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neuroniniu-tinklu-metodai/Lab3/examples/Lab41.ipynb
2024-05-28 20:04:43 +03:00

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2.1 MiB

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Time-series prediction with Keras `SimpleRNN` class\n",
"### Dr. Tirthajyoti Sarkar, Fremont, CA 94536 ([LinkedIn](https://www.linkedin.com/in/tirthajyoti-sarkar-2127aa7/), [Github](https://tirthajyoti.github.io))\n",
"\n",
"For more tutorial-style notebooks on deep learning, **[here is my Github repo](https://github.com/tirthajyoti/Deep-learning-with-Python)**.\n",
"\n",
"For more tutorial-style notebooks on general machine learning, **[here is my Github repo](https://github.com/tirthajyoti/Machine-Learning-with-Python)**.\n",
"\n",
"---\n",
"### What is this Notebook about?\n",
"In this notebook, we show a building simple recurrent neural network (RNN) using Keras.\n",
"\n",
"We will generate some synthetic time-series data by multiplying two periodic/ sinusoidal signals and adding some stochasticity (Gaussian noise). Then, we will take a small fraction of the data and train a simple RNN model with it and try to predict the rest of the data and see how the predictions match up with the ground truth."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"WARNING:tensorflow:From f:\\KTU\\Neuroninių tinklų metodai\\venv\\Lib\\site-packages\\keras\\src\\losses.py:2976: The name tf.losses.sparse_softmax_cross_entropy is deprecated. Please use tf.compat.v1.losses.sparse_softmax_cross_entropy instead.\n",
"\n"
]
}
],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"from keras.models import Sequential\n",
"from keras.layers import Dense, SimpleRNN\n",
"from keras.optimizers import RMSprop\n",
"from keras.callbacks import Callback"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
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" <thead>\n",
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" <th></th>\n",
" <th>Data</th>\n",
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" <td>-0.561333</td>\n",
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" <td>0.203835</td>\n",
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" <td>-0.207246</td>\n",
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" <td>-0.486425</td>\n",
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"text/plain": [
" Data\n",
"0 -0.561333\n",
"1 0.203835\n",
"2 -0.207246\n",
"3 -0.486425\n",
"4 0.239823"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Total time points\n",
"N = 3000\n",
"# Time point to partition train/test splits\n",
"Tp = 750\n",
"\n",
"t=np.arange(0,N)\n",
"x=(2*np.sin(0.02*t)*np.sin(0.003*t))+0.5*np.random.normal(size=N)\n",
"df = pd.DataFrame(x, columns=['Data'])\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1500x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15,4))\n",
"plt.plot(df,c='blue')\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Split the values in train and test\n",
"\n",
"So, we took only 25% of the data as training samples and set aside the rest of the data for testing. \n",
"\n",
"Looking at the time-series plot, we think **it is not easy for a standard model to come up with correct trend predictions.**"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"values=df.values\n",
"train,test = values[0:Tp,:], values[Tp:N,:]"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Train data length: (754,)\n",
"Test data length: (2254,)\n"
]
}
],
"source": [
"print(\"Train data length:\", train.shape)\n",
"print(\"Test data length:\", test.shape)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"index = df.index.values\n",
"plt.figure(figsize=(15,4))\n",
"plt.plot(index[0:Tp],train,c='blue')\n",
"plt.plot(index[Tp:N],test,c='orange',alpha=0.7)\n",
"plt.legend(['Train','Test'])\n",
"plt.axvline(df.index[Tp], c=\"r\")\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Step (or _embedding_)\n",
"RNN model requires a step value that contains n number of elements as an input sequence.\n",
"\n",
"Suppose x = {1,2,3,4,5,6,7,8,9,10}\n",
"\n",
"for step=1, x input and its y prediction become:\n",
"\n",
"| x | y |\n",
"|---|---|\n",
"| 1 | 2 |\n",
"| 2 | 3 |\n",
"| 3 | 4 |\n",
"| ... | ... |\n",
"| 9 | 10 |\n",
"\n",
"for step=3, x and y contain:\n",
"\n",
"| x | y |\n",
"|---|---|\n",
"| 1,2,3 | 4 |\n",
"| 2,3,4 | 5 |\n",
"| 3,4,5 | 6 |\n",
"| ... | ... |\n",
"| 7,8,9 | 10 |\n",
"\n",
"Here, we choose `step=4`. In more complex RNN and in particular for text processing, this is also called _embedding size_."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"step = 4\n",
"\n",
"# add step elements into train and test\n",
"test = np.append(test,np.repeat(test[-1,],step))\n",
"train = np.append(train,np.repeat(train[-1,],step))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Train data length: (754,)\n",
"Test data length: (2254,)\n"
]
}
],
"source": [
"print(\"Train data length:\", train.shape)\n",
"print(\"Test data length:\", test.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Converting to a multi-dimensional array\n",
"Next, we'll convert test and train data into the matrix with step value as it has shown above example."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"def convertToMatrix(data, step):\n",
" X, Y =[], []\n",
" for i in range(len(data)-step):\n",
" d=i+step\n",
" X.append(data[i:d,])\n",
" Y.append(data[d,])\n",
" return np.array(X), np.array(Y)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"trainX,trainY =convertToMatrix(train,step)\n",
"testX,testY =convertToMatrix(test,step)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"trainX = np.reshape(trainX, (trainX.shape[0], 1, trainX.shape[1]))\n",
"testX = np.reshape(testX, (testX.shape[0], 1, testX.shape[1]))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training data shape: (750, 1, 4) , (750,)\n",
"Test data shape: (2250, 1, 4) , (2250,)\n",
"[ 0.75878716 1.50069712 0.54320651 ... -0.12409353 -0.12409353\n",
" -0.12409353]\n"
]
}
],
"source": [
"print(\"Training data shape:\", trainX.shape,', ',trainY.shape)\n",
"print(\"Test data shape:\", testX.shape,', ',testY.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Keras model with `SimpleRNN` layer\n",
"\n",
"- 256 neurons in the RNN layer\n",
"- 32 denurons in the densely connected layer\n",
"- a single neuron for the output layer\n",
"- ReLu activation\n",
"- learning rate: 0.001"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"def build_simple_rnn(num_units=128, embedding=4,num_dense=32,lr=0.001):\n",
" \"\"\"\n",
" Builds and compiles a simple RNN model\n",
" Arguments:\n",
" num_units: Number of units of a the simple RNN layer\n",
" embedding: Embedding length\n",
" num_dense: Number of neurons in the dense layer followed by the RNN layer\n",
" lr: Learning rate (uses RMSprop optimizer)\n",
" Returns:\n",
" A compiled Keras model.\n",
" \"\"\"\n",
" model = Sequential()\n",
" model.add(SimpleRNN(units=num_units, input_shape=(1,embedding), activation=\"relu\"))\n",
" model.add(Dense(num_dense, activation=\"relu\"))\n",
" model.add(Dense(1))\n",
" model.compile(loss='mean_squared_error', optimizer=RMSprop(lr=lr),metrics=['mse'])\n",
"\n",
" return model"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [],
"source": [
"model = build_simple_rnn() # Taking the defaults"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model: \"sequential_1\"\n",
"_________________________________________________________________\n",
" Layer (type) Output Shape Param # \n",
"=================================================================\n",
" simple_rnn_1 (SimpleRNN) (None, 128) 17024 \n",
" \n",
" dense_2 (Dense) (None, 32) 4128 \n",
" \n",
" dense_3 (Dense) (None, 1) 33 \n",
" \n",
"=================================================================\n",
"Total params: 21,185\n",
"Trainable params: 21,185\n",
"Non-trainable params: 0\n",
"_________________________________________________________________\n"
]
}
],
"source": [
"model.summary()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### A simple callback class to show a message every 50 epochs"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [],
"source": [
"class MyCallback(Callback):\n",
" def on_epoch_end(self, epoch, logs=None):\n",
" if (epoch+1) % 50 == 0 and epoch>0:\n",
" print(\"Epoch number {} done\".format(epoch+1))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Fit the model"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [],
"source": [
"batch_size=16\n",
"num_epochs = 1000"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch number 50 done\n",
"Epoch number 100 done\n",
"Epoch number 150 done\n",
"Epoch number 200 done\n",
"Epoch number 250 done\n",
"Epoch number 300 done\n",
"Epoch number 350 done\n",
"Epoch number 400 done\n",
"Epoch number 450 done\n",
"Epoch number 500 done\n",
"Epoch number 550 done\n",
"Epoch number 600 done\n",
"Epoch number 650 done\n",
"Epoch number 700 done\n",
"Epoch number 750 done\n",
"Epoch number 800 done\n",
"Epoch number 850 done\n",
"Epoch number 900 done\n",
"Epoch number 950 done\n",
"Epoch number 1000 done\n"
]
},
{
"data": {
"text/plain": [
"<keras.callbacks.History at 0x7fe68057d760>"
]
},
"execution_count": 62,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model.fit(trainX,trainY,\n",
" epochs=num_epochs,\n",
" batch_size=batch_size,\n",
" callbacks=[MyCallback()],verbose=0)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plot loss"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(7,5))\n",
"plt.title(\"RMSE loss over epochs\",fontsize=16)\n",
"plt.plot(np.sqrt(model.history.history['loss']),c='k',lw=2)\n",
"plt.grid(True)\n",
"plt.xlabel(\"Epochs\",fontsize=14)\n",
"plt.ylabel(\"Root-mean-squared error\",fontsize=14)\n",
"plt.xticks(fontsize=14)\n",
"plt.yticks(fontsize=14)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Predictions\n",
"Note that the model was fitted only with the `trainX` and `trainY` data. "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 500x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(5,4))\n",
"plt.title(\"This is what the model saw\",fontsize=18)\n",
"plt.plot(trainX[:,0][:,0],c='blue')\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"24/24 [==============================] - 0s 546us/step\n",
"71/71 [==============================] - 0s 487us/step\n"
]
}
],
"source": [
"trainPredict = model.predict(trainX)\n",
"testPredict= model.predict(testX)\n",
"predicted=np.concatenate((trainPredict,testPredict),axis=0)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,4))\n",
"plt.title(\"This is what the model predicted\",fontsize=18)\n",
"plt.plot(testPredict,c='orange')\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Comparing it with the ground truth (test set)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"index = df.index.values\n",
"plt.figure(figsize=(15,4))\n",
"plt.title(\"Ground truth and prediction together\",fontsize=18)\n",
"plt.plot(index,df,c='blue')\n",
"plt.plot(index,predicted,c='orange',alpha=0.75)\n",
"plt.legend(['True data','Predicted'],fontsize=15)\n",
"plt.axvline(df.index[Tp], c=\"r\")\n",
"plt.grid(True)\n",
"plt.xticks(fontsize=14)\n",
"plt.yticks(fontsize=14)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### How are the errors distributed?\n",
"The errors, or residuals, as they are called in a regression problem, can be plotted to see if they follow any specific distribution. In the generation process, we injected Gaussian noise, so we expect the error to follow the same pattern, _if the model has been able to fit to the real data correctly_."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"error=predicted[Tp:N]-df[Tp:N]\n",
"error=np.array(error).ravel()"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 504x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(7,5))\n",
"plt.hist(error,bins=25,edgecolor='k',color='orange')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1080x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15,4))\n",
"plt.plot(error,c='blue',alpha=0.75)\n",
"plt.hlines(y=0,xmin=-50,xmax=2400,color='k',lw=3)\n",
"plt.xlim(-50,2350)\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Make the model better\n",
"\n",
"Note, for running these experiments reasonably fast, we will fix the model size to be smaller than the model above. We will use a RNN layer with 32 neurons followed by a densely connected layer of 8 neurons."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Varying the embedding/step size"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"def predictions(model,trainX,testX):\n",
" trainPredict = model.predict(trainX)\n",
" testPredict= model.predict(testX)\n",
" predicted=np.concatenate((trainPredict,testPredict),axis=0)\n",
"\n",
" return predicted"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"def plot_compare(predicted):\n",
" index = df.index.values\n",
" plt.figure(figsize=(15,4))\n",
" plt.title(\"Ground truth and prediction together\",fontsize=18)\n",
" plt.plot(index,df,c='blue')\n",
" plt.plot(index,predicted,c='orange',alpha=0.75)\n",
" plt.legend(['True data','Predicted'],fontsize=15)\n",
" plt.axvline(df.index[Tp], c=\"r\")\n",
" plt.grid(True)\n",
" plt.xticks(fontsize=14)\n",
" plt.yticks(fontsize=14)\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def prepare_data(step=4):\n",
" values=df.values\n",
" train,test = values[0:Tp,:], values[Tp:N,:]\n",
" test = np.append(test,np.repeat(test[-1,],step))\n",
" train = np.append(train,np.repeat(train[-1,],step))\n",
" trainX,trainY =convertToMatrix(train,step)\n",
" testX,testY =convertToMatrix(test,step)\n",
" trainX = np.reshape(trainX, (trainX.shape[0], 1, trainX.shape[1]))\n",
" testX = np.reshape(testX, (testX.shape[0], 1, testX.shape[1]))\n",
"\n",
" return trainX,testX,trainY,testY"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING:absl:`lr` is deprecated in Keras optimizer, please use `learning_rate` or use the legacy optimizer, e.g.,tf.keras.optimizers.legacy.RMSprop.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training data shape: (750, 1, 2) , (750,)\n",
"Test data shape: (2250, 1, 2) , (2250,)\n",
"24/24 [==============================] - 0s 712us/step\n",
"71/71 [==============================] - 0s 630us/step\n",
"Embedding size: 2\n",
"----------------------------------------------------------------------------------------------------\n"
]
},
{
"data": {
"image/png": 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qmvsLAlNKSgru37+v2S64IzP1tS/zmNfqWYIgCEIJCWIEQRCEV8TExIi/Hzx4IFoSSKlUqZI4cAL4r+6CpY8WrgY9d+7cAQAUKlRI1SpBQLB6Erb3NWFhYZrrDAa+SXUe3Hub95wgswPM7MKT++rtTJwsy6Jnz54yKx2DwYCoqCgEBAQAAB49eoT09HSkpKT4NG/CM3dl9RcYGIiYmBhN4dhTXJ1DWGez2fDgwQPExcUpttEqC9IZKl3NxilFKjZm5z24desWACA+Pt6r/bKKr+ohT8oU4H2Z9wRPngugfg13794Vf7uaWVjr2EKZYlnW42eeFSu5zNTXvsxjXqtnCYIgCCXkMkkQBEF4hfSr+ZEjR3x2XHItyTn84V7Pnj0bixcvhl6vx5gxY3Du3DmYzWY8ePAAt27dwq1bt0SXQql4629olQWpG9ipU6fA8XFnXf717ds3R/KsZXFG5ByZeQZCmYqLi/OoPHEch4SEBB/nPOfy6A/1LEEQRH6HBDGCIAjCK5o2bSoOhv74448cOafwpf3evXswm82a2wmub85f5gVrgPT0dM19Hz16lNVsqiLNu5a7KMC7qOUVcvN++QohhtWAAQMwfvx4lCtXThG/TbA08jXCM3f1TM1msyweX2ZxdQ5hncFg0Iz3p0WRIkXE34LrpDdk5z0Q8paZfGWFrNZDeQEhT67chKXrpdcQGxsr/pZaEDqj9cyF53bv3j2XVpm5SX7II0EQBOE7SBAjCIIgvKJo0aLo1KkTAGDBggW4dOlStp+zTp06AHj3lu3bt2tut2nTJgDAU089JUuPiooCAFy7dk1z33379mU1m6pI864WVwfg3XO2bduW6XMIQo+vLJ2yer98nZ/MIOS9Vq1aquuTk5Oz/Zlv375d8x7s2LEjy/HDAGDr1q1u11WvXl0zKL4WCQkJouvbn3/+6XW+svMeNGjQIFP5ymq5zGo9lN14cn3CNfz33384e/as6jZ2u10sO9JrqFWrlvgxxFV9pbVOiKllt9uxdu1azf21kAra2VW3ZDWPBEEQRP6CBDGCIAjCaz799FOEhIQgJSUFHTp0cGkt4AuqV68uump++umnqrN6rVmzRhQ4XnrpJdm6GjVqAOCtGtREkDt37uCnn37ydbYB8HmvXLkyAOCzzz4Dy7KKbebMmePWYsMV4eHhAIDExMRMH0OKcL/Wr1+vaiWxZcsW7NmzJ8fykxkiIiIAAP/++6/q+k8++QSPHz/OlnN3794dAHD16lXMnz9fsZ5lWXz66ac+OdeMGTNUY3ydOXMGy5cvl+XHW1577TUAvPvp4cOHXW7rHJw8O+9B//79AQAnTpzADz/84PF+WS2XWa2HshtPrq9FixZiHEitWSZ//PFHsU6XXkN0dDSaNm0KAJg8ebKqxeuOHTs0hf/y5cujSZMmAIBRo0a5tTJ1LlPC9QHZV7dkNY8EQRBE/oIEMYIgCMJrKlWqhF9++QUBAQE4evQoqlevjk8//RQnTpyQfblPSkrCunXrMGTIkCyfc+LEiQCAnTt3okuXLqJlmtVqxcKFC8WBW4MGDdChQwfZvg0aNBADcPfp0wcHDx4Ex3GiZVaTJk1UhSpf8dlnnwHgLXZefvllUfxKT0/HjBkz8NZbbyEyMjLTx69WrRoAfjDuC9fLbt26QafT4f79+3jppZfE/KalpWH+/Pno2LGjSxc8X+cnM7Ru3RoA8NNPP2HmzJni4P3WrVsYOnQoJk2aJJsgwpfUq1cP7dq1AwAMGjQIP/30k+hid/XqVXTv3h179uzxyQyCVqsVLVq0wIEDBwDwljObNm1Cq1atYDabUbJkSQwcODBTx37vvffwxBNPID09HU2bNsW3334rc3FMTEzE2rVr0bt3b8UMqtl5D5o2bYoePXoAAN566y2MHDlSJijfu3cPs2bNEoUzAaFcJiUl4ddff/X6vEDW6qHsRri+EydOiDNxOhMUFCQKYYsXL8bAgQPF4PGpqan45ptv8O677wLgRc3atWvL9h8/fjwYhsHx48fRrl07nDt3DgBvNffbb7+hc+fOooWpGtOnT0doaCjOnj2L+vXrY9WqVTLX7OvXr2PBggVo3rw5PvzwQ9m+FSpUECfEmDVrVrZZiWUljwRBEEQ+gyMIgiCITLJnzx6uYsWKHADxT6/XczExMVx4eLgsPSwsjPvkk0+4tLQ02THGjh3LAeAaN27s9nxTpkzhGIYRjxkZGckFBASIy0888QR3/fp11X3XrVvHGY1Gcdvg4GAuMDCQA8CVL1+eW7x4sbjOGU/yuHXrVs39OY7jRo0aJbsfUVFRnMFg4ABwDRs25EaOHOnxfXDm7Nmz4rXodDouLi6Oi4+P5+Lj47lr166J2wnn3rp1q9tjjhkzRpbfiIgIMb8dOnTgRo8erZlfX+ancePGHABu7NixXtwRjnv48CFXqVIl8Rw6nY6LjIwUy88bb7zB9enThwPA9enTR7F/fHw8B4CbO3eu5jlc7X/v3j2uRo0a4vmNRiMXGRnJAeAYhuG+++47j86hxqVLl8TjLlmyhAsLC+MAcKGhoVxwcLDs/Thw4IBif3dlVcr169e5+vXri9szDMNFRkYq3u9y5cr5/B64Kh8pKSlcp06dZHkIDw/nIiIixOUaNWoo9mvevLmsThLK5dSpU8Vt3L3vma2H5s6dywHg4uPjNe62/NleunRJczs1rFarrD6OiooSr2/ZsmWybYcOHSp7ptL6CADXtGlTLikpSfU8U6dOld33yMhIzmQycQC4atWqiesrVqyouv+uXbu4IkWKKNqMoKAg2XEHDBig2Ld///6yOrxUqVJcfHw8995774nb+KK+zmwevXm3CIIgiNyHLMQIgiCITFO/fn2cPHkSK1asQN++fVGpUiWEh4fj0aNH0Ol0qFy5Ml555RXMnz8fN2/exOjRoxEYGJjp8w0dOhQHDx5Ez549UbJkSaSmpiIoKAj169fH1KlTceDAARQrVkx131atWmHnzp1o27YtoqKiYLfbUbJkSYwYMQKHDh2SBRHPDj799FOsXr0azZo1Q3h4OMxmMypXrowvvvgCmzdvFi0fMkP58uWxdetWtGvXDrGxsbh//z6uXLmCK1euZDpO1fjx47FgwQLUr18fISEhsNvtqFmzJmbMmIHffvvN5Qxq2ZEfb4mMjMTu3bvx7rvvIiEhAXq9HgaDAU2aNMHixYsxY8aMbD1/TEwMdu/ejfHjx6NSpUrQ6XQwGAxo3bo1Nm7ciMGDB/vkPPXq1cPBgwfRu3dvREREwGazoXjx4njttddw7NgxMWZUZilWrBh27dqFxYsXo127dihatChSU1NhsViQkJCAF198EdOmTcOOHTsU+2bnPQgODsaKFSuwevVqdOzYEcWKFUN6ejoMBgOqV6+Ot99+GzNnzlTst3z5cgwdOhQVKlSA1WoVy6U3LnhZqYeyE4PBgM2bN2PAgAEoXbo0UlJSxOtLTk6WbTtlyhRs2bIFnTt3RlxcHJKTkxEWFoamTZtizpw52LhxI8LCwlTP8+6772Lbtm1o06YNoqKikJ6ejoSEBIwePRp79+4VLbe0rF6feeYZnD17Fl999RUaNWqEyMhIJCYmQq/Xo3LlyujZsycWLlyIadOmKfb97rvvMG7cODzxxBMAeGvDK1euqLoNZ4Ws5JEgCILIPzAcl032xgRBEARBEITPuXz5MkqXLg0AuHTpEhISEnI3QwQh4ZVXXsGiRYvw6quvYvbs2bmdHYIgCILQhCzECIIgCIIgCILIMmfPnsVvv/0GwBHHjyAIgiDyKiSIEQRBEARBEAThEWPGjMG3336Lq1evipORpKSkYOnSpWjatCnS09NRqVKlHJ9UgCAIgiC8xZDbGSAIgiAIgiAIIn9w9OhRrFq1CkOGDIHRaERYWBgSExNFcax48eJYtmwZjEZjLueUIAiCIFxDghhBEARBEARBEB4xdOhQFCtWDLt378bNmzfx4MEDhIWFoUKFCmjbti3eeustREdH53Y2CYIgCMIteSKo/sSJEzFixAgAwJ49e1C/fv1czhFBEARBEARBEARBEARRUMn1GGLHjx/H2LFjERISkttZIQiCIAiCIAiCIAiCIPyAXHWZtFqt6NOnD2rWrIny5cvjl19+8Wp/lmVx48YNhIWFgWGYbMolQRAEQRAEQRAEQRAEkR/gOA6PHz9GsWLFoNNp24HlqiD22Wef4cSJE/jnn38wadIkr/e/ceMGSpYsmQ05IwiCIAiCIAiCIAiCIPIr165dQ4kSJTTX55og9s8//+Czzz7Dxx9/jCpVqmTqGGFhYQD4iwwPD/dl9nINq9WKDRs2oGXLljQ7D5EvoTKcjaSkAMWK8b9v3ADI1dznUPkl8jNUfon8DJVfIj9D5ZfIzxTE8puUlISSJUuKmpEWuSKImc1m9O7dGzVr1sTw4cO92s9sNovLjx8/BgAEBQUhKCjI5/nMDQwGA4KDgxEUFFRgCiPhX1AZzkZYFsIdtQYFAQWk3stLUPkl8jNUfon8DJVfIj9D5ZfIzxTE8mu1WgHAbWitXBHExowZg3PnzuHQoUPQ6/Ue7zdhwgSMHz9ekb5hwwYEBwf7Mou5zsaNG3M7CwSRJagM+x59ejraZvxev3497IGBuZqfggyVXyI/Q+WXyM9Q+SXyM1R+ifxMQSq/qampHm2X44LYnj178NVXX2HcuHGoVq2aV/uOHDkSw4YNE5cFM7iWLVsWKJfJjRs3okWLFgVGnSX8CyrD2UhKivizVatW5DKZDVD5JfIzVH6J/AyVXyI/Q+WXyM8UxPKblJTk0XY5KojZbDb06dMH1atXx4gRI7ze32QywWQyKdKNRmOBeXACBfGaCP+CynA2ILmfRqNRtkz4Fiq/RH6Gyi+Rn6HyS+RnqPwS+ZmCVH49vY4cFcSSk5Nx7tw5AEBAQIDqNk8//TQA4Pfff0eHDh1yKmsEQRAEQRAEQRAEQRCEn5CjgpjJZEL//v1V1+3YsQPnzp1Du3btEBsbi4SEhJzMGkEQBEEQBEEQBEEQBOEn5KggFhQUhFmzZqmu69u3L86dO4eRI0eifv36OZktgiAIgiAIgiAIgiAIwo/Q5XYGCIIgCIIgCIIgCIIgCCInyfFZJgmCIAiCIAiCIAiCyFtYrVbY7fbczgaRw1itVhgMBqSnp+fJ56/T6WA0GsEwjM+PnWcEsXnz5mHevHm5nQ2CIAiCIAiCIAiC8BuSkpJw7949mM3m3M4KkQtwHIciRYrg2rVr2SI6+QK9Xo/g4GAULlxYc4LGzJBnBDGCIAiCIAiCIAiCIHKOpKQkXL9+HaGhoShUqFC2WeIQeReWZZGcnIzQ0FDodHkrqhbHcbDb7UhLS8OjR49w+fJllChRAsHBwT45PgliBEEQBEEQfsS//wKffQZ8+ilQoUJu54YgCILITe7du4fQ0FCUKFGChDA/hWVZWCwWBAYG5jlBTCA0NBTR0dG4cuUK7t27h1KlSvnkuCSIEQRBEARB+BH16gFmM3DoEHDhQm7nhiAIgsgtrFYrzGYzChUqRGIYkefR6/WIjo7GzZs3YbPZYDBkXc7Km/IfQRAEQRAEkS0IIWIuXszdfBAEQRC5ixBA3Wg05nJOCMIzTCYTAMBms/nkeCSIEQRBEARBEARBEISfQtZhRH7B12WVBDGCIAiCIAiCIAiCIAjCryBBjCAIgiAIgiAIgiAIgvArSBAjCIIgCIIgCIIgCMJvYRjGq7+EhITcznKWGDduHBiGwbx583I7K7kKzTJJEARBEARBEARBEITf0qdPH0Xarl27cOHCBdSoUQM1a9aUrStUqFAO5Sxvc/nyZZQuXRqNGzfGtm3bcjs7XkOCGEEQBEEQBEEQBEEQfouapVTfvn1x4cIFdOjQAePGjcvxPBHZD7lMEgRBEARBEARBEARBEH4FCWIEQRAEQRAEQRAEQRAeMG/ePDAMg3HjxuHs2bPo0aMH4uLioNPpsHLlSgBAQkICGIZR3X/btm1gGAZ9+/ZVrOM4DosXL0azZs0QFRWFwMBAVK5cGePGjUNqaqrXef3jjz/w9NNPIzg4GDExMejcuTPOnj2ruf2RI0cwfPhw1K5dG7GxsTCZTChTpgwGDx6MGzduyLYdN24cSpcuDQDYvn27LMaa9Np27tyJt956C9WrV0dUVBSCgoJQqVIljBgxAomJiV5fky8hl0mCIAiCIAiCIAiCIAgvOHPmDJ566inExMSgadOmePjwIYxGY6aPx7IsevbsicWLFyM0NBR16tRBVFQUDh48iPHjx2Pt2rXYtm0bgoKCPDrejBkzMGjQIDAMg4YNG6Jo0aLYu3cv6tatixdffFF1ny+++AIrVqxA9erV8eyzzwLgRbIffvgBK1euxMGDB1GsWDEAQM2aNdG5c2esWLECcXFxaN26tXgcYV8A+OCDD/Dvv/+ievXqaN68OdLT0/HPP/9g4sSJWL16Nfbu3YvQ0NDM3rYsQYIYQRAEQRCEH6Lx4ZogCIIgCA9YsmQJ3nrrLUybNg16vT7Lx5s8eTIWL16MJk2aYPHixShSpAgAwGKxYPDgwZg9ezbGjx+PL774wu2xrly5gqFDh8JoNOLPP/9Eq1atAABWqxX9+vXDL7/8orrfG2+8ga+//hpxcXFiGsuy+PTTTzF27FiMHj0ac+bMAQB06NABNWvWxIoVK1CpUiXNGSvHjh2LBg0aICIiQkwzm814++23MXPmTEyZMgVjxozx6B75GnKZJAiCIAiCIAiCIAhChOOAlJT89cdxOXuPYmNjMXHiRJ+IYTabDZMmTUJISAiWLFkiimEAEBAQgOnTp6NIkSKYOXMmWJZ1e7w5c+YgPT0dL730kiiGAYDRaMTXX3+N4OBg1f2aNm0qE8MAQKfTYcyYMShevDj++OMPr6/t+eefl4lhAGAymTBt2jQYDAasWrXK62P6CrIQIwiCIAiC8EPIQowgCILQIjUVyCUvtkyTnAyEhOTc+Z577jlNYclb/vnnH9y7dw8tWrRQCFIAEBQUhNq1a+Ovv/7CuXPnULFiRZfH27lzJwCgR48einUxMTFo2bKlGO/Mmfv37+OPP/7A8ePHkZiYCLvdDoC3Lrt//z4ePHiA6Ohor67v+vXr+PPPP3H69GkkJSWJol5AQADOnTvn1bF8CQliBEEQBEEQfggJYgRBEASReUqVKuWzY12+fBkAsHHjRs1g/AL37t1zK4gJAfDj4+NV1yckJKimL168GK+//jqSk5M1j/348WOvBLEpU6ZgxIgRsFqtHu+TU5AgRhAEQRAE4YeQIEYQBEFoERzMW1zlJ3xkrOUxgYGBmdpPzeVRSCtXrhyeeeYZl/vHxMRk6rzuuHLlijg75LRp0/DCCy+gePHiYhD/Bg0aYM+ePeC88E3du3cv3nvvPURERODrr79GkyZNUKRIEZhMJgBAsWLFcPPmTZ9fi6eQIEYQBEEQBOGHkCBGEARBaMEwOet+WNAICAgAACQnJytmULx27Zpi+xIlSgCAy+D03lC0aFGcOXMGV65cQZUqVRTrr1y5okhbs2YNLBYL3n//fbzzzjuK9RcvXvQ6H7///jsA4LPPPkOfPn1k69LS0nDr1i2vj+lLKKg+QRAEQRAEQRAEQRCEjyhatCgA4OzZs4p1GzduVKQ99dRTiIiIwPbt2/HgwYMsn79hw4YAgF9//VWx7sGDB9iwYYMiPTExEYBDnJOyY8cO3L59W5EuCH82m001Hw8fPtQ85rJly7yyNssOSBAjCIIgCIIgCIIgCILwEY0bNwYATJgwQQxKD/AxuhYvXqzY3mQyYfjw4Xj8+DE6deqkao11/fp1LFiwwKPz9+vXDyaTCQsXLsSmTZvEdKvViqFDhyIlJUWxT/ny5QEAv/zyi2z99evXMXDgQNXzFCpUCEajERcuXJBdp0CFChUAALNnz5bFEDt58iQ+/PBDj64lOyFBjCAIgiAIwg8hl0mCIAiCyB7efPNNxMbGYvny5ahSpQq6du2KmjVrolevXqruiAAwYsQI9OrVC9u3b0flypVRv359vPTSS+jcuTOqVauGkiVLYvLkyR6dv3Tp0pg8eTKsVitatWqFpk2b4qWXXkKFChWwatUqvPLKK4p92rVrh6pVq+LgwYMoV64cunTpgrZt26JChQqIiopCgwYNFPsEBASgdevWuHXrFmrUqIHevXtjwIABmDt3LgBemCtSpAj+/PNPVKxYEd27d0eLFi1Qs2ZNNGzYUDPof05BghhBEARBEIQfQoIYQRAEQWQPcXFx2LFjB9q2bYubN29i7dq1iIiIwMaNG9GuXTvVfXQ6HX7++WesWrUKLVq0wKVLl7BixQrs2rULgYGB+OCDDzBnzhyP8/Dmm2/i999/x1NPPYV9+/Zh/fr1qFGjBvbu3Yty5coptg8ICMDOnTsxaNAgBAYGYvXq1Th16hSGDBmCjRs3wmg0qp5n1qxZ6NWrF+7fv49FixZh9uzZ2L59OwB+AoADBw7g5ZdfhsViwR9//IHr16/jk08+UbWUy2kYLredNrNAUlISIiIi8OjRI4SHh+d2dnyC1WrFmjVr0KZNG80CRxB5GSrD2UhKCiAE5UxOpkin2QCVXyI/42n5FYQwkwlIT8+hzBGEG6j+JfIz+bX8pqen49KlSyhdunSmZ0wk8j8syyIpKQnh4eHQ6fK2zZSnZdZTrShvXy1BEARBEASRLZCFGEEQBEEQ/kyOC2Lp6ekYNmwYGjVqhGLFiiEwMBBFihTBM888g7lz58oCrREEQRAEQRAEQRAEQRCEr8lxQSw5ORk//PADGIbBCy+8gGHDhqFjx464fv06Xn31VbRt2xYsy+Z0tgiCIAiCIPwKshAjCIIgCMKfMeT0CaOjo/Ho0SMEBATI0m02G1q0aIENGzZg7dq1eOGFF3I6awRBEARBEH4DCWIEQRAEQfgzOW4hptPpFGIYABgMBnTs2BEAcP78+ZzOFkEQBEEQhF9BghhBEARBEP5Mngmqz7Is1q1bBwCoVq1aLueGIAiCIAiiYEOCGEEQBEEQ/kyOu0wKWCwWfP755+A4Dvfv38fmzZtx+vRp9OvXD82bN8+tbBEEQRAEQRAEQRAEQRAFnFwVxMaPHy8uMwyD999/HxMmTNDcx2w2w2w2i8tJSUkAAKvVWmBmpxSuo6BcD+F/UBnORqxWGMWfVoDusc+h8kvkZzwvv0JNwsFqtWVrngjCU6j+JfIz+bX8Wq1WcBwHlmVpYjs/huM48X9eLwcsy4LjOFitVuj1es3tPH0XGU64+lyCZVncuHEDf/75J/73v/+hatWqWLNmDcLDwxXbjhs3TiaiCSxatAjBwcE5kV2CIIhcQ5+ejrY9egAAVi9ZAntgYC7niCCI/EiHDu0BAEFBVixevCaXc0MQBEHkFgaDAUWKFEHJkiVV43wTRF7DYrHg2rVruHXrFmw27Y96qampePnll/Ho0SNVbUkg1wUxKcuWLUO3bt0wfPhwTJw4UbFezUKsZMmSuHfvnsuLzE9YrVZs3LgRLVq0gNFodL8DQeQxqAxnIykpMEZFAQCsDx8CISG5nKGCB5VfIj/jafkNCODXhYdzuHePLMSIvAHVv0R+Jr+W3/T0dFy7dg0JCQkIpA+tfgvHcXj8+DHCwsLA5PEAo+np6bh8+TJKlizpsswmJSWhUKFCbgWxXHOZVKNly5YAgG3btqmuN5lMMJlMinSj0ZivKh5PKIjXRPgXVIazAcn9NBqNsmXCt1D5JfIznpdfhso5keeg+pfIz+S38mu328EwDHQ6HXS6PDPfHpHDCG6SQlnIy+h0OjAM4/Zd8/Q9zFNXe+PGDQCeZ54gCIIgCILIHHn8IzBBEARBEES2kuOC2MmTJ5GamqpIT01NxbBhwwAAbdq0yelsEQRBEARBEARBEES+5dEjYPFiICUlt3NCEPmDHHeZ/PXXXzFlyhQ8++yzSEhIQHh4OK5fv461a9fi/v37aNiwIYYOHZrT2SIIgiAIgsjXLFzI4L//YuDpd0WyECMIgsgfLFgAFC8ONGvmeruuXYGNG4FXXgF++SVn8kYQ+ZkctxBr27YtevTogatXr2Lx4sWYPHky1q5di+rVq+PHH3/Eli1bEBQUlNPZIgiCIAiCyLccPw7062fARx896/E+JIgRBEHkfY4dA3r3Bpo3d7/txo38/4ULszdPBRmGYWR/Op0OkZGRaNiwIWbNmoXcnpNw3rx5YBgG48aNk6X37dsXDMNoxmPPqzRp0gQMw+Dy5cu5cv4ctxCrU6cO6tSpk9OnJQiCIAiCKLBcueL9PiSIEQRB5H2uXs3tHPgnffr0AcBPPHDhwgX8/fff2LVrFzZv3ozFixfncu6yh3nz5qF///4YO3asQnArqOSpWSYJgiAIgiCInIEEMYIgiLwP1dW5w7x582TLGzduRJs2bbBkyRK88soraNu2be5kTIMJEyZgxIgRKFWqVG5nJV+Rp2aZJAiCIAiCIAiCIAjCNWvXAmfP5nYu/IcWLVqgV69eAICVK1fmbmZUKFq0KCpVqoTg4ODczkq+ggQxgiAIgiAIP6Jm/GG0rrE2t7NBEARBeICahdiePUCbNkDFijmfH3+mVq1aAIBr166JaQzDICEhARaLBR9//DEqVaoEk8mEDh06iNukpqZiwoQJqFWrFkJDQxEaGor69etj/vz5muf6+++/8dxzzyEsLAyRkZFo1aoV9u3bp7m9qxhiKSkpmDhxIurUqYPw8HCEhISgUqVKePPNN3E2Q1Vt27Yt+vfvDwAYP368LI6as7XcqVOn0LdvX5QsWRImkwlxcXHo0aMHTpw4oZo3u92Or776CpUqVUJgYCBKliyJd955B0lJSZrXk1OQyyRB5BPu3wdiYnI7F4SvuXQJ0OsBsm4mCCKnmNJzGABgxG/lAJTP3cwUYBYuBKZNA1asoDqeIIjMoyaIHTjgeh8dmb1kC48fPwYAmEwmWTrLsujQoQN27NiBxo0bo3r16ojJGLjduXMHLVq0wNGjR1GkSBE0btwYHMdh9+7d6Nu3Lw4ePIjp06fLjrd69Wp07NgRNpsNdevWRZkyZfDvv/+iUaNG6Nu3r1d5vnnzJlq0aIETJ04gKioKTZo0gclkwsWLFzFjxgyUL18eb7/9NppnzNrw999/o0aNGqhZs6Z4jHLlyom/V65ciR49esBsNqNmzZqoX78+rl27hl9//RV//vkn1q5di0aNGsny0LNnTyxZsgTBwcFo2bIlDAYD5s+fj7///htGo9Gr6/E1JIgRRD7gl1+AXr2A//0P+Oyz3M4N4StSUoAyZfjfVitgoBqZIIhMkplJrwqH3QYJYtlHz578/3feAX7/PXfzQhCEf+GTuGMcB7BmHxwoB9GZsi3oGsdxWL16NQCgevXqsnXXrl2DyWTCmTNnULx4cdm6fv364ejRo3jnnXcwceJEUUy7ffs22rZti2+//RYvvPACWrduDYAX3V599VXYbDbMmTMH/fr1E88/cuRITJw40at89+rVCydOnEC3bt0we/ZshIaGiusuX74sWmkNHToU8fHx+Pvvv9GhQwfVoPqXL19Gz549YTQasXr1ajz33HPiunXr1qFdu3bo2bMnzp8/j4CAAADA0qVLsWTJEpQqVQrbt29HQkICAF4obN68OQ4dOuTV9fgaGn4RRD5g8GD+/+efawtimzYBkycDM2YA8fE5lzci89y/7/idmgqEh+deXgiCyDscOwaMGgV88glQo0Zu54bIKhkGBQRBEJlCTd9x9xHEJ5oQawa2Pu+DA+UgTdcC+kCfHtJut+PixYv4/PPPsWfPHphMJlGkkjJhwgSFGHbkyBGsWbMGTz31FKZMmQKdxHQvLi4OM2fOxJNPPokffvhBFMSWL1+Ou3fvolGjRrLzMAyDTz75BAsXLsR///3nUd7379+PzZs3o3Dhwpg1a5ZMDAMgilMsy3p0vGnTpiElJQXTp0+XiWEA0Lp1awwaNAjffPMN/vrrL3Ts2BEA8P333wMAxo0bJ54PAAoXLowvv/wSzz+fu2WMjCkJIh/gyZf/Fi2Adet4SzIib3DuHG8hoOFOD6mFsMWSM3kiCCLv07gx8OefwLPPer5PZgY/HE1dRhAEkS/JEUHMzxHiZxkMBlSoUAHz5s1DWFgYFi9ejLJlyyq2ffHFFxXH2LBhAwCgQ4cOMjFMQIgptn//fjFt586dAIAePXootjcajejSpYvH17Bp0yYAwEsvvYSwsDCP99NCuJ5OnTqprm/YsCEAiNdjtVqxd+9eAED37t0V27du3RpRUVFZzldWIAsxgihgnD+f2zkgBJo0AW7cAPbuVX8u0nbRnM8s0gmCyB5u3AAePuR/Jyd7vl9mXCYBGjERBEHkJziOF7vc1fk+iSGmM/EWV/kJncn9Nh7Sp08f/pA6HcLDw/HEE0+gU6dOqgJO4cKFFXHFAN7FEABGjRqFUaNGaZ4rPT1d/H3jxg0AQLyGy4/UysodQvB/ZwEvswjX42wJ58y9e/cAAPfv34fFYkFsbKzm7Jfx8fF4KHR8cgESxAgiH+Cu0ZOuT0vL3rwQnpPRnuHCBfX1UutkSTtIEIQf46aP6REcx//Nng3UrQs4hToRIQuCnIHuM0EQWUFah7AsPxmTN/tIsVqBnTuB+vUBDX1CfhAfux/mJ5xnVnRFYKD6fRJcEZ999lmfiVK5iXA9glioRb169XIiOz6BBDGCyAe4E8QWLXL8JkEs7xEbq55OghhBEL7CecC0dCnw2mv88uPHgFPYECIHIUGMIIjMkpSkLohl1mVy/Hg+HvHzzwNr1vgun4Q6JUqUAMC7TL733nse7VO0aFEAwJUrV1TXa6WrUbJkSQDABa2v815SokQJXLhwAZMnTxZn0XRFTEwMAgICcPfuXaSlpSEoKEixzdWrV32St8xCMcQIIh8gbfTu3weWLZO72M2Z4/hNrnd5jyJFHL/tdsdvEsQIgsgMDx8CI0cCJ0860qTtxD//MNixw7E8YIDWkUipyQlIECMIIjN8/jkQEcH3+wWEvmNmBbHp0/n/a/OZJ2R+pUWLFgCA372YaliIw/Xrr78q1tlsNqxYscLjYwmB7xcvXoxkD+IwCDND2mw21fXeXo/RaBStxdSuZ8OGDXjw4IFHx8ouSBAjiDyI3Q5IxXJpo9esGdCtGyCdCTdzsWOInEL4GHL1KhATA3zwAb8sFcRIyCQIwlPefhv44gugalX19c88Y8APPziWly6VrJQ0GCTUEARB5F2EkFM//eRI87TPn5rKtxPSD7He7E/4hnr16qFFixb4+++/8eabbyIpKUmxzb///ot169aJy127dkVMTAy2bduG+fPni+kcx2Hs2LFeWVTVrVsXTZs2xZ07d/D6668jJSVFtv7y5cs4duyYuFysWDEAwJkzZ1SP99577yEoKAjvv/8+fvvtN8V6s9mM5cuXy2bBHDRoEAAo8n7v3j18IAyKchESxAgiD9KtGxAfDwjiu7TxOnqU/794sSPNw5lyiVzCkOGc/vnnwKNHwFdf8ctkIUYQhBRP6/IDB7JyFkeDwnGkiBUEOE456CUIomDiykLs8WP58siRgBdhsIhs4ocffkGNGrXw/fffIz4+Hk2bNsUrr7yCtm3bolSpUqhZs6ZMEAsLC8Ps2bOh1+vRt29f1K9fHy+//DKqVauGL7/8Eq8J8RA8ZMGCBahYsSIWL16MUqVKoX379ujWrRtq166NsmXLYvPmzeK29evXR+HChbF8+XI0adIEr776KgYMGIDdu3cDAMqVK4fFixfDarWic+fOKF++PNq1a4eXXnoJjRo1QkxMDLp27SoG1Qf4GS67du2KK1euoEqVKmjfvr24r8FgQP369bN4h7MGCWIEkQcRBPcvv+T/qzV6Wq53RN5DEMScnxMJYgRBSHEnaths/DZZihXJOSoeEsRyhuy2xGvalLcW1PBwIQiiAOFKEAsPV6adOpW9+SFck54OPHxYGN99txvffPMNqlSpgsOHD2P58uU4evQoypQpgy+//BLvv/++bL/27dtj69ataNq0KY4fP46//voLRYsWxfbt29GgQQOv8lC8eHEcOHAAH3/8MUqUKIGNGzdi7dq1SE1NxeDBg9G2bVtx28DAQPz1119o0aIFjhw5gnnz5mH27Nk4e/asLG9Hjx7F4MGDwTAMNm7ciL/++gt37tzBiy++iF9//RVVqlSR5WHRokWYOHEiihcvjnXr1mHv3r14+eWXsWXLFtXZOXMSCqpPEHmYPXv4/+4EMTJ/ztsIgpjzcyJBjCAIKa4EjZ9+At58k58hLGuQy2ROk933eft2/v+xY0CtWtl7LoIgchdPY4hJ+ecfICUFaNiQxgyewHl5k1xtL4REMZkCMWTIEAwZMsTj4zZs2BBbtmxRpD/99NPo27evIn3evHmaM2OGhYXho48+wkcffaS6npUMSurUqYMNGza4zFvZsmXx3XffudxGisFgwPDhwzF8+HDFum3btnl8nOyABDGCyONILE5lSMUUatzyHtLnQ4IYQRCe4EoQe/11H51EYiFGMfVzhuwUxKj9Jwj/wluvEI4Datfmf9+7R3UGQThDLpMEkce5eZNcJvMj0niXnrhMWizZnyeCIPI2OeLyJhXEyGUy30ODW4LwL7QsxLTqAukEfo8fU51BEM6QIEYQ+QC1xksqppAglvdo2dLx2xNBjDooBEHkTAwoSVB98pnMc3jbFkjbEXqcBFHw0RLEtMYCt287fuv11N8kCGdIECOIfADFEMtfbN8OnDvnWPbEZZKeIUEQKqE1AAAffuib4z9+DDx+LI3cTwpKTuCpUHXyJFC0KDB9uufHpg9iBOFfCP1FrT5lxzq/YVibyRA+fkgFMZal/iZBOEOCGEHkA9Qar0ePgM6d+SC61LjlLZo0kS8Lz8d54EJurwRBSFGLhWuzAZMmZf3YNhs/A1nx4hRUP6fx9D4PHswPXt9+2/Njk4UYQfgXahZit28DXbrwv4e0mo62tVajTpmDAIC7dx3b2e00ZiAIZ0gQI4h8gFbj9dtvQKtWJKbkVbrXX4IvenwIcLwfFLlMEgShRnIyMGGC+jp39bundceKFfx/HUMNRk7jLFSlpABjxgBHjsjTM+MyS20HQfgXam3CK68Af/whT4sO4YOHCbMcCvtSnUEQckgQI4g8jrsvvjdv8g1cbPgdtK+9EgEGs+sdiGxF2tF4o/mPqFt2P6rEbFOsA/jnZtBbodfZSNQkCD/mgw+A//1PfZ27ukGwNHU3yOnRg/8vFcTIoih3GD8e+OQToFatrB+L2g6C8C/ULMQ2b1ZuFxSQBgCwWh1pZCGWu9C9z5sYcjsDBOHv3L8PbNgAdOwIBAZm7hgcB8x4dSCiQh6iWNQNAIN9mkfCPadPA6+/DowerVynY/jeiMJCzG7DyqEdkGIOwQNuKSieD0H4Jzt3aq/zRBAzGDzvaDOMY0MdQ73z3ODwYfX0zAyWSBAjCP/C9TvvqEQCjekA5IKYKwsxjtQaIp/g67JKghhB5DItWvCd47ffBr7+2vv9jUa+gYsKeQgAqFP6oI9zSHhC9+7A0aO8CysA6BhHgDCLNQCAshNisN5AsCkVwaZUPGBtAIw5lFuCIPISrvp27gQPs5kPup+c7Nm55BZipKZkFxwHtHhiAyy2ADBME9k6vV57H2+hGGIE4V9ozTIJAHqdo+8pWIhJXbHVLMT0GRXSgwdWWK1BKFUK0JEPWbbAcVRP+wJzhh+wweAbKYuKO0HkMsKX4sWLtbdJiL2EVtXXQfrlRyAoSN4httgDfJtBQsRiATZtAtLSlOuks/gAQLAp1bGfjX8mioGt3SL+ZOkzP0EQKrirGmbM4D+mzJ7t2fEohljOYE9/jJHtJmBsp/Ew6uWhDHw5IKKmg8gsLAtcuJDbuSC8RRC0IvQXMbbTOJSMuSquUxPE3FmIGY1GmEwm3LjxCPfucbh3L7tyThBZx26348GDBwgJCfGZIJbjFmLXr1/HsmXLsGbNGpw+fRq3bt1CdHQ0nnnmGQwfPhz16tXL6SwRRJ7AVTDdOa+/CgBItwZi+6kmsnVBQfLGzWojK6Ps4r33gG+/5WfyWbZMvs75i3+IKUX8zXFsxn+nA9odgySGs4MgCMIZd4LHhx96dzydznFAvY7UlOzCZnF88AgxPgJQWFzWsr7Ys8f785CXE5FZ3ngDmDUL+O47foZTIn8gtAmtCw3Bf5VTUbn4KfSYvhQAYNRbFdtLZzS3a3Q1CxUqhOPHr6No0f+QnByBsDAjGDJl8gmSpgDp6XnX+o5lWVgsFqSnp0OXxzLJcRzsdjvS0tLw6NEjsCyLokWL+uz4OS6ITZ8+HRMnTkTZsmXRsmVLxMbG4ty5c1i5ciVWrlyJRYsWoXv37jmdLYLIdbQaKelg6ImSxxSCmMnkJIjZSRDLLr79lv+/fLlynbMgFhzgsBDTge+gOA9cONbRSv75J4svpwILFwJPP+2T7BIEkU+Q1g3li5zF3aRYJKZGAVAXxCKCE9Gv0VysPtwW52+XVz1m+SJn0aXucszaNgB3kxxiDCOxNGYohli2YZeYZYSZHuDevcK4cweoUkV9QHT5cubOQxZiRGaZNYv/P3YsCWL5CeGdNzJ8P7Nw+B1xnUHv+Lourd9DTMlIMYeAZRlVET08PByffw507nwPDRpcl81MSWSNtDSIVneXLuVdQYzjOKSlpSEoKCjPiqF6vR7BwcEoXLgwAgJ85xGV44JY3bp1sW3bNjRu3FiWvnPnTjRv3hyDBg1Chw4dYDKZcjprBJGraFmISTu7gvmz8/onS+wQlwX3PMK3nDrler1zAxcenCT+vn/Xiq++An77zWkniSC2axeLx2lA27b8RAsEQfgfFYuexg+vDoLVbkSHKSuRZglGYqJyuxEvfoF65fahVfX1eH7SOtVj/dj/DQBA0cibePvn6WK61EKMBLHswyoxCwgNeIjYWP73mTPqA6LUVPnykiWOmUFdQYIYkVMcPQrMnAmMGQMULux+eyLrMAwLHcPCzjqG7GIMMZXtDTqb4nfl4ifxXd83sfbf52G3D0eFIqdRtcQJ/HagE6STOe3bF459+8LxySdWvP8+eS34il27gIED+d+HDgEhIbmbHy2sVit27NiBRo0awWjMe8YVOp0ORmP2WC7muCDWqVMn1fSGDRuiadOm2LBhA44dO4Y6derkcM4IInfxxEJMmDFGis0GvNVoLFIztDKr3QiW5TvcZ8/yQfdLl3Zsn5wMhIb6MON+QsOGrtc7D3BiQh2q1sMHFnzwAWDUW1A27gJO36gEgAHDOj7BCXF91OKTEQRRsBG+2BeNugmAd3sZ8eIXGLtiPMqW5Tt/VYqfQHToA+w60xD1yu0DAJiMjjqkSORN9G00D0v3dMelu2XE9GoljyM08DGS08MAyGOI3bzB4p9/gCefzNbL80suXXBYiIWaHB9Idu1SD6rv3Md/6SWgfn0gIcH1eaR9BHKfJLKTGjX4/1evAn/8kbt58Re+7vUOSsZcw7sLpuHKvXgADFgW2L0bCFD5eGo0OOodwX2y97M/AwCer7EWLDscP7w6CACQnB4KoJXiGGazEYGBDkEkMRGYPx/o1g3woZea38CywJUr/G+DAQgMzN38aKHX62Gz2RAYGJgnBbHsJE8Z7Qk331cB0ggiP+GpIGbQW1G91L/i7GA2m/wrkY01ICUFOH0aqFgRKFPGcYyFC4GwMGDKlOy5hoKMO6st5wGOVBATOiVjO43H9/0Go0vdDJ9Lu0PglAZCJQjCvxCEDGnswYaVduLp8o6gUt/2fQsfdxmDIpE3VY8xpuPHaPnEBszoP1Cx7v0XvhJ/O1uFUejW7OHkMUngGE7qxqRuIaaW5om1MAliRE5z5Ehu58B/qFbyOCKCH2HuG/3wyjMLAfDv/DPPAI8fK7eXWogJ4phUJJOONaqVPO5RHvr3B959F2jWzPv8E3LIojdvkmcEsatXr2LTpk0oWrQonnjiidzODkHkOJ64TAYa0/Ftn7cwrde7aFhxJwDeL52TbKNn7KhcGahcWXmMnj35/++958OMEwCUglihMMc0PYIg1qDCbgBAt/q/AgAY1iGICVYbedRtnyBcYrFoi/qEewQh4702k2Xp0aEPAAABBoclWHhQEtQoHXsJgHpQ5UaVHG71esbxoHQM63JCFyLzXLvqeA4MJ7/JauKXWt3vSfQQaR+BBlsEUYBwUrj7N5mtlixDGkNMEMekItnSpY5tQwOTPTktVq/m/58+7S7DhDs8raOvXQMePcrevBAO8oQpltVqRa9evWA2mzFx4kTo1WzJAZjNZpglUf6SkpLE/a1WZQcwPyJcR0G5HkLJjRtAVBQ/OySPwyzV8dwdaRaLoyELCkhDhaJnAQCjO3yKv44cxtfr3kG6JPhlgMGC69fl50xPt8JkAhjGAI5jnM7lWwpuGZabDztfH8MYII3FoGYhJmDQ2WC1WsHaHP6RDkGMg9WqMUK1WsVcWK1W+VzahE8ouOXXNyQnA+fOATVrOgbw6elAqVIGFC8OHD5M6kpm4DiDajwvIQB+RLCjZyx1eZRitplEF8rwIHlP2mZ3dPek5xF+U3n3PTeupQMZ4Qo41nF/WdYG/ns0r4q1bMliyhR7hkjm7KZidVvN86HK+P34/nDW855bUP2b0wjlzUW/I0vb+xc+L7+s+j1OS7NCWVcAACe3EMvoewYYHNaq06cDHUfxv0NNyU555Y+5YweL117j8PnnLCIjAV4uyN6xQ0HGZmMgSC5ms+s6+to13kCiYkUjDAYOqak5954VxPrX02vJdUGMZVn07dsXO3bswGuvvYZevXppbjthwgSMHz9ekb5hwwYEBwdnZzZznI0bN+Z2Fohs4ObNYAwa1AIxMWmYPXtDRmp7cf2aNWsUaX//vRt1M35LGzWD3ob2tVfhyJWasnNIY8o4jrseJpMdDNNO/PLjOFf2UPDKcHvZkvP9S01tCiBcXJZaiEmfG8C7R65Zswbm82eQEWdZDHRtt9s1n40+PR1tM36vX78e9rwaiKAAoFZ+WRb47bfyqFjxIZ544p7KXgWfIUOa4tq1cIwYsR/16/Oue6dPRyExsRESE7O/XimopKQ0h1GvHOAI9UL5IufEtO/7qU8HZ7aagIwPLb8P7ShbJ51sRSqoCYIYPTffc/e2SRTEHic9FNP//fcobt0qDKAEAGDjRh1atUrFRx/tBfCc7Bjbtu3AhQtyK46ffnoC589H4tNPd8Fo5HDnThCAlgCAnTt349atxGy6opyj4PUf8ip8v8ZisWDNGvXJOdS2T01Nx5o1G9xs67/4qvwyrAVhTmnRofexfftxAPLJ6UrHXsTUXkNx4OJTYlq5IucRFfJAZjUmJTQwGWvWrAHHAUlJAQCeBwDs3KnDzp3Af/9dxcCBR8GyL0IQxKit8J7Dh2MBNAAAbNy4GZGR6lN4XrgQgffeayIu22xMrtzvglT/pjrPVqNBrgpiLMvi1VdfxaJFi9CzZ0/MmDHD5fYjR47EsGHDxOWkpCSULFkSLVu2RHh4uIs98w9WqxUbN25EixYtciygHcfxhiY+nL2U0ODbb/kvwvfvB6FNmzaK9Wpp9eo1ALeJ/+0srAD8DGJSTAZlRfvcc60wbZoOLOuwYGrTpg1SU4HevfVo145F796+CT6SG2U4N3B+VmPGGHD1qmPZpYWY3oYWbdpg4WGHFYcQQ8xo1KuWAwBAiiO+UKtWrfLuVDX5GFfld9kyBr/8wjebFkvB+YLmDR068PfkzJk6+PhjvszGxMjrFcJ7goMNMOpTFOm8hRiHT7uOdnsMs83hX+dsbSYTxCSzTAriGD0337N2/i7xd3iYaBKOGjWq4/59uc/kjRuhaNJEPsAFgGeeaYRq1eRpwjsItEGbNhwuXXKsa9DgGTz1VP4NJOYv/Ye8hskU4FUdEBQUSHWGCr4uv7a0x9h76HtZ2vJ3ukD/lFKwGNHuC4QHJaF51c1iWtHIm1jxbueMYPxKdAyLNm3a4OOPdfj0U6V3ltUajzZtSshm9aPn7j06neP+NW3aXJyYgGWBnj31qFqVw6hRLIYPV/rS5+T9Loj1r+BN6I5cE8RYlkW/fv3w888/46WXXsK8efOgUwuqIMFkMsGkElDBaDQWmAcnkJPX1Ls38OuvwKVLNHtIdiP1Bk5JMWaYIjtQe+YMYxCD5qsJYtIgzADvVumMTmfEJ58ozzVjBj9T0B9/6NC/vydX4DkF8b2UYjYb8eGHQJcuwMWL/HTkUqQuTs5f5wx6G4xGI7ZvtaN3xuyVgmsUwzDQ6YzYs4ef+U1m/Cq5n0ajUbZM+Ba18ivMEiSs92f46a/5Nls6D46/35fMwjDqsb8YhlOt99WQil7OyMQyyTQswm96br5H6rokvecGg0F1lkm1Z7B+vRGVK2vNSmaA0SjvV+h0hgLRLBT0/kPeg/HqfqekMFi1yohWrfiJmgg5viq/9jT1oLIcpxy+C/Em1VAbFwgYjUZ8+qn6Or3e0c5Ltye8Qypv6PVGsY7etAlYvpz/GzdOrxpbMjfud0Gqfz29jlwJqi8Vw7p3744FCxZoxg0jsp8FCwCzGZg5M7dz4l9ERQEnT7rfThqAMUCvHBiFBibjZqJDyQw2Kc1DtYJd373r/vyEOl9/DXz/PT/rzoAByvVSEcx5BkmDzgabTZ4uWG0kJQFTpwINGwJt24IgcpQVK4C333YfIF8adFcaDJxmucscHCefCUyAAafp7uKM2aodgV3LQkwtbhnhG/SM43meP+t+lkm1d2fkSODNN/nfDx8CHTsqt6FZJomscvcuH7vIUx4+BLp2BV55Jfvy5E+wLC+KXL4sT7dpWKJbVL6RaE22AgCFw+9kKl80NPcNWhOfeOjNR+QAOS6ICW6SP//8M7p27YpffvmFxDDCb3DurHoiQrJ2x05aFmJSYSXIqPwSVKqU8riffAIcO+b+/IQ67sREqXWAsyDGMBz++09uESKd+e2DD/j/W7dmPZ8E4Q1duvBBdxctytz+NCDPPGoWYjodq5ruTLApBelW7ZiCMvFdJYYY4XsC9I7RjnMboCaIac0+NmcO/3/0aGDlSke68K5J3zmaZZLILGr9RHf8+afv8+GPLFrEC4ylS8vTbRoTF1gtGTFnWcf42ZN2wlvcOG4RHkIzAed9ctxl8uOPP8b8+fMRGhqKChUq4FMVO80OHTqgZs2aOZ01gsh2nAeLrgaPgcY0pFsD0bYtizXv82lqgligMV0mvvAWYhykMx6qfYUYM8aLjBMK3LkXSwdAzoMhAEhLk1uRSa02CCK3uXUrc/uxLHWiMwPHKV2rAd5CzN1A55VnfkH/JrNdbiNMthIUkIrQQEeQdqkrH+FbSkY4JkKQPltvLMSkaFnwkIUYQeRvtm1TT9eyELNabAACwHI66OHGnFuBvJJwVWdQW+4bSBDL++S4IHY5wx40OTkZn332meo2CQkJJIgRBRJPBbGycecx49WB+O1AJ8za6vDHUxsw6RhW4Z5n1FthtdMsCdlJ4cKu1nIyyws1QcxqlVuRSa02CCK3YdRDl4ho1V3U2cscHKfuEs8w7gUxd2IYwB9bx9jx1wcvyNJJiM8+YkOvi7+d2wCj3oZW1Tfh8OVauJMUB0D+7hSJvIl7jwvBZnfEP3GePV54B2mwRRAFE7tNXeyyWzMEMVYHeOlk5VwXuaozSBDzDq0PgtJ7LA1HQR8w8g45XtTnzZsHjuNc/vXt2zens0UQucaTCYcwtee7KB79n5j2VotvodfZ0bXeMlUxRYpeZ5cJK4DrAJpE9lAo7C5GtJuA8kXOKp6ZliAmjRlEghiRX5GKZzQgzxxaFmJBAWnoVv/XLB8/wGBRjS9JFmLZh55xPE9ZgH0GqF14BT58cSLmvtFPTBcGRzXij2DRmy9jWq93ZcdzFsQEyEKMIAomWhZit2/x6Ulp4V4fM9CYLlvesEF7W0HcoXrFPX378i6vjx8r12XFrZ36VDkDab+ECFV4OQ/HAV+98j5qxP+LsZ3Gi+nSGQo9EcSct1Eb+BC+gckQrpwbqQ9fnIiWT2zAj/3fUM4qqVMOdC0WINTkcF1y95wJIi9BFmK+R80SrG+jeWhfe1WWjx1gsKjWMRRDLPvQSQUxSZswaxYQH3YIgPzjlfDuPF9jLQCgSnH5rDtkIUYQ/oVdI4bY6FF8+r3Hhbw+prMg1qYN8E7raZjScyh0jNPHXArx7THz5wNXrwLLlinXcXYrni6/G4HGNBLE8igkiBFEDuLKZTIm9L742xtBrE6Zg2J8GI7jTTUigh652oXIJO+1+QrL3u6KsKAkxSx8CbGXxd+eWIjZLOloWGmnuKzluvSIHiWRxyELMd+QHUGRBRiGU7UcJkEs+5AOLvU6O8oUvoCwoCRs3w6wcLhCBgXwH7CGDAESYi+h5RPqJhtaFmIca0fLJ9ajSORN+rBJEPkQ5xAFSUnA558Dly+pv/RCW8Fy3g/jAwPSFWnta69CzfgjqF7qqCydXCa9R60OLsEuxWfdRuHjLmO8sOjlV7qb8ZvwDVTUCRF3MWMI3yOtDKWuK9Lpk9XcaLQQvhbViP8XTapshXPwTCJrvFDrL0SHPuAtNuxpeLf1VNSMPwwAsNkdIRmdLcLUBDFD2gXZspbLZGQkYDZnMeOEjDt3gAYNgLlzczsn+ReyEPMtHCd3oc4OggPIZTInkQpiFYuewazXBmDBoF4AABaOGJ9/ffACGlXajm3bgDmvv6p5PIsyxBwAICzpT4xo9wUWvfkyvX8EUQAYOhQYNQoYNlS9/2/Q2/BJ19GoWuKE18eWzkTPx6i0yJalkCDmPWp1cBy3CQBvwKBVR0v7VE+V2Y8/338RjStvI0Esh6CiTojQl8Xsx6Og+qxVJqBIxTF33E+OAQAMbD4DYzp+jKfKHMhMNgk3hJhSUM6wGO1q/4EpPYcBkAtizq4uUSEPUb/cHlnazdsm2bKrGGJbt2Y1x4SUUaOAPXuAV7XHnn6PNx9IyELMN3hjIValChAW5t3xQ0wpijTBMvUANRU+Yd484KOP+LZdGkOsTOGLAIT2nJNZiAHAyHYT3B5by2UyMO1fRRpBZAZfl5/164FVWff4LpBs3szP9m63y9vQn34C5szhf2t9EI8Lv41nKvzt8vhRUerpUkthvc4um3VY8DIRIEHMe15/XfkRO5lLEH9r9ZGkwtfElz5EiCkFYzuN96hPtWsXMGMG1f9ZIcdnmSQIf8ajysour0nVBjFa1KhbCGZHbH5UK3kc52+Xwxc9RuBuUiwOXaqN3w928vh4hIMS0Y4570NMKQjEQ0iflI11VKefd/+fbN9KxU4r0kaOtGOGRJCpXfoQokMfYMuJ5opzP/88NXS+hNxQsw8SxDIHx3nvMumtVXfvhj8rj5FhIVa3LtUxWWHiRMBoBN57j19+4QUo4vEIFAq7J7MQA1yFRuAA8A9aM4aYRFyj94/ICizrm7hRGzcCv/8O/PADv3z3LlDI+3BXBZrnnuP/lykjT3/9dcdvrTahSomTqukmk0OM0Wofvu79jvjboLPJBDHn+GIkiGWO2bOBwYMdyyzLSH6r7+OJUKZFw4b8/woVgGbNPMwkIYOKOiHiSefaZgOSk91vR3iG8wDk3Dng/j35FyHnBsoVd5NiZMu9nl2AFe92Rvki59Cgwm4MaTUdVYp7b2JNAJ92HS3+DjGlwMrKLbzsrHe9yACD3P/llWcWYnSHT1Gm8AWNPQhfQYPGrMNxjvqLLMQyx6FDQKdOwNmzQNOKf+Gjjp94vO8/+u/hbZSD2qUPKdLUYogdO8YLOv/84+UJ/JQ7d4ARIxxiGADcuqUtiMWG3wXHyL9HawliwoB4xw5eEAs0KuPAsZxDECNRk5By/z7Qu7fnVuZS0XX9eqBiRd76ZOtWoF499X1u3eIDidskXdeWLR1iGADcu+d93v2Fixe1x18mg3q8jMjgRNV0qYDlyZiuVKGr+KLHCHHZOc6k2iyT774L7N3r/tj+zIMH8mUO6oKY8+yTas/MG5fJ8+fV03fu5NsoLbd7ggQxQoInHalatXg3DWrcfAPHOSpAhuFQoQJQoYK89hMC5ntCtSej3W4TE3bf7TaEklKFroq/TQYzbE6CmNRl0hO0hM5Zrw1AaKDKvM2Ez6BBozqJiZ5v+8cfQEwMsHu3PJ0EMc+pU4e3onjhBeD1Z7/ybmedySdxP9ViiDVvDqxZ4/jqTLgmSSWqgdkMMBqCWIgpBQwnX8cwHAJUBr/CAPXAAaD7kz9gzfA2qF7qX9k2LEMWYoQ6770HLFjgudWIVBDr3JkX6xs25Pffv199n1q1gG7dgGnTPDsu4TnOH04FnPuPl+8m4IdNg2RtgqftQ9HIm+Jvob4JNKYhwGBWtRb8+mvg6ac9O7a/4nzvpa6o2WEh5o5GjXgr5ilTsn6sggoJYoQmqanAlSvytOPH+f8bN+Z8fgoCnsQQc/5S7KmFGMcxiIqLRkK86+2kJthl487jg7aTEBNKCqe3WFmHy4teZ/Pa3cmVK6y72BAA8P77QPv2NADKDCSIKTl7Vh5zxJPO9MOHwCuvKL9yEt5x/nwmpj/RGeG1iZgKahZid+/y/1OVMfgJFWwqYX7S0wG9C0FMB6X4JXVdEhDaf70eeL7qrwCAN5r9CEDiMsk52iKq2wgpF7w0OJeWZU/d5W7d4v+vXKm9DQlirtG0ENP4IO48Lpi6diiW7esmO05goPf5CApIg0FvxZrhbfDHe+2g03EYMYJmOswsNhvfVz9zxpHG2tU7ScuXAytWKNO96VO5q/+PHnW93p8hQYzQpHJlICEBOKniqk5+5ZlDTRCTWogBSkGsXyPPpsKz2o3QMxbo3HjuRQQ5AijN7P86nq+xFmM6fezROfyNUaOAL79UpnNgYJMIYqGBybiX7F2ADFeCmCdTaf8wg7fSOaT0giLc4M2g8dQpoHx54Gdl+KV8weHD/Bf89etdb+c846bZzJev+24MSi9flpvhWyzAhAnAvn2Zyq7f4u1Mshxj8ImFmKvJPAjPUBvsm82AjlEPiB0amIzr15SWH2rWIMKAWKdz1FtWO28RJizbKYYY4SOEsnzqFPDYjaF6VIjcL8yV6KUmGhM8jv4Ih9Y11qJsnMPvTctlMtgk/1phZ/VISHCMJ05er4LSpb3PS1BAGuIibgPg6yOj3oaJE70/jr8jPId584DJk+XjaI5VVxf79OH7U4Dcomz6dGD+fN7a053Lo7u+LX3k0oZkDUKTqxkeYqtXK9f5oiNOyCsvwXXFoJP3HIpHX/foWDa7AVx0HbdGAxHBDkFMEOEqFTvt0Tn8iQsXgM8/B4YP15oN1PGcTAYzLLYAlY20cSmIsZ5XzRQTwHu8EcT69eMtePr0yb78ZCdt2wJHjgCtW3u33//+x1sgDh3qftsNGxy/Z8zg961f37vzEd7B6PQ+aYejQx+434gAoF1vqImZZrN2XLBQUzLu31XupCaICWl6veP8zm2NLIYYKWKEBHdtXff6SzDoue/RvOomlIs7J4paNWq43q9Dnd+x4t3OeKnBIjHNVV+ELMTc83T5PRjedhJ+GvCamKblMukcQ4zldHj9dYfRMAMOBj0fA84b9Dq7rN7SnuyDcIXQNl+7plzHSsztPOmLfvYZ0Lcv7+4YF5e1fKUpQ1ASGZAgRrglKEiZRoJY1ggPeoTKxU/KLMQEMtsA2Vk99GGl3LrRqDWw3rr7+QPSLykcK2+1OI4BwznumdFg9foeFo3Vnp2C88IXisY/3uONIJbu+ZwWeRJ3Fl7uWLDA/TbS+0km+TkD484U2EN6PL0E3esv0Vz/yy8+OU2+Z98+oGhRYOFC5TphkBEUkArB+TUtDbBZNQSxwGR18UuvYiFmcFiICVY2zoKYXSKIgfXS1JAo0Lhr695o/iO61luGUR0+w8wBr4tlzGoFqpY4jmm93pFZLAm83eobAMBrTX8S01yJXiSIuYZhgLJxSv9WLUHM+SM2y+nAMEqPE2+9efo0nI95b/QVl416Mu3LDAzDT4TysYrzjdRCTOv91PIScRfnlSzEMg8JYoRbSBDzHUJl9fOg3viu75soGXpEsY0hkw2QjTXAaATSWNeue/TFx3vsNvk90zEsGEgEMb33glhEsLY/gtRc2h0kiHmPP8XZyYlrNUjmk6BYIzkDo/ONyyTAD4q16NXLN+fI73TsCNy+DfTsqVyXlgaUL3IWf33wAraMaoaZA17DZ59YNNvaQGO6qiuUKwsx6cBWcJns2RNISQFYzvEC6jgSxAgH3tb/UuFqep8hqF7qKCb2+NCrfdWsUEgQ0yYtjbeuk3oG6HU21Cu3FzGhnn3RYlm5IAYAiG2Q5TZCr6cGPTMwDNC4sfq6Lya4F8S8GQPI93O9nizEtCFBjFBFOsgODlauJ0EscwiVVXgQPy1VfNhBn1mIsZwOBoP6rGFSikXdQCZCOPsd0ufCOo3y9To7GM4xeGlQfjcSYi97dFzx6771keY2RSNvomGlHfDkOf3tPv4+4YQ3g4T8XtdlVhBr+cR6fNd3MKI96JCTIJbzMDq9qh3p9lPKXrgnVgK1Sx/MeqYKMK7cwdLSHBYzAFAu7jyqFtW+nwEGi8t4YVKm9ByGGvFHZLO9CYIYAPz5JyBtJziWLDoIBy7rf5WVasKVp27Vwr5VqgBtav6FeuX2iusohpg2kycDc+bwXh4CXestw4TuI9G6xjqPjmFnM1zopRZiVUYCOsds6A9TotR3dkFmP9D7O879Rp3OMajeucOO77/nJ69Ztky5b3yhyz6/7wa9FUUib5Ig5gISxAhVpGaVahZiFFTfN1jsjpvLMBxqxh9GmcIXPd5f+kWJAQe9HtAzrr8QP1Phbyx7p6siICqhjbMgFh5mhQ6OAc2AprMQFfLQo2MlpkYCUMaAkDKg6SyM7zwWzapucXu8UaM8Oi0hgSzE3DOi3ReoXPwUBj33g+r61jXWoms9fta7tWsd6WSxmDMwOoOqe3xSWrgibeup5m6P9+XLH/giWwUWV+9RYOpBVC1xQpamNmOkgJYgpuUeNbXnUFULMYCfGVYWpJmjASzhwLUgpqysPRWubHaDIk0QjdnkK3j/ha8woftIDGz+A4Y+P4UsxDxAKoi93mymd/tyepmF2JkbFQFjKO4FvCBuk271ftpJI1mIZQqFICaZvEavs+PNN4HChYENqx9i0HPf49XGsxEdeh/P11iDuW/0k+3b8gn5jEiuPs5ove/f9X0Ti958GaXCKKaFFsoajSDAm+ELmDI+MEgHOvndaiK34DjAKIkTIhXEQgOTMaXnMK+OZ+f00IF/MDqGBcMARp16sPa7SbGIDb8LAIgJvY93Wn+tyBs9V3VYu7yXGGCwQcdlLpr9g+RoFA6/49FX1yaVt2H32QZItwbh+nWgeGSmTkk44Y1ok9/fCWkHad48oGlTID7e8/2jNYTz4W0nAQAOXqyDnTvLiOlkIZZDMOoWYjZW2a2bunYYGlfcnP15KsC4EhZK2ebhllNabNhdxXaRkXwMmACDxWOXSQFpGySNIRYYCHBmVrqhdkYJv0Nabk+dAv77D2jRQlipLCvuhKtGlbajX+O5MguW6ND7qFHqX5y63xiAXtZmdKvPfzRJNvcEUDiTV+EfSAUxb7HZeRf6qbtnI+DhFiza/TKmAgjQO6wbMnN8CrGSeYpE3kSjSjvwx6F2mhMVDH1+KhpW2gkAaFJlGwKNyqC1I9p9gQ3HWqFC0TO48bAYHj0KQ2ysd3kpX+QcAKBewkYA1b2/GD+A7HwIVVKSObzVcjqeq7ZRTJMOdObNy3qwZn9FOsujjTVmacDNcQwCMvrGQhBNLZfJHacbyZYbVdohWybLDm1Yu13msqJnbLIYYp5w+W4Cuny9HMnpoQCAQmH33O7zbMVdWDO8DTrU+R0lSqjPZgbw7+bu3RQfgHBNv37ezzql1kGTumiVKyIPuEz1SM6gZSHWqJG8W2exBSAlPRipZpXYBxpULXEcbWv9CXKt94xUa4QirVbCYUWaleU/gKlZiLGsTlUkE0hLclicNam8DVtGNUXXer/i5Elg8leSl44sxAgNqlQBWrYEjh0TUpSV9Qcf8DMFazGu8zjEF7oiS5s1YAA+6vgJnq+6XHM/q5UaBlfodTb0bTQv0/vb7AbUqgXcSy+D2dsGIM3C1/eBuJ2lfJHLpDdw0DH8QJlhgDmvv4qBzWfgjeY/omxhx4QJUkGsSomT4u8S0f9pHrlvo7mY8epAzOz/Oh5pR1tx7xGQydhk/gAJYoQq3N2/0emp3/C/9p+LAxypILZqFfDii7mTt/wMxwHBJscXGx2sHs8nqBZkUbAKE34DwHVrQwDAvvP1sOFYS3Hbe4/lwfaT00NlZu/Ccz56lGaKc4a12aCX1JY6xgadl4LYjYfF8CA5BmkWflAUYlK35FNDiE/z/vvq66dMAZ55BujUyass+S3+HENMS1TVQi2ukbRD59yJI0EsZ9DpGZletWxfV5z4ryoupzYQ0yatHo6+P84Dy3pmHSCUlel9hmBYmyl4MuEfX2e7wHHnDrDiD6WbarUSxxVpFjs/SA0wWBTvFcvpXFqImZOTxN/CR7VBz/2AwYPl7jgcWYgREtTauuNC0VRxmdy6lcWgQd6dIzIkEQBQJ2G35jZmcz5vSLOZLnWXIyxIe6Ild/TuY0Dz5pB9uAWAu6G9YbaaMG3du4p9Tl2vjF/3dnN5XANZiGmSmCj/CD26w6f49e1uCApIhU7n+JjYvvYqFIl02BBLRcY7jzyzmuzd8GcAQJHIW1734aSwJPtoQi6ThCpseqLjt4ogBgB79uRcfgoSesZxI3fvsqD2857tZ2f1GLP8Y1jtRjHei3RgKliIHU7/AH+tqYvtpxoj1RyMeTv6olL1WLzXayVww3E8iy1AZv0hPN8aNfj/SUlAWJj311cQYVk7WEnHUs/YoIPFK/sJYUCaavHcUsOZOXOB6Srp333H/1/nWfxVv8efBTFvUbNaUQpiHF5vNhMPkqNx3d41ayckPEKnk9tv/bBpMABg4qjTYtq6f1tDMCPjPPj0YrVCtDgGgBIx/+Gfy7V9kd18j9Z71Ls3kGBTWoipCclmNgQ63EeA3qL4IKLX2V1aiJlTHgMB6utk/QDQAJZwoFZuxTZNxWXSqLfCYjMp0j/vPtLt4F0YKwh9USkWaz5vSLOZKsVPulw/cukEfNLlI02LrY6d+eG8wWlUn2qqiTZfrgHH6dCk8jaUjvtPdIu12o0oXaOSy/MaDGQhpkZyMhATw8cBu3mTTxNi/jauvB0Moz2wk9bXKeYQr8+dmRhijvUkiGlBd4ZQRSp+aQlihPdwnPzrQIDB4vGA1aC3Ye/5p3HoUh0xjWE4sXMjdEJsCMNfh9siOT0MLKfHrcSigM6A+g3kn46sdqNskMSyQLrEO+rUKS8vrgDD2W3yGHrw3kKsWDH+AM6BTX/e2dvtvokpkS7XB6gMlE6cAFq3JuFaDX+NIZYZAgPS8dlnQJcujjZAWocVi7qBcnHn0ePpJRjc4nsqbzmE1sQ2yWwxyZK0fnfs8Pyktdh8Qhlo31VH299Re484Dli/Xh7TyxWChViN+H8V6xiGk1mPO2NL1faTkQ6wPvnYrjpzGeGfuA6qr+zUawku9cvtRbvaf7g5mXbDarPQAEKNwuG3MemlD8Q4UlqkWYLQ5evlmLR6uOp6fYYSVquWPJ1hHCJI626V8PTTkn10dnTp6VrkJAsxdU6d4vuRt27JJ6HzBGl9zToJVGqeQM64ivPnrr/nfD7CAd2ZAojFAqxZAzzOpPXttWvyF44EMd9hQLJsGmWT0ewzFyOt2GEAb0bN6JSCmHSQxLL8M44ITkREcCIuej7ZZYFE2rCwdrusr8dAPsukFtKBUmSEHQ8eAM+3Mcq2OX2jEpp9tgW9f/gZc7a/qnqcwAC1OE4O1ASxL7/kB2sNGijXEZ6T3wWxrBKgt2D0aGDFCt4CkWFYWfw7o94qTtbBQ3GncgKtcmnlQtBj+hJ0+doRz+edd+QWYmZroOpslCSIeUeXLvx/o96zjyNmu2trgPCgJM111jStDh0nc5lMSbajm2svKL/h9m3PZ00sqLi2EFN2Pt9rMxl6XWZvmou6X0V8I3hrojplDrrdLs0ShKS0CGw50Ux1vSCIDR8OjBkDHDjAp0vbifItekNfpKFjH50dnClOcSxZeBWKSaiK1DX1+nX5ukBjust+oyCIPVtxJ+qW3S9b54kl95kzHmdTAVmIaUN3pgDy0UfACy94FuNL2lhyHLBrF1CqFDBipNxyCCBBzBc0jPoYHev8Li4HGCya9/XEf1Xx84lv3B5TeFI6XcZskypvdXQ0oHMSxCy2AFnle/w4MHeODb8P7Yjfh3bEwwf+3RD++KPjt81ql3X19Do7OLt3ghh0gYiKAsIi5DbtvMk0g/8elMTdJPWpY/gGVt55TSh0CdVK8tFxTUoPByQ+MOPZijsRFODl5ys/IKtWUwWZ52usQZXiJ8RlqftLSgrwcZcxmPdGX8d6cAgNdAT8piC8WSe2sPtoFloWYnY7cCcpDg+SY8S0SZOA61EfwWY34Ot17wCQW4wJkCDmYOFCoGpV4OxZflmtzvjtN/6/p2Xeyrp2l5dOuOMMZ1OfMSXAYBHbfoBmhbNagWXLgI0bgSJFILOI8Ue8FcSaVtkq66N6g5qrpJgPCi6pivqkNUoEzwKLzYT2U1Yp1uuNfJsRGAiMHw/UyXAkkbYTelMQUP1jx7LODsYUA2duP4rDtfslAZALthZpqRyGtPoG3eovxbVr8nVvt/rGpUGKUW9F4fDb+LjLmEydu19f7fbGrcukx1Gr/Q+KIVYAmT2b/799u/ttpS/Pxx/zf86wdg4AIxNuQgMfIzmdAkx5SzHTAVySLD9T4W/NbdMsQfj02ydw9gfPji1YiEm/TPz8M/Dtt3zQdSTJBbEyheUmYE8/DUQEJ+P3ofyyEY8BRHl28gLGsWOOuFwAYE6XdwqMeitYm/vq83F6mCgWcLoMV0mdUbGNwNmbFTSPVa3EcVy4VlZc/r7fYLABenT75lfERugwvO0srDzUAQA/jWCnKlNRsvp67Dn3NIDP3ebVn/Anl8mOdX7D0+X3YOyK8eLMU1pUL/UvPmj7pSxNOsix25V1lk7HItTkEMSMeitsdnkZJ7zDxgUCSFakJ6WFi1ZErgQxZwICgOqNa6F5s7Wws3y9peY6YbFA1ilwZXVc0OnZk///2mt8X0ptoNG48jY8U+FvRVuqRYolAoVcvBquZh7m7OrxxUxGs8xCzN8F6SlTgBEjHMsH3RvfFAhu3uQFQOf2ytsYYgBkAcC9QcdoN6wcWYipIhWzXSFMxgQAj1Wsew0G9QahmMSD3rlsGHQ26A0Muny9HD2f+QUd6qwEwM9YKcS8pUk61GGSTojCceKj7or1Y8YAW0ap7zuu8zjEhN5XXVc4/I7bcwcFpAFQH3/fuMG/81r9Vo7soDShO1MA8WYAx3FAubhziAm955QuOUhGQyZ0tFs8sQF/vNcOXepSoIqsUjTypuY6G2tASAigqzkedtYAa8WP1DfMeFRqbhu9egH79gElSihdJt3hz1/0btyQL6enygcZBp3NIwuxcSvGORb0fIeGcRLEpK5Ll+6Wkc38KUXqaiulVMxV9H3qC7SusQ4zXh0optcqsh4A8HR5CurkjC8sxPKLldmQVtNRp8xB9Hp2gdttXU37DQAsq7xovc6e0UHjkQ7I88s9ymvYoTT5/N/Sz/HHoXbisk4HVQ+lOKUHDADAaIQohgHqs07ygpij3n+n9ddIiL2k2M6fcBUfZmyn