj1iYmJ0dXWlBKacPgKoKQYAAKA26IiVx44dq3HL3NzcUaNGsVisFi1aDB8+/KeffurcuXNQUNCLFy9ev349YMAA+j9R27Zto6OjGYZJSEigE1SOGzcuNTU1KSmpZ8+ehBAnJ6cnT54wDNOhQ4fRo0cfPnx4165dPj4+BQUFDMNIbEq68vLyIUOGsNlsCwuLxYsXBwcHv3nzRrD26tWrbDZ7+fLlEt97+vTpUaNG0d117dr1888/Hz58+Jdffunn5xcVFVVVVSXYUrV9ZBiGVs+ybNmgEUL27Nmj6ijqRaP8DbKYfy5/AAAAyKKwsLB58+bHjh1zc3OTZfuCggIej9e6devi4mJ9fX3hp2r+/vvvgoKCLl26yDi7ZmVlJYvFev36dceOHUXeUtumCCFFRUV8Pr958+YSY5a4XA4q7OPevXu/++67Rv8fPYvF2rNnz5w5c1QdiOI1yt8gHjMCAID6JajhDAwMRFaZmJiYmJjI3hS9xNypUyfxVSJNBQYGVtfIZ599RmfRNDQ0rDHmuqu/PgI0RCg9AQCgEWrfvn11q1q1aqXMSEAN8Xg84aEGuFxuy5Yt5bh3trCw0NDQUGR4LKqqqkrk5HRlZSVuzyUoPQEAoFH64YcfVB0CqKmnT59eu3aNXqAPCwt7+vRpYWHhiRMnJk2a9Ouvv7Zs2VKWRvbs2bN27dpXr14ZGhp6enpu3LhRX1+frjp69OjJkyctLCwyMzO/+OKL+fPn0+UcDicqKmrNmjW6urr11LUGAaUnAAAAyEnKaRAS8UoAACAASURBVD+VtFOjxMTEW7duLV26lPwzmEB4eDghxNfXd8iQIZWVldHR0TU2EhERcfjw4cDAwJcvX+7fv//XX38tKir6/fffCSFxcXFz5sx5/vy5sbExj8fr2rWrtrb23LlzCSF9+vSpqqr69ttvDx061JRPf2JwJQAAAJAHwzAeHh4VFRVq0k6Nbt68uWLFikWLFtGXcXFxZ86coT87ODiYm5ufO3euxtFSKyoqLl26lJCQ4O3t/fPPP6empmppaR08eDA/P7+oqGjGjBnTpk0zNjYmhGhqas6fP9/Pz+/Vq1f0vf369RswYIC/v3+9dbEBQOkJAAAA8ggKCjp79qz6tFOjgICA2bNnC27BnDx5spaWFp12ixBibGxsaGhY4wRRKSkpgYGBgltF27RpQydSev369ZkzZwoKClxdXQUbOzs783i8qKgowRJfX9+YmBgOh6PAfjUsKD0BAACaurt373p6evr4+Hz55ZfLli0rKiqiy2NjYz///HM7Ozs6vk94ePjw4cPt7Ozev38fFha2adMmQoibm5uHh0d2dvbOnTsdHR1fvXoVGBjYs2fPHj16RERE1LYdQgiHw7GxsTl27Jhi+3j8+PGHDx9OnTpVsOSrr76iY7gSQkpLSzkczrRp02q86G9vby8YY5WytrZms9ldunS5ePEi+d/pWDt16sRms8+fPy9Yoqen5+zsLGUEhsZPhWOKAgBAQyT7kPKgWjIOSH78+HFjY2M6qH5RUZGNjY2FhQWXy6VrJ0yYQAgRDJX/zTffEELevXvHMIynpychhM/nMwxz+fLlPn36EEKmTJkSFRV14sSJHj16EEIiIyNr1Q5tisVirV69WsZuEtmGlHd1dbW1ta1ubVRUlJmZGR3Av7bGjh3r4eHBMAyda4B2SsDAwKBTp07CS+jvJTs7u8aWG+WQ8jjrCQAA0HR9+PDBx8dn7ty5HTp0IIQYGBhs2bLl5cuXAQEBdIO2bdsKby/yUsDJycnJyYkQEhQU5O7uPnny5CtXrujp6a1du7ZW7dCmuFzuqlWr6tAtCdLS0qQMuRUREbFr1y4jI6PaNsvhcO7du/fzzz8TQvLy8gghIg+w6+jo0KlTBeigrU32mjtKTwAAgKYrISEhNze3e/fugiUODg4aGhqxsbEytiC4Qk1vf2zTpg19aWJiMnbs2IyMjE+fPtWqHeFGFKWiouL58+fVDcifnp5uZmbm7Oxc22b5fP6SJUuOHz9ubm5O/qmneTye8Dbl5eWdO3cWXkIL3LS0tNrurnFA6QkAANB0PXv2jBAieNSGEGJgYGBra1tYWMjlcuvYeMeOHQkhMpae9aqyspLP51f3CFF8fPzy5cvlaDYwMNDDw8PR0ZG+pP0tLi4WbMAwTHFxcc+ePYXfRU+L5ufny7HHRgClJwAAQNNlZmZGCElKShJeaGxsrK2t3bp16xrfLv2hnIKCglatWslyCrO+R/TU19e3tLQUPD4lomXLltbW1rVt88CBA506dXJ3dxcssbW1JYRkZmYKluTk5DAM06tXL+E35ubmEkJEToU2HSg9AQAAmi57e3tNTc1r164JL0xOTh46dCgdhEhbW5sQUlJSIv5eWi9KGQjz7t27bm5u9Oe6tKMQ1tbW2dnZElfNmDGjtq2dPn3648eP3t7egiWJiYnOzs4tWrS4evWqYOGdO3f09fWnT58u/F4ahvCD8E0KSk8AAICmq1OnTosXL37y5Mn169fpkrS0tI8fP27ZsoW+pE+mr1mzJj8//+TJk3SzhISEqqoqc3NzhmHi4+Pz8vLohXtCyK1bt+gPMTExr1+/XrFiRW3befTokZWVFX24W4GGDRv26NEj8eWpqamDBg0SHv+IEOLn52dtbZ2cnCyxqatXry5fvvzTp0/r/uHj4xMWFtaxY8eVK1fu3LlTcHr1wIEDISEhlpaWwm9/8eKFpaWlyAhNTQcm0gQAAGjS1q5dq6+vP23atMWLF5uamu7fv18wUhIhZPTo0ePGjdu2bdt//vMff3//GTNmfPr0KSMjIzc3d8qUKVu3bh0/fvz8+fM3b95Mtz9//vyFCxcYhrlz505SUhJ9cL5W7SQlJWVlZWVlZSm2m35+fuHh4ZcvXx45cqTw8hcvXiQnJz98+HDs2LGChffv309NTf3ll18OHz4s0s6DBw9cXFyKi4sFVTV18OBBQkhAQICGhsb48eOdnZ1LS0t79eq1YMECkRaOHj3q7+8vGNm+yVHp0E4AANDwYFzPhqJWo0KWlJTcvHmTw+EIht4UxuVy6fLS0lLh5cXFxbm5ufRnOjH627dvc3JyRMa2rFU7DMN8/PhRxrAZmcf1ZBjm9OnTY8aMEV8uvGuKx+OlpKSsWbNG9jCE8fl8Ok6quOTk5N69excXF8vSDsb1BAAAgMZJT09v8ODBPXr0kPgYeNu2belyHR0d4eX6+vriTxG1a9euuhE0ZWynefPmcnWiBi4uLqampnTOIWHiXWCxWNHR0bNmzZJvRywWS3C6VxiXy12xYkVcXJy+vr58LTcCKD0BAABAAcrLy0k1DxKpjz179pw4cULkzk5x8fHx3t7e9PF/Rfn48aOfn9/27dtNTU0V2GyDg9ITAAAA6io5OZmeTQwPD8/IyFB1ONXS0NDYvXt3jWdVR40aZWFhodhd5+TkREZGCo/e3zThMSMAAABQAMEz6Wp+4pP8X3t3HtfEmfAB/AlJihIUETlEEBA8QChoXRS0FhfPitJXLQhYa6vrClSlaFUUr5bWT60HVktxab2qVgpKRVtQoajYuuBRBQmogCgKkkjkkjPJvH/MdjYbrgRCAuH3/SvzzMwzz7Psbn99Zp7nIcTNzU39Dx05cqT6H9oNIXoCAABAZ7m6umq6CdAz4IU7AAAAAKgJoicAAAAAqAmiJwAAAACoCb71BACAjnj69GlOTo6mWwFtKSkpIYT0hj9TSUmJVnaT/gtqGRZFUZpuAwAA9CRVVVVdtOI3ADSnZVENo54AAKAcHo/3xx9/aLoVoJx79+4tX778xIkTNjY2mm4L9GqIngAAoBw2m62RZRGh85ydnUePHq3pVkCvhmlGAAAAAKAmiJ4AAAAAoCaIngAAAACgJoieAAAAAKAmiJ4AAAAAoCaIngAAAACgJoieAAAAAKAmiJ4AAAAAoCaIngAAAACgJoieAAAAAKAmiJ4AAAAAoCaIngAAAACgJoieAAAAAKAmiJ4AAAAAoCaIngAAAACgJoieAAAAAKAmiJ4AAAAAoCaIngAAAACgJoieAAAAAKAmiJ4AAAAAoCaIngAAAACgJoieAAAAAKAmiJ4AAAAAoCaIngAAAACgJoieAAAAAKAmiJ4AAAAAoCaIngAAAACgJoieAAAAAKAmiJ4AAAAAoCaIngAAAACgJoieAAAAAKAmiJ4AAAAAoCaIngAAAACgJoieAAAAAKAmLIqiNN0GAAAAULGsrKz3339fLBbThw0NDaWlpUOGDOFyuXQJl8uNj48fNmyY5toIvRGiJwAAgBaSSCTm5uYCgaC1C2xsbAoLC9XZJACCF+4AAABaic1m+/v7czicFs9yOJz3339fzU0CIIieAAAA2srPz4954S5HLBYvXLhQze0BIHjhDgAAoMVsbW2bv1VnsVivv/76nTt3NNIk6OUw6gkAAKC1AgIC2Gy2XKGOjs57772nkfYAYNQTAABAa+Xl5dnb28sVslisJ0+eWFhYaKRJ0Mth1BMAAEBrjRo1ysnJicViMSU6OjoTJ05E7gRNQfQEAADQZu+9955s9KQoCm/bQYPwwh0AAECbFRcXW1lZMf+4Z7PZZWVlRkZGmm0V9FoY9QQAANBmlpaWbm5u9GQjDoczc+ZM5E7QIERPAAAALbdo0SKpVEoIEYvFAQEBmm4O9Gp44Q4AAKDlXrx4YWZmJpFI+vTpIxQK9fX1Nd0i6L0w6gkAAKDlBg0aNG3aNELIO++8g9wJmoVRTwAAaMu1a9c++eQTTbcCOuvFixf5+fkjR47U19fncDiyc961j0QiIYQ0X0tfa0RFRY0ZM0bTreggjqYbAAAA3ZpIJPr3v//t7+/fp08fTbcFOk4sFpeWlo4ePfrMmTOzZs0aPHiwplvUhX799Vcej/fWW29puiGqV11dHRcXV1lZqemGdByiJwAAtG/v3r0mJiaabgV0yqJFi2xsbM6cObNu3ToPDw9NN6cLeXh4WFhYfP/995puiOrl5+fHxcVpuhWdgm89AQAAegX6c08AzUL0BAAAAAA1QfQEAAAAADVB9AQAAAAANUH0BAAAAAA1QfQEAACA9j18+JDejVMricVi2UOBQNDU1NSBeqqqqlpbMZ1ebVRWxx7R0yF6AgAAQDsuXLgwYsSIffv2abohXeLBgwdHjhyhf0dGRgYFBYWGhvbv39/f3//ly5cKVhITE2NlZWVgYGBgYPDRRx+9evWKOXXq1CkfH58NGzYsWLBg//79TDmfz1+3bl1dXZ3qutIDYF1PAAAAaIezs/OSJUs8PT279ClVVVX9+vVT805LV65cycjIWLduHSHk2LFjDQ0NUVFRhJCgoKCJEyc2NTUpso5mdHT08ePHw8LCHj9+fOjQoW+++aa6uvro0aOEkKSkpGXLlhUUFJiamorF4uHDh+vq6i5fvpwQ4uzsLJFIPvjggx9++IHL5XZxR7sLjHoCAABAO8zMzA4fPvz666933SMoigoICGhsbOy6RzR3/fr18PDwNWvW0IdJSUnnzp2jf7u7u1taWv7yyy/NX5TLaWxsvHTp0uXLl1esWLFjx46cnBwul3vs2DGRSFRdXe3n5+fr62tqakoI4XA4K1euDA4OfvLkCX3v2LFjx40bFxIS0mVd7HYQPQEAAEDztmzZcv78eTU/NDQ0dOnSpcxu7/PmzeNyucwnraampv369dPRaScs3bp1KywsjMP5z5vkQYMGzZgxgxBSXFx87ty5yspKb29v5mIvLy+xWHzixAmmJCgoKCEhgc/nq7Bf3RmiJwAAALQjMzPz448//vLLLwkhz549279/v4eHx6NHj6Kjo93c3N54443U1FRCSGlp6YEDByZNmvTkyZOwsDAHBwd7e/vo6GhCSGJi4uTJk11dXelZOFFRUVOmTHF1dX3x4gUhJDIycufOnYQQHx+fgIAAQgifz3dycoqNje26TsXHx2dlZS1YsIApeffdd9PS0uisWVdXx+fzfX192/0AwM3Nbdy4cbIljo6OOjo6dnZ2Fy9eJITY2dkxp2xsbHR0dJKTk5kSPT09Ly+vsLAwlXSq+0P0BAAAgLbk5uZeunQpMjJSIBAQQgQCQVxc3JUrVzZt2sTlcjdu3FhVVeXj49PY2Mjn87/77rvff/89NDTUyckpIiKCxWIFBgYePXp07ty5AwYMuHHjBh09g4KCrKysbty4Qc/yDgkJWbhwISHk559/pkcES0tLc3Jy8vLyuq5fx48fHzFihL6+fotnExISBg4cGBER0YGa79y54+fnx+PxSkpKCCGGhobMKS6Xq6enV1xcLHu9q6trYmLi8+fPO/CsHgfREwAAANpib29PT4uhjRkz5p133iGELFmyZOnSpXPmzFmyZIlIJHr48KGnpyc9FWnLli3+/v7z5s377bff9PT06ABnbGwsW63coRxPT0+BQLB169Yu6RIhhJDc3NzBgwe3djY6Ovrbb7/t37+/stXy+fw///xzx44dhJDy8nJCSN++fWUv6NOnj9zEeRsbG/pGZZ/VEyF6AgAAQDuYryFp9HeNenp69OHQoUMJIUKhkDk1aNAg+pSZmdnMmTPz8/Nra2sVeZDs222mkq7Q2NhYUFBgZmbW4tn79+9bWFh4eXkpW61UKv3kk0/i4+MtLS3JX/FabtHQhoaGYcOGyZbQATc3N1fZx/VEiJ4AAADQKW1/DUkHUwWjp9o0NTVJpdLWphClpqZu3LixA9WGhYUFBARMmjSJPqT7XlNTw1xAUVRNTY2Dg4PsXfSwqEgk6sATexxETwAAAOhClZWVAwcOVGQIU50revJ4PGtr6+rq6hbPGhoaOjo6Klvn4cOHbWxs/P39mRIXFxdCyKNHj5iSsrIyiqJGjx4teyM9YCw3FKqtED0BAACgC92+fdvHx4cQoqurSwiR3eZHFp07211EU4UcHR1LS0tbPOXn56dsbWfPnq2oqFixYgVTcuXKFS8vrwEDBqSlpTGFN2/e5PF49JwqBt0M2YnwWgzREwAAANpBb/bIbPlIz5Kpr6+nD+mp2bKZMiMjg/6RkJBQXFwcHh5OCJkzZw4hZPv27SKR6MyZM9euXSOEXL58mY6blpaWFEWlpqaWl5c/fPgwOzvb1tY2Jiam6zrl4eGRnZ3dvDwnJ2f8+PGy6x/RgoODHR0dMzMzm9+Slpa2cePG2traz/8SGBgYGRk5dOjQzZs3HzhwgBlePXz48GeffWZtbS17e2FhobW1tdwKTdoKG2kCAABAWzIyMujd2xMTE52cnBwcHE6ePEkI2bNnj7m5uUgkOnz4MCFk7969zLhdcnLyhQsXKIq6efNmenr6kCFDCCHTp0+fNWvW3r17f/zxx5CQED8/v9ra2vz8fKFQaGZmNn/+/N27d8+ePXvlypVfffVVenp6UVFRUVFR1/UrODg4KioqJSVl6tSpsuWFhYWZmZlZWVkzZ86ULb9z505OTs7XX399/Phx2fK7d+/OnTu3pqaGTtiMY8eOEUJCQ0PZbPbs2bO9vLzq6upGjx69evVquZacOnUqJCREbi6XtkL0BAAAgLaMHz/+5MmTdNyk3b9/X/aCnJwcuVu2bt3K4XAkEons6kVsNvvXX38VCoVGRkY6Ojr19fWrVq1izrq4uAiFwrq6OvqrUA8PD5FIZGBg0CVdIoQQoquru2fPnl27dslFzzlz5giFwuYfp169evXu3bvNt1xydnZu7ZtR2urVq1etWlVSUkJHcDk3btxgs9nLli3rUCd6HrxwBwAAANUzMTFpcdVMY2Njel55nz595E7xeDzZwNeluZM2d+5cc3Nzes8hWS1OimKxWHFxcR9++GEHHsRisVrMnQKBIDw8PCkpicfjdaDangjREwAAukRFRUVVVZWmWwHq1tDQQFqfS9QNxcTEnD59uvmXnc2lpqauWLHCwsJCVY+uqKgIDg7et2+fubm5qurs/hA9AQBAxVJSUmbMmGFiYtJDl8g+e/asl5eXra2tra3tmDFj3nrrLXd3d29v74iIiB7aI7XJzMykRxCjoqLy8/M13RyFsNnsgwcPKjLCOm3aNCsrKxU+uqys7MiRI6NGjVJhnd0fvvUEAAAVmzp16p07dy5evEhvbNN9VFVV9evXr93FI729vR0cHEaMGEEIEYlEhoaGtbW1WVlZX3zxxebNm729vaOiorrbMJWCXVMDZk56Dxr4JIS4ubmp/6EjR45U/0M1DqOeAACgegMGDCDNdl/ULIqiAgICGhsbFbl4+PDhdG42NDQkhOjp6U2YMCExMfHgwYNnz55988036b25uwmlutalXF1dJ/7F2dlZ082B7gjREwAAukpruxRqxJYtW5rPTW5DiyOIy5cv9/f3LywsXLNmjeqa1lnKdg1Ag7rR/ykAAECPlpGRsXTp0tDQ0EWLFskuu/3q1auTJ096eno+e/Zsw4YNo0aNojd3uX379uLFiwMDA99+++3169czy9OUlpYeOHBg0qRJT548CQsLc3BwsLe3j46OZips8cbExMTJkye7urpSFEUIiYqKmjJliqur64sXLwghkZGRO3fuJIT4+PgEBAQQQvh8vpOTU2xsrLLd3LBhAyEkNja2srJSqa612y9VdQ2gW6MAAABad/bsWfLXxtNtSE5OtrOze/78OUVRYrHY0tKSEJKVlUVR1E8//UTv3bJy5cqIiAg7O7vY2Nj4+HhTU9OnT59SFFVdXe3k5GRlZSUQCCiKSklJod/Vzp8//8SJE6dPn7a3tyeEHDlyhKKoNm6kN8uRSCR0k95//31CSElJCX24ePFiQohUKqUPU1JSWCzWtm3bWusRl8tt8Z+SjY2N9Kl///vfSnWt7X6psGttePjwISEkLS2t3St7tLfeeisgIEDTregSWvAXRPQEAIC2KBI9GxoabG1tg4ODmZJNmzYRQrKzs+lD+vV0XFwcfSgSiYyNjTdv3sxcf+HCBULIokWL6MPQ0FBCyN27d+nD0tJSPT09Ozu7tm+kF1xk8tnatWvbzmdCobCNTrUWPSmKomeHJCYmKtu11vrV7o3Kdq01WhBcFIHo2Z11r7mHAADQE6WkpBQUFPz9739nSuS2qKYX6P7b3/5GH16+fFkoFMquKePu7s5msxMTE+lDeooPs6y3mZnZzJkzz5w5Q++F08aN7ZL9grPFZcPbJZVKnz59Sv6anqxU11rrV21tbbv/mSjVtbYtWbJET09PwYt7ouLi4jt37jg4OGi6IarXHSaTdRKiJwAAdBa92mXz9YZaC0P0yI1UKmVK9PX1XVxcbt26JRAITExMmt8ydOhQQsjdu3fbuLGz3VBMXl7eq1evBg4cOHz48OZn2+5a8+vpftXW1ip7Y2e4urqqcF30big+Pp7H48ntwK4dKioqCgoKNN2KTkH0BACAzqID09WrVydMmKDI9XTuSU9PX7RoEVNoamqqq6trZGTU4i2VlZUDBw50cXFR9kZZKln2MikpiRAyf/78FmtTtmt0vwYNGtSB/0xkKdW1oKAgDw8Pxa/vcW7fvm1hYbFnzx5NN0T18vPzDx8+rOlWdApmuAMAQGeNHTuWEJKamsqUUBTVxvVubm4cDufq1auyhZmZmW+++WZrS4Hevn3bx8en7Rt1dXVJ6yuZ0+FMIpEo1KVWJCcnb9iw4Y033ti3b1+LFyjbNbpf7d6ohq4BqAeiJwAAdJanp6e7u/ulS5cOHjwokUhevnx56tQpQkhiYiK9ABC9mfvz58/p621sbNauXZuXl3ft2jW6JDc3t6KiYteuXbLVZmRk0D8SEhKKi4vDw8PbvpGeBr59+3aRSHTmzBn6msuXL9OZzNLSkqKo1NTU8vLyhw8fZmdn29raMlvvyKmtrW1qaiIyaU8kEu3Zs2fBggX29vYJCQl9+/alyzvQteb9avdGpbqm6J8NQBPwwh0AAFTg7Nmz/v7+gYGBGzZsGDNmjLu7e1FRUX19fXV1dUJCwokTJwgh69ev//jjj729vQkhERERPB7P19d37dq15ubmhw4dYtYeYiQnJ1+4cIGiqJs3b6anpw8ZMqTtG6dPnz5r1qy9e/f++OOPISEhfn5+tbW1+fn5QqHQzMxs/vz5u3fvnj179sqVK7/66qv09PSioqKioqLmfUlMTDxw4AD9e8yYMYMHD2az2X379rWxsfnXv/61cOFCZqn8mJiYDnStxX6psGsq/cMCqBir7XciAADQyyUmJnp7e5eVlbU4+0dOZWWlWCw2MjKqqanh8XjtfoBI741uYGAwcuRI2a2P1q9fv3PnzmfPnnE4HIlEMnjwYAVvJIQIhUIjIyMdHZ36+vo+ffrInnr16lVdXR0zwbyystLAwKDdTnVMiy1st1+t3UhTvGutyc/PHz58eFpamnZ/6+nh4WFhYXH8+HFNN0T1tOAviFFPAABQGSbJ6evrK3I9vTd6Gxe0lnfbuNHY2Jj+IRfOCCE8Ho/H4zVvbVdou2tt5HiVdA2g28K3ngAA0O00NDSQ1mfV9Fza2i8tIBaLZQ8FAgH9sa+yqqqqWnuf3HweWMce0dMhegIAQPeSmZl58eJFQkhUVFR+fr6mm6My2tovLfDgwYMjR47QvyMjI4OCgkJDQ/v37+/v7//y5UsFK4mJibGysjIwMDAwMPjoo49k/wXj1KlTPj4+GzZsWLBgwf79+5lyPp+/bt26uro61XWlB8ALdwAA6HaYiedaNkCorf2SVVVV1a9fv84voaqqetp15cqVjIyMdevWEUKOHTvW0NAQFRVFCAkKCpo4cWJTU1NcXFy7lURHRx8/fjwsLOzx48eHDh365ptvqqurjx49SghJSkpatmxZQUGBqampWCwePny4rq7u8uXLCSHOzs4SieSDDz744Ycf6I1bewUNbuIJAADdnyJ7uENP0dU7gEulUi8vr/r6es3Wo/ge7n/88cekSZPEYjF9uHDhwokTJzJnLS0t+/bty5xtTUNDw7x585qamuhDoVBI58jy8vKqqioDA4MPP/yQuXj37t0cDufx48dMyVdffRUUFKRg17RgD3e8cAcAAADV2LJly/nz57tPPe0KDQ1dunQps9r/vHnzuFwus52pqalpv3795NYZaO7WrVthYWEczn/eJA8aNGjGjBmEkOLi4nPnzlVWVtKrbtG8vLzEYjG9JhctKCgoISGBz+ersF/dGaInAAAAtOD27duLFy8ODAx8++23169fX11dTQhJTEycPHmyq6srRVGEkKioqClTpri6ur548SIyMnLnzp2EEB8fn4CAAEJIaWnpgQMHJk2a9OTJk7CwMAcHB3t7++joaGXrIYTw+XwnJ6fY2FgVdjA+Pj4rK2vBggVMybvvvpuWlkZnzbq6Oj6f7+vr2+5Lfzc3t3HjxsmWODo66ujo2NnZ0V/32tnZMadsbGx0dHSSk5OZEj09PS8vr7CwMJV0qgfQ9LArAAB0a3jhrk0Uf10bHx9vamr69OlTiqKqq6udnJysrKwEAgFFUfTWShKJhL7y/fffJ4SUlJRQFLV48WJCiFQqpU8xS+LPnz//xIkTp0+ftre3J4QcOXJEqXroqlgs1rZt2xTppoIv3L29vV1cXFo7e+LECQsLi8rKSkWeKGfmzJl0A6ZNm8Z0iqGvr29jYyNbQn8EXFpa2m7NeOEOAAAA2ubly5eBgYHLly+nd1rS19fftWvX48ePQ0NDiczyojS5Q1menp6enp6EkC1btvj7+8+bN++3337T09OLiIhQqh66KoFAsHXrW1Zv9wAAIABJREFU1k50S15ubm6Lq/rToqOjv/322/79+ytbLZ/P//PPP3fs2EEIKS8vJ4Qw267S+vTpIzdx3sbGhr5R2Wf1RIieAAAA8D8uX74sFApHjRrFlLi7u7PZ7MTEREVul31DTX8ByWyzZGZmNnPmzPz8/NraWqXqka1EJRobGwsKCszMzFo8e//+fQsLCy8vL2WrlUqln3zySXx8vKWlJfkrT8stGtrQ0DBs2DDZEjrg5ubmKvu4ngjREwAAAP4H/VaXmW1DCNHX13dxcamqqhIIBJ2sfOjQoYQQRaJnl2pqapJKpa1NIUpNTd24cWMHqg0LCwsICJg0aRJ9SHe2pqaGuYCiqJqaGgcHB9m76GFRkUjUgSf2OIieAAAA8D8sLCwIIenp6bKFpqamurq6RkZGbd/b7qScysrKgQMHtjuE2dUrevJ4PGtra3ruVHOGhoaOjo7K1nn48GEbGxt/f3+mxMXFhRDy6NEjpoT+bHr06NGyNwqFQkKI3FCotkL0BAAAgP/h5ubG4XCuXr0qW5iZmfnmm2+y2WxdXV3Syqr4dF5svmOkrNu3b/v4+BBCOllP5zk6OpaWlrZ4ys/PT9nazp49W1FRsWLFCqbkypUrXl5eAwYMSEtLYwpv3rzJ4/EWLlwoey/dDNmJ8FoM0RMAAAD+h42Nzdq1a/Py8q5du0aX5ObmVlRU7Nq1ixBCz0zfvn27SCQ6c+YMfc3ly5clEomlpSVFUampqeXl5fRbe1pGRgb9IyEhobi4ODw8XNl6srOzbW1tme2gVMLDwyM7O7t5eU5Ozvjx42XXP6IFBwc7OjpmZmY2vyUtLW3jxo21tbWf/yUwMDAyMnLo0KGbN28+cOAAM7x6+PDhzz77zNraWvb2wsJCa2truRWatBU20gQAAAB5ERERPB7P19d37dq15ubmhw4dYlZKmj59+qxZs/bu3fvjjz+GhIT4+fnV1tbm5+cLhcL58+fv3r179uzZK1eu/Oqrr5jakpOTL1y4QFHUzZs309PT6YnzStVTXl5eVFRUVFSkwj4GBwdHRUWlpKRMnTpVtrywsDAzMzMrK2vmzJmy5Xfu3MnJyfn666+PHz8uW3737t25c+fW1NTQkZpx7NgxQkhoaCibzZ49e7aXl1ddXd3o0aNXr14t15JTp06FhIQwK9trNxZFUZpuAwAAdF+JiYne3t5lZWUmJiaabgt0Vn5+/vDhw9PS0jw8PBS5vra2Nisry8DAYOTIkXIzcoRCoZGRkY6OTn19fZ8+fZjyV69e1dXVMZ9yrl+/fufOnc+ePeNwOBKJpPliRgrWQwiprKw0MDBQpNkeHh4WFhZyAbFFiYmJUVFRzQc4X7x40fxrVIlEcvfu3fPnz2/ZskWRZsiiKKqkpITO3HJu3LixbNmyP/74g8fjtVuPsn/Bbggv3AEAAKBlenp6EyZMsLe3bz4T3NjYmC6UzYuEEB6P1+IUIhMTkxYX0VS8HgVzp1Lmzp1rbm5O7zkkq8UusFisuLi4Dz/8sAMPYrFYLeZOgUAQHh6elJSkSO7UDoieAAAA0FUaGhpIK3OJuomYmJjTp083H/hsLjU1dcWKFfT0f5WoqKgIDg7et2+fubm5qurs/hA9AQAAoEtkZmbSA4pRUVH5+fmabk7L2Gz2wYMHFRlSnTZtmpWVlQofXVZWduTIEdml+3sDTDMCAACArsLMSe/OA5+EEDc3N/U/dOTIkep/qMYhegIAAECXcHV11XQToNvBC3cAAAAAUBNETwAAAABQE0RPAAAAAFATRE8AAAAAUBNMMwIAgPa5uLg0X1QcehyJRMLlcn19fblcrqbb0oUqKipu376twgU4uw+JRKLpJnQWoicAALRl5MiRW7du1XQroLOePn36/fffBwUFGRsba7ot0FnW1taabkLHYQ93AAAA7Xf9+nV3d/d79+6NHj1a022BXg1vTwAAAABATRA9AQAAAEBNED0BAAAAQE0QPQEAAABATRA9AQAAAEBNED0BAAAAQE0QPQEAAABATRA9AQAAAEBNED0BAAAAQE0QPQEAAABATRA9AQAAAEBNED0BAAAAQE0QPQEAAABATRA9AQAAAEBNED0BAAAAQE0QPQEAAABATRA9AQAAAEBNED0BAAAAQE0QPQEAAABATRA9AQAAAEBNED0BAAAAQE0QPQEAAABATRA9AQAAAEBNED0BAAAAQE0QPQEAAABATRA9AQAAAEBNED0BAAAAQE0QPQEAAABATRA9AQAAAEBNED0BAAAAQE0QPQEAAABATRA9AQAAAEBNED0BAAAAQE0QPQEAAABATTiabgAAAACo3oMHDw4dOsQcPnv2jBCyd+/eQYMGMYVBQUFDhw7VQOOgF2NRFKXpNgAAAICK1dTUGBsbNzY2stns5mfFYrGBgUFZWdlrr72m/rZBb4YX7gAAAFpIX1/f29ubzWY3tYTD4fj6+iJ3gvohegIAAGgnf3//pqamFk81NTX5+fmpuT0ABC/cAQAAtFVjY6OJiUllZWXzUyYmJqWlpTo6GIECdcN/5wAAALTTa6+99u6773K5XLlyDoezePFi5E7QCPzXDgAAQGv5+fk1f+cuFovxth00BS/cAQAAtJZUKjU3Ny8rK5MtHDZsWEFBgaaaBL0cRj0BAAC0lo6Ojr+/P4fz32W86bftGmwS9HIY9QQAANBmN27ccHV1lS25f//+iBEjNNUe6OUQPQEAALScra1tYWEhIYTFYjk7O//555+abhH0XnjhDgAAoOUWLVpE72mko6Pz3nvvabo50Kth1BMAAEDL5eXl2dvbE0JYLNaTJ08sLCw03SLovTDqCQAAoOVGjRrl5ORECJk0aRJyJ2gWp/1LAAAAZDQ0NOzYsUPTrQDlmJmZZWdnGxgYbNu2TdNtAeVo2Z8ML9wBAEA5VVVVBgYGAwcO7Nu3r6bbAm2pr6+vqqoyMTEhhEgkkrKyMjMzM+3bxEggEPTv379Pnz6abojq1dbWvnz5UsuiGqInAAAoh46esbGxPj4+mm4LtOW77777xz/+wfyDfteuXWvXrtVsk7oCi8WKiYlZtmyZphuienJ/Qe2gbf/qAwAAAC0KDQ3VdBMAED0BAAB6B+171Q49Ef5bCAAAAABqgugJAAAAAGqC6AkAAAAAaoLoCQAAAP/j4cOHUqlU063oQmKxWPZQIBA0NTV1oJ6qqqrWpp9LJBK5ko49QvsgegIAAMB/XbhwYcSIEfv27dN0Q7rKgwcPjhw5Qv+OjIwMCgoKDQ3t37+/v7//y5cvFawkJibGysrKwMDAwMDgo48+evXqFXPq1KlTPj4+GzZsWLBgwf79+5lyPp+/bt26uro61XWlR8JuRgAAAPBfzs7OS5Ys8fT07OoHVVVV9evXj8VidfWDZF25ciUjI2PdunWEkGPHjjU0NERFRRFCgoKCJk6c2NTUFBcX124l0dHRx48fDwsLe/z48aFDh7755pvq6uqjR48SQpKSkpYtW1ZQUGBqaioWi4cPH66rq7t8+XJCiLOzs0Qi+eCDD3744Qcul9vFHe2+MOoJAAAA/2VmZnb48OHXX3+9S59CUVRAQEBjY2OXPkXO9evXw8PD16xZQx8mJSWdO3eO/u3u7m5pafnLL780f1Eup7Gx8dKlS5cvX16xYsWOHTtycnK4XO6xY8dEIlF1dbWfn5+vr6+pqSkhhMPhrFy5Mjg4+MmTJ/S9Y8eOHTduXEhISJd1sQdA9AQAAAB127Jly/nz59X80NDQ0KVLl7LZbPpw3rx5XC6X+arV1NS0X79+7a5+euvWrbCwMA7nP++NBw0aNGPGDEJIcXHxuXPnKisrvb29mYu9vLzEYvGJEyeYkqCgoISEBD6fr8J+9SyIngAAAPBfmZmZH3/88ZdffkkIefbs2f79+z08PB49ehQdHe3m5vbGG2+kpqbSV5aWlh44cGDSpElPnjwJCwtzcHCwt7ePjo4mhCQmJk6ePNnV1ZWehRMVFTVlyhRXV9cXL14QQiIjI3fu3EkI8fHxCQgIIITw+XwnJ6fY2Niu61d8fHxWVtaCBQuYknfffTctLY3OmnV1dXw+39fXt90PANzc3MaNGydb4ujoqKOjY2dnd/HiRUKInZ0dc8rGxkZHRyc5OZkp0dPT8/LyCgsLU0mneiJETwAAAPiP3NzcS5cuRUZGCgQCQohAIIiLi7ty5cqmTZu4XO7GjRurqqp8fHzoF+V8Pv+77777/fffQ0NDnZycIiIiWCxWYGDg0aNH586dO2DAgBs3btDRMygoyMrK6saNG/Qs75CQkIULFxJCfv75Z3pEsLS0NCcnJy8vr+u6dvz48REjRujr67d4NiEhYeDAgRERER2o+c6dO35+fjwer6SkhBBiaGjInOJyuXp6esXFxbLXu7q6JiYmPn/+vAPP0gKIngAAAPAf9vb29JwY2pgxY9555x1CyJIlS5YuXTpnzpwlS5aIRKKHDx8SQjw9PenZSFu2bPH39583b95vv/2mp6dHBzhjY2PZmuUO5Xh6egoEgq1bt3ZFp2i5ubmDBw9u7Wx0dPS3337bv39/Zavl8/l//vnnjh07CCHl5eWEkL59+8pe0KdPH7mJ8zY2NvSNyj5LOyB6AgAAwH8xn0LS6I8a9fT06MOhQ4cSQoRCoezZQYMG0YdmZmYzZ87Mz8+vra1V5Fmyb7eZSrpCY2NjQUGBmZlZi2fv379vYWHh5eWlbLVSqfSTTz6Jj4+3tLQkf8VruUVDGxoahg0bJltCB9zc3FxlH6cdED0BAABAUe1+CklnUwWjp9o0NTVJpdLWphClpqZu3LixA9WGhYUFBARMmjSJPqT7XlNTw1xAUVRNTY2Dg4PsXfSwqEgk6sATtQCiJwAAAKhMZWXlwIEDFRnCVOeKnjwez9raurq6usWzhoaGjo6OytZ5+PBhGxsbf39/psTFxYUQ8ujRI6akrKyMoqjRo0fL3kiPGcsNhfYeiJ4AAACgMrdv3/bx8SGE6OrqEkJkt/mRRefOdhfRVCFHR8fS0tIWT/n5+Slb29mzZysqKlasWMGUXLlyxcvLa8CAAWlpaUzhzZs3eTwePaeKQTdDdiJ8r4LoCQAAAP9F7/TI7PdIT5Gpr6+nD+l52XKBMiMjg/6RkJBQXFwcHh5OCJkzZw4hZPv27SKR6MyZM9euXSOEXL58mY6blpaWFEWlpqaWl5c/fPgwOzvb1tY2Jiam6/rl4eGRnZ3dvDwnJ2f8+PGy6x8RQoKDgx0dHTMzM1usKi0tbePGjbW1tZ//JTAwMDIycujQoZs3bz5w4AAzvHr48OHPPvvM2tpa9vbCwkJra2u5FZp6D2ykCQAAAP+RkZFB796emJjo5OTk4OBw8uRJQsiePXvMzc1FItHhw4cJIXv37rWzsxs5ciR9V3Jy8oULFyiKunnzZnp6+pAhQwgh06dPnzVr1t69e3/88ceQkBA/P7/a2tr8/HyhUGhmZjZ//vzdu3fPnj175cqVX331VXp6elFRUVFRUdd1LTg4OCoqKiUlZerUqbLlhYWFmZmZWVlZM2fOZArv3LmTk5Pz9ddfHz9+XK6eu3fvzp07t6amhk7YjGPHjhFCQkND2Wz27Nmzvby86urqRo8evXr1arkaTp06FRISIjedq/dA9AQAAID/GD9+/MmTJ+m4Sbt//77sBTk5Oc3v2rp1K4fDkUgksqsXsdnsX3/9VSgUGhkZ6ejo1NfXr1q1ijnr4uIiFArr6uror0I9PDxEIpGBgYHqu/QXXV3dPXv27Nq1Sy56zpkzRygUyn2cevXq1bt377a435Kzs3Nr34zSVq9evWrVqpKSEjqCy7lx4wabzV62bFmHOqEN8MIdAAAAOsvExKTFVTONjY3peeV9+vSRO8Xj8WQDX5fmTtrcuXPNzc3pPYdkNZ8UxWKx4uLiPvzww449iMVitZg7BQJBeHh4UlISj8frWM1aANETAADUp6KioqqqStOtaEF9fT2zlzcorqGhgbQ+l6gbiomJOX36tNyXnc2lpqauWLHCwsJChY+uqKgIDg7et2+fubm5CqvtcRA9AQBAHVJSUmbMmGFiYtINV9LOz883Nja+c+eOIhefPXvWy8vL1tbW1tZ2zJgxb731lru7u7e3d0RERDfsWpfKzMykRxCjoqLy8/M13RyFsNnsgwcPtjvCOm3aNCsrK9U+uqys7MiRI6NGjVJttT0OvvUEAAB1mDp16p07dy5evEjvf9N9iMXiRYsWyS4D3jZvb28HB4cRI0YQQkQikaGhYW1tbVZW1hdffLF582Zvb++oqKjeM6zFzEnvQQOfhBA3Nzf1P5SZldXLda///QMAgBYbMGAAabZPo8Z9+umnY8eOZZYHUsTw4cM5HI5YLDY0NCSE6OnpTZgwITEx8V//+tc///nP7OzszMxMIyOjLmtyd+Hq6qrpJkDPgxfuAACgVq1tZqgR6enpjY2Nf//735W9scWdeJYvX+7v719YWLhmzRpVtA5AC3Wj//0DAID2ycjIWLp0aWho6KJFi+QW6E5MTFyxYgX9oST9neWzZ8/279/v4eHx6NGj6OhoNze3N954IzU1lbmlpKTkyy+/3L1796pVq+bPn8+85G1elSIqKyv37Nnz6aefypXz+XwnJ6fY2NgO9HfDhg2EkNjY2MrKyu7QR4DuBtETAAC6yoULFxYtWvTFF1/s2bPn6NGj9LRierxw//79t27dio6OTk9Pl0qlbm5ueXl5AoEgLi7uypUrmzZt4nK5GzdurKqq8vHxaWxspCv89NNPbW1t16xZs2/fvtraWnrHnRarUqR5a9as+fzzz1977TW58tLS0pycHAUrkTNq1Cgul1tfX5+Xl9cd+gjQ7VAAAADKoMfzYmNj276soaHB1tY2ODiYKdm0aRMhJDs7+9mzZyYmJq9evaLLz5w5QwhZtmwZRVG7d+8mhNBb41AUFRERQQi5d+8efWhiYrJt2zb696+//lpWVtZGVW374YcfDhw4QP+Oi4sjhNy6dYs5KxQK276dy+W29s9QejZJdHS0xvtIzwFq97KejhASExOj6VZ0Ca38C2KaEQAAdImUlJSCggLZzyiZnax//vlniUTCbDAolUr9/f3ps/T8dz09PfrU0KFDCSFCoZA+nDlz5rZt24qKir744otZs2YRQqKiolqrqg1FRUW//PLLjz/+2NoFzdcYV5BUKn369CkhJDc3V7N9ZISGhnasLz3ITz/9xOfzNd0K1bt3756mm6B6iJ4AANAl6EUumy8zxGKx7t+/z+FwmHV52iA3m+frr7+uq6s7cuRIfHz8999/7+Pjo3hVslavXm1ubr5t2zb6kE4tBw8eHDx4cGBgoKmpqVK1ycrLy3v16tXAgQOlUqlm+8hod/l0LXDv3j068WuZiooKTTdB9RA9AQCgS9CbA129enXChAlyp/r3719WVlZSUiIbTBsbG9td8tPAwOCnn346efLk2rVrfX19ORxOG1W1MZV+8ODB9+7