8Xiu2iaPBbHEdPlMz87PwNWsnnpWPSOBxnSZVZi/W4j94SbMVUFk2TJe+HjjDeU613Vw9vTxVIUxP+5PuiJA75lZrnPsWWeMAeoDv1KlgJUrgW3blOtCAlOg1wMPkmNw46FDObOxBtgy2grO7t8CuxbpibfF3yyrHC8ZXTxXLTHMUwKN6UhMVF83aRLvNquFJzHK/BUSxAog3ghibMpNzBzwOpa9oz0zGMfyFaLdxqFd7VUY2W4CAGBwi++zlE+/xIsBop3VQ6cDGndphIYfrUXLXuqxAwSO/1cNgLblgCeCmLQz7c8NofM9FCzEbHYDDAY+plfiA9dxY5bt64qSVRwWX/eRMVubs4VYmvxLT49vl+DAxacUx3uYom6tFxiQjhKRF5QrSIzQJCuzTIZkWEPlt/599VJH3W5jVbHskloJ6VmlH4COYRFgcHT+pC4gZctmPpalP2PnlILY3vNPy6y6tNr5mBgOkybtQLVq8kJudHq0ahZiVisUMWMmdB/pWaYLKL60EH2QKg9g/fvBjh7vm/RAPb6YyeBkIZbp+E8Fg/xu0ZsZRmVYovz0k2fbu7MQyyxCOVQTxMhCTB212WjVkFqIAUD/mbNly4Eu9LL27YHGjZXp0SEPxFhY0vbAZjeIH2YFC7H2tVfiix4fIsDFTLj+QGIicP8+8O3UR5I0DpxdPh5wFQ8yqwSbUhEVBYwbp77+q6+09yULMW3ozhRAtAQRVVId0QA1K7qMDrLhwTa823pa5jNGeEWaJUh8lqYgdashjmPwxfovceK/qli6lzfb1eoQOscQU0NqZcax3s2iWJDQO90qi5l/B1ItYdDr+fvkakYwgBcX1q0DjoUuwM+Hx6LbID66PaM3OG0nj4j/IDkG36x/W1z+8x8+GKBW4OZAYzr0eqXCQ3qYNlUK78a0Xu+gcPht9xtLqBy8FH++/yJaVV+X76yfIoIeodezP6N0rLo1i4FJEz92aLF7p7KN0DGsrFM/vvNY8felS8CiRZnMcAFHHuybQ6qZd2edu70fOEauXgmzzErjf6Slab/jFSo8RNWq8rUVK8q3UY0hZuYAp3o/LsK7d6SgIbSnmX3f952vJ/6+91huvrfhaEu8MftHj77ahwWpK8uBxnSZAOHvFmJe9X8LCK7KZmZcJgHgpQbeV9yCe71qGSTXO1WkH5NcIbXuBXhvgjVH2ojLanFk3WHQ28S+rrQOstqNEpdJvqF6p/XXqFt2P1588k/vT1RAOH4ciIoCChWSx3sc+IYNBw/Iy7ereJBZRRDbxo/3fl+O02HyZOCtt8iC35lcaTp++eUXvPHGG6hTpw5MJhMYhsG8efNyIysFEq8sxPQO6xSpu4w0boxQIerSLmc5b/6ON/XPw5Qoj57liZt1MGT+t9hzzvV0goyzyqOCLP4I678Rlp1vlTk9QxCzhonr3M0sZrMbYDQCb48ogbl/NUF0DP8wnV0m1ZDO8iNYhml1nIIC0mDQ5zNzpVxmQJ1RqF7qKN57YbLbbaXvYK2wGQCAD1+cmO8sxIpHX0e/xnMx+/X+quurRyxVTZe2BUuXKi9ar7Oje33HvpWKnc5iTv2Dn34CaiX8gy2jmmLLqGaiwL7xeAtZmRv162foN3MuAGD90VYAgIMX6+CRRn9b2Nd5gBQeDhQv7lh+6WUVCzGLTWzvBZwtE/wVxeCBVVpi3U+OQUQEUKROJ6RbA/HHoXb4dOVocf2jtEjZ9g9SonHuVgU8So1we/6wQHVBzJOg+jNn8m40/jAA8qCb41d4G1SfX8/htaYemps57QdoibL5rMHMITwVxGKUse9lVl3eCGI/buZ9a3/YNEh8X+yc48WxsdoxxIIlkzQlZZ8RVJ7ke4lTlHSsZNRbMX+evD3Q+oChhvAxzFOyYn3GgcH77/Mxkg8dyvRhCiS5IoiNHj0aM2fOxJUrV1C0aNHcyEKBxpsvZKxkVCd9yWQNWkbHj+UoUHJOkpgamamvnVoimicukzKRx88FsdjwOwjNGIRYMgQxCxsEMJ7NRWJj1bdj9I73qP/M2aodHbM1EF2/XoaOU3+H2cb3dNrXXoXycWcV24aakqHT+cFIx4cIdysyODHTnYK8PLh88ABo1MhzFxoAiAq47HYbtQDAseF3vcgZIXDyJDD5lfcU6RzHQCepw/eca4BHqZEAgHc+LIoXvvwLwxdP0nSREer/8ePtqFgRmDrVsU4aYDkyStkeWM1WWC3yjr1arDF/Qqs9tVuUsz7O29EXIzesReUOQ5Bebw2mrRuKFHMI/rn8JM7erID/HibItheEMOlgdPxvY6GGliCm19ll/TW1oPpvvAF8+SWwxw/CSfqjy6S3FmKOlb4VqQRLRVVBLMMa7fRpZYxWf8ak4plz6FJtTPhjJJLTQ8W0AweU+0rrZm8EsaV7u6P79KVYtq+rw2WSlbtMisdWEf4Fatb0/JwFAanYLg0lUanYaez5W/6B3Pm5Wu1GvPDlX6rHfWPOj6rpWngtiEkqAU4ioqakeHeYgk6uCGKzZs3C5cuXcffuXQwcOND9DoRXeBVUn1X/siiLQ5HhQmFXEcQuqnjfWP3X086npFgiEeTBx3nn563tMumuYHCK526z8UH5/e2ZGrmHWDqkO/54jw9ibUnnbwALI+zw7GuO1gxt0udwL7kQ6tZV3/9+ciF+IMw4XCpHdfhMsZ3JaIZe4jIjtn15WLDJKzAMh/btlelpaQa3nfa8LIh99hmwcyfw+uue7xOkf6iazjAcej67AOM7j8lUfKJ/tOOE+zVa9TTL6aA2M/qjR/zseTN+CsaQIQyee8718YsX5wef776rcU5GRRCz2GE1yyt7VzPH+RN6nRWxkhnALOlKQcxqM2LaN7xSyYj1PIP3F36FgXNmwGKVd7nFGT8lg1GLTe5CL6BlcWDQ2zx2mdQKxFyQIJdJnhs3tCeEcGshlsnOg7Cflsvkf/8BlSvLLVX9HTULsd8PdsTGYy1x+kYlMc1kAkZnGJv27Qt88UXmBTGAwd2kwgAY1RhiVrvREVTfya1W6rZ/yc/mW5EKYtKPg5NfeQ/378hnhXYOqbLjdCPNWb7vJsV6dP6Nx1oAAGLD5B8h3fZFJc+QU+tcEABySRB77rnnEB8fnxunLnCcPw/Mni2PR+ILQUwWXD3DZFZNENu+Xb48ZAgQGQlcuSJPP3ECuJW5mZz9lgbNiyjSChVS2dAJTQsxuB7M6nV22ddlBlaMGAHUrw/4m24daJG7fVkt/CCRgxGczjMXIq0BjPTdSrcEuu3AD37LMUAKMymPaTKYAYlbm/BK52G9Jk+h9pWsV6/nkZBgxLVrwN696vvlZZdJLXc6V7gKtvpq4zloWGkn6pXb59Gx9BLhbOZM7/NSULHZgK1b+YGqpiDG6lTXCQOe3r2Bb75xMXmKi/Zf1nFW2dBqscFqlrcTghvUP/8A3brxfQ5/QrhNn3T6EEuHdEeFomcAADZzumLbnr0MqFxZvl/GEgAGNhvw+qyZWLT7ZXSc+ru41nkwqoaWVYBB57kglpdFfF9Bghjf/y5eHAgJUe93u4shJnWT9waXLpOc3S8sFL1FLai+IJBL76PRyMeMOniQt/z+8EPgxXYOhcbgmeOCAjVBzM7qUShWWEGx3wSkdYvzx8Ga8Udky871tdWm7WGl9RFEis1uwI1E3sTbeeZ494KYI6/+bvHtCj9sOgoW5csDAwbw/sACah0CqxXYtStjWnUJUpdJqRgiE0Y4bQsxZ4Hm22/5zv6XXzrSLl0CqlUD/MU7duJEYNCgrHc+ryRWV6QdPQosXQrExanskMGLfAx2hTmzzgNBTOoyybAWTM4IsTRnjic5Ljiwdkcn4K2W00WrCY4xgtOrf+XZcqIZhi+eJC5rTa1s0DuObbUb3ZYTY6Dj09/D1GjFepNRPsuYnfov7sm45ww4VWHLZuMr0SlTXBwihweXN25kr6Umy2m4+EqkVTX3DjWc4+v5w0DcEz75BGjWjB+o3rkjjxUowHI6VasstQFPmjVUkeb5t0alIGaz2PDhcPmzEwa5tWsDy5YBHTp4evyCRY1ShwEAHevwQtbjh0oLMegcD0mrH3b+dnnM2vqa6Ab7wgtAXJx7QcyVy6S7GGL+wL//8u+UPwpizm3Yhg2O3zXiNmF6n7cQrdIf0Zr5sXbpzMURcCWIcRyLBw8yddgCTYBeaSEmiFPC/TQYgIgIvmzXri1pCzwM3+EKNZdJq92IMmUzjs3ZEJaNMybmJ6QWYs6u6cWjrsuWI4LkXyW16vX/HpSAqkm4ExwYHLjAzz7vPLYQ+leMljW35D1nWce5/NG93BV+2HQUTHbudPxWK+RDhwINGwKDBzut0HKZlLzsQpBd51lOnHaXkZYG9OsHtGoF7N/vPv8FiREjgBkzNAIWejAwHLHkC3SfvhRmq/J+Fy3Kf6UXOn1qs1PFxfHBLp1jDkgtxIbMn67Yr3Hl7fJZ5riC4yf51VdAgwbAYw/jXEoDiXZ66jewNoeFmN7oEKiknYile7vj4MWnxGWtBlDekKq3SKVLO36bghzHuZesDDhmMphx47qjYJEg5h7hbjEM5/J+OQeNlZqb56TI888//Bf/p5/OvnPYOfdfKT1FKOOBxjToGDvS0vi255VX8rZlXXYj/XC1ZIn8q7wAy+mQZCupSFcb6KdZHZPibNjAW449+6xnBVOt5rFabNi6xclCzKnROnPGo8MXGJz7U4XC7uGTT4BWLZUD2XR7lPhb7XnZVL5JsSzAMZLBqIYlgZbVTp0yB1FGMnOssxjhD2L08eP8B8C4OP8UxFwxqsNnqFriBAY994OYJpTpUyfVK2PpBFvewIDD8uXaFmIP1b3y/RpVC7GMduHAtedQ+0mgdqMEBKg0zyced8O9x4WwZE+PTJ9fzULMZjeAAz/+iDBex6phKnEl/BCpIOb80c/ZIkxhIaYxHnhjtmfxw1hWh9QMl8vY8Lt4r81XKFP4AgC+jv9f+8/w69vdEGxScXmQxIGz2qiC1CLr8nIOYjabYTY7Ko+kjNGK1WqFtYAEORKuw/Pr4V8yu52F1co3QjqdAUJ3VzjOd9/x282eDfzwgxVmMz9wtklMxrRiiLF2C6xWKywqnTmLxQarVdrjMiDAYEFyshG//sq/eLVr2wHovbyu/Ax/rx89cr43AMsxcKWKnb9dDvsv8NO0WyyOZ+rM1cc1YcQRrP33+YzjyZ93YCBfSUpvN2t3uHjY7MpXXyaGAeBs8i/gnj4778tw9vPBB/wz+fprOz780P2IXHCRFLCZ+XgALAzQGx2t4p7zT6Nw+B0UibiV8aUHGLP8Y3R+agVmb+uPj1XuQYliaZB6MfBWmrqMfNpRrx6HqlU5VK7M59lkcMQisNuV5s4mo1lmIZCWZoXBIB8I5aVnkddgWQ5Wq6TDYLVCeIfXrXO8WwBgZ40A+DrTbLZmaqrzzDB/vg6AHocOefYsWVYPV9+7rFYrTpwAhg3TY8wYFg0acLh1Cyii0iNQ67C745veb+PLvz7Ad33fxPnb5XDr1vf44Qf+ng4caEP9+n4wSlfBbne0zQA/IYYzLKfDyaQXYbpzE7O3O2YEtdmUzz3FGoZg3AQANGliRZMmrutfjnOUC7uKMmm1pCu+fOt0rOyd4Dj5+1JwEQYwLK5ds4tCbnTIA/QfA9SIV7bND9MixftutzNw7mLz/QG5wqbXs+A4Rkz11qWl01O/yZaFvpsjH45rsVqVfZK8Rmb6D1u38vUjAAQZE/FB25lY929rHLtW3etj5Uc4Tt7nVyt70rrGbrchOZlD7952fJl5LUWBTseia1fgxSeV7wZrtyA96T+MbPczlu7tDqu1lO9OnIfwuPxyHPo2WojyRc6prGJQogSHuetaQJcUC4SWUz3eo7QwDPvmVwAMvvWqjDvEGZbl63apIGaxBYDlGOgAVInZAquimVKOOfwBHaz4oO232HXmWUU72ar6etlyRLBnFmJaccUA4MbDYigW5Qhma7Y6Opwv1PoLz1XbhMTEP7F3L4Pnqm0CANQvtxdbTjQXn8v588Dta44+HMs66n+bTdke5MXxW1bx9FrylSA2YcIEjB8/XpG+YcMGBAd7N21pXmfjxo0ebskr9zdv3saaNbwpVmrqcwBCAABr1qyRbQcAf/21Bn36tEZqqhG//bQPgtOFnlG3EDt/7hTWrDkPy+UzcHbwOHjwHwQE3BSXP2h7Bs/XWIsJ26cBqMHvf/48gIpO+SmY8CIEf6/37t2L5GTetPXkyWj8738NsWGEXnUWKAHpDFNXr17HmjXqEann7uqPR5fuYvfZBihUOAXIeIqu7m+U9YT425NO9+2bV2XL3j47z8twTsA/k2PHzmPNmtNutgUenr4KqefR7ZtXUTgYSEmzITHpkdidSLcGitZ2lozZIHedaYhdZxoCANasWaU4dqz9IiIjzUhM5Le/c+cuAN4H9plnVgMAtm0LBsAH0Lx6YQ+Ej4O1Eg4rjmcyyF0m167dgNBQG4pZLUDGngX9vfOWIlYbhObPZmNV7g9fXm7ckA9eHz12fEBYv34DQkJyRhi4cqUqgHIAPHuWV6/WBBAPLfF9zZo1eP3153DnTgi2btVh9Og9CL7Mokg518f1NCBrQuxlfNf3TQBAubjzWLVqF56taEBQQBoWLYrDgweXPTpOQcNiaQOAvw9pliAEBSjd7jiOwfbjkVi6VO6nrvbcl+3vhP5PfoE1R9ogyWm9Wv376FEjALwV08WLFyF43gt5OXHsGAy6BNk+DDj8+utGAG0y8sf5SX3C1wEPHz5EqVIx2DKKTxU+Pkj7SwL/nkrEmjV8HX3oUGEAvEln06ZXsXVrKbz44iFMnlxH3L5o0WS0bbsHadcsGT02iFYAERFmPHrkveJeNJLvjwnPyGplAPCTwxw4cBAMc9vrY+YG3vQfjh9PgNDfbFZ8EqpE78HzNdai2WdbARSc9m/79hLYurUk3n//IEJDHYO81NQWQMZkP2vWrMGxY/EAasr2lVoYHjp0EHfvPsbzTzgCZEZHp+PBA42pa71EzULsxvXreLroDwh64jaaVtmKNWve8sm58iruym8Qewe9Gy5SXVe12n282noL1q0XlKibqtudPl0RAB9437sy7hgPrl27Bh98UAyhKQ6rQIstAHfvPUQcgLuPAhApGS7EF7qC34d2xMK/X8Hy/V0LzLvlCUUtZ1Gtxlo8X2Ot220FgUrAZjfAZJL3F91Zh6VbHe8jy+kUscZMRjMaNUrEqZOR2DCCTxNmJp0xYyesVh3ee68JYsOBpUP49XbJh7W9e/fg8WN1P+a8NX7LGqlas4s4ka8EsZEjR2LYsGHiclJSEkqWLImWLVsiPDw8F3PmO6xWKzZu3IgWLVrAaNQOwudM4cJxaNOG77CGhhpwO6PPI6RJadGiDZKS+GPfuV0HoeBjYshiiEksxMqXTUCbNjVwejNw7668IqhZoxbatKklLocfmAYAaF1lCzbu4jso5co5Rllq+SlISF0i6tWrj8aN+U5Ihw4ZlnystiA2aM4PuJ5hZQQAX35ZBLVqqd+vNWt0WPVXNQBASIijknR1fzm2NUbPN+DEf1XFGWRcUTROLn96+uwyW4ZzgvLly6FNmzJutztg2wizRHuKKxQBpAJBwWGIjimMx8l858FiCxCFMDVU7xnXGsd+j8KombUBAIUKxSq2Pyf5aFih0Zu4/MtuzXM4xxBr3rwlYmKAE+enuc6Hn5KcDBzJqKfKFL6IiKBHaNOmDR4+BD7+WIfu3R0dhnJx5/D+C19h9rb+OHCxLoJCovHoPt+BaNGiJSIjcybPu3Y5vt568ixXruR7sFpuVs8/3wb37jnqgMuX66G67jfVbX1BlcrPomaXlgCAvYalaNOmSradKy+j1xswst0EtHhiI4bMn676fOysHhUrlpelvfmmXfW5f/+9Hp2m1kViaiQ+/91hGaRV/376qWNkU7ZsGSQf2QKAr8eCAtJQqWJ5GPXyziPDcOjZU3puxq/qk6ioKNV050F/qjkYxUpWRZs2fFR9vd4hHq9ZUxQ3b1pRokQNMS7nyJF2jB9vAtAE2yctAjK0UavdiC5fL8fJtUvwaN1yr/NbreRxAI56Ii0NKBR2F2GBj1GnTh20aZP3LcS87T9cveqoH4Oh9MsrKOVV6Efu29cKkyc72vzAQEddzrIv4IknlPtK65o6deogOuwRKlT9HABwJ6kwjIViAJzKUv6Efki9ssrJV4oWKYzShW7j1i1+rFFQnokzHpffx2ex65BSECudwGHW6AaA3r04uWePd/0CNdq0aYM2bYC7J5JwJqO6sdqNiImNA+4AjCEG4BzxsZpX3QwAGNzieyzf37XAPkc1Nl08C6iHBnZLxcoGxF2UGyKcu1XB5T6RwYnib45jYFYZaxw7FotCklkn0yz8pF9vv90MABBgMMvG89J2qV69p9GokdJCLK+O3zJLknPsEw3ylSBmMplgUvFRMRqNBebBCXh7TQyjg9HIV47SGApqx3j3XUfarFkMPu/O/9aKIaZjuIzjKK0DdAwDo1FZjOwSV0xGMr17QXtOzkjjERkMBjhfrivLrDM3K6FkSeDkST6uSHi49r2SBlhu2JDBuXO8f7u7+/vl6uEAgBLR11xuxyN/3t4+u7z4Xup0ehiN7q3jdJAPdoSJJVjGBEbnECDdzQ6jdf01ugxBqd+BLgOBDRt0iu2lzzc8thi+3fAW3mr5reqxnAOd63RGRbnLa88hNxk/HmgviUX+XpsvYTROwP/+x7uUf/edo3zMHPA6AOCd1l+j5/cLwUmC2Or1yvucXUjjh3jyLIVYF1oBtvV6+TGMRh30GgGWpbzW9CfNddtPNUa9cvsQaFTOvmc1s6KVY1CA2W/LI8sCLZ7gv7z2bTRPdRuOYxAQIK+jvv1WD8ElTArDAImpvGDjfE/V6l9pPCy9JCCK4M7BQBksmJ992Aqb6PLBFPjnt22b47dOIyiV87vV+esVeHOIo32RvrOBgUZZXEgAMBgkbZGkj8SyOjxIjgETWDhTeRdi2wjPyGwGfn27GwDgk6+WwmYrjK5dM3XoHMWb/oM0tk+6svopcOU1MVHej5GGR+jUyYAJE5T7SGMBGo0GpN65DEFyiQh6BIO+ELLqJMUwHErHXlSdjViny1p/Mr/htvzq1euV9Ykz8UZgmOo6Z2rUkJ8vMwj7GY1O/VqGX9Yxdpexj41GI779lp/MRZjQq6Bi0HhmnhBgMmL4cEZm7Ne4MR9r+tVX1feZsnYYPu06GgBvna813pAKZ9LwKbHhd7D4zZdw/rbDKIXhOPRtNBdFI2/iuedGolcvBj//rDxmXhy/ZRZPr4OiqxUQhAZx+HC5dYkas2bx/4tH/4chrRzB1aUdPOlvJiMgH6cSfVprlhq7NR0d6/yGvo3mKma2LMg4hGgOHAdcvw78KLGKVQuiLLB9O3D1KhAaCrgzeJT20adO5Qf5J05ob++MJxZiWlNy+wMMm666zMEIjnFUrlKffm/Q6/mg2sOGAXXqKNeXcBgKIiTEYQathslolk2uQEH1XXPwoHy5fNxZAMApycfxKsVPoHHlbeKy4NrGQX0Q4mssFuCpp4CBA/nlTE+priGI2Wzy/Ov1WZ+dzmIL0AwIbpfFv/Lfboc0bJdzUF5xG07n8exPviqDQkd753abar5WvNMZwqiooAdpv30baNrUscw/C8dFC8KC8/titgbKLMTdPUP5esc7IfQRdCoumZ7gnC9pnlLvXES3bpk6LJGHcH4HnZcTEzX3BMCXvfR7V8RUk9EMxstque1XqxVpRr0VpQtf0jg1dUykcKy6p4jF7nn4n+7dgW+/1ZjAy0sY5w8kGSK9zo1MevgwMGQI0K5d1vOQ19GyuJeiFp8Z4PuOzpPabdkC3L0LfP21cvvf7v6G/RefEZdZVukyKRBsclh1S71F2tdeBZ2ORYWiZ8W0AEMaejf8GS2e2IiSMdewYIHbS/Ib8pWFGKHNn38C69cDX37p+T5TXhmG2HCHqaW0IyXrFHN8xc2qBOHlK3WlKBBquCuKbetT2wFQzo5XEGnVChjTaTyKR13H7FnfY+Ei+SvmShAL9CJ8g1QQCw8HxozxLp+exBCTzrTod7Byq6vUZDMfh1RnkFkJubMQ84RRo4DgYPnXteBg4OZNwGgETCbXAmZE8CPZVyFRECvgA9fMoncq+sI7KTU+/ravPL6J8JxTUiUD12ycLXHdOl64O3iQn7FWr+fQ8okNOH2zEjgu3u1gWxggaQpiVk4mohoMgEFtCjwvsNgCNOuVI/9Y0SjjdJwfC2LSgWv1UkcB8KK6dOICbwSxrCA9h2Ahtn2bDRHBynIQFvQYIaYUpJi1hfmCwk2VcD2lCjniaRr0NjxfYw2eKntAsZ03gpgciYVYRn3kPLunx0dyeuftNsdxpIOlgkRBF2mdcSeIqd2PqJCHWPZOV2w50QwMMxjmpLuy9QH6dHgWaYcn1RyiSDPqrWgi+ZAkheHsfvecXMFqfLm0WD2fVEOnA9580/tz16wJHDkClJFED5Fa8FlsAeIsk3duWVHahbHqjRva6woa0n62Flfvl0KZwhcV6Rz0YBi+by+EtNLplOO+U9cr47NVo7BkVRSWKUIQKxuVGvFHZG2FtP4PDlC+0fExjry5Go/6I7kiiM2aNQu7du0CABw7dkxM25Zhp/7ss89iwIABuZG1fEtQQCpatw4CwCDAYEaTytuw70I9AJGa+0jFMEAeN0zmNsHZwHHAlct2KAyXNL5yVC3hMFfirCo27AWUI0c4THlhGwBg6txzACqL62LD7yim4pXiTQc6q1OLa33FkFEAv+h53CFj5V/FLl9IR6lKAMcEABJB7OlnAjBnu2O7p5/mrQS9sdYLCgL+9z9lepEijt9aM9QAjiDKAsKgjPqevDjIcXILKy1BzOHipB7XCQBOn9ahZIa27+vOvcXiyINzX7lsyBY0bPcFAKBo0a0YPx547TX39YCWIPb3Ljukzb/BAJSO1fiy7yFWuxF2Tr0z/923VjTKCOpaUAflnqA2BkpMjURchCPQuVSodEfWyqDjPEJ7YNCrW4gJ63jL5xxQ63IR53eKYYB5b/QVl4tF3cAHbeVfHif8MRKAd4KYbL1kgWUzBLFMvidKQcwfZgR14IkVR34nM4JY2bgLAICu9Zbh1OXBiEy9LTPWDdB5LocJcYrsrF5W3iKCH+HZirs0Mi0vl+fOAeXLq2/qD2h9cH6c4t0ss5nhjz+AadOAtyTf/RhJxWe1G8Fm9A+MBtcWYv4kcuoY9/1qrY/knErIAzXuJ8fgxsPiqF4d+O03wJwxZ4HWGGBqz6Gy5QpFzuLgxacAyC3HBGLDHH2NrHoFFDRyRR7ctWsX5s+fj/nz5+Off/hZ9P7++28xTRDLCM+oWPQ0/vrgBbz/wlcAgMHPfY8R7b7A5FfeU90+wGBGhaJnFOk14v9F6xprsWBQT5SLO+9Ywdmwbh2wZLGKy6RTpa7mqsvZzcrEAoqz6eozFXYhKCAVPZ5ejKVDusu23XXmWdlyjgpiHrhMnjvrv5UlZ5d3AoQ4XRxjBHSOe2eUmBUFBgK7dwPR0b7Pj0cCZgbkMsnDccATTwAVKzrH9pNvJ4hdRcJvYMarb4gxntS2kVpA+bIjuH8/b6E2bpz6sQubToq/b9/mXSmXLnV/XLWZ8ADgyGF5+Y4P+0d1xkNvSLcGapZTaVyxzLqC5Sdu3ODjgvzjNElwsUhl7MYUJ0sLZyu7v/7SPo+3ZVAuwjh+Cu2BQWfTnPSldfV1WP1+WzyZ4AP/nDyMczvsrl0+eLEONh7jJ4yQak/u2mj5s1C6TGbWQsxZcGZt0niufjR6BRAdeh96XcEXBL2tB958E0i967B6nLejL0z6FMV29x4Xwrp/WyvShRAO3vRLwNllVtUVKgCrlV6X/oPGB+fLF7O/fSxZEpg8GbK4hozO0e7wFmL8stYHEgAINKb5lyCmc3+xmt43GS6o7oZ5d5IKo2RJICICaNCAD6EDeO6NMqDpLFQv9S8AdQsxPSMJsO8HfTFvyBVBbN68eeA4TvNv3rx5uZGtfEuvZ3kn4DY1eSm5SZVtAKBqtgkAI9p9gRmvDlSkP1PhbwxvOwnFo6/L9mU4GxYsUP+y//C+Da1aAYsXA+A41c4ja/MfQSzUlCz+Hth8Bj7p+hEmdB+J15vNVGx77lZ5XLzjsFn2RhDLqkuNJx2ZWzf9uLLk5J1oYUDP6AwyCzGdJBCp0DHIqlipBgli3pOczMcFu3iRj+VntQKNGgG7dyTLthMsMjpWmYoKRc9iZDtlRGI1QcyXLpNvv83/Hz9efb1Or+yI/fuv9vGEmdC1vgB+/qm8Tq4UmfUptl25TEoFMcYPOmG9egFz5wK1a8vThz3/lWJb5/iAMTF83EABX07iVa2aenpEJF+/1C27HwmFLqtu80bzHxFsSsW4zuN8l6E8iLf1t7TMWyVjx6JFXe8nbcOlv0VBTKW/9ete9wHAFDHEJJnyB+tMqZC4/J0u+K7vm6hWjW8PCgrOIkTNkvsxrM1kBBg862uXjLkq9vG7ffMrft7ZB0YVC7HPV/0Pf599RpEu1Fkjl6pE79cgJYXFXblTCoYP52NQ+SNaLpOlyuaOW7rUZfKVXgGw2d0LYm80/zFbQ0fkNTwRxDTdEIWPHhpjtxFLvsDmE80xd3s/xMYq11tsAdi61bN8vvLMQgBQ/cgptfjT+vjlr5ADaT7lxx+BHj34386FWhjgaaHl469FSrINNpv64OrLSXZs2AC8/DL4Lx4q9QXnT4JYoKPXJUx/LsSKccbO6mVB2XPSQsyVC55AQTSnzazLpGj5pwsAdI57p88hQaxVa89ne7HbMnooGfnhOMavvuIJSPubHAds2gTs3KmcKVHowASblF/IxWNlDHqlnZ3svKfOx9arxK5Qqy/27wc+/hi4dUvYT/0dltZTAGRWj5nFUwsxpgC6YjujNch7oqSyLUhKC5fdt82bPX9fvS2Dkyfz4uv+/QAj7ZlnTBTSoc5KdKv/q8tjeBJ/Mj8j1N/xhS4jIfYS3DnJSO9H27aO9EqVgB9+AFauVN8vKsrxW1UQg/ydP36tGlYfbgt3CO+8UDZYq8NCLMBQ8Gc4craCq1D0LE6cAObMyaUMZQPO7/1HbT9E21qr8VKDxZL1HOqV26u6//yBfcAwHFLMIbj3mB99nzb3UWyXaglWHeAL5fDIlVqyGeyk7L9QV7a8+29lvX/qFPDkk8ClrHnr5zsePQJ6viK/HyFNZuBc+Dd4f4RnM0z6GkZipRoW4fi45UoQq136kF/1LXUeWNhqtY9sRjiJzWc7AwAOZLg1Cpy8XQ+frRytGafTYg9Akya8Nac7nMOoSAnQO9qAgjjGywoUVD+fMlBi4OWqwvIFf66yAiXVXx5ZfArWot51ZP1HECsSecvjbZ2n0fVGSMl6DDH/FMQ8xik2Xvki/NStHOOYfQeQC2LClzLnGFW+oGt3Pe5v8Gxb1mYDIMkXpwPHZd2qML8htdZgWcCcUQ3FF7oi284xq5v2S6VmIWYxs9D6prRzJ/DLL8CkSbzpuzvcdSp1OsDd27hxI9CS99xC6diL6FBnJV588k/VbRtV2oHW1ddhytph+PdKTXBw1Ad3k2IV8SU9wWw1abpiy75U+oEgpjaz8smTyjSAF8TMNpP4Ycub+sPbwUhkpGNGqyN/ONLNNs9ndBHiBxVkDHor5r7RDwAwca9rvy6hTti0CWjWTL5uoNIQH7Nm8Racr73mSJMJYqxQHzkEsS9Xf4BdZ5+VWaBrERXyEEUib4LjioJh5C6TJg8tiPIbggDUr/Fcsa12Jr9YTnMc0KkTUKqU+uxzUm7eBH76CWiY0dYJA2G7Hejx9BJVzwQptx/Fib/P2XpixyYTBj33g5iWag5GZHCiuLzzdEOsPtwWBy85psbWiil48GId1C27X1xWs058vdmPKBJ5C7//PgbDhvlPB+X774Hbt+QFsmytiqj7XC5lCABjkLrk6WHN+EjjSkTX6+QTJRTkfqbZnDULMUEQ+/XIm9h0oDKOXq2O4ZL1J04A8fHaxxXGir/s6om2tVajUNg9zW0FTUAtL1IDGr8e46lAFmIFAGdBjJN8+RU6ZHqdDaGBjwEAiSmRXh1fr7Pj99/VXx6ZdRprVe+gSwQxq5VvDBo0AJYv9yob+YKOdX73eFuOY2C25Y6FGABsOu669fXrypJTF5kZvQGMxELMEOB4foIglh0WYiUKP/K4fNjt/DspvIr+aiFmsQARwYmIDr0Pq9XxfJytI0WRS6etRFQoehax4XdkgtjQd7XNzRs1AmbOBEaOzHz+pah1xJzLQ2f+wyMMeitmv95fUwwDeCu5kjHXMLXnUJSNO88LvRkIAcK9Jd0a6JHLJMB3ol99Ffjss0ydKs/jLIgdOgRUraq+bVJaOFLNweKyTpfzgYrTLJ4LYulWL6ZDzofYbRym9XpXXI4M0h54AI5BR/PmnrXh/fsDK1bIZxdTsxCDxEJs7b9t8Dgt3GPrvAndR+LhQ/43Z5cIYsaCKYgBvCW+ED5EjfzSBh4+zFsVfvON9jbCtXToAIwd60gX+mx2OzCgySy357qT5Jg+0GBgcOpGZdn6NEsQatd2lLlHaRE4cLEuOMlAWy0u3fFr1bB8fxdZmnN/Uq+zocfTS9Ck8jZwyZfd5rUgkZqqvB/SWa5zhTDHDAcWhMNm45+7qzpDTRAriLz5Jl9f370jv8Bzt8rjxH9VcfCiQyDW8tASP7zqGGw50Vy0zBQoVcohiHXq5EgXmgZBEDt6TI+Pln3iMr+CiKmWF6leQC6TckgQy4fY7cgIFMq/nAqXSUlj9eOPwL17fAdp1bD2+GXwK4gMSfTqfILPsaogppMLYmpY0hwV6nff8ZXLnj1A167y7VK0PZbyDVIXSHdwHINztxyNUE4LYu4C7BZEQcxzl0n1hoLRBcjcy/QBSgux7BDEosvWRL1nw1Chfm2327I2+XMTLMT8DYvZht+HdsTyd7rAnO4Q652DkwqDTJ2bBzf7tf6yunX9OvediVOnvMy0BnoPBDHh+l56erFXx+5Y53fRZQ4AHqVGyAZKnmK2mTQH7LJONWvH/v18jK3Ro70+Tb7A6tQU1qmjvh3AC2LSutgbQSwr77W0/Ng5zwL2AgVfEDOkn0eV4g5zvgC968kmfOFCKq16xPpIxaJm3QbPnDriC11BoULA2bOA3VrwLcQAfvbPgoD0ndayahO22b9fni4VxDi34buBhykOv12DAbDa5B+LUi3B6D9AGjdT2UaqTf7AW5DJz+9cnqVWyCdOGnD9utvsFhis1rwniOkMARg893t8vup/eMwmwGZ335HVMaxH5TW/8/33/P99++Vl/fLdBAyZ/y22n24spmm1B45+pvZ59u8Hli3jY+sJCGcUPuRWreo+5I0geqnlRWYh5gfxXL2BBLE8jtUK7NgBpEs+sCc9eIxlb3fFqA7853WFhZjEhLld7VVITATqlDkIhuEy1WkQRC81gUSWxqlbiF264OiEaQUFfPddfjaN3buV606dUndByYt4G6Njwa5e+HVvNwyZPz3HBTF3FERBzFMYDQsx6Ix8YP0MjCblQDI7XCZhDEPQc8vwOMH1lyHAyY0Z/mMhZrHwZucC9tQHjt/pKZoWYmLMHr3rlyo0MFk2IHB+P1gW2LwZKF7ckWbz8AOcJy6TnlK7tHezAFYqdloWFw/gzfIBYMuJZmq7iEjbGlcWYs4uk6mS+M35vWwuWMBbPN+UhO2IDr2PmvGHIY0/ZdRbVGOspZhDZB+WcspCTNrcBBjSNbdzhuV0Lid0yO9wNrkAJhXE1J6fr2OqcRyDWrUAe0wTAMCNh8XEdWXLeXeu+fMBzlbwY4hxHNy6k3Ic30aY87gmKJ0F2VlYd4cgOnkqTEjdn/V6edu45UQzpFmCZTOgqolsah9W1T4MO7eXi9582XGuzXaUKOFZnvMrwqQOmzcDEycq74fz7Nc5jU4HnL5RGZuOt+DzA/cWCs4WYgU9wL6z+CuEiJAKyXZWj22nmij2FdoJV+ODwoWBLl0Ao4reJf2QqxWaQkDQBNTeV2m58+cxnhokiOVxRo4EGjcG+vVzpJmv70FkSCKaV90MgFNYiEkHKe+2noZHD7LWA9Dr7Khc/CS61lumWBdgsKB1jbUoFnUdYNU7W1J3Ga1KX4iV8NFH8vQVK4AqVYDnctG33hu8jedmsZkwY/MgnPivWp4UxIpE3sSHL36BUk5xlwo8nIaFmN4gcy8zBCgFsWx7NnqTR1992QyXSaHt9hcLsSlTOLRq9B/Gj+cvlk13CGIbN3LoljFBm3NngmV12LrVvYUYIO9gOL/rTZvy9dQNyTcHbwc04nmcn5fKA9SyEKtU7LRX57r3uBDSzBKrR50dqw+3RZ8Z8/H5qv9p7jdwzgyZGGC2mjwKqu8cQ8xT0TCv0rs3b/H84YeOtCVv9cCUnsPEGDoRwYlYO/x5VReFNEuQrGPqTf2RlfeakxQgg87zgqpjWBw5kvnz5nU4u7y/ZNLzI9mHKVH468gLiu01ZxXzAukznzhJh82bAS6sAl7+bhFenemIBs9I3Lrn7+yDK/dcBJ0B399iVVwmC1p7EKL7D4NbfO9yG5uNn/kzPj5nLVkuXgSef177Y7Az0sGw1odgrecnFcQ8GezGFg1BTAwwbhxfVqRt46xtAwDIy5ya+LvxWAtFmrMVNgC0q/2HIk2goLturVwJhIUBEybwfYRCYXcV7r25HXtLWgcxDGBkktzuo9fZ8cpLZjSqtB3BppQCayEm4Cz+CuVc+t7YWT3mbu8HZzgIswd7d85jN+sDAJbtc7hUOVtyOuPKZVJKQX/vvIUEsTzO5Mn8/yVLHGlJqY5ZKGJC77uMIQYADx9k7augUW/Fd33fVF3X8anfMbztJCwY1Avg7KoNtXQa9wAji8aVt6FQmHrQZmfBbMYM/v/OnZnJec4jndLWHc7PKS8KYtN6vYtW1dfjky4fud+hAKFlIcboA8DoJRMhGJQdv0qVsi1bHg1k7Fb/jCF2Z+fXWDCoF/5dzcfx4ySC2KSJjobfuVPPcjo0aybv+Gsh/ULo3JnYscPxOywoCXXKHIDV6tmNlz4fsxli/B9HHh2/AzLcntQEMZMx3WsrkFRLMH5f6bh2vg5jcO1+KTEQrDOHL9fC2ZsVZWJAujVQ88ulmiAWGfwQQQGpMuvn/MyjR47fQtkQrPWaV90MncpMoQAviG3M+Cp/6nplryzEKld2v40WMgsxvedlRsewue7ek604CWIBOt5Swmw1qQ703YUe8ATpu9yxI4OoKL6Nv5VYFBZJnFGdpI4KjQjD32efcXlcg0EeQ0x4D+12fpIHrdlQ8xsNgt3HPbx1C3jwALh922Gt445t24BduzzbdsYM/jnWrw/8n73rDJOaaqMnycxsBZbeewfpqHQp0hYERBAsFKV9FkTBBmLvoIhiA0FQUFFQirA0BaQJ0kGK9N7L9t0pSb4f2UxukptMZnZ2d2Z3z/PwMJt6Z3Jzy7nnPe+1a8r2Bx8EVq/WJ1wwgs0GlCl6FcWiE/0mxNrV3YLH7vkWTUr8ZulepUvbcO2a5EOmVa6kZkrzDJZQTsuL7eSxi3YMxIs/TUFSupI9hvTGlVEy9qZhOVTWK/kQI0ZI/0/KWl96a8BrIRfiq51TRDBJ9APJcxgB/+vyNd544A28NeC1/K8Q07T1sqKSXAhkWJZqK2AlZJKGLza/iwGfLsaBc02829Jd0SZnKOU0GnPIKFSIqVFIiIUhnJlKJS5b7CqKZJnly9Cywsm3LPb+BjBjkTvW3whAegFF3kNtEOuUP+b9fGeF5Xi9/5sSgUa7V5jnPfVHIabNzpObWSYt3YMRUKaoNLKrXPJ8zt8wlGCkEGPtEFklzIAkxCpkRba89hrw9NPAX38Fv1gxMb6PGTjAg91E1FxBUYgNbL0MADCq8zcAANGlDOjINkybJU8mkET4JsSaVFVixcwGEzMfH4MpD72IFuVWml5vyxagWjVg1y5lW61awOjRmgOJB/jug69QryWKWvN6a2AZQfVdTlyp5fMceXBHEmJOt7GHGFkuBjw4PhG/Pdcfc8c8FvIhTNmB3MabhThkuKLwzYZRmLLiRUz65T2/CLH335faGprVgM+yEZ9tlH7LiGxhGFFlCJ/v4ElX/WljpQrKCxyVEKN5ffkLkhCT+3baAhlJ2jO2KMMMfzJsNnrIpMcjedE0bw4kJqrPCcdJbSx7wecxZDtjxdYgMVFS/bZvb03p+8QT0v87dqg9gMgwfitghRQsHDsYS5673/C+Zu3DkHbz0bnSDEv3snMub32z2dRzhzSnNNioVZv4sRgWH34IJCcDKSlAyZJS9rxdp+7EzdSS3sNo74kZ8rtSRbuA4K+KOzegnVNcSq3r8xyO5dGjyWoAQPNqe/K9QkwLWalFhhqLIuslk0kIWWOjDz+U/n72WWv3EMHiFvFuAcCfm+IsJD8SffZN8rhvzx5rZcnvKCTEwghffCH9L7iUyUXRqGQUiVITYlrl0c0r6v3+wmpnNf45+nHFopWJaa3iOwEYZy7REmJ5LSP2FzIhlpxR1Oex2smjP9912DDp//h46+f4i/imCd7PVxLL5dyNQhBGCjHWZoPIKawUa3dgxw6gWzdpFRiQvPBmzJAyDQYblSsrn8nMNiRa1dqO4cOUjrCgEGJa8B61V0LpotcwtvtnqFhc7d57PVnK9uNv6BO5qr1+vXpfubgrAIDaxf7Cyy8D5w345HvvBc5qopEvaOZ2ogiIovI8ZdWR3F6kpQFr1kgTvkBW/Gysx0t4r9rfEy++7HsyI/9W5ATK6YkwNHvVeojFZEqhhGWKXsvXhJj8O5n5TLl5O5zuSKze3xNJ6XF+EWLFikltTevW/pfNCSVxgp2iEDMKl83vCjGGVy8g2hmpggoia0iIZTebLI0Qoy16kYQY64jSH6ABx2lCJrPUpaTy6OpV5fP77wPFi/tP4uQlbt+25gtGHmOF9LtJCJr8DX0n/QTb116Ldx+chEi7cXKGjAxpcYTnAS5T6SyMFGJr15rbiFhtP8iIBo4DLtyqhKW7+mHuX49BFFnccw8QGaVUxFKlWLz4IhAdLY1zyPuQqhh/CTF/rUbCDRRnjZAD2QYxDLDryv0WzhFVC4zhSKab4fx5qPxOtR5i8niHVGw53RwyXNF44cepqj6Uz1Lbt2snkcmffBJ4uVq0ANYd7Iadp+40PKZro3WWCbEWvnN1FQgUEmJhhKeflv4XPErPXqmEMnsyImFWLvEdC24GrQLNCH/+YUCIRSmEmC9lE81MMJwgd+zHLtfxeeyq/T1Vf/tDiFWuLE2EV6zwq3hetGsHFC1CHzWduV5Nt82XRDffwUAhxtkdELlo4u8I3HWXREg0apRbhZPwyarnqNuf7Pol7qqo+HUIQsEkxDxu5RnaWA9evu8D3N9yCVrWkORYsvGvi5dGq/4SYtVKn/F+7tKFfgzLCvjwQymlNg1WJnKiCFASeXnbi0ceAXr0kAajgRBibepsQ/fGa6TyuCPQtatk/GteJunmJNGT6Y40zECoDZnkXMqM0ZmZPyonrf22SoiRyA31LwDcYDpg/pYhmPjz+1jz3yOqfYlpcZKhNgUMI+ZrQgyC+qW0sVlhhkYKMVbAe+9l75ZWFWIsIW0qVTYKt1JLmF5XCplUyAZ5IZIkeMj7TJokqX+eo3ctIYFjx9Qh5SVKAMdO+pYskm2ttj9ctAj4TRNlmJ3JPamUmdjnfbSu/TcGt15oeHz//pIS7YMPAIFQ/bmc9EKkpEhtdLm4y3im+6e6/Vb7eydfxPtZWlxl8NmacZi/ZSgAaTxO1jltH6kK9SeM9Gkhk2bI76Fb9SscxQ9PPYx2dUPX+0VLiDndvidjDESkO5V+Ij8pxI4dk8ZtdYipnFZsIvcHaZnKIrn8juw+3RJ7zjQnthPh7noBWUD46o8nDPdN7PM+qpc5bXp+fn/v/EUhIRaGEDzK5II0EpXZa23IpJ3JnkKsRplTlo4zerki7E7vCjTL+pb4kwg7hVjWipssNyfx+577vJ9fXvgBHno0GsOHK/v9/a7R0YH/PvfdJ02kaSDLmd/ga6D466+S4sLtpK9YRsXYwXDKQIHmIZZbMCNwWlVdqyJRCiIhplWI1S3/n2p/YnqctC8r9TQv+MfGP9zmR5/H0FLS+wtBAESTB7hsmfI5uwMcXuDQpo1vUoZG8DjdEbpwVBmdGxISOpGH6FFUOM7M/KsOkPtio2QDtH0clzvvKy8wmPvX49hxohX2X2qHhz7/ybsv1Wk8YudYPiwUDwGDV8tybEyWQbGJQiy7sK4QUw5s2iIKpasqTLucGVZGk6r7pPEU8X1qlDmF2MgUQ0JMRqj2F8eOAXXrAqUlUa+3nOSk3AgXTt3Gq/e/hSZV96nIrqQkyefrgQckpZYMcnLvLzlGO75E7C39xizI6vIvv1RbaWjHIZ0b/okPH3oRsVmL1O8MnIx+LZfqL2jh+W071gZ7b/T3/h0VJWV0JyEIalWiGSFWqBAzxrjOr6N83GW8NeA1AL7NzkMBVpLdcCyPDHf+VIitWiX9f/Gi8TE0hRgvcGjfXvksQ/AR3u4vTp4EzlyvjsuJ5Q2PkS1vjJDfvfv8Rei/lYXQQfTQfWLkyZCWxa5U7GS27pddQgwAmlXLcm+ljfJEEW8+8Bpe6fdO2HuIyebENELsk1XPeRuvwxcboFgxqFaWc5v8M7ofTzHSZiCGfTY4X/B4gHGjL+DFCRm4fZP+ZaNjbGA5pZLSskzmFsxUJ5lOzjsmLmghk171ElFhbZxHN8mXB/Byu8X7OUi9kVIqO8U0ROmi11QhbFLIpPoYjvUgmSL8zS4h1uJOm6QK8PFTyBMj8n6Z7kgUK04nxFQTHlHAvj3K30bkc9iCCG8Fk0WImXiInblRTfW3PyGT2QE5eWEY4GpSOby15DVcTiyPt357zfA8O+cOu4UqfyAK6vrIuxUPMZoCMjYyex6tgDWF2KBB6vfSZa+KR59phj1nmmPtwW6Yu0md2eyTR5/DlSvA7ZtKW1KpxAUsn9DHZwhgKPUXly4pJvVypkaZrJIJLN/Zl0V0KDcDnRpswCePPqeq+ynEevHOncDDD0uTTfIYfyf6NKWM3WatbSZJJ5dLfc7kfu/gzho7vRkKjcbm+48bT5IBiZCZvOhd8IyaSNSWm+c1hJiQM4RYvvcQs6tJdq0qeOx31jzfchMeD/DB8pdNj+FYXrUIlp8UYjExIh5puwAtqisGr9oFTnkxi5zviSLjVdirxugBtqlGfW2NGsD995svtvlCoUJMjUJCLMwgihYIMQ0T3bTyjhwvF2DeqcmEmFYg1rAhkHb7JtrX24wuDf9EtENtaBtuA28zhRjAYOhX36PPx8uRmlkEHKc2d83t72o06TUiWho3zsHChAAuHD6K+U8MwdsDX4VdpK/mRsU4AE4ZAHC2vIvxNSPEyEG1iPydZdLtBubP14cfCoRCzMZ6dEan8qBdbjdv3vBvUK5WQ0mDp6ZV1Wnb/M1AV6vscfw8dhBmjhjj3SYIUJMskDy5pk9Xm/EDQRjgMNYyIcn1i/SgWbbcgTtb+w5dOnmCx6GDym/tzMhnhJigTH44Th9aSuK1xW/Bw9txJ2EFkluEGDl5kfuejYc74ZEvfsSJq7UNz7Nz7nzdnjCCevJaraj8krF4/iW9EqlKyXPZvif5vtEUYs88A8ybJz2nR774ASO/mQ0mIg6OCA7P//AxPlg+kWqwzx/8EJt/36/b7kshFipITwcqVgTKlpXaQS0xJfn7iD6VuDERaSrvSLL+kte85x7gp5+Afv3U261N9JWL0gg0m8W2mXyOHhe9T/JFwsrtzdqD3aj7lSx06u1aolT63spBvEWFGBk+aQXy3OHEifylMpIhMhoVMFEXriSWw6ELd+R2kUzBMBIhtu9sU9Pj0pwxquc+f34OFywXUUrcghEd52Dqwy94t2nHc7LdBqlQjbA7vdY/ZL/vKwFKIMhuP5zfiWh/UUiIhRlEEbq04DLkyq2VNRePuZHTxQIA3F1TT7xtPippR5tU2Y8yRa9ixz/qRuHwYeDXX5VtDnt4v6CyEoJOiAG8YENqpuTbwLJqQiy3JxlJJYdTV/KaNKEoxBhRJ6cPR5j9xhknpIyALarvpoYZf795KCKKlYEnojpW7++BhX8Pht2Rd7MJs5BJUhXGC1y+nsBOnw4MHap/tgKvtCXalUxAGbTLqalPHvev7SF9sXo0WY0RHedg2qPjVcf4GzLZqYEkgSD9yaTvpZ5MySb106apz5fDP0lcuFXJ8v1FURq40wgxciVSrnuk5N7uYMDYfBNily7yiI5QFj7cTgPn6HAF0T+znPQ7GdUDeTLRubOyLbc8xKxM8pft7qvb5rC58nV7olWIye+iCBaduyoTH/m9ov1G/oLsRWgKsQ4dgMhIad/lxAo4da0m7Hat56q+L+rRZDVa1/5btz1cFGKXLimf3W49WZKZeAWLxg00DUcEgKXj+6mOIa9D+65HjgACL6J+xcNw2Jy+SRrBg9mjRmJyv7d115dhdbGCPNdIPStPtI2IJ7lvSskoQt3vLZNmqFdbw4PzPLyLJICUQY/EU08pn8myyESBVcj9SO3awIgRfp0aFhBhU/9FEBG+wtryCh6PsbL50IWGAKRFRfK5f/CW+XsYLvjvP+CH2Vd023Wm+t4sk0p9J8eF6oXp4CO77XShQkyNQkIsRPH55yxeekm/XRQBgad3khzLI9KeoWtgi0QkUo/PjtQyMS1Ot43mZXD4YgMAUprhhWMHU1lyD69si7CHsVpAFBFXVCp//4G+PS3ykhCrWBEQoyqj19SVumfy4CALOcnzIRJT1IO4xLQ4lVfOvE2PZZnMMpiy4iXMWj8mT5NAmCnERJFBaqryWa5bly6FVwYxK5D9V7QgPcRsnEf3e8nGv/KgwN/BAZkpt3HlA9Rj/FWI0QagggCwmqynMiHGccAjbRfg5T7vg2V46neQB21W4PLoFWJj58/E2oPd8PbSV73b6pb/DxMmADab8v3sdoC1QIjxzlQv8QcAY0a7VBndwh6EKbszk8fkycZ1i/YO50XIpNGE/9PV47DtWBvVtvyuEINAH4MI4ACbstD15m+v47kFn2Dh34Ozf0+rHmLEcdmJ1icJMQMXi5AAOT7yePT1lLvyO0rG+m48OJZHqSLKwrAoAic2r0bCR1Nw5rT+3WQYIDZpOb4Y/hTeHzSR+n54PFKmuP37AdzeixplTnm9EmnHs1YVYoJy3Nq1PK5f1x8jhy4ahSbKk/JLtytQ98v9kpZ8iokBbhGcRoUK8IZ9A3pbgbfekjxXgeCFTM6b59epIY/164HUdKVf1/YF+881ye0iWYLHo54jkvOEo5fqAZD6AvJZzxg2NvcKmENYtw6oV8+ob1a/2LSs2iQhpvIQC5B7MmuLRdH/BBYkCgkxNQoJsRCEKALjx3OYMgUY1WkW5o4ZjuiINO8+wWRpd/6TQ9Qp7k3Q+6PAUhS+veRVHLviO4sioDfnpXk9iMToIdKhVr+FspyfxPXrAEQe8jpAiTJ0hRgJbchkbsTfL18OPP88MHiwdG9esOkm7TY7XSGW3yFmXFX9fTW9FjUbDPnM8tLzzsyYlTR6JgmxihWBO+4ALlwwODGEcPMmcNo8SQ4A/YROrqsi8ULZWI+O+PUqxLJ+K3/l4+TAp2ZZuk9jbGQqvhk5EkPafW/pmrRFCunZqcsm35tlgREd56Bbo7XoUH8TdYBj5l+lhdMlVW6yjjdtXwcfLJ+Iy7cVX5rycZfx0UdAsWLKcXY7UMSmZI80Qovqu1V/Txv4GKZMCf/2Re6rRCIL9ND232P6R6khSYiR/Y1x38PganJZ1Zb8rhCDYKRYZAGbojJNySiC/Webgvfj/bICsyyTJOz2wOuJK0xEmWTb7vHo62mGpxgCgSAA59d8iKjEVVg1b6NuP8MARZKlTM3Nqu31ElwuF/DNN8B330kG+OPHA02bQhXSPrrzTHDQ25pYNrAWlS858ysPmjXTH2K3udGw0r8oEkVPmCX3D1eSyuHLdU9Sj7l0CWjeXL+9eHEpa3bfvllkl0ohpq6UNhtw773SZ7Lvku0Jvv3rceq9tWhRfTe4fGjwvXWrlIH61m06Ifbz9kF4b9kkrwl7qIBhgIED1WMH8tnL5Kfd5lYdU6E4IekMU3TrBgAiujVeq9unU4j5IMTIMbrHE/xOUxStJRQxQlx0ImqVPY6+LZbC486Hscp+opAQC0G43cpjeajNT6ha6iz6NJc6Z1FUT/S0MFstm7dpuOpvV4DMcrHiNjRqbE1FpA0dpMZREwMArflkOGD2bKBMGeCD94llV5tvQkyrEMsN74T77gOmTtWTcSRsDv2OqqXOonXtbWE/EaKVn+clQtPmVk/mM2w1dTrnhg3Vv1teKsQEk+ZbO1AWRWDGDBHNqu1BydgbYRH+WqqUZBx6+bJkprxvn7Td41FnA9NOHJVsu+osk9oQU2+WyawBqr+EGKkQq13uOLFHqTQ1ypxCzbIn8dg9cy1d02+FGDG4bljxENVHkjZoM4KcGpyciMqkL/l9V+/vIZWX+MmqVwdSojr4vIc2zMfGeSCk68MTwg0rVkh1dfZXiartvz9/n6H5tUyIke1SXhBir79OPyYqSk/a2TgPRCHMOwITXDhHV4iJ4FT+kdlZmdfCxiiTKKshsw5H4PXE7TL3uwqVfp78LWghkxmuwJ4BeZ1jh5J0+xlGaQvJ4195BRg9Ghg+HJgwgTiBIMQGt16InvW+013TqhqDVIjZOA8uXgTOnhExeYKyYNezySpTNY7cl3l4G9Yf7kw9pryJ7363bsDSpVnHEAox2iKc/IzI/lO2J1iwZQh+2GqQzpxAl4Z/Yt3Erri/5W/ImeCyvMGWLdL/ZL9evbSyyjdn4wjcTC2F33/P7ZL5xrBhQMIqghAjxAxy22djPUHJshtq6NxwvSYruey5p/6uNCWkUcikrzD1QFClin6OffyKsf+nFoNbL8SskaMxrsenWDB1TbCLF3YoJMRCEJ6MTHw2dCx6NVMUXDEWFWJm+OPfe/0y9jPyJ+jYyQa7w1rV0bLXHetv1B3D80ojoyXEwkEhNmqU9P+773iUgaRFQoxUGOW2mSiNEHt2/nTY7HS5+7sPvhIyA+VgolcvoEwZEa4k9epWkTh13b10CYiLCx1CjOYZI4OcgDOMiG3bgI3zf8PHj0zAy30+QIzv6pmnuExwkytXAp07i2jWTKp8d9wBREcr2cG0bQTLClI9FdVZJsmBCiCtngOEQszPFepIe6bOyB+AIfll5d2hKcQEAWAMFGKRdoUZbFp1H3o0keJHyYGaP6HxHl5PiMn1/eilejh2uQ7O36yMT1Y9B0BNTJYrB7SJb4RVifNM79G+3mbdtnoVLUgBQxweD1CzJvDTPP2iFBkiSkImm8qVU7Zp+4WcAtnf3Hef9M5laoQtNWvSVWyioYoq/LFzB/27iWABNrD3yheK2hRjfqshjDEx0CmYZ6yxFrLkditjyFAmxEjQQiY92gprEUuXKp+1k1xA6lNI5Z885P7yS3V5FKh/sPJFzgAA1hIiE5q/Iw0qQiyrT5r/3iJ0ifI/NNfN26mZUf0CQ77/+ooh978k4ReoanJs9xm4q+Y/AZ0byiDbimEdvtNtJ5XWoQCGkdqhe+4xUIi5pDpl4zy6hcT8kBShXoWjqr/lum2UZbICEZlMLhySY3S3O/iT2bffBtJd6nnKiz9NCeha+zYfU427CyIKCbEQRAXPdtxR+V9MiP/Yu01WBIiiusP0B7zAmfoOaaENd5TBMBysVh3ty0qG3g24axFe7/8GeGJWuWmDkzrJDGV0bbQWE/u8582QKYoMGC7Kx1l6lVZeEWJy4oM/D3XBgXNNYIsw9n8I187urpo7MKbL12Cgf3fWrJEIZ7dmcB1TxIGVx6Rsf9uOtfGuqNLUM6EMhhHRuzfQt8UyAFJ4Qm4ZdweKVq2Uz9eveTBvzHC8P2gi0tIkw1MA2JGVw0MakCvtCgMRPK9uJ+ObJqB+RbUs7mqSFAoWsIeYzUnNqjSkHT3V0kl6VKUK5MA5JiIVHCuR7CzUy4teQsymmNPXLHsSvbMWUUhVmD8KMXkiU62ask2uK7xgw/++nYlhX3+P5SukNkI7cY6NBd7+uKrl+8mwCxSjnDBERgZQvqSeEJOTrWgh98dk6BLHAf/7H9CgATBpUo4UU7q3prqXKwdEUNbAaGMGxsBnKz9AXnzUgwUcJbDpaAdsPNLRMHFOIDjv7AgA2HWqpc+2edIkSb3RtKnkdTNkiLJvya7+lu7n8UGIhQrIstEIMXeAg8Wnn1Y+0xJeMAzAi0q7Kd/XSFV/6pT6ZRJE4J9/gO7dlW2W+xei3+pyx58oGXsD91T4ytq5Grg8Dl0yGb8RACFGwt9+tU75Y34dHw4g+/VWtbYTe0Jzxd+7yMjQG6MMt1KnHJx6AWHDBmNf13CBVjgik1xa65gIuxMLFqizfctz9caN1dcMVCFmJgopXhyo1EiJqeYFDklZkQ/+ws3bUKGCflGsICEMpnMFD5kuB7SUhPySlS0LfPOMB6UCuK4gsuAFznJokNSRMtB1gqxN00kaw8zQ+cmu0nLbFSizgSuXXHjjDeD996W/w0EhNrGPVNgbKaUgitIgJMLmW8rPsmpyJbcHpvK9P/j9Zaw/3BnbT0gshM1hvKIYyoNnM3ww+GUAwOmoqgB6KjtEEePjp9Fl36wDG07dj2V/Vsfhiw3wStZmsk7mrULMGuTvdjutOCqXPA8AcDkFhPJ6yDlFMIFKsQdRqdQ5VCl1TjXQkp8Dw6g901hGgMcD/Lvfg4bFpW3qQaiEpHRpWTbQkMlIeyaupUEVLmOG2rWl7GX16hkfQ4ZW/P78fTh+pTYEYZZOIdan+XKkO6MRYSurvQQAtVSfHIx7eBtmrB2L53p+Qj3PxUvtVvHiwNGjUsjcO+/oj+vSRfqfpiQh27SEffGIb5pAvRcJ0Z3s85hQRf2Kh3FPvb8wd9NjcLojERej/y5x0YnUc3mBQ82a6jaFZSXFQE4nv7AqNKcuoon5VCHmyUCTqvupuwRwAMPgjV/fDPpt96Q9gzUrmmHT0Q54eo75se++q/77gw9AJebNwLvdAKR3PZQVYoIA1ChzEh7BBre7KgRBRLXSZ3DmejWkpzNYudyJDv7z7yrQCBtJIaYPmTQiKye95MSYdsrfosBgt9oq0RIxxDDqhZyH2/yIbo3WatRo1uHm7RBFFocvNkCDiocDu4jKQ8z4MKPv529I3Y0UZXbz1VfAH38AP/2UvSQSeQ2HLUzbS6JjUoVMEtFDkQ41gyJ7yp07B1SunLPFyyloCTEH50I6YnR12c658UhWRLCsKZMXK7dulfrwf768AxVLXMTxa/VzpKyHE+NRt+hHAICbqSUDvo7c3t244ePAfIzQnREVYCRnxum2yYRYUhJw9EjgCjFyonSMWIiZsuJF3fFpzhgwtCUx1ma4ckC7py8QyeAQYXfi558tXTrkULbYVUDMUmQ44nwez7LqiZDR6mNOQb5fhisafx3pCGeWtN5GkwlkIVwJMRmxnEaJknYavZutoE7aGc4BQWDwz8m7kZqppC8nB4WhphCjdYjyqpZMAAGA4NT7poQCrl6V1A8kSM/EAQOU7SQhRg7GGUbExdOJaFjc2Jhjxd7eSM4oCgAoXeQ6GlQ8hKqlzvpV1tjIVJQoAUCwNlt5vtdUtGlDXyksXfQapg8Zhza1t6m21y53HKKohEzKZsXNqu3Fhw+9hCg7Xc1SNEohZSKjlIaFFzjTDGDpbqWe160reVTQFiXMiGCGkdKyZ7oj8cW6p4wPJMB6QrM+WsEXw5/Cg61+wUOtfwJAz5RMC8sCpOehnWTmlnrTCiGmJQa828V8qhBLP2+yM+cejAexWL2/J9KdMX4//0Dqi8ettFm0Pj1U+nnRnYbZo0Zi3pjh8LhFNIqeg29HP44RHefgrbeA61ezH04wpstMxDddqdqmDZn0RYilJqtJAZ5iTcIyHp+TTVEERM0CC5kd0wj/Xa5L3X45sTyqVwdupgQ+USbH+kZqOgA4cE6RxJChvEZtnxHIvvzJJ4HffvOf8A01nLtZJa+LkG2Qz54Mw61fQa28Z7JIo3BI3GQErd+skULs7+OtvZ83HukIAFi0YyAA6R24+27gme8/w4Of/YL0zJxidBmM+/5THDjXGBMXvh/wVeR+PtSjR3ISBfirhy7cLn1nGkV4xQSaKlUQWNXgtnZtKa362oPdsPZAN0xf/azq+JSMImBZCkvD2GC16tSq7ZvlYUVlUKNfSRFRv+JhlIu7jMunQjvAOdKeCRHWCTGZkBo7FnjgAaBRoxwtnuH9SSxbBjgi8xchtmyZ8lmA5kubKR05B3VFlPwNQk0h9t4yfYwVzbtk7z/JOWLymV089RTwvSYhI+mZyBArdGaEmPjfp6b3cbojcOJqLbh5O+JiEvH58Kd1HmO+YOM8iI12qbzKzBDfNAG3b4uYNUsEko4A7lTvvlf6vovGVQ7g7lo7dOcJAnD2tPSwUghiFgBaO8b5vG9ktJoQc0QaV9p0lz5M3myARHs/GEYaBPb9eBkyXNGGHjYpGUW86jWWD1+FmIxycVJiAIfdev8sE2JahVhuwGpbTl3Uyq8eYqzxCoeo7TuCCF/P30yZExghFh4hk4xLCT92u3k0jPkBAPBI2x+wa5fWr8c6/tdFHYL4fK+P1PdlAJ5iqq8dMxWNSkK3RmtQLEpN6IuCfiHBxnmshUAHYImy94w+FeV/l+siNbMIOnXST/D9AjlGMsk2vuFwJ7y15DU8/MWPKiU3qapZ+LdvH7QIm/6Zyn6h4YS5cxl8lFWtwi1Lu6/IHKc7wquiksUaMuTnFw7RPVZRqcQFtK+nz+Lt5hWS671lk/D0vM8xf8sQzdkMeMGWo5l9D55vjGfnf4rT12sEfA15LJafnpu/KCTEQhDJSfpBWcUSF72f/Q3tkSGHTJJYtrsfPlg+EYLIYfnuvnhspmIIne4uSh0EiuAsK8QE0beERkuIkYO/puX+wBfDn8KPTz2Mo98+jKvnb1u6b16gaEyGVyFmd+i/9513qv+WB1effQYsXpz7DRGNEOvTB7DnM0KsXz/lM5k5CoAqw6kWTIgTYnXr6Le9+rr+2cmDMXKl9rPPBJWPSqjgxAn9Np4gxEgvJvl9iXUkekNiZTgy1KaoWiz8ezA8vB3nbmRv5ZbhU03rkBalitxAxvntuLrySaRvGOnd3qjyQcNzBAFIT5Xa/NiIVNU+K32Bts3/bIZ6pfKvI/d4P2e49Sm8tRPur78m/jAImRRF1jtYNDIf33OmOaatGi/9EcYhkzJkTymH3Xr/TFOI5VY/YKUtF0Vjhdjp01L476xZOVC4XIL2tzdNWGRxzJNd+EtwBVJfeB8KsbNngYPGTVKugQwf5N286nn9+SedPLGCB1v9YrqfYQCeaLfkauGwe3BXzR3eZCYfDH4ZL/f5ACM7zVaX21tOpcAcy+Obb8zLxTCA6Ed/IoO26CCriRlGHe7mPxjik7FCDGCw8XAnXEksj7ZtJa/PO+8E7r5L+T4Ltj7q8240kpNWx5OTcyZzX7AwZowtSxEoBixiCCWQpF6aM8bQm1RRU+VKsYKC9euBDz9U3lstgTz14Rfw5gOvo2nVfYbX8PB2HL7YEKIB+ZxThJi2D7MSWvw6Jexf/s6hEi6fFygkxEIMa9Yw2LC+om57pRIXUKvscQDZUIiJrOlK0eHDwNBhyuDXKRSBYGAzJ1r0EKOGXGqPIQgx7Xe7s+Iq1d/b/7DgTJ1H4JAJp0vyTaOF0v3zj+SJAEhZ8oYOzd3yaWH0aOz5OGRSS4iJvPHk1YgQC5WQyT17gIu31G1FpSr63lBeoWU0g/NwmciSIZNzxzwGeZIhD7h61p6JxlUOqM5xu40r6uAZC3EzVfIpOX8rmyYXHv8IsXJxV2C7tRmHDwM7Nl0FAJSIvWm6gszzgN0mjfyPXjYxIDOAIChtvggGHMHivvDjVFW4vMujn1hpB7ZjxiifaaXWHm8UNu/m7V7DZ2d6BvWYcEJapkSIlSvjn0IMUP9muTWRMOJ+4uOl/0ePzjrOgBAbN06a9JL1IZywYwdQqhQwh/DsysyQfpRryWXw7/k7NGfk3HA5OwpBbX3ZceJun+fwHg+qlDqLWmWPU/v08+clU+i8zjomEISY282rJpvl4i6ja6N1QbtXpRJKuCzLAh5iMXfuHGmccH/zhfhg8Mt4vb80odRmo1PKLT0UUh0lj22vU/KHOGxONKz0r6SADoAQExn9mE3O8J7t9oT0kfJjslynjjTmbdKIzD6ptCVnb1SlqGnoJCfDAAsWSP8A4NYtyWexQQPr5clNyL9TkahkLBo3EB3rb8zT8gQDZF3OcEUZLnSFo0KsSxfg5ZeVaBKth5gVjBxpvj9QQsxfgqpmTd/HnL2hN16Un+/8+QWXFiq43zxEMXUqa5iRauDdiwBYT9+shdZDTIv69YFnn1U6LJdQlKrwYiBaNtWXwit9HEIQYlrTQlbzXc+eybuVlq1bpfS6ixYRG4nWSg65cvN22O1Qqe1k/O9/EqmUmAiULp3DBfYBI0Isv4VMktCGTLrdakJMXlUFANZGJ8RKlFA+53W8/WOz5nq9CwDARlkekskWkmz+YPDLXoI9lEAbRJGTovJxlxEbmao6tmiE3mNl7x7jdoLMkHQ9Wf8STksYb2lSCUAKe7ToIQZIg8Xrt5T3a0TH2Vg8boDJGcDt24CNle7xy/YHLd9LBtnmiyIDcHbVPtJTLCVTn/+dfCZF1BGblgZrRoQYmQGNd2XkaEhBjoF49rJCrEIF/0Mm8wKy+XGUJgndzz9LE4NPs6KOyecnT4JEUURymIv6HnpImliTExmZEOMFTpdlO7dCJrM7kZz48/s4c72a6TG8y4l5Y4Zj1sjRAK9kqm1ZYydevf8tFMnyIBwxIvByLFqkGSsZwZ0CpJ5SbTpxIg7du3M4uF8ZcAgeD9yiQtj/+NTDukvRJnpW8f0TQzGq0yzERqaAYQCBV17MadMEXLoEdKkvLdDSQttJpKUz+OkndZ8rf6YZ5L/5wOuYMWwsejdahAP7/R9kde6qzyQp93OS6iw47IRRiLwZGKK/IduS3adbIDEtTnd8w3p6Qiw1VcqmOmSIFD65aZO0naYoDwXIv9OAuxajZKw+63CoYtgwoGJFYLCPyNY0Z4yhF2k4KsRkHM8aEgfyvvjSfoSSmpGWeVa2K3r11Vw2sw4hFBJiIQaOM07RXixa8ikINGRy504WxeLMKzvDETJxJpraqtntgmn4wKlrShwzbyFkErzSATKMqOp0tRJtecCaF+jVS1oxfZCckxL+QXK2FTdvB8cBZ29Uo16HYULDe8qoAWdMMmSGPSGmmZxnpqvr09Xkct7PrIFCrHJlYN48YMmSnCihf/DwdpVZPsMZK8TIkMmSsTfx+XDzmMlQkU6LGimL7FkhN000FavZIDTTpUyqaIO6wxcbYPfpFpbKdulcGu6+23p77LC5ILLK/R9p+4PPczp0UPqE6ymlVaStFfCCmhBjOGUwJIXR2/DO0sn4YPnLSHXF6c4nu4BAjHLNCDE51CfClhmeBAtBJsiEGIPseYjlFho2lDKJalVAsbFS6HxkVjUl1YtOj9Q3iAIfcOa7UAGtfSMJMVJZCQBiLoVM0mDWFuv3Md66aAQ7f035g1fUmVMeehGdGmzA6E6SfHjVKu2Z1pCSIo2THnwQSKPn/VCw7VFg+wggScmC+MorbbFhA4vJryhjYbebh5vXT+RIvL3k1cAKnIWH2vyE5RP6IMLuhEgMdlhWwPXrwJlrlSxdx+lksGmTus+VCTHauy4TbF3qLMK65Zf8LrfI6AeUct8WTEKMpmT21Xallx2C09eq44t1T2HJEsKgnxHh4vX9b2yU3sszM1P9OSoKaF17G2qVPR4y4xQScpm03nKhjnnzpOyQRYvq95HPPt0VrcqITSIcFWIy5D4tEM89X4vjgS74Bet3vJxY3vuZFmIdtplQg4g86+F37tyJ+Ph4xMXFISYmBq1atcIvv5jH9RcEsKwx4SVnDrMaMvndZnW6thIlWZ+rnAxhol80zgGW8jJGRgKMSdWZs1FaVkzYF28pyyQjKL2dXiGm/luebGzdCl1aawC4eFHy47KaUt4fOGl2FYIyYJMVYi6PI9czRgYCwzIyrOEK8/PP51hxcgXa+u/MVL9r11IVTymH3Wk42Bo2TO1NlpdQkToEISZnnpIH5Vpy2awD/OQToEwZ4MgRw0NyBNTOX1AvEJSPu6w61opPIQnS+4JGiHkEm892KyVDkkotWpiKixf8I8Q8gn/Zhm7dUvoEt8d/Jp38LiIYwKZMluVJ//pDXbD2YHdqfScHerSBsi8YDZxJQizSnpkjbXaOg6ibsk8PCz88xESJEKtQIegls4S6daXQIzPIikwA3sysAi9mPa8QnI1aBG0C48xUCDE9ckch5i+oPpc+JnQOQWFBRcoqV5li13Tb/EEqYXXoayJ4+3oytu8A9q7bDo9HOt7plNoMOVQcAAQ3r/cA1eDsjaq4llwm4HLLGN5uFjwe5Yft03w5Tp3kUTpG8fKNi/btZ0tTiJmhZOxNPHaPPrLAF1hOX4Fa1/4bQDA8xBTQPMR82UaUqlAcI775Fr/+MwC1aqnrJe034RjzCsMwQHH7Kbz74CuYNXJ0SClvFEi/tyxiCCdYiXrIcEX59BALRaLSFz7+2Pqx2nbGaD7VpIn0f//+ARbKB6x4kP6y/UG8s3Sy929auGux6CQ4ssjMAwdKBbWM4YI8IcQ2bNiAtm3bYsuWLXjwwQfxv//9D1euXMGgQYPwsT81Mh/CTCFWNCoZds5lmRBLySiiyj7DMKxOIaMF6flVolQEyCSTZ29URVJ6MTgdtVUKMXlyKOPv420w4NPF+Gjl8z7vBwAikbGKZQTVC64NmWThwa1bQLt2QMuW+sagTh1g4EBg5kyftw0OiLLLKyNu3p7noXRWYEbaPTH3K/z6zwO67XP9H6vlOcjMhNoBtTwB8u5nFFNxJ1cFjRsj5EHKn1lKeII8iPXHe3D8eODGDcnnLq9UgcM7zMWbD7wGRlSvGE8f8iwApeP3P5RJGTHQCDFe4FQZxmir63I4VWxEql+/q51zw83Tsy4a4dken3hVcUbkkhkErULMrhBiTZpwaNuWPFZ/fnZXKK0oxCLtmeGpOBKJrKfyZNGHBxCpoBYEFqIIVK8uhZdt2JAjpcwWikQqKd7kZzlunIDK4i9YOr4fqpU+nVdFyxbIep2WJqniXntVIcR0JEIOKsR8vWNmk0srJspaRJKEGIWJ1qrj/AXZjsjfbeZMoHt3vSJx3z4gIwNYtpxBnTpA5cpKG0eOhT0eHvChvuQFGx75wrfq1hdaVVuPNauVL/HEvV8hc88HquRWY7r4HmTSCLGcUM54oFcNbzjcCUCwbR30FdFXiF3ZssrnjEz1l6f5hXGsnhAjfzNRBIpwilQ5PV13eJ5Dfl/johPztBw5BV6wGXqIPdL2B4zp8nWY9eciWIbHzZtA3fJHMbT99z7PmLjwfdXfRu/ZunXAt98qFgR5gU1HO3g9BQH6mKxLwz+x+qUemD5kHObMsKaEzW/I9Wm7x+PBqFGjwLIsNm3ahFmzZuHjjz/G/v37UadOHUyaNAlnz57N7WKFDKLs6V6vMC0qFL+En8cOsixttHNuVcVnOQ4XkszTspIKsWLFbeBYpQMc+c1sDPh0MSKjHSpT/UMXG3o/z87KnHYrtSQARufZRL2noPcQu3QJGDsWSEpSz9AO7Odx9aryt3agKHeOa9b4vK3foA1KXZnKs4iOkG4uh0yGOswGSk53pM5DBQDuCUNzUNl/CVATYvPmAVM+VPfaNocNAz5djBGz5sDJlMX770vk0D//5FZp/YccxgSoQ55lIifC7sT9LX+z3G7I9bxp1b3oX3Minn86cLVAWhqwd6/+3cnIkLKrnsqyjhFdqdjx6zKc+k9ZUR3a/nu0r7cZlaJ26q775WNPeMOVzcKyj1+pjeNXahvupxFiDz3EoHlzxfn41516YlhWytQpfwwD77JilCNhUKuf4RaMQ5Jp6NNiufczTeruC+kuZSAkeYgpfz802IUtW5RjaYRYdidUVkz1Ix1hSogRE8Tx8dMQ33QlWMb8i7z52+vU7QMGAB07BrNswQGpEJOfJcsKeOLer1A0KhmT+72TV0ULGMuXAydPiqha6gxYhsennwK//w4c+48gxLREeB4SYmaIiwOmT1dPuLTKei1YUXmmZCbHYIFs73kemD1b8k9du1ZSQ770kv6clBTg9Gng9m3lxyD7LN7DWwpH5gNYNNDiZmpJVbgjANQt9ofqb1mpTINMppJ+vzK5l5IC/PKLhVBSP2BnXRjw6WKcvKo4ai/YImV0ZJjsE5wyjDzEfvpJGq/TEENE75LkGAPRG1Whup6or7vaPojllA3B/B2DBVFk0Lr2NjSput/wmBV7e+Ojj4CEhFwsWDZwK7UE/vj3Xsz96zEAMFSItaq1HYNa/QzGmccZOfzAy30+wJLn7keRqGR89fgTPo+f9PN7OH1dPZc2GieVLg089pj6PQgmtO/knXeq/956rC0OX2ygWuARRBY3U0tSr9e4ygG82u+tYBczLJDrhNj69etx8uRJPPzww2jatKl3e7FixTBp0iS4XC589913uV2skEGvuuap3+JiElGqiN5Emga7za2SzrMcg5/2PIeVe3vhyblfUs9hCKKLs9tg45TOiRc48IIN0dGS2kzGL9sfxLLdfTHp5/fw47ZHVNdr38H34IQlFCAjO81GtD0FTz0FfP45kJKi7hyvXvHgAJFQzki9ktPx69evA506ATWq60mGY5freBtHKyGjoQqaMkbOrhROIEOQSULssceAPbs0hJjdjlupJb2dXdGikoxa28mEEkhPLNLAlvSpG9t9BhpWOuTzWlu3KoPWaY+OR6ta21E55X3zk0zQqhXQvDnw22/q7W+9BYwbJyXyAIC9P05B+t7peKWvNLnu3ni199gjh/SD5noVjsLhlhZORJMwms/WPKNaGSPVOQBUSjAZdevbULGSMsrWKmDJbb2brUCvZisN769FzbIncf5i4G0CrSw0vLrobe/nq8kVvEMhEQwYm6IotDHq7I609lRruu4vjNrAJs0cWPCjVHftnBsek8ygIQuNGuz5Xh+ZTtp5gcP5m5Vx8HwjHDjXGGnOGHz9dU4XMnu4lapkEZH7hE8efc67rXoYKsT69gXua/475o55DJP6vuddZJNVPFRCLAdDJn0hLs58/7hxwDPPKH+bZa0FAIbwDTMixAa1WoiGlf61WkQVSNEZzwOjRqn3T5miP4fMIOmwOdGq1t8qdeKwoTxSkgIj72gm0ma4lVZCRypqLTPIsmlRPOY2+rRYhvHx07zbZDXUwIHAoEGBZWc9eomeZfiaqzFupZZU+UvKizYMA3z71+Mqr1FfHnNGoIVMyjALeT90CNi8WR8afvF2RcrRvn3KRGLqGmoKsUOHgFGjuuLdB18xPEYUGUxLGI8JE4CePXOxcNkAx/J4b9krmL9lKABjQkyGwIePiVi3RmtRJCoF3RqttXQ8LSQ9VKKCpk9XPu850xyvLnoHAIPkdMXvghc4PDZTSshFawuqlDyX8wUNQeT6I9y4cSMAoFu3brp93bt3BwD89ddfuVmkkELFosd8HkOTGdNg59yqQR3DACnOOHyc8DyOXqpPPYclpE0My2lUJdK1oqOhyjKZ6Y7Ep6ufxfYTrQFIE2AZky1krGBE5R5RjgwMbzMDN85fwSv93kGtsuo0MjbOgz17lL+NCLGcaJxIJr5dO2DjRsDB6QmxU9dqeO/vq9MIVbz1lrER65Ah4eUPQBJioqbJ0/r12R1kqFzOlitYIFVDLEsS0AzVA9AMvXvr08JXLnmefrAF/Js1n5LTpcvI6ga8/jL2xM0AgJY1dgEAXrrvQ++xRqvbshJA+0xJON0RqneQJIoAgwE+a1ONwGkm9imZ1ogpGkjFov/w/UC3HmuLrcfaef8+frWh9zRRZFR+MzZG3ZfQ6vyECZIPxgcf6PcdOCfFFJOZTi2DdaBbjwivBw3v1hOfoQ5BoEzeTDzEpLrEYNz3n+LZ+dOxdSuDXr1ysIBBwA9bH8Gq/T0x4YePqRMBhhGtZRMMMchhMZ0brve2QzIJQiVxsxYBJ04MflmMFvBmzgSeeAKgDJdN4UshtmOb8q6JlCy5d9fagTFdZmLGMAPZjw+Qak+ZKKla6gyKx9wyPEcgxhsv9p6C9wZNwthuM7zbbJwHt28Zsy7Ldvelbv9o5fN4/sePLJZcwpnr1XSh8Jma5olUTmrRqPJBPNtjOtrVVeS30RHpYBke+/ZJf//gI7Lz+JXaeG/ZJNU2p1uvLn7ll3eRIUrZktVEKJO1DbiaVA73f7IET837AgfONcb4BdN017GGwAixBg2kMTMJhhGx4XAnb1SJUmrpQpcMcgvs3KleBEtPC62FlNEjeRS3mydGkMZs4UMYAXorH6OQSe9+T2g9FyswI3xJ0OZGOUWIZdEilv1bjRZPEtOL4/3lE/Hmb69DFFmkZhbBW7+9jm82jNIdG2jivnBH9rXFfuJ4Vl7T2rX1YSzlypVDbGys9xgtnE4nnMQyTXJWWiq32w13aDor+g075wR8fBVaZf187dN4utvnqm2XbldQEUo8787qSKQ3V/rNlMmi2+2Gh1caMRGMTjYOAA6HR9VsaAePoihCbuxtNqWXPH+zMnVyzUGtUqhV5gheqTEJER79yjPH8lleEtI9nU63ZjBpzyqDALc7uKEAomiD/L2OZfGWtGfhEWzgeem3dXkcXll4KNbRI0eAd97h8MMPZJ0AXn4Z2FJJAE7qz1mwAHjpJTfq1qVfU75GqHxfsiPnBYEol13v/0QQwh6PB253iLFibrf3jZW/BxkyKRBZTxlGkKqryVfQPiOXS6njMiJszmw8S/r7mJmp3MfXtY0MgT1uqVw21phIcfEOle8W+VsBdCWFIIhgSY9ECvl1NamsbptVxEQEFuPx15F7APjOGPbJKkm9M37BNJSIvYXT6bW8+0Qw4Hk31h/qjEaVD0IQWqr6AZ7Xt5uxsdIkBNCnDn918dtoV2cLNh7piMmqnUq/YjQ5d3lscPOMt/12pqfB7Q6vBQRPJmVxSkMwkK/gyws/ILYC0dHuoJtCB7P9FUUb0pyxmLriRQDGar8HHwROnHCjShXq7hCEXRXOJrqT0b7ePu9iIy9waNLcDhDqExEs3G433nxTIsWKFlWPnbIDifTndNd6TIpO8iOcWCqTL0KMI4hwj8u8fQ/ku6WnA1EONzJcUcjM9KBssZuYO0b6Mp3flYzyXC63agIqEmx854brASg2FIA09jPya5y1fjR+20l3rXbzdp+Tdy1EkfG5cFG66HXT/TS0rLEL/5y82/v3qVNuREbQO+jT16vr1Bu0kPkrieUgCNKYmOYxKYryeJnBkYsN8Ox8KbY2sDorGJ43dCiDmTNtaN3a+ti7c2fgxz8fwchOs4kCS/fo0UMZI5Bj/l69gP0blPqdnJQZUv3GU62eRZUe/5keIy8shMoY2Qwe3gYb58HJazVV27WL/dtPtEKrWtuV/S5XyHy/zExg9GgO8fECBg82HhD7UtbKIMekynekt+HZxcSJQJUqDLp1E6ljBZ5X7qu9t5bgW3dQv7Ji1KenJDtRJIAkSqEIq88j1wmxpCTJI6aYQWqjokWLeo/R4v3338ebb+pDttauXYvo6GjKGeGHCFdyQA9l+Z4+KkJszsYRWHuwG9rX3ezd9scfa5GY2AZAcQBAQkICAGVVLSEhAS4nAzm/xNlzF1CrnL4iXb++Bp7LlyCPfaOi1AMH6fnFSddctQryOyVLuLVISXKhmBKVAbdbROnoo0hO1q+GcQyPEydOA5AmeatWrUFEBNn5St9n6VIWCQm/U+8XKAThPmjJAtrA08PbsHHjnwB64HZacW920IQQNQtwOGoCuAOAuoyZ186Alq9pdOeZ2LChNk6eNA4ZAIB169YFsZSBw8a28n6+cvkS8R376gbYtxOVAfj+/fsRF3cBoQQuMxO9sz6vWbMGwCBcvKWEHWze/BfkoAob61SR0zRo66TH0xva0KAIuzMbdVd6H69cuYqEBMmILTOTw759vb1HJCQkoJLLCYDurWVEAO3buwc3nUfgyrgJGETEuDwOlcJM6xlGWxH89/BJNKpgTojtPdMMg1svpN/UB8yUBWaYvvpZS8fJ33ffWSmhSpkyaZAoGQaiyGD9+j/wztJXwTACJkTsRlTsJcjP6dat20hI2EK/MAUpGX2xan88ACAhYRmxR+lXjAaZV6+nIWHVKhTjJcpo65atOHUhzFbNXTd0VS8tNRGRxGoxw4oQBel7/XdZHfK0bdsmnD0bWH3whWC0vykpnQAo/bYZGduzZyqmTt2U7XvmDvqqFrO6l30Ggx44i9tp0tiIFzj8tLMHxmQRMwCQmpauaQfVY6fs4NCh6gAaB+FaUpl8TezkJB0AsG/fXtxwSSt8tBGalfIIglohkXz+JlY8vwBrD3bDH380R62yyvi8ZY2d2HWqJRo2TMWUDzZkjRQBl9uD6qVPGaoTzAixPw91gctD7z88vM3nIoIWLCvkiEqieIw6M2XNmnZwrAfrKKrDGymlcOJqLdU2WsQBL3I4fvw/AA2oWYjPnDkLQO8d7E89k+uFx+MxPe/bbyNRrJgTCQnG9U++VpUqybideQRAQ9X+zEzpPTt4UHm/jh07DkBpO/fuO+Sdf2zetB23Es3HormJaiWOQhDM65vcR4fqnIDEs3Nmof+dv2H+liGq7STJPC1hPBpVPqjav3fPPqQKxh5quYmlS2ti4cI7sHAhi6JFl+n2y3XSMiFGtCfyMzx9uj6AOqptwUL58sDBg9I/Lc6ebQyguqo8tHZ89OgDmDVLnyXMKALjjx9mIaJqTeq+cEO6xbjqXCfEsoOJEydi/Pjx3r+Tk5NRuXJldOvWDUUDyQcfgthx9Ee4A2jbyUqdmBaHH7ZKhppkiEP37t3w8cfKZDc+Ph4rVngwejSHWbN4dOsWD6cT2HngEwBA9Rq1EIUYZKYme8/55x83mjbths3fXwOyBFx2h3pKQJKd8fHx2LJzOgBjJlpr9s1xNjjs9MGN3eZGparKy9+1a3fE6iOaAAB33x2PknTfwIDAUOIaaAM0XuDQtWsXAMAbv76BV+9/G/M2Dcf611vpjg0FHD+u1JH4+Hjv532uJKTu14cvD269EDF3r0WzZrpdACQ2ft26dejatSvs9rxfubNxiil8xQplER/fKWu7GyU0IRxFihb3fm7SpAni40MszSThINu9e3cMGCBg8eJ6mLFmLK4klcO3y+/E5QXvAgAiHW4wDGMa+kk+b0DtDSjDzrnRSXOcGf78k0HduiIqEYlq0tPLYc+e3njqKQGnTmUZDrMe8IIN8fHxOHp6uuH1jCYmje9ogNY96mPVvs2GqlqnO0KlcqWZ6GtRucodYIS93r9pvl1HDELOrcAoaYoZ3LwdSelxlo7VhrVFRUWDyaL+RJFBt273ApA8e5o2bYb4+KbeY+PiiuvqhFUYnWcUhiDdqwu27vkKgBMeV0u89FJFfPEFjw4dQkyZaYCMG2ewe786HrhokSiAEAGyLANBoPd/nTt3QM0gjzmD2f6+8op6iGik1gSAM2fiAq47uQFBkDIcVsxaPyDbldplzuL6dYWw4AUOxco0x6IdA73va2yRIobfL7vf++xZeh/sL3791YNnnuFQori5Qoc0M69YoSHi4xsAgHesRqJ793hdkqCdOxns28dg5EgBp04BbdrY8OSTAl5/XWprz276BeeviOjeeA0qtnsaM98/6j13ykMvYuqKF7BqfzweebgHVr4ghUXabXbMGT3CsMxmhJjsc7dqlQc9e6rrrEewWZ7oymCZnCHEIux6RamRmu/M9Wq4nqxekqT1XxmuKNSrJ3W2NMKsevWq1Ov7U8/kesEwXLbrunytIkWKoE4VieT6ct2TeLKr5GscFenQ3aNmTXVEUePGTZG4Xoo5bdakCe7tGTrzP9o7pIXcF4Ryeymj33U7piVM0G0n61qGK0qnvr+j4R3oEk+ve7mNzZvN21f5mVm1syDHWPL1tm8PThvuL1atUo/34uPjsWD3bVR0/4gv/3gSALB6tQcVK9bHLIpFOc0G4e/zXTFo+BhUqRpACuMQhBxN6Au5TojJZImRCiw5ORnFixen7ouIiEBEhJ4osdvtITHxDgbsnNtXxCQVgsqQ1EXdHhGh/o3sdjt69QIuXgTkqkBOnm2OCAhOpYrceSfQsqUdDANwNjvkblxk1NWIJI7I52JEiJWKVScJkFKe01Gt1BmkE/4BHGeH0aMXReN9gYBGLNBCSj28DQ6HdOOzN6ph5DdzACCoZQkmbMTjI58XZzNuHpyZNtjt5qtgofJekiGTDMN4y/TF8NGoXU4dni2ISvtis9lC75kRBbLb7fjuOxZxccDs2VK4CNk8RticPpNLaJ+PkSef1ee4bp1iEiv7hAHAwYMMDh7kcOQIh5dfBhpUPIQZw8ZizsYRsNsfoV7Le2+O3iL+vBDocJ9d2m/QaLo8DhUho51QuHh9h5/pigDjUH44rUJszJyZVF+xnIQ/yTm0AxxBYLxxeyIYVT+greOiyMJuD8wMw6iOGJMo0rvIi3awcOLDD0RcuMXg3nttIe/fl5YmJYzo3ZFDN43Y/cJ5AdVLSDYGGw53wvIXpCyltIFnVFRw+ygSwWh/te1H3fLGoUCCwIREe2+EYcOA778HFmYJO0lyRVvfeIEDw3Cq945hbarvV7UqcPYs0L699fbRCEZ9sL/o31/69/cnIjJvGh9HEjMpOz6Cfdh8k6vq62jbttL/FSty+OEH4PZt4N13ObzzjvR7iYzSrrIMo2t3h7b/Hqv2x6vGqoyPMM9Ph4yjEluL/xng9ZOUwuzU8PA2vz0fWUbIptcjHbSsikYk3+7TLQAAC/8e7FUjk7/jzlN3YteplrieXMb7ntJCJm02et8RSD1zZma/rstgWYDNymq/+J+BSMksgpfu+xAMI3rvUbHEBXAsj2++URMrLOFhzCJ4ZcotyH1BuJWbBEmIZbojKf52bMh8P1K9alamKqWsmcmTCjH5euRlc/N7k9+tY0fp3sPeGI5vZg3ByatcVnlscBhwW9pxyfebh6Js64aoUtURMs8vu7D6PXLdVF/2DqP5hF25cgWpqalUf7GCAhsbaOwx8YLapGuUL6+u7CxrPOElj1lzoDsOX2yARDRSZeXbtk0ZIJNpj0VNiJXRJJwsy9kbSgenJZV4kTX0PerRZDViOSWdr6/vk5NoVetvfDb0Gd12yUMsDwoUIIyeF00tJMOZSie0QxF3VFYyZZHkiJYMAwBeDCvRLKKjoTLlJlfytcpLK8guEUHmQ+nYUb9/40apjXm253QwjIiRnWZjwAAgQ6VoVhfCiBDbtlV6yRyccZIRpydCQyapK/u6g11x6II6ZCM9nVHdkwz1XrW/J45fqaO7DkA3PA4W/CHE9J6O6v1mJGmw2tOTJ4EdOwADZ4SsckkFE7LeuXAycv3xRylhxKJF+h/M7ZS+x4VblXA7rYQ3sQXtGZqsOYQZRPA88NJLwIkT+r3TpwNLl+Z2mdT4XvLQx1tZGeVJwkPUPEYpy6RmssCon9/GjcCkScAvv+RAYbMN8xe5fJwyhqpU4gIpPNbBRe1GRDhsziyDc/1e3qP8bgLv0RFipYtI/ltkOxth0o4Dxu0DmUWYBg9vwxPPlceMNdYTBNQpfww1y1IMVLOJkR1n45nun6qSC9AWVR+f9S1up0mqN7LdIEmIhH3xWLTjQQBKu02GTA4ZIhlxB5LN0hjBXakgx8nyu8Zk1d3SRa9h/hNDMG/McMB5TX0ikd1X4EPDp8of0BZHwg2+FGJG2WtDGf5mmWzdWtlWp05OlMg//Pmn9D/LAkOHqROEkeM+2agfULcvK/b2xrxNj4Hjwi8hQjCQ62/lPfdIxsBr1+ornuSJoxxTEGGnZC30F3KnOGoUULSoOsukrwkvwwAf/v4ynp73BTgbh6PXJQPQW6klVIN3jiDEqlazNlkjX7xZ60djzJyZ1ONEkTXtdstHKXHpuUmIaX+79wZNoh7n4W15StT5C2NCzHjmnJkmeZB88AHw3Xc5UargoVIJ0gfM/AUg62i48PLkChH52WExGy2J7NZbbWiNFqIolZGcCP36K5BGEGLLxquzhZl5ygDAzevG39PD21QqsDfeUPbdfz/g8kRg7HeK92KaMwYZGYCdVdphMmTSaDUfAI5eqodnvv+Mum/uZn0mH39g5PNAPVYz2CbbLUFgTbMhBavdqlEDuOsu8/5GR4jlgCIjWOB5YMsWySwcUEzOaeFOch2R2xJ5XYH2DEOdEHvvPWvHyZ5UU6Yo6iEZe/cCzz0nvW+hALlbI9VG2mShgshKhBjxzASoV5mrVQPefRcoVy54ZQoa/FzZOH3K+HiaH/H7gyZi9Us9kJl0A8sIS54JE4ALFwCe+EEFj0en7JL/JvsBhy2wLLM0VRSJFi05PPwwsGQX3XSfhgYVDxvusxJ2bwQb50G/lktVWZRpfcqNlFLez+T3I+9NjlXkdvv7LUPh4W349Z8H8N13wM2bQNnA87948dvO/kjJKILF/wzI/sWywEDd38jvmkyIVSmpqHXKFFUTYiLBYIt86PYbRsgPhBjpIUZTiPGeEJd5ZwMjRjCYOhVYskTZ9vDDwDvvABs25G5ZyKaeHNtpx+JkHzObyGFB1kX5mdrtYTSBDSJy/a3s0qULatSogR9//BH75PzDkEIo33vvPTgcDgwdOjS3ixUyuJwWuDfNK7+8ixsppfDKIslDiOOAevWUt4BlrRFiMmw24MedT2Dmn2PwNDFpBACGUwaHw4ZbG9WTLx4vcF7fB9pxphMpohcNReKJFzhUqJDXpcg+GNZ4lO5Mz8Dhw1IGlOHDc69MgYAccDI+Vs4FkcPff0uZNO+6K6dLFhxoCbEv1z0JUWQwbfUrfl+L9t75Y0jsa4IvilK7ZEYsFYlSmygaKcRsnAf33y9lSTMGg0yXkpmrUyd1WbT4898uSE9Xq85IlSxZ7mfnT8eiHQO9f0fYnYZKLo8Yo1Oi+QO/QiYFY0JMyhxsfG6uhipmTZp5MSvkwBa6K/3TpkmhcffdB6SkAE9K1hxUQkxWlngJMROFWE6lag8W7rtPIrR8gTRpv6YRc1y+jJAC7TenKcQEQTIs9x6Tgw4jQSfEfPRzWty+dstwn8sFnDsH/PCDQgTfXWsHAODi7nUqwmzaNGDAAID3KPf3uJx4Z+Bk1TUZRsSbD7yG6mWUTOIRNnW2cavw1TbyAosiPiImyYgFXzh6qZ7vg3yAVKfT2hA12UVPCkMeI7fbF29VQq+pK/HFuqfBMFJ/HIy69fnasej3yVLcSg2eKS8DUU2IeecH0pchk8+wjIDODf9E54aSBIacA4ghpBCzSob405+HKsjvkOmO1CnEhFCcnNEQwKCnZEkGzz+vJptZFnjlFXpkRF5A28+R7QC5j2xf5GfKcfmXzDRDrg/HbDYbZs+eDUEQ0KFDB4wePRoTJkxAkyZNcOzYMbz33nuoVq1abhcrZLDh4hMBn/v38TZ48LNF2H+2KQD5Pc8eIXbhSjR+3j4YVxLLqw/klElmVAyHjz7yXT5yIMELHJIy6PE0criCETzuvCHErLabH3xoy4EBbs6hfXv69ttZ2RkT0+J0+1wZGbh9W7c5JKEecJo/RAeXgVatgEfMba1CClpCbPE/A9Hjw9XYe66l3/WQGv7ix+CNphC7p/5GzBwxGhWKX/QqxPxRAxmFftpYD5Yu1e/feKQjnO4I/HlISmxBDtRYFqiVlbhr0CDgUykDPb5Y9xSOXKyP2RtHSiGT0fTJr0yIffghcOBcE3yVZVoKSKTAmevVqOdFRXN+ZzojQU7MfR6reV6CYDwY0j7v3CTEjtxoAwAQEPoKsS8lv2esXw988YWynRbuJMMKIRYO/YQVhQlJiGkRan5wDANEaLyctAoxEYxOIcaw4TOJ9bXwo0XijQzDBzVvnoh5E97Anh8/xiuaNRbawsaOHYDAK/ePTkxAiVg94da+3mYVUUbz17ICUqlCA8+zKFsWWLnS+Jg5G43N/LXIjkJMBrk4bJSYSQbpwUiqncljyNBDt8YXMxhtTMuWUuRGUMGASoixkL5MkUhlYSw2MhWT+72Dyf3eQaQ9Q8VgCyGkEOvcOa9LkHvQChy0CjEhbHxjjDsoozEbG0IrWXKSGC20RTSKJNE+R2l/iHXauYQ8eaqdOnXCli1b0LZtW/z888/46quvULZsWSxcuBATJuizWRQoMMEddInEI7YaMinDZpO8PwDg9dc1x9kUQsxu50w73eEz52Hyonew/1wT7zZe4ODh7VT/h8xMFhkmi4V//ZW7hFhionQfqwN7zh7icTAaNGsG/P23FOpAIslTBQ99/hMe+uIn3TmujMAGr3kBtUIs6yFqHqbTHYGjl+ph/9UuuVm0oIB892RCys07VO++EYzqdJ8WShyMR7Bucs5x8mRTOeH1/m+idrnjeKHXVABZIZMaNZAZWWRElMihlI6sMPOdp+7E+AXT8NZvr6PnlNV4d+lkjBoFPPciEfLIAbt2SX6IgwYBUVkJcn/9ZwCemvclUjOL4M47RWTE1sGy3X3x1pLXVPeUydWmTZVtS3ZJsWCzN4xEhiuampXyjsZctsIk5IHKs8/S95OTQrOQSVE0V4gFuz2dOFG/7XZacfScsgr9B8dJ98xSiIWyhxj5u5AZvI0yxAFKqNPiff8DAHzw+8sAFC8rIPQVYoC1sM76FY7AaGIRaoRYkYgkJLygzgKmVYhVKXkOoqghJpic69flRCRGkxt/Ifr5o9++xat8mUh8+dEFtK/7F3o3W4GpUwX8+KOyj1b/GUatEBNd1vxGIwIMmWzUWHpGbdrQ9/OC1LdoE79duq3I+DNc6kzpRvDwtqCoe8hrmBFi27er+0bSI4y8RuXKxvcKBiH2669Sf7ljR/avJYMxIMREiEhNBYpGKZnhSLWY3eaGSNTVUFKImSHTrcyZzBTy4QKVilFkVd8PCKOQSYN2DzAmv82iZ3Ib48cDQ4eqwzcB/XtvtCiqItbzgXIxO8iz4dhdd92FVatWISkpCenp6dixYwcGDRqUV8UJHQR5FVL0UyFGguOkFY/kZLX3DgAwnNJQ2B3mhNi5G1Wx7VhbqjSTphJzulg4TaKgVN4fOUyIHTgAFC/un/+JzRFehBggZUzTDsadTuBqUjk4NR0dAHicGapnHmqTHhKqwYdcdzSd4LLdffHk3K+Q4qSH8YYyjNU/vjtt+f25cUPxFWAYAc/2mO49xsPbqD4yNBRzXMaqF3virQGv6fY1qbofMY4UqkLMrCM2CpmUn6ucMe3jlROw72wz1TFvvw2wVR/E6WvV8e1fj4NlJaP31q2NFwhGjRIQGQ18uvpZbDzcSbWPNpCdsWYsBs9YiK3H2gEAdp1uqS8rx6JmrewTYq1a0ferB27q505+Rw9vM1WIBbs9fekloGlTpTxPfPsVhn39HRb+EomHHsq6Z1ZSFqPnHAogfxdSBWlGiMnPbP3JQejx4Wr8c1Ly43z0UaB3b6BfP6lvCXVYIcQm9X0Pg1r9nPOFCQIald+m87TSKsRKF7lOMdXPuX69alXgyhV6QoJAIKtsrCI5yZgQI1WQNtaDadOUfbT2kOPU4VK8x1pZAvUQq1zFhmvX1AldvlynKHd5A//Fb/963Ps53WVuzC/DxnlMsuZah1VCrEULdT9uFDLpcEih3DT7imAQYlWqSNlZg2sjIaJ3b+KvrO95+5aAIkXUJBipQOUYPmQVYmYgF/9Dua8zQ58+ymeybRREVpfJNXxCJo3bJy3JJ4MJoZWs6GjJx7lfP/V2s/ee3EdTiIWDcj0nEDpPtRAAABH0FaCAriWqZc4MAzRvbv18eSBM819gbQQhFsEhkmg3jF4m7YoCIJlYa+FLSUFOps3a3EOHJObc30GmIEgN/7hxwOdZ1mnLl1s/3+HIHyx7psn41OPUhJyEcN+nUohlDaS0GXCCEQYRClCRHRaad56XPH/uu09KwjG2+2f47Vm1+bAoMgaZxvSoFfU7AKBd3S3U/aPv+QyiqFcDaSeoJIy8paR2QPSGTNKeocMBRBcrghHffIsFW4ZYChGUMzTTZON0AoTBtWQlruzT1eOwZNf9mPmnkt5LysQbeHcrLyYYZY/2CMZppcnv6ObtpqokI5VFoGAYoJTiD43/LtdDamYR1eDt4mWp7I0qH8SMYU+jbvmjwS1EEGBIiJmETMqqPZtNSt4gg2GA33+XVnTDYeDpK1GGjBEd51C3h9piSSYtG6ymjEWiUnKVEAOk0NRI+vzLbwhahg9SWLghRB4Q6cSCpP6TYOM8iCa4I5YR0LTqXrzxwOuIi5Y8FGw2QCAUYteuWhsc2APMsC6CQ+nSauKWNH8XBP1LduRifZWq1qpCTLqe/+34rlPqRRLyGto+RSKGpDJr3z1ygq71EIuNBSIoVTtU25hLqfXQqpW06AwQ4VpZv0dMhJL6lFygs9vcKkIsXEz1yayMoWwPYASWBZYtAwZm2abWqK4mUrTK+LAJmTQhxLS+aDJCiA+zDCPzfbIt8pWgJL8jDB9r/oaHVzo5bUx2ICBXlxhG8sx54QVg/36Tk7JgtjKsIsQcHIYOlcg2WoiMDJo0k5SAy/BFiEXaM+GwOcGxHlMipmtXYP58Kf20VaxaJQ1Cfv8d+OyzwIiecFSI0WCm0tMSYloj5VACTSGWka4ekMiDlVCbvFmBUUenVQrR8Mgj0kRs+3bp7/tbLkGxaHWIiyCylhVivibPtcsdgSiIqsEuYB5CYBYyWTxGMbKjDV4cDqgmcGYkrxbnznlA5H3xWU4ZyRnFMGPNMzh6WfFMZBjWEkFpBLm97NWLvt+MECM9xIwIsaNHJTXd1KkBF9EQV6KGAwBW7+9B3S9PTB9p+wMaVjrkzd576pRk0p1GVJXLl6XfwMwPKCdAju1VXhwWQiaNSMxwQahnwvQXNEKM1uxrPcSCbWeRk6CpM379ZwB+20nPtCgKPCDQ21kyI6KN83jDzAGpPZz26Hh0qLcJk/pKKUltNoAnPMRWJVibGNsCVc1Qn4vS9/E8vd0lF2H8IsQCCH3/73Jd1Vi8YomLKB93CYC+DSHHyVoyiyRVBj+k/97hwEE8NnMuPln1HPZdleKEGzWStsu/T/2KRzB71AjUKktfybaxHrWpvhAeaiuSgLXb3Fi/Pg8LEwDkurhwIXD1KlCnrpoQS84oqjqe9BEMaQQUMhl+1IkhIUZRiPnyWs6vCL+nms9BEkRBMe+EutMsXlxKjd64se9zzSa3JCHmcHCIiQF275bStL/5prT98SxFekKC9H+btvoXj+zgvWX2MeCIjUzF78/fh5/HDoLA+35xz5zxeQgOHQJ27tT7TGgJEsY7eDFRtGQRYqTPUDiCJMRm/jkGV5PK4uB5afQiuNUmbxUqKBmoQg0kicFmmQ23ukvjYZU1gA5HQowE+c5a8QxcvNj3NUWRsUyI+VqNTnfGgHFrDZbNC2kUXjC22wz8+uwD3r+NFGKk6sIfQqxMGaBJE/U2uS4Z/a5//KF8JgfAIsMFhRCLiJBCPnX7RWsKMQ9PT/hRty4weTJdDWwGOSGHvGpMQ2rMPRg042dMWfEiAL3xsLYPkM2U77gDmDABmDRJ2ffMM1J/Qoba5AayEzIZ7oSY2ThAPXkPDw8xt1vP8GnL+NO2h3QeYjmtEAsmjCajhgb0gnHIJAk759YRYjJa1tiFiiUuSAox4oWx6pdk5yzKkDUw8nbbfboFLtyqhHO3a+v2aetqThNiNI+ltwe+CkD/+5hFhpBtZZWq+uNCWakv4+yNavh9Tx+AUf+O5O9ao8wp1K94RHsqgCx1ucpDTD3wTEwMXll9gfST9AXyudpYjyrjdTiBZaWxkUgQ0YJACZm0MDcLCZgpxAxEKWwIeYgFAl8eYqGqKs1pFBJiIQaXR+ncXbw5IWap0mYjs5npyrBDSb/siFDfIz4euH5d8STq2VPqqCdPphFi+u/oS5Jes+xJ2Dk3SsTeooYGyLin/kYMafc9qlTx3TDfcQfdH4EcYLSruxkJL8SjW6M15oqWLEJs507/J5ihBHniGhMD/Lx9MB76fCEu3pKMxtwuj67+paQgJEE+KzGLfLl4MQyWUgNATixcibAeMulLIZbmjIFIKBGS0ov5nDAZhaXJ3mEyeIrcW5t2XkuIkRPh5s2BFStMi+KzrF26KAsA6sk0CyYbowxBZPE/yZudSh+mOotStmYdrwmZDCaWLgW+/RaYQ4+WAyA9g+vJZQAw2LcPWLtWvV87SZd9JeXEKhs3KvsuXcpuiQODlhCrXvoUYiJSCwQhZjQOWLW/JzYd7eD9mzEgtkNtks5Q/LXIJD47TtyNbzaMgiCoJ+kiG06EGP1ZGIXEiKLal8kID7f5UUWIadvm+U8MQfniV1WEnNk7QsIRICFmpNx74cepGPb1d3D7yEIJBE6IWc0cLIqMjkirUeYUujZai1JFbqi2WyXEOJv+uIYNafe2VMRch7Y7tEo02lgPpnxIV4h9/bW06P/JJ0Epoik2bZLGxi+/bO148vuFcgIZI2ifl0iILQSRRaVqser9Ao+DByUF4NKluVBAExw7pt8mCJJtweVLxmM6ozoZbgoxyT5J+duXQqxo0QDb4jBHeD3VAgA3QYj5IoZ8vZOiaM1HyAimk9uocvg4YQLe/O11OCi8XalS6gaUYQCG0zPRTjeFEPPRMZIDJzPjxtf7v4nH7pmLO2sdML2e2YCBlKC/NeA1RNideKTtD6YTY3uWh5jNBpQsaXhYyKNBAymUisw+KQ+o3U59h+7PallugmPUWSZFUa86kidzoTp4tAptmxCM72NVIebxSINEM6Q5Y1UTL6cnIigZlxL2xVO3awdxtWqp/yZ/n927jUMSZdBCawcOlJRMGzZIf8shmiqih+EgiIGHXPECh6++kgut3387Nc7wXJVCTDMhzm79KFECeOwxc+KfJITKltX3KzXKnFL9nZSulsBZ9bDKSZDdTBnHIcwZPQLznxhi6n0n93HhHnLIslI/pv0evKDOnEr7Ld58U52QJhTaV5Yxn4yeuFoLAJPrHmLBhGigejBSiEmemr6Jq/53/oYSRRK9f9PIrrJRh3HlcgAKMVughJjRc2EgiiyVkNUSWVYXCjYfba8al1s14xdEljqen9jnfUx9+AXVNi0h9tBg5TP5/FiiYZTfq6eflt452QIBCB9C3qo3m93mRkoKmZ5SeZ+feEL6f/z4YJaMDvkeH35ofpyMcM/gp1/PUzbs3s2iZGn1XE7gBQwdCvz7r39JyXICy5bpt82bB/TvD7Rs4f+KDcuFh4TqgQeA+vWBDh2sEWJy+1KpkpLQoiChkBALMXgIvwNfIZNWBAf7b0kt0eaj7S2XoW9f6SVqb3KKzQas3Nsbfx3pSCXEaOA4ayGTrWv/bXodBzFwEi2YJhSJuG2632wFm0YE2DgPRneeZVy+fOIhBkihVHFxyt/yc/O49ZOK1BBtQ8kBOe8RMH06UDL2Zt4VKMgw6ugYBkGxAmAZwZLK48svgXPnzG+YmhmrSmhgYz2WFQRm8DWhOXBA8p26447Arj91xQu4cKsSPlvzjG5fZCTw0UdAx47S3/I8RWV6DC7bCjEz3EhWk0gtWiifRZHwEKN4NuY0SCKFtohTIlYdQpuaqV5p1oYB5wXI+l8xYisAIC4m0XSyLw8uw2VCagSGkZR5SWprQQgCqwuZjI1Uy4S12alDQS3GwJwQk0ljLSHGBDkDeE7iRnIp6najSfn873mkJFsjropGKzJbWv1nGQHr1wdAiAVoqu/L241W5/TkLYMHpv+K7zcPNb3W+sOdVVkmycyBZhBFxjIhoj2uXHnlM9nPsZSVAocDeO014O67lW2RkZKC98svgW7dpG19+1oqSq7CH4UYqUzMKw8xqzYSMvKbYTk5nomK5sDz6s5ZEMSQXSQHgDVrpP8Fwbh9MlKAsmESU7h4sWQH5HBYM9XnRQ533BECq1Z5hEJCLMSQ6Y7EL9sfxJJd9+N6SulsX++2qyp6TV2J13990/I5S5ZIrL4Z0UX2xVYJMXJAKXd+gYTwkISYWWNmFWaDdJovligy6H/nb4bnOCIJ76B81rYIovTdaKnUw4EQW7tWxPjxwOfDn87DEuUctGPkYFQ/lrVGiP1tzmMDkFbUSUNcG+cJikKM1o58/LHyuVEjvT8gYP39XLU/HkO/mo+Ltyp5z5NDh3povOK9hBihCBMEDiJjvbvVqnHUYTr6409fq676mzTszUmFmBWoszLq92uz32mTI8jnr1gBbN1qfJ+MDON92YXaVF+pv1YUYuFOiAH65BQAXfWyfEIfVCh+0fA6oUCIpaWYE2Lyd9J6iLko3mOhig9XvYF9Z5vqPHCMFlk5lsfvv1trhyMjleNobTfH8qpFDqvtOxdolkkfyj2yzl1NkrIBbzraQffu3k4rgcuJ5WEGl8ehqhOkQswsYkMQWVV/YAbtcZmZyuSb7OciIq0TtI8/Lqmnfv5ZUsZ8/73lU3MMgYZM2m1udZ0ySAaR07BqIyEjvynEVBFAHIu2bdX7BYFXhVcHEx6PlBgumVLl7wAAkGxJREFUO+MX+X01a59upZWgn8uFD3UiPycjQozmIVZQET5PtYCA54Gv/3wCM9Y8Y9pB7Dhxt8/GQN6f4YqGlYxzMhjGPy8iq4QYy1pTiPm8H0GITXyJxy2tR7cWPr662SDdium4Fo6I/PtaiZAGn5cukhk+RQCizkNs927GUjbTnAbZ4UmD4PzFUoaKQsxKhivJy4AgxFgPKhTPvjGUrHxq1UrZZiVsIjsDqhMnpGy0Dz2k3i4/AzK8hRdYWO1utx5ri5X76dngaIiNAZp3a43ZG0Zi8qJ3AABFCUsx8tkF20PMCsg6SQt/fOvjGqq/tZN4lgVu3ADuu8/4Hk8+KRE22qygwYLKQ4xM0lEAskwaQRBZ6hilZ5NVxufkIiG2bJmUOVX7jvM+sr/IYxNtlsmNm8KHEKvXvArGL/gEe882U23XGrvL4FgeHpe1hxPlUMZftPrPMoLqHXFYDIUM1FSf0SjE5s1T7yfr3P++/RqvLX4Lv2x/kHotX6SMm7erVCOk95iZaEQUGcshgdpJKZnc6KGH6YSY1X4sLg4YNkzdP+QVdJ5UFv3YdKryEFGI+VoQzHdkg8oSh8Wrr6p3C7ygW0QJFkaOlJKWvftu4NeQ658ZIbb/bBPqdibMTfXJd0/rIVa7dv6aH/mD/DtzD1OQk0rDjEAAJv78vs9raY30gglykGFZIUbxEAskkyZppv3nnwLep/4Uyhc3Mvv1lsVPgYqvjtvq7xGOkAkxG+vBSy9JWTdnjRyNL4Y/hdQUEYIAjB7NYcmSWmjd2oamTfM++6SKEINo2gGGu6JPb3yafQSTEGMZtXlzdEQ6Zo4Yk43SSXDzdvTuDQwfnu1LmaJ4cUm91a6dlFm1d2/9b04LmeQF1lRNROL8zcr4ZtNYw/3kVRb/MwB39umKSnWr4Mdtj2Dbsbb640Vl7Horlb7imZPwpRBr1ETNGLk8DhW5znHARYro6NVXgZtZkc+yv9pbb2WzsAbo1/wXzB0zHMWiEy2rX/KLh5gRtB5iMqIj0vHbb/T2IDcJsX79pPAxOfNrqSLXUaboVdht5hNoFSFGfL8bN8PnQc6YIWUTr63xTDQixDmWp6q+achMV0ImjQgxsq2LtFtL7ctSkh1YgoYQGzZMvZusc0npcdjyX3sIIkfNIOeLtHJ5HKo6keaMUYphMiwUROvtv5Y4yXAr93hggFIHI6KU45o3t3TpkIL297JKGNk5t3pMnwcKscxM4ORJ5e9+/YA2bczP8fA2HLogZT345yQlg1eYgXwGLMfq1GCikHOE2HffSf9bIcSMxvRehRhj3O5sOExPBcqGmak+ANXzMSPEPvssfyYcs4Lwe6r5HOQg0tywk8nTyXsghBhNIRYQIWZTCDGO5XH5svSZzF7mTxhWMAbpcgMzYtYc1e8R7gSLFnKqZRvnwdatQMXiF1Gr7AnUr3gEGamZ2LABmDePxXffKemO8jqUUqXoYAVEOfSxVaevSyFnjz2Wa8UKGozqWBP64pbRVVDCwFeNY3lL7wjtmFplj+uuJQYhzFkLN2+HxyNlfcopDB0qZc9NTjY3kZfbArVCjLM8IZImTyYHEJf5ct1TQMNJMJPBiiIw/Y9X8M/Ju3x65OQEfBFiYNSTdIYRUYMQjXGclLCjY4MNaFRZSZDyzjvA6NFBLqwBRnX8ClVLncWw9t+pshSaPVP5+ednQow2iY2yZ+CBByTPIi3yoj+8fFm68S/PPIiFYwcjNsK8QzIixNLSw0fhERcHvPACUESjBNKOt+TvyrE8PB5rA6Eli809xOw2t4oos6oQs1I1hn39nX6jD283o75r+4lW2Hy0PeZsHKEca0EhpjLVJzzEzNrsHSfuho21Rtxo36m2A3viyLW7cZIbC46Qm0ZGcjhxQgqPb9ZMe5XQh37xzprqpmKJi6hf8QhxYu4rxF56Sf23bNquHUORfR8vcJj0y3v4+s//6WwCwgFm9Vur0gQkhViF4pfx7oOTVP12MGGlP/FJiJnMFd28nUqcs2GoEKtcGXj9dWDqVLVqnWzPHn+cQ9myeVC4EEE+HaqFL0hCLNNHKuiIiJz1TTED+dJYzQLGWDTV9wVyxZFlBNSuLX0eoYxrVGmNffkf0lLymoHWcTOM1PCevl4jXxNickYneXBXJEqRcmSkOcFx+jqbkaE25s9taBViJKEKAJ+seg5b/muHPXskGXa4Y98+aTL6xhvA0S+snfPYPXMxpN186j6WFeDxSFkYGzc2DgGjKUJmjVQzFhzDq0ImgwUPb8O770qm+QsWSFl1rMDf95Pj4NMXQ25vtAoxzmLyAJoClVyN/XrzJDzRZiK++uMJ4hzj6wkCsOXEvVi85V5L9w82SBKMSoix6grFMgJu3FD+5jhASD6F1+6X5F+d393g3afNaprT7W10RDogKA28WcgkzUOMlu0qXGEUMhkdITkp//or5Zw88BBjGACCQspUKXXO9Hj5Ow0aBMx4VXmHR44Kv+Gy9n3Qjrec7ghER6RLCjG3RQ8xcvzF6h9olD1D1edaVYhZwaXbFfQbfXiIGbUJosji9V/VklKfhJjHrjbVd/kmxHacuBunr9ewvEirJS2Ll3TgiZkfgGGAs0eUuhsZxaFmTaBmTUuXDXlYDSl9qqtmUJMHCjFtWC4AFI1KwuJxA1Tbzt+qigrFzgKQ+oOUjKL4ZfugXChh8FGypPE+mqfW4sUCxj/4HiKd/2YlStugPzEX4IsQ69Z4Lf0AZBHglDYhXLJMaqFNcgOoPQtFNodM38IEhQqxEIM8YKxRQ0S3eGOF2Jdf0lUK5QlP0JycHJQtC6xeDWzZYv0cliLTtEqIHbrQENuOSZpkMmQy0pGJiCwCnxyQkKtxvpQZZEY2I3Ru+Kfp/ttppTBi1hwABSRkMotwLBGjGLhlpmcgNlZ/TlparhTNEFqFWKRDPUD/fU8fAAyaNcu7LHbBRJMmwMyZ6rbAGNK7YUSGARIZ89ZbQMuWkjkvDYIg+Wn5Bp8js+IuXR1o3lx691avBiZNsnaeP22k1WO9HmKEgb0g+G6HZEhqMuP9+y60QvcP1mDRjgepBIt24EpmmdQiFEz1waontNqJI8cBbPppS/fKqe8jX9fGelSErnmGVOlHJwmxPn1yoHB5hLJlWVStSiHEHBIhRsswllem+nNmK3WqeIx51mmZyOzfH+jRQ/l+z44Pf0JMS7bInmIcy8PjtvZwyP7TzunVOZGOTBWBn11CLDEtzvuZGlbnh6m+L/gixFy8sam+UZN95kY1ANajFmhRE16/I4J48MdUPxQRqKm+7jp5oBCjtW21yp7QbSO/U4Y7PMmGtWulOdLKlertZNtCy6DNMgKQfpF6fG7C6P2XxyID7jI2ir7zLgd1gZJl84/SQUVEUwQNBQmFhFiIQVZZvPIKD1uEMSE2ejR9kpObE/ru3aHLLGIGjlMaEbmRyXTRTV61mLLiRWyl+OPMf2IIbJz0ozEMMLb7ZxjWYZ5aIRYEJ6XJ/d7xfqZNgk4lNcfp61KcDzkBym8KMTmjk43zgGEEvD1QcdLMTHNSO59QCplkIFIH6A0a5GaJQgdWBukcy+O3rKSqCxbQj6F5PNHAwLpCzFfGLxKR0aEzWaUpxEQhyz/NAmgTA5JMEwTAzUuTJhrBon0WtWvnLdFLkmDU9pBVTwC17avbDXicdFY9ORn4+uvsltA6bJwHIEJ+zQkxCXJyB623Ubjjnc+boEVLfV2V25RQIcRYFnjuOWU8EBedaHq8/P4xDFCT8OCyRZrESYcofBFickZXjuVx7RpvKZkS2X/SwiHtnFulHCNV5IFAnXWW0pD5CJn0ZwzmS6XkdEeoJshGIZPvL5/o/UyGpVqBmY0IZ1PKFxkV3oSYFoESYqJorBDbu9da9mt/QfPFJf3kZIjEdyLrSjiha1dg1y7z6AmaYoplBWRmKi/fyy8DO3bkQAF9wKjPsTImGjXGgW//klaB/zpyj3c7lw8IMTnT7IdTSE9Ea/Px/IpCQizEIBNiHAe4ReMG1GjgEsoEDEMoAeTOb8jjxSydK4isoelmFCeplMoVvYD7Wy7BsPbfqVYuabJ+K+BYD3o0WYVycZfV96N4UEXHcFi9GvjrL/WzqVMnoFuHLGSFGMfyqF/hiGqfKyMTPA80q7YHlUqc927Pa4UYOWllGH3I5NSpav+5cEN23nkrg3SzzJz790uk+E8/UUtGvZ9VD7ErieUsHQdA5a3iD3KivaQRYhmZompV0SwxB21ioCLXfJRZVszu2gUMHAgsXZq3CrGKFaX/IyOlfzpoQibb1NmGwa2VCrVxI5CeTGFXALhcwBNK5Kjf30cQgLNn9duNrqNTiFnoW2rUkEyY5871r2whj5ItwVDICDmkLFQIMYZRK8ZLxJqnpSbfNdaTrOxwFA962XIa2nose2XKkBckK8RdwtIl1rwiSUKsVa3tuv021qPqV2gqMn+yHPokEgJUiG3eLE32J04EjmQNZXyRMjdTS6pVP6StCdHGXk8u7f0cVEKMIB4io8J7+kb2SadPA5MnB1chJopSsoE2beA7E30AqFHmJB5u8wNsWfWblqyDJFhphFl+AW0+ql0smjJFnQU8t6B9/0URePpp4NtvLZzMMPhtZ38M+/o7TF35gndzGHrq6zBkiJTB9uGHlS9z7WahQqwQIYSePUV07XoGtWoBF/kuAICdp+7UHccw6g7lo48kn6bFxurPPIcLcfhtZ38s2jEQGVlS88Yt4yydywucKgRJvU+qxmSHFBOhsDD/7PBg3Tr/y3t/yyV4sfcU/PDkI6rttBVmhmHRvbveu+i774CHHsqZVaq8gKwQ61h/Iyb1fU+1z52ZCbvzFD5+ZAK+f0Ix784rQiw9XTJCV4VMMoJOIfb888qkvaDB6iDdKNwvPh7Ytk1vMgvQ1TMcq84yaQZ/Em4wbGCEWE6AZqrvdolgiN+j19SV2tO88KVSoJE1Vavqt7VoAfzyS957zDgckkr01i0jU319uz668yw8ds+3GNNFkn+dPk42Isasl7+E2IgRQLVqymopAEybJlkCHD2qP97G+RMyKYFhJJIyP4Rj68DoH6hM9tKUwblFiJH14NQptadokUhzxZKKEOOJ8ErKdw11kMR7ixbArdSSWL2/h3ebrL56tN0CVCh+ydI1fYVA2jiPz/fiUnIt0/0kfIaaBWCqf8cdUqbgtWuB995T2k9fhJiHt6NYdJL3b5X6nHi/1f6RSiIiKzCzEfFwSpbgiKjQ6fMCAfl7VasGtO8Q4PtloBAjPU2vXQvs0maYPWokRnaajQfv/gUAnfj18PTw2vwG+VkmpSsCB5YRAhYjBBPy+89lLYrs3w984bWhUw8YtvzXjnIFBudvVlGN58hop3CGwwFVlt4r1woVYoUIIYwbJ+Cpp/bjrrtEOMUS6DllFV766UOf5z3+uJSCnkz9G2pqsbg44PO1Y/HVH09i3z4pO07lGtZWXUWRMU7LnGWqSXawJCFmYz3o1s2/spYueg331P8r67rqH5JKDhgMlitVAn78MW9WRnIExORVO4B2Z2Yiwq14/Qy8+xf0abEszwixt98G5s/XDlpFnYdYuMMs46EvPNP9M4zqNMvncUYTnEtEFSgWnag6jvY7cyyPv/+Wjjl9rTo+/J3CpGXBnwGk0x06CjGZ9BFEFnfcARQrCjz5hKgy1c80meTRJmXkNtoEr107YMYMY6WjERljNSFKdhETY5KMgKUTn0PazcegVj+jROxNiB5FbuRPBmFfkM2R33xT2TZhgpRNdMwY/fH+hkw++GAQChnCYHwSYiKiHOno2GADHDZnro1JyHfk1VfVdcZX1kPyXTuXIqXvC1d1x4Zzo+HyODB/yxAsXw60bw8cv1Lbu79MOSUcsWWNXZauObj1QtP9HMv79EsUYL299qUQo2W4U92L8opqiXlvm23B2J204IiLSaRek0aIWYXZQlBUTAQe/XIBHv7iR0TH5K+QyUAz992+QVeIkYRYsBcjhndQ5L51y/8HwIAQIxVimeHZhhiBfMPluj9q9jfENiEodjXZhSAApYpcx4rne2N8/McqSwntWOK1xW/jt5396dch+gXWoh9suOGOpgVbIRY6xiuFoMLptsbYMkzoyzgjIoALF6Ryeg2/M7IfMilLph2cMtCNjVSWp+WVuVu3gBIlgEOHJEXda68B1dURBACkif3PY/3MBBOGq8eBgBYiI8PjzMSt28r+J+79CgBw9HIv5HZTI4rABx9In7UKsQpx1lbCwwX33CN5Cgbig9a98RpLx3EsD95AoQkATavuxbRHx6u20ZSUHMvjm1kCpj4svdOZJu1bujMary56W+VTZ4QMZ2CZLCpXtn6s1cm8MvhmUKIEULoUgNrAxS0idXg4888xKBF7CwPvXgTAgBAjBtZG5Xj6aeMyafuG556TQob608d+uQsfIU8Omwu8Mw3Imk/MHfMYvt88FBsOd0KJ2FsoV+wKDp5vDAA4cUIKo/Q3sQntN715U7/NxnoAUZ2kwwgLFgCPPGK4O1+AoQw6WtbYhe+fGIIXf5qCF3vO9C4sHb9SG4Lgm3wPBrQeP/6QqOQ4gytxB5547ytcTiyPpKnBKl3u4Vp6NcR/kwBB5PBtBeCdd4CpzypkVGRMJJDlAGF18lo0Ktl0vzZkkgZ/CDG1h5geZmMSgE6IaQkSeWFA2/Y+8e1XaFT5IABg92kp+xL53cgEDUYKMX+9scyUZMWLAx99UREOh0H4eRhB+wx8PUcjnD7lWyEWKCH233/A9u1SeBnZ1A1t/73uWBoh5nazOHCuMRpXOYANhzsFVohQhcpUX/r/RkppbDzSER3rb7Skns4NiCIw8O5FiLA70bvZCpy/OcG7j/bMyPB6EuQYLD+Z6kNwoVUr4PZtoN3AMG9UsolCQiyMQTby4RKOoQtN46ypQATBmBCTJyikN5RWIQYA994rhXfdcYe0/Z9/JHIMAIrH3MLnw5/G6v09cPF2IPFz+Wu1zhAmk9fTJzMw+a9YvKXOPI1xzwh47PHcHcC5iX6OHMA+0vYH1XFmXk7hAoaRskrmJMjBjcslea40bqzsH91ZP9Fd8OSjum0cy3ufh09CzBWNrcdoEnYgJaOIyqz5dnopn9+Bhn79gMmTgbvvDuh0Kqjtsj0WLCOANk1MyiiGNQe6K4QYRaUgEgY1gahstP3DtGn+XyPH4GMiFBORhqSb6UBWtFClEhcwqe97eOyeuSif5e/45NwvcfRSfRw5AnTu7F/2Y4D+myYmGuwkQiZpmcVk5FVGxZxEpjsSkfZMpd00UOdUKnEBT3f9HG3qbPNuq13ueK79Jm7NPMdokkMDOc4YNQo4erQeevYMVslyF4IACKL6Gd1MVdLQ8lCY42CFN1kJmRTgRzi8D6JO9DGNyQ4h1nNgDVSqUg/PP08cS4wntvzXDh3rbwSgzqLuj0Js2e6++HT1OKx/pTMAoEzRa+jYUVI20vDQQ6aXCxvoCbHAxmJGBCJJiAUqFqhXTzl/yBD6MXLfTCuHILJ4bsEniLRnem1i8g+U95L8feXxyzPdP1N77GXh0iWgQoUcLxxRHvWzuXULKBF7E7dSS1CfmSohG1ElybaB4cxJ+rCCoySiIoGo8gAiHHDTMkYUEBQMWUsBAI0QC7WQSSo4ayyJmUIMskKMCIVQEWJZDdzevcADDyinHT6sfB7ceiHKx13GY/fMRbliVywWnkABUYiBNR58Chm3qM+IY3mcO5eThdLDSfjmm624BprZKNwgD/j/PNQloPPJEJj+/aWMQ7MIDsyqPwrH8t7JEi9wuJ1mHDKtDZmc+acSw3Y9pTReXviB9++baWUt3V8LlpVCa3v3Duh0KlSDqHoTgZojgdgaMPK+up5cWkV40d4hkrgNhFQIlwUTGqId6XBw+kQm5YlkJ42rHPB+3rrV/3vQ+srbWeKPNas1IXaEQqx3sxXU6x29VC88+l8/Me77T7H/bBM8OfdLAOaqjugIvat+bhFi2jG91fYJUL9/ERHA558DvXoFq2S5C57CwJPJSkgyibOYBdcXrBBiog9VqIzryaV9EnUZzuwrxBgG6NJF7y9Xp54dQxU7VLRvr14cWn+oM1755V3M3jAS19MVubE/hNi15DIAGFSqJP1dJDIFGzZIxH5+hvYZsAGyVkZkN1n3b9zQk+T+wIoHMC0UWxBZiCKbD8kwNYyII1oCsooVgcuXdZsDgpU+VhDUSrDy7EYsHjcAr97/NmaOUPsiZGQAre6mE2IAgxlrxmLuX4+Bd1hP+BTysEUB7X4G2v8a3gPFIKBgzAbzKawoxEJ+UG7gH3Piqtp0VRBZlakhCUbwQBQBFgYKMWIwnJBALwa56keeaxViAXmVqlU3HsiWiDUmxHK7HrqIsYnZQP9yYnnDffkJLAvM3jASxy4HlvaUfD9WZvnBf/aZsp8mPadeh+G9ExxBZFXZuLTQesdow3DO3azi/dyyVTaM1IIMclwvlusGVJfi5rT18K0lr2H+liHYfbqFz/aDHGSGfJseAOb+9ZjhvpiINJ9tcjDDM3o0WYXZo0agiF1aGBk+VF23RQtJIZ6a9wWVjAh3HL9SB88tmI7/LkvSCbNJLM18PW8IMdEvhVh+WiSh/d6nr1fHtmNtsOFwJwiiEroYLIUYuehhCMZayOSjXy7wqRBLTjEn12jtJa3arlsHTHpRTeIKAqPyWXz7baB+PfLFZvD38Tb4cdsjKqNtXrROiHl4G/r0UcbwpPI5P0OvEAvsvbPb3NR6Tra/rVtLGSdzAgxEzBo5ChP7vK8vg+bZV8kassjKs/wC8tEZLT481OZH1ChzEoAUhhoMuN2S36cZtIRYo2jJ56xTgw2qRTVAimIxmy8s2dUf87cMzX+8UWQZIKKE7+PyOfJPz1/AEbYvKKXgmzK+wujZ3yA5Q8nNLYisapChhhsPPQQk3lIIMZWHmIXBsGrCCf9/TH+NU8MNf/8NTJoEDHnM2HSxZOxNqpkuywq5PoknFWK0dNgyJi96JxdKk/fYdbY9ftwWuKERx/KoUeYkWGKwQL66Viec5GRJEFi/FGKq5AgQcSWxPN5e8ipcd3yCQYNDpwGUM5ZFRwM21VxN/RJsPNwJc/96HACD69fU5W/ZUn1NUiEWjJDJUMP8LUNVij8SMRFpPieJ2gn4Aw9I/i+B4MXeU1CjzCmvB2KxIuSKsQhGNGe6Lt2uAFFk82XIpA4mymiyD5aRW/2AxyN5gUY50rHgyUd1/oZmEEUG0flE0EGvgwwmL3oXby95TaXUClayio71N6pCZWmwqhBz8w6fRN3tJPNrlaesedHaQ4YBLrg7qrYJgjrxiCgCDDXwPXBTfQ9vA8eRPkyBhf+HO7KjEKMtPmi3/fuvf9dNJqzyzNqt9vU2G4bOaxfxH3pICucPFiGUp6B4iL33HhBl16vCAGBUp28we9RI6VSL/cDOnUDfvsZ9uSgCZcqY9/XakEmXEGt6T6P3W3VMiI+nChEYCgmxMAb5Toa6ob4VHDjXGL2mrkTJ6tLyCemlIwgmCjHRg59/BiLsvhViRiDv1aTKfr/L7hECM/UOF7RqBbz7LhAZZywVjotOpA6qOSb3FWKqkEkDsmbh34Nx7kbVXCpR3sIpSI7kvrJ/kdh7ppn388NtfsTsUSMxPp5uPuUxMdwnwbKCykMMJuSzNtsWOTGSv0eRWp3RfXDTkGr/IiKkDHs3b2oHTsYTO0eE8gWcnghv9kMZJEmfX0Mm3TxdNRIXk4jYCD25QkI7af7tNyA+3vq9ae2THAJTvJgiN7VzbqSmGj+AnafuxOu/vml4zfwGhjMhxCjPTOBzhyUU0q/it2f745dnHkSF4peooTtm2LEjhwqWy/DVVoiEuX2rWtIsnWz3SZy7UYW6PRCQ2Ul/2W6eirV4nPIitWsH/PHvvar9ScnmhNMvv+i3GfmZOj1ReHre596//SHEbJzyY2sJsX79jMvHixxYFlh59QvsOtUSb/32mvHB+RhmbYkZ7JwbiYnQ+fxlV6E7YoR+myhClaXQF7SL6337Am3bAsWs5RILaZDdmzy+mDgxuGr9u+4Cli/3bWmx0CTxrVYh5hLMs31eSvMt3wuH8VQh/EcITSMK4S/IxjZsPcQInLhaCxmuaMTHAy+9pJkEmniIzZsrER5kDD85AG5VazschOE+DaRCrGGlQ36X3S3kI5NFE7BRxiFuMZFpVPIpWCvP/sCKh5iZoXt+gyD6Xz8n/vy+lyiWDd/jmyoxxwwDNKh4CA/ctZhqnkoDaarva+VcS4iR4Z4RESLcbmDpUku3DQr8aU9jYvSTLsaEECOJwZr1S6CsxhLNSpZJM4TDAM4oVO2prl8gLibR9FxaWNWpU9krj9sjkQXFY5V72zk3jh8zbs9+33MfTmaF++fHkEktWBMPMZpCTOBzx7CXS9oDhhEDsj+YPFn0Jt4Jd/gkxChKLaP3MDE9LgglksAQLJO2ndeiwR1KGdeuBd5bNgkjZs1RypVkXAebNQNq11b+nj1byiz+zTf0491u4PDFhpiy4kWM+/5T8LyaEAOgUkmT4IjMc1pCzCxpiygy6NQJuMU3wIs/TcXp6zWMD85H0PZJHj6wKAsb58EHHwCrVwMc60HRqCQAEvGUHSxerHyW+9z33oPX6y0QtG6dvTKFKshned7Zwefx/o5hThjnrgFg3s5Nm6YlxMwVYjuvPIAZa8Zi+Mx5aEfP6RQW46lC+I9CQiysQWS9COMXNC5O+l8mtDgO+OAD9cDMzENMbuzILJMkOVajzCm83IcejkNePzvI7woxGZzdhqR0+vJWTEQalXwiPcSOHwfatAFWZHlR374NnDwZ/HK6Mpx4tN181Chz0pCQc7oLBokJABdTJDLJlx8LCQ9vM30vGAb4fPjTeKrrF6hX4aila6pCJn28c7JiaNjX3+GdpZPx93H1aNJmC7d2z+S3JxQTyZn6MNJgZ5kMRWQn7Dy7pLsoSlmHycmzrHqsX05RDNs5t+m9VH1WAQiZNAtno/UFopA7LKFLDFyCwfrRRoY6tHVQlzAVelWmUbts1O8HAjIZg4s3HzvtS38ad91THg3ufxZRUUBUFIPT16tj7cFu+PWfB9Ctm/XGbcQIiSg38nCSvedW7++Jg+cbQxA0npAiVEk11qxR9l1Ik9IuO90RqrZMEFnT9tfOufG//2nD6/M/dKb6jqL0A33Azrm9PlIzho3F0vH9UKboVZw+nc0CUjB5MsAE0a8yP+JMugGLRGD16uDe02jxKS0NmDpVTYg5DQixIxfrS9cSbFiyqz/O3aiKihWBCxeAXbvURGg4jKcK4T8KCbEwhi+FWLigfn1pgCI3SPJ30YZMGk2Ynu4mSdzJDEFapZKcGluCiNJFr6n2ly121a8yiyKDQTN+9v5dUAgxmw3Ye1YdUiEb08dGpNJDJglC7NFHJT+y++6T/i5RAqhVC0EfvMTe/BGP3/Ot17OAhgy3NVVTOOOJb7/C13/+Dzsv9vR9sAaCyPokxPwFxyiEWMmSHPabRCe7PXZ06wacv1kF6w91AcK8vTNViDFK20bLmKluCwO4dxj8XtkhxBhGBEdRp8pEVzrhlZ2YCEyZAlXmW1GU2iRyJZoXbEhIABKvK2YydpvbNASf/A7hptAOBP6Y1QO5pxATPNlIKZePCLHxWdZpffvS99MUYkbvYapTPZH8bM0zAZeLYegKsaW7+umOTfFUREzXH1G2hfQlzp0Ddu1i8Oysieg+9mkMG2Z2H3/Lpf5bGzIJqBVi3bop29dfHIvZG0ZixDdzqB5iP217CACw5T81YVCtihscp79Pfof2t65YyXw6euhCQ+p2G6d4iMkLc13u+NNSGfbtkzLImo1DtLCaQAjwbwEyv0AUGWw+2t5wP8d6MHt2cO9pNCaSM4uSz4wX6dYMstWB9loVKwItWgBHjijbwmE8VQj/kauE2L59+zBp0iR0794dpUuXBsMw6NixY24WIV9B9KEQE8XwGJRHdpqP2DtfxOoDPQAoZdYqxIxM9cvHXUb10qdUxsu0FMgLnnwEPZskYETHOfh57CD0v/NXAEBsZAq6NLTWgcpweiJUAzneoodSuIPjoMsMePhiAwBZCjHKBIk01b92TbcbALDN3IPXbzgyfIe9FgSF2H+X6+GX7YMQESE1EAfPN0I1y7ZpjKEqEwAOHPC/PByrZJkUwaJxYyDKIHJ16HAHVq3y/x45hey2paaEGGvHxwkTMC1hvE+F2IsvSv8/aG69o8LUqdL/zwQ+h81xkKSfvxjSbj4SXoxHlVJnVdtnzgTuvhvo0UPZNmqUFJKvDYdI00TX8YINvXqpk3I4bC7TCRH5HQpCyKSNU77k7A3Giw8yxFz6UQSPvv+3jjAYNFlEx47A5cuSpx6gHyfectfWnWP0HpLjnd4frchWhmZSIUb2w7TwSW27W6qUNEEtW1YisYNJJI0YoVaPWfEQq5EV4dilWwx+3PYILt2uSCUVv9kwCr0/WqFTOstj1YKuEAOAdOjjEU9fq47nf/gIX/3xBPU6ds6ta2sbVDyMGcOeRps6WwEgyzJF1GSfBQYOlDLPG4XGySDrIG1uAQC//vOAbps/nq3hhgyenhBJEMztSGih9NmFUbciP7cmVRXG8/cV+hft9LXquJFSWnWOFqRStJAQy5/IVUJs6dKleP/997Fx40aUK2dszl0ICUYv5sw/x0gfmPBWTHgRXQli+Z4QswgwWuNm5iEGSJ5hxaKTvH/TOq0KxS/hhd5T8UjbHwBIyrIDB4An7/3S7yJH2jNVgzcyC1x+hs0GrD/UWbUtJUMy0WRZgerZQirEjOp0sOuv4PE98SpIHmKOrKp6+GJDuBp9YumcgwfpE5S65Y+iQUX/ffYAtYeY6KP7KVbcbmiWH44rr75CLVbu7Y0Ve++jviPkJPWFF4A9e4AFC6zfu29fyeR/+nTr5+Q2rCZmMIKdc+OxDnMBAFEOSRI2c6a0b/Nm6X+nU/GGOX9eOVf5zZUf3+Wxea9L3sNoQgQAI0YUrJBJcgHk6CXfZsTwkaEzWBD4wBVi+W0SW66cMpnTti1nM9rrlDdG4yxycSTdGZM9RSfBMpHJNNy8HSv2Sg7aczaOoJY5J1GsmFoJIgiU0D4NIXbkiNS2ViFyDmh/G+kaDNKdMfjzUBccPN/Iu69IjFRXH3sMKF4cGDIkGN8kPDFt46eYvOgd75gSAEZ88y32nGlhWN9snEdHdLWtsxUNKx3COwMno1SR61j9Ug+8M3AyMjPVx6XcuIEnu36BSOa6abnWrlWM3Y0WRC7droCTV2uqtuW3toTEsbQ++OPfe/HO0smq7aIoCQaMYNR/Ll8eeGZoo75WFPXjLlo9IsceRtci24Gwnm8XwhC5SogNHDgQu3fvRmpqKtatW5ebt8432HasDX7ePjjrr/zhIQaoV8fkBokMgRR9EGLDO8xThUU2q7bX5z15gcPjjwMli9z0u7yAbzPY/AiWlVRHC/8e7N2W5ozxTthJUlIGR4QY5BohZkGJUBAJMQBwRjf1qi9pGcXeXz4RI7+ZjVKl6AObrx5/Ap8PfxqlipgPImlQe4j5mFCxxu9XeA40rZVZbv8+XT2eup9hJLNoO135b4gSJUK3n/jrL6BRk+wrNgWRRa9mK7DyhV7o2GCDLhSmtkYQU7PsCYzrMR2ptxORlqbOVCxP1MkBvI31mIfMEMqXcFBnZxdk+KiRgptE7oVMWlOILdl1v25bOJLtgYLjGIz97nN8/ef/vNt4kdNlcgT0Pn1m6mFfUHmIEeMol8eBT1ePw/++/Ro/bnsYQN4SyzQPNkZjqu9wSG0rOYalE2ISXJ4IjPv+M+/fRWOl9qRUKUlB/913wSl7qKJlS+n/4cP1+1LdJbDtWFuqr5zR+N/OuU3rSPfGktFbmzrbvMmWjhwBXn0V+GbUKAy4azHGdpthWuYzZ4CVK4FGlQ9gzihK+klI7432HcnPbYkAO95b9kqWnQWxXQDSndGG59GiSDZskBbtjLz9fMFouM/zUC3SG0WFkKS8UV0qVIjlf+QqIdawYUM0b94cdn9H8gUU1DBIVRrffKIQg1qWLjduWv8iswFYyxq7/L6nh7fB5bLug3IztaTq7+yskIYr5Homh0kC0u+Q5pRSGVMJMZb3KlNyjxDz/UwLQsikjAjiqzIMMGLOj5j083tYf1it9jt1rQbWHeyGU9dqIjLS/De6u9YOv8tBEmK+FGIsZ9xP5AUhFuhgTYZocWYnH7Zy/33YdqwNAGDRPwOzd/MQR4cOwK9LgkOITYj/GADw2v1v6dobUhUGAN+MHIW+LZZ5fSi1mYpnjhiN3s1WeLf5CpkUQXgHFYCQSdK3zUp/GCxT/TVrgAceMA7Bt6IQm7LiRcxYMxbjF0zD+AXTglKucIPc7yZnKIbmvMDhw99fwujZs3D6WnXv9tZ3q/tU8nn7s7i050xzsJzS9msJMV6w4djlut6IgbwklmlN9vEbTQHoJ/3ktEb7LpBeYzKW7+6DdGc0/k3q790Wfoli/MfWrcDZs1JyJS1k0oE21jdUiLEe07a2Zlkla5OsELvjDuCdd4BYRyIAoHa545bK/smjzxlmPBYEVk+IheXCnTUYvZeiCO98gAbSgkDG9u3ZK8snBkEPHo86RJMXOO/4U3UcUd9ya45SiNBDoal+mIEMzbPiIRYuIAcTxbNC07XqlWATULzAQRStZyhLtbfQbCGfRcGCNouSIzqLEIuiE2Lffgv8+2/u1clChZgaFSoonxkGuPuesth+orVu4PLkXCV8ODLSXPoe7Ug33GeE0kWvY1yPTwH4JsRgRoj5fefAsW0b8PLLUqhidiDw1ggx+R1hWWDyondw/ydLMGdxI/OT8gFYm76u+dvmB9pHSB6SokrN2rPJKt1EycZ5TEMmwbAYPVp63x5/PKCihBVsRN9piRALkkKsRw/JF+u55wzuY0EhdjOlJAAG+842wz4iUUwKahqflM8gL0S6PUTYoscOXrDhxNXaqskr6RcHqMOMnp0/HWO/M1fZPPP9Z3jxpymY/Ms7YE0UYlqEEiEmisDSf8fgqz+ewEiNM3gskXOAfBfKlQWaNFH21aoFXL0KTF/9HPpOW4a4cmVyoughC4dDHV5KYnBW4AGp2JFhlODHbtN7iJEgI0dkQkz7XM3GOSTMsurG92LRoL56f34mxIzQvz9w9oaxUS3H6B+WNuQ1WOB5KdmXDIfNRV3ILVSIFQIAwsrG0el0wulUQhqSk6XsT263G253drIKhQ7k7+F2u8HzLAD1IFP26XC73aqX0uMh/5Zebp7ns15uTnXtUMWqVQzS04HixUW43cD01c8iwx2F5bv7AAg+IeYRbOB50XLWmAzeOO24KAgh//sGD3bVs7jrLgY8Ew2IQNGoZN3RMuH4/PMCLlxQehXp95Lrqgdud/AGD26X72fhdEfgxRd5uN1hZPbjdsPu/ehW0ugYYN48BsuWsRg3jseXX8q/tRuffw788osdO07crTreRQwMWdZtqhAzy7ZnBaLIwO12G5LJIhhVHVGBybn2jGyDASnEQw7zyM4tPR7jeqZ+FwS43TwYxgaAQVJ6HJo1c2fr3mEBSvtOLlacvlYd1cuYp6MtV+yK4T7DupSFJlX34/zNyj6LaWYKLAgiPv/cjc8+kwbQefHMtPU3uCCIE7cbEJXxmJX+2eXKDFK5pHKcOye9K7r7ZGT4vAIZHgsAD33+E4rH3MaL75TPt3155cqA/NstWeLBgQMMAE5FbpGfSfKXgbq9J1UVTneEzwWmTFck/s3yziIjHVSEGCVUzuMJpI+WvmOjRvT6YfV8t1u+t/R3uXJuZLgisGjHg1n7lXpStSowdCiH779nQS7ZVK4sqNqe5s0FFC/OY8YMFosWsXj++QLQtlvEmDFA9eoMypy2I0PjyGCmEHM6BVhZJktJkX9rO+ycUrc5lkd6ultjQ+BfJFNkpIhiRT1IIVSr2pDJ/NSueDzK/JT8Xs2aAW36tcUv2x/EwLsX6UhBedxInuN00q+l62802xtUPIQGFQ9j8T8D4Hbrx6OZmer+2sZ5UKnEBf13yWrLpHk3B1krRN5TIl3tWd89/76zOTt+yBtY/S5hRYi9//77ePPNN3Xb165di+ho45jlcMS6detw+HBVAE0BAI/NnIu7av7j9bxISEhA5UwlNnrVqgTibDnH9l6cPVsSQHXvOaEOjpOyvgDAPV0b4IOlE737smu6rIWHtyElJdXyxP7klVjUq6H8/dhj/3o/n0+KCYvfNzjoqxoM37qdhOIii+go45BJAFizRr3C9913GwBIsQT79u1FbOyloJWw5A3fvnCPjziMRq0OIpweG5eZiSxvV6xZswZ8pPkkJC4OGDYM+PtvB4CeAIDNmzehcuVUAH2R4TJuN1etSqBOUGRE2jMN91lBWoYLCQkJiHOJoA1mj504jISENCjtGXA1qSzKFruK7SdawpHDDy7YPpd/7emB++rMo6Ykl9oO6Xvevp2EhIRNEMXekAeJBaJtEUUUNdlNtv/HLtdBnfLHdMc0rqJNfarULfI3piHKnmFZLWyE02fOIiHhVLauESzkjE+r8vslJCSg5HXlGVSvrl8MAYD/LtdFqSI3UDL2Jnbv/AdnbxyhHhdIOW7duoWEhK26vfyxE6DnQFOgzZZ8NakcriaVw4EDu5GQoJ805Re8+25JxMS4wDApOHasDoD6OmN7GQ6CNNhwpCEeqLnOG0ZJjgFcHgc16+SJq7VQq+wJAGpC4+q1K5CDMck+hqYQc7l2IyHhsl/fcdq0Yvjrr0ro2vU/JCT4v3ATGdkLmZk2FC26FQkJt/HuuyVx+3YETp26hFu32gMoAUDfLvfqxeH773urtiUmJiEhIQEfflgcf/xRBb17H0FCgguVKwPjx0shhIVQIynVDW1NiIyit80RdiduntgHhmnq87p//rkVZ88mAeirIkrsnBtLlqxFbCxZV/R9BS/ofcJkXL5yFSlFbqm2acmg/NSPHz9eF4Ak0NB+r7S0yvj6zyfw9Z9PYNnkISgiKu2pPN8izzl2rB6AupRrqfsb7fbPhz8NALidVjxrrKjGlSvRiPUxRgaUNi8hIQGXL98JoILunpJSVbrvli2bcf58CvIz8pPPe3q6tWgWvxmGCRMmqFRavjBu3DjU1jrZBoiJEydi/HjFaDg5ORmVK1dGt27dULSo2VA6fOB2u7Fu3Tp07doVHTrYsW6diK5dBXz1VTWcvVHNe1x8fDz2LtgP3NiA22nFcV98vHffrl1u7NzJ4PHHm2DcOFZ1TjihalVg6VLl75xQiEVHx1r2ECtRqgw+TpiACfEfY9PRDpj5U11UK7sApYtex7Nv3IH4+IIjjyYnp3HFS4JzlAZwAtVKn9Ed26jyQZy6VgNpzljV9mee6er93KxZM8THNw1a+Q7O+hVJifQJmveeze9At/iKQbtnriBN6fS7d+8OxBh7NZC4cUP53KFDB9SvD3z+OY+nn6a/U88/zyM+Ph5bdk43vGaUw7cKwwwRkbGIj4/HvS/HYUL8x9h3tina19vs3X93q+boFl9Edc5T877AnTV24tD1jvjg15zx8CPb4GD6XX7yCYulG9vj3E19vAjZNrdpUwzx8fGw2Vi4XPr9+Rlbdn2q+vvn7YMwqNXP+GLdU1lhjRIW7RiIV/q96/N6sZGpSM2U6pD+N1S313ab2zIhdjmxPMrH6Sfp1arXQnx83obc5VT91SI+Ph5Xt9/C8TNHAQCvvR4H5yb9cdeSyiAuOhEA0LJ5YzRoXV93TGKiNOEo7ovF0qBEiRLUd2PX7dPINJmvHDzfCP9drocPP+Tx0kvqdqRJkyaIj2/sX0HCCOTPtW+fND4kyS3yM6kQcxXpjRGzGnmJLzKJghRyxuCNX9/AgLsW447K0mLhqn09Mba7FEpJEl+VKpUHsubIJAkmT0yLFctE3bp2DB8uYsSIZmAYffIXX3j6aQAwDt0yw9mzIs6ccaNZs9YAyN+sKd59V/netLr34os8yClS0WLFEB/fEfHxcohvmI058gDbz2+HJ0NNSiessuHCz/TjP35kArp9sNbndVu3boc775TafS0h1qptN1TUPBqW4VE0Khkv3jdFUqK5IxAdIU2uteRYpcqVULx4ESRdU0gxBiJeeonHhx9yGDuWz1f9+O7dxnPLq1eVBc6y5Yoj/TJBiGXNt8hztmxhUSw6EUnpcYa/kdlv17jKAfTsOVYXynjsGLDwsy0+v4s8n4mPj8e//7JeTzOjez7ySHvkE8pBh9waP+Qm5GhCX/CbEJs5cybS0vRMrBEGDBgQNEIsIiICERH6EB673Z5vHpwMu92O6Gg7jh0DGIbDV1/p91+MnYCf/6yDDYc7of8nyvdv0UL6B0jGs19/DZQti7D7jbTEfnayGtEgEWyMZYUYw0Zi5d57cPRSPZy9URWv2+14d1pF7N1bEUOHqmPM8zPefhv46WviWTB23E6JRRmDiNKRnWbj4TY/4vN1T2PT0Q5Iz/KtyshQei+73eZ31jwzuN3mD2PnqTvRqE1V2O1hZgZA/Eh2u91yqkGy2ZTaS+Cpp4DNm/XHzp0LDB/OQRuurUWUPXuEmAgb7HY7Nh29B5uOdkCvZitVhFhssaKw29Xv/K3UklhzoEdWe5at2/tEsPuVzEzg9PUa1H12ux27dgHffw+88QYLu51VDe7Cre0OFmatH41V+3vi3I0qGN13I5C10DfqiSjAgmikWHSSlxDT/oZa8qtoVLJlQuy/y3W9hFiaM8abyYqzOULmWeX0uMhut8Nd4WGs3HsTm/9rj5k9I0BbKvUINpQtdlX6fOgL2DvMBCD5KJUtK4WVlsmyUXI61RlxfYOFILDYsgVo21YZM/CU8OTjV2p7PeF+33Mfpk8Hxo3j8NJL6uNstuD2RaEMecxiqBAjCDGO41TtF+lnK5Nam47eg6tJZfHV408AACpXUPqIK4nlvJ9tNuVc0r8sMS0Oa9Z4kJq6BvfdF59n71KZMkqd1IL0NKOV78MPpf83TJa3sCHTJoQL3GIRnWbc7jD3+SKzCRqBYaR3u2ujtZjY533vdpYR4HJJ4yJBAE5liXynPPwimlfbQ71WamasKiLCZrfDxuo9xN57j8OjjwINGnAq77xwBznfMavfNs2cXZ5vkec0jfsBS56bjY8TJsBuVyssrdyjeMxtVKlix8SJwLhx6jJaETzIc0u73Y4XXgCio6VEGNp7Xrok9VElS+b/9zk/8SpWv4ffU/jU1FSIomj5X8eOHf29RSEImJn3xcbF4Oftg3EtuazhMffeC+zaBRw9mgOFy2GU1yjwg60Qc3vsEATrXkgiYwfA4OTVWvBkDRqHDwc+/bTgkGGARESQz0IEh8RUc6VSdEQ6Xuw9BZP7vUPdHyyTyl27gNq1gWPHjS+YlF4ML/00BY6IMCPDsgGyfpIDepphsVUT4+wqxASRfJ8ZVZ2asWYsomKMCfBwNDWlqbbr1AE2ZalqWrSQ2hJZJROO3zHYEEUW525UhbTWrlTiyOgoS+fTknzI0GabKlP0Gno1XWnpuusOKurW22mErIkpQB0BAJsjAh8nPI9/Tt4Nm53eP5MES/JFKcTy3XeBcuWA6dOBJOIR3boFv/HUU9I4Z/Ro6R3bswdwO9Wm+j9sfcRrNwFIBE5srPZKEgrie2ekEJuxdiwAYOHfg3XnkO8PqfI6da0GkjOK4sz1amBK3gkAuHS7AnhCVc4SoWRXksrhZmpJnLleDS3vbYJOnURV1vFQg8VkwV4EKY9EgYJL0I8nfZFJxWNu+7wu75HqHUmGAdLiiKzzeOopaQzZoOIhQzIMANI1dhMMw+EUN1qzTQTLSlktC9IcgTTJ5+zqFQ4aQXVXSSlBhZwh2ghLlgArKV108ZjbuHoVePZZ9fbYGwsw4K7FPstLJmxwOCQlZ8OG+uPKlweqVfN5uUKEKQrQK5r/YFV416KF5CUUbihWDNi/H7jb6/vNqFYls6sY4wVOIsQshkwWyJEyBQyjJcRYxPexFrrXqhY9v3IgP60oAqkaf+u+fYETJwC3W33Bm6klvZ/lCRpFbJpvYUSI0Qb35LbvNg8zvGZ2CTExixD74w+gaVPgqaeUOnX6enWY2UKG46uoJRrvuAP47z+gvd5SrBBUKA+di7BGiJn53GnVYEPazcfg1gstXTc1U2FTVIknChghRi68irYY6qRPu5AlCMDkLPXMc8+p2yYLyYF1mDNH+n/+fGDAfTfRpf1t7N+rNtHNcEWpyuHm7WHZhuQUSAsEksD8fU8fDJrxM2atH61rv0hCTD6nbFnAzTsw4NPFGPnNbFxMqYOR38zG/7792ntsnz5qb6UMVxQGz1iIMXNmGmYSDCX4S4glp4aVVXNI4GDKw0jNjMXSXf2UjT4IMTks2wy8QTpDkhD7Oquqyv5URshwafoglsUNe08MnqH0IdpFl4KC/v2l/9u0AURGTYg90/0zaO0KrCzC3rwpXbc3RUCmTZACAMi8jtT9c6heo1oIQui3O4XIeRTWgjBGtWrA4sVAPvK+06FxY6A+YTlCDmqTMoyzPlqBILL+KcTCYLCWWyAHzaLIwhFtsNxOAWeVgPSB1545iCY1T+IA4aOdZCAIIY3MCwkx5TNtcE/u33Skg+E1W9f+O1tlErNCMrt0AfbuBeo3UN5tXuAQZY3zCBvMnasOwxk40Pz4grSiLGP66mep2x95RE2C2hwWCTGHQojpJvSsf5OVlAzFz05NiCmx/QwTwtKWHICNmOvzTDHQhpT2CHW4gnZOSj5Xf8mGLYQ9jMPmxAutB+C35/ojPUVN1js9Eaqxg8vjKCTEoLwTZNiidqHxenIZSIuR6nPP3ayCa8llcPxKbe/YSD7Gw9shiNKC46lrNb1hy4DkC6smChjwgg1ukwQuoQSrdXTh34Ox/2wT/HW4bc4WKB8izVMa/aYtxWdrlPg3xgchNu3R8ab7AUDg6dnmOJb3m4xPTI9T/c2wHGw2qCJ2/rtc17+L5hOUKwckJ2ep31n1e12xxEU0q7YXgqC0F1YIsRQTT0g7p3+uAs/jinHSaRVECxlKC5H/katD7qNHj2L48OEYPnw4xmUF+pLbhg8fnpvFyRd44AEpXCA/g/QUIQe1X/3xRLauW7PsSfz4eCev1PqpeV/g+R8+Mjy+sNGUIIrqEAkRHFiHNYUYAKx8oRcqalIf+z05cd5C52LPYPaokfiIeGTyoEZLciZnKA6YctkLEiFm9Pv6CpkMdmZXEoLGo4wl4mQ8gs1LiF2iJB8Nx8lsy5bAlSvA9evAb78BEyeaHx+O3zG7WL67L64l68175s/XEGKR1gixKHsGqpc+BY714NVXJdJEXp32d/WenAClEglCPGKhQgwAeIHBrVS9K35klA1J6dLildMdoSPEyPYmEIWYjFJFlMwhlUueV+3LdEfqCLFCKCDb+Q4d6X4rJBFUowYweowNj3zxA8bMmendbrMB54mfnta/MAzAssqOH34wPz7UYJUQm7V+DJ5bMB23bhcqxPyFKGotFQAmCG2r4OGplYxjeb/JeJYRMC1BIeEYhvUuEIyYNQffbx6K2RtGZqe4IQ1f72qRIgDHASKrb2uLx9xG48ZAjx7WrgXANIya9DqUcfO29fpCRh4VouAiV1vqK1eu4LvvvlNtu3r1qmrbvHnzcrNIhQgDvP46sH49MGoUEJGsSGPP3aiCzUfbq4y4/UUmobRNTIuDo5i+YZVRECeoNFSurCXEWMshTIDUeQ1t9z3eXz7Ju83otz18WPJU0vrJwXnT+7FoEQEyt29EiKUQK9Ry52chG3O+gZHaiBwEiiKDUqXUyqVgJ7JQ3Vs74OXUCjE5i0/58kCDBlJdCHcwDFCqFHD//daOLYQEhpFcxGTYI6NgNn/x8DbYOA/uv3MJGlQ8jB0n7saHn7yE358fBDvnxvErtfHp6nEmV9AjzRlD/ewWlYZE9JGIIr+BVIgJAnArtRjiom+qjhFFDm8teQ0fPzIBlxPLmxJi/k5KSRSNUjJJVdIsuGS6IgtDJinwKsQIxbcg0tt88tmcOCG9k199JR0bGQkULQr8+itQqZJynBHBSRJiNYg8I+FAiPmtJErMkWLka2jrQVycenwQKASPGxD1DzBQQoxsUxhWIcROX69hmEAnv8Dyu0ohxJ7v9RGGfd0Ihw6VgSgaXyvKkY4W1Xfjn5N3geOMV7BphJjox4sqigw1wVQhChZydTmzY8eOPk34C1EILSpUAI4fB158Ub09zRmjGshlFx7Bppp0aUGGTOoImgKEwYOBJ59WOjmGAbgI6yGTgD4jEG1ycu6cZGxZoQLlAqwyaC9WRGE1uzZchbcHTkZshNpcjAx3snEePPCAdQ++/AArIZMewYbLl9V+g4EmsjBTWirlMFaI1arFGZpeAwWDLCqIIZMPPmi8j/QdckSZs9mymqtBRYlFvbvWDvRostobWlG73HHDBB9GsDuU+pnuVAzu+EKFGACJKKC1FzzsXr+dCLtTR4iRbZD8+fx54/B3I5h5CDk9EapFETNCrCC0LTJkOwpygYu3QIhpf6PBgyX1a6tW6u1GQ3pSnRlu7ZxV4qRKFen/O+/MubLkV5D1ZuRIYNs2ejj6lBUvYvfpFpav63J5cPGinihhGBECL+LaNetl5Fhe3d4RCrFCEGD1c7RIeyZ+HjsIgJS10aidePOB1/HWgNfwVNcvKO0yMR7gKISYYJ0Qs9vcaNfO8uGFyKcIs66oEIVQYI+MCWpIl4e3UVcaZLgEZRK0c2fQbht2YFngzbeVATTL8LBF+keIRUdQUu5psMcgwU/y5VO4clAxj/lihhPffit9fr7XFLStsxVFotSGAxluRcHGsTwWLy5YEx+jScfDDyufPbxNN6AL9P2yQlTzJoTY/Q+Y37cgPLuC8B21+OknoDKhMJk7Fzh7VvpMEmJ2h3n9IkOkZYzuPEv1t5WsZCRElaBeeTg8oRBj2YL10FQeYjxdUcqwNm/igSh7BtwauxeSYOB54OJFiUwoWRJ+IS4m0XBfhisKV5MUb59gLqSFMwYOlDJ9/r5aCXW1s4rvXkyMpMy9eNGcCBIEdXslE2OjR9OPJ7NMGi3WhCr69ZP+95VtbuNGKWnEL7/kcIHyIch68M03EnFL8xBzeRz481AXy9cdNcKDWjXpFVkUeLz+qgdVSp2F1vSdBpYRVOMjhuFCOjtqnoGiEJOx/pVOEI7OMHzvW9bYBQDo3WyFrv0ho0CKRKXgya5fINKueEf6Q4hVKXnO8rGFyL8o5LMLEbYoUyFGneErm/AIdEJs45GOSEovhtSKDbzbKlYM2m3DEgyndHIcy8MWVcTkaD1khViEPRNOdwQYyuzfqJM8+M0IuIjH5LC5MGIE8PjjxvcjJ2qWs4rmIxhNOgYNAjb+K32mTWYDVYhZyRbm4Y0JsYIWekZDQSTEWBbgbMoXf/BBeLONsozgnabYHeY/ztkbVVGjzKmglo0XDbyVGLVatiBBmyGSJC29x3A2ZGYlHqApxHbvEvH+oIlgGBEe9wfYto3xXs8fFIsylpSlZBbB9eTSSpkYocA9KxoYBpDsfO3YsFLaFmVLVh0jq8jMnod2srpxo6TwrlnT6L4i8dmvIuc53nhDUq5362Z+XPXqwLRpuVKkfAeq9xxlsYFjedxKLWH5unabW5ddWLmngI5l3seDYzbi7+OtIYoMtT2Tcf5WZfX4KMtUvxBqMCaEGAD8m/AbOM3vdvq0lGxpTtaCrSCyEEVgRMfZcHoisPFwRzzU5ifVOQPuWpwV4SNlBxX86EDmbxmC7DlSFyI/oFAhVoiwBcPZVF4u2YWHt+Fmqn5Z+qdtD+HT1c8Chab6CojQIJbxwB7lf8hk6aLXkPBCPN4e+Cp1UGy0Iu3ScJYRNkrKZQ1IRYDVrKL5CUaEGMPA69VFU4P5Q4gt393Hr/PcHhNCjClUiMUEr2kLLxD1k6y3KoWYicBnyooXcT6pvvEBwQZDZtwNA4lLDsGIEANrh9MjLVxF2jPhcYtoUX0X5j/xKBpVPoBBA1Jxd60duKvmPxCciZZD0sb1mI7J/d6GXGGKRRsTYudvVgYv2DD3r8ewen8PnLlezbtvyRKgTRur3zL/I5JLpW4fNkz6v0kT/T7t3DMiQrIkMFImGynEwgGRkcCQIUDZsr6PLURgoDWjLAvMWj8ai3YoJqccy1PVwEbgGN6YEBN4NCi5EYCUQduMDNvyXzt8vvZpVagxw7AFykrFclfHmRNiaelSRkoSEyZIpJhyLwZw3sAjbX/A4/d8izmjR6Bnk1W6azWuQqScp3jF0fDqorfx9/HCDqAQhYRYWOLjj/O6BHmPm6klYbMhqISYy+PAkYsNMGPNWOw61dK7PSeNxfMDONYDR7RaIfbB8pdx/IqxSZeN86B74zVgGBFt62ylHmN1YhRh902ICYLS1BkNiPIzzAgkeR9tYOlP3b+RWsr72Qohpj2GVcUbmJ9fEAixX3+VVAYFLeSGHGeTVYL0HTJbid9+vBX2Xu+X7XK8v3wiZq1XYr5Yht5uXEyp5/3sFv1bGAg3bNokKYY2bNDvq1IFaN5M32gLTLRXISapwDyY+vALqFjiIqY+/IKqPfZ4REvtPsvw6NtiGTo3XI+KJS4CMPYQS0yLQ4ZLkhnO3zIUU1a8BIDxtiH9+gFbiS6oILQtNMihZ3uId4f8Lbp2BY4cAf7+W3+u34bkLF0hVoD55EIQMMpOuvDvh/DVH096t7GMoPIG1EIbGt24ygFUK32Gfk/BurH+u8teQWpmETUhxrKoWROYPbvgLbiawodCjAYnZUgvepSNsheoFrGRCplv1VT/RkqpsCPlC5EzKKwGYYb4eGD8eN/H5Vcs390HiWlxGPnNbHBccAkxPkshs2RXf2wjVgxkr6MS1pXZBQoc40FElHqGygucz3DWtEzl2fXtCzz6qHq/1cHxNyNHoU+LZaYnkKt9+89SlrgLELT1eP6+13HuRhW89dtrumP98RC7kaIQYsWL+55VmoVMQmOgWxAnqS1aAKdOqbN+FgSIhBJXVSWId9iMEHPzdpQua/fpLWOmABAEFusOdsP5m5W9237YPgIA8NvO/gCAsd/NwBfrnsK/Nzpj9OxZGDNnJjxi/k5d27695CnVsaOy7Z9/gBUrpPC44nH6GaXIRan6AsGlTFocNpfKpkBwu3WT0sREYNkytTKYtghC8xB7d+krGD1nFtq0AVZpBAUFsU0xw7tLX0GvqStx21nZ8Jh69YAoSkJpf8NbGQNT/ehoysGFKHAwIsS0YBnBVCEmJ/OQMa7Hp5g+5Fn6PQXe8pjT7ZGINi0hBgBDh4po2PCGtQsVALCcQkrO3jDS0jm05yBYeDbk4opgkd3kBa6QECsEgEJCrBBhhumrn8MDn/6KpPQ4nULst539VSv6Mi4n+tYxJ6bFqf6WV7QBRcnSvDnw2mvAnDkBFj6fgmN52O3AzD/HeLfxIoc/Dt1rel6qU1FTOGxO/PCDer8gAEVNfGFIPNtjOiAYJ0QAgDd+fQObjnbA1JUvWLpmfsPvvwPz5wOVNfOdwzc6YvjM76hpwv0JmUxKL+b9/Ow434MRbXgZxyndkaBRiH3/fSEhXWCgCemVQSq0zAixdFc0ypUDUjPN1VpmCVRYVqq/W4+1xW87++O9ZZNw+GJD9Jq6Ep+vlTxKDl24A7/+MwDR0QxOXK2N41fqFEgPmTvvBHr1kj6TKj4ZIhuNtets3rak3Omh3n28wKmeA+/RE2I9ekgqrtdfV7ZF2hXjd/m6RaM0cTcAjlyqjxsppTF7tnQdEsWK6Q4v4GC8Sjp/4a9CLIm7C4BEKDAM8PnnQNOmkj9XIQphmRBjBdN2nhzH+7ynIFgmxISsRXKVAo1YxCMVkPkVVn8rhiDEzNR8pvcCA5H33cg43RHeJDxWQyYLCbFCyCisBmGGwlVNQMwy7NYSYh7epvIXAIBLtyt4JzBmeHLel6q/yZUlOWyMYYA33zQ3by+I4BgPGAb4fe993m0MRCzf3QeTfn4P328eSj2PVA3QJjPlhFVYOr4fHmm7wFpB+AzT3ZuO3oM3fn0TqQF2yuGO3r31KjzA3I9JtGCOL4MkxDjO92iJgXrAQiaR0hJxzZsDN4hF18J2MP9CEJSHqybE1B5icqJJpzsCXd9fh/eXT8TgGQshiiyKFQuWepjB52vH4o9/uyIjA1mEgbrykYqZChWCcMswBo0QYzgHOncGwGW19x5FIebm7XBwhELM4wLPA1EOJQvxjh3S/999J/3/6aeSgbIMOUkKSZLJkCfENPJLJvEKoYY/IYyyoqtrV+NjypXTb0u0tcb4BdPw0Oc/gWWBp54C9u4t9OUqhAQjDzEt0p3REEUWby3Rq9sBvULM9J4CD5HCuWw80tHwHJpCDCgcn5AgCTF/CEoSoshAFOhhkiScnghv9lfBYpZJQWQLCbFCACgkxAoRxuA44OItJd1jpjvSG/Yow8Z5LKVYJ8O9AGDqNGWllCTECqHHhTQpBFGWkQNyOBKD7Sda43pKaep5sgoDAIpEpqBu+aMQU07h+nVpWz1xKgBgRMc5ygDJbITO6ydE6vIUggYzQswIoqh/GcjQBY4DUjLUxOPo2bM0F1EPWAiBGDwevTKNfP8K38X8C6NXnNF4iMVkCQNsnAe8YMO6g91wLVmaUUdEBDecHgDS0+nbSUKswGcfprSzNrv0Yrt4aTJ086ayz+2xq0MmPS6Uw1qsfKEX7m/5G8gZqhyW9+yzUGUYk5Ok0AgxeUIcF/f/9u47zKkq/x/4O20ywxTaDAxNhurSBF1gUTrI4GIDARFXFPyKLoiLgiu66gqu4KJY+CEiiICCShFEhIEB6YJ0cBWkSRFp0obpM5nk/P64JLk3uTdlSur79Tw8JLckJ5OTc+/93M85R3q+dSvQuzdw+LD2YO5sW3x39CiwZAkwfLj2NvLBse1MMTocOH0rruVV48Uo+UT+u3xv9XPYcLAHNh7qDgDYdON/V/4ExCBKVLvlvfXtCxgyY77qLtoBscg/3/Q1Q0wvm0JS/vfS8uab7q/ta0BMfkPG1zHErDaDYmgGil48FIUZnqw5GY3A6ctpmJb5DL77+U6sOuB+y9dksCgGVNfiNni4URYQuxFk44mb0sCpSzD283dwJu/PAJTp4/IDk9ZB0H5nHwBSki5hxuMjcHT+/6FGDYFvvwWskI07Y385T2nQRZc0V/16UWP+dypVQEztTp88Hd6gt+HRjz5zZGxu+qUbjl9sghcX/te5g8vtWHlWmbexy9gORq7jV6X2xLUrjA7KgJjpRhVRmyRj4EB4HcNQbvK347xuo3UBkCiL+zZt6vNbRiS1DDF7QMxyIyAmD5BYrO4BsVsMbwIAnuk9Ddh0Dwa0X4IYY5EjIPbX1hmK17+p+m94/u63UbvqObf3trdT9qBlp07AmjXAzTeX7vNFA9dZiD2pUwcYMAAeLyhjVZJC5LPxsS0nVz16uC+T15Nv992HN5a/6nYD3JU/ATG9LU+1jS+0xOLs1bqq+8jPeXXymdejoMukr+QZYr4ck/8zPh9V487j/j8vVywXVu+TFTSscQJ1qv0OiwW4dpUBMfJPFI54QZHCPl7L13sewNd71Ld5f82zjkHxtfx0phVcu8HoDM6G2959iwExpSu5ybiSm4wON/50n3yiA05Ij+V3yLQy9OQXsg1rSDueOycFMV99NQYr/hkLQLrrb7PdOOkWHg6KhX+4Ler77nJUMufjWh4HoNLiKSDWvLn68kJLLOJilF1U5Rk5Nn0lXM+vghnfjcSSnQMdGZi7fv2LYxvXLpPygJi3sct4ERW5Vh0bAcP5Oth8uCvOT3Eul485ZzQCOo32uE0b4C9/AUY/FwPrQd/eM/N/d2H3iXb4avQAv8ubkADs2CEFEuyZSNEqy/gXAL/jSm51VE+QUsGyLGkAbmSIubQ1agExxTSj1gKM7PUhRvb6EBNWvA0UpuGf97yteI3x/cerlqXEanR0+WZ7EVxr1gCDBwNz5kjPb7rJuU5tRjmKbr17A+vWSTPa2qn9htPSgAceAN59V/11vI0jKWewZbt1mZQy4bUbD2WGmPOcJRraG1+HB5BniBWVKANiF6/XRM3KFxXLXrz3v/jLLWcR0/yEY5mADvAhQwwAxvZ5B6MG3I3Ca2cxtIv37dllkuwYEAsz0dDQ+spbVP9aXlVsPdwFLev9pLnNZ1sfxbwtQ92W6wzOA509e4yNpjp7nXzkEWDb69JjeaaAvCulXY2kPxQzhVWNv+Z4bDYVwWqNgVU4vwOr9UbgxtNBUSUgll1QGdkFHD3ZkxgPWezr1wO/fCA9FkLnCHSqZYiVWE14f82zSEm8hO7N0hzLL2t1mXUdQ0z2+7L6kNVJkamguBJW7XjIfYVQZojlWlIAXMLR88q0rGXLpDbJYIqBP5PfXc2tDptNr+jK7YvYWCkAR8CZmOGYtaYeth+9A0LoEBdTgIGPVQUAWIV7doBrQEyUFEMrt+KZO98GSt70u0wjR/q9C5Wz3r2lrrL2c4WqVZ3r1GatpOim0wF3uszJpHb+3asX8M47UkDsrZUv4IV73lKsP3vN9z7sBluO22yp3m7MyQNi8qywaMgQGz4c+N//pN+2J3qT82/kmiE2e+MTeLnvRMWyzn/aimoJwNWrzmUmgwXC6ltArE39A2iDA5rrv9j+MKonXEHvWzIB3BhUvxS9JCjyMCBGYcvbjF72u0OeukxK3bxUoowG51kaM8Q8s5/kKsd48p4h9uxd7zsepyQ5uzt2aLwDf+u+BrFwLnN2mdTOELtyzj0gZtemjTQG0NGjmptELU8XJKmpwDEjUFKi/E5duyJsO9oRALBi7/0AgJ7uk72qcM0Qcz6WD6yuhjcGIleJ1k9cliFmMgGLj7+H4hNLseiHQYrN7FlaBpP38UpcFVpiUcmsMViYTIcOUlYYII1XRhKd0exoA+zsx2mLzT2I7jqGmLAqM8TOX5BvawTOfO1zWYyGEqxe7T67pDfR3rZU1Od3HQPyu++AM2fYzZh8o1Yv5d1x1/z4V2QXJOGNga84lp26lObz6xtFNgqLoMhutY9PqKV5S+cxxiAbAqR79zPYsycVLVv6/PZhJyYGmDnT+3ZaY4it+fEuHL3g24/foLfCeCnD+4YaTvzR0NEL5cQfDXEpO0UREDOyyySBY4hRGJOPQ6HGPvC3vBF2HStMK1hmi6mB5Xv6YvGOB2GxSvszIKbOfqIi//vI/66+DKQpn2XyX/dPQrPUfYoLYMedO5v2CcraFdoBMU+D/ka7V1+VurBMmKC+/uJ1aZqw7UfvcCyTZ4h9vacfXl3yH8U+er362DEKLv0TdEk343xWLRw43cYZAKWoozUWrryLrcEA5NrqYFrmPxwD6QPAc885s09KExArsPiWrvLNN87Ht9zi99tELLWsbXsGaolNPUOsY9NtjufCalFkiB0+7HxcYjWg+NTKMpfHG2YsOfk6cHZp9OwJDB1aca9PkUUtIOb6W5X3RrDaDLiWVxW+0llzAChny/bmy4XO9zPonOemd9xxDjt2WPDDDz6/VMSSjyEmvzmeU5ioOfHNtQL3qWnP7ttUqvc/cLoNnvj4E3y29VHsON4Bm3/pqhij1ib0WLasVC9NEYYZYmEm2u9eyo0fL03BLtepk/t2xy82xr5Tt+FKTnUcOX8zRqV/4PW1DQbg/2WOVizj394zvR5YvONB3Jq2XzFV9YXrKvOuu4gzKcejEkI5lIwvGWLJul2K5/Lgp7dswmhWqxZw6pR2/R756Wx0apSJ4xcb446m2wEoU9+lgKdyZ70eiI8HCrUn/oRe5xL50BvxyIcLIIQO48er7/PCC8BbbwHvvef5M1H40gqIXS9KgRFS0FunU/9Ny4O6Bk99gTXs/rUd7mq9xutgzDVqAD/8AOzdC/Tt6/fbRCy1AFS1G8M32lwHEAMQF1OAO1t+53gurMWaQRiL1YidO72XochidnTH96fdnzgR2LMHuNt9bh4iCjJfAmI24bwRa7GafJph3q4xZuEovM9ObO8xMm8eoDfokF9UCZXM+SgyOAfG0+mA224r3YRFkcZgcjbC8kCU1WZAflEltV1QbI11O1oUF6tu6pXj+9oyzLHsaq5zTOEZHxlUrxsp+jDnhcJWlSrAf/6jvV44LtJ1eP7zd/Dmin/hm733Y9nuB7y+tlo2GANi6uRdJj9aPwJPfTILxbLBMy9keQ+INavzi8f1vmSIuaa3Pz5rjnOdkd+fJ57+NrmF8fh6zwO4KpuYQB4wUJs5SK8HPv5Y/fWW7X4AOQWJWHFgoNs6aRBsnWaG2OTJQFYWcO+92uWl8KYVEPv66MvYfaIdxiyQRlBWu9iQt9umUgTEpq19BnM3D8NTnzj7ggwYILUfy5dLz59/Xvq/Qwfg6afZrsipBcTsGXsmo/sX69o9Vdi0r3osJUbt7rQ3/Hb5Jizf2xcAMHfzML8CYv/6lzT+XLTPOObPLJNEgaJ2Tu4pIFZYHOtT7wTHvjfOOfKK4lXHDsvKqwIA2HOiLQ4eBB57TPp99Hvva9z99irAwL7zavQGZdae/HGhJVa1jakZf6rc3l9eJ+zOXKnneGwyMQxCEuZNhBmeoCh5S+k3GJQXWFabER+sfQYPtJNyZE9eaqC5nyt2mVTnvU7qMHXNaIy+a6q3DR0KCpTZRbGHxwExBUBj730fX1z4Xxw93xRZ+c50+Wi/yCkL+4mi/GRG3hVBLZtGpwP69QP27wduvVW57oO1z+DDdSORWkv7S/HUZbIy50iIaFpBj0u5tTDjK+egyWoBMXlbZIzx//Z8QXElzP/+UcWyxYulmfBiY6VxCNmlTpungJhBZbICt8zgkmKoXL8A8D7ANQC8vGQiLmSlIuNAH5y5Ug9/Z7tPFBHUzjNbtZL+HzYMmDtXGfwosMT5FRCzj+CQXZCEEqtRMQs6AIyePxX33LoSX2x/GMOnS8v0esBijYHFGsPrAw16ozIrTPlYB71e+yZYeVA7bvx+tS5+OHY7DHorGrdRz1Kj6MOAGIU1TxfO0qx4QOvWwI8/Ktc99clMpKWcwoHTt6ruq3Ziz8GT1fkSpP1mb1/kF1fCS/f5PkvY6dPOx8bruwATgHOrve93ub4iGAawy2RZ2E9W5F1QYxKdM0eqzThpPzlM1UgOtAmDx5MgjiEWvbTqhcVlkim137T8osSocud3/cGe2HOiLcbdO9nn8uh0zvHwGAzzTO242aiR9L/RqBIQi1EGxEosFkDjOKt2p9+VpcQEq82IM1duuvGeXnchF7zpSqFIXi/fflsakuGvf5Wez559IyAmG7u2oDgOxVbfA2LWG83T9fzKMBncZzQ8c+UmzPhOmrLWPnGLvEwMiKkzyO5cyc8h7d0ngxEQA3R4efEkAMBylQmtKTrxJxxmatb0vk00GDdO+t81Q0z+3B4Q++gj9/2PXWiKdT+lK5Y1by79//e/Kw9unTpJB94uXcqh4BFI7QS6e/ff3Jb5codfi+N7Lcn1uq1aFz6TiSf6pWUPTskvSLMKfQuIJSdL/6v97T0FvRgQi15aJ8eumWPeAmJqPSYvZafgx99al75w5JH87z9zJjB9ujOLI8bk/qOWz1wLADaL9hhiRr2X/pJwn8CFmcFEkUF+DtGxIzBihPuEToouk5ZYxSD73pw6Jf2fXZAEvUs265Qpym3t7QoDYt4ZZI2w/PuxB8fU/m7Xsvx/n9U//lV1ubfrDt40ITv+hMPE119L4+ZMnBjskoQGX4eH0el8D4QsXgx8+y3w/vvKE+mpU4GMDJ5ca1H7+9aokY8771SeVJQlIGYfYV+UeBil/YaiEveAGL+70rMHp+QXm9mF1R2PPQXEjEYgNxfIznbbBHl53t+Tok9ZAmLytkitS6VN6DUH8qWyk//9+/cHRo50Po81O7/Y4xcbq+5vtWiPIeY6RqQa10G0ebFDFBnkbYvWOb19ZnngRkDMj0H17bILktyWjR3rzAqTkwdzGBBTZzA4vxOdbKosTwExf2e3HTRtEQ6cbqO6zltmMY8RZMefcJjo2xdYscKZcRHt7AdETw2ngJQh5uuBKiEBuOceqWukYnBmzhTjkdrJiV7v/sXI06X9ZX81UZKvul4erFEbN8JodKbX16hR6mJEtdzCRLy65D944cu3kFtcxbHcU0AMkLo2JCQAo0Ypt8lX/yoBVGwKPYU2rTHEXJd7G1RfX7kJzmfVctvG9YLn821/U92f/Cf/+7keF8wxzh/1xOUvq+5vK9HOEDMbi7y+PwNiRJHJU9sCAG+8obzp6u+g+na5hQmqy7Oy3JcxQ8w7Q2wSLl6viT+ya+B6QWVsPdwZxSUxWPdzLwCAvhx6blzKrqH5XTNDjHzFnzCFJV8CYvbtfM0Qkx/Q5BlFpZisLOrpdO7fjXzKZX8J240L4pIC1fXyu0BqB0CjUcqunDkT2Lu31MWIetuOdsKeE+2QVeiMKqp1S1A7OZzq+5wKzBCLYmUZQ0ze1seYDRg590OVV1IeED7Z9AR++w344QegZUv/ykpKni4Qs23OrLCs/Cqq+9tKLIDGMd11Rko1rhdFbEf8Jz9u168fvHIQyXnLEHvmGcBsdq4osMSVKkMsv7gSluyUZsBetGOQx221rhnIyWDU4W/TP8ffpn8OIfR4bekE3DNlJa7fOAaUVyAxryhedbmlxIR//AM4flx95nMGxMiOVYHCkj8BMU8Nbny8s+uW1sk8M8Q8Uzs5cR0bBgDOXatd6vc4eQq4eBFofpt6Pzud4irKvUDJydKA2E8+WeoikEx+SRXH4/hY9+9E7TfnuiwxUfv1eSEbvcqry6TZ7H63395O/JFdAzWS/sDhc38CANSrJ/2jsvGUxXGw6P/w+w4j1h/siZyCxBtjfLqMIVZSDAEd1KJiSXEq/a7dKN80J8fHgpPCtm3ApEnAe+8FuyRE7tTOOZOSgNVr9DgyX3peUOx9lsmthzujWsJVtKh70LGs0BKLmeufwoaDPXDsQhOfy8EMMXVGozSJkrNJ16FEFqjUldPfLSuviuPxxkPd0b35RgBAQpIRk2/cjG3UCBjuMlE9A2Jkx58whSWtgJj8AJVfVMlrhtjAgc7HWnd7GBDzTO3vazC4X9CcuXITZq5/qlTvcfGi9P+h/6lnCbhOke2qfftSvS1p0Ot12Hvyz8gpSMS+k7cBAG66ybnel6zMrVu11zEgFr187TLZtav7NooMsRjAajPinikr3bYbOfdDZBzog2lrn9Esx+zZwOHDvpSY7DxdIMYlVMJH60fg2IWmsAmDatckYdXuMumtjVdjnyiHfKfTAXfcAaxcCTTxHA8gCgqt8wuD0dnoXM+v7LW73GtLX3fLIisojoNNGHDk/J+kQI6P5eCkTepi3UfUUFALJC7aMQjLdj/g1/vIs47XyiZMKynxHPFiQIzsGBCjsGQ/+KhdOL+x/BWc/KMBJq8c5zVDTB74YoZY6ahniKlvu/mwylWsH+JM7tlIT8+bDr1OO4KSlsaTlfKm1wP//OJtDPx/S5BXJF3Y3nefcr0n77wDtPYw2R8DYtHr9del/x9/XLncNSB2223A9u3A8uXqr2M/0c0vincEX05flvqAXc2tjimr/olfziojJvJgzP/9H3DzzaX5BNHLU4ZYgkv8Sy2LGLYiaPaZ9FNcnPpA2EQUntq1A+rUAW65RX293uicUCm7IAlPP+1+4mfvDmnPHnMNmhUUx6m+tn3s2bvukr0fr6C98nburfY3LLEa/Z6ES6sbvtXGQfXJN6wKFJY8jeu14WBPbDjYE4B0Ei5vkIcNA+bOdT6XB8S0Dm4MiPlP9WIH8Bi48ul1odz/QlYqfjnb3G2abLmHHy7TW5IK6beiQ7FsRk95MKGsJ4oMiEWvhx8GunSRLnzkXMcQA4Dbb5dmMQXc65y83R8yYz4a1zyOfadu8/je/s5uRUqeMsRcA2LxZvebGyZdTqm/A3v3psqVgevXgSeeKN3rEFFo2rFDOjfQCmLo4pxjm+p0AhMnAlOG9kCPFhscy2dvfAI5hYn4/kgnAMqZKQH3gNj8G10wt24F5syRZpx0vof6Y/Kd2rliaWakL7GaHN3wT/zR0LHcJjx/Mby+I7uABcQsFgtWrFiBFStWYNeuXThz5gx0Oh2aN2+OoUOH4sknn4SBoxKSF6++CixbBowYIT2Pc7mZo9aFUt7guo5Po3VHW74dq6Vnvs4yKW1btitOm8vunsaIWLZMKlufPmV6S1Kh9ptgQIzKS9267su0ulImJABXr3q+SXI9vwr2nmxbPoUjTZ4uED2NGWiXEnfKr9/+3pN/xp8bSLOkTPxGmrly715g7Vrgscd8fx1yYlCYQpVe7/ncwig7CBj0VhiNwBvLX1UExCzWGCz4fojma7jOmm2/odq0KfDf/7qXh0pv9Gj1WSYtVhPioD6BlquPNzoHBbv3nW8Rayp0mUnac4PGDDGyC9jP+ddff8WAAQOwbNky3HzzzXj66afxt7/9Db///jtGjhyJvn37QvBITF68/jrw88/SAJoA8I9/eN7edQwx1zFFtAJi8qrIgJhn/nSZvJpbTfN1XE9E1Lg2Ed/svV9z2+7dgb59OUtoRVA7EWRAjCqSWoaYXdWq0gQpZcVTkLLxJ0PM9eaIEDqYDblef/v28WF+OdsMP51p5Vhun+22YUPphlmlSv6VnYjCm8EgjT91KTsFGQf6OIId7695FgAwd/Mwt31c2yHXDDFP5zLMECub996D2hxYKLFqR6lcs7y/3D7Y8Ti/KB5Xc6sr9hdejicMiJFdwAJiiYmJmD59Oi5cuIDly5dj8uTJ+Oijj3D06FG0bdsWK1euxFdffRWo4lCEqFwZuPNO6fH9KrERnU55kTNsmPIuj9YJfN260qDNd93lfiJPEvsYUGpdErUywQqKK+HxWXMUyxbtGIS5m4dh+9E7vL6n/bvcc6It7p3yLb7eoz3wJg905aN7d+n/Ll2cy9ROEr2tl/N28siAGLnSyhCj0OHPGGKu8osrQQjtWUbtvtw+GM8teA/PfzFFceFTYjOqvi/5h38/ClcGAzBz/d8xaNoiXM+v4jgHXLH3PgyatgjzVTLD5MN4rNx/D6w2I8aN8+39PLV35J3WpGeeukxeyErFZ1sflb8KAKBbN7gtA7zf5OJ1AtkFLCBWp04djBw5EvEut3Hj4+MxZswYAMDmzZsDVRyKIIsXS337P/3UfZ1rQCwmBoqDndYBTacDNm4EVq/mgU7Lrl3A2bPqA5x6CoicutQARRbn2FPbjnbE/O8f9TgOmJ09UFJiMzoGc9fCzL7ysXgx8P77wNKlzmXy73f4cOCrr4BBg5zLatUq23syIEaubr9d+p8nsKHLU4aYa5dJ+exuoz+bikJLLITNe0Cs0BKLH0+3QUFxJcWFkz1DjMqmZs1gl4CodJzHBqkhcp4D6nApuwbU0pH0spu372ZI16JVq/r2frw2qBglNqPmTXWdTmDdz70AOMeNPHUK+PhjrVdjl0nyTUhUBdONUe2MrJlUClWrSplfalwPWJ4GXva0jtzFxAC1a6uv0xpDzC6nMBFmUxEAZ4q6QeflSgjO4KbNy8wxAA905SU5WRrrQU7+W2ncGOjfX3q8bh1w+bLUbaksGBAjVx98ADRqBDzySMW9B7tMlo2njAnXLowvLXwT/37gdbybMQY/nbkFBcVxsPmQISYfN1LILnBLbEbVm2Lkm6VLgSVLgBdfDHZJiEqnNDdBjUb5yYbUnvg65AO7TFYMi9UEnUYgSweBs1frot97Xztmj65fXwqKqfF2SOeNc7ILiUvGOXOkLlTp6eketysqKkJRUZHjeXZ2NgBpwH6LpwFGwoj9c0TK5wk0IQyQJz7qdALFxSUApKCr1Wq5MRaN9NxmswKQWsSSEovHcWrIF/bgtg021xHwZbILkpCceBmAc+wwg957QMweKPFlFhqbLQK/T4sFJsdDi+eBlSqE9O46nQ3O35kVFov0xXTtai+b5/2tVuc+autLSmywWLzXh4rANjg0JSYC//639Nj3r0Y9a2jOnBI8/rjz9Mf+XdtsRtgvisL1+w9m/a1RA5Afa+WBbekGhfP72Hfqz+j77nLY/95FFjPy8/0LiMkvmopLYlCrVgksFkY1S+Pee6V/QBAOKzJsf6m0pBsazjZGqkOeM0cNBrX2wnld4KkeSm2V/ZxFantYf9VIf6MxY6yYMUOPggLnMVaa5VP5HXg6v1/9418BSBPl2FksFsV3ISeEcPkulNvwuk8pEuuvr58l6AGxWbNmYfXq1ejRowf6eJkO7s0338SECRPclq9duxaVImwE1XXr1gW7CGHp2rVOAKo7nut0hdi6dQcAaSCkdesyYTZbAUgDjp06dQpAIwBSPYqP50A1ZdG3b3P8/HMyOnf+HVu31gFQQ3W7/CLn79V+l8eXLpP2DA6rUB4wT1+uj/rJpxUDbq5Zk+Fn6UOfobAQ99x4nJmZCWus94kIypf0u7l06RIAqW/NkSOHkJFxwq/9f/lFax9pfUHBr8jIOFTGspYN2+BI4D6w5Asv7EK1aucV6zIypLYiN7cHgETFsnAVrPr70UeVYDDYsHp1oWK5zQZUq5YOIXS4ds3ebjnTKmxCCrAXFUkD56e3Wqv6+kUlZtXlJVYjfv55C/Lzs8v+ISjo2P5S6UjteufOvyMjYy/UjgFyRkOx4vmIEQdw+LABgDRhh6fjQHGxHoAURf7hh+24evWaYx3rr9OHH8Zj165UtG9/CqmpSZgx4xY8/vhBZGRcRr2iIgDKma9KrEakpWU5nk9f9zS6N9+Id1aNxclL7t0PMjIycPlyLIDebutsVqvLd6isDxs2rEe1akUgpUiqv/n5+T5t53dAbOzYsYosLW9Gjx6NJk2aqK5buXIlRo0ahfr162PBggVeX+ull15yjDcGSBli9erVQ3p6OpKSkjzsGT4sFgvWrVuHXr16ObqSku8mT1YGSr791gSjsZPjeZ8+vWGWnU83apTmeNyrVzqqVKngAka4Pn3sddiGatWqe98BQE6BdAHqS4aYnesdpBe+fAt33bIGK/bdJyuL5wB7WMrLczzs3bt3+UytVwrJySmOx61aNUefPn/ya//mzdX3+eabEixZosfUqWlITEwrazFLhW1w5KpbV+CNN24FcCv69bPh66+lIIy9rYiPd54ShWv7Ecr198wZKTB28qQFt9yiXbZredqD+MgH0pePM2MTetx/fyfUq1c+ZaXgCOX6S+Gjfv3a6NPH+4B4cWbleeegQS2xf78zUO/pOFAsi6V17HgH2rcXrL8anngCAG4GADz7LAC0BwAcPT0VrhliLVva0LVrAnJ/kZ4v3TUAS3cN0HztPn364Nw55/O2bZ031/U6vcfv8M47eyI11ffPEekisf7aexN643dAbObMmciTXZR5M2DAANWAWEZGBgYMGICaNWtiw4YNqOXDKMxmsxlms/vdQZPJFDFfnF0kfqZAkPfjr10buP12Iw4ccC4zm02Q/1kNsg7kRqNyHZWNXq89qIJ8QGXbjWwv+Ww/3rgGxC5l18D8750zz6SkIDJ/P7LPZDKZEOgKazBI3QR69NBj7Y0EDrPZAJPJv4EYDAb1fe67T/oXwPleNLENDn+PPaacbCUmRuf4TuXHCk/LwlUo1l97cVq1cl9nzxADlBnEclJ3Sa3jig6pqTyGR4pQrL8UPkwmPUwm7+cRMUZlQMxsNiraEF/roNHovh/rrw907l0m42KKYDT6fk5pMpkg7yzx2mt6YIf02CZ0mt9D48ZAnTomn8eMiyaRVH99/Rx+V4Pc3FwIIXz+1005FyoAYNWqVXjggQeQnJyMjRs3omFZR2AmUmG/uJEPlOza8MnjqxxcsXw1aKA9lot9IH05bwEx+UD68oDYwIHAXXc5t7t2TcpEoPJ37Jg0m89zzzmX8XdDoWruXO11HEA/uFwnR5BnfqkdH1y3AeA2E1mEjZxBRKXka5DDbFKOL2QwANWq+bYvB9UvOx3cz/vjTPkweJmYy5X8+1Z+9+qvM2oU8MsvvtcTinwBrwqrVq1C//79Ua1aNWzcuBGNGzcOdBEogqnNGukpIFazJjB2LDBuHBAhvW5DxsSJNgwdCmzY4L7u2EX3rFFvXSbzipzdA+UBscWLpTs9dpUrKwOdVH4aNJBS32NkQz74ExBr3Vr6v1+/8i0XkRpPFylqATEGyQKnc2fl85zCRMfjYmsMfKE1ExkRRTdfAx0mk3LcYINBusk6aJA0s3F5vAf5x6C3+v231ZrheL9sXGHFexg4Ez0pBbQ6rF69Gv3790fVqlWxceNGzbHFiMqDWoaY6wWSTgdMmRK4MkWTqlW1MzS+3D4YleOuY+sR51XRvC1D8e4jY7Dr1/Zo32iX2z65RQlIjMsBoMwWA7QPhlTx/AmI7dkD5ORIdYMomBgQCy7XC57r+ZUdj+UzSfpq6tSyloiIIoWv5yU1UyzIvqTcz2gEFi70vi8zxMrX/O+HoEfzDdh19l701XtI71bheg0waNoiNK55HLtP3l7OpaRIFbCA2OHDh9GvXz8UFRWhW7du+PLLL922SUtLw9ChQwNVJIpw9gYyIUF7Gx7EgqO4xIz/lzlasezA6Vtx3zsrEGMsxlej3QfQtM9GCbjPMsk7dcHjT2al0chgGIUGBr+Cy7XN/u7nO9H7lkz8kV3DrWuk3cXrykGy5V0ma9cu9yISUZjyJSCWmwuc/NQ9Q8xXDIiVnf3vllcUj7mbH8fczY+jd29Aryt9l0mdThpX+FJ2DV4bkM8CFhC7cOGCY3bKhRqh965duzIgRuXG3tDefDPwr39JA63b9ekDrFkjpUVT6MgtTERS3HWNdbKAmI0BsWCbPBnYudM+CD5RaJoxAxgxwn25WkBs2jSgd2/peEEVy7XN3nuyLUbN+wBnr9XBbWn7VPeRZxQDwO9X6zoe84KUiOzs7cuttwL796tvEx8PGHTKMcR4LhlY604/gxam6Ri/dLxjmV7vf3uu9b3xxhf5KmABsW7dukGwZlIAyRvIiROV61auBIqKoJiZhEJDiU29WdIaQwzgSUwwvPBCsEtA5N3f/+4MiMlPQdROR9LTpayB+Hj3dVS+1DIxDp1tAUB5DHjgvWV4sscsNKr5KxbtUN7B2vxLV8xc/xR+OdcMr6kPFUNEUch+TrhmjTRm6fbtWtspx64t7SRBDMiXzr5LD2DsgntRIpt5Xq8HdOU0hhjDDuQrXkZSRPE0gL6cTsdgWCD98APw+OO+besa7LKTZ4i5jiHGkxEi8ofWiTKDYYHh6fgs7zKZX1wJb60ch6c+mYWCYtdpJHVYtOMh/O+31rwpQkQO9sBWjRrAU085l6enK7f77uIbKLTE4r8rXlTs56t+/YD27YE2bUpf1mgnD4YB0rGhrF0mvWGgjFxxjgWKWAyShI4OHYCCAmDOHO/byi+GcgoSHQPpyzPEbEJ7UH0iIm94Qhxcntps+U0R17ZeC4/3RGTn6znh+eK2eObtVRA32hl/A2LLlknHErY/paP2d5MyxHwLT6xdK/0v/974XVBp8DKSIhaDJKHFZvNtO/nF0KWcFNVtLCp3lIiIfMWAWHDJ2+yCAuB22WRg8psirtnAcrtkkxHzIoiI7OTti6eu8no9HMEwoHRdJtn2lC+9HriU8Ah+v1oXH28c7nHbXr2c+xCVBasQRSw2kKHF9wtQ59lFQXGc47HJ4Bz8tMhiVuzB75qI/NGkSbBLEN3kbXZsLNC3r/O5fAwxTxli8mEPeAwgIjtf2wPXYFZpxxCj0tHKEENMVTw6Yz6+3P6wT6/ja5fJli2l/x/27WUpivAUgiIWT5BDS2kyMoRwHtnizMWOx0UlDIgRUen95z/AyJHAli3BLkl0cr3wNMp6yMgzxOQ3SABg9mzZGp36YyKKTsOGAWYz8PTT6utd2wnXc0cGxIJPr/f/nN7X9n/PHuDUKeAvf/G7WBTheBlJEYsnyKGlSxegQQPgzjuVy3NytPeRZwfkFldxPC60KGdEYECMiLyRB+WTkoDp04HOnYNXnmiWmKh8Lr8QPXutjuZ+dWSrEpzzrPB4T0T45BMgOxuoW9e5rGpV52PXG7OuATAGxIJPr1d+D9Omed/H15sjZjNQv37py0aRi4PqU8RikCS0mM3AsWPS99K6NfDTT9JyT7O6CaHDS4veRHqrtVi+/2H0u20hAKC4JEaxHb9rIqLw0bMn8Mgjzi4s8gyx6/lV8MTHsxVd5u0qVQKuXpXa/Lw853IeA4hIpwNilKeHuOceYPhwoG1b4KuvlOtMyuFoGRALAa4ZYq1bSzfOP/pIurHuLbuLN0eoNBgQo4j1/PPBLgG5sp9s9OnjDIh5OnjpdAI7j3fAzuMdkJrqXP7L2WYu25VzQYmIqMLo9cD8+c7nrheiJ/5opLqf0ejM+Cgqci7nMYCI1Oj1wKxZ0mPXgBgzxEKPa4aYTidlAz//vHQzxBudTvrHiXPIH7ynRhHrkUeCXQLSUlKifP7ZZ0Bamvt2KUmXHI+FAAZNW4QnZ8/C+azaiu2YHUBEFL58nYVYfqEkf+zr/kREdkaXtBAGxAJLa1B9rUHyfbnxode7ZwkSecMMMSIKONeA2JAhQPv2wJ/+pFweY3QOpH/xIgDUwKXsGm6vx5MYIqLw5XpM0NKwofMxA2JE5A/XrCEGxEKPweCeIWbn6eb3kCHA0aPAHXdIQ7TIM4iJvGFeBUUU+1S6zZp53o6Cy2JxXyY/MXl1yX+QlVcF/13xok+vx+4yROQNu1CELrVjgqtKlYCUFOdz+TGDATEi8hcDYsGllSGmFRDzdK7/2WfAjh3Sd2o2a29HpIYBMYooI0YA69cD27cHuyTkiVo2gPzEZNvRTnjg/WXYe7KtT6+Xni79zzRpIqLw42uGmBwzxIjIH8OGSf//+c/S/xxUP/TodGXrMgkANWuWb5ko8jEgRhFFrwd69ACqVAl2ScgTbwExie9pX7feCvz4I3DuXJmKRUREQeBLhtgDDyifMyBGRP4YPBjYuxfYskV6Lj/vfP11BsQCzd8MMV/HC168WLouWL68TMWjKMIxxIgo4G6/HZgzR7msrCcit9xStv2JiCg4vGWITZnizO6wY5dJIvKHTgfcdpvzubwNeeWVwJeH3JV1UH1AGjZn377yLRdFNgbEiCjghg2TAmCdOjmX8c4cEVUkjiEWurwFxMaOdV8mv2hiQIyI/CUPiHEs2sCrqAwxIn8xIEZEAWcwuN/t54GOiCg6lWYMMTkGxIjIX+5DdVCwGQxlzxAj8hcvQYkoJDAgRkQUnerU0V43cqT3/RkQIyJ/sWdC6GGGGAUDY+NEFBLi4oJdAiIiCoanngKOHgX++lfgiy+Azz+Xlu/aBbRr531/doclIn8xQyz0uM4y6brOjpOnUXliU0BEISE2Fli/Xuo6c999QFFRsEtERESBEBMDTJsmPa5SxRkQS0jwbX+rtUKKRUQRzGwOdgmimy9jiMlvdsi3/+abiisXRR8GxIgoZPToIf3PtGgiKm+euuVR6JC3/74eC9hlkoj81a0b0LYt0Lx5sEtCdq6zTMoDYrw2oIrCgBgRhRwe9IiovGzYALz1FjB9erBLQr4ozZgx7DJJRP4ymYDdu4NdiujlS4aY/GaHfHu2+VSeGBAjopDDgBgRlZfu3aV/FB5KExBjl0kiovBXt652hpgcA2JUnhgQI6KQU1IS7BIQEVEwlKbLpMlUMWUhIqKKIb/58fXXwOrVwN//rswKY3d4CgTmYRBRyCkudj5u1kx9m+Rk4LPPAlMeIiIKDH8yxF5+GejYEXjwwYotExERVZy+fYGZM6UJVpghRoHGDDEiCjny7i/ysQTky/74Q338ASIiCl/+BMTeeKNiy0JERBVD6xxeawwxoooS0Ayxzz//HP369UOjRo2QmJiIhIQEtGjRAs899xzOnj0byKIQUZhQC4hZrQyGERFFotJ0mSQiosjgS4YYUXkKaIbYwoULcezYMXTo0AG1atWCEAIHDhzA1KlTMW/ePHz//fdo0aJFIItERCGOF0RERNGjNIPqExFRZJAfA7QyxBgoo/IU0IDYkiVLEBsb67b8k08+wRNPPIHx48djyZIlgSwSEYU4eYZYjRpSV8nbbgteeYiIqOIwIEZERAC7TFJgBPRUQy0YBgADBw4EABw/fjyQxSGiMPD++9L/L78MbN0KjBghzUZDRESRjQExIqLI5MvQJ8wEo0AIiUH1V61aBQBo2bJlkEtCRKHEaJRmECsoAOzx9A8/DG6ZiIgoMBgQIyKKXq4ZYo8+Chw6BHTpEpzyUGQKSkBs8eLFOHToEPLz83Hw4EFkZmaiQYMGeP311z3uV1RUhKKiIsfz7OxsAIDFYoHFYqnQMgeK/XNEyueh6FMedXjNGh3GjDHgww+tsFgEDAaAPwkAFgtMjocW/lEqANtgCmeRUH+LiwHcaOmsVgubuSgSCfWXohfrr3+E0AOQxkVx/5uZbiwvgcXiTBObPdu+L0+By1sk1l9fP4tOiMAnIw4YMABLly51PG/bti0WLlyIRo0aedxv/PjxmDBhgtvyL774ApUqVSr3chIRhRJDYSHueeghAMDKhQth1eiGTkQUrk6cSMKYMd0BAJ9/vgrx8SVBLhEREZW3WbNaISOjIQBg+fJvFOv69r3/xjZrUaNGQcDLRpEhPz8fDz/8MK5fv46kpCTN7fwOiI0dO1aRpeXN6NGj0aRJE9V1WVlZ2L9/P15++WUcOnQIy5YtQ48ePTRfSy1DrF69erh8+bLHDxlOLBYL1q1bh169esFkMnnfgSjEsA5XoLw8mKpWBQBYrl0D4uODXKDIw/pL4SwS6u+BA0D79lLZr1yxIDExuOWhwImE+kvRi/XXP88+q8eHH0oZYsXFykye48eBa9d0aNeOg4gFSiTW3+zsbCQnJ3sNiPndZXLmzJnIy8vzefsBAwZoBsSqVKmC7t27Y82aNbj55pvx6KOP4uTJk5pfgtlshtlsdltuMpki5ouzi8TPRNGFdbgCyP6eJpNJ8ZzKF+svhbNwrr9G2ZlpbKyJzVwUCuf6S8T665vevZ3jArv+vZo1C0KBCEBk1V9fP4ffw5Xm5uZCCOHzv27dunl9zaSkJHTo0AFnz57lTJNEREREUUreb4GD6hMRRaZ77wXWrgXOng12SSjahcQskwBw7tw5AL5H8oiIiIgosjAgRkQU+XQ6oFevYJeCqBQZYqWVk5ODI0eOqK6bM2cOdu3ahSZNmqBx48aBKhIRERERhRAGxIiIiChQApYhduXKFTRr1gxt27bFn/70J9SpUwfXrl3D7t27sW/fPiQlJeHTTz8NVHGIiIiIKMQwIEZERESBErCAWEpKCl599VVs2rQJ69atw5UrVxATE4O0tDQ899xzGDNmDOrWrRuo4hARERFRCNPpgl0CIiIiimQBC4jFx8djwoQJgXo7IiIiIgoz8gwxBsSIiIioIjEZnYiIiIhCgjwgRkRERFSRGBAjIiIiopDAuZWIiIgoUALWZZKIiIiIyJPq1YGjR4FKlYJdEiIiIop0DIgRERERUcho0iTYJSAiIqJowC6TREREREREREQUVRgQIyIiIiIiIiKiqMKAGBERERERERERRRUGxIiIiIiIiIiIKKowIEZERERERERERFGFATEiIiIiIiIiIooqDIgREREREREREVFUYUCMiIiIiIiIiIiiCgNiREREREREREQUVRgQIyIiIiIiIiKiqGIMdgHKQggBAMjOzg5yScqPxWJBfn4+srOzYTKZgl0cIr+xDlegvDzn4+xswGoNXlkiFOsvhTPWXwpnrL8Uzlh/KZxFYv21x4jsMSMtYR0Qy8nJAQDUq1cvyCUhIgqw2rWDXQIiIiIiIqKQlZOTg8qVK2uu1wlvIbMQZrPZcO7cOSQmJkKn0wW7OOUiOzsb9erVw5kzZ5CUlBTs4hD5jXWYwhnrL4Uz1l8KZ6y/FM5YfymcRWL9FUIgJycHtWvXhl6vPVJYWGeI6fV61K1bN9jFqBBJSUkRUxkpOrEOUzhj/aVwxvpL4Yz1l8IZ6y+Fs0irv54yw+w4qD4REREREREREUUVBsSIiIiIiIiIiCiqMCAWYsxmM1577TWYzeZgF4WoVFiHKZyx/lI4Y/2lcMb6S+GM9ZfCWTTX37AeVJ+IiIiIiIiIiMhfzBAjIiIiIiIiIqKowoAYERERERERERFFFQbEiIiIiIiIiIgoqjAgRkREREREREREUYUBsRCxe/du9OnTB1WqVEF8fDw6dOiAxYsXB7tYFKXS0tKg0+lU/3Xr1s1t+6KiIrz++uto0qQJYmNjUbt2bTz55JP4448/NN/j888/R/v27REfH4+qVavinnvuwb59+yrwU1EkWbBgAZ566im0bdsWZrMZOp0O8+bN09w+OzsbY8aMQf369WE2m5GWloZ//vOfyM3NVd3eZrNh2rRpaNWqFeLi4pCSkoLBgwfjxIkTmu+RmZmJrl27IjExEUlJSejevTvWr19f1o9KEcif+jt+/HjN9lin0+HUqVOq+/lbH48ePYoHH3wQycnJiIuLQ+vWrTFjxgxw7iVydfbsWbz//vtIT0/HTTfdhJiYGKSmpqJ///7YuXOn6j5sgylU+Ft/2QZTKCksLMSYMWPQpUsX1K5dG7GxsUhNTUXHjh0xd+5cWCwWt33Y/nrGWSZDwMaNG9G7d2/ExsbioYceQmJiIpYuXYrTp09jypQpGDt2bLCLSFEmLS0NWVlZePbZZ1XXDR061PHcZrOhT58+yMzMRIcOHdC1a1ccO3YMX3/9NRo0aIAdO3YgJSVF8RoTJ07EK6+8gvr166N///7IycnBwoULUVxcjPXr16Njx44V/Akp3KWlpeH06dNITk5GfHw8Tp8+jblz5yrqpl1eXh46deqEAwcOID09Hbfeeiv279+PtWvXol27dtiyZQtiY2MV+wwfPhyzZ89GixYtcPfdd+PcuXNYvHgxEhISsGPHDjRp0kSx/YIFCzBkyBCkpKRg0KBBAIBFixbh8uXLWLx4MQYMGFBhfwsKP/7U3/Hjx2PChAl47LHHkJaW5rb+2WefRZUqVRTL/K2Phw4dwh133IGCggI8+OCDqF27NlatWoWDBw9i1KhRmDZtWnl9dIoAL774IiZPnoxGjRqhW7duSElJwbFjx7B8+XIIIfDFF1846h3ANphCi7/1l20whZLLly+jXr16aN++PZo2bYqUlBRcu3YNq1evxunTp5Geno7Vq1dDr5fyntj++kBQUFksFtGoUSNhNpvF/v37HcuzsrJE06ZNRUxMjDh16lTwCkhRqX79+qJ+/fo+bTtnzhwBQAwePFjYbDbH8hkzZggA4sknn1Rsf/ToUWE0GkXTpk1FVlaWY/n+/fuF2WwWzZo1E1artVw+B0WudevWOdrGN998UwAQc+fOVd323//+twAgxo0bp1g+btw4AUBMmjRJsXzDhg0CgOjSpYsoKipyLM/IyBAARHp6umL7q1eviipVqojk5GRx5swZx/IzZ86I5ORkkZycLLKzs8vycSnC+FN/X3vtNQFAbNy40afXLk197NKliwAgMjIyHMuKiopE586dBQCxfft2/z4gRbSlS5eKTZs2uS3fsmWLMJlMomrVqqKwsNCxnG0whRJ/6y/bYAolVqtV0S7aWSwW0a1bNwFArFy50rGc7a93DIgFWWZmpgAghg0b5rZu3rx5AoCYMGFCEEpG0cyfgNjtt98uALgFbm02m2jYsKGIj48X+fn5juUvvfSSACA+/fRTt9caOnSoACA2b95cpvJTdPEUULDZbKJ27doiISFB5ObmKtbl5uaKhIQE0bBhQ8XywYMHa9ZD+8nG6dOnHctmzpyp2VaPHz9es74TCVH+ATF/6+ORI0cEANG9e3e37Tdt2qR5jkKkJj09XQAQu3fvFkKwDabw4lp/hWAbTOFj6tSpAoB4//33hRBsf33FMcSCbNOmTQCA9PR0t3W9e/cGAGzevDmQRSICII0LNm/ePEyaNAkffPCB6rgKhYWF2LlzJ26++WbUr19fsU6n06FXr17Iy8vDnj17HMtZ5ymQjh07hnPnzqFjx46Ij49XrIuPj0fHjh1x4sQJnDlzxrF806ZNjnWu1Ooo6zQFwpYtWzB58mS8/fbbWL58uebYH/7WR0/bd+rUCfHx8ay/5DOTyQQAMBqNANgGU3hxrb9ybIMplNlsNqxZswYA0LJlSwBsf33l/mungDp27BgAuPXFBYDU1FQkJCQ4tiEKpAsXLmDYsGGKZe3atcOXX36JRo0aAQB+/fVX2Gw21foLOOv1sWPH0LlzZ8fjhIQEpKametyeqDx4amPtyzMzM3Hs2DHUq1cPeXl5OH/+PFq2bAmDwaC6vfx1vb0H6zSVl9dee03xvEqVKpg6dSoeffRRxXJ/66On7Q0GAxo0aIBDhw6hpKRE9SKRyO63337Dd999h1q1aqFVq1YA2AZT+FCrv3JsgymUFBcXY9KkSRBC4MqVK1i/fj0OHz6MYcOGoWfPngDY/vqKGWJBdv36dQBA5cqVVdcnJSU5tiEKlGHDhmH9+vW4ePEi8vLysH//fgwZMgS7d+9Gz549kZOTA8C3+ivfzv7Yn+2JysLfOlraOq21D+s0lVXr1q0xZ84cnDhxAgUFBTh58iSmTZsGnU6HoUOHYsWKFYrt/a2PvtR5m83maPeJ1FgsFgwZMgRFRUWYPHmy42KKbTCFA636C7ANptBUXFyMCRMm4PXXX8f06dNx5MgRPP/885g1a5ZjG7a/vmGYmYjcuN4Fa9OmDT777DMAwPz58/Hxxx9jzJgxwSgaEVFU6devn+J5WloaRo0ahWbNmqFXr1545ZVXcN999wWpdERSV52hQ4diy5YtGD58OIYMGRLsIhH5zFv9ZRtMoSghIQFCCNhsNpw7dw7ffvst/vWvf+GHH35ARkaGIxhF3jFDLMjs0VStyGl2drZmlJYo0J566ikAwLZt2wD4Vn/l29kf+7M9UVn4W0dLW6e19mGdporSs2dPNGrUCD/99JOjngH+10df6rxOp0NiYmK5lZ0ih81mw+OPP44vvvgCjzzyCD766CPFerbBFMq81V9P2AZTKNDr9ahbty5GjBiBWbNmYdu2bZg4cSIAtr++YkAsyDz1rb1w4QJyc3M1+/0SBVpycjIAIC8vDwDQsGFD6PV6zb7hav3KmzRpgtzcXFy4cMGn7YnKwtv4Ba51Lj4+HrVq1cLJkydhtVq9bu/tPVinqSLZ2+T8/HzHMn/ro6ftrVYrTp48iQYNGnDsGnJjs9kwbNgwfPrppxg8eDDmzZsHvV55acE2mEKVL/XXG7bBFErsA9vbB7pn++sbBsSCrGvXrgCAtWvXuq3LzMxUbEMUbPaZJtPS0gAAcXFxaN++PY4cOYLTp08rthVCYN26dYiPj0fbtm0dy1nnKZCaNGmC2rVrY9u2bY5Arl1eXh62bduGBg0aoF69eo7lXbt2daxzZa+jXbp0UWwPsE5TYOXl5eHgwYOIj493XJQB/tdHT9t///33yMvLY/0lN/ZgwmeffYZBgwZh/vz5moMwsw2mUONr/fWEbTCFmnPnzgFwzpbK9tdHgoLKYrGIhg0bCrPZLPbv3+9YnpWVJZo2bSpiYmLEyZMng1Y+ij6//PKLyMvLU12empoqAIjNmzc7ls+ZM0cAEIMHDxY2m82xfMaMGQKAePLJJxWvc+TIEWE0GkXTpk1FVlaWY/n+/fuF2WwWzZo1E1artQI+GUWqN998UwAQc+fOVV3/73//WwAQ48aNUywfN26cACAmTZqkWL5hwwYBQHTp0kUUFRU5lmdkZAgAIj09XbH91atXReXKlUVycrI4c+aMY/mZM2dEcnKySE5OFtnZ2WX8lBSpPNXf7OxsceTIEbfl+fn5YvDgwQKAGDZsmGJdaepjly5dBACRkZHhWFZUVCQ6d+4sAIht27aV8VNSJLFareKxxx4TAMTAgQOFxWLxuD3bYAol/tRftsEUag4ePKh6nZaXlyfuuusuAUBMnDjRsZztr3c6IYQIVPCN1G3cuBG9e/dGbGwsHnroISQmJmLp0qU4ffo0pkyZgrFjxwa7iBRFxo8fj3fffRddunRB/fr1ER8fj6NHjyIjIwMWiwUvvfQSJk2a5NjeZrOhT58+yMzMRIcOHdC1a1ccP34cy5YtQ1paGnbu3ImUlBTFe0ycOBGvvPIK6tevj/79+yMnJwcLFy5EcXEx1q9fj44dOwb6Y1OYmT17Nr7//nsAwE8//YR9+/ahY8eOaNy4MQCgU6dOeOKJJwBId8E6duyIH3/8Eenp6bjtttuwb98+rF27Fu3atcPmzZsRFxeneP3hw4dj9uzZaNGiBe6++26cP38eixYtQkJCAn744Qc0bdpUsf2CBQswZMgQpKSkYNCgQQCARYsW4fLly1i0aBEGDhxY0X8SCiO+1t9Tp06hYcOGaNeuHZo1a4bU1FRcvHgR3333HX7//Xe0atUKGzduRPXq1RWv7299PHjwIDp27IiCggIMGjQItWrVwqpVq3Dw4EGMGjUK06ZNC8BfhcLF+PHjMWHCBCQkJGD06NGqXbn69u2LNm3aAGAbTKHFn/rLNphCjf06rVOnTkhLS0NSUhLOnj2L1atX48qVK+jcuTMyMzMdbSrbXx8EOyJHkp07d4q77rpLJCUlibi4ONG+fXuxcOHCYBeLotCmTZvEgw8+KJo0aSKSkpKE0WgUqamp4v777xeZmZmq+xQWForx48eLRo0aiZiYGJGamiqeeOIJceHCBc33WbBggWjbtq2Ii4sTlStXFn369BF79+6tqI9FEcZ+d1fr32OPPabYPisrSzz77LOiXr16wmQyiZtuukmMHTtW866V1WoVU6dOFS1atBBms1lUr15dDBo0SBw/flyzTKtXrxadO3cW8fHxIiEhQXTt2lWsW7euPD82RQhf6+/169fF008/Ldq1aydSUlKE0WgUiYmJon379uKtt94S+fn5mu/hb308fPiwGDBggKhWrZowm82iVatWYvr06YrMXyIhvNdfqGQ8sg2mUOFP/WUbTKFm9+7dYvjw4aJFixaiSpUqwmg0iurVq4vu3buLmTNnqmY8sv31jBliREREREREREQUVTioPhERERERERERRRUGxIiIiIiIiIiIKKowIEZERERERERERFGFATEiIiIiIiIiIooqDIgREREREREREVFUYUCMiIiIiIiIiIiiCgNiREREREREREQUVRgQIyIiIiIiIiKiqMKAGBERERERERERRRUGxIiIiIiIiIiIKKowIEZERERERERERFGFATEiIiIiIiIiIooqDIgREREREREREVFU+f/nXOZpdBpNTQAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 1500x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Training data shape: (750, 1, 4) , (750,)\n",
"Test data shape: (2250, 1, 4) , (2250,)\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING:absl:`lr` is deprecated in Keras optimizer, please use `learning_rate` or use the legacy optimizer, e.g.,tf.keras.optimizers.legacy.RMSprop.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"24/24 [==============================] - 0s 696us/step\n",
"71/71 [==============================] - 0s 600us/step\n",
"Embedding size: 4\n",
"----------------------------------------------------------------------------------------------------\n"
]
},
{
"data": {
"image/png": 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sNhuqV6+ueDwnMKWmpuLx48eK9YIrslJeezON+a2cJQiCIKSQIEYQBEF4RGRkJP87ISGBtyQQUrVqVb7jBLCj7pyljxLOOj0PHz4EABQpUkTWKoGDs3ri9vc2wcHBitu0WrZKdezce5r23CCrHcycwp3n6ulMnDabDX369BFZ6Wi1WoSHh0Ov1wMAnj59ioyMDKSmpno1bdw7d2b15+fnh8jISEXh2F2cXYPbZrFYkJCQgKioKMk+SnlBOEOls9k4hQjFxpx8Bvfv3wcAlCtXzqPjsou3yiF38hTgeZ53B3feCyB/D48ePeJ/O5tZWOncXJ6y2Wxuv/PsWMllpbz2ZhrzWzlLEARBSCGXSYIgCMIjhKPmJ06c8Np5ybUk9/CFZ71w4ULExsZCo9Fg4sSJuHz5MoxGIxISEnD//n3cv3+fdykUire+hlJeELqBnT9/Hgwbd9bp34ABA3IlzUoWZ0TukZV3wOWpqKgot/ITwzCIjo72cspzL42+UM4SBEEUdEgQIwiCIDyiZcuWfGdow4YNuXJNbqQ9Pj4eRqNRcT/O9c1xZJ6zBsjIyFA89unTp9lNpizCtCu5iwKsi1p+IS+fl7fgYlgNHjwYkydPRsWKFSXx2zhLI2/DvXNn79RoNIri8WUVZ9fgtmm1WsV4f0oUL16c/825TnpCTj4DLm1ZSVd2yG45lB/g0uTMTVi4XXgPRYsW5X8LLQgdUXrn3HuLj493apWZlxSENBIEQRDegwQxgiAIwiNKlCiBrl27AgCWLVuGa9eu5fg1GzRoAIB1b9m7d6/ifjt27AAAPPfcc6L14eHhAIBbt24pHnvkyJHsJlMWYdrl4uoArHvOnj17snwNTujxlqVTdp+Xt9OTFbi016tXT3Z7SkpKjr/zvXv3Kj6Dffv2ZTt+GADs3r3b5bbatWsrBsVXIjo6mnd927hxo8fpysln0KRJkyylK7v5MrvlUE7jzv1x93D79m1cunRJdh+r1crnHeE91KtXjx8McVZeKW3jYmpZrVZs2bJF8XglhIJ2TpUt2U0jQRAEUbAgQYwgCILwmKlTpyIwMBCpqano3LmzU2sBb1C7dm3eVXPq1Kmys3pt3ryZFzh69eol2lanTh0ArFWDnAjy8OFD/Pzzz95ONgA27dWqVQMATJs2DTabTbLPokWLXFpsOCMkJAQAkJiYmOVzCOGe17Zt22StJHbt2oVDhw7lWnqyQmhoKADg5MmTsts/++wzJCcn58i1X3/9dQDAzZs3sXTpUsl2m82GqVOneuVa8+bNk43xdfHiRaxZs0aUHk956623ALDup//++6/TfR2Dk+fkMxg0aBAA4OzZs5g7d67bx2U3X2a3HMpp3Lm/mJgYPg6k0iyTP/30E1+mC+8hIiICLVu2BADMmjVL1uJ13759isJ/pUqV0KJFCwDA+PHjXVqZOuYp7v6AnCtbsptGgiAIomBBghhBEAThMVWrVsXy5cuh1+tx6tQp1K5dG1OnTsXZs2dFI/dJSUnYunUrhg8fnu1rzpgxAwCwf/9+vPbaa7xlmtlsxooVK/iOW5MmTdC5c2fRsU2aNOEDcPfv3x/Hjh0DwzC8ZVaLFi1khSpvMW3aNACsxc4bb7zBi18ZGRmYN28e3nvvPYSFhWX5/DVr1gTAdsa94XrZo0cPqNVqPH78GL169eLTm56ejqVLl6JLly5OXfC8nZ6s0K5dOwDAzz//jPnz5/Od9/v372PkyJH48ssvRRNEeJNGjRqhY8eOAIChQ4fi559/5l3sbt68iddffx2HDh3yygyCZrMZMTExOHr0KADWcmbHjh1o27YtjEYjypQpgyFDhmTp3KNHj0atWrWQkZGBli1b4vvvvxe5OCYmJmLLli3o16+fZAbVnHwGLVu2RM+ePQEA7733HsaNGycSlOPj47FgwQJeOOPg8mVSUhJ+++03j68LZK8cymm4+zt79iw/E6cj/v7+vBAWGxuLIUOG8MHj09LS8O2332LEiBEAWFGzfv36ouMnT54MlUqFM2fOoGPHjrh8+TIA1mpu3bp16NatG29hKsd3332HoKAgXLp0CY0bN8Yff/whcs2+c+cOli1bhtatW+Pjjz8WHVu5cmV+QowFCxbkmJVYdtJIEARBFDAYgiAIgsgihw4dYqpUqcIA4P80Gg0TGRnJhISEiNYHBwczn332GZOeni46x6effsoAYJo3b+7yerNnz2ZUKhV/zrCwMEav1/PLtWrVYu7cuSN77NatWxmdTsfvGxAQwPj5+TEAmEqVKjGxsbH8NkfcSePu3bsVj2cYhhk/frzoeYSHhzNarZYBwDRt2pQZN26c28/BkUuXLvH3olarmaioKKZcuXJMuXLlmFu3bvH7cdfevXu3y3NOnDhRlN7Q0FA+vZ07d2YmTJigmF5vpqd58+YMAObTTz/14IkwzJMnT5iqVavy11Cr1UxYWBiff9555x2mf//+DACmf//+kuPLlSvHAGAWL16seA1nx8fHxzN16tThr6/T6ZiwsDAGAKNSqZgffvjBrWvIce3aNf68q1atYoKDgxkATFBQEBMQECD6Po4ePSo53lVeFXLnzh2mcePG/P4qlYoJCwuTfN8VK1b0+jNwlj9SU1OZrl27itIQEhLChIaG8st16tSRHNe6dWtRmcTly6+//prfx9X3ntVyaPHixQwAply5cgpPW/xur127prifHGazWVQeh4eH8/e3evVq0b4jR44UvVNheQSAadmyJZOUlCR7na+//lr03MPCwhiDwcAAYGrWrMlvr1KliuzxBw4cYIoXLy6pM/z9/UXnHTx4sOTYQYMGicrwsmXLMuXKlWNGjx7N7+ON8jqrafTk2yIIgiDyHrIQIwiCILJM48aNce7cOaxduxYDBgxA1apVERISgqdPn0KtVqNatWro3bs3li5dinv37mHChAnw8/PL8vVGjhyJY8eOoU+fPihTpgzS0tLg7++Pxo0b4+uvv8bRo0dRsmRJ2WPbtm2L/fv3o0OHDggPD4fVakWZMmUwduxYHD9+XBREPCeYOnUqNm3ahFatWiEkJARGoxHVqlXDF198gZ07d/KWD1mhUqVK2L17Nzp27IiiRYvi8ePHuHHjBm7cuJHlOFWTJ0/GsmXL0LhxYwQGBsJqtaJu3bqYN28e1q1b53QGtZxIj6eEhYXh4MGDGDFiBKKjo6HRaKDVatGiRQvExsZi3rx5OXr9yMhIHDx4EJMnT0bVqlWhVquh1WrRrl07xMXFYdiwYV65TqNGjXDs2DH069cPoaGhsFgsKFWqFN566y2cPn2ajxmVVUqWLIkDBw4gNjYWHTt2RIkSJZCWlgaTyYTo6Gi8+uqrmDNnDvbt2yc5NiefQUBAANauXYtNmzahS5cuKFmyJDIyMqDValG7dm28//77mD9/vuS4NWvWYOTIkahcuTLMZjOfLz1xwctOOZSTaLVa7Ny5E4MHD0b58uWRmprK319KSopo39mzZ2PXrl3o1q0boqKikJKSguDgYLRs2RKLFi1CXFwcgoODZa8zYsQI7NmzB+3bt0d4eDgyMjIQHR2NCRMm4PDhw7zllpLV6wsvvIBLly7hq6++QrNmzRAWFobExERoNBpUq1YNffr0wYoVKzBnzhzJsT/88AMmTZqEWrVqAWCtDW/cuCHrNpwdspNGgiAIouCgYpgcsjcmCIIgCIIgvM7169dRvnx5AMC1a9cQHR2dtwkiCAG9e/fGypUr8eabb2LhwoV5nRyCIAiCUIQsxAiCIAiCIAiCyDaXLl3CunXrANjj+BEEQRBEfoUEMYIgCIIgCIIg3GLixIn4/vvvcfPmTX4yktTUVPz6669o2bIlMjIyULVq1VyfVIAgCIIgPEWb1wkgCIIgCIIgCKJgcOrUKfzxxx8YPnw4dDodgoODkZiYyItjpUqVwurVq6HT6fI4pQRBEAThHBLECIIgCIIgCIJwi5EjR6JkyZI4ePAg7t27h4SEBAQHB6Ny5cro0KED3nvvPUREROR1MgmCIAjCJfkiqP6MGTMwduxYAMChQ4fQuHHjPE4RQRAEQRAEQRAEQRAEUVjJ8xhiZ86cwaefforAwMC8TgpBEARBEARBEARBEAThA+Spy6TZbEb//v1Rt25dVKpUCcuXL/foeJvNhrt37yI4OBgqlSqHUkkQBEEQBEEQBEEQBEEUBBiGQXJyMkqWLAm1WtkOLE8FsWnTpuHs2bP4559/8OWXX3p8/N27d1GmTJkcSBlBEARBEARBEARBEARRULl16xZKly6tuD3PBLF//vkH06ZNw5QpU1C9evUsnSM4OBgAe5MhISHeTF6eYTabsX37drRp04Zm5yEKJJSHc5DUVKBkSfb33bsAuZp7Hcq/REGG8i9RkKH8SxRkKP8SBZnCmH+TkpJQpkwZXjNSIk8EMaPRiH79+qFu3boYM2aMR8cZjUZ+OTk5GQDg7+8Pf39/r6czL9BqtQgICIC/v3+hyYyEb0F5OAex2cA9UbO/P1BIyr38BOVfoiBD+ZcoyFD+JQoylH+JgkxhzL9msxkAXIbWyhNBbOLEibh8+TKOHz8OjUbj9nHTp0/H5MmTJeu3b9+OgIAAbyYxz4mLi8vrJBBEtqA87H00GRnokPl727ZtsPr55Wl6CjOUf4mCDOVfoiBD+ZcoyFD+JQoyhSn/pqWlubVfrgtihw4dwldffYVJkyahZs2aHh07btw4jBo1il/mzODatGlTqFwm4+LiEBMTU2jUWcK3oDycg6Sm8j/btm1LLpM5AOVfoiBD+ZcoyFD+JQoylH+JgkxhzL9JSUlu7ZergpjFYkH//v1Ru3ZtjB071uPjDQYDDAaDZL1Opys0L46jMN4T4VtQHs4BBM9Tp9OJlgnvQvmXKMhQ/iUKMpR/iYIM5V+iIFOY8q+795GrglhKSgouX74MANDr9bL7PP/88wCA33//HZ07d86tpBEEQRAEQRAEQRAEQRA+Qq4KYgaDAYMGDZLdtm/fPly+fBkdO3ZE0aJFER0dnZtJIwiCIAiCIAiCIAiCIHyEXBXE/P39sWDBAtltAwYMwOXLlzFu3Dg0btw4N5NFEARBEARBEARBEARB+BDqvE4AQRAEQRAEQRAEQRAEQeQmuT7LJEEQBEEQBEEQBEEQ+Quz2Qyr1ZrXySByGbPZDK1Wi4yMjHz5/tVqNXQ6HVQqldfPnW8EsSVLlmDJkiV5nQyCIAiCIAiCIAiC8BmSkpIQHx8Po9GY10kh8gCGYVC8eHHcunUrR0Qnb6DRaBAQEIBixYopTtCYFfKNIEYQBEEQBEEQBEEQRO6RlJSEO3fuICgoCEWKFMkxSxwi/2Kz2ZCSkoKgoCCo1fkrqhbDMLBarUhPT8fTp09x/fp1lC5dGgEBAV45PwliBEEQBEEQPsTJk8C0acDUqUDlynmdGoIgCCIviY+PR1BQEEqXLk1CmI9is9lgMpng5+eX7wQxjqCgIERERODGjRuIj49H2bJlvXJeEsQIgiAIgiB8iEaNAKMROH4c+O+/vE4NQRAEkVeYzWYYjUYUKVKExDAi36PRaBAREYF79+7BYrFAq82+nJU/5T+CIAiCIAgiR+BCxFy9mrfpIAiCIPIWLoC6TqfL45QQhHsYDAYAgMVi8cr5SBAjCIIgCIIgCIIgCB+FrMOIgoK38yoJYgRBEARBEARBEARBEIRPQYIYQRAEQRAEQRAEQRAE4VOQIEYQBEEQBEEQBEEQhM+iUqk8+ouOjs7rJGeLSZMmQaVSYcmSJXmdlDyFZpkkCIIgCIIgCIIgCMJn6d+/v2TdgQMH8N9//6FOnTqoW7euaFuRIkVyKWX5m+vXr6N8+fJo3rw59uzZk9fJ8RgSxAiCIAiCIAiCIAiC8FnkLKUGDBiA//77D507d8akSZNyPU1EzkMukwRBEARBEARBEARBEIRPQYIYQRAEQRAEQRAEQRCEGyxZsgQqlQqTJk3CpUuX0LNnT0RFRUGtVmP9+vUAgOjoaKhUKtnj9+zZA5VKhQEDBki2MQyD2NhYtGrVCuHh4fDz80O1atUwadIkpKWleZzWDRs24Pnnn0dAQAAiIyPRrVs3XLp0SXH/EydOYMyYMahfvz6KFi0Kg8GAChUqYNiwYbh7965o30mTJqF8+fIAgL1794pirAnvbf/+/XjvvfdQu3ZthIeHw9/fH1WrVsXYsWORmJjo8T15E3KZJAiCIAiCIAiCIAiC8ICLFy/iueeeQ2RkJFq2bIknT55Ap9Nl+Xw2mw19+vRBbGwsgoKC0KBBA4SHh+PYsWOYPHkytmzZgj179sDf39+t882bNw9Dhw6FSqVC06ZNUaJECRw+fBgNGzbEq6++KnvMF198gbVr16J27dp48cUXAbAi2dy5c7F+/XocO3YMJUuWBADUrVsX3bp1w9q1axEVFYV27drx5+GOBYCPPvoIJ0+eRO3atdG6dWtkZGTgn3/+wYwZM7Bp0yYcPnwYQUFBWX1s2YIEMYIgCIIgCB9EYeCaIAiCIAg3WLVqFd577z3MmTMHGo0m2+ebNWsWYmNj0aJFC8TGxqJ48eIAAJPJhGHDhmHhwoWYPHkyvvjiC5fnunHjBkaOHAmdToeNGzeibdu2AACz2YyBAwdi+fLlsse98847+OabbxAVFcWvs9lsmDp1Kj799FNMmDABixYtAgB07twZdevWxdq1a1G1alXFGSs//fRTNGnSBKGhofw6o9GI999/H/Pnz8fs2bMxceJEt56RtyGXSYIgCIIgCIIgCIIgeBgGSE0tWH8Mk7vPqGjRopgxY4ZXxDCLxYIvv/wSgYGBWLVqFS+GAYBer8d3332H4sWLY/78+bDZbC7Pt2jRImRkZKBXr168GAYAOp0O33zzDQICAmSPa9mypUgMAwC1Wo2JEyeiVKlS2LBhg8f39vLLL4vEMAAwGAyYM2cOtFot/vjjD4/P6S3IQowgCIIgCMIHIQsxgiAIQom0NCCPvNiyTEoKEBiYe9d76aWXFIUlT/nnn38QHx+PmJgYiSAFAP7+/qhfvz7+/PNPXL58GVWqVHF6vv379wMAevbsKdkWGRmJNm3a8PHOHHn8+DE2bNiAM2fOIDExEVarFQBrXfb48WMkJCQgIiLCo/u7c+cONm7ciAsXLiApKYkX9fR6PS5fvuzRubwJCWIEQRAEQRA+CAliBEEQBJF1ypYt67VzXb9+HQAQFxenGIyfIz4+3qUgxgXAL1eunOz26Oho2fWxsbF4++23kZKSonju5ORkjwSx2bNnY+zYsTCbzW4fk1uQIEYQBEEQBOGDkCBGEARBKBEQwFpcFSS8ZKzlNn5+flk6Ts7lkVtXsWJFvPDCC06Pj4yMzNJ1XXHjxg1+dsg5c+bglVdeQalSpfgg/k2aNMGhQ4fAeOCbevjwYYwePRqhoaH45ptv0KJFCxQvXhwGgwEAULJkSdy7d8/r9+IuJIgRBEEQBEH4ICSIEQRBEEqoVLnrfljY0Ov1AICUlBTJDIq3bt2S7F+6dGkAcBqc3hNKlCiBixcv4saNG6hevbpk+40bNyTrNm/eDJPJhA8//BAffPCBZPvVq1c9Tsfvv/8OAJg2bRr69+8v2paeno779+97fE5vQkH1CYIgCIIgCIIgCIIgvESJEiUAAJcuXZJsi4uLk6x77rnnEBoair179yIhISHb12/atCkA4LfffpNsS0hIwPbt2yXrExMTAdjFOSH79u3DgwcPJOs54c9iscim48mTJ4rnXL16tUfWZjkBCWIEQRAEQRAEQRAEQRBeonnz5gCA6dOn80HpATZGV2xsrGR/g8GAMWPGIDk5GV27dpW1xrpz5w6WLVvm1vUHDhwIg8GAFStWYMeOHfx6s9mMkSNHIjU1VXJMpUqVAADLly8Xbb9z5w6GDBkie50iRYpAp9Phv//+E90nR+XKlQEACxcuFMUQO3fuHD7++GO37iUnIUGMIAiCIAjCByGXSYIgCILIGd59910ULVoUa9asQfXq1dG9e3fUrVsXffv2lXVHBICxY8eib9++2Lt3L6pVq4bGjRujV69e6NatG2rWrIkyZcpg1qxZbl2/fPnymDVrFsxmM9q2bYuWLVuiV69eqFy5Mv744w/07t1bckzHjh1Ro0YNHDt2DBUrVsRrr72GDh06oHLlyggPD0eTJk0kx+j1erRr1w73799HnTp10K9fPwwePBiLFy8GwApzxYsXx8aNG1GlShW8/vrriImJQd26ddG0aVPFoP+5BQliBEEQBEEQPggJYgRBEASRM0RFRWHfvn3o0KED7t27hy1btiA0NBRxcXHo2LGj7DFqtRq//PIL/vjjD8TExODatWtYu3YtDhw4AD8/P3z00UdYtGiR22l499138fvvv+O5557DkSNHsG3bNtSpUweHDx9GxYoVJfvr9Xrs378fQ4cOhZ+fHzZt2oTz589j+PDhiIuLg06nk73OggUL0LdvXzx+/BgrV67EwoULsXfvXgDsBABHjx7FG2+8AZPJhA0bNuDOnTv47LPPZC3lchsVk9dOm9kgKSkJoaGhePr0KUJCQvI6OV7BbDZj8+bNaN++vWKGI4j8DOXhHCQ1FeCCcqakUKTTHIDyL1GQcTf/ckKYwQBkZORS4gjCBVT+EgWZgpp/MzIycO3aNZQvXz7LMyYSBR+bzYakpCSEhIRArc7fNlPu5ll3taL8fbcEQRAEQRBEjkAWYgRBEARB+DK5LohlZGRg1KhRaNasGUqWLAk/Pz8UL14cL7zwAhYvXiwKtEYQBEEQBEEQBEEQBEEQ3ibXBbGUlBTMnTsXKpUKr7zyCkaNGoUuXbrgzp07ePPNN9GhQwfYbLbcThZBEARBEIRPQRZiBEEQBEH4MtrcvmBERASePn0KvV4vWm+xWBATE4Pt27djy5YteOWVV3I7aQRBEARBED4DCWIEQRAEQfgyuW4hplarJWIYAGi1WnTp0gUAcOXKldxOFkEQBEEQhE9BghhBEARBEL5Mvgmqb7PZsHXrVgBAzZo18zg1BEEQBEEQhRsSxAiCIAiC8GVy3WWSw2Qy4fPPPwfDMHj8+DF27tyJCxcuYODAgWjdunVeJYsgCIIgCIIgCIIgCIIo5OSpIDZ58mR+WaVS4cMPP8T06dMVjzEajTAajfxyUlISAMBsNhea2Sm5+ygs90P4HpSHcxCzGTr+pxmgZ+x1KP8SBRn38y9XkjAwmy05miaCcBcqf4mCTEHNv2azGQzDwGaz0cR2PgzDMPz//J4PbDYbGIaB2WyGRqNR3M/db1HFcHefR9hsNty9excbN27E//73P9SoUQObN29GSEiIZN9JkyaJRDSOlStXIiAgIDeSSxAEkWdoMjLQoWdPAMCmVatg9fPL4xQRBFEQ6dy5EwDA39+M2NjNeZwagiAIIq/QarUoXrw4ypQpIxvnmyDyGyaTCbdu3cL9+/dhsSgP6qWlpeGNN97A06dPZbUljjwXxISsXr0aPXr0wJgxYzBjxgzJdjkLsTJlyiA+Pt7pTRYkzGYz4uLiEBMTA51O5/oAgshnUB7OQVJToQsPBwCYnzwBAgPzOEGFD8q/REHG3fyr17PbQkIYxMeThRiRP6DylyjIFNT8m5GRgVu3biE6Ohp+NNDqszAMg+TkZAQHB0OVzwOMZmRk4Pr16yhTpozTPJuUlIQiRYq4FMTyzGVSjjZt2gAA9uzZI7vdYDDAYDBI1ut0ugJV8LhDYbwnwregPJwDCJ6nTqcTLRPehfIvUZBxP/+qKJ8T+Q4qf4mCTEHLv1arFSqVCmq1Gmp1vplvj8hlODdJLi/kZ9RqNVQqlctvzd3vMF/d7d27dwG4n3iCIAiCIAgia+TzQWCCIAiCIIgcJdcFsXPnziEtLU2yPi0tDaNGjQIAtG/fPreTRRAEQRAEQRAEQRAFlqdPgdhYIDU1r1NCEAWDXHeZ/O233zB79my8+OKLiI6ORkhICO7cuYMtW7bg8ePHaNq0KUaOHJnbySIIgiAIgijQrFihwu3bkXB3XJEsxAiCIAoGy5YBpUoBrVo53697dyAuDujdG1i+PHfSRhAFmVy3EOvQoQN69uyJmzdvIjY2FrNmzcKWLVtQu3Zt/PTTT9i1axf8/f1zO1kEQRAEQRAFljNngIEDtfjkkxfdPoYEMYIgiPzP6dNAv35A69au942LY/+vWJGzaSrMqFQq0Z9arUZYWBiaNm2KBQsWIK/nJFyyZAlUKhUmTZokWj9gwACoVCrFeOz5lRYtWkClUuH69et5cv1ctxBr0KABGjRokNuXJQiCIAiCKLTcuOH5MSSIEQRB5H9u3szrFPgm/fv3B8BOPPDff//hr7/+woEDB7Bz507ExsbmcepyhiVLlmDQoEH49NNPJYJbYSVfzTJJEARBEARB5A4kiBEEQeR/qKzOG5YsWSJajouLQ/v27bFq1Sr07t0bHTp0yJuEKTB9+nSMHTsWZcuWzeukFCjy1SyTBEEQBEEQBEEQBEE4Z8sW4NKlvE6F7xATE4O+ffsCANavX5+3iZGhRIkSqFq1KgICAvI6KQUKEsQIgiAIgiAIgiAIIh8iZyF26BDQvj1QpUrup8eXqVevHgDg1q1b/DqVSoXo6GiYTCZMmTIFVatWhcFgQOfOnfl90tLSMH36dNSrVw9BQUEICgpC48aNsXTpUsVr/fXXX3jppZcQHByMsLAwtG3bFkeOHFHc31kMsdTUVMyYMQMNGjRASEgIAgMDUbVqVbz77ru4lKmqdujQAYMGDQIATJ48WRRHzdFa7vz58xgwYADKlCkDg8GAqKgo9OzZE2fPnpVNm9VqxVdffYWqVavCz88PZcqUwQcffICkpCTF+8ktyGWSIAoIjx8DkZF5nQrC21y7Bmg0AFk3EwSR25AbTs6yYgUwZw6wdi2V8QRBZB25svroUefHqMnsJUdITk4GABgMBtF6m82Gzp07Y9++fWjevDlq166NyMyO28OHDxETE4NTp06hePHiaN68ORiGwcGDBzFgwAAcO3YM3333neh8mzZtQpcuXWCxWNCwYUNUqFABJ0+eRLNmzTBgwACP0nzv3j3ExMTg7NmzCA8PR4sWLWAwGHD16lXMmzcPlSpVwvvvv4/WmbM2/PXXX6hTpw7q1q3Ln6NixYr87/Xr16Nnz54wGo2oW7cuGjdujFu3buG3337Dxo0bsWXLFjRr1kyUhj59+mDVqlUICAhAmzZtoNVqsXTpUvz111/Q6XQe3Y+3IUGMIAoAy5cDffsC//sfMG1aXqeG8BapqUCFCuxvsxnQUolMEEQWycqkVySI5Sx9+rD/P/gA+P33vE0LQRC+hVfKd4YBbEYvnCgXURtyrHJjGAabNm0CANSuXVu07datWzAYDLh48SJKlSol2jZw4ECcOnUKH3zwAWbMmMGLaQ8ePECHDh3w/fff45VXXkG7du0AsKLbm2++CYvFgkWLFmHgwIH89ceNG4cZM2Z4lO6+ffvi7Nmz6NGjBxYuXIigoCB+2/Xr13krrZEjR6JcuXL466+/0LlzZ9mg+tevX0efPn2g0+mwadMmvPTSS/y2rVu3omPHjujTpw+uXLkCvV4PAPj111+xatUqlC1bFnv37kV0dDQAVihs3bo1jh8/7tH9eBvqfhFEAWDYMPb/558rC2I7dgCzZgHz5gHlyuVe2ois8/ix/XdaGhASkndpIQgi/3D6NDB+PPDZZ0CdOnmdGiK7ZBoUEARBZAk5fcfVIIhXNCGbEdj9shdOlIu03AJo/Lx6SqvViqtXr+Lzzz/HoUOHYDAYeJFKyPTp0yVi2IkTJ7B582Y899xzmD17NtQC072oqCjMnz8fzz77LObOncsLYmvWrMGjR4/QrFkz0XVUKhU+++wzrFixArdv33Yr7X///Td27tyJYsWKYcGCBSIxDAAvTtlsNrfON2fOHKSmpuK7774TiWEA0K5dOwwdOhTffvst/vzzT3Tp0gUA8OOPPwIAJk2axF8PAIoVK4aZM2fi5ZfzNo+RMSVBFADcGfmPiQG2bmUtyYj8weXLrIWAgjs9hBbCJlPupIkgiPxP8+bAxo3Aiy+6f0xWOj9kIUYQBFEwyRVBzMfh4mdptVpUrlwZS5YsQXBwMGJjY/HMM89I9n311Vcl59i+fTsAoHPnziIxjIOLKfb333/z6/bv3w8A6Nmzp2R/nU6H1157ze172LFjBwCgV69eCA4Odvs4Jbj76dq1q+z2pk2bAgB/P2azGYcPHwYAvP7665L927Vrh/Dw8GynKzuQhRhBFDKuXMnrFBAcLVoAd+8Chw/LvxdhvWgsYBbpBEHkDHfvAk+esL9TUtw/jlwmCYIgCj8Mw5bdrsp8r8QQUxtYi6uChNrgeh836d+/P3tKtRohISGoVasWunbtKivgFCtWTBJXDGBdDAFg/PjxGD9+vOK1MjIy+N93794FAJRTcPkRWlm5ggv+7yjgZRXufhwt4RyJj48HADx+/BgmkwlFixZVnP2yXLlyeMI1fPIAEsQIogDgqtITbk9Pz9m0EO6TWZ/hv//ktwutkwX1IEEQPoyLNqZbMAz7t3Ah0LAh4BDqhIcEsdyBnjNBENlBWIbYbOxkTJ4cI8RsBvbvBxo3BhT0CfFJvOx+WJBwnFnRGX5+8s+Jc0V88cUXvSZK5SXc/XBioRKNGjXKjeR4BRLECKIA4EoQW7nS/psEsfxH0aLy60kQIwjCWzh2mH79FXjrLXY5ORlwCBtC5CIkiBEEkVWSkuQFsay6TE6ezMYjfvllYPNm76WTkKd06dIAWJfJ0aNHu3VMiRIlAAA3btyQ3a60Xo4yZcoAAP5TGp33kNKlS+O///7DrFmz+Fk0nREZGQm9Xo9Hjx4hPT0d/v7+kn1u3rzplbRlFYohRhAFAGGl9/gxsHq12MVu0SL7b3K9y38UL27/bbXaf5MgRhBEVnjyBBg3Djh3zr5OWE/8848K+/bZlwcPlj8PCTW5Az1ngiCywuefA6GhbLufg2s7ZlUQ++479v+WAuYJWVCJiYkBAPzuwVTDXByu3377TbLNYrFg7dq1bp+LC3wfGxuLFDfiMHAzQ1osFtntnt6PTqfjrcXk7mf79u1ISEhw61w5BQliBJEPsVoBoVgurPRatQJ69ACEM+FmJXYMkXtwgyE3bwKRkcBHH7HLQkGMhEyCINzl/feBL74AatSQ3/7CC1rMnWtf/vVX+f1IqCEIgsi/cCGnfv7Zvs7dNn9aGltPCAdiPTme8A6NGjVCTEwM/vrrL7z77rtISkqS7HPy5Els3bqVX+7evTsiIyOxZ88eLF26lF/PMAw+/fRTjyyqGjZsiJYtW+Lhw4d4++23kZqaKtp+/fp1nD59ml8uWbIkAODixYuy5xs9ejT8/f3x4YcfYt26dZLtRqMRa9asEc2COXToUACQpD0+Ph4fcZ2iPIQEMYLIh/ToAZQrB3Diu7DyOnWK/R8ba1/n5ky5RB6hzXRO//xz4OlT4Kuv2GWyECMIQoi7ZfnRozmbDqJgwTDSTi9BEIUTZxZiycni5XHjAA/CYBE5xNy5y1GnTj38+OOPKFeuHFq2bInevXujQ4cOKFu2LOrWrSsSxIKDg7Fw4UJoNBoMGDAAjRs3xhtvvIGaNWti5syZeIuLh+Amy5YtQ5UqVRAbG4uyZcuiU6dO6NGjB+rXr49nnnkGO3fu5Pdt3LgxihUrhjVr1qBFixZ48803MXjwYBw8eBAAULFiRcTGxsJsNqNbt26oVKkSOnbsiF69eqFZs2aIjIxE9+7d+aD6ADvDZffu3XHjxg1Ur14dnTp14o/VarVo3LhxNp9w9iBBjCDyIZzgPnMm+1+u0lNyvSPyH5wg5vieSBAjCEKIK1HDYmH3oViRBYuctsRr2ZK1FlTwcCEIohDhTBALCZGuO38+Z9NDOCcjA3jypBh++OEgvv32W1SvXh3//vsv1qxZg1OnTqFChQqYOXMmPvzwQ9FxnTp1wu7du9GyZUucOXMGf/75J0qUKIG9e/eiSZMmHqWhVKlSOHr0KKZMmYLSpUsjLi4OW7ZsQVpaGoYNG4YOHTrw+/r5+eHPP/9ETEwMTpw4gSVLlmDhwoW4dOmSKG2nTp3CsGHDoFKpEBcXhz///BMPHz7Eq6++it9++w3Vq1cXpWHlypWYMWMGSpUqha1bt+Lw4cN44403sGvXLtnZOXMTCqpPEPmYQ4fY/64EMTJ/zt9wgpjjeyJBjCAIIc4EjZ9/Bt59l50hzFuQy2TukNPPee9e9v/p00C9ejl7LYIg8hZ3Y4gJ+ecfIDUVaNqU+gzuwHj4kJztz4VEMRj8MHz4cAwfPtzt8zZt2hS7du2SrH/++ecxYMAAyfolS5YozowZHByMTz75BJ988onsdpugU9KgQQNs377dadqeeeYZ/PDDD073EaLVajFmzBiMGTNGsm3Pnj1unycnIEGMIPI5AotTEUIxhSq3/Ifw/ZAgRhCEOzgTxN5+20sXYRiUCLuHe4kloCJFLFfIycdM9T9B+BaeeoUwDFC/Pvs7Pp7KDIJwhFwmCSKfc+8euUwWRITxLt1xmTSZcj5NBEHkb3LF5e3C11jxbm+8+uzGXLgYkdNQ55YgfAslCzGlskA4gV9yMpUZBOEICWIEUQCQq7yEYgoJYvmPNm3sv90RxKiBQhBErghid1ghbHCLBeQymQ/xtC4Q1iP0Pgmi8KMkiCn1BR48sP/WaKi9SRCOkCBGEAUAiiFWsNi7F7h82b7sjsskvUOCIGRCawAAPv7YO+dPTgYsmXWHQWckASWXcPc5nzsHlCgBfPed++emATGC8C249mJWBDGbjdqbBOEICWIEUQCQq7yePgW6dWOD6FLllr9o0UK8zL0fx8YKub0SBCFELhauxQJ8+WX2z22xsDOQ7d/PLuu1JhLEcgl3n/OwYWzn9f333T83WYgRhG8hZyH24AHw2muAvz4Ns3qPwqvPbuC3PXpk389qpT4DQThCghhBFACUKq9164C2bUlMyY+EByagW8M1CPJL5t8PuUwSBCFHSgowfbr8Nlflu7tlx9q1nqWJ8B6OQlVqKjBxInDihHh9Vlxmqe4gCN9Crk7o3RvYsAHo+fwq1Iv+FyNf/prfxs1yyB1LZQZBiCFBjCDyOa5GfO/dAzQqI95osgLRRa/lTqIIRbiGxrQe4/FuzA/46JWZvCWYM/N2EjUJwnf56CPgf/+T3+aqbFAqXxzp2VO6jiyK8obJk4HPPgPq1cv+uajuIAjfQs5CbOdO9n9k0GPJ/maz/TdZiOUt9OzzJySIEUQe8/gxEBsLZGRk/RwvV12BwS0XYNHbb3ovYYRHXLgANGsGxMWxy1VLXgAANK26nyzECIJwCufGKIe3BDE5SBDLG/79V359Vt4hCWIE4Vs4++YNOqNknVAQc2YhxlBDlCggeDuvkiBGEHlMTAzwxhtZD5qs0wEVIs96N1GEx7z+OtupbdtWuo0sxAiCcIa4bBAXFK7KBqMRGDGCdZch8g+M8SlGtZ+FyiUuSoRHjUbhmGwKYiRwEkThR2mWSQDQa0ySdUJXbDkLMU1mgZSQYMb169QezUlIc/QOxkw/YC03a1k2IUGMIPIYbqQ4NjZrx/v7UwGbW5hMwI4dQHq6dJtwFh9H3LEQowYIQRDt6mzBuhFdUbnERX6dq7Jh3jzgm2+AhQtzOHGERzBnZ6BDvU2YO3CoRKjypnBFdQeRVWw24L//8joVhKcozTIJZM1CTKfTwWAw4O7dp4iPZxAf78XEEoSXsVqtSEhIQGBgoNcEMe+cxQPu3LmD1atXY/Pmzbhw4QLu37+PiIgIvPDCCxgzZgwaNWqU20kiiHxBVoLpApmCmHeTQigwejTw/ffsTD6rV4u3KY34A+5ZiJGoSRDEmA7sdJKj28/COwvnA3AteGTVuhggi6KchEk4CgBQqaSFu1phOPrQoSxch+oOIou88w6wYAHwww/sDKdEwcCZhZhBKxXEhDOaC38LKVKkCM6cuYMSJW4jJSUUwcE6qKiC8AomgdFeRoZy+Z/X2Gw2mEwmZGRkQJ3PEskwDKxWK9LT0/H06VPYbDaUKFHCa+fPdUHsu+++w4wZM/DMM8+gTZs2KFq0KC5fvoz169dj/fr1WLlyJV5//fXcThZB5DlKlZSrzpDBAFLEconvv2f/r1kj3eZMEFNqvLDrGQAq/P478PXXwIoVwPPPeyGxBEEUGBzLBqvNXqDI1QFajRlWmwYMk71GK/V3cg7Gah/lUqmA+Hjg4UOgenX5DtH161m7DlmIEVllwQL2/6efkiBWkPA0hpjjsXJCWkhICD7/HOjWLR5NmtwRzUxJZI/0dPBWd9eu5V9BjGEYpKenw9/fP9+KoRqNBgEBAShWrBj0er3XzpvrgljDhg2xZ88eNG/eXLR+//79aN26NYYOHYrOnTvDYDDkdtIIIk9RshBz1dilKZRzh/PnnW93VsFduwZ89RWwbp14fbGUxVg3YgOGLJqH3bujAAAdOrATLRAE4bukZATxvxMTxdsMugz8Ovx1XH8UjRHLvlE8R7B/Er7rNxw7z7bGsgP9ciilhBKO9XLRouz/ixfl64u0NPHyqlXyM4M6QoIYkVucOgXMnw9MnAgUK5bXqfFdnFmIadQKo+uZOJtl8siREBw5EoLPPjPjww+dn4dwnwMHgCFD2N/HjwOBgXmbHiXMZjP27duHZs2aQafT5XVyJKjVauh0OWO5mOuCWNeuXWXXN23aFC1btsT27dtx+vRpNGjQIJdTRhB5izMLsdY1duBeYgmcu1NDst1iAWyMSnKMWg1cusQG3S9f3r4tJQUICgLhIU2bOt/uTBC7cQP46CPp+qi0X3AvEOjVJBbfbB0BQD4+GUEQhRvHDkqq0d5ifuYZ8bY6ZU8ixD8JtcuecnrO7g1Xo2yRmxjYfLGiIPbff8A//wDPPpulZBNOEApcQgviAwfkLYod2/i9egGNGwPR0c6vQ673RG5Rpw77/+ZNmsQjL7HZgIMHgU2bpNvkXLQdj3WF0aiDn59dEElMBJYuBXr0ALzopeYz2GxsPwAAtFrAzy9v06OERqOBxWKBn59fvhTEcpJ8ZbTHPXxvBUgjiIKEkiCmz7iA8Z2n4fsB70GjtqBj/T9QKuI2v91iAWqUOM4vq1Q2pKYCFy4AVaoAFSrYK8AVK4DgYGD27Jy8k8KJK6stcQfH3iAxWZRNernOi8VKZR5B+DIMA6hV9kpAKIgBQKXilzDy5dmIDIrHcxWOCo9UPKe/3j11nUK35gzJyfbfwvpdpZIfQJFb5461MAliRG5z4kRep8C3sdmAF14Ajh2TblOrnCteVivwXIW/EV30mtvXGzSIncm4VSsPE0pIIIve/Em+6YXdvHkTO3bsQIkSJVCrVq28Tg5B5DpKLpNa003+d4/Gv+Gtlj+DYVRo/fkuAEBqUhoYQQHrp8tAtWoBuHPHvo6zGOvTh10ePRoYNcrbd+DbCAUxYUfUaHbt/p1htg8X5VO3fYJwisnEfgPOYukRyjAMEOKfxC+nmQJE238a9A4A4NVnN4rW67UmmCzyZUy3hmvdunZWJ3QhnJMusBBzHPCSE7/kyn53oofQbMUEUUixGjGq/ffYd6EZjl19jl/tTPgWC2JsjFohO9ZfxYxe7Ewsrabtlj2H4/k5S7QLF9xNOKGEu2X0rVtASAgQGpqz6SFY8oUgZjab0bdvXxiNRsyYMQMahRa10WiEURDlLykpiT/eLJxTtgDD3UdhuR9Cyt27QHg4Ozski90s1f7e7eusZvv0JA3Ks8NBQpNof306MgTBL/10GbhzR9yZysgww2AAVCotmEz3ypzKY4U3D4vNhx3vT6XSgmt4BOjtPSGLTb6YNZtMsNnYxopYEGNgNiv0UM1mPhVms1k8lzbhFQpv/vUOKSnA5ctA3br2DnxGBlC2rBalSgH//kvqSlZgGC1CA57yy65G+TnsghiDoS/Nxfm71bDnXEvoZWYacwbld++TljkuwjAqWCw2cE4ZNpsl8ze73KaNDbNnWzNFMkc3FbPLYp6dwYw9jm0PeyX5eQKVv7kNl9+ctDuytb9v4e38q7q6BB3qbUKHeptE4lV6uhmOZcVrDVcjOSNYVHdo1FZYbVpEBsWDgQoJKZH4a9sVNOsoTTMLe859+2x46y0Gn39uQ1gYwMoFOdt3KMxYLCpwkovR6LyMvnWLHaSqUkUHrZZBWlrufWeFsfx1917yXBCz2WwYMGAA9u3bh7feegt9+/ZV3Hf69OmYPHmyZP327dsREBAgc0TBJS4uLq+TQOQA9+4FYOjQGERGpmPhwu2Zazvx2zdv3ixZd+7cWRTJ/K3VSAtGvdYkWvbTZUj22bx5GwwGK1SqjvzIj/1aOUPhy8OdREuOzy8trSWAEABAgMEuiCl1bLdt/h3Vk5IBhIisyKxWq+K70WRkoAN3/LZtsObXQASFALn8a7MB69ZVQpUqT1CrVnwepCrvGT68JW7dCsHYsX+jceN7AIALF8KRmNgMiYk5X64UVlJTW6OIQBDTqt1rBBu0RqQgGM9VOIrujVYDAPaca4mIoASPrk/vzfsUz7AAYAeh7t+PB8BGIT958hTu3y8GoDQAIC5OjbZt0/DJJ4cBvCQ6x549+/DffymidT//XAtXroRh6tQD0OkYPHzoD6ANAGD//oO4fz8xR+8rNyh87Yf8CtuuMZlM2Lx5q9v7p6VlYPPm7S729V28lX+rGnfIrt+79yAA++R0JcLuYljMjwCA2wml+fVcgP3VH3QHALT9YpukTbp582YwDJCUpAfwMgBg/3419u8Hbt++iSFDTsFmexWcIEZ1hef8+29RAE0AAHFxOxEWJj9g9d9/oRg9ugW/bLGo8uR5F6byN81xthoF8lQQs9lsePPNN7Fy5Ur06dMH8+bNc7r/uHHjMErg55WUlIQyZcqgTZs2CAkJyenk5gpmsxlxcXGIiYnJtYB2DMMamnhx9lJCge+/Z0eEHz/2R/v27SXb5dZVrVIZ8Y/YhopOI1W63RHEXnqpLebMUcNms5tOt2/fHmlpQL9+GnTsaEO/ft4JPpIXeTgvcHxXEydqcTPTu1VoISac8adRxcMI0Kdh97lWaNv6RVxbPhcAYLXZrWJ1Oo1sPgAApKbyP9u2bZt/p6opwDjLv6tXq7B8OVttmkyFZwTNEzp3Zp/JxYsNMGUKm7cjI8XlCuE5AQFahGoFgpjM4IccBh3bsNZp7flRo7YgIlAsiKlVVtgYZX9Wem/e59SFOQAAG6NGeHgRfn2dOrXx+LHYZ/Lu3SC0aCGefR0AXnihGWrWFK/jvkGgPdq3Z3BNEAqoSZMX8NxzBTeQmK+0H/IbBoPeozLA39+PygwZvJ1/Vf/swt1T0sG35557QbQstC4WhuzQqK2i5RLh9ySCWPv27TFlihpTp0rrB7O5HNq3Ly2a1Y/eu+eo1fbn17Jla35iApsN6NNHgxo1GIwfb8OYMVJf+tx83oWx/OW8CV2RZ4KYzWbDwIED8csvv6BXr15YsmQJ1M6maQNgMBhgkAmooNPpCs2L48jNe+rXD/jtN+DaNZo9JKcRegOnpuoyTZHtyL1zlcD/3yDjBqPXOAhieqkgplbr8Nln0mvNm8fOFLRhgxqDBrlOvycUxu9SiNGow8cfA6+9Bly9yk5HziG0EOMEMa3GjOmvjwMAHL9WHzoNgzt32Hcr7MyqVCqo1TocOsTO/CYyfhU8T51OJ1omvItc/uVmCeK2+zLs9NdsnS2cB8fXn0tWUamAIIPdEkgoiDlzf+QGRIRB+CODHiM88IloP4POiHSTsiU9vTfvw/D/VbDZ7O1brVYrG2tP7h1s26ZDtWpKs5JpodOJ2xVqtbZQVAuFvf2Q/1B59LxTU1X44w8d2rZlJ2oixHgr/1qs0vY8wLrYA8CbzReiSsmLWHnwDX5boME+cKrVWESD5iXC7okGabm0Tp0qf32Nxl7PC/cnPEMob2g0Or6M3rEDWLOG/Zs0SSMbWzIvnndhKn/dvY88mWVSKIa9/vrrWLZsmWLcMCLnWbYMMBqB+fPzOiW+RXg4cO6c6/0YQQRGObHLHQsxpRksHz1yfX1Cnm++AX78kZ11Z/Bg8TbhO+BG44qH3ufX6bUmWEz29yZ0j0pKAr7+GmjaFOjQAQSRq6xdC7z/vnKZwSEMuisMBk6z3GUNhhGP7AvLhLCARMXjuEESjWCGyiLB8ZIZJh3rCSL3YBgV9u61LyvNMin37YwbB7z7Lvv7yROgSxfpPjTLJJFdHj1iYxe5y5MnQPfuQO/eOZcmX8JmY0WR69fF6xmzvLsX13zs8+JyPFfhKFpV38VvE7Y/P2z/FSpGXeGXI4MeQ612DLqvDHXNvYPSxCduevMRuUCuW4hxbpK//PILunfvjuXLl5MYRvgMjo1Vt0RIxt7R8delSza7I4iVLSs97WefAadPu3F9QhZnYqLwnXCjcSXD7/LrtBoL7t8zi5aFfPQR+3+3/ARABJFjvPYa+/+55wAnIT0VYRiaKTWrCC1LhWWCo7WXEK6sEe4fYEjjXSk55KyLiZyFq++5iWyEyAliSrOPLVoELFwITJgArF8vd37X5yAIV5Qt67mgunGj630I16xcaa9vhe+Asdjb/PXLH8P9p8VxJ6G0JCh7ZNBj2fM2rbofTavu55c1aqto8IQdsFXug7tw3CLchGYCzv/kuiA2ZcoULF26FEFBQahcuTKmythpdu7cGXXr1s3tpBFEjuPY2FBqfAT7J6FayfM4evU5zPjCikGZoUWyGlRfbhRi4kS3kkwo4My9WE4QE8Z40KitMKbb36VcbDiCyEvu33e9jxw2GzWiswLDiAc8hBZizgLkc8KXsG74oO03EmtiOetiInewMeIPwhMLMSFKFjxkIUYQBZs9e+TXMzZ7uT7zDXaktNW03TCZ2FiRHEF+KZJj5dCorSILMY3aCsZJbEmqy70DCWL5n1wXxK5n2oOmpKRg2rRpsvtER0eTIEYUStwVxH4Y8C5KR9zGrM2jAcZe6WVVECO8T7FiytuE70SlYgAwonU6jRlWs1Q0I4j8gisrL6Wyixp7WYNhlC3EQvyVg8IWD72PBW8NQkpGEL+uVMQdyX7CiT6IXICxObUQk3OMcPXtOFqFcOenzhZBFE4Ym3zb0GwWu9jXLntKdj9HNGqrqL2pUVudlhkkiHmG0oCg8BkLw1HQAEb+Idez+pIlS8AwjNO/AQMG5HayCCJfUTriNgDg+YqHREKK0GpAlRmbylEQc3ekiMg5HN2T1CqbaPIDrdoCq6B3QxZiREFGKJ5RhzxrSGKICV0gnYhZbzZfhArFrrrsEFG9kMvY7GU6A7EgllULMUdBjL8UWYgRRKFEThBTq6y4exeSOJHuoFVbRLNMajUWbN+uvD9XTlG54poBA4Dy5YHkZOm27Li1U5sqdyDtl+ChAi/3cfXM45OLiMQV4cgOJ6I4CmLFw7Lo60R4hLNKyvGdaNRWsbCpscBidm75RxD5GbIQ8z5KLpPOOj5hgYlunTvYT6aVDsBVUGUiizBWgQWXuKm9YIFnMcQ4yEKMIHwLRmZ2myC/FIwYkTVBTM5CrH17J/tTiG+3WboUuHkTWL1aui07ZTSV6bkDCWIEkYu45TJptQtgCakRMu53LHqtCS/X2YwG5Y+JDi8ZdhdEzuNsFj5XgphOY4bNLG/558jTp4qbCCJfQBZi3kHJQiwrHR9HlCzEyF07h7ApW/3u3SsviA0f7vyUShZioiDcpG8SRIHDMURBUhLw+edAaqq8IAbIT7LlCo3aKvJIcFX+k8uk58iVwUqCmDvltasZvwnvQFmd4KGZwXIf2cLQksr/NJoNktnCOOqXP46POsxEqxrsdMvJ6cEAnM9IRngPTwQxtdomaYRYLQKXSa1y5yksDDDSBHFe5eFDoEkTYPHivE5JwYUsxLyLxGUyUyQP9k9CgwrHlA5zGyULMaH7DOFFGIvI+K7hM0ew4K1BqFT8EgD5juaePaw7lFolX7mYTLKryUKMIAoZI0cC48cDZ05LywKuLM/KRCmOg7MatRUGXQZqlz3Jh2ERQoKY58iVwe6U0UptKhLEcgfK6gQPjSzmPO5ZiNkrOcfKS0iVEhdFy0/TQwF4x5qAkKdG6TMoGvIQgPOOh2MMMTkLsYR4i2i7M3bvzkJiCUXGjwcOHQLefDOvU5J/8WSAhCzEvIMwVhg3E9iit9+UlPUAUL06EBzs/rkDDamy67my5+hRDxJKKLJkCfDJJwBjtfB6mEZtxRc9x6JCsasY3X4Wu07GFUmrMWPFu73x/YD3ZM/tjsskteOI7ODt/LNtG/DHH949Z2Fh5052tnerVVyH/vwzsGiR8nHc5CvCuLRyhIdL18lZiE3oPBVz+o7Aaw3XSPYnQcxz3n5bOojtjiCmJHy506Y6cACYN4/K/+yQ67NMEoQvI1dYqVQO6612QUujtipWej2fXyVafpoWiuYNbiM+WSqIadQWlC96DVceVARApoBZoUbpM/iu/3Akpoah65zfZSsvlcoGhlFLLcRUNrSpZY9cqtVY8N23Joxoxy67ati8/DJVdN6E3FBzDhLEsoajhZgm00ooMuix4jHuiJZJ6SEI8U9StDTmhLeGDamMyQ4zZgA6HTB6NLvcpa2JtxATDnhwz1uuo1m91DlEhT5AVOgDsAeLXzDFECNyGpvNO3Gj4uKA338H5s5llx89AooUyf55CxMvvcT+r1BBvP7tt50fxw2cyHkWGAx2MUaufpCzEHuh8l8A2D7F6iM9RPuTIJY1Fi4Ehg2zLxdntqFqybK4cLeaYhntqVAmpGlT9n/lykCrVp6llWChrE7wuNO4tliAFJqsymswjPi5X74MPHksthBT6sg48jQtFCbBVMx9X/wFy4f1Ro/Gv2L72DaYP/ht2REgwj1efXYjAHsQa8fKq3bZk9j8UXu8Um+TRBB7N+YHUfBrrcYiihvm7jsmvAN1GrMPw9g75GQhljWOHwe6dgUusV50/Mg/wAknygpVsqqqW0MbSekhAOxWq45uMXIuk6dPA6+8AvzzjxsXIPDwITB2rF0MA4DHD40iCzF+fXIkAPmOJiuEsVQodhXC979vH80ySXjO48dAv37uW5kL89i2bUCVKqz1ye7dQKNG8sfcv88GErcIQqG2aWMXwwAgPt7ztPsKV696ZpHtr09H29pbMbX7BMk2Ybkid86IoAT46ex9DGE7VLje8XzCcmXECODwYffT64skJAgWnp5HDdUX+HEgq5Apldc2m/w788Rl8soV+fX797N1lJLbPUGCGCHAnYZUvXqsmwZVbt6BYcQVWOXKwMdv/sUvazUWifudEk/TQ1GsKBdok8HA5otRMvwuhrSexwfj7/viMm8m36eICnkgWnaspP7X6XMYdEaMbj9LInC9VHOHaFmrtojM1g1aI/wF7lJEzkKdRnkSE93fd8MGIDISOHhQvJ4EMfdp0IC1onjlFRkLMbUVYQGJssclpEQgVV3JrU7U0zTWlf6Ven/ig3ZzEOovNo+Uc9du3RrYvNk+6kw4JylJus5iMvJ6lnCCBLNVB0D+OykSbG9YLXhrMGJqxfHLR4+6F1Sfvj9CyOjRwLJl7luNCPNYt26sWN+0KXv833/LH1OvHtCjBzBnjnvnJbJHgCENH786Q3absE6Qqx/a1NouKle6NVzL/5YTxOSsBb/5Bnj+effT64uInr3RbuWtVllzxELMFc2asVbMs2dn/1yFFRLECEXS0oAbN8Trzpxh/8fFSfcnXCMXQ8xxpLhXk1j+t7MYYo48TQuFwQ+oUN6GVcN7yu6TYfbzKL2EHceOo2MlJbS0cOUCqdVYUDLcPhtonXIn8edHr+DLXh8h0OCeCeaHHwKdOlEHKCuQICbl0iVxzBF3xJYnT4DevalDnl2uXAHUKosktkugn3zcr4igBDAqnVve78kZ9kBjner/gXUju4q2y1mIPXrE/k8jjd4tLDKTBFuMJln7PoZhX5rNxsDRAtCxru/R6Df+t0YjHd2nGGKEK/77z7P9hXnZXXe5+/fZ/+vXK+9Dgphz5Otb+Y9ZbnbJs7dr4OrDCqLz+LnR3O9Qb5MgDdLrqdWsZREFds8aFgsw67tgPM4c64gMfqzYRlqzBli7FgAYjO04HUuH9IO/Ps2jNpWr8v/UKffP5WuQIEYoUq0aEB0NnDsn3UZ+5VnDHUFMiFZtcdudLik9BCoVoNYAxTIDvztitBjcTSoBNvj6zJns78olLom2OVZS3Mg/IO3YOKJVW1C9lPTDalDhGEa8PMettM2dx1rpHD/u1u6EAE86jefPA5UqAb/8knPpyUn+/Zcdwd+2zfl+jjNuGo1s/nqsHMIKAHD9urijbjIB06cDR45kKbk+S/wDcSenRNg9LBvaV/kAldYjCzElgv3lZ58k3Eeus281G2X7swadEWEBT/BGVCvsGt8Krz67gd+mcZhd0sbYGwcatRXPld2LsAD7LNIUQ4zwNlxePn8eSPawaHAmesmJxgSLUntEabKlskVuipb3X2iK4Uu/h97Pj68TElPDUL68Z+mw2qTmYGo1a1lEeAb3HpYsAZYvs+FRpiBWNPiRYhndvz/bnnom6j+0qbUdZSJvoXzRa/juO2DpUtba05XLo6u2LQ1yKUOyBqHIzcwyd9Mm6TZP/N0JZVwJYt0ars2MJeKaDDNbGTp7Nekmf88S6MP89x/w+efAmDEAk3hWInJZrYzImstitc9R4koQ02nNih3R5yse8iidFBPAczwRxAYOZC14+vfPufTkJB06ACdOAO3aeXbc//7HWiCOHOl63+32+SIwbx57bOPGnl3P1/FkduCTN+qAUencqodTMoKcbn+/7bduX9fXUSo3HGcUAwCrWd5CzE+XgebV9vJiw8iXv0awP+tzKXStBMSCWGW/tfiw3ST8MPBdyTnJQoxQwtP8wIladep4fi1nbRGyEPMcpXbky3W2iJa5wdgaNRi+/b/uWFdoNWwMOHcxWfQAgJha2zHzjQ8R5JdMxg9ZhKubb90SC5t6rclleR3ib/fB16itmDYNGDCAdXeMispeutLdb2b4HJTVCZf4y2goJIh5BzlB7EZ8uSydy2TRgwmr51QRE4o2hHOEIynMwwOS7fUC52Ljh6+iVhnWBplzhQHcsxALD5Z3hxJamrkDWQR4jiedhAxpWI0ChSsLL1cscyPsoPB5kkl+1vBEENt3oRmgdq8sF4oqcjwb7Txy/vLlbierUHPkCFCiBLBihXSbXCfDYjLKCgThgU8QaBCX/V/3YVVnR0FMWKeU0u2FxcJaDjpCFmKEEp4KYpwlV1YELGfHkCDmHLk+lbvhUiw2ri5g+PNwbX1PBC1uwHxcx+moX/44+jX9hQSxLKJSsROhTJkiLtc1aqtLQUwYy83RStBVnFeyEMs6lNUJl5Ag5j3kCivHZ6lyMrOYM0wWPVDUeRRkco/JGtJOJYNqQasBAG82X4Rg/ySRGburzm1EUAICDfI1k71x42baqAPkMb5kRZEb96oVZFmKNZI15OLCKGFlNICbFmIuzyXjJiOkrxOvTV+iSxfgwQOgTx/pNjlB7LdY+VAHZSJvieJHAuyMkiqVTRJ7UvRuZF52nz5AaipZiBHKZNVCLCtwx8p9DySIKZOeLm9d564gxll2xVtq8cXE3/81BOBZX81i0+KNJnbFPzLoMQliWUSlApo3Z38LZ/LUqK2YNMm+n6eCmCtcfe9kIaYMZXVCFmEDKyBAup0EsazhTgwxx1FidzFZ9NBonX/S4YFPnG4n7AjzuHCkHmADUXPv8ml6KEa+/LVoe7kiDrNRZHLtIRvUIbrIdZhM8jWX2eKZhdhff7nehxDjSSehoJd1JIgVDAIyBXJXAhWQWUaote7E1Me1R+Wddmpuxpd1M4W+jTN3MLlOBmNVPsBREAOAqNAHkg6wqN5RyeeLjRtpUgtCmbwQxKpXl26jGGLKzJoFLFokXe+2hVimNdjp1Dex6cJb6D9vKa4+fAao8gFf9t9LLOHyPFq1BYNbLhAtkyCWNYTtRmGfTquxYOdO4Mcf2clrVq+WHpsdQcwVJIgpQ1mdkEVoVilnIUaFpHdgGGmHO6uCmNFigNqWJttJ2nLyZQBAoCEVOhczIBJSGAcLsdIl7BVWYmoYGj3jXgTxS/crAwDKF7umuE9U6AMMb/stSkXcduuc48e7tRshwJesKHLjXrcIQppQhzxrcFalrmJ+AZlWpG7OMnn8Wn2cv1NDcfvJm1kIFuSDOPuO0tOBQEMKwgKeoGaZ01CpbLKT4XACV5CfdCbhQEOq5BihZbJKQZkPDycLMUKZrLpMZgVONL5+XbqNLMQ8gX1prmYr5+DCbNhUfthz/Q3cepw5yBFcCerMYiMpPcTleRz7Hhq1FRrX4zOEDMLiWihqcdZi774LFCsGnD90ClGh90XHuhLEnA3OkMtk1iFZg5AlVRDiwpA5MaGw0VXQrSbyCncsxJRGBPacbwGzVYcHT+WjKmaY/aCKrC/bSUozBvCjSGGBiW6ljbDDOBSVZYrc5Z+X0WLgTdad8cfxTth/kXVpjQhMACDf+VWpGHRp8DuWDe2LZlX3omjmjKF37mTnDgghnog2Bb2sE37XS5YAN+SNF7PF/v3232QhljU4l0l3BDGrTcPOMpm5fPl+JRy72gD95v4i2S8hJQLrjnVVPJdaRQqmOzirHzPSLVg2tC/WjeyKb/u9j87116NIcLxkP21AGABIYohx6wxasSAmtBYUu+3bE+PnRzHECGWE+fb8eSAuzvn+3rAQk4Mm/3GPAEMqYt/rhbEdp7ttIcYJYiqV2Fobai1UmcWGO4JYgF6slmg1ZCHmDYR9OuHv8kWv4pt+HyD2vV6i/f30zgWxp0+znpaCHhM3J6GsTsiSKhPvW9jRWbIk+8GaCQWXSbX8EN2MjR+j25y1OHT5edF6faYWk2HyA0IqY2fyfIyJ/VIUnD/QkIrEtDAAwKK338R7bb6TnJ8a0sowNvFIWbGgO3xD06A1ItUYKHuccFbPhXsG8cucJUCaKQBL9g1QvO6kbpPw6/DXodOYULq0/GxmAPttHjxI5tCEcwYO9GzWqaxA5UjW4FwmU4yuBTEbowbUdguxAxdfxJjYmbidUAalS7MF07ZTbdHhq02w2rSwWpWbet52yfBFGOMT0UDT8LbfobSMhW+6JRwAEGSQWoiFBz5Bk8oHReuE70ZY9gstCM6dE88gSwNbhBLVqwNt2gCnTyvv89FH7EzBWcGZ6EWCmHu8UvdPRIU+QJta21E87L7rA2B3maxXz0EQU2n4Ab3E1DCX53G0ECNBLOuIXCbVYpdJjmei/uN/lxWEWREOjHB1QKXil1Cn3AkAzgUxKv+zDmV1QhahIMZ1cISC2B9/AK++mrtpKgw4sxBTq6wI8ktWdJk0mg1IyQiWWCNxBW+G2Q8AkGithGNXn8MXG8by+wQaUvEkNZz/3fW5dYBD8H7uPZ86RTPFOWIzZ0AjKC2LBNln+vLTZ8jGhAHYd8Zhsugls3ymZgSK9lGC62x9+KH89tmzgRdeALoqG4IQAnw5hpiSqOotSBDLGtxU6+50XGw2NTvLpCCOIYewPjBm1glWmzQTc2WRUHShxrTnPHwIfD5FOoJYqfhlyboMKztwIucyWauMVKXw16ejTORNAAwsAkVB+M6GDWP/GzJFMvr+CCFy3/SZM8r779oFDB3q3rnVKrGY7sxCLKfrncKCUAT7tOtk/veSfQPQatpu2WNMFj2GDgVat4bYxZGxzzp55nZNyXFcKBVnkCCmTGKi8iC08Lk5zjLJkZwRzP9e8s4A6LVGDGk9F89VOOqwP4OfBr2Dr/uMRGhAYra+pYLens1JKKsTsgg/ODlBDAAOHcq99BRWfvnFXkDN6j0aG0Z3lHWnYGF3VHLPM1pYYYUriC/eq4p9F5oBAK5Zu6FeowjR/o4B9q1WtkFTpw77l0wTUtqxZsAmaFj6a1P5hmbzqnsVD+PeCcCatTsGzE4zBYj2UYKLL7Rosfz2H35g/2/d6vJUBHxbEPMWVUuex7PRxyXryWUya4QFJAIAHqdEutzXxqihUuv4IQ2hmyWXXc/dqS7Y356J3/hhJeZsHcFbpgob6xTnRxml76hfP8BPK60s5SawsYFzbZKezNFdCWBFtaVD+uONJithM4vdaFQCV9e3Ws7Hpg87oFqpcyRqEiJczWyu1xoxtft4jOkwA46DpM74+NUvsG1sWzQTtH/IZTJ7NHzmCLo0+F2y/sLdqvhlf3/F4yw2LXplet2JLMSCn0GSoRkW7x2IW4/LAAB0gjmb5u4YiuLFldNjtugohpgCKSlAZCRQoYL8dqUYYkq/AaBLg9/Ro/FvqFbqvGgf4az1YQGJ2YohRihDghghizCwppIgRniOXGHFPd865U66dQ6bQ4B3ruDl3PGEBfHkdZ+ix7e/4XpiHVSuGS46zjHGic0m9i8/fx5EJozVJBp516rT+bajXPBkDs5qDwDq1VPzsR44Uo2BospOCbnOkhC9jEZ69izrSkPCtRRfjSHmxt7QyLhsT5sGvPaasA5g8OPAYfiq94cICxB3/Cm/ZY3QANYPIiElwsWenMukvecjHCRZfWcJZmz8GHGnY/h1wtkK7yeWwIbjnfj6Qtgop06rMnLfEcMA27bJu0DKYbUpx5qMCEpQ3Da45QIwFns9Ma3HeMS+14u3CuvVJBYatRV9X1yGd9+Vn7mM8E1clf+1ypxGk8oH0a7OVsXZsR2pWvI82tbeBo3aiobP/M2vJ0EsOzCY2GWK7BZh+S43C7HRbOCFsHr1BBtUatwKn4xlB/ohPrkI6tQBnhdEXMkw+6F45cpOU0UWYvKcP8+2I+/fdx6oXqO24P223/LLQvdJx5iRxUIfyhxv5dsGABvz09l35up7L+jt2ZyEsnohxGQCNm/OuoXPrVvuWYgRnsMVVkF+9peTlgbZmR+/3jJS1qRZKeaLnOsdw6gRn1wUGg3AaENF20qE3RMt22zid3z1quJt+ATCioWxWcEIRBQ1k+GW0CAUwMqUAY4e04pGlNJMAdh1thUeJhXDsasNFM+jbDXIIieIzZzJdtaaNHGdTkIZX2pATO72KVYN7wl/BwF2wgRg7Vq7BSIX7woAQgKS8Eq9TbLWYoT78IJYqmtBjGFUgEpeEHtqLoNtp9pBOLvKa69JM7GVYTtWJIhlnddeY/+PfmWWW/tzFmJyOCvjLVYtVFb7N1ej9FkUC3mYKUbYK6LHyZFITAR69HArOYWeBw+yN2tiYcCphVjqDbzT+id+vePg3POVDqJbwzX8slplRfGwe4ipZY/MLwwD4axNRK688vjr01Ax6jICDamielWIsB3Z+4cVku1Gi10QGzMGmDgROJrpdce96/jkIggLgyj0h8WqxeOyX+F/v34ue1212kbvTQGh5ZzchFfcc3+xygHxcYL61nEwPTk9GI5o1FYEC/qL/vp0XLyYhQQTLiFBrBDyySfAK6+4F+NL1OlngAMHgLJlgRYt7OtJEPMuLarvxobRHfFaQ3YYNzVV3r1iz/kWCCpaRrJeWKD++e8rfLeHs0aSG9GJiACg9Retq1zikmj5zBlg0SL7coLygLVP8JO9nQib1SJyJvDTZcDixvegEhzl7w+EhmlE4lVqRiAePC2Ont/9ijlbRyieR6mhxGGQ8bqMl05yRmRCZuXyNK26H5FBj9Gk0kHZ7VxsyVB/+4hl1RIXMLr9LHzVWyHAHeEWnCCSlB7i1I0F4Fwm5QUxuXp66PgGKFoqAn//19C+X6alwYuVD6BiFBvvigQxOytWADVqAJcyq0m5MmPdOvZ/ZJB7MwxZGGULsRqlzypuyzD7QauS1gFqlU0UYJ+bOMeXMZtZC7m4OKB4cbFFjC/iVBA78T9UjLrCrxfmJY3agmk9xuPdmB8QXfQa1CorJnadgpXvvoG2tbbx++m07vlZk7Aiz7f93sf8wW9j44fKHTbh5EwPk6SzzJssel4Q8/MDJk8GGmSOr3L9gQyzP1TFmjocqYJaH4wj/zWSva5GbaW2kgLC2GG3bnG/GN64gTNIcTRgEIYocJxF1NGDBACqlzrHxxcFWEGsXz/ldJGFWNYhQawQsnAh+3+vcmgjHuHHM2UK0NSxvAQJYt7mw/ZfAQCGxfzIr5MTxCxWLQZPehV3Ekph9ZHu/HphAcvNJMkWpGxJJyzwfvkFaNiQDboOjd19D4AkEPzzzwOjR9uXfbkiPH3aHpcLACxm8TCzny7Dre9BGDzZ3x+ASit6P2mmAP733SelsPxAH9nzNK542Ol15AQxrVa6jmDxJZfJrCAX4wiw1wFCE/6yRW7mRpIKPVzjON3k7zLPMYyKnWUyE1eCmN7fD4+r/Yqxq76w75cpiKnVNswf/DZ7HhLEePr0YWdwfOstdtlZfZhmDFDemMmN+HKw2uzv7GFSMbfTYrbqoIb8y1GahMdXmT2btZBr04ZdPnYsb9OTW9y7p+zW6whfvqSL24BCCzHhgGlk0GMsGTIAzaruAyAeoFOaFd0REsTkEc40qERSeohoed1R8exJQkHMkZIl7b9VdaYA5cVqikbDepII3eqvPmTdGDQqK/X7FBBOPMfN+ji1+wRsGN0RIf5PMXEiu074XAHnLpNyoVFerrMFrWrs4pddhVi5e9d5XeWL7Vl3IUGsEOJJhndH9OD2oYIx+zCM2CUmMog145Fzl7DaNAgICULAS8sxf/cwLF3KrhcKYr8f64I1/w7ElxvHyF6vb1/gyBGgdGlA5SCIuYp74ssNmLsOk0ZaTOLM769Pd8sVQzSyIyOIPUoqKtqfmwTBkbKRzkUHOUGMUMYbYm/hE4ztN6QkiHFlgjBfi0c5xccVvmeUc+g1AkFMZvvmE+353zZGDZXGPsukUBCLkhoQAAB0ei2EbpSOsWhUKhsJYjI4iw8DsLM7OrPg/WT1Zzh2tQE+WjkTAVq72fX9RBdmgAJUYGTrY4PW6DRIsy+yYUNepyD3Wb2aFT7eeUe6zZMyWOjCVbuMfarxOmVPonTEbdlj3BVkfbk9mV2eponDnczdMRS/H+vCLxvNBlGwfCFlywLr1wN79mSu8BO3OTnXP4vNrqhxcSw1aqvPuxwr8VhgFGyzsd9Zk8oHYdAZ0aL6Hn6bo1vk4JYLoFFbEBH0GENfmivapuQ2/3KdLfxvzoozMVE+XV9+ybrNEp5DglghxBNBzJ1KiizEvAfDAHcSSvHLfV9chlm9R6FCMWnALotVC7Ua6NqVHY3gzGSFjV6rTYv1J/th59mX+HVKQTBVDi6TrtzwfPl9Oz5DoYWYVstWSkoVkpAikfbWaGgoALVYEHvgYP5+5UElTFwzBZfusYFOuZngHE2rHZGLIUZihDLemGWysDXwNSp7HlMpzDbG3bPQQkwviH+o04jdZ555hmardRfuG88w+0ny3ITVU/HVn3aXVDaGmMBCzGovACIjGXz55T7UrCl+h44dJkdBLNgvmWaZlMFVeyoiUDm2wMV7VfDXpRcxJnYm4pOLolK4PQD5o+Siisc5olFbRRYJHIGGVFF7oOfzq9w+Z2HFFy0gxo9n///8s3v7Kz0joctk+WLX+N/O2opkIZYd3GuIOFqIWW1axB7sxS+brHr4+TkeZadTJ6B588yFEu2w/XQbzNj4MQC7IGa22CsIbqZjrcZCgpgDiYmsGPbGG+J1wjalv85uxSX8pjja1dkqO5uonKeQI5yFWHg4MGmS/D5ffaV8vC+Wj+5CglghxJNZQdzpGHIVGRWM3kEYc6Fj/Q2oF/2vyH2Sw8ao+XcptAD669ILAOyVliNKBZ6jIOYqULsvC2KOU01bMwOGqdXsNqErpDOeHfAZSpYLw+Ljn+HDDwGoNKL3c/txackxBy42xZBF89Bx1gacuFEXgLwgVr7oVdQuy85MKmchRoKYMmQhJkUoiKnV8r2XXZmW+8IYYsLyzHE09No1YOVKLyayEOFYn3LP0WTRS8pw1oXFvtJk0SPdqOW7U0ILMQCoXPkJatQQZ9AqVcTndBTEQgOekoWYDNy7UPrehdaSHJfuVcbav7th6CKxBcCO/3rzvx8nR+LBUwVzPgeUBkSC/FIkVmHFHSbL8TV8cVY8Z3WRU5dJB4QdeaE7l7P4dmQhlnVctcE5nqaHStYZLfZGn8Wqdd9LQK3FFxvGZU68Ym/rCusDrm9BFmJizpxhhagiRcTrBw8G/raPdYgEZEe3SIAdRKkX/a9kfdOq+12mQRhgf/JkNxLtgEoFzJoFvPde4WvDZpc8qTqWL1+Od955Bw0aNIDBYIBKpcKSJUvyIimFErIQy78wjPtTtAMq2Xd57GoDDFv8Iwb+tJjdy833rVKJXzYJYspIBTG2VcAJYmEBiS7PMW/nEGijGqDK4HX4ZcuL7MQGgrg/R640wrVHFRSOViElI5jv6MpVqj8MeBdz+o5AaEAiCWIeQhZiUnQq+0imVm1BqYjbKBoingacq6aFFmLCuBfCxhrhHM6agyuXOUs7s1UnyXOchcC6o13x938NceZ2TTxNlo8hxh3rWCaEhACl7MbJGD5cXMiFBSTCZGK/DYMuQ1Jf+DpKZUawP5vnbyeUxoq/euPnk/MQ3eMn/BD3HuDg/Lr5wkD+t8WmRZ8fl2PVoZ4ur+0oNAvXOwpijjFrAGD+fNaNxhfqBMe629dxKoipxYGnhPlMKMJWKaE8rZ2jVbAn6fB1uLJDyN7zzSXrnqaFItJh/FtY5jOMKsthM3gLMUFAd66+0aidxxBLko4FFGp+lNot8Pz8s2ACLX06/PVpGNJ6LuqWOyHZt0Kxq6he6lyW0iC03MwqH37Ixkg+ThODi8gTQWzChAmYP38+bty4gRIlSuRFEgo1noyQkSCW+7hjXcSN0Mi/SxUu3K2GlAzpFL2AcgdebRObvZMgpoxEEDNnWoip2G1yDRlHfjv8OvtD+EJUWqgzF0/fqgUAkoaOEK7R48xlMtCQSi6THiJ8NlltFOTn55uQADRr5r4LDQBoVPbOUJHgeCwb2he/Dn8dcm4dQkFMWJ6teLe37P6ElHPngI71/8Dmj9rjuQp/89+4yaJ31FH4oO2lWg7H2FUzwDBqGAxiizEOrriZPNmKKlWAr7+2n0cYYLlIUXEhF+SXApMJMCc/wB+jOmFilyleuMuCj1J9ytWPnIXYo6SiWLhnMO6nVkHbtvYZKIWYzPZnbrVpYLVpRZYenqJVW9yKG/bOO8DMmcChQ1m+VIHBF12CPLUQ41GJywChe5e7Qpe7ceu4fsSFC9IYrb6KXLtO7rk/TQvF0aPidY5WwdkVxIQxxLgZ611ZiNWtm7VrFlScie3799oflL8uHf2bLkWPxr+hUcUjkn2bV7PPeDd1/QSkGgPdTkO5Ijfc3lcOYfko54bvy+SJILZgwQJcv34djx49wpAhQ/IiCYUabwfVdyaIXZWGvqI4JC6Qm0nEkZvxZaHXZwZid4Hj+1Z6/0yRF2A0G3DtYXkAnC+6cgawWlm3niNHfO+dOgqRnIVYhiXQ6eyNq490x7k71fHpWgVbZpWG7+xyU2k3bKh8PpNFD7UaiAhKQMWoy4r7CStq7pvOz4JNXiN8Np06Sbenp2tdNtrz8/OdNg3Yvx94+233jxG6TJaKuMP/lpvVSOgm5mgVJhTLAOCff9xPgy+hUgEj2s2BQWfEq89uFAliRx4Pxb1E4WChCk+fAmPHAkuXAsOHA01ftGdAx84RwFqDXbgAjBghviYHoxIXZP76dNZC7NoK6LUmUaOdkH7vJhPgr0/DhM5TAQDJmQNU3OzEcvWw2czW7QCw51wLAFLXVU/QaqSCmDOBwp24lwUdcplkuXtXeUIIPm86CGJcWa9RW1Ax6opb13ZXOLPZgNu3gWrVxJaqvoww/iaHTmvG0v39JRZbBgMwYQK7PGAAMH26PaMnpEZkXxCz2usDrm3qykLsWvaNlQoUwnb2G01WYN6b7yAw0+Pnzm37u/TXp7s1eyjAvls5q14lSobdBU1elDPkSdXx0ksvoVy5cnlx6ULHlSvAwoXieCTec5lkRPvIFYx7HdrMw4cDYWHADQcR++xZ4P5999NVWGEY19PmAsD+i01lO7OOvutyKMYQ04egy9e/4/1fvuXXvdl8EUa0+xpywpjNxnbAGjcGfE23ttmAetH/oHxRVvG1WdkPLNUc6lQQu59YHO8t+QH7FWaLFMYQ4ywDnDXgjRYDqlVjf8/qPVp2H43aKnrn3PdKlaQCNgvqltiD8Mxg2HKjZH37vozoaB1u3QIOH1Y4TT72KHv61PU+jmjVdgsxYSwZuRhJwhhijtaSjjOizp/veVoKKxYLsHs321EVfrOhAU/5mT1NFj3OJPdA7x9WYMPxjnwwfa7D068f8O23gFofwB8v7Dw5q/9FZYJMZ9hkApgU+Rlt//kH6NGDbXP4EioVAIZB2chrIjdSsxno3mg1v5yUHoLJk8GX13LvwWIBhi6ei75zl/Hu8jZb1pvhWrUFGpX7gpgv1AkkiLHt71KlgMBA+Xa3XRBzcJnMDM3w8aszEBaY6Na1PYkh5gsWip4g5wqt05ixdN8A9J+3lF/3ND0UOh0bM+rYMdby++OPgVuRMzF1/QTcTyzhtF3qDDmXSaPZgKAg14KYryEsWwa3XIDKJS6hU/0/AIiF4VY1dsHGiAuikzfqyJ4z1RjoliDGeQ0FGNIkbS5fKNdzAx+sOgoXlSqxAf24UUlAvkFgNgMHDkASNFepU/d8pYNYP6ozGj5zRCKIDWy+CD8Nehv++jSJQPP992xjf+ZM+7pr14CaNQFf8Y6dMQMYOlShkGJsivFAAODwlcb4efdbWH+ss6xV1qlTwK+/An36KF//1VfZ/47mzGo1kGH2582hAaDPi8vRsf4G2dFAq5UNvggAixYpX68wojHdxazeo7Hw7UEAAFtm5k9zEMTO3q4hMndOVnBj5VHZ48Jx78FZZWay6KHJ/J6V3DTVKpuo80UNGBfcXI2BDSbjp0HsHPVyZaDFwj702bOVT5PbjZC7d3PQUtOSipeL2+fqFlp5ycUFE7lMOsREjAiSzrpHDTaWzz4DWrViO6oPH9ofSq0yp/nfnFUooMKcrSOx+cQrACDt8Bgise7ch5jy+0Qwgsa3u2ONDMSCWIA+DSYTsGunPZN1a7iG/12/PrB6NdC5s3vnL1RcX455A97EsJfsQWQSE4Eykbf45TRjgMiCQKkdlm4KwJ0E+2QqdepqEBFu3+e3wz2QagzEuTvVXSZLq7FIBAl3XdgKGydPAg8f+qYg5liHbd9u/x0fr3wc4+gyqWddJl+qucPta8sLYgx0DtZPNhvryk/YkXOZ5NYlp9vbkvqAIISGsnm7fn17XfDQ2gC7zrbOVhrkgupnmP1QJJKC6jvCPSvhwAjXLnd8l7XLnBItH7ryPPbJDJRnmPzAOMZIkCEpLQRP09jJFSKDHou2edK+EvYPfNG93Bk+WHUUTvYLJqeQy+QjRwJNmwLDhonXK31I03qMR4h/Ev7X6XOJINb3xWWoVPwyWlTboyiopacDAwcCbduKZ9/wBcaOBebNk49NpIF0Cl4h2061RezBNwCoZDu/JUqwo/RyMaM4oqLYYJeOMQe4hqLVppWMSnOzoqhUNt5ypjAJK199BTRpAiS7GfNba74jWmYyH0a6JUTUMf39WBe8+tVGzNz0EeJOx2D3uZYuz+0oiMlRnvVqZTvHgjZrsJ/UWkejtmKpfTCRf28kQijw6AAYsHGyAOf53FnQ2Nx8vv/8w474P/98Dl3geiz0aruwJZxVTM5CTLjO0eJVzoUmPZ2te3r3zt+WdTmNcOBq9W/yGc9s1cl26uXW/X3nFezJLHO2b2ctx1580c2M6dAZDjCkwWgUu8G8G/MDHLmoHF+7UKJSAfiPHRHq1nAtAFbYLFcOqFriAr+fo0WA3PuS61xarHY3egBYvG8gOs7akDmzqHPccZn0hXrgzBl2ADAqyjcFMU/h2iBPE8WFsdAy2F0qRl1BFcF3sGYNa2H2+8guaFdnC2plCgM2G/DkSdbTXBiRmyyJqz9TjUGYuOF7hLedj1On1LJtfm+IVXJxsTLMfoCKBDFHuGcVEWhXdjkhzFEQc1y2WLUwmsV+rXvOt8C1R+XdurbRYuBdWYWx/gDPynh6n8pk0cgybzAajTAa7QVIUmZvxWw2w1xIghxx9+H+/bBmrlarDWYu8LdaC66FxZ3nhx/Y/RYuBObONcNoZDuC7OPUOZ6UJ93kD4vFCrPZBqNRBYPO/jUZLQaYTBaYzcKvkT1XSooNv/3Gtkzq17cCmaPRheU9OYd9Bk+fOj4boLRhL6AQ1+Hs7Ro4dNne4zWZ7O9UigZ2PZuB4/v282MLSeHjZjv+bNqMFoOoI6tVs+/1o1dmol2drRi6aC5MpkqAwIrA3XfneR7OeT76iL3vb76x4uOPXffITSb7PiqVDTYrey9GayC0GvvzZis4FbacbI8tJ9tLziP3DAIC1QBsOH+H9a2x2Wzg3uVHH1nRqBGDGjUYVKumy7QWsV9vxbDegIPVkmMHKD3dDK0WsFrteSQ/vYu8Rm0Tf5M2GwOz2V6usc+KzS9bt9qfPQBYrfayzGg0Zzluh6csXaoGoMHx4+69S5tNWD5IMZvNOHsWGDVKg4kTbXixSCJSFOb6cIwJBjCidY4WAnIWA/fvmzF3LvtMhwyxoHFjH+ily2C12utm5YkyVGAYez7jsFik751h7O+5RQszWrRwXv4K9zdZtRD2sQL0aTAaLVDJuM8LvwmGEX8vhReuXWRDhlEs5E6cCJSKuC2KtQcAGRlsWwkArFYVHJvYbHtAGvRTuMZi1YJh1CIXJiU0aquiIMa9f2G9bzZL2yT5jay0H3bvZstHFnt96njOwgrDiNv8cnlPiNVqQcrTdJw4Ki7bm1bdzwtYnjD3zaHoOGsDUjKC0feNdGwesw0AMKbDlwCAmOlxMJtVePQIKOx9AU/yrzMLsdKlGew4WjlT4DXLDpBnZNjzvWfP01622GxmOPYBjWYDwDDQqKyZbWHnbQlfgbXE1iA80K7schb0jvHguBAIHBabVjRxgdWmwZR1EwGo3HKbN1n0/CC6UBBLTDTj8GG5uoZ9L1euAHfu2LdbrfY6yGKR1gf5sf+WXdy9lwIliE2fPh2TJ0uDVW/fvh0BAQEyRxRc4uLi3NyTjQh9794DbN7MmmKlpb0EgHXj2rx5s2g/APjzz83o378d0tJ0mD8/DkBbxbPHJxfB6VNnsHnzdVy4EI6oULs/htWmwbFj/0CvvydJz+XLjwBEAQCuXLkCoIpDegonrFLPPoPDhw8jJYU1bT13LgLrFvjhy15fyh43dtUX+Pu/RqJ1N2/ewebN8hGp79ypDYAdWUhNTQUQBMD582Ub9GzaTBa9WBDL7MS2q7MVANCj8W84fbkXgEr8Pp6+O/fzcG7A3vfp01ewefMFF/sCd88+QdXM3watESnJiQCAxBQV0jPSwH1f3IiNEnLPTMu8hQXHq+BJagQA4OFD+7fywgubAAB79gQAiIHVpkFyciIA1qdGTmxw7BBt2bIdQUEWPHz4PIBiiunwVWoZb8BitoCr/iwWm8zzYfPL3bvizuvFixcBsK5M27ZtR2Bg7ggDN27UAFARgHvv8ubNugDYstqgy4DJohe51W3evBlvv/0SHj4MxO7damyYdR8yno4A7JZ0HH66DKduWXIWYn/8cQAAa8m0cuVZJCRcd3kPhRGTqT24zodcZ4gLpH/lymWAL4FY5N77w4eNwZUdjtvlyt+nT5uBK0v+OvEIQntWf306jh8/iUoqqWDy229xAFjBn2EYHylP2DLgyZMn2H9AKyl7n42W1s0XL9rrl+PHiwFgB7hatryJ3bvL4tVXj2PWrAb8/iVKpKB+gzMwx5uATHmSc12KLu/anFmnMUu+RXWmOw/3jsxmFYCOAICjR49BpXrg8rz5AU/aD2fORANgY/Q8evQQQHHR9sKSX/fuLY3du8vgww+PISjIXs6mpcUAYPtAmzdvxunT5QDUVTzP8ePHUDFpJm9Zsvd8c3R5YRsSEvzwZa8xisdxvLXgZ4QFJGLmGx/x67o3Wo3Fe99E7Hu9JPv769Nx5cp9JCfrAETz6SzMuJN/9Vppv3X+rrfRuPFd9O17Hlu3Op+R/sKFKuDqCc+ep70/uGXLZnz0UUlUCE8EMuOpZpj9kJaeDo06BPfuPQBQHCoVgyC/FCSnh4jOVNjfo5Br16oCqCKquysXv4SJXSe7tOi12jQi961Ry2dDMjjiwI9xwzAshnXTzzD78W0rYd+tWbNEnD5dVHLsvHn7YTarMXp0C9H6jAwzuLrm8OFDSE6Wb/jlr/5b9khTml3EgQIliI0bNw6jRo3il5OSklCmTBm0adMGISEhTo4sOJjNZsTFxSEmJgY6nesRQo5ixaLQvj3bYA0K0uJBZpuHWyckJqY9kpLYc9+69ZLz9Fh1qF69Jtq3r47QUBViA8/w2/z16ahb90W0by9tQGu19g+0YsWK/G+59BQmhOaojRo1RvPm7LPp3FmHIa3nKh4nnlGMZebM4qhXT/55bd5s79wGBtpjWDl7vkKzWsep3v10GfAXzH6ZagxEdGVxAe/uu8tqHs4NKlWqiPbtXbui7LeeAjL7OwadEUEBfsh4aoTGUBRBgfZGTLrZuSCm9MzSLSqsZ7VHFClSVLL/ZX5CSRUiI8KgPL+kVBBr3boNIiOB776zW5gU9u/OE6xHtuHGqfMAAL3WCBujR/v27fHkCTBlihqvv648mlSlShX+d0xMG4SF5XRqWQ4csH/v7rzL9evZdx8akIh1I7rixI26GL3Cblr48svtER9vr/7vPayGSloZH28AxUIeipaVYiDeiC+HckVu8NamQqpXb8r/LlqUrU98EY3G/szlBDEuxkiVKpVE69991yr73n/8UfqNOyt/p0617/9sgya4vb00SkfcBsDWAc/UrAPTX471OYM+fYTXVvlUeRIeHg6LTSqICa0EAGDrqXboMaA0X79oNPbOzubNJXDvnhmlS9fh43KOG2fF5MkGqO7Wwfnf9wLJnBjGHvfaW83w3zrnsZy0aovke+PqA+4dpQu84Bo0aCDbXstPZKX9cPOmvXy8cSNKsr2w5NfOndnnceRIW8yaZTdZ9POzlys22yuoVcv5eZ6rXxdlbI/xODOvHbvWAH1i9iAhQbl8F/IoqSiC/MRiDTd7utSiGAg0pCI6ugIeP7Z/E4XlnTjiSf79efI20fKxqw3Qrk8jjBtnAyAVORw5dMizdoEc7du3R/v2QMaeYBzby4ojJoseAQH+CPZPRtEiRfBV7w/5AYAl+wbgl/39s33dgsixY+zzFtbdZYvcRNkiN/Fi5QNOj61bVwVNut0mWxgyRSmG2IMke1kmFMSm9RiPD375Bqdv1ZYVwwDg/fdbya5Xq+15slGj59GsmdRCLL/237JKkrPYJwIKlCBmMBhgkPFR0el0hebFcXh6TyqVGjod+7EKYyjInWPECPu6Tz+VOpALAwZabRpoVBrodOx+wgDLfroMqFRayCUzMdGeCJUgVklhe0+OCOMRabXyzwYAElIi4KfL4GN3ce4RZcoA586x1lwhIcrPShjHqmlTFS5fZv3b3X2+Jos4IEGAIU0UFyjQkIokRpw3PH13+fG7VKvtednpfrDPu2nQGgGG/SZMTChUanvllWZ0bpmqdP9dugCvvw40bAhs366W7C98v8Za3wJHPlBOq+B7BdgKz/Gy+e095CWHjtrf/6zeo/HBsu+h0+nwv/+xLuU//KCcPzSCgBsajfQ55xTC+CHuvEsumS9WOQCVikG96H8dtovPwaiUhV1HQax9XfkRYc5aUqeVCopGoz1Da7XufYOFEaHbnZwgxsUY0evFz+f77zVwdKEExPFCHfOFXPkr3F+r1WLwzwvQ98Vl6P3CiszGtlbiMlmh2FVcffiM8CyFvjzZs8f+W61Ww2zRSeK2cHFkVvzVG2v+fg1P08Jgs4HP28Jv1s9Px8eF5OC/A62efy8Wq0DYCH8Ru862QqsauxTT6cxlkntHgigjmDJFC4sF6N5d8ZT5Bk/aD8I4SI8eSTuXhS2/JiaKy1DhYGfXrlpMn87+Lh1xC//r9DmWHeiLQ5eb8PsEaR/BlGJ/Tv66dKjVzq1VhJitOly5X1G0zpm1fIA+DSrBDNtA4XsnjriTfx3d7FKNgfDTu18/1hFMXJjV58kdZxK8f6tNA1Xmy3qhzFo8W9RuDTug2RKRIKbT6fD992xMRW5Cr8IKV6bL1d2uZls1+OnRrIkOtuvscrrJH82bs7Gmn3lGhYTM2WCvPqyACsWuYuvJdriTUIo/PjE1TDT48U2/D9Bq2m6P78Fms7/nl17Som9f4JdfpPvlx/5bVnH3Pij8ZCGBqxDHjBFal8izYIHz7cKGn9WmEQXVF44K+ekyFAMkPxZMguE4s2VhRihEMwxw5w7w00/S/R4mFRPNOGK26LB3L3DzJhAUBLgyeBSKnl9/zU7HfPas8v6OOAbK9teli0YGA/RphSqovqcwNnun3qAzAgz7MEy2IFGjzpXLpBIaDbBqFTBqFNCggXR7afskZPCLdB5007FD5MvvzR0ePLC/wBqlz/Jl2Pnznp0nJ4NVm0zAc88BQ4awy1mdUt2xwc1hsYjTb1MpB0NznN30rZY/y+6XZmLFYTkLMaHlrC/PbCQSxGTeDTdQ4e4zyk4eVKkAk8XAWyfrNGZs2iSNfVI05JHXrlkQePAAaCnwJVWpxDOwlS1yA4Bd+E0zBeBpWhgAz/I5v12l4e0DhDFm1BoVfjvSw+k5SkXccRlUX5imEyfYSXmIgo3jN+i4nJjI/v9fp89RteQFTOsxXrTdj3kAo0DfPX6tvkflssmiR6oxCJ1nr+fX9XlxOSATfxAAAv1SYbP59oQqjjCMVFjRacwePaPXXwe+/15+Ai9PEc1UbrOLlzHPLHF63L//AsOHAx07Zj8N+R2u36Uc/1MZG7Ro1txevmeY/bBrF/DoEVCnsV34GvzzQrT/cjPii43Bg2T7eotN61ZcSVc49g+WLcv2KQsNJIgVEjZuBLZtA2bOzP65hIIYw6hEgpijhZhS4S2cXtno2gK70NBWEI7t559ZYYPr1ApJN/njiCBmmNmqg5/ypIMShIJYSAgb5FfgzeUSR0EswJCGCsWu8ss6rdm3hRWrQBDTGmE2sb0KCwJFu3EiQHYYPx6YNg04JYhlGxAA3LvHTplu8HceuV1JECvsHdesolJo+csFyH+5zmbULWe3rrojiKGdk437rVuBY8fsYrrQAsKd98rtI2642Q90FMS0GuWbEZb5zuCsJeUsxHxtpmElhM9c7jlxbhS5IRpy1+Aa2XqtCb//LhU0HS2jCjv37knXCUMMzOo9GoD92zJb7J2ULAm/KjUfSkZoIaZSAZfuVcH436YpHlo64rao3gZ8c4DE1+o6V4IYtxwWkCh7vB/ui9rl1x5VwKb4hZL9zt2pLrGCjzsdA2umcJuUHoojV+ztWEdrYo5AAwlijthskLidatRW2eD5SqjVwLvvAs8+69m169Zl/1cQRA8RDoQIBwCu3g51eq67dz27dkEmO4IYAy1UKhW4cOcZZj+o1ewEaKjxPxy81AQf/PJN5jZ/DBigQlCIvVMYaEiVTOKSFWiWSWXyRBBbsGABBgwYgAEDBmD16tWSdQtcmTARsrRr553zCBvAWo0FNhtbwZ44Ie4c+evTJRWcXmtEUYdK0ZcEsRMn7L9jY8XbhBVOuslfFITRbNV51Any9tTiAfo0TOwyhV/Wqi2FsiHtbsOZsdlrDX99Op4+YStAoy1M9J569hZbiD3/PFCjhmdp8vcH/vc/SOJ+FC8OREYCKo3zUSEliwBf6yTIYbVKGwBK35njtOZVSlzARx1mYnYfe9zKH36wb/f28xVa0jp+e0JBrEQJVihzp3MhbLjVL38cI9p9DX99Gg44hLvQZZr7C2e55XC0EFOCE4flgurPmGH/7csWYsL3KusyaXEufjvijTzIWaUpTR8vDODrrWvmZxzrVpUKeJIazi9HBrHm75yFn8lqLziybCHGCWJCC7HMdBy63ASD5i/EnK0jZM8zuKW4veyLgpiv4a4gJqRNLXu8qqcPE5CR2S5/ZyE76pLMlAfDiDPtFxvGiqxS1vz9GqZvGCfaRzgoWDJcXh0J8U+SCGKuPFkKOwwjjUN49OpzirM9e5MNG1jvhB2CEIXCNy+MaZWSEeT0XIW9PhDCtcMMWs87tTZoAIHnici7xL84JqyehtO3avOratcG1q2z73LuTnVsOC42w5vYdTICDa4zjL8+DZ3qr0d4YALVB07IE0HswIEDWLp0KZYuXYp//mF9k//66y9+3QHH1jrhVYqFPJCIVkKEghhnwrt1K5ByeEqmWTSLQWuUdMoWvPMefh3+OkplBuoFfMtl0l3Szf649bgM4k7HYOfZ1kg3BeSqILbl5MuiZS6WGYdea5J0mn0JRmAhFiGYfi/dFiGK9xIUbO/A+PkBBw8CERFeToyLjKHXmjD99bGY0Pkz6LVGshDLhGFYkbFKFXGnUOnbcRTESoRLTUW0GjMmd5uIDvU2evX5/v03a6E2aRK77HhuoSD24AFrdfrrrwonYxiUCDgPf32aSNyY+cZH6Fh/A95p9ZPExYKLf/E4JRJT108QbQtyo8EFCGKIyQhiQnxBELt7F3jzTeAfh4kIhfWlXKPaMbYjAPz5p/J1PM2DwmfP/eauWbvsKVQpcUEiiPmahZhj/lSppCITYLfwU7IQc1VHywpiDhZiHNceVcCG4/aZ4ZzhGFOSOkCFH6VyQDgIO7bjFwgwsNMI/rE2EfHxbPy7y/crAwC0WpWk/DFbdSKR9u6TknCcGW/B7sH877rlTsimo1aZ07DZxIPjlSsDmza5urPCi1AQW7JvAKb8PhHrj3XGpUs5f+0yZYBZsyCKa6hi7C+HcwEHxGUSR/dGv6F0xC0AvtXO5NphXB2ZYfZTHKiQoNIAxkf812O1KcfBKFMGCA0FmjQBvty3FHO2jsDmE+2x/XQb0X4tqu1B5wbrXV767Vbz8UG7b/DVGx9SfeCEPBHElixZAoZhFP+WLFmSF8nyCbQaM34e/BZ+Hf46L4q93ngVvun3Pj/LoHBEmBPEli0DWlYXB/BTq2149Ih1E4yNBZARjwrFrgAAqpc6x+/nSxZi7sJ2HlWYvuF/mJbZAfWko5jdTuXucy1Fy53q/yFa1mosOHcOvonNguqYzi9ywZNNFj2sqkC+Qks3+YvcXLmGgbet94Q4vjcAKBt5E40qHkGrGrtQu+wpEsQySUlh44Jdvcq6OprNQLNmwI0b8h+PoyDmOFoOAK/U/RNNq+7HqPazver+8f777P/Jk+W3y8UQO3lS4WQPduPlosMwq/doBGZ2gIQ0qngEX32egDearEBopksNJ4hZbRpJXLwAQxo/0cqgFsrW25xrDXeud1rPw48Dh0KfhdHUgk7fvsDixUD9+uL1PRuvxG/vd0eTyn/Jdh4zzH6IjAQEEwfDm5N41awpXWey6PnrzX1zqCRmmK8JYnLlt1Ak5Cy7OeFXaEEjdHcqIZ04WoRQEOPgJlVQSoc7OIsh5qvUrIlcsbzJLdyxCAOk8QA3fdgB/vo03pUyUSB8aDRSQd5s1YkEX2H+5LiXWBLHrrKBUPs1lYnODdZyLCEBWLtWvH7MGDYGlS9is9kHWy/fr4Q951rCxmhQrVrepMcaWo//PX48cCmVtUZytBAGgKEvzcUvQ/sB8C03WEdBbN+FZjh5o46TI+ww0AJQO+rJshQVTBz5IKUsNhzvBKtNi21x0u9Pro3nSKNnjgAAyhe75lZafRWKIVZA+eknoGdPz48L9kvmXWDql2fNBN5p/RNqlTnNz2YkbPxpNRYkJAAWi7TG1ait+OQTYPt24I03AJgT+TA1willfV0Qa1t7K+a+OQSv1LUP9csFY89NCzE5SwQhrqw8CipuiUTJV0SxYblGS6oxECqNnq/QMsx+8Be8xpwUxNQhbCds9RHp9GDCDqtwMgThvfqiOCYcCWMY1j1g/37lKa7lYohxaDLjKhUJjhedM6dwZiHGIVde/P03cH3TZzCZgKolL8i6O9oYNSZ3+xSDWy7A1O6sGM+5TFqsWlH8EE4U5Eaye7+wQjHNXJnfpcHv6Pl8LF5v/CuqlrzAT9eudG+FEaVO3qAWP6NIcDz6N12K0plW1LvO2qdHt1i12LnTA9duD5/lrFms+Pr33+IYYs7KLBLExJ1CzoVIThDr0MF+TNWqwNy5wPr18tcJ57wwVWq7tZ7A/TKrg17vtGJd4Li8QRYB7IRDixbldSq8h6vv3tn2ilFX7IJYahi/XquVusdbrFqRhZhSuzHF6NytTqcxS0KIAOyA1bPPAtd8rJ/+9ClQrZo9lm9Segj27AGmTmXDZ+QFluJdsetsK7yz8CcUKQJYbGy5JieICfGF+pyDqxu4CchMFr3LvhSHjdECzwzC+Qf1MSb2S8n2IOefEACgRQvg0r3KonU9n1+FiKDH8gdk8jCpmFtp9HVIECugOHWZccRqRL3of1Aq4rbIyoudWdDe2OUCYgrFEL3WxAbqt0oFEo3aKha7rEZeRxCew5dcJuuUO4HJ3SaKCqiPX52BKiUuitwShYIhhydCSnZFF7mRPiGFVRBzC2uaaK4koSAGjV4U70VoIcaNlMmJF9kl8MVZ6D9vKa7HS2ec9NPbv2GDzijbAfKlRguH0FpD6K4hZ/kFSC3ERNsyBwmEM7E6K9f27wfeeYdt+LqDq/fjziyTcXFAy2apuHbdvk4uIH5SeghqljkDgJ1lE7BbdVlsWhy/Vh+X71fCtlNt8SiZHaosHnrf6bXNVp1IGHi71Xz+t2NZ5wsjynJ5Q2hxWzHqCppX2wsAOHmzDm4nlAbDqHD9UbRH5Yen33VYGPDNN+wMpo4uk44kpwcDcN0hKuz461JFwcIdY61xz2/HDqC7w3jFkCFAJwdPxwULgK5dgbfeylwhcJkUvgu5On7imik4e7sGVh1SHg3lAi8LBTE/XTqUZgAsDLjzHRQUYZBhgC5dgA8+cL3vvXvAlCnAQ4cIKNy9qmTe+euNf0W9aFaxf5wSya+XK3cyzH6iARKlGIeu4ky5CkL+++9ONxc6fvyRFQEDMr1yUo2BqFmTtcxyNcN8jhFcEVPXf4LL9ytDpbIL/cJBQDl8ZeDVaBRYiGnsZb/jzI+b/u3geCgAwMpogYCSmLP3Kxy7+pxk+9mz7qXj3SU/SNYNaiGdEANg+6Mtqu/G0zT7xAg6hZnHCRLECj1DhgA49wVm9R6NZUP74r023/Pbujz3O/7X8XN+ue+L7PyrXOcIAMoVuQF/fRr+/FNeEBNhM/IFYqAhFYNaLEDVkudFnQOzma0MmjQB1qzJ/v3lN77uMxJNq+7Hmg9e461K5JCbPjc/WYgJ84DPYU0XVeycy2RKRhDUGvvkB1abRmQhxnX0c8JCrMwzYXiQXFZ2m9CCQ681kYVYJo7ljishxpkgxsV7Ej7r4cOV92/WDJg/Hxg3TnkfT3DHQqxbN3aQQ4jjbLKAvCDIlVWshZgW7yycjxkbx+J+YnEAwPcD3uPdJjnWHe3K/zZbdLKxRgCpuM4w7N+bb7KzqxZGHAWx48eBmjXtz0/oypRh9sPgnxeg1/exuJdYEmp17n6vZqtO9npr/n4NgO9ZiDkKJ1HBN0XLeq0JYzrMQNWSFwDY69LWrd2rwwcNYl3H7IMpat5mVeieJneuAxebYvjS77Hy4Bsur/MkM163Kv02/vzoFXzUwQtTkBdgCkod+O+/rFXht98q78PdS+fOwKefSrfzgphKetNNKh/kf1++X4n/7Tjo8vWWkTBZDIgqbq98lNqNqcZA2fUcOo0ZIf5P0fP5WDwTdUWyncurvkJa5tg45+6Wagx0aqGeGwjbrSoVYHNTQPaFdua777Ll9fnz7LIzCzElcZgTlpX6B2XLAuXKsb+72ptWknrg5ClpO+vlOlvwVsv56FBvI16ptwnc4MfXfUZiYpcpKFfkBr+v40QOhB0SxAogjg22MpE3USbypuy+P/0EmG7vkd1WOuI2mlbdL1nv2IGpXuqcrMWQRBCz2q0n3mn1E3q/sALf9nsfiYn2XX74gS1cDh2SjqamunaFLlAMbL5YcZuw4cuRq4KY1bkgpi+kowhuVdiOgpjAQkyrszcOrTaNrIVYTghiUVFsLKy9e6TbhKOvBi6oPsOg1TOxqJfprlZYGyrOEIoSRqPrZ+AoiDlaygLiQOjuBATmGlDZRc5CzLG8YBixBRsgndYdkBe7tZllucUh0Ktwdr1V74mtUs7dqc7/DjCkyYr8gDRNNhvrsrd4MTBhguwhBR6zQ3XZoIG8tR7ANaoNeJgUBQAeCWLZ+a6FLpNyVQ/XsHd3ltHCgqNw7qcVTzgT5JeCdnW28stK+d5t1BreDV9YL8vVI0ePsv9TMoIxbf14p6ctUgS4dAkIiP8NKhWDl+tsyV46iVxB+E0rWbVx+/z9t/x2qxUoW+SGU+uep2mhSBW4Omq1wP4LTQEAk9d9io3/sDGk6tR17TLpShDTa014o8lKvN1qPn4e/JZk+8mTbJxPX8FsZuM5c3VxmjEgXwliAADGvT6AO/m1oPPjj+x/bpZxrj1otBgk34SSFaWNYR+ws/7B338Dq1ezsfU4HOt4pVnsezWJxaj2szG6/SzE1IoTbStbxK4PKM0ES5Aglu8xm4F9+4AMwSBtkmDQX681YumQ/lg6pD+0Cm5ungRVVaussh0mWUFMpWwhxrkHajUWnPjH3iHaLY7LzzNiBOtDffCgdNv58wXT7fKNJisVtzl2PAGyEMs3WDNElVBkpvtrSkYQtFr7e7JYtSILMY6ccJkEgFKl5M3phVZBBp2R/d6fnEDH6vMxq/doAL4hiJlMYrNzYZlhMnluISYSGjNFHUdxR4jNBuzcyb4nDnfLXlfvx9085ThzYai/1GdTrizXCmKIidIlkEqEwdZXH+mOi/eqiPZVagg6usvYbPYRcqDg581ly1iL53vSSUlFKHVOHcvi3LIQ4wUxi0420O/TdNbNIiwgEQGGVDR85ghvSag4oUMhwLFTp1ez5avNxla6xRxm6M62IKbSSVwm69WTr+MrC8LHpJkCXJ566VKA8QEXZXe+F4Zh64H8HtNWOPjhKKy7i9UKTOg81ek+jrORajTA1PUT8MYPK7H3fAv7BpU9QUplfGqGWBAbumgubieU5pf1WhMqlxBPnxji/xQvVtkPjdqCjRuB0qVRqOEmddi5E5gxQxwMPc0U4FZYhJzEsbxRM+59KMJvzxfCIQB2q2mjWUYQUwhHo8osiJ215YoVA157DdBls0ppV3srlFzkX6j8V/ZOXoghQSyfM24c0Lw5MHCgfZ0wLg0XHBNQjvXhiSCm15qgdXD102os7lmI2eRVK2FHSqnQ/+Yb9v8nn4jXr10LVK8OvPSS83TnFxwLQyW3yfzuMunbMcTSFYPq63QQxRCTG9XLyVkmhY2Pg5eaAIDIypO3ELNm8PcQGpBY4EUHd5g9m51NjJupUdiZ2LwZ6NGD/S3M+9zMiLt3S4PqO1reAc6/i5Yt2XLqrmAALqsdGndmEZOzEBPGkwPkrXt0GrOk/LGY5QUxuRg0APD7sS64kyDuwShZCcgJYqJrF3DtvV8/1uL544+d78fF7XFEThBzF298149TIpFhloornHVg3XInsOnDDvii51j8rxMbYuHEiexfN7/iKIhpVOw3xQmEjshZe3uELojXI00WPWbOZDvNcu0B4TpXcUABtr1lk8kkvlAfOGKxsDN/liuXu5YsV68CL7+sPBjsiLAzrDQQ7Or9Wa2u4z4G+yejQQMgMhKYNInNK2arHvcTHaZHVbl2mXQMqp9uFo8U6jUmB1d9BrP7jMKU1yai5/OrnN9MIWD9eiA4GJg+3d6X4eKHZZj9wDDqLE+i4S0cXSbVcM9VXujpU1gtxBzhBkaNZgNsjEZUFisKYpkGJN54z/suNHO6PTzwiaJRQ1Tog+wnoJBCglg+Z9Ys9v8qQZ0hdEEUBmpXcnOzeNAp02tN0GnFB2jVFsk6AFCrHXo2VqNsRS20UnClfDsKZvPmsf/3Sz078x82i8iCJN3kz88k5ohcwyI3BTFXo9o+LYhZ0mVlAF4Qy1xOMwbI5ueqVXMuaSLzdEY61KTXmlgRRq3l76Fk+F2f6ABx7neTJrH/hZ2JiRPtv4VCPmcB1aoVEOl/G+3r/glOSRQKOdxv4ai6Y0ytffukaXJXEBO+H6NRGlPFZgPKFbmeGRybu770HI4WYnJoNRZJJ/7AfrbxJAyg7Ay58osTFx1xJYhlFJIQVa4mUIhUmAkqOxZi1aq5t58cdqskAyZuXY5TN2vz26w2jWgGOo6W1XejSPCjPHfvyUkc86dWzWbQpHT5aNeuwg+4RBvMVypmqw5durAzUMrV8cJ1USXdFMQE98MFVLZa2UkelGZDLYzcvw8kJAAPHtitdVyxZw9w4IB7+86bx35TjRuLg9z36AFs3crWMe4gbAO7I4jVLHMaaz7ohmZV9/LrrFb5mcyFfLdtOCpVYtP66adOLFfUAguxzM6+477CiVMYRoUHT6NE2/Vak8jaeECzJahQ7CoA4KWaO5ymszAwaBD7XziDJOfGplSu5DZSCzHP3XJ8xUKM62tzFpNCQdgKA+4+KSlzFPvRemPA/LPfP0HXr9ch9mAv2e0GnVGxD+evT0epiNtQsiDzZUgQK4AI3U2EcUkcrQM4zB6MwJcIuyf5kBwtxH6MGwZAaiHGWI2yBeKz5f/hf7ty/clrs+FsYRU/f399Oha/M1B2V7lR5dycZTLNGIBTN2vj3J3qvCuI+Pw2SYffZ3CIIcbBuUxy7TpHM/eSmXXgxInAe+8Be/dKTpFtAgVGOHLihUFnRPPmwIXz9u9Vq7b4hCDm6HKh1JkQlltCa9jWRcbjw1e+4mfskXOZFB7rjmgsdG+X48ABIDoaOHbMvq5iReDtt8X7heMkFr8zENNfV47SLxdDTA69xiQRYTQKMcTizsTInkNOUFe0EHMYqGEYQGVLgzpzxDS/uzB5C6WZ1hyfpSeC2PTpbFkjF2rAFcJrpJjCRcGArTYNEtPCZI+rWvKCKHZiYYOzcmj4zBHM6DUGUYFsx1U4U5eQe09KyK53G10wL06qVTa+bndlIaYzuBbitFqAEUTH5ixGLRY2Fs2zz4oHWIHC26kVljPuuKAnJrJWv02bujewMXQo+//IEXEMIHdnj+MQvmOl6wq/3S9eH4uIoARM6jaJX+eOIPb7sS5Qq+1tSaW2d2QRQdxURo8ZM9h6LTmZtS4DgAyTvUC4nVAaRoeZhQMMaXg22t4P6Nf0F/63khVyYcJxAKFmmdN8XX7g4ot5kCIpjn2KNHOwx+fwRQsxQBxI32w1YNjiH/HBL9+IjrmdxMZcnTGDXR4xIuvXP/K3Folp4YqDMf66dMX2af3yx7FsaF+0qrGLX/fPP7K7+hwkiBUguIB+TPpDDGi2GGEBT0RBk5UsxIwejMDPfXMo3m8rnt5Go7byH9f9xOJISI0AwHYmKxW/BH2mVcK3c+R7Nm82X8T/diV4OW7PazNij7Ap9+yS04Pxysw/+eUL96RmRJ7ca//+7P/27d0/xuFqGLFsDt5b8r1sPDPAh63EMgUxR9NnR5dJbvnIEaBNG3YUGGBj4X33HTvToLcpU0aQTDlBLPNbnPG5vSzQqK0+IYg5fj9KnQnhrHlCgStUy3Z8uzRg54AXlqdlI29CpbKJrGKFJum77G0LEVeuAGPHArduyW9/6SXgxg3xutsORqUMAzyjZeMR1ilnD97E58NUYNs2tsPnzoyAWo1FIsLwI55mA8b/n73rDpOa+qInmbYVlqX3XqQXUZpYAV0QUEQQFFEEVFQULIi9ICiiYgdRAZUfigpYlqaAghQFadJ778uyfVry++NNkpfkJZPZOjO75/v225nUN8kr95137r1UrO51+7qolEMSWIS+UUwjLRHkQCZapA3Ee/c8Tu5ZSggxbSgCCQVRiJUvT/qazp1DL4+W+LiQWUn+7PPbDZULsc7cqFaISZO6KYMnoGODf3B9owUAINs9Wnj9zoJlk+VdsnbGZXfLE1PWopeKLOGrqPZJC5UEpALZbADnU2xEKawGvVhwlvKgmTyZqNNCJXFKEpcuAadOiejT7me0qPUftUcErYKg+xkrpN9FStAZqus7HU/QigI2N5csjvj96rIZLeosX6643rFCpfj9QO2KBoOODE5FDLJIwmuvBRxOZUetOi48/TQQF0fsHKmfohViF7MqBrmvphSMTJjRBnV8UhHT7xkrf1u506J0sIhB9y0cB/xxfETI14g2Mv34cbUApXG1fRif8jaqJ5EGLivEKEIsM8eFjNzy2HFcsZuOX6wtB9Xv1o2Qye++m/9ydehA/rPEDAAh7ILFgabn5dL1SjvKCLEIwiOPkP+1MyZh2DVz8fKAl1G/8mF5v5FCjI5pkx/YeUUh5hPs8kS8Xb0tmDFiNCbdSWZQO7cFTxMZjBAraDDBEoXfeGaX541BricOgz74FqM/n6GLvwOERojVrk0mwlYy3bHQrRtQvToHgJM7agAqCa5RTLqoRd4FIO+cTIgdOtdAtfvI+XpwuRSXyV0nm8PhAK66ihASrVoVb3G1gWwB5Z3l5SoWfGkhxLTweNgx/GgVldp9kiDOlYPZo+9Fsxp75H1jb56OF297VeUyqVKX3WhcjjffJCm1WbBCBokiEM/pO3Gpvxg6FLj5ZmKMWnGZ1MYQa1HrP1k54va50KMHiWEUuAvW7e+iuwZTIcaojwD9vMkTruTcDU7IQcva/yEhJjNqCDG5/xZ8aFt3i+yeJoEVdgDQE9tFGYNQdV9qNZ/jgC/+uF9VJr/BQklSXHpUE2K6SV2gY0jL0hNiUlykN94owA05Th5ULmRVMlWI0XWjSq0kPPTFJ/L3JdtukT9L/ZrdDvB+xYtA6rNogoe+z8SJRP3zxBP5/C3FgH371C7lyclA6rztGJfyDj6491F5++RBz+LzkSPkMYDuZ7Tj4YIFwI8/qrcVZHIfqlLm9tuJEm3KFGuEWGam0kfThFLDqgcAAPG2c5aIJro+sRZXSYgIpUBejSKFRYgFU6ZpURoIMbq/rJ50WvWbjYj24oaWELucl4yjF+oGOUv97qJJIbZvH7Hb6EQmM0aMRu92v8qZGqXFLJoQY4WT2HNKLYBISNAdki+wsogDZGE0mC1YqhOnGaCMEItAxHu2AwBa19muckc0agAFZe1pl0mPz6kiUAAiwQTUqV1p0LFISoNCjO4cJUgrCeczqmD/GdLD3n8/MHy4ckyovzUuLv/P59ZbgZ9+Ip/pCdlnq0bKBo0U9DOaYEgMiQKwbgjOLRyEfzdchNcL/HukveqQbcfaIDER2J/0EWategA//3tribr4bjx4tW5bi1pkad+T55VtldJCiGnbQuXML5H6dArqVz6k2k6rqIhhGng41DOqU+kYrmywSXXetVf8oVJNFpdBIQjmAW4XL1Y+Gy2K0HA53CqD/IN7H0Wr2jsAEIVYly7qiRLL1Y+lTtQGVpbQvOYuDLjqeyx84jbUrXQEfoGXx6T6lQ9HDSEm48BMvHP3OEzoO0W12chlUjshtNmKJ+i5dvKSQQWNN4slF+fK0WVkjSZon4v0Klgx8qxkerSC3y+8gcWb+2H++sGWFWI33ABUa9IMt7/7I/q8/YuKpH785vcABAgxgSLEbOaEmIRwHS/27QOaNgUqVybfpXJWTjxPHUU2Xt1oI+pXOSxnN9y9WzmCtokvXyZxvgYMIEotCXQ9CNWGDvV4SV3+8cfqZx9qdvVP7iN+mwl288DZUlBuuo7FxqqfERD4HaIyzmkn+1JZ6eyTUps4n1HZUplLg8sk3V9qlXus+UI4wOcL/m60YXOiSSG2ZAn5f/Kk8TESEUzbPm6fC9dcQz6PmPk5vt0wCB8sf7TQ+9SDB40JMY4T5WRgRjBSrJdmlBFiEQi/qBg+9ATN5XCjd7tfMLHfJNRKPo5erZeC5/wQCtgQ7TYlqL7X7zA0lutWOsrcTgf+D5UQiygEFGIsIznPqw+6Ur68emW5uMk/SSKvzv7DyeWn00IDkZ8NzhTeDAh+L3buBNIObkVmJnDsYh3MXz8Yl7Ir4J5PvoJfsCMxEXDHNMe8dUMhinyJKhpZrglVyp1D58br4PN6ZVOmtBBi9SvtRccGf8vfq+fNhcPmxYM3fao6TutWSIw60ZJZTpMaxeVSLIqADXrWiBWfLMFlLVq0JPnX4sYeMXA41BOl4xdrM47Ud1ZubwziGPxA85q7MKbHRygfdxlP9ZkKO3LloNMJMVnRR4gd/x4ACUBPuyEZ1Rdt7LVQXCYLAnryIo09UjDsv/Z1NTzPzvsia6EqRPj9QPt6m5XvgXGPpYr8bsOdhXLP097OmL70cZzPqGKoEBs0SENUO4HXXgPScyogxx2vKl/vdr/CbvMi+8JpuLPNFWIshNN4ceqUEqReytQokVUSgUXbXGSSqPwAadJOx8mh634mlYj3n3+AIUPIZJM+JtSJPkspY9W2taIQM4JEeP6xynxh5M2fSUpcrZukttx+P8CJykZteA2pntCqMOnzmz8/g78PXhW0zKVBIUYTYvR8CDBORlPS8PkYidM06NrkLwCA0+6GjfdFlUIsni14V4EVQ8ztdcnqzcPnG2DG7w8iKy8x332q0VjboAHQppVxR1653HnDfYB+fleGMkIs4iCK6jTatAuPy+7G+JRpuKnlb5j70DA8c+ubuKbZGmZD/HD5I9h5ooWle9p5n9x4vD42IRbvyjKcjDntHrSsvQPVkk7rjIIWLYjrn3yviFaIEeuFJZllpeK12dQGSUkRYlolmOT6pB24W+tDCUUPPOlyrA8b70deHjHsZq4cjQHv/SC7uCYkqN9ZSRK4RiuLz9z6pir+VbQTYl4v8NVXIl7o9SDevOsZVAqoBaTfLE0C7TYvZowYpVs5s/F+xLuyVf2QEWhCrHgVYsp9Jw+agFcGvIiPP3SrgvEDxiuGlu/FkX6Knnj/sftafLziYSzYONDgLIIlS4ATieN122nX6wrxl3DkYC7OB2y1eFd21GSZlMEr/X9inPLjWITY1F+ewvmMKujYkTq9mAgxrcskADw29318uPwRfPwbiUc1LVX/PqO9P7H5LuLtoU/K33OlV8jZ0Ly5ctysVQ/gm7+GFs49qTGFpRB77DFg9my1jeB0qifaoka5P/2esegkDMHh3UrKQ4kcCqYQCxfk5AA1awJVq5J+UEtM5TBE7MkJaSq7WFK/0qDrL33Na68F/vc/oH9/9fZQJ/osAs3qcw5FIXZzmyXM7VKfeym7AnN/boBA1KoQtUSp3w+AIsS07Z7lMinZuucyqmLC/Dfx7YZBZj9B9a4OHIgulZEE4jJJHpZ2QU5gZAsvaXAcIcS0CjAtaiafRLwrC9+MGYppQ8fjq6+KqYDFACsCAJbLpNvrKraF8lVHhhnue/G2V03PdTncKB+XXsglimyUEWIRBlEEICgtle6wWBnG6lc+DK+PzNpf+fEleXsoUv9mNfbg+f6vAyADLIsQu/+6L3QESmaukqXk/WGPYd6YIXhfHa8fu3YB8+Yp3yNaISaoM4/QYCnEeF5tCBf3JEO6t3YVKLkKWyGmldNHIgyfsTdd5S7h8dCrnoolm5iofmclqRCj2xcNO08UndJvjfYJ7HvvAY89mC7/xnKxRDolfZdIrE6NNqBxtf2689vW3YpYZ64qiLIRaLd0teRcZMYrKwyIopoQu7rRRlzTbA1u7/gj3nlHfWxBCTGvQPop9USJw/d/D8Rnq0Zix/FWWLjpNua5DgdwUuyDGyatxA2TVmLIR/N0/V752Mu4cFZpaHGunOhTiFGE2KLHewMZpM5pCbEcdxyWbCOBe26g4iqXRAwxCeczquDHfwbIE+aTaTV1x0R7f1In523mdhE2VKXi2C/f0bPQJrP0O2cpxLp3B2Ji1Mc5HObjzxU19QM2y2WShXB5v3T8W6/XmBCjFypmjx6OlrWV4Pojr/9Md136Oqzfunt3wRRiBSF1QlGIjbvlHeZ2iXQ5dsEgeGUAWoVY48bq71pCTIsxY8h/2uYVNeph1gKxtqwV4tPwwPWf4ZqOpzEi9FjuYY+mVXdg8bh+uKnlCkuJb8IBPp+arGTBZXejY8N/UDHhIlrX2Y43XkkvnsIVMfbuVbLGmkFyFaZV3kaZH4uiT72QUxuvL3pe/j5//WDLQhdAsZXLQFBGiIUpPvyQxzPP6LeLorph0YQYSwLp9rnAgRhBh8/Xl7enZyfhfKY1H/+bWv4mf07LTmYSYk2q7dPFSMnzxjDJIS1oJj6iCTG/G/Fx5Hc3VMdjZz6HkiTEatZU7i25WkiGS9sOAYVYFMYQM4QnHR7NxDzXE4vq1dXbtO5kJUmIeQX2wBvnykG8KxtZAW6EnsCeOhVZGcSsYOlSyEFOAcWIkyYW0iTQaPB/qs/UoIafBCOXyalDnsK8MUPgKgJjl/wOfedQLjZDN6FhEWJW+mAJeR69QkwKCOzzOzB27vv4YNljAIDx4/XkMDmWJOs4k15dlbkQIHXTm6f0K4/f/B4mjtlpiYyMGFCEmCAI2Dj3XQCiLibdwXMN2aeXgMuk0QSe5SYY7YRYnE9PmgOAINqB9goBYaS+yQ9o8stqDLH8xHFjuUyy7hMu75fuX3w+a4QYADmDrRFEEdiyBXjmGeDIEf1+jgseQ8znI5nitm3T72Mdb/WZ0uf+/DNkNS0LRja8pBDLyC2HCfOnMI8BoCOf4uOBNEpAXaMGAL+ygKH9Da++SrLc0qSXNjZRsPEnPiYbz/d/HUO6zMO7dz+B2bNND484rFwJDGn1IhJjMzGx3xuWEt+EA3w+dSxJFrka68xF69rb5e8NqhzSHRNpWLECaNYs+HGAInSg5+FGsfPy605q1m+IIrBy543yIuTMlaNDIrme6j0VPVotz1/BohBlhFgYQhSBceNseOst9j6RGjBpd5QkhvyxfOxl+fOl7AoY/800fPnHfdh0+Eqs2nW9vG/euiG6IOIsXMispAuqT8ql14N7/Q5dfBQWaANASzCEs5yfxvnzAAQ3RBDjwB6rdmdjBbvWukwWh//9Tz8BTz4JDB6s3PupeVOx73QTPPF1IA+wPaAQiylFPua+HN2qeYWKMUw30XBxmdRi3roh8uchXRTZJT2BrVkTaNkSOHGiuEsXOi5eBA4fDn4cz0PlBim1Nek3S8SVGcEbzDVAAq3CpT93qL8ZlcudR/t6/7JOKxBEQWQaRaLIgeeBO65agHEp0wCITLd1qwsfAJCVSyYvdB2/4w72sW+/DezNuhUA8PXau+Fw6CfprIxj2uy1r/d/hDnWRRqksUrk1Q/h3JHj6NRog/z9p819sWx7L7z0/SvM65SEy6TR2OPz6zs4O+8LG8KkKGCk+hI5G5DcDn2n/YS+034yzMKZH7AIsWC2j8MRej2RFgdCjU1VUqDJOp9PX0+NCLFgEASgfXvgrbeAyZP1+40IMY8H+OwzYM4cEgB/3DigbVv9+QWx5eh3OnUq0K6d8bFn0qsxt8c6SB+b641FRm455jGnTpFnoEWFCiRrdr9+hOwyI8TsduCmmwCAC7h/V8bP/96qOiaYQsxh86JdvS0AgKrlzZMBRBr++otkoM7NViqENP6dSa+GoR99AwByEPZwAccBAwcqMSUBYPqysbrj6lU+gv5XLpK/R0Ncqp49jfboO1upbtOqP4+PTQAXRZ+rtEcOkicLaxELYHuUtKz9H57tSzrAqI4RbRFhNJ0rgwSv15inJDHEOEiNk54AsQixpHhlm89vx5Yj7bElQHyt2XMNXl/0PA6da4Aj5+sjISYTP43va1q2i1kVkZxsQ43qwCkqLjMrno7X74Ag8kgGHbNHhDYgMz3IhhPBYBWzZgEjRwLz3vagAUgnudf1KoBx8jEb9nfSnadViBVH7IRbbyV/gHLv7cfa4MEvZsjHcA5CYj5+83toW3crPlz+CNICAdxFMXJIShZYEwi/H8hK9+oIsRp1YnFZM4i1aAEcpXJHlKRCDACe+d+bePMuIiXN9cTCL9h05I5EiH3wgbJt926gVq3iLGnoqBQQF506BezZQwz1tm3JwO31kqxYAKmP9IRIWoGV3rVkgNLqKbfXJRNaGTnlggaPlUDfRybYBL2xW5gQTGZXPC/i4R4fAwBSt6Yw738mvRpqJRMG9GRaTdRMNk6b5PHrFWJmffLs9WNx4Uhv7D/TGJPq6zMysSZDLGIyPd34HpGCX34BTp8Gzu9U/+aEmCy8MWii/H3d/i74W5Mhlu6XSoIQe+kloC9j6Lc79S8/2hVily6yZy5iwFzOymO7qhcWrLrMOp2h1xNWDLGCqJmKGvSzYLlMZmeTgN50zEwzdGq0HgAgCJ3lbcuW6Y/jOPYzeu45shAAmPeLBSHEtL/x5Elic2jd4wFj1bM0DuR6YpkL2AB06ncaPXtSxMA+Y0IMUN7Rkm0psgs4DdqF7HR6dcOELtGItWvJf9qNVLI7/thzLU6n1wBAlIDhhnvvBf6r3hMX125BenaSqh4JAg+eF9CxwT+qc4or0VBJgBWSSFI//vRvX9zcZilSt+rrv4SiIMTqmHtEq5AYm2m6/8UX1UneSiPKFGJhiNxc45GWqAWUUYmO21Uh/pLu+JoVlBmK3tWRw8qdN+JIwJXSimtNWlYyevaywaYpImsl2S/YdAoxh82LxNgMfHr/aAy4imTjMnOZjATyZeRI8n/eN2Tl3CfYke1sh09+U5zQNx/uoDuP59W/t7iDiWrdrSTwDiW+3HVXrMard7wox0cKF0O5MNG7NzDifq/KVQAAqtZQq1tOnQKSksInhhhAVoAleHxOJgFh4/1Yt44EZpZgJYNOSeI0ZTP/+iuJsSStlLdsCcTFKdnBdISYw61yLa+edBqJsRkYds1c+ZitR9vKnw+db2BZIUYbfHL8K0FZHTQjxPLbdgS/n7U4CQBIdCqV1m7zyb+D7svpVd5gsSNzPETZSk9EjfoJANi7z4Z9p5tCFHlUqwbcfLPaDYdVH1mGmdnkLFLg8wENGwIb/zFXRLDqSDVK6KEdF4oK9Hhz662kzWkTHNSoqe/g7DZfVAa+lrBrD7tTF4tw/ZilEFPdm9H+4+NJkpdQwIohFs6EGA2Wy2T5S9/glyf74NFeH7BPohDrzMEbgybijUET8dMic7c1Kai4BIng+vhjdXmMIJVz+XKgUdX9AVvXWqORzq1d8RgGd/4fHDYPRo6ELv4uwCbE2tTdKi/+5HpiIQjqCjV//WBL5ZBhohADgtvo9Lzj2W8ZcrxSANqDRlIT0fE1y5cv9iKZguNIP9S6Vy+8uvBFPPTlJ6p6tGYvW9LmsHmjdmxgqd8kNZYjoQoGTl+AL/+43/D8YHEb84PXXtNv40zypc9fPxh+wcb06JoyRW13l0aUEWJhiLw8E0LM71G5TNITwWuardEd36KWEjCIFfuLhtfvxIk0RTbCIsguZlUEx+uvIynRzmUoUWdjnbm6lMIOuxdDusxDk+r7MKbHRwDURviiRYjYIMuysel3wG6HSqqe5dZbrlqXybAhxFxqtqR5zV2yCiUaB7tly8hAnqUZ75IqxqoMQGnSblU9Uxyg26jb52LKpe28D336AO3q/Yu3h45HjQoniy1wd37RiRJUnlOSpCE7mwQ8BYCNG8l/jlMTVS67G36f2s3w/mu/UF0/zxsjZ9CLceTBxoW+pB/nzCFZlfxKB5bgykLDqgfw7aN3olfrparjDx4M+RYAAFH0G5o4FWLOyJ9jHHlyLDSa+ErLTpY/0wsUNFEmQXIDq1dP2caqK0sCyc20SoiEBOCjj5TvLELs6oYbddu87uhYWc7NBXK8bBclM9CuSzYb8OCDQPPmwMSJxucUFNp3V62aEi9OAst9MKoVYr4cXRZaCSKKLhtcMEKMxsSJRL3Rti2JdXPPPdbvIxEowQixcAFdNhYhVj1nlqVsvxXi01QK4SfHm59jpBAzspn++0/93e8H/v4b6NULmPnAKIzp8RFuac3OCKkFaVsipt8zFqNumIkHrp+FY3tPY1zKNNRMVsc6YBFiL972KhpVPQAAOHqhrkqdNGH+FMxcOdpSOWQ4lfEjP4RY5UQlCFqwIP/RCpqAkBZE8jz6RFvhAvmdchxW77oeZy9XUynELgY8RrRw2L1YtYrEdY02sN1BOXz9NQLZvtUNQRtuJb8KMbP2VaEC8Oij6m1m3g4zV45Cn7d/wY7jrXT7RJHEDIy6rN8hIMynRaUTtELMxvvQvt5mOANuQPXr+WRlRKgIRogBwPMLXlfK4YnVNcb07CRwvE23PTmeGJF0+tk4Z45OkeC0eXRZVugGeOAA8PLLyvdIUIhJkGKr+AUb7HZ1/BwtMQgQw5c2fovbMDUyvG1OfVlvu3IhgPA2ngsCltSbs7uCGoAlrRCj25uZQgwApg0dj/b1/sWLt70a9jFkjh1TPsdQdiNtaEnvQUeIOdzweTyqYMS1NBMJv2CT22ecM0elELPSTwJEIZadDRUhVjP5JJ659U1ULncez9z6pur4xo2J66cZRl4/ExP7TQItCTNTiMU70+XPzWvuQpPq+wCo40jQdYQm6c9erorhM2bL3y9kVpLbd4UKpKxHj7L74BtvJP9ZrkGqPo3hrlM+jsS1lAhJAMjLjh4rLD2nkun+tXu7qb43bKgnRMqXJ8kvJk0qihISWHHr8rEIdlsUxxBznzdWi3JFR4jRCEaITZoEzJ6t1JkpxjHTdRifMg0V4tMiRiFGl03rMpmTYy3GJAD88PgAlbdEsCQqWoWYdF+jd3PzzervggBs3gwkUoRVk+p7g5aT44BK6Z9h/qOD5UXmG1qsxMSUZ9Cn3S94406FIXfa3Uw3rlhnLupWInEdDpxtpFL2WB3bVGj9OrYebYsxsz/KV704dpEmwUIz6D/5BBgwIHJi3hmBJiUlEUOw2GrhBnosN4oN7bR5cNNNwC23AMePF1fJigdGMWiHDmUr3P/6C9ighA4tEoUYC/vPNDbZy8HtjZGzY7Jw4ULhlylSUEaIhSFoQuyhmz7B20OfxIS+xOrJyfbinEnWGSOQFQr1YLRvn/44esDM9caqFDBHL9TFxaxK4BhWgeS6SRM/8a5sXccZH5Otm5xqO4pvvzX7JeELG08mrj6/HQ6HegBhuSrxvHoiZOaaVBQwup/NRPYUrYSYNiivX7DB4eCCThZKWiFGKw/9gs0wKxyNyuXOh62BefYsUT/QoCcmdIB3mhDTxhA7edyNy0o+ER0JL4i8Qoi5cuRVtfMZldHvncW67IgsxDlzkJwMFSFWr9IR0zgaXbqYG0Z3dfkfbmr5m7zCTwrLVoiJ4OCyK+4sw7vPlj/T/bgjVumDaUJMFDkcu1AXRy/UBQD88PcAVd1u2pTEqGARYhIRzGof9PESQcdCZm6iXM68nAiVBTNgt5t3ktpg7NpJZnGpN60QYn6REUOMi2KFmGDcOMUiJMRCUYhpEerxXZqsC0qIhcs4b6YQe/VVohi2ijs7fSd/DuYib6QQM3rW2tiJUtt6uo+SLYSDP+hkUxSBStnzUKWcIouuEHcJtSsSdkH6DyjqML9gw+SfnqWuwcmLDhcyK6FmrQISYuUaY9zX72L3yeaWFWK0K+/qXdfhvaWP474ZX4Z864cfBn78EUSJHcGg5wKSfUDHVosE0MQqa4EfUNthkZC4KRSEmjAgIQG4mgoVWlw294fLHwl6jNb764YWv8ufw917pChRin96+IImxG7v+CMAEssJyH/QQh8jI1JjBpFMD5hn0qvBTo2f7y97TC6DkXIrxxMnT8r3nm6KxArqALSP3/weOtTfrL6nRW8lrdERbnDYvRChuEzSGYBEhlJCIqQefZSsgrXSq1iLFCxCbPFidiBlCeFiKIeCxYuDH6N1u7DxfsMsXmZZUYsb2XkK2WHnfaYKMQk8J2Dt2uJbsQoFY8YAc+eqtxnFajFSiFWIv4TjR9RxmhJj1LJaWiHmsrtlxYBfsCHHHa+K72GE8nGXSSw2ihBrUWunKrOvFpcuATNnGu1VKpvDrvwewe/HOYPkWyuWsZVVdD9erpzyOSO3nEziSkb60/97C5N/ehbfbhjEbN9mBlIwQkwbv4ZGridWNsw8udGjELPbQusktYlKissgtdKX04TY7zuJLDCqXSYFY1e6cIshxjpeIrfNUK/SkYh0mfR61bYicVOyDjrTa34VYlYXLf1+co2rGv4tb7Pxfksu0Np3LRqoqiRCLCO3HH777ya5L5Vc8kSRQ0ZuOXTqRAVDNwiwX9igldyCaMNPm/vh6IV6+b5efr1iShJffsnJCRgqJlyUt0u2itdXwsajCVjzu2AL/IDabokk7x4j8FQoDTped35QXIRYRm55vLvkCdNjtAqx5/srnmHR8N7yizJCLAxx5oxx4OP8EmJWV4bo485l1gRH1RBJ7ZUrsP3HAdJRPvnN29h44GrMWXMvjl1qotqvJcMAPSFmZPzVqgWcOcPeFw6Ij/UBoqQuAg6cbYz3lz2Gid+S1B0dO6qPl4yr998Hvv+++DsilnHXty/A1bjF8JxwNp6N0L+/8tmobrHaVbgTYk2bqGP8OOxedO5qjRB75RXgkeALScWOAwf024yIOyOF2NWNNiI7Q0OIxeoJMYm4r1f5iEyYSUafFXeGptX3kr6LCjrMcaIqsy8AdG68DtWTTsnfd+0C5s3TuxTQpCwdGFUQ/MjJJcpT2g1bFDnEOthB/FVuMpQhm+uJVcWrAoDzGVWwYkdPAGxFpHaC/umn9H3MjzeazAFkrJCSQmRlRI9CzGEPLR6dto8prnHASl+e446X1QDbj5GgKBIhdvgwiWFlTPCGP7TPXvCbKMSKKSl7qIQoXV+emjdVtRDHwoCrfghKiB09CuzYEVo5igJmCrE1f6j7jPTsJMvXrZ50GsO7f4mkOH0iKkCvEJNsVKuEmFROWolht/nw2Wfm57Havt52J5VWGtMycxMhijzumP696qjLOeXJQixXQIUYfWeLCrGuXUmsz44dgbvvVu8bMfNzfP/3HTh+sTbSspL1JzPAukdGRngu6kkYPdqOCxeAWsnqgV4mxBhq/nCGihAzUIjRdnQkESsrVwJvvqmu3z1aLUfq0ylyZlqtl0GoKCpCTNsmnU7g538ZKaPpspjYt1G72GUBZYRYmGHZMg4zZ7Yx3E8z8MGw51Qz+bOVgXDXLuD++xWj70JOTVWnJhFiOf5Kqu0qN0tPLHYcb41nv52CTYc6Yvf5q4Le1yxbj7ZTTU0NerkSg8/rh9tDJq6SCmPRptuw4QBJ8f333yQmAkCy5A0bVkIFDcDIuHPGurBg40DmvkgkxMwgisCt7X/CtVf8odq+Zs81hoRYuLhM/vuv+rud9yGxvAVCLOAeGCkTWSsKMZoQS45PQ06GejVPm4FX61769K1vydsBWFKI1al4jBjkgjGZ073ZH5h053P4ZsxQSBOZv/4icSe0KbPtPPuHCj6/XLbMPEVxO7TrN4YBwGnjle6f3V6X/NxY2Q6tTHhGUzGZWepeq4YwrRA7fyZ6FGKVKxkTYhsPXM3cTj+z4ppIGCmzUwKZ40eNIgqxez75Cre9u1CeBEkxxMaOJZPe0SHG6A4XbNwIVKoEfP65ss2da2aMhKfLJH3uhczKspLfDMEIsePHSVDoks46ZhZDLCkuXXWsWYZfLd695wkMu2YuXriNkaYN5B3Q445UR8zejdPuRs9Wy1AhPk1uW7QSQxqH6diWTGj6YK3tPuoGMnC7AnGF87wxiI0l9jkdvF1JpqJsK6hCLJTJcpMmxOa9/Xb19sPnG+DjFWNw76dzsXhzP0vX4jjg66/JHwCkpZE4i82bWy9PcYJ+TpL7qoSaycTVJdIIMRqGCrEIJcRuvBGYMEHtTfJs38lw2j2y23Ow5B0PPGB+j/wSYqESVA0b6rddyq6ACfOVYJOshHkSvvqq9NJCpfeXhymmTjV/JaEoxI6cryd/9vmDz9yvuAJ46mll8PUhQdWp0cGZ03315c905hhtzLBcX5LpPe02r+kqj7ZT3b3b9HJFir/+Ilk4Fixg75c6TJ9gN1QOPfggMerS04HKlYumnFZhSIg59YbTgbONAEQfIeZNP4InbnlXlrTPXDkKd0z/Hq8ufNGQEEumFjXDwd9+ybZbkJ6dhBX/9QBn0xNiWqIlmLtISYJlRAUjxGLs2Rh4tdIo413ZePMNc3m72+dSrZJJ71+q92YGg4SEmCx4vaLKZVKLlwe8LH/u3e5XAMCpU+xjjQyuy+kKIUb3wQAwuPN85jnnM5XOhVaL5Xpj5emR1o2UHKu/Fv1OEtUe8EH7A7PxKscTJxOP6RfdYRvXLlRUrWL8UN5ZMk63raRWZG+6ifyPjVVv//ZbMjGYPp18v5SdjMs5SfAH1KiSQixDn+AuonDXXWRiTU9k8gKEGMteKi6XyYJOJK3EP6Tbmln9GzEi/+VYsMDYVgqGAweS0KuXDX8rHoc6hZiWaDBTo2oh9Uvt6m3BW3c9hVhNwGytQmzqVNJvGyvERLwxaCIm9J2CD+59FBcuAP/7n7oeSeOu2QKwKBLbUL1N/bsGd56PT+5/EP06kNl7njcGY8YAAKciKk6nByJ9UwoxMxd2K8hPlkmzRUNWKJdu3fTHZWWRbKr33EPcJ//8k2xnKcrDAfRz0toSUny4cCTE7r0XqFkTGDxYv4+2I2mlOg16YTKSCDEJ+/eT/7SiP88bg2uvWK2KB8hCMPVoSakZz2dUxoD3fsDfB5XFOLMF3xdeKOZg1mGEMJjOlYGGzUb8lqslsZfmQiHE6MGmfNxl7Nihd9vTgqNatcjHMQkxh0M9qT50voH8WUuIBesUpwyeALdGYGFmoJVkLIHevcmK6Z13svdL78bnt5t2jhxX8rGnAOMOnOOABRsH4lJ2BVll6LSRgS7SCTFt3XJnaJRDogNpWRXhD5CarLpYuzbJ8rVwYdGVMxRM/eVpDJj+AzJzywG8UrGk1Ngsl0krCBfpdDBCrGfDL1Tb41w5hgFQT6TVwun06pj31xCmQSqtxptl4VHuL+Lw/lw8cJ81ZcL4lGkAQOKOMUC/J1qef+dASiGWm6g7j4V564ZgzZ5r8OrCF+H3K8N8nidGFgxo3UiB4BMebaDcYP2BmeFFK8Sc9ryIJ1gk2Hny7qb+8hRSt6ao9rGyc2ljiBUXWrQgmUS1KqCEBOI6H6N5ddLk3s77IAjmE/tIAKuuu3PJGE4nn5BRTFkmWTDri7X7pMUrM1iNIbZkSdBLMZGZSeykO+8MLfC9hOee64pVq3gMH65sC6YQ+2tf13yV9coGmzCokzqTkzaGGECUXZfVHJyMoV2/Qft6RLJdo8IpZGUR0oYms6Rx16ytnzoF7N6vbngsV62m1feic2PiyuX2uWRbju5fTl2qAQAQUXgukywE67sqUfzszz+r92njaOW44xDHEB/Rmejz8tQkfrjYKTToMnEcu4DhGENs9myS4bsco/ujF+yMFGKRTohJbZ4o+gkuZFbCS7e/EvTcYIvj+V3wK+hzJAsF6otEWobT4kKJEWL//PMPUlJSkJSUhPj4eHTq1Anfffdd8BOjHDwPPHHLu5g3Zgh6tV6q2x8SIaZZ5axYMTgRw/FUMObkGPAq10hyvbg4dbDBk2k15c/nM9Syp2CDVft6/6oGO115NJ2BdL2//iJprbU4eZLE47IaqD8UaIk7LaQJrU8wJ8TCBWZlTMuqiAHv/YDpS8cCAOpUOoaerZbhySeLqXDFhDyPugt0OJUGYkSIAWQljY5NVtKQkjaIvELkSO3SyGXSDO++C1SpUvyKTDOF2MCrv0O/Dot0x1aM06czMspu+PnqERj60Tyk51RgGgUyIRZEISb1rR9/kIX0tNDc/YwMJ3oF9u2hSkPLzGC7TJohKy8BL/3wKlbvul4VQ8ztcyGr2oMAgDd/fkZ3Hqu+0+VlGcpmeOXHlwz35XpiZcIsxpFXJH12caN8XDpqxZGBSRB5HQHGUmiIIlEelwSaNiWuR1YgtQ0b74ffXzRjbHGC1Q7d7oBbWyZDvl1MLpOhQt9mg1/M6xXQ/8qFGNLlmyJZ5MrKUj4HmwiuXg00akRUiT4fOd7tJv0rz/lRIZ64hRspxE6nV8fsP4dj+tKxWLGjh+ral3PKG4Z/oFG1vDprCccBuZp1jhMHz2HoVZ+gSrmzgfun49P7R6Nfh0UYcd3nCAat0ouF2zv+oCPAgo3XeZ4YWYVFK3dYCrGiiCEWLGxE1arK50Yarla7KGW3+YLWR45TE2LhGUdMT4RqEY4KMcDYPqHnnkZkHn1MOBKVwTBtGqD1Wbb6nozmU20CEZC0rsOFhWAxSFn9TrAF3+3bg6uMoxElQoitWrUKXbt2xdq1a3HnnXfiwQcfxJkzZzBo0CBMIzWy1MJp98quNcO7z9btD4UQ0zZkjgveSfFUq65c1SmPpXSj0hFil4wJMSvQEmLBVkPT0ois+sor9cc2aQIMHAjMmBFyMQoMaULr89vDwpUuGIKTdpwc9BoAJvSdgi9Dz5wd1vDkqq11h0tpM3Y7iaMSSRBtCmEitUutKx6nDVLCwLhxwIULJM5dSasCvV4y+Xjopk8w9ubpcATUitLAL4h6i3xIl3nMa9GLBKaEWBCDQVLLJriy5FguVlA96RR4nvwereGld5kk+6UJkV+0MRVGLKiC6vuVhu7xOZFXdRB6T/0V6/d3QdeuJACycp7+WgWZrO873dRwn8fnlCdwca6ciFccAUCv1svkz0xCjBHDRxSB+vWJe9mqVUVexHxDaht2mw/9+gEbNgQ5Icyhio+aTVRxkycR+yrHHacnUvjicZlkwcwmcuZjsV/05uGxXu/jgetngfdeCP0CQUD3I9JvmzED6NVLr0i8/nrg4EHglVeI/Va7tvKc3xryNH54fACa1dityzIpqVEOn6uPuWvuRVZeIt5b+rjq2jwn4OBZRlAdDbTu45cuIeCGqCBu7wTc2ek7TBk8AQBwT7ev0KT6Poy9eXrQ6wNK/F+zd/1Izw8tXYuGx++UbTk62LmkEONol8kiiCFm5GIngSbEtCSj1mVSUp9qQT8zUVSrV3MKlvyvSEA/JyNCM1wJMSNI9Qlgu7oCajfmSBzPL17Ub0uIydJvBPDBskdV343mfCtWAF98oYQgKG4wCbEgC76vvNK5qIoT1ij2abvP58PIkSPB8zz+/PNPzJw5E9OmTcO2bdvQpEkTTJw4EUePHi3uYoUN4l3KwEzLTyXEOK2rEbSrQTwffHJLK8QqVVIaOT15JISYcqGdJ1rIn0+lq5e6rUymPG59z3nqFPDoo3qFyqpVwFlqMU87QEuD47JlKHSwjAF69VMyeIK5TIYLrJB22XnWJuCRAvodzp4NTHtL3Z4cLqWecxwweTIhh+hYJuEMnlPa0v4zjQEAtZLVCiqtYkwL+hlt2lSwoNnZ2cCWLfq2k5tLsqseOqTcc/FiYOtW/TW8XnVfqE0swiLEjEAboSyDVBB5jBrlR4NGxn4+Zy9XlZVa5eIyQgrmXC3pDBpV3o2FT9yGyYOeVe3TEmLVkkhKXel9+QWboauCFn4q+6iPIsS8fgdRPwSu89BDwNq1ynlWskwWBHRcS4CTXdMSYzIj0oDWIsaRJ/OcfsGmy8ZlptC44w7guuuKsHAFBK0QIxADxG7k4aefCAkjYfp04s516KASB5SeAAIIW4VYUhLw3nvqCVfQ7H1+pX8TTTJr5hd0f+/3A7Nmkfipy5cTNeQzenEqzp8nmUsvXVIehuSG2Lf9TzqFGN0vSsjV9I88L2DN3mtwMauiYUILwHjSS6O8/TAAkpUYYNvnWhw+r8TalRazMzOB777LnyspC3meGLmPpseHM5cD2UapylVUWSb/9z9ir7NAhwigyTFArzTieQGCoL+JdgyiVWmF9RwLEzQJYbQA6fU78Pbb4Z0ojMa5jKp44ut3cf/ML3TeR1Ioh0ZVlaBukTqea+1jbfiNJdtuwaAPvsXCTWrJl5GdVLkycN99xqEyCgptm9SGRWLFVmQv+CoXosNslCYU+69euXIlDh48iCFDhqBt27by9vLly2PixInweDyYM2dOcRcrbBDvVAZmbYwEQN84zaB3lQquEKNXkxwOTnaZ1BJi2UJ1+fupSzXx+Ffv4Y3FE3EyrZbqetdfH7ycvF+9OieKZHXuww+VoJkuRx4SYzNw4ACwfbtyrBHBV9T+6+fPk9/movoV2mUyEhRiVmDVRSsScd99wKmDJ1Xb/LYk1fdy5YiMOljsvXABD8VIP3bpCgBA42r7VccYxbQAiCuy1midNSv/5enUCWjfHvjxR/X2V18lWequuEK5R//+7P5p5ky1IS9NLKS2Xy9pm+H9n/12suo7bagaKcRatQLKmyjGX/7hZaTnJAEgfbSVdNzSBNVh86Jt5UUAgKsbbVQdo+2vE1xZqu1+wWYp2D+gUYgJvGwSadWr2n6S1Z9qg64XBJeyK8if+/cH7rk/QCzGZkSsAU0jxpEnm5V+Qa/oYyk0Pv20GApWCJBUAVJ9fLbvZCx84ja0qbu1BEuVP/TTJLeTFtkklbfX59CRByJXcimFk5LM948dCzxGJZd87rtJqv3nMqqovotexc4UJPI86wjmPDgM1zUvuEyRVnL5/cDIker9bzHiU5vZbHabDykpZHFFgtwvisYkDwcRuZ44DP5gvm4soGGFENOGzLBCLtHPXSLQBg4EBg0qvOysbp+SOZh2mczIkfzblT4nlMQDLJjNH8xcqHfuBNas0buGs8rDQ38ho9ApQPgpxHbuBEaOVFx3zRRi48cDt9xSXCUrOLYdbYsj5+vr6v6RC/UAAJUSL4ALiCUi0aW+Ve3teLTnB6ptNSqosyD5/Hac1/SnQHgk2ALI4kgwsGxfp92DSonnccdVCxAXAs8QTSj2V7h69WoAQM+ePXX7evXqBQD4448/irNIYYV4p0IOsSauoagRdK5SllwmKd93Gy+7THr8akJsU84zWLevC8bOJcuS24+1wW//kUGgfXvlei8Zh5CRYRP00ZT37FF/X/jEbVg8rh8SYjLx77/KdiNCrCg6J/rZdetGYl/QiDSXSTO8+ir5r+84RdxzT2TGB2Bh9I1q31ofX1H+HIm/MSP5bgBA6tYUZHsSwHPWVrIl9OljIS18CPjvP/JfSpcuQWo7ksIyWPBmepVV+j2CAMCbiTiHQaRjQKfyoI1TViY5QeDB84AP7GDwry18AXtPN5MTFlzTdA0GXPWDadmPXagjx3Nx2j2Gmb602UClvl4K6OoXbJayBUvHShBEXg5p4vU7VH2Ttp9i1fnx40kcjClT9Pus4Kl5U7F2bzcM+uBb/PRvXwAk+LPTCbRsmwi7PXIVYtrxJ9aZKy+0CiKvW1DQui/89RdJ1hIJkNQcTrsHY3p8iB6tVgAA7ur8v3xnEwwXSP2QpD71CzY9eRkgxJ5VCzsLBUZk0IwZRMXJMJdNsfd0Mzz4hcK0xruycf9MJfnI7M8UAkgUAjPXnZNQu+JxvHjbq6HdjAG6LVudGJuNt5Itu3Klso2lENNCOcYOs9hqyYE4ZTRiHLmoX/mQ/F0d2kO05H5Ij1vSQo6kgv7mm6CnW0KeN0auP7Qrm5zQhFrkthLHzAz5JcSaN2dnj2TOZ0RyIaNszP/8E96E2H332ZGeTp593UpH0KE+I9gxIjuwudZlkhZqyMnFInA8nz5sLPp2+Mn0GCN30aKa8wVoEcvxW6XFE2nxdOvRtrpjWMmOYhx5mDzoWTzc42M8ccu7+Shp5KPYl7z2B/KaNm7cWLevWrVqSEhIkI/Rwu12w00t02QE0lJ5vV54wzOyYsiIdRin2opx5IakENPGG/P7vRBFGyQelDwzyoXI61V1YiKURn7uMrXS5fQhV6yM5xeoVyHl80QRkvFhtwd/Lwn2k2hdJx3bj7UGwEEURdSuLWLPHqWHkVQYjaoegM/XGkAg1o/bqzEmHYEyCPB6C3eJQhQVo2ofFbM71pmDPG+MbLT5BDv8fvWzBRCWdXT3buD112345hu6TgATJgDVqnEYNUrdRdzSZgm+/joFzzzjRVOD8EDSNcLn9yrvwe/3w+sVdNsluJEkf/b5fPB6w4wV83rlUrOer9tRB32n/YSsvAQ0qX0K4MyzSmqv4fGwJw75f5fs9piXp9zH61X3SyzQ6impX/N4fPDmqOPf+AWb6lity5qadNL/Tr9ogyj6DOdOksJJUnzd0GIl+0AKWe4E2fh12j3MCVzzmjtRp9Ix1bYYRx7iXVlymvbysZctxx2hJ2t+QfkxPr+6b/L7pToufdf3mwkJZBICsAIYq8cP1vbNh6/E5sNXAgD+yKiCV34krkQdrxXg40gm43KxGcjN9YZpgGRjkPIqv9Vld4P2+Dl+sTY4kLGUTEbVFSsurvB/c2H2v/SYJ7lZVE86rSKB3V4X7rwTOHDAizp1CnzLYoK6HeXlCQB4RSHmd+BmjXJD5Dh4vV688gohxcqVM6r7oYOQ5Dbdte67j/y3PrlUykRPuONd2Thyvj7J4ufKgYNTCDGvxw2v1wubl80s5Oe3EZKClCUvT28LAYDH4wUn+tCi1kHsOdUsMAawO17tYgFgjRAzU0PTSIpPx9CuX+Obv+6Wt00fNhaNq+3HU/Omyv2XhMdvfs+0L76721f44e8BqgUY1sLUoUNexLhEdG68Sc7oHSrcXhcEwQ+p/kiQJr1+qkOiCbHQ3qs0jovwetmVcdgwDjNm2NG5czDbW3luHdsx5jOiB14vj5tvVvoen0/5fb17A+vW+SBNXy9fDi877exZpR5/Ofo+w+N8fnsY2chmMM7GLaFBFYU4dti88PhccLvD573k5QGjRtmQkiJg8GBWmazHc9MuSirvkN2HFxTPPgvUqcOhZ0+RaSsQ90YqLEZgXv/ArFm4vvkq/PiPPpo/ixh3OdxoWJXEEbixxe/IzByHxChxELL6PoqdELscyFtc3iC1Ubly5eRjtJg8eTJeeUWf/nT58uWIY+XqjUC4c4zdbwZevSAktQdtRHzy20Po33w50tO7ACCTutTUVACK70Bqaio8Hh4btvRB7eTj2HHKhuaN7QB8SN2mpI8/f34Z9uypBYCkz0hMdCMzU3HlIe8vSb5mMGL73jbP4d42wPMLXse6fV2Rm5uHrKxLANiptw4cOAyApKtZsmQZXC568CW/Z9EiHqmpP+tPLgAE4VZoDbaEmEzMf2QwLmZVxIVM4mfl89uxevXvAG5WHZsapsECnM6GAFoCUJfx0KFqANRxN57qMxVLtqVg1ao1OHhQ7eqqxYoVKwq7qPmEUscPHTqM1NSdAACe66M66nJOeRw5mQupfWzbtg1JSfoMhiUJW14epFIvW7YMwCDV/jVr/kBW3k0ASCYxURRNCTFtnfT5+kBrWLOOsw7y7M+cOYvUVBKILS/Phq1blWefmpqKM2c6wqi9A8Cwa+bKn6U+cP36vyFk7UJljxsA6X8u55RHcoKy2p/rJZkMJUI9WPw0QeDx33970K0ue2i8nEPGraAxeii4vS5TQqx8XDo+HP6I7rxh18zFxO/ekL8bkWks0IRYdrYXhJLh4PU7sHLlbwDIbH/r1i1ISDgF6T2lpV1Caupa3fWMoR4/WNu1+GP3dQCAmqdO4e9//4MoCohz5WD16rU4etR4QSgc4fXyAG6Vv4vg4HbnAYiBnffh5KWa4HgRosAxJ+fr1v2Jo0eDu2vlB4XR/2ZmXg8ERnDWqjKgqMdvuSULU6f+WeB7Fg/U9fPw4ZMAauP6gLugIPI4c+YiWlJd0qVLl5Gauol5jYKO7Tt31gfQuhCupZSJpUCR1A20i+CWfzfjknsb2rvZkhwr5REEtULiyJFEADcAAH77bRUAvcStRYssLJg0AR/cuw9f/HE/luy+AwDbP1vxdhDhtHvg8blk+1bbJy7e3A/9OiwGYL4YpMWI6z5Hu3pbMO3X8TidXkMONfD6wOeRMlX9DPp2+AnfbbjT8Fr3X/sFqpQ7p7o/y3Zv2NCB3u1+waQ7p+HohbqWy0rjRFotCPv3AmiuUR8TW/Xo0RNAK7KFdlEMrZ6ReuV2e5CautTwqC++iEH58m6kppoRIeRaHTueRnLySd3ey+kXkZq6DTt2KHV53779ABTCcO3adQC6AwBWr/4bly4Voqy9gLh0qTesOF/leWPCdk6ghn4sN1OqS211w4ZN8PnOGh5XnFi0qCHmz2+J+fN5lCu3mHFE36C2oQRtfyO9w8OHrwDQRLWtsFC9OrBjB/nT4ujR1gCUWIXSvP5kWi18vfYeefuoUdsxcyYZY45frK27zpgeH6m+f/HFP2jcOL0wil/iyLEoIy25oAj5wLPPPotx48bJ3zMyMlC7dm307NkT5ULNBx+m2LncuCGVj7tsecULULtMLth4Jz7p5cW0aUpjTklJwS+/+DBqlA0zZ/rRs2cK3G7gzjuJgT9tmh+LDs/C1j/2yums//7bi7ZteyIzUxlYY2OdyKS4EZrsTElJwdp/3rNU3u7N/sS6fV0RGxuDypWryds5yqjgOBF16yqNv0ePXkhIYF/v6qtTULEie19+wDH8GmpWOIk4Vw7iXDly8HKf344ePa7VHZuSkqLbFg7Yv18ZvOky+v3k9/7w9wCdW9jVV1+Ddu3Y1/N6vVixYgV69OgBhyO8Muk0bFgfKSnE8CwXq0y+75j+PdxeF27oqRDrbdq0QUpKmKWZpCLI9urVC3fcIeD775X3d/31Sr3jbE5wHGc60GvrJB1D0Ow4M/z+O4emTUXUosIJ5uRUw7//9sGYMQIOHVK3o5SUFMyZY0z01Kt8GCltlX5RUohdeeVVuKFLFew9pvieZOYlqgkxTywe/OJTzB49HACVit4AfsGGevWuwKGcixDSdmLDgU6446rv5f1ZbtLZWM32CJCJqYoQo2LexDhy0ao2w8oB0KLWTnRvphAMLofbUK7P+h0SHK44cAHnHZ9gR8+eN8n72rZth5SUtvL3pKQK+e6nQj2vSpVquOrqrvh752rYeR/c7u545hkeH33kR/fu4bGyHAxaO0sQeLhchDiy8X74/A6IsAOMuDgAcMMN3dEweBK8kFCY/e9zz5lnZaW3HzmSFLZjHEBIm9OnSVY8LSpXJhtb1CKLJTe1/A37xAdVxyRXqoyUFL1nA1Dwsf3oUfYYHCp++MGHxx6zoVw54PwJ/fuSVE23tlcWC2vWaIWUlPqw/f09DmzXLwD16pWiSxL0zz8ctm7l8MADAg4dArp0sePhhwW89BKx1ehYX927swPJHjhQAZe2E6n9fd2/xMpDdzOPA5TF3XfuHofWtbfjtvcW4sYWvwNQ93VLlvhwyy1j80WIASSI/8sDXsboz2fK21wON/q0+0V3bLDFiSvrb8KWo4qRZJQhvn+HRQCAupXUycQWb+4Hv2DD7R1/ZJxFsG5fF6zZew1euovUH1ZMrrr12ERbfuoZxzkLrY1XrVoV2eVH4tCRPfhj97UY3n02OE5EhaR43T0aNlS3u86du8if27W7CjffHD7jBVG/A9os0lpk5SWGdX9pBlbd9/ntsNt8MvHbrt2VSEkJj/eyZo15//pc/0no0nidpWtp7Wnpehs2FE4fHiqWLFHb7CkpKRg92o8ZM5R3tHSpDzVrXoGZgW7taCDmGw3a1oyP82JAnwao1bCa7rhIhORNGAzFTohJZImRCiwjIwMVKlRg7nO5XHC59EGFHQ5H2E288wuXw1jaJ4pcSC6T2hhiLpf6GTkcDvTuDZw8CUhVgfbNd7lsyPDWxYodZEDt2BG48kqSpYx+DTyvHoRp4iiU9yJ1sqLIQQi4+TSquh/3dPtKdZxITShtNgeMbiGKxvvyA1b8BPoZS2Sl2+eC06m/cbjWUTpjD11GKZ37RyvG6Agxtzv4sw3HdslxNjgcpP5UiL8EgKh+0gIxoehVbrvdXqj1p1BAFcjhcGDOHB5JSUrge7qN+wU7OM5cFaV9P0Yx+ay+xxUrlCCxdIy9HTs47Nhhw+7dNkyYENq145xq1kEyuD76yI6UbqLKZfrYhTqqiYUo8jh2oS4emf0halQ4hf1nmqiu9fnqERhx3efyd0Hk4ffYIPAxGPYJ6XdoQkxShlnN9giQSaikonHYvKpV/M9HjUD1pNOG59asoF5BZ63MZuUl6IJCq4Lq+22Q/Pa8PoeqjmjruCjycDjyFwwj9LbOw+4g8W/sNh+emEDa5U032cM+fl92NkkY0amTejvPC0gLpG6XxoYzGbVQNYGdOTs2tnDHKBqF0f/SbctIISbFKhEELuz6exr33gvMnQvMn6/f5/Pp67xHKKcSy3K8U/X76tYFjh4Frrmm4GO70RgcKm6/nfyNGQPMm63vKyTykibhn53A4Y7hDoA3Inj0dbRrV/K/Zk0bvvkGuHQJmDTJhtdf11+D54P/njOXq8k2HwvSGNY2kMDh/mu/QP0qJOsjPTknbnYKQllAlqBNQgMAnRpt0G0LRojFOPKYrv5aVC3PVtHMXDkKnRuvNyTEvttwJz79/SEASjtlxae0U2wm7SqVn3qWkVF4bdxm4+HjkvDAZ2T8vafbV7DbfLBxou4en32mftY8r7xnjgtDOw36+RcNKQN4OPeXZmAtzHn9DthtPqqeh897oe161jOXyHUr0Co9pevRly3O90r/tuuuI/f++GOgbVsSf5KUxy7P56ygYqVc1K5wEnaHXkkWibD6Poo99LcUO4wVJ+zMmTPIyspixhcrLXDYjF0iBZFX4lRZCK6cVE7dIfO88YSXPkaCzaYmgdatUwZe2oDTBhPUCqmmLx0btKyAMliLIilnrDMHMx8YhWuarVGuDVH1G4L9nqIGy8jJ88ZEVIYVo4C+ynvVHxCOqa5DhctB4hHSmZkiDXFx6qDc9Eq+RByTSYG1iUFBiQg6H8p11+n3r16t7y/uuAPYu9f4mtqJh6QAS00FIHjk+rt693WGgY53nWwhJ/2goQ16znMCcnIAm03/IH7776ZAcObQ6gzPCYYuk2ZkGKCf0GkN0VW7rsd7Sx/XnUer0PzUJMkXIEmNUFj96cGDwMaNgEFkBFIuPwCeLLAYTRbDFfPmkYQR877KxpAu36Ba4D3aeD88gZ8iTYazPcbqdXsEafSNMpxKddLvB555RskMTeO994BFi4qubFYwN+B1LSWMoeHRmF3vLnkCuy/dqN6oyTK5ejUwcSLw3XeFV8bCgiiyM0Sz7EYb7yfjOdUx0Kp87bOhoQ1wLoEO2WLFFnLZ3ab7tf2DpAAD1IHrtZDqJiPSigxtBk4WWAsg115hnvwrxpnHTAajhZGKzS/YVOPM6oCruQR6LJD6bVohds89JBD3/SOV40JRNrNQ2AsVdN2Qfg8HPZGkTfRDlyNcg7ebjWmf/v6g4b5IAKsfkdSnM0aMBiBG1BwoFNAkd+fOyvYmTRgHFzN+D/B6PE8WgCSIonqeJwXqN8I/l26DmNyh8AsY5ih2Quzaa4lLz/Lly3X7SEwc5ZjSiGAxwpwBwkw7IUvPTtIdW6N5G8RQNqyVLJN0o7HbAVppqF7FVD4H4y8Xb+6P295daH4Q1JJNvx+oXE4fF4Dj1B1tcRJiwRRiEkiQ02IoUCEhOCGmR1ZAkDJlCjBnTuGXqTggtTXaFYh+x5HCyxtlDaTJIdqN0AwFrbda1xotRFFfr374Abhw4ixa1d4OAHDa3Xjg+s/QtDpJNatNW/7KgJfglCZQggfp6eSjdmIxYubn0OLll5XPt92mJ9vsNh9ycwGeVyrC64uex6ZDV+KD5Y/K27TB+s1gt/kgiAohZiU7mQTtZE9riL628EWs3HmD7jxaKUDXaW2WSf15lotmigYNgKuuMh9vBAEyIWa2mh4O8PuBtWsVF0lpEvZIjw/xwPWzMOP+0QDUxrLk5iWaCPHDnRB7QwlhZ+gySU/83npLUQ9J2LIFeOIJ0t7CAazxTiJ9pHb975H28AlO1W/mNAqqevWASZOAaoXgVWJGUucHfj9RCJ/PqKzazgoEb+P9OHwYoBe+PntgpEyKmcUjvngRWEyF5Bk/HjhxIvQsk7HOXEtZJlnQjg80vD4HbrwRGDKEvb/XlGW4++OvGXvUhcnO0xNJtSseN7wvQBRidNmMCBIjpZlfsKmIOO2YQ48FUr994EwjeducOeT9VK3mwAsLXsMrP76ELAZJWlLgOPV4I/0ezsC9nAZdV8KVeJHUjCxEcoZJAk4XmF0a7+Jd2aiWdCZsiUodcozjBGfm6tuL0+7BxInA1KnAQmpaO2QI8PrrwKpVRVFIY9BtQStooUGPMZJHiRHO+SJk8lPIKHZC7MYbb0SDBg0wb948bJXyD4O4UL7xxhtwOp0YNmxYcRcrbOA0UYg5bF7ZMNC6Lzw8+2Os3avOa7wvtz+2+57E0I9IjB2eD50QO3eOfRxtyD/8sPk1AeByTlLQYxJislA9iQR29fnYK388J5QYIcaCkUKshnF88IiB0cSZ4wRkZwO7dpEMKMOHF2uxCgS6/kvvTjtJWL8e+PprMqGPBBgRYiLVvX8/9g7VOW3rbgELBV0BDjbBF0U2aTb/0cGYPmwsmtXYjXu6fYUhXebhk/uJ3pvVxiSy/OmnPJASD3MQVSvkh8830J13PRXORhT12XbsvC+gEFM6lpU7b8TT/5uKzFxF6RPKSrvD5gUCbkMxjjxc03RNkDMU0Aqx/627y0AZrJ9Nq0k35Ro+v92UECtOV0VBAMDZI0Ih9s47xDXu1luBzExlzGtf/18AQGIsCaJJE2LyZ86YJS6qVO2FhVtvpeNBccyJnHYRT2sznDYXQRY7tM/caXcjpdHHaFV7u2xfeX0OCIKmf+CLjr0sbEJMsosuZqmDqLLen433BxQ4SiEaVDkkq1c9HuDYMeCbb/RqnE8/VRNm77xDFL/0NisJvmKduaa2nNPuQR1NjC0JplmU/eQ9srKlXcyqCK/fyexTtQRcfpVVeoWYvoM1igspiLxq4XvbsTaq/TSRJvXbCzfdhrlrhmHM7I/IQoOd1K2/9nWTk5mEE9iEWHAmhT4vnAgxmgyZdOdzhsdFPiGmJ3Jp2yvGkRdW78UUmx5lbvYLNjlmLA2n3YOqVYEnnwSqVlW28zzw3HNsz4iSgJnnVjC7QyzCsS6cUezmmN1ux6xZsyAIArp3745Ro0Zh/PjxaNOmDfbt24c33ngD9erVK+5ihQ3MFGL9r1wkTxy0CrHzGZXx4vevqbYJoh270nvjdDphZ/JDiGmlyvQ+CfHxwNtvm18XAEbNmonPV48wPeabMUMBkEGOZejYbT7kUYk4S1ohxprITXnLVegGblHimmvY242ebbnYDGRnk7ghkQyprdGEmCiSuEBDh5ZUqUKHoUJM4A3r4Tt3j2NuLyghkh+FGI1OjTagfuXD8vdYZw7eu+dxw+PX/6X0lzwvMJWyNHgeaBRYRB80CBg9Sr3fbvMhJ4dD+fLmSt3Hx1t3mbTxfjhcxAAe1Olb1GRk1gqGzNxEfLZqlOHkadKi53DonEIAqoxVUZDrgVYhpn3fxUmIcRwiRiH28cfk/8qVwEdUMiajVXIA+PsgYdRFRtZWCZEwTtBGP8ttMpiqPdziwWmf+R1XfY/u9Rdg+rCxqkUSbbn5YJ1bGEEau7WTViOXyfPnoXswUpucPZsoPu++m0z4gmHjRjUJ5jb3hrSEBlUOyYlRtDCLEyYRYlWrAr/+anSUvhHGOnNV360mM9GCVohxnIhYZy5svLqvM1KIiSKnUoXlemIx8VtFskmXSSIf/IIds/+8D7tPNqfum6+iq3DllQW/hhZahZjk5m/jgo8F4eoyeYMs1jbv9KKBEDOKKQmQuK/h9F5M4UlnbhZEHl4fIxa0zRvUzi1OsJLEAHo722iewEKWUNX8gChFiaxPXn/99Vi7di26du2Kb7/9Fp988gmqVq2K+fPnY/z48SVRpLCBWQwxAIYKMStuOPlxmXzvPfL5pZc05aT6CafT2qB74GxjfPOXcSYhGZ50NI1dgCrl9fI0G+/H15TCvTgIsfR0BFaL9ftYEzneYTxQhCPatSOqqBMa5bCRIZscnya7TEYyWC6TkQi67dEDtWAyEZdgdbJq9TiWodC92R/4+L6H5DhLZoNxckKaaoLwwb3s1Tsp0DBNSHMQcUSTPWfkSODff9Xl27SJxEMcNAhwudQ/jONEdOwoIikpD2Zo2kK/cng5RwmYRcf1stt8aNw0f0FWJZWR5DrT9ZYWzON+33mTyqWTfoY8pyzVBlOIFXZ/+uyzxvvuuQcRoxCjnwudWVJLiEnva+6aYTiRFghIq1GISbGsgPBXiAHqxS8pOQQNM1U7EP6EWNXyZyEK0j5SWBYhZrMVHXspJSIxmtyECokg0aqfjVwmtQoxQGmTEycq13vrLRI/zwwclz9CLL/1pFlT8vK6dNHvkwgxAAgl8Zs242N++yftou6QLvOw5Olb0K6eMigZxwPmsOhnZeElzxujcqGkz6ttEvu6MAixH34g4+XGjQW/lgQjl0mI/qD2ZbgqxCQ0rHrQdD+rHUYaaFHGzhNquyQxNjNyCDEDCALPfE9Ouyesxu1x44Bhw9Tum4C+3VtViB05X6/QyhZpKLHXetVVV2HJkiW4fPkycnJysHHjRgwaNKikihM2cNiI9cDKFgMofulaQkxrmLNgRSFGw2YjKx4ZGerYO4DaSLZKiEk4k24edGN8r1cxqP3HmDxIP5vSGiZFTYht3w5UqGAc/4RlKNmd7ODD4YxOnfTGuCEhlpCG7Gz1Ow+3SY8VSO/OKIZYpMBooAuWBctu88rt58IF87gCVtxeALbL5MsDXkazGnvwVO+pQRViyfFpKul9gyqHmMfddiUZ/Wl1Cs8LWLL1Fvx98CrMWvUAAOC114CKlNcQz5NA7507sxcIst3xGDlSQGysuZXt5fSZkMd9/Q7W7u2GETM/x0+b+8nb7bwP4B2oXFl3SlBISgXJMGtxpbWARfQCCQe6k+RMFWKF3Z8+8ww7oPXChcBdd0FRiPHhbT3Tz0WVuAJsQuzkJaUzFTXB2O++G+jTB+jfn4wt4Q66TbP6lGAKsXCDdgKd64mFoGkHbEKs6MpUty5w5gw7IUF+INVXLdli5DJJ1N7qumz0Xt95x/zeNptatRMKIfbQTR/jqT5vwWoSGACoVk3EuXPqhC4SPD5nvvo0OgsnAPRqvSz0i0Af9mNo129gt/nw4m1KZgezcbpNe4UA0yrG6HfrdBJXblb4isIgxOrUIdlZCzuMRJ8+ymfpORw66ENiIlAp8TyGXTMHFeL18U/DVSFWKfE8nrl1Cj57YKRuH02uROoibN++ymd6DvrWL0+r5qDlYjPCkqgMBYLIJsSy3fFhpRCLiyPxAvv3V283a/dm+0SRiwjlelEgjHjOMgAKIeb2mZMq+ixn+hpMYuRQR3BA+/bWyyIZwqz4C1pCLIbi54I1pkfmfGi6v109dnwjQK/IMjN2du4kzHmoRqYgkI5/7Fjgw0BRVyzNQY9WyxHnUqdXZCnE7K7IUogZIc9AJDOo07e6LJMlHcvNKqT2IHpzcUOLlQCiY7VOglEMMRYko+XcORIraKTGhkuIyUS52MsAzDON0TAzFCrEX9L1SVqQAPTWhyV60sZBhNfvxIT5b2LeOuLz6nQSl24JuntrNmTmJsrqVzqwvg6cuozTUsfj8PkGePH713Sxy+w2H0TYGT10cDSscjBQTHK2wwGcTNPLSEhGYOUO9Oe0bHUcITNCkqWyKAg4DujYUb9dNt54OzIywp9UMSLEtJDGA/UkV30CxwE//0xIwUgwPOnfW6WcXrXtsJuz5eG2yKCdqOV44nT8i89vL1ZCDCBufTGFZDpI/fXWo21V21mufzbeH4jnp66MMQ62ARAXJJ+I3a5eQNm5M1hpJQgYePUC3NJmCQZ1+jaot4QEG+dH5cpqm1Ry7d18uEO+bBMtQV8hPn/xIYwC/tNjnJk7ps2pVAiOE1UKMTqTsCgCCQmAizFtCNc+huPIQux2kktHJvikPvTNwc9gePfZeOl2/YpKuAbVn9jvDUPylE7MEIk2J8+TBBoDB5LvSRWVOWi2O17luhzvyg4rojI/EEV2zMxPfnsorBRiVmEUfF93XL4s1ehABL7W6AYPfVwjFnK9Sme0fEdPS9fmOGD6dOCpp4Bt24IfbxYgW+syOWwYIdvMXGQkpGkCvYYCraFiZuz06AF89VXANcciliwhhu/PPwPvv69c/6k+U/Fs38l4vv/rAIB6lQ9j1A0zkMxYvYpEhRgLRiu7sc5cnaTdKPlCuMK39RV0arQBgNrYDbfJmxUYDXTBVKNJcekYOpRMxDZsAGy8D23rboHd5kWnRuvx0/i+WDSuP5x2d4EUYvI+m09FiNGufBI4TrSkdpVAEymsiYXTqZ7A6UleDSFGZeE6dswHKu+LIWb8Phq/buljuP9EWi0IcLDWLIKiSfV9AJSMZr17Ay//+DKOnK+H576bJB9nt2vft/L5RFptvLv8WTw1byoAtjG0Zw9R002dGnoZg8E00QJHBhLWwsKhQ0SNQpPvp0+TZ2AcD6hoQE+6zNqYLVCnVYQYH0bLyflAsEQZNkY7DmeQMV3EQzd9jL4dFiPHHafTI/kFW7ETYoUJya332w2D8MGyR3HvpyQVNMuutNt8gfqt7hiMCLHYIOETJULMHlBgP/EE2V674jG8d89YLHn6Zrwy4EVo+96bW/4kfx594wwsm9DL/EYBsBYuRnz2OWb8PhqfrRqpshHX7+9s6ZqFRdB3bfIXc7vVRR+O6mzcXpdKIZaSoq+Q4UQOBYNE1LVqRf5L47dk49evQmKJtq6zXXeuytUyjIgXOv6pFrTIweNzYuXK4ihR4UF6X/PnA2fPAlVqKB2BIPCqsTCiguobwC/YmITY+YwqUU2IBY4uyqKELSLwtUY3eOgz381cOUp3HK0Qm/H7aPnz7D+HAwAWbBzIvH6FCiQOROvWwctiuhKuUYjFxwObN5M07ZKLzP33k/+pqeR/T4q3u2P694ZlNIN2NdrK6t+RI8GP2bkT+OcffZwJqRO57orVACCTKF+Muh+DO8/Hfdd+qTp+/f7OcLrIwNC2bfD7hjPMCDGtQqxGjfAyTGSIInq0Wo4GVdQxHTYtU4JhNKuxhz48okG3WY7jTH9PvCsb33+vfH+k54d45+5xGHfLO3hj0ER5e/Wk05YJMbM+w2HzQhRJm21afQ9+fao3BnWaD3rw5SCGoBATVS7LH60YoztCq17VEWLUqmZGbjl8vVaJcVilCtCmDZgQRWD8N9OwcNNtWLhJ8af+7TflmDGzP8Ky7b0wfelYCLAelPng2YaG+1wuoFyNRrh/5pdYv1+RczlM1k9EEVi9pyc2HyaRkVmKgaZNgeefZ6uBzSAl5Bho0pVry6YEHoacuY/let6yJTB+PIlhJOGxx8h40seYfywSWFWISS6TqgxwnPV3H44IRgQFS4gQbn2q3w80rb4XA69egMdvfg+53lhGGUnfSa+WRyIh5hfsWLjpdhy/WAeAscsky47SBpaXt1sgxOJ9u7DsmV64p5sSMO+l219B6zrb4XK4cU2zNTrV1ejrpptf2ACs5EunLtXEtxsGw+2NUb3bF79/VXcsC0a/3QyrQ8jiSJMHdGZaFmategDLd/TEjuOtkJ6TJCeOqVC9iu7YSFHqA/pxSOozWc/D5cgL2HDkZZopxNLTC7GQQUDHkwTMFyEvZSv+8R6fU5XxOpLA88Q28ouKYSWCU7nwxjjywnM+EAJEcIbqzUgaC1jgeeCR2R9i98krVNvdXhem/vJU2KpKixplhFiYwetzIdsdryK8Fm3qrzvO7VUyGdLG99w1wzDsk7n45LeHClwWU7WHhhCjkZJCslNKMYluuYUM1O+/rxyTllUR249ZYOW09w1BISahTp3gx7RsyY6PEKqBsfHg1fLz+Oef0CeY4QRp4kq7nAEkg4w2hhhAYliEHS5uxLN9J2PWSBJTSjKkjNxBIx2hrFxpjf5+HRYDAG5us1S13eVwW3aZtKoQe3nAy3A53Bh94wzVhJrnBcP4iVrEuXLklfzFm/vhTHp1Znnoeqp775Rh/erqRZgzv5KlewPAliPt8cGyx+ChVn5vvFFZANh9sjne/HkCLmUnA7BbNjL2nWmCJdtu0W1/8EHyn9Un2WzquFU0RLHo3GYWLQK++AL4/HPjY+g6sXUrsHw5tZMnbBnHieA0E9vcQPVcvVrZdupUQUqbfxgRYlryluUyyXGRbT0HVYgFmdCH2yRdEDSxBzlBrmva42hE0iRIO1GXwMwyybFdJhNjMsFSClghxJpyH4DjRNWCoVZNXz7usvmFLIJFiNFQBWC3mC0yP4TYv4fb47sNd1o6lu43WO1HioEJAPPWDcWUn54FUf1yuPuTr/HY3PeRxul90Vswcq6EGyEtQTsmSXWT9Tw+Gj4Gs0Y+ICvu6CzgNPHy6adk0f/ddwu9uDr8+SexjSdMsHZ8Zl4inpo3FeO+fsdyPQwn6N6XSCnERB6x8crKV6wzF34/sGMHUQAuWlRMhTTAvn36bYJAwhYYLfwLAm8Y3y/SFGLaUCU8D+w62QJjZn+M/Wcay9t7T/0Ve083Q7ly4R3CoqgQYa81+rFg36u49e1f8OHyR+RtrEbp9TvkRqnezwWyW5mrQ6zAVO2hcZnUolIldQfKcfpOhF4xsYr8BNWvFGSOa/acpNUn40xAanh8Tvl52O3qgN6RhubNiSuVNvsky2USMDbCSxSZ+gByZu87XI1Hq9C2MbPfY9XoT4zJtKQQ8/mAGTOM90ttVxRJZjftdoAoxKzGMEiMyZQntkYu5lojrlEj9XeRekCbN3Po3dvSrVXPdeBAomRatYp8Z8XYCUUl9MlvDzH7m08+0d9bgtdLFhnGzP4Iw2fM1pXViBAraH1PTgbuu8+c+KfHiqpVNeMK9VyMMrmFAxFhRSE24rpZUakQ43kyjhkRY2aE2CuvqBPShEP/Kghq9yVC/OhBJhGRrRDTwijLJCEV1J3E2JunyyEiaNCEmI334YYWvyM54aK87cIFwJmrqK47NVqP3yfegKT4dNV1KlLnFAShEGJWcUubJSGf4xPsumRXRgimEJNiYALAm2+q9+W44/Hf8Vaw2+mYkeT/I4+QNrdhg3K8mXo4nCC7TDIUp1JynZ6tyGrKhQvKPloh9lBABzBuXNGUkYZ0D+37MQLPCdh8+EpsPdqu6ApVhNDaEAKUid/WrRwcTmWAiHXmwucjoXT++884KVlxYfFi/bbZs4HbbwfWb9DvAwjJZ0SIRcpYMGAAcMUVQPfuxi6TdP8jBOIS1qoVJM1rlKKMEAszSJ373wevwgsLXsPQj75huhB5fE6mQqww0K8faUSSOwwLZgoxI2g7ETpej1WEElRfQjB1hNk1JCLAqqHj89stP49IQNOmQFKSelucK0fnMgkgaKrskoH65Xs8wHvvhcGsrBBhNNBxHExDAcQ51bMmI7l/YmympXb28cfEbdoIdt6nW6kC1G2a5wTL/dnw7rNlYi1Y1qbt20ncqZYt1du1WcDyg5gY4O23geuuI99ZxpIAh2WVVlZeomkMSRapIE2Ad59sjmMX6qJDB/XxJSmBp8cK3coqr/xOK4RYSf0Ouv4brQ4P7foNGlfbD0C9gOJHEElNmIPjiDLvsoGgxyxDqDY7dTioxfx+EfUqHZG/J8YaE2I0ImUSBIA5PgPsfvKB62fhrbcAj0ffuKTEMzTKxeege7M/4HLkYeDVC/B8/9cx6wFF0VQz+QSOU4tobwyaqAq4LSE5QR9/NT8wClwvoSB1jlZPBINfsAVNhiVBEHnUqHAS5ePSg2bYbdKEvZ1FUDudwIsvAldfrWyLiSEK3o8/VsKW9OunP7ekIQfV531oXjN4JoaKCRcQ68wpMdc81iKh2WKe0fgWsaAG47g4Hh6/0rdIMcTCcpE8gGWB3AdGizQiOMPwHZGiEPv+exIOyOm0RogBQMuW0TU/CgWRvXQZhVBWOzj8ta8b+cRYAaMNm8ImxBYuJI3HrNHTxqFVAkh7vWx3vO6YzNxEQwMVAFx2tb61MAxss2tIg63b50ICgjM+Xr9DleknHFbECwNnL1dF1fJnwYEM7J48H7TdR3gSYmp8/DEZAFZQyR8m/2QhE0SEQDtpM6t+WoWYx+eEy6HXj5eLzbDUztavN98vu0z6lHtk5JZTTQja1N1meaJEZ3NiTfSmTVM+t2qlBO9VI38NVBSJUiI3F7j5ZvU+1sQ5VBeJmFjjPt3Ku1i5EihfnnwuSoWYFdDPQzemcPZAmm8RLocb2e4Ew/N/+QX4ix2jGgB5F8HcufILWoVA/x4jEpnOALf+1F2IKbcRK/7rUTSFKwY4nfpxfuzc6Zg+bGzAoBZRPek0TqdXh1n2CEEoIWIpYz/uv/ZPfP3X3ejbfA4GXPk/eVe52AzmKdq2EUkxcUJxmayUSOQ2+w9YY5t713sD/Qb8hRU7esgLErT6S2ujGUEbQyy/fVFBFjyDYf3+zjh8vr6sTDKDw2FDnoe9cOr2ulRja2JMJr5+mMSrvJxT3vS6RnZVKH2dFM/3rruIoLM8RAAAlA1JREFUWqakFTuAcQwxu82HD4c/wjhDIZySEy5iwdiByHHHYbu/mDOsBMAKI2EWQyxYrMVwh76dKRs4nkOlynZknSHfpRhiRTUe+3yE6GndOv+LZMFILb9gi3iFGKA8HyNCLBghX5oQITxn6QErMwerk/X4nHIFN2q0BTEwQmHAC5MQCxZQWzthf+IJIC3I/LkgBpMUdDyYAkWC1++IKoWYhJGzPsMTX78LLvB69uzK1T03bQyxzZs5S9lMixvaDFLr9nUxODIykG+FmEs9azKq406bx9KkIlhWISmoPudXJqA57jidoShlVAwFUtk7dVK2WXGbEAvACB04QLLR3nWXejur7zQKzmqEUBRirVvrs/uWK6d8FoSSVYipViO1QxXHoV1HYjXPGDEad1y1gHn+hQvArbca3+Phh4mrqpWsoPmBkcuk0QSIJh58XDmM+OwLzF9/F/PYSIVkd9SpdAwrn7sB34wZinu6fWV6TnEqxBYvJplTRRHA36Nwd7evMbz7bBUZBgB1Kh5Tff9s1UgAepfJX34p8iIXGlSJKyiY9St+gV2XE2IycUXNXfL3BomEle7RagVzzLDa1+kVypZO0yHLX0P1ffZs9f6C1Dm/YMPhc/Xl7yt2mJDanM3Qk0CrHEuIUVgu7fgn1T8JtNpPytgJqMkGq88uKQm49171+FBSCCWovhZt6hDDMs6VU2LZDLUKsQ3rPKaLedGsEOM4Hu06KH2LRIixwkcUBh54gCQtmzQp6KGGCGYTiSIXNTHEtKB/+66TzQFAjt3buHGUqDjygQh/rdEHdueub7m0YWNEIrHckwoLtJGRX0LM7dXLy4OtomhTgS9dCkyebO3+RrAyoHp91gIxpGcnRSUhlpWXiG1H28pKlzhnDp55RnNMFqkXo0bZsHBhI3TubEfbtuGzsh7jIIooLSFGt6VIV/RpB3n656RlJatI6FiHRiHmZ1dcoyxkWgRrRxwnkudLPeQYR16hGIpevwN9+gDDh4d2Xo6gD8RvhgoViKtKt24ks2qfPvpnzlo99PmtB9UHoArUD0CVJEVbR7dt07uC0ihpl0lThRiAChXJzK5iwkU83ONjAGpy3WYDTp7Un/fCC8DFQBgiKb7aq9aSyIUMum7Tv8HIRYY2pIMFpY9UsCYLUhD1H39k9wfFSYj170/cx+jMr02r79Ud16KW2j1LIjNFUT1W0HGLwh0ffECyifftq95u5tLn97Pr8owRo/HR8DG4quHGwHHKPjOCLRi0CzJiiHVj0ab+WLy5H3bk3Kfafu+96uO0dW7nCRJ5fuk2jbSXAb9gU/3Gcxn6zI7yfWA3fL4sW1eCdhz+77i6M6eDflOeqSpCrH17w8uHLXRB2gXFZTIYaNKsJOzLvDzgIJW4vH9/YO/ckYbHA9GtxOFtHOxVFT9dKah+URFic+aQ/1YIMSObnozjxgZ/NMQQo0H3F3Tb+2D5o/jmr6G4/7MvAADvv19CDHMYoIwQCzNYXe3w+h1UQy/+2U5hEGKsctt5Hy5k6qPgSxkpb23/s86F9PRp8n95cFU7E1aMdPXER9+JSh3M+czKqucR6QSLFnk+MsLFOnN17ktZWSSw+OzZPObMaaHaHg6Y2O8NAHpCjFZz3Ke2rSMCRnWsTRv1909/fxB3vv+dnMEwxqkml41IX7vNZ6mNWJ3sCtSBSfHp+QpgrIXH54TPp8+IGgxn/J0x4/fRGP/NtKDHDhtGsudmZJgHkWeRT1ZVE/8cIpnDMvPUbjS//XeT/DlUUqGk+6BghBhsequ5QQP1+SwXsNdfB0aNKnj5rIB+5laeZ2klxCQMGEDc07Uoiboo2QeANZWGtMAoiuoFOlYmynBFUhLw1FNArVrq7Rcz9Vl+JJc9wUAhVj2JPMDJg54Fxwkqcpomi8alTEPXJmth46wZsTqFmKWzFPx7pD2mL30cAmc+69b2l8/MfxMTv30Ds/8cLm+7f+YX+PKP+3AiTf3AtISYGaEowq7KDk/D7DxtDDRtu7rnHpIp/dFH1X1JbCxRKa9cCbSLwDjtRlkmzRbFJcVmh/pKsNKSUIhpF4MXLyZKWS3osS/6XCbpfTxQbyjW7CGBp4vaZVKClfHEjBAzUyMKAm9IZEeiQqx2beCll4CpU9WJNrLyEvH56gdw7EJdTJlCEh+VVkTga41u0J27WQfk8TlVsaqKG3SjscqWW+lEbLxfF1Nh3b4uWLlL8QEYef1nePDGT2APGLeNA3FPR4xgXzOYOoKVklcL2kjp0WqF4T0uZlYsFYSYdnUXIMQXqy6Ey0SiW9O1ABiZSgMToH//JRkDIx1btxKiYO5cZdvizf3w2389kOuJw5n0agD0K5ZGLpNSFrLNm9mBZCVYMUyJQkw9ARja9ZvgJwaBIPKYNAm4806gVy/rUnpR5PDthsHYcsTaErvNFtzIYxJifvOg+mv2XIPHv3oPz39Hsrpl5Kr7QPrdsPoUs35GEErWgKPvzSyHXT+hpdU4RoQYAPz5p/p7UfW39HXpem7FZZI2PlnZriIVwUjeH37QbyuJoPp0u7MyKZVcRwYNUoKq/7mnOyZMKJLiFSl0YQ0YiYwk1b2RQkwCx4m4ufVS1TaaLOrT7he8NvAFSy5vgHF2TzPsOdVM/izZZMH6Nm2fkOOOx4YDnVVxHY+cr4+v1g7T2Z4iOFXfa6b0Amcz3G/VwwDQE2IVKgBHjgDvv68nxBo2BK6/3vKlwxpWFWLl49JV8UP9vuJnxLRuuVYQ6YRYRR2XrvQXPM8BvAPfbbwTAFkwf/ttktChpBEKIfbKjy/JnwWRR46HTbZHokIMIElunnzSeH+0Lt5ZRRkhFmaQDJgGDURMmWJ83MNjHEyVQnXKA6goyZiqVYm74tq11s+xMimz23xoWPWgatuJtFqqCcbgzvNxZ6fvcMdVJMCXRAwaTTiDEWJ0RjYj0BOf3m31QTyPXmyIX7f0hiDaotJlUoLbGyDEqNVdiZjMygIS9DGxDTNeFQsYL1+rEJMG9nbtSta1rLDQpg0wY4a2L1B+GB28loZR1lc778OrrwJXXqkE59VCEEg8rWDw+QCxCGbFA/umo317olZduhSYONHaeaH0kVaPZfVzXk0w6wnzlc7d57fjpR9exfZjbeANuK1qFWJGhBiLYNEarmEdVB8AbOYMoxkhpkVR/R6aBLNC/NLuxzQhpnVhi2TUq283jUXEemcllWXy5Cny327zBU1CJKnBb78d2GV/DTNXjsKbPz+D114r6lIWPrTPm+XyR+KyioYxxGhc3Wij6juL6LFKiF3TbI2l42j8sfta+bNVQiyUOqddFOIgWlaIcTxnGEOMTrIRDCyiWeq/6b40HMiGgsAohpjkNm+EWskn1BuE4o/NlZ/siZEaQ2z5cjJH+lUz7aFtSi7QCKX6L5HsdKKlkhIHGLV/FiEmeSIBhBCrXY9NiEWiQswKHPn3gI8KROlrjVxIxvZzz/lN3XJ638pWHBTnhL5XL6BrV+vH55dV9ws2BokB1K10VHXdovztdJw2Via+KStnYloqod7pTiXaFGJuP5m8ShkKm9fcidSnUnBXl3nIzGQPPuHiMimBVZeaNy+BghQjaJdfycDXrsQaEWI23o8ffySfv/6afX1WjCcWfD4USaOIiyuhmTYDRi6T9GYpkCkA8IwswhkaQkwVM5I6nEWwaN9F48bhE1Sf+ep1CjH1QV6v8QQkIwP49NMCFS84fDm4pc2vKB+XDkATT4zx7gDIKkxASe6gjW0U6Vi1ymbqXhEuhBjPKypwh80bNO6VNNZzHFD/iqqYv/4u5HriInL1XPu8D55txFQxOe0eZGZyQSd6WpfA+lUO644pbCWMpNgD1OopaZE0VIWYGbSEF8eJKpLMLLmS0+E3JMTo3xAMZoStViEWTWBlQGVB2+eKfmOiacuW4Nmv8wN93DJ2JVOpUyM0hliPHsCmTSSIvRoahRiU/kEixGhbZMIEYKOaTy8WGI05HKcnxLRk9PU3sRtZpCrEaEgeJJ99pmzLy2MfW1pQRoiFGSRjO1iD48s1YG4PZwKGNSlr0iT4eX7BxkzlLRlewSZ7hTEZpFdDtEFQAaBKVR5LlwJ//KE20Kz8vkiC269WiD1+y3uw23wYef1nyMpiqydKVCHGgHalburU/MefCwdYi6Og1F+jWB1G7l9mE5xt2wgp/r//GR6ig1AEs+JDnv75Oq8o+ktWf5OVbVeFTKQn5RynL8T5TC3ToJwcrMySYnbTJuICvGhRySrEatYk/2NiDFQNzmTVV62Runq1cUBzjwd4SMk3EPLvEQTg6FH9dtV1Dn6OJ3u/jbeHkAUPuo9z2NmTMdodq0EDYmh++WVoZQt78OaJIsKFENNOSoO5r9HkhVtvdkQUWM9bm8UQIIt823dwIb8fVpICKwqxULIczls3RP58PrOy/FmavOZXIbZmDZnsP/sssHs32aZTiHEahZiJy6TL4TVUkAXLnk7DjLCl5wWRTojR7fLwYaBv3+AsQ40Kp/T1S9QvcAKkD2/fHujSJXgm+oLCqM7T44jRWBEN4G3kZUqEMFkwVw/Gb72lzgJeXNC2f1EEHnkE+OILPUlJk7J23gc/2I0sGhRi99xDxjc6Ucf58yVXnnBAFLzW6MItt4jo0eMIGjUyP46Lr4V5e6bjnk9ImvO33yaBVL//vujLmF+w4g9VqBD8PJ9gR0au3oKSBiGpw3PZ3ejd7hckJ1xUHbd4MbBCH/YrJNAGDSt+lt1OFHPdu6u3z5kD3HVX0axSlQS8GoUYPYBIWSa1KClCLCdHyT5HQ6sQe/JJZdIerVARYgaxOozULmYTnJQUYN06fZBZ88Lkb1a8bl8Xw32CLQzyyAfAIgk8HvVGelLOIsRyPMbZAVikT926+m0dOgDffUfizJQknE7SN6SlGRiS5ZqpvkqryzwVnFsbK8wIoRJiI0YA9eqp4+298w4JCbBnT2DDRbKsLbny04QYa6Hmg2WPqr5zHCEpo8EdWwXOfALLUgYXFyFG14NDh5TPDrvXMJuufC5FPkf6ijn9vKXQEJey9UZXjCPPcEGERlJAJWmGYEqYtKzkkNqC2+fCoA++xZCP5iErT4nJIKlR8kOItWxJMgUvXw688YbSf2oJLw5qhZiZy6TT4UOex8BlMoibLo0ct3GSAPq3lGQM4cIAXQfq1QOaXBFcIda42n6dh4boZ9c3up8+dy4/JbQOlteIFpGqEDMC3U9K71Jqkxwnho2LqLb9b9sGfPQR+ay1bWkFbHJCGi6CJDnyCzb8sqUPHv6SuPNGg0IM0CfEK+p2Eu4oI8TCDGPHChgzZhuuuiq4ZX8ypzVOBrLi3H8/SUHfhZozhptaLClJ+bx1K8mOE2ewyjVzpZI+zC/YsHxHT90x0gAjdXh3d/oE41Om4cN7H9Ed21N/elA47W4M7fo16lc+pCILJDKIhlEHWasWMG9eyayMFAVkhZgrB23rbkGzGnvkfeFGiL32GrCGEeMuXAbqwoKZa7UEmtCVVqC1K5ZGxJcZIXbqFP1NxFUNN6JCfJpqmxZ//pm/jun5BZNwx/Tv8dYvT6PfO4vx0g+v4FxGFbz0wyvwsBeJg6Io+kh6grZoEemTxzxVB/9evAsAsGDjQAgWYsoYudmw2li3bsAHHxgrHY0moMVl2MXHmygayqv9lV0ON+7pNhe/PNUH9SoTlyyn/wQ6N15X6OWSgiO/8oqybfx4slI6enRgQ6yaLacnWiz3681HlKCUd95ZSAUNR3A2U2JDIsQGd/4f3rtnLFyOvGKzSeg28sILyufSrBD76SfgmmugyuIdn0hYlThnjiaTNhusxUAtgrlMHjzXMCRCzC/YcD6jCs6kV1cRSxKxlx9CTHuO9J1FeNGKLa1b38qdSrIncE5DdZdVd0AAyHYbL4bQfWiceXLNiAPHW3tG8S61QXn0sIFK12KCsvygcrlzePH2V9C85k4AgNNmoFKj6l602Z00gS61H9plWJvFvKSgbf+0G6fetqU8gZy58HCVcMf079Hn7V/wTup47Dl1BYDoUIix0LFjSZegZBGlr7V0gO7kOS78G6nLBZw4QSbRbdqYZ8ehV+r8gg1+wS5nfJIgDTBSh3dlnb8AANWSzgAQ0bnxOlRLUnKuS7LpnTuB++4jMm0zDOr0LUZc9zk+HzVC1XFKCgYa0bJiEAxegVhhV9TYjXfuHqfal5UFnD2rP4dOe19cEEVgyhS2G6AVoz6ScO21JKvke+8ZH7PjeCv5s+wyqVmx1BoHRtkojXBDi5WYMngCvnroHnnbzW2Wao4S8cEH1mQis1Y9oNuWllURS7fdgszcclizpzsGf/At1uzpnu+Ja+3a1o+1Opmn++VevYC//gJateaw8eIo3DBpFT757WFL1zEKxGxUjkceIS5ALGjHhieeIEkSbr/dUlGKFvFqeZvT7sF9136JGEcexqdMAwCM7XgPJt35HNrU3Wp6qQMHkC9ylPVML0pCY5dCINhtXrVCjKEMkBQlX38NfPtt6GWJGHDmLpNSduFRN8xE6zrb0bvtr8WmENPH+CEIJYYYoE5MEomgn3eNGsDrrwMnLykEr2hPAkBIBisKMS0ZwQJrwVBdJj7fBAV97YIQYtr7S/bb+YzKqu08L6gIVK3S6/VFz+ODZY/it/9uwu7znQzJrGCqxAUblfTWZnHKKlQgC6zffx99QfW5IIpTCVpiaeN6dodfGITY3r3Ey0Nbh57tOxnXXbEaHw4ni++shREAEKhxhefDJ85pYYAeMqXnK4q8PHdLcIVH8GDt2H6RciCibd7JPz3LPD8tqyLcmtiA4T7XDhUHD5JYYvIiYClFBIYJLYMEulFGijuGzjXNHg+AGFm/77wRN7b4Hb/9d5PKgJCMEK0xonWZpF2POjXagEl3PgcAuGHSKgDATTcR966WLckxf/9NyDEjNKp6QCkmterJUsyUGkJMJEuULWv9p9v3zz8CfvxRP1KMGUMUjMVpwLHccyWUi80ovoIUAziOZJVkYchH89Co6gGs3dtN3ia7TNrYhNg3fw1FricWPC/g/mu/0B3n8ZCYK62VhDyoU+konu//OgBCOLavtxn9r1yEbk3VEj2n3QPOIACtFmbuKVrk17Wpf3/g+eeBq6/O3/ksaBcqWJ+tQBB4gNGv5Edlo733O++Efo0iA6fuM2g3xIoB93dJbdS85i5sO9rW8FK7dwM33BBa9mOA/UzT0wMfqKD/FeIvQfBXhNPug8fnZK76S5PqksqoWGwwUHRwnACRETMp3pVdbM/EqP+38f6QCLGRI4nr7C23FGbpig+s552WVRGv/PgSfH47Jj0wF8BZJMRYm7zS2aXzewzPC+BD6AuN1PlSnL5g/WoohNiBs+pYJT17iLh2gBO4IN1T2yFzWLjpdizcBFx1FeAXeDz4xaf49P4HVUcFUyWqr8vhuuvUykYad91leqmIge69WVSIacknwziOdPKTfBIYzZop59+jrPOhSbV9quOsuExGH/QKMQBIy05G9aTTSE5Iw+n0GrqzTp0i5HxxQdv+6Xhykm2bmZuIFQEvpGx3vEz8l7SyvrjQoAH5A8znTtGOKOM5SxeCTbbCzWWSibZTkJaVjFcXvohPfnsIb//6JKb+8hRzVU5rjGgVYrTiv3Wd7bpbbdkCDBigfN+1y7xoNCkXLFBstK0YGEFSiLHk0BfOGrMSx44VWZGYkBRDrFXvxJhM+fObP4cS/CrycCa9OtbuvQblyumD6teueBzv3v247Iom1fHdp67AvHVD5Xgo2rp/++0k49DMmcq2p3pPVR3z9tAndWQYQAzH2hWPWyq7X7BhzylikR48ax4IK78KMZ4nrrV9+uTvfBbovrggixZGLkz5IRUiZcEEUE8uKiWSmag0llkhU//6K/R7ssbKS5fI/127lAeeHJ+GPlVGYekzN+O2KxfqznF7XfJEPSLG34LAwGWSpaAGCBFS4goxu9dUgQOoxwyXC/jwQ6B378IsXfGBleQGAP7YfR3+2tcNHoHE5EqIyTKMIUmjQvyloMcEU5FxELUcuGWs29cFp9OrY8k2haEMthhihRDjOODGG/WEWI0awG0DlPrSpq3xTFiKx7PvdFM5tq8E2pacu2aY7lwb70etWsr3VasIsR/NyC8hpo3baOSKSNf9CxcKNtHXxgDWknC0TVkaQb/LtCySJKeiJpazhJo1C89rxMoYq23/9Ngg2bbS3DI3F6hcQ4lBYmQ3lZb5XmlD2WuNYFiZbIW9UZ7UEndM/x6rd12PtKyKSN3aG16/05JCTGL3BSHwOymHfaOsPqmp1otGG87B3MYiacJZEFSrSRRirGDSZq4SxV0Pjd2mRFkhNn/9YCzbfnOxlakkQQfglRQSFRMuok3dbbKSUmscSP+1CrFffyX/339f2Va1PMNXllUOuxsv3PaapWMFkcfzC17HnDX3YsL8KabHdutmurtYYWQsmfUR7AUN9glh36cXEHTfQuqe8oOL0+1EypI4d7Yys6pe4TQq2EmU9kd7faA7h07bbkRGRA0MXCaNxgGeK3lCzM77QlKIRTqCPW83TYhZaFtWlDDBQhLYeH++7aU8byyGfvQNpv7ytLwtMwgXweovWX30ihXA5HfULpOiKIK3K/VlzCM2VKqkPZOADlAtxfaV8NPmvvJnuo8AgFGzZqJcndalxoaUoCMleWuyG51CzOZl1nO6/+3cmWScLCyoSThRdp0Mhjp1yP9mzcyPiwgwYogBwMWsigCIfdmq9nbUqaRP47xhQ+EUwesNnhlREIDbO/6AUTcQNwq6P5Bt3kB4ipgYwO0PHpS3tLXV0oLoGflLIQrijhNeUBf+oYdgSSFGE2J33QXk5So9nZV4GGaomHBBFceMxCVTIz07CQBxMYv2Ser69cDEicDtdxKFGCszXjgRYkaKIafdI6/mZeZZiEYfJaCNdVaA3weu/0xOkCC3t4CRYOPYM3u6zykfd9lSOUJxLfALNqRlVcScP4fjYpbBLATA/PnAoEGWL1vkkDKWxcWR7LMSzNqAVuVw5ZWFS4hF0vigrSP0d6vutgMGkPgvhYGYGGW2VSv5hGkJ6DEq6l0mOQ5b+Om6zUbjgI33F9s4YESIcZxoiRCLloDlweqgVyLEXNYUYlYwvPts0/0cJ4bUH+mJOvXJl4MMPaw4cKz7cxzg93N46Qclw4YoirBRhBjLFViCNmMbDTpum3b8PXC2MfZd6oqV51/GkI/mGV8kysHDWqxS7fjg0MR1lKDd9p8+yocpMqjIGtp+ix6b6zIIHyPcdRdx5y8sQqgkITCyTL7xhkKINam+D9OHjcXs0cMRq3GjtjoO/PMP0K+f8VguikCVKuZjvSAAj/T8EIM7z0f9yodUfaJ2ERgA8nwJ2kvoEEn2VBmso4wQi2DQrHw0STibN1dn9jEixJpW3wun3Q1B0AcvDiXNtRa3tEnFgrED0f/KRabHPTLnQ4z7+h3M/nN4vu8VKejUCZg0CYiJN54pxDoigxCTXDrMsjlFG2iFmHaFGgCGdFEMcSnLmmS4B3MXBqwTFdpsTDtPtDA8NljcFQDo25eQYeHU/7lcJObVxYtqw0nbBp5f8DoycxMxYf4U3WRq9mxjpUrUu0za3fJiA6C4TQJEydKw6gHEOHLBymAq4ccfgZQU6/c065/iYpX6Xyv5hKl7Lj3uRPsiCQDk2errtqnHAUrdFwYKMSsQRQ4bNxZeWUoSQQkxkUz+erZaHhIhVpCxc8m2W4L2R68tVAJoVa2ibGcpgWnigoXvvtNvM4pn6vMBa/Z0VzYIIngHTYiJhu3ajBC7qadyQ9ZCB89zOO6+FmfSIzyLQwEgxFrLcKMl3B12L9LT9XH+CqrQHTFCv00USZZC2oaiYw2z8MPfJE7LT5v7ol8/oGtXoHz5gpUtHEDXY6k9P/sscM2NhBCj4wyzQthYwVVXkey4wUJazJ9vvI/uAxNislTtV/L8ocftzeduAwDsOqnOfk0jkuypMlhHGE0jyhAqoiKGGAMpKcDQuxXrQhp8WBP5lwe8jEmT9NewkkKchfb1NuOpPlODHwiS5Wjr0XZyzJjSAC4m2XBfsOxSxQkzQkxaYaQVgNEO2lgPGuA3oAyTs1Ha2LNLus8JFpdHgnZ11yw2mLTSyEKFCkQuv2iRpdsWCkLpT+Pj9ZMu7fnr9nVFv3cW4++D6oj+N90EVK1auhVi9IJI/cpKOuCBVy/AZw+MROrTKXik54em1zl0qHDK47ApM6vKieeZmXQl0IZ11LtMAuBs+rGPHgdoMt3G+8OCEDNSvEqYMIGXE+9EOoI9b0+AEKtT6VhIk9Y3Fk8MuSzPfTcJt727EAfPNgy6gLFqlxJAq3t3pcNbvlx/rBkh1q4d0JhKTj5rFlC/PsmoxoI2zpQgirDZlbGNg3HdMSPE2nRQFhIrlzsvZ1Cev34wAJJxPdoCdQeDdkzKSbgBj875AHPW3Gt63h1Xfa/67rB5MWUKsFST0Lpr14KV73vqNtKY+8YbQK1aapVfw6oHAUC1iEPjk98ewpjZH+GD5Y+ic+eClSlcobIFQeYINZNPytu0sQdDtWEOmHOOpv3cO+8oN+M4ke0ySY3be9O6YdSsmRj/zTTDUByRZE+VwTrKCLEIxH0zvgQQmVkmWbj2WvV3mw147PHgMcQAkk1SAu3GJ6lcrKBR1f0YfeOn6Njgb7w99EnL5+V6Yi0fGy3gEo0JDCsuk/v3A126AL/8Qr5fukRS/hY2TAmxQIyiPG+E5y0PAbRCLJh6UtvejBRidJ8TzA1JLoeGEDOL13M+s7LhPoC4I0ZSv8c2AvU/QDLujN5TNBJij8xWyC2n3aOK0WK0An97xx8L7f6iSLIO05NnCTaKEAuWobZUuUwC4BmEGB3jh36PxakQUxMb6gYTXPEa5o0lBGift7bv8EGv+JZIGjP8eyT0gEw+vx2Xc5LgE9Sx54KNRzZexNGjhOCOjSV/NHr2tF6GESPIdYxiOElE6q9beiPHHYf9Of3AU4QYREH1DJctUz6bEWLglHaSnpOEeeuG4N5P52DmylEAgAcfVLvXlwboMn3aOew80RLHL1pTiklw2j3MOFKHD+u3FRTPP0/+s8an1G0p2HCgE3777ybVOYJow+6TzUvNwnm2T7+QWT5W7desJS8LCqPFp+xsYNrbSieoHYOksYAmOEWRw4GzjeH2xqBmTeDECWDTJqiSXoS7PVWG/KGMEIswrNvXBUcv1AMQPTHEvv4a+OIL5TvHAeCtEWI0aEKMFfPLCDMfGIVBnb7Fm3dZzzhIyLAIfuj5hN0VY6isskKI3X03iUd2663ke3Iy0KhR4RsvcpZJzTtqV3cL2tTdRo4pRQoxVlB9I0jtTFJkGiWUyA8hRmegS4gHxrx6PQDgNMNV5HxGZcPJTiT3d8EgGWxbj7UFAGTlJTD3h4Jwf167TrbAH7vJyojL7lZl8erRakW+rysRXTlUCJP0dOCtt9SZb0WR9En0SjTPkyQsF84r1nZirD6C98k0JT5QaXOZtDFm8QohJmJo12/k7SWVZVIb75KVIZmGiOiR6owbR/7368feb+P1lTQjtxzzWHrSmJ+xU1r88Pntpupi7bX9oh116hBlF0Da7aZNwJkzxJ3qXhNBUaj9nnT8tNQn0XfaT8jxV4TNTl9EUPGr9PjkCDIEjpj5Ob75aygW/nMbAA7HL9YBwOGKK8gicGlXiNUMdKOhLjTbeV++1bhbt5IMstu2WT/HxvtUqnlprpGenYSJ307GG4ufw/r9USoFU4HduFiEWFJ8uur7rFmFWxKjccXrVccgNFKI0Quz2mvVrAl06ADs3q1sC3d7qgz5Q7ESYlu3bsXEiRPRq1cvVK5cGRzH4brrrivOIkQVrLhMRoJRXquW2mATRQB88BhiWtBxjG5ps4TaU/gPIccTJVF3Q4TNBkz5eQJzX0JMluF5Uj08d469f926gpZMDYkQ08a2ot1hS6tC7L6HqhgfCHaWyeubr8RTfd6CjSLHtlMeNlYJMZXChgOaXNUaryz9HA98preQnngyFkuW6DaXGAral1o9XzLI3l0yDnPXDMNDX36i2v90IMHanXdav/fUQLV/7DHr5xQ33D5SSa+94g85zh8AVE8yztHOBYl7NGMGcPXVwM1UMtmRI4FnntHHI8rOVn/nODJZohVF2pVuutxA9LtMLtveCwDw+84bAQAOp97wkNQT117xh4oQM8oGVxSgCTEtoS/FODt2oQ6m/KQfy/IbbiEccd11wOnTJKYeoLcT7bxXd44ocsy4qOqQFaE/I6lteP0O8AaLKZm5iRj26VwAwNw1w3D0Ql3sy1GzeZUqkQlq1aqExC5MImnECEU9Jog2CIL6+l6U11mTDRqQ/9oYVlocPt8An69+ANlu9QKH9E5Ku0IMIJkgtQtAweCws4Pqs6B1pR44kCx6BMtSTY/d9KIeACTFpQPQLoZETx9iBKPfmO0NrhArbBi9f1FUj988J+AFJTwhM3yKkZ0WLR5ZZTBGsRJiixYtwuTJk7F69WpUq1atOG8dkQg2gYqmBkobA34/AJvSQV3OIREo8xso38xFYrv1sBkq5LjVhFgkEI+FAbsduJDJzviX4ApOiBk9p8KuvxIhZpZKnp7IRjtod44+/RPx7LeT8d2GO7H/jNpHbOvRtjh0jlj4s+eSk5x2D1647TXc0maJYaIJVuZKFliG0fFLDZDLIJirVOEMY81EYn9ntY+Qjst2J2L2n/fhZFot1f6nngL+/Zcoa62iXz8S5P+996yfU9yQlCJt6261fE4wF8YZJNM61qwh/91uJTbM8ePKcax3IxnZ9PjBypJKK1xatY5ul8l3lzyBCfOnYOovTwHQZlEljbJq+bPo3uwP1Kt8RHVujCOv+LJMekVUiE8DAFzV8G/VPim2zce/PYzlO3rpzuW46HKcqFZNsRW1zz/Nq/cRFsFh7pp70e+dxartVpKcmEFWHvvtoB8x3X5+3dob5zPIgs3sP+/DfTNmwyOERpAUBOXLq5UggkDGmue+m4TpS8ciz95At766ezfpW+vUMb6u2XglBVi/7z4SG/Oee/Jf/kgHzxtn/9598grmdqfNYzmJhjab85Ej5H+WsekKgMSukwK7az0hpIVgKfZqaYHRwkGuv7xurmYlu/hPP+U/M7TRWCuKUCUL0SYOkchNenHc6FrR4pFVBmMU68g/cOBAbN68GVlZWVixIv9uEGUgiKYGShvWggAgphpW7rwBP/5zO3YcbwXAmBCTVCta1wgJtL+/Fvffb72MdKdpdK9oB88bZwYMNjkFio8Q8wS8dsyyH5Yml0maEON54O+DnfDp7w+pVmPPpFfDuK/fhS+wYl8+mbgu0AZgk2r7mNe32h5ol7Ngr7y0uZBIkAwyozbBcSRYdDAXHS2Sk8N3nPjjD6BGrdAVmyw3bYfNg8RAX6R1hWHFCANI5jCtQkxCsOx7Hp9TXiQ4nqdEco7GRRKPz4W/D14NT2AxweEAth9rjbSsZGw52g4A8NBNn+DlAS+jd9tfVee6AhmhiwPlL32FHx4fgJS2v+K1gS8wjzGKXyiWokgipz1XyuSmBInYzNS4Tmqf10crxpheW7tIIrtMamKI0Qox1iJVSRLL0r3X7++CxZv7QxSBE5fVnYjTSfpWM4WXWb+blET+V6pEFPRz5hSszOGOK68k/4cP1+/jeaISlCApFd9b+rihCt1ht648lRZKd+8GXnhBH4/OCEeOAL8GujOj0CAFyWwfTRAEDmcvV1VtMwq7IWHVKrJoZxTbLxiMFGJ+v0Yhplkgl94l7aZrVJeiSYBSBjaKdeRv0aIF2rdvD0eolnwpBdMNkppGRlMDpSe/fj8AjsPri17Ah8sfhTR1NhpwJPcao4mLUZY8QCFOrEBSqgFAreQT1k+MIpB6xq5srPg6EiRlSnErxMzUgaVJIUa7THKckgGRNgS0LqTO2HgAQJxTCcCUnJDGvH7wQNUEWpdJI+S44/I9wSgq5NdYk2CU6EGLYIRYNKJ7d+CJ10IP1E0HcJfw5ej7sHhcPyTGZuj6G1oVZhXB6rbH58RDX3yCN39+BtszlYBG0egyqYXdDjz+1XsY9MG3yM6LV+2rlHhB9T3GmVdo5MayZcCAAcYu+BUvk8RDT/Z+2/AaRol3osllMhg4jsOSbWpfP9oV6gSlTq1Uo7zquB/+vkP+vOeUvnPUjq9WYoixFqlKklhm1dfPN72CLUfa4Zn/vanabjatMQv8LxFiQOQliskP/voLOHqUJFfSgueBLMql9M893ZHyVip+2tzP0P532Ky7TEoKsZYtgddfBzKNTVZDsMYcQD0/2XO6gMZCBMAsC/buU2o1Hx0TlIUNG0x3B8W777K3+3xQhV+wohArrjlKGcIPpWcpLAphJYZYpIA2JipUYB9jNCCaxa4CJIWYiPIBX38aoTyjU+LNhvsi6VkXNrx+BxISzOMEfPEF8N9/xfec5BhiJsql0qQQq1FD+cxxSlID2hCgCV8AcMYRN0Yzg0KCVULMLPECjWx3vKlCrDiNk3XrgAkTiKtiQUAHdjeD1EboBY+NGwt270gAX6Wz7K5rFVr1L8cJqFHhFACgRc2dBSpP/cqH0Kr29qB12+1z4WJWJSzbfjNEzoFRo0h7C0V9HKkg4zYHv2CHx2+WZq9wFWI330ziYj3xBHu/lXHG2MWp9Mx8SB/LqUgpmhCct26I/PlY1pWG1zl7uarOpU27wCIRkNoYYpFEiIkicCGrOsZ/8w7+OXSVal+CgWdnTAzQpo3yvVEj4OxZ5buZq2U0wuk0/s2DB6vrQFZeAvK8ZNHOUCGWD0JMeq823odYp8WBOQAjQqx3bxvGjiWf568fjBm/j8aImZ+HdO1owO23A99vvEO1LZhCzKrLa6jw+0TMHj1cKYfNB6fdjd7tfkFywsWQXCajSYBSBjYiKoyj2+2Gm1pmz8ggagOv1wuv15yBjhRIv8Pr9cLv5wGDjEderxdOp7Lf5/NSjZQMHH6/P9C4baprhyuWLOGQkwNUqCAG0qarB0AtIebz22G3+ZAYY77M47B58Vz/Sbixxe94bO77+C/gggkAfr+IfaeboEl1tisYjUvumnhs7vuYNnS8nC5bgiAI8HpLgSQAgPa9lKtYDnZcREJMFiqXO4fbrlyI1K0p4HkBxy7UlY978kkBJ04oowqpj1Jd9cHrLTzL9/JlDoDd1N0pMy8RTz/th9cbQcF+vF756Xu9XiBIm549m8PixTzGjvXj44+lZ+3Fhx8C333nUK3iS1kNJfABP0sr8R+sEmJxGuOT9HN2aCehXr8DHCfVCb0hzHEivN6isaLoPhggLh6Sm0dButDsbBuM1qDUbYH0JRynPJd27bwFunek4Ie/B6gSX1zIrIRKiRcw+8/hGN59tu54LSGWRC16+DRp7ulnLOHqRhvgsrvx555rddf+fNQIAMC5DPMkFCoyQfTjww8FvP8+MaBL4p1p62/hQnl+Xq83QFaQbcFiTMU48uB2F1Y9Jvc6dow97vr9Iug+ZdfJ5qhS7pxKtWakECNjUXQ2ttq1AenZLVzow/btHAAb3F6XPNGnn8vKnTfgtisX4tjFOrhQ6X6UP5OD1buv01137+mmmLFyNPq2/wmDO88HAKzY0UP+DKhjiIFT3k/tiopsk0VS+nz5GaPJb2zVKr92WaBOe6V7k+/Vqnnh9yv9OF1P6tYFhg2zYe5cdb2Ki1P3Pe3bC6hQwY8PPuCxYAGHJ5/0l4q+3QpGjwbq1+fwz4Z3sPiHHFzIrCzvM4pT6rB54XYLiHG48c7d47B+f2d8tXYY89jMTK88tygfl45ZIx9ArCMXd330P+TkxGpUfuz+zIgQi4kFmtbyAbDD53fg2w2DdcdEU7/iFxR7nf5d7doBt93bGOO+fgcPXD8LzWvuYj4z+hy3W5nLqp+Rg3k8692wnq07N1dlv9p5Hx666RP067AYJ9Nq4mIWSQAgEWLEHmW3b0K6kvv6fNFrjxWt/VAysPpbIooQmzx5Ml555RXd9uXLlyMuLrqy/q1YsQK7dtUF0Ja5PzU1FadONQTQEgCwZEkqtVfKyrMFR49WBFBfPifcYbORrC8A0L9/cyxapMRr0BJil3PLo2LCRVkhFudir/Q47F7c2OJ3AMCQLvMw8dvJ8r7MzCzDWCJapKVfxn/HeyDlrVT4BTvuu+8/fPklef6CcBSpqfmM0B9xUGd92n+2OppVPA2Xw43n+k1C6zrbZUP4yW/exr9HOgAAli1TP+c5c1YBIL4EW7duQULCqUIr4YYNpG0YETUPfDYLjzz2H7p0OYkIaBYybHl5CMR2xbJly+CPMY+7lJRE0tKvX+8EQFxj1qz5E7VrZwHop1qN1SZLWLriD2jD2xq6JQdZAZRAt1G/z4fU1FScP58CrYHj89uxd+8WpKaegra+AWRxJDV1maV75heFHefy6NFOAKoy95G+mfzOS5cuIzX1T4hiH0hGYiT03YUBrz+O+uzAI7M/RIwzDw2rHGQerzW0aZdeLflKP2MCEZMHPQsAGPzBfJzLqApAxJTBE1RZhKuU0/vlSYsxgFrRsG/fXqSm7jf9jcWFoonTqjy/1NRUHD+eCOAGAEByJfP4Ay6HG2vW/IXTpwsj4xgpR1paGlJT/9LtbZmeCUCJgXU6vbphtlJB4FWxZQ7s34fU1DOFUMbwxKRJFREf7wHHZWLfviYArjBU93l8Loz+fCYAoEePI1ix4hnV/vtmfImODf7Bos394fM7MHPlaHz/9x2oU/EYMvMSVYSYYmdx2HSiDZJB7CU6a19yvN4l3+PZjNRU40yzLLzzTnn88Uct9OixF6mpoS+cxMT0Rl6eHeXK/YXU1EuYNKkiLl1y4dChU0hLuwZAMgB9v9y7tw1z55IRev76wRjceT5+3NIfR1JT8eabFfDbb3XQp89upKZ6ULs2MG4ccSEsgxrbjzXBun3tVNtE3oAQs3vx2zIed1z1C5rV2INmNfYYEmK///4Xjh69DKAfGlY5iIoJFwGQTMYLFx5AQgJdV/R2B2Ack/jU6TM4f3YHgHbM/UB0jePnz51HYuCVaH9XdnZtbD3aHvPWDcFHI5+E/aS+DdLn7NvXDEBTxrX6MY9nvRvWs714Rpr9EthtPnRruhYASa4iJVipnHhevsbp0x0B1NBdkyz+kPuuXbsGx4/nw982ghBNcd5zLLpnhEyIjR8/XqXSCoaxY8eisVEk2xDx7LPPYty4cfL3jIwM1K5dGz179kS5cuVMzowceL1erFixAj169ED37g6sWCGiRw/9JDQlJQVnznCYPVv5LmHTJi/++YfD/fe3wdixvOqcSELdusCiRcp3rWQ6I6ecTIjVrXTE8DpOm2KoSynXJcTFJQQNmiyhYmWSGdUfUB7MmNEUX5JQJRg0qDZSUmoZnRrV2Jc9FG1q/IcYRx7q1zis2je483yZENPiscd6yJ/btWuHlJS2hVamHf9cRM9Wy5jGy7mMKjh0riE6dfIhJaUN4+wwBhX5u1evXkB8vMnBCi5Q4Xy6d++OK64APvzQjx0Llck8HU/sySf9uKX3rVi18VPVMzRSi+VHIWZ32JGSkoKcHP1qn0+wo1s34zrhcrmKrD+j++DCjHf57rvGPqD0b+nSpTxSUlJgt/NyjMNI67vzi3efVWaHbq8rQFIBdSsdlbdnu+Nx9nJVNKhySNe+adJD60qvfYZ0nW1Y9SDOZVRFxYSLuqyELJzPrCzfi1aINWvWFCkphWPv5BdFVX+1SElJwT5KWH3b7Yk4yXDtXbGjB3q0WoEYRx66du2GDh30SuD0dDLhMAqXYITk5GRm2zg7/2MAyrh/MbOirq447R68+aYf9745Bze1/A33XkOimTdp0hC9UjqGVpAIAv24tm4l9iFN6hrFUKtXr7Zu29EL9XD0Qj3VtrSsikjLqoiKCeoYcjR5fab8K0g+fxsANVkpjUHly+ehaVMHhg8XMWJEO3CcMclghEceAYC6wQ5j4uhREUeOeNGuXWcA9DNri0mTlH6cVfeeftoPtxuYPn0Uft3aG807VMfzKQJSUiQX35r5KlNpglQvaYx6MAY7f9MfK7Vr7YJ4coDsSguogACgc+du6NiR9D90bGE770PXrj1R08KrMVKI1apTBzUrtdJtf+YZP95804ZHH/VH1Ti+5OApIMBfa3/X2bOkD/H57Sif5GLa4fQ5a9cGn6cGe3a33JKic2U8sOsSzhx/T/5uRGZWSzoj3+O//3g5ppnRPYcOvQZRQjnoUFz2Q3FC8iYMhpAJsRkzZiDbKB0TA3fccUehEWIulwsulz7GgMPhiJoXJ8HhcCAuzoF9+wCOs2HV8/r9FSuqv0vo0IH8ASTw7KefAlWrIuKekVb8og3SmhHIgpQQkyUz/SxUr6BMkvQxjDhd5hEj2Ozq5+dwOPDll8CWLcCwYXaVj3k047XXAFDpq71iIrxestJ7Oac8kuLT5X3SQMNCbq4yejkc9pCz5pkhpcpYdO3LjrgsKQ3j4wv3nsUCqsAOh8NyqkG62yT9JTBmDPDJEWWHJBv/8ktg+HAbABvyPDFwxCpGhFZ1IyE/McQ4GPdJXr8D5csbvx+O44q8PyvscUWb8l17r02bgLlzgZdf5uFw8CrjLtL67vxCFU+I6u/9gg1Vq5LYO37Bho5XOXHxCJmcVIhPw7Br5uLnf29Fq9o75HO0rvTaZ0hPiKQJudWA6ucuV5HPodVkDocNDkd4ZBsraruI2CjU9xh2yrbMPKIzddndWLHCjk6dyPazZ4ld4vUCVQJeqW63OiNucPAQBB5r1wJduyo2A3GvUiau6TlJuons0+M9uHOMDc88Uwtfr71bJsRsNlupaW+SzaKKoWOgmLeFmPY3PScJMS4gL7CGQj9/h0N5yTNXjsKgTt8izxuDn/7ti2XLfMjKWoZbb00psfdQpYpSJ7WgY5qxyvdmINb+9OnAybRaaA6ETZ8QKWDZ0ryDvfgnKQxplbrD5sHnI0egfNxl3PzmUjkrLscpNoWqPtq98HiIXSQIwKFDxmUzIsTsDidsMfop9Rtv2HD33UDz5jbwfBTVA075rWZ2nMPOMT0I6HOCtSmz7RLq1HHg2Wchx3EDAJtmOLfbfMxkAJ/89pB8j6eeIm7OPXvq73nqFBmjKlaM/vEhmngVq78j5Cl8VlYWRFG0/HfdddeFeosyUNAy3kfO15M/l1fHwGbippuATZuAPXsKt1zFgerV1d/zPGqGTCbEXFmmKq/XBypsonYVSRCM3cC0EDl9oxo+nBg+pYUMA/QcjE90we8nE1CaDAOsB1EvrCCVmzYBjRsDWRcN0o9BiUUR2sQrskHXT9r48Pr1CjF6v9aVxuh9mmVypaEi1Ezeuc9vh5kXfCQGNWWptps0Af78k3zu0IH0JZJKJhJ/Y0FBq4BpcoyOH+MXbLAFGq/T7sH4lGno12ExZo18QBWPKFiyFdpIl2JIWiV2z2Yorq/ZbmWiVtreGZ0Jlrezjc6sPBJtPMaZhxdfJNsmTQKqVSPZhy9THpRp7CS2phgzhtg5o0aRNvbvv4DXpwmvkFNepw6Ij1MmtnQ4Bqv2QDSBrsOFBb9gx57s2wEAfx+8Cjuo2K2giIGM3HJ4+MtPMO7rdzHknjhcf71omlClpBFqYogoCsVTbGAmUrCxw0NIbo+0DVK53HmUjyMdS9u6W+XtdPB9uj+w8z5ZfD9mDLEhjSB5nKRlJau2c7yNmRmb50lWy6ibIxhkmQSUIPk+vx28jRCOTrsbADtOsNWg+gsXAr/+yt539izw+OPqbYJffWEjhdjWo23lz04nUXK2aKE/rnp1oF49a2UtQ+Qh2ppo1GLM7I8wf/1gfP3X3fI2q8K7Dh3UqZ0jBeXLA9u2AVdfTb5rFWKXcwkjmBCThWrlrcX80E7oBcH6JEiMrJB7RQbtpM8nxKBhQyAxVu9Tb+OsPdv8TCRFEcjSzHn79QMOHIBp1iFpcs0Qm0YtjAgxt18xMiWVAG3w06QEQDJOtqq9HQkB9Y2N9yEhJtPQ0NCCFefvt9+Atm0JOSQhGgkxrZHfsiWwdy9wzTUlU55wBE2I0W5cNGHhF2wy+dK27lZ0abJO3tepkZK/PSghRk2gJJdMq/X43GVFPpLjVipqJNbLgoBeHOF4B3PSJxFirsCESBCA5wNrVE88oe6brGaLo/F5IJHbV1+RVf0OHYAjR9UFSc9J0mUczhLpjKb0iyt9KaPpOmyUbMBKtseqmhCJqQcfxQ2TVmHC/DchBpRnffsCHBUPiqOedyRk6w6VELPorVMGCqEQYu3qbUFCTKaqP6fjPtJeCjTxQh/vtHtkQuzTT43LxXN+lIslL/Qi5YoJAODYhFhpxO2EB0eLVk5wHFAr+QSWPH0LHuv1PvN4K4TYxYvkun36BD9WwoxP1Rce0+MjVWIVBaVs4C4DE2WEWIRg98nmmLlyNNyUtL1ePeD774Eoin2nQ+vWwBWBbN7aNN6Xcwgh1qjqATzc42NL16MDuAJAxfjTqvg0ZvCLZaMdC14hxnBFVzsJKUyMGAEkJgLbqVwGtNrACFL2uTJCDPBShJekwFQRZl71Q4pz5WD6sLH44N5HEe/KwneP3Ymfxve1XA5aISaZIDfeSNyOL7X4Xt7nE+yIZXtgRSy+/FLthjNwoPnxUbeibAF0pkJ6AaTXzTaZbPILNvA2Um/7dVhseC0tIaadZNELITGOPNSpdBQ9Wy23VE4682SuVyETSts7oyeAAtiEGOckhBjHiXDYvLrJD00ihko2rF2r/i4FKM/MUhdEshUkPDL7Q+RwdZjX5FBaskUrbYJWiBm5DVshq7THsN7nokUAR1WUorQRigKh1tH09CIpRlSDWdd44wRCvVovUyl+aa+QeJcS4ocm3GnXR7vNZ0rG221eOGwevD30SXmuYVUhFq3YnXUb3F4Xlmy7RbevWjVCBH/9jV3u3zlORP8rF8nHCILynq0shGSGGMNe8Ito4p0c/MAylCGAYm2+e/bswZQpUwAAubm58rbhw4fLx8yWosSXwRIGDCjpEhQ9JNc2rVpFcpm8uhEjkq8BtGqwUd2mWj5XEErRaGcCrbHiF12GE0Gr7if5UVZICQ3efpvEXgKUgVWbOYyGpDYpTYSY0fN1+xXWKdfLcJn0sf1K61Y6iu7N/kSF+EuW7r98R0/0bLVcPfnRlsmlrLj6/AohduoUUKOG+tBIVOJceSVw5gxZ6VyzJvhKZyT+xoKCrm/0QsXrk+zY8w35TCvEzJDgUhNiL7yg3k9PoGKduZg9erilMua441QEglcovS6TtELMLzqZZIE9JkH+7HK44dP0KXR/kx+FGAvaOFiSmlzCrpMMf5gAuFKoEJNULwDQswfw6xb9MfS7bdAA6NUL+OQT9TF2O3D8OFA7EH+fRWxwHMDzSkN5/XURtww1Pj7cECohZmWRrgxqsOqBaDM22KonnVYpvmglOr0IR/cv6phjXt17rVHhJB7p+SHm/HkvXr/zeQgCj8rlzsv7tfMOrpQpxHL8FdHn7V/gF+x4i7E/MRFAtsNwTGzdGqhZE1i2zJpCLFQ36ounz6NZjQiMFVSGEkOxrmeeOXMGc+bMwZw5c/Ddd98BAM6ePStvmzNnTnEWpwwRgpdeAho1Au5/gB1DLBRoCRqb39qEHgCEMpdJAMTYTc9OAkBUez4xxpAQS4zNxA+P3447rlpgek2jQXPXLuB0kIzriYnKZ8ngOZVeg30wFJdJbdKGaIbR+zmYpmTvupxTHpUqqZVLWjdlGizp+aFzDXTbnv12Mtbu7Ra0jLTB4/U75Cw+1asDzZsHPT0iwHFApUrAbbcFz4dQ2sgVQO0aSat5aRcrv2CDzUKQVK1CbNIk9X56AkXc+Yyx77Tiz5uek6Qi7rxi6XWZpCeARoSYT3DJfW6sM1c3+aEnv6GSDUbQuv1J4xUAnEgj2aCN31XpiSEmPXs6GYVoMC2g382BA8DHlCg/JoaoX3/4AahFJds2Ijjpvr5mjchymQyVtC1TiIUObT1ISgI4m14yPvWXpwAAtSseVxFch8/Vlz/T4wDd92hjiGn7npdufwWdGm3AJ/c/hIoJF1VkGBOlTCEmiiROoCk4u2E/u3MnsHw5uU5REGJGrt9GWLMmtOuXIfpQrITYddddFzQIfxnKoEWNGsD+/cDQezQxxDRuEFagVYhZjR8GADaOykpW3eTAKMfgwcC+hGlYv78zHpvzPgQYD3oAUCH+UlCXVtb5x46RwJZadZAWCYoAQTZWjTIBAWQiPGCA9Rh80QAjl8mMvGQ8MvtDjPv6HeR64nD6tDreoJFCDABqVDil2/bQF5/g098fVAVBP3i2oc7dmQXa4KlYya56r1qUBuKhtLnfAcCNvQxeOqdxmXQY10sJ2iyTWtCEGO1Ww8LuU1fIk53LOeVVRHGeoIxDpaFe0lArxNgkpQCH3P5ddrdu8kNPRKXPx48XTFmjVYhlu+Mx5acJOJdRBS//8DIA43fl4xLZO6IQUjiKbcfayNtYWdgA9XvSPrvBg4n6VcogqlyLfV+6b+MiLPOeVdK2TsAjt2PHoitLtIKuNw88AKxbB0CjEHv71ydx9jIJWtexwT+4uc1SeZ/Dzs6M7XYDJwMJ6bVZJgUBOEflYmpcbb9pGd9f9ph6QylTiFkCzxoT1J2C222NEAt5bBVDW9joFnzNtgxRjlJocpchYkEF1RQEHh6uUsiX0CrEgrn00bFi8vyKofzPPyHfOmrA88DTrzbAc9+9gQNnG4PjuCKZvP/7L3v75cuEIJXw1lvAF1+Qz5KxKmUCkiBlUASAZjX24PvvS9fk1ej9DBlC3Ie2HiVKMa1Bp40hRuO6K1brtvkEO77bMAgv//iyvM3rd+BMerWgZbTZgOMXia9NcvObTI8tDe+uNPxGLWbMqYJyyYQUO51eHV9+CRw9CkCjEOPtxoTY0Qt1AajdwFigE34Ey5J69nJVuQ0JIq9SF1zKUxj70kZiqhRiApsQ420OmUCMceTpsu7RBIPfTyasdeoAFTUxq4OhXuXD+GbMEPRotVxFiBGlAIflO3ph8Aff4tC5hszz3/z5GSzYOBCX0D60G0cwBg4kmT57jHlE3ka7tcfHE5X2yZPmRJAgqPsriRgbNYp9PM8D3/99B/490h55sYpKORLWxPv3J/+DZZtbvZokjQg4w5QhBND14LPPAsQtFUNs4rdvIHVrb5V9ToNWF9OLHbffrigY6T5fcpmk3erNFgMB4KfN6tipHG8L6+yoJQKGQuymlr+pvuflWSPEWP1PxYQLaF1nG/v4wvK/L0OpQRmfXYbIgUMhpHheQELF4ITYyp034IYWK+XvHCeifuVDOHy+gXwdM2w+3AG/bumN5IQ0NO2myMJq1gy18NEFepAjMUEK73oSjIzjpk1JimUaI0YA99+vfKdXCAESALVm8smCFTKCYaQQGzQIuOsu4/M8fmOj0OXQu5lJ6gJaZeD1O3A6XS+p1AU5twEPfvEpalc8jgefaqI7vrShNBJiPA/M3PktLu/6CX/suRYH3wLJNpptk0POkaD6bPLlZFpNTJg/Bf975K5A1lsRRhmkgpFgNNxel0qhRhPsAld6XSbpfsVnoBCz2e1ywg4SQ0y9f/Nm6hq+gBoEobumvdD/NVRPOo1n+07WJD1gZ+fQvqtl228GAHS7L7T7RjI4Dhg7FoCvIlYFBDa8JjO0pCIzex/ayerq1UTh3ZDNPYLngY9XjAEAbHoi9HKXJF5+mSjXe/Y0P65+feCdd4qlSFGHYFkm03OSADAyPQZAZ5NnZbYG9C6TogikpSn73V6XqaeBIGrYrzKFmB68PobYxH5vYNOhK5GeUwEA0LUrUF7j7HP4MEm2RINVJxaMJfE9xs6djh3HW6uPF6wNIE9+87al48oQ/Shl65lliGjEqbNC5fqTVDFntLiYVRGzVj+g2/75qBGY0HcyAJHpMqn1Pd91sgXW7r0mf2UuJdAOepN/elb1PdcTi5tarkCsk22csCaSRivSWjKMBdrYARQDqrTCiBDjOODqq43PC7ZKSuO7DXeCRT74/HZ2rAkGIZbricO+003BBWEWSgPxEB8f/JhohNsfh283DMaZ9OpKveXsctUyc5k8m1EVl7IrwG4n7vBGkyEA6N32V8tl8lOTn1xPLLYebYs5a+7Fc99NUiXniASFS1HBL7DfCW9XK8S0hFjv3spnrzf/ccRoF246nlCOO451uIyFC4EuXfJ3z6gB5dpEh4agce+95H+bNvp9WrLM5SIhCQyT7fDsz5GAmBjgnnuAqlVLuiTRC2YyBrtCiEkhGeiFCRq0QkxrC7K2Sy6TtHrVjAxjgeNtpSqUiqWxjkGIAUD9Koflz7t2AevXq/ePH09IMRpm40Lbulv15bNAiC3e3A//HukQ9LgylA5E2FBUBgCYNq2kS1BC4Dgs3txP/mq3c6axibYfa40z6dVUGcEk9Gy1HL1aL0OVcud0+2iXgdKYcSpUsBRiK3b0xIYDSkCRWGcuJvZ7AxNunWL5uvkPsCzqjBm6ntDxrUoLzAgks1XNUAix/WfYQdm8frZyRNuyaHeDYIRXaSDEfviBqAxKm8sNbWjLdYJSB5gpxASBh8fnAheIN5MUl669Oh7u8RF6tV6Kvh1+slwmv2DDt//ch1xPLGasHA2Aw5w/h2P9/i5yNtTSgD//JIqhVav0+6pUd8hxk2jYHHYlhhhDIUbD58t/v08n2aEVIkaJQaQ+pH9/4K+/9NtLFThlEOCgTCTpZ9GjB7B7t37yCoT+zoz6+tJMKJdBQTCFmLIQzm6s9EK3EbFFexFILpMe+VCRqYCXMHzGbN02nieKyFmzrCuPox4GQfW1oTjqVT6MdvWUGCluxqMPtY+xQohJc4FII+XLUDQoqwYRhpQUYNy4ki5FyWH2n8MBAAfONgrqr09WhjkcOV+Puf+ZW99UfZ+3bggEgcdz3ynpyGhyLDk5PyWOfnAcILaZKn+XSBQWmXhNM3Yql379gLvvVm/Lr3FMG0N/7umOTYeuxBpK4Tfq85n5u3CUQFuPnSacl1kMMd2x1MSzQpKyXRQNhhmGQkyC1ogqjZPUDh2AQ4fUWT9LA5iEGO+U6wDHieDtBoRYoK75eOKD0afdL6r9Hepvxh1Xfa/r+4PBL9jw3T/D0OftX3DkfH3VPpoQi/YJ/TXXkBX9665Ttv39N/DLL0DtOg7EM8RYNodD7kdYCjEaLEIsPR1YvJierLJBj9U0ISYIPLp0AZYs0R5vfr1SBephaF0maTRrBiYBHKp7q5FCLM5czFeGUgI2IabYF36tu6IJDAkxm54QkxRiZmTYf8db4lggTuWP/9wub5fiEQ8bJqJFC30G7lIJKhkODafdgyFdvsH8RwehVvJxfDHqfkwbOh61Kx4DwH7/oRJiVmKIScRqGSFWBqAshlgZIgyXc5LQd9pP8Pic6NJNLY3WIscTFzjHWjbK1K0p+PKP+1TuXbSR3b498OKLQN26+Sx8lILjAHvVK/Hh8kfwSM8P8fqi5wEEj8+mxTffAF9/rXzPr1KATrM9adFz8Pqd4Dk/TqbVxJ5TzZDtNklfGMX4+WcyuaxdW73dweYWAISmENt7uqn8ecQDAI6p93+84mFVtlEzhZgWc+cShQId46MM0QlmNjtemQzZbT7wvEEmvAAhlu5vgvI4h+QEdYUJFmifxtELdZGZm4iWtf/D+v2d4Yhjk7v0JL40xpCRs+hddjAFG6ItHrcPjMHhf9hZJmmwCLGbbwY2bgQmTAAmTzY+l+Ua5fU78P6yx/B1qhILS4I2bk0ZCHgDl0kzhDpWq7JMcsCHHwKzZpH4XGUoA9NlUpNUyyoSYrIQ58pGjsZThCbK7DafTIhxnGA6r6A9Tj757SHc3vFHAOqFWJ6P8pURWFz84Timhq9W8gk8cP0sACSmmISm1fcCYMiMYd7HiNRdjh4NzNFECwoxoUwhVgYFZdUgwlC2qglk5SXC43PJcWKMIMUXuJxrzfIVRJ4d6ygAjgNeeUUdvL0M5LlwHPDjPwOQ8laqHG9t69G2BbpuftUWrWrvAEAmtN5AUHhBtGHz4StLLRkGAH366FV4QBBCzCSoPo20rGScpwJZe/nKumPo1VQAyHKXU32nCTGt8dO+PXCBWnQt6wejF/TCrkKIOWST1877YLcJcAbqLa1ilCZKpzwkKFT52MuqawtGakUGHp3zAcZ+NR0pb6Xick4ScnPZx9GKmRo12MeUCticzHYp2MqhXgMXnE52lkkaPp9ebbRxI/k/Zw75P306+1xaFQYAmbmJ6DVlGf490oFJftGxy8qggM6+GmwMlsjgHj2Mj6nGSDCsVYiNGQNs2VIWl6sMBMFiiIWSEKViwkX88mQfJMRkytu6NlmLnq2Wy995ToAgAN3qLMCyZ3qhQ/3NrEsBUCfpUMUwpuLwldknFKhnIYkTxqUo2SYqJlyUP9OL2Vpo6wTHKUbisG5zccdVCwAo2V9FCyx9mctkGWiUVYMyRCy0ipJ/DnVUfZcIsfTsJEvXowe3tozAsWWDXHDkUcbCdxvuxKxV+qQGZhBF4Px58pkez0Ihx2pWINkk950uy1RoBWaEmFWXyQc+m6X6ns03xvSlY/Hst4qkQ5uV6bWln6q+0+2ZpXbXZjYtQ3SCqSDiONmwJgoxP+ID3Pbt7/0oHyb14T4+CQBQIf6S6jKhEGJZeYkQRV7u03IM4vPThFipzj7s98jtUoofue90E7hcHGCLAccRV6Sffza+hFkMMalPePxx/T6e8+tco05eqgmp0iQlkW1r1gC9egF79hhPgkp738KZuExqsW8fsGABMHKk8THa4NiAeswpm4yWwQo4ymWSDsdx9II1l42Wtf4DQPqK1wa+oNpn4/0QRaB/i49ht/nwfP/XARCFqfb62Xm00ozDl3/ch8Wb+yGXV5RNtGdJtMKqTS71p+nZScw4s7S6KyEmC5MnW3OZ1Cr8Hu7xMeyUSlgIxBA7kVYL01LHm5YxWPidMpQOlA1FEYbSbqzR0LqnvLF4IuavHyx/l1ZysjSqoEPnGjCvR8uw5Xg11MBbZrixYVQn/YId3228M6RrPfQQUKUKce+jB0XjxR4RSXHqSa80Cb6UXSGke5dWFNRlcu6aYXIKbQk2G7B4c39spBIr0Nh5ogXOZqhTMtHtOdjiXlk/GL0wCv0h9Qd23gcbL8ARqC+5njgcu0AmIyt33QAA6H5TEgCgSfV9eGXAi/I1jDKOvfLjS1i/v7NpuYwmAImJyucmpZmDT2yIXK4O/trXFZMWPYf/rbsLH60YQ2IU8i5wHHFZ/fKDQ4aXsEKIsaBVhwGaIPsB0rJbN2DpUqBpU93hZQiANwiqz0LNmsAdd5hPKGMYeY/obHxlfXkZtLjhBv02jufw87+3Yv3+zjhMxXF8bO772HG8VdBrSnHBWOoyG++HIOj7+EvZFXD/zC+wdNvN8jYpFIuEr9YOw/Slj6vc+EuDy6RVSO1bEHmmPZkcr4Q1SHBlYeJE9nW044LLro/zluAiCjOvF0i7QPoxv2AzzEYq1YUyQqwMQBkhVoYIhpYQu5yTpMpol+chlhiddj09Owkn09jL+Cr1QKAT/+9ES3lTGSHGhjTgff65fl+oGR1nzCD/X3jBGiH2VJ+p+PGJ29Gh/iYgYx9mjBiFOzuRtHxlhJg1mBFiVasHV4ixjJxgbSXGkad7p2Yuk1qUTaKiF4bEh0SI2XywcX5wVB0bM/sjPDb3ffyx+1q0bQu06ZCI5s3JvmuarQHP+TGx3yR55V+LP3Zfh+e+e4O5LxgSEoANG0j2PUmJVCrBO7A1ZjZeWPA6st0J+GzVKOw43pq064BCbHDn+fh81Ah0aaKkdayYcAHXNPsTgAiv17jt08rBWGcOrqi5C1KliHPp5Xt0rJ+y/sI6QlGIWcXSpUCFCsDCheQ7nY2UlVGuDKUbvXoBK1YAJ04o2zgOeHfJuEA/TRp0vXrAyIfKYe3ebkGv2bvtr5jQdzIj87DiMpmeo844dDmnPESRVy2qawkx+RqauHjRDqvhAaRnIYJTJV66kFkJgJqgNHOZ1I4LLLdW6fyOHYFRIxVCzOi60gJZ2dyuDEAZIRZxKA0drVXQE2hRJA+GJsSk+Ef06sDQj79RDWj0yg9NiB2oPBdv//okftnSR95W1mmyIdVJVnwqo7TYweD3qwdAo0nyLW1I6rC7u34NnPwFjavtl/el5yTl696lDWZZJl9/I7hCjDZyJARrKw2rHiwQIVaG6IWhQizwX3KZpMfCbHcC/jveCgCHH38k7jV0HUyMzcRNLX9jXnfC/Cny5yEfzcO2o21U24IhJga4+mqgE1sMWarA2/T9vd0OgHeBzoPw+sDncVeXeQCAj+4bg1cGvIRerZdZVohNHfIUPho+Btde8QcAMCe5EiH28MP5+imlFmZZJvOLXr2Aixfx//buPL6JMv8D+CdX05sCLZTLlqMgIiIILAqUQykuXiAo4oqCK564KLi6rhfgoou6rrxQEUVAREUURBcKBZFDERUF/CnIpRzlVI7Su02T5/fHdJKZZCZNeuT8vF8vXiQzk3SSPn1m5jvf5/tg+HDpeWPFvSqtWSspuhkMwFVXqYega51TDBkC/Oc/3msJy3q2+x45XddqzjBsMtoRaz+MRIt6EhY5y7S43BUQUw+Z1N6/aMgQmzABuPtuYNky79vJx+nyylhVCY5dR7uoa7BBf0ZQwHVciDFXYPKw/+CpEc96bJMUJ9WJ+/FH16RedodJNZnO4BkbnI/ldsNrOwIYEKMwZja7DlRyAXdblSsgJne+5TZXzn5lVYzquXJMu7JztlvbIHfnNapZxdhpanMOL63HYK3d7uuQSUmZLQ5nz6hT4ZUBsUsvjfLhTF54uyBp0tTkzMQ8UdBCcxt/MsTe2/IXAMC8DXd5BD6YIUaATg0xuPqDgpIUGJt01W0DKSkATLGqNtgo/rz2xgB2H7vI+fhkQQs8vPgVfPfrn7zuozL4ZfWtzF5U0Bp6YjbDmSGmNGHQWwCAZsm/AwCyL9zsERBbuND1WNlfXNRqNwBgyMXrAACpSYoZN6oVlydi9Wrgtdf8+wzR3reYGiAgBnjWgPz8c2DBAh6XyTdaf5fycFytofDKIdNKF7bc47HMaHAgRexEuVu2olwEXpltqiyq37274j0Ux5tBg/IBABe7BphEnJgYaUTHjTd6307+tVVUWVU3Tw+dzvQYyqg1DFJ2rroyys19luLa7is1t0lSTJwgB7vsDhO2/SrVl3avJ202csgkufASn8JWixbSTGCf/nADZnz6BAD1xbn8WNnp2h0m1d0eZbaYMiCmdUHPgJg2+UTF1+/nsrbf17iNw+Fbhpis3BaL3M9KVMuUBz9vRX+j3VNPSUNYpk3TWFlV4gxE/H6+mcYG2oX3jUbt2jHzN92Ju+e9iQ+2jvH4nSpPeJkhFr30/ta/yL8f+09m4Zll02BqdjlWHp6Ov7z2nmqbhx+uzj6prlklS0v6Q/M9HQ6j6gaJrz791PX4kkv8fnnE0rqwiIkBYLLqBJoUNToNDo9ZJsePdz222+UJV1yvOVsiDXHSCoiVVCTU6kIn2jOWDH7MMlkXV14JjBvXcO9PkUWr/5D/VrUyi06d156yVCt4ZjQ6YLR73jSRZ6hXZYgpgmMffaR8D9fjK644jm++sWHrVs1diC5yhpgtVhWkzD/TxmP4qVznLTHmDAZd9AVMRtfdsZuryxHLN1C0KDPB5ICYQxix98SFmDDvLdz+xiLV9vJwzeXLQcSAWLiJ9ruXSlOnAodPZ2LWmodwtrgpACCrk2LIpBwQsynPcA2qTll5oFPSOpHmd++dXkBs0qJZqufyDD8dmu/H49c/hzSNA5x7gVOtAIlyaEdZZRxOHVfXCVDWEHOvN0cuLVoAhw4BTz+tsbLKFWSUT1bcyUOTlYxGIEFjZIEQRhw4lQUhjF6DXnrrHn1U+v+//9V/LYU3vYDYN8dvwj1vv4nj51rBYDTgUGl/nChQFzJxBnWNFlV/pHcS/eORbqiyeymip6NZM6lm2KuvuoaBkfZxs0kTAMYYzeNnk0T1EKWahkxmZQEtGx93LpMzONIbnfTYvqQiwa9+f8YMYMQI4JprfH9NJBJ+zMRKFCj+BsTkGlXu9IrqG2yeATH5+kB5zSDXJF640H2YpHpfe/SQ6ktGO/n3VmGzqs7Jj55trZsh9rc+9+CpEc/i+h6fOdedOiX9L5fH0aI8NigzxADg11MdUFyepNrebKrCokXSZCtEPPJR2EpJAZ51G0ZeUeXqYOWA2K+n2gNwFXhX3pVQzjipzC7TCu4wIKatpiGTP+VfguXbXHnVsZZyWC3lmHX7JAzpug7TR3lGYqSAmHBOo+x+kWw02FV3gypsViRY3TLEFEMmzWb+/rzR/W7Sr4IQwHe/9lbV6ThTHYAG9DPE3nrL+8/0lvWnd1E8cyZQUABcd53396bwpdcu3IdSak0G4ey3DQZVzaq/X/ui5nsqZyvTM2qU1H+sWCE9f+QR6f8+fYAHHmC/oqQVEJMy9mJUkyDI2jTNdz42Gh01BsR6tPoC8+++07lMvhCW30d5weVvQOyf/5QyBaJ1+Mzc9ffg2NlW+ObkX5zL2LYpVGidk8sBMfkcX8mfGrImox1Gh2dATA5+nS12FdsvrYzHrl3AHXeo/z44gkSb/B0VlyeqrrHkgJjyO5RvuibHnAEA9Gq/TfVezZJP4boe/9P9WRmph52PjQZXDTE9ZmOV1xq6FF34JxxmeIKi5p7SX2Zz3QGoqLLCZALKKuMx/OUVuOFlaZyL8sL+5Pl03D5nEcbOeRd2h+vsWeukmAc8bb60yVfXTlQ9T4kvQFxMGQCgU4u9Htv/+ivQtvhZ/G/KdUiJP6e6SPrnDTPw8aRRuCD1iHOZ2VTlnHIZkAI2lYp6BdF6kVNnsWkY/soq/GPJv1V/N1pDk5UMBinbYscO/beuTYYYADRq5HWPKczp1RCzuY100QqIqeoU+dBf62UIKy1dChQVATfcAJSWAi9qx9YINQTENI4Tysw9i8mGykrvf/tPjXhWlQ0SaykHALRuIk1H9+ORbs51xeWJ7Pf98OE3t2DsnMUoqWpa88ZEAabVf3TtKv3fuucQzM57UJVx5J595I3R4IC5OiCmnBldHl2ivAFYVhmH5tWjMfUyxMilpMW9OFPcFHPW36cuV1ORgLLKONX35p7pV1Tmup5LiivEkgdv8fqzUuILYDA4kBRX6HwvbwGxyqoYjh4hJzYFCmvuJ8+lioBYZZV0Et6tG/Djj66raOWBUggjjp5t4/G+WifSLJ6szbcgrQFni5s4h8hozRDjznh6A6wWYOgleXA4qg+EQjhnixt6SZ5z21hLuXNq5dl5D2LTngGq9+JBr/aKy6S7pPIdNwCIT/AeEJNPctLT9d+3NhliFPn02oV7QEzrb1p1geJDv6RXeFnJYHDVw4v2+lI10Tputm8Pj5puskZxrqyMGHMlysu9/e17FrSSb6o0TpAqLu870REDO28E4H+GGEl405VCkbJdvviiVJLhz3+Wnr81zwiT6Ub06/QVumdKd+G0Mtf1mIx2wC4F18+WNHEG6uVrBWXmqd1hkiZuATPEfFHZYjRumnUzAAN+P98M/9t+HX7KlyKZ5TZp8hv5mG81VyBRURi/SDHE8YEhNc+OEm8txZt/vRvtm//qXObQGAL+0qpHcMNln+LtjX/FFXfV8oNRxOHpQphprl0nMuo89pj0v3uGWEmlZ0DsjTeAyy93bfPFrsHo23ELth/qoXrtRRcBu3cD996rPrj16wckJQHZ2fX9KSKD1gn0oEFHsGHDBapld701D8sfloZOyrOE+cJsqnJdJFe4iicrAzTKgNjmPdnOmnIyi4Un+rUlX6Aqv+8qh28BsdTqMh4Gg+ffam0zxCiy+TpksqaAmC8ZYkVuNUWobpTf/9y50u+sa1cAZ2M0g2XK2T8tJhuKyvT7afch8YAUEFMOn1cOnaptUX0iCj3KfqFvX/U5vdzvKLOB/JksxWhwYOf2CmSlS8Mj3QNiM18wY9FntyMt+Q8c+iPT2a8wIFYz6buSviiHMOG/qyc711XZzR4ZYj0yt+NcAaq3d6305ZohPqZUNQwf0M4Qy915DXJ3SsUiedOEZGwKYeKTT4D586XCrwTdcd/lNld9MJvdAoPB8wTb7jBj6jLPKfWWLgUOHgSGDAGOuEbjYdYsqUAmadMcCtOsFFdd5cDnn7sOaAWljXG+tJHqIkjJaLDDITwPXhaTzRkgEeWuITbKDLGU+ALnkD7lLEAyXhjVnvzd/1GU5hymqgyIqSetkMgnOWYzUFwsBcOS3GIPJZ7Xtx4/k6JPXQJiyr6orPltABZ7/VlafQXVnvL7HzkSaCrflzBqB8RS4gucj2PMlSgr056dFgCaJp3xWBZrKUej+PMwGASEMKhqwpVVxvFihyhCqIbD6wTNqxRlTyqq/MsQkwu6K7PB5KDalClA43+NR0GB+nUcMlkzb+feNrt68huzqQoZqYedN0/lIfHe/GvFkzBA4InhMzRvmngbMgkwIEYu/BMOE8OHA5995sq4iHbyAdEzQ8w1NLK4PBEGg+8HqsRE4NprpaGRytdo1aohF62TE6NRe772EwUtNJcP6LwRK/9+LUb0XI5bLv8A7ZsfcK4zGe3Oi2SHToGhLq13SesdRs07g2azK72+WTO9T0Le/Cd3Cr7/rSf+/v6LcMB1kiHP9Kak/PtJSJD+tiaqy8ihtFT/Z3kbTkmRTa+GmF9F9QHYLvgrxs1dqFp/prgpVu1wTSNYXqnuK3hRUzfuM625Vlh9yhArK9P/209L+sNjWVxMmbPvP1vSRFX8uqA0hRc7RBFCt2+p9q9/qet/+ZshFhsjBV+UATFleRX3YJj7fvDYoc1bH1zlMKtKGzROOIfxAxY4n8tD4gHAoDFkHgC2H+yBPScuBOA5azHAgBj5jn/CFJb0AmJ2YcaI/36CEf/9BHaHWTNDTI/ygKY8eecsJP7TGiIHAC+u/Lvm9s/cOA2xlnI8OHQ27h78Jt66a4JzndlUBZsNOH8ecDi0r5YNBumHFVckQk7PVjKbpezKuXOBH37w//MQcLKgBR794EX8cLAnYi2uExWtOkxaJ4ezZvn+s5ghFr3qUkNM2dfHxABHTmfg90JXBFwIA2x2VyRNziI4cgTYuhW4+OJa7zbBywWiIkPs7++/iB8OXgZAO0OsTcwm3HPlGzAZq6CsG5aadBruYi3luOSC/wMAfLO/DxzChL+++Tbunf8GSisS2I/UgvK4nZERvP0gUqopQ+zBBwGDUZEh5kMNsVlrJgHQzxCTZ5nUo3fNQC7evhe7w+Q1kBinOM/UC2xV2mO8TqDgEEb87W/AgQPaM58zIEYyBsQoLOkFxADgfGkKzldPuVxThliCYsSM3sk8M8S80zo5kQNU7g7+0Q7/d+QSv97fZLTjmWek2cr+b4dO+kg1vVnjUlOlgth33w20bu3XjycN8TGu1HShUbRU62/OfZn7EEolXshGr/oaMilPgrLi++GqbVQBseqLpjZtgD59/N1TcqefIeYKiP1e2Mx5AZOW7Mr6sphsKC0FsptMxeg+H2Lp327GR5NuQnrKCQBA00TPIZNxMWXOwvz51ZPjHPyjHfad6ARAmh2U/LdlC3DNNVKpDqJQo3XOmZwMTHzQvxpiBdXXCSaj3Tk8TznT4bFzrXzeD2aIafMWcLJVWbzW+ryi49dY8uBo3HDZCiTFaXfmFTar18BlbHwsZs2SJne5S6OAPgNiJOOfMIUlvYCY+4Gypgyxm25yPda728OAmHda36/JpB0QA/xLZQcAs7EK770n/a5f+a/3gJjW8D0A6N3brx9JNWgU53lxeoFiDgVfsjK//FJ/HQNi0cvXIZMDBnhu454hBgBLtrqmahfCoJoEwltfNG8esGdPjbtLCroXiAYDzNXH1NNFqc7MvOaNTjk3kYdMyklhjRPOoWniGUwYJN3WVwbPZHGWMmdBfa1M1Ysuqv1niVYGA3DFFcDKlUBWVrD3hsiT3vmF0eR7htiOQ92dWUdGg8MZCPt6/xUAgKNnW6OyhjpkvtQ1i3Z6NSGB6iGTNUQhmiX/jklXz3LOJOzO7jCh3BarWw/05HntMi0yBsRIxoAYhSX54FPThXNNGWLKwBczxGpHO0NMf3tlnQdfmE2uK2GjoYaAWJlnQCwzkycr9U2u1VdQkuJcdv31rvU1neT85z9At2766xkQi17Tp0v/33mnerl7QKxHD+Drr4EVK7Tfx3Wiq/7j1xoyKVPeYPnrX4FOnXzbZ5LoZojFpuOcoQc27B6Essp4zZlpY8yVsFVUeFSKsZiksbJaQybjYsrwpw7fAvC8GRIXB6Sk1OZTEFEo6tULaNUKuERnkIHBpK4h9kfsSN33evSDF5wBsdiYcueohn0nOuL2OYtwz9tzVdvLtWevvtq1jFlhNavpWqDu36EBgEE1w7DSiQLvWX4MiJGMTYHCkq91vdwzxMaPBxa4ajaqAmJ6HTMDYv7TGzIJqGcC8oXRoIiOCO8BMWWARnbrrX79OPLBoh+eRNfERZi99kHnMmUwoa4nOQyIRa9bbwWys6ULHyX3GmIAcPnl0iymgGeb0zoRF/CeIaY1BJ985y1D7OeY/+DZ6iF4mhOfmKpgtJ/3+B3EW0sRF1OqOWTSaqlwPpYzxBo1kupNag2PIaLw9c030rmBXhBDGRArq4zD0IkP4KJ2I7D4/ts8trU7zHBUl3tQzk5YYbPiaPXwawB4913p/y+/BObPl2acdP48ZojViS8ZYkrF5YlIjC3WXafldLH3meh4fUeygMW3bTYbli1bhjvuuAOdO3dGYmIikpKS8Kc//Qlz5syBndOKkQ+eegro0gW47z7peZxbLUWtIZTKDte9mend0VZux2KZ3vkzyyTgf4aYknB49hPKA6FcEwIAli+XaqA880ytfxzpOHy+Kx794EXkn3GNk2RAjOpL69ae/YreUMrERODsWaCw0Lf3Lip3Fa/zpfAy+c7bBaKyZqDe924Vpz3+9ntkbseKycOR3ugkAGkI7D+W/NvjtftPSuP7fvgBeP114N+em5APGBSmUGU0es/oMSpO1ksr42G2GHRnNgekWckBOIddV9iscAj1Cb98Q7VjR6lPSUtT7w/V3qDB6lkma1JaqV8r7IjiXPTAqQ7Ox8XlXorVghli5BKwP+dff/0Vo0aNwvLly9GpUyc88MAD+Mtf/oKjR4/i/vvvx/DhwyF4JKYaTJ8O/PyzVEATAP72N+/bu2eIudcU0QuIKZsiA2Le+T1k0s8MMZNREQTTmGXys+2usXrKYTODBgHDh3OW0IagdSLIgBg1JK0MMVnjxuoJUtzNznsQVXYz/v3ZP1R9hPvQPZ6C1I23ItOJihv4WkMmASA55pTm377FZENKQgEAYM3/XY3vfu3tvJgFgJ2HL3XW+2nXTrphFu99gjgiijDKGmKlFfEwm9WT/izfdiM278nGQ+++AsA1c6GcIVakETzxdi7DDLG6GXOrWWtSeKz7aYjm9spMPneLvrwdG3YPwtMfT1fdcCkq084ckzEgRrKABcSSkpLw2muv4eTJk1ixYgVmzpyJN954A/v27UPPnj2xcuVKfPzxx4HaHYoQjRoBV10lPb7hBs/1BoP6Imf8ePWdY70T+NatpaLNV1+tPpEnF7kGlNaQRK9DJmtRQ+yO7IUYl71Ac8ikcoYZZQ0xHujqx6BB0v/Z2a5lWieJNa1XqunkkQExcqeXIeaLT76/EX9+YTV2Hu6OfSc6KtbwKqY+6dYQg/o46l67TdYk9qjuLKOy8spYAAbM3+QqMifPWqn1c8k//P4oXBkV552llfEe54BHz7bG1GXT8H9HpJNXh9sM2UVlUkDsscd8/Hle+juqmcFo0fze9ArkuwfEzhQ3dT7u0zcOz37yNL7a219VZuV8qedkK0q8TiBZwAJirVq1wv33348Et9u4CQkJmDx5MgBg06ZNgdodiiBLl0pj+995x3Ode0AsJkZ9sNM7oBkMwIYNwOrVPNDp+e474Ngx7QKn3gIiWgExb0OXUuILcEf/d3B7/0VIjCnwWK+8GFLWEGNmX/1YuhR45RVg2TLXMuXvd8IE4OOPgdGjXctaeJ/Yp0YMiJG7yy+X/q/tCay9OjP198LmmLRoFu56a1497RnJvGWIKYdMSkEtF/lCtGl8zQExOZj2U35X5zJvQ2nIP82bB3sPiGrHGOPqB8oq45zngHL/su23Xqrt5QwxmZwh1rixbz+P1wZ1ZNQ+SdcLiLmbvPhlAMChQ8Bbb7mWyzOGAkB5DWURGBAjWUg0BUt1VTszWybVQuPGUuaXFvcDlrfCy74UZSaXmBigZUvtdV5riGkMmSytjFcVSFZSTrccZ1YXCtp7ohPKbIqAmKKGGLuT+pGaCkyapF6m/Fvp0AEYWT2Z07p1wOnT0rClumBAjNy9+irQvj1wm2d9ZL/9lK89TRmHTNaNt4wJ5RDGSrt6yOTpolQkxRUhNf5YzRli1QX5lbOFyjdFtG6KkW+WLQM++gj4xz+CvSdEtWOwKmeadXVAf3n9PTSKP49jZ1urtrc7TDAaAEd1vy8HxHwt+cAhk3Vk0K5o7+0Gx66jXdCl9S68vu5+Zw3bjAwpKCZTBsSE8P6L4Y1zkoXEJeP8+fMBADk5OV63q6ioQEWFYlah6iq6NpsNNm8FRsKI/Dki5fMEmhAmKBMfDQaBysoqAFLHa7fbqmvRSM8dDjsAqUesqrJ5rVNDvpCD2w44HNpXl1oZYqUV8arAl5JydrGE6gyxL3YNxtb9l2Pbb72QfeFm5/o/Cl0VTx2OCPx92mywOB/avBdWahDSTzcYHHD9ndlhs0kRrAED5H3z/nq73fUarfVVVQ7YbMGZaIV9cGhKSgKeflp67PuvRvuEe/78Ktx5p6sfkn/XDocZ8oVUuP7+g9l+mzUDlMdaZWBbukEhrXPPCJZvZMTjGEpLvf8M+bXKOmRyQKxFiyrYbIxq1sZ110n/gCAcVhTY/1JtiUaXAnCdY0ptyILi8iTN4uoOYYTBCKD6VGPLvr7Va1zXBd7aoRS8l89ZpL6H7VeL9B1NnmzHnDlGlJVJx9gqh/ZNKDmjz50QBjz6wQvo3PIX7Djc3bncZrOpfhfKgJjDIWCzKestqM8JeN2nFont19fPEvSA2JtvvonVq1dj8ODBGDZsmNdtn3/+eUybNs1j+dq1axEfYRVU161bF+xdCEvnzvUD4BpXbjCU48svvwEgFUJaty4PVqsdgFRw7NChQwDaA5DaUUJCHQrVEIYPvwg//5yK/v2P4ssvWwFo5rGN8s6+7PfCZmjV5JjmezaKP+98nGiVguCllfFYv0sqHnf4dIZz/RnFFMtr1uTW6jOEMlN5Oa6tfpyXlwd7bKzX7euf9Hfzxx9/AJDG1uzduxu5ub/59fpfftF7jbS+rOxX5OburuO+1g374EjgWVjy0Ue/Q5MmJ1TrcnOlvqK4eDCAJNWycBWs9vvGG/EwmRxYvbpctdzhAJo0yYEQBmeWl0yeKTgloQAV2onCAORgWHXAUnEckTMKfv75S5SW+jjdKIU09r9UG5PfmoeC0hT0738Uubk/QOsYIJOGTEo393Yfuwhrfvwz7rtvJ/bsMQGQhmR7Ow5UVhoBSFHkrVu/xtmzrpu6bL8ur7+egO++S0fv3oeQnp6MOXMuwZ137sK277cjtrICgPoGyemiVCQnVaKwSJ1JPPGdV1FWGY/thy5TLc/NzcXp07EAhgJQB8QqK+1uv0N1e/jii/Vo0sTLQSdKRVL7La3pLls1vwNiU6ZMUWVp1WTSpEnIysrSXLdy5UpMnDgRGRkZWLx4cY3v9fjjjzvrjQFShlibNm2Qk5OD5GTvhfPChc1mw7p16zBkyBDnUFLy3cyZ6vzX//3PArO5n/P5sGFDYVX0ve3bZzofDxmSg5SUBt7BCDdsmNyGHWjSpKnmNu51GwDg0x9uQPfMHTW+f6O48x7v8VP+JXhi6Qz8eqq92754D7CHpRJXUdGhQ4d6n1qvAaWmujLxuna9CMOGXejX6y+6SPs1n35ahY8+MmLWrEwkJWXWdTdrhX1w5GrdWuBf/+oOoDtGjHDgk0+kLEe5r0hIcJ0ShWv/EcrtNz9fCoyd+rkKR1ZKyyYufBU3XPapT69XFuNXZojJE6vccEM/tGlTf/tLgRfK7ZdC3/DfpTaTkeHAsGHeC+JVVsXAbDLCbpduygLA6NEXY8cO1zA7b8eBSlfcBX37XoHevQXbr4677gKATgCAhx4CgN4wnCrCvuNfemyb2akJWrW2oPAX17IzxU3xy7GLNN972LBhOH7c9bxZ03LYqu/HmEwmr7/Dq666Eunpfn2UiBaJ7VceTVgTvwNic+fORYnioqwmo0aN0gyI5ebmYtSoUWjevDm++OILtPChCrPVaoXV6lkgz2KxRMwvThaJnykQlOP4W7YELr/cjJ07XcusVguUX6tJMYDcbFavo7oxGrXH7itriJ0pborpy5/GgVMdnMtOFLRAi5QTmq+Vs8Xcs8y27r9C9TwtDZH596P4TBaLBYFusCaTNExg8GAj1q6VllmtJlgs/hViMJm0X3P99dK/AM73oot9cPi74w51XamYGIPzd6o8VnhbFq5Csf3Ku5N4QSWOVC/bfewiXN1tjU+vV2aWadUQS0/nMTxShGL7pfBhsRhhsXg/jyirjJOGTAI4VyJV0rdazao+xNc2aDZ7vo7ttwZW7aGRJbZU5/XDZz9cD7OpCh9sHaP7NhaLBcrBEp2ybPj5J+mxw2HQ/T106AC0amXxuWZcNImk9uvr5/C7GRQXF0MI4fO/gQMHerzHqlWrcOONNyI1NRUbNmxAu7pWYCbSIF/cKMeou3d8yvgqiyvWr7ZttWu52KpcndOBkx3wU/4lKKuMxz1vz8W4uQudd/u1NG90CoC6DtlNNwFXX+3a5tw5KROB6t/+/dJsPg8/7FrGvxsKVQsW6K9jAf0gim2mmM3QcwilHnloJaDOEJMzxyKscgYR1ZIvQY4yWxzk+7byzLcmE9CkiW8/g0X16yhGezpPO2Kc3+eBUx3w0qq/e0yI4E75+8633g0AWL7tRt0JmiZOBH75xfcJFCjyBbyG2KpVqzBy5Eg0adIEGzZsQIcOHWp+EZGPtGaN9BYQa94cmDJFKvgbIaNuQ8aMGQ5UVZlw++3A4MGu5crhjsoLof0nOwLQrjHmTvkeS5cCDz7oWteoEU9OGkrbtnLqu4s/AbFu3YAffwRGjKjf/SLS4q0f0AqIMUgWII0vxdH4v+GRRdIwd/litCanzruGQCkDYlrD8IkoevkS6CivjHVmiDmE9MBkkm6yfvop0L9/3X8GeaETEHPA4jx2K2eO90b5uzgVMwr3zu2N/DNtdDOGTSbORE9qAW0Oq1evxsiRI9G4cWNs2LBBt7YYUX3QyhBzv0AyGICXXgrcPkWTxo21MzSUQybloS6q9RqzULpTZgoA6oMhg2GB5U9A7PvvgaIiqW0QBRMDYkFkMOCIGIGfqjN5fc0Qk+v8AOobJ1V2M2bNqtc9JKIw5st5ic1uQaNkqTSrHFSXAyVLltT8emaI1VGMdiqegNn5fZ4vbeTTW6muAYwGHKmebEsvQ4zIXcACYnv27MGIESNQUVGBgQMH4oMPPvDYJjMzE+PGjQvULlGEkzvIxET9bXgQCzxV7RebZ0DMlwwx97tGvFMXPP5kVprNDIZRaGDwK7iUfbayWL43Z4tdF1BCuN7AZregZct62zUiCnO+BMSKiw04UT2fm6ievdafG3wMiNWRyar9vRlMkBcfOXOBT2+ld1OcATHyVcACYidPnnTOTrlEJ/Q+YMAABsSo3sidYqdOwD//KRValw0bBqxZA4weHZx9i2bKDDCtoTLKDDI9DIgF38yZwLffykXwiULTnDnAffd5LtcKiM2eDQwdKh0vqGEp+2xlhtjh0xnISD2s+RqtjGIAKCpP4gUpETnJ/Uv37sAOnQnMExLgDLw4HEbV6ygwXtn+GbqJx9C5lTSl5OkiqaD+ruT5uHd+Jc7XYsikEm98ka8CFhAbOHAgBFsmBZCyg5wxQ71u5UqgogKqmUkoMJTDXjQzxKp8yBArSVE950lM4D36aLD3gKhm997rCogpT0G0TkdycoDiYulCiRqWMhNDeWPkp/yuugEx90yy2XkPok3TfPycfzEDYkTkJJ8Trlkj1Sz9+mudDav7jYN/tAVQ+0mC2P/UToUjCQ+88zqaNzqJMZd/gI++uwmXXg7YYtpin/Zk85r0MsQYdiBfsaQcRRRvBfSVDAYGwwJp61ZpdsL584Ejp10p0BU2z6EyvmSIFVeox8HyZISI/KF3osxgWGAoj8/ny1x1Yn77XX/WcfdaY598f6Pm+xFRdJMDW82aAffc4wqI5eQAa9e6tvvs+BxsWrMHX+3tp3qdr0aMAI4dAy69tO77HM1OnU/HK2uk6ct7GP3vz/2tI8xAGbljQIwiFoMkoaNPH6CsTAqInSluih2HuuPiNj9j5+FLPbb1pYaYcoYxgBdDROQfnhAHl7LPPn7OVQDs6NnWuq/RuoEi4/GeiGS+nhOeqboQn/5wofO5vwGx5culYwn7n9rR+t6MRt9/D3JwU7k9fxdUG7yMpIjFIElocRW3NGDKe//B0H/nYf/Jjh7b+TLLJANiRFQXDIgFl7LP/vVoc+fkHCcKWuDLPf01X+OeIfbdd67HvAgiIpmyf/E2VN793LE2QybZ99Qvox8ZYkOGuF5DVBdsQhSx2EGGFvWJiAGucqZqvmSIuW/D3zUR+SMrK9h7EN2UfXZsvBn7rU9j1ppJOHa2Nd5Yf6/ma9xriCnLHvAYQEQyX/sD92BWbWuIUe3UNUNM+Rpv7ym7+GLp/1tv9e/9KfLxFIIiFk+QQ4uvGRl6GWI2uysrjBliRFQXzz4L3H8/sHlzsPckOrlf8By3D8KnPwwHAJwoaImXVj3i8ZryyljMm+d6rrzwYZYGEY0fD1itwAMPaK937yfqI0OM6pc/GWIyX/v/778HDh0C/vQnv3eLIhwvIyli8QQ5tGRnA23bAlddpV5eVKR+rpchVlEV73zsHjRjQIyIaqIMyicnA6+9BvTXHp1HDSwpSf3c/UI0d+c1mLz4ZazacY1zWbktFq1aubZJVMytwuM9Eb39NlBYCLRWlCJs3Nj12P3GrHu/w4BY8LlniM2eXfNrfL05YrUCGRm13zeKXLyMpIjFIElosVqB/fulIphdu7qWu8/qppchVuVQZoWpj3j8XRMRhY8rrwRuuw3497+l52aNbn/n4e748Ug35/PfC5shPh44exYoKABiFIcEHgOIyGBQ9wsAcO21wIQJwNy5nttb3O6/MiAWfO4ZYt26STfOX3wR+Pbbml/PmyNUG5xlkiLWI54jLijI5JONYcOAn36SHrsfvPQyxIRB/0yFB0AiovBhNALvvut6rnchumVfX+w41B1f7e2Hssp4mM2ujI+KCtd2PAYQkRajEXjzTenxxx+r1zFDLPS4Z4gZDFI28COPSDdDamIwSP84cQ75g/fUKGLddluw94D0VFWpny9aBGRmVq9zaMfpHUK/u2J2ABFR+HLNQqxWVhmPKe+9jE++vxGA+kJJ+Vjv9UREetwzUxkQCyy9ovp6RfJ9ufFhNHpmCRLVhJeRRBRw7gGxsWOBNWukx7Yq7Qyx0lL97oonMURE4cv9mKCnXTvXYwbEiMgf7llDDIiFHpPJM0NM5u3m99ixUrH8K66QSrQQ+YMBMYoo8lS6nTsHdz/IO5vNc5l8YqKXIXaupLHmcoDDZYioZhxCEbq0jgnu4uOBtDTXc+XFLANiROQvBsSCSy9DTC8g5u1cf9Ei4JtvpN8pA2LkLwbEKKLcdx+wfj3w9dfB3hPyRisbQD4xEcJ1xHM4XF3UsXOt3F/ilJMj/c80aSKi8ONrhpgSM8SIyB/jx0v/X3aZ9D+L6oceg6FuQyYBoHnz+t0ninwMiFFEMRqBwYOBlJRg7wl54y0gZjLancvKbHHOx29v/CvOFDfFkq23eLy2e3fgxx+B48frfVeJiKiB+ZIhduON6ucMiBGRP8aMAX74Adi8WXquzBCbPp0BsUDzN0PM13rBS5dK1wUrVtRp9yiKcJZJIgq4yy8H5s9XL5MPgGaTK1pmq7IA1anPZ4ub4qZZHwHQvkV0ySUNsKNERNTgasoQe+klV3aHjEMmicgfBgPQo4frubIPefLJwO8PeaprUX1AKpuzfXv97hdFNgbEiCjgxo+XAmD9+rmWyQExZYaY8Ah+sVgYEdUOa4iFrpoCYlOmeC5TXjQxIEZE/lIGxFiLNvAaKkOMyF9sWkQUcCaTFBTLynItkw90yoDY1/uuAACcOs+CAEREkao2NcSUGBAjIn+5F9Wn4DOZ6p4hRuQvdgVEFBLkA6DZ6Loyev3z+3HodCY278kO0l4REVFDa6U/Zwruv7/m1zMgRkT+Ys2w0MMMMQoGBsSIKCTEVdfPP3k+3bmsrDIey74bFaQ9IiKiQLjnHmDfPuDPfwbefx947z1p+XffAb161fx6DoclIn8xQyz0uM8y6b5OxsnTqD6xKyCikBAbC6xfD1TZ/oxlLx/DN/svC/YuERFRAMTEALNnS49TUlwBscRE315vt9e8DRGRktUa7D2Ibr7UEFPe7FBu/+mnDbdfFH0YECOikDF4MACYMHzEPSgrC/beEFEk8TYsj0KHMjvA1yEyHDJJRP4aOBDo2RO46KJg7wnJ3GeZVAbEOGSSGgoDYkQUcnjQI6L68sUXwAsvAK+9Fuw9IV/UpmYMh0wSkb8sFmDbtmDvRfTyJUNMebNDuT37fKpPDIgRUchhQIyI6sugQdI/Cg+1CYhxyCQRUfhr3Vo/Q0yJATGqTwyIEVHIqaqqeRsiIoo8tRkyabE0zL4QEVHDUN78+OQTYPVq4N571VlhHA5PgcA8DCIKOZWVrsedO2tvk5oKLFoUmP0hIqLA8CdD7IkngL59gZtvbth9IiKihjN8ODB3rjTBCjPEKNCYIUZEIUc5/EVZS0C57PfftesPEBFR+PInIPavfzXsvhARUcPQO4fXqyFG1FACmiH23nvvYcSIEWjfvj2SkpKQmJiILl264OGHH8axY8cCuStEFCa0AmJ2O4NhRESRqDZDJomIKDL4kiFGVJ8CmiG2ZMkS7N+/H3369EGLFi0ghMDOnTsxa9YsLFy4EF999RW6dOkSyF0iohDHCyIiouhRm6L6REQUGZTHAL0MMQbKqD4FNCD20UcfITY21mP522+/jbvuugtTp07FRx99FMhdIqIQp8wQa9ZMGirZo0fw9oeIiBoOA2JERARwyCQFRkBPNbSCYQBw0003AQAOHDgQyN0hojDwyivS/088AXz5JXDffdJsNEREFNkYECMiiky+lD5hJhgFQkgU1V+1ahUA4OKLLw7ynhBRKDGbpRnEysoAOZ7++uvB3SciIgoMBsSIiKKXe4bY7bcDu3cD2dnB2R+KTEEJiC1duhS7d+9GaWkpdu3ahby8PLRt2xbTp0/3+rqKigpUVFQ4nxcWFgIAbDYbbDZbg+5zoMifI1I+D0Wf+mjDa9YYMHmyCa+/bofNJmAyAfyTAGCzweJ8aOOX0gDYB1M4i4T2W1kJoLqns9tt7OaiSCS0X4pebL/+EcIIQKqL4vmdWaqXV8Fmc6WJzZsnv5anwPUtEtuvr5/FIETgkxFHjRqFZcuWOZ/37NkTS5YsQfv27b2+burUqZg2bZrH8vfffx/x8fH1vp9ERKHEVF6Oa2+5BQCwcskS2HWGoRMRhavffkvG5MmDAADvvbcKCQlVQd4jIiKqb2++2RW5ue0AACtWfKpaN3z4DdXbrEWzZmUB3zeKDKWlpbj11ltx/vx5JCcn627nd0BsypQpqiytmkyaNAlZWVma6woKCrBjxw488cQT2L17N5YvX47BgwfrvpdWhlibNm1w+vRprx8ynNhsNqxbtw5DhgyBxWKp+QVEIYZtuAGVlMDSuDEAwHbuHJCQEOQdijxsvxTOIqH97twJ9O4t7fuZMzYkJQV3fyhwIqH9UvRi+/XPQw8Z8frrUoZYZaU6k+fAAeDcOQN69WIRsUCJxPZbWFiI1NTUGgNifg+ZnDt3LkpKSnzeftSoUboBsZSUFAwaNAhr1qxBp06dcPvtt+PgwYO6vwSr1Qqr1eqx3GKxRMwvThaJn4miC9twA1B8nxaLRfWc6hfbL4WzcG6/ZsWZaWyshd1cFArn9kvE9uuboUNddYHdv6/OnYOwQwQgstqvr5/D73KlxcXFEEL4/G/gwIE1vmdycjL69OmDY8eOcaZJIiIioiilHLfAovpERJHpuuuAtWuBY8eCvScU7UJilkkAOH78OADfI3lEREREFFkYECMiinwGAzBkSLD3gqgWGWK1VVRUhL1792qumz9/Pr777jtkZWWhQ4cOgdolIiIiIgohDIgRERFRoAQsQ+zMmTPo3LkzevbsiQsvvBCtWrXCuXPnsG3bNmzfvh3Jycl45513ArU7RERERBRiGBAjIiKiQAlYQCwtLQ1PPfUUNm7ciHXr1uHMmTOIiYlBZmYmHn74YUyePBmtW7cO1O4QERERUQgzGIK9B0RERBTJAhYQS0hIwLRp0wL144iIiIgozCgzxBgQIyIioobEZHQiIiIiCgnKgBgRERFRQ2JAjIiIiIhCAudWIiIiokAJ2JBJIiIiIiJvmjYF9u0D4uODvSdEREQU6RgQIyIiIqKQkZUV7D0gIiKiaMAhk0REREREREREFFUYECMiIiIiIiIioqjCgBgREREREREREUUVBsSIiIiIiIiIiCiqMCBGRERERERERERRhQExIiIiIiIiIiKKKgyIERERERERERFRVGFAjIiIiIiIiIiIogoDYkREREREREREFFUYECMiIiIiIiIioqhiDvYO1IUQAgBQWFgY5D2pPzabDaWlpSgsLITFYgn27hD5jW24AZWUuB4XFgJ2e/D2JUKx/VI4Y/ulcMb2S+GM7ZfCWSS2XzlGJMeM9IR1QKyoqAgA0KZNmyDvCRFRgLVsGew9ICIiIiIiCllFRUVo1KiR7nqDqClkFsIcDgeOHz+OpKQkGAyGYO9OvSgsLESbNm2Qn5+P5OTkYO8Okd/Yhimcsf1SOGP7pXDG9kvhjO2Xwlkktl8hBIqKitCyZUsYjfqVwsI6Q8xoNKJ169bB3o0GkZycHDGNkaIT2zCFM7ZfCmdsvxTO2H4pnLH9UjiLtPbrLTNMxqL6REREREREREQUVRgQIyIiIiIiIiKiqMKAWIixWq145plnYLVag70rRLXCNkzhjO2XwhnbL4Uztl8KZ2y/FM6iuf2GdVF9IiIiIiIiIiIifzFDjIiIiIiIiIiIogoDYkREREREREREFFUYECMiIiIiIiIioqjCgBgREREREREREUUVBsRCxLZt2zBs2DCkpKQgISEBffr0wdKlS4O9WxSlMjMzYTAYNP8NHDjQY/uKigpMnz4dWVlZiI2NRcuWLXH33Xfj999/1/0Z7733Hnr37o2EhAQ0btwY1157LbZv396An4oiyeLFi3HPPfegZ8+esFqtMBgMWLhwoe72hYWFmDx5MjIyMmC1WpGZmYm///3vKC4u1tze4XBg9uzZ6Nq1K+Li4pCWloYxY8bgt99+0/0ZeXl5GDBgAJKSkpCcnIxBgwZh/fr1df2oFIH8ab9Tp07V7Y8NBgMOHTqk+Tp/2+O+fftw8803IzU1FXFxcejWrRvmzJkDzr1E7o4dO4ZXXnkFOTk5uOCCCxATE4P09HSMHDkS3377reZr2AdTqPC3/bIPplBSXl6OyZMnIzs7Gy1btkRsbCzS09PRt29fLFiwADabzeM17H+94yyTIWDDhg0YOnQoYmNjccsttyApKQnLli3D4cOH8dJLL2HKlCnB3kWKMpmZmSgoKMBDDz2kuW7cuHHO5w6HA8OGDUNeXh769OmDAQMGYP/+/fjkk0/Qtm1bfPPNN0hLS1O9x4wZM/Dkk08iIyMDI0eORFFREZYsWYLKykqsX78effv2beBPSOEuMzMThw8fRmpqKhISEnD48GEsWLBA1TZlJSUl6NevH3bu3ImcnBx0794dO3bswNq1a9GrVy9s3rwZsbGxqtdMmDAB8+bNQ5cuXXDNNdfg+PHjWLp0KRITE/HNN98gKytLtf3ixYsxduxYpKWlYfTo0QCADz/8EKdPn8bSpUsxatSoBvsuKPz4036nTp2KadOm4Y477kBmZqbH+oceeggpKSmqZf62x927d+OKK65AWVkZbr75ZrRs2RKrVq3Crl27MHHiRMyePbu+PjpFgH/84x+YOXMm2rdvj4EDByItLQ379+/HihUrIITA+++/72x3APtgCi3+tl/2wRRKTp8+jTZt2qB3797o2LEj0tLScO7cOaxevRqHDx9GTk4OVq9eDaNRynti/+sDQUFls9lE+/bthdVqFTt27HAuLygoEB07dhQxMTHi0KFDwdtBikoZGRkiIyPDp23nz58vAIgxY8YIh8PhXD5nzhwBQNx9992q7fft2yfMZrPo2LGjKCgocC7fsWOHsFqtonPnzsJut9fL56DItW7dOmff+PzzzwsAYsGCBZrbPv300wKAeOyxx1TLH3vsMQFAPPfcc6rlX3zxhQAgsrOzRUVFhXN5bm6uACBycnJU2589e1akpKSI1NRUkZ+f71yen58vUlNTRWpqqigsLKzLx6UI40/7feaZZwQAsWHDBp/euzbtMTs7WwAQubm5zmUVFRWif//+AoD4+uuv/fuAFNGWLVsmNm7c6LF88+bNwmKxiMaNG4vy8nLncvbBFEr8bb/sgymU2O12Vb8os9lsYuDAgQKAWLlypXM5+9+aMSAWZHl5eQKAGD9+vMe6hQsXCgBi2rRpQdgzimb+BMQuv/xyAcAjcOtwOES7du1EQkKCKC0tdS5//PHHBQDxzjvveLzXuHHjBACxadOmOu0/RRdvAQWHwyFatmwpEhMTRXFxsWpdcXGxSExMFO3atVMtHzNmjG47lE82Dh8+7Fw2d+5c3b566tSpuu2dSIj6D4j52x737t0rAIhBgwZ5bL9x40bdcxQiLTk5OQKA2LZtmxCCfTCFF/f2KwT7YAofs2bNEgDEK6+8IoRg/+sr1hALso0bNwIAcnJyPNYNHToUALBp06ZA7hIRAKku2MKFC/Hcc8/h1Vdf1ayrUF5ejm+//RadOnVCRkaGap3BYMCQIUNQUlKC77//3rmcbZ4Caf/+/Th+/Dj69u2LhIQE1bqEhAT07dsXv/32G/Lz853LN27c6FznTquNsk1TIGzevBkzZ87Eiy++iBUrVujW/vC3PXrbvl+/fkhISGD7JZ9ZLBYAgNlsBsA+mMKLe/tVYh9MoczhcGDNmjUAgIsvvhgA+19fef61U0Dt378fADzG4gJAeno6EhMTndsQBdLJkycxfvx41bJevXrhgw8+QPv27QEAv/76KxwOh2b7BVztev/+/ejfv7/zcWJiItLT071uT1QfvPWx8vK8vDzs378fbdq0QUlJCU6cOIGLL74YJpNJc3vl+9b0M9imqb4888wzqucpKSmYNWsWbr/9dtVyf9ujt+1NJhPatm2L3bt3o6qqSvMikUh25MgRfP7552jRogW6du0KgH0whQ+t9qvEPphCSWVlJZ577jkIIXDmzBmsX78ee/bswfjx43HllVcCYP/rK2aIBdn58+cBAI0aNdJcn5yc7NyGKFDGjx+P9evX49SpUygpKcGOHTswduxYbNu2DVdeeSWKiooA+NZ+ldvJj/3Znqgu/G2jtW3Teq9hm6a66tatG+bPn4/ffvsNZWVlOHjwIGbPng2DwYBx48bhs88+U23vb3v0pc07HA5nv0+kxWazYezYsaioqMDMmTOdF1Psgykc6LVfgH0whabKykpMmzYN06dPx2uvvYa9e/fikUcewZtvvunchv2vbxhmJiIP7nfBLr30UixatAgA8O677+Ktt97C5MmTg7FrRERRZcSIEarnmZmZmDhxIjp37owhQ4bgySefxPXXXx+kvSOShuqMGzcOmzdvxoQJEzB27Nhg7xKRz2pqv+yDKRQlJiZCCAGHw4Hjx4/jf//7H/75z39i69atyM3NdQajqGbMEAsyOZqqFzktLCzUjdISBdo999wDANiyZQsA39qvcjv5sT/bE9WFv220tm1a7zVs09RQrrzySrRv3x4//fSTs50B/rdHX9q8wWBAUlJSve07RQ6Hw4E777wT77//Pm677Ta88cYbqvXsgymU1dR+vWEfTKHAaDSidevWuO+++/Dmm29iy5YtmDFjBgD2v75iQCzIvI2tPXnyJIqLi3XH/RIFWmpqKgCgpKQEANCuXTsYjUbdseFa48qzsrJQXFyMkydP+rQ9UV3UVL/Avc0lJCSgRYsWOHjwIOx2e43b1/Qz2KapIcl9cmlpqXOZv+3R2/Z2ux0HDx5E27ZtWbuGPDgcDowfPx7vvPMOxowZg4ULF8JoVF9asA+mUOVL+60J+2AKJXJhe7nQPftf3zAgFmQDBgwAAKxdu9ZjXV5enmobomCTZ5rMzMwEAMTFxaF3797Yu3cvDh8+rNpWCIF169YhISEBPXv2dC5nm6dAysrKQsuWLbFlyxZnIFdWUlKCLVu2oG3btmjTpo1z+YABA5zr3MltNDs7W7U9wDZNgVVSUoJdu3YhISHBeVEG+N8evW3/1VdfoaSkhO2XPMjBhEWLFmH06NF49913dYswsw+mUONr+/WGfTCFmuPHjwNwzZbK/tdHgoLKZrOJdu3aCavVKnbs2OFcXlBQIDp27ChiYmLEwYMHg7Z/FH1++eUXUVJSork8PT1dABCbNm1yLp8/f74AIMaMGSMcDodz+Zw5cwQAcffdd6veZ+/evcJsNouOHTuKgoIC5/IdO3YIq9UqOnfuLOx2ewN8MopUzz//vAAgFixYoLn+6aefFgDEY489plr+2GOPCQDiueeeUy3/4osvBACRnZ0tKioqnMtzc3MFAJGTk6Pa/uzZs6JRo0YiNTVV5OfnO5fn5+eL1NRUkZqaKgoLC+v4KSlSeWu/hYWFYu/evR7LS0tLxZgxYwQAMX78eNW62rTH7OxsAUDk5uY6l1VUVIj+/fsLAGLLli11/JQUSex2u7jjjjsEAHHTTTcJm83mdXv2wRRK/Gm/7IMp1OzatUvzOq2kpERcffXVAoCYMWOGczn735oZhBAiUME30rZhwwYMHToUsbGxuOWWW5CUlIRly5bh8OHDeOmllzBlypRg7yJFkalTp+Lll19GdnY2MjIykJCQgH379iE3Nxc2mw2PP/44nnvuOef2DocDw4YNQ15eHvr06YMBAwbgwIEDWL58OTIzM/Htt98iLS1N9TNmzJiBJ598EhkZGRg5ciSKioqwZMkSVFZWYv369ejbt2+gPzaFmXnz5uGrr74CAPz000/Yvn07+vbtiw4dOgAA+vXrh7vuuguAdBesb9+++PHHH5GTk4MePXpg+/btWLt2LXr16oVNmzYhLi5O9f4TJkzAvHnz0KVLF1xzzTU4ceIEPvzwQyQmJmLr1q3o2LGjavvFixdj7NixSEtLw+jRowEAH374IU6fPo0PP/wQN910U0N/JRRGfG2/hw4dQrt27dCrVy907twZ6enpOHXqFD7//HMcPXoUXbt2xYYNG9C0aVPV+/vbHnft2oW+ffuirKwMo0ePRosWLbBq1Srs2rULEydOxOzZswPwrVC4mDp1KqZNm4bExERMmjRJcyjX8OHDcemllwJgH0yhxZ/2yz6YQo18ndavXz9kZmYiOTkZx44dw+rVq3HmzBn0798feXl5zj6V/a8Pgh2RI8m3334rrr76apGcnCzi4uJE7969xZIlS4K9WxSFNm7cKG6++WaRlZUlkpOThdlsFunp6eKGG24QeXl5mq8pLy8XU6dOFe3btxcxMTEiPT1d3HXXXeLkyZO6P2fx4sWiZ8+eIi4uTjRq1EgMGzZM/PDDDw31sSjCyHd39f7dcccdqu0LCgrEQw89JNq0aSMsFou44IILxJQpU3TvWtntdjFr1izRpUsXYbVaRdOmTcXo0aPFgQMHdPdp9erVon///iIhIUEkJiaKAQMGiHXr1tXnx6YI4Wv7PX/+vHjggQdEr169RFpamjCbzSIpKUn07t1bvPDCC6K0tFT3Z/jbHvfs2SNGjRolmjRpIqxWq+jatat47bXXVJm/RELU3H6hkfHIPphChT/tl30whZpt27aJCRMmiC5duoiUlBRhNptF06ZNxaBBg8TcuXM1Mx7Z/3rHDDEiIiIiIiIiIooqLKpPRERERERERERRhQExIiIiIiIiIiKKKgyIERERERERERFRVGFAjIiIiIiIiIiIogoDYkREREREREREFFUYECMiIiIiIiIioqjCgBgREREREREREUUVBsSIiIiIiIiIiCiqMCBGRERERERERERRhQExIiIiIiIiIiKKKgyIERERERERERFRVGFAjIiIiIiIiIiIogoDYkREREREREREFFX+H+FJRhbcmW//AAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 1500x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Training data shape: (750, 1, 6) , (750,)\n",
"Test data shape: (2250, 1, 6) , (2250,)\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING:absl:`lr` is deprecated in Keras optimizer, please use `learning_rate` or use the legacy optimizer, e.g.,tf.keras.optimizers.legacy.RMSprop.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"24/24 [==============================] - 0s 739us/step\n",
"71/71 [==============================] - 0s 643us/step\n",
"Embedding size: 6\n",
"----------------------------------------------------------------------------------------------------\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Training data shape: (750, 1, 8) , (750,)\n",
"Test data shape: (2250, 1, 8) , (2250,)\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING:absl:`lr` is deprecated in Keras optimizer, please use `learning_rate` or use the legacy optimizer, e.g.,tf.keras.optimizers.legacy.RMSprop.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"24/24 [==============================] - 0s 609us/step\n",
"71/71 [==============================] - 0s 600us/step\n",
"Embedding size: 8\n",
"----------------------------------------------------------------------------------------------------\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Training data shape: (750, 1, 10) , (750,)\n",
"Test data shape: (2250, 1, 10) , (2250,)\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING:absl:`lr` is deprecated in Keras optimizer, please use `learning_rate` or use the legacy optimizer, e.g.,tf.keras.optimizers.legacy.RMSprop.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"24/24 [==============================] - 0s 652us/step\n",
"71/71 [==============================] - 0s 629us/step\n",
"Embedding size: 10\n",
"----------------------------------------------------------------------------------------------------\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Training data shape: (750, 1, 12) , (750,)\n",
"Test data shape: (2250, 1, 12) , (2250,)\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING:absl:`lr` is deprecated in Keras optimizer, please use `learning_rate` or use the legacy optimizer, e.g.,tf.keras.optimizers.legacy.RMSprop.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"24/24 [==============================] - 0s 652us/step\n",
"71/71 [==============================] - 0s 600us/step\n",
"Embedding size: 12\n",
"----------------------------------------------------------------------------------------------------\n"
]
},
{
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",
"text/plain": [
"<Figure size 1500x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"for s in [2,4,6,8,10,12]:\n",
" trainX,testX,trainY,testY = prepare_data(s)\n",
" print(\"Training data shape:\", trainX.shape,', ',trainY.shape)\n",
" print(\"Test data shape:\", testX.shape,', ',testY.shape)\n",
"\n",
" model = build_simple_rnn(num_units=32,num_dense=8,embedding=s)\n",
" batch_size=16\n",
" num_epochs = 100\n",
" model.fit(trainX,trainY,\n",
" epochs=num_epochs,\n",
" batch_size=batch_size,\n",
" verbose=0)\n",
" preds = predictions(model,trainX,testX)\n",
" print(\"Embedding size: {}\".format(s))\n",
" print(\"-\"*100)\n",
" plot_compare(preds)\n",
" print()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Number of epochs"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Ran for 100 epochs\n",
"----------------------------------------------------------------------------------------------------\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1080x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Ran for 200 epochs\n",
"----------------------------------------------------------------------------------------------------\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1080x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Ran for 300 epochs\n",
"----------------------------------------------------------------------------------------------------\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1080x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Ran for 400 epochs\n",
"----------------------------------------------------------------------------------------------------\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1080x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Ran for 500 epochs\n",
"----------------------------------------------------------------------------------------------------\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1080x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"for e in [100,200,300,400,500]:\n",
" trainX,testX,trainY,testY = prepare_data(8)\n",
" model = build_simple_rnn(num_units=32,num_dense=8,embedding=8)\n",
" batch_size=16\n",
" num_epochs = e\n",
" model.fit(trainX,trainY,\n",
" epochs=num_epochs,\n",
" batch_size=batch_size,\n",
" verbose=0)\n",
" preds = predictions(model,trainX,testX)\n",
" print(\"Ran for {} epochs\".format(e))\n",
" print(\"-\"*100)\n",
" plot_compare(preds)\n",
" print()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Batch size"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Ran with batch size: 4\n",
"----------------------------------------------------------------------------------------------------\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1080x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Ran with batch size: 8\n",
"----------------------------------------------------------------------------------------------------\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1080x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Ran with batch size: 16\n",
"----------------------------------------------------------------------------------------------------\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1080x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Ran with batch size: 32\n",
"----------------------------------------------------------------------------------------------------\n"
]
},
{
"data": {
"image/png": 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bG9Qa//t7o950sMUrJcm+Qn/0R39y6yOkbOolDxqNRqPRpB9CiLtRA/yeUsplqc2NpikQQtyA8lp7sIzdgkKj0WgyDr3mTaPRaDQaTUYjhCgQQgRdYUUozf4mlOZMo9FoMh695k2j0Wg0Gk2m0wu1fvVNlPfJnYELUevd/k/aNmHXaDSaTEYLbxqNRqPRaDKdDSjnJ78HdkI5LJkN3CKl/F8qM6bRaDSNiV7zptFoNBqNRqPRaDQZQFpp3jp16iR79OiR6mzEUFFRQevWrVOdDU0KyNlnv8DYA3hvr/1tc4OcffY5jn7uuYt+9rmLfva5S7o+++nTp2+UUnb2OpdWwluPHj2YNm1aqrMRQ2lpKSUlJanOhiYF5OyzN/9zaWkqc5FScvbZ5zj6uecu+tnnLvrZ5y7p+uyFEL/5ndPeJjUajUaj0Wg0Go0mA9DCm0aj0Wg0Go1Go9FkAFp402g0Go1Go9FoNJoMQAtvGo1Go9FoNBqNRpMBaOFNo9FoNBqNRqPRaDKARhfehBB/EkLMEkJsMz4/CCFOaOz7aDQajUaj0Wg0Gk0u0RSat5XAn4H9gcHAl8D7QoiBTXAvjUaj0Wg0Go1Go8kJGl14k1J+IKUcJ6VcLKVcKKW8HSgHDm7se2myk1AIXn4ZwuFU50Sj0eQyEybA+vWpzoVGo9FoNBZNuuZNCBEUQpwNFAHfN+W9NNnDU0/BRRfBCy+kOicajSZXiURg5EgYMSLVOdFoNBqNxiKvKRIVQgwAfgBaANuBU6WUs33iXgpcCtClSxdKS0ubIks7xPbt29MyX9nKtGk9gd2ZOnUpffr4bjDfLOTqsx9UVgbATzn4301y9dnnOuZzD4UEcATz50tKS79OdbY0zYBu87mLfva5SyY++yYR3oAFwCCgGPgd8IoQokRKOccdUUr5PPA8wODBg2VJSUkTZanhlJaWko75ylYmTFDfPXv2pKSkZ0rzkrPPvrgYIDf/u0HOPvscx3zuvxnzRsGg0PUgR9BtPnfRzz53ycRn3yTCm5SyFlhsHE4TQgwBrgMubor7abITKVOdA41Gk4uEQtCjh/od0BvqaDQajSaNaK7XUgAobKZ7aTIcIVKdA41Gk8vYnSVp4U2j0Wg06USja96EEA8AnwArgDbAuUAJoPd602g0Gk1GoYU3jUaj0aQTTfFa6gr8B7XubSIwBDhOSjmuCe6l0Wg0Gk2jYjfZDgRg3jy4/XZtyq3RaDSa1NPomjcp5ejGTlOTm+iBkkajSQVu4W3ECFi3Dq67Djp1Sl2+NBqNRqPRBiGatEOvedNoNKnELbzV1aUuLxqNJnOZPh1uuklPRmsaFy28adIW3dlpNJpU4BbezAkl3SdpNJr6MHQoPPKIngDSNC5aeNOkHVrzptFoUomf8KbRaDT1wexL7B5sNZodRQtvmrQl3iz3uefCU081X14ylXAYPvpIaww0mvrgFt40Go2mIZh9yccfw7vvpjYvmuxBv5Y0aUcys9xvvAFXXdX0ecl0HnwQTj5ZvTg0Gk1y+AlvehJEo9HUB7PPOPNMOP301OZFkz1o4U2TtuiB0o4zZ476Li9PbT40mkxFr3nz5vLLYZzeAEijqRcVFRAKpToXmkxHC2+atOWee1Kdg8xn61b13bZtavOh0WQS2mFJYp57Do4/PtW50GjSG3efUVQEp56amrxosgctvGk0Wcy2beq7qCi1+dBo0oFnn1WCmDmp4Yc2m9RoNMmwejWUlVnHkYj6xEMvY9DsKFp406Qd2rNb42EKb9rpgkYDTz6pvlet8j5fWwvDh5fw7LNWmF3zlmhQptFocotdd4Xeva3jwkLo1y91+dHkBnpIp0l7PvkE3nwz1bnIPOrq1KwgqEHnW2/B22+nNk8aTSpJZP5oauTuuMMK05o3jUYTj40brd+hEPzyS2ycohbltG2ZQOWv0SSJFt40ac+JJ8I556Q6F5nHqadaL5VIBM4+W3m80mhylZ3b/saNJzyM9FGheWnY7MKbGb52LfzjH7krzGkNpEaTBFICqpP48IaTef/6UanNTwaxfXvu9q/JoIU3TVoQiVgemPzMJr/8Um90WR8++cT6rQdbGg1cVXInxw/6lGDNCs/zXu3Ey2zynHPgxhstb665hu5PNJoEyAhMHMElw1/0PD13rppQratr5nxlAGvWQJs28Mgjqc5J+qKFN01acN55kJ8fP86RR8L99zvDvMwTNLHowZZGA3GX0677ihZL7o8J9hLeTAcFueryW0+iaTQJCFcDcOrgsZ6nzz9fLWWYNas5M5UZLF+uvvUyD3+08KZJC954w/odz2HJ/PnO4332gUWLmiZP2YQW3jQaEELZ4Xia48y+h4LNX3hcY/12t6NcNevRwptGk4BILQChcJ7nabPv0A7aNA1BC2+ajKKyEqZNc4YtXpyavKQ7BXk1mPb2WnjTaCwiMnbEJIElS2Lj5tnGXnrApTxyrnBZna5Yocrkgw9SkyeNJu0I1wBQGy6IGy2X+xJNw9HCmybtiNeZvf8+DBniDPMyXfrxx1ghL6eo285nfz6WC4e9AngLb3PnwpQpzZwvjSYFPPyw6ldMjZGXxqymBtavjw3Py8vdrQLmz4dly5xhf/kL9OnjDJs+XX2//HKzZEvTyIwd61wjrWkEIspssi7kvR4kV7X2yaAF2sR463M1mgzixRehRQsYOdIKO/hg9Z2zHWSdWpRzVL8JvPLNaM9BZ//+6nvDBujUqRnzptE0M48+qr5DdRLyffoFW5gQESbediQvf/0HCjvuwbh1hwCCSERNIC1caFyS5f1L377q2/4/f/ghNp7Zv+hBV2Zy2mnqO9vrc1NSVaU8JEYJK7PJunD8xfy6zfij66M/WvOmSW9qNvP6n85l1w4rfaN8+CEcfXQz5ikTkErFEJGqidfU+Ee9/Xbr98SJ1kbGGk224DZ3nDMn/ogpP6hcwP3hiJe5/JA7OKafsgeMRNQWHBUVTZbV9CVcA4ueo1VhbGdilm9Ajyg0Ocrw4bDTTrYAU/PmI7z9/HMzZEqTteiuVpNehKsxp8CH9fmaJa/8jp2L13DakPdSm69MwxhNmcKb6R3PC/vM31FHwdVXN2XGNJpmpK4cZv6Zti02A1Zd//Of4aef/C5yTvcKAZ3brANyz2zSwYqx8NubHL77OzGntOYtu4lEvE2KNRaTJ7sCIvE1bycf8AF9d53bxLnKTu69V/U1udwfa+FNkzYEAyH46jgGt30GgNtOuS/qMrY+2Bt0ru6hsny5KoRIJMAu7VfRpnKiM0K19SZetkybJ2iylNWfwqYpnDLoLXVsCBc3nvAIs58/n513htGjnZcEhHNEIAQEhdJk63YCLfO3xYS5NZtLl8IZZ0B1dTNmTNNk/O1v0KULrPQ3gNG4eP65ELPnqHewF9ce+zhPjb5ST3h4YJaJX397113qWwtvGk0aUJBXiwT6tFYzu9LDI1wy2AW2555rhIxlIEcdqby4RGSAly69iCEt77VObvkZvj2LEf2UQPf55/DcU2VQtSYVWdVomg7j7R8KB+yHDOw+i906rGTtWnhF+fShznB8FAyEo1sKgCG8BQ0z5FzeKiCvJQAFgapokGkmaZaLeXz11fDOO/BF7M4Lmgzk44/V9xrXK2LyZJgxo/nzkxZsnAzzHiQgvPfNGPNymI0bLesXP9577Tdefhm+/ropMpmeTJ+u+tWJExPHjUdO9b8utPCmSRvMdSamyCbjb6nri32AVVXlHy+b2be7MqiPyAAFebWEQlgvme1LARjQbXY0/mGR38F35zZ7PjWapsUtbXnHeuUVyzttcesyh/bNrnlzC2+HHpo7fUxEtGTTJsgLWOo09wx5PC1CJKKEuVwecGUbQ4fCAQfEM0HOYn6+jTUzPqNTm420yK/iy9uHM6yPJYHlBdVskJTCV8ADeOu/VVx0EZSUNHWG04fSUvX96afe55PVRmrNWyMihLhVCDFVCLFNCLFBCPGREKJ/Y99Hk32YnR3AUf3H0yLf3+YmL1hHi3zvUZO9QefHd/SUtVwxUpmemrN+4TDk5xkqSREElIbBIod7QU32YkgK4bD5qvOWHMZ/vDH6+62rznJo3rZtg23bvIW32lqYObPxsptOuLdgGfcZzJoN+TVL6Nn5V8DStLkdlngNvp55Bo45Bt5+u4kyrEkZObktj4ywdi0EAhF2LlYqyQsPfyV62ny/RmTAevcCLQsqmzefWYjZ32jhrXEpAZ4BDgFGACFgghCiQxPcS5NF5AfrVKMUar2bm67Faxg97GVA8swfruDTm4/3TMfeoPNyfDOMgqBaNB2JKLNUwEd402iyEXOTemE7iuWmoWc4joUtZihkG4h5DBayVZNkX692/PGwYpkagPba6Vf+fenFQKzZpFtos5fNr0re0+umspBcHUQLYtfImuQFLM2baVUEcO4h/3XECwRytPCSwK9vNcOzte9NhkYX3qSUx0gpX5ZSzpFSzgbOBzoDhzb2vTTZhV3z5sW9Z9zBBYe/yi7tV7Nnl8WecapW/0SL74bTvdNvQO5q3kzatCwHDOHNEOSmTg8i0cKbJgeQEbZuhapqQ3jzedm7HRvZNW9gtRWv67N1AGHfXmTcOJj0TWz/7DabNIW5ceNi08vWcsoFEj27XH62duGtIK+WL28fzsgBX0THM+bSBRMhJMJulu07pZQbVFfbtl7ZthCmXc27b9fGvcYkVycNoHk26W6DEhK3eJ0UQlwKXArQpUsXSk1j2DRi+/btaZmv7KKEvECIsi1lVFcVAi1jYrQuVC38gJ7TPVMYN+4bJjw1ldFH1TCg22yWb9ydJUt+obR0bYNzlenPfuXm3ejUZiObNlmat1tuy+NfV1Y6hLfa2jq2lFmbV5UZewv8lMH/fUfJ9GevgS6V81k70zIfjoSdExZXHv0kT31xFeXbnde5Z9PNtjJt2gxgf8e5GTNmEgptbdyMpwGbNxegDGgUAeFlph6mtHQS8+Z1AfZh3bq1jB+/gFDoCABmz55Nu3abAFi5cg+gG4sXL6a0ND3Vb7nb5ksAfP97efkBQBumT59ORUV5zHULFiyktHR1U2awyanvs9+3rIxQqMihOWvfWg1zLyl5kVe/vQCADkWbOWvoW9E4taECx7vXPlGUK3VvyZLdgD1ZsWIF3brtxMaNhXz1VSm9yx6nVeg3Pnx9EdCP8vJySkvVeG/p0lZcdtlgXn11MnAwAF9/PYnWrXd8EjoT231zCG9PAD8BP3idlFI+DzwPMHjwYFmShqs2S0tLScd8ZRv5wTraFRfHDKRMzA7v9ANj9xkC6N9/GN/kfcfmLYXUhfKNsD6UlPRpcJ4y8dm/8Qas/PUTBveaxqrNuzJod7Wa3LS7j8gAQrTi2EETGTv1VOat6kd+fj7ti4ujaeTlFVNURMb998YkE5+9xsWSpaz9/kcAenb+la7t1jpma08b8h6fzDwh5rLX//R7x7HZ9wwatH9M3EGD9mPYsEbMc5rgNm+8tOS5mHVweXlBSkpK+E0ZOjB+fFeWLu0aPd+794CoI4YPPjDD9qSkZM+myfQOkutt3u+/t2mjvg844ACGDIk9v+eee1FSslfTZawZqPezn1BMXr5zoscU5CQi2mfs3uk3djcsgQB2ab+aVrZ1b3bhLVfq3nRj/r1bt25sNJYbl5SUwNS3Yas1EdamTZtomXzwgbKQWLPm4Oj5Qw89HNuwpcFkYrtvUm+TQohHgcOA30kptY2WJi55wVBc8wvThrxbxxWe50MhJQAKYW2MmWtmkytWwLnnWlo2+wyfaTYZjqg1b0LAU6OvBNQm3hFb2S9Y2EwZ1miaFGuz+n9ferFn/2K2ATumlt/Ez9tkNmOZkkruO+tWzzjmujh7uSy2WbSffbb1O5dN67KdXH62duHNvs7N/O3m6AFfcOdp90SP3WaTU6fCww+r9/P99zdBhjMIe70KqmELduOJXOqP3TSZ8CaEeAw4Bxghpfy1qe6jyR6ii3o915WIhGu06uqsNHJVeKuplrRpuY2B3WcBLuEtzym82QmF1GbdJjKHO0VNNqE6E3PPSK9BZsuC5H3955LDElN4a11YwdA9f/SMY2ri6jOI0psSZx6JnllOD6Ltwpuxzq1Lu3XR9ahkGDMAACAASURBVOZemFv5QKzDkgMPhJtvVr8ff7wRM5rm3HWXv0MpsJzP2bX/2dr3JkOTCG9CiCeAc1GC2y9NcQ9N9mFq3sIeMlqL/Oq4nSE4NW8mwVg5JXtZ+DRd543gg+tPiQbZncD07roo+nvNmtiOr8KmbMjll7EmizAqub3uNwTTtKnWYx19tg4gooJZgk2GIbkyyNZy0uTusxX4e4s8qt8E3+vsk6rBOHvA5RL33ANlLs8YFRVW3fIS3nJ5nNIU+7w9DfwBpXXbIoToanyKGvtemuzC1Jr9tjz2XM/OSz2vefaiy6O/a2stYcVMK6deKsvfienMCvMsl3HXHPsEoGYKQ6FYD3v2aa9ILpWbJotRFXmPLkt2KBVzdv3KWAvLrO1jzP4hkcWDnDCCPsGnk05Xa96yj2xtA8kgkDHeaUE5JvGig2vTrHhettevh88/36HspTUBQlx+5LO0LlSODtyluHChZTqqzSadNIXm7QqUh8mJwBrb58YmuJcmi8gLhnz15n6mTXvvvCD6+6qr1EBDCKtDzLXGHbF1bKFwHm1bbouJk8wWAdpsUpPprFpFtCJ3aL15h9IyB2cLPdaCZuvA1S28uZ2VmCxfLukZfIe+u87l8fOvYex1ozzjZWs5ZTo//WT9rqiAuXPrn0auPNs5c+AHu+s9AUUttnvu9WYu3cAZnXZtnWGJ3sfHHtuAjGYIvdtO5Myh/+OPw19QAR71aMwY9W1q3t54wzqXa+M7O02xz5vw+dzd2PfSZBf5wTrqfAYIyaxL+fZbNUMusDRv2dq4//lPuNXDh0DY9n+ralvSsc2mmDjuWcIvbx8eE0dr3jSZzEcfQfduYebPUTO6hfk1Ca6Ij9lmBnSbRceijY5zWTlwXfc1HTY/B/hvQmxSbXTNT42+koHdZ9Gulfe2CWY5ac1bevHqq9bv006D/v09rDISkK3vWTcDBsAh1u4ZtG0DD597E12Lk9uOSALCNerO5f1WP3hfDfjMyXazK+1avJa+u6pZBNMpkql5W2DN17PdxzN5LtCk3iY1mvqQFwhhbC8Wg921rpuAzWY8GAhDDmjerrkGHnjAGRaRUG5bFlhV15Kdi9c44rRrVWY5hnFhH4NqzZsmk5k8Ga497nFabv64UdIzPcI9ccE1vH3NGRTYzJGzso+ZfTcdyt8EEgtvyaKFt/TE/jy++kp9u+u03qQ7Pl3bxQpvfhPOgQYIb1nZxxA7kQxqHHLHqHujXoCrjGK0+y8QIkKL/CpOOSXm8pxBC2+atCE/r84xq2InnrOSFgXV0d/BQBiB5bI3Wzs9B+FqiIRYswaWei8NjHLq4LHcenJi/8Na86bJZKSEYwd+1mTpX1zyb4palHPyAR8QDmVnYzEH5IkGl5VVsYP3ti39Ny3Xwlt6YRcmGiqEZbvwtnixd701/7aXU59WhWrC2X1Z0BXV9AIdDy8nbtmE6Q0YGVuXTOFtiW3Z8nXHPcanNx/P/PlZXvHioIU3TVrQsWijoxMrLEz+2tHDxmB2owERAZH9ZpMOvjoOZtxAjcsybKe262OiJusWXWveNJmMlJK8YChm4BSPuSv7+Z4LBCIODX9Ri+3cctIDXHvs4xTWLfa9LpMxB1F+3vRMvKwl3r9+FHt2UR4+hw6FLVuyf4CfqXgJb/V9b2b7e3b8eFeAlPYvS/iwYVoLBQyN0dEPfKHCWzvjFRVatn/29Yd2/NabZgvS6Kkl3l6wP/0UXnjBCjth0CdA41kFZCJaeNOknrpy3r7mDK491trUZM89k7/89APfYUivqYCleeu5k1JBff45fGZMwE+bBmedlX2zWGVboWrtrEaZ0TbNwfQ4KzspK1MzyPZF31mJ4bmnPvV41vKB0d9fzD7acU4gyc+zzI1D4TyKWyupRYYTz5xnIuYETnzNm3R82Xn+kksBZcL6wQdWuNa8pRdez8MtjLmFhzlzYMUK6zjnBHNptIk42mlzotTUtIXCyuNGcTtnvLatLKdi++3nfbtsG7OYdc69QTnSOXE8rM/XBAMhTjhBrTfey3BQZwrLXmaXuYIW3jSpJ1ThOHxs3HUxpgUAD398k28SZkeZFwyBgKMHfMGBe0zmP/+B445TcX73O/jf/5wvnWxg5kz48cfkXqDD+34V97y5nYAX774La5Nbl61JUxYbSqJ//CO1+Wh61Ghn9erkr6iuawFAMCipqXOq/oWQDsuAUCTPulOWDaxMIlKtLfEX3mT0XKKuJxzOwQF+hpBI87ZwIfz8s/OaAQOge3frONs1bzECbsTYisg4jGf6GIiu1fKetfDyCO0mW/uY9q2dG7tJnEs27v7d3Vx4+CuAWm/8L2NrKNMaQGveNJpU4nK/9NnPxxLJK46JNu7n4zn/2dc8k8gLhjjvsNfYvdNv0Y7WvTecGZ7Lg4hObTb6ntu0yXvhNSjThdNPh5Ejmypnmh2hpkZtcuo2nXVjtoGsH2yhVAWJysOOuS/T+vKuMWZQARGhIGgT3sLZL7xJqdYO+w2QgoFwVHhLVJ/smhuteUsv7M/DfI72d+SPP1q/pbT23bKTre9UKS3LHecJ5z6yaumGN24HJQB3vnNP9Pepg8c6TLK9yNY+5g9HvOw4jkRi69Kg3Z22pMLWH2nNm6ZBzJ8Pzz+f6lxkH6FIHnlB795qbVlXz/BgIMxFR7wE+M1vZY/wNnasd/gm164At76l3rJ3vfvXpNP2m2U3Xx6//ZZ0Uppm5PHH4a674IknlHbZvrjbjjmQyPQ2kIiArP8ikdVlu7BwzV48/83V0TUYJl2L1/L4+ddGj8MRy/VZtg6spFSTYn7CW0FebfRc2Ke499l1HqCEt2yvc5lGRYXyWOwleF96qXpffvstXHihFT52LNx2W2z8bH22b7yhLHeee84ZXlvtFN7ibbQtBNzypnINHQrnQc/zmLL0cEecK0Y+w/vXn0JRC2/HbGb7ydZyPnE/5RXY6z/OWdnfcTzxtiOjv3N5mwUtvO0AAwfCZZelOhfZgHOgJGXAt1F6eXUCVyM27aldszLZIryddpr12/7ide95MnPZfoz4+1csWL034DRz8SMYCJMfzM41PNlMZaX1fdZZsO++3vFM4S1XNG9es95+1IYKuPyl5/hl/aCYczsXr2HXDquixzkhvEXUoNSvL379it9Hz/ntC1bcSq0LTEbzNmaMOue3XYymcfnLX9Reof/7nxVWmF+NEBHeeksdn3CC8xr39jQmyb5TX3oJvv++/nlNFauMJu+eDOu2W4iqajzthX9YdLDTrT2wbEMPAI5+YDzscXF0w2mT04a8R9uW23j0vOsdmiWTcBhuv131Z/Xdgy+TkJHYd9PZB79J907es8Za86ZpENnuAai5uOba2DDTjODud+8G4JfVfQBvr05gbQ0AlijonjHOFuHNTm0cOcscYJrfLVokTm+ntuv5/JZj6JQLGxFnEWbdXr5cfVdUxMaR0tLOxhPeHn0U/v73xs1fsyOTk6jKKorZUtEegEhEvQ5btEh8rX3NW7Z5Zq2ogG8mwcaN8c0mi1uXRd2hr0mwFnbKlMR9yGOPqe9ly+qZYU2DMCf7qmwOiMfdfBw3nvBI9DhZE1ezP1m9Gj780D/exRfDoYfCI4/4x0kH6upg82aiQpZ7gqYgr5Yff0QJcC7uff8OZ4CInXQOBJTp5DPjr2BbVdto+J5dFjN0zx9xEw7DP/+pftfHFDyTKGpRzntjlYMjN712+tXzGr3mTaNJIW+8Yb3Vl2/sznHHgTAcDkz9dQinPfYeV73ypBHD+21y/fGPRn/7jRGyUXirqvT/M6bQFn1xJPG/O7fdAHgsJNYb7KY15nN5+WX/OI8+CkcaFidLl8L62J0kALjhBrjjDu9zmYLZfySq83NW9o+udTPbS9u2db6TRCb2NW/ZtifiwoVqsLhho7fmrXdv63eLfDV6TdSn/ve/1m+/PiQb++d0JtaEWv04bt9x0TjJ9vdSqj5lyBA45ZTEz/Amf99jacE550DHjv7Cmzlp4TV5Go4EHeUmsPqW/oYFYCAA3y44nHemnMGGbZ0d13sJJKGQJSBn6zv4qQuvrPc1ARHhyScTx8tGtPCmSRlLlqhO0T44mL1iAMcfby1KrQvnU1bZnnAkzy+ZGMwXx+4uVXs2rvfZvj2elkD18qbwVq+/ncPmCJlIMi/0jz+2fldUQJcuTZefVGOaTSaqxfa1KmY7adUqCc1bFjsskTZpNC8QK7zttqv1+45R98ZNa6+dF1rpJngYWnhrXtwmxV5CgxCS0w98mxb58fcHrayEXr0s766Z/gzffVd9m8Kb28rK3MPNq4NxC28IS3j7+msVZC/79dt2SpifrPLWGqpkSOv7GbT7TEdw907LfS8x/Rm4EUJy9dXwySfqGc2d26g5TWu08NaM1NWp9SizZiV/zdatsG6ddfz223D55bHOKTKN335Te7ndf+caHjrn5mh4TagQIaCqwyjAOUhKFtMMZOQA586a2Tg4qChPPHKMrs/Zgf+dTWWWLUgJV1/tv7Grm2ydsfXCFN6QEHD973emnM7t/1N2oWvKdo5q2Szz4nCMwxI39jVv2dc2rEF8fl4dowa/7xuzd9dFcVMy3XwPH26Fac1behAIwG4dVvD8+WfQoWiT52bsB/X6jitGPsPlR/4rblpbnIYa0We4eXNj5TY1+Gneiloom1Mvrbu9bzAxJ4Y6dFDH9jVxWyvbxcSPSdMmvGV8+1jxLj0KvuDR866PORWz75vBbh1WeoabEw4nngjHH680m9sS77yQFWjhrRFItjHNmaMWB9u9NyWiVy/oanOweOaZyvPR739fvzymA9XVUG44UzL3C9tp2wuOhlkbKiAQgO27XMnI+8fjZybZLnF/50vGd342tm9PbPNtvkzq87dbFVRCqDJ6nO0mG14sXdrKMXGSbqxcCU8+CSefnNxz8Yrz9tuNn69Usnw5rFkDAZvmzbUTCfNX7cMPiw7hljcf4F8TLo8OrCIywCGHwC67VDvMJmevGBBzH/sALducv0RNToExl41OuDdkMkgJrfM28vj517Bw7lb+9jeP++ZQ35IOBALwuwPfpUPRRg7fe5Kn5q22Wi2wat3CuYj2/MNe5eXLRkeP3c6yIhG1zrFjR6dDlEzDz+GRqXnzHks4K7IQsQKdPd2Qh1VR1+I1HLvvuKgFkl14y/j+Js4AzGsCIR52hyXjjbl6r/Xe2YgW3hqBZIUBU/UejJ2Y8cVv5ioTN0vu2xfatnWGhSL5juOaUCGBAATzRL1MJZMhG/e4qqpIrHkzB6f1qXcqccu7Xi4KbxdddCB77pl8/PnzlQe35pocMGcYi4pin8uXtw+H+U6vAF7P7swzvdMe0G0W1G7xPpnG7L477LILDocl5v+uabUfYLWHKUsOoi5cQF1Y9UH7HxDku+/gvPMsc+unvrgyuq7LzlXHPEm3DitUellnNtn4nrhCIbis7xkM7D6LFVM+5847/c1Ns2lyLZ0JBAxNhwSJ4KA9LU8ReUHl0tBPE/KHI152LEsod3m4l9KyCBjvNIDJKPyEtxYFqk9wjyVenXQBENvXxhPe3OdaFVZy1dFPcvOJD7Fnl8WAc81b5rcP/z9QX9f/XvGzzYzdDy28NQLJNiazUrndxCaD25Y3EwfRS409s087zfI25Z51MjVv9XHxnQxXXgkLFqjf2dS4K5IQ3kwtws471zNxm8oi818YDcM9oxyPkSPh3nthw4amy48dc8DUpo33+Zqln0S3EACYODH5tJ+44BqYekXDM5diTLPJm/77MELAEUfAMccpxySmKfaaNeozrMQID6l2kpcn2X8/Ix0hKczzdu/WpqV6ANnksKSmBk44rnE7yO6dflP7VBnHZn/kHvjmitnk2rVw9tmp1xAEAqp+S5T52V9/d5d1zqWFG9JrKp/cdDwtCyrxwi28RSL+JoeZhN84y/Ru7fb8OOabPwBqorRlSyMNYgU0+0RqOBJ0TGrfevL9HNz7BwDaGPu+ZZXmLY7wZvcangxekwumkmTzZvjV20llVqCFt0agKTVvJv2d+xRmpPBmMnYsvPOO+r1ylVPztnDNXkrz5lNGEyfC0IOSu091XQuuPuYJWhZU8vTTVnjmd37Qa6cl9NttDhVJmE3Whgp5buJlCVbxeFxXK3jkEXjttcwssylTGrgnzpafYO2X9b7M9DzWXIPPrVvVd9u23v3B999D69Y7kJ+qDFTvA21bbmXDWjWqCkeC1NWpdW+mOaDpXbJrV/Vp1VodE4ndjEwgKciLv+9hJrYNP376CaqqGne0Peay0Z7tsKBAFXNtrRqcTp+uwrNdeLv9dnjrLbUBdCoxhTeIHQSbwpt5vm3LbbQsqKJn56WOeKZZX3k57NJ+FUcP+BxQz9B8h2fylkp+46z8YGyFnvSLc+PtHj3MRLy3CgC1LMYtvNkxvVpm1Zo3Kanx6VJ7dF5Wr6S8zCzNyYK994Y99qhn3jIILbw1Asm+vM1OrCGat2ylotopvK0p2xkh/IW3rl2tGa1EtMivZtTg92MW3GfyTKDJi3+8hCcvvIrdyh9KKv5bP57tOP5u4aEJncGsWye56Sa44ILMM5ucPRsOOghuu60BF0+/DuZ4LMpJQHOXTbVhzdeypfPe7k1ef/65GTOVYvKCdbx//SiGtlOq/VAkj7+/fzv0uQ7CasRQGy5wXhRUfZDAGlEIW4EmWoeRTfu8CRHfdMncb7O+xBvAV1fDRx9Zxxk/OE1AumgY41m3+NV590SGqZXuWLiUMZeN5paT1S7ekYj1DjcnmTKRQAAG95pKhyKnhzivNnLXu3/1Tce99YhZ9hMmwDPPBH3fHS0LlPe1rBLegBUrGicdc9KhQ9EmvrhlJHvv/Eu0r9m4Mc6FWYAW3hqB+mrekhHepk6Nn25jmxU2J3nBuugA0y1AVNe1iGs2GQgAe1/Di1Pv5fHPPHb3Bq559QmWb+wePa4LOQXEjBbeti3g6mOeiB5WLo/d0NOXfazNdT6acRJHPzCeD6af4hvdbjqTacLbmjXqOxWCS3O9XP323nMPLBrrRZkJmDPiXYuV1jAUzmPi3KNgt5MhYghvIafwJoLqOIA1m24v04CIcMAB/vcMZ5nwFs906ev5R0Dv/0uYzi1vPuA4tgtvXp48q23LCrNhcBqPlAtvUsKyNynK3+i7ps3sQ4Rry5gY4S2/hpYFldw64iLbthsSKa1xzocfwptvNuo/aDaEkDx0zs08eeFVjvD8PC+TDlu9luo5X/LCizz+7bPOc7i2LRL+wpvpGCUUyg2zyfpiTjLs32MGecEQpx/0TkZreutDBosA6UND17yFQt6CxIQJcOCBxN18MFMG0V58ccvRPHLujbQqrIjZDNoU3vw0b0IA3UYxZ+2hfOgheLw9+QxmrxjI+Dkjo2GVta0cceydn5TOgUPaM/2auK6747Lr8azbqjb3qq5rAcB/p1/tGVXKgOPFnWkDKrNd1cdE+eef4dJLG/5qaap9BOfNgy89rDj9hDf34DvT3XXXB/dg0zE55CO8tR90NsXFcM0de9sTiqYnhKSw0P+emT+YchJP86bKLnEFrw0V8OTn1oA3FLImVNxaiLKyzOtfolR6uzCPR8qFt8oVsPg5jun6F07Y7xMjT95mk24G7e7cl6QgrzZGoAsGwo41bwDjxpGRBIRqCzsXr3GEm1tgJOLX9XuwsjxWW22+lyIR4gpvprMk+zgxY9uKic1UwW1qmgxvfH9O9LdZT02zVIHM7Mn5eqCFt0YgqcY0+690rlQ+c82G27o17LVXbNQlS9T3nDmxN3KbRGUq+/WYyQuX/JFjBn7uCK+pK4yreXN3cm98fw7LN3bnt427A1ZjLq+2vDh0KHKOXu2N+8UXldnZsmUN+x/NTgJPcPvsAz17+J83B2Y1dWo0euedAQoLYuOpjUatip1pA9SGCG8nnggvvBC7CD1Zmsqbab9+cOSRtoClr8H35zvuY28X9o2nG0aGjg7m3s/HN57oCHI4CjCEN7PumxR02Y/9bvyKwYcUR8PM8hRCEhCR6PF1/3ks5raZPpg66ST4l20bL3f9mblsP0565CMGnnQuL447Kak/XFHT2uGMyr7mzS287b67c8uKjCnPDd/B9+fD+kkJo1ZVWeu8Uy68yRDhCLSIWCp5t/BmvicGdJvtCD+k9/eO4xb51THPMxgIs2wZnHGGFZZp7w8TIa2Ke9Ce/lYuZz35luPYXppeYxkzzBTe3HtRmpiCsX3MkqllCWopwz/+YR2bnn7rw0tfXxT9ffqB7zCk1xTuGHUvoDRxyWreKivh+utT7ziooWjhrRFIpjFtXVRK57JnATUL9c47aqG22xtOURHcd5/6HdPof7qZibepUVzmat6sbs09mwUQjuQl1rwBDz+svl/46lJGP/cKH804yTiv0i+vsoS3i454iVMOeD/q/tjeEb77rvqeP78h/6XpkdK1XkTGn1Zq2RJ27wEHHeh93nwpm5q3vDzvl0tlbSvHREGmmU2a+a2PefGO/rdmG5QteQkqVzqeiT3vbs1Jff+XeyCXMaz5IiYoLG0dSS+1web6bTslkZiw/bLK4+ffBsXeI8Nnej/+GP7PsIT0WvN2w+uPUlFTRMsBf6RDp3zYeSR7e0w6mjz//Z0sWruXY2AWCsWvU3bNTMYIb6bWrWx2/HjATTcpYWbSpHQQ3iQzZ8DmDRXRfLjNJ821Vifu97EjvHun5Ry376fR48K8Gg7cY4ojTjAQjgqqJpnaRmTYEt767+aeTbfYYPQpRUVWmDUBFBvffC+FwyjNm897ypxIyVTNW02NKhNzr78pU+CXBdYf8NrjDtSEkR/2LaRO2v8jHjznz9HjgEheeHvqKXjsMXgoObcBaUeTCG9CiGFCiA+FEKuEEFIIMbop7pMuSKn2XJo61T/OjBmweIl1bJ+VslNRoTaaBY9Gv2la9GemDKLdJKMVECKx5u0gl8dJ0/yyqlZ5M7Fr3gCuOfYJzjlYufeyd4Tp7hHrj3+E/HpMTqm9e6BVK+/zUc1bSGkfgkFi9kG/5c0HCEeCBGwv9Ex6YYD1jHdsbWjD/nRzDVTsk0Zd8qfzl1PvAWLNJl99tX7Pz28dTCbiMJvsehQj/v4VtaE4NpAmxmhKSkEwEI7rqdXusKS8HP72t8wdrLrXvEUiAcc5AAo7qr30fFiyfThbtjjXGr9x8Yjob681b07NXP3z3exEwhAw/l9dYo8cpmVHWVkaCG9AeYItUO4/61aCPmsfbzrx4ejv8w97jdtOuc9x3jSbtJNqz5oN5b13rYpZVduSL28fzlXH/NM3vteks9c7yPQe3qoVcc0mzz/sNQryahzjk0zRvD36KDz9tBrT3nijFW5/v4TCeSzb0MNx3SczT4iatpdXteGL2UcD8OTnV3HR8y/FvadAMimxIlzd2yjTBnmkTgOaSvNWBMwBrgGqmugeaYOUMGqUWqdmrp8SQm0Wu8susG5dw9KNN/DMVOGtlc8+MQA3vq48xCWjeXPz9fwjCEeCfPLTCVRXw9TpsdKLOZu4caNyfw/pvxfNv/9dv/hR84sDLPOur7+Gycb+q9H9aQzTMa86JqUgIoWn2WS617v582HTpoaZTbrxcgcdD7NsDjwweY+oO0LL8GLyg8qsZkT7Gxne9yvygnUxmpOJE+HbbxOnt9JQJGSs5s2DRB5V/Ziy/nw+nH4yH0w/RZVHnHofsY3Cb7kF7rzTmmnONNyaN7uL82QmQt784WyEgOJiePY5S3iTkui6wauP+Sclfb9yXJdxmoW5f4cFxqL0kP87zcS+PjUVwtunn6r7qvWvzhtLGdvmd+uwMql1XYf3iR0pBwNhBrd7juuP/4cjPGOWJtj4bpK1ns+0Vjl18FhHnBaFaq20Awkhofz/e70zx4yBzz9XJsMEvIW39u3V9wmDPsm89gHccIP6gDPP9roWCufF1L0tFe15f/ooAEY/NyYavr2miGUbesa9ZyAQcQiK8WiqZQ7NRZMIb1LKT6WUt0kp3wEytGj8cbsglRJ+UHsqOiqCuQls164Nu4/7ZWmv4uk+iHYQqYOwWkhkClBemDOyya55i0QsDVzPgb0Zef8E1pbtrAYJwRYx15pmPOeeq9zf//KL03lMJvLL6j6OsgoEgH1ugPaWedewYUqgAG/N25KN+zjSjMgA+Ahv6U7fvjBoUPLC27BhMHSo97lE+3u5Mevm+vXN4wTnQPlHbj7pIYSACGqmslVBpad2+yfDz0C/3eY4zJ5M3ngDunUzzboyZHSQBH5mOQmvoxWPf3YdtaFCteYtTtz//icSHZyYm7o3dN1kOmAX3uxrBr3eOR/NOIl27axjU3gDKLDNYLg3Mv/ziQ/63t8sy9deS2M38+u+ShzHRqqFN3OZwU8/xd7Yb+LyvMP+06B7BQNhBrR7M8bksrZ+3WnK2WfXeQzsNit67BbaTPLynWbHAOe/9BlTCtRCTq+xTFERHH20ceCjebOHZfqaNyktDZdDeIvkERARRxltrWrH5MVDGfH3r9hS0aFe9/FztONFOmjAd4SU7zgmhLgUuBSgS5culJaWpjZDLr76qjO//LIrUArAF1904f779+G556YBgwH45ptvCYcPAQJMmvQNhYURoCTpe5SWllJVFeDFF3sBu0XDx4/fBli7N5ZtKQPUovry8q38+98L+eWXtpxwQuzasXSi7+Z7yI9sAWbGNZs0G968eXPo1GkjXmU4efKPLF9ujYy3b98PaMdBB81j/Pi+gCrPgvCGmGtN4c3sRCZNmsbmzd2BnZg1ax6dOq2PuWb79u0prpMlANE87Ftm1QGA6UsPoF+3+YDgoudf4qF919B5US0sKgVK2GmnakpLrYXW3y48jCP7TYxq3hYunE/e6l7s0tta9BeOBJEIgoEQV4x8mucmXsaPP84ADiQUqqW01LloPb0oYeVKmDNnHtCXTZvWUVrq/gXGVwAAIABJREFUv6Bx0qQSQJVvTc1QoAVbt26jqiAS1bwl+/xra9X1JvWtNxs2FDJjRjHHHONW1Vt5BLMOQEVFAQO6zeabnzawbbtqV60KvYW3mTOXAj2jLq/H/Xy8I5/PPNMP6MyECXMJiD0B2FJWxs9p1h/Hw902wBI+zLIbM6YVK1a0pFevCkpLvSXs7du3s2bNKmBXQM3mbt22FWjnGX9bOTz77Az69t3GunV9gK788ssvlJZmyibnJYAqo0WLiggGLA9GduFt0qSvCQbVSMcsaykFrYqDbN0a5unxf2JbVTvKy7dSWjqTytUrMcW3SEQagzY1SivM95duZ86cycKFIS65ZAiHH76Be+6Z25h/Ni7J9Pfr1xfSY0mInj0rmDOnHVVtttBqS/xrNm8eAHRk9uxZrF7dEdiVhQsXUVq6aofzPHbsLhx00GZ22cV/xqiiYiDQgalTZ9E6Ert/SmNO2AQDYaqrq7H3hQCTJ08GrPUO6TbWcz77Ep4e/SfH+V07eD+rSDjMtGlTgSGEQnVAPtsqJHPmLQL6s2XLJqAj4P2fO1bNo2V1JeC0FqqpCWEO0X/+eQ6gbC2///4Hfv01vWeHli5tDQyJHq9aBRMmTAIOjzGbFEIycGAZP/2k+u5tVT47lidBQEQ4esDnbHnnFtq1+oqtlcW+9Wzp0m7AHixfvjwNxnn1J+XCm5TyeeB5gMGDB8uSkpLUZsjF8OHq+623egPwkmFy26LF4GicQw89LCrFH374MI/1RvE7xoMPLuHhh+G995zhCxY4K3G7Ymtg0q5dOy65RDWOhx/em7Rmwl8xB1Xx1tOYwtvAgf2j5e7m4IOH0qOHdWzO+vbr1zcaVlJSAjWb+OqrZxzXuvd723//wZjtda+9+lJS0hc3paWlpEOdjOZhgnNwGgyEufm9V6jcupVlG3oyYkRPOqr3BBUVEAy2oLCwJBp/5FGH8q8Jl0cX/fbvvw+Ll090pCkRUQ9ipx/4DvNW9WXIEPVA8vML0qI8ErH33upZdu3ahZKSLgnjn3lmCRsMeb9du7a0KLT2kHH/39deU2ZhJ53kTKOFS9lb33Lq3RsWL4Y77tiH1q1jz7vrgKnd69y5M61at2UzZYw64H0+n3VMzLXFxf7mJiUlJdEJjREj+vHg/Srh9sXFGfGsAdi2iNrvimOCTbPJ+vyP0tJSdttt1+jxk59fxYcjHvaNHwhE6N9/f4YNU+ZQAHvv3YeSkoZtaJ0qSkpKaNcOgoGZ0TC78FZScoSlyTbqoESwqONYLryuLjpL3q5dO0pKSli9YBEL5im770hEEIk41QtCRJAyVi0xaNB+UY1bVVXnZq2DyfT3N90EnQvzqKxQL59p0zpy559jr1m3TtWHm2+2TOAGDhzIKkMG2HPP3pSU9N6h/G7frsYo3bpZa+W92Hln9f3KKwO58dICvil1rh1qzHWuARGhsDDW8uUg10L1dOtb6vuuf27iZVx25HME84IMGaLGYq1a5bN9O/Tu3YIBA5Sw1blzx+g1numv3MqaTRNjgquqVN9VkFfL8b2/5W95vakNFTJ06MGOMVA64jV+O/BAtS2AfaJge00RAkn74mKKilR9tm/l8u670H4N9G6dXB0NBCKcfMCHtC8uZtf2q9ha6f8OM5eSdOvWnaKiX9OuPiZCe5tsBKSMv4FiIicdr7yiFjInYoNNmZRRZpM2zAFxvHPmf9u6VZk22nH/b1+PTsHYRUdut7T2jUTTdc2biZ9qPxgIs7Fqd2avGAg4BYhWrYjZnyoUzmfT9k7R40AAItJpWxiJBGKcCmTKmjeT+q55s7ctpJpuCYgIB+4xGbYvdcS94AI4+eTYNPzKZvNm5R45kXmGtebM+3zM9cZx51a/URhQHciZQ//H7w993YhvJbRtm/PSlq61p3az4Yx0WDLlUpb/FhvcULNJ04zn2mvhqfeOj1vv7eWVyaY4r6tq43hfJVrzJqUgJNo4zJuifXLL+JMmfpuBL11qta90NBHrYPxVc8LD7Srf5NRT1RrIhQubzmzSLJ9E44cCYzw8fz5MnRp742Q0b/d/eGtSeQoGwp7/LRPbRDxqQwXc9tZ93P/lv6PPdKed4K234P336+HxWIZj+pcznng76gjptCHv0bHiLc44SJlhpmObSAbTbNZe196belr0eP/9VZh9nXKbNjC8hLhrjh33CBVE22OiOp3JfTVo4a1RkNJqUF4Vwdxo0Y9IxFor4ebE/T7iy9uH0771ZubNs8IzZRDtJp5NsrnWwuzs2raFvfdWZdrFGAe4/7cZN1Z481/zZmIX3tJ9zZuUON3aGQQDYYe3pHibCXsRDIJ0dQPhSNAxIIlEAr4vjLfeUoOTdGNHHJaYTVgIyQNn3wI/qn1lPv64Ye3ukkuUt63vE1ibJnopR5+zkQmJGjju1/UzR7wR/dSO3n6DSoAbT3gk+ru83Nl/ZeqaN69BUkMdlphp9egBvXpBaOBj3PLmAwAc7tpXVgjJEUcoz2qZ6rkM4Lzz1POvz5q3N384O+adZ8bLb9WWYx74POoB2I0pJB7VfzzdO1mSt92xRTpOqpnCW63xrCNSeK5xNbefadnSKbyZdas5B40FljKDUG1sR3PpiOcTpjF+9tF8MP2UhPGcDpMysy9JhrAM8uPig1m7vRedO6uwI4+EM8+Ezp3V3n6QhPOq/LYxbWvT9k7RkgsEIqxdq7ZlgMwVNsx1wPbJrsqa1tH3jVkG9nFaff9rfZyMaeEtx3A/6KMHfE7rWRfG1byNHjYmbpr5+f7C2/XHPwrADS7PTZkovO3SfhWXjXjO97wp2HkNwvw0bL6zWiLAn8Y87Qhyb84biaT/VgEmkQiwINZFcTAQZtMm6zivnmPVYBAiEaeEI126l4gM+HZwZ5+tBOx0w2yHduGtujr5RfPuQSzAm2/Gv8avLpoOjhLVMXOg6lfWlmAQiMaTUvhOiNi1Jl1aLqRjkeVpyb7H4u9/b907Eqnfou90Is9jS41wJMjFF9c/LbcnMtFhEFOWKLOvvALnxJDZWq680tJegRrInXZa/e/dVHz2GZxySvzBStm6TVw58qnocTgSf/Zj/TZLu2aaa5tl17Ej1IULfCcRrjtOecS97ZT7GHPZ6Gi4/R1qF95qa01viamljbELjb09P+8h+5jaMLtlTqocltgn9cI7IBHbtaXLN3b3jGPXvMUbTKf3oDlx5sx2Hwwqs9TFiy3HMGBt/uy3bU+U4oFxx3PhSFCNVYz3UaZq3swxrnty8J3JpzuO7X2OXx0xhWU7C9fsFVWUSIiu7/YjE8fQdppqn7ciIcQgIcQg4x7djWPv1p6BmA/+lpMfIFC9PFrJvCrbHjvZNnjz6BTy8xPv8u72fJeJFe+FS/7IQXtOdoTd+tb9TF6sBkVuzZsdP+Et3kaYv67v5Th2mwJmgtnkPrvOY/Swl9m6FeZN+ISQK5/BQDhmrVV9CAZBunYIjUSUt8nosQxkhdlky5bQJ4llSNGBltFWVxtyTqL99vzKxsxLIsHarb0/7zz4j83hm6V5s56XqtNeO2c5Q8/b+zLevsbaXNIu2M2e7RQcM1Xz5l2+gp2S2ZPbhdkHeZo+5TvXInuVl5Tw5Zcw1ttBXUo47jj48MP4g+YuZU84HDNEPNakJcLeJ8+ZA3328W4YR/WfgNf70D44tf8eNcoSEFOJWRfMSbNIJMCtt/qXq99guzGEl2TTsAtvr45J/mXnFrztE1o1PvslBgPh6GO1THAlhJ3qyXQW3ryWutjXYoFlUWXWhz32cL4jKg3LdK/1y86EdmJyq/HRQ7eFUCic5xDe0rnc/BjQbRahzb94nhs77TQYMSHab9hN3QMBINhSeau0lUtx7PJmyiqLKcirRUrBjOkq7M7T/uqdoV9fYZ+W5vKCev+dtKCpNG+DgZnGpyXwV+P3PU10v2Zh/XqYOROOGfgZ6z6zbSYhQRo1IBIBpOTYfcdRkFfDLu1XsbrM2tH0/MNei0k3Ly/xrLy7M0nXQfSWLTBlivc5r20CauoKqaxVU1Nm5xR3fUk9hDf7BrMA/Xebw31n3UpAWDNY6W42+fToP3HB4a/y8MOSVausdVEmeYFQg+pCb2OdfDAYu+bNLQq0a7kV6srrf5MU4mc2uXRpbFwvpLTWYC5YoMLcwsGll1ov6HiYdeuww2Dq1Pj3tH+//jqcf7513i28OYTMJOq/nb67zlPr+VAvyETC20EHwf33++c9HXBbFcf7/4kwTeOKitS3u40NsRypRTWVrQu3c+GwMYYjjgbfuslIRuMTcc1ideiYuAzd9dZeVv36QevW/h2Ul2bGT/M2blzCrKQEiaCy0l+rH4k0vdmk3zvggw9Uv2E3m/z55+SFN7cgYR+HuIUZk4HdZkVFcvP5nnvIf9lt8XG0a2UtzktnDZLXekz3BPrcVf0Apc32wpyQTyi8ASJovVzMfmtXw2eSqXkz30fpXG5+PHHBNXRf938IEfHWxopA9BVmOpa74QYYMQLY81JmV15E6fySuPeoqSukRX41EsE2Y7hSsk+pd+RfxzCg1YuAFt4cSClLpZTC4zO6Ke7XXOy1F8ydC38+6UEO6Dk9Gi6xBjxSAutLufnEhzjnkDf4zxXncdy+1lvnwD1iJZv8/MQN0t2ZpKvwdtRR1t5ryRCOBKmoaR39Dd5l4fd/fde8EWvyc9L+HzF0zx/p0k65Ypcyc8wmq7arF4d7D7zXvj3f5wpv3MJuIECMxzeBdJjO3XTiw/RalXitQzoxydg71iwru2Y70eJ+szO3l8E//xmreXvhBcv7LHjUwfXfEBk/HFln3dzcby+Z+5t07/Qb+/WYYRPeVKVdtEjNjPtpyuxCuNcL6oGzb2GPLosJBKBz6xUU5NUo4c0YetkvmTIFbrstcd5TiXsvsbAxKdGQvvLmm+Hxx4maXDqtAYRjQGaW/xUjn+HCw1/h0L2+q/8Nm5F4g5U165yVvLK2Tb3Td5d3fsB/hsNrywC7wJauFhFexNO8NZXZpFcaoZAy1Z4wQWkr77zTWX/9XN574V4z2qIgsfB21TFPxmjejuynvCl2aG3ZvaazEJLIyRzAnBUDGDhQOTXywhxTtE3C8739+Zjjlr16wyGHqGcQCmW25g1UWz5u33HeZWvrNMz//8gjxvgsrxWzy893jlO86n0kzzDZTa7DN2NlannqNW/1IN6God06rgAMd/8V6nf7Vlti4vXbba5j7QnA8uXSswIFbQKbs8JLxwsynSrfjBn1ix+OBHl2wv/x0tcX8c0vw4D4gpTf4niv2S0/k5/8PDUKtq95S8dBgr0caqvVIMfeyd/5zj2sKdulXs/fbZIaDMKI4Ym9j20vdy4qTkfs5WCuTzMFLlODAsqUbeFCa+2KX1p24e2aa7zN8goK1Fq6226zFqgf1X885x7yOix9lRkzYMvq1f432v4rVDjdJLoHNWMuG80/fn+DbeNna01iPOEtGc1Tz85LGdrrax4adQG3nXKfQ/M23397vLTErXnbWK68qtbXiQ+o52p/5o5672oEZnmZlgV5wVBa9clu4uXtm2+tSv7OlNP51w/3ekfsemTU3N2drruPCMZZQ/nhDXa3rTbrFYN07Jfd/89sZ40lvP3yi9qOIJk65BXnmmvUmiDTymDZMmeerz328cQJG7gnQA852HopVdf52+u7NW+ecdK4jbQuTLCOxeDqq/3fidddp9bBXn114nTsFiL2cYsQ1iSU+T5K53LzYnAvZW4SDsGu7VcldCri5SHYPSa0F0FHw0oiHAl6CoYbNsR6Wwai0lumlaeJFt6S5Ouv45yU8NxFlwHKlKpqmxLaTj7gQ8/o/bvN4a+/u5OB3X9mQLdZ7L9lBMtnz4uJ9+IfL4n+ttuaCyGZM8eKl44zWMk2iHAkSFVtK/7zrTWzUh8tWDzNGwjKKmKNowuCtbRrVcaA9SPYtdVP9cpvc7J1q/XyfPdtZV8f9JihMxk5MnGaMQOrIIw8KsQRR1hh+XkyRiAwTQfTWXjzagd+69TGjPF3EqQ8e8Y67vBKq7AQnnlGmRQWi7ncd9at3HbKfVwy/EWQEcrLEzh9+PFi+GE0u1iW1Y662KHI8kZTt20NlM0GEWCurf37CW+tCiv58vbh7NllkZej0ui1Vx1xNxIY1ucb9t5+bfR/r3PvFZ5Ctm6FQw9V2sZQyBIsL7rI5lzEVgwzl+3H5xse4/bb1UC4cREOK9UB3WZzQM9pDhOddOxPTOx5s7d7gOpaa0D+6qQL2FLp4RkAoP8d3PrWA470/IS3VZ0sATAQp//oWqw2Nfdb8/b/7F13mNTU2z1JZmYLu8uywC69S28KSlUWFEVsWFBQxIaoKILYFRvFgohiQxALNkRQLAhiAVREEZAmvUlvy7LA9plJvj/u3OQmuclkZqfx/TjPAzuTeie55a3nTRQYfx/1cOvaun8+7sidrtvucZVBhNekvP35JzBqlHZq377E67CbU/qCQpaBv/7Srn3ypMbSOZswyjMEEUCSVIgP77oFTWtucf5DYRakWYOyVc4boP22qmnH0L3Z75a/IVHxwg36sghfreAzD9mRIaWnA2+84SxskjWq6pQ3aN7P05GwJD3lJCYMfAQA4PUByZ7SoF5NHkOwUSYsk4lcd9+Hb6JefbLNL0uomXkQbeut0x2bnU3yEdm1gqJJzraEnqvtcEZ5cwi7+n0K9OEfn8+075yVU0/g/Oa/47WbR+LsBqQgaqfGf6JJzjYserIn2tRdh4bVd6I+Q598Vo1t6mdRkHV1qdjBvHEjMH68o58UVTidYHiCbSjWViMrHIvRo4F10gTTdrfLizZ11wOKgraZc5zfLMYQBG0iU5Ojmce15WDoNI9GwUGSACj6Bz56tIzMyqfRChEAr98ke8qAQ3piBJaoxgoKzDUJeeckJ5NclzpZe/Fkv/Ho3OQvbaePWG+DkT4oAA5q5I/IytLyZ+aM0Ji4auy8EVh5PyBIOJpHzxWC1mW7rtMc2zqBELT+kOZbi6qMwpgomDePlFp49lng8ceBli2JZ+GDD8j+ffv1yuaDn74CnysH48Y5oOoOGXoJ4Maun+HqjgnETGIB3lz5229AjcyDuOvCdwAoKPFqD8vrd0NRgD/+IM89XHgzu2Hi9yRHXLIZd8Jp4nmz87AdOBDYv+llpt4i+ffDo33Q4uQQ03W6dgVefVX7bld2iGLyZKBLF+AnjecCDRvqz6Pve8sWoG7qCtSrtgfv3H63o9+47dBZOFZY1SRIs+kbVmGTLMZf/yTGXPc0stLMNKGJrIQ0qP6f7jubr+8J/rNDhs7zxkZMCJqMdFqETZYXAD/3RM+WpFyNJGgDePt2Is94JHvKZx79llF5+7bgS1z4/C/YuL8VMisHjvG7LI3LeXnaWsFiwsBHEvt52uCM8hYBGCehDf/a94YUtzYR0HyvyqknVCbGrk2X4b2h1iYdo0eAvX+PHkRpsfIqRAulpaQQMa9NduApbzzPm9WgNCojLLPc2LHAqIfN1kGX6EOlpCIoAMplB2axOEEQtIRxtlbgloMtceNbnyG/sKrp+GD48UdC70+9SKIIQNE/8LQ0oHIGvw8nch0r2ucubTcfCx7pA4+rDN2rTwb+HY+WtTdCEn348K5bUF1Yri6WTXK2YWivqTAqd1AIOyoLnuctORmonfQnPrpnsI5+H4DKrhZUeWMedfWMIwD4IdrqmDKwg27epOiLjBvg9blVZc8IUZBN/eaVmx60bW+88QtJn9HRxm/bRshj3lg4HDe+9RkAIeSyGY7BGWhdm2pF/JzmXMQLRmHltZtH4obOs5CdcUStJQWQfqMoRLl45png17PyvCUlAX9s7Ub22bSLhrOzCtu+ffq8Ul77Yw3j2kaVzhkzCMnEr7/q11/2+GT/HkvCEuPzs/ud69eTv2xNPON1KP75B0hzW0wAFrjrvWnoP3mOae7aV9ZN/WynvNE2VE4lE5nHVY4TJ/QRRPSYBg2sST/iAtksgKQna4Rd0Yg+0eW8MQRigqCtHzTcMJGVXhTvhc9HCosD/KiQYJ43VuGjMMqEsiyacvX9ssR9N1kWxkgBQIk3Je7zSbg4o7w5RJOcbfj4nkGolKTNypS1cKMh4pHXYU+VaAk2d12o1TqjytsV53yHO3LfAxA8V8XoEWAHc4mZ0DEmGDeOFCKmcDrB8J5VKDlv7EJ4/DiwY4dhv9scl+9xlSPVQ5LoDx5N4V43Xjh0CLj7buJ5kWXN85bkLiP11xQSynKooKZ6Tihtz80FZs40et70OZSSaA6bpCgtJSGHiWgRp33u4ctfRpK7DJVTTyDTTfJPJdGPaul5qFdtD1q5JkGSgG5Nl2LakKEY0OVzVEvPQ1pggc7LA/Zz0tSswiaruHbyGxRQioNR79N30b7+aswafoNqtWxZe4P+96nPXJsf6mTtwyWtv7HNx61SyZx7q17JmEehAOkpic0sSr2SPAt4cXmqOjaiprzZqiAEiTKf8GBsW3bAYCCJfl0EiaxIYf0OnvJ2ojiTKNU2j65P2x+w6MmekKAnODGGpsVbeDWvQTJqZB7EohlEYD2wrxQbGJmAzXlTYK2cKQrJxXXEChpi+QGRIxBb4e7331E/bz/cRLdve+lVWLO7PQC98haMCTDFU4ItW/QeLPobdu8mJSzihUGDDH1WNnuGeMpbJOcXXdikrM95owovzcNTFDIHxkvWs4eILVu1Nc9YK9XjKjflvA0YoL+CkeEUcJZK45P5njc2ekV3LQEoKMpM6LnaDmeUN4e49YIPUTtrP9rXX6Nue7IfiU88ZZB1aMc9FvCMXPnKtyj3861UrEeFYmDXmbZtsfO82W2LJozCI29A8CY7t6TlAKh1Pmw8b8brsmQEmZl6YgoAkNxmzxu5p4LiImD1GvsitLHGyJHA1KmE4lmWtRACl+iDAAWlpYDfp3+54Uw+OuUtuwdQuRXW721D9okeuFNSucVFCwuB224DpkwJ/Z7RhlGhlEQ/XAIZX6XeZNXidyzfhcmv+TC2/1PqsV/cfz2+ffBK5LZcjP/+45UUUCwX689nWbwAHxFCgxW9pvloTXK2AyA0/gDw5q336Y7z08uUhWZFZ71CRogi8byxwmUigwouAF+Z/ue/c9TP0VDenNQZe/rqMWjo+hKJ+jSt5otP770J1dL1fSuUdURlaTVIFfQ9lJSn2Kq9A7oQlqF010Gbo5y1afPm6K2BxudXu8p+vHbzSAy/5A2keIrR1vWy7t5Hj/KfuXHbTz8BzZppc4/dvE73nZc+EXdfqE3GH37IPy+U2o2s8jD+6yd1+44cEVRDNBs18/K8h7FhXytT+4yYPHgEciqbcxvjiU8/NW4xN75pI7PyZixDUxGIIvDCtyTPjn2ugqB53KjyJsukXmnQ4t/xgCCgrAwBRm/FtPZ5XOWmkgvG578vv67psnRt79uX/L3gAvOt/bLkyKh8773aZ56ieLrgjPLmEFSIZifBni0X646pmpaH9vVXq6UB3JIXXr8bhaXpOs8bi/sveT3ktjhR3mJNfW+0eOzeDVSrRiyJFLxk9S0Hm6kWdLuaa1ahClOmEFanSy7h7xddZs+b2+WFrIgoKTFbhuINNt/B79dCJuiEt2uXeSEOJ4xDp7xltoJw7pt4fNYLmDDvERRLTYGk6kjKamR5fl5e4nkXZFkLOwRIeLIEorz5/C71XW/aLKG40ExRDkCfs8ZAEv1cZUCWgwtGQZU3VXEyzzEsQvV2vjwvOFNHsrtUp7wlKtg+Tlk3ZRm4/Ozv8PQ1z+FYYVXMX9MXnvRsPP002R9J4QogIcdr1kAt1WDdVgWt3G+iV6tFkW1ABWE0gP38s/mYcxro6YJDYTykhXNp7hWFFh0hOHFaBu3nwYT+jRuBFi1I2Hw0YLx/81qbVe+2rIiohN06gqCLLgLcJQGGHcVcAJ6CJSEDnClvjVO+x/Wdv1C379zJPy8UzxurPJR69QmjxcXAzqNkXaBRQ/ScN39kjE02bZ9530ByiJKg844hbHJPXj1071yIaoS8NirKmyQBG/e3JLen4YCVW0EQtDzDtGQS9aUomoLfp49WszUxIMLvJ0Q1j17xkinq49J2C9Cqjj6ihFcmwQgqE15yCfnMK7ljSwzGYNo04I+APVNRhMTsgw5wRnlzCCd5DLNH9MekQRptVJKrTC04eLyoSsTaYhTu2EWATiyxCmsrLCT3fOMN/fbPPgOOHSMDhcI4RgjhhqB6z5wUzDYOtJwcYNIkayu75DZ7PN2SF6Igwy/rlbe8PELra1VsNdYQinap5BEuyad6jigFOkVFPG/sxFlcVgk/rL1UE5QlveKbytAnGwX+t94i245bR+hFH6e2YtbwG9Svb982DNu2aLElNJbeL0u63B4WVttZDzFFTuVDyCxbzD2ehRPlrX391UHnGCoQ+h1arGnpDTukeopx8mTi1zlkQcen3w+M6jsJuS2WqIaypCRtLjB6gCqK3r2BOnUAtBsH1OWzz7FgQ8QSASxhiaIAAwcCyW77NoYyt3TqRMpwvGZgoqdKHRVKe+YC7drZ3DNI/w6mvO0lkdL4I0rl9njPhHpHREGGInhMNQef6D2MnAtjiJ4P/TrOhSj4TWu28T5ffUXqLfL2pQTSALI965CeTApZss/JLfLnNR54hBEUPh/wxV/XY+L3D+GXDRdqP0MRdflxJeaAIhOkwwtQ/k+UNOyKQPHrSI7u+WAKTtZ+GEkBUYI+nVA8+3PnArNmWe8XRdJ3XC5GeWv7HAAtF5RV3igWLiREIAkDQVD73SVtF2LK7fc4P7fjm4F8ZTPo+uRycZTm7rNx41ufOVbeAG0NkRXxjPL2/x1UsAol/MDjKlepdqlLPBIweov8flKUeNky/bZYwIoowTggZMXcJrrg0cF4ZaDkT+fO5uv16kX+GsMig0GUBGw+0Fy3zeMqhySSxZJlcHr4YaKEfvEF70okI5GFAAAgAElEQVSxR+XNt6ufx/UfrX5+ZX7FCSV0njdL6BdxtjC9IOiFg6mBNE4qOMUFp/QJj0nuMnikchw8SMID6bv2yxK3ODDAD2MGgIyUkxhQrSf6tFsAUfCjW9OleOf2u3FW2ZigbI/BvLuKAkwaNAr3XfymbpsRVCD87Tfby6lwsphRgcDuvokA2q6ZM0leKKCfT9ySF+U+Dzwe6/IQEUNqHaDZ8CjfJHpQFOD774mx6pErzGy82w6dpQpRdv2Bl3PYr5+Z3TMtjaxPiiKo2st/GWNw69QPudf1BVm71q613x+VciZ5y4GfewIlh2yfiSAokJFkrWAqBg/o3i9x/yWv44pzvjOdY7zPtdcSBZm377lrCaPMZTkjMOF64gFjr/fLT84tkqwSZlwfvF6gpDwV89dchsJSbTFWFEF3njGVhIfkXRMgHkks7zQAQPHBE5hDft3UAyXlqfCmd1SXQ0EguYCheN769QOuv956f+vWQE62jEaNmHlb9EAAP2wycSFwZc+1u83Wmue/eUK/IbMVjp7MNh0HkLxEALj4Ys7O5Go4VFCTWx/OvqVnlLf/12iUvQOdm/wZ1rmCoKgxtXmnqqO9jbUxpOsahEVZJjHA3brZ541FA8aO73GV4bYe70NU9IvF33+bJ53JP4zQfb/0UmIROeccmDB1KsljcJJzwkIQgPs/0oemUuVNlvXKG31mCTM5WkwqhaU21aUdgv5G3gKkCT/6BrChv0bPm13JhmgjPx9YsABQ/GaFzCX5sHkLsWrS0FOf7DLF3bPH80Bi+IGBXWZiUPdPMLb/UyqTmpVBZ1vAImokGDLCOIYEQYFiNN2DhAueCoFF1hjyxAMl7qE4aEg3+vnnxCSnAUgYI4Vb8sLnd+k8b9FelOvUju71o4X8fKDysQ+w6MmeaF9vjWl/Vlq+Svpi9wyPHiXXopETGRnWx1arFhCUAAACClPOx568etxj/UG0ty5diPIZDBF9/wcXkr97ZtvOcaIgww+P5TE+PyF9AoBz0qcA2wg5SKWkoqDKGwvjsa3qbIAgyFAA1MrcbzrGyljFA2v0MXqXWLbhE8VaDVW/LAUlWuMhIeVmxY/ywO9cvoNoy6wX/7UlL+D+Ga+rHuVIoFIlYMW66sjKAmYv7082CnqWSaq8Cf5TeHfIENStuidyDYgUFJnb979cca2aUw8Af+84Dz//66AwbQBdu5Lx0KSJ9TFWUTMU2RmH8eqgkSoxGSmRk9jMwHY4o7wFwfQ7h+D5G55AkxpEEgtmZTeCrZNSJUKRky8M0HvxWOGKWrziJXD17zQbN3f/GM3SvgagLUA8ZiQjkxVgbTVPSiLJ3OHAuKh4JKK8HT1qLH5O/iaCJUZR+AvbB7/eZnlOOBZne+VND1axMSpvVvTXscBVV5FE5qJTZoWMtplV3uzCJm29VYHk8WZMoVtFsc6T27eP/H3r1nuRkWKmgxw2DNi4Cfh7hfE2Cho3Jv2SZXHbvRtYudK6eSwOZD7q6Lg+7X7QfT9mYFXu3Rt4+WVn94w1HmV+okvywet3w+OJJsukHna5Jmyub6KhVy+gifQRACCzUoFpP8sGZ6eoZGSQNe2KK0iR+kmTrI+VJEZQEsTAfCHghjdm6UhmAOCXhUW6EG0eNm/WPo8ZQ+ajqLLviYGFae9XtnOcKMj47XeP7phRfbUaOhs3kgLcANAyTR/iYVU6ADCXaDEfK6i5UcZ6cQAsjVU8sOulcX2wMwoHK4liBM3rTjT4Dvym9qUf1vYBoF8Tfa4aKPWmVKj2IReuSjjUajHmr7kssIHclB2PouBHpZLlaJyzA7ecPyPCDYgAFL9F1IiIVbs6qN+tDJ5zK1AukxpTrXBz94/Rrv5aXNBcC13xy+Ex6iYCzihvDkFrOD177bMhnRcNNptmNbdgSM93cVUHoiBNn24+Jl45LDTs7McFwQuCUUGZLjJRCXcBMGeOiFq1tO8eV7mahxQsHynWYJ8Bb1JZvLFnRO5jxQyna4MqZBGwi4gxbNIqCT/S+O03cm82dGpTgAtALjUn3FGBpnmtzbiyA+Gj9vldlpZoY1FaCkFQoCgk/8BYxLp5rc3cc1g0ziEhnU1ytgEyeY5TppDC0kYBRhAU+Lz8/MZguOGNWRj45kzsLu8T0nl2MDNvxh5O5gav343y8tgpb6cr/vvP/nmGumaJIvDYY/aeN0nSC/fUW3f0ZDaemPW87thJg0Zh3kOX296TnRvfDEQbnzypP8ZJnzlwAPjyy+DHQXDB6yOlaLzl1ourICjYf5DVeBRcfvY8BzcwzwPsbywosNjHHENzoyjYubhWprn2yYK1l3LbwXtPFNZyhYBnnxXQsqXVfjN27AD+4tu94gphxzvsN/K/oBm2lv0lwesFBg+O/L1163GAGIkt3SKJfvhBaCYrBTFwxBJ0Tlkwn6+NC1DwxV/X48DxWup3Hvr1C+/+zzwD1MsxF4JnQSNg2P5Nyy+djjijvEUZWw82jcp1b+z6GUb0mQyAhIwZEQ+L1vnNf0NWGhlA5Q6KOYeSYFoRXH21Pg+Dhk0CmnCfcLBwvZX5zKUPwoFd2KQKwYXGA6bgk81vAyDsqpmpREGKV9gktcy1b695hGg7kkvMIWDUwjeiz2TktlgCgPS7K87+jnt9qz4pCjJ27iQsWk1ram4VpxP/2fVXo03ddZg2ZCiw+dWgx9P+aVcIl4ejJ7Nx+ESNiCowkWZtjBRYinQA6N5sKdauja8X+HSBnWLD9rlIPUN9HxJ1ucuh9nHAig4/+DFGXHghcN11WiijJQQRy5cDe/YCeSs/tzzMaAwc1vtt28vmM/YmuzW7WB/dbEmawm6nc/HArp+hXX19ouDeY3Xx8rxHuPdihdt584C6dSi5mNkDyMKTLIU0Vxw+7PzYeEMQNMXVJ7uiZiDS9WEOq60k+uFXyHhJTSo27Y8XqDH1hx/4AoAgKCj1pqiMpKFwRzjBs88C9w41RxGwoGOT9SyTYt8RbUrMcEZ5izIOn8jhbqcWCIpFG3qFfQ8eq1aslDdVcHaX4Llrn1HLJAzpOV1lwKLYfKA5/jvaQGtjQFCONCucCYKgU94Gn/+RKhyz4SSJEDa5dCn5K6GUa5sq85qVtwrXeTOAXUDqtGyO83sRSeui1j/jtZtHqsfEImxyyRJyL5qLxfaVxx7TH+vyHYET+GUJvdv8xN13fvPfudutcuGc/t5B3T/B5MEkx3PjsnUYP97+eGpUCEewBbT3ysvLoJTUoV4rEdC92e+47rzZAKCjSAeAf/e2BqDNfYnU7rjDXwa35CzviTIkA1Dp0SsKUQwoBQqA9MYG4qnIhlwYlbh586wJNJx6lfMLPKri0rPRJzb3VnRsjdedN8d0DKXtl/36CAK7nLdgTJQKBJMhkl6P1o1kYWc4ZYXb5s2BJrfPxYiPiKHYLs9LloWoRc9EA6WlfAIMa8MA+XHRNDrzPG8sJNEPKOQ9J5LhWZUnLMi56PaDgVxaK69vRSA01UikeHISVd7U8amcISw5AxuUWJAGGOPDQ4kX33tMX8TwuvNmY8Ej+jCpWIdN8gbtgC6fY8MGIBABhl1HGxp+p4AqVaxrtEUSRgY0o/KWKAP4QCC6JQX7uG2KlOfNqfIGAIKkCXP1qmlJ0jzlLdKeN1qCghoo2LaxNfFa1fkXos8+bIIinMXXalE6sD/kS+HfdeUYPdp6vwBFVRbDDbum79XY7wHoEscBYO7Kq22vlUhhiGOue9rSm/HekjsA6GmlY4Fgoa0DBvBrqsUCL7xAwtOwuA/mjrwKAKlH6iRs8p13Ise8K0mAz+/GU19PAtq/FDJrcDhQFGDLFpKTN3So9TFO4FW0BkuwVoKdhOHTNcfISWSnvBnXc/OxAs5tvEJ3Hv3rlrymOrN2c+Dw+0V1/hAEAJ5MlAfWnSlTgNdfB6pXN5+nsB671fZhr4mAlStJYXQTLJQ3r0wMaVah9ZGA3vOmfaH8AC7JByjeQDMTR1NW0zAE2bZI/O68Buj9wk9YxJSZiBgytSLxL373mGk3DZtk+/6ZOm9nYInScnORaABYvr2T7rtT5e1gQU3sy6+j2zas99tIcpfBxeQkxTpskueZEAUZCxdqxUdpHRMWv/8OdOxIPjdoEL32GYWVAV1I6AvN44olS+Lq1SRe3u6eHWW+tBFpzxtPiDOFH0GvQFRLP4pk8TiUor1Y9GRPtK23Nmphk8a2SIJXDd0ESJHS48eBhtV3OX4O4ShvVlbOEye5m23B5g7yIAiKqiyyXpBgYJmz7BSXdxfdqfu+Yse5yC/M4h7rcZUFVYJ27Yp9bcRaVcxac6mXzLUxU95aPoJdvv6Wu2lex6xZhPhl5cro1R7j4dAh4IknNO+CJ0DS07XpMtuxQpW3u+4idTQjAaoMrN93NuBONylvvcYvNjG/tam7TvtSsB43ddM8Xmz7zWyt2ue8PPJ392779vGex3//EVIhnw8QBa2D281xt5w/IyiDHc23NZXTCUF5UxW0wPe05EI8cvkE/XORZVROLUCyuxQ7jjTWnW+XO52ULHKV6/79iedt+HD+8/LLoqpOBJtjde82TrB6j7yhIQiAz0+Ut1h43oy5hkdOEAp9SfQDfmpwTjzlzcrIyRo1/CFS+ocDXsQbz7DiV84QlpyBBaw8b1N+DqF4IXu98hRdJ5ww8GH1M5vAmgieN0FQIAp+NdlaEBSkp4uGY4AHHiCCzQXBawqHDStLc+u6/xKKZWP9nSiiXz/g44+D10QztuPeD98CL8SILrQ1azpvgx1hiRHlBgXii/uvR/tT16Bk/z8ASC5ctPOM6HX71BqNrx7QCiQvDDB4uyRfdJU3i7DJcBCM+e2Kc77Tct78zsMmWQMQZW19b4OZkUxW9L+/3OextOJKot82/PD4caBRI+Deex03MywYx++DDIMfcxREMYbKW61Lcd6gYapV+YhFjSKAjLNzzwW6d49ymxhQ4dSYL1Xu89iOlWgIp8Z5hscqfPu093XfJw8egZa1N8AtlQMr78cdue/Z3oM3x9NctmS+DdXkpWJxyy3E07RsGSBBG7N2+XGXnR28hoHHVY5KSeaaH7JMlRpF/U5hpbwdN3A0lZZq57VNn4G5D1yNGpmHTEa/z5bdaNk+RZFM87mi6L2wdPvq/84GQIyR/a8X1eUpWB+iIeRAgMQpDrBU3iw8b/8eIGyJ0VTeaB821lCkc4sk+vHxRw4IBWIMTZ6wyHmLcVEInjOEztO0PI4CogAvXhzLlkUOZ5S3KKOk3CpsUp/ce3GbH7nHKYqA6YuHqN99fhc6NVmufu/YSOMOZwvuxjrnjeeZYOnZAZC6PoYVVlHIwt6hg/HsyOJEg+ct9zWo9l9c6pPZCVDHjgHbttHjBIyePQ6bLHKVuncHPvhACzF0AjuGT+O2/AK+FHzXUK3oNS0QH6nnuGwZULu2lqtCn1W9Sn9zj3eJPigO722V12aHYIW2Q4HGCmfdAdicN6dKCKs80HPyy+qpeQZWKPd71DyXf/47BzsOa1Z6SfTbhtjR90OV6Ghg925KQ689L2Mez9s/DQNAwkTp3BeLsElWKTEa5Eb1nYSaAZa/eOQCWd1TVkTbsRIq5XsobbHzJvFCwt+89T6VBIsFz/PGo9oPR3krLweKigyETHAuMAd7fh5XOV4ffL/u+kN6TsfQxj0xefAIXN2RsDLxlDdWqXJJXhMLJfU0AkCtpFUAgOyMI6pXGgBe+2Ek7PIMFQhBIyno9kc/fwlXvvItZswAKlViiCBC6EPThljEtEYZ3PVXUVTvOHlOBIIATFv6GIa8Ox1FZdGL+aXP3eR5Y5S3rZsDYZMx9rxddpk1G6TqeRMsPG9Bap1GGryag7Rto/pqNU1kRUwINuVwcEZ5izLs8iEuOJ/8tStuebyoCj5bdpP6vXrGUctj0xhrXqw9b1aeCaq8Ld7YEzP/HAjBIFEYrcLRgpzVxXIfEV5j0w4guIfP4yrD4cPAiUDZkuU7OmHZ1m6217v1VoSURxJK2GTecb4Bgke9G6nn+NRTJP/PaV0zSfSbckicgng07dGn7Q9Bj3EKGjZpx7hFx1O5z4Pu3c2eCp5RiJIKGDHk3enoN+lry3uxnjdjmKYoyNEnFAqCvn2Bo//9h0VPaqROxlIPRWWVABAhnRJLWNWMjCTYZ8Mjl6GGtngobzoFh9me4inRjZVZf92gO89Ydy0S4M15Ro+ulUfDqZDKm9PCUd66ddPPpatWAfnHnBtv2tRdb7t/cPeP0DCbE+Yd+N4wm0iT6lxamofq63qiT7sF6jMb0PJp/PgYh20jgNZ116PYrxWWLfMl4ZtVV+HwiRx8u+oqdfvQ6dPw9JwxhmaI6BJYLo0eIIquXclfn9+NwtJAPp2gD5v8hrmPExi9iNEGd606tV39+PO/F6mfBQHwIwk7DeGnkQadu4zP/VhhVQBknaMsk7HOeZs/H/jmG/tjRAvlbU9ePe523vo+Zgxw0UXm7aHAOJfMHnEdqqXn6bYpSuKVigoFZ5S3KMPIKsmDX7F2w2el5aNFC+07L+eJYkCXzyEFLPZGz9uMGWZ2vkiCp7wJgqIqb6t2dSAJzXFS3uwEOUn0xzRsMth9jMUmozHBhKK83X67gMWbzexQKnsTI1xFO2zSCvQdhgOWARUAvl5pNi+yHu5I4c6e71ruo/USi8tSIQAQmXeyJ68ernzlW9w5XX9+3imNRYAKeZIElJSn4mRJZdwx7T089vmLpnuVeZNUA5IxhFIS/aji2Y20ZAu6vgCiOWZOnDBHJhiNYrTNbnfsCUsoeMobNWzEUwEWBI0ICQBS3CW69zX1l7t0x8/47ZaotAGwN+5YGTGdCqm8nDGqvM2dC9SpYz6HPZaCCpR026hRwLSpzufg7Ax71lvKdGtqb+AvXTPXUx2weA+2bwd6t/4JXi8w5bUjaFHNPnqge9OlKPOnqt9Ly5Mx+YeRGPimvszB9sNnYXdefUM7JHz+OfD339a1+958E/jRFCykBcf5ZUn1hjtFFj/tNmrg9sVSUr9g9OxxKA4YhADSf2PBXkvnripV9NtpHupVHb5BlyZ/AgifiTgaYMMm2bG0cN0luHP6u3hpSnPueaxsS/HUUxZEMgYcPqyxUBth9PxWTTuGFrU3qd9VpvMzytsZWIEKVKtXc3Z2mwnA3vP2wrePY+JEIJ0at2ys9T1a/IorzyGFiFnl7fBh4pl56aWQmo7+/YkV0gl47vIbOs/CF/dfD0CbaE6VVdUdwxu80YCt8ib4Icuxs44Huw+tQfbrph4Agk8w4XgY7JQ3I1q2BMaMN3t6aLtYK5edcLZgAaH+dwIrBZdRE3XbeTlvxWWpCIbJP4wwLYJv/zzMxOhaUTwyc4Lue5OcbSppDg80BPpUwKotMYrIHe++B7/s0oVCGTFwICEWeJHR1Z56qRH+3tHJdGxxeaoqIJf7PTplXBRkXFv7Vky/c4jpPCB2Y8ZY08gYps22mTLh1agR9WahjHEA2glT8aZQ9zFRf+axIuDa17RK1ZUrR76xNAysi0UARFZWaLlETsImAX1+2v79JDeTfRfqucWHsH7+bDzxRGt136FD2nG8sOl3frkbz331jKP20vpWLEx1zgJtocrbbbfR7foIh/Fjy9WC0VYo93kgM8/TjqWYjh1KGKYohLDk3HOtr9+gASHh0UGQ4A7MUyXlKWEz5cYKXIKYAA2/0egeK+Wtfn3ieZpnqOtOGS6vO28OmtfaDCAxCUv6NNJHsRw5mY0dh5voxtzs2ZpRoCLzYna29RxvF7a7fm8biIKMA/vJ+hYKV0AiIWrKmyAIwwRB2CUIQqkgCKsEQTg/Wvc6HdC+PWejm/TgEyWVueeM+Ggyflp/MVq2dG5FpkIOGzb56KOhtFTDnDlQc5msoChA9YwjtuGcgCbYzFxH3H9Vq5Jzs61z/CMKu+dXEa9NNDCoO2FVY0MlrPDAAzQfKDTQybMiCxJtl9Owyb59gZ7WJGc6WBbcDWw3KrQu0We6dzBikDJvEr5Z1c8kNMqyiKR064JGwajheShirLgAcGWHb22PNypvrAWcsnXZUVYnJRFKb9aarQqD0I+7orJKqJlJTJhGBcQl+SAguDchmuNn/369YL9yZ0fTmGA9XMOHE0KgW2+NXpsoSku1tvGE1Xt7v4Ukd2ncwyZZz58oyDplDgCOF2kdZcsWxusTIVSqRMIPjaUHDh8mxE3HjllHoPCMV7z+xmOdNKYPvG1RMzt504PIW/Y2NqzR3uHOndp+3hy8cN0l+HVTLv+CBpwssXBhMVA9b5K+9uipU/oIByfkD16/GzIj3NutIUbPphK2WCioRuYv/roegJBQZUaMMK4XX35ZB3LA6m2cWwUhNp58QSCeJ5V5O/sCLNrQSzf/0XcZjLU4lqBjL92jz0/lRR706wds2gR8/jm/lE1FcPu09/HAJ69CVkRLArw2dddDEBQUl5g9hacToqK8CYJwA4DJAJ4HcDaAZQAWCILAD3w9DRCKJX74DIfMEa5UvP3TMDzw8asAgBYGzzIdsOlMiZZglekJI5ei87zNMBPORQyKAswafgNeHGAfk0kFm3I5Pap1UqzA8069vvB+AIF8KWYij9VgDnYfSt9utfDm5BDFLZxCugsXAhMn6oV4SinOFzTNG9WcN8ZzHOlnx3rgvvpKo/ym926UvQN3XfgOKY5ruHcwhkif7AoQ5eh/m6yItt7OR2ZOCPmZW5UM4aHc50GDav8BAApLSfKN2zBkXK6KEUuw77ikPAVNAqkcRmvuU1ePta2hHCulhP2tBcWZlmOCWsgHDYpNqGLNmprCy5vX3JIX1577ZdzDJtn7S6If/3Go85t1bo/Oncm80rq1eX9Fcc455rzc7GwtnNEqAkUUZBSpjlfrCYbnSQmWg6tGIHgJ84esiKqQzp7L62+heAodKW+BtqR4SnSlMPbs1kc4OCF/KPd5dGOGJTMz3zdCypugnef1e9C6NdDJ7Oi3Rdu2HI9klGDsG2+91QR//UnWDJ9sVt7iIuS3fQ7jv3mKq7xFkgG5oqDPckfBeYbtpE+w64QkAbVqATfoU20jgikfNcTa3e3hlyVHc26sWTAjiWgtKaMAfKgoyruKomxSFGU4gIMAwuPHTwBM/mFE8IMCMFrZjRg85SP185y/++NgAXHR5xhcwHTyDdU7Ion+mBGWOCWooJOPJAE3vDELr/31YfQaxQHPakYVcpfkw8svxz5sMthiQD2yRnIGgCQ0c0NxHaJhQ+DBB/XbbEMpAxsPFWid9PYehNqb53l79VXgu+/Cbx+vDddeq32mytXEGx/CDZ1nIS25UMegZ8XyymLrwaa4kFsrVMCGQ+fxdgAg45tt3j3vTwl6LyPlv51y6HGVY/D5ZI6gyptxDhBF+3DrUKAoovru3ZJX1zYjq6P1NSLSFJvra0/8RHFlk+BCn0WslaR69YDrrrfPPcmsVBDnsEmFlasDxirzg6p12SSk9I1TNXFYK0OS6MfOHeSz3bjhzV+W65OiAD/3xKBuHwW++tXrV61qPpxbIyoE5S2U/KSzG6zGJ8MGqXmmhw8FPG80r9OBx8Unu3Tv2E5IZcfW+r1tYGutsYOg71PdugEetzPFVb3/emDt2vBuHyp4c5a3LMAZYHi3cVPeAvdm20MN+K3qbICdMSOW0OoO6vsAlQ3YMRnNubBPH/LX63M76sWJFnUVCiLuAhEEwQOgA4CJhl0/AujKOX4ogKEAkJOTgyVOk2JiDJ/swpJNuchtsYS7/5tVV+GqDoSKh2cRX7JkCdoVFADIxL78uuq2gQMbYeZM4pAsCOynoNdZtux3ZPt8cPq6XJIP48adwBVXVMXChb8B0PzHoT3f3KDn7N6dCifuVGqVPnHiGI4XVcWmPUpM37VxgH76x02aQin64fcDBw8eBFATmzdvxpIlJOGhsLAw4u0sLe0EIAXLly/Hvn0lun3ZGVoSIF30KHlFrVolqFWrBCtXZqFdu3xs2bIOW7ZErl3Hj7cFkIV169aiU4CDek3gt1fykvyx5Ts6qf2cgl1Y1q5dh6SkfIwalQsAWLx4CXMk2ebkedK2+HxeAG5s2LARgFYqgQpTmZVIO1M8JTh8pBwAEZJKylOQ4tE/WyOenjMG0z/8E127noWcnFJkZnqxZQtxc8/6+yr0qPsB97xSbzK8PnKvXuMX2XrDH/7sZRw5mW3yvAXzoFOU+zw4XlCAcm8Snp7zMo6eJAldiiJz55m2bQtw6pQLS5awBCu5AOhzJ5/Ly0j7J80fBQAoLikBkAK3y2vyMpSWkn0AMGDAHpx1ViEuvJCEUR45kgSgC8rKyrBkyZ+OflPoyNX91lJvsjnnLbBUX3DBbixZUjHu51DH/FkFhMXMKkw3LakQpaUyqK00VvPe0aPk3fh9xSgtLQJAjIqiIMOvSBChV0iW/PprTNplBVnhJ8SJoozCIj8ACaIoQ/ZL2LFjJ5Ys2QMA8Hq7AXBj2bK/sHNnKdasyQTQHsePH8eWLXkAzjJdc/HixWhfUIDbenyAj5cOxon8owAyIAoySkrInMOC53kLxfNt9OTwwJLKAKQeVWFpOp56WsG4/sRAkZZ8Cndf+E7Qa/llCcePn0BmQGe089LQsVNU7MOIj17HrbfuwpIlHNcsF7kASJ8WlHK0ZWSYQ4f2Y6VyI4a820/NfXeCDRvWwOMpCH5gBbF2bVUAbXTb9u3dhVowe9H/+GMpCgvPBh1DsZVTe1gaCqpUOo7jRVkxak8uAP5v37AhG0BLlJacgMIMHWoYWL9+HVJSWqKkxBWDtuaisCwNxw3yNA+CoKC8vDwqcl60EY34tWoAJABG5/dhACYCUEVRpgGYBgAdO3ZUcnNzo9Ck8PHdvFeQllyIdXvaol9Ha7ptGuIGkEn2x/UXY8UOLeM3NzcX+FnfkXJzc9GlCzCT8JagSqZ+Px2wubnnY+sm8qqcuHndkhfLl/V4w2cAACAASURBVBPzYatW+sDfcJ6v3TkbNgBHHNTYpPkM1auTdlWtWjWstlQEi395DgDx/B09mR0oiKotzDUDmavNmjVHbi6JYV2yZEnE20njvM87rxPOMsgVnw/XksKKSslCQZWQs89OwZAhKbj6aqBGjayIt4t2v3bt2iHze/JFu0cuhItvQ592C9CokT4fhM2ZaNWqLdhm8dropN2UbcsdiHdt0UJf486o/FRKKkJBgWbdtiPzoCgqS8Pll3fBgAEAiucAywapynBaGj8PFSALksdN7yXYWu7yTlXD3mP1UDlVL4w4Dddo1kxAlcxMFBcDS7doacOSJOJkSQZKvclIdpdiyaZceDzA2rV0Dsk1XYt97pUumIJ3x26BUusKYDWQnEw6pVsyK28pTGLCrFnEVDN2LHkfe4j8DI8nKeL9cds2qOOD9SL4ZJcpdExRBHz0EXDTTfUhinr2vFAR8phf9Q22rlxjqbzJigi/X2t/rOa9ffvI3+QkD9LSaDSIgjZ113O9N/Fee/0yX8GQBD88HgmlpZrRpmHDRsjNbQRAi6ro1KkzGjbUDHWZmVXQuHEV3iVxwfkXQPpVW28rVyaGMkn0o6TMHGNfkbDJp2aPDStVgM6r9Dd3bboM3z54paNzS8pTsGZdFhp2JN+PF+mfA+tJWvSLgIz1WrRCgwYNkZvbMKS25ubmArIPWKQ903r1aqNj7zuRdwq4deqHuO2CD9CjhZWBQAH1+LVu3R6x6IrGGnkAUL9eLXg3mJXt88/vrq7bn30W27Eiiub27MuvgzpZ+zCyz2t45ssxMW3Ppk25GDaM5JPSiBA611ROd0NhbKZ0nm7Xri3WriUcCrFoa5k3ySRP8yAKMlwuD9LS0uI+/4WKaAaZGKUTgbMt4XGiuDJ+2XAhnIQS0MlPgYAXv30cv2wIXqyCdv7q1c37qMDChkw5sdizVmlFIbkG0YJTlzNdvGLB2BQMRwMFL1nPG5A4pQIoCorJ5LP9UBMA5NmVB+RDYxHPSCAYA+WJE8CXX3lQz+BqZQXrSBWHDxZa8WDfV9Cy9gb1e6WkIn2bHFrF1TC71NqO2yYroiFCyLqxtB1GMgurvBWS6K9h2DBDO+kdBUJc0nfCAvQavxhjvnoGtZ3/BJx1Xlu89V1/la2LvvvFG3uiwznOX2K06iPOmwc0bUqYyQD9++QJwrIiIjMzTpT8TYbiYEFNbDnYjLs73qx7Bw4o6nMRBAWt6/4b1/ZYwUoZEkUZJ08GPjPhi/v3a4ZPILScN+M8tXy5dq8yc5Q63/MWmPcmzR9lKjcyevY4rNzZEW/9dC/+2Nodp0rTw56za+SEPshIOJg2L01bpC+EzVKst2ghhDR3WEM/D7Jr/Z68+up6xj2TkWu8MeLhyPCtxKIneyI95aTWDgRy3jiEJXSO5JLPRRFJSeY0AEqadX5z+5IR0cAjj5C/RYElNz8fuPlm8nnndv3Lo7KoohBD3C2Rr0JiAWexmbEuHh5JRGOpywPgB2Ak8cyG2RuX8JBEf0ix7UBosfAuF7Fet2xp3ke9VaEqb26XNoCMi9e6dcDX1g7EkBFOzhsQn/jxKlWA5gwpDLVm0QkmUUoFUJwqTcc970/B+G+eBED6ClXerIqnVgTBlLeMDCA1zWOaFlnhtLDQeXmJcNpG0avVIjx8+cvqd6PyVidrn6PrhiPsK4qAjzdNQc2rpqmL1ro9bdX9M37XViiqdDixvC/b2pWbKM9rJ287P3/PXth44gmgQwfNeLRow4WmQqu7dnJODICO/0iPZ5r3smYNvb7W66zm17gx21VugZve+gwl5fzSFPEgaALY8ay9HDvWwfiDP/GwbWZ/S8+ewI03auUAQsl5kw07aI64JPqRlnwKKR59aQpJ9JtqrNKxPW/1FfhqxTXq9vzCLCzb2g2PzHwZX/59HQBgf34dTPxZXy4kGOjv7nBO6ALmQ5dNxDXnfqV+LzeUCsjJYb6oD4z8DXssG3LenBZhB/RKeayUt9q+WQCAZjW13AMR1jlvtMvEOn+1WjUzj4KTMjjRAn2vx48DvXoBH3yg4Pzmv8EleU3huRnppA/HJa/MnY5qnPxVFgIUVQk93RBx5U1RlHIAqwAYq4D0BmGdPK3gVHn7Y2s3VcAItf5G3bqAeO6bpu06z1sInZ/1vBkXr3btgKuvBjZuJJNQRSei08nz1r4dUJMxKRg9b3HHIT1ZgF+WsOVgc1UolCStrlQ8lDey0yyIssLpsmXm8hITJxLq9lDgpF+yifA0LxAgihSrTPHw9JwxAMJT3mRFxMHi5mh+7lmq0jPy48nqftYKT+cCowBvJEC4Y9p7eO6rZyznGqvSCbT9F14IvKUvsaNixQp9vSsWjRqRosQsm2XVLP14UJhPg7p/rAsBjdWizArtPGVIURKXltzoeYuWt9II3n0SiV7cCfILs3Rjhc7ViqKF7NI+yPu9VsRdfp+CI5zqNg2r78K3D16J7x++TLddEv3YdMBYlFQblGz/tCIn2XTEpnAaB/S37lzrIC+hQoiQNmKYpPr10++2k4t04ztGZGv+QHJW0xpb1W0i43l77jm2faHVRo0kqlY1K29HT3FCtWIEKsPNmgUsXgx8//EqPHftM7i9x/um0PEmjeOovPX4Fl9ufsT2EEn0o7gY+OuvGFeIjwCiFWQyCcCtgiAMEQShhSAIkwHUAhA80zbBcPf772DKz3qSzN159XUTkdfvxs4jjdXvliFblVtZ3yidJHew8wIV5ATBrLu9Mt9AFciA9bwJpQdQJ3O76Rh2YqoITifPmxFWylssSwWo9yraA/w7XrffKMhHO2ySwnZxKs83bWIXXl7Y5MMPA4MHV6xNvHfCPh9WeRv58WSMnfuU7fV2HCbjNVzPGwXPq/X7Zi03jc4FxjnB2OcOn8yB1+8xvfO9e8Ftp1F5q13bWqF3uRz0F+adZ1fzo6uJWgpoX38Nbu/xPkZdqhUWjJbnzXg99nmdVcMszLIU74kG47uPlWdB7SOCVssoycWJCQSQ7LySRUwhiX6d8tamrrkAnV2RbkvlzS9jgxp1rZ146wUfWrbDzoirUz4Y73lGBnBfoD63x0OIspyC9vmBXWcGOdI5+CVOwtdG7EoBdO+u/27HuMm+41ixTfoV8p6G9JzOtIN0GFkR0YoR11jlLdah2bVqmT1tOw43xj//nYMjJ2NUKJeB0QCfVYlUjM9Ky9cZh1JTgXJ/IJUoTvKeEiR9giqbq1bxc2MTGVHphoqizAIwEsBoAGsAdAfQV1EUpxRGCYPjRVkoLE3XbZvx+y0Y8u50zPqLX6jCksK7w2u47OXv+fvEwIQvaJZlnhJIiQ725FlzPLKet+xtN+Gp3ndaHltROB2UxhDQRFLeqKs/1mGTBw6QheDzzwFsn2Y6jr7/jwKVJSQJaELS33CeNZN92HD0TqqbYyLZhTdSVlPLIt0MWA8Mq7wBWnFrFv/8pyV/8oqHOoVfltT2DBoELF2q3y8rkrqoaoqe/gcZ2RLpnGH0KqWkAGjxMLZm6D3z4QoSd95p7aHTLu5DEkfOos/Y4ypXizhHYxwXF5NCtSzYPla/mnkZibfn7ZdfiIeZB6OXNVJ5ocHAC5vklR0BgP79Y9Gi0CEKsk5xH389CSFnDV9hed78/FBSnmGAHuM0HYIdw+nppD8DpFD5N6uucnQNgMwRrgh5Stu2BSZPBjZvBrZuNewU+HOUEyxaRHIPWdSoAQwcaD528cae2LTf6L0kYMfI2LHAt9+G3JSQ4ZfNuajvTvMF3p+gm1vjGTZ51VUkv5mFX5Zw+ESObemMaIE+Fzrukj1kTinzJunCJtfu74rf99ygOzbWqJJy0HY/Vd5CjZZLBETNhqAoytuKojRQFCVJUZQOiqL8Fq17xQoZTLmSXUcb4euV/ZDKKSclKyK3VgxEl2VeBJ04BWjJqVzlLbAQ2y0krPUj2mMmXM9bIuDOOwOhnDEOm6STP130Hn0UgGQ2fcsyqb9FhT2XC+jdG/j3X+C22yLfLkdhIZ5MoLreLcM+v3I+4V7YOHbMel92xhH1c7KHKBbTFw8h7eBYeR/69BX1M6/+jFOwE70g8HP81IK6Fosr6x1n22Mc14oCoHZfZDXUe+1psWPafqe/Y9o0jQSFRWGjcXh05kuBm/LHA33PPtmFtoGoVCeet4MHgXdCiLl49VXtM70+TSwf9ckk/Lb5AtM5G/a1iqvy1quXuW4iRZVKxzFp0APISiOdOVaCDG9utlLeYqVQhgpJ9FuSChiVN+NzVRT7sEn2Hk7awa7Hw2e8odvPssca81ZLAux7VaoAeSGEu1VLz0OtKgeCH+gAvXsD999PQvAog+vq1VSRC19wTU0lniEWLZoTRkYjth8+C/d++Db3OsZc/s2bw26SY5TJaaZtLsnHFEPXtsczbPKOOwLhiau1UF6/LJFC1HFQ3ug8S+cM6s33+t3IzjiCeasvx61TP8Qbv42HXyEhH/FS3uRAaOzo2eNw9atzTTVZqfIWq1D2SCIe3FynFXoHMveeeQaob2TZU0SkMQZ+Su0rKyIWLw7xRoIANB6C+z6exhXkxi36DPd+qJnM6THt2pkvxVo/du0CThWaj4mUh8Sx540zIcYbT43NhM/vQpMcfVhprCYa+ixOnQKQnGPaT5+Zmkwf6A6tWkVnAXG8OJUeNRTdZPI9HChv4UyUvHdSr9oe9bNb8qK4LBWfLaNhSfofQZW52gFBgw1JDhVOmCypgmcleBpzj+g1iw3GHfqsmjcHVq0Cxgcia2lIUqT6qj+rG1bsDLhz61zNPYbOK+y8RNtXXg5Mncp/t1dfDdxzD7DbYdwF24defBGoVWU/rjtvDgpL07Bm99n49h89XfruvPooKK6SsGGTl7RdiPb11+Dac78EEDtBgRc26ZEsyhkkgPCyciVMTLaS6Ick2CtXRgMCOyas1jnZb86j42FEn9fw8T2DTJ63Dfta647TRR8YvOeUECHHPMXb4sUBj+HDu24N6Ryay8viqxXXcJXz9u0DilycKsizzzPVU4wkdymyMwinXSyMvF4/MZgWlmpKnFvyqmuFlfIWaxlGEEikDVuSR1ZE+GVJ7bvG6I9ogr4b2qfKSojyRglysirlY09efR2nQryUt6V7rsejM1/Csq3dcKI4E1sONsfXK7VkTKvyLqcDEkiUTkx0DNRJcbuBIi+p/UQL7sqyqJv3WMKSdHPUVnA0vAk7j56lXocNv8wvqYlN+1uqFj468aVwPH+sYHjkiHk/wCcwmD8f+PHH0JrMW/Rf+u5RjPpkkm4bXdACZbsSImwSrlQcPVUdmanRLwjKAxUsFAVAkjkZ4fv5ASU+MEnGymsZdC3P0FOis4LLggW868loX3+1+t2JlT8cecLOG32imIxdMXCIZWizQ1x8sXnbs18+i5e+e5Rcn4ZlMs+mLcOhYrSY0vYYcxvY8XXOOSR/cMkSzahEUVH5S3d+4zuAZiNMx6ieN79LFUTpOC4oAO6+m09MczRADBGuwWjijQ8BANKSiRXKSACihj8ngPK2+UBzLFx3CXcfS7YRbSgK8Pzz5LMgKOo9W9bZyD3+En6TY4oOHYAsA2+Aledt/35zuCTPC2ypvMnBPW8j+ryGqzp8g9pZ+0lh8yBhk+cF+Eia19K7jWipHp6hNVwcK6yK0bPHmbb/u7e1adubPw4PMufGVnnLCqQXLdmUq26bPaI/Ztx9Cz4fPgBAjMayTAR3di72uMpR7ucrb/EKm9Tuz5TkkSXIiqi2/YUXwr+2ogQMyA4hqWso+Ws0RGZW0uQpY4hlrOFX3JpRMoCth5oCIBFu2RlHkJZ8CrJ8Jmzy/x1oIcfKlYGlh+7Gaz+MxF/bOwPQBDRjvKysiGEPcCurDu38NCTDLmfHSNfKA095u+yy0Bdx3qBcv7eNiZmLttcd35JHJsiyqAoHdonvkQTtGzrljROqllWVzJJs2GQ04fh3Nx2OMXM1Cy8rXJ04YT78+k5fYNKgUTivMSmmZBQkkpLMOU7htM3oEWPLb6zcRawwtPi30zpwfAi4icM78NvmHli4rg8AMgYAfX0eVvk2CozBPG8UbjfQo0fk+6huvhIEQDALqrTNflkyhU1ShCIEWME4p1VLz9N9N3o26PybCHPLsA+m4KXvHuPuM84z0cTGjcAHH2jf6T1H9nnNdOzx48Ctt0a/TU6wLW0CHp+lSaKS6MdLAx41HTd1qvbZKnzSNmySyXn7dBifROSqDt+on12Sz3bO2HW0IVwW/W/0aGD9eqBLF8vTw8K2Q2eZthlDNikSSXlLTeUrmWwYPK/WXsQRUN4k0Q9J9AFQHHne4qW8saH2TZtJSE8XI5Ly8dJLJCXosMNCXkblzQg6P7Oet3h59nkluH5Y2wdDp09DiofEM19xzneJ4UwIEWeUtyCgyluVKsBLE5PRsvdVABMeyfO8AeG71q3C0dT2BApd0kErciYSIxkCD1bU4aGCNyhlRUSZNxmT5o8y7UsozxtIKAL1ZsZqgnGqvLlc/LDJaMHx4iR5cPCEVtX10nYLMLrfWHgsmOxqZ5HkvpzKZHUwChLl5cA4gxHZCWGJEUbhKufiF3HHtPdwz/tTMGn+KPTtq3mqaVHnaOHVBQ9g6PRpuhwX9jeZDSzanMLCSugyehkq2jdM77ym2YrToeEqAERAtFrAeX0n1LFuvIbxWRk9IPSZNWwY2n1iDTpnx2KeYUNU2bBJFiM/fg1PzR4b1XEQKk65z8WuI9qLFATFsrap8TnyPG9W44dV3tJTglscXKLPlEfLGtPW7D7bUgWSJKB1a1KWI1KQZRFVq5m1RSvvoK3yFmNtZPL6hRj58Ws2+VoKHn2UkKFEE6VFRHlLcpfhp8d7o3+n2cTzxihvbD3NqwJcM5UrR7ddPIiigSlWkCArUkSKTM8i5e5MxDN2bQG0cWbMo2VTZOIdNjl2LMnz1kPA9sOa4eNUSfoZz9v/R1DlLTOThHSw7mnrmkwKBEFfENopBAH4fQuhGi/1mkks9ucToZkyv7F1MWmoohPPW6QsW5VKV5q2Uff+vNVX4OhJfYI2FZ554Z7xAOt5i1XSvpXydqoQGPT2J+pxoiTo2hVtz9vtt5O/TZsGP9br0wSHmpkH0avVIuS2WMI9llriqFEh3LDJNnXX2Z5jsoxX64RdRxthy8Hm8MsuKIp2XZYxkgd2H88IEQw+v1u3QADAwarP4Lt/rgBgXW/LyCJrJehTunm6kFa0b5iet2QmfLm4DYmp9suS5aIciXyQ4NfQN3blkesxdixh80tkUGGVPrN+/UIjcgkFeYyzkg2bZLFuTzv8sbW7eUccoSjW3iMjjGPDyvPWpu46k2GJzXlzghqZh3RzHu/+PO2NHVfVqmmCckWhQEDVGpV1DLqANWteInjeJgUyKcq8HsiKZKmU0+2//hq9tuzYAfyxVJ/vdH3nL3TKmyxDTX9RFEKkdOAA4mLsEAS9kiSKIgC9562ggBz35ZehXxtwrmAZDXc3dNZ3apYMLN7Km8tlHU1W5iVkKidLMhLGmRAKzihvQTB2LNCoUSEuMBOcmTxvy3eQoiflPg9E0b5eyRtvWO97feH9uG7yHB0zJe1cE79/CNMXD1GLELOCTt4pkjflpBBrpBSVyiXmJDlWiH5k5gTM+usG5BeSZIbevUmI3LvvRub+FQUbNx6tmlVGGJU3APhzmR8rVwKHCrQq4vTdxsrzdttt5LfXqBH8WGPeEaAxPrI491zNyNGrFTGlsn3P6bMuKAAmDzbnYbHg5bGx9c1kmQnjCCFsct7qK4IW/XaC0sq5WLvHnPhyqkRLkD1YUAu9xmsmZyvljZJ6RE15swExeNDP+n1r11a8TlMobek1fjHcdS/C6NEVu2c0QQVqarygz+ybbwiRSzRgpdicDuAVYWchWUSW8ObvFhnzMHnwCIzqq8/BZj1vTkHnPFow2YkH1VhfMZIGBlES8dCnr2DmMo2X32peC0V5i3RfmT0bePNNTemh65mV540qJNF0CG7caCarqJp2DF3O+lMdp+XlwJ9/AhMmkIghlwuoWTN6bbKD0fMmCx4ogp5tcssW8nfChNCuHepzNrJNGsH2wXgrbwAhQeL9xie+IEnBflk643n7/4gOHYD33lvJJSBhhUVJAibMewQD35yJMm8yBIEU5bzvPj5tLi3cyYNfdiG/UF9rgHpDisrSAoU+A6UFmD5HLZZOPG/hhu4MGAC8/rr2nTco2cG7O68Bpv5yN2h7PR5gzBigunPG5Kii72Wa8kbr8cQKdBE7dQqYOjUQUqXo+xSgvatEKrPAU954THYrV2r9slUdUhW3Tx9tv1U/NE62oxw4v3iCS5062mej582EDq+qJACKAtw69UPVm23MRQsHkqTdlw3BGv6R0ZLDsIoF8bzR3xNL5U0UZct6jVOn8guXRwq8GnWRLk8RaVDlLZaEJSyswiYTEU48bw9dxi+ox8tZvqgOKQ9iZBSWw1DeFAi4YuJ36D95dtBj+wUI7TwGB3ak5nBZFtX80ncXD9W2KyJ+Wt/bdHzMwiZbPQG01ltSrrsOuPdebY6i694nSwdxLxEL5a2oyJppkNaRLC8nOVMPPxy9djiFIOjbqwgeKBB1yht9x9Fmw6R9OJi8lAieN4rrrzdvO15EEuAl0R/39oWDM8pbGKAMjtTzJggKxo4FMiq7cfgEcVvQAfTGG/yClaHi9deBiy4CLr9c2zZ7eX+dzUxldOR43iTRhySmkHG4ytusWcAIxgGicEIueKEbNEwyroxwXT8FOr+n25STo02AoYYbVBSs500S/AFjgDlvMtZsk07g4xQ45XneALOi9PffzHU4dgZaFylU8JS3n38GGjcmn1nljcs2WaU9ilK0om178upjze6zA+dGRpLwyxKx4ko+5J2qhl7jF2NPXn3L42PleeMt+K/M5xcu23usLpYuJUrayZMVu6/TtlDwatQlvPIGfdmIWOS8scIIL2zy983nR78RYUBRgnveerTgx9Pl55O/7POVA3OnYKh46veF/hKqpx9FUVkaSr3BY/6pJ9joeYuUYK1A4DJJK4qAU6VmS7MTzxtvLQ8ZNXsDNS7k7jIqb9sPn2VSbgHNI0fn6hMn7Ot9hoOiIuuyGXScxoQ0xSEEQUuVAQBZSAJAQ0/J+NZqYoZ3D5UUzwf8/rv1cfT6rBFf19bAWMvISBzljbZj+HBtm1p7WPSfKdL9vwKe1yjanTMlBfjpJ+C777Rtc/6+TncM9YY8dNlE9O/0hW7fG7cMx4JHLlW/swtcz55abl+oCOZ5M94vrspbai0gzZg1LpiSfmMVNulldGxJ9MOv6JWcWIdNhgKedTzVwzfF8YSxNWuIgOM12Bl27SJsZPPmhd4mnjetQQNgSqAup5OwyX/+4Qs6kZrcZUWEx0NC6IKFbq7c2TGo8hZNz5vVbxYFGfn5JDwy1NIiLE6dAl57zTze9G0JPhgTXnkLPMdG2TsD32NxT/vvX628JvqNCBPBlDcrQq5LLgHw73i0LbwZAKl95VO9ETI6NlqBlMAcpcihv4Rg6Qhst6V9MlLK2y8bzAoRT3kLi7AkRmCVt/oBe5WL01yj5y0nh+QLRhKlxWVoXfdf7r6DBSQ2MpHmFWPOmyIkQQmI79RzFG6EjnHuf/ZZ4IILSMgoD/rrm8fRR0sHo3dvEnGWaMobS2pF119J9CdEnctQcUZ5qwDKfR6sz78KIz820y+Hi1BzT1iwi949F+kryRtrz7CddckSYM4c5/cFiPANgCtbJazyxoMgQrRInHaKYcOA994Lfpx6S07Om7EILGD2vCXSszMyrwFQqXeN4AkU3bqRgtO06DTFtm3ht8mqdhvLjqUNL4G7oIgiX8CKiFUaWhtdks9WIbxi4nd4fNYLlkJXLHLerJRLSijgkrwYWPcGdGryV1j3HDkSeOAB4Icf9NvZ58+jwp42DXj26xdx21TChZ9IQpYdaOhezD1vMHveeOM3EaAowfNRbenRD/2MZHkfAKB6xhHVG5dVKR8TBj6Cp68mJU4OHQ79JRjD7J580nAAM4ao14anvD0+6wWs2NkppHu/+aM+z0KWRd36MW/15TDim1VXYeh0QrVnX2ORNLxuHaBZM2DIkJCa5hh0jvJ6iZFs+3Y94RqF8f1GwwNWycevd/jK/AcxfMYbUbtvRaDLeYNHfXiiIEOWKx42SeeIjYFHc/Ag+VtWpjey0nI7gPldFRRl4t+9bfD44yQ/MB7K27BhQJs2+m0sayiFyoopyGc8b/97ELDk0EhSPDsManM7LF0a/BijQMnLQzLCFbAehsMSx55z9tnmbdpx5oGQyMpbt24Vk6amTAlvwWMFc1Z5Gz7jDbz90zD1ndAk6bp1K9TMiIKnkFnlEPCOpQL3iy/qt4dqNSwoysSRk9kAgCqVjnOPYck1WGEhlDGqKAIqZ1jv37DBnqjjoYcCbWCtfTZCalFZGvyyy3HOW0VrnNHrWJU+YUHDmnIqH0Yl1xEMv9iGfckGVLA2hsmybeCRGtx5J+Cu0Qm78xoASEzljc6PgFnAibXnTRRl7Nyp35+oylvt2kAw9kMrlkIKuvfZa55Vt9EaWU1qEAV6pD33kQrWIGr0vI0bZx02bOd5W769M17/8QHLez4x63ncPOVjPD2HKJpevxsnivUUh8a1f9L8Uejz0g8ABHVe2Z9fW2W8tfe8kSeWnAxs3hy9dYYSllSrRpi7GzfmlzqKds7bnj3Am2/wH8j3qy9X+QYSTVZhPW+ykAQFlJJfjqjnjYLOIcnJJIKF4tdfSRrO0F5TkZGiHwBsgW7StkB7Y+jZeustYJ2BmJq3vlG55LErX4QSb9dgGDijvFUQwYpqh4tgdO1ZWeZtwcJNAKiDzTiZ2ylvl15KrN1vvmnex/uZrLBOr0snlESbEAERfq9+ZhkxAnj+eaCwENizp+JEFUZYhk0GntuGfa0x0KlYhgAAIABJREFU5+/+6rMbOhSYO5ewQSYKBM6Mf2m7BWhQfRd6GEoG8JQUq/ERav+4fdr7anFXq3pNbKFQSQTOOYd7mA7G4p6/buoBBcAfW7tZHt/WgpDyssuAl18moUKyIqJuXRqqEXz6dZrzFqk6b+xrtVIuI1FbiL2XXdikk3slovLGwqhsDB5MwoOjiWDrT6Iqb61b6y37FUGtKgfUz9QIUDWNJE/VrWPdr8bOfQpzV14NQL+W6QgjbGpi7jzSSPXaWBKW8FxOAfy1vQv259fBip3nYtWuDnjxW37Rd32OtoByH9EU1dIsAeKyhg0Jw3O8kZsLTJ9OQqUpeM+PVd4+0Srn4OGHyVxaUWzYAFROPQHAHK0hScDevYRlPFEK11OUKVXV57V/v6TL2frpJ9JmwCzL7d4NtGhByhzYwa5Ps+eWlQG92/yEAV0+x9BepiJqOiRa2CTbjvvuk1R54+mbp8a+URXEGeWtgjAWLKSoaGcVBGD5cmDBAv7+9euBHwz72PoaVjDSVbP3s8IPPwB33QV8/LF5XzDPG73u3LkkRKpZM+v7xAWCCL+h5o/PR0JiLrsMuOWW8yJ/yxDDJkWRsJfFuJZqUDz/zROmbe8PvR3PXPMcmuRo8Y8874lT5a1u1T3octYyyzYY8wR5ME7clRzo41MNc/kvGy7CiK9/wlOzx/FPCIC34HfuTP5mZAAr/hZQswYZh05CMa2UN8qe1S2gS0YlbNJCuaQJ6YoiAEpwTwiFfW4bf7sVnTh7rURU3qxYTUXBj0WLIluwmQdj2KQRiaq8AUDXrhU7v7iI/GX7jjEqIDfXus8u3tgLX60gOYGfLrsJxWWpyDtVDc9/a57vWEGZdtv7P3odPXoQ7ytbF1Z/fHDRq8ybjIc/m4jFG3uZ9qVniLjGIm3RSFy2c6feE2yCEOijGWEUpg0BggDccQeQlqbfZgSrvN18s7Z94kRg/vyKt0MUgUpJpJN8tuxGdXtBUSbq1CEMxaNHVzyaIdIY+NKL2JVHPKm//pGqynu0n9O6eEZD3pQpxKM6Ywb/uvQd5OURI6MT2ZXKeDUzD+q203xB47XjrbzdfTf527Ontk0QGcNMauLOh1ZIOD/I6QYri7cxXILio4+AhQutr8dawM+z0Rtq1QJqVQWgYwXSygdYDRZqyQ4nbLKwkLPRYc5b8+ZA377B7xF7CJbMY7/9Rv6yLIWRRDDlLZEISnj4+d/eeOKq57n72HAKSsnLgqeU3HYbkJ2t3zbj7lsAkHpePLDP7MFPX+EeozOwnDcN5Yc2cI9jkcpR8JwUD+7XD/jwQ+CKK0jR8wYNDB65gKDkknwoKQ/OWmcV7tS7N/k9DwYIISOlvOnCJi2US20OEbBnr/N7WCmidkqdbX5TAEbSm0QA/Q378uuo1ONAwOPqj/7AZvsNz3vpJMQ+Xnj/fWCDBZNdMBScAHYEQkStvLYuyQtfELbJ/fl1cN3kOcgvzMInS4kGwSMq060Lgc/FZZWQkUHyuoxQ11kh9D7w++bzcX5zsuDb5ejQd+ukZBAAQEoCzn0bqGTNehst2Clv0YIkaeUAShjm0Cdnj0frKJY5qTCSquL2dzRPFxuCz8Ioy1E5wmotoe/gjjuAQ4e0Oq92Chc1/rStp8Unulykri/v2vFW3rp1I23QGbUYAeuQm1PIOcFxxvNWQfCUnq+/BqpWNW8HiCWJDQWwQkWUBXpuqzpmNiU60I2ClBPlbdMm87ZgbJPJyc6vHxcIEnw++5mlokxdK1YQumMjWOXNLXlNYa8J+8wM4Bkq2AWFemaCJQV/+GHoBUZZ79Dq//jxkGzYJDLOgq9Gv9BuEoCTBeiii4BrryUlQvr1I3T6uvcYCJdywjapttkGrVuTv8Ywz1DhJGxy4vcPQVEErifHCZx63tjnZeV5Y1FRT00ksXYt6cf0pxn7fKRCTo2oWVOzLgPB+00ie95YAw71GC3ZlOvoXJpHCVj3nczUAvg5c/5XK67BHdM05imS+6S9P7qWsQh1nVZJqJTQlednvnwOV0wkdNOLt15peRxV3oKxY+pQuQXginyKQDDYEZZYPVvee3CCqVPJNYuLgWvO/QoAUFKeohrX3JKXW5M3kTCaKaEnM4QbLCSJMEW+ErBlGks0WOH4cf1xTpQ3FqJI8ixZUNkgUWQZQQCefjrwWZTU3yiKZ3Le/ufAm2C6d4/s9awPNr++T5YOUq/xxi3DTfup4BWO8mZEURHg5UwIVGApKNAmjkQZvCYIAgTYSzrBJj07zJxJPKis15EXNpnsLkWpV78qJewzM4AXAsZafany5jS8jofLzubXDjB6K1/hON+Moc3p6YRAhHpWncKJ8lapEmFurW9pxCYvn0dYwqsz2KqV/f1uvZUwv1bUq81V3gxhk/uP14aiCKqwEKoi4jRpPRTP29tvk/zUREHbtsAtt0CV+Y3v2IkyGip27iQWczbUlzU48ZTtRPa8AWQNOVFcWe0LTrzUgN4La/WsK6eewLvvmp/Jt/9ciV1H9ZPZrFlaOQxeGF24yluprxKe/GI8NuwLMsD1d0NRWRp6jV+Mn7dYl3ow5rwlMrieN8F+zJeVkfM++MD6mN9+M5O+vfwy+cuWWCj1Jqs5luv2tEWGDSlVIoCtsWvleVuxghi0KEkWdTBZzb9G75gTbxlPeWvQrDroxEe91BMmkHQZXpHseEFj5WS5Gc4ob/9ziKuA7akCNNVTCHfqLKGBTfSDVaHYcH5HWhrw6afm7VSgJgXMw79+TCCIyD13J6qm5VkeUhHl7cZASP0yJm2Lp7wluctOK+VN/Q1+F2rkmPfrPG9hemqy0rTKrA/25YdE+mUJz3z5nJrUP2oUUZ5Ytikj45UgkIW8fZAQmbffXmXaNmMG8P33zn+DCUzYpNErc/XV+rppf/4JPPJIkMsJQLt2FWgPcx1Ar3QaFQ9ZFiEroqqEhxreZOV5M27fvl2BFMjNZQXwNxZqxih6TtOmiUiCxP42g+eNo1D88gvw11/h5+7RIvQs2PndqGT/veM8lHmT0Dy6KU4VwoXPL8Jjn2tUtH/vcJZ7zBIrWHkXk1xl3Pfg9Zm1s+7dSQ4UEFx589e6Dos2mPPTWFBBWhSBP7d1xQOfvAoAeP/X223PCwVevxvnnhui5y1O+GbLg6ZtVtFBRthFMPXoAZxvUYeeTUfwuMohCLTUQoIllXPAhvPTfG9jXz58WH+OseSQFewIS9RrCX706zjXNPeP+3o03D2/QHk5mctoREhWFjBpkpm4J56gz4ENm0w0PgEnSGDx8PRA3F96vWvVjx4PMHSoaEv1S61aoRCW2MEuFE4UE1N5y9EpGyKSpWL8OaE/erX6Be3rrzYdbzXpffNNeM/NyvNW5tXHHybSM7NCtbaE/mtffh3d9jHXPY1mNUltwXBDxayK8bKQFRG3PHQBflx/ibrt2mv1dV50YZMhoEULPXulohCmwAp5uQKNMYZNpqSQXb17a4d27hy7PuB2A7Nna0nvgHlsy4qIKlkCmjcjD9LOQs4Np5bJdhqeQ99LMVPb3ecDhG1v4KfHewNQ1L7z8ryHMZdTWDru868FDtaZgjumvWf2vHHGwkUXAV26aJbySMBOUHt94f0ABPz7b2LmC1JsPdQUZZ7GmLf6cuw62pB7TKPsHXj8yufRu82PJgPc7jy+FZMI7M68kamp2jMKprz5Gt2LcV/b0zrS8awZv9zoNX6xmldnhdJS2906/Lb5AqRVzcZXK65xxKwbT6w+Yq5PZ2VgrijonMQqb/uO1YEAwiZ8OoANGaVhk6/e/IBafJ4Hpzlv9HlbkfABwJUdvsX9l7yO52/Qk/f4ZQmSRMZIp9BKGMYcKQEnfqW0M8rb/zSi9dLDSfAcPBhBE6GtJsb9+0O/nzU04pREVN62bweOUadOoIGCCIzuNw6TBo0yHW/leatIuFa/jnORnUSSCD2uMmRnHEGpN1lnLUykZ2aFzE73A+fPwW1TP8CEeXo30ZTb70GD6rvC9rwFU/pGfDQZgIA77gh2HfK3oknTkUm6DjCEibIq2L/wgj5XJ1647jpChERh8rwpIhRoRe3V3BTO++UJm4pCwmiysoB9+7TtLEOn3w9c3XEuAOI5oLX7jG2JdwJ8MPgrNceuo40gK6Iuh8subHK12W4UNtj53fh+VIpxKTG9lhSKImJ3znRMmv+gKTz67Ab/AFAw/c4h6N3mJzx+5QuYPaK/7hha282IUJU36o1+7DFCQvLOO9p+dv13IgsYlTensCJA4+F4URbQfRZWbaqni/hIRPAUYitG7IqCp7z9818HoOdCrNrVMbI3ixJo/2nQAGjWnHypmXkQFzS3zgEIprxROPG80VxBI0q9yQlPsEbx8MPAmDHAXXcJqJFDjJRudwwL0UUIp4F4+L+FiiiDU6YgqPLWsDopMGScGEeZdZYKI1GVt7Q0pk6eQAtdWh9vpbxV5F3df8nrGNxyGADg6avHoEbmIfhlCc8+qx2TSM/MCoIoAklV4ZddOFliThh4f+jtFsW7g0vfdoKuz+/C+r0WhdWMbQzT82ZEROpPMeOTeraSk/UW1ezsxMjj4oVNQhEgOMh5y88nQu7EiZpQIMskpBUw1xw6epTkyLLvqHmtzXjn9ru5bUl00LGbni7oC2bb9OlIKqSy34epdwzF2Q3+Mb2n0+lZWpVceOWmB3Fxmx85Z2iwChv0uMpVhbagSCt+zVPe3G6gcmXybm66iRCo3HWXuX3Gz1YIV3kzgp7fv7/1MdWrh6b0xQM0vI4FrdcZbL4O9RnS8eWSDANNSqCYPgdYtoyEJt5/vzaO05J5VOAETpU3Nq0A/8feeYdHUe0N+D276b0BofcO0hUENFIFAbsoKiIo9s96saGo136t13Lt7epVxIIVFYQAKqiAWBAEBKQGSBCSkL6Z74+zszuzO7vZwCbZ3Zz3efZJds6ZmbNzZs6c3/k1rMYjjVYZOz03AlBclhQ2wlt8vMx7GBMDHU+5lkHXvEp0dIivBloQPqN4iBPsleAjOV5UFNDSv03XbafeT3xMCXNnnkROD+vw60eD0VTFaDYZslTKQc+foHTHHfJ3HG3USR3PwfH4LnJ5ND3xb9MAGMqDoZVQ7suE9opR/zF9b525ncW3j+CYNj/7PYffiW4t/BOCEa748cet/TtrjeGBaJ1pHWd/71649dYgnOso8exPDYGGzXUh3VHhpI/amN5fogvlrVrBFVfIVU738dwLIdHR5rGhaVMpHCcmuvv8yalu73zPyXuooz+7MfZy03133clPWO+A92T1s89k+gxPHnjAHTXPFwkij87Zm7h+3OPE2M2LJ45qu09/oFDDl+8gQE6PXL/7+jK7jomqoH97Gcff+L7yNFs3nr+m9gVSF4K3IKffU+++G5zjNRS33+7+/4kvrgNwadtret9+/fWRjek2Ie+L9344q/Y7hwBDhkjXj5hYm2VKG08CNZvU8WWp4s/HOZw0b0bsbU8jObv+U2QEg6ALb0KImUKIJUKIg0IITQjRLtjnCCWMN34wVrkWL4brrvOdasCKVVsGukMpR6dAq1P91s9OzQPgwqEWWbePkouff831v1HzFrJmTgdlZAt/L9UXX5R/g+Uf4hocnZM1fWKiIcxh0sNgaSUQ4c2MRrsm2wC4YKj/nBn+XhaBnUsSDLPJ667zzkF3RBgixOqJYkMVb1NF4RSanZo3g3A9efBcbpn0IKN7L/R9vGq38ObrRe9rwu3ZlgcekFFOBw2q4Uc0EPrvS40/YLrvhndb7grG4onn/Tlhgkw74Mm/nTnQrNKPuKiWAltlVTT3nXO7qchRbWeh724KKVxacwtt4eBOK33u98Ill9Ima7tlWXJcEZePlLaP+iLQOyvOxeHM41ibcaK2wpteJz6w4JkRj3Ec0P3OUuPljR2IpcTy5TXX0XGZBWry+csvygp851BE2AMye66t8OZrzuZvMTVchbdwpi6mhwnAV8BddXDskMEqPPrXX8OcOQaTvCOgTx+5yl8bjdWst//FPR/McW9oFVgeq2DkHKopYEmw/I3qGlsA17uqSq52X3AB7Nlz5FrFKLvT79B5TapckwZhGgDDTXgLJPy43eagpFwuFw7ssIohnb8jNeEgI3p+7X1svyZmtRfegu1DcWSEQac68dK8aVLz1jVrFW2y/jJp3tISDwLuiZf18dzCW1SU9fPjK7y5Z9qCwYPhzz9l2odQRP9tcVElXn498TGllvsEOkYGUk9oUnircMTQJGW/qcxRbbf0NQpF3CbPtXtuOjXb7LVNfy+nxBe6ttVmHLFCb19sbO3eB/HxsG3bUZ064iguSwJwmdkHMl6XWj9KftGq5RjjmVc17Agw0fuRat488Tdf3HWgpRLe6pmgzyQ0TXtC07QHgG9qrBzGrFwpQ3kbX6Tdu8Ndd4WAqWBSO77dONRnsT558BVIYuNG699wcp8FzBzhTiY0uNMKv9oDIWRmezjyxJr1hVWyUE+qqqSZyltvSef1IyU2Wqrw9CAVrgigmi3sNG/G+2TNtv68sXyq3/p2m8OkUbvvnNt56dJLmH3avaQl/O1VF+D+j27jmYVXAbDk95Nc5e+95x0W2V8bQ0J4s7jRQnVhw8pUUdNsNEv+i9cum2YSrvVJsL9cfkbNmy+Tal/a1nDy0wL3sztv9TSvhT5fv9HXfeDrvr3mGj+5mzS35s0TR7U9LMYWcF/HorKapfSkJO9tH646nVlvPwy4rVlSE9wLDGu2yXCM320yZ3p/8klrk1UrHn8cVq+uneYNZCCUYwJz2/WLZw6t6647+mM2BI7qKDSEy1cxkHHR6I++dKnsB1+4fG8d8vj6omnYImwu13F/QcEC9XlzHdageTOlHPGxmPrTtn6AUMJbPRPmd2/D0aSJ/Hz8cUO3xJr9hU18lunCm6+VlGu8c3sDMGuCfAnuOdicU/p+RpfmG/22wWaD//4XZs+GtDS/VRucQF68VVWBRWSqiegos3ZB7wdP04MGXwTwg6fP20cfwc6dNq666mKmDn/D536ewhtApjOfm81Wjd1W5TJfun6czIFUXJbkEiRio8oB+HNfR/o0C8yUMaS0v4GsEoQInn6FGkIKZ87rqGvbjPgT3o41pOryNZHwJdiEm8+bfs99sGYKT407l+IdX5C0Q2YJHtdnAVWOKN77wRxtwpcgVlUlnes1DT75xH3t3n8ftm613seoefMkHATh1FQ45RT3OFNRFcuHq053RSL1JCEeWrWEDX+Yt1c5okhpJ21r9WMZgzvsKGjNiPvcvt9XXrkZ6MT//V/gbdWFpdqY1etjUW4uTJ8O8+cHvi+Y3w1z57p93woLQ1cbHQg2oXHBsDd5ZekM0xhht1XRNGUfew62MNU31snJkX89x/lDh2DtWvd3zSHfv8aFjeefh4KCX4AgSNP1hs0lshnH3fiYEkor3M5wRyq8AVx0ESTEHiYrOZ8DxdYmZfp4EsrzlUikwYU3IcRMYCZAs2bNyM3NbdgGWVBcXOyzXX/91R5oy9atW8jNtbaxr2teeSUBu10jN9dtQxCfnuizvm6a5Gu1ZsmSajyVssKw6qJPqmti6dJc1wMdgt0KQJ+DcgJaWhqDtPj1zbJl37F+fQbQjb1791BUlACkusqt75Ecr/Ky0naubYtvP4k/9nSla/M/eOiTm0k9cRUw0M/x6oe+zuuy1kcbHI5hQBQrVnxLWlolKSnQowfov9dm06iu9h7NrYQ3nQ5Nt/DwebN45LObKKuMo3tLmUqhWrNxuFzez1H2Km548zE27+3Ei2NXkJtb7txbntfqmpWV2YiLG8q55/5Obm6BV7kviovdk7xg9UWMI5/uBw8C7tUMTVtLbq63INTQZGebHXM0TdCm+S527EgA7Nx5+j2uMtcL3DJtQClgPtb33//Ivn1tAHOGd/3eWLezJz1brXNt14W3+ngm/I33gVJQEAMcT1lZOblLV7Br5066OstmjngBwEt4KywsIjfXqDrIAWDx4mXExVWzcGFT7r+/h2mf7777HnAnVtLbne2QQo4vzVsovmeN6MLMqlWJgG/Hxt939eDe+bOZfeErpGQu8irPSDpA+X6Z/620tARIIDnOnb8xNrrcVH/cuA3k5lpH1KsJh0MA0m/L1/Xdvj0eOI6SkhJyc3+QbcxoC1jnsdORx8txfT98+DC5uT8aasiyb75ZTnx8kCJrNSBR9kqefx6y0/I5sdtSWmbsYkK/TzntsfkUlrrfuT///BspKXp+vxzAfK1yc3O58cY+rFmTTmJiFRDFQw8W8dhZbs1bbm4uXbroz30I5GwJkKSKP3BUOQC7a053cp8FzJrwMBc99zo7CtqwZEkumzZlA93YvXsPubl/eB2nsLAvxvdRebkcr3//fT1vvtmd52dcT+fsTZz2mPUKg251Eepjij+CMebXNwEJb0KIe4Hba6h2kqZpubVtgKZpLwAvAAwcOFDL0ZdPQojc3Fx8tUt3/G7fvgM5ORaOcPWAVdNyulWz5Gnr+rpZgi/NW1WV98rsoA4/WtT0zfbt0Lq1RcNCjUVy0KqwimbvwaBBx7sSDDdv3pzCQnO55z3ieUy9vEmmOZls66YH+G7j8RwozuS44zK96jcITlWprzboq3nDhw+1DK4TGyMotcj15U94O/mYLwC46ZRHTNsd1XbKq2Q0oMTYw6z9qx8A55wzxMv8y1d7pW9Eb8syXxgH86D1RWkefOt+UcrnpG9wjh1kTlzwK7mPur/PmwctKpLZ5TG3tdscfs0m4+K8ozP07z+IRd5zbZcZdlml2c66okpqkOrjmfA33gdKnowJRVRULDk5ORxcVwx7/O+TmJjMgAE5PP+8OXXLkCEnkJoKP/zgvc+AAeaMuHq7/9x4N9u3u6+bkepqW8OOLbUgyxBTwmphIL8oi7yDzUlOTSc9CfI8ypNii8lyHiTBGZpvSOcVrnLPNCZJSUlHfG3MWiDrY2x0GqvExye46gQSdMPzeImJiZbnOOGE4ST6XrcNSfpfnEK/tjLJoc0mr2NCTAmFxalcOOpDzj5unqtuYuxhk/DWvXsvr/mP8brk5OTw11/yf4fTx+1Agfyr+2jr9YPx3NcrB1LZsOkdSkrh0pNe5O3vpnB8Zxm5um3WX+woaMOJJ+awwxnUuEmT5uTkNPc6TGqq+XtCghyvu3fvDkDn7E0AHNPmF8tm1OfYXFeEXd8TuM/bE0D3Gj4WrxZFgxHXzGeR/sJqnraHaLu31GJlXtYyvXZZvFu3rlX1hiNOmpdGBWCVVRuzyc8+8x19ND7GLNU0Td3vepGEiy+Kjq/r4DJR8phI2G0On7bzI3outtzuqLZz2pnyQAkxJcTGShOz+rpWQQ3u4GE2GcrPifBoq80Z1cfTvM8YpMSf2aSR6mrre+fBc6Uzqafwpgvv4YKnqW779jVfF02DG2+U6RU+/dS9XffrsRqXPU2hhJD59fS6RrPJ3X9Lk7NwMJvU0e+RxES44XrvC9Am02ntIqKwyh4yd+Vk1//R0dCxozm3mGcahWC0NRCMfRlMc+5wNF2795n+lDSfAbjbnxAr82AYtaTgHezHVw5WI57XNy5avn/LKkLcEb8mhJ3OnaFTJ/m1RfouhnWVoSb0cVjT3Aut337r4zA+7pk9eyAu2n297znrTst6gQQqUwSfgEZxTdPyNU3bUMPHT9YZRb0T19RnDpBLcl5y/T/mGP+JTnWapu4LRqtCj+NehlaTsJmEN+u3aW2FN08GD4bRgzcza9iF3sd2mnCEi9Ovr+TrP/0EbfoOdF1BzytpE9V+UwBYUa3ZmHKRXB7cX9SkXvMHrlsntWPBI3wmzp6Cpt7XDg/hrbQi3q/ZpBW+hLfmaVI95TkhsMrBFcp4Rjjtc4xGe/+WcWiaTFQO5ih6/nyprCavr72G68EbaYji+tqyaU7/rvCZ4evXsVkzaNuri1e5K/iIzXvgfO7ry1n7Vz/TfdamtTlMv6fZ5NFQ24AlOkFJQVKLNoQa48fDU0/J//X3X0KMnE6WVpq19p4B0gLx49Lf2fpf3W/ac4Eo7BB27DZo3Up+vWbMU+4i5wBgHGe3bJFBXfbuhTILqxhPZs2Cxy64ocZ6YR/4JUypizxv2UKIvoA+0vYQQvQVQhxFAP3QJySCIRiJzTTNnAtLU1z/Z6e5jUv8hfbOSCrg5D4LAI3Jg+fWRSsbnuhk6HodBzPcocWmHP8/AM4ZPJfFt5+EfiE9hbfavii//x4SqtZZzp1035Rw17z17QsdT7nRZ/3kuKJaC2+XXy4QcZncOvcB7p0/u14nKD16QHZ2EA9oEIh++PNYPxVDAfOF9pVyoVqzMbHfJ8463lpVqwlWTZMuz9Dw4ap5c6MR5/ETZL439yDt6x3iT/NmJbzt3QuFRd7bA9WKhhKmZ73FON5Zca6p3BU5WUR5jQtW/n6ex/x4zaRgNNPruDXVMfblzJnwpiHl5fbtcPfdddeGUCQzU/7mvn1kwBVd8+apHdO36wSiedPRxxxd82ZlUhzOGANM6c96dbX5XsvJke+zM86A33+XcxLPe8Y4vndrsaHG8+480Opomq04Qupiqng58BPwlvP7Z87vwRslQ4iQHSyFzbQG7mtF3J8JzUPn3sysCQ9zcp8vgty4EEMI0vpNZdv+dgCcNlA65uqJXHUz06MV3kBqnqz2K3FGhwoXzZuO5TWIz+aRhfcz86UXeGf1laaiO8+4h16tfjNt0/O++aJdW3ldvt88mOKy5LATcE0YhLdb3nmoARsSAIGaTSYcIjleSgsCjSnHv2Va9Ci3UG5UV8OCBb5P7TkuhdtEKz1drlwv0QMZaprXCLzw1tFcdMLrru/GidYvBvcS1zEssBKCt22zTuDtL29iqGIaX4RgU15nU7k+ER8xynvg1DUCQsCNbz3KmqgXTMe8Y94/KSl323WfcEIQG+4DK+HNZoPzz4ct+zqQX5RF69Z1zGcTAAAgAElEQVTQubP1/oEeP9wQAu68ExISZPqEKGcie88os55mk1YRWmfMMH/Xr7Uu6Ona1rDXvGlulXyvXta5ENu1k9FIPVmwAHr2lNZAnvdMbRURb35zQe12UASFusjzdpemacLi81qwzxUKhJzGzcC18+by+y4ZnczXqmtsdDndWqxn8e0n0Spjh6msY7M/AYiPPoJMmGFGejpMmxFHdrZ8cYzqtdBVptvdByNVgDCsj+0oaO3c5jYTs5rohjK+7v8124eweW9nFm043bS9bdZfnNLPbFN6uNy/h709qtoksIXrBAUIq1QBxJntuYTTNK26Bq3ZtBNeA9yRI63M/qqr3XkOrfAU6MMtoa4Q8NBD0NsVI8f6QTGGvt+0SeYuBLj/fnedqc7UiYFq3ny3SR7gDd+ZPEIO/VnX/376eTTHGWK03DHvn1x5JbRsaaF5M5je/rStP8Wis+lYP25xR7GcPNn/YkKw0E0kr7jCu+ySF1/mnH/L4BxHOq8I67HRiU3A5MFzOevYeV6afD3Ymo7V4sUrr5i/e15L3Wwy3LT5XlS7r0WUx/CoP+t5eTK9SG2o7b3nUGaTDUIYzSRCm1AcNAuKm/LuSpnBU1919WxnbFQ5o3rJsG/HdrSOOWP0C3h12QzLOiBfpOGMcF6c5PgibjvVPXvStQpnn+1+6R5pf9ttDpc12kOf3MynP00AoGmK9Ck0OtOHMjX9fv0FUOln0r1qi0yJ8Fd+W7/HirKZtZWh+KwFjAijF11MGo98dhM3v/0Qzyy8iuo4udjg793eJsvtIKiHr7YS3jxzOA3vtsx0ZKOZN0TAKjkyP57n6riuYYCaF26sJlU7axHVXre+uNDb5TZk8XzWExJjXMGlNE3w7cZhso6Fz5uurfU8hjt3nFub27o1Pn3Eg0lysuzHm26qm+OH9dioI+C4Tt9z5ehnXS4MOoM7raR52m7X9yMJWNIqUz40pRXxXpEWw4pq88DaMsMdVC5Q32OQ90zv1r84zbhDWyGhcKOEtyARqje8p8YtxsP6KCaqwmWiZDar0Ux1dNo32WZ5nryD2Xy7cdhRtTVU8PTJ0jVvf/5prmf1oqysBEN6MC+M/VFWGcdry6aBgM/XjiclRR5z2TK5ah/KPP64jKbpKyy1p5O4FSs3DwbgYIn/DO5CmDVvYW02aQsv87+Zd53Cj1uO5f0fzsJmr3lmOLLn167xRF8lt0rDoZs7ndLvU569+EruPnMOx3X63lVeXJ4EyHxvM1542ZR0NlzRgL9L0k3bjtYP7bzzfJ3JG1+pYcIB11hri3Ytfj311TVykw0Q3sLbbzt68cQT1sd6Y/lUMPkIBbe9R8vJJ1NjgBsrQu13BJuTeizhravOd32v2XcWr5Q+Fw2XpsoHijO83ulhRWwT178CadXi+l6LcaV95gaenHotF5/4KhC6c1mFmXCeBoUEoTxYahqs2DSE7zYezzWvy0hEns2Niapw5WgyvtyNAoxuZgDwzsoLLB1UH/msjpYS6xMfo1ZSnLc09vzz1oc49VT36qoVRgG5vCqWA8WZXD5vCau3DuTLL+X24cOlv0woM326jFjlaa6ho0/O/b0I9GtR6Yhmw+5uPusJajabbNLEe1tIYjHJDGVOPRXaOhWjxj7Qxwwr9MUefQypqJBC2uLbTyLGOZbok64bxz/qyiOUEu+eZZ1wgo0tTV7h4a8eZuv+hsmfGVScD8KBYnPcrtr4oQU6qfIVECgcfd68sMUghNTWz18lTbLleCC8xoWDJWlMmOD+bjR5f23ZxYQyGRkyOuCSJdZmrv/4h/V+oTwfCYj+j9TqN2zdKk1eS314dvjXzAnLHKVhQ0pnGPIatJviNbEzavRronmGtF/v0HQLYBxnlBQXyijhLYKproaKqlhmz7uPPUUduPq1p6m2sP/WnYKNL3fd5Akgp0eu6/+dB9tx41uGzL1O1mwbENzGhxBWwpsvdL8JXxOt7i3XU+oMmKWHP/cVdj+c0YU6v8Kbc7GgyhHFY5/fwMJfR1vXExqtW0unfrmfd52//vKv8QwZwnB2pTfZGExne0GbGvfTJxD/PHs2N46XY4Ye2t0q0ICj2s7Bw1ILa287iRnXtqdLj/DXuEmqQYNfth/Do5+7o7EGqg3TtMCFN+PYbSQco016YYtGYBZQhcDkS6rnlqyoivFOK9JuChVtLvM67PDhddPcoyUnx9vMVdNg2jTr+mE4vJjxk5/WikcfhXffhaefti6vrIQmKftYfPtJdM6WGdJLK+KZ9/3ZR9vS0CCxLSS09lqUj47yk1/EA1/mwr4C1R0qSeUf//tXwMdX1A0RNF1UeGLMH1NWJiO42T16vFOzzZZmk0bHYD33EsiXw4HiDJ+Jizt1MjrpRwaeiUIBWrU6kihNGid0W0axM1WNpx9P2L94DejmuePH+64z6ISWAGzM68LmvZ154OPbvPJ7fb/5OA7Z+srV8tegXz9nHisP4uN9m3Aqjg4rYbmmCKGgTyA0hnZxZ4fVtXKXXCLNYY1M6v8xFY4YvvxlLA7NvLARCWjIMfinbf1c22qTFy9g4c3Hqntt/GBCBa/f7DSbNP5GL82b654R3pYBnS5Fa+NON5CWBvn5MHFiUJvdYIT98yLsR/QbfFmqlJfDcR2lOfbE/p9w79m3Ex9TGnYBkPwibF6at0tPepFXZgamXT6j0+2m7/oz16Pl75b1H/zkFlZvHVjrZiqCixLegkQo2gnPny9NCnQc1XZi4+BYZ5Ct/KIsstPyXCZQU4e77TN8TQDsdhld6Ju8yzjxmn/SYtIzPPXlNa7yTZvMYa7Di8DNJh0O7xflN9+Yyz0x+g6Cd/jzULyHjpRYZyCvCy+UJkBWTL5qCFe88h8+++kU1zbP3Ey3zn0QzSYPFhUFa9ZgMoVS1D1W4c09hWwrWmXsNPmxAcTY5TNQfiiPwZ1WmsqOafMLdpuDKkeU61wl5rRO4UuKjPq7eusAUzCWKHsV6YkHWHz7Sc6cmtYEkoxYx1dupnA2m3T7vEmzSX+aN+OwnJzsfSzjYkR5OWFjOvf883DuudZlunYu/IW34ApVpaXutCN9267l+C7fARGWWNrCFD8lvpB2PuITeFLp4ZPsDjZmPcZbpSRQ1D+qFyKY5s3h3nvl/02auHOm6BqKwtIU4mNKXdEkpXChYbdV0Sx1r+UxddOpJVvOxdZsGF2P7cGHq86oy5/R4HgKXWA9mSorc/9vFTnOUwj0FQ0tEtA1s9XV0MyHJYzdbuOPPd0wTres8nlF4vUJJ/TJrv5Slws4do6rIcf4w+fN4oHJt5q26c/S21efx33n3O61T3x0KVXVbuHNaAo7cuQRNT80SOvJZ4cX8MOfx3mlxujd+lcAV6JzK2oS3ib2/5g+bdcC8K8p1g5R4Wg26a158yG8YTMq3FzjSFKS97GMQbt0f85wYOZMePtt67JXXoGDB+u3PXWCzTvlgxXtm2wJ6HBG4a1Vhjs0q9U7PWw5Qm2lToEzZYuumXflxfOhnfSXG1hRf0TQ8kPDEqoTzE6dYPVq2LMHrr7Y/dB17ADVaRlwcAtnHfuea/vMES/QJnO7a4Wq0hFtMqHUJ3K1WQkOHzRTPz715TXMyHk5YOHNiJXwlhh72GOL+aaJJM2bPkGqqIDsjh2IidnCzz+b69ijvB+aQDQ6kcCQITIHTzigPxPV1UD/x+jVbCfddn9DwhHEXpk6/A0+WePbRi0htoTs1DyXT5wuvP3wg0zeG85UadJMWvMx+fHnp/Lhh9Z+gjrXj3scgBH3WWf0jooKT+FNxxht0lrzJlzD6Q/bx3DVs3LRICoKHnwQ/v4bxo2T5dHRsG+fjOp7/PH19xvqkqgowjvsvU6AmreXZ87wea8bKSvzTvQN7uTuEYFB67xqy0D+PpzO6N4L/exg2NWPNr60It5yu349P1kzkcykAnbvjiALiTBCCW+NgP79YfFiwwsvoTVtJl6OY912ti1aZap77pB3TN9LyhNcQQYg0oU3M2WVcVRUxZiibepYmU0av1sJb1a+c577RQpG4Y3hT5EXfQh+nuIqLylPMJkvtWsH27Y1HuEtLrbWvvkNhknzltGPjIx+YN8Au/3uZsmQzisY0nmF3zqZyQUUO+cUupVAmzZuU9xwxbg4U1Sa7MofOf1EmVXYMwGxkfPP99YSCVHNBUPf5IMf3ZYPHZq6Y5+v29kTu81BWsJBWmXlccusaqaG++PlnNx361LFyy/DjBlw+ulAag/XUphntM1OneDrr82HadIEzjyz7purqCXC7hV842goLbUW3nxFZA1LDNcsNrqcQ6VGKV7DO8a4G6u5jT7e+zKz1q/n4wtuAOD2d2vbYEUwUPrPIBHqWhNNM/ixRSVAk+OxRdWcc6p/70N07uT+rieRvuoq77q7dnlvC2d++qsfFY4Yl+bt1AHzOX/om4CMYuVP6ArEbNKTUL+HaoM+0a6oQN5v8c1dZcs3DGfCI5+aohfqLwwr4S3ihNtes6Ff+ETr6iHdtYg3LsR2uRq6Xlsn54uNKnc9C598IiPJ+TK9DSeMz/f/vnMvZOiJzf0Jb+AeX08f+AGdmm3i+M7fcfGJr3Ll6GdddV669BLX/38nn82Vr/6HRb+NAmDgIDuTJh3tr2hgnNEmux2TzvTp8poOHQoktmVzovQRKK1K4rjjGrSViiMlyD5vxx4LV41+xmt7RAlvuAOWxEaVm3zSujTfSOtMOb4kxB4mwcP6R3eZAXfkW/19GxdjrZ0srwrzVbQIQQlvjQRNkwOWALDLWZgtumbhTQh3KNkZL7xMVpY81llnedc1RrcMSwyzqytffZb7Hm1ORZVbeLv25CeZkfMyIIU3K3SNU5nFuHf/ObdZ7hNxwglw111ydftYp1+UUVD7/OfxgMBuh99+g1Wr3KGvrfK9+Qp4ErZkj4TM8InW9dpr8MUXUjvqIioeWp8W8DHumPfPgOvGRpe7TATbtrVeKApHxo51/z935WTufO8eU7kuvKUnHuCWSQ+4cuLpCAE24eCasU/xn+lXuCZevkzAug3qAsBb353PB6vPg1bhJ7l5LWjZ46DnrdDfO11NYczxPLvwSj5ZP5Ply+Gwp5W6IvSxBS68DWi/yusZmXbCqyy+/STX99joMtIT//Y+TRgH7/HCYDZZrdnQcL9sn5t+Oa9ffhEAn940gfevNaubjZq3hBhp+2izgd1WxeheCzlQnEHLlubTeUbJVjQMSng7SsJp4r1+d3dyt54DPaUQkZhUsw1NJcmu4BNb93fwqx2yh1f+YW8Mg2BxWRJpaZiENyO+hDf9WnkLb5plTqdBgww1IkjzNmSI9CtJT5ffjSG7dUdoux169oQBA2D2bGk3/8mm67npf49x9WtPM+WZ//Hxx5HjlxKuJCebBQ8jV7/2NMs3WCfJMqYT2HmgVcDni7FX+PXvClc6d5bPeIsWAMJrEtQkZT9x0aXMHPECY3p/xRc3n8zQLu4QtkLgmojabQ6X9sAqgMCmvM6U0pyff4byyjhe/3amDLMfppjes83HQJz3SqGwCd774WwqqxOIjvadv0oRwggbtJKLQu+uPMdU9Ofejqbv/5ryDx4692bG9fnctU2PmD2+72cIUe078JrNwZQplkXhh7AZIgILjj3W97TeqGnz/L7rbymlCQFPTr2W1IRDZCQdwDb0ddM+ZRVKeAsFlPDWiNA0G59suALimgCQkRVTc042EY1RQedPwAgnQdYSg8lGQXEmQkCHpluceaqMP1xD06wDCOgC7EpzFHRLAXDfPli61DoUe6RhFOx100jjNiGkWd6atbEs+7Ufv+/qSd7B5hGTfylS+X1XT15eOsOyzBiAozamNovWjXIKOJGJcaLlybMXX2kSxv559h2m/TKSZGi48spYl/BmZQJ27/zZCCHzUcpzBav19Utt2q2bXjfkeyg9XVodKI6CLlfxzMKreHvFea5No+5fxLINJ3hV7dP2Z/4xwdsE/aZTHmF8389JiS+0PIXd5mDOnOA1OVTQEDg071X0zKR8y/q6K01qivt/h8Od462kPAFbonkwVpq30EAFLGlkmF5sthjS0vzXLyeL6OgDddqmkMFgslFaEW8KqBFld+e9m9DvUz79aSJNE7aQlpDOwZJ0V5kv7aOVaVMTKUOHv9AbAMbromverJI/x8aGf2CKxoZVQAAw+3D5quPJ6Y9/SGFpCk9/GZSmhTRCaHTqBDt3ujX17Zps47edvXzUd19Tu83hMv3K6Z7rVXdHQRvXPpFAbX6H1bhSXxxoJK/KOsUWxfs/nEW03b3gWa3ZaxhDNC9TyKTYYt8J68M48qo3whWSRNOEvE4el2retWdb7ula+DGMLQ4H/L6rBwkxJcx8+QW2XmsWE5TwFhqElfBWWFjIvn37qPRls1ZHpKamsn79esuyyZNh1CiZ6NNHlZAgIwMWLIC4OEM7HYloTeaQdor1PqUV8RQnJLIxKp+0U2DBsPUkJHj/zgXO3LLB/v3R0dE0bdqUlJSUmisHA6dZ0YtLLgUENhu8tOQSLjnpJZNteNfmf/DpTxO5+cQZXNQzgQmPfOY+hA2i7RVO7ZIcUltm7OS/V1xY4+nDdXU8EExmk9Vus0lF+OMrH5CRv3bE8svT1iGlH/38Rm4cL32YDpXI1aRIETqs0H+bTVSTkQ55e8zlvpLgCuGedEbZqzh/6FuW9f795f8Z6sttcWE63+rcWfpX33przXV1S4iGFN4UwcMzeJU/4S0zqYDJQ+aatlVrNp/53J7+6mqm3H/0bQwZnM/5k19cy/VTvw94N6PWXr9WDodM8r0przNVjmiXK4iOVS5WRf0TNsJbYWEhe/fupWXLlsTHxyPq8e1eVFREcnJyvZ2vLigslC+3lBTo0sW5saoErWQHRdYR7Dl4OI2EjGZkxfxBcTE4dnclLU2GXjaiO4Z37x689mqaRmlpKbucIdbqRYBzmk1u3ddefhVQVCb7/ZObvO33qjWZl8pIUlwJ8245hVeWTufNb6TANqn/x67yrEzIL/A4bQRPVHUSDXmJK6u8zSYV4Yuj2k7/frB6jbBc0d6yrwM5yamWAasf/fxGftrWr+4bGULoz7sQmpx0eVyYxDjPSBsy3LcMWOLWLjRP85D6gNMem0+hM1S4EJCWBv/8p3WAqXAgKgrmzQusri68NYbxtHEgWLezJ4vXjaCgAB680vcLw0qzdMWo/zB73r1e2++dP5sDxZkRle5IIHO8bd7bmerqHwPeTxfeBG4zd4dDauF0Ic2Y1P7i518FBGPGwFdfBanxiiMibNao9u3bR8uWLUlISKhXwS1SsNbq+L+O1ZruCCuwxaX7rNerF3TocDSts2iZECQkJNCyZUv27dsX3IP7wql5000kbTbpW+LdNnkxPQd/ISAlQdrYn9L3MzKSCkhL+NuU362gorPP00ey5i0lBQY6Ayw6NDv3368mWZGCo9pOXLxbo+rJmm39EQI+//180/bc9Tl89tMEl49XQXFmnbc1lNh3qKmlRmxkT3NSMtcEy6B5s2LRb6NcgpteH2QwoG7eQVwjDqV5ixz++kvm/bzm9af5cNUZZGRAlaP2q32e6TeqHFEsXjcS8J/0PuxwLQhBXHzg18nKbDI1Lp/MpAKX5tMovP2V345bb4X584PSasVREDbDXGVlJfHx1hnfFUeIEF7imx4hrrIq2j2ZSulCufCdByAuru7CucfHx9efmaxT86YPYkLA+An7vas5J1CezXrjDYiNloKf3ebgvWvP4oPrzzBFmczdc7XF8YLS+pAnOUn+1sqqaC6/vKFbowgW+iKPrlEFc2qAwlKpNY/qdgnPLrzStT3G6dMSqD9cpLHkxw7Yh77O4k1nsD2/jc96Rm2bvxDnNeWJi3SU8BY5tGnjnZT+SMaJOWfcDcjFw3/8719c8OybrrKIEt6cJCfD+RcIkpICq68Lb5WOGNf48cr0s4myV1lq3gCmTPHI+aloEMJqmFMat2BjdT3ltn2FTdE0W4MLFvXa51lDaN8Otu1v59o0POcgOTnmavExpQBUefhCv/EG/F0gIw9kJbujOxlfOgerOnLwcBqvLr3Y6/SRrHnT0TSpofF8ISjCH6OPyrcbh7r+zzuYDcBtt8Grr1S5Uj/Ex5TSt697f6voi5GIKbpsYhveXXsN+4ua+KyvT7BsNv/CW+eOZuGtocfu+kYfP5XwFpm0a3/kizzbm/2H1VsHsq+wGX36yG2RJLwJ5KJySgrEx1a7oszWhD62RNsr6NZiA8IwvujjudFfPT9fWlopGh41zDUS9JWSrCzDRou3e1V1FLExbu1So5oANB9N7NhP6XGstAF1OKCaGC8Rt0XabjxTB+hcM+Ypr8OO67PAXdOeyBlPfMh/v5nq2qYnIe7a9Wh/QHhQ5ahZeMvNhT/+qJfmKI6S4rIkQPD84ssMWwU7CloDcKBYquVtNkiq3kisoe+NE+1GKbw5v7+ca51uAQI3m4yNjaDZ6BGgNG+Rx8iRMhcowJVX2b387QNFi3FbDun3RyQJbw7nb9FDA/hfCJaFCbGHXalH0tLkHLFF+m4057GyU/MAOe78tK0fKzcPVs9WCKG6opEQEyN9jszmjd7dX1DchNiUTA6XJ5q2JyfLYzRvXrftbHCiEl2BNKqqoMpmDlTzV35b0hIPmlIHdGi6BQCbcHBMm198HnrmSy9YCi3nnScH26a+LVMjikpHtGk1z4oTTzQE1lGELKtXwzPPRlF07GK++HmcqUx/RvSgPwB0mun61yaqsdlAOCcTmnOZ5MKaA7OGNXpgJ93fTQjYsLs7t797n+VzoZtdewYsMfLpTxP4+I/rTdsa1cIbKmBJJLJoEfz2m/w/Ns4esEbJk+hYt1XAf/8rTf+OOSYIDQwR9FteasU017Pw+drxXnX1cfn56Zdx66QH5EZbNH36yLG42in4dWz2p2ufG996jNvmPqCEtxAiqF0hhMgQQjwlhNgghCgVQuwQQvxHCNG4PNEtEELU+MnNza3vVnltqdbsEJuFptn4/fdVZGQIVq5cSVSUHOwSEy0O48Gzzz7Lp59+WgftrR+MK3Pl9ixTWX5RFqnxh0z5Y3TzgrTEgz6Peagklc17Ozd6c8FjjoFJp9rVBCtC6N8fLrvMesKs+1CYFoLim0PfBwGpRRLCHXpa19T16FG3bW5o3nkHPv/cvRCmX7vSinjL62gX7shI+kq5J499fiOHys2rP4MGBaW5YYMym4xwhB2BXEjW+cf/vBN0L/x1tNe2qBj3qkjPnvDWW9S4gBhOJCbCxInw8stAdSVVlbB8w3Ce/OJaV/RsHX1cbpmxy7VtY9lkBNAqY6drm1WaBfXeDh2Cffu2AFoCs4Dfnf8/C7wNjAnyucKKFStWuP4vLS1lxIgRzJ49m1NOcSdZ61HfsxZhfsv5yi9UW5599lmGDRvGhAkTgnK8+kYf1B0O0IQ5yUl+URax0eUkx7sjSOqCnL+AAfqKuWfOlMZGZga89b9GfhEiEKuXuv5ceCV1tcc599Gw2eBgSTq3vPMg63b29HmsSCI1FcYZlJQ1CW+65q1367XcPPEhr/Ift0gpTdOgfXvYuhU++gg6dgx600MaZTYZ4QhpEiOQaYwueeklVqxKZdd/zdU25nVhdO+Fpm3RsWGa6DAQ0vtC8zF0HToN4oG8Ciqr4I89Xal0eK8Wx0RVUFqRYNpWLeIQNrh/8m2ubdH2Sr73SBmnnq3QIajCm6ZpvwFnGDZtFkL8A/hUCJGiaVphMM8XTgwePNj1f3FxMQAdO3Y0bfdFWVkZcXWRZdUwU9iU1xk0sDlNBnv0AGczGx1Gs0lP/j4sUybMvWaya1t0VCW9Wv/Kv6f+n89j6sJeYxfeAFdUT0Xk4M5d5taAPPDxrVx0wuscPJxmrpzSjd929OKpL68hy7ko/MOfx3kdq7HgEt4qvYW31q3dPm/NEzda7n/rOw+4/t+ypU6aGBYo4S3CSest/wpp5XKgOJMuXWGXRzV9EbpNG9i+Hf754R3cPTaCBxVbFPQ0ZLGvLic52W3R4Oknm5WcT69Wv+GotrvGlmoR5zX2/PPDO3jRnN3F9Gz973/w999B+xWKWlIfw1wKUA6U1FRRAc899xxCCNasWcPw4cOJj4/nqaee4osvvkAIwebNm031Bw8ezAUXXGDatmTJEoYNG0Z8fDxZWVlcccUVlJT4uPy2GIpLk9E0G/97+ylOPrkViYmJnH/+6ZSUeOdXe/DBBxkwYAApKSlkZ2dz2mmnsXXrVlN71q1bx/PPP+8yB33nnXcAePnllzn++ONJT08nMzOTUaNGsXbt2qO8YsFHF96sknjK4Axmou2VHNfxe+/KFijhjcY3O28E6F167tPvceYT7wNw88PHcvVrz0hTbCP2WP7vjafYvLezpWN9Y7s99AlRRVWM129PSIDhXZcDvgO6eF3fRkq4+7zdcgtc7Z1JRqETmwnJnWp8h+q+s/p9UFEV07jcFRzlNGsGXbtbC2+Pnn8j/zz7DneON0ATsV6LHpv3dvLaZvx+3nlw5ZUoGog6XQIXQqQB/wRe1DTNQo8BQoiZwEyAZs2a+fT7Sk1NpaioyLKsrnE4HEE9t655Kysr8zpuWZkMNX/22Wdz6aWXcsstt5Cenk5eXp5rX+M+DoeDyspK17alS5dy+umnc8YZZ3D99dezf/9+5syZw4EDB3jppZcsWpPF7oPJfPXVXB577DomT76ayZNHsHTpUi699FIADh8+7Dr+1q1bmTlzJq1bt6awsJAXXniBoUOHsmbNGhITE/n3v//N5MmT6d27N9deey0gNYxFRUVs3LiRKVOm0K5dO8rKynj77bcZNmwYP/74I638eCKXlZXVqz/g/v3dgGx++209aWnF/F12EJDaAz1nlZFoe6WlUGfF9u2bARkyq/59HAOn70Hpv7c2iG3MrBpDVtly/gjh322kuLg4pPsolJlz2gkAAB7YSURBVDh82A4M58DhdCor5Rv+p59+B6QpuPd1zAGgsLAQub7nZsuWP8nN3VGXzfVLffd7YWE/IJW8g9kUlycQZVjnLCsr4eoxT/PBj2e6kpn7Ij8/n9zc3+q4taHL779nAb04eHAvubnrj+gYDfnMjx0r/6ohxzedDhXQvPkhCgpkMnpjXy34eRzj+ixwLXLIuVQcCbEl/PrrKmCg1z5GImW8b1O0gfTygzh86EtS4r0N4Lbv2k9hhnueAzLF0Zo1qygsLEYfr5ctW0pMTOTlNArHvg9IeBNC3AvcXkO1kzRNyzXskwh8gtRqz/K1k6ZpLwAvAAwcOFDL8Uyq5WT9+vUkJ5sj/113HdSH4sbhqMJuN1+qvn3hiSeO7Hh67rK4uDiv36SbR86aNYvLLnOH3v7iiy8ASEpKMu1jt9uJjo52bbv77rsZNWoUc+fOddVp06YNEydO5N5776Vz586WbXr11fvIyTmNWbOeon9/OP300ykoKODNN98kMTHRdfznn3/etY/D4WDChAlkZWWxbNkyzjnnHI499lgSExNp0aIFI0eONJ3joYceMu176qmn0qVLFz755BNmzfJ5ixAXF0e/fv18lgeb11+Xf7t06U5S0l7S49IQApatH87BkjSv+laOvZ6Mf/hzAHr0cMc69nWvhwRp8ncGt405wK2ES8DS3Nzc0O6jEEJfT7Lbba7k9R07un14fV3H5OQU1q+XGiY9KW/nzh3JyWk4h6367vc015AiSO5zOaVrH3OVJSW5fVNqSqWQmZnVqO/XoUPh0CG47bZmZGU1O6JjqGc+xPnxPTjkttXLyclhySKZiNtRLQNh6Ysc8fFxFJamsHT9iTw5NNa0jxUR0/cFSfDTJoqicgLepXWbtqSnm+c2jmo7xx470BSV86STToxI66Fw7PtAzSafALrX8PlBryyESAL05FYTNE0rC1aDGwvGQCaBcvDgQVavXs0555xDVVWV63PiiScCsGbNGsv9ysvL+PPP3zjhhFNN28844wyvut988w0jRowgIyODqKgokpOTKS8vZ+NGa38MI7/++iuTJk2iadOmREVFERMTw7Zt2wLatz6xMpsUAua8fw/llbFe9TOSDngJcDGGAS6/KIuySploL5IiXCkUOkafN51K3/F7THTrJv1TPI/VWNB/77JlMPh48wChmyklxRXh8GEe+ZhT1vOf2ynyiY6W1yIrq+a6inBF3uS563NcW7pPuISEgbfx4Y+nU1qZwHcbj+fDVacD8Pqyi6ioim1cZpOZA2HUEooq5TKpHkjtq199xwwUQnjFHq9yROGhW1D+pCFEQFNJTdPygfxA6gohkpGCmwBO1jStzsJeHKnmq7YUFZV6acjqmmbNar9yWFBQgKZpTJ8+nenTp3uV79hhbYpUUJCHpmlkZJhDTTf1SDz2559/MnbsWE444QReeuklsrOziYmJYdSoUS5zT1/8/fffjBkzhrZt2/Lkk0/SunVr4uLimDp1ao371jdWwluCcwG8vMpbeJs14WGvbcccA6tWQ97BbOa8f7druxr8FJGMUfC64AKZRmDaNN/1lc+bR9JuYRbQ9PHi4xsn8fgCcx43HR/GFApF5OHMID3v+7Ndm7IHn8/en2Hrfjjrqc8oKZGChxAymBhArPdrO+LRx5XkOGkW4RU4ysBh0cFr248/2mhvzjLQ6MbmUCaoegCn4PYV0onhNCDRaT4JcEDTtJrtyxSA27RSRzenrKgwX8IDB9x5f9LTZSTEBx54gFGjRnkd05dfWWZmNkIIDhzYZ1qh2rfPHLDks88+w+FwMH/+fGKdo2FpaanTb8U/y5cvJy8vjxUrVtCuXTvX9r9DMFxR//7ybwfDeNanj/ybGHu4xv1TUyAhEUY/sBBHtfkRswqColCEO7oQZhy2EhJqpw3atg1OP10m0G1MXHopLF+uJ6U3C292w2KP0eftjeVTmTr8DVPdxq55UzQG5E3umdZIH3d0y5ZKRzQCd7qSRqV5c+LW2kv9yec/j+ecwe/6qOx9gfoP8JbUlPAWOgRbDzAAGIz0Ut8I7DF8jg/yuRoVuuC1fr3bEfvPP/9kiyE2dEZGBv369WPTpk0MHDjQ65OdnW157NjYODp06MmyZR85JxCSDz74wFSvtLQUu92O3e6eYLz99ttoHrOGmJgYL21aaWmp81zuJbDFixe7ArGEEjNnwpo1MEa3Mug9h5h+swFY+1dfNuzu5nf/ub/cSHW7i12C25o1MNmZWSBQUzKFIpwIRoLktm3ls+Kh8I94LrxQXr/sbFyTqEpHNPfOn226nkafty9/Gev6X02oFI2GDLmyeuBwhmmz/pzoU5M9B5uDcKf2aYzuCvq48FLuJQBsz2/js241Zke2li39H1PR8AQ7z1sueJnOKoJAp06d6N27N7feeitRUVFUVFRw//33k5mZaar3r3/9i3HjxlFdXc0ZZ5xBYmIi27Zt49NPP+Xxxx+nrR4VwIOLL76N2bOncNNN/8eECRNYtGgRS5YsMdUZOXIkt956KzNmzGDq1Kn8/PPP/Pvf/yYpyRxpsVu3bixZsoSFCxeSnp5Ox44dGTp0KPHx8cyYMYPrr7+ebdu2cc899/gUKBsSIcAUH6VZjuvf0ooEHlr8LK9eMMLn/t9vGoC9kzssR79+zokZSnhTRCZ6GsprroH77w98P6Ut8iBamudH2apYvG4kNvv9gDQVG9ThR1e1Tz6xUfhFQzRQoWhAOsyAlhPZX2he4dGFN124+OynUzjvUCoLfh4GNE7hTb8m3U+ewr9WSHOG1q3B6D2zKa8zi9eNYGJH8wXq1AlFiKM8cMKIuXPn0qxZM6ZMmcKcOXO47777aO9hlDxy5EiWLFnCzp07Of/885k0aRKPPvooHTp08BL0jIwdex7XXfco7733HqeddhobNmwwRZYEGDhwIC+++CLLli1jwoQJvP/++3zwwQckJiaa6t1111106NCBM888k0GDBvHll1/SqlUr5s6dy9atW5k0aRLPPPMMr7zyik9hMhTRNPnZts3/+sSvv8d4aSD0CE1KeFNEIjExMs/WvffWbj9fK7yNlmgZAl3PzeSIbe0qOrH7Unc94f3qVoKwIuKx2SHeO16xd8Akwc6K4ei6BHsjTIU4TMqtnHSS/BhZvmE4Jz/0BZe9/AJzV55LlebfrlQJc6FHI1yPaHiSkpK8TA11Lr/8ci6//HLLsu7du7N8+XLTtvHjx3vVGzp0KAsXLgy4Pb16yRDLd911A48/foOpzLOdM2bMYMaMGaZtnqaPXbp08dLaAUycOJGJEyeato0ePTrgdoYLFVXeA6EuvFVZZjtUKMKfIzGpee21oDcjvHEKb7/u6C2/263jctts8mJ/tPpUxiiHBEUjR18s9aVha4yat6lTpdDWpg1895257J4P7zT540dFmy+Q51j+7bewYUNdtVRxJDTCW1rhSVyc2+xJERhxceArSGalw3vC5XKkdmreeveuo4YpFGFEmu8AaI2T2AzufO8e1myTvj3CIpAAgLDbGHGfXCAbc43cpjRvisaKLmwkJcENN8Bpp4HRZV9//xpipUU8QrhTsLgCSjnLPAOpNW3mnrOc/eQ88mcVmMubNj5f5FBHCW8KxREwZDAsybUuq6zyFt6MZpMbN6qBUKFQWPPNH8MBWLkSKLNeVTNGIzalGlAoGiG65k3TYNYs6/Jff4Xm3haXjYrtpcexbqd39q6u3YQMMQgUFGdBikqWGOoonzeF4gjRMy84MzS4qLZIpqv79mRlybxMqal13DiFQhHWHHcciOgEyzKbwalWRYBTNHZqWsAQQrqH+HH7j2j06/LFnge55vWnAbjuOnd5G9+BKBUhitK8KRRHgi2Kzp2q6NwJCotg9Wr/1adNk4lCzz23XlqnUCgigShr4c0qYIlC0VhRCxj+scrDWV3dMG1RBAclvCkUR0J0GpTnA9LOviZsNjj//Dpuk0IRJmzfDnv2NHQrQh8RFW+5XQ9YolAo3Bg1b8qM2I2V8BZtHQtJESao5TuF4kjo6Iy4md4P4zxq+YbhDdMehSJECGQVvHVrOPbYum9LuCNirO2rhcFsUvef7dGjPlqkUIQeSvPmHyvhbc4c+Tclxb0tv0j5uoULSvOmUBwJLU6WH02Dsn2Qey7vrDiXFxZf1tAtUygalKKihm5BeDNoEPyo5+NO7WVZRxhWjPr3h9xcGDKk7tumUIQL55wDt93W0K0IDYzC27ffykjZyckyKFJrPZXksHeZNsGHmbYi5FDCm0JxNAgB8c246LnX2Xmglano+efBI3+5QhHxqHv+6MjNlXk3AWwxNQcsATjxxDpulEIRQmRng0d6WcBsKtmxY/21J9QxCm/HG/JCHnecoVJcE0rK67VZiqNACW8KRRDYUeAdrmnmzAZoiEKhCGsSEuQHwBZlnecNm3dEW4WisbBhg1nDr8wm/WNlNqkIb5TPWz1z1113IYRwfVq0aMGZZ57Jn3/+WWfnPOuss8jJyTG1ISsrcNvmiooK7rrrLtauXRu0Nj399NOmXEUKhUKhMBMTF0N/ma+b15ZNc2232VW0AUXjJTXVnarHiApS4p+aplwqhVH4oIS3BiA1NZUVK1awYsUKHnnkEdauXcvIkSM5fPhwvZz/kksu4csvvwy4fkVFBXfffXdQhTeFQqFQ1IAthuRk+W+15n5d29SbW6FwoRLV+yfQ67JpE6xfX7dtUQQHZTbZAERFRTF48GAABg8eTJs2bRg+fDiff/45Z599tqmuw+HA4XAQE+PDfOYIaNWqFa2slq0UQaF374ZugUKhiAhsMZar5cpoQaFQBEqgZpNNmsiPIvRR63chwIABAwDYtm0b06ZNY+DAgcyfP5+ePXsSFxfH999/D8D27ds599xzycjIICEhgbFjx/LHH3+YjrVjxw7Gjx9PfHw87dq146WXXvI6n5XZZEFBAZdddhnNmzcnLi6Orl278sQTTwCQ7Fz6vfjii13mntu2bQOgrKyMWbNm0bp1a2JjY+nTpw+ff/656djl5eVcffXVpKWlkZGRwfXXX09lZeXRX7gQpKICfvqpoVuhUCgiApt70W7D7m4UFGfKzerNrVAoaola9IkclOYtBNAFoezsbNatW8e2bduYNWsWd955J82aNaN9+/YcOHCAYcOGkZmZyXPPPUdCQgIPPvggo0aNYuPGjcTHx6NpGqeeeir5+fm8/PLLxMXFMWfOHA4cOEDnzp19nr+0tJScnBz27dvHnDlz6NatG5s3b2bz5s0ALF68mBEjRjB79mxOOeUUAJo3bw5If7offviBu+++m44dO/Luu+8yadIkVq1aRd++fQG45ZZbeOmll7jvvvvo0aMHL774IvPmzavDK9pwqMSXCoUiaIgo9PnWqi2DOO/ptxFobJ4JsbFQrqLDKRTKbLIG9LX6WoQ6UIQ44S28/fE0FG+u89PEVlSAp9liUifoevURH7OqqgqALVu2cOWVV5KcnMyoUaP4+uuvKSgoYNGiRS7hB+COO+7g8OHDrF27loyMDACGDh1Ku3bteOWVV7jqqqtYsGABP/30EytXruQ4ZwzYAQMG0LFjR7/C2xtvvMG6detYs2aN65wjRoxwlQ8aNAiAjh07usw9Ab7++ms+++wzcnNzOdEZq3rMmDFs3LiR++67j3nz5lFQUMBzzz3H3XffzY033gjA2LFj6aEyyioUCoV/7HHQ7CSuf3MSAFUOuTokBOzZo4Q3hQIgKUn+NUxPFAauuEJeowsvbOiWKIKFMr5oAAoKCoiOjiY6OpquXbuyZcsW5s6d69JmtWzZ0iS4ASxatIjRo0eTkpJCVVUVVVVVJCcnM2DAAFatWgXADz/8QLNmzVyCG0Dbtm1dZpm+WLx4Mf369fM6Z00sWrSI7Oxshg4d6mpTVVUVI0eOdLXp119/paysjFNPPdW1n81mM31XKBQKhQVCQO87+fkvOTY3bSo322yQni7zXSkUjZ2MDFi9Gl5/vaFbEprY7TBtmvyriAzCW/N2FJqv2lBeVESMHvIrCKSmprJo0SKEEGRnZ9OiRQtT2PxmzZp57ZOfn8/KlSuZO3euV9nIkSMByMvLo6n+djfQtGlTioxJUTwoKChwCY61IT8/n7y8PKItbAXtzlEiz5lJ07NdVu0MZ778EtasaehWKBSKxoDyXVEozOgpNRSKxkB4C29hSlRUFAMHDvRZbpX/LCMjg0mTJnHHHXd4lekBRbKzs9m3b59X+b59+4iPj/d5vszMTJd/W23IyMigZcuWzJ8/32edbOfS8L59+1zmnvr3SGLMGPlRKBSKukL36VEBSxSKmhk6FA4dauhWKBTBRwlvYcLIkSN599136dmzp09BbNCgQdx99918//33LtPJ7du3s2bNGoYOHer32PPmzeOXX37hmGOO8SrX0xSUlZV57ffoo4+SlJREt27dLI/du3dv4uLi+Oijj1x1qqur+eijj2r+0QqFQqFwoYQ3hSJwvvmmoVugUNQNQRfehBAvAiOAFkAx8B1wi6ZpKvXfUXDDDTfw5ptvMmLECK655hpatmzJ3r17Wbp0KcOGDeO8885j/Pjx9OnTh7PPPpuHHnqIuLg47rzzzhpNFKdOncozzzzDmDFjuOuuu+jatStbt25l48aNPPjgg8TExNC+fXveffddevXqRVxcHMcccwyjR49m7NixjB49mptvvpmePXtSWFjI2rVrKSsr44EHHiAzM5OZM2cyZ84coqKi6NmzJy+++CLFxcX1dOUUCoUislBmkwqFQtF4qYv1u1XANKA7MBYQwCIhhAqifhRkZWWxcuVKunXrxvXXX8+YMWOYNWsWhw4dcmnLhBB8/PHH9OjRg+nTp3Pddddx9dVXM2TIEL/HjouLY/HixUycOJE777yTcePG8fDDD9OiRQtXneeee478/HxGjRrFoEGD2L17N0IIPvjgA6ZPn84TTzzB2LFjueyyy1ixYgXDhg1z7fvwww8zffp07rnnHs477zxatGjBDTfcUDcXSqFQKCIUFQpdoVAoFEKr47eBEOIY4Gegm6Zpf/irO3DgQE2PUujJ+vXr6d69ex20sGaKiopcfmWK+qch+z43N5ecnJwGOXeDov/m3NyGbEWD0mj7vpETiv2+f7/8260bHDggv6ucTcEnFPteUT+ovm+8hGrfCyFWa5pmGSCjTn3ehBCJwMXAdmBbXZ5LoVAoFIpIpEkT83dlNqlQKBSNlzoR3oQQVwIPA4nAH8BITdMs04kKIWYCM0GGyM/1sdKfmprqN9x9XeJwOBrs3AoZKMXXfVHXFBcXN9i5G5K+Bw8CsLYR/nadxtr3jZ1Q7vfKyqFANN988w2pqVUN3ZyII5T7XlG3qL5vvIRj3wdkNimEuBe4vYZqJ2maluusnwo0BZoDNwGtgaGappX4O4Aym1RYocwmGwBlNtl4+76RE8r9npEBf/8NBQXyf0VwCeW+V9Qtqu8bL6Ha98Ewm3wCeLOGOtv1fzRNOwQcAjYJIVYCfwNnAv8N8HwKhUKhUCgUCoVCoTAQkPCmaVo+kH+E5xDOT+wR7m9sh2UCa0XkUtcBdRQKhSJcSEyUmjf1GlQoFIrGS1B93oQQnZAatkXAfqAVcAtQDnx6NMeOjo6mtLSUhISEo26nInwoLS0lOlplmVAoFIrFi+H99yE9vaFbolAoFIqGIth53sqBHGABsBmYCxQBQzRNyzuaAzdt2pRdu3ZRUlKitDGNAE3TKCkpYdeuXTUmGVcoFIrGQOfOcMstDd0KhUKhUDQkQdW8aZq2AxgXzGPqpKSkALB7924qKyvr4hQ+KSsrIy4url7PqZDa1mbNmrn6XqFQKBQKhUKhaMzUaZ63YJOSktIgE/nc3Fz69etX7+dVKBQKhUKhUCgUCp1gm00qFAqFQqFQKBQKhaIOUMKbQqFQKBQKhUKhUIQBSnhTKBQKhUKhUCgUijBACW8KhUKhUCgUCoVCEQYo4U2hUCgUCoVCoVAowgAlvCkUCoVCoVAoFApFGCBCKeG1EGI/8FdDt8OCLCC/oRuhaBBU3zdeVN83TlS/N15U3zdeVN83XkK179tqmtbEqiCkhLdQRQixStO0gQ3dDkX9o/q+8aL6vnGi+r3xovq+8aL6vvESjn2vzCYVCoVCoVAoFAqFIgxQwptCoVAoFAqFQqFQhAFKeAuMFxq6AYoGQ/V940X1feNE9XvjRfV940X1feMl7Ppe+bwpFAqFQqFQKBQKRRigNG8KhUKhUCgUCoVCEQYo4U2hUCgUCoVCoVAowgAlvCkUCoVCoVAoFApFGKCENz8IIa4UQmwVQpQJIVYLIYY3dJsUR4cQ4i4hhObxyTOUC2ed3UKIUiFErhCip8cx0oUQ/xVCHHJ+/iuESKv/X6PwhxDiBCHEx0KIXc5+nuZRHpS+FkL0FkIsdR5jlxDiTiGEqIefqLAggH5/zWIMWOlRJ1YI8ZQQIl8Icdh5vFYeddoIIT5xlucLIf4thIiph5+o8IEQ4lYhxI9CiEIhxH5n//TyqKOe+wgkwL5Xz34EIoS4Sgjxi7PvC4UQK4QQpxjKI+6ZV8KbD4QQk4EngfuBfsB3wAIhRJsGbZgiGPwBNDd8ehvKZgE3AtcAg4B9wEIhRLKhzv+A/sA44GTn//+t+2YrakkS8BtwLVBqUX7UfS2ESAEWAnudx/g/4B/ADUH+LYrAqanfARZhHgPGe5Q/AZwJnAcMB1KAT4UQdgDn38+AZGf5ecBZwKPB/CGKWpMDPAscD4wAqoBFQogMQx313EcmOdTc96Ce/UhkJ3Az8jkdCCwG5gshjnGWR94zr2ma+lh8gO+BFz22bQIeaOi2qc9R9etdwG8+ygSwB7jdsC0eKAIuc37vDmjAUEOdYc5tXRv696mPz34vBqYFu6+BK4BCIN5QZzawC2c0X/UJnX53bnsN+NTPPqlABXC+YVtroBoY6/w+zvm9taHOBUAZkNLQv1t9XH2SBDiAic7v6rlvJB/PvnduU89+I/kAB4DLIvWZV5o3C5zq7wHAVx5FXyFXdRThTQenynurEOIdIUQH5/b2QDaGftc0rRRYhrvfhyAnhN8ZjvctcBh1b4QTwerrIcBy5746XwItgHZ10XBFUBgmhNgnhNgohHhRCNHUUDYAiMZ8b+wA1mPu9/XO7TpfArHO/RWhQTLSwuhv53f13DcePPteRz37EYwQwi6EOBcpvH9HhD7zSnizJguwI9WjRvYibwJF+PI9MA25enYpsj+/E0Jk4u5bf/2eDezXnMsuAM7/96HujXAiWH2d7eMYxnMoQosvgKnASKQpzbHAYiFErLM8G7lin++xn+e94dnv+c79VL+HDk8Ca4EVzu/quW88ePY9qGc/YnH6oxUD5cBzwOmapv1KhD7zUfV9wjDDM4O5sNimCCM0TVtg/O50Vt4CXATojss19bvVPaDujfAkGH1tdQxf+yoaGE3T3jF8/VUIsRr4CzgF+MDProHcG/62K+oRIcRjSNOnYZqmOTyK1XMfwfjqe/XsRzR/AH2BNKTP4utCiBxDeUQ980rzZo2vVZSmeEveijBG07RiYB3QGdCjTvrr9zygqTHCkPP/Jqh7I5wIVl/n+TgGqPshLNA0bTfS4b2zc1Me0vIiy6Oq573h2e++LDYU9YwQ4nFkIIkRmqZtMRSp5z7C8dP3XqhnP3LQNK1C07TNmqat0jTtVqTW9Xoi9JlXwpsFmqZVAKuB0R5FozHbxCrCHCFEHNAN6dC6FfmAjvYoH46731cgbamHGA4zBEhE3RvhRLD6egUw3LmvzmhgN7CtLhquCC5CiCygJXIMADn2V2K+N1ohndqN/d7dI4T4aKTJzuq6brPCN0KIJ4EpyMn7Bo9i9dxHMDX0vVV99exHLjakH2JkPvMNHREmVD/AZGTUoUuQD+6TSIfGtg3dNvU5qn59BDgR6cR6HPApMoJQW2f5zc7vZwC9gHeQD2ey4RgLgF+BwcgH/Ffgk4b+berj1ddJSDOKvkAJcKfz/zbB6mtkdLI85769nMcqBG5s6N/fWD/++t1Z9oizL9shw4uvQK6+G/v9P8goYqOQqWKWIFdy7c5yu/NeWOwsH+Ws/1RD//7G/AGecT5/I5Cr5PonyVBHPfcR+Kmp79WzH7kf4EGkMNYOmfrpAWRE0HHO8oh75hv8oofy5//bu2OUBoIoDMB/Ki3FA3gAyRnEzrt4Cb1DLpDCNpWVpd7EKiDYWFikMcWbwBIVC4XNrN8HDwI7DLs8XpK37MwmuU511Ls7Khdjn5P4dU53RbtpX7irJOeD47PU6wTWqa1/H5PM9+Y4TXLXCvetfT4Z+9rEp1xfpp5F34/lX+a6/Vg8tTnWSW5iu/CDzHtqi+iH1EL0TWq9yzKDbb/bHMdJFkleUw3g/RdjzlI3f97buEWSo7Gv/z/HN3n/SHI7GKPuJxg/5V7tTzdaHp9T/9VfUu/yuxocn1zNz9oJAQAAcMCseQMAAOiA5g0AAKADmjcAAIAOaN4AAAA6oHkDAADogOYNAACgA5o3AACADmjeAAAAOrAFJAFcepu7nzkAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 1080x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Ran with batch size: 64\n",
"----------------------------------------------------------------------------------------------------\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1080x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"for b in [4,8,16,32,64]:\n",
" trainX,testX,trainY,testY = prepare_data(8)\n",
" model = build_simple_rnn(num_units=32,num_dense=8,embedding=8)\n",
" batch_size=b\n",
" num_epochs = 250\n",
" model.fit(trainX,trainY,\n",
" epochs=num_epochs,\n",
" batch_size=batch_size,\n",
" verbose=0)\n",
" preds = predictions(model,trainX,testX)\n",
" print(\"Ran with batch size: {}\".format(b))\n",
" print(\"-\"*100)\n",
" plot_compare(preds)\n",
" print()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Summary\n",
"\n",
"Clearly, following trends were observed,\n",
"\n",
"- Too small embedding size is not useful but a very long embedding is also not effective. An embedding of 8 looks good for this data.\n",
"- More epochs are always better.\n",
"- A batch size of 8 or 16 looks optimal.\n",
"\n",
"Ultimately, an exhaustive hyperparameter tuning is needed for the best overall performance. Also, the predictive power is not well-defined as we are judging the quality of the prediction mostly visually here but a neumerical metric (or a few of them) would be a better approach."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.0"
}
},
"nbformat": 4,
"nbformat_minor": 4
}