dY4aUysvLCSGZmZn6+vrvvfdeZ6JnUlISIWT+/PkGBgaa7SNDK4cDZbFYrE8//VQrd0X/7rvv/vGPf2i6FSqGaUYAANAlxo4dSwiRnbtNURT9429/+xsh5LPPPmNOSaXSzz//XCKRtF3n559/Tgjx9/e/deuWhYXF8ePHO1YVPV+H8cUXXxBCvv/++/T0dFtbWyU7+l/JyckbNmx444039u3bp/E+AnRPiJ4AANAlPD093d3dL126dPDgQYlE8vLly1OnThFCEhMTJ0yY4OjoGB0dvXz58t9///3MmTMLFiyYO3cul8t9+fIlIaS+vp6u5Pnz50Rmp5xjx47Rm4YPHjzY0dHR2tray8urtao63PLs7GxbW9s2XnDX1tY2NTXJNkwkEu3Zs2fBggX29vYJCQl9+/Zto2HdoY8AGqPpeU4AANDDKDjDnaIooVA4bdo0Fos1YMCAKVOmbNq0adiwYVu2bCksLCwuLh43bhz9TyJjY+O4uDiKoi5fvkxvUDlr1qycnJz09HQHBwdCiKenZ15eHkVRQ4YMmT59+vHjx7/99tvAwMDKykqKolqsSikJCQlEZoZ7Wlqajo7Oxo0bW7z47Nmz06ZNox83fPjwyZMnT5ky5e233w4ODj5x4oREImGu1HgftXJ+dHMEM9x7FBb11+sPAAAARVRVVRkYGMTGxvr4+ChyfWVlpVgsNjIyqqmp4fF4srNqnj9/XllZaWdnp+Dumk1NTSwWq7i4eOjQoXK3KFtVu202MDDofD1Eo32kvxTU+n/Qs1ismJgYLf7WU8v+gphmBAAAXYvJcPr6+nKnzMzMzMzMFK+KfsVsY2PT/JRcVWFhYa1VMnLkyCVLlrT9IFXlzuYNa5fifQToiRA9AQBACw0ePLi1UwMHDlRnS6D7E4vFsisPCAQCQ0PDjn1KS1EUM67f1NSE73GbQ/QEAAAttGrVKk03AXqGBw8eXL16lX5fHxkZ+eDBg6qqqtOnT//f//3fN998Y2hoqGA9r169+uabb1JTUy9cuECX8Pn8EydObN++vW/fvl3V+h4I0RMAAAA6qKqqql+/fnKr4muwHmVduXIlIyNj3bp15K+1BaKiogghQUFBEydObGpqojdZbVdKSsr58+f379/v4uLCFDo7O0skkg8++OCHH37A8CcDiysBAABAR1AUFRAQ0NjY2E3qUdb169fDw8PXrFlDHyYlJZ07d47+7e7ubmlp+csvvyi4eOrUqVMjIyMtLCzkyseOHTtu3LiQkBAVNrunQ/QEAACAjtiyZcv58+e7Tz3KCg0NXbp0KbNcwLx587hcLr0LFyHE1NS0X79+iuwXxWhxaDMoKCghIUHr95RSHKInAABAb3f79u3FixcHBga+/fbb69evr66upssTExMnT57s6upKr+8TFRU1ZcoUV1fXFy9eREZG7ty5kxDi4+MTEBBQWlp64MCBSZMmPXnyJCwszMHBwd7ePjo6Wtl6CCF8Pt/JySk2NrZLuxwfH5+VlbVgwQKm5N1336WXdCWE1NXV8fl8X1/fzn8DoKen5+Xl1caSC72O5pYUBQCAHknxJeVBsxRckDw+Pt7U1PTp06cURVVXVzs5OVlZWQkEAvrsnDlzCCHMUvnvv/8+IaSkpISiqMWLFxNCpFIpRVEpKSnOzs6EkPnz5584ceL06dP29vaEkCNHjihVD10Vi8Xatm2bgt0kHVpS3tvb28XFpbWzJ06csLCwoNfzV5ytre3YsWObl9N/iNLSUmUbqZVLymPUEwAAoPd6+fJlYGDg8uXLhwwZQgjR19fftWvX48ePQ0ND6QuMjY1lr5c7ZHh6enp6ehJCtmzZ4u/vP2/evN9++01PTy8iIkKpeuiqBALB1q1bO9Gt9uXm5raxAld0dPS3337bv39/lTyLXqUV79xpiJ4AAAC91+XLl4VC4ahRo5gSd3d3NpudmJioYA3MK2l6acxBgwbRh2ZmZjNnzszPz6+trVWqHtlKukhjY2NBQUFr6/Pfv3/fwsLCy8tLVY+jI2xubq6qKuzRED0BAAB6r4cPHxJCmLk1hBB9fX0XF5eqqiqBQNDJyocOHUoIUTB6qlNTU5NUKm1tClFqaurGjRtV+Dh6XU+RSKTCOnsuRE8AAIDei14PKD09XbbQ1NRUV1fXyMio3dvbnoVTWVk5cOBARYYw1byiJ4/Hs7a2ZmZTyTE0NHR0dFTh44RCISFk2LBhKqyz50L0BAAA6L3c3Nw4HM7Vq1dlCzMzM99880161SFdXV1CyKtXr5rfS+fFNla+vH37to+PD/27M/V0BUdHx9LS0hZP+fn5qfZZ9IPs7OxUW20PhegJAADQe9nY2KxduzYvL+/atWt0SW5ubkVFxa5du+hDemb69u3bRSLRmTNn6MsuX74skUgsLS0pikpNTS0vL6df3BNCMjIy6B8JCQnFxcXh4eHK1pOdnW1ra0tP7u46Hh4e2dnZzctzcnLGjx+fnJwsWxgcHOzo6JiZmdlGhVKp9OXLly1+XVBYWGhtbT1u3LhOtlk7IHoCAAD0ahEREZ999pmvr+/evXtjY2NDQkKYlZIIIdOnT581a9bevXudnJwKCgr8/Pxef/31/Px8oVA4f/78vn37zp49+/PPP2feJicnJ69YseKf//xnREREeno6PXFeqXrKy8uLioqKioq6tNfBwcFGRkYpKSly5YWFhZmZmVlZWbKFd+7cycnJ+frrr1urLS0tLTg4WCQS5eXlffrppzdv3pQ9e+rUqZCQEGbt+t5O06s7AQBAD4N1PXsKpVaFfPXq1fXr1/l8PrP0piyBQECX19XVyZbX1NQIhUL6N70T+rNnz8rKyugFOztWD0VRFRUVCjab6ui6nhRFnT17dsaMGc3LZVtCE4vFt27d2r59eweekpmZ+frrr9fU1HTgXqzrCQAAANpJT09vwoQJ9vb2Lc77NjY2psv79OkjW87j8ZrPIjIxMWltyUwF6zEwMOhQJ5Qzd+5cc3PzixcvypU37xGLxYqLi/vwww+VfYRAIAgPD09KSuLxeB1vqHZB9AQAAAAVaGhoIK1MJOq2YmJiTp8+LfdlZ3OpqakrVqygVwNQXEVFRXBw8L59+8zNzTvRRm2D6AkAAACdlZmZSQ8fRkVF5efna7o5imKz2QcPHmx3kHXatGlWVlbKVl5WVnbkyBHZ5fqBEMLRdAMAAABAGzBz0nvWwCchxM3NrSuqHTlyZFdU29MhegIAAEBnubq6aroJ0DPghTsAAAAAqAmiJwAAAACoCaInAAAAAKgJoicAAAAAqAmmGQEAQEdER0dfuHBB062Atjx48IAQsnTpUk03pMsdPXr0+vXrmm6F6tF/QS3DoihK020AAICepLa21tPTU9OtgPZJpVKJRMLlcjXdkK7V1NTEZrNb3IRJO2hZqkb0BAAAAAA10dp/RQAAAACA7gbREwAAAADUBNETAACiQ204AAAAEklEQVQAANQE0RMAAAAA1OT/AQZdJcnQousGAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "keras.utils.plot_model(model, show_shapes=True, dpi = 100)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "METRICS = [\n", " keras.metrics.TruePositives(name='tp'),\n", " keras.metrics.FalsePositives(name='fp'),\n", " keras.metrics.TrueNegatives(name='tn'),\n", " keras.metrics.FalseNegatives(name='fn'),\n", " keras.metrics.BinaryAccuracy(name='accuracy'),\n", " keras.metrics.Precision(name='precision'),\n", " keras.metrics.Recall(name='recall'),\n", " keras.metrics.AUC(name='auc'),\n", "]\n", "\n", "model.compile(loss='binary_crossentropy',\n", " optimizer='adam',\n", " metrics=METRICS)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/5\n", "200/200 [==============================] - 48s 239ms/step - loss: 0.4054 - tp: 7530.0000 - fp: 1399.0000 - tn: 8629.0000 - fn: 2442.0000 - accuracy: 0.8080 - precision: 0.8433 - recall: 0.7551 - auc: 0.8971 - val_loss: 0.3101 - val_tp: 2195.0000 - val_fp: 327.0000 - val_tn: 2145.0000 - val_fn: 333.0000 - val_accuracy: 0.8680 - val_precision: 0.8703 - val_recall: 0.8683 - val_auc: 0.9415\n", "Epoch 2/5\n", "200/200 [==============================] - 45s 223ms/step - loss: 0.2312 - tp: 9116.0000 - fp: 931.0000 - tn: 9097.0000 - fn: 856.0000 - accuracy: 0.9107 - precision: 0.9073 - recall: 0.9142 - auc: 0.9665 - val_loss: 0.3227 - val_tp: 2123.0000 - val_fp: 243.0000 - val_tn: 2229.0000 - val_fn: 405.0000 - val_accuracy: 0.8704 - val_precision: 0.8973 - val_recall: 0.8398 - val_auc: 0.9444\n", "Epoch 3/5\n", "200/200 [==============================] - 43s 217ms/step - loss: 0.1689 - tp: 9378.0000 - fp: 642.0000 - tn: 9386.0000 - fn: 594.0000 - accuracy: 0.9382 - precision: 0.9359 - recall: 0.9404 - auc: 0.9814 - val_loss: 0.3340 - val_tp: 2242.0000 - val_fp: 372.0000 - val_tn: 2100.0000 - val_fn: 286.0000 - val_accuracy: 0.8684 - val_precision: 0.8577 - val_recall: 0.8869 - val_auc: 0.9382\n", "Epoch 4/5\n", "200/200 [==============================] - 45s 226ms/step - loss: 0.1197 - tp: 9569.0000 - fp: 421.0000 - tn: 9607.0000 - fn: 403.0000 - accuracy: 0.9588 - precision: 0.9579 - recall: 0.9596 - auc: 0.9897 - val_loss: 0.4335 - val_tp: 2178.0000 - val_fp: 364.0000 - val_tn: 2108.0000 - val_fn: 350.0000 - val_accuracy: 0.8572 - val_precision: 0.8568 - val_recall: 0.8616 - val_auc: 0.9298\n", "Epoch 5/5\n", "200/200 [==============================] - 45s 225ms/step - loss: 0.0866 - tp: 9677.0000 - fp: 296.0000 - tn: 9732.0000 - fn: 295.0000 - accuracy: 0.9704 - precision: 0.9703 - recall: 0.9704 - auc: 0.9940 - val_loss: 0.4615 - val_tp: 2136.0000 - val_fp: 340.0000 - val_tn: 2132.0000 - val_fn: 392.0000 - val_accuracy: 0.8536 - val_precision: 0.8627 - val_recall: 0.8449 - val_auc: 0.9268\n" ] } ], "source": [ "BATCH_SIZE = 100\n", "EPOCHS = 5\n", "history = model.fit(X_train,y_train,\n", " batch_size=BATCH_SIZE,\n", " epochs=EPOCHS,\n", " validation_split=0.2)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "# Loading the test dataset, and repeating the processing steps\n", "df_test=pd.read_csv(\"../../../RepositoryData/data/IMDB/testData.tsv\",header=0, delimiter=\"\\t\", quoting=3)\n", "df_test.head()\n", "df_test[\"review\"]=df_test.review.apply(lambda x: clean_text(x))\n", "df_test[\"sentiment\"] = df_test[\"id\"].map(lambda x: 1 if int(x.strip('\"').split(\"_\")[1]) >= 5 else 0)\n", "y_test = df_test[\"sentiment\"]\n", "list_sentences_test = df_test[\"review\"]\n", "list_tokenized_test = tokenizer.texts_to_sequences(list_sentences_test)\n", "X_test = pad_sequences(list_tokenized_test, maxlen=MAX_LEN)\n", " \n", "## Making predictions on our model\n", "prediction = model.predict(X_test)\n", "y_pred = (prediction > 0.5)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " precision recall f1-score support\n", "\n", " 0 0.83 0.87 0.85 12500\n", " 1 0.86 0.83 0.84 12500\n", "\n", " accuracy 0.85 25000\n", " macro avg 0.85 0.85 0.85 25000\n", "weighted avg 0.85 0.85 0.85 25000\n", "\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 331, "width": 334 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from sklearn.metrics import (classification_report,\n", " confusion_matrix,\n", " roc_auc_score)\n", "%matplotlib inline\n", "%config InlineBackend.figure_format = 'retina'\n", " \n", "report = classification_report(y_test, y_pred)\n", "print(report)\n", " \n", "def plot_cm(labels, predictions, p=0.5):\n", " cm = confusion_matrix(labels, predictions)\n", " plt.figure(figsize=(5, 5))\n", " sns.heatmap(cm, annot=True, fmt=\"d\")\n", " plt.title(\"Confusion matrix (non-normalized))\")\n", " plt.ylabel(\"Actual label\")\n", " plt.xlabel(\"Predicted label\")\n", " \n", "plot_cm(y_test, y_pred)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 1025, "width": 730 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Cross Validation Classification Accuracy\n", " \n", "colors = plt.rcParams[\"axes.prop_cycle\"].by_key()[\"color\"]\n", "mpl.rcParams[\"figure.figsize\"] = (12, 18)\n", " \n", "def plot_metrics(history):\n", " metrics = [\n", " \"loss\",\n", " \"tp\", \"fp\", \"tn\", \"fn\",\n", " \"accuracy\",\n", " \"precision\", \"recall\",\n", " \"auc\",\n", " ]\n", " for n, metric in enumerate(metrics):\n", " name = metric.replace(\"_\", \" \").capitalize()\n", " plt.subplot(5, 2, n + 1)\n", " plt.plot(\n", " history.epoch,\n", " history.history[metric],\n", " color=colors[0],\n", " label=\"Train\",\n", " )\n", " plt.plot(\n", " history.epoch,\n", " history.history[\"val_\" + metric],\n", " color=colors[1],\n", " linestyle=\"--\",\n", " label=\"Val\",\n", " )\n", " plt.xlabel(\"Epoch\")\n", " plt.ylabel(name)\n", " if metric == \"loss\":\n", " plt.ylim([0, plt.ylim()[1] * 1.2])\n", " elif metric == \"accuracy\":\n", " plt.ylim([0.4, 1])\n", " elif metric == \"fn\":\n", " plt.ylim([0, plt.ylim()[1]])\n", " elif metric == \"fp\":\n", " plt.ylim([0, plt.ylim()[1]])\n", " elif metric == \"tn\":\n", " plt.ylim([0, plt.ylim()[1]])\n", " elif metric == \"tp\":\n", " plt.ylim([0, plt.ylim()[1]])\n", " elif metric == \"precision\":\n", " plt.ylim([0, 1])\n", " elif metric == \"recall\":\n", " plt.ylim([0.4, 1])\n", " else:\n", " plt.ylim([0, 1])\n", " \n", " plt.legend()\n", " \n", "plot_metrics(history)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 386, "width": 393 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from itertools import cycle\n", " \n", "mpl.rcParams[\"figure.figsize\"] = (6, 6)\n", " \n", "from sklearn import svm, datasets\n", "from sklearn.metrics import roc_curve, auc\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.preprocessing import label_binarize\n", "from scipy import interp\n", "from sklearn.metrics import roc_auc_score\n", " \n", "# Binarize the output\n", "y_bin = label_binarize(y_test, classes=[0, 1])\n", "n_classes = 1\n", " \n", "# Compute ROC curve and ROC area for each class\n", "fpr = dict()\n", "tpr = dict()\n", "roc_auc = dict()\n", "for i in range(n_classes):\n", " fpr[i], tpr[i], _ = roc_curve(y_test.ravel(), y_pred.ravel())\n", " roc_auc[i] = auc(fpr[i], tpr[i])\n", " \n", "# Compute micro-average ROC curve and ROC area\n", "fpr[\"micro\"], tpr[\"micro\"], _ = roc_curve(y_test.ravel(), y_pred.ravel())\n", "roc_auc[\"micro\"] = auc(fpr[\"micro\"], tpr[\"micro\"])\n", " \n", "plt.figure()\n", "lw = 2\n", "plt.plot(fpr[0], tpr[0], color='darkorange',\n", " lw=lw, label='ROC curve (area = %0.2f)' % roc_auc[0])\n", "plt.plot([0, 1], [0, 1], color='navy', lw=lw, linestyle='--')\n", "plt.xlim([0.0, 1.0])\n", "plt.ylim([0.0, 1.05])\n", "plt.xlabel('False Positive Rate')\n", "plt.ylabel('True Positive Rate')\n", "plt.title('Receiver operating characteristic')\n", "plt.legend(loc=\"lower right\")\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "python-notes", "language": "python", "name": "python-notes" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.0" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": false, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": true }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }