{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"\n",
"%%HTML\n",
"\n",
"\n",
"# Lecture 4: Model Selection\n",
"\n",
"**Can I trust you?**\n",
"\n",
"\n",
"**Mahmood Amintoosi, Spring 2024**\n",
"\n",
"Computer Science Dept, Ferdowsi University of Mashhad\n",
"\n",
"I should mention that the original material of this course was from [Open Machine Learning Course](https://ml-course.github.io/), by [Joaquin Vanschoren](https://github.com/joaquinvanschoren) and others."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"hide_input": false,
"slideshow": {
"slide_type": "skip"
},
"tags": [
"hide-input"
]
},
"outputs": [],
"source": [
"# Auto-setup when running on Google Colab\n",
"import os\n",
"if 'google.colab' in str(get_ipython()) and not os.path.exists('/content/machine-learning'):\n",
" !git clone -q https://github.com/fum-cs/machine-learning.git /content/machine-learning\n",
" !pip --quiet install -r /content/machine-learning/requirements_colab.txt\n",
" %cd machine-learning/notebooks\n",
"\n",
"# Global imports and settings\n",
"%matplotlib inline\n",
"from preamble import *\n",
"interactive = True # Set to True for interactive plots\n",
"if interactive:\n",
" fig_scale = 0.9\n",
" plt.rcParams.update(print_config)\n",
"else:\n",
" fig_scale = 1.25"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Evaluation\n",
"- To know whether we can _trust_ our method or system, we need to evaluate it.\n",
"- Model selection: choose between different models in a data-driven way.\n",
" - If you cannot measure it, you cannot improve it.\n",
"- Convince others that your work is meaningful\n",
" - Peers, leadership, clients, yourself(!)\n",
"- When possible, try to _interpret_ what your model has learned \n",
" - The signal your model found may just be an artifact of your biased data\n",
" - See 'Why Should I Trust You?' by Marco Ribeiro et al.\n",
" \n",
"
"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Designing Machine Learning systems\n",
"\n",
"* Just running your favourite algorithm is usually not a great way to start\n",
"* Consider the problem: How to measure success? Are there costs involved?\n",
" - Do you want to understand phenomena or do black box modelling?\n",
"* Analyze your model's mistakes. Don't just finetune endlessly.\n",
" - Build early prototypes. Should you collect more, or additional data?\n",
" - Should the task be reformulated?\n",
"* Overly complex machine learning systems are hard to maintain\n",
" - See 'Machine Learning: The High Interest Credit Card of Technical Debt' \n",
"\n",
"
"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Real world evaluations\n",
"* Evaluate predictions, but also how outcomes improve _because of them_\n",
"* Beware of feedback loops: predictions can influence future input data\n",
" * Medical recommendations, spam filtering, trading algorithms,...\n",
"* Evaluate algorithms _in the wild_.\n",
" * A/B testing: split users in groups, test different models in parallel\n",
" * Bandit testing: gradually direct more users to the winning system\n",
"\n",
"
"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Performance estimation techniques\n",
"* Always evaluate models _as if they are predicting future data_\n",
"* We do not have access to future data, so we pretend that some data is hidden\n",
"* Simplest way: the _holdout_ (simple train-test split)\n",
" - _Randomly_ split data (and corresponding labels) into training and test set (e.g. 75%-25%)\n",
" - Train (fit) a model on the training data, score on the test data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [],
"source": [
"from sklearn.model_selection import (TimeSeriesSplit, KFold, ShuffleSplit, train_test_split,\n",
" StratifiedKFold, GroupShuffleSplit,\n",
" GroupKFold, StratifiedShuffleSplit)\n",
"from matplotlib.patches import Patch\n",
"np.random.seed(1338)\n",
"cmap_data = plt.cm.brg\n",
"cmap_group = plt.cm.Paired\n",
"cmap_cv = plt.cm.coolwarm\n",
"n_splits = 4\n",
"\n",
"# Generate the class/group data\n",
"n_points = 100\n",
"X = np.random.randn(100, 10)\n",
"\n",
"percentiles_classes = [.1, .3, .6]\n",
"y = np.hstack([[ii] * int(100 * perc)\n",
" for ii, perc in enumerate(percentiles_classes)])\n",
"\n",
"# Evenly spaced groups repeated once\n",
"rng = np.random.RandomState(42)\n",
"group_prior = rng.dirichlet([2]*10)\n",
"rng.multinomial(100, group_prior)\n",
"groups = np.repeat(np.arange(10), rng.multinomial(100, group_prior))"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/pdf": "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",
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=0)\n",
"fig, ax = plt.subplots(figsize=(8*fig_scale, 3*fig_scale))\n",
"mglearn.discrete_scatter(X_train[:, 0], X_train[:, 1], y_train,\n",
" markers='o', ax=ax)\n",
"mglearn.discrete_scatter(X_test[:, 0], X_test[:, 1], y_test,\n",
" markers='^', ax=ax)\n",
"ax.legend([\"Train class 0\", \"Train class 1\", \"Train class 2\", \"Test class 0\",\n",
" \"Test class 1\", \"Test class 2\"], ncol=6, loc=(-0.1, 1.1));"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### K-fold Cross-validation\n",
"- Each random split can yield very different models (and scores)\n",
" - e.g. all easy (of hard) examples could end up in the test set\n",
"- Split data into _k_ equal-sized parts, called _folds_\n",
" - Create _k_ splits, each time using a different fold as the test set\n",
"- Compute _k_ evaluation scores, aggregate afterwards (e.g. take the mean)\n",
"- Examine the score variance to see how _sensitive_ (unstable) models are\n",
"- Large _k_ gives better estimates (more training data), but is expensive"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [],
"source": [
"def plot_cv_indices(cv, X, y, group, ax, lw=2, show_groups=False, s=700, legend=True):\n",
" \"\"\"Create a sample plot for indices of a cross-validation object.\"\"\"\n",
" n_splits = cv.get_n_splits(X, y, group)\n",
"\n",
" # Generate the training/testing visualizations for each CV split\n",
" for ii, (tr, tt) in enumerate(cv.split(X=X, y=y, groups=group)):\n",
" # Fill in indices with the training/test groups\n",
" indices = np.array([np.nan] * len(X))\n",
" indices[tt] = 1\n",
" indices[tr] = 0\n",
"\n",
" # Visualize the results\n",
" ax.scatter([n_splits - ii - 1] * len(indices), range(len(indices)),\n",
" c=indices, marker='_', lw=lw, cmap=cmap_cv,\n",
" vmin=-.2, vmax=1.2, s=s)\n",
"\n",
" # Plot the data classes and groups at the end\n",
" ax.scatter([-1] * len(X), range(len(X)), \n",
" c=y, marker='_', lw=lw, cmap=cmap_data, s=s)\n",
" yticklabels = ['class'] + list(range(1, n_splits + 1))\n",
" \n",
" if show_groups:\n",
" ax.scatter([-2] * len(X), range(len(X)), \n",
" c=group, marker='_', lw=lw, cmap=cmap_group, s=s)\n",
" yticklabels.insert(0, 'group')\n",
"\n",
" # Formatting\n",
" ax.set(xticks=np.arange(-1 - show_groups, n_splits), xticklabels=yticklabels,\n",
" ylabel='Sample index', xlabel=\"CV iteration\",\n",
" xlim=[-1.5 - show_groups, n_splits+.2], ylim=[-6, 100])\n",
" ax.set_title('{}'.format(type(cv).__name__), fontsize=15)\n",
" if legend:\n",
" ax.legend([Patch(color=cmap_cv(.8)), Patch(color=cmap_cv(.2))],\n",
" ['Testing set', 'Training set'], loc=(1.02, .8))\n",
" ax.spines['top'].set_visible(False)\n",
" ax.spines['right'].set_visible(False)\n",
" ax.spines['left'].set_visible(False)\n",
" ax.spines['bottom'].set_visible(False)\n",
" ax.set_yticks(())\n",
" return ax"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"hide_input": false,
"slideshow": {
"slide_type": "-"
},
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/pdf": "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",
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(6*fig_scale, 3*fig_scale))\n",
"cv = KFold(5)\n",
"plot_cv_indices(cv, X, y, groups, ax, s=700);"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"Can you explain this result?\n",
"\n",
"``` python\n",
"kfold = KFold(n_splits=3)\n",
"cross_val_score(logistic_regression, iris.data, iris.target, cv=kfold)\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"slideshow": {
"slide_type": "-"
},
"tags": [
"hide-input"
]
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Cross-validation scores KFold(n_splits=3):\n",
"[0. 0. 0.]\n"
]
}
],
"source": [
"from sklearn.model_selection import KFold, StratifiedKFold, cross_val_score\n",
"from sklearn.datasets import load_iris\n",
"from sklearn.linear_model import LogisticRegression\n",
"\n",
"iris = load_iris()\n",
"logreg = LogisticRegression()\n",
"kfold = KFold(n_splits=3)\n",
"print(\"Cross-validation scores KFold(n_splits=3):\\n{}\".format(\n",
" cross_val_score(logreg, iris.data, iris.target, cv=kfold)))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"slideshow": {
"slide_type": "fragment"
},
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/pdf": "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",
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(6*fig_scale, 3*fig_scale))\n",
"plot_cv_indices(kfold, iris.data, iris.target, iris.target, ax, s=700)\n",
"ax.set_ylim((-6, 150));"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"#### Stratified K-Fold cross-validation\n",
"\n",
"- If the data is unbalanced, some classes have only few samples\n",
"- Likely that some classes are not present in the test set \n",
"- Stratification: _proportions_ between classes are conserved in each fold\n",
" - Order examples per class\n",
" - Separate the samples of each class in _k_ sets (strata)\n",
" - Combine corresponding strata into folds"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"hide_input": false,
"slideshow": {
"slide_type": "-"
},
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/pdf": "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",
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(6*fig_scale, 3*fig_scale))\n",
"cv = StratifiedKFold(5)\n",
"plot_cv_indices(cv, X, y, groups, ax, s=700)\n",
"ax.set_ylim((-6, 100));"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"#### Leave-One-Out cross-validation\n",
"\n",
"- _k_ fold cross-validation with _k_ equal to the number of samples\n",
"- Completely unbiased (in terms of data splits), but computationally expensive\n",
"- Actually generalizes _less_ well towards unseen data\n",
" - The training sets are correlated (overlap heavily)\n",
" - Overfits on the data used for (the entire) evaluation\n",
" - A different sample of the data can yield different results\n",
"- Recommended only for small datasets"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"scrolled": true,
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/pdf": "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",
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(20*fig_scale, 4*fig_scale))\n",
"cv = KFold(33) # There are more than 33 classes, but this visualizes better.\n",
"plot_cv_indices(cv, X, y, groups, ax, s=700)\n",
"ax.set_ylim((-6, 100));"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"#### Shuffle-Split cross-validation\n",
"- Shuffles the data, samples (`train_size`) points randomly as the training set\n",
"- Can also use a smaller (`test_size`), handy with very large datasets\n",
"- Never use if the data is ordered (e.g. time series)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/pdf": "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",
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(6*fig_scale, 3*fig_scale))\n",
"cv = ShuffleSplit(8, test_size=.2)\n",
"plot_cv_indices(cv, X, y, groups, ax, n_splits, s=700)\n",
"ax.set_ylim((-6, 100))\n",
"ax.legend([Patch(color=cmap_cv(.8)), Patch(color=cmap_cv(.2))],\n",
" ['Testing set', 'Training set'], loc=(.95, .8));"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### The Bootstrap\n",
"- Sample _n_ (dataset size) data points, with replacement, as training set (the bootstrap)\n",
" - On average, bootstraps include 66% of all data points (some are duplicates)\n",
"- Use the unsampled (out-of-bootstrap) samples as the test set\n",
"- Repeat $k$ times to obtain $k$ scores\n",
"- Similar to Shuffle-Split with `train_size=0.66`, `test_size=0.34` but without duplicates"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/pdf": "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",
"image/png": "iVBORw0KGgoAAAANSUhEUgAABaMAAAM6CAYAAACcul/UAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAC4jAAAuIwF4pT92AADSzUlEQVR4nOzdeXhU5f3//9dkMlkGJgSSIMyIIpsWEEVQXIoioKKtIohUWz9V+3OrVmut9aPWBVy6W3G3VavVVtqPlUpdcCto3ZDigoqCRAE1JBKWSYjBJLP8/uArLSaByeQ95+TG5+O6uC6Zybxzx9eb+5y55+TcgXQ6nRYAAAAAAAAAADmU5/cAAAAAAAAAAAA7PxajAQAAAAAAAAA5x2I0AAAAAAAAACDnWIwGAAAAAAAAAOQci9EAAAAAAAAAgJxjMRoAAAAAAAAAkHMsRgMAAAAAAAAAco7FaAAAAAAAAABAzrEYDQAAAAAAAADIORajAQAAAAAAAAA5x2I0AAAAAAAAACDnWIwGAAAAAAAAAOQci9EAAAAAAAAAgJxjMRoAAAAAAAAAkHMsRgMAAAAAAAAAco7FaAAAAAAAAABAzrEYDQAAAAAAAADIORajAQAAAAAAAAA5x2I0AAAAAAAAACDnWIwGAAAAAAAAAOQci9EAAAAAAAAAgJxjMRoAAAAAAAAAkHMsRgMAAAAAAAAAco7FaAAAAAAAAABAzrEYDQAAAAAAAADIORajAQAAAAAAAAA5x2I0AAAAAAAAACDnWIwGAAAAAAAAAOQci9EAAAAAAAAAgJxjMRoAAAAAAAAAkHP5fg8AAAB8dZ144omqrq7O6rWBQEBFRUXq0aOHSkpK1KdPH+2zzz7ad999NXjwYOXl8Zk7AAAAAHQlgXQ6nfZ7EAAA4Kupf//+Wr16tXndWCym73znOzrttNP0ta99zbw+AAAAAKDjuGQIAADsdKqqqvSrX/1Kw4YN01lnnaUNGzb4PaSvlP79+ysQCGzzZ9y4cX4Py9RX4WcEAAAArLEYDQAAdlrpdFp33XWXvva1r+mNN97wezgAAAAA8JXGYjQAANjprV27VuPHj9fixYv9HgoAAAAAfGWxGA0AALqcBQsWKJ1Ob/dPMplUPB7XypUr9fjjj+vKK6/UoEGD2q0Zj8d18skn6/PPP/fwJwEAAAAAfIHFaAAA4KS8vDz16NFD/fv31zHHHKNrrrlGK1as0L333qvS0tI2X1NZWamf//zn3g4UAAAAACCJxWgAALCTOe200/TMM8+oe/fubT5/1113KZ1OezwqAAAAAACL0QAAYKczevRoXXHFFW0+V11drYULF3o8IgAAAAAAi9EAAGCn9P3vf1/5+fltPvfvf//b49EAAAAAAFiMBgAAO6WSkhKNGjWqzedqamo8Hg0AAAAAoO3LhQAAAHYC0Wi0zcfXrVtn9j2WL1+uJ554Qi+//LLef/99ffLJJ2poaFA6nVa3bt0UjUY1ePBgHXTQQZo0aZL22Wcfs++9PbW1tXrsscf0wgsvaOnSpVq9erXq6+vV3NyscDis8vJyDRw4UPvvv7/Gjx+vww8/XMFg0JOx5UJlZaXmzZunN998U0uWLFFtba3q6+u1adMmhUIhhcNhde/eXbFYTLvvvvvWn/3AAw/ULrvs4vfwOyWdTuuFF17Qk08+qddee03vv/++NmzYoMbGRpWUlGjAgAG65JJLdOKJJ2ZUr66uTi+88ILeeOMNvffee1q2bNnW/5+NjY2KRCLq1auXevXqpb322kuHHnqoDj30UA0ZMiTHP2nbWlpa9NRTT+mJJ57QG2+8oQ8//FD19fVKpVLq0aOHBg0apDFjxui4447TuHHjFAgEfBknAAAAJKUBAAB8svvuu6cltfqzYMECk/rf+ta32qz/wx/+sNO158yZkz7ggAParL+9P8OGDUvff//96WQy2fkfsA2vvfZaeurUqen8/PwOjat3797pa6+9Nl1XV9fh79nR/weZ/Ln33nsz+t4PPfRQ+qCDDurU9xo2bFh65syZ6ZUrV3aZn/Hqq69u8zX/PcZUKpW+++6704MGDdrh97r66qu3+//x3XffTV911VXp0aNHp4PBYFY/zwEHHJB+5JFH0qlUKqPstieTnz+ZTKZvv/329K677prxGPfcc8/0nDlzOj0+AAAAZIfbdAAAgJ3W2rVr23y8vLw865qrVq3ShAkTNHXqVC1atKjDr1+6dKm++93v6sADD9S7776b9Ti+rLGxUeedd55Gjx6tOXPmKJFIdOj1a9eu1ZVXXqm99tpL//jHP8zGlStr1qzRkUceqRNPPFGvvPJKp2otXbpUV199tW699Vaj0eVeTU2NDj30UJ1xxhmqrKzMus66des0YsQIDR06VNdcc40WL16sZDKZVa1Fixbp+OOP14EHHqiPP/446zFlYt26dRo3bpzOPfdcffLJJxm/bvny5Zo6daq+9a1vadOmTTkcIQAAANrCYjQAANgpJRIJvfbaa20+t++++2ZV84UXXtDo0aM1f/78Toxsi3//+98aM2aMHn300U7XWrNmjb7+9a/r9ttvVzqd7lSt6upqHX/88br66qs7Pa5cWb16tQ499FA988wzfg/FFx999JHGjBmjF198sdO1Ghoa9PbbbxuM6j8WLVqk/fffv9MfErRn7dq1Ovjgg/XCCy9kXeP//u//dPjhh2v9+vWGIwMAAMCOcM9oAACwU5o7d67q6+tbPV5QUKCDDz64w/VeeuklHX300frss8+2+3U9e/ZUNBpVfn6+qqqqtnt/6oaGBp1wwgl6+OGHdeyxx3Z4TJL06aef6vDDD9f777+/3a/74v7VPXr0UHV1tWpqatq9AjadTuuaa65RU1OTfvGLX2Q1rlxJJBI69thj9cEHH2z367p166Zdd91V3bt3V35+vurr61VfX69PP/20w1eNdyUNDQ2aPn26Pvroo1bPBYNB7bLLLtpll10UDAZVW1urjz76qFMfUOTl5am8vFw9evRQaWmpksmk4vG4qqurtXnz5nZf9+mnn+ob3/iG3nzzTe22225Zf/8va2lp0eTJk7VixYpWzwWDQfXp00d9+/ZVXV2dqqqq1NjY2G6t1157Tccee6zmz5+voqIiszECAACgfSxGAwCAnc6GDRt0ySWXtPnc8ccfr169enWo3scff6wpU6a0uxBdUVGhCy64QCeffLIGDhy4zXNr1qzR7Nmzdcstt2j16tWtXtvS0qKTTz5Zr776qoYNG9ahcSUSCU2bNq3dhehQKKQzzjhDp5xySqsF+IaGBj3yyCO644479PLLL7f5+l/+8pf62te+plNPPXW74zjkkEO2+fvixYvV1NS0zWMlJSXae++9d/QjbdXepoKzZs1q90re0aNH6+yzz9YRRxyh3Xffvc2vaWpq0nvvvaclS5boySef1JNPPql4PL7D8Xj5M27PxRdfrPfee2+bx44++midfvrpOuqoo1RSUrLNcxs3btTcuXOVn5/ZaX84HNZRRx2lo446Svvss4/23ntvdevWrdXXJRIJLV26VI8//rjuueceffjhh62+ZuPGjTr55JP1/PPPZ/z9d+RnP/uZFi5cuM1j+++/v8477zxNnTpVkUhk6+PpdFovvviiHnjgAf3hD39o88OXV155RZdffrl++9vfmowPAAAAO+DvLasBAMBXWS42MFyxYkV6v/32a7NuYWFhevny5R2uOXHixHY3RJs6dWp67dq1O6yxadOm9BlnnNFunREjRqRbWlo6NK5rr7223XrDhw9Pv/nmmzuskUql0jfddFO6oKCgzTrhcDi9atWqDo2rrVwPO+ywDtVozx577NGqdl5eXvq2227Lql5LS0v6kUceSY8bNy598cUXZ/y6XP6M6XT7G/j995/y8vL0vHnzOvV9Vq5cmZaUPvjgg9N/+9vf0o2NjR2u0dLSkv7Zz37Wbg/dc889Ha6Zyc8fDAbTv/zlLzPaDPSVV15JDxgwoN06ixYt6vAYAQAA0HHcMxoAADhv06ZN+uc//6kzzzxTw4cP1+uvv97qawKBgG699VYNGTKkQ7X/9re/6dlnn23zuW9961t66KGHVFFRscM63bt311133aXzzz+/zeffeust3XbbbRmP6+OPP9b111/f5nN77bWXFixYoH322WeHdQKBgC644AL9+c9/Vl5e61PDxsZGXXjhhRmPK5eWLFmilStXtnr8kksu0bnnnptVzfz8fE2ePFkLFizo0vfJ/rJddtlFzz33nCZNmtSpOj179tRLL72kl156SSeccIKKi4s7XCM/P1+XXXaZ/va3vykUCrV6/pZbbunUGNtz55136pJLLmmzb7/swAMP1Pz58xWNRls9l0wmdeaZZ3b6fusAAADYMW7TAQAAupzzzz9fPXr02O7XpFIpNTQ0aOPGjaqqqtruQlIkEtFtt92m//mf/+nwWK699to2H99vv/10//33Z7QQ9t9uuukmrVixQk8++WSr5375y1/qnHPOUWFh4Q7r/PrXv9bnn3/e6vHu3bvrySefVHl5eYfGNW3aNF133XW6/PLLWz03d+5cLVmyJKPF7Vx65513Wj0WCATMFsu7d+9uUscLf/zjHzt8W5e29OjRI6t7qLfl2GOP1aWXXtrq38ybb76pl156qdWtTjrjggsu0BlnnNGh1+y+++6aO3euxowZo1Qqtc1zS5Ys0T//+U9NnDjRbIwAAABojSujAQBAl/POO+9svVqzvT+vvPKK3n77bX3yySftLkT36tVLP/rRj7R06dKsFqJffPFFvfXWW60eDwQCuu2221RQUNDhmoFAQLfcckubr62urtYjjzyywxqbN2/Wfffd1+ZzV155Zbv3S96Riy++WHvuuWerx9PptO68886salqqqalp9Vh5eXlW91522UknnaSjjjrK72G06bLLLmt132pJeuaZZ8y+R+/evXXNNddk9drRo0fr//v//r82n/vd737XmWEBAAAgAyxGAwCAnU4gENAJJ5ygJ598UjfccIP69euXVZ3Zs2e3+fjkyZN14IEHZj2+QYMG6cwzz2zzuT/96U87fP1jjz2mTZs2tXq8d+/enbpKOBQK6brrrmvzub/+9a9KJBJZ17bQ1vdvaWnxYST++uEPf+j3ENpVXFzc5q1DvrzpYGf8+Mc/3uFvTmzPjBkz2vyNhrlz52rdunWdGRoAAAB2gMVoAACw00mn03r44Yd1wAEHaJ999tGf/vSnVr+Wn4m2bqUhSaeeempnh9hujQULFuxwgbW9cZ188slZXa3934477jj17Nmz1eMbN27UokWLOlW7s8rKylo9Fo/HTRc6u7o999yzUx+EeGHvvfdu9ZhV7wQCAX3729/uVI1oNKrDDz+81eMtLS164YUXOlUbAAAA28diNAAA2Km9/fbb+p//+R+NHz9eH330Ucavq66u1ocfftjq8UgkomOOOabT49p///01cODAVo9/9tlnbW7A+N9efPHFNh//1re+1elxFRQUaOrUqW0+5/dCXVuLnJJ09tlna/369R6Pxh+HHXaY30PYobZum7Jx40bV1dV1uvaBBx6oXXfdtdN1TjzxxDYf9/sDFwAAgJ0dGxgCAIAuZ8GCBRo3btwOvy6RSKiurk4bNmzQW2+9pUWLFunBBx/UJ5980uprn3/+eR1wwAF6/vnn27wv8pe1da9oSdp33307ffXxF8aMGaMPPvig1eNLlizRmDFj2nxNY2OjKisrWz2en5+v/fbbz2xc99xzT5vj8tPo0aNVVlbWauH5rbfe0vDhw3XVVVfpf/7nf5zaiLCjRo0a5dn3WrNmjd566y29/fbb+uCDD7Rp06atf7Z39f7atWvbfDwej3fq9hrSlh6w0F4dFqMBAAByi8VoAADgrPz8fJWVlamsrEyDBw/WCSecoJ///Of605/+pAsvvFAbN27c5us//fRTHX744Xr99dfVp0+f7dZua8FXkkaOHGk2/pEjR+rBBx9s9XhbC9RfWLlyZZu3HBk6dKgKCwvNxtWW7Y3LC8FgUD/84Q911VVXtXqupqZG5557rn7yk59o0qRJ+uY3v6lx48apf//+3g80hwYNGpTT+qtWrdKf//xnPfjgg3r33XdNa8fj8aw31/zCvvvuazKWYcOGKRgMKplMbvP4smXLTOoDAACgbdymAwAA7FTy8vL03e9+V//+979VUVHR6vnq6mqdc845O6xTXV3d5uMDBgzo9Bi/0N7C4po1a9p9TVcdl1cuuugijRgxot3nP/vsMz388MM6/fTTtccee6hfv36aPn26Zs2apSVLliidTns4WnudvbK4PZs2bdJFF12kwYMH64orrjBfiJak+vr6Ttew+nChqKhIffv2bfX4lz/AAgAAgC0WowEAwE5p4MCBbV51LElz587VggULtvv69halSkpKOj22HdWKx+Ptvqarjssr3bp106OPPqphw4Zl9PWffPKJHnroIf3oRz/Svvvuq4qKCn33u9/VU0891eqqWBdY5vyF9957T1/72td04403KpFImNf/gsX/b8ufPxKJtHps8+bNampqMvseAAAA2BaL0QAAYKc1ceLEdu89ffPNN2/3te0tSFlemdperc8//7zd13gxrry8vDbvu7y9cXlpt91208KFC3XeeecpFAp16LXr16/XAw88oEmTJmmPPfbQ7373u+3e/7ir6ejPuyNLly7VuHHjVFVVZVo3VywXo9v7N9MVPnQBAADYWbEYDQAAdmrTpk1r8/F58+ZldQWk5W0eumqtXNSz1r17d91666167733dOGFF6p3794drvHxxx/rnHPO0X777feVvFdwMpnUySef3O6Gg4FAQPvvv78uvvhi3X///XrxxRf1wQcfaP369fr888+VSCSUTqdb/bn33ns9/kkAAADgCjYwBAAAO7Wvf/3rbT7e1NSkxYsX65BDDmnz+fY2A7S47+2OahUVFbX7Gi/GlUwm9dlnn3VoXH4ZOHCgbrzxRv3617/Wyy+/rPnz5+u5557TokWLtHnz5oxqvPPOO9p///31/PPPa7/99svxiLuO22+/XW+//Xabz5144on62c9+ltWGibm80tyLf3+lpaVm3wMAAADbYjEaAADs1KLRaLvPrVixot3F6J49e7b5uBeLYe197+09ZzmuTZs2deh7dwX5+fk69NBDdeihh0rasiD6+uuv61//+pf+9a9/acGCBW0usH+hoaFBxx57rN57772c3Je5K7r11lvbfPyqq67SzJkzs667YcOGrF+7I7n+91dcXNzuBz4AAADoPG7TAQAAdmrbu8px/fr17T7X3iL2hx9+2NkhbVVZWdnm43379m33NV11XF1NKBTSmDFj9JOf/ESPPvqo1q9fr8cff1xTpkxRMBhs8zVr1qzRb37zG49H6o/ly5fr/fffb/X4IYccohkzZnSqdi4Xo1etWmVS5/PPP1d1dXWrx7vyBy4AAAA7AxajAQDATq2hoaHd57a3IV97tyd44403Oj2mL7z55pttPj548OB2X7PHHnsoL6/1Kdx7772X1T2wrcbV1RUWFuqYY47RnDlz9Prrr2vPPfds8+u+Kvc7fv7559t8/JxzzlEgEOhU7fZu/WGhvd7sqKVLlyqZTLZ6fK+99jKpDwAAgLaxGA0AAHZq7W3OJm3ZBK89I0aMaPPxN9980+yeuK+++mqbj++zzz7tvqa4uLjNReGWlhazhfJsxuWSESNG6Omnn1a3bt1aPffJJ5+0ecXwzqatq4IlaezYsZ2qm06ntXDhwk7V2J7Fixeb1HnttdfafPyAAw4wqQ8AAIC2sRgNAAB2au0trErSbrvt1u5zffr0afPq6E2bNmnevHmdHtdrr73W5u0wunfvrpEjR273te0tGP7f//1fp8fV0tKiv//97x36vl/W1j13m5ubOzUua7vttptOOumkNp9buXLlDl/vws+4Pe19SNOnT59O1X3xxRe1cePGTtXYnldffVVVVVWdrvPQQw+1+TiL0QAAALnFYjQAANipPfbYY+0+t++++273tZMmTWrz8QceeKAzQ5Ik3X///W0+PmHCBOXnb3+P6fbGNXv2bCUSiU6N67HHHmvzXtplZWXaf//9M6rR1gaA29s80C/t5Z/JPY9d+Rnbk06n23x8e7euycSsWbM69fodSaVSevDBBztVo7q6WgsWLGj1eCgU6vSV4QAAANg+FqMBAMBO67333tPDDz/c5nMDBgzQHnvssd3Xf/vb327z8Tlz5rT7a/6ZWLlypX7/+9+3+dx3vvOdHb7+G9/4hnr06NHq8ZqaGt1yyy1ZjyuRSOjKK69s87lvfetb7W7892VtLdR+/PHHWY8rV1KpVJuPb2/Tyy+48jO2p7y8vM3Hly9fnnXNf//735o7d27Wr8/UDTfcoPr6+qxfP3PmzDbvFz158uR2/78AAADABovRAABgp1RfX6+TTjqp3QXHU089dYc1DjrooDavnk2lUjrvvPOyvgr5hz/8YZtXoO66666aPHnyDl9fVFSk008/vc3nZsyYkfVtDG666SYtXbq01eOBQEDf//73M67T1u1NNm7cqA8//DCrceVKex8oxGKxHb7WlZ+xPe3doqa921fsSGNjo0455ZQ2F3mtffrpp5oxY0ZWr3399dd19913t/ncWWed1YlRAQAAIBMsRgMAgJ3OO++8o8MOO0xvvfVWm8+Xlpbq/PPPz6jW1Vdf3ebjr776qr73ve+1e7uD9vzkJz/Ro48+2uZzl156qQoKCjKuU1xc3Orx+vp6HX300R2+b+/cuXP1v//7v20+d8IJJ2j48OEZ12rvntftLQJm6vTTT9ctt9xicjuMZcuWtbnwWlFRoaFDh+7w9bn6Gb0yfvz4Nh+/7bbbOryBY0NDg4477jhPN3688cYb9Yc//KFDr/n44481efLkNhfMR4wYoYkTJ1oNDwAAAO1gMRoAAOwUPv30U82dO1fTpk3TfvvtpzfffLPdr73pppvUs2fPjOoef/zxOuqoo9p87oEHHtDJJ5/c5j2Wv+yzzz7Tueeeq9/85jdtPj9y5Eidc845GY1JkqLRqK666qo2n3v77bc1fvx4vfPOOzusk06ndccdd+ikk05qc5GuW7du+u1vf5vxuCRp3LhxbT7+q1/9Sj/96U+zvp3FypUrdcEFF2i33XbTT37yEy1evDirOkuWLNHRRx+tzZs3t3ruxBNP3OE9u6Xc/YxeGTBggIYNG9bq8c2bN2vSpElatmxZRnXeeecdjR8/Xv/85z+3PhYIBMzGuT1nnXWWfvOb37T72w//bdGiRRo/frw++eSTVs/l5eXprrvu8mzcAAAAX2WBdEcv5wEAADDSv39/rV69utXjw4cPb/OeyF+WSCRUX1+v9evXa+3atRl9z4suukg33HBDh8ZZVVWl/fbbr93vscsuu+iCCy7QySef3Oo+1DU1NfrLX/6im2++WStXrmzz9d27d9eiRYv0ta99rUPjSiQSmjhxop5//vk2ny8oKNBZZ52lU045RWPGjNnmucbGRs2dO1d33HGHXnjhhXa/xwMPPKBTTjmlQ+OSpK9//et66aWX2n2+d+/eikajCofDbS4C/vSnP9XRRx+9zWPjxo1r9bP2799fkydP1gEHHKDRo0dr8ODBbdZraGjQCy+8oAcffFCzZ89uc+G9R48eeuedd7Trrrv69jN+YcaMGZo5c2arx1euXKn+/ftnNL4defDBB9u9R3lxcbHOP/98nX766dprr722ea6lpUXPP/+8/vKXv+i+++7b5v9lfn6+zj77bN12222tai5YsKDdRfwva+/nP+2003Tfffdt89gBBxygH/zgB5oyZYq6d+++9fF0Oq2XX35Z999/v+655552byHywx/+MOcbLwIAAGALFqMBAIBv2luMzoVgMKgrr7yy3dtu7Mgrr7yiI444Yoe3iCgrK1Pfvn2Vn5+vNWvWqLa2dru38giFQvr73/+ub3zjG1mNq7a2VmPHjt3hxnPdu3dXNBpVSUmJPv30U1VXV+/wnteXX365rr/++qzGNX/+fB1xxBEZXbXalnvvvVennXbaNo+1tRj9ZUVFRSorK1PPnj3VvXt3bd68WevWrcvoPtp//OMf9d3vfjfjMebiZ/yCF4vRqVRKhx566HYX1KUtPR2LxVRYWKja2lrV1NS0ec9zacvmgr169WrznuYWi9Hvv/++vvvd72rhwoWtnsvPz1efPn3Up08f1dfXa82aNWpoaNju9znggAP03HPPtXnLGwAAANjjNh0AAGCnt++++2rhwoVZL0RLWzYzfPLJJ1VeXr7dr1u/fr3eeecdvfnmm1q7du12F6K7d++uOXPmZL0QLW25x/H8+fPbvYfxFxoaGvT+++9r8eLF+vjjj7e7EB0IBHT11VdnvRAtbbkn8S9+8QvPb33w+eefq6qqSu+8844WLlyoJUuW7HAhOi8vT7///e87tBAt+fczWsnLy9OcOXO0++67b/fr1q9fr7feekv//ve/tWrVqnYXoi+55BJddNFFuRjqVqFQSHPnztWQIUNaPZdIJPTJJ59o8eLFev/993e4EL3vvvvqscceYyEaAADAQyxGAwCAnVIwGNTRRx+thx56SP/+9781evToTtf8+te/rsWLF7e7+VtH7L///nr11Vf1zW9+s9O1otGoXnzxRZ177rmdXhjt27evHnnkEc2YMaPT4/rJT36iZ555RiNGjOh0LUmKRCImdf7bkCFD9OSTT+rMM8/M6vXWP6PXevfurX/961+d+vdRXFysO+64Q7/85S8NR9a+3r1766WXXtKhhx6adY0TTjhBzz//vCoqKgxHBgAAgB1hMRoAADgrEAgoEolo11131bBhwzRp0iRddtll+tvf/qZPPvlETzzxhKZNm5bRhnSZ2n333fXPf/5Tc+bM0QEHHNDh1w8fPlz333+/XnnlFQ0dOtRsXOFwWLfddpsWL16sqVOndvhn3mWXXXTNNddo2bJlOu6448zGNWHCBC1ZskSvv/66rr/+ek2fPl3Dhw9X3759FYlElJeX+enoP/7xD7322muaOXOmDjroIBUUFGQ9rhEjRuimm27S22+/rSOOOCLrOpLtz+iH3XbbTS+++KKuueYalZWVZfy6/Px8nXTSSXrnnXc6tPmmhfLyci1YsEC33XabYrFYxq8bMmSIHnroIf3tb39TSUlJDkcIAACAtnDPaAAAgE5YtmyZHn/8cb3yyitavny5qqqq1NDQoHQ6rW7duqlv374aPHiwDjroIB199NHad999PRlXbW2t/vGPf+jFF1/UO++8o9WrV6u+vl4tLS0Kh8MqLy/XgAEDtP/++2vChAkaP368gsGgJ2Oz0tTUpNdee02LFi3SsmXLVFlZqdWrV6uurk6bNm1SIpFQ9+7dVVJSot69e2vEiBHad999dfjhh2v48OF+D79L+uyzzzR37lzNnz9fixYtUm1trTZs2KBAIKDu3btrt91209ChQ3XYYYfpm9/8pvr27duqxubNm1VXV9fq8V69emX8AUJH7pnd0tKip556So8//rjeeOMNffjhh6qvr1cqlVJJSYkGDRqkMWPG6Nhjj9WECROcva0KAADAzoDFaAAAAABdihcbOAIAAMB7Xft3BgEAAAAAAAAAOwUWowEAAAAAAAAAOcdiNAAAAAAAAAAg51iMBgAAAAAAAADkHIvRAAAAAAAAAICcYzEaAAAAAAAAAJBzLEYDAAAAAAAAAHKOxWgAAAAAAAAAQM6xGA0AAAAAAAAAyDkWowEAAAAAAAAAOcdiNAAAAAAAAAAg5wLpdDrt9yAAAAAAAAAAADs3rowGAAAAAAAAAOQci9EAAAAAAAAAgJxjMRoAAAAAAAAAkHMsRgMAAAAAAAAAco7FaAAAAAAAAABAzrEYDQAAAAAAAADIORajAQAAAAAAAAA5x2I0AAAAAAAAACDnWIwGAAAAAAAAAOQci9EAAAAAAAAAgJxjMRoAAAAAAAAAkHP5fg/AFTM0QzM10+9hIAtX62rN0AyTWo++uFmPv/S5SS145xuHFOnYrxeb1KIH3GTZAxJ94CrLPqh77K+qf+L/TGrBOyXHTFePb37LpBbzgLs4LwDHA0gcE2D/HgFAZrgyGgAAAAAAAACQcyxGAwAAAAAAAAByjsXoDC3SIr+HgCxZZte8qtKsFrxjmRs94Cbr3OgDN1nmtqo6YVYL3rHMjXnAXZwXgOMBJI4JIDfALyxGZ6hRjX4PAVmyzC7d3GRWC96xzI0ecJN1bvSBmyxza25Jm9WCdyxzYx5wF+cF4HgAiWMCyA3wC4vRAAAAAAAAAICcYzEaAAAAAAAAAJBzLEYDAAAAAAAAAHKOxWgAAAAAAAAAQM6xGJ2hKlX5PQRkyTK7+KaUWS14xzK3RHy9WS14xzo3+sBNlrkl4xvMasE7lrlxTuAuy+zoAzdZ5sbxwF2W2XFu6CZyA/zBYnSGWtTi9xCQJcvskil2y3aRaW7JpF0teMc6N/rATYa5pekBJ1nmxjmBuyyzow/cZJkbxwN3mWZHH7iJ3ABfsBgNAAAAAAAAAMg5FqMBAAAAAAAAADnHYjQAAAAAAAAAIOfy/R6AK0IK+T0EZMkyu6JAs8qb2czSNUWFzWa1wmqkBxwULmq0rUcfOMmyDxKhsGpDUbN68EYiFDarxTmBuyzPC+gDN1n2AMcDd1keEzg3dJP1ewQAmWExGuiAaPNKja+e5fcw0EHLCidLGmtSa3TDAo2snW1SC94JVvSRNM2sHn3gJss+WF48Uouj001qwTuji1YYHQ04J3CZ5XkBfeAmyx7geOAuy2MC54Zusn6PACAz3KYjQy1q8XsIyJJldmy26ybL3NKJhF0xeMY6N/rATZa5JVNps1rwjmVunBO4yzI7+sBNpj3A8cBZltlxbugmcgP8wWI0AAAAAAAAACDnWIwGAAAAAAAAAOQc94zOEBsYussyu6ZQhA1KHNQUipjVCgSZNl1knRt94CbL3Ni0zE2Wm5ZxTuAuy/MC+sBNlj3A8cBdlscEzg3dRG6AP/iXl6GYYqpUpd/DQBZiipnVqoxO0LzkOLN68MbgaNCsVrC0l5LraszqwRvB0l7m9egD91j2wdCC1Wxa5qCasimy2rSMcwJ3WZ4X0AdusuwBjgfusjwmcG7oJuv3CAAyw206MlQlPu12lWV2yfhGs1rwjmVuyboNZrXgHevc6AM3WeYWb0iZ1YJ3LHOLb6IHXGWZHX3gJsvcknHOCVxlmR3nhm4iN8AfLEZnqEUtfg8BWbLMLp1kt10XWebGjstuss6NPnCTZW7JpFkpeMgytyRrkM6yzI4+cJNlbmkOCM6yzI5zQzeRG+APFqMBAAAAAAAAADnHYjQAAAAAAAAAIOfYwDBDIYX8HgKyZJldQR6/huciy9zYcdlN1rnRB26yzK0pFFFtKGpWD95oCkXMagW5pMNZltnRB26yzC0RCnM8cFQiFDarxbmhm8gN8Af/8jIUU0yVqvR7GMhCTDGzWv2K67W8ocKsHrzRr7jerBY7ZbvJeqds+sBNln1QGZ2geclxZvXgjcHRoFmt0kieauN8SO2i0ojdSiR94CbLHvi09yg9G5huVg/emVjxgVktzg3dZP0eAUBm+Cw/Q1Wq8nsIyJJldon4erNa8I5lbuy47Cbr3Ooa2LHKRZa5xTfRAy6yzI0ecJdldsn4RrNa8I5lbswF7jKdC3iP4CRyA/zBYnSGWtTi9xCQJdPs2C3bTeyU/ZVnnRtTgZssc0uy9uAky9zoAXdZZpdOcl7gIsvckqm0WS14yzI73iO4idwAf7AYDQAAAAAAAADIORajAQAAAAAAAAA5xwaGGQop5PcQkCXL7MJqVHkz9w93Tbio0awWOy67yTq3VH6haT14wzK3IB/nO8kyN3rAXZbZFeRx3yYXWeZWFGjm/YGjigqbzWrxHsFN5Ab4g395GYoppkpV+j0MZCGmmFmtMcElGlk926wevFEwaKikaSa12CnbTdY7ZTeWDVBJ9RLTmsi9xrIBZrVKI3mqjbMI5ZrSiN0qJD3gLss+6Fdcr+UNFWb14I1+xfVmtYYWrNb46llm9eCdmrIpksaa1OI9gpus3yMAyAzXdGSoSnza7SrL7Ooa2K3IRZa5seOym6xzS8bpAxdZ5paMbzSrBe9Y5hbfxDmBqyyzS8TXm9WCdyxz45zAXabnBbxHcBK5Af5gMTpDLWrxewjIkmV2SS6AcpJlbuy47Cbr3NJMBk6yzC2dZC5wkWVuSdainWWaHccDN5keD+gBV5meF/AewUnkBviDxWgAAAAAAAAAQM6xGA0AAAAAAAAAyDk2MMxQSCG/h4AsWWaXyi80qwXvWObGjstuss4tEQqrNhQ1rYncS4TCZrUK8vi1bBdZ5hbkkg5nWWYXVqPKm9lbxjXhokazWpwTuMvyvID3CG4iN8Af/MvLUEwxVarS72EgCzHFzGo1lg1QSfUSs3rwRmPZALNa7JTtJuudsj/tPUrPBqab1kTuTaz4wKxWv+J6LW+oMKsHb/QrrjerVRrJU22cDyVcVBqxW40eE1yikdWzzerBGwWDhkqaZlKLcwJ3WZ4X8B7BTdbvEQBkhms6MlQlrnhwlWV28QZ2K3KRZW7suOwm69wS8fWm9eANy9zoATdZ5paMbzSrBW9ZZsd5gZssc4tv4v2BqyyzYy5wE7kB/mAxOkMtavF7CMiSZXZslu0my9zYcdlN5rkxGbjJMjd6wE2GuaWTHA9cZZkd5wVusswtmUqb1YK3LLNjLnATuQH+YDEaAAAAAAAAAJBzLEYDAAAAAAAAAHKODQwzFFLI7yEgS5bZNYUi7JbtoKZQxKwWOy67yTq3sBpV3sxeAq4JFzXa1aIHnGTZAwV53KrFVZbZcV7gJsvcigLNHA8cVVTYbFaLucBN5Ab4g395GYoppkpV+j0MZCGmmFmtyugEzUuOM6sHbwyOBs1qsVO2m6x3yh4TXKKR1bNNayL3CgYNlTTNpBY94CbLHuhXXK/lDRUmteCtfsX1ZrU4L3CT5XnB0ILVGl89y6wevFNTNkXSWJNazAVusn6PACAz3KYjQ1Xi025XWWbHbtlussytroEecJF1bvSBmyxzowfcZJkb5wTu4rwAlrkl4xvMasFbltkxF7iJ3AB/sBidoRa1+D0EZMkyuyTHKidZ5pbkt7KdZJ0bfeAmy9zoATeZ9kAqbVcMnrLMjrnATZa5pWkCZ1lmRxu4idwAf7AYDQAAAAAAAADIORajAQAAAAAAAAA5xwaGGQop5PcQkCXL7IJ8fOMky9xS+YV2xeAZ69zoAzdZ5kYPuMkyt6JAs8qb2VPERUWFzWa1mAvcZJlbIhRWbShqVg/eSYTCZrWYC9xEboA/WIzOUEwxVarS72EgCzHFzGqVRvJUG+fGUq4pjditRjeWDVBJ9RKzevBGY9kA83r0gXss+4AecJNlDwwtWK3x1bPM6sE7NWVTJI01qcVc4CbLueDT3qP0bGC6WT14Z2LFB2a1mAvcZP0eAUBmuM4zQ1XiyhdXWWZnufs6vGOZW5wdl51knRt94CbL3JLxDWa14B3L3JgH3GWZHX3gJsvcEvH1ZrXgLcvsOC9wE7kB/mAxOkMtavF7CMiSZXZJ3m84yTI3dlx2k3Vu9IGbLHNL0wROssyNFnCXZXb0gZtMc6MJ3GWYHecFbiI3wB8sRgMAAAAAAAAAco7FaAAAAAAAAABAzrGBYYZCCvk9BGTJMrsgH984yTK3plCEHdMd1BSKmNejD9xj2QeJUJgecFAiFDarxTzgLsu5gD5wk2UPhNWo8mb2F3JRuKjRrBbnBW6yPC8AkDkWowGgAxZHDte86Di/h4EOqogENNmwHn3gJss+WF48Uouj042qwSuji1ZorFGt5eH9mAccNSBcb1aLPnCTZQ+MbligkbWzzerBO8GKPpKmmdSqKuiv5zgvcM640CK/hwB8JXGdZ4bYwNBdbGAI0w0M6QEnWedGH7jJdi5I2xWDZyxzSycTZrXgLcvs6AM3mfZAgh5wlWl2bITnJnIDfMFiNAAAAAAAAAAg51iMBgAAAAAAAADkHIvRAAAAAAAAAICcYwPDDIUU8nsIyJJldkE+vnGSZW70gJusc6MP3GSZW1GgWeXNVXYF4YmiwmazWgV53GfSVZbZ0QdusswtEOQttassswurkfMCB4WLGv0eAvCVxJET6IBIsk61KvF7GOigSLJOUqlZLXrAPZY98EU9+sA9ln2wZ+MbGl/9vEkteKcqeJiksSa1Iom4pAqTWvDWluwsa9EHrrHsgYb8UhWrxqwevNOQX2pWa6/Nb2hkzWyzevDG5j57SZrm9zCArxyu7cpQi1r8HgKyZJkdO6a7yXTHdHrASda50Qdusp0LuBrSRZa5JVNps1rwlmV29IGbTHuAw4GzLLOjD9xEboA/uDIaAAAAAAAA6EJSqZRSqZTfw8BOJi8vT3l5/l6bzGI0AAAAAAAA4LPNmzdr7dq1+vzzz1mIRs7k5eWpqKhIvXv3VnFxseffn8VoAAAAAAAAwCepVEo1NTWqq6vzeyj4CkilUmpsbNSqVavUo0cP9enTx9OrpVmMzlBIIb+HgCxZZseO6W6yzI0ecJN1bvSBmyxzS4TCqg1FzerBG4lQ2KxWUaBZ5c1VZvXgnaLCZrta9IGTLHsglV9oVgvessyOPnBTV8otHo+zEA1f1NXVqbi4WD179vTse7IYDXQAO6a7yXLH9L5NK7WcHnBO36aVkoaY1qMP3GPZB8uLR2pxdLpJLXhndNEKjTWqtWfjGxpf/bxRNXipKniYZNQJ0eaVGl89y6QWvLOscLKsemBNYX+VaIlJLXhrTWF/DTOsRR+4x7IHOiOdTmvjxo1+DwNfYRs2bGAxuitqUYvfQ0CWLLNjx3Q3mebGlstuss6NPnCTYW4cD9xkmVuaecBZltnRBm6yzI0ecBd9gK6SWzqdVnPztr+x0aNHD5WVlSkYDPo0Kuysksmk1q9fv82V+M3NzUqlUp7dqoPFaAAAAAAAAMAHbW1U2Lt3b+Xns2QHe/n5+erdu3er28J4uRjt3d2pAQAAAAAAAABfWXzMkiE2MHSXZXZsUuMmy01qwmqkBxwULmq0rUcfOMmyDzgeuMnyeMAmlu6y3MiyKRShDxzUFIqY1qIH3EQfwLIHAGSOxegMxRRTpSr9HgayEFPMrNbQgtVsUuOgmrIpstqkZkxwiUZWzzapBe8UDBoqaZpZPfrATZZ9wPHATZbHg097j9KzATaxdNHEig/MalVGJ2hecpxZPXhjcNTuHqz0gLvoA1j2QK6k0ymlGz/zexitBMLdFAhwswVkh8XoDFWJq59cZZldMr7BrBa8Y5lbXUNKxWbV4JW6hpR2Ma5HH7jHsg84HrjJMrdEfL2kgWb14J0t2dmIb2p9n090fZa50QPusswuGd8oqcSsHrzhQm7pxs9UN+sSv4fRSo8Lf6VAN/euLJ8xY4ZmzpypdJrNyP3ExxgZalGL30NAliyzs9x9Hd6xzI0WcJN1bvSBmyxz43jgJtPc6AF3WZ4XsA7pJMvc6AF3WWaXTibsisEz5OadQCCQ0Z/nnnuu09+rsbFRM2bMMKnVVT344IOaNWuW38PIGldGAwAAAAAAAMiJBx54YJu/33///XrmmWdaPf61r32t09+rsbFRM2fOlCSNGzdum+euuOIKXXrppZ3+Hn578MEH9c477+jCCy/0eyhZYTEaAAAAAAAAQE6ccsop2/x94cKFeuaZZ1o9nmv5+fnKz2cp1G8kkKGQQn4PAVmyzC4RCrNLsoMSobBZrVR+oVkteMc6N/rATZa5cTxwk+XxIKxGlTezp4iLwkWNZrWC3PTQSZa50QPussyuII9bN7mI3LqWVCqlm2++WXfddZc++OAD9ejRQ8cff7x+8YtfqGfPnlu/bvHixfrpT3+q1157TZ999pn69Omjww8/XH/4wx+0atUq7bHHHpKkmTNnbr1C+uqrr9aMGTPavGd0IBDQeeedp4kTJ+qKK67QihUrNGjQIN1www2aNGnSNmN87rnndPHFF+udd95RLBbTJZdcourq6ozuQ71ixQpdeumleumllxSPx1VeXq6vf/3r+t3vfqcePXps/bo//elPuvHGG/Xuu++quLhYRx55pH7961+rX79+krZc7f38889vHbsk7b777lq1alWW/+e9x2J0hmKKqVKVfg8DWYgpZlbr096j9Gxgulk9eGNixQdmtRrLBqikeolZPXijsWyAeT36wD2WfcDxwE2Wx4MxwSUaWT3brB68UzBoqKRpJrVKI3mqjbOY4ZrSiN0qJD3gLss+6Fdcr+UNFWb14I1+xfV+DwH/5eyzz9Z9992n008/XRdccIFWrlypW2+9VW+88YZeeuklhUIhrV27VkceeaQqKip06aWXqrS0VKtWrdKcOXMkSRUVFbrjjjv0/e9/X1OmTNHUqVMlSSNGjNju937xxRc1Z84cnXvuuYpEIrr55pt1wgkn6KOPPlJZWZkk6Y033tCkSZPUt29fzZw5U8lkUtdcc40qKnb8b7+5uVlHHXWUmpqadP7556tPnz6qqqrSY489png8vnUx+vrrr9eVV16p6dOn64wzzlBtba1uueUWHXrooXrjjTdUWlqqn/70p6qrq9Mnn3yiG2+8UZLUvXv3rP+/+4HF6AxViStfXGWZ3Zbd1wea1YM3tuRmI96QUh+zavBKvMF2dyH6wE2WfRDfxI5VLrLMra4hpWKzavBSXUNKuxjVYi5wk2VuyfhGSSVm9eAdy+yYC9xEbl3Hiy++qLvvvlt//vOf9e1vf3vr44cffrgmTZqkhx56SN/+9rf18ssva+PGjXr66ac1evTorV933XXXSZK6deumadOm6fvf/75GjBiR8W1A3nvvPb377rsaOHDg1u+7zz77aPbs2frBD34gacvV1cFgUC+99JKi0S2/ITl9+vSM7nP97rvvauXKlXrooYc0bdp/PhC/6qqrtv736tWrdfXVV+u6667T5ZdfvvXxqVOnauTIkbr99tt1+eWX64gjjlAsFtPGjRs9v82JFX6pKEMtavF7CMiSaXaGu6/DQ4a50QJuss6NPnCTZW7J1PZ/DQ9dk2VuzAPusp0L7GrBO5a5pZMJu2LwlGV2nBe4idy6joceekg9evTQEUccoXXr1m39M2rUKHXv3l0LFiyQJJWWlkqSHnvsMbW02K31TJw4cetCtLTlSuqSkhJ9+OGHkqRkMqlnn31Wxx9//NaFaEkaNGiQjj766B3W/+LK56eeekqNjW3fLmzOnDlKpVKaPn36Nv8P+vTpo8GDB2/9f7AzYDEaAAAAAAAAgC9WrFihuro69e7dWxUVFdv8aWho0Nq1ayVJhx12mE444QTNnDlT5eXlmjx5su699141NTV16vvvttturR7r2bOnNm7cKElau3atNm/erEGDBrX6urYe+7I99thDF110ke6++26Vl5frqKOO0m233aa6urqtX7NixQql02kNHjy41f+D9957b+v/g50Bt+kAAAAAAAAA4ItUKqXevXvrz3/+c5vPf3Ff5kAgoL/97W9auHChHn30UT311FP63ve+pxtuuEELFy7M+t7JwWCwzcd3tClhR9xwww067bTTNHfuXD399NO64IIL9POf/1wLFy7UrrvuqlQqpUAgoHnz5rU5HtfuC709LEZnKKSQ30NAliyzC6tR5c3cP9w14aK2fw0mG02hiGpD0R1/IbqUplDEvB594B7LPigKNHM8cFBRYbNZrVR+oVkteMsyuyC/Z+oky9wK8rhnj6sss+O8wE2W5wXonIEDB+rZZ5/VIYccouLiHe/KceCBB+rAAw/U9ddfrwcffFDf+c539Je//EVnnHGGAoGA+fh69+6toqIiVVZWtnqurcfas/fee2vvvffWFVdcoZdfflmHHHKI7rzzTl133XUaOHCg0um09thjDw0ZMmS7dXLxM3qJxegMxRRTpTJvMHQdMcXMao0JLtHI6tlm9eCNgkFDJU3b4ddlojI6QfOS40xqwTuDo21/0p0t+sBNln0wtGC1xlfPMqsHb9SUTZE01qRWY9kAlVQvMakFbzWWDTCrVRrJU22cxUjXlEbsVqP7FddreUOFWT14p19xvVktzgvcZHlegM6ZPn26br/9dl177bX62c9+ts1ziURCDQ0NKi0t1caNG1VaWrrNYuy+++4rSVtv1REOhyVJ8XjcbHzBYFATJ07UI488ojVr1my9b3RlZaXmzZu3w9fX19crHA4rP/8/y7B777238vLyto576tSpuuyyyzRz5kz96U9/2uZnTKfT2rBhg8rKyiRt2ajxv2/x4RoWozNUJT7ldJVldsm6DWa14B3L3Nhx2U3WudEHbrLMLRnneOAiy9zoAXdZZsfxwE2WudED7jLtg4aU+phVg1fiDfz77SoOO+wwnX322fr5z3+uN998U0ceeaRCoZBWrFihhx56SDfddJOmTZumP/7xj7r99ts1ZcoUDRw4UJs2bdJdd92lkpISHXPMMZKk4uJiDR06VH/96181ZMgQ9erVS8OHD9fw4cM7NcYZM2bo6aef1iGHHKLvf//7SiaTuvXWWzV8+HC9+eab233t/Pnz9YMf/EAnnniihgwZokQioQceeEDBYFAnnHCCpC1Xh1933XW67LLLtGrVKh1//PGKRCJauXKl/v73v+uss87SxRdfLEkaNWqU/vrXv+qiiy7S/vvvr+7du+vYY4/t1M/nJRajM9Qiu1064S3L7NIJdst2kWVulruvwzvWudEHbrLMLZ3kSkgXWeZGD7jLMjuOB26yzC2ZsrufKLxlmR2HBDeRW9dy5513atSoUfrd736nyy+/XPn5+erfv79OOeUUHXLIIZK2LFovWrRIf/nLX/Tpp5+qR48eOuCAA/TnP/9Ze+yxx9Zad999t84//3z96Ec/UnNzs66++upOL0aPGjVK8+bN08UXX6wrr7xS/fr10zXXXKP33ntPy5Yt2+5r99lnHx111FF69NFHVVVVpXA4rH322Ufz5s3TgQceuPXrLr30Ug0ZMkQ33nijZs6cKUnq16+fjjzySB133HFbv+7cc8/Vm2++qXvvvVc33nijdt99dxajAQAAAAAAAODLbr31Vt16662tHj/zzDN15plntvu6kSNH6sEHH9xh/YMOOkiLFy9u9fiMGTM0Y8aMbR5rb5PCVatWtXps/Pjxev3117d57Pjjj9euu+663fHsscceuueee7Y/6P9n6tSpmjp16na/plu3bu1u9ugCFqMBAAAAAACALiYQ7qYeF/7K72G0Egh383sIvti8efM2GyyuWLFCTzzxhE499VQfR+UeFqMzFFLI7yEgS5bZBYL8k3GRZW6Wu6/DO9a50QdusswtEQqrNhS1KwhPJEJh01r0gJss+4DjgZsscysKNKu8mf2FXFRU2GxWqykU4ZjgoKZQxO8h7FAgkKdAt64/zq+KAQMG6LTTTtOAAQO0evVq3XHHHSooKNAll1zi99CcwspahmKKqVKVfg8DWYgpZlYrWNpLyXU1ZvXgjWBpL7NapZE81ca5uZhrSiO2qwX0gZss++DT3qP0bGC6WT14Y2LFB2a16AF3WfYBxwM3WR4Phhas1vjqWWb14J2asimSxprUqoxO0LzkOJNa8M7gaNDvIcAxkyZN0uzZs1VTU6PCwkIddNBB+tnPfqbBgwf7PTSnsBidoSrxaberLLOra0ipeMdfhi6mriGlXYxqJeMbJZUYVYNXrHOz3H0d3rHMLRFfL2mgWT14Y0tulrXoARdZ9gHHAzdZ5hZvSKmPWTV4Kd5g2AfMBU4iN3TUvffe6/cQdgr8YlmGWtTi9xCQJcvs2G3XTZa5pZMJu2LwjHVuSc5bnWSaGwcEN1nmRg+4yzA7jgdussyNqcBdpocE5gInkRvgDxajAQAAAAAAAAA5x2I0AAAAAAAAACDnuGd0hkIK+T0EZMkyu1R+oVkteMcyt4I8fhfTRda5Bfko10mWuYXVqPJm9pNwTbio0a4WPeAsyz7geOAmy9yaQhHVhqJ2BeGZplDErBZzgZvIDfAHi9EZiimmSlX6PQxkIaaYWa3GsgEqqV5iVg/eaCwbYFarX3G9ljdUmNWDN/oV15vWK43kqTbOBxOuKY3YveMYE1yikdWzzerBGwWDhkqaZlKLHnCXZR9wPHCT5fGgMjpB85LjzOrBO4OjQbNazAVuspwLAGSOf3kZqhJXvrjKMrtkfINZLXjHMjd2XHaTdW70gZssc6troAdcZJlbso5zAldZZsfxwE2WudED7qIPQG6AP7gyOkMtavF7CMiSZXZptst2kmVuyVTarBa8Y50bO2+7yTI3DgdusswtnUjYFYOnLLPjeOAm0+MBPeAs+gAu5JZKp7W5ye9RtFZcKOUFAn4PA45iMRoAAAAAAADoYjY3ST//S9e7OPKyk0LqVuT3KFo77bTT9Nxzz2nVqlUdfu2MGTM0c+ZMpdNcgJZr3KYDAAAAAAAAQE4EAoGM/jz33HN+D9V5Dz74oGbNmuX3MLaLK6MzFFLI7yEgS5bZJUJhdst2UCIUNqtVFGhWeTP3kHdNUWGzaT123naTZW6p/EK7YvCMZW6BIKfRrrLMjuOBmyxzowfcRR+A3LzzwAMPbPP3+++/X88880yrx7/2ta916vvcddddSqWyu//KFVdcoUsvvbRT378rePDBB/XOO+/owgsv9Hso7eIsOkMxxVSpSr+HgSzEFDOr9WnvUXo2MN2sHrwxseIDs1pDC1ZrfPUss3rwRk3ZFEljzeqxY7qbLHdMbywboJLqJWb14I3GsgFmtYKlvZRcV2NWD94JlvYyq8XxwE2WxwN6wF30ASx7ANt3yimnbPP3hQsX6plnnmn1+Jc1NjYqHM784rJQKPuLEfPz85WfzzKpF/iXl6EqcSWkqyyzY7ddN1nmloxvMKsF71jnloxvNK0Hb1jmFm/geOAiy9zq6AFnWWbHuaGbLHOjB9xFH4DcupZx48Zp+PDheu2113TooYcqHA7r8ssvlyTNnTtX3/jGNxSNRlVYWKiBAwfq2muvVfJLu1Ofdtpp6t+//9a/r1q1SoFAQL/5zW/0+9//XgMHDlRhYaH2339//fvf/97mtTNmzFDgS5syBgIB/eAHP9Ajjzyi4cOHq7CwUMOGDdOTTz7ZavzPPfecRo8eraKiIg0cOFC/+93v2qzZlhUrVuiEE05Qnz59VFRUpF133VUnnXSS6urqtvm6P/3pTxo1apSKi4vVq1cvnXTSSfr444+3+X/4+OOPa/Xq1VtvffLf/z+6Cpb8M9SirnfDeGTGMrtkihvZu8gyt3SSKx5cZJ1bOpkwrQdvWObGVOAmy9zoAXeZ9gHrGE6yzI0ecBd9AHLretavX6+jjz5aJ510kk455RTtsssukqT77rtP3bt310UXXaTu3btr/vz5uuqqq1RfX69f//rXO6z74IMPatOmTTr77LMVCAT0q1/9SlOnTtWHH364w6upX3zxRc2ZM0fnnnuuIpGIbr75Zp1wwgn66KOPVFZWJkl64403NGnSJPXt21czZ85UMpnUNddco4qKih2Orbm5WUcddZSampp0/vnnq0+fPqqqqtJjjz2meDyuHj16SJKuv/56XXnllZo+fbrOOOMM1dbW6pZbbtGhhx6qN954Q6WlpfrpT3+quro6ffLJJ7rxxhslSd27d9/hGLzGYjQAAAAAAAAAX9XU1OjOO+/U2Wefvc3jDz74oIqLi7f+/ZxzztE555yj22+/Xdddd50KC7e/L8hHH32kFStWqGfPnpKkPffcU5MnT9ZTTz2lb37zm9t97Xvvvad3331XAwcOlCQdfvjh2meffTR79mz94Ac/kCRdffXVCgaDeumllxSNbtlnbPr06RndA/vdd9/VypUr9dBDD2natGlbH7/qqqu2/vfq1at19dVX67rrrtt6tbgkTZ06VSNHjtTtt9+uyy+/XEcccYRisZg2bty4w1ug+InbdAAAAAAAAADwVWFhoU4//fRWj//3QvSmTZu0bt06jR07Vo2NjVq2bNkO637rW9/auhAtSWPHbtlP6MMPP9zhaydOnLh1IVqSRowYoZKSkq2vTSaTevbZZ3X88cdvXYiWpEGDBunoo4/eYf0vrnx+6qmn1NjY2ObXzJkzR6lUStOnT9e6deu2/unTp48GDx6sBQsW7PD7dCVcGZ2hkLK/CTr8ZZldUaBZ5c3cP9w1RYXNZrUSobBqQ9EdfyG6lEQo800vMlGQx+/nu8gyt6ZQhLnAQU2hiFmtVP72r8BB12WZXZBLe5xkmRs94C76AOTW9cRiMRUUFLR6fOnSpbriiis0f/581dfXb/Pcl++r3Jbddtttm79/sTC9ceOO95T58mu/eP0Xr127dq02b96sQYMGtfq6th77sj322EMXXXSRfvvb3+rPf/6zxo4dq+OOO06nnHLK1oXqFStWKJ1Oa/DgwW3W6MzGjX5gMRrogD0b39D46uf9HgY6qCp4mKSxJrWWF4/U4uh0k1rwzuiiFUYdsEUkEZe04/t/oWvZkpuN5eH9NC86zqwevDEgXL/jL8rQmsL+KtESs3rwzprC/hrm9yAAAEAr/30F9Bfi8bgOO+wwlZSU6JprrtHAgQNVVFSk119/Xf/7v/+rVGrHN/8OBoNtPp5O73h/qc68NlM33HCDTjvtNM2dO1dPP/20LrjgAv385z/XwoULteuuuyqVSikQCGjevHltjqcr3hd6e1iMzhAbGLrLMjs2r3OTZW5sYukm69zoAzfZbmbKJpYuYhNLSGxgCDauwxb0AcjNDc8995zWr1+vOXPm6NBDD936+MqVK30c1X/07t1bRUVFqqysbPVcW4+1Z++999bee++tK664Qi+//LIOOeQQ3Xnnnbruuus0cOBApdNp7bHHHhoyZMh26wQCgQ7/DF7jlxIAAAAAAAAAdDlfXAn831ciNzc36/bbb/drSNsIBoOaOHGiHnnkEa1Zs2br45WVlZo3b94OX19fX69EYtsLJvbee2/l5eWpqalJ0paNCoPBoGbOnNnqiux0Oq3169dv/Xu3bt0yunWJn7gyGgAAAAAAAECXc/DBB6tnz5469dRTdcEFFygQCOiBBx4wvU1GZ82YMUNPP/20DjnkEH3/+99XMpnUrbfequHDh+vNN9/c7mvnz5+vH/zgBzrxxBM1ZMgQJRIJPfDAAwoGgzrhhBMkSQMHDtR1112nyy67TKtWrdLxxx+vSCSilStX6u9//7vOOussXXzxxZKkUaNG6a9//asuuugi7b///urevbuOPfbYXP8v6BAWowEAAAAAAAB0OWVlZXrsscf04x//WFdccYV69uypU045RRMmTNBRRx3l9/AkbVkAnjdvni6++GJdeeWV6tevn6655hq99957WrZs2XZfu88+++ioo47So48+qqqqKoXDYe2zzz6aN2+eDjzwwK1fd+mll2rIkCG68cYbNXPmTElSv379dOSRR+q4447b+nXnnnuu3nzzTd1777268cYbtfvuu7MY7aqQ3NqZEv9hmV0iFFZtKGpWD95IhMJmtYoCzSpvrjKrB28UFTbb1qMPnGTZBwV53DDYRZa5NYUinBM4qikUMasV5KaHTrLMjR5wF30AcvPPrbfeqltvvXWbx5577rl2v/7ggw/WK6+80urxL18dfd99923z9/79+7d7BfWXH58xY4ZmzJix3a/5wqpVq1o9Nn78eL3++uvbPHb88cdr1113bbPGF/bYYw/dc8892/2aL0ydOlVTp07d7td069ZNf/7znzOq5xcWo4EOqCror+ei0/0eBjpoXGiRWa1o80qNr55lVg/eWFY4WdJYs3p7Nr6h8dXPm9WDN6qCh8mqDyKJuKQKk1rwzpbcbCyOHK550XFm9eCdikhAk/0eBAAA2Kls3rxZxcXFW/++YsUKPfHEEzr11FN9HFXXxGJ0hlrU4vcQkCXT7Cy3X4d3DHOjBdxknVuaRnCSZW7JVNe5Rx0yZ5lbMmVWCh6zzI4+cBM9AIk+gBu5FRdKl53U9X5Tv7jQ7xF0PQMGDNBpp52mAQMGaPXq1brjjjtUUFCgSy65xO+hdTksRgMAAAAAAABdTF4goG5Ffo8CmZg0aZJmz56tmpoaFRYW6qCDDtLPfvYzDR482O+hdTksRgMAAAAAAABAlu69916/h+AMbtcOAAAAAAAAAMg5rozOUEhd7x49yIxldmE1qry5yqwevBEuajSr1RSKqDYUNasHbzSFIqb1EqEwfeCgRChsVqso0MzxwEFFhc1mtYJc0uEsy+zoAzfRA5DoA5Ab4BcWo4EO2GvzGxpZM9vvYaCDNvfZS9I0k1qLI4drXnScSS14pyIS0GTDesuLR2pxdLphRXhhdNEKjTWqFW1eqfHVs4yqwSvLCidLZl0ASJFknWpV4vcw0EGRZJ2kUrNa9ICbLPsA6Iy8vNar4mvXrlVZWZmCwaAPI8LOLJlMav369a0eb6sPc4XF6Ay1qMXvISBLltklk2al4CHL3FzYcRmtWeeWTKVtC8ITlrlxPHATxwNIttmlkwm7YvCMZW70gLsss+OY4KauklsgEFBBQYGam//zG1x1dXWqq6vzcVT4KikoKPB0MZpfSgAAAAAAAAB8EAgE1LNnT7+Hga+wXr16efr9WIwGAAAAAAAAfFJaWqoePXr4PQx8BfXo0cPz3uM2HRliA0N3WWaXyi80qwXvWObGJhduss6NzevcZLl5HZuZuslyM1OOB+6yzK4gj3v2uMgyN3rAXZbZcUxwU1fKLS8vT9FoVD179tTatWv1+eefK5XqIvcRwU4nLy9PRUVF6t27t4qLiz3//ixGZyimmCpV6fcwkIWYYma1GssGqKR6iVk9eKOxbIBZrdJInmrjvOlwTWnE9kxzaMFqNq9zUE3ZFFltXlcZnaB5yXEmteCdwVG7TYA4HrjL8pjQr7heyxsqzOrBG/2K601r0QNusuwDjglusn6PYKG4uFi77767JCmVSrEgDXN5eXme3h+6LSxGZ6hKXAHnKsvskvENZrXgHcvc4ps4GXCRdW7xhpT6mFaEF+INdn2QjG+UVGJWD96wzI0ecJdldon4ekkDTWrBO1tys8G5obsss6MP3NTVc+sKi4ZALtDVGWpRi99DQJYss0sn+bTbRZa5dZUdl9Ex1rkxFbjJMrd0MmFXDJ6xzI0ecJdpdhwQ3GR6bpg2qwVvWWbHewQ3kRvgDxajAQAAAAAAAAA5x2I0AAAAAAAAACDnuGd0hkIK+T0EZMkyu0QorNpQ1KwevJEIhc1qdaUdl5E569yaQhHmAgc1hSJmtQry+NV8F1nmRg+4yzK7sBpV3szeMq4JFzWa1SoKNNMDjioqbDarxXsEN5Eb4A8WozMUU0yVqvR7GMhCTDGzWp/2HqVnA9PN6sEbEys+MKvFTtlust4puzI6QfOS40xrIvcGR4NmtfoV12t5Q4VZPXijX3G9aS16wE2WfTAmuEQjq2eb1YM3CgYNlTTNpNbQgtUaXz3LpBa8VVM2RdJYk1q8R3CT9XsEAJnhX16GqsSn3a6yzK6r77aLtrFTNqxzow/cxFwAy9wS8fVmteAty+zqGpgLXGSZW5wecJZldpwXuIncAH+wGJ2hFrX4PQRkyTI7dst2Eztlwzo3+sBNlrlxPHCTaW5JroBzlmF2tIGbLHOjB9xl2gecGzqJ3AB/sBgNAAAAAAAAAMg5FqMBAAAAAAAAADnHBoYZCink9xCQJcvs2C3bTeyUDevc6AM3WebG8cBNlseDsBrpAUeFixrNaqXyC81qwTuWuTWFIqoNRc3qwTtNoYhZLc4N3URugD9YjM5QTDFVqtLvYSALMcXMarFbtpvYKRvWO2XTB26y7AOOB26yPB6MCS7RyOrZJrXgrYJBQyVNM6nVWDZAJdVLTGrBO41lA8xqVUYnaF5ynFk9eGdwNGhWi3NDN1m/RwCQGf7lZahKXPniKsvs2C3bTeyUDevc6AM3WebG8cBNlrnV0QPOssyOucBNnBtCMj4voA+cRG6AP1iMzlCLWvweArJkmR27ZbuJnbJhnRt94CbL3DgeuMn0eEAPOIs+AOeGkIzPC+gDJ5Eb4A8WowEAAAAAAAAAOcdiNAAAAAAAAAAg59jAMEMhhfweArJkmR27ZbuJnbJhnRt94CbL3DgeuMnyeJDKLzSrBW9ZZsdc4CbODSHZZkcfuIncAH+wGJ2hmGKqVKXfw0AWYoqZ1WK3bDexUzasd8qmD9xk2QccD9xkeTxoLBugkuolZvXgncayAWa1mAvcxLkhJNvzAvrATdbvEQBkhn95GapSld9DQJYss0vGN5rVgncsc6MH3GSdG33gJuYCWOYWb2DXI1dZZhffRB+4yDI3esBd9AHIDfAHi9EZalGL30NAliyzSycTZrXgHcvc6AE3WedGH7iJuQCWuSW5AM5ZltklWcdwkmVu9IC76AOQG+APFqMBAAAAAAAAADnHYjQAAAAAAAAAIOfYwDBDIYX8HgKyZJldQR6/k+siy9zoATdZ50YfuIm5AJa5NYUiqg1FzerBO02hiFmtIJf2OMkyN3rAXfQByA3wB4vRGYoppkpV+j0MZCGmmFmtfsX1Wt5QYVYP3uhXXG9aix5wj2UPfFGPPnAPcwEse6AyOkHzkuPM6sE7g6NBs1qlkTzVxvlwyjWlEbsVKHrAXfQBLHsAQOb4l5ehKlX5PQRkyTI7dtt1Eztlwzo3+sBNzAWwzC0Z32hWC96yzI65wE3MBZBss6MP3ERugD9YjM5Qi1r8HgKyZJldMpU2qwXvWOZGD7jJOjf6wE3MBbDMLZ1MmNWCtyyzS7IW7STL3JgL3GWZHX3gJnID/MFiNAAAAAAAAAAg51iMBgAAAAAAAADkHBsYZiikkN9DQJYssysKNKu8mfuHu6aosNmuFj3gJMsekOgDVzEXwLIHCvLYqMpVltkFubTHSZa5MRe4yzI7+sBN5Ab4g8VooAOizSs1vnqW38NABy0rnCxprEmtPRvf0Pjq501qwTtVwcNk1QMSfeAqyz7geOAmy+NBJBGXVGFSC97akh1gg7nAXZZzAX3gJo4HgD/4LD9DbGDoLtMNDPng1EmWuaVpAidZ50YfuMkyN1rATZa5sYmlu2w3MzUrBQ9Z5sZc4C42Nga5Af5gMRoAAAAAAAAAkHMsRgMAAAAAAAAAco7FaAAAAAAAAABAzrGBYYZCCvk9BGTJMrumUES1oahZPXijKRQxq5UIhekBByVCYfN69IF7LPuA44GbLI8HRYFmlTdXmdWDd4oKm81qBbm0x0mWuTEXuMtyLqAP3GTZAwAyx2I00AGLI4drXnSc38NAB1VEAppsVKuqoL+ei043qgavjAstMq1HH7jJsg84HrjJ8ngQbV6p8dWzjKrBS8sKJ0saa1IrkqxTrUpMasE7kWSdpFKTWswF7rKcC/ZsfEPjq583qQXvVAUPk1UPAMgcn+VnqEUtfg8BWbLMjh3T3WSaWzJpWAyesc6NPnCTYW4cD9xkmRvTgLsss0snE3bF4BnL3JgL3GU7F9AILiI3wB8sRgMAAAAAAAAAco7FaAAAAAAAAABAzrEYDQAAAAAAAADIOTYwzFBIIb+HgCxZZseO6W6yzC2sRnbKdlC4qNG2Hn3gJMs+4HjgJsvcmkIR1YaidgXhmaZQxKxWQR73G3WRZW7MBe6ynAsSoTB94KBEKOz3EICvJBajgQ5gx3Q3We6YvtfmNzSyZrZJLXhnc5+9JE0zqze6YYFG1tIHrglW9JFlH+CrbXl4P82LjvN7GMjCgHC9Wa1IIi6pwqwevLElNxuLI4czFziqIhLQZKNay4tHanF0ulE1eGV00QqN9XsQwFcQ1/VkqEUtfg8BWbLMjh3T3cSO6bDOLZ1gLnCRZW7JlFkpeMgyN84J3GV6XpBKm9WCdyxz43jgLsvsmAvcRG6AP1iMBgAAAAAAAADkHIvRAAAAAAAAAICc457RGWIDQ3dZZscmNW6yzC2VX2hWC96xzi0Q5PDpIsvc2MDQTZa5cU7gLsvsigLNbGjroKLCZrNaHA/cZZkdc4GbLOcCAJnj3XSGYoqpUpV+DwNZiClmVqtfcb2WN7BJjWv6FdttVNRYNkAl1UvM6sEbjWUDTOsFS3spua7GtCZyL1jay6xWaSRPtXEWI11TGrFbeeCcwF2W5wVDC1ZrfPUss3rwRk3ZFMlo2zKOB+6yPCYwF7jJci4AkDk+x81QlfiU01WW2cU3sUOJiyxzizfQAy6yzi1Zt8G0HrxhmRvHAzeZHg/oAWdxXgDL3JLxjWa14C3L7JgL3ERugD9YjM5Qi1r8HgKyZJkdu+26yXTHdC58cZJ1bulEwrYgPGGZW5L3Lk6yzI1zAndxXgDL3NJJzglcZZkdc4GbyA3wB4vRAAAAAAAAAICcYzEaAAAAAAAAAJBzbGCYoZBCfg8BWbLMjl2S3WS5S3JTKKLaUNSsHrzRFIqY1gsEOXy6yDK3IB/nO8kyN84J3MV5ASzPCwry+D1/V1lmx1zgJuv3CAAyw7vpDMUUU6Uq/R4GshBTzKwWuyS7yXKX5MroBM1LjjOpBe8MjgZN6wVLeym5rsa0JnIvWNrLrFZpJE+1cRYgXFMasVuN5pzAXZwXwPK8oF9xvZY3VJjVg3f6Fdeb1WIucJP1ewQAmeG6ngxViStfXGWZHbvtuskyt/gmesBF1rnVMRc4yTI35gI3WeaWjG8wqwVvWWbHXOAmy9zoAXfRByA3wB8sRmeoRS1+DwFZssyO3XbdZJlbkvMVJ1nnxlzgJuYCWOaWZiJwlmV2zAVusswtmUrbFYOnLLNjLnATuQH+YDEaAAAAAAAAAJBzLEYDAAAAAAAAAHKODQwzFFLI7yEgS5bZsUuymyx3SQ7yEZ6TrHNL5RfaFoQnLHNjLnCTZW6JUJhzAkclQmGzWswFbrLMrSjQrPJm9hdyUVFhs1kt5gI3kRvgDxajMxRTTJWq9HsYyEJMMbNa7JLsJstdkksjeaqNc59Q15RGbM80G8sGqKR6iWlN5F5j2QCzWswFbrKcCz7tPUrPBqab1YN3JlZ8YFaLucBNlnPB0ILVGl89y6wevFNTNkXSWJNazAVusn6PACAz/MvLUJX4tNtVltmx266b2Ckb1rnFG+gDF1nmxlzgJsvcEvH1ZrXgLcvsmAvcZHpuyDmBszgvALkB/mAxOkMtavF7CMiSZXbstusm2x3T7WrBO9a5JbnwxUmWuTEXuMk0NyYCdxlmx1zgJtNzQ6YCZ3FeAHID/MFiNAAAAAAAAAAg51iMBgAAAAAAAADkHBsYZiikkN9DQJYss2O3XTdZ5kYPuMk6t6ZQRLWhqG1R5FxTKGJWi7nATZa5hdWo8mb2FHFRuKjRrBZzgZssc+OcwF2cF4DcAH+wGJ2hmGKqVKXfw0AWYoqZ1WKXZDdZ7pJMD7jJeqfsyugEzUuOM62J3BscDZrVYi5wk+VcMCa4RCOrZ5vVg3cKBg2VNM2kFnOBmyznAs4J3MV5AazfIwDIDP/yMlQlrnxxlWV2yfhGs1rwjmVu7LjsJuvcmAvcxFwAy9zqGugBV1lmx1zgJsvcOCdwl2V29IGbyA3wB4vRGWpRi99DQJYss0snE2a14B3L3Nhx2U3WuTEXuIm5AJa5JbkAzlmW2TEXuMkyN84J3GWZHX3gJnID/MFiNAAAAAAAAAAg51iMBgAAAAAAAADkHIvRGQop5PcQkCXL7Ary+J1cF1nmxo7LbrLOjbnATcwFsMwtlV9oVwyessyOucBNlrlxTuAuy+zoAzeRG+APTp8yFFPM7yEgS5bZ9SuuN6sF71jmxo7LbrLOjbnATcwFsMytsWyAWS14yzI75gI3WebGOYG7LLOjD9xEboA/OHvKUJWq/B4CsmSZXSK+3qwWvGOZm+Xu6/COdW70gZssc2P3dTdZ5paMbzCrBW9ZZsdc4CbL3DgncJdldvSBm8gN8AeL0RlqUYvfQ0CWTLOz3H4d3jHMzXL3dXjHOrdkKm1bEJ6wzI3d191kmVuacwJnWWbHXOAmy9w4J3CXZXb0gZvIDfAHi9EAAAAAAAAAgJxjMRoAAAAAAAAAkHP5fg/AFSGF/B4CsmSZXViNKm/m/uGuCRc1mtWy3H0d3rHOrSjQzFzgoKLCZrNa7L7uJsvcEqGwakNRs3rwTiIUNqvFXOAmy9w4J3CX5XkBfeAmyx4AkDkWozMUU0yVqvR7GMhCTDGzWmOCSzSyerZZPXijYNBQSdNMapVG8lQb542na0ojtqvRQwtWa3z1LNOayL2asimSxprU6ldcr+UNFSa14J1+xfVmtT7tPUrPBqab1YN3JlZ8YFaLucBNlnMB5wTusjwvoA/cZNkDADLHNX4ZqhKfcrrKMru6Bnavc5Flbpa7r8M71rnFmQucZJlbIr7erBa8Y5lbfBPzgKsss2MucJPpXMA5gbMss6MP3ERugD9YjM5Qi1r8HgKyZJmd4ebr8JBlbpa7r8M71rkxF7jJNDeawE2GuSVTabNa8JZpdswFbrKcC2gBZ1lmRx+4idwAf7AYDQAAAAAAAADIORajAQAAAAAAAAA5xwaGGQop5PcQkCXL7FL5hWa14B3L3Cx3X4d3rHNrCkVUG4qa1kTuNYUiZrXCalR5M/tJuCZc1GhWqyjQTA84qqiw2awWc4GbLOcCzgncZXleQB+4ybIHAGSOxWigA9YU9leJlvg9DHTQmsL+GmZUK5KIS6owqgavbMnNzvLwfpoXHWdaE7k3IFxvVmt0wwKNrJ1tVg/eCFb0kTTNpFa0eaXGV88yqQVvLSucLGmsSa29Nr+hkTXMBa7Z3GcvWc0FiyOHc07gqIpIQJONanFu6CbLc0MAmeM2HRliA0N3sYEhTDcnYcMqJ1nnxkaWbrLMLZ2gB1xkmRvnBO5i0zLYnhva1YK3LLPj3NBN5Ab4g8VoAAAAAAAAAEDOsRgNAAAAAAAAAMg5FqMBAAAAAAAAADnHBoYZCink9xCQJcvs2CXZTZa7JBcFmlXeXGVWD94oKmw2rVeQx01CXWSZWyDIKZSLLHPjnMBdlucFqfxCs1rwjmVuQS7vcpZldpwbuoncAH/wTgroAHZJdpPlLsnR5pUaXz3LrB68saxwsqSxZvUiibikCrN68MaW3Gw05JeqWDVm9eCNhvxSs1qLI4dzTuCoikhAk41qrSnsrxItMaoGr6wp7K9hfg8CO5W+TSu1nHND5/RtWilpiN/DAL5y+Bw3Qy1q8XsIyJJlduy26ybL3Cx3X4d3rHNLptK2BeEJy9yYC9xkmVsyZVcL3rLMjrnATcwFkIyzYzJwE7kBvmAxGgAAAAAAAACQcyxGAwAAAAAAAAByjsVoAAAAAAAAAEDOsYFhhkIK+T0EZMkyO3bbdZNlbk2hiGpDUbN68EZTKGJaryjQrPLmKtOayL2iwmazWqn8QrNa8I5lbkEu6XCWZXacF7jJ8ryAucBdltmF1ci5oYPCRY1+DwH4SmIxGuiASCIusUuyc7bkZmN5eD/Ni44zqwdvDAjXm9aLNq/U+OpZpjWRe8sKJ0saa1JrU7BUJSaV4KVNwVK/h4CdzOLI4ZwXOKgiEtBkvweBncrohgUaWTvb72Ggg4IVfSRN83sYwFcOn+NmqEUtfg8BWbLMLplKm9WCdyxzSycTZrXgHevc2HjbTZa5pWkCJ1nmlkyZlYLHLLOjD9xED0CyzS6d4D2Ci8gN8AeL0QAAAAAAAACAnGMxGgAAAAAAAACQc9wzOkNsYOguy+zYtMxNlpuWsYmlm6xzY8MqN1luWJUIhekBByVCYbNabFrmLsvs6AM30QOQbLMLBFlacRG5Af7gX16GYoqpUpV+DwNZiClmVmtowWo2LXNQTdkUWW1a1q+4Xssb2MTSNf2KbTcwrIxO0LzkONOayL3B0aBZrU97j9Kzgelm9eCNiRUfmNUqjeSpNs4HlC4qjditQNEHbqIHINn2QbC0l5LraszqwRvB0l5+DwH4SuJz3AxViathXWWZXbyBHUpcZJlbfBM94CLr3JLxjab14A3L3BLx9Wa14B3L3DgeuMsyO/rATfQAJNvsknUbzGrBO+QG+IPF6Ay1qMXvISBLltkluejBSZa5JVNpu2LwjHVu6SQ7b7vINDcOCG4yzC3J+pOzLLOjD9xED0CyzS6d4NzQReQG+IPFaAAAAAAAAABAzrEYDQAAAAAAAADIOTYwzFBIIb+HgCxZZtcUiqg2FDWrB280hSJmtYoCzSpv5h7yrikqbDatV5DHLRpcZJlbWI3MBQ4KFzWa1QpySYezLLOjD9xED0CyzS4QZGnFReQG+IN/eRmKKaZKVfo9DGQhpphZrcroBM1LjjOrB28MjgbNag0tWK3x1bPM6sEbNWVTJI01q9evuF7LGyrM6sEb/YrrzWqNCS7RyOrZZvXgjYJBQyVNM6lVGslTbZwPplxUGrFbgaIP3EQPQLLtg2BpLyXX1ZjVgzeCpb38HgLwlcTnuBmqElc/ucoyu2R8o1kteMcyt2ScHZddZJ2b5e7r8I5lbnUN9ICLLHNjHnCXZXacG7rJ9tyQHnCVaR/U8R7BReQG+IPF6Ay1qMXvISBLltmlk+y26yLL3NJJrnxxkXVuyVTatB68YZkbU4GbLHNLshbtLMvsODd0k+25IT3gKtM+SNAHLiI3wB8sRgMAAAAAAAAAco7FaAAAAAAAAABAzrGBYYZCCvk9BGTJMruCPH4v20WWuSVCYdWGomb14I1EKGxaryjQrPJm9hJwTVFhs1mtVH6hWS14xzK3IJd0OMsyO84N3WSZGz3gLsvsAkGWVlxEboA/+JeXoZhiqlSl38NAFmKKmdXqV1yv5Q0VZvXgjX7F9Wa1Pu09Ss8GppvVgzcmVnxgWm9owWqNr55lWhO5V1M2RdJYk1qNZQNUUr3EpBa801g2wKxWaSRPtXEWoVxUGrFbjebc0E2W54b0gLss+yBY2kvJdTVm9eCNYGkvv4cAfCVxTUeGqsQVcK6yzM5y93V4xzK3RHy9WS14xzq3eANzgYssc6MH3GSZWzK+0awWvGWZHeeGbuLcEJJtdnWcFziJ3AB/sBidoRa1+D0EZMkyu2QqbVYL3jHNLclVcE4yzo02cJNlbvSAmyxzSycTdsXgKcvsODd0E+eGkGSaHW3gJnID/MFiNAAAAAAAAAAg51iMBgAAAAAAAADkHBsYZiikkN9DQJYssysKNKu8mfuHu6aosNmsVliN9ICDwkWNpvWaQhHVhqKmNZF7TaGIaS16wD2WPVCQx+/2usoyO84N3cS5ISTb88NUfqFZLXiH3AB/sBidoZhiqlSl38NAFmKKmdUaWrBa46tnmdWDN2rKpkgaa1JrTHCJRlbPNqkF7xQMGippmlm9yugEzUuOM6sHbwyOBs1q0QNusuyBfsX1Wt5QYVYP3ulXXG9Wi3NDN3FuCMn2/LCxbIBKqpeY1IJ3GssG+D0E4CuJ23RkqEp82u0qy+zi7LbrJMvc2HHZTda5JeMbTevBG5a5xTcxF7jIMrdEfL1ZLXjLMjvODd3EuSEk2+yYC9xEboA/WIzOUIta/B4CsmSZHbvtuskyN3rATda5pZMJ24LwhGVuSd67OMk0Nw4I7jLMjjZwE+eGkOgDkBvgFxajAQAAAAAAAAA5x2I0AAAAAAAAACDn2MAwQyGF/B4CsmSZXVMootpQ1KwevNEUipjVYsdlN1nnVpDH7/S5yDK3IB/nO8kyt7AaVd7MniIuChc1mtXi3NBNnBtCss2OucBNlnMBgMyxGJ2hmGKqVKXfw0AWYoqZ1aqMTtC85DizevDG4GjQrBY7ZbvJeqfsfsX1Wt5QYVoTudevuN6sVmkkT7VxPpRwTWnEbjV6THCJRlbPNqsH7xQMGippmkktzg3dxLkhJNvzQ+YCN1nOBQAyx3U9GaoSV764yjK7+CZ2rHKRZW7suOwm69wS8fWm9eANy9w4HrjJMrc6jgfOssyOucBNlrkl4xvMasFbltkl4xvNasE75Ab4g8XoDLWoxe8hIEuW2SV5v+Eky9zYcdlN5rnRCG4yzI3jgZs4HkCyzY65wE2WuaWZDJxlmV06mTCrBe+QG+APFqMBAAAAAAAAADnHYjQAAAAAAAAAIOfYwDBDIYX8HgKyZJldkI9vnGSZGztlu8l6p+ywGlXezF4CrgkXNZrV4njgJsvcUvmFdsXgKcvsmAvcZJlbIhTm3NBRiVDYrFZBHrdrcRG5Af7oEovRmzdvVnFx8Xa/ZvXq1dp99909GhEAtG15eD/Ni47zexjooAHhetN6e21+QyNrZpvWRO5t7rOXpGl+DwM7iTWF/VWiJX4PA1lYU9hfw/weBHYay4tHanF0ut/DQBZGF63QWKNakURcUoVRNXhlS24AvNYlPssfMWKEXnrppXafv+OOO7T33nt7OKLW2MDQXWxgCNtNatjkwkXWubFXkZvYtAxsYAiJuQDGc0EqbVcMnrLMjj5wE7kB/ugSi9FFRUU67LDDdPHFF6upqWnr4x9//LGOPPJInXfeeTriiCN8HCEAAAAAAAAAoDO6xGL066+/rp/85Ce66aabNHLkSL366qu6++67NXz4cL322mv605/+pIcfftjvYQIAAAAAAAAAstQlFqNDoZB+/vOf68UXX1QymdTBBx+ss88+W+PGjdPSpUv17W9/2+8hAgAAAAAAAAA6oUtsYPiFDz/8UOvWrVNBQYGamprU3NysdLpr3MMnpJDfQ0CWLLNjx3Q3WebGjstuss4tlV9oWg/esMyN44GbLHNrCkVUG4raFYRnmkIRs1rMBW6yzK0o0Kzy5iq7gvBMUWGzXS36wEmWPQAgc11iMXrdunU655xzNGfOHE2aNEl33323FixYoAsuuEDDhg3TzTffrFNOOcXvYQKKJOtUqxK/h4EOiiTrJJWa1OrbtFLL2SnbOX2bVkoaYlZvU7CUmcBBm4Klfg8BO5HFkcM1LzrO72EgCxWRgCYb1eLc0E2W54Z7Nr6h8dXPm9SCt6qCh0kaa1KLPnCTZQ8AyFyX+Cx/6NChevrpp/W73/1OTzzxhKLRqL7zne/onXfe0cEHH6zvfve7mjJliq9jbFGLr98f2bPMLp1MmNWCd0xzS3JltJOMc0vTB06yzC2ZMisFD1nmRg+4yzI7zg3dZJkb5wTussyOPnATuQH+6BKL0cOHD9dbb72lM888c5vH+/btq8cee0z33HOPnnvuOX8GBwAAAAAAAADotC5xm4758+dv9/nTTz9dRx55pEejAQAAAAAAAABY6xKL0V+oqqrSv/71L61du1YnnHCCdt11VyWTSdXV1alPnz5+Dw8AAAAAAAAAkKUusRidTqf14x//WLfeeqsSiYQCgYD23ntv7brrrmpoaFD//v11zTXX6MILL/RtjCGFfPve6BzL7AryuKeUiyxzC6uRnbIdFC5qNK2XCIVVG4qa1kTuJUJhs1rBLnGjM3SUZW70gLsss+Pc0E2WuXFO4C7L8wL6wE2WPQAgc11iMfrXv/61brrpJv3v//6vJkyYoCOOOGLrcz169NDUqVP18MMP+7oYDUhSJBGXVOH3MNBBW3KzMbphgUbWzjarB28EK/pImmZWb3nxSC2OTjerB2+MLlrBfukwE0nWqVYlfg8DWYgk6ySVmtTq27RSyzk3dE7fppWShpjUqiror+c4J3DSuNAis1qcG7qJc0PAH13imo677rpL3/3ud/Wzn/1M++67b6vnR4wYoffff9/7gf2XFrX4+v2RPcvskqm0WS14xzK3dMJu93V4xzo35gI3WeaWTJmVgocsc0snOR64yjS7JFdGO8kyN3rAXYbZcW7oJnID/NElFqM//vhjHXzwwe0+361bN9XX13s4IgAAAAAAAACApS6xGN27d299/PHH7T7/2muvabfddvNwRAAAAAAAAAAAS13intFTp07VnXfeqdNOO009evSQJAUCAUnS008/rfvuu0+XXHKJn0NkA0OHWWZXFGhm8zoHFRU2m9UKBLvEtIkOss6NucBNlnMBm9e5iY3rILGxMWw3NqYH3GXZB5wbusny3BBA5rrEqsrMmTO1YMEC7bvvvho7dqwCgYB++ctf6sorr9Qrr7yikSNH6vLLL/d1jDHFVKlKX8eA7MQUM6s1tGC1xlfPMqsHb9SUTZGMtqYIlvZScl2NSS14J1jay7Qec4GbLOeC0kieauMsRrqmNGK3Gt2vuF7LG9i4zkX9iu1u/zcmuEQjq9nY2DUFg4bKamNjesBdln3AuaGbLM8NAWSuS1zX06NHDy1cuFCXXHKJqqqqVFRUpOeff17xeFxXX321XnjhBYXDYV/HWCU+5XSVZXbJ+AazWvCOZW7JOnrARda5MRe4yTK3+CZ2MHSRZW70gLsss6troA9cZJkbPeAuy+zi9IGTyA3wR5e4MlqSiouLdcUVV+iKK67weyhtalGL30NAliyzS7NbtpMsc0snEma14B3r3JgL3GSZW5L3Lk6yzC2ZStsVg6css+Nw4CbL3OgBd9EHIDfAH13iymgAAAAAAAAAwM7Nlyujv/e973X4NYFAQPfcc08ORgMAAAAAAAAAyDVfFqPnz5+vQCCwzWONjY2qra2VJPXs2VOStHHjRklSRUWFunXr5u0gvySkkK/fH9mzzC4RCqs2FDWrB28kQnb3nA8Eu8zdjdAB1rkxF7jJci4I8rtlTrLMrSjQrPJm9hRxUVFhs1mtVH6hWS14xzI3esBdltk1hSKcGzqoKRTxewjAV5IvqyqrVq3a5u/vvvuujjzySF1++eW68MILVV5eLklat26dbrzxRt1///16/PHHfRjpf8QUU6UqfR0DshNTzKzWp71H6dnAdLN68MbEig/MagVLeym5rsasHrwRLO1lWo+5wE2Wc0FpJE+1cW406JrSiN1q9NCC1RpfPcusHrxTUzZF0liTWo1lA1RSvcSkFrzTWDbAtBY94CbLPqiMTtC85DizevDG4GjQ7yEAX0ld4rqe888/X0cffbSuu+66rQvRklReXq7rr79ekyZN0vnnn+/jCKUqceWLqyyzS8TXm9WCdyxzS9ZtMKsF71jnFt/E7nUussyNHnCTaQ800AOussyOPnCTZW7JOOeGrrLMLhnfaFYL3iE3wB9dYjF64cKF2m+//dp9fuTIkVq4cKGHI2qtRS2+fn9kzzQ7ttt1k2Fu6UTCrBa8Y51bMpU2rQdvWOaWZP3JSZa5cUrgLsvs6AM3WeaWpgmcZZldOsl7BBeRG+CPLrEY3atXL82bN6/d55944gmVlpZ6NyAAAAAAAAAAgKkusRh99tln67HHHtPkyZP17LPPatWqVVq1apWeeeYZHXfccZo3b57OOeccv4cJAAAAAAAAAMiSLxsYftkVV1yhpqYm/frXv9Zjjz22zXP5+fm69NJLdcUVV/g0ui1CCvn6/ZE9y+zCalR5M/cPd024qNGsViDYJaZNdJB1bkWBZuYCBxUVNpvVCnaJj/PRUZa5NYUiqg1F7QrCM02hiGkt+sA9lj2QCIXpAUclQmGzWgV53K7FReQG+KPLrKpce+21+uEPf6hnn31Wq1evliTtvvvumjhx4jabGvolppgqVen3MJCFmGJmtcYEl2hk9WyzevBGwaChkqaZ1AqW9lJyXY1JLXgnWNrLtN7QgtUaXz3LtCZyr6ZsiqSxJrVKI3mqjfMGxjWlEbvV6MroBM1LjjOrB+8MjgbNatEHbrLsgU97j9Kzgelm9eCdiRUfmNXqV1yv5Q0VZvXgjX7F9X4PAfhK6jKL0ZJUXl6uk046ye9htKlKXAHnKsvs6hpSKjarBq/UNaS0i2EtesA9lj0g2e6+Du9Y5hbfxA6GLrLMLRnfKKnErB68Y5kdc4GbLHOjB9xlmV0ivl7SQLN68MaW3AB4rUstRm/atEmrV6/Wxo0blU633vH+0EMP9WFUW7Soxbfvjc6xzI7Nst1kmRs94Cbr3Cx3X4d3LHNLsvbgJMvc0smEXTF4yjI75gI3WeaWTLV+3wo3mGbHuaGbyA3wRZdYjF6/fr1+8IMf6OGHH1by/00G6XRagUBgm/9OMlEAAAAAAAAAgJO6xGL0mWeeqUcffVQXXHCBxo4dq549e/o9JAAAAAAAAACAoS6xGP3000/rRz/6kX71q1/5PZR2hRTyewjIkmV2qfxCs1rwjmVu9ICbrHNLhMKqDUVNayL3EqGwWa2g3T548JBlbgV5/MaeqyyzYy5wk2VuRYFmlTezv5CLigqbzWqF1UgfOChc1Oj3EICvpC6xGB0Oh9W/f3+/h7FdMcVUqUq/h4EsxBQzq9VYNkAl1UvM6sEbjWUDTGvRA+6x7AFJ+rT3KD0bmG5aE7k3seIDs1qlkTzVxlmMdE1pxG4Fql9xvZY3VJjVg3f6Fdeb1WIucJPlXDC0YLXGV88yqwfv1JRNkTTWpNaY4BKNrJ5tUgveKRg0VNI0v4cBfOV0ic/yTznlFP3973/3exjbVSU+5XSVZXbJ+AazWvCOZW7xBnYqcpF1buy87SbL3OKbmAtcZJkbPeAu+gCmPcC5obMss6ujD5xEboA/usSV0dOmTdPzzz+vSZMm6ayzzlK/fv0UDAZbfd1+++3nw+i2aFGLb98bnWOZXZpNNJ1kmRst4Cbz3GgEN1nOBbx3cZJlbslU2q4YPGWZHXOBm0znAk4JnGWZHX3gJnID/NElFqO//vWvb/3vZ555ptXz6XRagUBASWYKAAAAAAAAAHBSl1iMvvfee/0eAgAAAAAAAAAgh7rEYvSpp57q9xB2KKSQ30NAliyzS4TCqg1FzerBG4lQ2KxWUyhCDzioKRQxrceO6W6y3DE92CV23UBHWeZWFGhmHnBUUWGzWS3mAjdZ5sa5obsszw9T+YVmteAdcgP80SUWo10QU0yVqvR7GMhCTDGzWp/2HqVnA9PN6sEbEys+MKtVGZ2geclxZvXgjcHR1vsQdAY7prvJcsf00kieauPcPsw1pRG7FaihBas1vnqWWT14p6ZsiqSxJrWYC9xkORdwbuguy/PDxrIBKqleYlYP3mgsG+D3EICvJF8Wo7/3ve8pEAjo97//vYLBoL73ve/t8DWBQED33HOPB6NrW5W48sVVltmxY7qbTHdMpwecZJ1bsm6DaT14wzI35gI3mR4PGlLqY1YNXoo32PVBMr5RUolZPXjDMjd6wF2W2XFMcJPl8QBA5nxZjJ4/f77y8vKUSqUUDAY1f/58BQKB7b5mR8/nWotafP3+yJ5ldpa7r8M7lrlZ7r4O71jnlk4kbAvCE5a5MRe4yTI39tV2l2V26STHAxdZ5kYPuMsyO44JbiI3wB++LEavWrVqu38HAAAAAAAAAOxc2HIDAAAAAAAAAJBzbGCYoZBCfg8BWbLMrijQrPJm7h/umqLCZrNalruvwzvWuQWCHD5dZJkbc4GbLHNrCkVUG4raFYRnmkIRs1oFefyOt4ssc6MH3GWZHccEN1keDwBkjnfTGYoppkpV+j0MZCGmmFmtoQWrNb56llk9eKOmbIqksSa1SiN5qo3zpsM1pRHblcNgaS8l19WY1kTuBUt7mdViLnCT5VxQGZ2geclxZvXgncHRoFmtfsX1Wt5QYVYP3uhXXG9aix5wk2UfcExwk+XxAEDmuK4nQ1XialhXWWbHbrtusswtvokecJF1bnXMBU6yzC0Z32hWC96xzI0ecJdldpwXuMkyN3rAXfQByA3wB4vRGWpRi99DQJYss2O3XTdZ5pbkfMVJ1rkxF7jJMrd0MmFXDJ6xzI0ecJdldslU2qwWvGOZGz3gLts+MCsFD5Eb4A8WowEAAAAAAAAAOdel7hnd1NSk119/XWvXrtUhhxyi8vJyv4cEAAAAAAAAADDQZRajb775Zs2YMUN1dXWSpGeeeUbjx4/XunXrtNdee+lXv/qVvve97/k2vpBCvn1vdI5lduyS7CbLXZKD/D6Jk6xzS+UX2haEJyxzK8jjXi0ussyNHnCXZXZFgWaVN7O3jGuKCpvtatEDzrLsA94juIncAH90icXoe++9VxdeeKFOOukkHXnkkdssOpeXl2v8+PH6y1/+4utiNCBJy8P7aV50nN/DQAcNCNvtlB1J1qlWJWb14I1Isk5SqVm9TcFSusBBm4KlZrUiibikCrN68MaW3Cxr0QMusuyDaPNKja+eZVYP3lhWOFnSWJNa9IC7LPsAAJC5LvE50A033KDJkyfrwQcf1LHHHtvq+VGjRmnp0qU+jOw/2MDQXZbZsVmRm9iwCta5pdnB0EmWubFhlZvYtAyScR9wOHCS6ebW9ICz2OQc5Ab4o0ssRldWVuroo49u9/levXpp/fr1Ho4IAAAAAAAAAGCpSyxGl5aWat26de0+/+6776pPnz4ejggAAAAAAAAAYKlLLEYfc8wx+v3vf694PN7quaVLl+quu+7Scccd5/3AAAAAAAAAAAAmusQGhtddd53GjBmj4cOH69hjj1UgENAf//hH/eEPf9DDDz+svn376qqrrvJ1jCGFfP3+yJ5ldpa7r8M7lrnRA26yzi0RCqs2FDWtidxLhMJmtYoCzSpvrjKrB28UFTbb1aIHnGXZB02hCMcDBzWFIqa16AE3WfZBsEtc5oeOIjfAH11iMToajeq1117T5Zdfrr/+9a9Kp9N64IEHFIlEdPLJJ+sXv/iFysvL/R4moL5NK7VcFX4PAx3Ut2mlpCFmtegB91j2gCQtLx6pxdHpZvXgjdFFKzTWqFa0eaXGV88yqgavLCucLBl1wZ6Nb2h89fMmteCtquBhsuqD5eH9NC86zqQWvDMgXG9Wix5wl2UfRJJ1qlWJWT14I5Ksk1Tq9zCAr5wusRgtSb1799bdd9+tu+++W7W1tUqlUqqoqFBeXtf4qKpFLX4PAVkyzY7tst3Elukwzi2ZSpvWgzcsc2MqcJNlbmmawFmW2aWTCbNa8I5lbvSAu+gDkBvgjy6zGP3fKiq46hAAAAAAAAAAdia+LEZfc801HX5NIBDQlVdemYPRAAAAAAAAAAByzZfF6BkzZnT4NSxGAwAAAAAAAIC7fFmMTqVSfnzbTgkp5PcQkCXL7MJqVHlzlVk9eCNc1GhXix5wkmUPSFJRoJk+cFBRYbNZraZQRLWhqFk9eKMpFDGrlQiF6QFHJUJhs1oFedw73EWWudED7qIPQG6AP7rkPaOBrmqvzW9oZM1sv4eBDtrcZy9J00xqjW5YoJG19IBrghV9ZNUDkhRtXqnx1bPM6sEbywonSxprUmtx5HDNi44zqQXvVEQCmmxUa3nxSC2OTjeqBi+NLlphNBNIfZtWarnY78Y1fZtWShpiVosecJNlH0QScYk+cM6W3AB4rUstRm/YsEHPPvusVq1aJUnq37+/JkyYoLKyMn8HJqlFLX4PAVmyzM5w83V4yDK3dIIdl11knRtzgZssc0u690tekG1uyVTarhg8ZZodBwQ3mR4Q6AFnGWbHMcFN5Ab4o8ssRs+YMUO//OUv1dzcrHT6PxNCQUGBLrnkkqw2PQQAAAAAAAAAdA15fg9Akq699lpdc801mjhxop544gl98MEH+uCDD/TEE09o4sSJuv7663Xttdf6PUwAAAAAAAAAQJa6xJXRd955p4499ljNnTt3m8f32GMPTZo0Sccee6zuuOMOXXnllT6NkA0MXWaZXSq/0KwWvGOZWyDYJaZNdJB1bmxe5ybLzeuCXeLjfHSUZW5sZOouy81M2djYTWxuDcm2DzgmuMnyeAAgc11iVaWurk6TJk1q9/ljjjlGzz33nHcDakNMMVWq0tcxIDsxxcxqNZYNUEn1ErN68EZj2QCzWsHSXkquqzGrB28ES3uZ1quMTtC85DjTmsi9wdGgWa3SSJ5q49wn1DWlEbvV6KEFq9nI1FE1ZVNktZnpmOASjaxmY2PXFAwaKquNjekBd1n2AccEN1keDwBkrktc13PIIYfo1Vdfbff5V199VYcccoiHI2qtSnzK6SrL7JLxDWa14B3L3Ooa2LXMRda5JeMbTevBG5a50QNusswtzvHAWZbZcV7gJsvc6AF3WWbH+0Q3kRvgjy6xGH3nnXfqlVde0Y9+9CNVVlYqlUoplUqpsrJSF154oRYuXKg777zT1zG2qMXX74/sWWaXZrdsJ1nmRgu4yTq3dDJhWxCesMyNHnCTZW4cD9xlmR194CZ6AJJtdrxPdBO5Af7oErfpGDFihFKplG6++WbdfPPNysvbskaeSm35pLKwsFAjRozY5jWBQEB1dXWejxUAAAAAAAAA0HFdYjH6hBNOUCAQ8HsYAAAAAAAAAIAc6RKL0ffdd5/fQ9ihkEJ+DwFZsswuEQqrNhQ1qwdvJEJhs1qp/EKzWvCOdW4FefxKn4ssc6MH3GSZW1MowjmBo5pCEbNanBe4yTI3esBdltnxPtFNlu8TAWSuSyxGuyCmmCpV6fcwkIWYYma1Pu09Ss8GppvVgzcmVnxgVquxbIBKqpeY1YM3GssGmNbrV1yv5Q0VpjWRe/2K601r0QPuseyByugEzUuOM6sH7wyOBs1qcV7gJsvzAnrAXZZ9wPtEN1m+TwSQuS61GP2vf/1LH374oTZu3Kh0Or3Nc4FAQD/60Y98GplUpSrfvjc6xzK7+CZ2y3aRZW7xhpT6mFWDV+LGO90n4uslDTStidzbkpsNjgdusswtGd8oqcSsHrxjmR3nBW6yPC9IxjeY1YK3LLPjvMBN5Ab4o0ssRr/55pv61re+pcrKylaL0F/wezG6RS2+fW90jmV2yVTb/YmuzTI3Nlx2k3luNIKbDHPjeOAmy9zSyYRZLXjLMjsOB26yzC1NEzjLMjvOC9xEboA/usRi9BlnnKG1a9fqzjvv1JgxY9SjRw+/hwQAAAAAAAAAMNQlFqOXLl2qa665RmeeeabfQwEAAAAAAAAA5ECXWIwePHiwAoGA38PYrpBCfg8BWbLMrijQrPJm7h/umqLCZrNaTaEIO2U7qCkUMa0XViNzgYPCRY1mtTgeuMnyeFCQx6/mu8oyO84L3GR5XpAIhekBRyVCYbNanBe4yfK8AEDmusRi9IwZM/TjH/9YJ598smKxmN/DaVNMMVWq0u9hIAsx2fXU0ILVGl89y6wevFFTNkXSWJNaldEJmpccZ1IL3hkcDZrWGxNcopHVs01rIvcKBg2VNM2kFscDN1keD/oV12t5Q4VJLXirX3G9WS3OC9xkeV7wae9RejYw3awevDOx4gOzWpwXuMnyvABA5rrEYvTUqVP1+eefa88999SECRO06667Khjc9gQhEAjopptu8mmEUpX4lNNVltmxW7ab2Ckb1rnVNaRUbFoRXqhrSGkXo1ocD9zE8QCSbXbJ+EZJJWb14A3L3JgL3GWZXbwhpT5m1eCVeAP/fgE/dInF6Oeff17f//731djYqEcffbTNr/F7MbpFLb59b3SOZXbslu0m252yzUrBQ9a5MRW4yTI3jgdusj0epM1qwVuW2aWTCbNa8I5lbswF7rLMjtMCN5Eb4I88vwcgSeeff75KSkr01FNPKR6PK5VKtfqTZJYAAAAAAAAAAGd1iSujKysr9Ytf/EJHHHGE30MBAAAAAAAAAORAl1iMHjZsmOrq6vwexnaFFPJ7CMiSZXbslu0my52yg13i90nQUda5pfILbQvCE5a5cTxwk+XxoCjQrPJm9hRxUVFhs1mtgjx+e9NFlrkxF7jLci5oCkU4L3BQUyji9xCAr6QusRj9m9/8Rt/5znd01FFH6YADDvB7OG2KKaZKVfo9DGQhpphZLXbLdpPlTtmlkTzVxnnj6ZrSiO1qdGPZAJVULzGtidxrLBtgVovjgZssjwdDC1ZrfPUss3rwTk3ZFEljTWr1K67X8oYKk1rwTr/ierNazAXuspwLKqMTNC85zqQWvDM4GvR7CMBXUpdYjL7hhhsUiUR00EEHaejQodptt90UDG47KQQCAc2dO9enEUpV4tNuV1lml4ivlzTQrB68sSU3G+yY7ibr3JLxDab14A3L3JgL3GSZG/OAu5gLwFwAyTa7ZHyjpBKzevAGuQH+6BKL0W+99ZYCgYB22203NTQ06N133231NYFAwIeR/UeLWnz9/sieaXZspOkmw9ySvOd0knVuaeYCJ1nmlkylzWrBO5a5MQ+4i7kAzAWQbLNLJxNmteAdcgP80SUWo1etWuX3EAAAAAAAAAAAOcRWXAAAAAAAAACAnOsSV0b/t02bNqmurk6pVOvfqd5tt918GNEWIYV8+97oHMvswmpkt2wHhYsazWoF+QjPSda5JUJhdkx3UCIUNqtVFGjmeOCgosJms1rMA+5iLgBzASTbuaAgj9u1uIjcAH90mcXoO+64Q7/97W/14Ycftvs1SR/vxxVTTJWq9O37I3sxxcxqjQku0cjq2Wb14I2CQUMlTTOpVRrJU22ckxbXlEZsV6M/7T1Kzwamm9ZE7k2s+MCs1tCC1RpfPcusHrxRUzZF0liTWswD7mIuAHMBJNu5oF9xvZY3VJjVgzf6Fdf7PQTgK6lLXON355136rzzztOgQYN03XXXKZ1O68ILL9Sll16qPn36aJ999tE999zj6xjTVVzx4CrL7Ooa2L3ORZa5bdlxGa6xzi0RX29aD96wzC3O8cBJlrnFN9EDrrLMjrnATZa5cU7gLtPzAo4JTiI3wB9dYjH6lltu0VFHHaV58+bprLPOkiR94xvf0PXXX693331XmzZt0vr1Ph/kW1r8/f7InmF2bJbtJsvc2HHZTea5MRm4yTA3WsBNlrklU2m7YvCUZXbMBW4yzY0mcJfleQHHBCeRG+CPLrEY/cEHH+jYY4+VJIVCW+7v29y85T5ePXr00BlnnKHbb7/dt/EBAAAAAAAAADqnSyxG9+jRQ4nElqvWSkpKFA6H9fHHH299PhKJqKamxq/hAQAAAAAAAAA6qUtsYDh8+HAtWbJk698PPPBA3XHHHTrmmGOUSqX0u9/9TkOGDPFxhFK35pCv3x/Zs8wulV9oVgvescyNHZfdZJ1bWI0qb2YvAdeEixrNajWFIqoNRc3qwRtNoYhZraJAM/OAo4oKm81qMRe4yXIu4JzAXZbnBRwT3GR5PACQuS6xGH3KKafozjvvVFNTkwoLCzVz5kxNnDhRu+22m6Qtt+54+OGHfR3j/mtimjek0tcxIDv7r4lJRp9lNJYNUEn1kh1/IbqUxrIBZrXYKdtN1jtljwku0cjq2aY1kXsFg4ZKmmZSqzI6QfOS40xqwTuDo0GzWkMLVmt89SyzevBOTdkUSWNNajEXuMlyLuCcwF2W5wUcE9xkeTwAkLkusRh9+umn6/TTT9/690MOOURLly7VP/7xD+Xn5+vII4/0/cpoVfEpp7MMs4s3pNTHrBq8Yr9j+kCzevCG9U73dQ0pFZtWhBfqGlLaxagWu6+7yTI3zgncZXlewFzgJsvcOCdwl+l5AccEJ1keDwBkrkssRrdlwIABuvDCC/0exn+0tPg9AmTLMDs2y3YTO6bDOjfawE2WuSV57+Iky9yYB9zFXADmAkjGcwF94CRyA/zRJRejly1bpoceekjV1dXaa6+9dNppp6mkpMTvYQEAAAAAAAAAsuTbYvStt96qm2++WS+//LLKy8u3Pv7oo4/qxBNPVHPzf24kf/PNN2vhwoXbfB0AAAAAAAAAwB2+LUb/4x//0MCBA7dZYE4kEjrjjDMUDAZ17733avTo0Xr88cf105/+VNdff71uvPFGv4arinhIQ5f69u3RCRXxkFktdkx3Ezumw3K3dElK5Rea1oM3LHML5pmVgocsc+OcwF2W5wXMBW6yzI1zAndZZscxwU2WxwMAmfNtMfrdd9/VmWeeuc1jCxYsUG1trS6//HKdeuqpkqRhw4ZpyZIleuKJJ3xdjD7vdum8i3z79uiMQZIutCm1PLyf5kXH2RSDZwaE681qjW5YoJG17JjummBFH1ntli5Jawr7q0RLzOrBG2sK+2uY34PATmNx5HDOCRxVEQlost+DwE6DcwJ3WZ4XcExwE8cDwB++fZa/fv169evXb5vH/vnPfyoQCGjKlCnbPH7IIYfoo48+8nJ4rTWzgaGzDLNLJxNmteAdy9zSCXrARda5sdmJm9i0DKabltEDzqIPwAaGkDgvALkBfvFtMXqXXXZRTU3NNo+98MILCofD2meffbZ5vKCgQAUFBV4ODwAAAAAAAABgyLfF6NGjR+uPf/yjNm3aJElaunSpFi1apKOOOkr5+dvePWTZsmXadddd/RgmAAAAAAAAAMCAb/eMvvrqq7X//vtr8ODBGjZsmF577TUFAgFddtllrb7273//u8aPH+/DKAEAAAAAAAAAFnxbjN577701f/58XX/99frwww914IEH6uKLL9aoUaO2+brnnntO4XBYJ554ok8j/X8KQv5+f2TPMLuCPG4K5yLL3AJB36ZNdIJ1buyY7ibLHdODvv1uGTrDMjd6wF30ASxz45zAXZwXgNwAf/i6qnLwwQfr8ccf3+7XjBs3Tm+//bZHIwK2r2/TSi1Xhd/DQAf1bVopaYhJrYb8UhWrZsdfiC6lIb/UtB47pruJHdMBWIsk61SrEr+HgQ6KJOsklZrUWh7ej3MCRw0I1/s9BAD4SuJzoEw1t/g9AmTLMju2y3aTYW60gJusc2PnbTdZ5kYPuIkegGSbXTqZsCsGz1jmRg+4yzI7jgluIjfAHyxGAwAAAAAAAAByjsVoAAAAAAAAAEDOsRgNAAAAAAAAAMg5XzcwdEpByO8RIFuG2YXVqPLmKrN68Ea4qNGsViq/0KwWvGOdGztvu8kyN3rATfQAJNvsCvLYTMJFlrnRA+6yzI5jgpvIDfAHi9FAB+y1+Q2NrJnt9zDQQZv77CVpmkmtNYX9VaIlJrXgnTWF/TXMsF4kWadalRhWhBciyTpJpWa16AH30AOQbPugb9NKLVeFSS14p2/TSklDzGrRA26y7AMAQOb4HChTzS1+jwDZMswuyYUPTrLMjR5wk3VulruvwzuWudEDbqIHIBlnx4mBmzg5hGSaXTJlVgoeIjfAHyxGAwAAAAAAAAByjsVoAAAAAAAAAEDOcc/oTLGBobsMs2PzOjdZ5tYUiqg2FDWrB280hSKm9disyE1sWAV6AJJtdmxu7SbLza3pAXdZ9gEb4bmJ3AB/sBidqWhMqqz0exTIRjRmVqqxbIBKqtm8zjWNZQPMalVGJ2hecpxZPXhjcDRoWq9fcb2WN7BZkWv6Fdeb1qIH3EMPQLLtgzHBJRpZzebWrikYNFRWm1vTA+6y7IPSSJ5q43xI6ZrSCKvRgB/4l5epNXza7SzD7OIN7HDgIsvckvGNZrXgHevc4puYC1xkmVsivt6sFrxjmRs94C7L7Oo4N3SSZW70gLsss+Pc0E3kBviDxehMNbf4PQJkyzA7Nst2k2Vu6WTCrhg8Y51bMpU2rQdvmObGAcFNlrnRA+4yzI42cBNTASTjPmBN00nkBviDxWgAAAAAAAAAQM6xGA0AAAAAAAAAyDk2MMxUQcjvESBbhtk1hSKqDUXN6sEbTaGIWa2CPH4X00XWuRUFmlXezF4CrikqbDarFVYjPeCgcFGjXS16wFmWfZDKLzSrBe9Y5kYPuMsyuyCX+TmJ3AB/sBidqWhMqqz0exTIRjRmVqoyOkHz/v/27j/M7rK8E/89Mzkzk0lOHDIZCmdIgRAQorUbsaKyaAxotbQgLqat4spuhUV+WGuvbXWrrXjZrqtbga2/LlfWX7tgta606sZW1h9bWxerQqpVUwYxdZNJOkgmQ5gwJ3Nmvn9wmW8R3Z5M7/P57ENer+viD5Nw54nvh+fznPucnLuzJa0e1Ti9NZBWa/3K2dh5cDytHtVYv3I2td6mwV2xderG1Jr03t6xSyLivJRa5wzsiM1Tt6bUojqDGzdFxKUpteyBcmXug7mxDbFmakdKLaozN7YhtZY9UKbMfTDa7I/pGR9aKc1oUzca6uC/vG7t8cmXYiVmZ9pumTJzswfKlJ3bTOL0daqTmdsBe6BImbnZA+XKzM7zoEyZuXVm7k+rRbUys+vM7E+rRXXkBvXQjO5W+3DdK2C5ErMzbbdMmbl1FpfyilGZ7Nwyp69Tnczc7IEy2QNE2Afk5rZkExQrM7ulzkJaLaojN6iHZjQAAAAAAD2nGQ0AAAAAQM8ZYNitwUbdK2C5ErMzbbdMmbkN97VjXdt3yJdmeKidWm++0YzpRiu1Jr0332im1VpcMZRWi+pk5mYPlCszO8+DMmU+DxYaI/ZAoRYaI2m1Bvt9XUuJ5Ab10IzuVmsiYnKy7lWwHK2JtFKmJJcpc0rypsFdsXXqxrR6VGPv2CURcV5avcnW+bG9syWtHtU4vTWQVmtubEOsmdqRVo9qzI1tSK1lD5Qpcx94HpQp83mw7/iz4/a+bWn1qM4F4/ek1Vq/cjZ2HhxPq0c11q+crXsJcEzyOc9u7fFJyGIlZmfabpkyczMxvUzZuc08YJppiTJzmzloD5QoMzd7oFyp+8DzoEipzwN7oFj2AXKDemhGd6t9uO4VsFyJ2Zm2W6bM3ExML1N2bh331iJl5uYoKFNmbvZAuVL3gedBkVKfB4tLecWoVGZ29kGZ5Ab10IwGAAAAAKDnNKMBAAAAAOg5Awy7NdioewUsV2J2pu2WKTM3E9PLlDktPSJiwFu5RcrMbb7RdBYUaL7RTK1lD5Qpcx94HpQpM7fhvnasa5svVKLhoXZeLfugSJl7AOieZnS3WhMRk5N1r4LlaE2klTIluUyZU5JNTC9T5rT0iIjRZn9Mz3hzqjSjzbzuw2Tr/Nje2ZJWj2qc3hpIq2UPlCtzH3gelCnzebBpcFdsnboxrR7V2Tt2SUScl1LLPihT5h4Auue9/G7t8S5nsRKzM223TCZlk52bfVAmZwGZuXVm9qfVolqZ2TkLypR7FtyfVotqZWY3c9BZUCK5QT00o7vVPlz3CliuxOxM2y2TSdlk59Zxby1SZm72QJkyc1vqLOQVo1KZ2TkLypR7FvhkfKkys7MNyiQ3qIdmNAAAAAAAPacZDQAAAABAzxlg2K3BRt0rYLkSszMluUwmZZM9KXvAW7lFyszNHihTZm6D/f5ub6kys3MWlCkzt4XGSEw3WnkFqcxCYySt1nyjaR8UaL7RrHsJcEzSjO5WayJicrLuVbAcrYm0UqYkl8mkbLInZY82+2N6RiOqNKPNvO6DPVCmzD2wfuVs7Dw4nlaP6qxfOZtWy1lQpsyzYN/xZ8ftfdvS6lGdC8bvSas12To/tne2pNWjGqe3BupeAhyTvJffrT0+CVmsxOxM2y1TZm4mppcpO7eZB5wFJcrMzR4okz1ARG52nZn9abWoTmZuzoJyOQuQG9RDM7pb7cN1r4DlSszOtN0yZeZmYnqZsnPreN1ZpMzc7IEy5e6BpbxiVCozu6XOQlotqpOZm7OgXM4C5Ab10IwGAAAAAKDnNKMBAAAAAOg5Awy7NdioewUsV2J2piSXKXNKsonpZcqclh4RMeCt3CJl5mYPlCkzt+G+dqxrmylSouGhdlqtwX5f31WizNycBeVyFiA3qIdmNByFnSNPju2tLXUvg6O0YWQ2rdbOlZvjKy0T00vzlOG747y6F8FjSrNzIKZjTd3L4Cg1OwciYjSlVqt9b2ydujGlFtX69tDFEUlPhRPn742dMZ5Si+qcOH9vRJyRUstZUK7Ms6C5MBPhLCjOw7kBVfO5nm4ZYFiuxOwMOCiTITVk52Z4XZkyc/M8KFPq88CHqYqVmp2NUKbE3GyBcmVm5zVCmeQG9dCMBgAAAACg5zSjAQAAAADoOc1oAAAAAAB6zgDDbg026l4By5WYnWm7ZTIxncxp6RERA97KLVJmbp4HZcrMbb7RjOlGK60e1ZlvNNNqjcSce0GBRobn0mo5C8qVeRZ4jVCm7NcIQHc0o+EomJheJhPTyZyWHhHR7ByI6ViTVo9qNDsHImI0p9bCTITnQXEezi3HV5rPju2tLWn1qM54sy8uTqr1lIOfi83TtyZVoyoD4ydExKUptZwF5co8C7xGKFP2awSgOz7b1a324bpXwHJlZmdcdplMTD/mZee21FnILUglMnMzfb1Mmbl1FtNKUbHM7JYWPA9KlJmbs6Bcmdl5jVAmuUE9NKMBAAAAAOg5zWgAAAAAAHpOMxoAAAAAgJ4zwLBbg426V8ByJWZnYnqZTEwnc1p6RMRgvy+YK1FmbsN9bc+DAg0PtdNqDfhIR7Eys+sb8HKqRJm5OQvKlZmd1whlyn6NAHTH7QmOwpmH7ozNe01ML82hE86MrInpO0eebGJ6gTaMzKbWay7MRMR4ak167+Hccjx+7s7YOvWFtHpUY/fAsyLivJRazc6BmI41KbWoVrNzICJGc4r15ZShYnIjmdcIZcp+jQB0x/u43WofrnsFLFdidqbtlikzt6VO3vR1qpOdW2dxKbUe1cjMbckDoUiZuXkelCszu6UF+6BEmbl1FtNKUbHM7DwTyiQ3qIdmNAAAAAAAPacZDQAAAABAz/nO6G4ZYFiuxOwWVwyl1aI6mbkZXFem7NwMrytT5vC6hcaIQUUFWmiMpNXyPChXZnYGGJbJAEMicrPzTCiT3KAebk/dak1ETE7WvQqWozWRVmpubEOsmdqRVo9qzI1tSKu1fuVs7DxocF1p1q/MHU6yaXBXbJ26MbUmvbd37JLIGl637/iz4/a+bSm1qM4F4/ek1fI8KFfmM2FgdG107tubVo9qDIyuTas12uyP6RkNrRKNNvO60Z4JZcp+jQB0x/u43drjE3DFSsyuM3N/Wi2qk5nbzAOm1JQoOzdnQZkyc1uY+X5aLaqTmZvnQbkysztw0D4oUWZuzoJyZWbnXlAmuUE9NKO71T5c9wpYrsTsljo+9VCizNw6i0tptahOdm7OgjKl5mYPlMnzgMjNzlFQptTHgV50sVKzcxiUSW5QC81oAAAAAAB6TjMaAAAAAICeM8CwW4ONulfAciVmt9AYielGK60e1VhojKTVGu5rx7q275AvzfBQO7Wes6BMmWfBSMw5Cwo0MjyXVsvzoFyZz4TFFUNptahOZm4DPt5VrMzs3AvKlHkvALqnGd2t1kTE5GTdq2A5WhNppfYdf3bc3rctrR7VuGD8nrRamwZ3xdapG9PqUY29Y5dExHlp9ZwFZco8C84Z2BGbp25Nq0c1BjduiohLU2p5HpQr85kwN7Yh1kztSKlFdebGNqTVGm32x/SM750t0WgzrxvtXlCmzHsB0D3v43Zrj3c5i5WYnWnZZcrMbSZx+jrVyc7N5O0yZebWOXB/Wi2qk5lbZ8YeKFVmdvZBmTJz8/qgXJnZHfAaoUhyg3poRnerfbjuFbBcidllTl+nOpm5GbhcpvTcbIQyJea2tLCQVovqZOa25BwoVmZ29kGZMnPr6GUVKzM7R0GZ5Ab10IwGAAAAAKDnNKMBAAAAAOg5Awy7NdioewUsV2J2w31tU5ILNDzUTqs132jGdKOVVo9qzDeaqfVMTC9T5sT0vgFXqBJl5rbQGPE8KNRCYyS1ln1Qnsw9MODjXcXKzG5xxVBeMSojN6iHV1Ldak1ETE7WvQqWozWRVmrT4K7YOnVjWj2qsXfskog4L6XWZOv82N7ZklKL6pzeGkitZ2J6mTInpg+Mro3OfXtTalGdgdG1abX2HX923N63La0e1blg/J60WvZBmTL3wGizP6ZnfPFsiUabed3oubENsWZqR1o9qjE3tqHuJcAxyfu43drjE3DFSsxuxrTdImXmZmJ6mbJzM3m7TJm5dQ7cn1aL6mTm5nlQrszsFma+n1aL6mTm5iwoV2Z2nRn3ghLJDeqhGd2t9uG6V8ByJWZn2m6ZMnMzMb1M2bk5C8qUmdvSwkJeMSqTmVtncSmtFtVKzc4DoUyJubkbliszuyVnQZHkBvXQjAYAAAAAoOc0owEAAAAA6DkDDLs12Kh7BSxXYnbzjaaJ6QWabzTTapmYXqbs3EzeLlNmbn0DrlAlysxtuK8d69pmipRoeKidVmsk5uyDAo0Mz6XVcjcsV2Z2C40RrxMLtNAYqXsJcEzySqpbrYmIycm6V8FytCbSSk22zo/tnS1p9ajG6a2BtFomppcpc1p6hInppcqcmD4wujY69+1Nq0c1BkbXptXaNLgrtk7dmFaP6uwduyQizkupdc7Ajtg8dWtKLaozuHFTRFyaUsvdsFyZ98N9x58dt/dtS6tHNS4Yv6fuJcAxyfu43drjEw/FSszOtOwy5U7K3p9Wi+pk52bydpkycztw0POgRJm5OQfKlZld54B9UKLM3Lw+KFdmdvZBmeQG9dCM7lb7cN0rYLkSszMtu0y5k7IX8opRmezcTN4uU2ZutkCZMnNzDpQrM7ulBfeCEmXm5vVBuTKz6ywu5RWjMnKDemhGAwAAAADQc5rRAAAAAAD0nAGG3Rps1L0ClisxO9Oyy5SZ22C/v5ZdouzcTEwvU+bE9MUVQ2m1qE5mbs6BcmWeBX0DXk6VKDM3rw/KlZndcF871rXNmSrN8FC77iXAMcntqVutiYjJybpXwXK0JtJKmZZdpsxJ2etXzsbOg+Np9ajG+pWzqfVMTC9T5sT0ubENsWZqR1o9qjE3tiGtlnOgXJlnwcDo2ujctzetHtUYGF2bVsvrg3JlvkbYNLgrtk7dmFaPauwduyQizqt7GXDM8T5ut/Z4l7NYidl1Zvan1aI6mbmZuFym7NzsgzJl5jZz0B4oUWZuzoFyZWZ3wFlQpMzcnAXlysyuM3N/Wi2qIzeoh2Z0t9qH614By5WY3VLHxPQSZeZm4nKZsnOzD8qUmVvHh+CKlJmbc6BczgJyz4K8WlQrM7slh0GR5Ab10IwGAAAAAKDnNKMBAAAAAOg5Awy7NdioewUsV2J2g/3+Gk+JMnMzKbtM2ZOy7YMyZe6D+UYzphuttHpUY77RTKvlHChX5lmwuGIorRbVycxtwMe7ipWZ3UJjxL2gQAuNkbqXAMckzehutSYiJifrXgXL0ZpIK7V+5WzsPDieVo9qrF85m1bLpOwyZU/Ktg/KlLkPJlvnx/bOlpRaVOf01kBaLedAuTLPgrmxDbFmakdKLaozN7YhrdZosz+mZ3xgpUSjzbxu9L7jz47b+7al1aMaF4zfU/cS4Jjkfdxu7fHJl2IlZmdadpkyc5tJnL5OdbJzM3m7TJm5eR6UyfOAiNzs7IMype4Bz4NipT4T7IMiyQ3qoRndrfbhulfAciVmlzl9nepk5mbgcpmyczN5u0yZuXW8dilSZm6OgXJlZmcflCl1D3geFCv1meB1YpHkBvXQjAYAAAAAoOc0owEAAAAA6DkDDLs12Kh7BSxXYnbDfe1Y1/b94aUZHmqn1ZpvNE3KLtB8o5laz8T0MmVOTB/wdn6RMnPzPChX5jPBPihT5h7wPChXZnZeJ5Yp83Ui0D3NaDgKrfa9sXXqxrqXwVH69tDFEXFeSq2dI0+O7a0tKbWozoaR2dR6uwdPic+3TEwvzZbGl9NqNTsHYjrWpNWjGs3OgYgYTan1leazPQ8KNd7si4uTatkHZcrcAxDhdWKpMl8nAt3zPm63DDAsV+YAQ0NqipSZ21JnIa8YlUnPzWFQpsTcnAVlyszN0LJy5Q4ty6tFdewBIgy1RW5QF81oAAAAAAB6TjMaAAAAAICe04wGAAAAAKDnDDDs1mCj7hWwXInZmZhepsyJ6YP9vlisRNm5jcSciekFGhmeS6vlLChTZm4DPtJRrMzs7IMy2QNE5GbndWKZMl8nAt3TjIajYGJ6mTInpjcXZiJiPKkaVXk4tzxnHrozNu+9NbUmvXfohDMj4tKUWifO3xs7nQXFOXH+3og4o+5lAI8hzc6BmI41dS+DZWh2DkTEaEotrxPLlPk6Eeie93G71T5c9wpYrsTsTMsuU+7E9KW8YlQmOzeTt8uUmptNUKbE3NwJypV7L8irRXUyc1vqLOQVo1KZ2TkLyiQ3qIdmNAAAAAAAPacZDQAAAABAz2lGAwAAAADQcwYYdmuwUfcKWK7E7EzLLlNmbsN97VjX3p1XkEoMD7VT6y2uGEqtRzUycxuJOWdBgUaG59JquROUKzM7+6BMmbkN9pshUKrM7JwFZZIb1EMzGuAoPH7uztg69YW6l8FR2j3wrIg4L63enqFTYk3sSKtHNfYMnRJPSKr1lIOfi83TtyZVoyoD4ydExKV1LwN4DGkuzETEeN3LYBkezi6pVudATMeatHpUo9k5EBGjdS8DjjneB+pW+3DdK2C5ErMzbbdMuRPTffqlRNm52QZlysxtaWEhrxiVyczNnaBcmdnZB2XK3QNLecWoVGZ2Sx33ghLJDeqhGQ0AAAAAQM9pRgMAAAAA0HO+M7pbBhiWywDDY15mbguNkZhutPIKUomFxkhqvflG0z4o0HyjmVarb8AVqkSZubkTlMsAQwy3JiJ3wLVBlmWSG9TDK6lutSYiJifrXgXL0ZpIKzXa7I/pGQ+s0ow2815x7Dv+7Li9b1taPapxwfg9qfUmW+fH9s6W1Jr03umtgbRaA6Nro3Pf3rR6VGNgdG1aLXeCcmXeC+yDMmXugU2Du2Lr1I1p9ajO3rFLImvA9fqVs7HzoEGWpVm/crbuJcAxyXv53drj3e5iJWbXmdmfVovqZOa2MPP9tFpUJzs3Z0GZMnM7cNDUshJl5uYcKFdmdjMPOAtKlJlbZ+b+tFpUKzM7Z0GZ5Ab10IzuVvtw3StguRKzM223TKm5dXz6qUjJuTkLypSZm6OgTJm5OQfKlXoW6GMUKTO3JQ+EYmVm11lcSqtFdeQG9dCMBgAAAACg5zSjAQAAAADoOQMMuzXYqHsFLFdidqbtlikzt5GYMzG9QCPDc6n1nAVlysxtccVQWi2qk5mbc6BcmdkN+GhPkTJzW2iMxHSjlVeQyiw0RtJqDfe1vUYo0PBQu+4lwDFJM7pbrYmIycm6V8FytCbSSpmSXKbMKcnnDOyIzVO3ptWjGoMbN0XEpWn1nAVlyjwL5sY2xJqpHWn1qMbc2Ia0Ws6BcmWeBaPN/pie8cZEaUabed3ofcefHbf3bUurR3UuGL8nrdamwV2xderGtHpUY+/YJRFxXt3LgGOO9/K7tce7nMVKzM603TKlTkw/YGJ6ibJzcxaUKfUsmHEWlCgzN+dAuTKzsw/KZA8Q4V6A3KAumtHdah+uewUsV2J2pu2WKTO3pYWFtFpUJzs3Z0GZUs+Cjk9CligzN+dAuTKz6+hDFikzN2dBudwLkBvUQzMaAAAAAICe04wGAAAAAKDnDDDs1mCj7hWwXInZmZJcpswpyX0Djs0SZefmLChT5lmw0BiJ6UYrrR7VWGiMpNVyDpQr8ywY8NGeImXm5iwol3sBmfcCoHu6Kt1qTURMTta9CpajNZFWypTkMmVOSR4YXRud+/am1KI6A6NrU+s5C8qUeRbsO/7suL1vW0otqnPB+D1ptZwD5co8C0ab/TE94ztHSzPazOtGOwvK5V5A5r0A6J738ru1x7vdxUrMzrTdMmXmduCgSUUlys5txj4oUmZuCzPfT6tFdTJzcycoV2Z2Mw94HpQoMzd3gnJlZucsKJPcoB6a0d1qH657BSxXYnam7ZYpMzdboEzZudkHZUrNzSYoU2Ju7gTlSr0X6GMUKTM3R0G5MrPrLC7lFaMycoN6aEYDAAAAANBzmtEAAAAAAPScAYbdGmzUvQKWKzE7U5LLlDkleXHFUFotqpOd23yj6Swo0HyjmVZrJOZiXds8idKMDM+l1XInKFfmvWDAR3uKlJmbO0G5Mu8Fw31t94ICDQ+1614CHJM0o7vVmoiYnKx7FSxHayKtlCnJZcqckjw3tiHWTO1Iq0c15sY2pNabbJ0f2ztbUmvSe6e3BtJqnTOwIzZP3ZpWj2oMbtwUEZem1HInKFfmvWC02R/TM740uDSjzbxutDtBuTLvBZsGd8XWqRvT6lGNvWOXRMR5dS8Djjney+/WHu9yFisxO9N2y2RiOtm5OQvKlJlb58D9abWoTmZuzoFypZ4FM/vTalGdzNycBeXyGgG5QT00o7vVPlz3CliuxOxM2y1TZm4mppcpO7eOe2uRMnNbWljIK0ZlMnNzJyhXZnZLHWdBiTJzcycoV2Z2XiOUSW5QD81oAAAAAAB6TjMaAAAAAICeM8CwW4ONulfAciVmZ0pymTKnJJuYXqbMaekREQPeyi1SZm59A65QJcrMzZ2gXJn3gsF+f8e7RJm5uROUKzM7rxHKlP0aAeiOV1Ldak1ETE7WvQqWozWRVsqU5DJlTkk2Mb1MmdPSIyJGm/0xPaMBUZrRZt6rzoHRtdG5b29aPaoxMLo2rZY7Qbky7wXrV87GzoPjKbWozvqVs2m13AnKlXkv8BqhTNmvEYDueB+3W3t88qVYidl1Zu5Pq0V1MnPLnL5OdbJzy5y+TnUyc+sc8DwoUWZuMwedA6XKzG5h5vtptahOZm7uBOXKzM4+KJPcoB6a0d1qH657BSxXYnZLxu0WKTO3zOnrVCc7t8zp61QnM7elBWdBiTJzcyUoV2p2NkKZEnNzJyhXZnb2QZnkBvXQjAYAAAAAoOc0owEAAAAA6DkDDLs12Kh7BSxXYnYLjRFTkgu00BhJq5U5fZ3qZOeWOX2d6mTm1jfgClWizNzmG013gkLNN5pptUZiLta1zZYpzcjwXFotd4JyZWZnH5RJblAPr6S61ZqImJysexUsR2sirdS+48+O2/u2pdWjGheM35NWa/3K2dh5cDytHtVYv3I2td5osz+mZ7wxUZrRZt4rjoHRtdG5b29aPaoxMLo2rdZk6/zY3tmSVo/qnN4aSKt1zsCO2Dx1a1o9qjG4cVNEXJpSy52gXJn3AvugTJl7AOie//K6tccnHoqVmJ1pu2XKzC1z+jrVyc6tM7M/tR7VyMytc+D+tFpUJzM350C5nAVk5ub1Qbkys7MPyiQ3qIdmdLfah+teAcuVmF1ncSmtFtVJzS1x+joVSs5tqbOQWo9qZOa2tGAPlCgzN+dAuZwFZObW0csqVmZ29kGZ5Ab10IwGAAAAAKDnNKMBAAAAAOg5Awy7NdioewUsV2J2w31tE9MLNDzUTqs1EnP2QIFGhudS6w32+7qWEmXm1jfgClWizNycA+VyFpCZ24CPdxUrMzv7oExyg3q4PcFRePzcnbF16gt1L4OjtHvgWRFxXkqtMw/dGZv33ppSi+ocOuHMiLg0rV5zYSYixtPqUY2Hc0vSl1eKCiXmduL8vbHTOVCkE+fvjYgzcoo5C8okNwCojfeBumWAYbkSs1syvK5ImbnZAmXKzs0w0zJl5mZoWZlSc/NAKFdids6CMhlgSIQBhsgN6qIZDQAAAABAz2lGAwAAAADQc5rRAAAAAAD0nAGG3Rps1L0Clisxu4XGSEw3Wmn1qMZCYySt1uKKobRaVCc7t+G+dqxr706tSe8ND7XTavUNuEKVKDO3kZhzDhRqZHgurZazoEyZuQ34eFexMrOzD8okN6iH2xMchZ0rN8dXWtvqXgZH6SnDd8d5SbX2DJ0Sa2JHUjWqsmfolHhCYr3Hz90ZW6e+kFiRKuweeFZE1mnQl1OGiiXmduahO2Pz3lvzClKZQyecGRGXptQ6uGI0VsbelFpU5+CK0bqXwGNMs3MgpmNN3cvgKDU7ByJitO5lwDHH+0Ddah+uewUsV2J2ncWltFpUJzO3TietFBXKzm3JRihSZm5LCwtptahOZm6OgXJlZmcflCl1Dyzm1aJamdktddwLSiQ3qIdmNAAAAAAAPacZDQAAAABAz2lGAwAAAADQcwYYdmuwUfcKWK7E7Ib72rGuvTutHtUYHmqn1ZpvNGO60UqrRzXmG83UeguNEfugQAuNkbRafQOuUCXKzG1xxVBaLaqVmZ19UKbM3AZ8vKtYmdkN9vsC+RLJDerhlVSXdsdETMRk3ctgGXbHRJyUVKvVvje2Tt2YVI2qfHvo4og4L6XWV5rPju2tLSm1qM54sy8uTqy3c+Xm+EprW2JFqvCU4buTToKIgytGY2XsTapGVQ6uGE2rtWfolFgTO9LqUZ09Q6fEExJr2QflydwDEBHRXJiJiPG6l8FRejg3oGrex+3S4bwPVlKxzOxMTC+Tielk59ZZXMotSCUyc/M8KFPq88AeKJZ9gLshEbnZuRuWSW5QD81oAAAAAAB6TjMaAAAAAICe853RXWoP5g09olqZ2RleV6bM4XWG1JQpOzfDTMuUOczU0LIyZebmTlCuzHuBfVAmd0MicrNzNyxT5t0Q6J5mdJf2tJ4aZ0xur3sZLMOe1lPj8Um1Jlvnx/bOlqRqVOX01kBardFmf0zP+ILI0ow2c18pbhrcZZhpgfaOXRJZw0znxjbEmilDy0ozN7YhrZY7Qbky7wX2QZncDYnIvR+6G5Yp824IdM/7uF3a7U3OYmVmN/OACSUlyszNHihTdm4zB+2DEmXmZg+UKTO3zsz+tFpUKzM794IyuRsSkZtdZ+b+tFpUR25QD83oLh0+XPcKWK7M7EzLLlPupOy8WlQnO7eOD0AVKTM3e6BMmbktdRbyilGpzOzcC8rkbkhEbnZLLgZFkhvUQzMaAAAAAICe04wGAAAAAKDnDDDs0oHB8fibpU11L4NlODA4nlbLtOwyZeZmD5QpO7f5RjOmG63covTcfKOZWsseKE/mHhjs91d7S5WZnXtBmdwNicjNbqEx4l5QoIXGSN1LgGOSZnSXbmtdE7929zV1L4NleFYr4lVJtUzLLlPmpGx7oEyZeyAiYrJ1fmzvbEmtSe+d3hpIq2UPlClzD6xfORs7D+a94U111q+cTavlXlAmd0MicvfBvuPPjtv7tqXVoxoXjN9T9xLgmOR93C7t3l33CliuzOxMyy6Tielk52YflCkzt87M/rRaVCczN+dAudwLsAeIyM1uYeb7abWojtygHprRXTp8uO4VsFyZ2ZmWXSYT08nOzT4oU2ZuS52FvGJUJjO3zuJSWi2qlZmd50GZ3A2JSM6u49PxRZIb1EIzGgAAAACAntOMBgAAAACg5www7FKjUfcKWK7M7EzLLpOJ6WTnZh+UKTO3wX5/rbNEmbkN97VjXdtQkRIND7XTankelMndkIjc7EZizjOhQCPDc3UvAY5JmtFdmpiImJysexUsx8REXi3TsstkYjqZe+AH9eyD8mTug/UrZ2PnwfG0elRj/crZtFqbBnfF1qkb0+pRnb1jl0TEeSm1PA/K5G5IRO4+OGdgR2yeujWtHtUY3LgpIi6texlwzPE+bpd2e5OzWJnZmZZdpszcOjP702pRnezc7IMyZeZm+nqZMnPrzNyfVotqZWbneVCmzNy8PihXZnYHDtoHJZIb1EMzukuHD9e9ApYrMzvTssuUmdtSZyGvGJXJzs0+KFNqbqavlykxtyV7oFiZ2XkelCkzN68PypWZnUdCmeQG9dCMBgAAAACg5zSjAQAAAADoOQMMu9Ro1L0CliszO9Oyy5SZ22C/v8tVouzc7IMyZeY2EnOxrm2gRGlGhufSai00RmK60UqrR3UWGiNptTwPypSZm9cH5crMbnHFUF4xKiM3qIdmdJcmJiImJ+teBcsxMZFXy7TsMmVOyl6/cjZ2HhxPq0c11q+cTa9nH5Qncx+cM7AjNk/dmlaPagxu3BQRl6bU2nf82XF737aUWlTrgvF70mp5HpQp83ng9UG5Ml8jzI1tiDVTO9LqUY25sQ11LwGOSd7H7dJuH34qVmZ2JqaXycR0snOzD8qUmVvnwP1ptahOZm4LM99Pq0W1MrOzD8qUmZs7Qbkys5s5aB+USG5QD83oLh0+XPcKWK7M7ExML1PuxPSltFpUJzs3+6BMmbktLXgelCg1t45PQhYrMzv7oEyJuXX0soqVmZ2joExyg3poRgMAAAAA0HOa0QAAAAAA9JwBhl1qNOpeAcuVmZ2J6WXKzG24rx3r2r5EvjTDQ+3cevZBkTL3Qd+AK1SJMnMbiTnnQKFGhufyatkHRcrcAwM+3lWszOzmG82YbrTyClKJ+Uaz7iXAMckrqS5NTERMTta9CpZjYiKvlonpZcqcmL5pcFdsnboxrR7V2Dt2SUScl1bPPihT5j4YGF0bnfv2ptSiOgOja9NqnTOwIzZP3ZpWj+oMbtwUEZem1LIPypS5B0ab/TE94wMrJRpt5nWjJ1vnx/bOlrR6VOP01kDdS4Bjkvdxu7TbBx6KlZmdadllMimb7NzsgzJl5nbAHihSZm6dA/en1aJamdk5C8qUehbM7E+rRbUys/M6sUxyg3poRnfp8OG6V8ByZWbXWVzKK0ZlMnMzcblM2bnZB2XKzM0eKFNmbksLC3nFqFRmds6CMqWeBR1nQakys+voaRZJblAPzWgAAAAAAHpOMxoAAAAAgJ4zwLBLjUbdK2C5MrMb7mubmF6g4aF2Wi2TssuUPSnbPihT5j5YXDGUVovqZObWN+AaXarM7JwFZcrMbbDfd7WUKjO7AR/zK5LcoB5u0XAUHj93Z2yd+kLdy+Ao7R54VkScl1LrK81nx/bWlpRaVGe82RcXJ9azD8qUuQ/2DJ0Sa2JHUjWqsmfolHhCUq2DK0ZjZexNqkaVDq4YTav1wMBorEmrRlUeGBhNq9VcmImI8bR6VOfh7AComveBumSAYbkys1sypaZImbkZclGm7NzsgzJl5uZxUCZDLInIHl5nI5Qo925owHmpUoecuxsWSW5QD81oAAAAAAB6TjMaAAAAAICe04wGAAAAAKDnDDDsUqNR9wpYrszsFhojMd1o5RWkEguNkbRaJi6XKTs3+6BMmbnNN5qeBwWabzTTai2uGEqrRbUys3M3LFPm3XC4rx3r2rvT6lGd4aF2Wi13wzLJDeqhGQ1HYefKzfGV1ra6l8FResrw3XFe3YsAHlN2jjw5tre21L0MjtKGkdm0WnuGTok1sSOtHtXZM3RKPCGp1u7BU+Lz7obF2dL4clqtx8/dGVunvpBWj+rsHnhWRNKrhGbnQEzHmpRaVKfZORARo3UvA4453gfq0uHDda+A5crMzrTsMpmUTXZu9kGZMnNb6izkFaMymbl1OmmlqFhqdjZCmRJzW7IHipWZnXtBmeQG9dCMBgAAAACg5zSjAQAAAADoOc1oAAAAAAB6zgDDLjUada+A5crMzrTsMpmUTXZu9kGZMnMb7PcdoSXKzG2+0YzpRiutHtWZbzTTao3EnLthgUaG59JqLTRGnAWFWmiMpNVyLyiT3KAemtFwFFrte2Pr1I11L4Oj9O2hiyNrUjZARERzYSYixuteBkfp4dxyfKX57Nje2pJWj+qMN/vi4qRaZx66MzbvvTWpGlU5dMKZEXFpSq2dKzfHV1rbUmpRracM3532CsG9oEyZ9wKgez7b1aXDh+teAcuVmZ1h2WXKzK2zmFeL6mTnZh+UKTO3zuJSXjEqk5mbc6BcqWeBu2GRcu+Gngelyn0m2AclkhvUQzMaAAAAAICe04wGAAAAAKDnfGd0lwwwLFdmdoYVlSlzUJHBdWUywJCI3NwMtC2TgbZE5Ga3uGIorxiVyczN86Bcmc8E+6BMmXsA6J5mdJcmJiImJ+teBcsxMZFXa7J1fmzvbMkrSCVObw2k1Rpt9sf0jC+ILM1oM7drZB+UKXMfbBrcZaBtgfaOXRJZA22dA+XKPAvmxjbEmqkdafWoxtzYhrRangflynwm2AdlytwDQPd8pqNLu73JWazM7GYeMK2oRJm5dWb2p9WiOtm5OQvKlJnbzEF7oESZuTkHypV7L7g/rRbVyczN86Bcqc8E+6BIcoN6aEZ36fDhulfAcmVmlzl9nepk5rbUWcgrRmWyc3MWlCkzt44PxBYpMzfnQLly7wUOgxJl5mYLlCv1mWAfFEluUA/NaAAAAAAAek4zGgAAAACAnjPAsEuNRt0rYLkys8ucvk51MnMb7Pd3uUqUnZuzoEyZuc03mjHdaOUVpBLzjWZaLedAuTKzW2iMOAsKtNAYSavleVCuzGeCfVCmzD0AdE8zuksTExGTk3WvguWYmMirNdrsj+kZzcjSjDbzXnWuXzkbOw+Op9WjGutXzqbWcxaUKfMsmGydH9s7W9LqUY3TWwNptZwD5co8C/Ydf3bc3rctrR7VuGD8nrRangflynwm2AdlytwDQPd8pgMAAAAAgJ7TjAYAAAAAoOc0owEAAAAA6DnNaAAAAAAAes4Awy6N5A1cpmKZ2Q02+vKKUZnM3FYNtGNde3daPaqxaqCdWs9ZUKbM3OyBMtkDRLgXkHsvcBaUyzMBuUE9NKO79NSnRmzfXvcqWI6nPjWv1iknroi/+c5CXkEqccqJeUfdM8a+F0+84yNp9ajGms3bUus5C8qUeRbYA2WyB4hwLyD3XuAsKJdnApl7AOier+kAAAAAAKDnNKMBAAAAAOg5zWgAAAAAAHpOMxoAAAAAgJ7zbe1dGh+P2LSp7lWwHOPjebWaI31x4pj3cErTHMmbktzfXBMrTjwprR7V6G+uSa3nLChT5llgD5TJHiDCvYDce4GzoFyeCWTuAaB7fUtLS0t1LwIAAAAAgMc2b90BAAAAANBzmtEAAAAAAPScZjQAAAAAAD2nGQ0AAAAAQM9pRgMAAAAA0HOa0QAAAAAA9JxmNAAAAAAAPacZDQAAAABAz2lGAwAAAADQc5rRAAAAAAD0nGY0AAAAAAA9pxkNAAAAAEDPaUYDAAAAANBzmtEAAAAAAPScZjQAAAAAAD2nGQ0AAAAAQM9pRgMAAAAA0HOa0QAAAAAA9JxmNAAAAAAAPacZDQAAAABAz2lGAwAAAADQc5rRAAAAAAD0nGY0AAAAAAA9pxkNAAAAAEDPaUYDAAAAANBzmtHHsAcffDD6+vqir68vHnzwwbqXQ03sA+wBIuwD7AEeZh9gD2APEGEfAL2jGQ0AAAAAQM9pRgMAAAAA0HOa0QAAAAAA9JxmNAAAAAAAPacZDQAAAABAz2lGAwAAAADQc5rRAAAAAAD0XN/S0tJS3YsAAAAAAOCxzSejAQAAAADoOc1oAAAAAAB6TjMaAAAAAICe04wGAAAAAKDnNKMBAAAAAOg5zWgAAAAAAHpOMxoAAAAAgJ7TjAYAAAAAoOc0owEAAAAA6DnNaAAAAAAAek4zGgAAAACAntOMBgAAAACg5zSjAQAAAADoOc1oAAAAAAB6TjMaAAAAAICe04w+Rpxyyilx22231b0MAAAAAOAYpRkNx7C3v/3t8ZSnPCWGhobiBS94Qd3LoQbz8/NxxRVXxKmnnhrNZjPOPPPM+C//5b/UvSxqcN1118X69etjzZo1MTExEa961aui3W7XvSxqcOjQodi4cWOMjo7WvRQqdvnll8fg4GCsXr36yD9f+tKX6l4WNfiTP/mT+Gf/7J/FqlWrotVqxbvf/e66l0RF/uF//6tXr45GoxFPetKT6l4WNdi9e3e84AUviLGxsVi3bl1s27Ytpqen614W8BigGQ3HsFarFa973eviiiuuqHsp1GRhYSFOPPHEuP3222N2djbe//73x6//+q/Hn/3Zn9W9NCp29dVXx7e//e2YnZ2NHTt2xI4dO+Itb3lL3cuiBr/9278dJ598ct3LoCZXX311HDx48Mg/T3/60+teEhX79Kc/HVdffXXceOONMTs7G3/zN38TW7ZsqXtZVOQf/vd/8ODBOOuss+KXfumX6l4WNbjmmmsiImLXrl1x7733xkMPPRSvfOUra14V8FigGf0YMzs7G9dee22cfPLJsWbNmviZn/mZ+N73vveIX/N3f/d38ZznPCfGx8fjuOOOiwsvvDC++93vHvn5z3zmM/GkJz0pms1m/MRP/ES84hWviIiHP0H5r//1v45169bF4x73uHjiE58Yf/VXf1XlH49kL3zhC+MFL3hBrFu3ru6lUJNVq1bFG9/4xjjttNOir68vnva0p8Wzn/3s+OIXv1j30qjYWWedFatWrYqIiKWlpejv74+777675lVRta9+9avx6U9/On7zN3+z7qUANXn9618fv/3bvx1btmyJgYGBOO644+LMM8+se1nU4Mtf/nJ885vfjMsvv7zupVCD73znO7Ft27ZYvXp1NJvN+MVf/MX4+te/XveygMcAzejHmMsvvzwmJyfjS1/6UszMzMR73vOeWLly5SN+zeLiYrz61a+O733ve7Fr164YGRl5xCdjX/ayl8W//bf/Nh544IH4zne+Ey996UsjIuIDH/hA7NixIyYnJ2NmZib++3//73HCCSdU+ucDeuuhhx6KL3/5y/465jHqzW9+c6xevTqOP/742LFjR1x33XV1L4kKLSwsxBVXXBHveMc7YnBwsO7lUJMPfvCDsXbt2njCE54Qv//7vx+Li4t1L4kKPfjgg/HVr341du/eHWeccUaccMIJ8aIXvSimpqbqXho1uPnmm+P5z39+tFqtupdCDV796lfHRz/60Thw4EDMzMzErbfeGr/wC79Q97KAxwDN6MeQffv2xcc//vF4z3veE61WK/r7+2Pz5s2P+tTrKaecEs9//vNjeHg41qxZE7/1W78Vf/7nf37kxUaj0YjJycmYnp6OVatWxTOe8YwjP/7AAw/Et771rVhaWoozzjgj1q9fX/mfE+iNpaWlePnLXx6nn356vPCFL6x7OdTgNa95TRw8eDC++c1vxlVXXeUNx2PMW9/61ti8eXM885nPrHsp1OSVr3xl7Ny5M6anp+Pmm2+Om266KW666aa6l0WF9u/fH0tLS3HbbbfFZz7zmZicnIyhoaG47LLL6l4aFXvwwQfjwx/+cLz85S+veynU5Nxzz42///u/j+OOOy7Wrl0b+/fvj9e+9rV1Lwt4DNCMfgzZtWtXDA0NxU/+5E/+X3/d9PR0vPjFLz4yqOqZz3xmzM/PxwMPPBARER//+MfjG9/4Rjz+8Y+PzZs3x0c+8pGIiHjpS18al19+eVx11VWxbt26uPzyy+O+++7r+Z8L6L2lpaW4+uqrY+fOnXHbbbdFf7/Hw7HsrLPOip/+6Z/213KPIZOTk/Hud7873vrWt9a9FGr05Cc/OcbHx2NgYCCe9rSnxWte85r4wz/8w7qXRYVWr14dEQ+/MXHyySfH6tWr4/rrr4/Pfe5z8eCDD9a8Oqr00Y9+NEZGRuLCCy+seynUYHFxMZ7znOfEueeee+T7w88999x47nOfW/fSgMcA3YbHkJNPPjnm5+cf9R3RP+y1r31tzM3Nxde+9rWYnZ2N//W//ldEPNyMinj4hcjHPvaxuO++++L1r399vPjFL459+/bFihUr4t/9u38XO3bsiG9961vxd3/3d3H99df3/M8F9NbS0lJcc801cccdd8Sf/dmfxeMe97i6l8T/Aw4fPuw7o48hX/ziF2Pfvn1xxhlnxLp16+Liiy+O2dnZWLduXdxxxx11L4+aeGPy2DM6OvpjP9jyg9cKHBve+973xste9rJYsWJF3UuhBvfff3/s2rUrXvnKV8bIyEiMjIzEddddF3fccYcPpAH/ZG6YjyE/8RM/ERdffHFcddVVMTU1FYuLi3HnnXfG97///Uf8utnZ2RgZGYnR0dH4/ve//4iGcrvdjg996EOxf//+6O/vj9HR0YiIWLFiRXz2s5+Nu+66KxYWFmLVqlUxPDzsclK4hYWFeOihh2JhYSEWFxfjoYceina7XfeyqNi1114bf/EXfxGf+cxn4rjjjqt7OdTg4MGD8b73vS9mZmZiaWkpvv71r8eb3vSm+Nmf/dm6l0ZFtm3bFpOTk3HXXXfFXXfdFe9973uj2WzGXXfdFZs3b657eVTkIx/5SMzOzsbS0lJ85StfiTe/+c3xL/7Fv6h7WVTsyiuvjD/4gz+I3bt3x6FDh+KNb3xjnH/++Uc+Nc1j386dO+Mv//Iv41d+5VfqXgo1WbduXWzcuDHe8Y53xEMPPRQPPfRQvOMd74iTTjrpUV8DCnC0NKMfYz7wgQ/E+vXr4ylPeUqMjo7GVVddFYcOHXrEr7n++utjcnIyjjvuuDj33HPj+c9//iN+/pZbbomNGzdGs9mM6667Lm655ZYYGxuLffv2xS//8i/H6OhonHrqqfG4xz0ufud3fqfKPx7J3vSmN8XKlSvjd3/3d+MTn/hErFy50l+9Osbs2rUr3vnOd8bOnTuP/HXc1atXx1VXXVX30qhQX19f3HLLLXHaaadFs9mMiy++OC688MK48cYb614aFRkZGYmTTjrpyD/j4+PR19cXJ510kmGGx5C3v/3t8ZM/+ZPRbDbjJS95SVx99dXx67/+63Uvi4q95jWvifPPPz9++qd/OtavXx9zc3PxoQ99qO5lUaGbb745zjvvvDj99NPrXgo1+uM//uP42te+FhMTE3HiiSfGl7/85fiTP/mTupcFPAb0Lfn7VgAAAAAA9JhPRgMAAAAA0HOa0QAAAAAA9JxmNAAAAAAAPacZDQAAAABAz2lGAwAAAADQc5rRAAAAAAD0nGY0AAAAAAA9pxkNAAAAAEDPaUYDAAAAANBzmtEAAAAAAPScZjQAAAAAAD2nGQ0AAAAAQM9pRgMAAAAA0HOa0QAAAAAA9JxmNAAAAAAAPacZDQAAAABAz2lGAwAAAADQc5rRAAAAAAD0nGY0AACV+vznPx99fX3x+c9/vu6ldO39739/9PX1xXe/+926lwIAAMXSjAYAICIi7rnnnvg3/+bfxIYNG2J4eDjWrFkT5557btx0001x6NCh+NrXvhZ9fX3xute97sfWuPvuu6Ovry9e/epXH9Xvfcstt8SNN974T/wT/NP93u/9Xtx22211LwMAAB6T+paWlpbqXgQAAPX61Kc+FS960YtiaGgo/uW//JfxxCc+Mdrtdnzxi1+Mj33sY3H55ZfHe97znjjrrLOi3W7HPffc8yPrXH/99fGGN7whvvrVr8aTn/zkH/lrFhcXo91ux+DgYPT3P/zZiJ//+Z+Pb3zjG7V/8nj16tVx6aWXxvvf//5H/Hin04nDhw/H0NBQ9PX11bM4AAAo3Iq6FwAAQL3uvffe+KVf+qU4+eST47Of/WyceOKJR37ummuuicnJyfjUpz4VEREveclL4vWvf3387//9v+NpT3vao2rdeuutceaZZ/7YRnRERH9/fwwPD+f/QX7ID5reGb/XwMBADAwMJKwKAACOXb6mAwDgGPeWt7wlDh48GDfffPMjGtE/sHHjxvjVX/3ViHi4GR3x8Ndq/LCvfvWrsXPnziO/5sf54e+M3rJlS3zqU5+KXbt2RV9fX/T19cUpp5xy5NfPz8/H7/zO78TGjRtjaGgo1q9fH7/xG78R8/Pzj6jb19cX1157bfy3//bf4glPeEIMDQ3Fpz/96YiI+I//8T/GM57xjBgbG4uVK1fG2WefHX/0R3/0qH//wQcfjA984ANH1nH55ZdHxI//zuh3vvOdR36vVqsV11xzTczMzDzi12zZsiWe+MQnxje/+c149rOfHSMjIzExMRFvectb/q//PwEAwGONT0YDABzjPvGJT8SGDRviGc94xj/6a0899dR4xjOeER/5yEfihhtueMSnhX/QoH7xi198VL//b/3Wb8WBAwfi//yf/xM33HBDRDz8dRkRD3+6+aKLLoovfvGLceWVV8ZZZ50VX//61+OGG26Iv/3bv33U9zt/9rOfjY985CNx7bXXxrp16440tW+66aa46KKL4iUveUm02+348Ic/HC960Yvik5/8ZFx44YUREfGhD30oXv7yl8dTn/rUuPLKKyMi4rTTTvux637DG94Q119/fVxwwQXxile8Inbu3Bnvete74q/+6q/iL/7iL6LRaBz5tfv374/nPe958cIXvjC2bdsWf/RHfxS/+Zu/GT/1Uz8Vz3/+84/q/y8AACiVZjQAwDFsdnY2du/eHRdffHHX/85LXvKSuOaaa+J//s//Gc997nMj4uGm8R/+4R/G05/+9NiwYcNRreE5z3lOTExMxP79++Oyyy57xM/dcsstcfvtt8cXvvCF+Of//J8f+fEnPvGJcdVVV8Vf/uVfPqKJvnPnzvj6178emzZtekSdv/3bv42VK1ce+d/XXnttPPnJT463ve1tR5rRl112WVx11VWxYcOGR63jh01PT8e///f/Pp773OfG9u3bj3z39ZlnnhnXXntt/Nf/+l/jX/2rf3Xk1+/Zsyc++MEPxktf+tKIiPiVX/mVOPnkk+Pmm2/WjAYA4JjhazoAAI5hs7OzERHRbDa7/nd+8Rd/MRqNxiO+quMLX/hC7N69+x/9io6j9dGPfjTOOuusOPPMM+O+++478s/WrVsjIuJzn/vcI379s571rEc1oiPiEY3o/fv3x4EDB+K8886Lr33ta8ta1+233x7tdjte9apXHWlER0RcccUVsWbNmiPfsf0Dq1evfkSDe3BwMJ761KfGd77znWX9/gAAUCKfjAYAOIatWbMmIiIeeOCBrv+dsbGx+Nmf/dn4+Mc/Hu9+97tjeHg4brnlllixYkVs27YtdX133313fOtb34rx8fEf+fN///d//4j/feqpp/7IX/fJT34y3vSmN8Vdd931iO+a7uvrW9a6du3aFRERj3/84x/x44ODg7Fhw4YjP/8DJ5100qN+r+OOOy7++q//elm/PwAAlEgzGgDgGLZmzZpotVrxjW9846j+vcsuuyw++clPxic/+cm46KKL4mMf+1g897nP/bFN4+VaXFyMn/qpn4q3ve1tP/Ln169f/4j//Q8/Af0Df/7nfx4XXXRRPPOZz4x3vvOdceKJJ0aj0Yj3ve99P3IQYy/8w+/W/oeWlpYq+f0BAOD/BZrRAADHuJ//+Z+P97znPfGlL30pnv70p3f171x00UXRbDbjlltuiUajEfv37/8nfUXHj/uE8mmnnRY7duyI888/f9mfYv7Yxz4Ww8PD8ad/+qcxNDR05Mff9773db2OH3byySdHxMPfUf0PvyO73W7HvffeGxdccMGy1goAAI9lvjMaAOAY9xu/8RuxatWqePnLXx779u171M/fc889cdNNNz3ix1auXBmXXHJJ/I//8T/iXe96V6xateqohiD+sFWrVsWBAwce9ePbtm2L3bt3x3/+z//5UT936NChePDBB//R2gMDA9HX1xedTufIj333u9+N22677UeuY2Zm5h+tecEFF8Tg4GD8p//0nx7x6eabb745Dhw4cGQoIgAA8P/TjAYAOMaddtppccstt8R3vvOdOOuss+JVr3pVvPe97413vvOdcdlll8WmTZvim9/85qP+vcsuuyzm5+fjT//0T+MFL3hBrFq1atlrOPvss2NmZiZe/epXx6233hqf+MQnIiLipS99afzcz/1cXHXVVfHLv/zL8fa3vz1uuummeMUrXhEnnXRSfOtb3/pHa1944YUxNzcXz3ve8+Ld7353vPGNb4xzzjknNm7c+CPXcfvtt8fb3va2+PCHPxx33HHHj6w5Pj4er33ta+PTn/50PO95z4t3vOMd8cpXvjKuu+66+Jmf+ZlHDCsEAAAe5ms6AACIiy66KP76r/863vrWt8Yf//Efx7ve9a4YGhqKJz3pSfH7v//7ccUVVzzq39m6dWuceOKJMTU19U/6io6IiKuvvjruuuuueN/73hc33HBDnHzyyfELv/AL0d/fH7fddlvccMMN8cEPfjA+/vGPx8jISGzYsCF+9Vd/Nc4444x/tPbWrVvj5ptvjje/+c3xqle9Kk499dT4D//hP8R3v/vdRw0QfNvb3hZXXnllvO51r4tDhw7Fy172sjjnnHN+ZN03vOENMT4+Hm9/+9vj137t12Lt2rVx5ZVXxu/93u9Fo9H4J/3/AQAAj0V9S6amAAAAAADQY76mAwAAAACAntOMBgAAAACg5zSjAQAAAADoOc1oAAAAAAB6TjMaAAAAAICe04wGAAAAAKDnNKMBAAAAAOg5zWgAAAAAAHpOMxoAAAAAgJ7TjAYAAAAAoOc0owEAAAAA6DnNaAAAAAAAek4zGgAAAACAntOMBgAAAACg5zSjAQAAAADoOc1oAAAAAAB6TjMaAAAAAICe04wGAAAAAKDnNKMBAAAAAOg5zWgAAAAAAHpOMxoAAAAAgJ7TjAYAAAAAoOc0owEAAAAA6DnNaAAAAAAAek4zGgAAAACAntOMBgAAAACg5zSjAQAAAADoOc1oAAAAAAB6TjMaAAAAAICe04wGAAAAAKDnNKMBAAAAAOg5zWgAAAAAAHpOMxoAAAAAgJ77/wB2clNNH0DNegAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.utils import resample\n",
"\n",
"# Toy implementation of bootstrapping\n",
"class Bootstrap:\n",
" def __init__(self, nr):\n",
" self.nr = nr\n",
" \n",
" def get_n_splits(self, X, y, groups=None):\n",
" return self.nr\n",
" \n",
" def split(self, X, y, groups=None):\n",
" indices = range(len(X))\n",
" splits = []\n",
" for i in range(self.nr):\n",
" train = resample(indices, replace=True, n_samples=len(X), random_state=i)\n",
" test = list(set(indices) - set(train))\n",
" splits.append((train, test))\n",
" return splits\n",
" \n",
"fig, ax = plt.subplots(figsize=(6*fig_scale, 3*fig_scale))\n",
"cv = Bootstrap(8)\n",
"plot_cv_indices(cv, X, y, groups, ax, n_splits, s=700)\n",
"ax.set_ylim((-6, 100))\n",
"ax.legend([Patch(color=cmap_cv(.8)), Patch(color=cmap_cv(.2))],\n",
" ['Testing set', 'Training set'], loc=(.95, .8));"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
},
"tags": []
},
"source": [
"### Repeated cross-validation\n",
"- Cross-validation is still biased in that the initial split can be made in many ways\n",
"- Repeated, or n-times-k-fold cross-validation:\n",
" - Shuffle data randomly, do k-fold cross-validation\n",
" - Repeat n times, yields n times k scores\n",
"- Unbiased, very robust, but n times more expensive"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/pdf": "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",
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.model_selection import RepeatedStratifiedKFold\n",
"from matplotlib.patches import Rectangle\n",
"fig, ax = plt.subplots(figsize=(10*fig_scale, 3*fig_scale))\n",
"cv = RepeatedStratifiedKFold(n_splits=5, n_repeats=3)\n",
"plot_cv_indices(cv, X, y, groups, ax, lw=2, s=400, legend=False)\n",
"ax.set_ylim((-6, 102))\n",
"xticklabels = [\"class\"] + [f\"{repeat}x{split}\" for repeat in range(1, 4) for split in range(1, 6)]\n",
"ax.set_xticklabels(xticklabels)\n",
"for i in range(3):\n",
" rect = Rectangle((-.5 + i * 5, -2.), 5, 103, edgecolor='k', facecolor='none')\n",
" ax.add_artist(rect)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Cross-validation with groups\n",
"\n",
"- Sometimes the data contains inherent groups:\n",
" - Multiple samples from same patient, images from same person,...\n",
"- Data from the same person may end up in the training _and_ test set\n",
"- We want to measure how well the model generalizes to _other_ people\n",
"- Make sure that data from one person are in _either_ the train or test set\n",
" - This is called _grouping_ or _blocking_\n",
" - Leave-one-subject-out cross-validation: test set for each subject/group"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"hide_input": false,
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/pdf": "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",
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(6*fig_scale, 3*fig_scale))\n",
"cv = GroupKFold(5)\n",
"plot_cv_indices(cv, X, y, groups, ax, s=700, show_groups=True)\n",
"ax.set_ylim((-6, 100));"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Time series\n",
"When the data is ordered, random test sets are not a good idea"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/pdf": "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",
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"approval = pd.read_csv(\"../data/approval_topline.csv\")\n",
"adults = approval.groupby(\"subgroup\").get_group('Adults')\n",
"adults = adults.set_index('modeldate')[::-1]\n",
"adults.approve_estimate.plot()\n",
"ax = plt.gca()\n",
"plt.rcParams[\"figure.figsize\"] = (12*fig_scale,6*fig_scale)\n",
"ax.set_xlabel(\"\")\n",
"xlim, ylim = ax.get_xlim(), ax.get_ylim()\n",
"for i in range(20):\n",
" rect = Rectangle((np.random.randint(0, xlim[1]), ylim[0]), 10, ylim[1]-ylim[0], facecolor='#FFAAAA')\n",
" ax.add_artist(rect)\n",
"plt.title(\"Presidential approval estimates by fivethirtyeight\")\n",
"plt.legend([rect], ['Random Test Set'] );"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"#### Test-then-train (prequential evaluation)\n",
"* Every new sample is evaluated only once, then added to the training set\n",
" * Can also be done in batches (of _n_ samples at a time) \n",
"* `TimeSeriesSplit`\n",
" * In the kth split, the first k folds are the train set and the (k+1)th fold as the test set\n",
" * Often, a maximum training set size (or window) is used\n",
" * more robust against concept drift (change in data over time)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/pdf": "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",
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.utils import shuffle\n",
"fig, ax = plt.subplots(figsize=(6*fig_scale, 3*fig_scale))\n",
"cv = TimeSeriesSplit(5, max_train_size=20)\n",
"plot_cv_indices(cv, X, shuffle(y), groups, ax, s=700, lw=2)\n",
"ax.set_ylim((-6, 100))\n",
"ax.set_title(\"TimeSeriesSplit(5, max_train_size=20)\");"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Choosing a performance estimation procedure\n",
"No strict rules, only guidelines:\n",
"\n",
"- Always use stratification for classification (sklearn does this by default)\n",
"- Use holdout for very large datasets (e.g. >1.000.000 examples)\n",
" - Or when learners don't always converge (e.g. deep learning)\n",
"- Choose _k_ depending on dataset size and resources\n",
" - Use leave-one-out for very small datasets (e.g. <100 examples)\n",
" - Use cross-validation otherwise\n",
" - Most popular (and theoretically sound): 10-fold CV\n",
" - Literature suggests 5x2-fold CV is better\n",
"- Use grouping or leave-one-subject-out for grouped data\n",
"- Use train-then-test for time series"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Evaluation Metrics for Classification"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Evaluation vs Optimization\n",
"\n",
"- Each algorithm optimizes a given objective function (on the training data)\n",
" - E.g. remember L2 loss in Ridge regression\n",
"$$\\mathcal{L}_{Ridge} = \\sum_{n=1}^{N} (y_n-(\\mathbf{w}\\mathbf{x_n} + w_0))^2 + \\alpha \\sum_{i=0}^{p} w_i^2$$\n",
"\n",
"- The choice of function is limited by what can be efficiently optimized\n",
"- However, we _evaluate_ the resulting model with a score that makes sense **in the real world**\n",
" - Percentage of correct predictions (on a test set)\n",
" - The actual cost of mistakes (e.g. in money, time, lives,...)\n",
"- We also tune the algorithm's hyperparameters to maximize that score"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Binary classification\n",
"\n",
"- We have a positive and a negative class\n",
"- 2 different kind of errors:\n",
" - False Positive (type I error): model predicts positive while true label is negative\n",
" - False Negative (type II error): model predicts negative while true label is positive\n",
"- They are not always equally important\n",
" - Which side do you want to err on for a medical test?\n",
"\n",
"
"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"#### Confusion matrices\n",
"- We can represent all predictions (correct and incorrect) in a confusion matrix\n",
" - n by n array (n is the number of classes)\n",
" - Rows correspond to true classes, columns to predicted classes\n",
" - Count how often samples belonging to a class C are classified as C or any other class.\n",
" - For binary classification, we label these true negative (TN), true positive (TP), false negative (FN), false positive (FP)\n",
"\n",
"| | Predicted Neg | Predicted Pos |\n",
"|-|-|-|\n",
"| Actual Neg | TN | FP |\n",
"| Actual Pos | FN | TP |"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"confusion_matrix(y_test, y_pred): \n",
" [[48 5]\n",
" [ 5 85]]\n"
]
}
],
"source": [
"from sklearn.metrics import accuracy_score, confusion_matrix\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.datasets import load_breast_cancer\n",
"from sklearn.linear_model import LogisticRegression\n",
"data = load_breast_cancer()\n",
"X_train, X_test, y_train, y_test = train_test_split(\n",
" data.data, data.target, stratify=data.target, random_state=0)\n",
"lr = LogisticRegression().fit(X_train, y_train)\n",
"y_pred = lr.predict(X_test)\n",
"\n",
"print(\"confusion_matrix(y_test, y_pred): \\n\", confusion_matrix(y_test, y_pred))"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"#### Predictive accuracy\n",
"\n",
"- Accuracy can be computed based on the confusion matrix\n",
"- Not useful if the dataset is very imbalanced\n",
" - E.g. credit card fraud: is 99.99% accuracy good enough? \n",
"\n",
"$$\n",
"\\text{Accuracy} = \\frac{\\text{TP} + \\text{TN}}{\\text{TP} + \\text{TN} + \\text{FP} + \\text{FN}}\n",
"$$\n",
"\n",
"- 3 models: very different predictions, same accuracy:"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"def plot_confusion_matrix(values, xlabel=\"predicted labels\", ylabel=\"true labels\", xticklabels=None,\n",
" yticklabels=None, cmap=None, vmin=None, vmax=None, ax=None,\n",
" fmt=\"{:.2f}\", xtickrotation=45, norm=None, fsize=8):\n",
" \n",
" if ax is None:\n",
" ax = plt.gca()\n",
" ax.figure.set_size_inches(6*fig_scale, 6*fig_scale)\n",
" values = np.array(values) # Ensure 'values' is a numpy array for consistent handling\n",
" img = ax.pcolormesh(values, cmap=cmap, vmin=vmin, vmax=vmax, norm=norm)\n",
" ax.set_xlabel(xlabel, fontsize=8)\n",
" ax.set_ylabel(ylabel, fontsize=8)\n",
"\n",
" # Setting the tick labels\n",
" ax.set_xticks(np.arange(values.shape[1]) + 0.5, minor=False)\n",
" ax.set_yticks(np.arange(values.shape[0]) + 0.5, minor=False)\n",
" ax.set_xticklabels(xticklabels or [], minor=False, rotation=xtickrotation, fontsize=8)\n",
" ax.set_yticklabels(yticklabels or [], minor=False, fontsize=8)\n",
"\n",
" # Loop over data dimensions and create text annotations.\n",
" for i in range(values.shape[0]):\n",
" for j in range(values.shape[1]):\n",
" ax.text(j + 0.5, i + 0.5, fmt.format(values[i, j]),\n",
" ha=\"center\", va=\"center\", color=\"white\" if values[i, j] > vmax/2 else \"black\", fontsize=8)\n",
"\n",
" ax.set_aspect('equal') # Optional: set aspect ratio to be equal\n",
" ax.invert_yaxis()\n",
" return ax"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"hide_input": false,
"slideshow": {
"slide_type": "skip"
},
"tags": [
"hide-input"
]
},
"outputs": [],
"source": [
"# Artificial 90-10 imbalanced target\n",
"y_true = np.zeros(100, dtype=int)\n",
"y_true[:10] = 1\n",
"y_pred_1 = np.zeros(100, dtype=int)\n",
"y_pred_2 = y_true.copy()\n",
"y_pred_2[10:20] = 1\n",
"y_pred_3 = y_true.copy()\n",
"y_pred_3[5:15] = 1 - y_pred_3[5:15]\n",
"\n",
"def plot_measure(measure):\n",
" fig, axes = plt.subplots(1, 3)\n",
" for i, (ax, y_pred) in enumerate(zip(axes, [y_pred_1, y_pred_2, y_pred_3])):\n",
" plot_confusion_matrix(confusion_matrix(y_true, y_pred), cmap='gray_r', ax=ax,\n",
" xticklabels=[\"N\", \"P\"], yticklabels=[\"N\", \"P\"], xtickrotation=0, vmin=0, vmax=100)\n",
" ax.set_title(\"{}: {:.2f}\".format(measure.__name__,measure(y_true, y_pred)), fontsize=8*fig_scale)\n",
"\n",
" plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"hide_input": false,
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/pdf": "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",
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_measure(accuracy_score)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"#### Precision\n",
"- Use when the goal is to limit FPs\n",
" - Clinical trails: you only want to test drugs that really work\n",
" - Search engines: you want to avoid bad search results\n",
"\n",
"$$\n",
"\\text{Precision} = \\frac{\\text{TP}}{\\text{TP} + \\text{FP}}\n",
"$$"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"hide_input": true,
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/pdf": "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",
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.metrics import precision_score\n",
"plot_measure(precision_score)"
]
},
{
"cell_type": "markdown",
"metadata": {
"hide_input": false,
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"#### Recall\n",
"- Use when the goal is to limit FNs\n",
" - Cancer diagnosis: you don't want to miss a serious disease\n",
" - Search engines: You don't want to omit important hits\n",
"- Also know as sensitivity, hit rate, true positive rate (TPR)\n",
"\n",
"$$\n",
"\\text{Recall} = \\frac{\\text{TP}}{\\text{TP} + \\text{FN}}\n",
"$$"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"hide_input": false,
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/pdf": "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",
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.metrics import recall_score\n",
"plot_measure(recall_score)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"__Comparison__ \n",
"
"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"#### F1-score\n",
"- Trades off precision and recall:\n",
"\n",
"$$\n",
"\\text{F1} = 2 \\cdot \\frac{\\text{precision} \\cdot \\text{recall}}{\\text{precision} + \\text{recall}}\n",
"$$"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"hide_input": false,
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/pdf": "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",
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.metrics import f1_score\n",
"plot_measure(f1_score)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"__Classification measure Zoo__ \n",
"
\n",
"\n",
"https://en.wikipedia.org/wiki/Precision_and_recall"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Multi-class classification\n",
"- Train models _per class_ : one class viewed as positive, other(s) als negative, then average\n",
" - micro-averaging: count total TP, FP, TN, FN (every sample equally important)\n",
" - micro-precision, micro-recall, micro-F1, accuracy are all the same\n",
" $$\\text{Precision:} \\frac{\\sum_{c=1}^C\\text{TP}_c}{\\sum_{c=1}^C\\text{TP}_c + \\sum_{c=1}^C\\text{FP}_c} \\xrightarrow{c=2} \\frac{\\text{TP} + \\text{TN}}{\\text{TP} + \\text{TN} + \\text{FP} + \\text{FN}}$$\n",
" \n",
" - macro-averaging: average of scores $R(y_c,\\hat{y_c})$ obtained on each class\n",
" - Preferable for imbalanced classes (if all classes are equally important)\n",
" - macro-averaged recall is also called _balanced accuracy_ \n",
" $$\\frac{1}{C} \\sum_{c=1}^C R(y_c,\\hat{y_c})$$\n",
" - weighted averaging ($w_c$: ratio of examples of class $c$, aka support): $\\sum_{c=1}^C w_c R(y_c,\\hat{y_c})$"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"hide_input": false,
"slideshow": {
"slide_type": "slide"
},
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/pdf": "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",
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/pdf": "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",
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/pdf": "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",
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.metrics import classification_report\n",
"\n",
"def report(y_pred):\n",
" fig = plt.figure()\n",
" ax = plt.subplot(111)\n",
" plot_confusion_matrix(confusion_matrix(y_true, y_pred), cmap='gray_r', ax=ax,\n",
" xticklabels=[\"N\", \"P\"], yticklabels=[\"N\", \"P\"], xtickrotation=0, vmin=0, vmax=100, fsize=2.5)\n",
" ax.figure.set_size_inches(2*fig_scale, 2*fig_scale)\n",
" plt.gcf().text(1.1, 0.2, classification_report(y_true, y_pred), fontsize=8, fontname=\"Courier New\")\n",
"\n",
" plt.tight_layout()\n",
"report(y_pred_1)\n",
"report(y_pred_2)\n",
"report(y_pred_3)"
]
},
{
"cell_type": "markdown",
"metadata": {
"jp-MarkdownHeadingCollapsed": true,
"slideshow": {
"slide_type": "slide"
},
"tags": []
},
"source": [
"### Other useful classification metrics\n",
"- Cohen's Kappa\n",
" - Measures 'agreement' between different models (aka inter-rater agreement)\n",
" - To evaluate a single model, compare it against a model that does random guessing\n",
" - Similar to accuracy, but taking into account the possibility of predicting the right class by chance\n",
" - Can be weighted: different misclassifications given different weights\n",
" - 1: perfect prediction, 0: random prediction, negative: worse than random\n",
" - With $p_0$ = accuracy, and $p_e$ = accuracy of random classifier:\n",
" $$\\kappa = \\frac{p_o - p_e}{1 - p_e}$$\n",
"- Matthews correlation coefficient\n",
" - Corrects for imbalanced data, alternative for balanced accuracy or AUROC\n",
" - 1: perfect prediction, 0: random prediction, -1: inverse prediction\n",
" $$MCC = \\frac{tp \\times tn - fp \\times fn}{\\sqrt{(tp + fp)(tp + fn)(tn + fp)(tn + fn)}}$$"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Probabilistic evaluation\n",
"* Classifiers can often provide uncertainty estimates of predictions. \n",
"* Remember that linear models actually return a numeric value.\n",
" - When $\\hat{y}<0$, predict class -1, otherwise predict class +1\n",
" $$\\hat{y} = w_0 * x_0 + w_1 * x_1 + ... + w_p * x_p + b $$ \n",
" \n",
"* In practice, you are often interested in how certain a classifier is about each class prediction (e.g. cancer treatments). \n",
"* Most learning methods can return at least one measure of _confidence_ in their predicions.\n",
" - Decision function: floating point value for each sample (higher: more confident)\n",
" - Probability: estimated probability for each class"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### The decision function\n",
"In the binary classification case, the return value of the decision function encodes how strongly the model believes a data point \n",
"belongs to the “positive” class. \n",
"- Positive values indicate preference for the positive class. \n",
"- The range can be arbitrary, and can be affected by hyperparameters. Hard to interpret."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/pdf": "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",
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# create and split a synthetic dataset\n",
"from sklearn.linear_model import LogisticRegression\n",
"from sklearn.datasets import make_blobs\n",
"Xs, ys = make_blobs(centers=2, cluster_std=2.5, random_state=8)\n",
"\n",
"# we rename the classes \"blue\" and \"red\"\n",
"ys_named = np.array([\"blue\", \"red\"])[ys]\n",
"\n",
"# we can call train test split with arbitrary many arrays\n",
"# all will be split in a consistent manner\n",
"Xs_train, Xs_test, ys_train_named, ys_test_named, ys_train, ys_test = \\\n",
" train_test_split(Xs, ys_named, ys, random_state=0)\n",
"\n",
"# build the logistic regression model\n",
"lr = LogisticRegression()\n",
"lr.fit(Xs_train, ys_train_named)\n",
"\n",
"fig, axes = plt.subplots(1, 2, figsize=(10*fig_scale, 3.5*fig_scale))\n",
" \n",
"mglearn.tools.plot_2d_separator(lr, Xs, ax=axes[0], alpha=.4,\n",
" fill=False, cm=mglearn.cm2)\n",
"scores_image = mglearn.tools.plot_2d_scores(lr, Xs, ax=axes[1],\n",
" alpha=.4, cm=mglearn.ReBl)\n",
"\n",
"for ax in axes:\n",
" # plot training and test points\n",
" mglearn.discrete_scatter(Xs_test[:, 0], Xs_test[:, 1], ys_test,\n",
" markers='^', ax=ax, s=7*fig_scale)\n",
" mglearn.discrete_scatter(Xs_train[:, 0], Xs_train[:, 1], ys_train,\n",
" markers='o', ax=ax, s=7*fig_scale)\n",
" ax.set_xlabel(\"Feature 0\")\n",
" ax.set_ylabel(\"Feature 1\")\n",
"cbar = plt.colorbar(scores_image, ax=axes.tolist())\n",
"cbar.set_alpha(1)\n",
"cbar.ax.tick_params(labelsize=8*fig_scale)\n",
"axes[0].legend([\"Test class 0\", \"Test class 1\", \"Train class 0\",\n",
" \"Train class 1\"], ncol=4, loc=(.1, 1.1)); "
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Predicting probabilities\n",
"Some models can also return a _probability_ for each class with every prediction. These sum up to 1.\n",
"We can visualize them again. Note that the gradient looks different now."
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/pdf": "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",
"image/png": "iVBORw0KGgoAAAANSUhEUgAAB+UAAAOeCAYAAADV/8IKAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAC4jAAAuIwF4pT92AAEAAElEQVR4nOzde3iT933//5dkWT4pcWwFHHspp9je1trBjQnQ7TKBL5tDR37fNj0v0LSwQ9yGkrCt+3Yka0mbsK0dhCRQTOlG2gaarl2ztgulpCQOdAuGKjPYTRfbNYSkdgwIx4mMhSxLvz8cORx8kKz7vnV6Pq5L12Xs25/Ph1s3Qrrfn/f7bQuHw2EBAAAAAAAAAAAAAADD2RO9AAAAAAAAAAAAAAAA0hVBeQAAAAAAAAAAAAAATEJQHgAAAAAAAAAAAAAAkxCUBwAAAAAAAAAAAADAJATlAQAAAAAAAAAAAAAwCUF5AAAAAAAAAAAAAABMQlAeAAAAAAAAAAAAAACTEJQHAAAAAAAAAAAAAMAkBOUBAAAAAAAAAAAAADAJQXkAAAAAAAAAAAAAAExCUB4AAAAAAAAAAAAAAJMQlAcAAAAAAAAAAAAAwCQE5QEAAAAAAAAAAAAAMAlBeQAAAAAAAAAAAAAATEJQHgAAAAAAAAAAAAAAkxCUBwAAAAAAAAAAAADAJATlAQAAAAAAAAAAAAAwCUF5AAAAAAAAAAAAAABMQlAeAAAAAAAAAAAAAACTEJQHAAAAAAAAAAAAAMAkBOUBAAAAAAAAAAAAADAJQXkAAAAAAAAAAAAAAExCUB4AAAAAAAAAAAAAAJMQlAcAAAAAAAAAAAAAwCQE5QEAAAAAAAAAAAAAMAlBeQAAAAAAAAAAAAAATOJI9AIAs4VCIYVCoUQvAwAAAIia3W6X3c4eagAAAAAAgHRAUB5paXBwUKdPn5bf7ycgDwAAgJTkcDhUWFioadOmyWazJXo5AAAAAAAAmCJbOBwOJ3oRgFFCoZBef/119ff3J3opAAAAgCGKiopUUlJCYB4AAAAAACBFUQ8RaeWNN94gIA8AAIC00tfXpzNnziR6GQAAAAAAAJgiytcjbYTDYfX19Zk+z5EjPknS/Pku0+cCjJR//Lgk6fyNNyZ4JcDkzp8P6aWXBvWrXw3qlVcCunAhpJwcu2bOdOo978nTu9+dp/x89hYitdj8fuV2dCivs1PO7m7ZAgGFnU4Fyso0WF4uf0WFwrm5iV4mklR/f7+mT5+e6GUAAAAAAABgCgjKI22Ew2EFAoFLvldYWCi3262srCzD5mloOCRJWrHivYaNCVgha8MGSdLwhz+c2IUAE2hre1Nf//pv9N3vviafLzjucS6XQ3/6p9frs5+9QVVVV1u4QmAK2ttl/853ZPvJT2QbGBj3sHBBgcL/3/+n0Cc/KVVWWrhAJKOzZ89esuE0GAwqFArJbmdDEgAAAAAAQKqhpzzSRjAYVEdHxyXfq6iokMNh3N6TpqbTWrLkeUnSc8/dosWLyVZCijh8WPrTPx35+rvflRYuTOx6gMsMDg5r/fpWPfpoh0Kh6H/PbpfWrq3Qxo3VysszbgMWYAi/X/ra16THH1fMF/anPy19/vMSmfMZy4r3tgAAAAAAALAGaRZADDZseGnMr4Gkt2XL2F8DSaCz06eamv3asiW2gLw0EufcsqVDNTX71dnpM2eBwFScPCn9yZ9I//qvsQXkpZHj//VfR37/5EkzVgcAAAAAAADAQgTlgSg1NZ3W88+fGf3z88+fUVPT6QSuCIjS4cNSc/M7f25uHvkekAQ6O31atOg5tbfHF1Bvbx8Zh8A8ksLJk9LHPy6dOBHfOCdOjIxDYB4AAAAAAABIaQTlgSiNlRlPtjxSwliZ8WTLIwkMDg5r+fJD6unxGzJeT49fy5cf0uDgsCHjAVPi90urV0unDdq4d/r0yHh+Y/6dAAAAAAAAALAeQXkgCpdnyUeQLR+bkydPymaz6fHHH0/0UjLH5VnyEWTLx4Rr1xzr17fGnSF/ufZ2n+67r9XQMa3w6U9/WrNmzbJ0Tq5rk3zta/FnyF/uxAnpn//Z2DEtwHUNAAAAAAAAjCAoD0Rhoox4K7PlbTZbVI+mpqa45zp//rw2bNhgyFip4Le//a0+9rGP6ZprrtHVV1+tD3zgA+rq6kr0suI3UUa8hdnyXLvmePnll7Vu3Tr9wR/8gXJzc2Wz2XQyRcpct7X169FHO0wZ+5FHOtTW1m/IWFZeu3hHyr4mv/yyZFYweNeukfENwHVtvVR+vQYAAAAAAED8HIleAJDsxsuSj4hkyy9ePN30tXznO9+55M/f/va39cwzz1zx/d///d+Pe67z58/rgQcekCQtXrw47vGSmc/n05IlS9Tf36/169crOztbDz/8sG655Ra1tLTI7XYneolTM16WfEQkW37hQtOXwrVrjhdeeEGPPvqo3v3ud+v3f//31dLSkuglRW3r1k6FQuaMHQpJ27Z1avv22rjHsura3blzp0JmnZAUk9Kvyd/+tky9sL/zHenBB+Meiuvaeqn8eg0AAAAAAID4EZQHJhFNJvyGDS+pqcn8oPzKlSsv+fPhw4f1zDPPXPF9xObrX/+6Ojo6dOTIEd18882SpPe///2qqqrSpk2btHHjxgSvcIqiyYTfskV68kmzV8K1a5L/+3//r9544w1dddVV+ud//ueUCfIMDAS1e/cpU+d44olT2rRprvLz43urM9Vr9/z588rPz496nuzs7CmtLx2l7Gvy+fPSj35k7hz/8R/SffdJeXlxDcN1bb1Ufb0GAAAAAACAMShfD0xgsiz5iGTqLR8KhbRlyxa95z3vUW5urkpKSnTXXXepr6/vkuN++ctf6tZbb9W1116rvLw8zZ49W6tXr5Y00o912rRpkqQHHnhgtIzthg0bJpz7jTfe0Lp16zRr1izl5OTo+uuv15133qmzZ8+O+zvHjx/Xpz/9ac2ZM0e5ubm67rrrtHr1anm93kuOe+utt3TvvfeOjj19+nT98R//sV588cXRYzo6OvThD39Y1113nXJzc3X99dfrE5/4hPr7Jy5j/YMf/EA333zzaPBHkn7v935PS5cu1b/9279N+LtJa7Is+Ygk6i3PtRv7tVtcXKyrrrpqwmOSkcfTJ58vaOocPl9QHk/f5AcaYPHixaqqqpLH49GiRYuUn5+v9evXS5J+9KMfafny5SorK1NOTo5uuOEGfeUrX9Hw8PAlY1zeezvSF/uf//mf9Y1vfEM33HCDcnJydPPNN+vo0aNRrStVr+uUfU1ubZUGBsydY2BgZB4LcF3zeg0AAAAAAADjkCkPTCCWfvFWZctP5q677tLjjz+uVatWae3atTpx4oS2bt2q//mf/9F//dd/KTs7W6dPn1Z9fb2mTZumL3zhC7rmmmt08uRJ/fCHP5QkTZs2Tdu3b9dnPvMZ3X777frQhz4kSbrxxhvHndfn86murk6//vWvtXr1at100006e/asfvzjH+u1117TtddeO+bvPfPMM+rq6tKqVat03XXX6Ve/+pW+8Y1v6Fe/+pUOHz4sm80mSWpoaNAPfvADrVmzRu9+97vl9Xr1i1/8Qr/+9a910003KRAI6NZbb9WFCxf0uc99Ttddd51++9vf6j//8z/1xhtvqLCwcMz5Q6GQjh8/PhrUvdj8+fO1f/9+vfXWW6l3Iz2WfvEWZctPhms3tms3lVkVLPd4+lRXN82Subxer97//vfrE5/4hFauXKmSkhJJ0uOPPy6Xy6W/+qu/ksvl0rPPPqsvfvGLevPNN/W1r31t0nH37Nmjt956S3fddZdsNpu++tWv6kMf+pC6uromzEJO1es6pV+T29qsm2f+fEum4rrm9RoAAAAAAAAGCQNpYmhoKPzSSy9d8hgaGpryeM891xuW/i2mx3PP9Rr4N5rc3XffHb74n/GhQ4fCksK7d+++5Lh9+/Zd8v2nnnoqLCl89OjRccc+c+ZMWFL4S1/6UlRr+eIXvxiWFP7hD394xc9CoVA4HA6HT5w4EZYU3rVr1+jPzp8/f8Xx3/3ud8OSwgcPHhz9XmFhYfjuu+8ed/7/+Z//CUsKf//7349qvRGRv+eXv/zlK362bdu2sKTw//7v/8Y0ZsK98EI4PGtWbI8XXrB0iVy775jqtXu5r33ta2FJ4RMnTsQ1jhU+8xlPzK+vU3l85jMew9d++bUbDofDt9xyS1hSuLGx8Yrjx7pO7rrrrnB+fn7Y7/ePfu9Tn/pUeObMmaN/jlxzbrc7fO7cudHv/+hHPwpLCv/kJz+ZcJ2pel2n9Gvy/ffH/to7lcf99xu+dK7rEcn2em30e1sAAAAAAAAkDuXrgXHEkiUfz+8Y6fvf/74KCwv1x3/8xzp79uzoo7a2Vi6XS88995wk6ZprrpEk/ed//qeGhoYMmfvf//3fNXfuXN1+++1X/CySgTaWvIv64vr9fp09e1YLFy6UpEvKxV5zzTVqbm5Wd3f3mONEstN+9rOf6fz581Gve3BwUJKUk5Nzxc9yc3MvOSZlxJIlH8/vGIhrN/ZrN5X5/cOTH2SACxesmUcaeQ1ZtWrVFd+/+Dp56623dPbsWdXV1en8+fP63//930nH/fjHP66ioqLRP9fV1UmSurq6Jvy9VL2uU/o1+cIFa+YJBKyZR1zXl8vE12sAAAAAAAAYg6A8MIZoe8lfLtG95Ts6OtTf36/p06dr2rRplzx8Pp9Onx5Z2y233KIPf/jDeuCBB3TttdfqAx/4gHbt2qULcQQUfvOb36iqqirm3zt37pzuuecelZSUKC8vT9OmTdPs2bMl6ZL+rF/96lfV1tamd73rXZo/f742bNhwyc372bNn66/+6q/0zW9+U9dee61uvfVWbdu2bdIer5Eb9WP93f1+/yXHpIRoe8lfLsG95bl2Y792U1lubpYl8+TkWDOPJP3O7/yOnE7nFd//1a9+pdtvv12FhYW6+uqrNW3aNK1cuVKSonqOZ8yYccmfI4HMvr6JWwCk6nWd0q/JY2wkMMUY15lZuK55vQYAAAAAAIAxCMoDY4gn4z2R2fKhUEjTp0/XM888M+bjy1/+sqSRbLIf/OAHeuGFF7RmzRr99re/1erVq1VbWyufz2fpmj/2sY9p586damho0A9/+EPt379f+/btG/37XHxcV1eXHnvsMZWVlelrX/ua3vOe9+inP/3p6DGbNm3S8ePHtX79eg0ODmrt2rV6z3veo9dee23c+YuLi5WTk6Oenp4rfhb5XllZmVF/XfPFk/GewGx5rt3Yr91UVlHhsmSeykpr5pHGDhS/8cYbuuWWW3Ts2DF9+ctf1k9+8hM988wz+qd/+idJl14n48nKGntjQTgcjm/B40j0dZ3Sr8mzZlkzz9vBZCtwXfN6DQAAAAAAAGM4Er0AINlMNUs+IpItv3jxdANXFZ0bbrhBP//5z/WHf/iHUWUSLly4UAsXLtRDDz2kPXv2aMWKFXryySf153/+5xOWgR1v7ra2tph+p6+vTwcOHNADDzygL37xi6Pf7+joGPP40tJSffazn9VnP/tZnT59WjfddJMeeughvf/97x89prq6WtXV1br//vv13//93/rDP/xDNTY26sEHHxxzTLvdrurqav3yl7+84mfNzc2aM2eOrrrqqpj+Xgkz1Sz5iEi2/Nslfa3EtRv7tZvKamuLJj8oheYZT1NTk7xer374wx9q0aJFo98/ceKE6XOn6nWd0q/JU8jgTup5xsF1nVmv1wAAAAAAADAGmfLAZYzIdE9UtvzHPvYxDQ8P6ytf+coVPwsGg3rjjTckjdygvjwbraamRtI7JYPz8/MlafR3JvPhD39Yx44d01NPPXXFz8bLfItkyl3+8y2XZWwPDw9fURp2+vTpKisrG13vm2++qWAweMkx1dXVstvtk5Y2/8hHPqKjR49eEgR6+eWX9eyzz+qjH/3ohL+bVIzIdE9QtjzX7tSu3VRVW1skl8vcfYEulyPhQfmxrpNAIKCvf/3rps+dytd1yr4mV1dLBQXmzlFQMDJPAnFdZ9brNQAAAAAAAIxBpjxwkXiz5CMSlS1/yy236K677tI//MM/qKWlRfX19crOzlZHR4e+//3v65FHHtFHPvIRfetb39LXv/513X777brhhhv01ltvaefOnbr66qv1J3/yJ5JGSta++93v1ve+9z1VVlaquLhYVVVV4/Zy/fznP68f/OAH+uhHPzpaTvzcuXP68Y9/rMbGRs2dO/eK37n66qu1aNEiffWrX9XQ0JB+53d+R/v3778i2+6tt97S9ddfr4985COaO3euXC6Xfv7zn+vo0aPatGmTJOnZZ5/VmjVr9NGPflSVlZUKBoP6zne+o6ysLH34wx+e8Lx99rOf1c6dO7V8+XL9zd/8jbKzs7V582aVlJTor//6r6fyVFgv3iz5iARly3PtTu3a7e/v12OPPSZJ+q//+i9J0tatW3XNNdfommuu0Zo1a2J7IixSUODQihUztGNH1+QHT9HKlTOUn5/Ytzl/8Ad/oKKiIn3qU5/S2rVrZbPZ9J3vfMe0Et0XS+XrOmVfk/PzpQ98QNqzx7w5PvhBKYpqImbius6s12sAAAAAAAAYg6A8cBEjM9w3bHhJTU3Wl7BvbGxUbW2tduzYofXr18vhcGjWrFlauXKl/vAP/1DSSAD0yJEjevLJJ9Xb26vCwkLNnz9fu3fv1uyLetV+85vf1Oc+9zmtW7dOgUBAX/rSl8YNbLpcLh06dEhf+tKX9NRTT+lb3/qWpk+frqVLl+r6668fd7179uzR5z73OW3btk3hcFj19fX66U9/eknP4Pz8fH32s5/V/v379cMf/lChUEjl5eX6+te/rs985jOSpLlz5+rWW2/VT37yE/32t79Vfn6+5s6dq5/+9KdaOEmA+aqrrlJTU5PWrVunBx98UKFQSIsXL9bDDz+sadOmRX3uE8rIDPctW6QnnzRuvChx7cZ+7fb19env//7vL/leJHg0c+bMpA7yrFlTrp07uxRF++mY2e3S3XeXGz9wjNxut/7zP/9Tf/3Xf637779fRUVFWrlypZYuXapbb73V1LlT+bpO6dfkO+8cef0068L+5CeNHzdGXNeZ93oNAAAAAACA+NnCVqS1ABYIBoNX9AetqKiQwxHd3pOmptNasuR5Q9f03HO3JKS3PDLM4cPSn/6psWN+97sJ6S2PzLJuXYu2bBm7r3N841Zo8+Yaw8cFovKVr0j/+q/Gj/tnfybdf7/x4yJpxfveFgAAAAAAAMmDnvLA28zoA5+o3vLIMGb0gU9Qb3lklo0bq1VZ6TJ0zMpKlx56KLE9t5HhPv956aLKHYaYPVv6m78xdkwAAAAAAAAAliEoD8i4XvKXi/SWB0xjVC/5y0V6ywMmysvL0tNP16m0NNeQ8UpLc7V3b53y8rIMGQ+YktzckUz56QZVypk+Xdq1a2RcAAAAAAAAACmJoDwgczPayZaHqczMaCdbHhYoL3fp4MElcWfMV1a6dOjQEt1wg7GZ98CUzJolfe978WfMz54t/du/STNnGrIsAAAAAAAAAIlBUB4Zz6ws+Qiy5WEas7LkI8iWh0XKy11qaanXvfdWyB7jOxO7faSHfEtLPQF5JJdZs6S9e6XVqzWlC/vP/mzk9wnIAwAAAAAAACmPoDwynhWZ7GTLwxRWZLKTLQ+L5OVl6eGHa3TsWL0aGubI5XJMeLzL5VBDwxwdO1avzZtrKFmP5JSbK/39348E11eskAoKJj6+oGDkuL17pfvvp2Q9AAAAAAAAkCZs4XA4nOhFAEYIBoPq6Oi45HsVFRVyOCYO7AAAks/580F5PH3yePrU3u7ThQvDysnJUmWlS7W1RaqtLVJ+Pq/vSDGDg1Jrq9TWJp04IQUCktM5Uqa+qkqqrpby8hK9SiQJ3tsCAAAAAACkD4LySBuhUEgvv/zyJd8rLCyU2+1WVhYZlAAAAEgdZ8+eVV9f3yXf+93f/V3ZY22HAAAAAAAAgIQjzQJpw2azyel0KhAIjH6vv79f/f39CVwVAAAAED+Hw0FAHgAAAAAAIEVxVwdpw2azqaioKNHLAAAAAAxXWFiY6CUAAAAAAABgigjKI61cc8013LAEAABAWikqKtK0adMSvQwAAAAAAABMET3lkZYGBwd1+vRp+f1+hUKhRC8HAAAAiJnD4VBhYaGmTZsmm82W6OUAAAAAAABgigjKI+2FQiEC8wAAAEgpdrudHvIAAAAAAABpgqA8AAAAAAAAAAAAAAAmIfUCAAAAAAAAAAAAAACTEJQHAAAAAAAAAAAAAMAkBOUBAAAAAAAAAAAAADAJQXkAAAAAAAAAAAAAAExCUB4AAAAAAAAAAAAAAJMQlAcAAAAAAAAAAAAAwCQE5QEAAAAAAAAAAAAAMAlBeQAAAAAAAAAAAAAATEJQHgAAAAAAAAAAAAAAkxCUBwAAAAAAAAAAAADAJATlAQAAAAAAAAAAAAAwCUF5AAAAAAAAAAAAAABMQlAeAAAAAAAAAAAAAACTEJQHAAAAAAAAAAAAAMAkBOUBAAAAAAAAAAAAADAJQXkAAAAAAAAAAAAAAExCUB4AAAAAAAAAAAAAAJMQlAcAAAAAAAAAAAAAwCQE5QEAAAAAAAAAAAAAMAlBeQAAAAAAAAAAAAAATEJQHgAAAAAAAAAAAAAAkxCUBwAAAAAAAAAAAADAJATlAQAAAAAAAAAAAAAwCUF5AAAAAAAAAAAAAABMQlAeAAAAAAAAAAAAAACTEJQHAAAAAAAAAAAAAMAkBOUBAAAAAAAAAAAAADAJQXkAAAAAAAAAAAAAAExCUB4AAAAAAAAAAAAAAJMQlAcAAAAAAAAAAAAAwCQE5QEAAAAAAAAAAAAAMAlBeQAAAAAAAAAAAAAATEJQHgAAAAAAAAAAAAAAkxCUBwAAAAAAAAAAAADAJATlAQAAAAAAAAAAAAAwCUF5AAAAAAAAAAAAAABMQlAeAAAAAAAAAAAAAACTEJQHAAAAAAAAAAAAAMAkBOUBAAAAAAAAAAAAADAJQXkAAAAAAAAAAAAAAExCUB4AAAAAAAAAAAAAAJMQlAcAAAAAAAAAAAAAwCQE5QEAAAAAAAAAAAAAMAlBeQAAAAAAAAAAAAAATEJQHgAAAAAAAAAAAAAAkxCUBwAAAAAAAAAAAADAJATlAQAAAAAAAAAAAAAwCUF5AAAAAAAAAAAAAABMQlAeAAAAAAAAAAAAAACTEJQHAAAAAAAAAAAAAMAkBOUBAAAAAAAAAAAAADAJQXkAAAAAAAAAAAAAAExCUB4AAAAAAAAAAAAAAJMQlAcAAAAAAAAAAAAAwCQE5QEAAAAAAAAAAAAAMAlBeQAAAAAAAAAAAAAATEJQHgAAAAAAAAAAAAAAkxCUBwAAAAAAAAAAAADAJATlAQAAAAAAAAAAAAAwCUF5AAAAAAAAAAAAAABMQlAeAAAAAAAAAAAAAACTEJQHAAAAAAAAAAAAAMAkBOUBAAAAAAAAAAAAADAJQXkAAAAAAAAAAAAAAExCUB4AAAAAAAAAAAAAAJMQlAcAAAAAAAAAAAAAwCQE5QEAAAAAAAAAAAAAMIkj0QvAxEKhkM6ePStJys/Pl81mS/CKAAAAAMQjHA7r/PnzkqRrr71Wdjt7pWEcPkMCAAAA6YXPkMnv4uco2fC5MHkQlE9yZ8+eVUlJSaKXAQAAAMAEvb29mj59eqKXgTTCZ0gAAAAgffEZMjmdP39eLpcr0csYk8/nU0FBQaKXAVG+HgAAAAAAAAAAAAAA05Apn+Ty8/NHv+7t7WU3CwAAAJDiBgYGRjOZL36/Dxjh4mvqb/7meTmdeQlcDQAAAIB4BQKD+ud/vkUSnyFTQe+Xv6wCpzOhaxgIBFTyxS8mdA24EkH5JHdxn4eCggKC8gAAAEAaoa8bjHbxNeV05snp5KYdAAAAkC74DJn8CpxOFeTkJHoZSEIE5QEAAAAAAAAAAAAgTuG3H4leA5IPPeUBAAAAAAAAAAAAADAJmfIAAAAAAAAAAAAAECcy5TEeMuUBAAAAAAAAAAAAADAJQXkAAAAAAAAAAAAAAExC+XoAAAAAAAAAAAAAiJvt7Uei14BkQ6Y8AAAAAAAAAAAAAAAmISgPAAAAAAAAAAAAAIBJKF8PAAAAAAAAAAAAAHEKh0ceiV4Dkg+Z8gAAAAAAAAAAAAAAmISgPAAAAAAAAAAAAAAAJiEoDwAAAAAAAAAAAACASQjKAwAAAAAAAAAAAABgEoLyAAAAAAAAAAAAAACYxJHoBQAAAAAAAAAAAABAqgu//Uj0GpB8yJQHAAAAAAAAAAAAAMAkBOUBAAAAAAAAAAAAADAJ5esBAAAAAAAAAAAAIG62tx+JXgOSDZnyAAAAAAAAAAAAAACYhEx5AAAAAAAAAAAAAIhT+O1HoteA5EOmPAAAAAAAAAAAAAAAJiEoDwAAAAAAAAAAAACASQjKAwAAAAAAAAAAAABgEoLyAAAAAAAAAAAAAACYhKA8AAAAAAAAAAAAAAAmcSR6AQAAAAAAAAAAAACQ6sJvPxK9BiQfMuUBAAAAAAAAAAAAADAJQXkAAAAAAAAAAAAAAExC+XoAAAAAAAAAAAAAiJvt7Uei14BkQ6Y8AAAAAAAAAAAAAAAmISgPAAAAAAAAAAAAAIBJKF8PAAAAAAAAAAAAAHEKv/1I9BqQfMiUBwAAAAAAAAAAAADAJATlAQAAAAAAAAAAAAAwCUF5AAAAAAAAAAAAAABMQlAeAAAAAAAAAAAAAACTOBK9AAAAAAAAAAAAAABIdWHZFJYt4WtA8iFTHgAAAAAAAAAAAAAAkxCUBwAAAAAAAAAAAADAJATlAQAAAAAAAAAAAAAwCUF5AAAAAAAAAAAAAABMQlAeAAAAAAAAAAAAAACTOBK9AAAAAAAAAAAAAABIdeG3H4leA5IPmfIAAAAAAAAAAAAAAJiEoDwAAAAAAAAAAAAAACahfD0AABjXwEBQHk+fPJ4+dXT45PcPKzc3SxUVLtXWFqm2tkgFBbydAAAAAABIgUBI3d2D6unxy+sNKBgMy+Gwye12qrQ0V2VleXI6yRMDAACZh7voAADgCm1t/dq6tVO7d5+Szxcc9ziXy6EVK2ZozZpyVVUVWrhCAAAAAECy6O3168iRPrW29isQCI17nNNpV3V1oebPL1JJSa6FKwQAAEgsgvIAAGDU4OCw1q9v1aOPdig0/n2UUT5fUDt2dGnnzi6tXVuhjRurlZeXZf5CAQAAAAAJNzQU0oEDp9XcfE7h8OTHBwIheTx9evHFPi1YUKylS6crO5vMeQAAkP4IygMAAElSZ6dPy5cfUnu7L+bfDYWkLVs6tHdvj55+uk7l5S4TVggAAAAASBZeb0B79pyS1xuI+XfDYenw4XPq6PDpjjtmyO12mrBCAACsF5ZNYdkSvgYkH7YhAgAAdXb6tGjRc1MKyF+svX1knM7O+MYBAAAAACQvrzegXbtOTikgb8Y4AAAAyY6gPAAAGW5wcFjLlx9ST4/fkPF6evxavvyQBgeHDRkPAAAAAJA8hoZC2rPnlHy+oCHj+XxB7dlzSkNDUfRQAwAASFGUrwdgqIGBoDyePnk8fero8MnvH1ZubpYqKlyqrS1SbW2RCgp46QGSyfr1rXFnyF+uvd2n++5r1ebNNYaOCwAAgPQSCITU3T2onh6/vN6AgsGwHA6b3G6nSktzVVaWJ6eTnBIgmRw4cNrwzHavN6ADB05r2bLrDB0XAAAgWRAZA2CItrZ+bd3aqd27J94p7XI5tGLFDK1ZU66qqkILVwhgLG1t/Xr00Q5Txn7kkQ6tXj2bf+sAAAC4Qm+vX0eO9Km1tV+BwPjZsU6nXdXVhZo/v0glJbkWrhDAWHp7/WpuPmfK2M3N5/Te917Dv3UAAJCW2GoMIC6Dg8Nat65Fc+fu144dXZOWLvP5gtqxo0tz5+7XunUtlLcGEmzr1k6FTKoQGApJ27Z1mjM4AAAAUtLQUEj79r2uxsYueTx9EwbkpZFMeo+nT42NXdq373XKWwMJduRIn8Jhc8YOh6WjR/vMGRwAACDBCMoDmLLOTp9qavZry5aOmIN6oZC0ZUuHamr2q7PT2LLZAKIzMBDU7t2nTJ3jiSdO6fx5Y/oMAgAAILV5vQE1Nnbp8OFzMQf1wmHp8OFzamzsMrxsNoDoBAIhtbb2mzrH8eMTV88AACDZhcPJ8UDyISgPYEo6O31atOi5uPtQt7ePjENgHrCex9M3aXWLePl8QXk8ZDoAAABkOq83oF27TsYdUDdqHACx6+4eND1gHgiE1NMzaOocAAAAiUBQHkDMBgeHtXz5IfX0+A0Zr6fHr+XLD1HKHrCYVcFygvIAAACZbWgopD17Thm2IdTnC2rPnlOUsgcsZtR9oMl0d1szDwAAgJUIygOI2fr1rXFnyF+uvd2n++5rNXRMABPr6LCmQoXRrxcAAABILQcOnDY8s93rDejAgdOGjglgYlZVqKASBgAASEcE5QHEpK2tX48+2mHK2I880qG2NnN7kwF4h99vTXWKCxeoggEAAJCpenv9am4+Z8rYzc3n1NtLRi1glWDQmga1w8M0wgUAAOmHoDyAmGzd2qmQSRUCQyFp27ZOcwYHcIXc3CxL5snJsWYeAAAAJJ8jR/oUNim+Fg5LR4/SKgmwisNhs2SerCxr5gEAwAxh2ZLigeRDUB5A1AYGgtq9+5SpczzxxCmdP29Mn0EAE6uocFkyT2WlNfMAAAAguQQCIbW2mlsN7fjxfgUC9JYHrOB2O9NqHgAAACsRlAcQNY+nTz6fuQFzny8oj4dMB8AKtbVFaTUPAAAAkkt396DpAfNAIKSenkFT5wAworQ015J5ysqsmQcAAMBKBOUBRM2qYDlBecAatbVFcrkcps7hcjkIygMAAGSonh5r+r13d9NXHrBCWVmenE5zbyc7nXaVluaZOgcAAEAiEJQHELWODp8l87S3WzMPkOkKChxasWKGqXOsXDlD+fnmBv4BAACQnLzeQFrNA2Q6p9Ou6upCU+e48cZC0wP/AAAAicA7HABR8/uHLZnnwgVr5gEgrVlTLrtJ7wbsdunuu8vNGRwAAABJLxgMWzLP8LA18wCQ5s8vks1mztg2m3TzzVRaAwAA6YnUNQBRy83NsmSenBxr5gEgVVUVau3aCm3Z0mH42PfcU6GqKnOzKICBgaA8nj55PH3q6PDJ7x9Wbm6WKipcqq0tUm1tkQoKeMsLAEAiOBwmRe4uk5VlzTwApJKSXC1YUKzDh88ZPvaCBcUqKaGfPMwVCITU3T2onh6/vN6AgsGwHA6b3G6nSktzLWnTACC9hd9+JHoNSD7coQQQtYoKlyXzVFZaMw+AERs3Vmvv3h5DW0dUVrr00EPVho0HXK6trV9bt3Zq9+5T8vmC4x7nco20aVizppxNIgAAWMztdqbVPABGLF06XR0dPkNbR7jdTi1dOt2w8YDL9fb6deRIn1pb+xUIhMY9LtKmYf78IjaJAAAMxZYvAFGrrbWmhJhV8wAYkZeXpaefrlNpqTEfNktLc7V3b53y8qh6AeMNDg5r3boWzZ27Xzt2dE0YkJckny+oHTu6NHfufq1b16LBQVqkAABgFaPeX06mrIygCWCl7Gy77rhjhlwuY/K9Ihtps7O5VQ3jDQ2FtG/f62ps7JLH0zdhQF4ayaT3ePrU2Nilffte19DQxMcDABAt3ukAiFptbZFhH7jG43I5CMoDCVBe7tLBg0virlRRWenSoUNLdMMNVLyA8To7faqp2a8tWzoUivG+SCgkbdnSoZqa/ersNK4qBAAAGJ8VJYCdTrtKS/NMnQPAldxup1atmhV3pQq326nVq2epuJiKFzCe1xtQY2OXDh8+p3CMtZzDYenw4XNqbOwytCoEgExgS5IHkg1BeQBRKygY2blsppUrZyg/n84aQCKUl7vU0lKve++tkD3Gdwh2u7RuXYVaWuoJyMMUnZ0+LVr0XNxtFtrbR8YhMA8AgPkiJYDNdOONhfT+BRLE7XaqoWGOFi4sli3Ge/82m7RwYbEaGuYQkIcpvN6Adu06GXdA3ahxAADgUwuAmKxZUx5zsC5adrt0993l5gwOICp5eVl6+OEaHTtWr4aGOZNWx3C5HGpomKNjx+q1eXMNJethisHBYS1ffkg9PX5Dxuvp8Wv58kOUsgcAwALz5xfFHKyLls0m3XwzldaARMrOtmvZsuvU0DBH8+YVTbpJxum0a968IjU0zNGyZddRsh6mGBoKac+eU5O2O4uWzxfUnj2nKGUPAIgL6ahj2Lp1qx5//HG1trbq/e9/v/7jP/5j9GeLFy/WCy+8oOzs7NHvtbe3q6ysLAErBaxXVVWotWsrtGVLh+Fj33NPhaqqzM2iABCdqqpCbd9eq02b5srj6ZPH06f2dp8uXBhWTk6WKitdqq0tUm1tEdUtYLr161vjzpC/XHu7T/fd16rNm2sMHRdAZuIzJDC+kpJcLVhQrMOHzxk+9oIFxSopoZ88kAxKSnJ1222lqq8vUU/PoLq7/fJ6AxoeDisryya326myslyVlprf1gI4cOC04ZntXm9ABw6c1rJl1xk6LoD0E377keg1IPlwF30MZWVluv/++/Xzn/9cr7322hU//6d/+ifde++91i8MSBIbN1Zr794eQwMklZUuPfRQtWHjATBGfr5DdXXTVFc3LdFLQYZqa+vXo48avxFMkh55pEOrV89mQxiAuPEZEpjY0qXT1dHhMzRA4nY7tXTpdMPGA2AMp9OumTMLNHNmQaKXggzV2+tXc7PxG8Ekqbn5nN773mvYEAYAmBK2JY7hQx/6kD74wQ/q2muvtWzOgYGBcR9AssnLy9LTT9eptNSYN6Clpbnau7eOstcAgCts3dqpkEkVAkMhadu2TnMGB5BR+AwJTCw726477pgxaWukaLlcDq1YMYOy1wCAKxw50qewSSmi4bB09GifOYMDANIen16m4MEHH1RxcbHe+9736tvf/rYhY7pcrjEfJSUlhowPGK283KWDB5eostIV1ziVlS4dOrREN9wQ3zgAgPQzMBDU7t2nTJ3jiSdO6fx5Y/oMAsB4+AwJjGS2r1o1S263M+5xVq+epeLi+MYBAKSfQCCk1tZ+U+c4frxfgQC95QEAsSMoH6N/+Id/0G9+8xv19vbqH//xH/W5z31OTz31VKKXBSREeblLLS31uvfeCtljfDWx26V16yrU0lJPQB4AMCaPp08+n7kBc58vKI+HTAcA5uEzJPAOt9uphoY5WriwWDZbbL9rs0kLFxaroWEOAXkAwJi6uwdND5gHAiH19AyaOgcAID0RlI/R+973PhUWFio7O1u33nqr7rrrLn3ve9+Le1yfzzfmo7e314BVA+bJy8vSww/X6NixejU0zJm0HKHL5VBDwxwdO1avzZtrKFkPABiXVcFygvIAzMRnSOBS2dl2LVt2nRoa5mjevCI5nRPfmnI67Zo3r0gNDXO0bNl1lKwHAIyrp8dvyTzd3dbMAyA1hZPkgeRjTDOvDGaPNT14HAUFBYaMAyRKVVWhtm+v1aZNc+Xx9Mnj6VN7u08XLgwrJydLlZUu1dYWqba2SPn5vPQAACbX0eGzZJ72dmvmAQCJz5BARElJrm67rVT19SXq6RlUd7dfXm9Aw8NhZWXZ5HY7VVaWq9LSvEkD9wAASJLXG0ireQAA6YXI2BiCweDoIxQKye/3y2636/z58/rv//5vLV68WDk5OWpqalJjY6N27tyZ6CUDSSM/36G6ummqq5uW6KUAAFKc3z9syTwXLlgzD4D0xWdIYOqcTrtmzizQzJlsNAEAxCcYtCY3dHiYHFQAQOwIyo/hwQcf1AMPPDD657y8PN1yyy36/ve/rwceeECf+MQnJEmzZs3S5s2b9dGPfjRRSwUAAEhbubnWtDjJyaGVCoD48BkSAAAg8RwOmyXzZGVZMw+AVGV7+5HoNSDZEJQfw4YNG7Rhw4Yxf9bc3GztYgAAADJURYXLknkqK62ZB0D64jMkAABA4rndzrSaBwCQXmjKBQAAgKRUW1uUVvMAAAAAAMxTWppryTxlZdbMAwBILwTlAQAAkJRqa4vkcplb2MnlchCUBwAAAIA0UFaWJ6fT3JCH02lXaWmeqXMASG3hJHkg+RCUBwAAQFIqKHBoxYoZps6xcuUM5efT0QkAAAAAUp3TaVd1daGpc9x4Y6HpgX8AQHrifw8AAAAkrTVrymU36R2r3S7dfXe5OYMDAAAAACw3f36RbDZzxrbZpJtvptIaAGBqCMoDAAAgaVVVFWrt2gpTxr7nngpVVZmbRQEAAAAAsE5JSa4WLCg2ZewFC4pVUkI/eQDA1FCrEwBwhYGBoDyePnk8fero8MnvH1ZubpYqKlyqrS1SbW2RCgr4LwSANTZurNbevT1qb/cZNmZlpUsPPVRt2HgAAACZLBAIqbt7UD09fnm9AQWDYTkcNrndTpWW5lrS5xkAIpYuna6ODp+83oBhY7rdTi1dOt2w8QAAmYeICgBgVFtbv7Zu7dTu3afk8wXHPc7lGunzvGZNOVmmAEyXl5elp5+u06JFz6mnxx/3eKWludq7t055eVkGrA4AACBz9fb6deRIn1pb+xUIhMY9LtLnef78IrJMAZguO9uuO+6YoV27Tk54fytakftg2dlsLgIATB3/iwAANDg4rHXrWjR37n7t2NE16QcWny+oHTu6NHfufq1b16LBwWGLVgogU5WXu3Tw4BJVVrriGqey0qVDh5bohhviGwcAACCTDQ2FtG/f62ps7JLH0zdhQF4ayaT3ePrU2Nilffte19DQxMcDQLzcbqdWrZolt9sZ9zirV89ScXF84wDIHOEkeSD5EJQHgAzX2elTTc1+bdnSoVCM90VCIWnLlg7V1OxXZ6dxZaWRvJqaTqup6XSil4EMVV7uUktLve69t0L2GN/F2u3SunUVammpJyAPAAAQB683oMbGLh0+fE7hGO/4hsPS4cPn1NjYZWhZaSSvEycGdOLEQKKXgQzldjvV0DBHCxcWy2aL7XdtNmnhwmI1NMwhIA8AMATl6wEgg3V2+gwpB93ePjLOwYNLVF5OsCudbdjwkiSpqYk+akiMvLwsPfxwjf7sz2Zr27ZOPfHE5O02Vq6cobvvpt0GAABAvLzegCHloCPjGJHFiuTW1HRGkjR7dkGCV4JMlZ1t17Jl1+m9771GR4/26fjxydtt3HhjoW6+mXYbAKbK9vYj0WtAsiEoDwAZanBwWMuXHzKkP7Mk9fT4tXz5IbW01NOnOU01NZ3W88+fGf168WIC80icqqpCbd9eq02b5srj6ZPH06f2dp8uXBhWTk6WKitdqq0tUm1tkfLzecsLAAAQr6GhkPbsmXhDZCx8vqD27DmlhoY59GlOUydODOiVV86Pfk1gHolUUpKr224rVX19iXp6BtXd7ZfXG9DwcFhZWTa53U6VleWqtDRPTievSQAA43GHEgAy1Pr1rWpvN7bkfHu7T/fd16rNm2sMHRfJIZIlH/mabHkkg/x8h+rqpqmublqilwIAAJDWDhw4bXjJea83oAMHTmvZsusMHRfJIZIlH/maoDySgdNp18yZBZo5k+sRAGAttnwBQAZqa+vXo492mDL2I490qK2t35SxkTgXZ8lL0vPPn6G3PAAAAJAhenv9am4+Z8rYzc3n1NtrTAU3JI+Ls+Ql6ZVXztNbHgCQEcJJ8kDyISgPABlo69ZOhcZvnxWXUEjatq3TnMGRMBdnyU/0PQAAAADp58iRPoVNursbDktHj/aZMzgS5uIs+Ym+BwAAkCkIygNAhhkYCGr37lOmzvHEE6d0/rwxfQaReJdnyUeQLQ8AAACkv0AgpNZWc6uhHT/er0DApJ3jsNzlWfIRZMsDAIBMRlAeADKMx9Mnn8/cgLnPF5THQ6ZDupgoI55seQAAACC9dXcPmh4wDwRC6ukZNHUOWGeijHiy5QEAQKYiKA8AGcaqYDlB+fQwXpZ8BNnyAAAAQHrr6bGm33t3N33l08F4WfIRZMsDAIBMRVAeADJMR4fPknna262ZB+aKJhOebHkAAAAgfXm9gbSaB+aKJhOebHkAAJCJCMoDQIbx+4ctmefCBWvmgXkmy5KPIFseAAAASF/BYNiSeYaHrZkH5pksSz6CbHkAQDoLh5PjgeRDUB4AMkxubpYl8+TkWDMPzBNLBjzZ8gAAAEB6cjhslsyTlWXNPDBPLBnwZMsDAIBMQ1AeADJMRYXLknkqK62ZB+aINks+gmx5AAAAID253c60mgfmiDZLPoJseQAAkGkIygNAhqmtLUqreWCOqWS+ky0PAAAApJ/S0lxL5ikrs2YemGMqme9kywMA0pMtSR5INgTlASDD1NYWyeVymDqHy+UgKJ/CYs2SjyBbHgAAAEg/ZWV5cjrNvYXodNpVWppn6hwwT6xZ8hFkywMAgExCUB4AMkxBgUMrVswwdY6VK2coP9/cwD/ME0/GO9nyAAAAQHpxOu2qri40dY4bbyw0PfAP88ST8U62PAAAyBS82wWADLRmTbnsJv0PYLdLd99dbs7gMN1Us+QjyJYHAAAA0s/8+UWymVQF1WaTbr6ZSmupaqpZ8hFkywMA0k04SR5IPgTlASADVVUVau3aClPGvueeClVVmZtFAfMYkelOtjwAAACQXkpKcrVgQbEpYy9YUKySEvrJpyojMt3JlgcAAJmAoDwAZKiNG6tVWekydMzKSpceeqja0DFhnXiz5CPIlgcAAADSz9Kl0+V2Ow0d0+12aunS6YaOCevEmyUfQbY8AADIBATlASBD5eVl6emn61RaakxGQmlprvburVNeXpYh48F6Rma4ky0PAAAApJfsbLvuuGOGXC6HIeO5XA6tWDFD2dncnkxVRma4ky0PAADSHe96ASCDlZe7dPDgkrgz5isrXTp0aIluuMHYzHtYx6gs+Qiy5QEAAID043Y7tWrVrLgz5t1up1avnqXiYmMz72Edo7LkI8iWBwAA6Y6gPABkuPJyl1pa6nXvvRWyx/i/gt0urVtXoZaWegLyKc6MzHay5QEAAID043Y71dAwRwsXFstmi+13bTZp4cJiNTTMISCf4szIbCdbHgCQDsKyJcUDyYegPABAeXlZevjhGh07Vq+GhjmTliN0uRxqaJijY8fqtXlzDSXrU5zRWfIRZMsDAAAA6Sk7265ly65TQ8MczZtXJKdz4luMTqdd8+YVqaFhjpYtu46S9SnO6Cz5CLLlAQBAOjOmCRQAIC1UVRVq+/Zabdo0Vx5PnzyePrW3+3ThwrBycrJUWelSbW2RamuLlJ/PfyHpwsyM9g0bXlJT03TTxgcAAACQOCUlubrttlLV15eop2dQ3d1+eb0BDQ+HlZVlk9vtVFlZrkpL8yYN3CN1mJnR3tR0RrNnF5g2PgAAQKIQUQEAXCE/36G6ummqq5uW6KXAZGZlyUdEsuUXLyYwDwAAAKQrp9OumTMLNHMmwdR0Z1aWfEQkW57APAAASDdsUQUAIINZ0fed3vIAAAAAkB6s6PtOb3kAAJCOyJQHACCDNTUtTvQSAAAAAAApYtWqWYleAgAAQEoiKA8AAAAAAAAAAAAAcQq//Uj0GpB8KF8PAAAAAAAAAAAAAIBJCMoDAAAAAAAAAAAAAGASgvIAAAAAAAAAAAAAAJiEoDwAAAAAAAAAAAAAACYhKA8AAAAAAAAAAAAAgEkciV4AAAAAAAAAAAAAAKS6sGwKy5bwNSD5kCkPAAAAAAAAAAAAAIBJCMoDAAAAAAAAAAAAAGASgvIAAAAAAAAAAAAAAJiEoDwAAAAAAAAAAAAAACZxJHoBAAAAAAAAAAAAAJAOwoleAJISmfIAACBmTU2n1dR0OtHLAAAAAACkgBMnBnTixECilwEAAJAwZMoDAICYbdjwkiSpqWl6glcCAAAAAEh2TU1nJEmzZxckeCUAAACJQaY8AACISVPTaT3//Bk9//wZsuUBAAAAABM6cWJAr7xyXq+8cp5seQAAkLEIygMAgJhEsuQv/xoAAAAAgMtFsuQv/xoAACCTEJQHAABRi2TJR5AtDwAAAAAYTyRLPoJseQAA0lc4HNb3vvc93Xbbbbr++uuVk5Oj0tJSLV26VN/85jcVDAYNn+/pp5/WHXfcoYqKCrlcLmVnZ+vaa6/VH/zBH2j9+vX6zW9+Y+ic8aCnPAAAiNpYmfEbNrxEb3kAAAAAwBXGyoxvajpDb3kAQNoKy6awbAlfg9X6+vr0kY98RM8+++wl33/99df1+uuv69lnn9X27dv11FNPacaMGXHPd/bsWX30ox9VU1PTFT/zer164YUX9MILL2jTpk36yle+or/927+Ne854EZQHAABRuTxLPiKSLb94MYF5AAAAAMCIy7PkIyLZ8gTmAQBID4FAQB/4wAd06NAhSdK73vUu/eVf/qXKy8v12muv6V//9V/161//Wi+++KLe//7364UXXtDVV1895fmCwaDe//7365e//KUkKTc3V3feeafmzp2roqIivfrqq/rJT36iX/ziFwoEAvp//+//yeVy6bOf/awhf9+pIigPAACiMlH/eLLlAQAAAAAXm6h/PNnyAACkj+3bt48G5G+66Sb9/Oc/V1FR0ejP16xZow9+8IP62c9+ppdeeklf+cpX9LWvfW3K8333u98dDci/613v0qFDhzRz5sxLjvnbv/1b7dy5U3/5l38pSfrSl76kv/zLv5TDkbjQOEF5AAAwqfGy5CPiyZYfGAjK4+mTx9Onjg6f/P5h5eZmqaLCpdraItXWFqmggLcsAAAAAJAqxsuSj4gnWz4QCKm7e1A9PX55vQEFg2E5HDa53U6VluaqrCxPTqc9nuUDAIAoBYNBPfTQQ5Ikm82mb3/725cE5KWRTPZvf/vbmjNnjgYGBvTYY4/pC1/4gtxu95Tm/NnPfjb69Re+8IUrAvIRf/EXf6EdO3bI4/Ho7Nmz+vWvf63q6uopzWkE7nADAIBJTZQlf/ExsWTLt7X1a+vWTu3efUo+X3Dc41wuh1asmKE1a8pVVVUY9fgAAAAAgMSYKEv+4mNiCcr39vp15EifWlv7FQiExj3O6bSrurpQ8+cXqaQkN+rxAQBA7J599lmdOTPy//7SpUv1nve8Z8zjpk+frk984hP6l3/5F124cEE/+tGPtHr16inNefr06dGvKyoqJjy2srJSHo9HkjQwMDCl+YzClkEAADChybLkIyLZ8pMZHBzWunUtmjt3v3bs6JowIC9JPl9QO3Z0ae7c/Vq3rkWDg8NRrx0AAAAAYK3JsuQjItnykxkaCmnfvtfV2Nglj6dvwoC8NJJJ7/H0qbGxS/v2va6hoYmPBwAAU7d///7Rr5ctWzbhsRf/fN++fVOes6SkZPTrjo6OCY+N/DwrK0uVlZVTntMIBOUBAMCEosmSj/bYzk6famr2a8uWDoVivC8SCklbtnSopma/Ojt9sf0yAAAAAMAS0WTJR3us1xtQY2OXDh8+p3A4tnWEw9Lhw+fU2NglrzcQ2y8DADBF4SR5WKWtrW3069ra2gmPnTdv3pi/F6sPfOADo1//4z/+o1555ZUxj9u5c+do7/lPfvKTKi4unvKcRqB8PQAAGFe0WfIRE/WW7+z0adGi59TT449rTe3tI+McPLhE5eWuMY+hTz0AAAAAWC/aLPmIiXrLe70B7dp1ctLqapOJjLNq1Sy53c4xj6FPPQAgXU1Usr2gIPo2MuNpb28f/XrWrFkTHnv99dcrKytLw8PD6ujoUDgcls1mi3nOD3/4w7r99tv11FNP6dVXX9Xv/d7v6c4771RNTY2Kior06quv6sc//rF+8YtfSJJuv/12PfbYYzHPYzTuRgMAgHHFkiV/8e9c3lt+cHBYy5cfijsgH9HT49fy5YfU0lKvvLys0e/Tpx4wTqQdxVibbAAAAICxxJIlf/HvXB6UHxoKac+eiT/XxcLnC2rPnlNqaJij7Ox3guv0qQeME2lHMdYmGwCJc3Gp98uFYy1DM4Y33nhj9Otrr712wmMdDoeuvvpq9fX1KRgMamBgQC7X2ElXE7HZbPr+97+vL37xi3rsscf01ltv6Rvf+MYVx91000368pe/rD/5kz+ZUvDfaGzvQ8ZrajodVQ9kAMg0sWbJR4zVW379+la1txtbcr693af77muVRJ96wAwbNrw0pY05AJDuTpwYiKoHMgBkmliz5CPG6i1/4MBpw0vOe70BHTgw8lmVPvWA8ZqazkxpYw6QfmxJ8rCGz/fOPd/c3Mk3ruXl5Y1+/dZbb0153qysLH3+85/XF7/4ReXk5Ix5zIsvvqh//Md/1AsvvDDleYxEUB4ZjxvOADC2eF4bL/7dtrZ+PfpohxFLusIjj3Ro794e+tQDBotsyhlrkw0AZDpuOAPA2OJ5bbz4d3t7/WpuPmfEkq7Q3HxO7e1v0aceMFhkU85Ym2wAJFZvb698Pt+Yj1S2b98+zZo1S5///Of1vve9Tz/72c/0xhtv6MKFC+ro6NDGjRtVUFCgX/ziF1q6dKl+9KMfJXrJBOWR2bjhDABjm2qWfMTFr6tbt3bGHCyPVigkffSjL8SdhR/pU09gHhhx8cYaNi8CwDu44QwAY5tqlnzExa+rR470xRwsj1Y4LH3/+6/FHVCP9KknMA+MuHhjDZsXkenCGvn/JqGPi9ZTUFAw7sMIF5ef9/snb106ODg4+vVVV101pTn37dun5cuXq7+/Xx/5yEd04MAB1dfXq7CwUE6nU+Xl5fq7v/s7Pfvss8rJyZHf79cnP/lJvf7661OazygE5ZHRuOEMAGMz4jVxw4aXNDAQ1O7dpwxY0fjOnzem9HykTz2l7JHpLt+Uw+ZFAHgHN5wBYGxGvCY2NZ1RIBBSa2u/ASsa39CQMRH/SJ96Stkj012+KYfNi0Bmueaaa0a/Pnv27ITHBoNBvfnmm5Kk7OzsKW8M+Ou//muFQiHZ7XY98sgjstvHDnfPnz9fn/70pyWNlMp//PHHpzSfUQjKI2NxwxkAxhZvlnzE88+f0Te/OXl/92RycZ96IFONtSmHzYsAwA1nABhPvFnyEa+8cj6q/u7J5OI+9UCmGmtTDpsXgcxRWVk5+vXJkycnPPa1117T8PBIQlR5eblsNlvM8504cUIvvTRyn+rd7363ysrKJjz+j/7oj0a/PnLkSMzzGYmgPDIWN5wBYGxGvhY+9linYWNZ5ZFHOtTWZm5mBpCsxtuUw+ZFAOCGMwCMx8jXwiNHzOklb6bm5nPq7Z28XC+QjsbblMPmRSBzVFVVjX7t8XgmPPaXv/zlmL8Xi+7u7tGvr7766kmPLywsHP16YCCxr0sE5ZGRuOEMAGMzKks+4je/Sb0PYKGQtG1b6m0mAIww0aYcNi8CyGTccAaAsRmVJR/R1zdk2FhWCYelo0f7Er0MICEm2pTD5kUgM9x6662jX//sZz+b8Nh9+/aNfr1s2bIpzXdxIP7VV1+d9PhXXnll9Gu32z2lOY1CUB4ZiRvOADA2XgNHPPHEKZ0/nzpl9wEjTLYph82LADIZN5wBYGy8Bo44frw/pcruA0aYbFMOmxeBzLBkyRJNmzZNkvTzn/9cv/rVr8Y87vTp03ryySclSbm5ufrABz4wpfnKy8uVm5sraSQo/9///d8THh+ZU5LmzZs3pTmNQlAeGYcbzgAwNqOz5FOZzxeUx0OmAzJLNJty2LgDIBNxwxkAxmZ0lnwqCwRC6ukZTPQyAEtFsymHjTvIROEkeVjF4XDovvvukySFw2Hdeeed6uu79L6q3+/Xpz71qdHy8WvWrBk3a/3Tn/60bDabbDabNmzYcMXP8/LyLgnof+pTn9KpU6fGHGvjxo06cOCAJCknJ0cf+9jHYv77GcmR0NmBBIj2hnNT03QLVgMAyYNg26U8nj7V1U1L9DIwhoGBkU0THk+fOjp88vuHlZubpYoKl2pri1RbW6SCAt7mxiLaTTmRzYuLF/M+CUDmiPaG8+zZBRasBgCSB8G2S3V3+zVzJv8XJKNAIKTu7kH19Pjl9QYUDIblcNjkdjtVWpqrsrI8OZ3kL8Yi2k05kc2LvE8C0ttnPvMZ/fu//7sOHTqkF198UXPnztVdd92l8vJyvfbaa/qXf/kX/frXv5Ykvfvd79b9998f13wbN27UM888o3Pnzqmzs1NVVVVauXKlFi5cqLy8PJ06dUrf//731dzcPPo7X/rSl3T99dfHNW+8uFuJjMINZwAYG1nyV2pv9yV6CbhMW1u/tm7t1O7dp+Tzjd9ewOVyaMWKGVqzplxVVYUWrjB1xbIph82LADIJN5wBYGxkyV/J6w0kegm4TG+vX0eO9Km1deL2Ak6nXdXVhZo/v0glJbkWrjB1xbIph82LQPpzOp360Y9+pI985CN69tln9eqrr44ZeL/pppv01FNPqbAwvvt1c+bM0TPPPKNPfOIT6ujo0FtvvaXt27dr+/btVxzrcDi0YcMG/d3f/V1ccxqB7V/IKLHecAaATMFr3pUuXBhO9BLwtsHBYa1b16K5c/drx46uCQPy0kj7gR07ujR37n6tW9eiwUGey4nEuimHVj8AMkmsN5wBIFPwmnel4WEriwVjIkNDIe3b97oaG7vk8fRNGJCXRjLpPZ4+NTZ2ad++1zU0NPHxmS7WTTm0+kHmsSXJw1pFRUX6+c9/rieffFLLly9XWVmZnE6nSkpK9H/+z//RN77xDTU3N2vGjBmGzHfTTTfp+PHj+ta3vqXbb79ds2bNUn5+vhwOh9xutxYuXKgvfOELevnll0fL6ycamfLIGFO94Uy2PIBM0NS02LSxGxo82rGjy7TxzZKTkxXVcZRSN1dnp0/Llx+aUuWCUEjasqVDe/f26Omn61Re7jJhhalvKptyyJYHkAmmesOZTDAAmWDVqlmmjf2Tn/TI4+mb/MAkk5UVXQCEUurm8noD2rPn1JQqF4TD0uHD59TR4dMdd8yQ2+00YYWpbyqbcsiWBzKDzWbTxz/+cX384x+f8hiPP/64Hn/88aiOzc3N1Z133qk777xzyvNZiTvEyBjccAaAxFizplw7d3YplGIbzSsrJw7gUkrdfJ2dPi1a9Jx6evxxjdPePjLOwYNLCMxfZqqtK9i8CCATcMMZABJj/vwivfhin8Iplng+WQCXUurm83oD2rXr5KTV1aIdZ9WqWQTmLzPV1hVsXgQAytcjQ8R7wxkAMHVVVYVau7Yi0cuIWW1t0Zjfp5S6NQYHh7V8+aG4A/IRPT1+LV9+iPN/mXhaV9D2AkA6i/eGMwBg6kpKcrVgQXGilxGzsrKxA+iUUrfG0FBIe/ZMvGk+Fj5fUHv2nOL8Xyae1hW0vUCmCCfJA8mHoDwyAjecAUSjqek0G3FMsnFj9aSZ58nE5XKMGZTv7PSppma/tmzpiDnzP1JKvaZmvzo7Yy/FnmnWr2+dUsn6ibS3+3Tffa2GjpnKprppMYLNiwDSGTecAUTjxIkBNuKYZOnS6SmVoex02lVamnfF973egBobu3T48LmYM/8jpdQbG7umVIo90xw4cNrw8+T1BnTgAJ95Iqa6aTGCzYsAMh1BeaQ9bjgDiNaGDS+xEcckeXlZevrpOpWWGlN6Lz8/un7vU7Vy5Qzl51/a5SdSSj3eQHGklDqB+fG1tfXr0Uc7TBn7kUc61NbWb8rYqcaI1zteMwGkI244A4hWU9MZNuKYJDvbrjvumCGXy5juqw5HdP3ep+rGGwuv6AMfKYEeb6DYqHHSWW+vX83N50wZu7n5nHp7jangluqMeL3jNRNAJiMoj7THDWcA0Yhs4GEjjnnKy106eHBJ3BnzlZUu/eAH75PdpHcxdrt0993ll3yPUurW2rq1M+ZKBNEKhaRt2zrNGTyFxLtpMYLXTADpiBvOAKIR2cDDRhzzuN1OQ3p6u91Offzj18tmUlzeZpNuvvnSSmuUUrfWkSN9MVciiFY4LB092mfO4Ckk3k2LEbxmAshkBOWR1rjhDCBaF2++YSOOecrLXWppqde991bEHFS326V16yrU0lKv97+/1LQ+9ffcU6GqqsJLvkcpdesMDAS1e/cpU+d44olTOn/emJtjqcrI1zleMwGkE244A4jWxZtv2IhjHrfbqYaGOVq4sDjmoLrNJi1cWKyGhjmqqLjKtD71CxYUq6Tk0qpwlFK3TiAQUmurudXQjh/vVyCQ2RsijHyd4zUTQKYiKI+0xg1nANG4fAMPG3HMlZeXpYcfrtGxY/VqaJgzaTlCl8uhhoY5OnasXps31ygvb6R0vRl96isrXXrooepLvkcpdWt5PH2GZZOMx+cLyuPJ3EwHozYtRvCaCSCdcMMZQDQu38DDRhxzZWfbtWzZdWpomKN584quKBN/OafTrnnzitTQMEfLll2n7OyR483oU+92O7V06fRLvkcpdWt1dw+aHjAPBELq6Rk0dY5kZtSmxQheMwFkKmOa8gBJyKwbzosXT5/8YAApZaxNNxs2vKSmJv69m6mqqlDbt9dq06a58nj65PH0qb3dpwsXhpWTk6XKSpdqa4tUW1t0RX936Z0+9YsWPWdIWfnS0lzt3Vs3GvSPsKKU+vbtteZMkIKsCpZ7PH2qq5tmyVzJxoyNhrxmAkgHZt1wnj27wLAxASSHsTbdNDWd4d+7yUpKcnXbbaWqry9RT8+gurv98noDGh4OKyvLJrfbqbKyXJWW5o0ZuI/0qd+166QhG4FdLodWrJgxGvSPsKKU+m23lZozQQoyqs3cZLq7/Zo5MzP/jZux0ZDXTKSz8NuPRK8ByYegPNIWN5wBRGO8DTxsxLFOfr5DdXXTphQgjfSpX778UFzl5SsrXdq7t0433HBp5r1VpdQ3bZo75saDTNTRYWybgPEY3Y4gVRi9aTGC10wA6YAbzgCiMd4GHjbiWMfptGvmzIIpBUgjfer37DkVV3l5t9upFStmqLj40sx7q0qp19eXTFoxIFMY3SYg0fMkG6M3LUbwmgkgE/E/N9KS2TecAaSPiTbw0LYiNRjVp/7ygLxEKfVE8PuHLZnnwgVr5kk2Zr6u8ZoJIJWZfcMZQPqYaAMPbStSg1F96i8PyEuUUk+EYNCafNDh4czMOzXzdY3XTKQvW5I8kGwIyiMtccMZQDQm28DDRpzUYVSf+stZWUodI3Jzx34ujJaTY808ycSsTYsRvGYCSGXccAYQjck28LARJ3UY1af+claWUscIh8OawFNWVuYFuMzatBjBayaATEOdVKQdq244U54VSH3RbLKhbUVqifSp//KX36Mnn3xVBw6cVmenT4FASE6nXeXlLi1dOl2f+MS7NG1a7qTjUUrdehUVV1YsMENlpTXzJBMrNhbymgkgFVl1w5nyrEDqi2aTDW0rUkukT/3ixdP0q1/1q6trQOfODY32qS8uztacOQV6z3sKJ938LVFKPRHc7isrFqTyPMnEio2FvGYCyCQE5ZF2uOEMIBrRbuBhI05qaWvr19atndq9+9SYZed/9as39aMfdWv9+jatWDFDa9aUq6qqcNzxKKVuvdraorSaJ5k0NS1O9BIAIClxwxlANKLdwMNGnNTS2+vXkSN9am3tH7Ps/JkzF/Tyyz4dOHBG1dWFmj+/SCUl42/wppS69UpLJ99wb4SyMmvmSSarVs1K9BKAlBR++5HoNSD5EJRH2uGGM4BoxLKBh404yW9wcFjr17fq0Uc7FIqifZ/PF9SOHV3aubNLa9dWaOPG6jFL2FNK3Xq1tUVyuRxjbqowisvlyMigPABgbNxwBhCNWDbwsBEn+Q0NhXTgwGk1N59TOIrIRSAQksfTpxdf7NOCBcVaunT6mCXsKaVuvbKyPDmd9jE3VRjF6bSrtDTPtPEBAJmBnvIAgIwTa5sL+iQnt85On2pq9mvLlugC8hcLhaQtWzpUU7NfnZ1XlpCnlLr1CgocWrFihqlzrFw5Q/n57E0FAABAdGJtc0Gf5OTm9QbU2Nilw4ejC8hfLByWDh8+p8bGrjFLyFNK3XpOp13V1eNXwDPCjTcWyukklAIAiA//kwAAMs5U2lxY0RoDsevs9GnRoufi7sne3j4yzuWBeUqpJ8aaNeWym/Qu1W6X7r673JzBAQAAkJam0ubCitYYiJ3XG9CuXSfj7sk+3jiUUk+M+fOLZDOpeIDNJt18M5/ZAQDxIygPAMgosWbJR5Atn3wGB4e1fPkh9fT4DRmvp8ev5csPaXDwnf7ukVLqZqKU+pWqqgq1dm2FKWPfc0+FqqrMzaIAAABA+og1Sz6CbPnkMzQU0p49pwxrleXzBbVnzykNDb1Tsi1SSt1MlFK/UklJrhYsKDZl7AULilVSwiYIAED8CMoDADJKPBnvZMsnl/XrW+POkL9ce7tP993XOvpnSqknzsaN1YaX9a+sdOmhh6oNHRMAAADpLZ6Md7Llk8uBA6fjzpC/nNcb0IED72zgp5R64ixdOt3wsv5ut1NLl043dEwAQObif28AQMaYapZ8BNnyyaOtrV+PPtphytiPPNKhtrb+0T9TSj0x8vKy9PTTdYaVfywtzdXevXXKy8syZDwAAACkv6lmyUeQLZ88env9am4+Z8rYzc3n1Nv7TgU3SqknRna2XXfcMcOwancu18gm/exsQigAYhOWLSkeSD6kZQEAMoYRme4bNrykpiZ2SSfa1q2dCoUmP24qQiFp27ZObd9eK+mdUupbthi/CSCTS6kPDATl8fTJ4+lTR4dPfv+wcnOzVFHhUm1tkWpri1Re7tLBg0u0fPmhuKoiVFa6tHdvnW64wdjMewAAAKQ3IzLdm5rOaPbsAgNWg3gcOdKncNicscNh6ejRPt12W6mkd0qpHz5s/CaATC6lHgiE1N09qJ4ev7zegILBsBwOm9xup0pLc1VWlie326lVq2Zpz55TcVVFcLudWrFihoqLjc28BwBkNoLyAICMEG+WfEQkW37xYgLziTIwENTu3adMneOJJ05p06a5o2XlN26s1t69PYaWy8/UUuptbf3aurVTu3dP3MsxkpWwZk25WlrqtX59qx59tCOmzRh2+8jGh4ceqiZDHgAAADGJN0s+IpItT2A+cQKBkFpb+yc/MA7Hj/ervr5ktKz80qXT1dHhM7RcfqaWUu/t9evIkT61tvYrEBj/A2GkdcD8+UVqaJijAwdOq7n5XEybMWy2kY0PS5dOJ0MeAGA4/mcBAGQEI/vB01s+sTyevgmDuUbw+UayuCMopR6/wcFhrVvXorlz92vHjq5Jn0OfL6gdO7o0d+5+rV/fqo0bq3XsWL0aGuZMWo7Q5XKooWGOjh2r1+bNNRl1ngEAAGAMI/vB01s+sbq7BycM5hohEAipp2dw9M+UUo/f0FBI+/a9rsbGLnk8fZM+h4FASB5Pnxobu3TgwGktXTpdDQ1zNG9e0ehmifE4nXbNmzcSzF+27LqMOs8AAOuQKQ8ASHtGZclHkC2fWBcHy82ep65u2uifKaU+dZ2dvimft1BI2rKlQ3v39ujpp+u0fXutNm2aO1r6vr3dpwsXhpWTk6XKyndK30eqHAAAAACxMipLPoJs+cTq6fFPfpABurv9mjnzneeYUupT5/UGpnzewmHp8OFz6ujw6Y47Zui220pVX1+inp5BdXePlL4fHg4rK2uk9H1ZWa5KS/MmDdwDABAv7lYCANKeGZnt9JZPnI4O40rIT2SsAHJ5uYtS6jHq7PRp0aLn4r4R1t4+Ms7Bg0tUXu5SXd20SzZNAAAAAEYxI7Od3vKJY2QJ+VjncbudlFKPkdcb0K5dJ+OukBcZZ9WqWXK7nZo5s+CSTRMAAFgtc/43BwBkJKOz5CMi2fKwnt8/bMk8Fy6MPU9eXpYefriGUupRGBwc1vLlhwzLTOnp8Wv58kMaHLTmGgAAAEDmMTpLPiKSLQ/rBYMxRMLjMDw89jzZ2XYtW3YdpdSjMDQU0p49pwxrWefzBbVnzykNDZnbvgAALhZOkgeSD5nyAIC0Zmb/d7LlEyM315qgdk7OxPNUVRVSSn0S69e3xlXqfyzt7T7dd1+rNm+uMXRcAAAAQDK3/zvZ8onhcNgsmScra+J5SkpyKaU+iQMHThte2cDrDejAgdNatuw6Q8cFACBWmXmHGACQEczKko+gt3xiVFRY04u9sjK6efLzHZRSH0NbW78efbTDlLEfeaRDq1fPVlVVoSnjAwAAIDOZlSUfQW/5xHC7renFHu08TqedUupj6O31q7n5nCljNzef03vfe41KSnJNGR8AgGhk5pY7AEBGMDNL3so5cKna2qK0middbd3aqZBJFQJDIWnbtk5zBgcAAEDGMjNL3so5cKnSUmsCsWVlBHzjceRIn8Im1VsOh6WjR/vMGRwAgCiRKQ8ASFtNTYsTvQSYoLa2SC6Xw7Aec2NxuRwE5eMwMBDU7t2nTJ3jiSdOadOmuRnbGgAAAADGW7VqVqKXABOUlY2Ugw8EzOsr7nTaVVqaZ9r46S4QCKm1td/UOY4f71d9fUnGtgYAACQe/wMBAJAGmppOq6npdKKXYYmCAodWrJhh6hwrV84g2BsHj6fP1E0TkuTzBeXxkOkAAAAATMWJEwM6cWIg0cuwhNNpV3W1ua2vbryxkGBvHLq7B03dNCGNBP57egZNnQMAJCksW1I8kHx4pwAAQBrYsOGljCqlv2ZNuewmvYux26W77y43Z/AMYVWwnKA8AAAAMDVNTWcyqpT+/PlFspkUn7DZpJtvptJaPHp6/JbM091tzTwAAIyFoDwAACmuqem0nn/+jJ5//kzGZMtXVRVq7doKU8a+554KVVWZm0WR7jo6fJbM095uzTwAAABAOjlxYkCvvHJer7xyPmOy5UtKcrVgQbEpYy9YUKySEvrJx8PrDaTVPAAAjIWgPAAAKe7iDPlMypbfuLFalZUuQ8esrHTpoYeqDR0zE/n9w5bMc+GCNfMAAAAA6eTiDPlMypZfunS63G6noWO63U4tXTrd0DEzUTAYtmSe4WFr5gEAYCwE5QEASGGRLPmITMqWz8vL0tNP16m01JiMhNLSXO3dW6e8vCxDxstkubnWnMOcHJ4rAAAAIBaRLPmITMqWz8626447Zsjlchgynsvl0IoVM5SdzS32eDkc1vQ+zsqixzIAIHF4xwAAQAobKzM+k7Lly8tdOnhwSdwZ85WVLh06tEQ33GBs5n2mqqiw5jwaXSkBAAAASHdjZcZnUra82+3UqlWz4s6Yd7udWr16loqLjc28z1RGVzBI9DwAAIyFoDwAACnq8iz5iEzKlpdGAvMtLfW6994K2WN8Z2O3S+vWVailpZ6AvIFqa4vSah4AAAAgHVyeJR+RSdny0khgtqFhjhYuLJYtxsRpm01auLBYDQ1zCMgbyKgKeJMpK7NmHgCZLRxOjgeSD0F5AABS1EQZ8ZmULS+NlLJ/+OEaHTtWr4aGOZOWI3S5HGpomKNjx+q1eXMNJesNVltbZFhJyPG4XA6C8gAAAEAMJsqIz6RseWmklP2yZdepoWGO5s0rktM58W1yp9OuefOK1NAwR8uWXUfJeoOVleVN+hzEy+m0q7Q0z9Q5AACYiLl3SwEAgCnGy5KPiGTLL1483cJVJV5VVaG2b6/Vpk1z5fH0yePpU3u7TxcuDCsnJ0uVlS7V1haptrZI+fm8DTJLQcFIb8UdO7pMm2Plyhk8hwAAAECUxsuSj4hky8+eXWDhqhKvpCRXt91Wqvr6EvX0DKq72y+vN6Dh4bCysmxyu50qK8tVaan5QeNM5nTaVV1dKI+nz7Q5bryxkOcQAJBQ3MkEACDFDAwEde+9LZMet2HDS2pqyqygfER+vkN1ddNUVzct0UvJWGvWlGvnzi6FQsaPbbdLd99dbvzAAAAAQBoKBELat+/1SY9rajqTcUH5CKfTrpkzCzRzZmb+/ZPB/PlFevHFPlNKLtts0s03U2kNyc+msf8BjPd9AKmFrWEAAKSItrZ+NTR4NG3aj3XsWP+kx2dab3kkl6qqQq1dW2HK2PfcU6GqqkJTxgYAAADSRW+vXz/5SY+++tWX1dt7YdLjM623PJJLSUmuFiwoNmXsBQuKVVJCP3kAQGIRlAcAIMkNDg5r3boWzZ27Xzt2dGlwcDjq31258khMxwNG2rixWpWVLkPHrKx06aGHqg0dEwAAAEgnQ0MjmfGNjV3yePoUDEafYfnDH/5WQ0MmlLsCorB06XS53U5Dx3S7nVq6NDOrCAIAkgtBeQAAklhnp081Nfu1ZUvHlMqA//a3g/rd3/2pOjt9xi8OmEReXpaefrpOpaXGZCSUluZq79465eVlGTIeAAAAkG683oAaG7t0+PC5KZUBf+utoB57rFNeb8D4xQGTyM626447ZsjlMqbrrsvl0IoVM5SdTRgEgHXCsiXFA8mHnvIAACTIwEBQHk+fPJ4+dXT45PcPKzc3SxUVLtXWFumaa7K1bNkh9fT445rn1VcHtWjRczp4cInKy43NWjbCZOehtrZIBQW8ZUlV5eUuHTy4RMuXH1J7+9Q3h1RWurR3b51uuCH5rmEAAADACoFASN3dg+rp8cvrDSgYDMvhsMntdqq0NFe5uVl64olT8vmCcc3z5ptB7dp1UqtWzTI8a9kIk52HsrI8OZ0EYVOV2+3UqlWztGfPqbg2h7jdTq1YMUPFxcl3DQMAMhN3uAEAsFhbW7+2bu3U7t0T3yyx2TSlzIax9PT4tXz5IbW01CdNlnG05yGys33NmnL6iKeo8nKXWlrqtX59qx59NLaqD3b7SA/5hx6qTpprFwAAALBSb69fR470qbW1X4GANaXlfb6g9uw5pYaGOUmTZRzteXA67aquLtT8+UX0EU9RbrdTDQ1zdODAaTU3x1b1wWYb6SG/dOn0pLl2AQCQCMoDAGCZwcHhmIKSRgXkI9rbfbrvvlZt3lxj7MAxivU8+HxB7djRpZ07u7R2bYU2biQ4m4ry8rL08MM1+rM/m61t2zq1c+cJDQ+Pf5G7XA6tXDlDd9/NZgwAAABkpqGh0JSCkkbxegM6cOC0li27zvrJLxLreQgEQvJ4+vTii30EZ1NYdrZdy5Zdp/e+9xodPTpSXW+i59/ptOvGGwt1881sxgAAJCeC8gAAWKCz0xd3+W4jPPJIh1avnp2wIGc85yEUkrZs6dDevT16+um6pCzFj8lVVRXq4x9/lxobuyRJd999g0Ih6cKFYeXkZKmy8p22Bfn5vFUFAABAZvJ6A3GX7zZCc/M5vfe91yQsyBnPeQiHpcOHz6mjw6c77piRlKX4MbmSkly95z1X65e/7JMk3XxzkcJhaXg4rKyskbYFZWW5Ki2lbUGmsSkBu5UAIA7c6QQAwGSdnT4tWvRc3L3hjRAKSdu2dWr79lrL5zbqPLS3j4xz8OASAvMpasOGl0a/bmt7U01NixO3GAAAACDJeL0B7dp1Mu7e8EYIh6WjR/t0222lls9t1HmIjLNq1SwC8ymqqenM6NenT1/QqlWzErcYAJhE+O1HoteA5ENQHgAAEw0ODmv58kNJEZCPeOKJU9q0aa6lWchGn4eeHr+WLz+klpb6pC1lPzAQlMczUmKvo8Mnv39YublZqqh4JxO8oCDz3oo1NZ3W88+/c0Pl+efPqKnptBYvnp7AVQEAAADJYWgopD17TiVFQD7i+PF+1deXWJqFbPR58PmC2rPnlBoa5iRtKftAIKTu7kH19Pjl9QYUDIblcIxkgpeW5qqsLDMzwU+cGNArr5wf/fMrr5zXiRMDmj27IIGrAgAgdpl3JxgAAAutX9+a8JL1l/P5RoLFdXXTLJvTjPPQ3u7Tffe1avPmGkPHjVdbW7+2bu3U7t0T30ByuRxasWKG1qzJrJ7pF2fJX/y9piaC8gAAAMCBA6cTXrL+coFASD09g5o507ogqBnnwesN6MCB01q27DpDx41Xb69fR470qbW1X4FAaNzjnE67qqsLNX9+ZvVMvzhL/uLvEZQHAKSazNtaBwCARdra+vXoox2JXsaYPJ4+y+Yy8zw88kiH2tr6TRk7VoODw1q3rkVz5+7Xjh1dk2Z0+HxB7djRpblz92vduhYNDg5btNLEuTxLPiKSLQ8AAABkst5ev5qbzyV6GWPq7rau+puZ56G5+Zx6e5Ojkt3QUEj79r2uxsYueTx9EwbkpZHNER5Pnxobu7Rv3+saGpr4+HRweZZ8RCRbHgCSly3BDyQjgvIAAJhk69ZOhZL0M7KV2ftmnodQSNq2rdOcwWPQ2elTTc1+bdnSEfPfNRSStmzpUE3NfnV2JldVBaONlSUfzc8AAACATHDkSJ/CSdoE1srsfTPPQzgsHT1q3Sb18Xi9ATU2dunw4XMx/13DYenw4XNqbOxKuqoKRhsrSz6anwEAkIwIygMAYIKBgaB27z6V6GWM6+RJa3aUW3EennjilM6fT1y/xc5OnxYtei7ujQ7t7SPjpGtgfrws+Qiy5QEAAJDJAoGQWluTowrYWN54w5rgrxXn4fjxicvEm83rDWjXrpNxB9SNGidZjZclH0G2PAAg1RCUBwDABB5P36TlyxPp2LE3LJnHivPg8wUtLcd/scHBYS1ffkg9PcaUP+zp8Wv58kNpWco+mkx4suUBAACQqbq7BxMaKJ7M669fsGQeK85DIBBST8+gqXOMZ2gopD17Thn2OdnnC2rPnlNpWco+mkx4suXfYVM44x7piGLk6SGcJA8kH4LyAACYIFFB4mh1d/unnJXc1HQ66t+16jwk6nyvX99qeCuA9naf7ruv1dAxE22yLPkIsuUBAACQqYza6GsWny845azkEycGov5dq85Dd3dizveBA6cNz2z3egM6cCC9PkdNliUfQbY8ACCVEJQHAMAEHR3JX4J8qlnJGza8FPXvWnUejA6MR6OtrV+PPtphytiPPNKhtrbkLV0Zq1iuNbLlAQAAkIlSoQT5VLOSm5rORP27Vp2HRJzv3l6/mpvPmTJ2c/M59fYm98aOWMRyrZEtDwBIFQTlAQAwgd+fvOXHXS6HBgZuV1PT4ph/N5LxHG1Gs1Xn4cIF68/31q2dCplUITAUkrZt6zRncItFmyUfQbY8AAAAMlEwmLyFZp1Ou9av/z2tWjUr5t+NZDxHm9Fs1XkYHrb+fB850qewSdOGw9LRo8ldsS9a0WbJR5AtDwBIFY5ELwAAgHSUm5uV6CWMa+XKGcrPv/QtwMDASF92j6dPHR0++f3Dys3NUkWFS7W1RaqtLVJBgeOSLOYNG15SU9P0Ceey6jzk5Fh7vgcGgtq9+5SpczzxxClt2jT3iucq1Uwl8z2aawsAAABIJw5H8nYMvvHGQjmdl+Z2BQIhdXcPqqfHL683oGAwLIfDJrfbqdLSXJWV5cnptF+SxdzUdEazZxdMOJdV5yEry9rzHQiE1NpqbjW048f7VV9fcsVzlWqmkvkezbUFAECipfZdXgAAklRFhSvRSxiT3S7dfXf56J/b2vq1dWundu8+JZ8vOO7vuVwOLVky7ZKM50hG8+LF4wdPrToPlZXWnm+Pp2/C82UEn29ko0Rd3TRT5zFTrFnyEdFcWwAAAEA6cbudiV7CmGw26eabi0b/3Nvr15EjfWpt7VcgMH7pMKfTrlmz8i/JeI5kNE8UPLXqPFh9vru7Byc8X0YIBELq6RnUzJmpG5yONUs+IpprCwCAREvtbXMAACSp2tqiyQ9KgHvuqVBVVaEGB4e1bl2L5s7drx07uiYNMPt8Qf3kJz1XfH+yLGirzoPV59vjsaYsoFXzmCWe/vD0lgcAAEAmKS3NTfQSxrRgQbFKSnI1NBTSvn2vq7GxSx5P36QB5kAgpPZ23xXfnywL2qrzUFZm7fnu6bGm33t3d2r3lY+nPzy95QEki3CSPJB8CMoDAGCC2toiuVzJVZCmstKlhx6qVmenTzU1+7VlS0fcPdEn6/9txXlwuRyWB+U7Oq68uWSGsW5ipYqpZslH0FseAAAAmSRS7j2ZuN1OLV06XV5vQI2NXTp8+FzcPdEn6/9txXlwOu0qLc0zdY7Leb2BtJrHDFPNko+Ipbe8TeG0e2QiWxo+AKS35HqnlyS2bt2qefPmKScnRx/84Acv+dmbb76pO+64Q1dffbVKSkr0la98JTGLBAAktYICh1asmJHoZYwqLc3V3r11+u1vB7Vo0XOGBnsnymi24jysXDnD8r7rfv+wJfNcuGDNPGYwItOdbHkAqYLPkACAeDmddlVXFyZ6GaNcrpHPcm++GdSuXScNDfZOlNFsxXm48cZCyzdABIPWBE2Hh1M3OGtEpjvZ8gCAZEZQfgxlZWW6//779Rd/8RdX/Oxzn/uczp07p1OnTunQoUPauXOnvv3tbydglQCAZLdmTbnsSfA/bWWlS4cOLVFZWZ6WLz9keNm8yTKazTwPdrt0993l5gw+gdzcLEvmycmxZh6jxZslH0G2PIBUwWdIAIAR5s8vki0JUiXdbqdWr56lq65yaM+eU5O2O4vVZBnNZp4Hm026+Wbr2805HNY8sVlZSXABTUG8WfIRsWTLA4B5El1zgdoLySoJQgXJ50Mf+pA++MEP6tprr73k++fPn9eTTz6pBx98UNdcc40qKyv1uc99Tv/yL/8S95wDAwPjPgAAqamqqlBr11YkbH67XVq3rkItLfW64QaX1q9vNa0c+kQZzWaeh3vuqVBVlfXZJBUVLkvmqay0Zh6jGZnhTrY8gFTAZ0gAgBFKSnK1YEFxwua32aSFC4vV0DBHxcVOHThw2rRy6BNlNJt5HhYsKFZJibX95KWRjQ7pNI/RjMxwJ1seAJCsCMrH4OWXX1YgEFBNTc3o92pqanT8+PG4x3a5XGM+SkpK4h4bAFJBU9PptMyI3bix2vDA6mQZAy6XQw0Nc3TsWL02b65RXl6W2tr69eijHYau42LPP39GH/jAf+nhh9t18OAZDQxcmklhxnmorHTpoYeqDR0zWlb1sLdqHiMZlSUfQbY8gFTGZ0gAMM+JEwNpmRG7dOl0ywOrTqdd8+YVqaFhjpYtu07Z2Xb19vrV3HzOtDlfeeW8vvvdU3rhBa9OnhxQIBC65OdmnAe326mlS6cbOma0Skut2QhQVmb9hoN4GZUlH0G2PIBECyfJA8nH2gasKc7n86mgoEAOxzun7ZprrtFbb72VwFUBQHqIZMM2NSXmA7JZ8vKy9PTTdVq06DlDysaXluZq//469fUNyePpU3u7TxcuDCsnJ0uVlS7V1haptrboih7rW7d2KhQaZ1CD/PjH3frxj7slvdN/cM2aclVVFZpyHvburVNeXmLKu9fWFsnlchhexvFiLpcjJYPyZmS2b9jwUtq9NgDIDHyGBADzRLJhZ88uSPBKjJWdbdcdd8zQrl0nDfm84XI59MlPzpDfP6zubr+83oCGh8PKyrLJ7XaqrCxXpaV5V/RYP3KkT2GT7+i//LJPL788Us0t0kt+/vwilZTkmnIeVqyYoezsxOSolZWNnOPLNx8Yyem0q7Q0z7TxzWJGZntT05m0e20AAKQ+gvIxcLlcOn/+vILB4OhNlf7+fl111VVxj+3zjV1OeGBggEwHAGnv4szapqbTWrw4vYJv5eUuHTy4RMuXH4qrfHxlpUt799bphhtGMs7r6qZF9XsDA0Ht3n1qyvNOhc8X1I4dXdq5s0tr11Zo48Zq085DIhQUjNzQ2bGjy7Q5Vq6cccXmimRndJZ8RCRbPt1eGwCkPz5DAoA5Ls6sPXFiIO2Cb263U6tWzdKePafiKh/vdju1YsUMFRePZJzPnBndeQoEQmpt7Z/yvFMRCITk8fTpxRf7tGBB8WimvBnnIREimw48nj7T5rjxxsIrNlckO6Oz5CMi2fLp9toAAEhtqfW/dIL97u/+rrKzs3Xs2LHR77W0tKi6Ov7SuQUFBeM+ACDdXZxZm679o8vLXWppqde991bIHuP/vpf3ho+Vx9Nnakb3REIhacuWDtXU7Fdnpy+h58Foa9aUx/x3iJbdLt19d7k5g5vIzH+/6fraACC98RkSAMxxcWZtuvaPdrudamiYo4ULiydtYXa5y3vDx6q7e9DUjO6JhMPS4cPn1NjYJa83kNDzYLT584ti/jtEy2aTbr459SqtmfnvN11fGwAAqYug/BiCwaD8fr+CwaBCoZD8fr8CgYDy8/P18Y9/XH//93+v/v5+dXR06LHHHtOf//mfJ3rJAJCyLs+sTef+0Xl5WXr44RodO1avhoY5crkmzoIeqzf8VJi5Ez9a7e0+LVr0nDo7fQk7D0arqirU2rUVpox9zz0VqqoqNGVss5iVJR+Rzq8NAFIfnyEBwDqXZ9amc//o7Gy7li27Tg0NczRvXtGkWdBj9YafCiNajsXL6w1o166T8noDCTsPRispydWCBcWmjL1gQbFKSqbWT96mcEIeJ0/4TMmSj3jllfM6ecI35tyZyJaGj/jOR2Ku+3geAFJfatVEtciDDz6oBx54YPTPeXl5uuWWW9TU1KStW7fqrrvu0vXXX6+8vDytWbNGd955ZwJXCwCpbazs13TvH11VVajt22u1adNceTx9MfWGn4qOjqmXijdST49fy5cfUktLvfLysiw/D2bYuLFae/f2xFWO/3KVlS499FD8GZRWsyKTPd1fGwCkLj5DAoB1xsp+Tff+0SUlubrttlLV15eop2cwpt7wUxFPqXgj+XxB7dlzSg0Nc5Sdbbf8PJhh6dLp6ujwGXqO3W6nli5Nvc9JTU1nLZkjnV8bAACpxRYOh9lik8QGBgbkco2U6PX5fJQiBJBWmppOa8mS58f82XPP3UL/aIOsXn1Uu3adTPQyRq1bV6HNm2sSvQzDdHaOVAEwIpuktDRXhw4tSYry/ADMw3t8mOni62v9+iNyOvMTvCIAMM6JEwP61rdeGfNnn/rUTIJvBvmP/+hWS8sbiV7GqIULi7Vs2XWJXoZhIlUAjGgz53I5tHr1rLjK85OBmxlM6pyQslLtug8EzusrGxdK4jNksrr4c9gvH/ym8p1Tq15ilPMBv+bdP1KhjWsmeSTnlkEAQEaYKLOW/tHGyc1NjnLvEY880qG2tv5EL8Mw5eUuHTy4RJWV8QXSKytdBOQBAACACUzUI5r+0cZxOJIrfNfcfE69vYkvqW8Ut9upVatmye2Or8+92+2MOyAPAACsQ1AeAJAQk/Wfpn+0cSoqkivIGwpJ27Z1JnoZhiovd6mlpV733lshe4zvruz2keoBLS31BOQBAACAcVzeS/5y6dxb3mrxBouNFg5LR4/2JXoZhnK7nWpomKOFC4tli3EPhM02Uj2goWEOAXkAAFIIQXkAQEJEkwlPtrwxamuLEr2EKzzxxCmdPx9/qb5kkpeXpYcfrtGxY/VqaJgjl8sx4fEul0MNDXN07Fi9Nm+uUV5eclU0AAAAAJJJNJnwZMsbo7Q0sSV3x3L8eL8CgVCil2Go7Gy7li27Tg0NczRvXpGczolv1Tudds2bV6SGhjlatuw6ZWdzax8AkpMtSR5INhPfLQYAwASTZclHRLLl6S0fn9raIrlcDkP61RnF5wvK4+lTXd20RC/FcFVVhdq+vVabNs2Vx9Mnj6dP7e0+XbgwrJycLFVWulRbW6Ta2iLl5/NWDAAAAJjMZFnyEZFseXrLx6esLE9Opz2pguCBQEg9PYOaOTP9ntuSklzddlup6utL1NMzqO5uv7zegIaHw8rKssntdqqsLFelpXmTBu4BAEDy4k4wAMBysWTAb9jwkpqaCMrHo6DAoRUrZmjHjq5EL+US6RqUj8jPd6iublpa/x0BAAAAK8SSAd/UdIagfJycTruqqwvl8SRXyfjubn/Cg/I2hU0bO8dp06yZ+Zo1M3+Co8ybP5OQP3opM6/rRErW53kq59ueps8RkGnYWgcAsFS0WfIR9JY3xpo15TH3Ojdbe7sv0UsAAAAAkOSizZKPoLe8MebPL4q517nZvN5AopcAAMCkwknyQPJJstvzAIB0N5U+8fSWj19VVaHWrq1I9DIuceHCcKKXAAAAACDJTaVPPL3l41dSkqsFC4oTvYxLDA8TYgAAAKmLoDwAwDKxZslHkC1vjI0bq1VZ6Ur0Mkbl5GQlegkAAAAAklisWfIRZMsbY+nS6XK7nYlexqisrCRL3QcAAIgBQXkAgGXiyXgnWz5+eXlZevrpOpWW5iZ6KZKUVBsEAAAAACSfeDLeyZaPX3a2XXfcMUMulyPRS5GkpNogAAAAEKvkeEcFAEh7U82Sj4hkyy9ePN3AVWWe8nKXDh5couXLDyW8p3ttbVFC5wcy0cBAUB5PnzyePnV0+OT3Dys3N0sVFS7V1haptrZIBQV8RAAAAIk31Sz5iEi2/OzZBQauKvO43U6tWjVLe/acSnhP97Ky5NhgDmSSQCCk7m6/unv88noDCgbDcjhscrudKivNVVlZrpxOcj8BIBrccQMAWMKITPcNG15SUxNB+XiVl7vU0lKv9etb9eijHQqFrF+Dy+UgKA9YqK2tX1u3dmr37lPy+YLjHudyObRixQytWVOuqqpCC1cIAABwKSMy3ZuazhCUN4Db7VRDwxwdOHBazc3nFE5Aa3en067S0jzrJwYyVG/vBTUf6dOx1jcVCIx/48jptGtu9dVaML9IJSU5Fq4QSF7hsBLyf+Xla0DyISgPADBdvFnyEWTLGycvL0sPP1yjP/uz2dq2rVNPPDFxoM5oK1fOUH4+b0MAsw0ODse0AcfnC2rHji7t3NmltWsrtHFjtfLyssxfKAAAwEXizZKPIFveONnZdi1bdp3e+95rdPRon44f758wUGe0G2+8WjlOmySiDFazJXoBScaWotdgtM/j0FBIzxw4oxea+6IK6gUCIR31vKFfvviG3regSH+8dJqys6PPnE/U+Yz/up76uqcyN7UIgPTA3XAAgOmM7AefydnyZpSdrqoq1Pbttdq0ae7o2O3tPr3++qD+4z+6TdlVabdLd99dbvzAAC7R2embcquKUEjasqVDe/f26Omn61Re7jJhhQAAAGMzsh98JmfLj5SdHlTPGGWnS0tzVVaWF3PZ6ZKSXN12W6nq60v0es+gurv98nov6C1fUP/7v+a0SLPZpPk3U2kNMJvXG9B39ryms1NoVREOS/99uE/tHQP65B3Xy+12mrBCAEhtBOUBAKYyKks+IhOz5a0oO52f71Bd3TTV1U0b/d66dS3asqVjyusezz33VFAWGzBZZ6dPixY9p54ef1zjtLePjHPw4BIC8wAAwBJGZclHZGK2fG+vX0eO9Km1deJsdqfTrurqQs2fX6SSktj6tTudds2cma+ZM/NHv/fTfb06fPjclNc9noULimNeH4DYeL0BfXPXKb0VZxXFs2+P8+erZhCYRwazKfF1RhI9P8ZCUB4AYCojs+QvHjMTsuWNKDsdCoWnnF2/cWO19u7tmVKW7XgqK1166KFqw8YDcKXBwWEtX34o7oB8RE+PX8uXH1JLSz2l7AEAgOmMzJK/eMxMCMoPDYVi6vseCITk8fTpxRf7tGBBsZYuna5wWFPOrv+jpdPU0eGTdwpZtuNxu51aunTa5AcCmLKhoZC+s+e1uAPyEW/5gvrOntd0d8OsmErZA0C6IygPADCN0VnyEZmQLW9E2eldu05qaCik8+eHxz12ouz6vLwsPf10nSHZttLIzZS9e+syJqhnRruBVNHUdFqS0vrfaDJbv77V0M000kjG/H33tWrz5hpDxwUAALiY0VnyEZmQLe/1BrRnz6kpBcTDYenw4XP6n/95Q6FQWEND40f0L86uv64k55KfZWfbteKOd2nXrlcMCe7l5WVp5Yp3ZUxQb6TdgF/dPYM6d9GGiGK3U2WleSory4253UCqOHFiQJLS+t9oMnvmwJkplayfyFlvQM8cOKM/WVZi6LgAkMrS804wACApmJElf/HY6Zotb1TZ6f7+oUmPGSu7/uKgeXm5SwcPLtGNN+7X4OD4wf1o3HCDSzfckP7lr61oN5DsIv/20/XfaDJra+vXo48a33ZCkh55pEOrV89Ou+sVAAAkDzOy5C8eO10Dfl5vQLt2nZzw80c0LlyYvETb5dn1f7R02iVBc7fbqVWrZurr27sUDEaRrj+B4qJsFRenf/nrSLuB461vTtpu4Mbqq6fUbiDZPdd0VhJB+UTo7b2gF5r7TBn7heY+1b73GpVctoEHSHfhtx+JXgOST3purQMAJJxZWfIRkWz5dGN02eloRbLra2r2q7Pz0gzb1147H3dAXpKOHDmXls9ZxODgsNata9Hcufu1Y0fXpDfEIhsi5s7dr3XrWgw5x8kg8m8/Xf+NJrutWzujancxFaGQtG1bpzmDAwCAjGdWlnxEJFs+3QwNhbRnz8Qbgs0Qya7f3njiiuz8N98cijsgL0m/7fan5XMWMTQU0k/39Wp74wn90vPGhAF5aWRDxC89b2h74wn9dF+vhoZMeuNvsRMnBnTylfM6mab/RpPd4SN9UbW7mIpwWGo+ak7AHwBSEUF5AIApzMySt3IOq5lRdjoW7e0jWfoXB+aNPM/p+JxJI9UNamr2a8uWjpgDohNtiEhFFz/H6fp8J6uBgaB27z5l6hxPPHFK589be8MXAABkBjOz5K2cw2oHDpw2tId7rEay9F+5ZA1Nb2c9G8HIsZKJ1xvQ9sYTOnz4XMwB0Yk2RKSi5y56jp9L0+c7WQUCIR1rfdPUOVqOT1wBAgAyCeXrAQCmaGpanOglpBwzy07HoqfHr+XLD6mlpV7NzV5DKx5EsqfTqde4Ue0GIhsiDh5covLy1Czzf3mFjHR8vpOZx9NneoaUzxeUx9Onurppps4DAAAyz6pVsxK9BFPZTCgk29vrV3PzOcPHjdVbvqB273lVn2mYrddeG9RJAyseRLKnk6Wsuc2AMSIbGd6K8717ZJzVq2bK7U5Mmf94r+tIlnzEyVfO6+QJX8KfbyOeZzMY/TrS3T1oesA8EAipp+e8Zs/Mj/l3zXwebJMOPvG5Nmtt442bZaMYOZAOyJQHACBJmFl2Olbt7T7dd1+rKZnO6ZQ9bXS7gciGiFQtZT/Wc5tOz3ey83isKQto1TwAAACY2BETy07HyusN6MCBM6ZktqdTtvzQUEhP7Hk17oB8xFu+oJ7Y82rKlrJ/dozndqzvwRzdFrVO7O6+YMk8AJDsCMoDAJAErCg7HatHHukwNEs+Ip16jZvRbiCyISLVXJ4lH5FOz3ey6+iwpv1BIltsAAAAYEQgENJxk8tOx+pw8zlDs+Qj0qnX+M8PnDG85LzXG9DPD6Rea4aRLPnBK75/8pXBtHm+k91Z75BF86R+mwUAMAJBeQAAkoAVZadjZWbWfjpkT5vZbuCRRzrU1tZvythmmeg5TYfnOxX4/dZUWLhwITUrOQAAAKST7m5/0vVpNjNrPx2y5Xt7/TpsUruBw83n1NtrTdazUSbKiCdb3hrBoDWvIcHhJCnpAVgkLFtSPJB8CMoDAJAEMq0cdDpkT5vZbiAUkrZt6zRncBOMlyUfkQ7PdyrIzc2yZJ6cHGvmAQAAwPi6e67MME5n6ZAt32xiu4FwWDpyNHXuK4yXJR9Btrw1HA5rwkOOLIKDACARlAcAIClYVXY6maRy9rQV7QaeeOKUzp9PruoJ44nmuUzl5ztVVFS4LJmnstKaeQAAADC+cxlYDjqVs+WtaDdw7PibSVc9YTzRZMKTLW++a93ZFs3jtGQeAEh2jkQvAAAAWFd2eioefniu7r23MtHLSCpWtBvw+YLyePpUVzfN1HniNVmWfEQkW37x4ukWrCoz1dYWpdU8AAAAGF8wmLzloJfdWqL3va840ctIKla0GwgEQuru8WvWzHxT54nXZFnyEZFs+dmzCyxYVWYqK821Zp6yHEvmAYBkR1AeAIAkYFXZ6alob8+8LP7JWNVuIBWC8rFkwG/Y8JKamgjKm6W2tkgul8PUDSMul4OgPAAAMJVNyRtsTiYOR/KWg/Z6L0gS3WwvYlW7gZ7uQc2emWfomEY/j7FkwD/bdFZ/Pk5QPllfKyY+X/Gt2ejn4l1lOXI6bQoEzDuXTqdNM8pylGWLfY74/77jzxnv2PE8z1OZ267UqIIBYGKUrwcAIAlYVXZ6Ki5cSN4s/kSxqt1Asm+IiDZLPoLe8uYqKHBoxYoZps6xcuUM5eezrxcAACDRipO4HHRwODmDpYnktajdgFXzTFVXlFnyESdfGVQXveVN43TaVVN9talz3HTj1XI6CUMhs4ST5IHkwx01AACiNDAwUk7c4+lTR4dPfv+wcnOzVFHhUm1tkWpri1RQMLX/WpM58zQnJ3mz+BPFqnYDyb4hYip94smWN9eaNeXaubNLIRM20dvt0t13lxs/MAAAQJoKBELq7varu2dQ57wBBYNhORw2FbudKivNU1lZ7pSDVWWlxmZDG8mRRY785axqN5DsGyKm0if+2aazmkMJe9O8b/41Ovpiv8ImXDo2m/S++f8/e3ceH1V57w/8c2bNZCaEkI2ENRBCq2GRKKI2uCOCil3UVnDDXotCtbb1/lrQXtsq995aFa1eSm3FIlCttdW2RFRUBJVFIoEElCQS1gRCQraZZPbz+2McyDZzZuacM3Mm+bxfr7wYMnOe55kzZyZzzvf5Pt905RsmIkpSDMoTERFJqKpqw3PP1WLduiNhl4W22QJZqkuWFKK4OLqTjngsOx2roiLtZvEnSrzKDWh5QkS0WfJBrC2vruLidNx//wSsWFGjeNsPPDAh6s82IiIiosHo5Ekndu5swd7K9rB1xE0mHSZPGoLp0zOQmxtdbedgQF/tOuWxyMxk/eje4lVuQMsTIqLNkg8KZsszMK+O4blmXHzhUHy8vVXxti+ZMRTDc/l5QEQUxHVDiCjhNm9u5HLGpEldXT48+GAFpkx5B6tWHZQMmNvtXqxadRBTpryDBx+sQFdX5FnO8Vh2OlZazuJPlHiVG9DyhIhYsuSV2JakLV8+SfFjp6jIhscfn6Rom0RERHLU1TlQxyWNSWM8Hj/e2ngSK39fh13lrZIBc7fbj13lrVj5+zq8tfEkPJ7IA+zBgL4W5edHN8FgMMiMU7mBePUTi1iy5JXYlqTNvioLWZlGRdvMyjTimiszFW2TiCjZMShPRAn36KP7GaAhzamttWPq1HewYkVN1MtA+/3AihU1mDr1HdTWRl4TfMmSQug09pfZZjMwKN+PeO0Tre77WLPkg1hbXl0Wix4bNpQiL0+Zi6F5eSkoKyuFxaLdlRuIiGjw2bz5FDZvjv37CJHSmpvdWPn7OmzffjrqZaBFEdi+/TRW/r4uqprg06dnQNBYYrTJpFPse+hAEq9yA1qdEBFrlnwQa8ury2jU4c75I5CWpsw5X1qaHnctyIfRqLGLXERECcZPRSJKqGBghwEa0pLaWjtmzvwA1dWRB9T7U10daCfSwHxw2WktWbBgNFJTWe2mt2C5ATVpeUKEEhOpOBlLXYWFNmzZcrnsjPmiIhu2br0c48drd9UGIiIafOrqHDh8uBOHD3cyW540obnZjdWrD0cVUFeindzcFFx44TBZfSpt8uQhMJl4ybm3YLkBNZlMOuRrdEKEEpnuzJZXV1amCT+4a5TsjPmsTCMWLRyJzGHaXbWBiChReJWdiBKqe1Dm0Uf3Y/PmgVNj2OHwory8BeXlLaipscPp9CElRY8JE2woKclASUkGrFZ+DGtNV5cPc+duRUODU5H2GhqcmDt3KyoqZkWUZbp8+SSUlTXInhCgBJ0OWLy4MNHD0KRguYFVqw6q1odWJ0TIzZIPYm159RUW2lBRMQtLl1bi2WejW/VDpwvUkH/88UnMkCciIs3pniG/efMpFAyQOsNutx/19V1oaHCiudkNr1eE0QAMyzQhP88Sl6AeRc/j8WPd+qPokCh3FqkOuxfr1h/FfYsKIsoyvfrKbNTU2GVPCFCCIAAXXpCBSJL3BUS5nEASCPe8U0wCpkwagk/LW1Xrf+rkITD38xmRyH0tADhY1ykrSz7o0OEuHKqzY1xBakT9qkV6dYrY97eccUtvG3pcwW1zMw348b2j8NamZny0oy2qVT8EASidkY5rr8z86rMruHH4RuQ9Z/X2tSCo2HYM4/YLkZfIJC0QIKr6SRTZGEh7tHell4gGjd6BnYESoKmqasNzz9Vi3bojYWuQ22yBoN6SJYUoLk6P4wgpnKVLKxUPiFdX27FsWSWeemqq5GODy07PnPmBYhMDYvXAAxN4bIaxZEkhXnjhYNTlDSKh5QkRSma4D7TJWFpksejx9NNTcffdBXj++VqsXSv9t2nBgtFYvJh/m4iISJuCWfJBwWz5ZA7MnzzpxM6dLaisbAtbgzxYQ3z69Azk5mozG3Yw2vTeKcUD4s3Nbmx67xSunZ0r+VijUYcFt47Ci6sPKzYxIFYzLhzGYzOMGdMzsOuz1qjLG0QiOCFCi95TMMP9vc3NEQXlKXZGow43XJuN6dOG4OOdbdi9twMud+iD1mwSMG1yGi6eno68XHMcR0pElHwEUVTjawApxeFwwGYLLBdqt9thtSbvSSZRb5ddtrlPtuWll2Zj8+bLEjMgmbq6fDFnI95//wQsX85sxESrqmrDlCnvqBZk3bNnVsRBrtpaO+bO3ZqwjPmiIlvE2f2D2YMPVmDFihoV2p0Q0SSOeNu8uRGXX/6hom1+8MGlST8ZK5l0dp5dxaW62g6XywezWY+iorOruGhxhYaBht/xSU3dj6+lS3fCZOKFaxpYVq8+1CMoDwBjxqTirrvGJmZAMng8frz3XiN27IiuBrkgABdeOAxXXZnNer0JdvKkEyt/X6dakPW+RQURB7mbm91Yu/5owjLmMzNNEWf3A4MvUz6obONJfLK9RfG+L56RgTkhJnEkcl/X1XXij38+qmib379jpGRgnpny/ZHOlO+P2+3HsQYXjte7cOqrVVwMBgHZmSaMyDdjZJ653xUaIulXqm8pgylT3uXuwkOPXQqA55Ba1f08bNuvX4LFlNhJal1uJy565E4APGa0hFfciCghQi1/nKzZ8nICqH4/sGJFDcrKGrBhQykKC1m3N1Gee65WlYA8EHidn3++FitXlkT0eDnLTsuVl5eCsrJSBuQjoEa5gaIiGx5/fJJi7SlJjTrwzJaPr9RUA0pLs1Famp3ooRAREUWtd5Z8UDJmyzc3u7F+/ZGYAqiiCGzffho1NXbMv3UUMjNZtzdRdu5sUSUgDwRe552ftuD66/IienwwKL7pvVPYHuVED7nSbAbcNn8UJ4lE4Oors1Fd40CTgpMnsjJNuPpKbX6/VzJL/mybzJaPJ5NJh3FjLBg3xpLooRARJT1+UyKihAgX2FEj6KOm2lo7Zs78QHZQrro60E5tbeJriQ9GDocX69YdUbWPtWuPoLMz8uUEg8tO79kzC4sWjYPNFn4undWqR3q6vPl2RUU2bN16OcaP5+SQSATLDeTlKTP7VcsTIpSqJd9bcDIWERERkZTuteSjuU9rmpvdWL36kOyM5kA7hzVRS3wwcrv92FvZrmofe/a2hy1p0JvRqMO1s3Nx36ICXHD+UJjCZq8CRqMAs1ne5eHMTBPuXjgGw4ZxckgkjEYdbrt1JNIkzu8jFZgQMVKTEyIO1nWiToFa8r3VHe7Cwbq+E7SIiIi0jpnyRBR3UoGdZMqW7+ryYe7crYrV/m5ocGLu3K1cNjwBystbwtZZVoLdHlg2OtoM1eLidKxcWYInn5wiuey0IAgxl1F44IEJePxxllGIVmGhDVu2XC673EBRkQ1lZaWanRCh5oQpZssTERGRlFBZ8kHJki3v8fixfv0Rxc49OuxerFt/FPdGsWw4KaO+3hlVwDwWbrcf9Q1OjB0TXVZwbm4Krr8uD9fMykV9gxP19U40N7vg84nQ6wVkZpqRn5+C/LwUCAJiyq4XhEANeZZRiF5mpgnfv2s0Xl5/TFbGfFamCbfNH4lMjU6IeF+FLPkgZssTEVEyYlCeiOIuksBOsgRoli6tVLzmd3W1HcuWVWqynvRAVl6ufE23UP3Eumx0pMtOP/30VMycmYWHH67C/v0dku2ec04aHnusGN/85siYxkXyyg0kw4QItbLkg5JpMhYRERElRiSZ8Js3n9J8UP699xoVz2xvbnbjvfdOYXaIetKkjvoG5TOA++2nPvqgfJDJpMPYMamS2187OxfTzkvH5i1N+PzzDsnzGZ0O+PrX0jDtvHQG5GOUmWnC4kVj8e57p7BtR3RlEAQBuOjCDFyt4QkRamXJBwWz5RmYJyItEr/6SfQYSHsYlCeiuIo0sJMMAZqqqjY8+2yNKm0/80wNFi4sQHFxuirtU181NfEpG6D0JI7eurp8UQeG9+/vwHe+sw333z8By5drNzCsdcFyA3ffXYDnn6/F2rXhM6BsNgMWLBiNxYsLNf9ej0dZkWSZjEVERETxJ5UlH3T4cCcO1dk1G5g/edKJHTtOq9L29h2ncd556cjNVaasUiIJiR5AhE7HqWxAc7MLgsqX1j0ePz7b3Yr9+zsiCg77/cC+/R3Y/3kHZsQYHNbq66z2vu7OZBQwd3YOzj8vHds/bUHF3na43aH7N5kETJ08BDMuyMDwXPNXvxV7/duXmvtaCNH4+x+qlyV/to9mTBgXW51z6X2izv6U06/8vtU7RgQh9vdNuL6l3o9qvo7S98toO4b9JQq+qLchIu1hUJ6I4iqawI7WAzTPPVcbVTZsNPx+4Pnna7FyZYk6HVAfTmd8vty6XOr1U1trj3kJdb8fWLGiBmVlDdiwoRSFhdpcQj0ZRFNuIDU1Ob6Kbd58WaKHQERERINYNPXiN29u0mxQfufO6LJhoyGKwM5PW3D9dXnqdEB9eL3xCd76fOr209zsxsvrj8W0goMoAtu2t6C6xoHbbh2JzExtLqOudbm5Zsy7bjjmzMrB8a/KDTQ1e+D1iTDoBWRlGpGfn4IReSkwmbSZGd/bD+4aFeEjEzOZgIiIKBGS40owEQ0I0S5/rOVseYfDi3Xrjqjax9q1R/Dkk1OSJmiX7FJS4pMdbjar009trR0zZ36AhganrHaqqwPtbNlyOQPzMkVabkDrHA7vmckFNTV2OJ0+pKToMWHC2ckFVis/p4iIiEgdkWbJBx3SaG15t9uPvZXtqvaxd287rpmVmzRBu2RnMMQnZKjXq9dPc7Mbf1p9BB1hVviKpp277xrNwLwMJpMOBWNSURBjuQItcbv9OFbvxPF6F5pPu+HxijAaBGQOM2FEvhkj85NnggEREZFSeAWViOImluWPtZotX17eEnZZaiXY7V5Z9ccpOhMmxCcAXVSkfD9dXT7MnbtVdkA+qKHBiblzt6KiYhaXsh/Eqqra8NxztVi3TnoZ/vnzR2PJEu0vw09ERETJJ5os+bPbaC9bvr7eCbdbpaXWvuJ2+9HQ4MSYARDQSwbxCj5nZpqlHxQDj8ePl9cfkx2QD+qwe/Hy+mNYvGisZuuck/pOnHRh285W7I5gKf7zJg/BRdPTuy3FT0RENLDxGxIRxUW0WfJBwWx5rSkvbxlQ/RBQUpKRtP0sXVqpeK366mo7li2rVLRNSg5dXT48+GAFpkx5B6tWHZScgGS3e7Fq1UFMmfIOHnywAl1drHNGREREyog2Sz4omC2vJfUNXfHpp16ZibokLT8vtlrWUfeTn6JKu+++dyqmJevDaW52Y9N70V/7oeTn8fjxr7ca8czKw9ixqy1sQB4A3G4RO3a14ZmVR/Cvt07B41F30hIREZEWMChPRHERS5a8EtuqpaZG2QBoKEoHWim0kpIM2GzqLiBjsxkUD8pXVbXh2WdrFG0z6JlnalBV1aZK26RNtbV2TJ36DlasqIE/ymsifj+wYkUNpk59B7W1/OwiIiIi+WLJkj+7bZOCI5HvtMLBz1Cam11x6YcCwXK1l982mXTIz1M+KH/ypAvbd6iTBLBtRwtOnuRxOJg0NbvxzMrD+Hh7K8Twsfg+RBH4eHsrnll5BE1x+pwkIlKbCEETP6Q9XL6eiFQXa5Z8kBZryzud8ckEdbm0lXE6kGtLW62BJbhXrTqoWh8LFoxGaqqy++e552qjDp5Gyu8Hnn++FitXlqjTAWlKba0dM2d+ILsMQnV1oJ0tWy5HYWF8ykIQERHRwBNrlnyQ1mrLe71RRqpi7ccXn34i5Xb7UV/vRH1DF043u+H1ijAYBAzLNCE/zxKXwLZaTCYdJk8agl3lrar1MWXykK/2j7Kv646dLVEHTyMlisCOT1tww3XD1emANKWp2Y1Vq4+io0Pe9aumZg9WrT6GH9w1EllxKg1BREQUb8kZOSGipKJEprvWasunpMSnzrbZrI163oOltvSSJYV44YWDqgS5dTpg8eJCRdt0OLxYt+6Iom32tnbtETz55JSQkwkG8kSNwaSry4e5c7fKDsgHNTQ4MXfuVlRUzILFoo3PMSIiIkoucrLkz7ahndryBkN8spUMem1kRZ086cTOnS3YW9kOtzv0CVYwsD19egZyc9VZpl1NF07PQPln0WcHR0IQgOkXKF/+zO32Y09lu+Ltdrdnbztmz8rpd8LF2YkaTjR3m6iRmWlCfl4KRiTxRI3BxuPx46V1x2UH5IM6Onx4aV09Hrh3NIxGHgNERDTw8Co5EalKbpZ8kNay5SdMiE/2Z1FRYrNMu7p8WLq0Es8+G9lS1sHa0i+8cBD33z8By5dPSqqAXHFxOu6/fwJWrFB+OfgHHpig+ESF8vIWyXrfctntgaB7aWl2j98Plokag8XSpZWKl8uorrZj2bJKPPXUVEXbJSIiosgICmfWxpPcLPkgLWXLD4tT5mdmpjmhi5V6PH5seu8Utu84HVGg2u32Y1d5K8o/a8WMC4fhqiuzZQfj4nnsD881Y8aFGdi2Xfml4C+6MAN5uWYonSVfX+8MO1FCCW63HycaujB2TOqZ35086cK2nS3YU9kett64ySRgyqQhuGh6BobnmmMcQez7TM33jyDZeGLGLb1t/+Pa8N4pNDV7ZPTcV1OzB++814QbZmdLjkvOe13etrEThPD9ynsdY29b7udmuO3lvI5S7xk1n7OsccvZNsTGgqDu9T8iig9OOSMiVSlZD15LteWVrgue6H76M1hrSy9fPknxyRBFRTY8/vgkRdsEAkH5eOjeT1eXDw8+WIEpU97BqlUHJScFBCdqTJnyDh58sAJdXdoqyUCBCRbPPqv8RBQAeOaZGlRVtanSNhEREQ1cStaD10pt+fw8S3z6yU9ctnlzsxv/9/s6bNseWUC+O1EEtm0/jf/7fR2ak6yu9NVXZiNT4UkXWZkmXH1ltvQDY1Cv0OpYUo7XB/rxePzYsLERv/v9IXxa3hY2IA8AbreIT8vb8LvfH8KGjY3weNSdQECxOXHShY93qHOu99H2Npw46VKlbSIiokRiUJ6IVKNUlnxQMFteC0pKMmCzqbvYiM1mSFhQPlhbWm7mbLC2dDIF5i0WPTZsKEVenjIXs/LyUlBWVqrKigE1NfHZr8HjYLBO1BjonnuuVpWSDUDgdX/++Vp1GiciIqIBqa7OgUMKZMkHBbPlEy0etdNNJh3yFTqPiVZzsxsvrj4sO6CuVDvxZDTqcNutI5Gm0DWCNJsBt80fqdry3fHat03NHjQ3u/Hc7w/hk+3R17AXReDj7S343e8PJdXxMFh8vLNNlbINwFev/U5O7iai5CVq5Ie0h0F5IlKNGpntWsmWt1oDS3KracGC0SHreKtJrdrSyZQhXVhow5Ytl8vOmC8qsmHr1ssxfrw6ZQiczvjsU5fLN6gnagxkDocX69YdUbWPtWuPoLOTy6wRERFRZNTIbNdCtnywdrqapkwekpBa3B6PH2vXH0WHQqW1OuxerF1/NKkypDMzTbj7rtGyM+azMk34/sLRyBymXrkDrzc+l+kdnV68sPqI7OXNm5o9+MPqIwzMa4jb7cfuvR2q9rF7b4fqZRaIiIjijUF5IlKF0lnyQVrKll+ypBA6lT5FdTpg8eJCdRqXoGZt6WRSWGhDRcUs/OhHE6J+nXU64MEHJ6CiYpZqAXkASElRPvu+P3q9MOgnagxU5eUtkiUI5LLbvXErtUBERETJTeks+SCtZMtPn54RQU3p2AgCMP2CxKy0tum9U4oHTJub3dj0nvLXFNSUmWnC4kVjcdGM6F9nQQAunpGBxYvGqhqQBwCDQc2q6Wd9+WUnOuzKnPN12H348/pjSTVRYyA7Vu+SLEMgl8st4lgDl7AnIqKBhUF5IlKFmhntWsmWLy5Ox/33T1Cl7QcemIDi4nRV2g6HtaV7slj0ePrpqdizZxYWLRonWbLAZjNg0aJx2LNnFp56aqoqS9Z3N2GCegH/7g4c6OBEjQEqXsFyBuWJiIgoEmpmtGshWz43NwUXXjhMlbZnXDgMubnxX7r+5Ekntu84rUrb23ecxsmT8al/rhSjUYc5s3OxeFEBLjh/qOTKBSaTDhecPxRLFhVgzuxc1Zas705uNn+knC5lA+hNzR68817i38cUCMoPpH6IiJQnaOQn/kRRxKuvvorrrrsOI0eOhNlsRl5eHq688kr88Y9/hNerTnKQz+fDa6+9hu9+97soLCyEzWbDkCFDMGHCBFx77bX4zW9+g5oadeIe0Yj/ushENOCplSUfFMyWv+yyHNX6iNTy5ZNQVtagaMCyqMiGxx+fpFh70YhHbemVK0vU6UBFxcXpWLmyBE8+OQXl5S0oL29BdbUdLpcPZrMeRUU2lJRkoKQkI64lB0pK4pMJ89FH6lz4eOaZGixcWJCQCSgUUFMTnzICSk/qICIiooFHrSz5oGC2fEGBVbU+InHVldmoqbErmlmemWnCVVdmK9ZeNHbsjL5WeKREEdj5aQuuvy5PnQ5UlJtrxg3XDcfsWTmob3Civt6J5mY3vD4RBr2AzEwT8vNTkJ+XApNJF9fL5vl58Z+8oZRPdrSg5Lx0DM81J3oog1rz6fiUEjjFkgVEREmlpaUF3/nOd/D+++/3+P2JEydw4sQJvP/++1i5ciX+8Y9/YPRo5UoD7969G3fffTd2797d576Ojg7U1tZi48aNqK+vx4oVKxTrNxYMyhOR4uKRyf7oo/uxeXPig/IWix4bNpRi5swPFFnaOy8vBWVlpapnWPcnXrWln3xySlwD10pKTTWgtDQbpaWJueDVW0lJBmw2g6rLjxsMgmo1B5N5osZA4XTGp4SAy8VSBUREpG0C4lNjmUKLRyb75s1NGJfgoLzJqMOCW0fhxdWHFanBnmYz4Lb5o0JmWKt5bLvdfuytbFetfQDYs7cds2fl9Mg4T0zel7T+9nWKScC4MRaMG2MJs6W81yja/TEq3wyTSVB9+XE1iCKw49MWfPP68NeD1DxGwrcdfp/KGZf0tqH7lrs/eh/bPm98ygj4fX4YhNDnkuGel9Rnn5r7M2Hjktg4XN/Szyn2cUtvK2NcQvi2w609Ive1CD9uiXFJjLv/Rj3Rb0MUR263G/PmzcPWrVsBAKNGjcI999yDwsJCHDt2DC+++CI+//xzfPbZZ7j22muxbds2DBkyRHa/H3/8MebMmYP29sB30ssuuwzXXHMNRo8eDb1ejxMnTqC8vBxlZWWy+1JCckZFiEjTNm++LNFDiKvCQhu2bLkcc+dulZUNWlRkQ1lZqao1yMOJZ21prQS148Hh8J7Jrq+pscPp9CElRY8JE85m11utsf05tloNmD9/NFatOqjwqM9Sq+ZlULJP1Eh2KSnxmQBkNsd/ohEREREll7vuGiO7Da0Ga3vLzDRh4V1jsHb9UVkZ85mZJtw2fxSGqVyDPJT6eifcbnWDc263H/UNTowdk6pqP1ridvtxvN6J+gYnmpo98Hr9MBh0yMo0Ij8vBSPyUySXxQ/HZNJh6qQh2FmeXOXlgnbvbcfca7Jk7QOSx2CIz7436JPlU52IqCdRhGorCUUzhnhauXLlmYD8tGnTsGnTJmRknF3ldcmSJbjxxhvx9ttvY//+/fj1r3+NJ554QlafJ0+exLx589De3o6srCy89tpruOyyy/p9rM/nQ2Njo6z+lMAr4ERECigstKGiYhaWLq3Es8/WRLUEvE4XqCH/+OOTEpIhHxTP2tKDIShfVdWG556rxbp1R8JOdrDZAoH1JUsKY1rGfcmSQrzwwkFVyg4IAuDxqPsNbjBO1NCSCRPiMwmoqCgxk42IiIiItCoz04T7FhVg03unsH3H6agunApCoIb8VVdmx6UGeSj1CqwWF1E/9YMjKH/ypAvbdrZgT2V72Cx2k0nAlElDcNH0DOTGuIz7jOkZ+PSztoQHDGLhdos43uBCQdjVB0hN2cPiE1LIzjTGpR8iIpLH6/Xi8ccfBwAIgoA1a9b0CMgDQEpKCtasWYNx48bB4XDgd7/7HX72s58hMzMz5n4feOABNDc3w2Aw4K233sL5558f8rF6vR55eYkvicQphURECrFY9Hj66anYs2cWFi0aB5st/EmKzWbAokXjsGfPLDz11NSEBuQB1pZWSleXDw8+WIEpU97BqlUHJVcfsNu9WLXqIKZMeQcPPliBrq7olvkuLk7H/fdPkDPkkGbOzFKl3d7iNSGE+iopyZB+UBL1Q0RERJRMjEYdrp2di/sWFeCC84dKZv6aTDpccP5Q3LeoANfOzk1oQB6ArCx/LfaTKB6PHxs2NuJ3vz+ET8vbJJeVd7tFfFreht/9/hA2bGyExxP9DO3huWZcfGHyfkc/Xh+fCSHUv5H5sU0GidaoOPVDRETyvP/++zh16hQA4Morr8S5557b7+NycnLw3e9+FwDgcrnw5ptvxtzn4cOH8dprrwEAbrvttrABeS1hpjwRkcKKi9OxcmUJnnxyyplly6ur7XC5fDCb9SgqOrtsuZaW7GZtaflqa+0xlzHw+4EVK2pQVtaADRtKUVgYeWbx8uWTUFbWoOiEh6IiG4qK0vDhh+rX9hzoEzW0rKQkAzabQdXSFTabgUF5IiIiojByc1Nw/XV5uGZWLuobnKivd6K52QWfT4ReLyAz04z8/BTk58lbtlxpXm980qy9viRM545Qc7Mba9YfQ1Nz9LWCRRH4ZHsLqmvsuOPWkcjMjK6Mwawrs3Cgxh5T36GkmHVwutSvN67kmCl6I/PNMJsEuCQmkMhhNgkYlZ+Y0hxERBSdd95558zt2bNnh33s7Nmz8ac//QkAsHHjRixcuDCmPv/85z/D/9XSsQsWLIipjUTQTjSIiGiASU01oLQ0O2mW5WZtaXlqa+2YOfMDNMhcwrG6OtDOli2XRxyYt1j02LChVJH+ASAvLwVlZaV4/PHPZbcVCc1O1OjsBCorgaoq4NAhwOUCzGZg7FiguBiYNAlITe5lNK3WQPmEVasOqtbHggWjNTUBiYiIiEirTCYdxo5JTZql2g2G+NR7Hqh1pZub3Xhh9RF02OWdDzU1e/CH1Udwz12jowrMG4063HHrSPxBgTEAQJpNjzGjLajar/6k63hNCImW0eNEbvOXyG0+iIz2ehh8Hnj1RrQMycfJzHFozBwPjzEl0cOUzWzSYdpkG7bt6lCtj5IpNk1NQiIiotCqqqrO3C4pKQn72O4Z7d23i9aWLVsABJbLv+CCC9DW1obf/e53eO2113DwYOA656hRo3D55Zfjhz/8Ib72ta/F3JeSeIWUiIgAsLa0HF1dPsydu1WRgDgANDQ4MXfuVlRUzIq4rEFhoQ1btlwec6Z+UFGRDWVlpRg/3jZ4J2ocOACsWQO8+SbgcIR+nNUKzJsH3H47MHFi/MansCVLCvHCCwfhVyGhRacDFi8uVL5hIiIiIkq4aDOztd5PPHk8fqxZf0yRYDgAdNh9+PP6Y/jhorFRlTXIzDThnrtG4c/rj8vKPs/KNOLO+SOw9ZP4lCaL14SQSGW1HMZ5n5fhnC+3wOQNfV3AbUjB/vEzUfH1a9GUMSaOI1TeN6anY3t5B0QV5kcIAlA6fYjyDRMRDVKOMNc3rVar7Parq6vP3B47dmzYx44cORJ6vR4+nw81NTUQRRGCEP3f9V27dgEA0tPTUVtbi3nz5uHo0aM9HvP555/j888/x6pVq/DYY4/hZz/7WdT9KI1BeSIiAsDa0nIsXVqp+BLs1dV2LFtWiaeemhrxNoWFNlRUzMLSpZV49tmaqIKsOh3wwAMT8Pjjk85MBBh0EzWcTuCJJ4CXXkJEO8/hANavB155BbjzTuChh4CU5Mt6KC5Ox/33T8CKFTWKt/3AAxNQXJyueLtERKQuAdrMQCRlaSuklXjJetwn8nXMz4vPd9+R+Wboonh95O2T2I+DaPp9971Tii/B3tTswbvvn8J1s3N63RP+OeVkGfGje0dj46ZmfLyjNaogqyAA35gxFLOvzITRqEN2pjH6gccgJ9MIfZjnJf1axL5t988KvdeFb5Svx9TP34JOlD6HNHmdmHrgHUyu3oSKr1+Lj0tuhc8QWd10QQj/wsg57qU+//pre/RwAy6dMQSbt7XL6Ll/l89Iw+hcPQSEn7QS7jlL76/Y92eitpXaXjqmFXpbqc9YOeOS07bc417euGLvWyfj+At1n05g2Y5kIkLONwrlxhCUm5sb+nEKzK5qbW09czsrKyvsYw0GA4YMGYKWlhZ4vV44HA7YbNFdG3Y6nWhrawMA+P1+zJkzBydOnMCECRNw1113Yfz48Whubsabb76Jt99+Gz6fDz//+c9hMpnw4x//OOrnpySuAUNERADO1pZW00CsLV1V1YZnn1U+mAkAzzxTg6qqtqi2sVj0ePrpqdizZxYWLRon+ZrabAYsWjQOe/bMwlNPTe2RmT+oJmocOgTMmQO8+GJkAfnu/P7AdnPmBNpJQsuXT1J8ckRRkQ2PPz5J0TaJiIiISDtG5Ktf495kEuIW/I+XEydd+GRHqyptf7y9FSdOuqLezmjU4fprs/Gje0djxvnpMJnCh7pMJgEzzk/Hg/eOxvWzs89k54/Mj89rNSI/skC2mtLbG7DgzYcwbf+GiALy3elEP6bt34D5bz6E9PYGlUaovuuvGoqcTGWvI+VkGnD9VZzYTUSUTOz2s8lqKREkLFksljO3OzqiL4XSfRJAe3s7Tpw4gXnz5qGqqgo///nPcfPNN+Pee+/Fxo0bsXLlyjOP/dnPftYnmz7emClPREQAWFs6Vs89V6vKst9AINb7/PO1WLkyfC2e/hQXp2PlyhI8+eQUlJe3oLy8BdXVdrhcPpjNehQV2VBSkoGSkoyQr0lwoobd7pX7VELSxESNQ4eAW24BGhvltVNXF2jn1VcDdeeTiMWix4YNpZg58wNFyjDk5aWgrKw04vILRERERJR8TCYdpkwagk/LW1XrY+rkIQOurvS2ndFlo0dDFAPtf/P60Blx4QzPNeOb1+dg7jVZON7gwrF6J5qaPfB6RRgMArIyjRiZn4IReWaYTLo+maIj880wmQS43erlB5pNAkbmJTYon97egJvLfgFbl7zl+oe11+Omsl/gtTm/QtuQPIVGFz8mow73LsjB0y+eRHuH/FIM6Wl63HdbNkxRlGAgItImAYlfl+ps/ydPnlRkmXqt8Pe6GJ+ZmYk///nPMJn6ljxatGgRNm3ahNdffx0ejwcrV67E8uXL4zXUPgZWZISIiGRhbenoOBxerFt3RNU+1q49giefnBLzZIbUVANKS7NRWprd5z6Hw4tduwIB+5oaO5xOH1JS9Jgw4WzAfsBP1HA6gYUL5QfkgxobA+2VlSXdUvaFhTZs2XI55s7dKqscQ1GRDWVlpRg/XiNlCYiIiIhINTOmZ2DXZ+oEmQUBmHGBBlbVUpDb7UdFpfLLfXe3e2875l6TLWsyg8mkQ8EYCwrGWHr83u3241i9Czt2taHpdCBYbzQIyBwWCNaPzDfjvMlp2LFLved43uS0hE7U0HtduPHd/5YdkA+ydbVg3rv/jXXznoh4KXstyc404sGFuVi5thGNzbFP6M/JNOC+27KRPSw+JRCIiAYTq9WqalDeZrOhpSXwd9HpdEouR9/V1XXmdlpaWtT99d7mlltuQXp66FVW7rnnHrz++usAgPfeey/q/pTEoDwREZ3B2tLRKS9vUTWLHADsdi/Ky1v6DarHqqqqDc89V4t1646EHb/NZsC11w6HThf9iu6R0MREjSeeCGS4K6muDvjtb4GHH1a23TgoLLShomIWli6txLPP1kT1uut0gff5449PYoY8ERER0SCRm2vGRRdm4JPtygQou7v4wgzk5iZfkDKc4/VOVbPIAcDtFnG8wYmCMamKtXnipAuf7GzF7r0dYcdvMgmYOCEVggDVJmpcMj2x1xW+Ub4ew9rrFW1zWHs9LvnsL9gy/U5F242X7EwjfnZfHv61qRWbt3dE9doLQqCG/PVXpTNDnogoSQ0dOvRMUL6pqSlsUN7r9aK9PTB5z2g0xjRZwGazwWAwwOsNXNcuKQm/ymz3+7/88suo+1MSg/JERNTD8uWTUFbWICtTtreBWlu6vFz5C0+h+lEiKN/V5Ysq2Gq3e/Haa8dk9xtKfxM1HA7vmeX2Q2XvW60KfX05cAB46SVl2upt9WrgppuAiRPVaV9FFoseTz89FXffXYDnn6/F2rXSkzcWLBiNxYsLB9zEGyIiIiKSdvWV2aiucaCp2a1Ym1mZRlx9ZZZi7WnF8Ybo673H1E+9S5GgvMfjx8ZNzfh4R2SrIbjdIir3OWT3G8o3ZqRjeK+JGsHs/WP1LjSddp9Zaj97mAkj8s0YmW+GWaHM+syWI5j6+VuKtNXb1P1l2DfhCjRnjFalfbWZjDp8+9phuGiaDVt2duDTPQ64wkzgMJsEXDDFikun25Cf23e5YSKiZCZ+9ZPoMcRLUVER6r5Kejp06BDGhinreezYMfh8gZInhYWFEITol/kXBAETJkzA559/DgBhs+R739/W1hZ1f0piUJ6IiHpgbenI1dQoN3EhHCUmSNTW2mUvS66k3hM1osnenz9/NJYsUSAAvGaNOksAAIF2X34ZeOwxddpXU2cnUFmJ4qoqrMw6hN/9Rxca24AaTxbK3SNQkzIWQqoVRUVnJ0oktAQBERERESWU0ajDbbeOxB9XH0GHAiuJpdn0uH3+SBgHYNaskhMX1O6nqdmN1evq0dTsUWBE8mVnGnHtlZln/n/ipAsf72zD7r0dksHf8yan4ZLp6ciTufLC1M/fgk5U5xxSJ/ox5fONeP/ie1RpX20GjxPZzQcxpakO381sgFDqRqtTj1pPFspdI7BPNwpeQwpyMo0YlW/C6HwTTCYdhISHrYiISK7i4mK8/fbbAIDy8nJcdtllIR+7a9euHtvFavLkyWeC8lKB9u73SwXw1cYrqERE1AdrS0fG6fTFpR+XS14/tbV2xSZZKKH7RI1YsvdXrTqIF144iPvvn4Dly2NcKr2zE3jzzei3i8YbbwDLlgEWi+RDNeHAgcBEhTffBBxns1sMAPK/+rkUAKxWYN484NrbgYnKlVUgIiLlCRB5sTtC0ednDHwD8djR6uucqH0tf3+cHXd2pgH33DUSf15/XFYQNyvTiDvnj0DmMCNizfEKn3AVvk01jxEBgM8Xn9fa5/VDD/+ZfsPrO6amZg9WrT6O9o74nPNKGZKmxz0LhsNiBNweL8reO40t29sjyt53uUVs39WOHeXtmDljCOZelQFzmAkfod6PBo8TX/9yS6xPISJf+3ILtl+4AN5+asvL+ZyQ2lYqSTHc9sNOH8W5n7+D8V9+DJOn7zWHbwC4E4DbmIIvx1+M/V+fhZZhowD4AfjDHp+S4w5zv9RxLwixfxboZH2OhN9WTttSzylc29L7Orxw20s+pzDjlpqaJecYkWxbxf0Zy7Y6IT6Tuohicc011+DJJ58EALz99tv4yU9+EvKxGzduPHN79uzZMfd57bXX4tVXXwUQmAiwcOHCkI8tLy8/c7uoqCjmPpUw8KacEhGRIoK1pX/0ownQRfnXQqcDHnxwAioqZg3YgDwApKTEJ/vfbI69n64uH+bO3aqZgHxRkQ1bt16O8eNtqK21Y+rUd7BiRXS1y4FAIvqKFTWYOvUd1NbGMHGksrJH4FkVDkegH61zOoFf/xqYMwdYv156vzgcgcfNmRPYzqmNY4uIiIiIEisz04QfLhqDS2YMlQzy9SYIwCUzhuL+RWOQOWzgLmVtNMRnaohBRj8ejx9/WtegmYB8dqYRP1yYj6xhRpxq9uC3K4/jw22RBeS7E0Xgw23teOL/6nEqhokjOc0HYfKqe+5j8jqR3XRQ1T6Uove6cdH2l/GtN36Gr3/xXr8B+e5MHie+/sX7+OYbP8eF21+G3ssAIxHRQHH55ZcjOzuQuLNp0ybs27ev38c1NjbilVdeAQCkpKRg3rx5Mfc5b948pKYGSvW8+uqrYbPl//CHP5y5LWcigBIYlCciopCCtaX37JmFRYvGwWYLv8CKzWbAokXjsGfPLDz11NQBuWR9dxMmxGfCQVFR7P0sXVqpypL10V5k6z1RI5i9L3ds1dWBdqIOzFdVyepXc/3E6tChQHD9xRejX8rf7w9sN2dOoB0iIiIiGvSMRh3mzs7BDxeNwfTz02EyhT9xMJkEXHh+Ou5fNAbXzc4ZkEvWdxdYAUB92ZmxT2wo23Q6pqC10gQBuPSidPz03hFnAvLPrY4toN7dqWYPnn2xIep2cuIULM9u1n5Qfkj7CXz7jZ9j0r63oItydoROFDFp30Z8842lGNJ+QqUREhFRPBkMBixbtgwAIIoibr/9drS0tPR4jNPpxB133AHHV8lAS5YsQWZmZp+2AODOO++EIAgQBAGPPvpov48ZOnTomYz85uZm3HHHHXC7+074WrVqFV5//XUAgNVqxb333hvTc1QKl68nIiJJxcXpWLmyBE8+OQXl5S0oL29BdbUdLpcPZrN+0NaWLinJ0HQ/VVVtePbZGoVHc9bNN49EWdkJyRrwCxaMxuLFZ2vAK52939DgxNy5W1FRMSvyiSDxCiLX1cWnn1gcOgTccgvQ2Civnbq6QDuvvgqMHavEyIiIiIgoyQ3PNePG63IxZ1Y2jjc4UV/vQlOzG16fCINeQFamCSPyzRiRlwKTaWAH4rsbmZ8Sl35G5MdWO73hpAsf7Qhfl1WOKeda8UVNp2QN+JLJNnxjejrycgOTC9weP15Yd0Kx7P32Dh/+sPYkHrovH6YIJ4KkxymAPLStIS79xGpI+wlcv+FXsHa2ympnaFsD5m74NTbMfQQdQ4YrMzgiIkqYe++9F6+//jq2bt2Kzz77DFOmTMEPfvADFBYW4tixY/jTn/50pgb8Oeecg4cfflh2nz/72c/w1ltvYdeuXXjzzTdRXFyMhQsXYty4cWhpacEbb7zRY7n8VatWncnoT5TBEzkhIiLZUlMNKC3NRmkp60gDgWC5zWYIG5SWy2YzxByUf+652qiTnyMlisCwYSacPHl91BM11Mjer662Y9mySjz11NTINnC5FO0/pH5maGqC0wksXCg/IB/U2Bhor6wMSInPhUaiZOLxeNDR0XHmp1Gp9x4REZHGmUw6FIxJRcGY1B6/j88i7tozMt8Mk0mAO0xQWi6zScDIvNiC8h/vjH5Z+GhYLTr88qExONbgwtF6N041e+D1ijAYBGRnGjEq34SReWaYTLoex8gGFbL3G5s92LCpBd+8tv8svd4Mvvic2+l96l1fkEvvdWP2O0/IDsgHWTtbMeud3+KNG5fDZxi4ZSuIaPARv/pJ9BjiyWQy4c0338R3vvMdvP/++zh69Gi/gfdp06bhH//4B9LT02X3mZqairKyMtx8883YvHkzampq8POf/7zP4ywWC1auXIn58+fL7lMuBuWJiIhiZLUaMH/+aKxapd7ycgsWjI5p9QGHw4t1646oMKKz1q49giefnBLVRA01s/efeaYGCxcWnMnID8sc20WqqJk0emHhiSeUz+KvqwN++1tAgZmuRMnG7/f3CLp3dHSgvb39zG2ns+fKIK54TQwiIiIiTTGZdDhvchp27GpXrY/zJqfFtPqAy+3H7r0dKozorPK9dtxwTSbGjbFg3BhLRNs0nHRj6w519teH29tx4bQ05OdKn7d59fE5t/PptXu5fvquVxXP5B/a1oDzd/0VO2YsULRdIiKKv4yMDGzatAl//etf8fLLL2P37t1oampCRkYGzj33XHz3u9/FXXfdBYNBub912dnZeP/99/Haa69h/fr1+Oyzz3Dy5ElYLBaMGzcOs2fPxpIlS5Cfn69Yn3Jo9688ERFREliypBAvvHBQlYx0nQ5YvLgwpm3Ly1tUzeAHALvdi/LylqhWTlAze9/vB55/vhYrV5ZIPzhey6wXFMSnn2gcOAC89JI6ba9eDdx0EzBxojrtEyWIKIpwOBx9Au/BH7tdevUPs9mMtLQ0pKWlKXoCSkRERMnlkulDsbNcnYx0QQAumR5b5tmxelfYZeWV4HKLONbgijggDwBbd7aplr0visBHO9tx8/VZko9ti9MS663peXHpJ1oZp4/i3P0bpR8Yg3P2b0R10aVoGTZKlfaJiCh+BEHALbfcgltuuSXmNl566SW8FMW1S0EQcPPNN+Pmm2+Ouc944dUgIiIiGYqL03H//ROwYoXy2d8PPDAhsqzvfpSXtyg8mtD9RBqUj2f2vuTqAsXFqo4j7v1EY80aqDoz4uWXgcceU6d9IhU5nc4e2e3dM97tdjv8Eu8bg8FwJuge/BkyZMiZ26ZuK2c4HA61nw4RERFp1PBcMy65cCg+2t6qeNvfmJGO4bmxrQp2vD4+K/kcrXdHHJR3uf34bK+ypc9627XHjhuvGSa5ukBj1jhVxxF0KjM+/UTr3M/fgU6l2RE6UcTXP38Xn1yyUJX2iYjiT0Dii/Ukun/qD4PyREREMi1fPgllZQ2K1kkvKrLh8ccnxbx9TY26Fy6ConnOmsrenzQJsFoBNQNjVmugHy3p7ATefFPdPt54A1i2DLBEnv1CFA/Buu79Bd47Ojrg8YSvU6rT6WCz2foNuKelpcHCY54GEV7e6UlIeMXI2Gj1ddTq/pTeX7GPW83XQpDVePjnJKdpec85UeNSrt/rrsrAgRqHonXSszONuO7KDBjQcyKhIEQ27ubT8amZ3tzshlHwI5L9ebjBGZfs/Yb6LkwYmxLoN8T+as0aA7cxBSaPs9/7leA2pqA1ezRMQt/zZqnjK9xnp05qX0s0bvA4MeHLjyVGIE/hlx9jz4yb4TOcnVQi9ZzDPa9Ij/vQ94dpW2J/hh2XVL8S4w7fttS2YfqVfD9KtB1m3LJeRxn7Ggi/P6WKfMh7nWVsG2KH6XTK/b0gosRhUJ6IiEgmi0WPDRtKMXPmB2hokH+CnpeXgrKyUlgs+pjbcDp9sscRCZcr8n40lb2fmgrMmwesX6/eQG68UXuB6cpKdSciAIH2KyuB6dPV7YeoF5/PB7vdHjLw3ruue3+sVmufbPdgAN5qtUKQF9kgIiIiAgAYjTp8f34enl99HO0d8s/dhqTpcc+C4TAZo68lH+T1xmdCjNcXeT9H6uMzUeBIvftMUD4UrzEFteMvwTlfvKfaOL4cf0mPoLRWZDbVwajiZAQAMHqcGNZ0CKeGsxQaERENXAzKExERKaCw0IYtWy7H3LlbZWXMFxXZUFZWivHjbbLGk5ISe0A/GmZz5P1oLnv/9tuBV15RZyl3nQ647Tbl25Wrqip+/TAoTwrrXde9d+A9kiXhU1JSQi4xb7PZoNfH57OTiIiIKCvTiMV3jcAf1zXIypjPzjTingXDkTXMKGs8BkN8Jh8a9JH3o+RKAuE0Nke2olvV16/B1w68r8oy7n5BwP6vX614u0rIbDoUl34YlCeigUKEnDWUlBsDaQ+D8kRERAopLLShomIWli6txLPP1kQV69XpAjXkH398kqwM+aAJE+QF9SNVVBR5P5rL3p84EbjzTuDFF5UfxF13BdrXmkOH4tNPXV18+qEBp6urK2Sme6R13XsvKx8MvNtsth513YmIiIgSLSvTiJ/cOxJlm5qxdUc7oon1CgIwc0Y65lyZIStDPig7U15QP1I5mZFfjvZoLHu/Zdgo7DtnNibte0vxMew7ZzZaho1SvF0lpLWfiEs/Q9pOxqUfIiKiRGFQnoiISEEWix5PPz0Vd99dgOefr8XatUfC1lG32QxYsGA0Fi8uRHFxumLjKCnJUKwtpfrRYvY+HnoI+OADZYPIBQXAT3+qXHtKcrni0487PstMUvJxu90hM907Ojrg9YbPUgrWdQ8VeE9JCb/sKBEREZHWGI063HhtFi6cNgQf72xD+V572DrqZpOAksk2fGN6OvJylZtwOCo/PpMXR+VHvjy7UYPZ+zvPvwWjjlVgaFuDYv23pufh0/NvUaw9pel98VmxQBenfoiIiBKFQXkiIiIVFBenY+XKEjz55BSUl7egvLwF1dV2uFw+mM16FBXZUFKSgZKSDKSmKv/nuKQkAzabIeyEALlsNkNUQfl4Ze9v29aEp5+uPrN/rdYw+zclJZApf8stQGOj/M5zcoDVqwPtapE5TvUJmY08aPl8vh5B9t6Bd1cEE0OCdd37C7yzrjsRERENVHm5Jnzn+mzccE0mjjW4cLTejVPNHni9IowGAdmZRozMN2FUnhkmk/zM+N5G5ZthNglhJwTIZTYJGB1F8D9e2fsHj7rw3iftGJ1vwpgRRpjD7F+fwYSNsx7C9Rt+BWtnq+y+HalDsXHWf8JnMEHQ6GLDPn18Xgd/nPohIiJKFAbliYiIVJSaakBpaTZKS7Pj2q/VasD8+aOxatVB1fpYsGB0VBMK4pW9X1HRhoqKPQACEwfmzx+NJUvCrEQwdizw6qvAwoXyMuYLCgIB+TFjYm9DbWPHxqefgoL49ENx5/f7e9R17x147+zslGyje1333oF31nUnIiKiwc5k0mHcGAvGjbGc+V08piSaTTqUTLbhk10dqvVxwRRbVBMKogngy3HshAd/29gKIDBxYPqUVFx2oQ0jQqxE0D5kOP419xeY/c4TsjLmW9PzsHHWf6JjSG7MbcRDx5DhcemnPV3b+4GIiEguBuWJiIgGqCVLCvHCCwejqm0fKZ0OWLy4MKpt4pG935vd7sWqVQfxwgsHcf/9E7B8+SRYLP0E/MaOBcrKgCeeAF56CVHtNJ0uUEP+pz/VboZ8UHHxwOqHVNHZ2dlnWflg4N1ut0OUKHZqNBr7LCvf/f9GIzNgiOJFQHwCOdHQahagFK3tx6BE7U95+0PemNV6LaQXYol93HLGLL1t+HElqm95/ap3jAiCeq+jnHFLbRv2OUm2HnnbV1xoxbbyjqhq20dKEIArLkyFSfD26bf/cYkoHKFTPXu/N5dbxNZPHfholwNXz7Di21enwWQ8O9rgMeRKz8K/v/lrTNv1Gr627x3oothpfkHAF+fOQsX534HPYEIKAsu2h5+uEL59nYz3o9T7wp49UqIFZTiyRsIinF3CPtxzAsJ/bku9pyTbDnO/1LSScPtTTr+B+0OT9ZwkjgE5+1Pq+Au7rcS4pJ9zuPvUa1vO/gzZrsDyDslEhAAxwWcQie6f+segPBER0QBVXJyO+++fgBUrahRv+4EHJoTOPA8hHtn7ofj9wIoVNSgra8CGDaUoLOxnKf2UFOCRR4CbbwZefhl44w3A4QjZpjclFeIN82BceAcwcaJ6g1fSpEmA1Rr2eclmtQb6Ic1yuVxhl5j3+Xxht9fpdCED7mlpaazrTkRERJSk8nNNuHxGGt7fpny2/BUX2TAiN7rJmWaTDhdOsWDLp9KrMSlNFIF3tjmwt9qJH902DLmZfS+j+wwmfDpjPmqKLsXX9m/CuC8/gdHjDNmmS2/GwfEXo7b4KrQOi0+gWwktWWPhMZph9EiXooqVx2hGa7aGV50jIiJSAIPyREREA9jy5ZNQVtaA6mq7Ym0WFdnw+OOxBV3VzN6PRHW1HTNnfoAtWy7vPzAPABMnouq7D2HVyTmo/ts2fN1/GEWGJpgFL1yiAdXeLJS7RqLcPQL6/0vF/DY7lixpi3qSQkKkpgLz5gHr16vXx403AhaL5MNIPV6vt99Md7vdjvb2drjd7rDbC4Jwpq57f4H31NRU1nUnIiIiGqBuuCodVdVdaGxWboWz3EwDbrwqtvOlKy60YeuuTlWy9yNxotmH//lTM352d2a/gXkAaB02En+bMB8fNc2F54taFOuOhTyHFI+acVFLCq6e4cXI3OS4NO8zmnFk/AyM/+JD1fo4WjgDPoNZtfaJiIi0IDn+8hMREVFMLBY9NmwoxcyZH6ChIfSM/Ujl5aWgrKy0/yXgI6Bm9n6kGhqcmDt3KyoqZvV5Hl1dPixdWolnn635auLAaLyD0aEbi3R5fC25/XbglVeiW6I/UjodcNttyrdLPfj9ftjt9pBLzHd1dUm2YbFYQi4xb7PZoNNFXuuTiIiIiAYOk1GH+xZk4+kXG9HWEX4FpUikp+nww9uzeiwBH40RuUZcOcOKTdtUXO1LQmuHHytePo1fLs6GuVeZebdHxN/e7cC724ITBwrwHgpCN+YW8cGnXdi8qwuzLkrFTVfbYt438VR77hUYd2ALBBVmR4iCgIPnXK54u0RERFrDoDwREdEAV1how5Ytl2Pu3K2yMuaLimwoKyvF+PEhMswjpEb2frSqq+1YtqwSTz019czvamvtMe+jiJbH14qJE4E77wRefFH5tu+6K3mW8tcwURTR1dXVZ1n5YODd4XBI1nU3mUx9lpXvHng3GHgaQERERET9y8k04sGFOfi/tadkZcznZhrww9uzkD1M3nfPb16djspqF04qmL0frRPNPry+qQO3zkk787uTzV48/XILTjRFP3lBFIG3P+nEnmoXfnLb0JBZ+FrRPmwkas69CkVV7yredu25V6J92AjF2yUiItIabf+1JyIiIkUUFtpQUTGrVxZ4ZHS6QA35xx9XJgtc6ez9WD3zTA0WLixAcXE6amvtiownouXxteChh4APPgDq6pRrs6AA+OlPlWtvgAvWde8v8B5JXXe9Xt8n6N498G42c+lHIiIiIopdTqYRy+7LxZub2vDBdntUy8cLQqCG/I1XpSuSBW4yCrj/tkz85k+n0NaRoFpoAN7d5sDMkhSMzDXiZLMX//3H02iVOZ4TTT48/scWLPt+BvI0HpivvOBbyDu6F2ltJxVrsyM9F/su+KZi7REREWmZtv/SExERkWIsFj2efnoq7r67AM8/X4u1a4/Abg+daWCzGbBgwWgsXlyoeL10pbL35fD7geefr8VTT03F3LlbFZsgEG55fM1ISQlkyt9yC9DYKL+9nBxg9epAuwSgZ133/gLvkdZ1713PPRh4t1gsrOtORERERKoyGXW46doMXDzNig932rFzTydc7tDRebNJwIVTUnHphTaMyDVBgHJLnedkGvCfd2fj2ZebE5YxL4rAezs68b1rh+Dpl1tkB+SDWjv8ePLlVixfnKnppez9BhO2XvMALv/3/8LS2Sa7va7UdHwy+374DSbpBxMRJRHxq59Ej4G0RxCl1r6khHI4HLDZApl2drsdVqs1wSMiIqKBorPTi/LyFpSXt6C62g6XywezWY+iIhtKSjJQUpKB1FR15+/1reEeXzabAXfcMQbPP/+l4m0/+OCEHsvja9KhQ8DChfIy5gsKAgH5MWMUG1Yy6F3XvXvgvb29HU6n9CSPYF337oH34G2r1cq67gMYv+OTmrofX48s3Q6TKTWu/Ws1lKBkYCj6vuUIP24197e8uV+hx63qmCUfod64wm+v3usodWzLaluI/X0j1W+4cct5HaW2T+i4wjQg53WUewyEf84973O5RRyu9+BQvQcnm73wekUYDAKGZxowNt+IMflGmE1newx3DEl90w01LrdHxGvvduDtbV1RZe8rJcUk4NLzzHh7h/Krvl13iRl3zun/e6FO8vgKt6+VPUZS2xoxfePzsMnImLen56D82sVwpmfFPK5wz0vqfSFnn0h9NiZqXDqJcYXrW+ljJKq2ZXw2ynod5bYt6zM9+v3V6XZh8rL/AMBzSK3qfh723q/WwWJKbOJKl9uJK38xHwCPGS1hpjwREdEglZpqQGlpNkpLsxM2hmD2vtEo4IknquPev93uxcqVygfkgZ7L42vW2LFAWRnwxBPASy8h6roGd90VWLJ+AGbIi6KIzs7OM0F2u93eI/AeaV33/jLdWdediIiIiJKR2SSgaKwJRWMDmc2JmIhlMgpYMCcNeh2w4aOuuPfvdIt4Z6c6ZdjKPnHhihIzRudq+zyhMz0HW769DF/b+QYK9n0AIYrZEaIg4FDx5ai+4Ab4DSbJwCcREdFAou2/8ERERDQo2O3h62erSa0M/eDy+CtXlqjTgVJSUoBHHgFuvhl4+WXgjTcAhyP0461W4MYbgdtuAyZOjNcoVeF0OsMuMe+XODiCdd1DLTFvMnEZRiIiIiIiNTjDV4NSlVoZ+n4R2LjdhXvmaf+Svd9gwv6Lb8axr12MMfs+xIjanTB4XCEf7zWaUV84HYfPvRT2YflxHCkREZF2aP8vPBEREQ14TmfigvJqWrv2CJ58corqZQAUMXEi8NhjwLJlQGUlUFUVWNbe7QZMpsAy9cXFwKRJgMWS6NFGxOPx9Aiy9w68ezyesNsLggCbzRYy8J6aGt8loYmIiIiIKMDjHZgZ1lsqXLjj2tQeZQC0zD5sBPaV3orPL/oO0k8dRnrTEVjbGqHzeeHXG9CZnoO2rNFoyx7N2vFERDToJcEVYiIiIhroUlL0iR6CKux2L8rLWxJaIiBqFgswfXrgR+P8fn+f7PbugfdI6rqnpqb2qece/GFddyIiIiIibTIakiNoHS2nG/iy3otzxhoTPZSo+A0mtORNQEvehB6/l6qtTURENJgwKE9EREQRczgCQeby8hbU1NjhdPqQkqLHhAk2lJRkoKQkA1Zr9F8vJkywqTBabUi6oLyGiKIIh8MRMvDuCLfM/lfMZnOfZeWDt202G+u6ExERERGpyOX249BxLw7Ve3Cy2QuPFzAagOGZBozNN6JghAFmU/QTYYdnDsyJ3QBw8Lgv6YLyRER0lggBIhI7eSzR/VP/eBWSiIiIJFVVteG552qxbt0R2O3ekI+z2QyYP380liwpRHFxesTtl5RkKDFMTaqutid6CJrmdDr7refe3t4Ou90uWdfdYDD0W889eJt13YmIiIiI4u/YSQ/e2+HA9j1OON2hs6VTTAIumpKCq2ekYmRu5IHogvyBe1m7oWlglncjIiIa7JLi20tHRwdaWlowevToRA+FiJKMWlm9RINFV5cPS5dW4tlnayARGwUQWK591aqDeOGFg7j//glYvnwSLBbpDIaSkgzYbIawAf9k5XIN7gsqbre7T8C9e+Dd6w3/mut0ujN13fsLvFuSpL49EcUXzyGJKFZutx/H6l04Vu9C02k3vF4RBoOArGEmjMw3Y2S+GaYYsnqJBgu3R8Tr73bg3e0OiBGsXO50i/jg0y5s3tWFWRel4qar02AySmf3jR1hRIpJCBvwT1Ye38B7TkRERJQkQflnn30Wv/jFL+DzDe6L2kQUObWzeokGg9paO+bO3RpTprffD6xYUYOysgZs2FCKwsLwy9NbrYH34qpVB2MdrmaZzQN3WUUA8Pl8sNvtfeq5B2+7XC7JNlJTU3tkt3e/bbVaIQhccouIosNzyADhq5/+70vMBX95n+ixj1nNvyTSf6YSM27pbcOPS619pua45BzXJ066sXVnGz7ba4crTJDPbBIwbbINpdPTkZd7dkUeQQi9jbzXUd7rJGefyOlbclxh95d6zzlR2wLhPyukn7N649LJabvX63ii2Yf/XdMeU6a3KAJvf9KJvdVO/Pz2IcjPDD35RYAIixmYOcWIdz51R92X1lkMfliFns8r3HsGkPc6hts2sH3o+3US41L1+As3Lsn3o9S4YutXqm85n42y25azv6TalvGZLmdfy/s7FftnNiD1Wig/Lj8GXhIL0WCUFEF5IqJIxSurl2igq621Y+bMD9DQ4JTVTnV1oJ0tWy6XDMwvWVKIF144GNF7N5kUFYV/3loXrOve3xLzkdZ1T0lJ6ZPp3v1Hr+fnLhERESWG2+NH2abT2LqjPaKsXpdbxLZdHdhe3oHSC4dg7lXDYDIyc57oRLMPv3yhDS0d8k7oGpr8+K8X2vCr/xiCPIm68ddelIJNu9zwD7DE8hFZ/EwhIiIaiBIWlF+zZk3Ej929e7eKIyGigSKeWb1EA1lXlw9z526VHZAPamhwYu7craiomBV20ktxcTruv38CVqyoUaRfKYKAiC68ylVSkqF+JzJ1dXX1yXQP/kRa1717dnv3jHebzca67kSkCJ5DEpHSTjV78Md1J3Cq2RP1tqIIbNnejs9ruvAf84cjJ4t5LzR4uT0i/ndNu+yAfFBLh4j/XtOBJ5akwxxmKfvRuXrMuciMf38ivTqXEgTIWfskchPyOWmZiCiZiWJ8rjlKjYG0J2FnDHfeeScEQYAY4ZHBZUuJKJxEZPUSJY3OTqCyEqiqAg4dAlwuwGwGxo4FiouBSZOA1NQzD1+6tDKmyS3hVFfbsWxZJZ56amrYxy1fPgllZQ2K99+fxYvH46WXDqtax95mM2giKN+9rnt/gfdI67qHCrynpKTE6ZkQ0WDGc0giUtKpZg+eX12P9g55ZS5ONXvw3Op6/HBhHrIzjQqNjiix9B4XhjUdwrCmQ0hrPwm9zwOf3oiOIbloyRqL01lj4TOazzz+L+84YlqyPpz6Jj/+8m4n7pxjDfu4W2dZ8Fm1B/VN6i+5du0MIz74zIMuFVfMt5iAwhHMlCciIhqIEhaUz8jIwNSpU/Gb3/xG8rF/+tOfsGrVqjiMioiSUaKyeok078ABYM0a4M03gXBLjFutwLx5wO23o8ozHM8+q06m+jPP1GDhwgIUF6eHfIzFoseGDaWKTLIJp6jIht/8Zgo8HlHVOvYLFoxGaqr6X7d8Pl+PIHvvwHskdd2tVmufeu6s605EWsJzSCJSitvjxx/XnZAdkA9q7/DhD2tP4qH78rmUPSW19NPHMGH/exj75XYYPaHPxzzGFBwePwO1516BKs9wbNymzrlb2ScuXFFixujc0OdUZqOApbfb8MgLHWjpUC8tMD9LhzuvtcDvBzbujH51jUhdPtWAFBPPvYiIiAaihAXlp0+fji+++AIlJSWSj924cWMcRkREySqRWb1EmuR0Ak88Abz0EiIq0O5wAOvXA6+8gpOjroVJvBhOKJ/l4/cDzz9fi5Urw//tLyy0YcuWy2MuRyElLy8FZWWlsFj0qtax1+mAxYsLFWnL7/fD4XCEDLx3dnZKttG9rnvvwLvNZmNddyLSPJ5DEpFSyjadjmnJ+nBONXuwYVMLvnltpqLtEsWD3uvG5F2vo2jfu9BFsCKN0eNE4RebMe7Ah3CkXAozrlbnHFIENm534Z554S9h52Xq8ev/SMPyNXZVMuYz0gT84o5UmI0CrpthwjufelSpY68TgOtncMUNIiKigSqhQfm3334bjY2NyMnJCfvYoUOHYvTo0XEaGRElk6qqtoRm9RJpzqFDwMKFQF1d9Nv6/bjy8AZU5O/A3JML8aU3S/HhrV17BE8+OUUye7yw0IaKillYurQSzz5bo1jQvKjIhrKyUowfHyhPoWYd+wcemBDV50dnZ2efZeWDgXe73S65XLPRaOyzrHz3/xuNvLhDRMmN55BEpISGk25s3dGuSttbtrdjxrQ05OWaVGmfSA22tpO49J0VGNJ2IuptdaKIb3dtRnF+lWrnkFsqXLjj2lSYJbLH8zL1+O2SIVj/ThfKtrkUC5rnZ+nwiztSkZcZmMQ8Zrge111swj8/Vn4N+3kXGzF2OCdLExERDVSCGGlBPoU5HA40NTUhPz+fF4nDcDgcsNkCgQO73Q6rNXwdJaLBZtGiclWXnl60aJxkVi+RZhw6BNxyC9DYKLupem8aZp64V52LKlsuQ2lpdsSPr6pqw/PP12Lt2iOy679v3PgNXHNNXo/fdXX5MHXqO4pm5RcV2fqUwHC5XH2C7sHAu91uj6iue/eAe+8a76zrTpQ8+B0/NjyHjEz34+vRpdtgMln6fVyiFsaVroYS+hKFmmOWblu9cYXfPvwlGzl9CxJty+lXEFRsW9a4Rbzyz2Z8vEv51ZiCSi+w4XvXD4tqm3DPSeo9I7U/wm0uZ1up7WWNS+L4kSoQEH5ccraVGJeM414nub9if07h2ra2NaL037+BpbNNohVpap5D/uY/LCguOHtuJfW+OHLCh39u9+D93V7Z9d//+y4jLig6O6lcgAiXR8Q9z7pxrEm5y+qjsgS8+IABZmP/T07y+JNzjEgcu7LeFxJ9h9te8n0R5onJ2V+B7dVpW/5nujqfBbL/HoQ5hhL1t0Tqfjn7GpB3/IXvt38OlwsFS5cA4DmkVnU/D3v3l+thMSX2Ol2X24mr/+tWADxmtCRhmfJWq5UHARHJ4nB4sW7dEVX7iDSrlyjhnM5AhrwCAXkAyDd0YEPui5ha/yCcorKBj/LylqiC8sXF6Vi5sgRPPjkF5eUtKC9vwbZtzfjXvxrQ1RVdHdD//u8DfYLyytWx9wFwIifHjxUrxmLPnk97LDHvdktfDbLZbCEz3VNTU1nXnYgGNZ5DEpFcLrcfu/Y6VO1j5x4Hvn3NUJhMrC1P2qbzunHR288qEpAH1D2HrK339QjKSxk7XIf7bzTjnjkm1Bz3o+a4H58f8WH75z64o5zn/ZfNvh5BeSBQx375HUY8+Ac3mjuia68/mWnA/9xlhJlzDomIBgQRAsSETYM+OwbSHkaZiChplZe3yM6alWK3e6MOIBIlxBNPxLZkfRgTjU14fOhG/KTlekXbjTUjPTXVgNLSbJSWZmPq1Eb89a/Hom7jww9PYfPmRlx2Wc9ljyOrY+8H4Pzqp+urHyeAzq/+dSMnx4z77y/E0aO7cfRo3xYsFkvIJeZtNht0Ol68JSIiIlLL0Xo3XG51F4x0uUUcqXejcCxXMSJtO/fTfyCt7aSibap1Dnk8xjrxKSYBkwr0mFSgx56DOmypjG5SNwDsrfOj4qAPU8f1nBQwIkuHp+8xYemfPbIy5kdlCfifu4wYkSlAanUUIiIiSm4MyhNR0iovb4lbPwzKk6YdOAC89JIqTT8w5CO8aL8A+zzDFWvT5Yr+Qkhvjz66X9a2mzf3rUU8frwVn3zyDfz85zvwxz/uhygGg+7dA/D9EwTgiitycPPNBcjMTA8ZeDcY+NWLiIiIKFGO1CtfAzpUPwzKk5alnT6O8fveU6VtNc4hPQrkY6zdFPv7f80mL6be0zdTf0SWDn+434Q/ve3FPz7xRVXHXicA375Ej+9fow+5ZD0RERENLLwyTERJq6ZGvTqA3SlZZ5pIFWvWAP7YMgek6AURi9M+wX2nv6VYm2Zz5MsO9mfz5kZ8+OGpGLf24MMPv8T69ak491xzn/ruPp8P558P5OWJ2Ly5HTt2nIbL1X3f6gCkALAAsMBiseKb3xyPRYsmYfr0ETCbzbKeGxERERGp51SzJy79nGxWd0U3IrnG73sfgqhOVrYa55BGmVew9xz0YW9d7OfMobLlgcBS9vddZ8S15+vxz+0+vLvbF7aOvcUEXH2eDjdepMe44VwpjYiIaDBhUJ6IkpbTKT/bNhJKZPUSqaazE3jzTVW7WGD7DD9puQ5dokmR9oqKbLK2D58l70PfZeW7Z7p7z7Tx059O7LO1IAiwWq244IJ8XHHFVBgMFhw+LKK21oujRwGfz4iUFAOKimwoKclASUkGUlP5dYqIiIgoGXi98Vka2uvjEtSkXXqPCyO/3KFqH0qfQ47Ikhe8lpMlHxQqWz6oYLgOD96ow71zDKg+LqL6uB9Hm0R4fIBRH1imfuJIAUUjBKSYmBlPREQ0GPEqMhElrZQUedm2kZKb1UukqspKwOFQtYs0nRslpuP4yFWgSHslJRkxb/v++yfw4YeH0TPY3j3oHsnFFhNqanSw2zNRWjq6x1Lz/dV1v+SSmIdLRERERBpiMMQnEGbQM+BG2jW06TCMHpeqfSh9DlmYH/t1GblZ8kHBbPnzxoWfIJBiEjC5QMDkgr6PEwRO2CEiIhrMGJQnoqQ1YYK8bNtIyc3qJVJVVVVcuikxH1PkgorNZggblBdFEZ2dnT2WlG9vbz9z+5e//AxAh0QvBnRfYr7nTwqAwAWdf/4zEz/+8QWynxMREZFW6QUR+hgCAPLCieH7k9O29Lah+5baVpAYd/ht5QkXpJG3v+S9FvL2iZzXQuL+sPsr/JjzsuIz4XpElg5m4ewS9nL2tSB5EIR/zjoV3xey2pZx3Esf26HvDzdmqb51Ep+n8sYVnqzn1GvcOc0HJXpThlLnkBYTMGWUDym6s4H1aI7N9ZuUKyexbpMb31gU+tWS8zpK3S/ZdpjjU85xH7g/9vdrtMdnpP0G2g7Trox9HbhfxrZhNk7ouFTaFlDvMz2R39/k7RMZ24a40yhwJddkIkLqKIjPGEh7NBOUb29vx//93//hgw8+QGNjI1atWoXp06fj9OnTeOmll3DDDTegsLAw0cMkIg2Rk22rxX6IYnLoUFy6KTI0KdLOggWjodN5cepUS5+Ae0dHB+x2O3y+/k80DhxoR3V1B87WdU9Fz+B78LYxorF8+OEpbN7ciMsuy1HgmRERUbzxHJKIojUmX5mltKX7iez7KFEipLY1xqUfpc4hrz5PF/Ny75996UdFnXJhid11QPmXIkrGczUMIiIiip4mgvLHjh3DpZdeiqNHj2LChAn44osvYLfbAQDDhg3DqlWrcPjwYTzzzDMJHikRaUlJSQZsNgPsduVmPfcmldVLlHAudZcdDOqe6SPNi/6WlxcEJ/LzG7FmTXnYrQVBgM1mQ1paGoYMGXJmafmXXtoLYDgAc4zPoq9HH92PzZsZlCciSjY8hySiWIzJN8JsEuByq5c7ZDYJDMqTpul8nrj0E905ZP90AvDNi2Jf4eLFTfKXre/tj5sYlCciIqLYaCIo/9BDD6GjowMVFRXIyclBTk7Pi+M33ngj/v3vfydodESkVVarAfPnj8aqVeotvbZgwWikpmrio5Kof2blAtThuMTu7wM/egbdewfg+7/Ic8UVOcjNDVygTE1NPRNs7x54T0tLg9Vq7VPXffPmRmzb5oOSAXmA2fJERMmK55BEFAuzSYcLp6Riy6cO1fq4aIoFZpPUQtNEiePXx2fSSM9zyNh8+xI9xg2P7f2kdJZ80O6DzJYnIiKi2Ggi0vTOO+/gwQcfxDnnnIPm5uY+948bNw5Hjx5NwMiISOuWLCnECy8chF/5yc/Q6YDFi7nkqVZt3hxYcm/QB1PHjlW8SVEU4RBFdPj96Pjq3/edTgC7EAi6R5Kdb0D3ZeXHjMnCypXXIDt7KGw2GwyG6L6CPPro/mifRlRtM1ueiCi58BySiGJ1+YU2bN3lgKhCsrwgAJdfaFW+YVLEvoMeCBBRPG5wr2TQmR6fc59qb5as7UdlCfiPa7SVJR/EbHkiIiKKhSaC8l1dXcjOzg55f0dHRxxHQ0TJpLg4HfffPwErVtQo3vYDD0xAcXG64u2SMoJB2kEfTC0ujmkzp9+P9mDgvVvwvd3vh10U0fvyxR63AKC122906FvLPXg7Fd2/YuTlpeC99y7H+PG2mMa6eXMjPvzwVEzbRoLZ8kREyYfnkEQUqxG5Rlwxw4b3ttkVb/uqi6wYmTu4A75a9tf3uyAAgz4o3541Ki79lLtGxrxtZhrwv3cZYTZqo5Z8b8yWJyKicEQIEJHYvxGJ7p/6p4mg/DnnnIMtW7bgBz/4Qb/3v/HGGzjvvPPiPCoiShbLl09CWVkDqquVu6hSVGTD449PUqw9Ulb3IO2gD6ZOmgRYrYCj5xKcnm5B9o5eWe/tfj+kqvvpANgEAWk6HfQw4ah3GoAhOBt8N0U0vKIiG8rKSmMOyAPqZsl372PQT/AgIkoiPIckIjm+eXU6qqqdONksv+Z1UG6mHt+6aohi7ZGy9h30YH9d4PWuOugZ1IH59uzR8BrNMHgiWQEtNh1+E8rdI2LadlSWgP++y4gRmbEHE9TMkg9itjwRERFFSxNB+R/96Ee44447MHnyZNx0000AAL/fj9raWvzyl7/Etm3b8Prrryd4lESkVRaLHhs2lGLmzA/Q0OCU3V5eXgrKykphscS+TBqpq3uQdrAGU30+Hzo6OgI/F1+Mjn//u0cQ3hXBepzWr4LuacF/v7o9RKdDqiBAJwQuMHw89hp4morQJ30+DJ0usNrE449Pkv1e2rz5MlnbExHRwMNzyMjo4Ic+xB9wOWEEAbFnH0r1KwjqtC1nzFLbSz4nydbltB1mW4mNpfaJnP0pb1sZbUscP8FtzSbgJ7cPxfI/nkZrh/zg3dA0Hf7z9nSkmXz93q9T8TlJt63O8SXVt/S4Y+9Xelx9vf5+55nbf3u/E9MLU0NsG25/qfdaSFVND7c/ox6XScCpCdOQt3+bRK+x2542Da4IJ3IH6QTglkuAe2eLSDF6ZB0jLy6S6iv2/dnzfdPz80POMSB1v07GZ7qcz1Wp7eV8vgFSx7bEtip+vqn1d0zqb7MUtZ6z3Okl8tqW811GRtsSW6rZdvh++2/XiP6/YxBRctFEUH7BggU4fPgwHn74YSxbtgwAMHv2bIiiCJ1Oh+XLl+PGG29M7CCJSNMKC23YsuVyzJ27VVbGvBJZvaSu3kuZD9Slx0VRhMPhOBN4b29v73G7s/PsRSWMHAl4POhdGNMsCGeC7N2D70N0OtgEAfpIzgZ1Olzy+wexxzMczz9fi7Vrj8BuD51RZLMZsGDBaCxeXMjyD0REpBqeQxKRXLmZBiz9/jA89XILTjTFfqF7eJYeD902FLmZnNStVXsPelFZd/Y1rqzzY+9BLyaP08Rl0YRoKC7F8M+3Q4hgMne0REFAztxvYM0sHf6+zY+NnwGd7tCPTzUBs6cBN10EjB/OzHMiIiIauARRVOHbV4yOHDmC119/HbW1tfD7/Rg/fjy+9a1vYdy4cYkeWsI4HA7YbIHgoN1uh9VqTfCIiLStq8uHpUsr8eyzNfAnKKuX1HXZZZv71Be/9NLspMym7urq6hNwD/7Y7Xb4JQ5ig8GAIUOGIC0tDWl/+xvSysrOBOFtOh1McqdgA8DddwMPP3zmv52dXpSXt6C8vAXV1Xa4XD6YzXoUFdlQUpKBkpIMpKYO3otbRESR4Hd85fAcsq/ux9fjyz6C2WTp93HMlI+2bW1mWjFTvtd9EWbKd+f2iHjt3Q68u62z9xzX8G0JwDUXpeLmq20wGQWEex2ZKd/ftrH3G22m/P97obNHUB4AJhXo8Jt7+mbLD4pM+a8UfPwPjKjcItFz9Bomz8ThS+ad6dvpFvH5ceCLY8DRJhFuL2AyAKOzgK+NBL4+Akgx9T0a5R0j4SmXKd+rXWbKR982M+Wjwkx5BduW2FJrmfIOlwu5P/8xAJ5DalX387CNv3wFFlNKQsfT5XZi9n99FwCPGS1J+FXzzs5OlJaW4j/+4z+waNEiPPjgg4keEhElMYtFj6efnoq77y5gVu8A1DtLPkir2fJut7vfTPfgj9cbvoalTqeDzWY7G3jv9jNkyBCkpHT7cnfppcCXXwJ1dco9gYIC4Kc/7fGr1FQDSkuzUVqarVw/REREUeA5JBEpyWQUMH/OEFxWYsGmHZ34pMIJpzv0hfYUk4BLpqbgqgtTMSo34ZfVSELvLPkgZssDhy+ci4wjnyO1re85dqy60rNx5MI5PX6XYhJwXgFwXgHQPVQld7IUERERUbJJ+DfP1NRU1NXVQVAim4+I6CvFxelYubIETz45hVm9A0j3WvL93Rfv2vI96rr3E3h3uVySbVit1j7B9uBtq9Ua+d/HlBTgxReBW24BGhtlPjMAOTnA6tWBdomIiDSE55BEpIZRuQbcdcMQ3Do7DYfqPair9+BEkw8erwijQUBelh5j840oyDfC3E9WL2nTuvdCr5u+dpMbv7ln8F4P8BtM2D/nPzD5zedg6myX3Z47dQi+mPt9iAajAqMjIiJKXiLCraUQvzGQ9mjim+fs2bPx9ttv4wc/+EGih0JEAwyzegeOUFnyQWpky/v9/h513XsH3nvUdQ8hJSWl34B7WloabDYb9HoFyyWMHQu8+iqwcKG8jPmCgkBAfswYxYZGRESkJJ5DEpFazCYBE8eaMHGsqcfvGYZPPqGy5IOYLQ8407NROW8Jzil7ARYZGfNd6dn4Yu734UrPUnB0RERERAOLJr51PvLII7jppptw22234Qc/+AEKCgpgsfStezds2LAEjI6IBoPNmwOZxVpb/pzOCpcl3/0x0WbLd3Z29llWPhh4dzgcknXdjUZjyEz3tLQ0GI1xzhIYOxYoKwOeeAJ46SVAYvw96HTAXXcFlqxnhjwREWkYzyGJSAv2HwxkYZ8zziTxSEqEcFnyQYM9Wx4IBOYrbvopxuzYgLyqrRDEyHPrREHAiUmlOHLhHGbIExEREUnQxLfOc889FwCwf/9+rF+/PuTjfL7Qs1uJiOQIBnzjvfw5RUYqSz6ov2x5l8vVJ+geDLzb7faI6rr3V889eDtFi8HrlBTgkUeAm28GXn4ZeOMNwOEI/XirFbjxRuC224CJE+M1SiIiopjxHJKItODv79sBAOeM4wQgrZHKkg9itnyA32BC3SXfxMmvz8Dwqo+QU1MOvSd0OTaf0YxTE0pwsvhidGXmxXGkREREyUBA4tdZSnT/1B9NfOP8xS9+wXqARJQw3QO+Si9/TsoInyXvA+AE0AWgCz/+8d/wv/874Uzg3e2Wzo6w2WwhA++pqanJ+zdq4kTgsceAZcuAykqgqiqwrL3bDZhMgWXqi4uBSZOAfrILiYiItIrnkJExCn4YhShWzfmKIFGBMPyel7Nt+L6ltw1znyA1rtirLsp5TlLbS28b+n6d5FskfNu6GPuVul9qWDqptsO8lvKOL6n90fP+qoMefHHIAwD4ss6BSeNCZwlLHX/hnrP0uMKT9Zwl3zdhtpVz7Mo4BgLbA69EkCUf9JdNLlz0A79k3/I+G8Pvz2iPv+i2Da/H9pmZOHnpPDRefC1STx1HatMxmFubIPi8EPUGuIZmoSt7JDqzR0A0mqCDCCs8MY1NzmeB5GuRoGNX9t+DMA2o+bmr7t8pib5V+0yXR839KWfbsH1LDEzd/RWOvGMk/LbqfX9Ts+/w7fZPzwrhRAOCJoLyjz76aKKHQESDWPeAbyzLn5O63n//BD788DC6B9573u55sWX3bmDjxk5MnDjkzO9SUlL6LCsfDLzbbDbodFKXKZKcxQJMnx74ISIiGgB4DklEifbX9509bocLylN87f7Sj4q6yIMXFXUidn/px3njB/h5YRREowmO/AJ0jihI9FCIiIiIBgxNBOWJiBKl97Lo/S1/TuoSRRFdXV1n6rj3XmL+l7/8DECHRCsGACkALAAs2LIlE/fff0Xi6roTEREREdGAVXXQg311Z8tg7avzouqgB8UMzGvCS5vClyjrz+pNPgbliYiISBEipNaIiM8YSHs0EZT/1a9+JfkYQRDwyCOPxGE0RDSY9LcsOrPllRes695f4L2joyNkvdcDB9pRXd2BwIJ7Z4PuPW9bAPS8+LVrF1BXZ8Fll7G2IxER0UDEc0giSqTuWfJBr77vZFBeAyqizJI/s91X2fIl41kahYiIiIjUoYmgfLilBwVBgCiKvKBCRIrrnSUfxGz56Hm93h7Z7b2D7lJ13QVBgNVq7bPE/EsvVQIYDsCEaKs9cXJFFLZvD/w7Y0Zix0FERBQhnkMSUaL0zpIPYra8NsSSJR+0epMPJeM1calU86zHvwQAdI0Yl+CREBERESUPTXzT9Pv9/f7u8OHDeP7557Flyxa89dZbCRgZEQ1k/WXJd7+PAd2z/H4/7HZ7yMB7V1eXZBsWi+VMHffetd37q+u+eXMjtm3zATDHNGZOrojCihWBf195JaHDICIiihTPIYkoUfrLkg9itnxiVXzpx54YsuTPbF8n4rMv/ZjGZewlDf90EwCgbsQ9CR4JERERUfLQRFC+PzqdDgUFBfjtb3+L+fPn44c//CHWr1+f6GHhzjvvxPr162Eymc787t1338VFF12UwFERUbRCZckHDbaAriiK6Ozs7FPPPXjb4XBAFMNf3DCZTGeC7P0F3g2G6P7khJs0EU0byT65wuHwory8BeXlLaipscPp9CElRY8JE2woKclASUkGrFYZf863bwd27Dh7m9nyRESUpHgOSURqC5UlH8Rs+cSSkyUf9OKm5A/Kd7mBz48Bnx8HjjYBbi9gNgCjsoCvjwDOGQlYTNLthGI9/iVs9QfP3HaMGK/QyImIiIgGNs0G5bubOXMm/t//+3+JHsYZ9913H1YEswoV4nA4ovo9EckTScB3IAR0u3M6nX2WlQ8G3u12e8i67kF6vb5HkL134N1sji2jvT9SkyYilcyTK6qq2vDcc7VYt+4I7PbQF5dsNgPmzx+NJUsKUVycHn1H3f+erVjBbHkiIhoQeA4ZYIQPRvT/HU9A6AmXgkTVoLDbht807LZS26u6raBe29LhvdDb6+Q8Z4nnJN22Oq+zZL8yjj85z0nqdRIEEX97v1PiUcBr73dieqElynGFJuc5AYAuzHEgfeyqOG5Z4+qr/EtRVpZ8UEWdiP0HPTi/nzhzuH0JyPuMkvd+DNxXcwJY97EO/96tQ6c7dG+pZhHXn+fHrZf4UTQ8fN/9tZL/6Ttnbud9+i6Ojxwd47jDC/t+lfGZLdV2oraVvF/ys1FOv1Jtx/6cpchrW853GRltS26rTr/y+479MzJR/Uq3LfcB4TZN4Lj7IfW5R0TJISmC8rt27eqzrPFAY7PZEj0EokEj0oBvsgV0vV5vv/Xcg7/zeDxhtxcEATabLWTg3WKxQJA6q1GIElny3dtKpskVXV0+LF1aiWefrUE/K/P2Ybd7sWrVQbzwwkHcf/8ELF8+CRaLPrLOumfJA4HbzJYnIqIBgOeQRKS0vQe9qKyT/oJeWefHnoM+TBkX4XdyUsQLm5QLVqzahH6D8lrl9AAr3tJh7cc6+EXpc/ZOl4BXt+vx2g4dFnzDj59c60NKhIs7WI4fRGr9obP/rz8Ey/E6dI0oiHH0REREA48IqSk28RkDaY8mgvJr1qzp9/etra3YsmUL/v73v+P73/9+nEcV2po1a7BmzRrk5eVh4cKFePDBBwf8BR+igSSagK+WArp+v79PwL174N3pDF3bMCg1NTVkprvVatXEZ5lSWfJByTS5orbWjrlzt6K62h71tn4/sGJFDcrKGrBhQykKCyO4UN9fxh6z5YmIKAnwHJKI4m3tJndUj51yj0X6gaSI8i9FfHZQwfYOAru+TI7A/OEm4L4XDTjUFP0Eer8oYM1WPbZ8ocMfFnowJkt6m2E73+/3d8e/eXfU/RMRERENNpoIyt95550h78vKysLPfvYz/OIXv4jfgMK4//778cQTT2DYsGH49NNPcfPNN0On0+HBBx+U1a7d3n8AxuFwIDc3V1bbRHRWtAHfeAZ0RVGEw+EImekeSTkLs9kcMtPdZrNFXdc9EZTMku/eplYmV4RSW2vHzJkfoKFBenJFONXVgXa2bLk8fGC+d5Z8ELPliYgoCfAckueQRPEUaZZ8ELPl40vJLPmgZMiWP9wE3LFSj1Md8la0O3RKwPyVRqy7N3xgvneW/JnfM1ueiIioFwHyC3woMQbSGk1EZ+rq6vr8ThAEZGRkIC0tLQEjCm3atGlnbs+YMQM/+9nPsGbNGtkXVKxWq9yhEVEEYgn4KhnQdTqdIZeYt9vt8EusV24wGHoE3XsH3k0mkyLjTBSls+SDtJ4t39Xlw9y5W2UH5IMaGpyYO3crKipmhV7KPlxdW2bLExGRxvEckueQRPG07r3Is+SDmC0fH0pnyZ9pV+PZ8k4PcN+L8gPyQafaBdzzohFvPugJuZR9f1ny3e9jtjwRERFReJoIyguCgOzsbFgs/Z+sdHV14dSpUxg9enScRyaNSw4SJY9YA77RBHQ9Hk+P7PbegXev1xt2e51O16eue/fAe6jPyYFCjSz57m1rNVt+6dLKmJasD6e62o5lyyrx1FNT+94ZKks+iNnyRESkcTyHJKJ4CWTJ+6Lejtny8aFGlnyQlrPlV7yli2nJ+nAOnRLw9Ft6/PyGvsd7qCz5M/czW56IiIhIkiaC8gUFBXj55Zdx66239nv/P//5T9x6663w+aI/CVLaX//6V8yePRtpaWkoLy/H//zP/2Dx4sWJHhYRRUBOwDcY0PX5fLDb7SED75HWde9dzz0YeE9NTR20F2rVypJPFdwoMR3Debu34PjCf2NElg4wm4GxY4HiYmDSJCA1VfF+I1VV1YZnn61Rpe1nnqnBwoUFKC5O73lHuCz57o9htjwREWkUzyGJKF5iyZIPYra8utTKkg+eQ5Y0HYP5X83ItXng1xvhHpqJruwR6MoeCb8xcavU1ZwA1n2szpK0az7S4dvT/Sga3nOyQ7gs+e6PYbY8ERERIH71k+gxkPZoIigviuEPD4/Ho5kg1XPPPYd77rkHXq8XI0aMwH333Yef/OQniR4WEUmIPOArAnAB6ATgBNAFoAsffujEsmX7MWaM9MdmsK57f4H3tLQ06PXMlOiP0lny5xpPYMmQjzHfuhtpuq8upH3QzwOtVmDePOD224GJExUdQySee64WElULYub3A88/X4uVK0vO/lIqSz6I2fJERKRhPIeMjFnwwiz0v1KTEOYyjVSoRxBCbyu118P1K3W/5LjCbKsLM+ZI6MKOS+o5yWhbYtzhxxWe1LjlPOdw+1vO/pDqW/o5hWm3nzHv/tIfU5Z8UGWdH9UHnSgZH/5Zh7tX6tiV9zqGJ6tticbDvl8jfE/9aZMOStZL7fcc8ljfx/mNJrQXTUHrpBlwZ+Z2G1d8XotXPzHCL6oTlPeLAl79BHj8254z4zIfOxQ2Sz7IUn8I6cdr4Bo59szvwo1Szmen5LYyjj85e1bu3wOp7WNtW7Jdyf0lo20J4buWtz/Db6vOvpYrYeOS8Z6RS97+1ObrKEeocUn9bSSi5JCwoHx7eztaW1vP/L+5uRlHjhzp87jW1la88soryMvLi+PoQtuyZUuih0BEMegZ8HUjGGw/++Ps9m//X3Jee82Ln/50Yo+67v0F3pO9rnuibN58mTINOZ3AE08AL72EiKLdDgewfn0gK/zOO4GHHgJSUpQZi2TXXqxb1/dvn5LWrj2CJ5+cgtTUr/7kR5IlH8RseSIi0hCeQxJRvL20KXz5sUi8uMmPkvGcmK2Glxb1f74XbcBf8HqQvf0dZFRugyAx6QsAdB43hu77FOn7d6F18kVomnE1REOIQuwK63QD/9yt7vH0j88MePh6NyxfXdoYsnNzxNsO2fkhTnULyhMRERHRWQkLyj/99NP41a9+BSBQD/BHP/oRfvSjH/X7WFEU8dhjj8VxdESUzNxud4867h9+eAQffrgNZwPwUoFaAUAKAMtX/6YCSEFNjQVjxlyNa64Zo+r4SYZDh4CFC4G6uui39fuBF18EPvgg8O/YsUqPro/y8hbY7fIv9IVjt3tRXt6C0tLsyLPkg5gtT0REGsJzSCKKp91f+rGnTn5WWkWdiM++9GPaeG2s3kE9GduaMXLDGphbm6LeVhBFZOz5BNbD1Tg+9zZ4hw5TYYQ9VR3TweFSN7/T4RJQeUyH6eP8MB87hJT6wxFva64/DPOxQz2y5YmIiIgoIGFB+VmzZsFms0EURfznf/4nvve972HatGk9HiMIAqxWK0pKSnD++ecnaKREpDU+n69HHffetd1dLlePx//udwcA2Hu1YkYg6B78Sel224xQiwX993/XMSivVYcOAbfcAjQ2ymunri7Qzquvqh6YLy9vUbX97v2UlmZHlyUfxGx5IiLSCJ5DElE8KZElH/TiJgbltcjY1ozR/3gBxs4OWe2YWpsw6h9/xLFv3g3P0EyFRte/ymPxWXA5GJSPJks+iNnyRERERP1LWFD+oosuwkUXXQQAcDgc+Pa3v43i4uJEDYeINMTv98PhcIQMvHd2dkq2kZKSgrS0NBw86EVNTRaAkegZgI/tgsiHH57C5s2NuOyynJi2J5U4nYEMebkB+aDGxkB7ZWWqLmVfU9N7sog6qqvt0WfJBzFbnoiINILnkEQUL0plyZ9prw7MltcYwevByA1rZAfkgwydHcjf8DKO3LJY1aXsDzXF5xg6eEoXdZZ8ELPliYiIiPqXsKB8d//1X/+V6CEQUZx1dnb2CLp3D7w7HA74JWqBG43GHnXce9d2NxoDJ8GXXbZZ8bE/+uh+bN7MoLymPPFEbEvWh1NXB/z2t8DDDyvbbjdOp0+1trtzuXyxZckHMVueiIg0hueQRKQmJbPkg5gtry3Z29+Jacn6cEytzcjcvglN37hW0Xa7c6lb/ewMtw9IjyFLPojZ8kRENJiJYuAn0WMg7dFEUD7o448/xmeffYa2trY+ATlBEPDII48kaGREFC23291nWflg4N1ut8PrDX8mqdPpegTZewfeUyLIXt68uREffnhKqad0BrPlNebAAeCll9Rpe/Vq4KabgIkTVWk+JUWvSru9mVtPAZ/FkCUfxGx5IiLSKJ5DEpHSlM6SP9Mus+U1w9R8EhmV21Rpe+jebWj/+jS4M3NVad8cpyu5FmcHUtqjz5IPCmbLuxmYJyIiIjpDE0H506dPY+7cudi5cydEUYQgCBC/msYRvM0LKkTa4vV6YbfbQwbe3W532O2D9T5DZbqnpqZCEOTVSnv00f2ytpdqm9nyGrFmDSCxskLM/H7g5ZeBxx5TpfkJE2yqtNtb0cFP5DfCbHkiItIQnkMSkVrUyJIPYra8NmRUboOgUvqYIIpIr9yBU5fdoEr7Y7NUOvft5dz2fbLbGLLzQzQxKE9ERER0hiaC8g899BD27t2L9evX48ILL8S4cePw9ttvo6CgAE8//TS2bduGt956K9HDJBpUutd17y/wHmld997B9mAA3mazQadT72KEWlnyQcyW14jOTuDNN9Xt4403gGXLAItF8aZLSjIUb7Pffk58DEgvLhEes+WJiEhDeA4ZmRTBgxSh/9P+cNNfBSF8sEqH2INZUtsKYe6XmrKrCzPucO0CkYwr3H0y2w4zbjnjkrOvAXn7U9VxhTtGJI/d8P2Wfylij8JVsbrbXQfsr/Pg/PG9xxX7cS9rf0m1LbE/w/UtdbYf/r0e+/Eltb3O60Z6zR6JFuQZUr0Hjm9cDdHYs7a8nM+34LYlI0UAJpkjlDbDWSn7HNJcfxi241/CM3JMTNvL+dyVTvGQ876Ird1I2pa3bezPSbrv2P/uy3vO6q29LDkuGQNP6LjDSszrKIe6/Wr1dQrVJtciTy4CEvfO6T4G0hpNBOXLysrwgx/8ALfccguam5sBBJauLiwsxPPPP49vfetb+NGPfoS//OUvCR4p0cAhiiK6urr61HMP/tjt9jPZRqEE67r3F3jvXtc9EdTMku/eB7PlE6yyEnA41O3D4Qj0M3264k2XlGTAZjPAblcvG8dm8KDEdFyZxpgtT0REGsFzSCJSwx82qd/H798F/jhe+nGkDlNjPXSe8Cv7yaXzuGE8VQ93fmzB6HAmj/TBahbhcKl3od2mcyt2Dpm6cyvaYgzKExEREQ00mgjKt7a24txzzwUA2GyBpXztdvuZ+2fNmoWlS5cmZGxEyczlcoXMdO/o6IDP5wu7vV6v7zfYHk1d90TZvPmyRA+B4qGqKn79qBCUt1oNmD9/NFatOqh420ELLLuQqvMo0xiz5YmISCN4DklEalj1g9CBTlmrKUhknFP8mE/Vx6UfU2ODKkH5VDPwrfM8eHm7etnyC6zlip1DGo8fgfHY4Ziz5YmIiIgGEk0E5fPz83HixAkAgNlsRk5ODvbs2YN58+YBAI4fPy67tjTRQOT1ekNmund0dERc1z3UEvMWi4XvPdK2Q4fi00+demtYLllSiBdeOAi/CqUBdYKIxWkK1JPvjtnyoW3fHviXkxaIiFTHc0giIoqFofV0nPppVq3tuy7xYN0OI/yi8n/ndPArfg7JbPnQ9MeOAAB8I0cneCRERKQkEWoWSIh8DKQ9mgjKz5w5E++++y6WLVsGALjlllvwm9/8Bnq9Hn6/HytWrMA111yT4FESxZ/f74fdbg8ZeO/q6pJsw2KxhFxiXu267kSqc7ni04/EBBc5iovTcf/9E7BiRY3ibT+QthXFppPKNsps+dBWrAj8y0kLRESq4zkkERHFQvCpVzosXv18Lc+Pu7/hwQtblc+Wf2DIR4qfQzJbPjTzjo8AAJ0jb03wSIiIiCgeNBGU//GPf4x3330XLpcLZrMZjz76KPbt24dHHnkEQOCCy+9+97sEj5JIeaIoorOzs0egvXvg3eFwSNZ1N5lMPbLbewfeDQZNvM2J1GE2x6cfk3pLAwLA8uWTUFbWgOpqu/SDI1SU1oHHh25UrL0emC3f1/btgQkLwductEBEpCqeQxIRUSxEfXyukajdz8/muPDeFwYcPKVcosWElBbVziGZLd+X/tgRGI4fPXOb2fJEREQDnyaidZMmTcKkSZPO/D8jIwObNm1Ca2vrmZrWRMnK6XSGzHS32+1R13XvHXg3xysoSaRFY8fGp5+CAlWbt1j02LChFDNnfoCGBqfs9vKydCgzPw+LTqXsDGbL9xXMkg/e5qQFIiJV8RySiIhi4R06LE79ZKravsUIvHx3J771f6k42S4/MJ9r9eCtoatUO4dktnxfwSz54G1myxMREQ18mgjKhzJ06NBED4FIksfj6VPLvXsA3uPxhN1eEATYbLaQgffU1NQ4PROiJFRcPGD6KSy0YcuWyzF37lZZGfNFRTaUTfgbxu9TuVYiA89ndc+SBzhpgYgogXgO2ZNF8CBF6P+0XxBCr8glFd4RwlQo1ElUL5SqgBx+XFJtq7NtYPsw24YZs9y+5exPdccVnqznJHGQqLa/5B4jYRqX07bUe0bO6yjn/Si1vZrPWfr+0G2L2TkSWytDzMmBSegZ4Ja3v/qamA38a7Ed3/ujFV+e0kc/yK8UZvvwr1F/wfjT6p5DWndugWPU/G6/kXN8SZH3tyj8trFX6Q32q+uWJQ8AhuNHYTp2CH4Z2fJKjEuNjeWMSw65x4i8thND3XGp9zpqdX/KocZzGoj7iWgw0kxQ/siRI1i+fDk++OADnDp1Cm+88QZmzpyJpqYm/OpXv8Jdd92F8847L9HDpEHI7/eHDLh3dHTA6ZTOak1NTQ2Z6W61WlnXnShWkyYBVivgcKjXh9Ua6CcOCgttqKiYhaVLK/HsszXw+yPfVqcDHnhgAh5/fBIslmvVGyT11T1LvvvvOGmBiEhVPIckIqJoeXPy4DeaoPO4VevDbzTBk5OnWvvdjcvyY/NPOvBYWQpe2GqGX4w8bKMTRPyg1IWH53TBYrweLbi+z2MkA6qSAVnqj3HHJ/3+zsUl7ImIBgQRAsQE/xVMdP/UP00E5ffv34/S0lL4/X5ceOGFqK2thdcbmE2alZWFjz76CA6HA3/6058SPFIaiERRhMPhCBl4d0QQ7DObzSEz3W02G+u6E6klNRWYNw9Yv169Pm68EbBY1Gu/F4tFj6efnoq77y7A88/XYu3aI7DbQy8haLMZsGDBaCxeXIji4vS4jZO+0jtLPojZ8kREquI5JBERxUI0muAsKkbqvs9U68M5sRgwGlVrvzeLEXh8nhMLprvxp4/NeO0zExyu0BfirWYRN01z4/uXOPH1PD8v2ceZ7tgR6LtlyQfpjx+F7tgRWdnydfnzWQAApHpJREFUREREpG2aiBT+53/+J4YOHYrt27dDEATk5PRcSmru3Ll49dVXEzQ6GgicTmefeu7df/wS6agGg6FH0L134N1kMsXpmRBRH7ffHshIjiatPFI6HXDbbcq3G4Hi4nSsXFmCJ5+cgvLyFpSXt6C62g6XywezWY+iIhtKSjJQUpKB1FRN/DkfnPrLku9+H7PliYhUwXNIIiKKVefk82HZvxuCqPxyzKIgoGtyieLtRuLreX789jtd+NUNXdhzTI89xwz48pQObi9gMogozPZjykgfpoz0IpWXsRKmvyz57vcxW56IiGjg0sRV/C1btuAXv/gFsrOz0dzc3Of+0aNH4/jx4wkYGSWLYF33/gLv7e3tZ7JmQtHpdH3quncPvFvimCVLRFGaOBG4807gxReVb3v2bGDUKOXbjUJqqgGlpdkoLc1O6DioH6Gy5IOYLU9EpBqeQxIRUay8mTnonHwBrHt2Kt62a/xE+IYMVbzdaKSagIvG+XDROB+AxNX0pr5CZckHMVueiIhoYNNEUN7v9yM1NTXk/adOnYLZbI7jiEhrfD4f7HZ7yMB7pHXde9dzDwbeU1NTWdedKJk99BDwwQdAXZ2y7ZaVAR9+GFgi//bbAxMAiILCZcl3fwyz5YmIFMdzSCIikqPjosthPlwLQ+tpRdtNqf0CpsMH4Zp4Ljonnw9fZo70RjRohMuS7/4YZssTERENTJoIyk+bNg0bNmzAfffd1+c+r9eLV155BTOYZTag9a7r3jvwHk1d9/4C72lpadDr9XF4JkSUECkpgUz5W24BGhuVbdvhCNSsf+WVQEb+Qw8F+qPBTSpLPojZ8kREquA5JBERyWIwouW672LY39dA32lXtGmdxw1L1W6k7KtA15QLYL/oMsAQvxrzpE1SWfJBzJYnIiIauDQRlP/5z3+O6667Dvfeey+++93vAgBOnjyJTZs2Yfny5fj888/x3HPPJXiUJFdXV1fITHe73R5RXfdQme42m4113YkGu7FjgVdfBRYuVD5jHgjUrH/xxUBG/osvBvqjwSuSLPnuj2W2PBGRongOGZlUnRcpOk+/9+nCLGcstdRx2G0FqW3DC9d3uH5lbysxbiHMfXLGFdg+zLYJHJestsOMW06/Un3LaVtyW4mBhdte1XGFvVdqXBLbyjj+1HzOUiJuOyMdHd+ej7R/vQa9whnzACCIIlIrdsJ8qBaO62+CPyMjsnH1e7+McUg+IvZjRLrv2F9Lec9ZvSX7w44rzJ2mHR9H3Idpx8fwjBoZ8eOlyH0dwx0j6vetDnnjStDxNUBp9zlrrfSH1sZDUviKUX8EURQ1cWy8/PLLeOCBB9DW1gZRFCEIAkRRxJAhQ7By5Up873vfS/QQE8LhcMBmswEA7HY7rFZrgkcUmtvt7reee/B2pHXdg0H23gF41nUnoog4ncATTwAvvRQIpKshJycwAYCB+cFp+3Yg2u8lf/kLs+WJ6Ixk+o6vZTyH7F/34+vNX76OFFP/K/wwKN9rWwbllW2bQfno2o6xXaltpbYf9EH5IK8Hqds+hHnPLggqXSb1W22wf3s+/EP7D8wzKK9s31oLyuuOHYHp9b9G1Y/72zdDHDkqqm1CYVC+LwbltUO7z1kTYbMzHC4Xhvzs/wHgOaRW9TgPe/RvIc/D4sXpdmLeo98BwGNGSzSRKQ8At912G771rW/hnXfeQW1tLfx+P8aPH49rrrkGaWlpiR4eIVDXPVTAvaOjAy6XS7INq9Uacol5q9UKQeosl4hISkoK8MgjwM03Ay+/DLzxRmAJeiU1NgYy8svKuJT9YBRNlnz3bZgtT0SkKJ5DEhGRIgxGdJZeBdc5U2DeWw7zgX0QPG5Fu9A57LD+8zV03HoXl7IfhAzbpWvJ97eN5zu3qDAaIiIiSpSEBeWXLl2K7373u5g8efKZ31mtVnzzm99M1JAGPb/f36Oue+/Ae2dnp2QbKSkpPZaV7x50t9lsrOueTDo7gcpKoKoKOHQIcLkAszmQGVxcDEyaBKSmJnqURKFNnAg89hiwbBnw058GAuhKqqsDfvtb4OGHlW2XtC3SWvK9sbY8EZFsPIck0jbB40bKqeOwnDoOU1sTBK8XosEAd3oWnDn5cGaPgGhk2TnSLl9mNjovn43Ob1wJ66Z/w1z7haLt61tPI+WTLXDOvFLRdknbdMeOQHf8WPTbHT8G4dhRxbLliYiIKPESFpT/n//5HxQXF5+5oNLc3IycnBy8++67uOKKKxI1rAGvs7Mz5BLzDodDsq670WjsU8+9+/+NRs72TXoHDgBr1gBvvhk+u9hqBebNA26/PRD8pOhx4kN8HDkCbNyoTturVwM33cT3wGASS5Z8922ZLU9EFDOeQxJpk7n5BDIqt2NITQX0YbKLfUYT2oumoHXSDLgzc+M4woFD8LhhbGyA6VQDDK2nIfi8EPUGeIcOgyc7D56cPE58UIC+vRWmLw+o0rZ5zy64z50Mf2a2Ku2T9sSSJd99W2bLExERDRyaWb4eADRS3j6pud3uPsvKBwPvdrs9orruvZeV7x54T+EyzQNXtHW4HQ5g/fpAgOnOO4GHHuIy3pHixIf4WrNGvdryfn9gifzHHlOnfdKWWLPkg5gtT0SkOJ5DEiWO4PUge/s7GFb5SUR1uPUeNzL2fYqh+3ehZfJFaJpxNUQu4x0RQ3MjbHs/RWp1JXRhJj74jSZ0FU2CffIF8GbmxHGEA4t5b7lqteUFUYR572fouvwaVdonbYk1S/7M9syWJyIiGlA0FZQnaV6vN2Sme0dHB9xu6ZpXNpstZOA9NTWVdd0Ho0OHAvWx6+qi39bvB158Efjgg8C/Y8cqPbqBgxMf4q+zMzD5QU1vvBFYIt9iUbcfSjw5WfLd22C2PBERESU5Y1szRm34M8ytTVFvK4gihu35BLbD1Tg29zZ4hmaqMMKBQfB6kL7tPdj27owoSKzzuGHdV47U/Z/BMXk62i66AjDw0l9UPG6YD+xTtQvTF/vQ9Y0rAK42OeDJyZLv3gaz5YmIkosIASISG2dLdP/UP34zTyJ/+ctfJJeXBwJ13XsvKx8MvNtsNuh0ujiMlpLGoUPALbcAjY3y2qmrC7Tz6qsMzPeHEx8So7Iy/GoESnA4Av1Mn65uP5RYcrPkg5gtT0REcZQquGER+j//0yF0gE8Qwgf/wm4b5r7A/eGFb1ti2zDjVndcUm1L7M8wncsZt+xxhbjf0NqMvH+shqGzI+z2UkytTRj9jxfQ+K274O0WmFf3OcvZVuJ+Gdc9+2tb33oa6f96FYbW09G3J4qw7dmBlMM16Lj+ZviHDlNsXD3vDyf2/SW9K+W9n8MxnKqHEGY1AiUIHjfMjfXwjxipTHuyt1dv1ZmwY5MYuJrjCt+vHGfHLBw7KitLPkh3/Bj0x46omi2vbtgmQcdXktLucxp4q1Npd1/3L9nGS0T9S2hQ/tChQ/jss88AAG1tbQCAmpoaDB06tN/HT5s2LV5D06Suri6YzWaYTKaQme42m4113SlyTmcgUCw3IB/U2Bhor6yMGd3dceJD4lRVxa8fBuUHNiWy5Lu3xWx5IqKY8BySKLEErwe5G9bJDsgHGTrtyP73epz47iIuZd+NvvU0hv79ZegddlntGFpPI/3va9H2rQUxB+YHG13jibj1o1RQnrRJv32bYm3ptm+D7ztcwp6IiCjZJTQo/8gjj+CRRx7p8bv77ruvz+NEUYQgCPD5fPEamibdcMMNGD58OMxmc6KHQgPFE0/ElrkdTl0d8NvfAg8/rGy7yYoTHxLr0KH49KP0+4i0Raks+SBmyxMRxYznkESJlbF9E0ytzYq2aWxtRvq299BaOlvRdpOW14P0f70qOyAfpHPYMeRff0Xr9+4GOPFBkq61ZUD1Q4mhVJZ8kO74MfhZW56IiCjpJSwov3r16kR1nbSysrIYkCflHDgQqG2uhtWrgZtuAiZOVKf9ZMKJD4nlcsWnH7e6yxtGrbMzsKR+VVVgYoLLBZjNgRUWiouBSZOA1NREjzJ5KJkl371NZssTEUWF55BEiWVsPokhexWcqNhN2t4dcJxzHjyZuaq0n0xs2zbHtGR9OPrW00jd9iE6S69StN2BSIjXZC6tTRrzuKFrPAmh8WRgwoDPB+j18A/NgJiTC39OLmA0JXqUSUPJLPkgZssTERElv4QF5e+4445EdU1EALBmTaBWuRr8fuDll4HHHlOn/WTBiQ+JF6+JTCaNXJw4cCDw3n7zzUCt+1CsVmDePOD223kMSVE6Sz6I2fJERFHjOSRRYg2p3AlBVKemrCCKsFV+ipbLrlOl/WShb26EZc+nqrSdsudTuM6ZDF9mjirtDxSiXh+fjuLVjwSh+RSMe3ZDf2A/BI8n5ONEoxG+iefAO2UqxMzsOI4w+SidJR/EbHkiouQhfvWT6DGQ9ugSPQAiSoDOzkDQTk1vvAF0danbh9bFY+IDhTd2bHz6KSiITz+hOJ3Ar38NzJkDrF8fPiAPBO5fvz7w+F//OrA99U+NLPl4tE1ERESkIMHjhq16r6p9WA/sheDR2ApUcZa6d5eqEx9S9par0vZA4h+aMaD6CcnrgXHL+0hZ/2cYqvaEDcgDgODxwFC1B+b1a2Dc8gHgDf/4wUyNLPkgnYptExERkfoYlCcajCorpYN2cjkcgX4GK0580Ibi4oHVT38OHQoE1198MfpJIH5/YLs5cwLtUE9qZckHBbPliYiIiDTOfKoeOpUD5jqPG6ZTDar2oWkeN8wH9qnahfnAPkAi+DrY+XOGD6h++iO0tiBl/Z9hrCiPehKIIIowVJTDvH4NhNYWlUaYvNTKkg/SHT8G4dhR1donIiIidTEoTzQYVVUNrH60iBMftGHSpMBS7WqyWgP9JMKhQ8AttwB1dfLaqasLtMPAfE/xyGRntjwRERElAVNj/YDqR4uMjSdUn/ggeNwwNA7iiQ8R8OXkQjQaVe1DNBoDNdoTQGhtgfn1vwTqxsuga22B+fVXGJjvRc0s+SBmyxMRESWvhNWUJ6IEilfgTW6gMJnFc+LD9Onx6SsZpaYGaqevX69eHzfeCFgs6rUfitMJLFwINDYq015jY6C9sjIgJUWZNpPdK68kegRERESyWAU3LEL/c/EFIfR2OokKhEKY+8M0K79tQWrb2NoFIhlX7G2H29dS20u2HWO7Utv23j6lrUni0cowtzXBI3jDPkZq3OG3jf3YldqfcrYVAJgbj8fcfjTMp+ohjBwR0WOl93Xs+zN8v/KW8JfTN4xGeCeeA2PVHlljCMf3tXOgNxoQVbXXME8q4v3l9cD4z9ehUyiBQHA4YP7n3+GZfxtgCDWRQc77RpvCjcv/nZsRfv06ZcpT9Peaa3V/qUm7zzn5Kjlrd18SEQ0sDMoTDUYuV3z6cQ/ieoCc+KAdt98eCK5Gu7R7JHQ64LbblG83Ek88ofzrX1cH/Pa3wMMPK9suaUtnZ2CVjaqqwGeVywWYzcDYsYFSDJMmBSa0EBEREX1F8IUPlCdbP1qka4tPxrHcDOnBwDvlPBj27Y16afdIiIIA3+SpircbCf3HHyn++gutLdB/8jF8My9TtF3SGI8HaDwJ4WQj0NoC+HyAXg8MzYCYmwPk5AIqrzBBREQ0EDAoTzQYmc3x6cdkik8/WsSJD9oxcSJw552B2ulKu+uuQPvxduAA8NJL6rS9ejVw002JeV6krgMHgDVrgDffDF9ew2oNrDBx++08DoiIiAgAIOrjc/koXv1okjdOExIG8cSHSImZ2fBOmQZjRbnibfumTIOYma14u1KEpibo9+xWpW1dxWfwn1MMMStLlfYpgZqaIOypgHDgCwgeT8iHiUYjxIlfgzhlKsDjgIgIIgSICV6DItH9U/9YU55oMBo7Nj79FBTEpx8titfEBx0/xiPy0EPKH48FBcBPf6psm5Fas0adzH8g0O7LL6vTNiWG0wn8+tfAnDmBUg5Sy1U6HIHHzZkT2M7pjM84iYiISLO8Q4fFpR9fnPrRJEOcJiRI1VMgAIDn4lL4h2Yo2qZ/aAa8F39D0TYjpd+zW5XMfwAQRBG6vRWqtE0J4vVC+HAzdOvXQldVGTYgDwCCxwNdVSV069dC+HBz/CYZERERJRlGc4gGo+LigdWPFsVr4sPf/w4sWxbIgKXQUlICmfI5Ocq0l5MTyChPRO31zs5AprOa3ngD6OpStw+Kj0OHAsH1F1+MfiKH3x/Ybs6c8CU5tm8P/BAREdGA5cnOG1D9aJE/XdkAcCjGL/Yh5f23oWs+FZf+kpbBCNcN34bfalWkOdFqheeGb4epva4ijwe6A5+r2oXui/2BJc4p+bW2QrduLXQV0U/kEEQRuord0K1bC7S2hn7gsaOBHyIiokFmEK8LRjSITZoUWJ5YKltSDqs10M9gFa8JCW53IKP1lVcCS7Q/9FBiAsXJYOxY4NVXgYUL5dViLygIBOTHjFFsaFGprFT3vQsE2q+sBKZPV7ef7ljnXHmHDgG33AI0Nsprp64u0M6rr/Y/4WjFisC/r7wirx8iIiLSLE9OHvxGE3Qe9cpn+Y0meHLyBu1Cm96c4XHpR/D5YKqqgHHfHrinlMB18czEBIqTgDg0A65vfw/mf74uqxa7f2gG3Dd8Gxg6VLnBRUFoPCmZ6Sy7D48HQuNJiCNGqtpPD1/1KZw8CbS2QvB5AyUwhg6FmJsLkXXOo9faCt3f/gpB5jUHobUFur/9Ff7v3Nzvca/7alK3/zujZPVDRESUbBiUJxqMUlMD9YLXr1evjxtvBCwW9drXunhMfOgumNH6wQeBf+OVqZ9sxo4FysqAJ54I1GSPJnNYpwvUkP/pTxM78aGqKn79xCMozzrn6nA6AxNQ5AbkgxobA+2VlfU8/rdvB3bsOHt7xgxl+iMiIiJNEY0mdBUVw7rvM9X6cE4s/iqAps4S21rnyxkO0WiCoOLEh+4EUYS5YhcMhw6i84bvQFR4qfaBQhyaAeetd8D4yVYY9nwWVeawKAjwTZkGz8XfAAzGhE040Z08GZd+4haUb2qCbk8FdAc+l6xz7p/4dfhZ5zwyXi90b74hOyAfJDgc0L35BvzzF/Qsz3HsKITjx87cxkgG5omIaPBgUJ5osLr99kBWoxp1qXU64LbblG83mcRj4kN/pDJaKRBQfOQR4OabA7XT33hDOhh8442BY1oLweBwy4grSc5qApFwOqObHBGsc85VISLzxBPKv4Z1dcBvfws8/PDZ3wWz5IO3mS1PRKQpFp0HqTp9v/eFCw4JEkHRcPdLBZ2k2tYJ6rQtd1xq7S+pxrX0nD1TpkHcr05dalEQ4Jk8DSb4IBWUD1cSXTroGfv+khJ++wj2tckA78Svw1i1R+ZIoqNvPQ3r6+vg+vb3og7MSx7bMZJ8LWS8WDGN2aiH/9LL4Dm3GPq9FdB9sV86GPy1c+CfPBViVhYCn8JS/ca+LyXf6zKy/KOha2mBspNqerXl9UL38UcQ9lRE9DkkeDzQV+2Fbl8lxClT4b/kG2eCwwNxRQ7Zn2Eff6T4sSK0tkD3yUcQZ1569nfbt525rdu+DeJ34ri6gkIG4vFDRETxwaA80WA1cWIgsPXii8q3fddd2gheJpqaEx/CCZXRSj1NnAg89hiwbNnZZdPr6gIlAUymwDL1wWXTtbTqg8sVn37cKmboHDoUexkBrgoh7cCBwGQHNaxeDdx0U+D90z1LHgjcZrY8ERHRgOXLzIFzyvmwVHyqeNuuKefDn5mteLvJxjNlGgz79qoy8SEcncMB8z9fh/PWO7iUfRhiVha8V1wFlF4KofEkdI0nIbS0AD4foNdDzMiAmKO9ZdMFnzc+HanZT2sr9G++EVPQWBBFCBW7IRw6BN+8GxNWRkDTmpqAPRXqtF1RAZxzbmC1gmNHIRw/fuYu4fhxiMyWJ6IBSETi135KdP/UP12iB0BECfTQQ4HAo5IKCgLLe9PZiQ+JEMxoJWkWS2CZ9oULgV//Gvjf/w38u3Bh4PdaCsgDgTrr8WAyqdNusM653Czu4KoQ8Vo5IJmsWaPeZCC/P7DCBNAzSz6ov98RERHRgNF50WXwDR2maJu+ocPQddGl0g8cBPyZ2fBMmZaQvnWtLTB+sjUhfScdoxHiiJHwnVcC7xVXwXv1NfBecRX855UElm/XUEAeQKDOejyo1U9rK/R/+6vsLG6htQX6v/0VaG1VZlwDSKSrD8TUtihC2BtYAUT4qpZ8j/v7+R0REdFAxaA80WCWkhLINM3JUaa9nJxAFiWzs89SY+JDpFavDmTM0sASr8xwNY5bteqcO53KtDcQdHYCb76pbh9vvAF8+GHPLPmgYLY8ERERDUwGI9qvvxl+q02R5vxWG+w33Mzs7G7cF8+EP0H13Q17PoPQfCohfZOK4pQZLmaocNx6vYEMeQXrnOvffAPwxmn1gGTg8QAHvlC3jy++AA7V9ciSDxKOHw/UliciIhoEGJQnGuzGjg3UH5cbgCsoAP76V2DMGEWGNWAoPfEhGt0zWmngKC5O3n7UrHNOAZWVgEIXrEJyOAIrSoTCbHkiIqIBzT90GNq+tUB2xrxv6DB0fHsB/OmJCUBrlsGIrhu+A7/VGveuBVGEYe/uuPdL6hJzc+PTjwrXPXQq1TkXPvlY0TaTWuNJCB6Pql0IHg+Ej0Pvc2bLE9HAI2jkh7SGQXkiCgTmy8oCGae6KD8WdDrg7rsD2zMg3z+lJj7E4o03gK6u+PdL6pk0CVD7Ap3VGuhHSWrXOeeqEAFVVfHp5/PPQ9/HbHkiIqIBzz90GFq/dze6pl4AUYjugp8oCHBOvQDt31vIgHwI4tAMdH371oRkzBu+2B/InKUBQ8zJhajykvqi0QjkKBz8b2qCoFKdc6Fid6COOgEnFVrJToIQZn8zW56IiAYLBuWJKCAlBXjkkUBwff586aCf1Rp4XFkZ8PDDXLJeipyJD3I4HIHMWRo4UlOBefPU7ePGGwGLRdk241XnfLA7dCjRIwhgtjwREdHAZzCis/RqtH3vbjiLz4NoNIV9uGg0wVl8Htq/dze6Sq/ikvUSxKEZ6Lz1TrinlkQ98UEOweOBrvFk3PqjODAa4Z/4dVW7EL/2dUDhwL8uTnXOBzulVyKIFbPliWggEUVt/JD2GBI9ACLSmIkTgcceA5YtCwRzq6oCy0O73YDJFMj2Li4OZNHKDdoFv3DPmCF/3MkgOPHh5psDAcTXXgvsV7VVVQHTp6vfD8XP7bcDr7yiTpBbpwNuu03ZNuNV53zZMuUnEyQblyvRIwgIZssPls93IiKNSoEXKUL/Ga/hQnwCwl/BUWtbqe2l4pJSfYffNva25WwrRVbbkvtLSoTPOSsT7itmwV16OfSNJ6BvPAFdawvg8wJ6A/xDM+DPGQ5fznDAaIQOInTwxTQu/bEjAADfyNEhtlVvX8sR87gMevhnXg73ucXQ762Afl8lBLUmunbv9lQDfCPzVe0j/P6WdxVZq4u1/v/27j06rru+9/5nSxpdPEkYgZACjmuJQqRiKZIDNWlF7BJzCYJWLieOE4SF7aSlPQfOw2ptaGubQ2qTRY/Th/DQ0i5OY/vY2PgSit3nICDQuCk4OL3YElKIBX2QwE6LFFFNIKNImpH288fPY8u2pLnt28y8X2vtZVna+/f7SR6NZ8/39/1+3VtX6p+X3doq+9l+V4LctmXJvq01p9+/68Tjslzuc26df066c7Xjmwly40MEZSbh/ZzzuJwtf8syv5cCpMXD/XK+zAfAHQTlAcyvqsoEct0M5iYzKY8ccW+OIEpufJiZ8eZ7d7qHN/zX2Cht2iTt3ev82Js3m/Gd5FWf8/5+NqBUVPi9gisefbT4nt8BAChmoZBmli7TzNJlrgUfy58xPYlfXiAoX6jsV71aibe9Q5qdVdmz7ldCs8aDkTkLB9XUyG5tM2XbHWa3rZRqapwd1KM+5/boiLT0FlfnCbzSAIUHzpyR7iEoDwAoXJSvB+CPM2dMJmUx9x6eWTg7xFFeZOPDe9u2mcoVTrrxRml83FR0eOwx8/s5MZH7uF71OfdqniCrr/d7BVcU8/M7AABwXOnFn6j0+QvmuJQxX3S8qkPq1b0qPDXb/lbZkWpHx7TLy6WXX5b15N/LOntWev6i5EAw3fKoz7lGPZonwOxIxO8lXEZveQBAoQvQVjgARWVuv+Fizab0KqO1fPHejshTlZUmU37DBufeSPjFL6S//durPxcOmx723d3ZZ9B71eecqhCmvUiQFOvzOwAAcFwySz75cbFly0uSSksLax54q6xMM53rVPr4MVkOVTKzpqdNGfg57FBIdmOT7Na27DPoPepzbo2P+1EwPljqav1ewdXIlgcAFDAy5QF4L5kln1Ss2ZReZbQ6nU2N4Kivl44edfffOBaTDh+WOjqkXbukycnMx/CqzzlVIaSWFrORIiiK9fkdAAA4Kpklf/nvRZot73SW84LzVHszD3wQiWjmnntdfSxZ8bhKBvpVcviLsp76BymRRc9yr6o1UBVCqq2THQr5vYrLyJYHABQygvIAvDc3S36xzxU6rzJag5Y5C2fV10s9PdKWLVKJi/+tz86azPyOjswz36kK4Z0lS0xlgyApxud3AADgqLlZ8ot9rtDN1tYV1DzwSSSima4PaLZtpWzLcm0ay7ZV0ntOJYe+KEWjmV1MVQjvhEJSY5Pfq7gaG7sB5Dk7IIcfbNvW0aNH9d73vle33HKLKioq9JrXvEZr167V3/zN3yiRzWa9DI2Pj+vmm2+WZVmXj2GvKrmmQFAegLeuzZJPKsZsSi8yWsNhMw8KW2Wl6QPf0yN1dbn7uBoaMiXzM3khQ1UIb3V3u7tBI1PF+PwOAAAcc22W/OXPF2G2vO1BRqsdCskmKF/4yso0u+Y3NPP+D2i25TZXH1dWdFwljx/LLDBPVQhP2a2trm7QyBTZ8gCQn8bHx/X2t79d9913n7761a/q+eef1/T0tH7605/qySef1O/8zu/oLW95i37yE3dfw//BH/yBRkZGXJ0jWwF6xxZAUVgsY7LYsim9yGhdt06qqnJ3DgRHY6O0e7f0z/9sytrv3Cl94APS+94n3Xijc/OMjprM/HRL2VMVwluNjdKmTX6v4mrF9vwOAAAcs1hGfNFly4fKNdP4RlenmG16o8mcRXGoqdHsXWs18zsfUuKe9ZpZvUazLbdp9lfeKLvcuYpnViymkpMn0i5lb3vV57w2YP3U/VJTI7W2+b2Kq7GxGwDyyvT0tDo7O/Xkk09KkpYtW6Zdu3bpS1/6kvbs2aNf+ZVfkSSdPXtW7373u/Xzn//clXV885vf1P79+1VSUqLKykpX5shFmd8LAFBEFsqST0pmU95xh3dr8lt3t3TkiCkN7rSSEmnjRufHRfBVVUmrVplDMr3gf/ELZ+cYGpIeeUTasSP1ucmqELGYs2uYi6oQV9u2TTp1yvw7BUExPr8DQACUWzOqsObvl2stUtAwVa7cYtemksvYqXP4cvieUg6ey7pSzJ3lvLnO7ea/o1PzliyQJZ9U+vwFhS4Oa/aWX0pvXTksPJefV+qx02e3tsl+9nuybOfXY1uWZm9rVYkHBU/dzcl1Z/3BySN2QSgkLb1FWnqLbEnWU/8ga3rK0Sms6LhKnj4te/Wa1CdfqgphxeOOrmEuOxS6FJT3rsBvoB9D7e2yh4dlRcf9Xokkky1vX7wg3bLM76UgDQEqtAAEhCX/n/W9nf+v/uqv9O1vf1uSdPvtt+tb3/qWqudUpPnwhz+sdevW6Rvf+Ia+//3va9euXdqzZ4+ja5iYmNCHPvQhSdJ/+2//TX/3d3+nH//4x47OkSsy5QF4J51MyWLLpnQzo3XzZjM+itvgoLR/vztj79tnxk+FqhDeq6yU9u4NVuZHsT2/AwCAnJU987Qj5xQSu6ZGs60rXRl7tm2lyZhFcRsbk9XX687YveeksbHU53nR57ypiaoQc5WVSZ2dst1us5gJsuUBIC8kEgl96lOfkiRZlqUDBw5cFZCXpMrKSh04cEDhS//PfO5zn9PPfvYzR9exY8cODQ0NaenSpZfXEzQE5QF4I1WWfFIx9h7ets35XtgNDdLWrc6Oifx04IA7lRgkM+7Bg+md62af83SqQkxMmOeXxx4zZf0/9jHz52OPmc9PTLizNj/V15s2Bk4/v2SrGJ/fAQBA1kyW/MWU55U+f1ElRdZbfqb9rbId7rltR6o1++vtjo6J/GT19bpSiUGSLNuW9b2+tM61W9tc63NuW5bs21oXPykel56/KJ09K+vJJ2V98wlZTz4pnT1rPu9iFr9vIhHpnvWOP79ki97yAJAfnnzySb3wwguSpLVr12rFihXznldbW6v77rtPkjQ1NaWTJ086toZ/+qd/0mc/+1lJJuB/o5OtXB1E+XoA3sgkQ/LRR01J92KRzGjdsMH06s5Vba3JYA5gzxR4bGJCcvDFzbxOnJC2b0+dpZ6sCrF3r/NrWKwqxOCg2Zhw8uTi5fPDYZPN391dWBUm6uulnh5pzx5TMcGtDRrpKrbndwAAkLVMMuDLnnla05dK2BeFspDinb+t0ONHZTnQIsoOh5Xo/G2pjKzhohePyxo87+4c55+T7lydOks92ee895zza2hrW7gqxNiYrL4+afD8vOXzk9sE7EvZ/HZra2FVmIhEpK4u2adPSxlu0LDlQrHkM2ekeyhhDyC/2PKyOcrCa/DKE088cfnju+++e9Fz7777bj322GOSpK9//evasmVLzvPH43E9+OCDmp2dVWdnp377t3875zHdQqY8APelmyWfVIzZlE5ltDY0SMeOScuXO7Is5Ln+fnf7uEtm/P7+9M71sirE5KS0a5fU0SEdPpz65xCLmfM6Osx1k5POrtNPlZWmKkBPj9TVZTYgLCYclt7+dnfWUozP7wAAIGPpZsknFWO2vCLVit+zIeeMVjtSrcQ9G0wgDhgdcbWPuyQz/uhIWufaLlWFsOerCpFIyHrqKVmHD8ka6E/5c7DicXPe4UOynnpKSiQcXaevysqkNWuk93fJbmkxGxAWYYdCshsaXOleTLY8AATfwMDA5Y/f9KY3LXrum9/85nmvy8WnP/1p9ff368Ybb9Rf/MVfODKmW8iUB+C+bPoIF2M2ZS4ZrSUlJlt461Yy5HGFQy9s0ppn1arU53lVFWJ4WNqyRRoaynzM2VmzxlOnzJ/19bmvMygaG6Xdu01lg/5+8+82NCRNT0vl5WaDQ3Oz1NJink/cUozP7wAAICPZ9Ikve+ZpxYspW14ygfmuD6j09GmV9J3LLKPVsjTbttKUrCdDHpdYIw7cp6VjdFRaekvq88rKZHeukx4/5lhVCLuz0wSd54pGZZ08KSs6nvGYlm2bbP7hYTN2IW1wqamR7lor3bla9uio2UwxHpVmZqTSUqk6ItXWmXvzkyfcWwfZ8gCQk9gi/4eGUyXvpOEHP/jB5Y/rU7yXesstt6i0tFQzMzP64Q9/KNu2ZeXQrua555673D9+9+7duuWWNF5f+IigPAB3ZZoln5TMprzjDufXFGTJjNZ77zW9uk+cSF1ye90600+7kEpuwxnDw97Mk0nwO1kVItugeVJDgwnIX1sVYnjYmaD/0JAZ5+jRwgrMS6bVwKpVC2+kyPZ5O13F+vwOAADSkmmWfFLp8xc1c/Enmi22wHxZSDNrfkOzK5pV8r1elZx/btEMXzsU0mzTr2j2trbCKrkNZ2QRlM6GNT6eflndSET2PfdKJ09kFTRPsiPV8wfNo1FZjx/POehvRcelx4/Lvmd9YQXmJdNqYOlSc8zn4gWT0e4S6/nnZV+8IN1CYB4AslFXV7fg1+wMNnUuJBqNXv64JsXry7KyMt10000aHx9XIpFQLBbTDTfckNW8s7OzevDBBzU1NaU3v/nN+vCHP5zVOF4iKA/AXdlkyc+9tlizKTPJaE3VyxvFa2rKm3mmpzM7362qEJOTJtjvRBa+ZMbZssWstZgqUOTyvJ3JHMX6/A4AHirXjMo1M+/XrMXCISkSFRb/8uJv6qTKgXBz7MWvzf7NKDfK9V4Z28d1LTJALutKJZRFlnxS2TNPK7Esu+wYN/8dc5H2umpqZN/1ds3cucaUIB8dlTU+Ls0kpNIy2dXVsmtrTVZrKHRpXPf+HYP688xFcL8n5/4drRmPSrDPzCij5/TIK7Lvc25Zpof8r7fLujZDPpGQTp50JAtfkhnn5EnTNuzauQqZFy3KCiRbPodkUAAIrJdeeunyx5VpvIdaVVWl8XGz0e4Xv/hF1kH5z3/+83r66adVWlqqL3zhCyopCX7H9iJ6dQDAc7lmW5JNmTqjFVhMRYU385SXZ36NG1Uh9uzJLft+PkND0iOPSDt2ODtukBEsBwAAPrEuXlBJFlnySSXPX5R18YLsYs6mDIWkpbfIXnqLiyF3FKxSj94qLi3N/Jpkn/MVK2R/r086fz5lVQg1NUm3tS5cFeL06Zyy7+djRcdlP31aWr3G0XED7Z71PN8AwBy23Nz6mP4akkZGRhwpUx8kP/nJT/THf/zHkqSPfvSjWrlypc8rSg9BeQDucSLbkmxKIHtelV1vaMj+WqeqQgwOmqx7N+zbJ61fT4sIAAAAl5WdyT5LPqn0zHeVKIBsSsAPdiTiSUUAuzqS/cWZ9DkPhRYeZ2xM6uvNfh2L6e2V3riCFhEAgEAIh8OuBuVvuOGGy5nvk5OTKTPfX3755csf33jjjVnN+fu///t66aWXtHz5cj300ENZjeEHgvIA3OFUT2Ky5YHsNTfnzzy5VoU4cCCzMviZmJ012fy7d7szPgAAAHLOkk8iWx7IQV2tN/PULtzbNm2p+pyn0teXURn8TFi2bbL571rryvgAAARJJBK5HJQfGxtbNCifSCT085//XJIUCoWy2ixw6NAh9fT0SDIl7POpCgBBeQDucLInMdnyQHZaWkzZd4f6480rHDbz+GliwvTtc9OJEyabf7FsfQAAAGTNiSz5JLLlgSzV1skOhRYtC58rOxQyWex+iselwfPuznH+vHTn6sWz9QEABcq6dPi9Bm/ceuutGrrUUnR4eFj1i1RvvXjxomZmZiRJr3/962VZma/zb/7mbyRJN998s86ePauzZ8/Oe96LL754+eO/+Iu/UCQSkST9zu/8jurqHNggmAWC8gCc51SWfBLZ8kB2liyROjulw4fdm2PdOv8D1f397m48kMz4/f3ZZ/IDAABgQU5lySeRLQ9kKRSSGpukgX735mhq8j9QPTri6sYDSbLicVNeP9tMfgAA8kRzc7O+8Y1vSJL+9V//Vb/xG7+x4Ln/8i//ctV12bAvVbr56U9/qp07d6Z1zZ//+Z9f/vi9732vb0H5El9mBVDYnMySd3NMIOgmJsymlMcek3bulD72MfPnY4+Zz09MpB6ju1sqcem/+5ISaeNGd8bOxMBAYc0DAABQZJzMkk8qPfNdx8cEAi8el56/KJ09K+vJJ2V98wlZTz4pnT1rPp9GINpubZWdRdZaOmzLkn1bqytjZ2Rk1Jt5Rke8mQcAAB+9613vuvxxMji/kK9//euXP7777rtdW1NQkSkPwFlOZ8knkS2PYjI4aHqknzy5eAZ4OGwy4bu7pcbG+c9pbJQ2bZL27nV+nZs3Lzyvl4aHvZnnUhkmAADyRZk1ozJrZt6v5RJusZR9D16/5k09dq4nLHapj+telD//jteN5XCWfFLJ8xdVmlG2fFD/nfJTcL9n9/6d3ZTy5zk2JvX1SYPn580AT15vJzPhW1ulmpr5x6qpkVrbpN5zOax4AW1tshaa10vRqDfzjHs0Tx5zaf8HAPjKlv+vOLyc/21ve5te/epX64UXXtC3vvUtPfvss1qxYsV1542OjurIpTbFlZWV6uzszGq+f/iHf0jrvPr6ev34xz+WJA0NDS1aVt8rZMoDcJabGe1kyyNfpZvxPjkp7doldXSYkvOpSrLHYua8jg5z3eTk/Odt2yY1NDj7PTU0SFu3OjtmtqamvJlnetqbeQAAAIpIiYsZ7W6ODbjqmox3ffMJab6M90RCeuop6fAhWQP9KUuyW/G4rIF+6fAhc10iMf+J7e2yI9WOfkt2pFr69XZHx8zazALft+PzzL8xDgCAQlJWVqbt27dLMqXlu7u7NT4+ftU5k5OT+uAHP6jYpfe7P/zhD+tVr3rVvONt2rRJlmXJsix98pOfdHXtXiNTHoBz3MqSTyJbHvkmk4z3u+669AbL85nPMztrMuFPnTJ/Xrvrr7LSfH7DBmnUgTJ9tbXSvn1m3CCoqPBmnvJyb+YBAAAoEm5lyV8en97yyDdjY7IWyXhPskMhqb5B+ul/yPrFLzKexrJtqfec7OFhU30tErn6hLIyqbNT9uPHZaXaLJ4GO1nlrSwgb0WXerSO0lJv5gEAwGe///u/ry9/+cv69re/rbNnz6q1tVUf+tCH9PrXv14XL17UY489pueee06S9MY3vlE7duzwecX+IFMegHO8yGQnWx75IJuM9//3/80uID/X0JAJvM9Xzr2+Xjp6NPeM+YYG6dgxafny3MZxklelh5yuNgAAAFDkvMhkJ1seeSGRkPXUU7IyyXj/4Q+yCshfNU50XHr8+Pzl3CMR6Z71OWfM25Fq6Z711wf+/eTVWqo9mgcAAJ+Vl5fr5MmTuuuuuyRJFy5c0I4dO3Tfffdp69atlwPyt99+u772ta/pFa94hZ/L9U1AticCKAiX+oEARW14WNqyxb/+46OjZv6enusz2evrzef37JH27zcZ9ukqKTE95LduDU6GfFJzc2HNAwAAUCRm7rlXThZ3pjUx8lI0KuvkSRMg94EVi8k+eVLq6ro+kz0Skbq6ZJ8+LfX1mgz7NNmWJbW1mZL1QcmQT6qr9Wae2jpv5gEAIACqq6v1rW99S8eOHdPBgwd17tw5jY2Nqbq6WitWrNB9992nzZs3qyxorws8VLzfOQDA9DLv75cGBkwweWrKlAKvrzcByJYWackSv1eZP4aHnSsRn4uhIemRR6T5ygBVVpp+9vfeKx08KJ04kbq0/rp10saNUmOjWyvOTUuLWacDZRUXFA6beQAAAIBiFo9LoyOyRkal6LjpmV1aKkWqZdfVmiBkKOT3KvNHNCrLoRLxubCi47KfPi2tXnP9F8vKpDVrpBUrZH+vTzqfRmn9pibptlappsbFVeegtk52KJSyIkEu7FDItH4DAKCIWJalDRs2aMOGDVmPsX//fu3fvz/ntQzPV03WZwTlARSvYg5IZ9LrvLNT6u4ObkA2KCYnTYa63wH5pH37pPXrF/53a2yUdu+Wtm+/8nswNCRNT5ve6Q0NV34Pqqq8XXumliwxj9PDh92bY9264P8cAAAA4K45AWlrTkDaLoaA9NiYrL5eWWn0Orcbm6TWtuAGZIMikTAZ8j4H5C/r7ZXeuGLhf7eaGumutdKdq2WPjkqjI9J49MrGjOqI+R2orQ3+70EoJDU2SQP97s3R1BT8nwMAwBW2JNvnGk7p17aBlwjKAyg+xRyQnpzMrHR5LGYCnUeOSJs2Sdu2Ba90eVDs2eNfyfr5zM6aTPjduxc/r6pKWrXKHPmsu9s8TjMpyZ+ukhJTKQAAgDxTplmVyfn/Gxd9eynH954sl94+yv0tsezX5dfbce7O697bfIEsQZ9hQNq+JiAdyO9JUlr/jomErAxKl1vxuKyBftnPDkitbbLbvS9dHtyf9zVOn/atZP18LNs2mfB3rV38xFBIWrrUHPmstVX2swMZleRPl21ZplKAg6y8eWADAICFEJQHUDyKPSCdS6/z2Vlp717p1CnzZ32906vLnZ+VDwYHzeMqaE6cMJnwxZDh3dhofk/37nV+7M2bC2djDgAAANKXSMg6/R0TkM8wIG23tsluf2vwemlnIode55ZtS73npOFh2Z2dpjd50FyqfKCRUSkalWYSUmmZWavblQ/GxqS+XnfGzsX589Kdq4sjw7umxlR06D3n/NhtbVSKAAAA18njOwMAyEChB6RTcarX+dCQGefo0eD8HIJQ+eDAAXcytHMVi5mNCvmeBZ+ubdvM76mTFQsaGqStW50bDwAAAPkhGlXJyRNZB6St3nOyh4c127kumAHpVBzqdW5Fx6XHj8u+Z31wfg5jY1Jfn5RG5QM1NkmtLvRG7+tzJUM7V1Y8bkrT53sWfLra22UPDztascCOVEu/3u7YeAAAoHCU+L0AAHBdMiCda6AuGZAeHnZiVd5xutf56KgZb3LSmfGyNTkp7doldXSYigap3ixKVj7o6DDXObX+iQmzISCoBgb8XoF3KivNxpnaWmfGq62V9u3L7woZAAAAyFw0qpLHj+UcqLOi4yp5/JjJws4nDvc6t2IxWSdPSomEI+NlLZGQnnpKOnxI1kD/ogF56UrlAx0+ZK5zav3xuDR43pmx3DA64vcKvFNWJnV2yg6HHRnOTiYD5HOFDAAA4BqC8gAKW6EGpDPhRq/zoSHpkUecHTMTw8MmuL53b+YZ6snKBx0dzmyw6O9PvSHAT0Hqc++F+npTyaGhIbdxGhqkY8ek5csdWRYAAADyRCJhMuQdDUif8D8gnQHLhV7nVnRc1tOnHR0zI9GodOiQrN5zGWeoJysf6NAhZzZYjI6k3BDgq/Go3yvwViQi3bPeZLjnwI5US0GqCAEA8I0dkAPBQ1AeQGErxIB0Jtzsdb5vnxnfa0GrfBD0TPTpab9X4L36eqmnx2ygKcnwpU5JifTAA+Z6AvIAAABFxzr9ncILSGfCzV7nvb1mfK9Fo9Ljxx2pfKDHj+cemB9xKGnALTMzfq/Ae5GI1NUlu22lbMvK6FLbsmSvXCl1dRGQBwAAiyIoD6BwFWJAOlNu9jqfnZUOHnRn7IUEsfJB0NsZlJf7vQJ/VFZKO3ea4HpXl5SqHGE4bM7r6ZF27KBkPQAAQDEaG5PlWkD6nD8B6QxZLvY6t2xb1vf6XBl7QYmE5HApfuVaij/o7QxKS/1egT/KyqQ1a6T3d8luaZEdCi16uh0KyW5pkd7fJa1eQ8l6AACQEq8WABQuLwLSu3e7M74TvOh1fuKEtH27VFXl7jxJblY+2LEju+unppxdj9NyLeOe7xobze/p9u2m1cDAgPk3n542GxYaGqTmZqmlxbvHMQAAAALJ6ut1NSCt7/XJvmutK+M7wote5+fPS3eullIEPB3jUil+++nTJhCbjZmAtzKojvi9An/V1Eh3rZXuXC17dFQaHTEl/WdmzIaF6ohUWyfV1nr3OAYAAAWBoDyAwlSIAelMedHrPBYz86xa5e48kvuVD9avNwHcTFVUOL8eJzU3+72CYKiqMo9TLx6rAAAERIllq8SaP8CYWXHea2UftMxtXvf49fNIJag/Lzf59j3H47JcD0g/J915p6eBvIx+nh70OrficVOxbOlSV+eR5H4p/jeuMAHcTJUG/O3Y2jq/V5BShhXms1Mekm5Zag4AAAAHUL4eQGHyMiAdVF71OvdqnqCW4q+vd3QpjgqHTQY4AAAAgMV5GZAOKq96nY+OeDOPy6X4lW0p/gD3HbdDIZMBDgAAAMcRlAdQmAotIJ0Nr3qdO11Ofj5eVT54+eXMrwtyJvq6dcGt5LCQM2fMAQAAAHip0ALS2fCq1/m4B/N4VYo/m40cdQEOejc15V9J9gsXzAEAQEDYsgJxIHgIygMoTIUUkM6WV73Op6fdnyPIlQ9aWkxGetCUlEgbN/q9isw9+qg5AAAAAA853Xd8wXm8CEhny6te5zMz7s8R5MoHtXUmIz1gbMuSbmv1exmZY2M3AADIEwFvYgQAWSqkgHS2vOp1Xl7u/hxeVj7ItOf4kiVSZ6d0+LA7a8rW5s1SY6Pfq8jMmTPSM89c+fiOO/xdD4JhYsJsmBkYMBuupqbM81t9valU0dJifg8BAABy4UWg2Mt5suFVr/PSUvfn8LLywdIMe46HQlJjkzQQsHZ4bW1STY3fq8jMhQvS889f+XjZMn/Xg2CIx6WREbNpJhqVEgmprMy0jqitlerq8q8iBACgIBCUB1CYCikgnS2vep03NLg/R9ArH3R3S0eOuNfzPlMNDdLWrX6vInNzM+QffdT8TFG8BgelAwdM64rFKmWEw2ZjTHd3/m1EAQAAweFFoNjLebLhVa/zag/mCXop/tZW2c8OuNbzPlN2pFr69Xa/l5G5uRnyZ84QlC92Y2NSX1/q1hKhkGnV0NqafxtRAAB5jfL1AApTIQWks+VVr3Mv5gl65YPGRmnTJkeXkrXaWmnfPqmy0u+VZGZulrxkPqYEYXGanJR27ZI6OkwFilStK2Ixc15Hh7luctKbdQIAgIJiR6q9mceLgHS2vOp1Xlvn/hxBL8VfUyO1tjm6lGzZyU2uZXmWuzU3S14yH9NbvjglEtJTT0mHDpkqa6laV8Tj5rxDh8x1CY+eLwAARY+gPIDCVEgB6Wx50es8HDbzuC0fKh9s2+b/Jo2GBunYMWn5cn/XkY35+sjTW774DA+b4PrevZlXnpidNdd1dHhXXQMAAq5E9oKHtcix2HXmUNbHYvPmeqRed3Y/j9SHXDtScXPuxQ/3/h3l02HVvTqNn3jurNo6T/+tMuJBr3M7FDIbid2WD6X429s92wyyoOpqWevXy6qOyLKUN4ek+Tdxs7G7+ESjJrh+7pyUaeUJ2zbXHTrkXXUNAEBRIygPoDAVUkA6W8le525at06qqnJ3Dik/Kh9UVpqAoBdvMF2rpER64AGppyc/A/LXZsknkS1fXIaHpQ0bsm8jkTQ0ZMYhMA8AADJRSAHpbCV7nbupqcmbXs75UIq/rEzq7DSZ6l6zLGnlSqmry7uflZOuzZJPIlu+uESj0vHj0vh4buOMj5txCMwDcIhtB+NA8BCUB1CYCikgnYvubhOwdUNJibRxoztjXytfKh/U10tHj+aeMb90qfRbv5V6Y0k4bN5E6emRduzIv5L1SYtlxJMtXxwmJ6UtW6TRUWfGGx0141HKHgAApKuQAtK5aG2VfTkV2Vm2ZUm3tboy9nXypRR/JCLdsz7njHn7xptk39qYemNJKGSSC7q6pDVr8q9kfdJim7fZ2F0cEgnp5MnU7c7SFYuZ8ShlDwBwUZ6+8gKANHR3S0eOZF4COR1eBqRzkex1vnev82Nv3mzG90Ky8oFTN1vzcaryQX29CZLv2SPt35/546+pSfqzP5Nuu016+WXT52xgwGT/Tk+bEvsNDWYDQUtL8DeGpLJQlnxSMlv+jju8WxO8t2dP7hny1xoakh55xGxYAQAASEdrq+xnB2S5kFrkaUA6F8le573nnB+7rc2M74VLlQ+sVL2lc+BY5YNIROrqkn36tNTXm9Hjz5akV71Kesc7pbo6KR6XPToqjY5I41FpZkZWWamZo67OrDfoG0NSWShLPimZLb9smXdrgvdOn849Q/5a4+Nm3DVrnB0XAIBLyJQHULiSAWk3eBmQzpUbvc4bGqStW50dczH5VvmgslLauVP6yldMkD0T589Lv/3b0q5dpqTgqlUm43fXLhOs37XL/H3VqvwPyEvpZcKTLV/YBgfNBhY37NtnxgcAAEhHMiDtBi8D0rlyode5HamWfr3d0TEXlW+VD8rKTCDw3g2yX/UqpRuWtyRZP/uZdPSI9NRT5h5y6VJp5e3SXXdJ73iH+fP2283n8z0gL6WXCU+2fGEbG5N6e90Zu7fXjA8AgAsIygMobIUQkM6V073Oa2tNoMvrUun5Vop/eFj66EdNkD1Ts7Pm36yjo7D7YqfKkk+it3xhO3DAnYomkhn34EF3xgYAAIWpEALSuXK417kdDptN1l6XSs+3UvzRqPSNb8j62c+U6aot25bVe046dKiw+2KnypJPord8Yevrc69Zsm2b8QEAcAFBeQCFrVAC0rlyqtd5Q4N07Ji0fLkjy8pIPlU+GB6WNmzIvRz30JAZp1AD85lkwJMtX5gmJkzfPjedOGFaQQAAAKSjUALSuXKq13mkWrpnvRnPa/lU+SAalR4/LiuaWzluKzouPX68cAPzmWzWZmN3YYrHs0t+yMT582YeAAAcRlAeQOErhIC0E5K9zrdsyTzjvKREeuABc72f338+VD6YnDQ/49FRZ8YbHTXjTU46M15QpJsln0S2fGHq75diMXfniMXMPABQhCzZCx4lixyLXZf7oSI83Pt5ysWj2P4dr1IIAWknJHudt63MOOPctizZK1dKXV3+fv8uVD5QdbWs9nZZlpw5ZhKy/u6kLIdeF1uxmBlvJiGXCgX4I90s+SSy5QvTyIj7AfN43Ln3dAAUJbfvqNK/80LQEJQHUBwKISDthGSv854e8+ZIquyPcNic19Mj7djhf4WAfKh8sGdP7hny1xoakh55xNkx/ZZN5jvZ8oVnYKCw5gEAAIWjEALSTkj2On9/l+yWFtkpepLboZDslhbp/V3S6jX+VwhwuPKB3Kh8cPq0NJ5bhvx1xsfNuIUkm03abOwuPF4Fy0dGvJkHAFBU8qx2FgDkIBmQvvde02P4xInFMzTDYWndOtNr3MnS5kHQ2Cjt3i1t324ySAcGTOB3eloqLzfZ483NUkuLVFXl92qvlqx8sGVLbsHvhgYTkHdyo8XgoLR/v3PjzbVvn7R+fWE8FjPNkk9KZsvfcYfza4I/vGrN4PRGGQAAUBySAekVK2R/r086f17WIhmadigkNTWZXuNOljYPgpoa6a610p2rZY+OSqMj0nhUmpmRSkul6ohUW2c2PqcI3HsuWfng5MncysNXV5uAvJMbLcbGpN5e58abq7dXWrGiMB6LmWbJJyWz5Zctc35N8IdXrRkKtQUEAMBXBOUBFJ98Dkg7rapKWrXKHPkkWflgzx4TBJ+dTf/akhLTQ37rVucz/w8cyGwtmZidNZtJdu92Z3wv5ZLx/uij0pEjTq0Efpua8mae6Wlv5gEAAIUpnwPSTguFpKVLzZFPkpUPTp+W+npl2Xb611qW6SHf3u585n9fn5TJWjJh22b8tWvdGd9LuWS8nzlDUL6QJBLezDMz4808AICiQlAeQPHK14A0jKBVPpiYkE6edH7cuU6cMJtJ8nmzSLZZ8klkyxeWigpv5ikv92YeAABQ2PI1IA0jw8oHSlY+aHWp8kE8Lp0/7/y4c50/L61end+bRbLNkk8iW76weNUSo7TUm3kAAEWFoDwAFILkrvFiDFQGpfJBf//imwKcEIuZefJ5I4kTfeHJli8c9fXezNPQ4M08AAAA+eLiBfPnLUUYqFyk8oFVVmqy6us8qHwwMmIC826Kx00P7nzeSOJEX3iy5QuHk+0jgjAPgIJkXzr8XgOCh6A8ABSCZKCzmAOVflc+GBjwbp58DcrnmiWfRLZ84WhuLqx5AAAA8kUy0HlPEQcq56t8YHk4/+ioN/OMjORvUD7XLPkksuULR22tN/PU1XkzDwCgqBCUB4B8NzfQSaDSP8PD3swzNOTNPG5wIkt+7ljFvAmlULS0mNYSblaZCIfNPABQhCwtHF/yMu6UmfzL6QjuzxJYwMULsi4FOu2LFxbMlrd4cLsrGi2sedzgRJb83LEIyue/ujqzocbNKhOhkHfBfwBAUSnxewEAgBzNDXQ6GfREZqamvJlnetqbeZzmVJZ8UjJbHvltyRKps9PdOdatc7d1BQAAQL6Z+zqa19T+SSS8mWdmxpt5nOZUlnxSMlse+S0Ukpqa3J2jqcnd1hUAgKJFUB4A8tm1gU4Clf6pqPBmnvJyb+aZ68yZ3B9XbmwYYRNKYejulkpceklaUiJt3OjO2AAAAPloTpa8JPPxRQKVvijzqIBpaak388x14ULuAXA33tvg/ZLC0NrqXikPyzLjAwDgAoLyAJDP5gtKEqj0R329N/M0NHgzz1yPPprb48rpLPkkNqEUhsZGadMmd8bevNmMDwAAAGO+18+8pvZHJFJY88yV68Zup7Pkk8iWLww1NVJbmztjt7WZ8QEAcAE95QEgXy0U6EwGKukt763m5vyaZ2JC6u+XBgak4WFTfr+iwmwuaG42PbiXLLn6cZbt48rNjSL0li8M27ZJp05JQ0POjdnQIG3d6tx4AAAA+e6aLPkk6/nnF+0tD5d41bO6rs65seJxaWREGh01veoTCZPxH4mY76euTvrpT68E1C9cyK6Pu5sbRegtXxja2817GePjzo1ZXW3GBYAc2bJky6WKHhmsAcFDUB4A8tVigU4Cld5raZHCYSkWc2+OcNjMk4vBQenAAenkycXXGg6bXt/9/Vc+l83jyq0s+SQ2oRSGykpp715pwwbzBl+uamulffvMuAAAADAWC3SeOSPdQ6DSU3V1pm91PO7eHKGQM8H/sTGpr086f37x9YZCV/fiziYA7laWfFIyW57AfH4rKzPvWRw/7sz7MMn3QLxqKwEAKEqUrweAfJQq0ElZb+8tWWJu4Ny0bp1UVZXdtZOT0q5dUkeHdPhw6pvWWMycNzcon83jyot2CrRsKAz19dLRo7m3aGhokI4dk5Yvd2RZAAAABWGBLPkkesv7IBSSmprcnaOp6eogeaYSCempp6RDh8y9YaoNBPG4qcqWlE25eC/ey+D9ksIQiUjr15sM91xUV5tx/Gj1AAAoKmz9AoB8lE4Qkmx573V3m5/57KzzY5eUSBs3Znft8LC0ZYszpcEzfVzxGEQm6uulnh5pzx5p//7MfpdKSkwP+a1byZAHAAC4VjpBSLLlvdfaalqK2bbzY1uWGT9b0aipsJZrefDvfEe6//70z1+/Prf5UFwiEamrSzp9Wurtzex3ybJMD/n2djLkAQCeIFMeAPJNuuXAyZb3XmOjtGmTO2Nv3mzGz9TwsCkJ7lSvbh5XcFtlpbRzpwnOd3WZMoKLCYfNeT090o4dBOQBYA7rcjfD6w/5dCy2pmTnxXw7AMnEdgJ7pMiSv/w9PP+8OffSdfBATY0JCrqhrc2Mn41o1JQFd6Jf98iI9NxzuY8DLKSsTFqzxtwXtrSkrg4RCpnzurrMdQTkAQAe4X8cAMg3mZTqJlvee9u2SadOORcEl0w57q1bM79uctJkyDvRo3uu//v/NuXBATc1Nkq7d0vbt5tSmQMD5vdqeloqLze/F83N5s2UbNs6AAAAFINMNtVm0wMcuWlvN5upnQiAJ1VXm3GzkUiYDHkn+nQn/f3fS294A8FPuKumRlq7Vlq92rwPMjJiNpjMzEilpSarvq5Oqq3Nra0DAABZ4pUQAOSTdLPkk5JZzXfc4d6acLXKSmnvXpOd7kQwvLZW2rcvu+zfPXuc3RyQ9M//zOMK3qmqklatMgcAAAAyc+GC6eudrmQPcALz3ikrkzo7TWa6E4HwcNiMl20A/PRpZzcISCbQ//WvS+99r7PjAvMJhaSlS80BAD5I1gnzew0IHoLyAJBPMsmSn3sN2fLZmZi4kqE7PCxNTUkVFabvdTJDd8mS66+rr5eOHs29j3tDgwnIL1+e+bWDg6Ynt1seflj6u79zb3wAAAAAucum9RTZ8tmLx0127uioydBNJExwPBIxG67r6ubP0I1ETC/1XHu4V1ebgHwkkt31Y2OmL7cb/u3fzPjZltQHAADIcwTlASBfZJoln0S2fOYGB6UDB1KX7EtmIHR3X9/vvb7e9Ljes8cEx2dn05+/pMT0kN+6Nfv+2AcOZDZnpvr7eVwBAAAAQZZplnwS2fKZGxuT+vqk8+dNYH4hoZDU1CS1tl4fnI5ETI/r06dNYNzOIMfNskwP+fb23ErE9/VlNm+mTp8299AAABQ069Lh9xoQNCV+LwAAkKZssuSduLaYTE5Ku3ZJHR3S4cOpSwfGYua8jg5z3eTk1V+vrJR27jTB+a4uE8RfTDhszuvpkXbsyD4gPzFhNhS47c//3P05AAAAAGQnmyx5J64tJomE9NRT0qFDZuPyYgF5yXy9v9+c/9RT5vq5ysqkNWvMfWFLS+q+16GQOa+ry1yXS0A+HjebCtw0PJz6ZwQAAFCgyJQHgHyQbZZ8EtnyqQ0PZ19ufnbW9JE/dcr8WV9/9dcbG6Xdu6Xt26+Uwx8akqanpfJyU6Y+WQ6/qir376W/35lehKn8y7/wuAIAAACCKNss+SSy5VOLRrMvN2/b0rlz5j50vnLzNTXS2rXS6tWmFP7IiJlvZkYqLTXn19WZkvipAvfpGhlxP2Bu2+Z+eOVKd+cBAAAIIILyAJAPnMh0p7f8woaHpQ0bzJsduRgaMuMcPXp9YF4yAfdVq8zhpoEBd8efi8cVnDIxcWXTyvCwNDUlVVSY36XkppUlS/xeJQDklSAUTURxsnjg+c+JTHd6yy8sGpWOH899M/T4uBln/fr5+8CHQtLSpeZwW673w+nq7SUoD2fE42Yzyeio+Z1MJEy1iEjEbFipq3Nu0woAZMC+dPi9BgQPQXkACLpcs+STyJaf3+SkyZB36g2I0VEzXk9P9uXnczU87N1cPK6Qq8FB6cABk2W02Jua4bDJIuruNtUnAAAAML9cs+STyJafXyKR+rVrJmIxM15XV27l53MVjXozz4sv8rhCbsbGpL4+025hseoOoZDU1CS1tprqEwAA+IygPAAEnZP94Mlqvt6ePdmVrF/M0JD0yCOmL7wfpqa8nY/HlfOKIWt8ctL8/u3fb1pApBKLSYcPm8fapk3Stm3+bXwBAAAIMif7wZMtf73Tp7MrWb+Y8XEz7po1zo6biWv727uJx5XziiFrPJEwvye9vaYVQirx+JX76rY2qb3d340vAICix/9CABBkTmXJJ5HVfLXBQRMQdMO+faYEoR8ZvRUV3s7H48o5xZI1PjxsKkpksyFmdlbau1c6dcr8OV+rCAAAgGLlVJZ8EtnyVxsbMwFBN/T2SitW+JfR62WwkseVc4olazwaNffJ2WyIsW3p3DlzH9rZOX+rCAAAPFDi9wIAAItwMkvezTHz1YED6WXoZmN2Vjp40J2xU/EjSMnjKjeTk9KuXVJHh8kGT1UKM5k13tFhrpuc9GadThgeljZsyL1CxdCQGcfLdg0AAABB52SWvJtj5qu+vvQydLNh22Z8v3gdqORxlZtEQnrqKenQIZMNvlhAXrqSNX7okLnOy8oIuYpGpePHc69QMT5uxvGqVQMAANcgKA8AQeV0lnxSMqu52E1MmF3WbjpxQnr5ZXfnmE9zs/dz8rjK3vCwCa7v3Zv5JpFk1nhHR34EpycnTYb86Kgz442OmvHyaVMCAACAW5zOkk9KZjUXu3jcZCO7KVW2s5tqa72dj8dV9qJRE1w/dy7zTSLJrPFDh/IjOJ1IpK4kl4lYzIyXT5sSAAAFg6A8AASVm5nHZDWbHeJO3dQtJBYz83itpcWUN/caj6vMFVvW+J49uX+v1xoakh55xNkxAQAA8pGbm2TZgGv6dbsdMI/HndvAmik/eo7zuMpcsWWNnz6d+/d6rfFxMy4AuMQOyIHgISgPAEHkVpZ8ElnN0sBAYc0z15Ilpk+a13hcZabYssYHB6X9+90Ze98+Mz4AAHnIsgrvgA/cypJPIqvZu2D5yIg381wr2XPcSzyuMlNsWeNjY1Jvrztj9/aa8QEA8BBBeQCFYWLCBAQfe0zauVP62MfMn489Zj4/MeH3CjPjRcZxsWc1e5VR7HRWcLq6u6USH/6bL/bHVSaKLWv8wIHMy/Ona3ZWOnjQnbEBAEBhiselixels2elJ5+UnnjC/Hn2rPm8XyXEs+XF5thi34DrVUaxn5nLra3e76wp9sdVJoota7yvL/Py/OmybTM+AAAeKvN7AQCQk8FBE+hJtVM4HDaZw93dUmOjd+vL1pEjfq+g8E1NeTPP9LQ381yrsVHatMn0G/dSMlv+jju8nTffuJ01vn59sJ7rJibM87SbTpyQtm+XqqrcnQcAAOS3sTETiEnVuzuZNdzaKtXUeLe+bK1f7/cKCp9X2cQzM97MM5+aGqmtzfQc90oyW37ZMu/mzEduZ42vWBGs57p43DxPu+n8eWn1au/bNgAoAtalw+81IGjIlAeQnyYnpV27pI4O6fDh1KW7YjFzXkeHuS6o5Z3hnYoKb+YpL/dmnvls2yY1NHg/L9nyqRVb1nh/v3MlFhcSi5l5AAAA5pNISE89JR06ZF4zpMqEj8fNeYcOmeuCWt4Z3inzKLeptNSbeRbS3i5VV3s7J9nyqRVb1vjIiPsVS+Jx79pSAAAggvJZicfj+vCHP6zq6mq98pWv1Ec+8hEluDkDvDM8bILre/dmHtSanTXXdXR4V74cwVRf7808fgTFkyorzeO9ttbbeektvzivssZfftndOTIxMFBY8wBAhriHBHwWjZrg+rlzmQe1bNtcd+iQv2XF4b9IpLDmWUhZmak0GA57Nye95RfnVdZ4kNp2eBUsHxnxZh4AAERQPiu7d+/Wd77zHX3/+9/Xs88+q29/+9t6+OGH/V4WUByGh6UNG3Lvwzw0ZMYhMF+8mpsLa56F1NdLR496vzmAbPmFFWPWuFfPtbn+3wAALuEeEvBRNCodP557H+bxcTMOgfni5dVm57o6b+ZZTCRiWiJ4mTHPxu6FFWPWuFfPtTynA3CBHZADwUNP+Szs3btXn/nMZ/Sa17xGkrR9+3Zt3bpVn/jEJ7IeM7bAm/MLfR4oSpOT0pYtzt0kjI6a8Xp6TEYxiktLi9n57+bzbDhs5vFbfb15nO/ZY/qYZ1JhoqRE2rxZ2rrV9Jm7/37z+S99ib7x2fIya3zVKm/mSmVqypt5pqe9mQcAMsQ9JOCTRMJUKHLq9yIWM+N1dXlXyhzBUVdnek+7GRwNhbyvdLaQSMQ81k+fNveCmVSZsCzTm375clPFS5L+y3+hb3y2vMwaX7rUm7lS8aqi0MyMN/MAACAy5TM2Pj6uixcvqq2t7fLn2tra9JOf/EQvvvhi1uPecMMN8x51QdgdCwTFnj3OZ0EODUmPPOLsmMgPS5aYknxuWrdOqqpyd450VVZKO3ea4HxXV+pShOGwOa+nR9qxw1w/N/udTPjsFWPWeEWFN/OUl3szDwBkgHtIwEenT+eeIX+t8XEzLopPKCQ1Nbk7R1OTmScoysqkNWvMvWFLS+q1hULmvK4uc90///OVr5EJn71izBr3auNTaak38wAAIDLlM/bSSy9JkiJz+jslP/7FL36hV7ziFT6sCigCg4Mmw9cN+/aZsmyNje6Mj+Dq7paOHMksczxdJSXSxo3Oj5urxkZp925p+3ZT3nxgwARvp6dNQLOhwZTcb2m5ekPBmTOmV3xSsm882fKZK8as8fp6b+bxuk0DAKSBe8jMWJbfK0DBGBsz2b1u6O2VVqyQamrcGR/B1dpq7qEyyRpPl2WZ8YOopkZau1ZavdpkbY+MmADuzIwJakYippJAbe2VwP2FC6ZXfFKybzzZ8pkrxqzxOa+bCmIeAABEUD5jN9xwgyTpxRdfVM2lm69kdsONN96Y9bjJN2quFYvFyHQAJOnAAXcCp5IZ9+BBE6hEcWlslDZtkvbudX7szZuDvdGjqsqUNk+3vPl8mfGPPmo2NSAzxZg13txcWPMAQAa4hwR80tfnTuBUMuP29ZkgJYpLTY0py37unPNjt7UFf6NHKGTKm6dT4ny+zPgzZwjKZ6MYs8a9auPAayYAgIcoX5+h6upq3XLLLeqds9u6t7dXy5YtyynDIRwOL3gARW9iwvTtc9OJE9LLL7s7B4Jp2zbns2sbGkwP9kJxbZZ8UjJbHpkpxqzxlpbULRNyFQ6beQAgYLiHBHwQj0vnz7s7x/nz7vYWR3C1t0vV1c6OWV1txi0U12bJJyWz5ZGZYswar6tzv5VDKORd8B9AUbHtYBwIHjLls7B582Z96lOfUvulF8sPP/ywHnzwQZ9XBRSw/n4pFnN3jljMzJNu1jAKR2WlyZTfsMGU4ctVba1piVBZmftY2ZiYuFKWfnjYlEqvqDCB4GRZ+iVLMhtzsf7xZMtnrhizxpcskTo7pcOH3Ztj3bqrWy4AQIBwDwl4bGTE/YB5PG7uH9LJGEZhKSszr22PH3fmvYpw2IznVTb0teJx8zszOmpK0icSZi2RiLm/zSY4utjmbbLlM1eMWeOhkNTUZN7fcEtTk/uBfwAA5iAon4WdO3fqZz/7mX7lV35FkvSBD3xAf/Inf+LzqoACNjDg3TwE5YtTfb109Ki0ZYvpr56thgYTkF++3LGlpW1w0LR5OHly8TeGkm/4dHenV15/oSz5JHrLZy6ZNe7mZqMgZo13d5sNHG60IikpkTZudH5cAHAI95CAx5zYbJuOkRGC8sUqEpHWrzf3X+Pj2Y9TXW3uz/zIUB4bM20YUlV9SAZHW1vTK6+/UJZ8Er3lM5fcGOHmZqMgZo23tpr36txI97QsMz4AAB6ifH0WQqGQ/vIv/1Lj4+MaHx/X5z73OZX5tZsVKAbDw97Mk0swFvmvvl7q6TGB+ZIM/3ssKZEeeMBc73VAfnJS2rVL6ugwWcipAr2xmDmvo8NcNzm5+PmLZclncg6uSGaNuymIWeONjdKmTe6MvXlzeptMAMAn3EMCHotGC2seBFMkInV1SStXmgBfJizLXNfV5X1APpGQnnpKOnTIZCGnCvTG4+a8Q4fMdYnE4uen0+KMNmiZSW6McFMQs8ZraqS2NnfGbmtLb5MJAGTFCsiBoCEoDyD4pqa8mWd62pt5EFyVldLOnSa43tWVugd2OGzO6+mRduzwvmT98LAJru/dm3n28eysua6jY+GNL6my5JPoLZ+57u7MN3+kK8hZ49u2Od/rvqFB2rrV2TEBAEB+SxU0dMrMjDfzILjKyqQ1a8x9YUtL6qBmKGTO6+oy13m9QSsaNcH1c+cyzz62bXPdoUMLb0hJlSWfRG/5zLW2Zr75I11BzhpvbzcVJZxUXW3GBQDAY2zNBxB8FRXezFNe7s08MNzofe6UxkZp925p+/YraxwaMhs3ystNEDC5Rr+ykYeHpQ0bci/NOTRkxjl61Pzs58okA57e8plJZo3v3ev82EHOGq+sNN+zE49dyZRX3LfP+w0xAJAnLMu99++BQPMq0Fla6s08MNzofe6Umhpp7Vpp9WqzvpERs8aZGfM4iUTM+mpr/VtjNCodP557G63xcTPO+vXXZ/lnslmb3vKZSWaNnzvn/NhBzhovKzOV5px47EpXWvpRsQgA4AP+9wEQfNcGCt3idPYm5udW73M3VFVJq1aZI0gmJ02Zfad6ZY6OmvF6eq4EN9PNkk+it3zmtm2TTp1ytnVGPmSN19ebTSBbtuT2vTc0mIC81y0jAABA8HlVDtyPPuDFyK3e524IhaSlS80RJIlE6nvwTMRiZryurivBzXSz5JPoLZ+59nazQX983Lkx8yFrPBIxm0BOnszte6+uNu8z8dwNwGX2pcPvNSB4KF8PIPiamwtrnmLldu/zYrJnj7OBXMmM98gjV/6eTZ94estnJpk1XlvrzHj5lDVeX282gWzZknkZ/5IS6YEHzPUE5AEAwHycen2VSl2dN/MUK7d7nxeT06edDeRKZrzTp6/8PZuWZrRBy0wyazxVq7105VPWeCRiNoGsXJl5GSDLMtd1dRGQBwD4iqA8gOBraXHuhmMh4bCZB+5wu/d5MRkclPbvd2fsffvM+JlmySfRWz5zyazxXCt1NDRIx47lV5C6slLaudME17u6Uj/Ph8PmvJ4eaceO/Nh8AAAA/OFFGfNQyLvgfzFyu/d5MRkbk3p73Rm7t9eMn2mWfBK95TOXzBrPtc96dfX8LQiCrKxMWrPG3Be2tKR+ng+FzHldXea6fNh8AAAoaPxPBCD4liwxO3cPH3ZvjnXr/OsNXui86H1eTA4cyHxjQ7pmZ6WDB6V/+7fsx6C3fOaSWeN79pgNF5n8+5aUmB7yW7fmb5C6sVHavVvavt1kNg0MmN/36WmpvNxsOGhuNm+m8DwNAADSkSxj3t/v3hxNTf71Bi90XvQ+LyZ9fZlvbEiXbZvx//M/sx+D3vKZS2aNnz5tNkZk8u9rWaaHfHt7/gapa2qktWul1avNe00jI+Z5Y2ZGKi01P5+6OrNxiudpAECA5On/vACKTne3CfS5EYwsKZE2bnR+XHjT+7yYTEyYHmpu+vKXc2sVQG/57CSzxu+912yMOHFi8Tchw2GzmWjjRhPULgRVVdKqVeYAAADIVWur2eznRjDSssz4cJ4Xvc+LSTwunT/v7hzPPZdbqwB6y2cnmTW+YoXZGHH+/OItHpKblVpbTVC7EIRC0tKl5gAAIA8U4atRAHmpsVHatMmUMXfa5s2FE9QKGjd7n+/Y4ey4+aC/37k3pxaSS0A+iWz57JE1DgAA4IyaGpMNeu6c82O3tRVOUCto3Ox9vmaNs+Pmg5GRxQO1TsglIJ9Etnz2yBoHACBvEJQHkD+2bZNOnXI2yNvQYMo+w3lu9z5fv774NlMMDPi9gvSQLZ87ssYBAABy195u2mk5GeStrjbjwnlu9z5fsaL4NlM4VbXObWTL546scQAIEEu2LN/XgOAp8XsBAJC2ykqTKV9b68x4tbUmuFuMZdC94EXv82IzPOz3CtL36KN+rwAAAADFrqxM6uw0rX+cEA6b8YqxDLoXvOh9XmyiUb9XkL4zZ/xeAQAAgKsIygPIL/X10tGjJsM9Fw0N0rFj0vLljiwL1/Ci9/mJE9LLL7s7R9BMTfm9gvQls+UBAAAAP0UipspWdXVu41RXm3EiESdWhWt50fs8Vc/tQuREaXmvJLPlAQAAChRbewHkn/p6qafH9Cvfvz+zbOySEtNDfuvWws6Qn5i40o96eNgEcysqzM8u2Y96yRL35vei93ksZuYppvLeFRV+ryAz9JYHAABAEEQiUleX6Sve25tZNrZlmR7y7e2FnSEfj5te1KOjJrs6kTDfbyRiqszV1bnbj9qL3ufxuPn+iqm8d749ZuktDwAAClievTIDgEsqK6WdO6V77zVlzE+cWDwIHA5L69ZJGzcWdh/ywUFTNv7kydQ/j85OqbvbnZ+HV73PBwaKKyhfX+/3CjJDb3kAAAAERVmZtGaN6Sve15c6azoUkpqapNbWwu5DPjYWjJ+HV73PR0aKKyifb5Ud6C0PAAAKGEF5APmtsVHavVvavv1KZvjQkDQ9LZWXmzL1yczwqiq/V+ueycnMKgfEYtLhwyaLedMmads2ZysHeNX7fGjIm3mCornZ7xVkjmx5AAAABElNjbR2rbR6tQkEj4yYzPCZGam01AQx6+pMdribmeF+SyQyqxwQj1+553ajcoBXvc/zqce6E2pr/V5B5siWBwDkOfvS4fcaEDwE5QEUhqoqkzFdTFnTScPD0pYt2QWoZ2elvXulU6fMn05lYnvV+3x62pt5gqKlxVQ5cLs1gJPIlgcAAEAQhUImY7qYsqaTolFTXW18PPNrbVs6d87ch3Z2OpeJ7VXv85kZb+YJimTbAbdbAziJbHkAAFCgCMoDQD4bHpY2bMi91N/QkBnn6FFnAvNe9T4vL3durImJK5kfw8NmY0FFhfl5JKstLFni3HzZWLLEvPF1+LC/68gU2fIAAABAMESj0vHjuW/0HR8346xf70xg3qve56Wlzo4Xj5tqC6Oj5mebSJjvJRIxWerJoLhfkm0H+vv9W0M2yJYHAAAFiKA8AOSryUmTIe9U773RUTNeT0/upey96n3e0JD7GIOD0oEDJlNksTemwmETEO/uNm0T/NLdbQLc6bQpyFRJifn39/P7AwAAAOCORCL1fU8mYjEzXldX7kF1r3qfOzXP2JjU1yedP794FnoyKN7aalon+KG11Ww+T6dNQaYsy/z7+/W9AQAA5JESvxcAAMjSnj3O91QfGpIeeST3cbzqfZ7LPJOT0q5dUkeHyTxP9cZULGbO6+gw101OZj93LhobpU2b3Bl782YC8gAAAEChOn06u5L1ixkfN+Pmyqve53V1uV2fSEhPPSUdOmSyz1OVhY/HzXmHDpnrvCrTP1dNjdTW5s7YbW0E5AEAANJEUB4A8tHgoLR/vztj79tnxs9Fsve5m8JhM082hodNcH3v3swzzmdnzXUdHWYcP2zb5kyVgLkaGqStW50dEwAAAEAwjI1Jvb3ujN3ba8bPhRdl3kOh3IL/0agJrp87l3nWuW2b6w4dMuN4rb1dqq52dszqajMuAAAA0kJQHgDy0YED7pQvl8y4Bw/mNkay97mb1q2Tqqoyv254WNqwIfcqA0NDZhw/AvOVlWZjgFPZJLW1ZjNGrm0LAAAAAARTX5875cslM25fX25jJMu8u6mpKfvAfzQqHT2ae6WB8XHp+HHvA/NlZeYe3anN88n2brm2LQAAoADZsgJxIHgIygNAvpmYMH373HTihPTyy7mN0d1tepS7oaRE2rgx8+smJ03p99FRZ9YxOipt2eJPKfv6evOmUK4Z8w0N0rFj0vLljiwLAAAAQMDE46b3uZtS9VZPR2ur6VHuBssy42djclL60pdyv0dOisXMPb3XpewjEWn9+twz5qurzTiRiBOrAgAAKBoE5QEg3/T3p+5/nqtYzMyTiyD2Pt+5U/rxj51dy9CQ9Mgjzo6Zrvp6qafHbAzIdANESYn0wAPmegLyAAAAQOEaGck9YJ5KPJ775ucg9j6PRk1VsakpZ9czPi6dPu3smOmIRKSuLmnlysw3QFiWua6ri4A8AABAFqgxBAD5ZmDAu3lWrcptjG3bpFOnci8VP1e2vc9PnZIef9y5dcy1b5/JFMhmo0CuKivNZoN77zVtB06cWHzTRjhsSv9v3OjPehFsExNmQ87AgGnNMDUlVVSYDSDNzVJLi2lPAQAAgPzhVKWwVEZGpKVLcxujvd28Ds21TPxc2fY+T5asdzogn9TbK61Ykd1mgVyUlUlr1pi5+/pSVzlIthZobfV+rcgP8bj5/R8dNb83iYR5nEUipl1eXV32rSMAACggBOUBIN941cPciUB6svf5hg3OvBGUbe/zyUnp//q/cp9/IbOzJiC+e7d7c6TS2Gjm3779SlB1aEianpbKy81mhmRQtarKv3UimAYHpQMHTBnNVJs6OjtNewo2dQAAAOQHr/qXOzFPsvf58ePOVIjLtvd5ImFeGztVsn4+tm2C4mvXujfHYmpqzNyrV5v79ZER8284MyOVlpqAal2duQ8noIr5jI2xsQMAgAwQlAeAfOPWLv1rTU87M06y9/mWLbkF+hsaTEA+m1LrDz8s/eIX2c+djhMnTEDc74B3VZWpcJBrlQMUh8lJac8eaf9+s7kklVhMOnxYOnLEtKfYti3zTTIAAADwlle9y2dmnBkn2fv85MncMuarq01APptS66dPO5utv5Dz501Q3M+gdyhkKhzkWuUAxSORML8jvb1mc0kq8fiV5IG2NlO5ItONMgAAFAB6ygNAvqmo8Gae8nLnxvKz9/ngoPTFL2Z+XaZiMXOTCeSL4WGpo8NUs0gnID/X7Ky5rqPDu+odAAAAyI5Xwa/SUufG8rP3+diYCTZ6IR73rr0A4IRoVDp0SDp3Lr2A/Fy2ba47dMi7Ch4A4AM7IAeCh6A8AOSb+npv5mlocHa8ZO/znh7z5kg4vPj54bA5r6dH2rEj+2zcAwcyv1HM1sCAN/MAuRoeNm0lcm1TMTRkxiEwDwAAEFzZBKaDME+y93lXl2nDlSqbPBQy53V1meuy3YzQ1+fdPaRkysYD+SAaNa0lcq0iMT5uxiEwDwAoMtSJAYB809yc3/N42ft8YsKUPPRKrgFOwAuTk6ZqhVMZOaOjZryeHkrZAwAABFFtrTfz1NW5M66Xvc/jcVNS3ksEJpEPEgnz/kos5sx4sZgZr6uLUvYAgKLB/3gAkG9aWkwWuVM3QvMJh808bvKi93l/v7s/p2tNT3s3F5CtPXuc30AyNCQ98oipagEAAIBgqaszwep43L05QiH3g/9e9D4fGXH35zSfmRlv5wOycfp07hny1xofN+OuWePsuAAABBTl6wEg3yxZInV2ujvHunW5Z6kHgdfl5MvLvZ0PyNTgoLR/vztj79tnxgcAAECwhEJSU5O7czQ15Z6lHgR+9HcvLfV+TiATY2NSb687Y/f2mvEBACgCZMoDQD7q7paOHJFmZ50fu6RE2rjR+XH94HWf64YGb+dDahMTV9okDA9LU1NSRYVUX3+lTcKSJX6v0jsHDrjzvCGZcQ8eNO0pAAAAECytreY1sRu90i3LjF8I/CglH4l4PycWF4+bqgmjo+YxkUiYEuuRiKkIkaw+USz6+tx57pDMuH19pkUFABQIW5ZsWb6vAcFDUB4A8lFjo7Rpk7R3r/Njb95sxveKm0HTqSknV5pac7O382Fhg4MmAJ2q5104bCpPdHd7+7j3w8SE+Xm46cQJafv2wqi0AQAAUEhqaqS2NuncOefHbmsz43vFzYBpIuHkStNTV+f9nJjf2JgJEJ8/v3gbg2T1idZWbx/7fojHzc/DTefPS6tXF9dGBwBAUSIoDwD5ats26dQpZ3tDNzRIW7c6N95ivAiaVlTktsZMhMNmAwH8NTlpeqbv359eRngsJh0+bCpPbNpkfq8qK91epT/6+xf/XXNCLGbmWbXK3XkAAACQufZ2sxHayb7Q1dVmXC94ETAt8/it0lDIbCSAvxIJ09u8tze9jPB4/EpyQVub+R3w+rHjlZGRxX/fnBCPm002S5e6Ow8AAD6jpzwA5KvKSpMp79QNfG2t6QntdkByclLatUvq6DDB0FRBwmTQtKPDXDc5mf5c9fU5LTUj69aRHey34WHzONm7N/MS7bOz5rqODu/bHnhlYKCw5gEAAEBmysrMhudw2Jnxkhuo3Q5GJhLSU09Jhw6ZQGiqAGEyYHrokLkuk+x3r0vJNzWRHey3aNQ8Vs6dy7xEu22b6w4d8qf1gRdGR72ZZ2TEm3kAAPARQXkAyGf19dLRo7n3Mm9okI4dk5Yvd2RZC/I6aOpVOXnLkjZu9GYuzG94WNqwIffKEUNDZpxCDMx79T05Wb0DAAAAzopEpPXrTYZ7LqqrzThuB7G9Dph6mbVuWSabH/6JRqXjx3OvHjE+bsYpxMC8V99TIf7sAAC4RoHW1QGAIlJfL/X0ZFayO6mkxPSQ37rV/Qz5ZNA0113WyaDp0aOpM+FbWkz2htslu4uhH3mQTExcKRU4PGz+/s1vSr/4hTPjj45KW7aY36tCKmU/NeXNPNPT3swDAACA7EQiUldXZuW6kyzLu3LdyYBprvdzyYBpOpsIkv3o3S7XLZmfY6H3Iw+KeNxkYo+OmsdVImHeD/n//j/p5ZedmSMWM+35uroKq5R9JpUmcjEz4808AAD4qIBeIQBAEauslHbulO69Vzp4UDpxInWf9nXrTHa3F8HkyUkT5HSq7Fm6QdMlS0w5xcOHnZl3PjfeKP3RH7k3Pq4YHJQOHDBvdLi90WJoSHrkEWnHDnfn8VJFhTfzlJd7Mw8AAACyV1YmrVkjrVjhfp/2bCQSzr7uTzdgmvw++/udmXch1dVmYwPcNTaW3uPbKePjZrPLmjXuz+UVrzYYlJZ6Mw8AeMC+dPi9BgQPQXkAKCSNjdLu3dL27VcyiYeGTOZqebkpU9/cbDLIvex/vmeP8yWt0w2adndLR45kXi4/XZ/9bGFlUwfR5GR2lSBytW+fyaYplCoIqSpLOCXXdhoAAADwTk2NtHattHq12fw8MmIyiWdmTJAsEjHZ47W13vY+P30695Li10o3YNraau6lMy2Xn66qKrN5vJCyqYMmkciuEoQTenvNZpdCqYLgdosKr+cBAMBHvPoDgEJUVSWtWmUOvw0OmmCqG9IJmjY2Sps2mX70Tlu/Xnrb25wfF1cMD5uqCH70KZ+dNZUndu/2fm43NDcX1jwAAABwTigkLV1qDr+NjZnAphvSCZjW1JjS8ufOOT9/RYVpx0YA0j3RqKmK4PSmjnTZtsnOX7vWn/mdVlvrzTx1dd7MAwCAj0r8XgAAoMAdOOBednMyaJrKtm3OZ+/W10t/+qfOjomrDQ+bN6z8CMgnnTjhXI9Bv7W0mNYVbgqHzTwAAABAtvr63MtuTgZMU2lvNyXmnVRRIW3eTEDeTdGodPy4fwH5JK/K5Xuhrs79KhmhkHfBfwDwhBWQA0FDUB4A4J6JCbND3U3pBE0rK02mvFM3ebW1JvufsvXumZw0GfKjo/6uIxZzv5+kV5YsMWUy3bRunbetMQAAAFBY4nET0HRTOgHTsjLz2tmpTa1VVdL993MP6aZEwrz/EIv5vRLz+PL7XtYpoZDU1OTuHE1N3rbHAADAJwTlAQDu6e93/4Y43aBpfb109GjuGfMNDdKxY9Ly5bmNg8Xt2eNvhvxcAwN+r8A53d1SiUsv/0pKpI0b3RkbAAAAxWFkxP0M43QDppGIaVmWa8Z8dTUl671w+rT/GfJzjYz4vQLntLZKlksZl5ZlxgcAoAgQlAcAuMerYGa689TXSz09JgM708BkSYn0wAPmegLy7hocNJUIgiIomwOc0NgobdrkztibN5vxAQAAgGx5lV2cbsA0EpG6uqSVKzMPSlqWua6ri4C828bGpN5ev1dxtWjU7xU4p6ZGamtzZ+y2NjM+ABQQ2w7GgeAhKA8AcM/wsDfzZBI0rayUdu40wfWurtTlCMNhc15Pj7RjB+UGvXDggDQ76/cqrpie9nsFztq2LfeKEddqaJC2bnV2TAAAABQfrwKZmcxTViatWWPuC1taUpfZDoXMeV1d5rqyspyWijT09QUv+jAz4/cKnNXennvViGtVV5txAQAoErwqBAC4Z2rKm3myCZo2Nkq7d0vbt5vy9wMDJrg/PS2Vl5sgY3OzeTOFHtnemZgwfQCDpLzc7xU4q7JS2rvXlNB0IhOptlbat48NKwAAAMhdIuHNPNkETGtqpLVrpdWrzevokRET3J+ZkUpLTTZ8XZ15fUx/bO/E49L5836v4nqlpX6vwFllZVJnp3T8uDNtCsNhMx6bVgAARYT/9QAA7qmo8GaeXIKmVVXSqlXmgP/6+525wXeS01nlQVBfLx09alo55FKev6HBBORp6QAAAAAneBWgyyVgGgpJS5eaA/4bGTGB+aApxJYFkYi0fr3ZSD8+nv041dUmIF+IPyMAABZB+XoAgHvq672ZpxCDpsVqYMDvFVyvudnvFbijvt60ZdiyRSrJ8CVhSYn0wAPmegLyAAAAcIpXQTqCgYXDiepfbqir83sF7ohETGuGlSsly8rsWssy13V18TsIAChKZMoDQDE5c8b8eccd3sznVTCzUIOmxWh42O8VXC0cNi0MClVlpbRzp3TvvdLBg9KJE4tXKgiHpXXrpI0bTQsIAAAAFLYLF8yfy5Z5M19trTfzFGrAtBhFo36v4HqhkHePZT+UlUlr1kgrVkh9faZ9wGLVCkIhqalJam01bSAAoMDZlw6/14DgISgPAMXk0UfNn0eOeDNfS4sJ4rlZjrzQg6bFZmrK7xVcbd060+Kg0DU2Srt3S9u3mxYCAwOmrP30tGkP0dBgNr+0tBTHzwMAAABGcmO3V0H5ujoTwHOzHHmhB0yLTSLh9wqu19RkHmeFrqZGWrtWWr3aVCwYGTGbJGZmTIuISMT8TtfWFsfPAwCAFAjKA0CxOHNGeuaZKx97kS2/ZInpE3b4sHtzFEvQtFhUVPi9gitKSkxGeDGpqpJWrTIHAAAAituFC9Lzz1/52IvAfDKjtr/fvTmKJWBaLMoC9va2ZZmM8GISCklLl5oDAAAsiJ7yAFAsklny137stu7uzPtVp6sYg6aFrr7e7xVcsXkzJdoBAABQvJJZ8td+7LbW1sx7VaerGAOmhS5ovcnb2ijRDgBFzwrIgaAhKA8AxWBulrxkPvbqTZXGRmnTJnfGJmhaeJqb/V6B0dAgbd3q9yoAAAAAf8zNkpfMx8n+8m6rqTGBTTcQMC08QWpFUF0ttbf7vQoAABBQBOUBoBjMlxnvZbb8tm0myOkkgqaFqaVFCof9XUNtrbRvn1RZ6e86AAAAAL/Mt4nby2z59nYT4HQSAdPCVFcXjHYE4bBp3xe0cvoAACAwCMoDQKG7Nks+ycts+cpKae9e53awEzQtXEuWmDcy/NLQIB07Ji1f7t8aAAAAAD9dmyWf5GW2fFmZuS9wasMuAdPCFQpJTU3+rqG6Wlq/Pnil9AEAvrADciB4CMoDQKFbLCPey2z5+nrp6NHcM+YJmha+7m6pxOOXKCUl0gMPSD09PLYAAABQ3BbbvO1ltnwkYgKduWbMEzAtfK2tkuVD71zLklaulLq6eHwBAICU2B4KAIVsoSz5pGS2/B13eLOe+noT9NyzR9q/X5qdTf/akhLTQ37rVjLkC11jo7Rpk6mu4LZwWFq3Ttq40cyL4jUxIfX3SwMD0vCwNDUlVVSY563mZtNaYckSv1cJAADgroWy5JOS2fLLlnmznkjEBDxPn5Z6eyU7g7wvyzI95NvbyZAvdDU15t/63Dlv5ktm57e2mrlRnOJxaWREGh2VolEpkTDPNZGIqfAYlNYKAIDA4BUpABSydDLhH31UOnLE7ZVcUVkp7dwp3XuvdPCgdOKEFIstfD5B0+K0bZt06pQ0NOTcmDfeKL3jHSaw2tBwJdBaVeXcHMg/g4PSgQPSyZOpn4s6O00lB56LAABAoUonE/7MGe+C8pIJcq1ZI61YIfX1SefPm2DYQgiYFqf2drO5dnzcuTGrqqRf/mWzGaS01ARb6+pMwJVga/EaG+O5CACQFYLyAFCoUmXJJ3mdLZ/U2Cjt3i1t334lO3VoSJqelsrLiy9oSpbu1SorTab8hg1m13muamtpe4CrTU5mVrUjFpMOHzabmDZtMhtHqNoBAAAKSaos+SSvs+WTamqktWul1avNPcLIiMlOnZkpzoApWbpXKyszm2iPH198s226wmHaHuBqiURmVTvi8Svv81C1A0CRsG1bx44d08GDB9Xb26sXXnhBr3zlK/XGN75R999/vzZt2qQyh54Lf/KTn+hrX/ua/vEf/1F9fX36yU9+osnJSb3iFa9QY2Oj7rrrLj344IP6pV/6JUfmc4Jl25nUfYLXYrGYbrjhBknSSy+9pHA47POKAOSN++5LLygvSW95i7fZ8riCLN3FDQ9LW7bkljHf0CDt20dAHlc49bjau9dsnAEyxGt8uOmqx9ef/ZnCFRU+rwhA3jh+PL2gvCQtXWoClvAeWbqLi0bN/XUuGfPV1eb+m4A8knhcwWexqSnd8PGPS+IeMqjm3od9bse3VFHub5LZ1PTL+sjut0vy7jEzPj6ue+65R08++eSC59x+++36yle+knOgfN26dfq7v/s7pQpxV1RUaPfu3dq6dWtO8zmFrVkAUIjSzZJP8itbvpiRpZue+nqppyezn1VSSYm0ebO0dWtx/KyQnuFhZyowDA2ZcY4eJTAPAADyX7pZ8kl+ZcsXM7J00xOJSF1dmf2skiyruH5WSE806kwFhvFxMw4VGICCZ186/F6Dl6anp9XZ2alvf/vbkqRly5bpd3/3d/X6179eFy9e1N69e/Xcc8/p7Nmzeve7363vfve7uummm7Keb2Bg4HJA/ld/9Vf1tre9TbfeeqtuuukmXbx4UV/+8pd1+vRpTU1Nadu2bZqamtL27dsd+V5zQaZ8wJFFAyArmWTJJ5Et7x2ydLMzOCgdPCidOJG6qsC6ddLGjcVVVQCpTU5KHR25/e5dq6HBbBxh4wcywGt8uIlMeQBZySRLPolsee+QpZsdqgogV4mEdOhQbr9716quNhtH2PiBDJApH3xz78P+n4Bkyv93DzPlP/vZz+qjH/2oJJMN/61vfUvV1dWXvz45Oal169bpG9/4hiRp69at2rNnT9bzNTc36zd+4zf0kY98RI0LvP/7mc98Rn/wB38gSSorK9Ozzz6rW2+9Nes5nUBQPuB4ww5Axs6cke6/P7trv/QlsuXd5lSWrmT6BBZjlu7LL1/J+BgakqanpfJyExxtbpZaWqQqf1/4IqB27TKbWZz2wAPSjh3Oj4uCxWt8uImgPICMXbggffnL2V37X/4L2fJucypLVyrePunxuLkHHxkxP8+ZGam01Pwc6urMvXUo5PcqEURPPSWdO+f8uCtXSmvWOD8uChZB+eAr5qB8IpHQa1/7Wr3wwguyLEv9/f1asWLFdeeNjo7qda97nWKxmCoqKvT888/rVa96VVZzjo+PXxX0X8g999yjL196nfuJT3xCDz30UFbzOYXtWABQaB59NLdryZZ3z+SkyZB3IiAvmXG2bCm+LN2qKmnVKnMA6RocNC0Q3LBvn3lzk8oMAAAgH505k9u1BOXdk0iYDHknAvKSGefkyeLL0g2FTGWHpUv9XgnyydiYaYHght5eacUKKjMABcu6dPi9Bm88+eSTeuGFFyRJa9eunTcgL0m1tbW677779Nhjj2lqakonT57Uli1bspoznYC8JK1fv/5yUL6/vz+ruZxU4vcCAAAOyrSX/LWSveWLzcSE+d4fe0zauVP62MfMn489Zj4/MeHMPHv2OFs2WzLjPfKIs2MChejAAWl21p2xZ2dNawUAAIB8k2kv+Wsle8sXm3hcunhROntWevJJ6YknzJ9nz5rPL1YqPROnTztbNlsy450+7eyYQCHq65PcKjJs22Z8ACgATzzxxOWP77777kXPnfv1r3/9666tKenGG2+8/PHLL7/s+nypFNGWSAAoArlkyc8do1iy5QcHTaAuVeZBOGx673V3Z58JS5Yu4J+JCfN77qYTJ6Tt22mdAAAA8osTm7KLKVveyx7lZOkC/onHze+5m86fl1avpnUCgLw3MDBw+eM3velNi5775je/ed7r3DJ3juXLl7s+XypkygNAocg1Sz6pGLLlJydNb+mODunw4dSlAGMxc15Hh7lucjLzOcnSBfzT3+9cyc+FxGJmHgAAgHyRa5Z8UjFkyycSprf0oUPmNV+qTPh43Jx36JC5LpHIfE6ydAH/jIw4V/FiIfG4c+0NAQSKHZAjKRaLLXg44Qc/+MHlj+vr6xc995ZbblFpaakk6Yc//KFst17ryPS637dv3+W/v+c973FtrnQRlAeAQuFElrwbYwXN8LAJru/dm3mQfHbWXNfRYcZJl1dZugEowQMEkgc7bz2dBwAAwAlObsYu5I3d0agJrp87l3mQ3LbNdYcOmXHS5VWWrttBRyBfeRUsHxnxZh4ARa2urk433HDDvIcTonNe49SkqMJTVlamm266SZIJmju1MWA+jzzyiM5fej112223EZQHADjEqSz5pELNlh8eljZsyL2v+9CQGSfdwDxZuoC/MtlEk4tcn1sAAAC84lSWfFKhZstHo9Lx47n3dR8fN+OkG5gnSxfwVyabaPJhHgBw0UsvvXT548rKypTnV81p/fiLX/zClTWdOnVKO3fulGQ2Avz1X/+1Skr8D4n7vwIAQO7cyGwvtGz5yUlpyxbn3nQYHTXjpVPKnixdwF9TU97MMz3tzTwAAAC5cmMTdqFt7E4kTMUzpzZYx2JmvHRK2ZOlC/grm5YT2ZiZ8WYeAEVtZGREL7300rxHITp//rzWr1+vxKXn8ocffli/9mu/5vOqDILyAJDvnM6STyq0bPk9e5zPYh0akh55JPV5ZOkC/qqo8Gae8nJv5gEAAMiF01nySYWWLX/6dO4Z8tcaHzfjpkKWLuCvsjJv5rnUVxkA3BQOhxc8nDC3DP5kGglsL89pwXrjjTc6soakoaEhvf3tb9fPfvYzSdJHP/pRbdu2zdE5ckFQHgDynZsZ7YWSLT84KO3f787Y+/aZ8RdDli7gr/p6b+ZpaPBmHgAAgFy4ufm6UDZ2j41Jvb3ujN3ba8ZfDFm6gL8ikcKaB4Cn7IAcXonMeS4bS/EaJ5FI6Oc//7kkKRQKObYxQJIuXLigu+66S89f2nz6e7/3e/rMZz7j2PhOICgPAPnMrSz5pELJlj9wQJqddWfs2Vnp4MHFzyFLF/BXc3NhzQMAAJAtt7LkkwolW76vT7Jdejvbts34iyFLF/BXba0389TVeTMPALjo1ltvvfzxcIqKsRcvXtTMpU2Br3/962VZliNr+Pd//3fdddddl+ffsmWLPv/5zzsytpMIygNAPvMikz3fs+UnJkzfPjedOCHNKbtzHbJ0AX+1tEgO7rydVzhs5gEAAAgyLzZd5/vG7nhcOn/e3TnOnzfzLIQsXcBfdXVSKOTuHKGQd8F/AHBR85wklX/9139d9Nx/+Zd/mfe6XPz0pz/VXXfdpX/7t3+TJH3gAx/Q//pf/8uxgL+TPNp2CQBwxZEjfq8g+Pr7pVjM3TliMTPPqlXzf50sXcBfS5ZInZ3S4cPuzbFunVRV5d74AAAATli/3u8VBN/IyOIBcyfE49LoqLR06fxfJ0sX8FcoJDU1mfd63NLU5H7gH4BPrEuH32vwxrve9S79+Z//uSTpG9/4hv7wD/9wwXO//vWvX/747rvvznnuF154QWvXrtXgpfayGzZs0P79+1VSEsyc9GCuCgAApwwM+D8PWbqA/7q7JbdekJeUSBs3ujM2AAAAvDU66s08IyMLf40sXcB/ra2SW1mWlmXGB4AC8La3vU2vfvWrJUnf+ta39Oyzz8573ujoqI5cSjKsrKxUZ2dnTvP+53/+p97+9rfr+9//viTpfe97n774xS+qNMDteQjKAwAKW4o+No4ZGjKl8p95RnrsMWnnTuljHzN/fulL0q/9mrvzk6ULLK6xUdq0yZ2xN2824wMAACD/RaPezROPSxcvSmfPSk8+KT3xhPmzv19atszd+cnSBRZXUyO1tbkzdlubGR8ACkBZWZm2b98uSbJtW93d3RofH7/qnMnJSX3wgx9U7FJF2w9/+MN61ateNe94mzZtkmVZsixLn/zkJ+c958UXX9Q73/lOfe9735MkdXZ26siRIyorC3aB+GCvDgCAXE1NeTPP00+b8vVul8qfD1m6QHq2bZNOnTKbaJzS0CBt3erceAAAAPBXIuHNPBcuSF/4gvul8udDli6QnvZ2k+xxTXApJ9XVZlwABcu+dPi9Bi/9/u//vr785S/r29/+ts6ePavW1lZ96EMf0utf/3pdvHhRjz32mJ577jlJ0hvf+Ebt2LEjp/ne/e53X+5f/9rXvlbvf//79dWvfnXRa5YsWaJ3vvOdOc2bK4LyAIDCVlHhzTw/+pE388yHLF0gPZWV0t690oYNzpQlra2V9u0z4wIAAKAweJVh5WSQL1Nk6QLpKSuTOjul48edScIIh814Ac/kBIBMlZeX6+TJk7rnnnv05JNP6sKFC/MG3m+//XZ95Stf0Ste8Yqc5vvud797+eN///d/14YNG1Jes3z5cg17VVV3AZSvBwAUtvp6v1fgLrJ0gczU10tHj5rfnVw0NEjHjknLlzuyLAAAAAREJOL3CtxFli6QmUhEWr/e/O7korrajFPozzEAilZ1dbW+9a1v6ciRI3rPe96j1772tSovL1ddXZ3uuusufeELX9AzzzyjX/qlX/J7qb5hSxYAoLA1N/u9AveQpQtkp75e6umR9uyR9u+XZmfTv7akxFSn2LqV3z0AAIBCVFvr9wrcQ5YukJ1IROrqkk6flnp7JTuDwtCWZapTtLfzuweg4FmWpQ0bNqSVub6Q/fv3a//+/YueY2fyPBwg/C8AAChsLS3mjQc/er27qaHBBOTJ0gWyU1kp7dwp3XuvdPCgdOLE4s8T4bC0bp20cSPtIgAAAApZXZ0UCvnT691N1dUmIE+WLpCdsjJpzRppxQqpr086f37x54lQSGpqklpbaRcBAJBEUB4AUOiWLDFvPBw+7PdKnEGWLuCsxkZp925p+3apv18aGJCGhqTpaam83GyAaW42G3yqqvxeLQAAANyWDKT19/u9EmeQpQs4q6ZGWrtWWr1aGh2VRkakaFSamZFKS83Gl7o6U3UjFPJ7tQCAAOGVGACg8HV3S0eOZFaiOmjI0gXcVVUlrVplDgAAABS31lazWTNPS6NKIksXcFsoJC1dag4AmMOWJVuW72tA8BCUBwAUvsZGadMmae9ev1eyuHe8Q7rjDrJ0AQAAAMBPNTUmu/zcOb9XsrjXvU665RaydAEAAPIAQXkAQHHYtk06dcoEvIPq6aelz36W4DsAAAAA+K29XRoelsbH/V7Jwi5ckN79boLvAAAAeaDE7wUAAOCJykqTKV9b6/dKFhaLFU7fQgAAAADIZ2VlUmenaSUWVPG46WkNAACAwCMoDwAoHvX10tGjpiR8UA0M+L0CAAAAAIBkSsGvXy9VV/u9koWNjPi9AgAAAKSBoDwAoLjU10s9PdKWLVJJAP8bDHJ5fQAAAAAoNpGI1NUlrVwpWZbfq7leNOr3CgAAwBy2HYwDwRPAaAQAAC6rrJR27jTB+a6u1OUIw2Hpda/zZm3T097MAwAAAABIT1mZtGaNuX9saUndwz0U8i67fmbGm3kAAACQkzK/FwAAgG8aG6Xdu6Xt200v94EBk6k+PS2Vl5sy983N5k2Xhx+WfvQj99dUXr7418+cMX/ecYf7awEAAAAAXFFTI61dK61ebXq5j4yYTPWZGam01GTV19VJtbXSt78tjY+7v6bS0sW/fuGC+XPZMvfXAgAAgAURlAcAoKpKWrXKHAupr/dmLan63T/6qPnzyBHXlwIAAAAAmEcoJC1dao6FRCLerCXVPMmN3QTlAQAAfEX5egAA0tHc7P88Z85IzzxjjuQbKwAAAACA4Kmt9WaeurqFv3bhgvT88+ZIZswDAADAFwTlAQBIR0tL6t7zuQqHzTwLSWbJX/sxAAAAACBY6upS957PVSi0ePB/7mZuNnYDAAD4iqA8AADpWLJE6ux0d45160wp/fkks+STyJYHAAAAgOAKhaSmJnfnaGpaOPCfzJJPIlseAABP2LICcSB4CMoDAJCu7m6pxKX/OktKpI0bF/76fJnxZMsDAAAAQHC1tkqWS2+KW5YZfyHzbeJmYzcAAIBvCMoDAJCuxkZp0yZ3xt682Yw/n2uz5JPIlgcAAACA4Kqpkdra3Bm7rc2MP59rs+STyJYHAADwDUF5AAAysW2b1NDg7JgNDdLWrQt/fbGMeLLlAQAAACC42tul6mpnx6yuNuMuZLHN22zsBgAA8AVBeQAAMlFZKe3dK9XWOjNeba20b58Zdz4LZcknkS0PAAAAAMFVViZ1dkrhsDPjhcNmvLKy+b++UJZ8EtnyAAAAviAoDwBApurrpaNHc8+Yb2iQjh2Tli9f+Jx0MuHJlgcAAACA4IpEpPXrc8+Yr64240QiC5+TzqZtNnYDAAB4jqA8AADZqK+XenqkLVukkgz/Oy0pkR54wFy/WEA+VZZ8EtnyAAAAABBskYjU1SWtXClZVmbXWpa5rqtr8YB8qiz5JLLlAQBwjR2QA8FDUB4AgGxVVko7d5rgeldX6nKE4bA5r6dH2rFj4ZL1SZlkwJMtDwAAAADBVlYmrVlj7gtbWqRQaPHzQyFzXleXuW6hkvVJmWzWZmM3AACAp1K8kgMAACk1Nkq7d0vbt0v9/dLAgDQ0JE1PS+Xlpkx9c7N5M6WqKr0x082ST0pmy99xR3bfAwAAAADAGzU10tq10urV0uioNDIiRaPSzIxUWmqy4evqpNra1IH7pHSz5JOS2fLLlmXzHQAAACBDBOUBAHBKVZW0apU5cpVN5vujj0pHjuQ+NwAAAADAfaGQtHSpOXKVTeb7mTME5QEAADxC+XoAAIIm0yz5JHrLAwAAAEDxyTRLPone8gAAAJ4hKA8AQNDk0h+e3vIAAAAAUFxy2ZzNxm4AABxlywrEgeAhKA8AQJBkmyWfRLY8AAAAABSPbLPkk8iWBwAA8ARBeQAAgsSJTHey5QEAAACgODixKZuN3QAAAK4jKA8AQFDkmiWfRLY8AAAAABS+XLPkk8iWBwAAcB1BeQAAgsLJDHey5QEAAACgsDm5GZuN3QAAAK4iKA8AQBA4lSWfRLY8AAAAABQup7Lkk8iWBwAAcBVBeQAAgsCNzHay5QEAAACgMLmxCZuN3QAA5MwOyIHgISgPAIDfnM6STyJbHgAAAAAKj9NZ8klkywMAALiGoDwAAH5zM6OdbHkAAAAAKCxubr5mYzcAAIArCMoDAOAnt7Lkk8iWBwAAAIDC4VaWfBLZ8gAA5MgKyIGgISgPAICfvMhkJ1seAAAAAAqDF5uu2dgNAADguDK/FwAAQFE7csTvFQAAAAAA8sX69X6vAAAAAFkgKA8AAAAAAAAAAAAAObIvHX6vAcFD+XoAAAAAAAAAAAAAAFxCUB4AAAAAAAAAAAAAAJcQlAcAAAAAAAAAAAAAwCUE5QEAAAAAAAAAAAAAcEmZ3wsAAAAAAAAAAAAAgHxnXzr8XgOCh0x5AAAAAAAAAAAAAABcQlAeAAAAAAAAAAAAAACXUL4eAAAAAAAAAAAAAHJmXTr8XgOChkx5AAAAAAAAAAAAAABcQlAeAAAAAAAAAAAAAACXUL4eAAAAAAAAAAAAAHJkXzr8XgOCh0x5AAAAAAAAAAAAAABcQlAeAAAAAAAAAAAAAACXEJQHAAAAAAAAAAAAAMAlBOUBAAAAAAAAAAAAAHBJmd8LAAAAATExIfX3SwMD0vCwNDUlVVRI9fVSc7PU0iItWeL3KgEAAAAAQRCPSyMj0uioFI1KiYRUViZFIlJtrVRXJ4VCfq8SAAAgEAjKAwBQ7AYHpQMHpJMnpVhs4fPCYamzU+rulhobvVsfAAAAACA4xsakvj7p/HkTmF9IKCQ1NUmtrVJNjXfrAwDAR7ZtDr/XgOChfH0GhoeHZVmWbrjhhsvHb/7mb/q9LAAAsjM5Ke3aJXV0SIcPLx6Ql8zXDx825+/aZa4HAAAL4h4SAFBQEgnpqaekQ4dMlbXFAvKS+Xp/vzn/qafM9QAAAEWKTPksXLx4UZFIxNExYwsEQhb6PAAAORkelrZskYaGMr92dlbau1c6dcr8WV/v9OoAACgo3EMCAPJeNGqqq42PZ36tbUvnzpn70M5OU94eAACgyBCUD4gbbrjB7yUAAIrF8LC0YYPp+5eLoSEzztGjBOYBAPAY95AAAM9Eo9Lx46mrq6UyPm7GWb+ewDwAoIBZlw6/14CgoXx9Fpqbm3XzzTfrt37rt3T+/Hm/lwMAQPomJ02GfK4B+aTRUTMepewBAFgQ95AAgLyVSJgMeacqscRiZjxK2QMAgCJDpvwl733ve/XVr351wa8PDQ2ppqZGzzzzjFauXKlYLKZdu3bpHe94h5599lnddNNNOc3/0ksvzfv5WCymurq6nMYGABSZiQnTt29gwGTFT01JFRUmm/3s2exK1i9maEh65BFpxw5nxwUAIMC4hwQAFIx4XBoZMZuuo1ETMC8rM9ns//Ef2ZWsX8z4uHT6tLRmjbPjAgAQELbfC0AgWbZt89iQ9POf/1zT09MLfv2Vr3ylSkquLixg27Ze85rXaP/+/br77rtdWVcsFrtclvCll15SOBx2ZR4AQAEYHJQOHHA2iyFdJSVST4/U2OjtvACQh3iNXxjy4h7yz/5M4YoKV+YBABSAsTGpr086f94E5r1kWVJXl1RT4+28AJCHYlNTuuHjH5fEPWRQzb0P+9SffEfl5VW+rmd6+mVtf/itknjMBAmZ8pdkk6VgWZYsi74MAACfTU5Ke/ZI+/dLs7P+rGF2Vjp4UNq925/5AQDwGPeQAIC8lUiYTPXeXsmvfC3bNhsC1q71Z34AAACP0VM+A88884yee+45zczM6KWXXtLHP/5xWZalX/u1X/N7aQCAYjU8LHV0SHv3+heQTzpxQnr5ZX/XAABAgHAPCQAInGhUOnRIOnfOv4B8kh8Z+gAAAD4hKJ+BH/3oR3rve9+rm266SQ0NDXr22Wf1xBNP6BWveIXfSwMAFKPhYWnDBud7xGcrFjO97AEAgCTuIQEAARONSsePO98jPlvxuOljDwAAUAQoX5+B+++/X/fff7/fywAAwJSs37IleG9gDAxIq1b5vQoAAAKBe0gAQGAkEtLJk2YzdZCMjEhLl/q9CgAAANcRlAcAIB/t2ROcDPm5grgmAAAAACh2p08HJ0N+rmjU7xUAAOAoW5ZsWb6vAcFD+XoAAPLN4KC0f7/fq5jf9LTfKwAAAAAAzDU2JvX2+r2K+c3M+L0CAAAATxCUBwAg3xw4IM3O+r2K+ZWX+70CAAAAAMBcfX2Sbfu9ivmVlvq9AgAAAE8QlAcAIJ9MTJg+gEHV0OD3CgAAAAAASfG4dP6836tYWCTi9woAAAA8QVAeAIB80t8vxWJ+r2Jhzc1+rwAAAAAAkDQyYgLzQVVX5/cKAAAAPEFQHgCAfDIw4PcKFhYOSy0tfq8CAAAAAJA0Our3ChYWCkm1tX6vAgAAwBNlfi8AAABkYHjY7xUsbN06qarK71UAAAAAAJKiUb9XsLCmJhOYBwCggNiXDr/XgOAhUx4AgHwyNeX3CuZXUiJt3Oj3KgAAAAAAcyUSfq9gfpYltbb6vQoAAADPEJQHACCfVFT4vYL5bd4sNTb6vQoAAAAAwFxlAS2U2tYm1dT4vQoAAADPEJQHACCf1Nf7vYLrNTRIW7f6vQoAAAAAwLUiEb9XcL3qaqm93e9VAAAAeIqgPAAA+aS52e8VXK22Vtq3T6qs9HslAAAAAIBr1db6vYKrhcNSZ2dwM/gBAABcwqsfAADySUuLeRMjFvN7JSZDft8+aflyv1cCAAAAAJhPXZ0UCknxuN8rMRnynZ3BzN4HAMAhtizZsnxfA4KHTHkAAPLJkiXmTQw/lZRIDzwg9fQQkAcAAACAIAuFpKYmf9dgWdLKlVJXFwF5AABQtMiUBwAg33R3S0eOSLOz3s4bDkvr1kkbN0qNjd7ODQAAAADITmurNDAg2ba38yY3BLS2SjU13s4NAAAQMATlAQDIN42N0qZN0t69zo/9nvdIt98uDQ1J09NSebkpU9/cbErnV1U5PycAAAAAwD01NVJbm3TunPNjv+EN0mteI0Wj0syMVFpqsuHr6kw/+1DI+TkBAADyEEF5AADy0bZt0qlTJnjulIYG6ZFHpMpK58YEAAAAAPivvV0aHpbGx50bs7paete7pDLeYgYAAEiFnvIAAOSjykqTKV9b68x4tbXSvn0E5AEAAACgEJWVSZ2dpi2ZE8JhMx4BeQAAgLQQlAcAIF/V10tHj5oM91w0NEjHjknLlzuyLAAAAABAAEUi0vr1JsM9F9XVZpxIxIlVAQBQUOyAHAgegvIAAOSz+nqpp0faskUqyfC/9ZIS6YEHzPUE5AEAAACg8EUiUleXtHKlZFmZXWtZ5rquLgLyAAAAGaK+EAAA+a6yUtq5U7r3XungQenECSkWW/j8cFhat07auFFqbPRqlQAAAACAICgrk9askVaskPr6pPPnpXh84fNDIampSWptlWpqvFsnAABAASEoDwBAoWhslHbvlrZvl/r7pYEBaWhImp6WystNmfrmZqmlRaqq8nu1AAAAAAA/1dRIa9dKq1dLo6PSyIgUjUozM1JpqcmGr6uTamtNYB4AAABZIygPAEChqaqSVq0yBwAAAAAAiwmFpKVLzQEAAABX0FMeAAAAAAAAAAAAAACXkCkPAAAAAAAAAAAAADmyZcmW5fsaEDxkygMAAAAAAAAAAAAA4BKC8gAAAAAAAAAAAAAAuISgPAAAAAAAAAAAAAAALiEoDwAAAAAAAAAAAACASwjKAwAAAAAAAAAAAADgkjK/FwAAAAAAAAAAAAAA+c6+dPi9BgQPmfIAAAAAAAAAAAAAALiETHkAAAAAAAAAAAAAcITl9wIQQGTKAwAAAAAAAAAAAADgEoLyAAAAAAAAAAAAAAC4hPL1AAAAAAAAAAAAAJAj2zaH32tA8JApDwAAAAAAAAAAAACASwjKAwAAAAAAAAAAAADgEoLyAAAAAAAAAAAAAAC4hKA8AAAAAAAAAAAAAAAuISgPAAAAAAAAAAAAAIBLyvxeAAAAAAAAAAAAAADkO/vS4fcaEDxkygMAAAAAAAAAAAAA4BKC8gAAAAAAAAAAAAAAuITy9QAAAAAAAAAAAACQM+vS4fcaEDRkygMAAAAAAAAAAAAA4BKC8gAAAAAAAAAAAAAAuITy9QAAAAAAAAAAAACQI/vS4fcaEDxkygMAAAAAAAAAAAAA4BKC8gAAAAAAAAAAAAAAuISgPAAAAAAAAAAAAAAALiEoDwAAAAAAAAAAAACAS8r8XgAAAAAAAAAAAAAA5Dv70uH3GhA8ZMoDAAAAAAAAAAAAAOASgvIAAAAAAAAAAAAAALiE8vUAAAAAAAAAAAAAkDPr0uH3GhA0ZMoDAAAAAAAAAAAAAOASgvIAAAAAAAAAAAAAALiE8vUAAAAAAAAAAAAAkCP70uH3GhA8ZMoDAAAAAAAAAAAAAOASgvIAAAAAAAAAAAAAALiEoDwAAAAAAAAAAAAAAC4hKA8AAAAAAAAAAAAAgEsIygMAAAAAAAAAAAAA4JIyvxcAAAAAAAAAAAAAAPnOvnT4vQYED5nyAAAAAAAAAAAAAAC4hEx5AAAAAAAAAAAAAMiZdenwew0IGoLyAWfbV4pMxGIxH1cCAAAAwAlzX9fPfb0POOGqe8jpaR9XAgAAAMAJc1/Xcw8ZfPH4y34vIRBrwPUsm9/gQBsdHVVdXZ3fywAAAADggpGREdXW1vq9DBQQ7iEBAACAwsU9ZDDFYjHdcMMNfi9jXi+99JLC4bDfy4DoKQ8AAAAAAAAAAAAAgGvIlA+42dlZjY2NSZKWLFkiy6IPBAAAAJDPbNvWxMSEJKmmpkYlJeyVhnO4hwQAAAAKC/eQwTf33yhouC8MDoLyAAAAAAAAAAAAAAC4hO00AAAAAAAAAAAAAAC4hKA8AAAAAAAAAAAAAAAuISgPAAAAAAAAAAAAAIBLCMoDAAAAAAAAAAAAAOASgvIAAAAAAAAAAAAAALiEoDwAAAAAAAAAAAAAAC4hKA8AAAAAAAAAAAAAgEsIygMAAAAAAAAAAAAA4BKC8gAAAAAAAAAAAAAAuISgPAAAAAAAAAAAAAAALiEoDwAAAAAAAAAAAACASwjKAwAAAAAAAAAAAADgEoLyAAAAAAAAAAAAAAC4hKA8AAAAAAAAAAAAAAAuISgPAAAAAAAAAAAAAIBLCMoDAIrS/v37ZVnWvMcf/dEfuTLn008/rU9+8pOKRqOujJ+rqakpffzjH9drX/taVVVV6S1veYu++c1v+r0sAAAAAPAd95DX4x4SAAAgfWV+LwAAAD/96Z/+qRoaGq76XHNzsytzPf3003rooYe0adMmRSIRV+bIxaZNm/T444/rox/9qN7whjdo//796ujo0KlTp/TWt77V7+UBAAAAgO+4h7yCe0gAAID0EZQHABS1d7/73Xrzm9/s9zJyEovFFA6Hcxrjn/7pn3TkyBHt2bNHW7dulSR1d3erublZH/vYx/T00087sVQAAAAAyGvcQxrcQwIAAGSG8vUAACzia1/7mu68806Fw2HdeOONes973qNnn332qnO+973vadOmTXrd616nyspK3XzzzdqyZYt+9rOfXT7nk5/8pLZt2yZJamhouFzmcHh4WMPDw7IsS/v3779ufsuy9MlPfvKqcSzL0ve//329//3vV3V19VUZCF/84hf1pje9SVVVVXrlK1+p++67TxcuXEj5fT7++OMqLS3V7/7u717+XGVlpR544AF997vfTWsMAAAAACh23ENyDwkAADAfMuUBAEXtxRdf1NjY2FWfq6mpkSQdPHhQH/zgB/Wud71Lf/Znf6aJiQn91V/9ld761rfq3Llzqq+vlyR985vf1I9+9CNt3rxZN998s5599ll94Qtf0LPPPqszZ87Isiy9733v0w9+8AN96Utf0mc+85nLc7z61a/WCy+8kPG6169frze84Q16+OGHZdu2JOlTn/qUdu7cqXvvvVcPPvigXnjhBX3uc5/T6tWrde7cuUXLHZ47d0633nqrbrrppqs+v2rVKklSb2+vli1blvE6AQAAAKCQcA9pcA8JAACQGYLyAICi9va3v/26z9m2rZdeekn//b//dz344IP6whe+cPlrH/zgB9XY2KiHH3748uf/63/9r/rDP/zDq8a44447dP/99+s73/mO7rzzTt122226/fbb9aUvfUnr1q27/GaMpKzeUGltbdXhw4cv//3HP/6x/sf/+B/avXu3/uRP/uTy59/3vvdp5cqV+vznP3/V56/1H//xH3rNa15z3eeTn/v3f//3jNcIAAAAAIWGe0iDe0gAAIDMEJQHABS1v/zLv9Stt9563ee/+c1vKhqN6v77778qC6K0tFRvectbdOrUqcufq6qquvzx5OSkXnrpJd1xxx2SpLNnz+rOO+90fN2/93u/d9Xf//Zv/1azs7O69957r1rvzTffrDe84Q06derUom+ovPzyy6qoqLju85WVlZe/DgAAAADFjntIg3tIAACAzBCUBwAUtVWrVunNb37zdZ//4Q9/KEm666675r1ubom+//zP/9RDDz2kI0eOaHR09KrzXnzxRQdXe0VDQ8NVf//hD38o27b1hje8Yd7zQ6HQouNVVVVpamrqus9PTk5e/joAAAAAFDvuIQ3uIQEAADJDUB4AgHnMzs5KMj0Bb7755uu+XlZ25b/Qe++9V08//bS2bdumtrY23XDDDZqdndXdd999eZzFWJY17+dnZmYWvObaNzhmZ2dlWZa+9rWvqbS09Lrzb7jhhkXX8JrXvEbPP//8dZ//j//4D0nSa1/72kWvBwAAAIBixj2kwT0kAADA/AjKAwAwj1/+5V+WJNXW1s7bMzBpfHxcf//3f6+HHnpIn/jEJy5/PpklMddCb5xUV1dLkqLR6FWf//GPf5zRem3bVkNDw7ylFFNpa2vTqVOn9POf//yqDI5nnnnm8tcBAAAAAPPjHtLgHhIAAGB+JX4vAACAIHrXu96lm266SQ8//LDi8fh1X3/hhRck6XJGgW3bV3390Ucfve6acDgs6fo3Tm666SbV1NToH//xH6/6/Oc///m01/u+971PpaWleuihh65bi23b+tnPfrbo9ffcc49mZmb0hS984fLnpqamtG/fPr3lLW/RsmXL0l4LAAAAABQb7iG5hwQAAFgMmfIAAMzjpptu0l/91V9p48aNuv3223Xffffp1a9+tX7yk5/oq1/9qtrb2/UXf/EXuummm7R69Wr9z//5PxWPx7V06VI98cQTGhoaum7MN73pTZKk7du367777lMoFNJv/uZvKhwO68EHH9SnP/1pPfjgg3rzm9+sf/zHf9QPfvCDtNf7y7/8y9q9e7f++I//WMPDw1q3bp1uvPFGDQ0N6Stf+Yp+93d/V1u3bl3w+re85S1av369/viP/1ijo6N6/etfr//9v/+3hoeH9dhjj2X+AwQAAACAIsI9JPeQAAAAiyEoDwDAAt7//vfrta99rT796U9rz549mpqa0tKlS3XnnXdq8+bNl887fPiwPvKRj+gv//IvZdu23vnOd+prX/vadT30fvVXf1W7du3SX//1X+vrX/+6ZmdnNTQ0pHA4rE984hN64YUX9Pjjj+vYsWN697vfra997Wuqra1Ne71/9Ed/pFtvvVWf+cxn9NBDD0mSli1bpne+8536rd/6rZTXHzhwQDt37tTBgwc1Pj6u2267Tf/n//wfrV69Ou01AAAAAECx4h6Se0gAAICFWPa19YkAAAAAAAAAAAAAAIAj6CkPAAAAAAAAAAAAAIBLCMoDAAAAAAAAAAAAAOASgvIAAAAAAAAAAAAAALiEoDwAAAAAAAAAAAAAAC4hKA8AAAAAAAAAAAAAgEsIygMAAAAAAAAAAAAA4BKC8gAAAAAAAAAAAAAAuISgPAAAAAAAAAAAAAAALiEoDwAAAAAAAAAAAACASwjKAwAAAAAAAAAAAADgEoLyAAAAAAAAAAAAAAC4hKA8AAAAAAAAAAAAAAAuISgPAAAAAAAAAAAAAIBLCMoDAAAAAAAAAAAAAOASgvIAAAAAAAAAAAAAALiEoDwAAAAAAAAAAAAAAC4hKA8AAAAAAAAAAAAAgEsIygMAAAAAAAAAAAAA4BKC8gAAAAAAAAAAAAAAuISgPAAAAAAAAAAAAAAALiEoDwAAAAAAAAAAAACASwjKAwAAAAAAAAAAAADgEoLyAAAAAAAAAAAAAAC4hKA8AAAAAAAAAAAAAAAuISgPAAAAAAAAAAAAAIBLCMoDAAAAAAAAAAAAAOASgvIAAAAAAAAAAAAAALiEoDwAAAAAAAAAAAAAAC4hKA8AAAAAAAAAAAAAgEsIygMAAAAAAAAAAAAA4BKC8gAAAAAAAAAAAAAAuISgPAAAAAAAAAAAAAAALiEoDwAAAAAAAAAAAACAS/5/kEzqQxdxPjYAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(1, 2, figsize=(10*fig_scale, 3.5*fig_scale))\n",
" \n",
"mglearn.tools.plot_2d_separator(\n",
" lr, Xs, ax=axes[0], alpha=.4, fill=False, cm=mglearn.cm2)\n",
"scores_image = mglearn.tools.plot_2d_scores(\n",
" lr, Xs, ax=axes[1], alpha=.5, cm=mglearn.ReBl, function='predict_proba')\n",
"\n",
"for ax in axes:\n",
" # plot training and test points\n",
" mglearn.discrete_scatter(Xs_test[:, 0], Xs_test[:, 1], ys_test,\n",
" markers='^', ax=ax, s=7*fig_scale)\n",
" mglearn.discrete_scatter(Xs_train[:, 0], Xs_train[:, 1], ys_train,\n",
" markers='o', ax=ax, s=7*fig_scale)\n",
" ax.set_xlabel(\"Feature 0\")\n",
" ax.set_ylabel(\"Feature 1\")\n",
"# don't want a transparent colorbar\n",
"cbar = plt.colorbar(scores_image, ax=axes.tolist())\n",
"cbar.set_alpha(1)\n",
"cbar.ax.tick_params(labelsize=8*fig_scale)\n",
"axes[0].legend([\"Test class 0\", \"Test class 1\", \"Train class 0\",\n",
" \"Train class 1\"], ncol=4, loc=(.1, 1.1));"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Threshold calibration\n",
"\n",
"- By default, we threshold at 0 for `decision_function` and 0.5 for `predict_proba`\n",
"- Depending on the application, you may want to threshold differently\n",
" - Lower threshold yields fewer FN (better recall), more FP (worse precision), and vice-versa"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"hide_input": false,
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "b85cddc09ef0464bbd3812a314583491",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"interactive(children=(FloatSlider(value=2.220446049250313e-16, description='threshold', max=1.3, min=-1.2), Ou…"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from mglearn.datasets import make_blobs\n",
"from sklearn.svm import SVC\n",
"from sklearn.model_selection import train_test_split\n",
"from mglearn.tools import plot_2d_separator, plot_2d_scores, cm, discrete_scatter\n",
"import ipywidgets as widgets\n",
"from ipywidgets import interact, interact_manual\n",
"\n",
"Xs, ys = make_blobs(n_samples=(400, 50), centers=2, cluster_std=[7.0, 2],\n",
" random_state=22)\n",
"Xs_train, Xs_test, ys_train, ys_test = train_test_split(Xs, ys, stratify=ys, random_state=0)\n",
"svc1 = SVC(gamma=.04).fit(Xs_train, ys_train)\n",
" \n",
" \n",
"@interact\n",
"def plot_decision_threshold(threshold=(-1.2,1.3,0.1)):\n",
" fig, axes = plt.subplots(1, 2, figsize=(8*fig_scale, 2.2*fig_scale), subplot_kw={'xticks': (), 'yticks': ()}) \n",
" line = np.linspace(Xs_train.min(), Xs_train.max(), 100)\n",
"\n",
" axes[0].set_title(\"decision with threshold {:.2f}\".format(threshold))\n",
" discrete_scatter(Xs_train[:, 0], Xs_train[:, 1], ys_train, ax=axes[0], s=7*fig_scale)\n",
" discrete_scatter(Xs_test[:, 0], Xs_test[:, 1], ys_test, ax=axes[0], markers='^', s=7*fig_scale)\n",
"\n",
" plot_2d_scores(svc1, Xs_train, function=\"decision_function\", alpha=.7,\n",
" ax=axes[0], cm=mglearn.ReBl)\n",
" plot_2d_separator(svc1, Xs_train, linewidth=3, ax=axes[0], threshold=threshold)\n",
" axes[0].set_xlim(Xs_train[:, 0].min(), Xs_train[:, 0].max())\n",
" axes[0].plot(line, np.array([10 for i in range(len(line))]), 'k:', linewidth=2)\n",
"\n",
" axes[1].set_title(\"cross-section with threshold {:.2f}\".format(threshold))\n",
" axes[1].plot(line, svc1.decision_function(np.c_[line, 10 * np.ones(100)]), c='k')\n",
" dec = svc1.decision_function(np.c_[line, 10 * np.ones(100)])\n",
" contour = (dec > threshold).reshape(1, -1).repeat(10, axis=0)\n",
" axes[1].contourf(line, np.linspace(-1.5, 1.5, 10), contour, linewidth=2, alpha=0.4, cmap=cm)\n",
" discrete_scatter(Xs_test[:, 0], Xs_test[:, 1]*0, ys_test, ax=axes[1], markers='^', s=7*fig_scale)\n",
"\n",
" axes[1].plot(line, np.array([threshold for i in range(len(line))]), 'r:', linewidth=3)\n",
" axes[1].tick_params(labelsize=8*fig_scale)\n",
" \n",
" axes[0].set_xlim(Xs_train[:, 0].min(), Xs_train[:, 0].max())\n",
" axes[1].set_xlim(Xs_train[:, 0].min(), Xs_train[:, 0].max())\n",
" axes[1].set_ylim(-1.5, 1.5)\n",
" axes[1].set_xticks(())\n",
" axes[1].set_yticks(np.arange(-1.5, 1.5, 0.5))\n",
" axes[1].yaxis.tick_right()\n",
" axes[1].set_ylabel(\"Decision value\")\n",
" \n",
" y_pred = svc1.decision_function(Xs_test)\n",
" y_pred = y_pred > threshold\n",
" axes[1].text(Xs_train.min()+1,1.2,\"Precision: {:.4f}\".format(precision_score(ys_test,y_pred)), size=7*fig_scale)\n",
" axes[1].text(Xs_train.min()+1,0.9,\"Recall: {:.4f}\".format(recall_score(ys_test,y_pred)), size=7*fig_scale)\n",
" plt.tight_layout();"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [],
"source": [
"if not interactive:\n",
" plot_decision_threshold(0)\n",
" plot_decision_threshold(-0.9)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Precision-Recall curve\n",
"- The best trade-off between precision and recall depends on your application\n",
" - You can have arbitrary high recall, but you often want reasonable precision, too.\n",
"- Plotting precision against recall _for all possible thresholds_ yields a __precision-recall curve__\n",
" - Change the treshold until you find a sweet spot in the precision-recall trade-off\n",
" - Often jagged at high thresholds, when there are few positive examples left"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "50afaebae37a4045a82cae98976a05a1",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"interactive(children=(FloatSlider(value=-0.9899999999999998, description='threshold', max=1.4, min=-3.19), Dro…"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.ensemble import RandomForestClassifier\n",
"from sklearn.metrics import precision_recall_curve\n",
"\n",
"# create a similar dataset as before, but with more samples\n",
"# to get a smoother curve\n",
"Xp, yp = make_blobs(n_samples=(4000, 500), centers=2, cluster_std=[7.0, 2], random_state=22)\n",
"Xp_train, Xp_test, yp_train, yp_test = train_test_split(Xp, yp, random_state=0)\n",
"svc2 = SVC(gamma=.05).fit(Xp_train, yp_train)\n",
"rf2 = RandomForestClassifier(n_estimators=100).fit(Xp_train, yp_train)\n",
"\n",
"@interact\n",
"def plot_PR_curve(threshold=(-3.19,1.4,0.1), model=[svc2, rf2]):\n",
" if hasattr(model, \"predict_proba\"):\n",
" precision, recall, thresholds = precision_recall_curve(\n",
" yp_test, model.predict_proba(Xp_test)[:, 1])\n",
" else:\n",
" precision, recall, thresholds = precision_recall_curve(\n",
" yp_test, model.decision_function(Xp_test))\n",
" # find existing threshold closest to zero\n",
" close_zero = np.argmin(np.abs(thresholds))\n",
" plt.figure(figsize=(10*fig_scale,4*fig_scale))\n",
" plt.plot(recall[close_zero], precision[close_zero], 'o', markersize=10,\n",
" label=\"threshold zero\", fillstyle=\"none\", c='k', mew=2)\n",
" plt.plot(recall, precision, lw=2, label=\"precision recall curve\")\n",
"\n",
" if hasattr(model, \"predict_proba\"):\n",
" yp_pred = model.predict_proba(Xp_test)[:, 1] > threshold\n",
" else:\n",
" yp_pred = model.decision_function(Xp_test) > threshold\n",
" plt.plot(recall_score(yp_test,yp_pred), precision_score(yp_test,yp_pred), 'o', markersize=10, label=\"threshold {:.2f}\".format(threshold))\n",
"\n",
" plt.ylabel(\"Precision\")\n",
" plt.xlabel(\"Recall\")\n",
" plt.legend(loc=\"best\", prop={\"size\":10});"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [],
"source": [
"if not interactive:\n",
" plot_PR_curve(threshold=-0.99,model=svc2)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"#### Model selection\n",
"- Some models can achieve trade-offs that others can't\n",
"- Your application may require very high recall (or very high precision)\n",
" - Choose the model that offers the best trade-off, given your application\n",
"- The area under the PR curve (AUPRC) gives the _best overall_ model"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/pdf": "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",
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.metrics import auc\n",
"colors=['b','r','g','y']\n",
"\n",
"def plot_PR_curves(models):\n",
" \n",
" plt.figure(figsize=(10*fig_scale,4*fig_scale))\n",
" for i, model in enumerate(models):\n",
" if hasattr(model, \"predict_proba\"):\n",
" precision, recall, thresholds = precision_recall_curve(\n",
" yp_test, model.predict_proba(Xp_test)[:, 1])\n",
" close_zero = np.argmin(np.abs(thresholds-0.5))\n",
" else:\n",
" precision, recall, thresholds = precision_recall_curve(\n",
" yp_test, model.decision_function(Xp_test))\n",
" close_zero = np.argmin(np.abs(thresholds))\n",
" \n",
" plt.plot(recall, precision, lw=2, c=colors[i], label=\"PR curve {}, Area: {:.4f}\".format(model, auc(recall, precision))) \n",
" plt.plot(recall[close_zero], precision[close_zero], 'o', markersize=10,\n",
" fillstyle=\"none\", c=colors[i], mew=2, label=\"Default threshold {}\".format(model))\n",
" plt.ylabel(\"Precision\")\n",
" plt.xlabel(\"Recall\")\n",
" plt.legend(loc=\"lower left\", prop={\"size\":9});\n",
" \n",
"#svc2 = SVC(gamma=0.01).fit(X_train, y_train)\n",
"plot_PR_curves([svc2, rf2])"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"#### Hyperparameter effects\n",
"Of course, hyperparameters affect predictions and hence also the shape of the curve"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/pdf": "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",
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"svc3 = SVC(gamma=0.01).fit(Xp_train, yp_train)\n",
"svc4 = SVC(gamma=1).fit(Xp_train, yp_train)\n",
"plot_PR_curves([svc3, svc2, svc4])"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Receiver Operating Characteristics (ROC)\n",
"\n",
"- Trade off _true positive rate_ $\\textit{TPR}= \\frac{TP}{TP + FN}$ with _false positive rate_ $\\textit{FPR} = \\frac{FP}{FP + TN}$\n",
"- Plotting TPR against FPR _for all possible thresholds_ yields a _Receiver Operating Characteristics curve_\n",
" - Change the treshold until you find a sweet spot in the TPR-FPR trade-off\n",
" - Lower thresholds yield higher TPR (recall), higher FPR, and vice versa"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"hide_input": true,
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "4f7e277fc2fb44b78df72fd9f1003acd",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"interactive(children=(FloatSlider(value=-0.9899999999999998, description='threshold', max=1.4, min=-3.19), Dro…"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.metrics import roc_curve\n",
"\n",
"@interact\n",
"def plot_ROC_curve(threshold=(-3.19,1.4,0.1), model=[svc2, rf2]):\n",
" if hasattr(model, \"predict_proba\"):\n",
" fpr, tpr, thresholds = roc_curve(yp_test, model.predict_proba(Xp_test)[:, 1])\n",
" else:\n",
" fpr, tpr, thresholds = roc_curve(yp_test, model.decision_function(Xp_test))\n",
" # find existing threshold closest to zero\n",
" close_zero = np.argmin(np.abs(thresholds))\n",
" plt.figure(figsize=(10*fig_scale,4*fig_scale))\n",
" plt.plot(fpr[close_zero], tpr[close_zero], 'o', markersize=10, label=\"threshold zero\", fillstyle=\"none\", c='k', mew=2)\n",
" plt.plot(fpr, tpr, lw=2, label=\"ROC curve\")\n",
" \n",
" closest = np.argmin(np.abs(thresholds-threshold))\n",
" plt.plot(fpr[closest], tpr[closest], 'o', markersize=10, label=\"threshold {:.2f}\".format(threshold))\n",
" \n",
" plt.ylabel(\"TPR (recall)\")\n",
" plt.xlabel(\"FPR\")\n",
" plt.legend(loc=\"best\", prop={\"size\":10});"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [],
"source": [
"if not interactive:\n",
" plot_ROC_curve(threshold=-0.99,model=svc2)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"#### Visualization\n",
"* Histograms show the amount of points with a certain decision value (for each class)\n",
"* $\\textit{TPR}= \\frac{\\color{red}{TP}}{\\color{red}{TP} + \\color{magenta}{FN}}$ can be seen from the positive predictions (top histogram)\n",
"* $\\textit{FPR} = \\frac{\\color{cyan}{FP}}{\\color{cyan}{FP} + \\color{blue}{TN}}$ can be seen from the negative predictions (bottom histogram)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "57df1be7b08944a185376c1e67c179d8",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"interactive(children=(FloatSlider(value=0.0, description='threshold', max=2.0, min=-2.0), Output()), _dom_clas…"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# More data for a smoother curve\n",
"Xb, yb = make_blobs(n_samples=(4000, 4000), centers=2, cluster_std=[3, 3], random_state=7)\n",
"Xb_train, Xb_test, yb_train, yb_test = train_test_split(Xb, yb, random_state=0)\n",
"svc_roc = SVC(C=2).fit(Xb_train, yb_train)\n",
"probs_roc = svc_roc.decision_function(Xb_test)\n",
"\n",
"@interact\n",
"def plot_roc_threshold(threshold=(-2,2,0.1)):\n",
" fig = plt.figure(constrained_layout=True, figsize=(10*fig_scale,4*fig_scale))\n",
" axes = []\n",
" gs = fig.add_gridspec(2, 2)\n",
" axes.append(fig.add_subplot(gs[0, :-1]))\n",
" axes.append(fig.add_subplot(gs[1, :-1]))\n",
" axes.append(fig.add_subplot(gs[:, 1]))\n",
" \n",
" n=50 # number of histogram bins\n",
" color=['b','r']\n",
" color_fill=['b','c','m','r']\n",
" labels=['TN','FP','FN','TP']\n",
" \n",
" # Histograms\n",
" for label in range(2):\n",
" ps = probs_roc[yb_test == label] # get prediction for given label\n",
" p, x = np.histogram(ps, bins=n) # bin it into n bins\n",
" x = x[:-1] + (x[1] - x[0])/2 # convert bin edges to center\n",
" axes[1-label].plot(x, p, c=color[label], lw=2)\n",
" axes[1-label].fill_between(x[x=threshold], p[x>threshold], -5, facecolor=color_fill[2*label+1], label='{}: {}'.format(labels[2*label+1],np.sum(p[x>=threshold])))\n",
" axes[1-label].set_title('Histogram of decision values for points with class {}'.format(label), fontsize=12*fig_scale)\n",
" axes[1-label].legend(prop={\"size\":10})\n",
" \n",
" #ROC curve\n",
" fpr, tpr, thresholds = roc_curve(yb_test, svc_roc.decision_function(Xb_test))\n",
" axes[2].plot(fpr, tpr, lw=2, label=\"ROC curve\", c='k')\n",
" closest = np.argmin(np.abs(thresholds-threshold))\n",
" axes[2].plot(fpr[closest], tpr[closest], 'o', markersize=10, label=\"threshold {:.2f}\".format(threshold))\n",
" \n",
" axes[2].set_title('ROC curve', fontsize=12*fig_scale)\n",
" axes[2].set_xlabel(\"FPR\")\n",
" axes[2].set_ylabel(\"TPR\")\n",
" axes[2].legend(prop={\"size\":10})"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [],
"source": [
"if not interactive:\n",
" plot_roc_threshold(threshold=-0.99)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"#### Model selection\n",
"- Again, some models can achieve trade-offs that others can't\n",
"- Your application may require minizing FPR (low FP), or maximizing TPR (low FN)\n",
"- The area under the ROC curve (AUROC or AUC) gives the _best overall_ model\n",
" - Frequently used for evaluating models on imbalanced data\n",
" - Random guessing (TPR=FPR) or predicting majority class (TPR=FPR=1): 0.5 AUC"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/pdf": "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",
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.metrics import auc\n",
"from sklearn.dummy import DummyClassifier\n",
"\n",
"def plot_ROC_curves(models):\n",
" fig = plt.figure(figsize=(10*fig_scale,4*fig_scale))\n",
" for i, model in enumerate(models):\n",
" if hasattr(model, \"predict_proba\"):\n",
" fpr, tpr, thresholds = roc_curve(\n",
" yb_test, model.predict_proba(Xb_test)[:, 1])\n",
" close_zero = np.argmin(np.abs(thresholds-0.5))\n",
" else:\n",
" fpr, tpr, thresholds = roc_curve(\n",
" yb_test, model.decision_function(Xb_test))\n",
" close_zero = np.argmin(np.abs(thresholds))\n",
" plt.plot(fpr, tpr, lw=2, c=colors[i], label=\"ROC curve {}, Area: {:.4f}\".format(model, auc(fpr, tpr))) \n",
" plt.plot(fpr[close_zero], tpr[close_zero], 'o', markersize=10,\n",
" fillstyle=\"none\", c=colors[i], mew=2) #label=\"Default threshold {}\".format(model)\n",
" plt.ylabel(\"TPR (recall)\")\n",
" plt.xlabel(\"FPR\")\n",
" plt.legend(loc=\"lower right\",prop={\"size\":10});\n",
" \n",
"svc = SVC(gamma=.1).fit(Xb_train, yb_train)\n",
"rf = RandomForestClassifier(n_estimators=100).fit(Xb_train, yb_train)\n",
"dc = DummyClassifier(strategy='most_frequent').fit(Xb_train, yb_train)\n",
"dc2 = DummyClassifier(strategy='uniform').fit(Xb_train, yb_train)\n",
"plot_ROC_curves([dc, dc2, svc, rf])"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"#### Multi-class AUROC (or AUPRC) \n",
"* We again need to choose between micro- or macro averaging TPR and FPR.\n",
" * Micro-average if every sample is equally important (irrespective of class)\n",
" * Macro-average if every class is equally important, especially for imbalanced data"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/pdf": "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",
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from itertools import cycle\n",
"\n",
"from sklearn.metrics import roc_curve, auc\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.preprocessing import label_binarize\n",
"from sklearn.multiclass import OneVsRestClassifier\n",
"from numpy import interp\n",
"from sklearn.metrics import roc_auc_score\n",
"\n",
"# 3 class imbalanced data\n",
"Xi, yi = make_blobs(n_samples=(800, 500, 60), centers=3, cluster_std=[7.0, 2, 3.0], random_state=22)\n",
"sizes = [800, 500, 60]\n",
"\n",
"# Binarize the output\n",
"yi = label_binarize(yi, classes=[0, 1, 2])\n",
"n_classes = yi.shape[1]\n",
"Xi_train, Xi_test, yi_train, yi_test = train_test_split(Xi, yi, test_size=.5, random_state=0)\n",
"\n",
"# Learn to predict each class against the other\n",
"classifier = OneVsRestClassifier(SVC(probability=True))\n",
"y_score = classifier.fit(Xi_train, yi_train).decision_function(Xi_test)\n",
"\n",
"# Compute ROC curve and ROC area for each class\n",
"fpr = dict()\n",
"tpr = dict()\n",
"roc_auc = dict()\n",
"for i in range(n_classes):\n",
" fpr[i], tpr[i], _ = roc_curve(yi_test[:, i], y_score[:, i])\n",
" roc_auc[i] = auc(fpr[i], tpr[i])\n",
"\n",
"# Compute micro-average ROC curve and ROC area\n",
"fpr[\"micro\"], tpr[\"micro\"], _ = roc_curve(yi_test.ravel(), y_score.ravel())\n",
"roc_auc[\"micro\"] = auc(fpr[\"micro\"], tpr[\"micro\"])\n",
"\n",
"# First aggregate all false positive rates\n",
"all_fpr = np.unique(np.concatenate([fpr[i] for i in range(n_classes)]))\n",
"\n",
"# Then interpolate all ROC curves at this points\n",
"mean_tpr = np.zeros_like(all_fpr)\n",
"for i in range(n_classes):\n",
" mean_tpr += interp(all_fpr, fpr[i], tpr[i])\n",
"\n",
"# Finally average it and compute AUC\n",
"mean_tpr /= n_classes\n",
"\n",
"fpr[\"macro\"] = all_fpr\n",
"tpr[\"macro\"] = mean_tpr\n",
"roc_auc[\"macro\"] = auc(fpr[\"macro\"], tpr[\"macro\"])\n",
"\n",
"# Plot all ROC curves\n",
"plt.figure(figsize=(10*fig_scale,4*fig_scale))\n",
"\n",
"plt.plot(fpr[\"micro\"], tpr[\"micro\"],\n",
" label='micro-average ROC curve (area = {0:0.2f})'\n",
" ''.format(roc_auc[\"micro\"]),\n",
" color='deeppink', linestyle=':', linewidth=4)\n",
"\n",
"plt.plot(fpr[\"macro\"], tpr[\"macro\"],\n",
" label='macro-average ROC curve (area = {0:0.2f})'\n",
" ''.format(roc_auc[\"macro\"]),\n",
" color='navy', linestyle=':', linewidth=4)\n",
"\n",
"colors = cycle(['aqua', 'darkorange', 'cornflowerblue'])\n",
"for i, color in zip(range(n_classes), colors):\n",
" plt.plot(fpr[i], tpr[i], color=color, lw=2, linestyle='-',\n",
" label='ROC curve of class {} (size: {}) (area = {:0.2f})'\n",
" ''.format(i, sizes[i], roc_auc[i]))\n",
"\n",
"plt.plot([0, 1], [0, 1], 'k--', lw=2)\n",
"plt.xlim([0.0, 1.0])\n",
"plt.ylim([0.0, 1.05])\n",
"plt.xlabel('False Positive Rate')\n",
"plt.ylabel('True Positive Rate')\n",
"plt.title('Extension of ROC to multi-class')\n",
"plt.legend(loc=\"lower right\", prop={\"size\":10})\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Model calibration\n",
"\n",
"* For some models, the _predicted_ uncertainty does not reflect the _actual_ uncertainty\n",
" * If a model is 90% sure that samples are positive, is it also 90% accurate on these?\n",
"* A model is called _calibrated_ if the reported uncertainty actually matches how correct it is \n",
" * Overfitted models also tend to be over-confident\n",
" * LogisticRegression models are well calibrated since they learn probabilities\n",
" * SVMs are not well calibrated. _Biased_ towards points close to the decision boundary."
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/pdf": "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",
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.svm import SVC\n",
"from sklearn.datasets import make_classification\n",
"from sklearn.calibration import calibration_curve\n",
"from sklearn.metrics import brier_score_loss, accuracy_score\n",
"\n",
"def load_data():\n",
" X, y = make_classification(n_samples=100000, n_features=20, random_state=0)\n",
" train_samples = 2000 # Samples used for training the models\n",
" X_train = X[:train_samples]\n",
" X_test = X[train_samples:]\n",
" y_train = y[:train_samples]\n",
" y_test = y[train_samples:]\n",
"\n",
" return X_train, X_test, y_train, y_test\n",
"\n",
"Xc_train, Xc_test, yc_train, yc_test = load_data()\n",
"\n",
"def plot_calibration_curve(y_true, y_prob, n_bins=5, ax=None, hist=True, normalize=False):\n",
" prob_true, prob_pred = calibration_curve(y_true, y_prob, n_bins=n_bins)\n",
" if ax is None:\n",
" ax = plt.gca()\n",
" if hist:\n",
" ax.hist(y_prob, weights=np.ones_like(y_prob) / len(y_prob), alpha=.4,\n",
" bins=np.maximum(10, n_bins))\n",
" ax.plot([0, 1], [0, 1], ':', c='k')\n",
" curve = ax.plot(prob_pred, prob_true, marker=\"o\")\n",
"\n",
" ax.set_xlabel(\"predicted probability\")\n",
" ax.set_ylabel(\"fraction of pos. samples\")\n",
" ax.set(aspect='equal')\n",
" return curve\n",
"\n",
"# Plot calibration curves for `models`, optionally show a calibrator run on a calibratee\n",
"def plot_calibration_comparison(models, calibrator=None, calibratee=None): \n",
" def get_probabilities(clf, X):\n",
" if hasattr(clf, \"predict_proba\"): # Use probabilities if classifier has predict_proba\n",
" prob_pos = clf.predict_proba(X)[:, 1]\n",
" else: # Otherwise, use decision function and scale\n",
" prob_pos = clf.decision_function(X)\n",
" prob_pos = (prob_pos - prob_pos.min()) / (prob_pos.max() - prob_pos.min())\n",
" return prob_pos\n",
" \n",
" nr_plots = len(models)\n",
" if calibrator:\n",
" nr_plots += 1\n",
" fig, axes = plt.subplots(1, nr_plots, figsize=(3*nr_plots*fig_scale, 4*nr_plots*fig_scale))\n",
" for ax, clf in zip(axes[:len(models)], models):\n",
" clf.fit(Xc_train, yc_train)\n",
" prob_pos = get_probabilities(clf,Xc_test) \n",
" bs = brier_score_loss(yc_test,prob_pos)\n",
" plot_calibration_curve(yc_test, prob_pos, n_bins=20, ax=ax)\n",
" ax.set_title(clf.__class__.__name__, fontsize=10*fig_scale)\n",
" ax.text(0,0.95,\"Brier score: {:.3f}\".format(bs), size=10*fig_scale)\n",
" if calibrator:\n",
" calibratee.fit(Xc_train, yc_train)\n",
" # We're visualizing the trained calibrator, hence let it predict the training data\n",
" prob_pos = get_probabilities(calibratee, Xc_train) # get uncalibrated predictions\n",
" y_sort = [x for _,x in sorted(zip(prob_pos,yc_train))] # sort for nicer plots\n",
" prob_pos.sort()\n",
" cal_prob = calibrator.fit(prob_pos, y_sort).predict(prob_pos) # fit calibrator\n",
" axes[-1].scatter(prob_pos,y_sort, s=2)\n",
" axes[-1].scatter(prob_pos,cal_prob, s=2)\n",
" axes[-1].plot(prob_pos,cal_prob)\n",
" axes[-1].set_title(\"Calibrator: {}\".format(calibrator.__class__.__name__), fontsize=10*fig_scale)\n",
" axes[-1].set_xlabel(\"predicted probability\")\n",
" axes[-1].set_ylabel(\"outcome\")\n",
" axes[-1].set(aspect='equal')\n",
" plt.tight_layout()\n",
" \n",
"plot_calibration_comparison([LogisticRegression(), SVC()]) "
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
},
"tags": []
},
"source": [
"#### Brier score\n",
"* You may want to select models based on how accurate the class confidences are.\n",
"* The **Brier score loss**: squared loss between predicted probability $\\hat{p}$ and actual outcome $y$\n",
" * Lower is better\n",
"$$\\mathcal{L}_{Brier} = \\frac{1}{n}\\sum_{i=1}^n (\\hat{p}_i - y_i)^2$$"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Logistic Regression Brier score loss: 0.0322\n",
"SVM Brier score loss: 0.0795\n"
]
}
],
"source": [
"from sklearn.datasets import load_breast_cancer\n",
"cancer = load_breast_cancer()\n",
"XC_train, XC_test, yC_train, yC_test = train_test_split(cancer.data, cancer.target, test_size=.5, random_state=0)\n",
"\n",
"# LogReg\n",
"logreg = LogisticRegression().fit(XC_train, yC_train)\n",
"probs = logreg.predict_proba(XC_test)[:,1]\n",
"print(\"Logistic Regression Brier score loss: {:.4f}\".format(brier_score_loss(yC_test,probs)))\n",
"\n",
"# SVM: scale decision functions\n",
"svc = SVC().fit(XC_train, yC_train)\n",
"prob_pos = svc.decision_function(XC_test)\n",
"prob_pos = (prob_pos - prob_pos.min()) / (prob_pos.max() - prob_pos.min())\n",
"print(\"SVM Brier score loss: {:.4f}\".format(brier_score_loss(yC_test,prob_pos)))"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"#### Model calibration techniques\n",
"\n",
"* We can post-process trained models to make them more calibrated.\n",
"* Fit a regression model (a calibrator) to map the model's outcomes $f(x)$ to a calibrated probability in [0,1]\n",
" * $f(x)$ returns the decision values or probability estimates\n",
" * $f_{calib}$ is fitted on the training data to map these to the correct outcome\n",
" * Often an internal cross-validation with few folds is used\n",
" * Multi-class models require one calibrator per class\n",
"\n",
"$$f_{calib}(f(x))≈p(y)$$"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"##### Platt Scaling\n",
"* Calibrator is a logistic (sigmoid) function:\n",
" * Learn the weight $w_1$ and bias $w_0$ from data\n",
"$$f_{platt}=\\frac{1}{1+\\exp(−w_1 f(x)− w_0)}$$"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/pdf": "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",
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.calibration import CalibratedClassifierCV\n",
"from sklearn.linear_model import LogisticRegression\n",
"\n",
"# Wrapped LogisticRegression to get sigmoid predictions\n",
"class Sigmoid():\n",
" model = LogisticRegression()\n",
" \n",
" def fit(self, X, y):\n",
" self.model.fit(X.reshape(-1, 1),y)\n",
" return self\n",
"\n",
" def predict(self, X):\n",
" return self.model.predict_proba(X.reshape(-1, 1))[:, 1]\n",
" \n",
"svm = SVC()\n",
"svm_platt = CalibratedClassifierCV(svm, cv=2, method='sigmoid')\n",
"plot_calibration_comparison([svm, svm_platt],Sigmoid(),svm)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"##### Isotonic regression\n",
"* Maps input $x_i$ to an output $\\hat{y}_i$ so that $\\hat{y}_i$ increases monotonically with $x_i$ and minimizes loss $\\sum_i^n (y_i-\\hat{y}_i)$\n",
" * Predictions are made by interpolating the predicted $\\hat{y}_i$\n",
"* Fit to minimize the loss between the uncalibrated predictions $f(x)$ and the actual labels \n",
"* Corrects any monotonic distortion, but tends to overfit on small samples"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/pdf": "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",
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.isotonic import IsotonicRegression\n",
"\n",
"model = SVC()\n",
"iso = CalibratedClassifierCV(model, cv=2, method='isotonic')\n",
"plot_calibration_comparison([model, iso],IsotonicRegression(),model)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
},
"tags": []
},
"source": [
"## Cost-sensitive classification (dealing with imbalance)\n",
"* In the real world, different kinds of misclassification can have different costs \n",
" - Misclassifying certain classes can be more costly than others \n",
" - Misclassifying certain samples can be more costly than others \n",
"* Cost-sensitive resampling: resample (or reweight) the data to represent real-world expectations\n",
" - oversample minority classes (or undersample majority) to 'correct' imbalance\n",
" - increase weight of misclassified samples (e.g. in boosting)\n",
" - decrease weight of misclassified (noisy) samples (e.g. in model compression)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Class weighting\n",
"* If some classes are more important than others, we can give them more weight\n",
" * E.g. for imbalanced data, we can give more weight to minority classes\n",
"* Most classification models can include it in their loss function and optimize for it\n",
" * E.g. Logistic regression: add a class weight $w_c$ in the log loss function\n",
"$$\\mathcal{L_{log}}(\\mathbf{w}) = - \\sum_{c=1}^{C} \\color{red}{w_c} \\sum_{n=1}^{N} p_{n,c} log(q_{n,c}) $$"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/pdf": "JVBERi0xLjQKJazcIKu6CjEgMCBvYmoKPDwgL1R5cGUgL0NhdGFsb2cgL1BhZ2VzIDIgMCBSID4+CmVuZG9iago4IDAgb2JqCjw8IC9Gb250IDMgMCBSIC9YT2JqZWN0IDcgMCBSIC9FeHRHU3RhdGUgNCAwIFIgL1BhdHRlcm4gNSAwIFIKL1NoYWRpbmcgNiAwIFIgL1Byb2NTZXQgWyAvUERGIC9UZXh0IC9JbWFnZUIgL0ltYWdlQyAvSW1hZ2VJIF0gPj4KZW5kb2JqCjExIDAgb2JqCjw8IC9UeXBlIC9QYWdlIC9QYXJlbnQgMiAwIFIgL1Jlc291cmNlcyA4IDAgUgovTWVkaWFCb3ggWyAwIDAgNDY2LjM4IDIyMy43ODA4NzUgXSAvQ29udGVudHMgOSAwIFIgL0Fubm90cyAxMCAwIFIgPj4KZW5kb2JqCjkgMCBvYmoKPDwgL0xlbmd0aCAxMiAwIFIgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicfL3bziY7riR2v56inqC2zodLH4B9b1/4AQYzuz3oNuA9gP36jqAoJql/lbvRQGX096cylRLFY/Df/tf/+v/8n//lv/5v//4///pf/ve//u27+i//46/867/jf//xK/367/jf//sr//p3/O8//kq4+tdfbYzfdeGf/7z/LKX+niut2YGlePmPv/76b3/937/m7yL/K6n/bq2f//Zfee/ffbVf//lff/0fv/6vX//2P2GY//Er/U5tpbpL7tMu8h77L1yMserMY89f//kfeCo+4b//+S9+PX/x1185rd9r19byr5wKHhR/tPFaOe3fNfXch+Bjjdk2XoA4/nrNA2f8nu+Vc/qdy+LDE++r53Hx3lLZ++JpTsV3LynXe5/WquD5dx11Fr3/4m8Un7O3VvQxe6vt4nvg/Q6+S63n/uV3XvM+/q57ta5430sev/7OteddFR57194Ojtuk8/P6O+WExxa8pd1WVbxU/HsJ3ncp8+KtlPO6+Oy76dPgN6uWPQTe+HlTeO7ZM0dtv/G9SlqKr9rO5LTfve5a8sV3Ku3geNk8x8VnwbcA3vn0ubX3Pv13zSnl+1aztlyb4Hh6vP99+jHwtQTHY9rj2EuN36n2MS+eSl/yrQYfHwvtnbSBSSslj2fux+/R2spNYTxazkNwvFWyn9snHL8XnreOdymM3xtLdrV36czfad0v7lba/I2l21ZRfHbMfT449ofexq1Y7NHMr/YscMBlplSf/cBfN314wG03fN3n7n5bydOMKnPmtyEfvuhuW78xTVOnePc9alc84QnkpThnW7cbcbxUas9c4p4DX2ovwSFs0uqKN2zV9XxBvkob52UHvkJarSgOQTZWiwuEn2e23Maznohjl0yBW017ZoXnqndZfstVnhiLfT/L292m/cYElHV/vtPoMmV+93Beyyhpx83m3wn7oqXebApm5bzGreynDBugjtTvVO69kkgcLyr8JwHeIJXeLwhBhH+XcT/4okCJgksOCCw1rAS8fcOE3Yu+E4V5SVg+uePtIPD/+MO/4g8h5+vEwsuz5l8V+62nugbFPOAJQYCpAFxa1q1aF+YQy3QThnDeZ88A7hWLvR045TO1gPFifS25ScH2kRmpWOsj1VRkSOyAnhXGV+gQvIT33EvRObFcJ9E20zgfs+GtcF6dx8bCq1vRinsk+TE22W73x313fZk9C39wYJw7veI5+MHmPu/Y8u+UsHeJ4m7pyFigWEe5VMId0uUsNsAtL3lzCmFKkQuvjHOb8Mave1GYZxIejwtzrgti1csscXW33LPBefE5CE+MqDDWROErco9A4t2Hxi6CtCSMx5ulGtz4ubgt59j31rvWguErd/ccfd8R22hpEMaIo8zn+Shue5v3QaAsQDb9qhRkWF79vjmON77j5IP0UZ954srqvTebVTxU5eaZveb4ARZWDebgfiz8tBSieOa29/NpsQYh88eFCwaXH+NN2pjPolk8ONLMzxLbOLnKXONZpvs3Nkw5KgF/gzvnA+PeR/K6tb7x1PmCd18AhLKR67OLNt+/j/vrNDhJz52/rQi44LMVhe/GxdBYvLoVIf1wHuGFw6vz0+2UzqTOOfI5MwE3ylyZqLbaPIudy2JOqINxsgFDTZR3xKMuTM7Zolxb+KQ7fkbAM3Us0LgSAEM4LwhTwhByZyMBbhtHzrOcAON4h5IR1yRgqDsyg3wD6Dj3JpDqkG9xYXOnjLRHjtuAcJ2dS8rvGcK9FUxQ2GG8d8a+a3E/uifBIYTPUe6vsUn72b221fmSOMKPtPjEgpuSinuMnIdNIPS0HUUOv0I+q9iLLfdxeMxA5t8P3zq0lhpFovvwgHHrtJ9lAqWsYFENXWuQ6vPI9yua//EXjq/fBasDOknHDFJYiY0AeGJX41sCbiO1LDefeC7IUIgPwtDz9oUhg3HACjw54wpvKP8QdLx3gzJwft3w0TCmoPikRUFon5TUQEVTHQrPgXXcCeNlIcQE7li8aSe5x944US6cMT34MWayl/PFJkfJ8ipYUccWmfK5sMwF21cBmPgzrGa+3qCIK3NfeEI7LwLj1+dsBIxvxNOuix64hqFQpPJBO7QUhWmdNflxp7qn6CpDZmhSnI2jeU7VfzrhjR+X83rU0bjffnXu6b70JlB/at3Q0TrlRV+jGSxnH2BMVj1iBDAkUcKR2SmiaLwo3MqikggYz3cHxJqmQgQQzzHHhTvEI9bySHyOeaQc4QrtdhDGc0x9Gf46YSmPzPHGkdhy61HGIIzxxjn+Cdc05McYcCR7Zs7G4NLtfd7hYKJgaRLGcL3V+NqA1xjb3g9bo0DtHNxy0KTznWn8QlCeQvbBMS11CLx5OM34tUbDQoF1cn+NI7c0gfF87ZwcXAiQKnw+SpteV42rBvAqgO+DwMqj3B0UWb32HFfkoOCBzjd1/cI6X9D0B1c3/mzfZY3n5pNwW2AH3F/rDhiDLoO7PSHgEpZ4JoznLr2HTQQUTzd1KTSa2lAsBrcAJO7dtbo9B+21+v24V5wF+9eQPZDvvtctDpTfoleFYRTtJD/Gu2S9hwmPwdMTwuPKFKy3meQmeEUV1p8EGjjXymj7wiqvAGNdpWMYTNEhKY6GbCTq6v/0Qg8w1lO5P1YJOXju4nAqF24dgl5g3GMcGKrWkh0BGAs4K4gTQ94cew4yvimaG23sIRtRdws0pwHDYxAtsEH0twkCK8n7AV4wLofCWOzyfrQ+oZ/LJOEC9804rflrfIrzGLiAMcQTy4+If2PFyvsBzRCq98fY+PoiixqQfES+VRGdNrw2Jww2o0w/joV6NH+dxt3iPMu3mDQlwjcEjCNKXh1fvKmSRDSPArUrLA/+JXSq2sMSw78hIGH3xmXK+40ls4fdN2BR9wtDavQSNwBgiG8YTHEXEabaPuKe41NN0dbCxiXcxqBk8bufcBnzlRWEoQDhFAsCZxxBiykO4okwvmNuUZYRxmmaehSIMm1zUix78cnXaVioK4pazgmOzlcuuxnMNCZ7tV9jS2DegnDnZxgDrxlPAn6zsfmn4dwYooli1YVD5lsNnX6YNMtdfwUqXPXHFNcTNCGcR+FIk9UnHyyci7ZUiULnzffHEF54l3i2crlDs6Ky4k/ib3MQhtA4Wip3G3WRFg75b4MBrYv+AIXxKbAwoqLw7V0oGxRGx4MCeLdd2qOC2P7vFNblqkcJIyYZMag3JkQAQ7a0eaVTSqI+BF3KBBFhKCNtRFEGeE78495DxR7Vt7xrv9IMdgD0KK/r/cO7L7kSYJJjiUPrzI0ydWKOAUM+53PAAh590i046AmhCiwwlEDYAV30jYybqMOXByVkfhYYapT6HKE/8szsAhcYcseHiAlKTZ4D5ldWlzS1v5GyrF+c+P2o1pnup6mPV3kklAtjuYwcl3XmLuURRrjT43V/vem9kU2A+VvqAKZBSTdh3DKAMTf6Mvj8XR2rPIkaVrTsOywAdecCplGc43bM2BWLhwF2NJbq+b6Z50ilgR02eua2WvLqmRPGHXFg7NxWSpQWJXHpcGtStlDgXRTafn8UNsC1Qi2YUT4BpmnAeSo0fPPZS4A7fYMlCjnAeLq5WhSJhGuVWYX91dWHAHSvVvnNvVgtPHgL1LcohAslG/TdQniY75IwzKs6oyQHXBeW5Yhyv3B/wNrN8ZQAjEfNdcUzhTC2HI8DfwIBHtgetcVjjDD276jhzCPaIBtWPCDlHjmfc/M7ZGXEPnM8keXxKpdAONXlZfAKLSgMfPNNNxolGAbed7xCX7ioERvwGHFSIX0y1KV+YShnWESTW6bteh8jVayWTRg66D6qFj8uDkeMQ5VptzXjJwdaMePzLpCJjQBpNfmqEsnR5VREQaRMApxGXHzQ5/D0s9lSxceaRPF4NJt1XWOr8fG4gCEH74i6CaYs4N7vlsGigdz6RS0Uv07PBqPOOuqxGrMcBtAzBYUw1lgaNykNasJ46qGBD93QYklDCR26+SFrG05PKtr4bb4SREXFFDGa8hUVXEuY9ykuy76uGFJ5QzOgVRNOWErcgUTx43bl4aZKvX+JhQHhNKOEoz2Spn4YykMsdX4BbgEsikdMipmNF7+/hinJA29yZ7R2DpRPBNPqwmVqKrDp0mjya7xNK1eOr1l5D+4XCIJ9fzx4MBDGY2PFPbemFrmq3prSnTri5DbCjNynxkGFkX5N7qOmnkX3MtCDOa33HnPgE2TCQMvIz0QtmqE34Ap9iD44PB93HYTuej7N5gmnhw/1bT4WUbxM3uP56lu8mvppoMpDMTj3wNvkoxLJekrYjUt2Y67FrzIBIaXuiqTnty3CdHXHNb24KVs2eGPOITmX7Ns07lbU/QIY+tIwgV8L5QZhvEmqzw5d4nov88qEiZN5y73xJindLapCYZXf9HlcuZJpYQrKMNS84k1lE+AObcSOh844+iLMsNW9x+j8iEQ3o+6KQixCrfi1uMlhIZ9XxOAD5wRAenjPSgdY8QJDftsxMycGBhhfk/FbwKIeT4UnhoFIXtz6delpVHAqZ5k82s1dX7tCXWIMhShecB2ltnD42g6Mr66hQcA4cuqUe+AFTzSAyQxZTg+gC4+hP+YwdGj9Wtz7deokNYbiZO463U/1hNYAd4aDGmG848z3Jjg3ZfKoHqZ0UZ4pUFeA7oVzZl14ZLpCCOMb6oHbuf5lniARaBdthbmw+MUpKOrQc5jaaZV5ojK3xv0xxDNFzJKI5NAjlM6XTk17SYRW48uFuuHi4bsoP2ByTYVhUMlETTpBx743mbBiBMWbdz3KJz1FMk+QKklVHoaZuTYXZQre5aKNGjzeZPGo1Fh8oTkKS7IQxgs2XXlTfFScPBg0+PhH6yz4U0wdPxdFTW06S4tLXSaP1vxWjzhg6PhUXRZFTW3HN08Y01SJwtpqelbC6IFNx1nCfh+Y235hatNT4I0Ve2EIQJkliIGMfTsVhrmcq4yId68npAB4Ye9gyM24T9pnyMqslkIDeFMIYZllhenswExtaok7nZkC3JmdIjDevWjMgxpB40xt0aF1XiuUjca4zaZwqkWjLBQVg+5zwKXL+X1gbsxKFOPqUxPFqQe5R3jT9aYw5BgnCvCGDnbETYVQwOkAuU0Yv04XrtSL9q9dsJOohCjcx2YEeovMyhflEcUHwf8PYalBoIpvgHcUGG+eNaxTGeGVeaIvlIJBYaYbYPhdqYapH5ORC6hR5cC4iX4D8XXKjFR80jmOAgE4079RCePdk04UBE3eU9A5Z9dgD+QMT7JGGK+eTtIBYO567LaNQWA35ScgAxjbpPUb7OHOnAfeNV1UIy9AR1ut3IDMwofmypGEgz1v0ERDLIBpbGg8m26hIr+WtIXdntga4JJsQVmIZTPcARvuhlgSXqcLDE1zH1vti/IBhjZyrP8vJLgp+zDgFynEHx4YD2jReQ03bljudapIZGgPmnEmWql5KqgRS6DUE/aN+2t0c1MgzqLfa/MUKVPuMTkjN2avkVPAokvegKrGWTdTXLYqMoDliBgC7xt+/YK1m46PWsoT8N2UlHnvaTDNXkHLtPDyiSQDxXk49g24aywaME4OVU4IY0KS/BqzNy3wr+HvTcE61cPZ6MGFBK2Ea6uqSzbux8ZnJYxXPLsDMNaZvDrlbdIjtmHnQeLwHSE0IViPmdqYUlbaEhjTOo6O2WQH0ZUCeDEqcm+yFoOAQKFRq3RpWOXYeXxJilixaQ6Mx6ORvymzyzhaY+MWg0zchAs+99EaG9YzNhNfEp+0XM0AMBaJvA3kNM6ien9Nawf6H/MVcbsjtBsP3C2PzQyPPbfBkOU4awhDez1KMGCcsDjACA/YtMdAbFSkC5MlAdMM0XcXHVyfG4K1H0W/QQlOgzo4YYCalbH44WnDCDym5nBwNrc+92RGpKCbrkoa/TLi9bs3PlW9zweVTd8dixhfqjxv03kENX3s3pNGFQE3CU5z/hiXnIqutfSpy6TXTGAs4jnp7gqfDDD+Ul+G8czjywCM6ZtV1iX2zxFoRKGSrbigOqxWnDrtrMqa1OgDXLirW1zDgOmnGLIq6Ug7m70z/ybRBg/bpjOpaVBLBYy5a0cGdKx4yL6W40YFzGFWjjKgSwYO5wnSEYLriHKgbUOSlyh1AOMWnB0v0DpPkiSTCuFnHjPA1ChXjqKy87iCItaiFO40lSfV2CDhCWMfYr0AxqmkBjZgaB04TOLp0eU4YoKQP4GAtoFzu8fDDTCW7Rw9HpCEoRdXOSEbRFu/MKaUuYHh8AUMM0cWtj/YAdMA5Ns45YDoTgyVBAUDMOTqhAYctJSOF07iEgOMo1ltVcL9HAheL+riDthHifp0q07lv9NgDApaZ+4E8zejlsfsgAxhXggPWHjr/ppBol2jBilJA3RjR+WUDua+mBEYNFy6o5eEW4OazLQBLA0s4kUVWHzlB2a6zSpRBe+iHuBUiEo83eWwr15DgHCjO4homyrn+slbadHEoH8eygHtAG+mAIaEpJYHGCf8Pl46Ovnp1Z3RBOpiTIxjMH3WFWHMJgZaTMGZ5djZnQFyKHcjWm6dWZGdC1DsPGyWojCTVznbzihkWgJGrI9hSRgHUxNbsVABP88HqVILV2uwWQEX5rEKPPl8WWF8pLRKtIclLJPki1Vut6OhMYeB/ooZDe0u+VRQIsQqX1VVRcC1T+4hb8IzZIRznpPNw/z44xh0StgSPfoGCLchc0p9oKo3iB5+HIrYQYuSt91oZMJBArm1ozeCrvyxZZqYr5fG2ZDis88yH1mMfP01dycOSHFp4NvrmhwwG+hky+IA2TeqV7CVhrwLD4aaz6ZmzkNZSe686cOeF+3MInwej6nuW1+m0k8+Lwwtj+afnxH625mrO8Ocirs9yysyNxw7aitMuVV6/FyAGUo+8PfJ6Z1fXR7brxtmWUCwjrP4MGHnFCM89+7PmgSM7c/8Sb+AgTJcmOMeIIqXSY+bYshi7sep8W07RgmYCL7j3iXMxLYedzphep0fYUGY2eePaBG4yjfwgujchOk4QZrJkJO55EH2ES6FTsogKQknBiCCWJWXTEzvDLJZpkTWc5DkhHkee6HPmebp8hwR8gHwoZ9zhjC06dXiqTTEfVXCAfZ98M3KEbEoFObxlOMhKEk4sLhqPDK5mPpgADKcu4RhqecdT2lZkaO2cKITLOe3/vjnouZ+fnQIwrUyKz1oHNwZO7Wxo37ybRjqOFjSR80kTC1zBtWHaOqPljQkbsCgWtC0COM4OkbYp5cBbmswvSYod4R7yWtGDZFwYcZRVDMBYwv31KMCS3jIdggqM2EJQBDGkJoFQzjPUyXCJVa6yQosD8ne5yorbZsYwlfYzLrnMitqIhMfEx9CcIza6h21MJzeBGfowD4mlBvozpKOj2HrsGGP9Dt1StiR9nusnt2fuiPiZWjRwFccQJjhyf0UGQgOE2DGWgXCadDKiKUNEuSUNOJYISE4XuWtqBji2qnzLcwgPqGQ9VjHQXg0GlGxHIR4h0pWnqoS4pinXp4iF+L4dzlFLjTeuw2bbiUOzvp90cQdw4fhKoPJfkfFqq6K0wzpd9REi42jbkmpLPdUkw20BceoU+8PHCaATCZX2p0zhuEyXvIXa3vqlhoNPQZxWOAIkBIhaCQqEYFDXrOGK3Ol5THuGXsOU8IiM+/TcKKwiojjaYaKSuBYi1h1xJlPreKSFWiSnSAFUcxYuI8D65MXxOkrrfdxWE0HDZJ5Enicm6h18nk5O6w6w7/mHbfNwrgC8U0/4B1XVQRmUGCppPSpDi3ndXD8Pt3n4anESrnMJcjMasUxNzyqmUSB56mmgpS6eHwQx/PUfJ8HJnqR6Ze8ck2jJY6DoPJ9h4SQ2/1c9MnJfbgGmet3cTwJYVmCmh7/6UMnSIjJ3qo+YTFQ4zmhxqxnemYuLe13ibfRHbsUh77Daq0sSzOpFM0nQiYwniX1q5vBkpuUXVlWZipXlZsQKOvXiYGlfR+FwRhZOVyX6SYqMVQ/MRsS7NpJtX3Cmban4JNH6KMQSmScJUiG0+fVBM/4/bgP06H11l8nyp9Ue6HrulJ2S7QKuvq+DwM5QU+8RKaAj/s0jU6o+ktjULPe+zAnL/PpuSzTVPnKJIFMO5w4hh3jTkKDyOEyKFyWONmn4UmG5eqDUny/E7NiKaYLV1/q04YdmSn+jN5g2N5s2IFl0wTvPJ1sWJZMZMExbJs27OqtczK5+qhR2OsuptJKBIfpjzZtuTFLiKGWvK+xeqaTsUTiGLe2bZNfO6VC4TpLV6cBjq0nH4sLLd2j3X1ceg57snWJjSq7sHAFptLv84wyk/yeK/BbgIO5MVlgPE5e61uCrS/B8TiaeMEFmxsdPxJF2bfQizhd4FNwDKvx5SFuJ+ZnSWgEuNsmdBlJEGSLyqA4TiWekoyCrK3eZ+I4C1lHyHjHYtKL7c7NIIuENqgN3WE3FBG+rQQxbF9t5o02QfuCbbsekcCqjJW0qEDwziSGg8NANInD8BsDEHiWlUzeUBUcgk+mSdtdJC4tdSWAqxNnPEeJ0ytqYhSSucmg4tofJkbzTHKIsbQFuIlRHJfMuCTO+icTozjUqayc4g36yy5eJB5DHOPepF9xZyeWI7KIZzET6OKYg8LXZbzgFjoTp9hZgmNctZ0FH9Te6NfPtLptXObFjl+nzo/W2/d7EXbAMW7tNu5ITBuWor5Fg8CeJ9MjTZxl6dvGrVP0tEYDmeqkzcOmY5E4xi1l2LzNmc/vMW7e7ZtnEdVNlloe9zPiReljJY5xs01/OiutyUpL29ZU3zSJiTPIOGztMKe8Co5hk2kFdw022is9mxCX3M4meGXgyFZ4kiQ5cd1jXVxxIboIb8PVtjRmJwfQorNJfPdrbduIY0uEUZz3S4IiV4xI7ou46YE3OyNU7DSpK7KfMwGZukUT35MJu4bpZjG8uO/XnPdp6glTif9+3bwpJgenySwr4qwIN2GqHg9x7E8GyhVPm6caYTzk0GHTb+wOWofE8TRDZWw6gRwswcaluYbKWPOzEGdcY198cAbP71kvobI3MU2HmcHE8ZgadJC0TvFs0JOP5+nlPo96fcTvfw0L5qgWBv+ITklRUzwxcRGfqkt2ZlNfvbmUxPMPqVquD2s1rkfBO79UV5xOKq6QzgW+NMH1c2OJnx+Cs9/ft1YzV2bnwoewu86wUiRuShzPWcv1fKnvTFz9YxRztW0I306cO4KRFcXFsuiC4znLuL9Xh5048KHY5/v7xmzTKjievxzZ/rkDxc/Oc+Q6/vg4PLnpaL/+fKyjdpT2Lvskm3dTXZDi92Zx4FCcvlBulC4bSEOXn9tTvNOQ1ur/m79xQMgB2mVj5XMafE5V8SHvlvR5Bl6F5dSCS3L4xdWTKx7gfovHiBdYGuPgSw8b8x0fXy+m7DqgSz063PEBp3T91erG5oPB/lnTYFELBV4sr1RcHe3i120zteskryxwPrfpi6lyimss4MwrBNb5fSP9xChVcAy6s8U2ThBDfL4Ytd7f15JEiWMa/dIKyy/KIouCVU9PZEcWURNt/58aB1pMjRcct2k3PnSCSbJGmbhw41caqJI1zfLsGwXbFUbPVpyxSsU1DCaOYuYC3t9rME32GCRhuQE5PA0DNYJTCN6wngbqZK82iLInrkccj6lK0xcdlD1Pt+QNMZ5Y4hEFrWggwSKPKiI0vGrhS4FZiP1EO2XUJqGnf/rYqDwlE6xvKBV2MXWc+FZfiFUkymA6neIakRWJ0rKmxlDQl8ljJ87yF9iVr9VLbzcO3BiNms/H/eLDxDvzwC+OrXp/b2vqizLLEmQQPiuOpUDjLy5ZnnbQjuT3ful/sW0RETj+8w1uZwYUnp3VpCBv1rtx7wb9Iuey45kJUBVf9byU2/1AxynLiEKER/uYWPmPMPrC9bK1jX2msTg3T/39J+yA1wnNtz5CE3iBwkIvkxOxRHEY9ldQNym6XvmR919KgWxIrJR8XxVilNnP8dwAztwe2T7+/GkScd2jP+cVcbpz63PuEWd0cz3nJNQnmtiyQPx5S5wW337O54PTWxxPecG3SJ2gFcj9lxj5QYuQ58yiWAdthDg2lmgjXnuR95UoYdR2ZH6SrMCgNBGH6igKq1eyZP5pPzxKmfsugtfWDe9j9Bl1uya+nEbZHjREWQ1z/dAoiY9zgAYNlGsN7yWv6zVW4nip2aKCS5ipCfPRh7mUoWnK7Hu9WpY49MX16OF8BghcnrdBb3dbpdEPODW7jXgX11tQ/5vUJVWxIry1wB2K85lWTbAuiC/mSD/WCHAclI1GZbBeiI8p6rw3digWsLNkWG8cEW+DMxiNKeJMbcuP8cUvRH/sY6s5aUSeDFaz3adnucssj80nH3oLuVCwESntWFjx2pTEYS/QuxBs0CaV8nXOx2alME1ksHlsXOLUQF+bmDjWjuDehiY+YGaNx+YmPo+CEWz0JhRHdIYHi17gw/EVPACCd4bPo79AcHyo9fgdZFhx+DonBUFmw5fHpSHvlJvY/94FQjwfcRFcJpzLxSLY6GGRqS+sWgwOGcKZSVWP/4ZfFoaguEy8v8evkCT+3S8DDMYzpULwG8nCXKxhiX6mdtIu9opuqSbMIcd75r1Y3D4wM0jBFbxhbtcCT7UNW8j4Htfb9nnVRFowSPl44ShdYFRzgQSvHYVXYhnx4+VzMpNp3dgbzZ1ZPGCit7CdMni5v/cuioTbMgveGfkl5Un6OtbTukfKgG2u+OfUbEwl6nSURifolwpInEUoupBpP8EErY8zlR4IloTNx/dqiYbHVds0ki3w4WMLLtxGLpPzsbzH98tilHKEtq8GWpkOn8Tj6z3HjTGv44r0juYvdZJ4hg2hm5/qvPCrBX81EzBhItBP5t3bX16mwKPcrV+Oh309TvIv61PKA1m4d3FuN56qwQn/JY9KKcq8xw/9MWPm8fjymYIKAUK9Mbj+v4xVwReLJBRP0FYl9uQiCJb2KihjiudlE/TGOsZ4whBfSi1xPEvqFy9bCO9CNONLzJU6MGzrdomR1phlvkGRL+1XcNzFmL2wj5ZEjHxs5cseFpyVUjdfWXOQiQ+WIhvLWJWtHUI3XyazRHpgNqabytwYXFtPZOjLkj4FYVPrhyvL0RPzN2KA6cvBJj7oG7yJ3JqxTZyf7f6chCOtPvGrLx2ceGamxU0qxyv2+oTBvqRywXm6XpofTU0nziyZchmRFtXY9oTZvsR3KXmeSYudvux54mXMj4sosUzjDeN9SfhSUT3Jj6D4yeRnNJCagia/M+9/ljdI+FUJCF6GJjV9tQbEoYZOfVsrTSDeGCrvilPpbf0JTn6FD1Iljv2jj2PVE8QZQj1GwVeDQRxzozHgKvEMcUqFYKkVeAhMigZFtRpEStZL61rhYSUlh3ETSmBRXAtTiEPvV62RRyl2WWlP6PYrexEcVtI5Vb/iGcFhThiuJThC3dkk3emfrmCHcF1Ni7Gs6EfgOrR0yyqHhOyUtbC3okjrjwRnBs9WXEuYBIeI1JeyOijBsdS15HfgpszpeeLXX5WV4MwqPFVqVqol+MxKNfAVfAk+YN3dGjMtGxMcIv/YjV+R2cG7GslfqdrBIQjOe1nB27n/eIvmzuNMlS5SebfFSo6vZRV5imuh/1fXd6Zn6Zq6tYFnMm+18FdeeCY/W8m3ligKPBkmFNzqHOXTwo4ut/5RqyXPJ8fFU3Mp+Bjq1PkqN2VBpVRjhbGg2GDt1gFrVangWK71YSmQ5YopvEWyWt8qcC/tMiB0BkT3sxm+4tmDX9qarzBXNlXlfwQ3lgbBZ1XOjkvpIFsTpvl8+B8EJ9/BxZUuQkl79xFEH7vEYavYmq30kVEIzuzYiyt3xZEgtDsE/5h6iZPJ5jL49kKfwSOIHCUvBRfZcy/R8KXeFYE2NTfmo97NUkNVy0uxS7lIsX5u/1HsEm9iTP0zUOwSn0mrTRzHLnFugItfLl2+eRnl5dIl3JPuwY9Ll/DM6qx3nLnEd9LEMseZy1NAOBUVv5SrxJkB1RS/DK3EMYAO+zG9Eifp5mWGvYyxgldl/DU6WrnLnkZHC41RQnWCl0v0OiRBxZ5SVTrJx9r3IQsz8abieI2Ui05CUhoi5ntBZuhDMp3tHORJqg1sLsl1eXAmOJY19MibpZ9PxfSzlu9jZu7HqTgOjvuYZLI72huz2yDeypn8xLjDULwn8hQ/K5PZczAwctGVnJSEMZEopJ3nF/tCmWySJIx0FXWL9CZDcXys8/xME97KTZlIT7PP83Ofb/WPAW89iekZ5AVwEjHqmUqCW8KbtAv9vBVlVz16vJQ5tfvwTF4Vg5SFN0xK0jNPz1OWYS05LoOoZ4UXGQjPC0GIZ5lg1tJAo5D3ocdJyUClYK2L+9Snd22hTJJgAuEl+UACVykXEsJyLA7ZCCy+g1oiL1Poi1/iJmI66KSh+CtklG3yPxe+AmE6ekX/BQzF5Lwjg93r8HVuCEQo/omwS1djkSI9O/XApIKrB8bHX5LpxLAH/qs3wf6t8+TIWS7cpsZ4IiaEIUyWwm3VdtACffvMHzfJogYV0u+kJJSrW2CIABmvkhzyvCLpZPs5bCXTd7eT8GeJfZuZn+u8eGIWzuGW2LQvsSnPPSw9kCWyldLiwCUfgQ8YC+e8eGJpzPFSM225VDkiXerhZnJAlfemxJtn5+/Mwjba1CF9cTNEL5vrcIqLlBWYDiy+tyRBTp2lE0KnjeRzI5mYPZdMiPBOz5OADxiig5yJIcOSqd1jHLZ6GFdDPf2AYR4syaN0eZrMD8ctOCOAyaooG1hqd+g8CsmezDFvReYJKD18ckozIR1HieS1uoRRwqQUOQmjFFvyksxqp8L6cKsTJn/HIW7P5HdZB64k6Xzo5ZfQy50JpLOxnUgv8+sTHVoxBXbJw16UjmZFoa60HfnyWe+/2pk++s/ayb9nnv9Ih5bc5eKSS2CWM33CGpvFT79wyOQlecQuoXcxaEQdUfJ/WU+f9ceQPXM/acEsFmr7TB/9QelQjS2h9ZLUPZ9cvI7Xd0Xa9MXI1DyTyjisOJQX3diSUR6ymVklQZ6AGZOfWW5EV1RTBvSWLoyf7rdzA4kiCgMXMRGbhRlQz4VG3eVtL+pfUxwpPs2bMP11M2aFE4aYkWRxl0ROeGPPPinnHHKIguYT1Pl8JI6cIZud74gFFEs3vxcnCk1h3VmCRZ5mSJ7nlFZRsX2m/Tf7QBl8y3oHoZiZIVl/DVnzZYfM/m8N7CnkHvuAdJHtGWoDvsW1qeHU04KA6Dr1na68YJEdZ9e0fCHCt5RZgtn3CS0DpRbDaXQVDt8m4VHCQz/rhtrk+QxFErb5WF/PHDXdZbhXqaHKgtV75L2LFZnfVicKwSbHN9BBprTuizo+GbKlnOcoWYt04cJU6KtCPum0qdCsQ++3pFKaEQdfWPLJPaFHgO6hMhKHCROufW3KJ1CBYjLGVqFMjrlY3fJJaqJnX1HWJ9o/vmjmOwAI1nSCkzwthjCT+KKb72ghSo9eC+cQ/1Vqq/d0wrneZ6jm+Q440mPAKtp6GGb6RmooCPpOTvJuMDe2HBSmYmmxkPQ7fHlyVaXM4dw1xsxCTdJ3rBPNq+WgGACESif2BcFFvnFf6fTpFWsLsex5gMYDDl8kFEuZwsJvz2jpUOWGruIVqq0+lUdWTz2l35/aRN6VruuAKCzB0UMZ16d5kdGFrLrraG94LaqRvhLs0+lkC2Brj6AAAiX/o0QJNjOQWn5qXT/VEuhkk55y1NBDnuuL1Ew3JVjTcYd+eizFAJk660E3RXwPxW+fhkxBgrk5CrKp06d+bt/fDlHJQ1Xdp6fzROz1RKVYZL/7OnQ+Vpj3qfpE+RD6W7ULFgNrU8vyEh0jLPaKJX9mW1BOdy1T/AwUshjhSxwXJw+cOqkFhWLCz8zhaYFzM19rCcowM4tCReJnLB1YKf8+22o14Sye1xTDG/Ko8rWOn4FGtDPs+yvYeYDJaqy2NB0KdMyGKsrPWCSMjag2ntmWgDMp6++voZswPywUbn4W6pKqu3SCf59ByzpgKEzaCQdPhV3anqLQzyxeZAtoXb+MWdGLBWK3ywC7IC1xV4eC088WZ3nqwoM8lvsqbHCjmRvsiIP3abFs+DP/WTY8lO7JfAWLhhnW5vUgsHvCjqWzn7thSfLzXTjmnSBZGQsct8I4X9mKJ1Trfj6OxZAU9uH8FVwiLA8uXbmQqN7TXsyRTe1zrABukCrjtjpSP4wwtfEUujCk/cyRwM2cOStJb5Lz4ywdyBjk8Mxw5g8i2KdSSX3eo0VeRmnPdeC5hdMoEtGZD2qJfz2dT/65rBaH3v06sjrTy8ZDcWd+r0mC3aWcpOImIyvpQ59n3jOBc78/Pq42gFSiloKwMCjXI1ufuesAQ3dSjkZz7k3h5E/VeovhnIO8j/yA5jqcQvGVtPEa3X+JdH2Re9AckJMa5dJ0O0ZdqAzVh8DQ3JhkOxRSy4OSQ3I/zIjmChV6/pG0B5lElygwI70i+33QS/NwMUpjD2EkDISO3715pHWN3hLOzGuOXJEiEijtIuHk9y5sRtWUIJRvjnlY/WGtlNpvdkOKzJff9DVxy9i9U6J58rBqfp+GXtQxdUlCrrUu1I2Br5MCjG3RHnbPbzWwSPfm0Yn/n/r6QxzKFQWpWSP7qFto4k4qtrDniQgHCtNvCVPitHyXMOadZZSBG5WuJVhgqUQmVbc3GJwoGogjPKTmzZO00oU0xzxErx+jq/T2gy7dIv+r26SScZ/Svclg650eqWUzK8ColgYe2k8qkBK/apYnUcitWQOTbRYWWmqrgfaW7ibMDVs0eJLcTwwJY3nPutNJKjeYHBSIdsU9JYQVgZaXIo5hmRU4fDM1i84NFAh/KSZ3ptYb6IFFemLIh6D+E6pDGLtvA8QkEZmxIiMxYE5Z7ZG/mL9mI8mnawXhKu1eAmWyG5I8BmXYUcAUNSzQwLvMt5xidgfuZk4JWftnZHrmvJJ24+nv4b4CYLaZuN8s0wP/sNy71UDL5RJiS/kF5WZgs+bywxYr66HEtlUpVTJT3edc8IW20EO2bduDMNXuGjYea1i6lGkddJD39WX9tj3NChZ8aWvuqPJisAplKsm6RI7l1Tz/+D/+0IjuX/+/jev+ts/dn9ri/bmN3p/a7v2pTd/fdvX7UxPAP/YM/FOLwT+1JPxDB8O/b3j4h/6If26n+Ifui3/frPFPzR3/3AzyT80j/7bX5J9aU/65leXfdb78U6PMP/fV/FMbzr9v2/mHLp9/agr6pyaif246+rc9Sv/U0vTPLVD/1DL1Dx1W/9SQ9U8NXP/Y8PVPDWL/0FD2Tw1o/9Cv9g/dbf/UDPfvm+f+qdnuH3vz/n0r3z+1/v1zq+C/by38p1bEf25d/Letjv/QGfmPjZT/rvGySGSWBifhFxKyFuZz/4to71JHSEN3MFTEu7Akjwk+grLr18lT+k1O+UMW3SYpGg/KApwi9jbWwO2Oh++7qfgFu1qi+FxVSyhnNLmSrMzr0FiTovps7CbR3zwfOi92WJSXaFwFQ0nIqHlTExFGsNSL/razzulxMkiSu7xaY3GcsmAy1zwx5TbwN5GEV96XHv55OVrEOdoeTmrZ1qwxj6ROpOVs9fhsLknA74UDZ47o9IHQ4ddpkeaJoijLfDEWw/aAB83MwxqR+4kO8Zclbgpl02yR92myQIfcZoH2iWhmwVpgfeIdqCEHzicOxRhRYHziUy3SmAfGp+8NmG5WNZeCb8to5kMDxQzQeryzjgVK55Au20FuUQWhR/eHEZBBNOYeP9xQ9zMChfp7iZ2YdcCkpEhMeFcH46Zjqn0mK4nsfZHb8K46uqCZgbbCCqVLfF7+IYbVKv1ZnnLKFj75lGfTBmG2R+h8h56o+aLYkZUiOJIs370nPuyZtGnj3af7pI2d0WxPb6Go2ZqQd/c/USwKTU+7soJ3YN3wEWms9yB1e3gGspAsfYsJQ1zFHPmW8nleplOpavKb6ebneWlUaXLKCdnuMDk0Eaq+RMYiVl8gfTDsJhi+BHtjCLP1YhhOfLb0nDJ1LQQQYAIIYTIXwlqaRUALJT98YuxctuT9metGLuwDsvQxMnzTN4ydPcOaZXtYoYVnPKB0jR7ScTZaXPOLWj/ter9p6IUu43Cn2f6SfGSRh24nLuZnUjT6PUswr0MGb9ubf16ZdeslAbtRzZ6iwxyj79Zm5JBckoCaoniy1yRYuRDPhHBGok+brMCH9N9JR5tkifCedSNKIROovHC177aOi+jEMRi0oeUbvNCyEOhqFj/9gQqFZXtczXd18cQgo8VdiEPaekSP8l20RMe6GYN3gdOfPOtSbeBuBh5wpemGPJ2RRzwM//GXMKw1tgbbUgtIWfKvv0gtRyJ5CTyxlk9Os8FEZTEbicKEk7djG8cm7jimUYyaxGkJo7rAViyyfHOXpHpByTACoUuUTCmccHZlnKys4m1bPZQM7FTHPn+CVqx0+dxAKYh7WOqDCehLn5ZuZNF+2GQxJ33akcZZ1+zYBl0wSVBuLm2PSZSNZGrYV2zBVqu+A1SJfd53sUZlHklsu5Vd1VqXN8tS2S62qfRAZJKtyICcjwuO3dNmEqpvJxnorhlrHUJ+nleyasW3s1aKnLZAJ3SMIwYzE6B4h5nYQIa9B50QY9sh6K1bZDkX9kVZKHAIdE2OskEa5G8SdKmyMdW/E5l52R6Nn1VCuVgUSXwZ7EREm3+FEDF7phUWZAspPjkXykGxkFlO4kPPbKTG98kMU+fRimxJeuuqtG1yEW12oIQBOSTMPSAklv60MjowQqB8MnLBNiVbsi1OM4YpgaH88BlO6PbkDashUk90SivHTT2qnkDKZEH+5L99BoB4M0c6KQQsE5fzd1YJnhSfVzBp1UjXZgYp9zGl6DodW1IFXF7CbCw/7Q/H/JS8S5laYbs9vhn2H8U2qDFhgn7dkmVqp5TE609xuNQe6RHpME5ztcgBT7QWtt4EyqSbs2hYa812WD7pg/5pYV/akrF/GmezHRLWelohl2SyUwGTSkPaCf3efch8k+h8HkueLZJofURmxcmE+yUEAj7LZQq/ZEoH7mRqHAduWzpnhlQZ9lPi2bZiYg19+KTsPSyMdL0OvbdU/ZWYncN2um1RAoZcHjYuPnS8IfOHYQPWi61o5kk0Ibd6rEXJXC4HLkxefHKQThvgnVs0UQkzG64FO5eNhKEMlCdB6sCc4mBc8x778Ed4W5zwmGs9Jr00HhZiG+8AIMrCzBbdCP4dpUuD/ZpSqT2+C8K5Hdh5Ujitg+USMbeOcBbNyufn8dPQ8VNijh9h/EBexiUK8vuSbGzFbEPpgMxlFBIZ/RrZbMRVWr7wqpoMeVMkibIB9YjZl1x+W3ryhRROwp2R7pgbKs2/Vskrpp1OkmyLUyCktBLu5C+I6bKEyz7FdC5Bl3CSBrsh+ZfbBkfCy75IGEK0jpgsTZghk1jFJGhi17BQPEUYh+86FVtWmSUwduQpzLLCL4EhOk49mNWVyb0pxH+F6rQpDW9LOrVsVvsmj032+V+hhE5kQzov+RXicUZo5+9focyPMJ70FBFasSDRkYdkj7uaQ8IQTPMwJVrlIj8kywF++epHEUW9rVPNaDWUXDlJjJBQckm4i1kWCjfdoiR5Yirtzof0j4xVoUR7mVKP+9WWShv22Uho4StRZSf1UyLt6lm57ZiilmP1K2H6pUcsouWWZjp3iyW3Ti6wPIlsJ1ea1S5ZtL6ed4qKx8TAUP5LmIQ1D5Uig7cwzeXeruiYoV6c4ekhUpws0GR6rcC8ydYhIYeEPM8XQE8qkMyCifXSU0rNGAUNZdeMRFfhXA9V2nNBcDXZeSzqTto+gzCDgSvWes8l5Sv1KQ1n8LsJeUSoMJ9SokQumFCQzjZ9OLJP9XpKGks/zfuEldAVtTMIv6Vgx1fAM2JP9bLEgnnG98nj1k/dPVVjfQwsNKrMoRyf/f+wFuaK1fvMKMhinvla/0mjLcm5zqpFdkHOCkN7FRJERxjAZoGJFOORXoB5Ddg18mvHRgB4wPzi2q5UGecp45zsn7KEbdhzGjCVAvKTB+RHgMBkDNgwY0eyBMKTJPMCQ/PNIvuWWFLtpWhch4lNWA4cQwNg9jLsBx6k5dF7Q1fiXwaeB0k5KUrQaKQQS1wdssqqcOmcMhzmskDK0efsqSWY+IIp5uf1TBSLFE+LE8+63ULqD/01dUGZPsdncVJwpvBQOPoLMvfj5WWNsMZSMy+Z3lOE+COQaDBHiIrgjpwb7EMAqygdmCUOstCYf4T/KEOHMXew0SGki5JBsgty1nuzIk84JR3/B5OjYDGlEelC2GqB4djDHElSiJPdSvG2Sh+RjES6OMzzzTY7Sfb7a4a5mZrtGU3Ekl+SB89q9MUW0wdebP6YIy8Kk9F2ks9AGhU52g8MVYwpYIFdhd7mVCT20SQb6cS8CdcmFBmeo4UOZ4a+DqFL66dQU9LSs1AoeJ4XlwlPWhioZVN/DWWz8FzxbDEu9b4dwtShed6pkFs2cs64ZP9WhGJfFBK6owe5HyNzjSskANzYdViTqm8xAulvKrN4DkxtqOXAiuPqHEjGgM1XNYebcXhhd3SUO18FRZPM3OOGcVUY5IVYa5+ccUYuWbEd6XxchUejjcw6yV+hTISkQE1qUgUu+dDVeK4gV4LSWAu+DiWYK2Mhj8bY6ZQjHBeg3NsREbkSGcB0Wu+be611NsL1wRbDCtOzOgLJkSvhOWRTp4+WK/gRpiRhlFS4imHjCZRcLRFZTaDs7JtVnQ79vadhcmVKQmk0qyZb35omYRwax/Eujgw6FyLFk6uXEjqZeZalq7lqQk+Ybho2k6eUVsr4o1zZlhCMjnomykq/hKCtzaL51VBqKDEcM5UrHgNKG0iOX1eBRnqrIU3jD9z2ng9FqStjI+EcZPhxKovGvEeNnFquRK5RiI5TyukK6sjM1bRZA+Ettq/n63K1eo3VUu2oKdIoTyKGgfXrq/drdAur2cCkanxcYXl11GGuZpBsfpDTYnG6wkMSkPGwHgcu9J7NyEvmqhdJY5ap0SuMHUGeIc9u5gojpTFaOZ0mpdxlt/Uwp7rqys7+nS1pzWVnW5waidZchWZn3tM8CaT0aNABkR+6tq/Mk23UlmQbH7hCdeNzB9Y3V0VKlriG9yyKTxL0zoc9jmnaDNW8LKuuSrVjJ5ZTBkkYFm3ND2edq3Ulu2S/PQYTy/pb5t4O3HeuZpZceaXf/GH2CZK0jcihx4RvPKaQLHouPleTSzLNtpXmIlH0S0PpSOnHOPWWIKsnAHSVwGxmVufNG2E8aoshFmgE6X/Jhycm0A66SmM2BjNm2kSKgsV8uUhryNwBqHBjPjSIrpK5kx2rKyVJIr1srUJ36tgUk8Ss2Yo0cjLS8cPDZjwcjq6Auot7ZmuhMUUXlImXIjI1cTet+VBKJilczTtHZkpXt92lJ+SphFSPU+v5Ib5kBR/Wdy8PgWaSzF1ynEaCTqY9JWF1EUrhxS6rF2fZHV6LiWCLR9fFmVnRBZ/MYpqKT2UgEH7m6erR2xaDWjoNzLvjWFSwhQCQaXNMvb/TNgcZAH9JCwn6zbf9nnV2gmNcbQZLHKopV4N0McFgNi5MVbkP1/hs446rk3gaRc1W77h4MuErYfbhgnpv9QRDVD7ik91677j9sFwOOX2VpkcKKLsoekyQBJ6eagXi++QGK97pjTk4ROO8j1NI40+cixNG1P19HuKEI05ixXQ/L1Vuub+szhML9auTmaOrKjmT4FmK0gWfud3Nwnx2ipIhqzPfig18deFTHLI4b2EAuwdB9k/BJ0vAX/aAwTOmanCaezRL1DIPWZ3JWAgo7yhJGKNZ9Ng/MoDZuuyIe+9Dov9+fg+jcF8BRqWYChRzfgFnIydoVR5/SqBqrUtOcEUV8MWk86p4J1Mcf8/FPNYpKUjS1IRWDnH2iyxX5F3BKYGYoS1rEsPug1KaOB5zXnnNqAuVDwmwMC3hkeNTRG6384ATxUUiadlj2mlzzwkmdzOH3cp/RpeeKVO4cYadQjzLeSgydZzW9r3/PZ0YQ9Fe6CmJpkt9ikEUdg03ZgXmQPIu3Cmj7/esnIxt0n99z1aYadQPJRl+dD1t7CieJzWoXxinhBDpMESyxqGFcec8wyF5n9QZxjN4y3rgpZQ2VCEgA9v5NZ79EJY4zYLBj6whD+mIK01EGOUgKdeMSos4OJnVflQcqGiiENEruLSnoFOIjqfv8BEx4sPOfpzaKSw4s0ZlS8IF+yROMJS0spC005GGX7ccNTZ6zFgoqZV09Hu0A+Mla4rkD+LryofowymU9F4xnH45IbCbqsJLg3lOV51kg1onPMJgW2OKgMBsiN1aVHjpe4JRtFWZpitDZkoYgEq+sCrTUuSSy340cnqZKkMUB8YBLMzsUySD7Gin1dPJ1PSQ/uwCOpOa2mYS+xzCAjZFWOSmP762Bd1JePyTm/AZKIvR3qm6/mfOLHHBnXgbjZ/CtHJBceus9tO1lMTJlEd/2B8Wg8NlXSPs2mZ0MrGAUH5NbU+60QtM0rlYYCvw3vogn5VInxRD3mqAXkuTPql2DZrPLl30Z9cT7nXG7ZKyhVNE4kxhwlOlubOnl7ReOKE1Z30L3LbxK6gJTxjiJKkbQO19oqMrdcPnMyBc9i7KjXD9DnybJTQJwUtBGJ/3FqpfVwenpGrvaDpGehd6Vz+vzo1CmHkVSndwfTH8ZjxZ9dfqz5EPnNTRSOVFAs9hOThX0RIykFPs4fxNXGl1Ha89vVP70Hz65ep8WYTLPLUKziHGnUDDWR1imJsZd41ztXGLZYkvHH9da6IS+X3qvHviOk6lqncPwpkFFkEGOM8h4aEOOJKVMEYaxYvzVRKeYxb1bDINihPiBZpzjxJubG386/hYIdJajsLSeWRPjKIu9QFjmmg6eTnsXMASbdaqA34liqIaZTzFBNYI7VV/UDhnNGESRUrsgHz6QqcUziDnFAeMk/9kCR4XeqV15A8yFgemw7rnT0PntZ9kpYBupi50slvtFo9aFz7gycwlp8GNVaZ0Y/IHuUQmoBn2eO5/wQ3mXpx+6/LxJJ7q9QmJpUzGVoP64QIyU0hZT1XXFMZ/RpK9bsMQEIw8eQinIrk40iynTkbDS3SnkL7b6VlTEmjT7lFbc1Ex5tIwSf9G3Dr0/Bx1vimVHeLY86qjCwhO6Qszb3Bz4LiXE8gpoFKkmOrIQV11KRVE2zzlgCxdJMdlibrwl8NBuLAaTJNLdu1HA3caNZcW+8ivqJhbJglRcSYr2liBXqN2P4XJXyS2swW+vBWisASTnFbU4SZ5sKNB8aXJiF3CGpysMN3dM5orXJ3sGTiidfPl5RDuWHxVs22E93FHG4mLNm3pNulNqi87SGDOjqYXDXFwRYPtyzoi3FI9MpEpSkWSD4PZ9+Uz0UiUv9Mh6fesM9qOTJ9ii9IcTU3Lqjr9euupH+TqH6OpfWv26peuJf1l+02eoHOJtry3eb8sMOmaSrbgg0r24I6G85deJp0vsSG25qKRD2W0aH5/iWvSUJLhShmRGZbtWKnOiP8y4qTBFX0TCnc8tfzauQK+XLvTf46W0YGlXHJHh8KXxCf9pLDc5csM6W8i9J7eLfGlB0p7qEqKwgOzv/OIvo0v71B6PY118xkhwYSL1jtIvtTF09LpZPCOJYmf6pUxL8uXEyndVygMZECGRk4AzftqvmxLgcs4ha5faqZ4fBiJXwqnQ/7vHUFfeqd0QYfIl71OOElfMe9N+tJGpYtKzcdLzt0GudBacFVZ4qn0XkqtirowGCkoez0dVL7cVekRxDfUlFbSH+0ZnWZf/qvAdDfLPFmyrLje8EBZM2tZc9Rq9NR9Cbd07C02gdGM20JHWnT3fTm7hFmOKarIEIqK1EvwGX5pv6flUtP8XOF+LXNHh+Q4iZ9dW0Hh6eQehURe0ivUezVls+UzTySEmqcek7tqkMHj+kZPbThhVi0+7apOM9MzTxRPPYt4Ync46KrlcchyV7FZ0Wn3grkuchCye5s0ovPOXu4pqGzz9M3K7HIkH4amxpYQtXcYc1OxNOH4nVlxdbYu9790fvXeaG6qfDrv0GlUdHsdXojVokubu2dLKjNhTPphh2SLojrPNDmHOTsRLYNH09rcLkntW7ruOHd8Z4LxOLMnUvdkPnL3pCEdGL2rX5y0TXwvXbLET7yEnapYIfO0m+FO6SeRCTD5JbvCCQsutxiO4E5hT26NXjCreRwY5wbVHB/qYP8hptuehjUYQm/NGtMtqq0Po7BBGc7gem6SWWPAL8aNAnN01Bih6UJGLhPIBlLkuW0Hxt+RLzpEf+h1J/HICfOUnI+e06XfxXwjS9wUEDRpxKhVZ2uIIvMqvab2SRViAyOc5SPGw/rpWDSXRs/y2ercEzRNW4y1dVJAr6VhPKgiJ8+CW4XxoRWje9wTOOja0zCHcJsy3QK3EzthT7p2NFMXlOReqZLEIwFMaOby2yrFt/OJgXKrFCHFlG4dJ8TNpmZsRtNj0JVbhRpbj/FcdlbK5XwBTFgrCkKwSDcpHylmn7OUiraepIkttk8XYmrh4Xax6bN9Zusx7N3JVr26tuXJjK7rrVvWZp0u0s5OaViG9WnKw0DZHOezVLG2RORwsw1t8+jyBtg+DR9rxtyDTiWHnXcFZecaOY65BQfr5mO2gzRSZNlWTJkAXJibeGBmDSYdkc3tb5bGTcfgzoS5SnHhczrYro2lcCPmhRA+LXSIQnAduUVBKVncIeWE+3hJmUbIW+lSp8HE65D8QpjMLv3AWBZFR6w8lGpMrGGklXUHM2bnUBgwpa7EXB52k4NElswflxBEOJ9+o1Us9bOwKTpakSw6n2zUJOFL+n761CTAE7K815jfRBjT159sKMofjYP5lCrpa5dPK2CXgEWYSmCJWVyE2T1kSsoXaTfuTVjCRb+7zwQjPEm3HdPJCJPw8+n3I7CUYPsENkHps/LJbnLjyZTzkBgnj9Gl2ZzPrvMPzYDuSHPcV9zSicun6LXDs1pXTOgjTNb4HpICOddFIukhg5AwUMngcvmGTTiQTkqlS1psknHV94wpjlwMUEBq7PHjVk7hwTpP5wVZZ5BcNSZaEt7itPZZmVyr2ELS7NrlcEoOQUlPi23ZBnJmh6xRbhocMpLZ6XJM3V4qYpimu6k7K45HTFRlIkLm54tprdzVOBjkZVxuLEVAKadnuMuk/SQD0ZIOn3Zn/dA6Db1dNq4IHan1Drm7VB4gF6TdjMv0dQKtkBu7zKySC6qXKGI+i5hSUfi2Y84xZWhK4jTwGcqUuKeNrU9ndnK4UIdqh+enS59w6WThc6KpOE3h0PAJ1BT8NA5zzLZ2xwRb8JDg9h4qhd8vJnKLBjelXYBP+xZ9b681YpK4O8fylpKipnAvQnHkE815FnbhuAxJ6V1Kwm67G0thd8dsZoKwNnTQLqOcVZ8HT6V2jLFyTJrv0imDlG4+w96d9tLpph0PLWEc/dIMxWXpU2XA9s015vRTwSjSuSRUAHzKCLvTpFq3PgfJ9VqJVQRUaJiOW2LNQWdHayG0d/UJTiVibTVGPh9Gmr0u7eBiRQ7SGpZ7IpZEMN+EnT1mrJ9wuplwarU29d4kVa09FmHQFmLT+R5LNqR7bZeV7Qs8nPLI0usmGY2ialI/lwoUVyVCDZTdyHqsKaENRz6WHStQnBor1anjlLRJP95yWo24Mhbah01aG/uaF6Bs2iNv4ypknDrNGtuWrt48t1jAvsiGxmspWnljdTpQ3xkg2jUW9VCrxykoZU6uBMjZAIk5Ylr2T3N5FTGGfR0RbWs2g+mh6IjmRdpZC5esQskZIySMgV28dERW9cQiJ5r4mKLyUOPQzDlbwJdVsTlzWbXOUIPlLKXUhQtVTmPCEKrzoe2mA6Kcgi1X9EUjDJtw5Fgixu7RlAklFpQRhilVeqg+c/YdSVbWXb2AxxZJ6yvYxG2SqHeFejcxHXe/5CK3aK5P4QaeM5bYEV5Z4qu+IM+ZpcxQG1rqShhj7hWr+ugFoivxKQ2kyQtZMWYsJCRM72GO1Yhs0tsY7gyli9LzuzLB0xc/fjY2w/+MfK+D8kBnVacrnyQ6mcgb6i9pvOP/xyP7Ak56xBpzRkKxJ+3/ykyFUC36eQUYtMeKPysXY1Ty5ocqVDoWsPoPPbZVrErXY3a99BWvdE2wPVysmP0cFkT5/yvKNleHSdsqcdmymvmsOVTtfg6SQ0+ctjpCcNyvQ3ptxcD0sUCLH6GamP4Y8t2sUI78eWnIhH1iTOrSYWJgKHOm83RJ4rEvlDanEEGYC/X6j9jEsoXy68/ZtE82z9YbsCVqC7wdnxeLofg2juQUf3FljCIUi5t3TPitlU9VPNFsDRpq0M3txir2ecK4dHwPyfEOBe/mz2Nx/Fy1qPOPvpUxYiG9uQSJspZJPZPHq7hJR5RP8zlhxnuoLP7xV5E0ptK36s+d7Gm//iU4fR9HB2dnLhHdhQID66mc9ptshyP7ijh90/W03yxLI1JFhNQx4Hh7sqR0wcnMIPqR19oJs2MDswsKK6H3kcnERS8+RVbCNTgF70KXUFe0CQRn+HioCbFOW0viLDLLp9QK6+iEwojPVsTD6AyRQh4ufLVy4J50+xDPZR4TwJkzxFs+Pea89SP4EPuSxlKix6Qrzu8/SzSiiDN+kXu0uQTH55aeqxJtOSRLxFlwMGqw3ArJzjBrT6PXogRuUtTkrELiLAbuTx9ZwYuEe7wlKjBOEXEHmNkqNxdvVLRxBWcvjhIt4vPoQ7xG3oAOryo9TfudsdWEeSOY4cQhH07XWWfMywyzOUCJtr98EYqEx1UQvhTFKNSX+ziVjJ6Px0FWAsyknaODwq+cKm9eVtaFRnE+dvRzyALcp92Nd4v4Bctmk1Sb7+9hTYvF5Z0uxCGmhDnM+2j8hqjUuUpPd0PkdZqXeVcPN9we9YdnyG/EKnl1ezfFJykpe/Q7ESdF8HrcVH6jNzHVV7obHWpWLy16u4gnRn2eUiovXxq9arvpDpXcxfoUU3kx1a6YvvAJ1Xv3HXHmcqQRnYBeCrLr66QL+uKw19rT85vCdNG9PYJD0slYFkNR0meF2aNK6l+cV5N4Y0JYib5RL8Kb9iWYimfoS21GF2uhvtYkjBActQdPS8uZGnN8uuJT2GyDu5cwFLA8tLqotKyfkGwOorwHXzJxdqPQ9u/mjyYOuXA+ITnxU9OtRT/GynVFtzaMWZK4HKe0c40XqcPo59sOqa/S6RRP6dwluN0JQ2KK2eh998TxNcUP0UjTgM9SFWf7wTZjCCAzGRXmwBgxkCD4khSSRnW215MZu+mMTNJhy0cpiLeZzkdk59ylrLTE+dFnDIEQpx3JiLiPmBBnT+F1wjGsoj/px3tJKtTMMR5DHLrX+YpSJ3OIngRnHvOM0R7ilVSCT8yIOGenH5yFLIczabNfBDXFp/hGmFKqnNxSfZOVe535rST57k/1jSS4Fvks9DZNTUAmnPKplPDFN5vtIFrTYNpXfEM8Ja2yoY2ho/IgzpIVFapvmPuKV1ScSvshct5CyVpmeapviM8hsy++Hm22yTTX0WWSGWlJU3PIyXjTSAn+FOUw/7XXkyLAcEdV7u3dRNq1/hTrEIeeV0/Rz2D/g6V4pxV5IqSLZTNFcRhdUg/aDyfOur+XvKf9FPeQXQhrdp/osMigpji7vMrrSo/c07UlM+d1VemoLU4bdSkQp+9F3kuKF9Zh8aSqzQIQDR2npbzEVKtJYXLCwTiNtYO9qNtdY8fuMTNN/vtaq6gkyYfnbe931oRI+7xVFRLAU+ZBrqssLv0uib5KMk3FuZ+0l/ix0mmmOeSbU8c/LytloJkJGHGNsDkMTugflV5Lzs0zOcyr1CJOwWEz1beObJGFHBKsPEtfeOX2KvnZQcTnyUAizvz0Oy5pZNq7Q9nBqIrfN+70JT0MhQ85SAbikF/pqfc7+Ehy1HtJRZyk3euRbBw3sd7hkZDE+4k4BEHL58fJm8cjmN37iiA/MW/CDGNq6aXJfcH3PBXf3zFBuMFI4xL0p418FeikEpZzp5P/ik10umGzPLr0uQunH3EKkv6clvmkXzeR79+h6xcb4IGFtO9azlkaGoUznXjZwm4ZdAC3xqUquqYzKmHsyjyiikGcLYSf+my/gxq5JHNZtrM6HYlB3+H+TJi09oRa/b5tRVxnxfDemaIW1C/ija9eo7rmxUUjV5x2QCbM1O4alUHitBP6E4b10qgxJ3grHz8Z4TLb3UXdNEt7LLUxnI7rpR373DcW/yreRy5iUDldmTgeU5rVe53bS9O6JcdO5RdTCstWtgTT3UUq03rb0Qbw0looGtJpG0icvKmjR1uC+CB9/4o2iT8NiDN36t6H7dVKjraNP23Y0Z4J9OPiJPF9bKcsvqNCCr1ga/nTrIrZpey8rPUuosoHW474Gqf5pLf9/GlJng7y9eqhy5OnPCbkOYxzkaiyMzn9IS04yRvuoZ6aRIS8ReuVgCoBDu0qzXapQ5rdBctYdAmyodZoSXsdg3hO6aowUDH3rt4c9woMjHdsuKwvO+hO2vKyzqgnzi2RevQBOL2JMLaw7jjGlLpETr0rwWtrlRmnWTsyAWf7zrKjS8Jrg5WJ/7XOq8ZhVZzQ/efY8MpmZYq/elZFOa2nVbb3m3glF3ibcjoenLWA0fviVWjgmdmL66rc7NOSo3fHq+7A8Y2rqeITB7cS+JiXyFkGgHk/NeMoqqt4vYMP6rNHikiFZT+/5k5Z4lxc11pLJHPdr0vsM7OId3at/RXNOHGtaVtwbw3SFYeR1MMAg5dEuQ8N0j98NinXIiwuSPd/+ZRUtnhc6yxvl8DKX+NeSTNVyQrCuxNe7XB+uORYwAy/y9S7BFsu6LXzpQxlm8ZybsL81aQZtpuVTr+4rJiV9ST0cjFDTWjKGUo6NbkzZV+bEgxhWj0dql1g/HYmTSHO9A7zZShxaSDpTZjGOQRmWmvTBGAqPlyl+zSxTft5Eib156NvSQMZNnYRuFObu7SosCIpNRj2ANx6mBEukJS15TdzjtlQpwuMBzxdQb9pJczctKzfBo/NtGpZZay4y+GTiQ3exsmx/z6wrD0+id6Ep2gXlAT5h6HVFon4A9j4q//yycWEK7Vs5Z89acSCMt9NUMsXlnuw1EizizEeQxlxRMsX5lOTMvn4+VlLKIz/8R0tjVj8BrunovnCM1UWPcT544lUcinPR2i/oU7P9XwxloML5VH46k3enH7OsEYYj5bbxRXFPlVTqqLC+vuSnylJp5Ccn3esTXInwiL+MqhZHyr1kAdmvKvNuD++5GyeDbWd/uFM5WaN/3q2mOV9cz+SoDV+Xdm9EOgnl158thJz93v9H76rA6eqNGYI/Cs0h2AjdRLG3FYVt8cE3Rykv7uNrW4LCwnhzaJU59aRS35PdvKLa7svOQOErvDA2BkpP/vVdRiTDQubVbvKsUyQ7oH4/QUn0/zZ4AOfrl6ceoEsAbeKiM/BfNuw5g5cmVoQVu65zWAtRlj/bliR9TgmtuFlMPtX8EVGyPhacgbAhsq339vmzJ77bEY7e5w18ThCz7NGcDrLcmbU0Z++IgJbeyj7hnKXRbYnxfWbE088Vm6TJBaEpP0+zV064rbEUZxvQxB8EyoSz8taoxCRJXOpHiQ9mITl9ZnM03ZsrXfyM9cjA1rPx+LvO7kWn29LNoDDSRPXyNe4ZIuFWbr1mGH6Votr8B9//fXf/hJu71Em1f/778pafUlrg03Ozgy//vM/fv3ph389P/zrL6ppUiyOIxE7b5E+jCU3vCQ1fKun8Z9eKlP8uTTm93up/O7nUlnc7UKZ2u1a2dj12njY7VoZ2PXaWhnYtTY8sGtti6DX1jzBrrXFgl5bewa71iYOem39H+xau0TYtXaY0GvrTmHXp92FXlr/DLtujOav73qTWMh+TwKB4YZj8vtyw4kawgQ+u+7uOzGbDealDcekt9kgDr5rlonacJJZt77hcI3ZoGNBr6XA7BsO1034POxynWbZei3dB91wLK5f3JJ6Tc9iok/CrjEbbjjIH57B9jjsbiSMSXbN8r5vPDIRLFsLZUjWyzccyVaLG44tUkj7+V1P8rzZcIsEAG44kjxIBpJes+F3Wu5S+q237xrCgoR957oyE3V8w+F6kGPxDsf4LhXQ8l23nb/haG65bUWrLLNB5Hc9y3DDsTvScsORlIVa6HcNQ8sNB8t1VjectK4kpY9eM0NkuPG6xFm/8aTnDhMi7LpxK6/verXqxpvi6mnzu2aO4zcec3+WG2+RT9g2Li43x7PhpL+sG44+V2nVca4Zc8T/bcM1hizWNxyu95A0W71mNUCx4Zj6v9o3XJP6Y1Yl2fVI0w3HQ2y74djVTnJW7Zre2284dhL9xBI9feShuC/fIIbmdMPxhN9uuI7ZYEXQvT4G1jecZL654aDuCYftd91Jo9G/axwObjxmRmXmDNs1Tjg3nhjKbjzLTj/XX4K3XWtGtV2fdGe9tBRlu9YEYr22rF+71kxdu9b0Wr22nFi7PnmsemnZp3atGaN2rVmeem2ZmXat6ZR6bemOdq05inptSYR2rcl8dq0pdXptOWx2rflkem0pX3atCVx2rZlX59ryqOxSc6X02hKi7FqTnuxaM5v02tKX7FpTlPT6JifZpdZL6rUVW9q1VmratZo6em3GjF2rvaLX1yKxSzVF7FrtUb02Y9au1ebVa7OY7VrtbbtWI16vrbjYrrU0+Vx/hc12rWXRem1F1XatJdl2rfXcem214HZ9Csn10orT7VpL2+1aC+P12qrt7VpL+PXaCADs+nAK2KXyFOi1sRzYtTIn6LXRMdi1UjzotdFG2PXhobBL5bbQa2PGsGul2zjXH1mHXSsDiF0rfYheG/mIXSt1iV4b74ldK2uKXSvnil4bX4tdK62LXhspjF0rd4xeX+IZu1R6GrtWFhu9Ng4cu1aqHL02Rh27VuIduz70PHppJD52rVw/em2UQHatzEF2rQRD5/rjIbJrpSvSa2M1smslP9Jro06ya2VYsmslYtJrY3GyayV70mvjhLLrQyhll0o7pdfGWWXXSm2l10aMZddKq2XXSsql15e6yy6V90uvjTXMrpVzTK+Nscyule7MrpVD7Vx/FGzftVK4XcCY4T5AKec+QDnrLmBceB+gJHsXMFK/D1C2wA9Q1sILGH3iB0zmg3zDSiDVD0vXoDCYXmBISYYbFucCaw+6A04X33s9bz/eD9COuxewlrofoL10P0Dbd17A+nx+wOkHqtdf39AP0AajH6CdSC9gLUs/4PY+V+Drs26A9m7X66/zuwG3n7wBt0u9Al+TewPUK3QBcyt9gPqlPkDIrr5hyS3hjP/ByUn5mwwmpk4/6GST0ub+hJorbvy9mnRr8INCas3WP5dBFtqr6i4xN27Qwgj8np/PoLBMMLtBC9NNqhu00NPdlnNTZHHVOT9FkeR9d0n9+/MbFKm49oMKn4QflGF86QV/gcZ+XH5QOquXH7RJidznPqBFPYoftrP7nR+WeU+9fVKCVjWrc75hGShcfliqs6l/q6tI6w4/LIMTzQ9LmkHn9ijS6sqPyojb9qNSp8Vasj+p0kvSjcp4IA4L5wrKnJ/0OUsYkKzT3YIBsO1GpY09cjYHhkROsfrcnzDw2vyoTLongZMBjdPjR2Ui7Ha3YNuw3Nrnour01PlR6edtftTBgsBungwCbS4/KrXc5EdldVGeNTtgsprnG3aRPNoPKz0q12wOIIOzG5a6bvLDska4JPNpSKrvqm7YJjEWN2wjA6HzYOGaXe++UdnWoCY3KhNwIbrNs0GAnZ3cqCyY7H5UdjierQ0HLAYP7Zpqb/KjkqNKePguIBmvftTO6fGjktp3TvNwSPpQ335Uar9kwDBgSoHj7A5gNYEblqmko6bmAMxPyssB1GncsBKaaG06gCHqb1ia46O5YWmPz/F9etrja7lRWQackhuVxbsQtuaBkAy2Ut2orJOt3Y9K3rexzAkhmY59uVGpDSc/qtR/prwdwH6jblQN6k0H0Mlungih2WH7tm/UIU0lt7seXSriLsCChuZHnYcAtjqAK7R9s8Hsmu1HpWqc/KgMa5W+swPo4nDDbqEg/IalmX5yAj9gspmrDStFStkNO6TUbpkjRJi2UnPDDrJwDDcsqYfK+rbwYC7R9qOSKT37Uck2XfN3Yg5hHfejQqSRUPAb9TA7mUeEAObHjcrUl+xHZUew2tp2ANOd3KiT6dx+VEg0epu/m1JjTn5UpjsUNypjfnXW7oCWux+V7AbTjQpzvVR2A3TA6MmNSgN+FDcqLfjZkvlHCNBb9Q1LG35PNyzJEBPbahggTLN+WHZnL35YMtRjPdl00JJnsmh2wBzTD0tGnN38dT80bxcYLMv0o7LcqfVdHbDK8KNOzo8flV2+9qzfdCzSVLpRWQCP5eQBpqTObzaYqDn8qKeHlDkxhEFV6FgcwKScb1Thv63N/BhkliWb9zcsbfsx3LA07ifWU3MAGSTcsJXz44cVhvNp7gwCMJj8sNJPyA/bfh/ekHtNrTn5UdlZqvhRO+cnmVMj08zf3Y962tu5Uafw8IzhgI5bLncNO86PuqQ5RdoOwPT4US3b9gM0EVaBL3X1A04O6net2aQXsLzQD9AEzwtYquYHaM7lB2jy5AUsC/IDNJ3xApav+AGaePgBmkF4AcsF/ABN9ruAZe19gGbmXeCm2H3XmkP3AZokdwFLg/sAzXO7gKWyfYDmqn3ASUY71y7d7AM0z+wClkj2AZpB9gGaOnYBq1D6gFP5dK+toOoDtFDrA7TQ6wJWQfYBWpp2Aat5+wAtpruAVel9gJb/fYCWIV5gMkvPD8v6+OaHxTmThT/3A3pZflhqzimV78E2U0y/WCHdAKO6UekHYMuL7QCS2JrJSGDv5UbN1JxTNScIAcyPGzUzK6N+o2Yh8GrmAwlAZ2rnelEWkZ86zg9lUiB5bl50krHlue8pVWgvyCZIab0o7jrnM5jwWDAs+wPGcIek1sOMaO/DCBzhzkTX+QPmS5+0RwcX6TW33iFZ77MP3YGHGe7YPb9D0jDch/U4wrLK3yGZEb0PQ2KEmfC73yEZm921v0OKE6yWd0iWue6y3yGZTrzLeIckDcH+8SBT8ib2+gH3vTW9NcBs+V6fzy4cN/s0VYrwJBvQg8rKOVULEe77lj8HGCvqkGs6WFh/6LH8AbOA+ZnVkw2x5voB03fWxg8YI678jsi1s+Z6R+TaIevuA0vfw5nnD5jtQlf/Ae8t7S8izLWzTte7CJPXZr1Dcu2s04Eiwhjy8HBFmNt3v0Ny7azTnD3CGPIw93qYi2ed8sgId6bCv0NKgnCt75BcPOsQTkSYyd7jHXJLZssruSRLm2VjP2AMmV/ZJTnjP76w5J2v/EovyV5f6RVfkgS/UntvIqsn5XfEIin+7625eOZuL8zFw/qjH3Df0mP8hdnqrr8jcvH8WK5MBiFX8Dsi186c/R1R8nLnKzOkvH6Od5tVKWMYr/BigQjgV3ixzmTP/govlqWwWcc7JNeONoXzMNcONt87pKSMHhJbD++TB/QOuaUgP71Dcu1I++IAs36IDa/2DxhD1lfYsWqJ0Yv+A8aQ5RVfLJXa893vTdZOfsVXk8WTX/HVZPHkd3E3WTzpXQ9NFk96H0/WTsrviFw8ysvkYUko2v0dkYtn7PKOKNwMr/Cihw1of0fk2hmrvCNy7YzDVhthEq+Od0SunTFf4cVUmD3GK7yYEcMG8O+UcO2M8QovIXXUHigRxpD9FV4sxgRc5w+YHYffr8BST6o29QfMxg4t/4CpCKV3SC4e4YB6YQxZ2zskF8+o+R1SfOHKgxFg9q15xRdZ3dirdfyA2ankFV9dVk9+xVeX1fOK0S6LJ73iS4jGtOlHhOcWXsIIc/X009wowp1VsD9Q6IC7vCNy8WgZWIQn4PGOyMXTT3OPCPf9Lnl6D3efr8I+pP3WfGUXPYmAX9lFfyK7auQfMAYcr+xiHhDrfJ81wnQgdrR6hyzS8ffV2yU5iJzuP2CGCV69nU0Qdm+v3s6WCeQxe4fk0un11dvZu2FrFnqEhWboHZJrp5dXbycL/u7KURNgDFle6SXdL36YBEOWTn4/pVRE9fxKryFrJ73SS6qFenql15C18+MDc+ng3HtH5OJp+1Xb2cQE8Ku2sxPKZi7mA2fJAZw/0M5y1NeQ5Npp61Xb2e+CMZR3RK6dNl/ZRaco4Fd20TW623hlFx2kbB/0fDG6SVnjV3/AdI2+sosuU8Cv3i6e09ZfvZ3ZUPTXv0Ny7bT26u3MjSKbzTsk106r79E3JVJUX72dDXWYRPwOycXTyqu3s1kT4Fdvl85srbzSa8rqya/0mrJ68iu9lqye/EovaVv2fsklaye90us0u08//A2yeNIPh4Nwuu1Xa19CC/duG+kwX/ertS8hoVuv1r6Ex269WvsSzrv1HjdsBLbrq3gtLh2tYI5wPxURL0xHyyu7FpdOHa/sosMX8Ctg6Pbdtb97ks5flqy/Q04plnvVdnqCIQNetX1JlWJ71XbhomAPjB8wybRftV0bp79qu2esi7Dx4HnYUelF2Mj4Imx0fh7+CAEjapSCHnakhBE2BsMIGwmihz/CxIgauaKHHT9jhI3MMcLGB+nhjzsyosYz6WFHShlh47WMsJFgetgxZkbY6DU97Lg4I2x0nhE27k8HB6bQBzdi0YA7HtIHN9rSBzfy04A7rtQHN2rVgDsm1gc34tYHv+yvAXZcsQ9u1LIBd0y0D268tQ9+yW8D7KhyH9yIdQPueHgf3Lh8H/wy/wbY8QQ/uLENB9yREz+4cRk/+CU+9rAnT35w41oOuGNmfnDjd35wo4MOuGOPfnDjoA64o6x+cGO4fnDjyQ64o9V+cGPhDrjj8n5wI/5+cOMJD7gjG39w4yYPuKMyf/DLh/7Axp4ecEe2/uBG2R5wx/D+4JcP/oGNVN7jnoP+wY2yPuCO+P7BL03+AxupfsAdNf+DG5F/wB3v/4Nbm4AHt2YDAXe9CR7cWhkE3PVDeHBrn/Dg1m0h4K45w4Nbi4eAu44QD24NJB7c2k0E3PPcRvwj6fC44wCJ8Mc3G/GPb9bhgVc24h+vrMcdf2yEPwLZiH8Esh73BLIR/xhkPf4xyEb0Y5CN+Mcg63HPIBvxjyrW454qNuIfVWzEP6pYj3tK2Ih/lLAe99SvEf+oXyP+Ubx63FO8RvyjcvW4p3KN+EfZGvGPstXhgZo14h81q8c9B2vEP7LViH9kqx73pKoRN1JVD3v21Ih/7KkR/1hSPe5ZUiNubKge9qynEf9YTyP+sZt63LObRtxYTD3sWUwjbqR4D24kegF3pHsPbiR9AXekfg9uJIAPbqSBHvckgw9upIQBd+SGD25kiA9u5IkBdySMD26kjQF35I8PbtySD24UlQG3zokPat0XA+56OD64NYh8cOsyGfCvVeUDW7/LgLummQ9uHTkf3Pp6BvzrDfrA1mA04K5L6YNbC9QHt0aqHvfdWB/cWroG3PWFfXDrLvvg1qM24K7T7YNbv9yAu667D26tex/c2v8G3PUQfnBrORxw17j4wa398YNbE+WAu57LD26dmwPuGj0/uLWLfvDbczrArkP1g1ub64C7rtgPbr21H/w26Pawb+f94NYUPOCuh/iDWyfyB799ywPsmp8/uPVKD7hruP7g1p/9wa3De8BdQ/gHt7byAXfN6R/cetk/OMZtPywHOsaB/7Ac6BkH/sNyoGt8wdD4MS4X1ag/LAc6x5eklz44V9UlUY84xi0/ZN6UirHyQ+ZNWVU/V4ksqvxD5i1ZVfmHzFuyqtIPmbdkVaUfMm/JqvqZRsVFxVSlF+eq6vuH4UBHOdPnfwzLVUWt7SfepbrsB8w0ox+GA53lrLv/8fsmtCs/DAf6y5cU8fzAMez4IfHoMQf+Q+LRZQ78h8Sjz3wJn96Dc1H1/kPi0WtOJebHuFxUvf8wHeg3hwT4YTrQcc6Kuh/jbqm0+yHyJK1aekv9wDFu/WE60HkO/IfpQO/5Ylrqi2dpwPrDdKD/nMrZj4Q7WVb5x3ffsqzyD5knJLc9/5B5W5bVj724ZVWlHzJvy7JKPywHutFX2z8shy38NfuH5UBP+s8ENsKdKuePYbmq2vphOXj+ugc3bryAfwR7D2wsfQ9uXH8Bd9SAD25MggF31GEPbhRkD26UZQ4PFGcPbpRoAXcUag9uVGwPboxuAeeiavVHiiOd6sB/5DgmqccsP5IcJbucXAk/cSYovjKPqeUY94f/WbqesNXRC8uiyq/Mk6Ytq6VX5klTGOCvzJOmM+wR+mNYWVUKnhRuj1medwQ1G9yDljMeQc0sj6Dmnzvwy1KP4Ell95jlu0dQs+IjqLnzHrQM+whqHr4HLVs/gprTH0HN/Peg1QdEUKsIPGi1BhHUigQPWt1CBLW6IYJaA+HBWygRMa2m8KDVXERQKzMiqPUbHrQqjwhqLcgHfgUjEdOqkghq7YkHrUIlglrH4kGrdomg1sRE8BTOeMyqayKoNTgetEqdCGo9jwet6ieCWhsUQa0g8qDVGUVQq5E8aDVLEdTKpghq/ZMHrUoqglpL5UGruIrgKcuKmNZuOfCr8Iqg1oF50KrFIqg1ZR60yrMInvK0iGkNmwet0i2CWg/nQauai6DW1kVQK/A8eMv0Iqa1fB60ir8Ial1gBLV60INWYxhBrUT0oNUrRlCrGj1otY8R1ArJCGodpQO/assIak2mB61yM4Ja3xnBUwTqMasUjaDWk3rQqk4jqLWpEdQKVg9anWsETzGsx6xiNoJaV+tBq76NoNboRlAreT1o9b4R1KpgD1rtcAS1wjiCWofsQatWjqDWNDvwq3yOoNZHR1CrqD14S60jpvXYHrSq7QhqbbcHrQI8glonHkGtJvfgLTmPmNale9Cq1yOoNe4R1Ep4D1q9fAS1qt6Dt/Q+YlqfH0Gt4veg1fpHUBkBPGi8ARFUdgEHfhwEEVSmgggqn4EHjfUggsqN4EFjUIig8ixEUNkYPGicDRE8xA4eM/aHCCpHRASVScKDxjcRQWWl8KBxV0TwEFx4zFgwIqhcGRFURg0PGu9GBJWdw4PG4RHBQ/QRMWUDceDHGRJBZRbxoPGPRFBZSiKoXCYeNMaTCCovigfHZU+JoHKseNCYWCKofC0RVFYXDxr3SwSVIcaDl0YmYso1E0FlpPFgubw1EVR2Gw8aB04ElSkngodOx2PGuRNBZeZx4MffE0Fl+fGgcQFFUBmDIqi8Qh409qEIKkeRB43JKILKdxRBZUXyoHEnRVAZljxoPEwRPGRNEVNGJw8a71MElR3Kg8YhFUFlmvKg8VFF8JBWRUyZrTxo/FcRVJYsB35cWhFUxq0IKi+XBy95V8SU4cuDxgMWQWULi6ByinnQmMciqPxkHjQWswgq15kHjREtgsqbFkFlV/OgcbBFUJnaPGh8bhFU1rcIprHiHxt7XASVY86DxkQXQeWri6Cy2jnw476LoPDjecg49CKoTHseND6+CCprXwSV28+D4zIARlBYAj1kTIIRtD4YHrRmFx/oOlp40NpZfKBrZuFBa2XhQetj8YFfswqPWUeKDzQOxwgq06MHjQ8ygsoaGUHllnSgEVBGTFkqPWhclhFUxssIKi+mB409M4LKsenBS8QZMWXrjKByenrQmD8jqPygHjQW0Qgq16gHjZE0gspbGkFlN/WgcaBGUJlSPWh8qhFU1tUIKjerB43BNYKH5vXDPirYgCldbMCUUtZhRjsbMKWmdZjR1wbsMNw6yEhwA6ZEuQFTMl2HGeFuwJSU12FG3Buww+0bIKX/dZhRBAdMaYQdZlTDAVM64oApZbHDjNY4YEp97DCjRw6YUih/2EezHDClYg6Y0jU7zCidA6a0zw67zNABUvLogCnBtMOMhDpgSlTtMCOzDpgSXgfscGI7yGizA6bU2g4z+u2AKUW3w4zGO2BK9R0wpQN3mFGGB0xpxR1m1OMBU3rygCmF+Yd9NOcBUyp0hxldesAOo3qAlHTdYUbMHjAlb3fYuATvAVMSeIcZUXzADpd8gJRu3mFGSR8wpa13mFHbB0zp7wOmFPkOK8qiHyAl2neYkfEHTAn7A6ak/g4z4v+AaXOAD/saCARMmww4zBoRBAySoAWXqm8BaJhr9Ocw6/JnmGvm5zDr5Oew28bPINfDz2HWqc8w14/PYdoSImDaNsJh1loiYKf7hIOsQUXAtImFw6zRRcC0GUbAtGGGw6ypRsBO340P+lpzBEzbdwRMW3w4zNqABExbhTjM2okETFuOBEzbkjjMWpcETNubOMxaoARM26Q4zFqpBEzbrQRMW7I47HZtCZA2dnGYNX8JmDaICZg2kXGYNZoJmDajcdjtVxMgbWkTMG1782Ffa5yAafsch1mLnYBpGx6HWauegGk7n4Bpyx+HjdsWKGDaOshh1l4oYNqCKGDapshh1sooYKfbkYOsIVLAtGlSwLSxksPKbb4UMG3Q5DBr4hSw0+fJQdYKKmDaLipg2lLqw762UwHT1lQOs/ZVATsdrgKkTbAcZo2yAqbNtBxmDbcCpk25AqaNuxxmzb0Cpg3AHGZNwgKmjcQcZs3GAqYNyQKmTcscZo3NAqbNzxx2+6MFSFuoBUzbrDnMWrEFTNu1fdjX0i1g2vYtYKcznIOseVzAtMGcw6wJXcC0UZ3DrJldwLThXcBOTzwHWdu8gGlrPYdZ+72AaYu+gGkbP4dZq7+AaTtAh1nLwICdroIB0saDDrPmhAHTBoYOsyaHAdNGiB/2NUsM2OmnGCBtuegwa8sYMG3d6DBr7xgwbQEZMG0T6bDbSTJA2mzSYdaQMmDatDJg2tjSYdb8MmDaINNh1kQzYNpo02HWjDNg2rAzYNrU02HW+DNg2hzUYdZANGDaZDRgKVrnt0uph7SP6QdZp1MPaS9UD2m31A+yfqoeKn9zZfl+B3CJgRewDMILWKrhAb6UxHttqYv/H1/vkiw7risL9nMUewRp4p+aUNVtnOzU/BsFd4AkoAymPbNrR/4i146QRBIfd4cCjuO4gE2GXMBmTSrg6JUL2DxMBRxhcwGb2bmATQFVwHFFF7BJpQAC+3QBm6a6gM1nVcARXxewGbIKOCrtAjbndgGLm6vXfEbK4V3AJvsq4FjBC9j04QUsmrFeOzryAjZvWQFHcF7AZkIvYDGm9doxqxewKdgKOK72AjapewGb/a2Ao4kvYPPJCXji+QI2Q30Bm8qugOO8L2CT4xVwLPoFbLr9AjYvXwE8JiPwL2Az/RVwkoAFbO3AArbIQAGnRljAli0o4PQNC1g6iHW99RIKOGHFArYCQwEn1VjAknSs6y39UMBpRBawxSQEvOpkAUudsq63ikUBJ3dZwNbFKOAENAvYSpsFbEmOAnhKpt1ZwBb5KODUQAvYsqEFbH2RAk6ItICtWFLASZsWsDVQC9hiKQWcqmoBW36lwJFprest51rA1n0p4ARiC9hKMgJOcbautzJtAVvCpoDTui1gi+IUOOK5db1FdgvYajwF8JRMtreAre9TwAkBF7AVgwvY0kIFnAZxAVusqIBTNS5gyx8XsHWSCjhB5QK28lIBJ9FcwNZyLmCLPhVw6tAFbBkpAa83XcAWpi5gK1gVcFLXBSxJrF476ewCtsZ2AVuMqwCek6l2F7DUvXrtVMAL2HLhBWxdsQJOgLwA0ynrpZMzL2DrnhewBdIKOCX1ArbkWgGnzV7AFnEvYKu9FXCy8AVs/TgBLzRfwFakL2BL1xVwGvcFbDG8Ak41v4Atr1/A1uErwKfk/oTT9SvgDAAWsJ0CFrAtBRQ41gPrelsUKOC8DBawTQ8WsN0RFDguCut6uy0o4GwZFrD9GxawjR4UcI4QC9jWEQS8x8QCthnFArZrhQLO3mIB2wdDAWeYsYDtrLGAbcGhAJ6SeXUsYJt6KODcPxawbUIWsP1EFHDGIwvYDiUKOCuTBWzPkwWYNYpeOgeVBWyrFQWcJ8sCtnnLApbJi147M5gFbNcYAt5eZgHbh2YBy69Gr52vzQK2AY4CzilnAdtSZwHbe0eBfkx6FrDdfBRwtj8L2P5AC9hGQgo4x6EFbGsiBZyH0QK22dECtiuSAs4+aQHbZ0kBZ8i0gGXctK63wZMCzglqAdsyioD3llrA8qBa19urSgFnarWA7X6lgLPJWsCy01rX23ZLgX78uRawjbwUcI5fC9jWYAvYHmIKOLOxBWxXMgWcfdkCts/ZArYhmgLOOW0B22JNAefFtoBt2raA7e6mgLOBW8D2iyPgfOXW9fafW8A2qlPAOdotYFvfKXAs8tb1ttJbwPbcU6Afc74FbBc/BY7b37reroAL2PaBCjifwQVsQ0IFjnHhut4GhwvYTogKOMvEBWxvRQWcCeMCtlvjAratowLO/3EB2ygSgDeUtOvtO2nX256S187F0q632SWvnSemXW/rTLveDpu87seI066XXScvnamnXW/vT7veFqG8dk6idr38RnnpXEntepuX2vX2OOW1s0K162WYyktnq2rX233VrrdJK6+dl6tdb8tXXHtnWLveBrJ2vX1mee3saO16u9by2pnb2vX2wLXrbZXL634cde16G+/y2vnz2vW28bXr7fbL6+MJbJfbOZjXzmDYrrcPsV1vu2JeH1Nju9zWx7x2Dsl2vY2U7Xr7LfN6mzLb1XZuxrU3eLbr7QNt19sumtfOVdqut/k0r51HtV1vK2u73o7XvO7HGNuut382r53Ntl1vN2673qbdvHbe3na9LcB57ZzC7Xobitv19h3ntbMnt+vtYs5rZ3Zu19sT3a6Xczovnb+6XW8bdlx7t3a73qbudr2s33npDOLtevvI89rZzdv1dqW36+Vdz8t+HO7tehvh89r55dv1ttW36+2+z2tn0m/X28uf187y3673ZAC73gMEeO3mDNj1HkfAaze1wK73cAO73jMQeO1GJdj1nqiAaz94wa7bCcf8CAdeu0kPdr0HQvDazY2w6zVdwi73DApe9zOqwq73RAteu8EXdr3GY9jlHqLBazdrw673SA5eu8kddr0HfNj1ngPCazcuxK73VBFeu+Ejdr1nlNj1HmXCazfxxK73YBRc+/kpdr3HrNj1nsbCaze0xa73bBdeuxEwdr0nxdj1HijD637mztj1Hk/D6zPExi73qBu73hNxeO0G59j1nq/D6zOFxy73rB673iN9eO0m/9j1HhDE6zNGyC73sCG73jOJeO1GF9n1nnCEaz8Iya73vCS73mOVeO2mL9n1HtLEazfLya73yCe73pOheN3PACm73nOmeO3GUdn1nlpl13u4Fa/dDCy7XpOyeOnmadn1Hrtl13s6F6/dEC+7XqO+eOkGgtn1nhtm13u8GK/dFDK7XrPKcOknmtn1Hnxm13s+Gq/dGDW73tPWeO2Gstn1nt1m13vEG6/7mQRn13tgHK/dXDm73uPn7HpPqeO1G2Zn13vmHa/daDy73hP07HoP2uO1m8dn13tsH6/ddD+73kMA7XrPCuT1mShol3vuIK79eEK73lMM7XoPO+T1GYlol3twIq/dfEW73mMY7XpPa+R13zMd7XJPfuS1GxBp13uOpF3vcZO8dlMp7XoPr+S1m3Fp13sUpl3viZm8doM17XrP3+S1G9Np13uap13voZ+8drNB7XqPEMW1GzSql3saqV6uiaW4clNN9XKPPsWlm4+ql3uIql7iP/u/v7QU+SBA3Kv+H690FBQuLtz4ndaRysE5eVwSlg/JivE7iRNBYsNRsa7BiWpPvw+hfCmRDQ5gv1050aTAct6l/ek6oSUJmx1gSfwavvfZEp3GUtAu/3JefyOnjDTT76eso7aK/cdvu4TLkGgz7M6E+yNvQNjE+behAE9hr/ffBLcyp/0jJb8E9c+fFPyR8i5KhOYPFH9L5KnK0tt/BBTXEScQsnAMHc4bTi3/cObfz+y6wFl3Hjwp/ZnnHzxUVlWPZv+aQIXXtZMDGMUCOT79Qeo0taAcoqKUDTb9baGQX3uYKKs/Hb2McDo7Ca/A+Xm18erkvoBx3BSDTRoMOCf97Ps31IYpf/7y1hYDbo8miU6HjP8uW5HEaZYLiDnpYXABOCNUib/8qJ7xPVHpfw2Wcw9BV7jZWzctaM6FMRZA+WiKD/HIrnkTW2t1waDDjvgmCCzxJJK38DodQTdpmpLPrH8QZBY5B8I7icisFHlI8cUGPFDyCKuAaIJMKKwZwFnW6YgrjF8kTV28Zz2678dkObX1t/t88BvdSscvn0k2ybgtuPtUKG2p557OlEvccs79p2fCk9eTBQOmxPDJP9r8N2LUZz3xArLUiFuie2uyfH0tF/tXDD5LT3+mwWAc6ba6AjL/moJ5Ck7N503P8tY0ZTn4dQFpp3VV/CrKJAf9aylC+p+ybbZn4cL9S7aKrocHqgmjoQG+s7l/vC+MoB2lLD714wwDhv6Q/5EMNm8YZIiQ5PUFP6gg+rzRecbAYQOVj2SwrEDwu3zW6cxkGqxZsvKXSHOooMD4lNWZzAgM/5u6YEnYm+yOPuF17jMCl4kKscEZ37X6bNm50iCnHrJp8bFDJYP+eA2pNjkVaOfHjPy42NDZRCKSvFD8sh7SedIwZL/G93BZP+Asy664yoBzwmmQ3z6aYgKGTiOFogLZHB0iyVB7AAw+i/wSX6Kgnw7EenGao7PZ6dCNJ02aCT8tS6To6yCAO3iqM5RLyCORLULuja+qEJbX8IlDHgnLepSY2ddoCMuh0GMph7AsCnnlfMVHP91RR/WFIcK1d4kpfP2I8OAh6MtM/DmZD8xXowjL10uxaMV7AulJrG35Owh/wdQ3PEFgTqEyxocmy7qE2Y987kmylBKqbO51wD9S7TDu1F1iT/ElOn37KFfzlbzzqsr/qFVSr/WX38zt3ZcB3eIQeHZLfNwCQw0xoe9qcIePTSgturWLBdiKJnNu/UOk9mTtwLtNBJ+eXbmTbiMCjPZKNTjJbRjhHzx7GVAJpNZHbeOjAM6+BHbShtZ++NnHUQswzo0Fm/uW3dtmKAIW/fC5z8e/i8+nP7UZbF5fWMTyM3QDASyRneTN4RkeuzA8cDRO9SaBSZ9fCcfD63Ecx6DJk5jA9nbYVFTsa/4VO55l8MuSf3v/DfQPenxLt+kZbbTm+iw01FkO27gAjm0a5H0VLAeDOxo9I64iFOUzyDdxzR1Dto5sQu7qMBjkDDntwsI9nm6QBcpLNjcsAb2kXWH1C9xhXvnZK45bXKdzyzvXN4EbCbY+v+EIjFy3x91pqHpq9LiXHXc6eHmBTJgXDPpmjRvigKtZjRNyAcqLgB3L77RAZ//XvoxOSX7qiHs70JLxxoWTYOhGO2s8N/inB9Qk4ZQBnCdawe6cwjeu5KeHI+38bDkAJR9Vip/ChfGDPxcH1AxImeLZihv9dNyPcBKfp0XdYurPfraUg4dDnu/HAFkrBArntSFsiTRevUHCSohBzhsJOLVsT5wJH5ZaDG/2IgBsz3WtogaP2TzX0nrk1sg7EIOpvTxhTVae57vEEb7J/7DfVyk2qb5w7zYPoJVbVNiB4G820lqee78CLCeD5jtnzwMsr2pasO2Q+Ns4OF6NOlGzgYtrci/TP975RGBZQRZ2Hu8TgeU1tpUIR2PZhfInZNmmKB3hvpxhw1CzRcHLLqlEXh+W/RJ09LAGjl8KFowcN3r+AZYoOs+4jqAkGRQUh1V3/FXguJfOn07lQRk+LNzju4JFjp04L7gUFGrD2k+k1WOfDxuIwPKvyNkftxtaMr+gVYe96bi6YIOTuKisPyL//DR473uA5ZScn12S6ph3ljgIm5+WrKzPuF+7f5KZQnrLhuW5fkInwG9CFz+cHPiVCOffePrgnhQIk8IBlmhRC3vecAjivso/+Mx4krqnMLnN5PXc5RHgy4bDG49ykIUQ4gIKix7YfPl4w70NEskUpeUCrR28Bt92BdpRAYmztN1bOWi3+Oz3DPwWWde+t0vmkWwO8hnfAuYb3yuST9codstjIKCXJ/QaLLvxfGKXmUtswJ0pNKPPypN1j/u1Pjs0u/aNbLemSZSv2ZYB4AFfXd8GB5wbfD5Ct9ztF3RiSFYyAozG3wy9dsADKs84vNt5MGF/lA9rTSXhdM99xoa+s3GiaqBq0Z+w7JcSGXs6AGB5nRC2eNaAM4gaFNOth0ALIdA6POeAHlMJ775nJjjnKUQ7pQ3bi1i1hH7E8xoAS/YAeo+nP/DTfYB34lkS/m8jnuiPvawVtQL5CZ5i4X+MHLGw8V6/vFLY5vkZ/vZNVG6aFlVwswttGjy7wz8aCaUTlO7r+coG1Wbghvi3gXHEUz6nx4DtQe7rXZ3yl+XF9XwT9wpjkea6wLU4SLRrbaNFdpzAYPGLFCnNXPu7rJ9n9LcH/ovbFeDE0lXE47ahSYe9510b35Czv/TAqXGbKlyY5dZpCfH4c4GPI0/oWX9btnGEJYemc2y7YO4Mb/eFlgSNZGD4OD8vwuBxEd6OXgLLzpq0ZAmf/toRanvakLP6mtjsmupNnNnXRM2wPLoyYOHfGw4fz0VyLmATO06zsOP4gE24rKTXPo0MBhIwz286/mCCyiLPGhc82yFswrtFNV5AEzaz7hlTzjhMUMhNdNke6zBYc8+n2Q+XlThpAulZWM5TTGB4leojP65iMP3GvlIMbtBWxRHzzm4MXkTy3uh2cwzHQAyTN0D3BIEHXHNK4Is5JzKYHOH5ZoPNiwxsM3krtD78YHXhNPEcNOdRNrEPIHMz2FzKQGBr1nEFnCFKHZ7X5tzLZmXurMHM8S9TUpyd/oQTFFqeK+eMzWD2hAkW+q0RKwywXT3TzjmeTaShdb04y/MMJlJt3Ws4Hk6QlD1573ihTXkrkAKPP94NDcQ/lFO7ovmFkirQAY9L2oQAvyhnnj5pgAOV8LinKfrqv7b902CYJds+d03wRyXNktfKkxOPr5qgGVWj8sc5qy3n/KqgFiI82fEYrs1BPS63JEHl5URzyBMljxHbnIgPdAEeKzY6g83O2/sijZLdIAXq5bFom2jCSH4wFQWvSH6lp20e6zZBoTjl9nfM2+hXVhrfeaCYfTEDEXSbuk0Usl6lurxw6SeVwXNIj9nbfFmB4X4BuzcIHgP99HjAYShC0uPomMCBuQpFtoKpQvwS6KzHG05QCdkHwwFBJRyTex6osMcz7sWJUhoD1Bc5T4X+0dNoj5ccRj1MMAL+qJucPF456T0F93jMvYxU7alvlznQd9ENsc8myDHfQOo97nNg/pZHRVVAnw4eiOMDH1M6kIafxz4o6UpLgUd8nOpebLi580CeWJF03vAc5ONg9xb2RZuhsusjZPb85eNs98KgeWrtf6KVyIK55z4fxzsQpOUI5DE/MbWEvhSONn2M8MCthpeOoRnVhBoY11hGGSmrp2Vv17wXI2ayBitcnCj7BUb3cdPDEsqvSuew5NGqKoENflz23s5OKLePCYeQF2MbHJEc5nuT7uOebX4s+V6craglKSpBD9hwnql+rPowmmWkxz4qQUfCb3Akd2yz9EYJVPjj64cpMBIgMkwXdBQ6z3oaPfZ6OBmNQLY/LoCg5Bc4+Bv6PBKGep7+bLoFjsDmx4HTmXV7zj+MBN8HHKMgDQDcHgmUooQAMIzDR5QacHjIgFVAkCTgX0RqMqJ0AV8vY4+PEoeJYTRDwuEohTi/G7Cc7Lq0cJPkE/zeTkmBO6qd86C4OLef4cSY9pdRNphvUGtMtvsQlAdRx3kDAGMwwGsvhiTOyMWCJuS8W4Dfmdp65eTdk1AhKErOmwxY9te0FpOkEhJUR0HKWSPUrdSq5wgWVK7o63s5y157FL0MDHOxZfpA5xa1MGelJzXsePQ1h6dLQxU4SGnOFkLJjSyEaX9kwAJ7RCXO2Zyo2MEAqWHwrOCiBiHP2fYAQ66o79OLWSkQvXkZ0NlPEZajRMsI9oVRFR0LgojobNMM+btJfHFI1Ya6bNAgnf2feQO4ce86QvgTgoTpnCwKD826zzEEGE5CXPwCj4KYPQqjzgHHdEeSNDv25FCDb5tXVZ2Dk/mShGE9nr3UZOWka/rF8pFdKkWp1jnUmaKhUGvHOvhqH6HXCQu0ZNWUF3wCCxaherJwJYNO+RGP7XgFaJ6v3aQd8WgOOtUy5cU+lOB/FxRpJ2piIptM1X8CL5aVUJ8uCsM64BlR53ZCOibJsP6qIf4DnEFItE8PSZrktQjquRNZAkYGmUNoyvKvHF+5hTCW9SbYr7wGvw1RZFDqnQAZMKiJ3WCLplkz6FOX0osefwEfMOj/TpzO6hQfnY/0gRYYxMe0gFWKUuYbMwtWxMHWWOlJlYwYO5TXILr8BHgHG1zxneWwyJVfoyGdXImllJRfy0F3akUcYt+Vtll+RjFkf4wEJHhDslOjSNKleazg5NIsN9q5IvFhKnGXWgJP2SizLkElDs+7Tz7LwhEYWvVPyIq1oFQ0zHJJNHGMS2t/QipOHBGF/rs7c6ca9Hm1tHaSf8I5W3V4lwoUfpcX1C43EC+aQ7nihML50UrQKXHonxlJyROnIkI8wW7vT6ir6JfsaX7KMPqjHo1RTi1H70FaxeNdDtJi5aOeKa56RDz3byU8qWlXb6u8ZQUrfVSPspZd2Ys4KjSrzma1M+ISUfdVWdZCm74hpdg/u4t1WhMcegC42p4WZlPqq6YrLw4sA+ObeSqH+ibnVFYJ0+qPxDPDtlDE1BXBxRQqofonX93x3TAArrhX/t+qytrkAOLoEOnvsiEDRFNVDw43j4DreRRrZp7hBbrOS7FS5p50oPvCYkkAl8Vav/vFGZdAvKn8wo1WIJyytnLPGAbebnTf9F+1iQ26dckRlAy14Q7EJcHScvqZBMEdUI6mtHAbG0FccmztD5wZE8QfsxZzAym4vw5z8HHTK7QroIZVe84FQXnP20JtJIZu0rNr9+HMz7A9XU9bxaEBinu9G8JBXI4abcueiR3Eu/VUz3QPwnBheQ23USCKN1uDZ26I4t0q2mfIiP75pNmNm0iiXycZ4+6MLyEuD00rxBkjDJFPf3/WnoGit6c13SvOwBS9nZL5VcNtuore+1c9WdwoFuJoCOn333Nb9Jkrqf6MeCE6VZHlpsFogd9OVDc6hm/rk41UeubMaDu5tI2/EpXYYXUWwxlWw0VVzYjETbbh4izYAonvMThc+qiYVMN1ZI7uIPZGlUQ2vb2BZyM6U3d0Q+vDiOF7RA/3xVZUneLm+XCvmsk6cUU2xhc9oT/BuMANBQIui8oaaWeCEFsxMCTVz+9xQ2w3ZQ7QUly21KxfcxslnIlFgOGZYt9mTzfiDoma92LYS7SFKCAYMDjSvLWcjgbAePDcUcdjB3nBeE14jf8Jzg6O8g4cK8zIsJvcTmsIhK1LqNARvf8JjhGO9I4tOKGMp79WmTZc5s5ywrFngYOHXA02ri3gLhH3uz4OM7Xx/glWFo6yCxxZjNa/QchH6Ixf5bwwHPMXeJZITls4IAoXGp94Lw3HHwaMmaN2czbdmAcCDBAXLb4m+Ob9CR4djsvMk+JpddOWYWjGh+tMPhwjGnhHRlAMl1CLR7YzCXF0a5whj2RtxvB+QOeQvO1PcBk5XG4eOag7LAa6oGi6eZMSxxOnmclMFtMBly25GL5MToAPWRz4894NxVHWeXINNT6CpxEKxW+PbipuzhrwF7XWbDj/5ox2LG5YG21bJJHR7QL4QJ0s2LkAlvT8HdH1xc2Bw8mVME27GJ4fjD4IrjGcJSf76vuxl3Ez5ngA1reZIgAxCVZ8sKfRMXUa0nkfmzO+TuHajeUvO45sgdihvA8OcAhFsGN6wxw3Gg84K37ZcGSJKJF5xx3gHZ3aN1rzuLl7PEclh5vr8zBAmtHaBzCacbwJzgMo0YW8gMUZzILcrD8eo/KP1vV5FHJyim5DwFEw4N93tkTA0e5GWcz7F9HDS44fPnNndOQGD+IcfRACrs9LqKBPyzklAR8YVNKipRJxQXkfjvUSYMzcRerpLZroMfYM5ODBy8kNR8RBKgvDKCLA+4PKbTCDgnmZBPgJb4N3jSIO49DoLkV4gsEcTKgAy5416oxuVcRr4rvgba2II1r9+F8RHzz6j0sWwZnADQpmWorLM5nRdUtxUmOCPZfij5wswcZL/00O/Ax+X8Q706ZgDKa/iU85OIgRx8jUN1qNEZeXDi+I9yTjrURzdUTzMr3zKO5ElzPicMke0Q5N3eZeWAAG3zTijWMMgsFaeEPQiZvrmeCghmolGLTxBYS/cIpObvpi9pd32Vm+EYe99YzecHy/O5rUwUOOcO5VvkIwm+PymeBURFc64lX2iBzt65Kq7Qv/WedzR7yxhOX98PyqxV6eh9GGgT8vKu/BT4+7QkdZORrv6W4hYf2MDn3cXeTdxMP1Vn7E5eXBZuos/wg/levHWwNy8+qcmRs8BInnwYTAmw3yP5ZQFLuCdyUkLjEnkjrnXuj3TLocltrmxpn8BvdD7r0YR/FGm0Tdkx8eWN5PkXgd3NO88SLxrNuFd2gknhJiyGDlyLMAq3tGz0fi4JXPaA6peENnMbhIGo4+QrCb1L8vAcuIvpT8PrLm8Pe9gaV+T7Q5o9Ol/l4MTo+WmHZmQUoYvDN5n1F+y9Fk0z8XzEB5FpGuUhmL8qk36dS34WGW7N08icsLya+zTT/5rskJhHfKe4PqK54G/4ozEfVLhdTj15Jk4H1M+/x2IeUKVUJ1sCvlxgARQnA19bsRptGgIbl2Tbn12IqDKyp305dho3dPdYOCOWdaHmZam6ZkyEjfg/0q8A4P3RZ9Wt0UYvi5JkRz+gSRgb+db8jxeXWTjAE3Pb8Vr2CXjegT68YhAweDduPowGJb8EazbqYycAi7bJ3vAczAay9W1MFqyhCIRQdbN8UZODxdbKHvkc/AMdbK3qg9Hxr4hAyWL+wZJk1cXoZisM6dVpSV7P/5GdXEZQnoa3wGWvNfLSu4ONOv+S0r+rWGTzU+j7/qjNAmnqoaQrt528BlDT5KfcPsIPmHy/u5y2dot+KPGlyfAd98WPI99aE30Egmd53wcM+QcOJy5GsAcCaKA0cDQLNbrMmMkmp8p85Ucr6C8oJrPCL4xKiU8nllz2hznbverEKBAU2Q5fbPq3/moxOXVKquz0+0Tb5L6wxZJz6U1MR57KUN7oF+ge457QpLlFwMhtUQjhS//M+od8Jt6TMgGAV9Jn82kTMvnt/rrWqIA1yi+YReVtiMztB53g+J4TS7aJBAPkz9w2Z3JtfzfsOGYOESi2TeZL9pYiIXOBkpbLFA31dvMYtGOuGBjx8Dsr4bNfWnj97iwhuiuxfwlhBYxQ0fr+NbYesfz41GtT+8sflOdyQghoOEjHM7nD/YO6rETOVzXmE1lapPRRJpidHb+jtdwiN+H3/u6V4w+e/6cxISpNr1aVGTUUyP+yBRQos5nreC58TxIfF87qTXD+76EKJo3gtUSZ/xlO8QTLzQg8aoAGIVRFb9E0VArdJfPvPK0kx617dhyaF/opGOCVIVgskYvfQEhgnWTwh2uvbQu378GaPXhaMFhew/BE0dcoUX5KQYZHVUTCTWnJ+gjIqYyVaJj+2oiJGjSUO+KgurGixpYGGI5SNE4G9K/4ooO+oxk+s5RKA96bDJ9IlYO+c0sVfnA1wO2wMx5hMPQ4nzVL6xqEtIimJ6V5ADMqotMa4GDuug8YnDO/racjvHJ24HXqZGrC78BwxL/fHJFoCzDvjJLjpWASyWPtkIcMngxvxkL508Zw2sfbYDHMPM3k9yRFyrwyGZIj4Tc1CffOnn0W2KyRrxBM1NzPn4fQoD65AjdpbJIMmKOSXwrFXpkIPyPiTQmGLOyvuWwZ2MOa7e5zm/OTFwSXeYVPocGngmSyfm3HjskN18UnTAGDvZPyk9cFSuY/7Pdw2ikE+9wL2DxB/rGnUacDwsmfi6A/Cq75qrUvDFfxGfxZIGFookvvyOvgQCXOKt91syAS7nBfa6UGLpbGiU/inIAK4cRBXrN8Bl28KbHOo9WOezai3S142AQ7aWPnUm4Hnwx/qyFLeRhxlNqGK5XQddJTQJ9yY10BL9VMOAgwf7fqpqwEtZ1bZTheNmV7V65qt22ByxabVPlQ84Mr7xqRZ2qs0hAYzVReCwDKyfaiTxBKuiWNQE3siQj0VQfv5hIdjXUgnX8n48yPXrJBwYsYTLr59z+pZ8+XM7uXuhcszbA43Ip9KstxPWirFgzdvPGM5XtzlRo7x8WL5I7h9uUtLEfqcS9IKfIjxwMn9iKV9fQe1/+NI/XllKFEMDgQdQ41Yd2hC6Tur4dDMAt9G+PRGuzs7EJfRWdAhs/rZu3JaATg9YfHvDYVgfG0O6D7VePg0m3c5elMhD/6rTOAbzVGMfjMfJLL182mzAX01QQhsPitVGi6LYJRRcsjrW4EJzknhnXAd8kIZtOMbDzE+ztKtTWf14rxOfjas59K8Fl2SFxTbP7yL+ZgSLgVLGaS+1aKvX8dWII4B7/wQyHHBJRR7lyEEdsYMCxiL9T+DfEZ8atHtqH/BXgtr3Y+VOHDKeGbiHhEHG/vAXMbzmQfb88XcnLiH8+6FYEpfoz/BN1OQQHOUfObInUZRje2SMEpcDuH0c4Ik3yes+RvDEZcvBkeo5sMSZXAQerU7kQR0gknGJg9dcIqVXcRL2Ai8YuDzAzHvp2MXE5XXvI3CRFWafK9CZiedOIrEjPxMuTW+xo1Ar/jJRELwjdUoLlwwZ27RnYhOHdLlG4jZxdOh75HkTl92CbHFHCycOw8hIIgcMQcj8cM6JU8IaGOqEO2VHns5OGAdRC9x3wDUzOvDsecIYATcC1Z7w7DAf8Wx9TmTKGB8dqP2Ee4FU0osDEidwt+hlTxAloeGVCETlpK6qT+gIhxaMpt4bJA6AQTl7okqCMFKzGXQWgCH0Sm/QZBBGNOhFHZxBlfSzThZCGL+wBGVJooWInIJRnEK4Qs4Y9C2EO0QlgDucKvankR06zQwwnASzBtUNYRy7b5DzEMZnUlAEAc6QpzhFETFYAswgSiKM/TFqnTii64H234uliOaMDrmXWxEugwpDp+MiXGkl4qVghFvB0vMaM4UrzmwvU7M/Uma05td/suNHelkdYVAo36DM0x/5oh3tJX96S0p9ahQTAkYJMgoS+QRIbfJax06W7CuvR5BRngcOWM70vbbgVvtEo399HydFaF4Uipc6d4OP4PQsGMhTJUreWwXcH8YIElfsN5LrQLTqtbNn+wOM+Z3rXJswZ25RrbtPU6AdO3eMESYyjpJO4q0REfTB7zIB2xEhPvyM9dB3yQPw+xin6RRa8C+C2ZwNll0PmXP8ervoMymQs5L1qSnhN/ZifxswxrS2eEdOJQu6YQvmURSWqPeJsuFTPBMULQZ9yeCB89KwIjyuU7Kb2LXNG5AFPhDs4yM/9cBJcqrRCVHeLRlV+fDenBrk5Av+WAV1oLEKe/PwTqKGK/EUZJHuBT51T0ElVDvlU1kaMDsJi+BUVSFCwvdbf+SBj2mKC0nLvcjMw7I7pVxIiFqyaB8+gagCxyEbrPa+GMQZFvouHmNX0M6hoVnu3mezaCSfgUMbthbUi9GUiWJXV8aGpK+amzNg0C6wWfjdDD49khc8M+59tOSBLWLcKRs5I/C3DvvqqbRT0LNyVRSicWa9cW9uUA02eAiEnRzl6Yr8Pe77qPqjWv45Ik4z4EW5EIcWYSi20ZCK5wxK3KjWlXgqAUayNsMR1khPxNsaDkGBOyrjbzwyTxcDgs5npP1FJN5Clymcuw1cIjmXWjylG/UGaK/4Ix0l9QY4Hv+nzfKyDWt2IoDLgA1WiCEaTvqBZRMijlbAiEAiHuKT09qBBvNBDGiwHAGIx3zo0+AM0JAkhDhpd5NeqMDHWgeINCcqiyHSEhh8yJpiXHY6VQJ3+fZlNbD6ZM0oBHenDwaFDUi70+A8WQ8OEeLppr3gOT59N+skbm6fKPO06gSeZWhOfhp7UOPIN7JmDooFAxlOCGBPexDK+9GbbX+rmQjtDiy0hqHWeURs3B7z4arv3xIWIM0IIfPpX75wNzSvddfuFHg8y2TwdEdftiON+LJ7rEDR6l4ftpYsYRzOhHdnl3+jLybCbhDzX0xzc46szYzv1/JqG0O7yNZS/DW7uc2J2RA3EN6tc8Apt02Qs349xU+lbyqJcQoEhsQuLRafsfLwEGRNG6ELqzqnJ8VHdriAeMBvMrHJZhpCm9Uf29AOjRHvCIzt8oIlb54pvlGHOwndVzdDd0fMxFsJB4LN45QvmN/4Dh/aJ2BJY59lP2zkUSyEPsz5EhxUdCJ7XDaHssrh4uXty6ZZea9UsT39XSxZjOUocZ0eTu2rufu7LIyNmQvZ3Cw5L7PiqdlD2AMO7xew/HsaNRz6MCR5dTuEv8w6cCD4XeeQkAGj0rGoz0ZlFliieSs+szkAtwO/nx2aNDa/Muy8J9uafaqwVR4SNseov5YhH8o2tIvFzH0LzANpqRF24cMHf8lCz1+vfCjsn3UUAu4ZNcqwwx9uuhwTuB/PsnqfffDT/vQ4zPcXrz4Ybwbnyc6pP4EOff7lCWWh4mHhUyZamj2CSgFxjs4Eh8r/Fqpf89IDJDjffhLTIxOgP8Lo9qflAIIcLg50c2IDwCAuLM2CaRMgnO3FWnaUMqSqLg/nYD/KB4Fbpc+Rwg3GAy0EB0c+8aKGmYwkUNCuw/SJGGAcEQbglHRyCfsdcitTjVHKFnhwvP2w3eXIQeCP0Ubbug9JU3qLYdHRlMB4I9duD/0BORAbUIitjjLlpVPfsz8NTV//BGhH9wIXDLAHu8FN9nLkmz7KO+oZwOnR8esU20A9P2IEeTQ4gDGrSOEl2Jlo7D/mJAUUTgEpBqdH9APjlf6aNbzACUfkJ8I90qFJi6+pFdwMM+XOENyHyUeANLGxJruvAueMBlyIwI+KCWp9EyWgW9NhTRdi+COEggtAreb3hBaOJFffRODIrOAwAHWz/hG4A7Whfj4nxzhiLcDJhIUZ/hIdCXNIU47iCzAMV5dwDBNKtJhwUqCjGwOMvWAabDIz2Bgl9XUgCjXEp0xxtGqwj5CXbKw//fCQiJnbEbwxzyvqPgMYg7VQMHFJ4VHNCQpzj/1hya5m/SSWR5M3WdB6llIPCX15Y856hH0TFb5W7LXGtjDRWAj58BIHTpIb13dGKwbLLibaR1+ItPwp71Idyr/Bt9el8EejOKGQTsVuEraKF83EUBs4Ske4lb0mdUIHS7bfd8RqxJFLTk5JyPtvlMzOdHBTO6JLgTN88lSlKkseTf8RDdyOdHPiK1Wn6GyNdYDjDLfEn3Scey00IQi3vuhDN7VDlj4Wd1tWClhiA3M1hLE4DF0+9nlbmyowAoX1p0GXbe3j1rf1rQMMJRS8DR54gunjD7jVswKDV2o+ebLiZdXKE43egyQot/zxL9zKXJgdtmnVIMi5QPtrH2tEiSvIfYnuitB+vXiRoxfj+dNdVm2yWJL9QDJZoqHj+THg9Zu3hDYVO8xjo1nkuVENfJx09MGwHH8/hpMwJknwlI2ulefRsEZgX3vSih02iMH58jx1SqutL58mLST7/Lhq2ltGh+JqKtQEa3dYD3/8OjnOAQy06O65X+rBZsJcf0MCYJzVwTj0rBf4sh+58APPNtSDgvsoFl0q6mt6HEzPCh1goyzaVIYHI42Tgzcqlnli/hKcVM+eIDCcBsb6F0lGm8GkFU1wNEne6OiaaUOrPq/H/vXsTQInxEp9wejhvdFaVmC0i0v0oc2gCcipU4OTLfbCWsASDba37OiDvhw8crGdysukMwqO0S7gClVYtOXl5vugse09fPk3KhhZwfA370FdwR6YX28gqAxmwvwtCF6jIzF++OxQrAb/Ytwm0F9GdDs+N1XgvpuSeAI143EFy2QoASeq4tF3+Txz1uBtkhBQnE01ejfjdYLpRBxN6l4+NpfnihMe+E+gGxjsovFeV5Lkguf0WQVs7Ne97FBvz/njZr3XFygPbzbqExcpT7hoiW0LGiD4FmvxD8xZSh+z7b1VsI4vC3B92rabzhi6pXWcwMekfl2/9w4HeFfMzjYJlmZeOn9u7vLqp2hmf7Zgcj3rMuHeNg1dfeeetY/T06Ejy2bt4n/eAAJwRoxtsPlFAIZNWTfY7CUAp2z81uNGARjCz+Wpa+YVJK5Wkw8frwt8a7hu22A4Hf/UqwuGYLIu8Qa4qIyccn3MDBydYzBN0DEYZZr3yN9gHmUNvvpcNjR/g5r61I9v6N9Vg0p0EUDmU1cTWUe1arfA+YP+zZ4FirNNpQR06YPmzgWQ8iJqLj7VeFgdHGGDCssUH5diZMi0xpwseDUnklukIakLdzGpJJUWTTsx/WuH4nKb1MmPkv+nhvhczjp5mUbsImBUykC73CcJqHcU0GZ8njERJE5NPnaeAjDjHvpMh+WSmkZIluBPlLt2U3e+NVHmwzHqEznUSOW/7yEX3D8TxpO5KcUALkbyQo/oMYmUGuzjYCa57vGL/Qs5OUHZ0dOncbyf24vNdZqFFMIl7Jwh19YXQaAJTzw1FUIyjBkQIYXfbxfcK+Wpv+tNhIfZG2oD+6UlaGM+zwuO6gL2D13aazG8pAZNs9eHMhGvTihQgEP68AZAJN2XPQV8VfhjkS5UY5GBDQ8HC6KccgVU0g+JRfRHgJhptQxoOuz7TpQQDX0ha/4USWjFg1MHqGyDuidWZHn2K2D0bCo5pIRQQIauCgbg2Y+Asad1BuFCnrVQk2ADooV7OXo46yF2a/jj9ZFL3GnxHsSiTHIjsQCVEv7gBMuXRViAIOyt74dtgKOfnp6Bb4DabGWtA8MJjb6BklpRs9NTGBmoxMBlORRAkKHD4wmovGJGM4WwZCJdC+UP+GGiiBbqGQPcmVJj2UJAyWeRlfryBNCn6k5w6hCDtIZRY8kB/9a3sIBvhepDLCCcXwBPRMy+XL/2aaN+KApyZzLm+EaGgt1EuhovhqkEYKCkfkgLNPGrn6x/P0a6V45FcvobDtO5xUbwejsE7JhElPebxMZzaCWvt45956cpNWu/oSgDyFGZ1sss730a8czZL76gSPs1FtiLZJIqZO4Vf3Msa42Vgb32gJZ3jf5c6xSm2wOtjrCmgWICzRvWP9AO48GwV0wSnjKjkf/7i6Fd2Gz/+atrJZU8G+inmQcjfJsJ7Ta8+Jj18CraIZPqYY0geOsctY1iI0QvVdGnF3ZD3CpT/ilSd1QxhxaMyL+FUN2vXYAQuBX1+LW6BCM0ybPj7gxUVsbgBvRIHMnlBD1L7W8NGxCiM9wu7mBy59SkF8EZ1P817HYMZ8CQRVW5CVwUhLdhiSVoKHz6Q+aWK2NDJ4TcnX8BYgDGvUBRhZ2hPg6tkQSEaJGdyjsES/KulMj8AorpfvzoRN/RPitbEtaGbwtw0hG59r7j0DCJoPMxwCdBdiL7CihT1R46HBRuQtDvmyRgiejITN99AUmkwHozNHYa+lsV7F947M6s1iRAC0wJQycJqtKKnCW0qEAz6Rk7o+9+QUSISc0lNNaAPhQ9+k4eGCnygMfULqvsgfZ9MR0159B/BE0F88ByYCs2aJkaKdKe2wj4QYE9UiGhn4Oj8ozESXBaWnveGXmWnA2FWYmEe7cdrsHSPNFR07M1AYNIPyK5ExK/jNwvckTBl5HgsH78dEGYkd2mzkhABYx3xPx0pzGgOaGyTRqgHhYr0Edp3Z7zCtKNpDIQ63iKLMSU9OQOhFpwbnJDrBP4t4ATx+oChpk7i3mNY4ELbYoPibdhyNYkodgxfkHbyVX9hR1BGLSdND9s4kafJrxsdFOUGzrts+2h8XrgJCuXh5ovx2AGa2fCtjHSnVtn5fNRX1q55RpDAO4YbBhJ0+D4YLZIiRxrcHwwkTUyssHlealD9fxtMnxyNrb3g0kYisL1isaAjgOuM7e+jHESebJanjmCeVMl/VBYInRtf4DIM14agXj2Ook8HRyXQHZv9DyoNJty3HgwdiQ+70qZbxJI6U+ECLhRIekZ9uDmQEvUIiEf3JwHEwcifx8knDqS2RMiwtEbValxSSOqAChTzk8bUUygdJtpBmhbe0C6TeOLihgBREf720+lSaXTL0AD++AwjnIHkG1k5daPOgJwVoNcOKoUnYHZ2AGloYaXWICDY2vAKzLAwZFMo7Yo4AAsaxHvJI29QJxSWH43DlovDgE1R06mmaKUxMTl1Dg45Qlg7AlqxlWHOR42HqvL02vLV0DkabT3D2IXEHky5zt5aUxDz2WC9aE1oj6qfRFo3maP8hqwftqgJ6VX45D1A71U1O4I/ICRYP5ZsP4mjBd30lnZK4Mg0JeIaKSgI2qUptH4z4uOGnb0xp024ztV1asDVumvVy5BTiwP4P0InUA0on1u1EU1NFsa9TNeRgUYLNBKuMPi1f42nD9pKebEWGArFcaNQbvVHi1M16j0AolJTXagC8My6YbmrHI0JxeDqDlNiii8ukxgST3n+0YxWmOFDGszaNfAj8KJblK3NeEJsGxy0H94BRyU0YU67SCYa2hVY1x4kNcJmsZT+BudGg/cK+RvUbsHVP45/hgnAQScVBicMfZpqJEilNgSsJRobwX6FmbrjKg6rJzUhLpjEClWEGLATIuaRsCZ89uDBBIcMDQSWhBMVrVWLzPKKwGjj1WiGhMwWEmD4s0sr8IwuMnRR/mt03QCVlZ2kIACpkm+14sSpCW/15YSrTgog0S1aotlfhytqubK2OS8/NV/6coa/2jrJ85BAakT0ZIql1S36iS3gFnkjQpd3GuJPWD64gW9gCWwN3jrf/EcJYbHduvlwngXan4ocXXqYvfmQIws4VhbsKzYXKNGGe8qXuccJc14seW9xhvlFdBcBhl2JUEw7dYS9NXP0MQQMAYljyi7bqz9l5KiShurGvM+UhR1n50BEvAHw2gNRamkR2U4N50HozCCkBw7l7yhuUbdudvQKnn39bGdVaJgCB+Ceh17aMfgzSh2d/twhZ7Pkm3s2l3O2RQU840SATU3cPp6d0xUWMf2Ou28gjNb+bhl4cBKpop3on53jlVOuEqP/W1MKa8tWgY00hLonesMBtwxW5EDZiVZwB2jqumQdylw5z1cj2peIcPD0erB6QABBtzBWjRGONEI/drsB0JV9HbzXNjmCi4mgu9Qtve6spH8tODb4GIzckerxaUozT+pfhy5EA5iYtiMXhEueKyg4w1dpYhAwUSr0XHChbF1krw1VtArm0GPdhYumqbZ0GtnFcydUrFPb0+MRj+/gfzEW2i4HACU3JS07Yz0AqOmSzTocMkIdiV0XyxHkYQ89RJtPlym1DgZQz1WGtv2dKT2ZiEuv8PqHvgrCkOQ0qIPiUtLsV4lwF35/JOQFkU3k5NiA8aMgWaZNwrC7eMpdooCtDuq3e7UZB1tvtFx5dQryOaW8KxbcQNj2Wjz5PxcTn0k6aLSpiAqLGXD2xXmFGnIQi82pKDrnEJoHL3nzK4Jkfae4G+vaCMNOPjWnFoTCfWz1WwVpFfeNPsHtyvOKWKRww97J6uYVfqEeMedUxyjwkByo2bVMXA9c4uuPafopiY/mIT8R+t2YAd9PIFOOY8SjVSU93AqglSFcPqZwjNN6tK9EdEuKqpt0XiHobIb5vFGlyPKLKveJzBua2bU0Tkf8Gk5WChBkwYKoxouoYerpUnOVagtujN1WFJPvU/g2HZd6uypVyRlwfoJU9nro/cJjL5amUT1BnkPiuUUH8ndZsQAGGzpEf2mOiZeF71PmEc6lDPeYROZmbF6NyvMnh8tqZ9afmrhmwo+gdyaWoNTVgdzWQ4fM18rSRutAoOmVKM7F1D4xqgJF+Rw3EA7SjbqYuktwQCjoKxOZIzf7dPys1lggLAsd+V2AJZAKPXoT9Yh7yp6nxAITZ0P3DFRTPZpheWXDxZROip9jfdJu8k8jcHoqGqkjZUmH9b1hRokiH+EW9eYsr9UOOpfkF/eGbVgvLHsILhNWGklaT+/UyJB7T2LyENncwg85sP7BCOip3a+1uPR8csKY+Yily6oLBKTwIKJrg5gayncJDfAZoa1hgg/KSzvNW8fquG42fZpZCv8NHatoWZzA1ts4+3rZPM1Fl0GCTMof9EmYBpxekDuBAM7wgjBXvsjfPvwvbFrjcqCzoAg4NX7Vzj/E7cEY5IxMpiiSwwOLQrK/qq3D+IgqzWBeoQNe/5R+af800lh2SSxuVPhWpSLA/Qlr56wBID65ThcmacjViCozcNg9EAq4SnbPLengfk1bN0nUGPk0/pkKOzWmwoOa8lcSKOw3YPzDvwa+TQrQgN1d9nzFYYdWrNPo6iAdxLwHJmFItC/oDjE3cOOMzLDp8HZLHqvseXIHze4grDYCcOdlAEUaGgIaPFpbi7afwackz4CJqbaMRugFsC+lzCmcTKEAsOtyNHRCcsJ++irQ+dLjmPq3EWYdmCIM6aF4kdyu1ACNzh16nyDtZaLqgpG4xDDoTDS6WqwhPcP6tidG4N6nQBuXZ8NTdUST1iMfAbfPhNus788lgal77CcAyyhksY5JA4+OJsJTy0ykmWY+XxBHBOUdSVwEiEZLYQ7nb4VnvJ+NYXHxAoHPEC4z4iOwVQTmAch+Y6JTwwLBXps+3QenGYMGLo3ZuUYMj01MgVnTo7QV1E42uAdIcGubXiAmdwIy9ceLDcNOloW/TCqXoxyBkKlysc4aKGuTLpBeRqKqmlwToaSGcD/HLDOAyrfruu9nrDcxWPEO66CKoyj1nYSwBdM9VfhmQc9k/DOyiJ+7Z+jX0gjXOHGTRjtHqSGhOU76xiqAaLFw4c44H8rZ1xWWHZHztLAyzm7TmcBebYh1iMsX1rHpAx0s5I+xYZRu8oJwEjqxOlKgOV76zQezJ4ehUUKvCtYPsPgWTjzDzAGIxhcMCKsEJb/bxUjCwxyL58XhUKPztR8UPjGasRLIatb5waSuaEPZnDww7QPQwWPjQtEWvk061gTJ8ME0wAwmKA6sU/g2t4Fy6d1rh5IHY/ebjzRPpRng7FwT+b3wyrtKoWA2Ltkvd2yHrum3kAbui+KYtZyVRgzW3DYg4gsRzbjBWi9JViBPdIg8U33RBDIQcGbhNna5a9BmRedRKCgKU8FZTfWu4dC0tSwhWysyXmHYE/LiaOj+YqyzF6F5W/ooMHK2AE3ZCIXmVqPRCv+yfSrmRxbl7J9GgPJ8UUmNwAdyoEef0KnK/GJPloSctMi8USxrdY/Yf4jSOOIu/inkaNyzySMaRj1T5j1SOa56RDdUEe8APJb9GU44xsBT45sDHMa5ZFiclU22CYyApXNXecgntGLgOWGrNmra8YiYBBR+UXOMEXCJrpzUxMBj6J0HjcfEXCt6prsBiECfuh3GSYe4tdUy6jdaEPcEhA98p8w2nDq1Hedcwd+LPVB4b660YaAMZb6/ROmGOKZPVmXtZtiyCecVC2AdnqG1Dy8DW6IIWDJ5fSLnHGFeNMg8uGfPuMKsXnIf1YNxuhXZAf+dT0DC7Ev1fcp9uE1sBAroVoqAZG1/Noal42bV4glVlJlZdTNK6RgIGUdAanm72XEdermFUJHINnXa3CpoMzFPcCNMRzgvk9t6EIciS5Rj9uLG2MIGHxHfnqPMcQRRWaaorJLKOw2NDfdEIciZjPb35D3he6ofrN00w0Hso1XCXDo3MPV4o0bsRt6iF2bk9gUBoWad8rt8W7o4ejq+NANfuk+588JNwsRGoVkjXzAko18zyDolXEGlniQucmJgJHUKh8QPQJ6dITj0E1UHEoZsgmApPmC6RHOWj9REUdzhtx04fJg+ZDdSQ4ca771ePD7CYwIeY2OLShiYtQ2fUTBuYy9sfji4w8/rxE4FBnDcMSDKLz76MbPcRS8wthw/X00+/qMMRJ4CbJAUHbxgZYf+4j8RZbWGQeJdPuN4RrHQWI2yYxBnx8HOVCMRml64ZJZ8xx0sSPHDmcMY4gRKCgOcLbEQ3Hxqp8qCRhC3mE47lluMRgGjjMZVQYfUvsplB2cWNvOiUPEM2JkDlz+JL++D++Bzzw5bcAlAzrMMnFeqM8o/JBL4sUUiQ9MfmpCocvnK8Dle2ua6tIb4BlGlyUmSaSAgB9TYk7lh2gCVwK54hVWSSlmbMCbmvv7tI9wZ6shJI/AJTfnADKfaxIH26LEhJWUFEl/0P/xaS9xeUcswd2ZM3F4SsyYfxPvmGERs3j9/EsHbl8LIF5B+IkVBeI2QdLXJfj931lbi9UN4pim/cYKCfGHc81CmYX3DUHq/JjJ4/aPusoyxxxemTxshAW3d/cYWbt9U1nfHyqDN0VXd7w9b0YwG93b8baBs/sdUODeTtTeJHSb+22WQ7r3j0v7Q8Jl7l87diwW2YpTjb7rbs2hGC//J60/I/sjZIXRd/1BpXIiTo3+6m4P0OKoiX6AJ51NFvzVscWAFvipyPqtCjQUhPRrK4RfXI4jLB5urm/+VIz9xokCc33N2PFB77bwHQ8+6tyXZ2b13/uou30cuOQoeZ0HHVOBx8dH3Z0ToGq0ZTAhOPo+6WOv7g4nNNDyW9dff8Bz/bqrg0cH763xcVd3ZyXwivRnna2SIef8cVc/RzG6F+wb6YGO2iUd7F2vw53zoCc09tcJN5h1fdooLrQgs6Dy7QDhUDbz+TFid0EL7VuyOgsg8kE/N8fujwuIACcwkBVmeevTWXLBFuA+iopUTsQGsxdUbbLBko3Q3Nx1rU4wWFlXVh4UTTgmXzrfEHMBJbtnVakUiEpfTlPyrTYXqwKuZovoAl6Bu2SB+tPJfnqtjbe7ey6YxpwReQE01sdooZd5rG8RuogccDc5kovqK0iEj85thflFZzjlepInL+DYlKrRjsstaDDfi+Y+2KDabJ8eqEtQKidHPPo+nXSGk8jgbKEwWHb140bvMiWOmeoqYHB5FcdADQ2ZM/q59PD0/VyXm2ESzpu7JmFI8GQvGLFT7PI+wvSjC1mizhRS7x1lgescpNObdpkmUchO/4S8VGDw+VUqpGIJnPe+7e2SW8DdkjOXCqN3jvueFM5JZ4L5TrvLpwFXSgJD9l3hJ4DxzArjpOH3dl18l8LDykd+JDfTk+9XPlNVrE1OfNchB4434GoGGL/1Tn0bIL5omLcYuAeu7gBUUrrHiherSlFxHtSRrHjRcBqnyHZwpY6aabrJ6GpSJ4O0LlAmXBmlqk+7Voqa1o3fSMdwtRjAErHy0EThpicOYPScjlPPAYqKOT+MqYmV8/k8L8SVigBDGGmwZEZwSAiUE1dvAkwy6R+tTsGy4MNbcbWsQh7WeKyWBUVv+5BfXEEMDkTvq8NP6dUgZ1+PxBpXasOQuWGuKDPTTJEMLsfOQb3u0Qaa5/K46l6ZjKrW38YAbhuQtwlBrnBYsImOVAyWAIuzmT3ZaCZ4fnG0iqcmuVolvIlk2RSrbEryxxa15zeh4DlSzh82lCuPCpxR4rB/UvZq8lo9pQrVp5bwOgYClqvIFo7d0jgY9aSWbUDCJnFNNAEzKoOBCeZKwKWySKirTwenpBzpZAJn0HE/8xFcMRp2Q+A02RdB67p/GGyDlC8QDBzZbcD7bNJU2hPjXFG8oG821L1BS+jKA3PsOtSTHljMRooeyvOyIfDTjtDnqvaA26u6OFaJqZr0pEBUmSQMHDMyCNEnaCAXR76hax8UluBqsd7GyEpb9qRFtiaYzniGozpekHXn6JCntQHjn8esLwaF1y+ZnY5oOeDrw4090DLZS3me8plTyrJWU0qlY3y6hgzgx0z4UO0qdFMNrNFBc6BeP1MW0AICySdFoipqY5JM9hppra6PBCse2a9eg6GDfz6TF7QbQQt9z6RFJQ0zwT5zFwb79mxTe+4u+lwF8w8j09d1xeCjg1zN/oikvDPXyCJGaw1D23vkHAPO7CQEhjKKd4hUSuQza02PWabnRKObJ3k0Z+MeAjVQWBBEsrVrCMKAQlZstb8sMTrzaU/kBvxQnhto32g2wu+sRZI4YFJ4PM98dGqBxoykdMCSNXJEuaOwAy7Vhk9vGjxQRO5vJM2jaElxcGDYs5QJz9DI0gfcIZmJnH7AcJt9owIAMERSNaoICHMLC5oDwuBRRIUC//YDvlkQORCGuC0oIvi1E/kXXj8BeI72HaKAO/Lo/u4lG4DluO8fgQfghsQ1qkQAz0YiqNeUDNX0pBkVKIAlNfvOSQD80i0jiF7w5kgsS1GEU8jw9ZvFtDdLZONeSqDQfdm/KEsAP8brdIAi75pR1IO1Ic+RLvpOAsSVJIFqjjoirLtELbsXHQGVKKXWqFDCkkYrokeZE2D0jXuURLl94aE7osqqBuswqthyuipuLhzq5TVYQPvQkQBOxwX41RGEXvXFxkBmIcJLxBRuvKtOUIY/Av/iGtRnQOUYTjUq2ADDkfqjd/O/kXyTvu5fwkjyGUVzpBXQMTtI7NhXnuRge0Eeni8mYeao6vPvCOfX9PVHOgoQH2kgt4ZE7ZIXEjpKxYM5b72sfVXiQ46g9GpE9DkQd8dBC4fEQQtXqzUNGEOSxu3Fj/BnkoPwmUE+uakkLw36jJnUGA1G+eUhrggKI/JiVBR5EWeN9qUD/pGy3uOMhkOUQYPJJK+jcsR5eYNa9BBzXhp9a7I1UKBu7WMvinYJKvNvUKweftDb/9ZmNEE8q+wFr4d2hOKFBDJ9cZRQKoqK2UNoeiF4L63YF3jgNF+CEnewEJg+Ix82rQpgtlYeWykFBR4vBj58LdQyJH2dxuJ6Ct2QnJr4sMDYEK25GsFMglzkul6OfPhlsOuEUbyhBb4vUeZ8mGsv54U8Y9HcMoaaBqH04cShuGFCV/DnsDHNIL8+ZDuUNt6qHXUw8zAiNJh1HxYf7Tledd+ml9SEKD+IxTc/ELYfKWnu1cEwfoZ+9ojQN+8QqLyU1diIRl2EiL0+WubrECm3oXYVR/C+SZEQx784sv4ogxK97BKF9Jtu+bJNpVnD4Wa+uHddvSIOv/OleEPtfzpeYurNnTHF4Y2+VIW8zVBlnsLFU7K+Ecmr76NzccofT4AF2kb+sGWBdhB7/3jG7cv0Stlbh7QLdIyajQ5svN+XtVV1yoJxEF6zhznsDpPgHITMMXNyUAJh/TFDsATjAhAxFG/NRv4kOCBNtiyAa7EVheEXfkpTZ2BhOIG1IcFwwmwBxSXSMxwTEQpr/sDfNTbsQb2IUQLwqWbninNWmH5N1HutZTHosc+4Y7AtYA07UPX7+pqvRlrASXmzr/liaFc1eMjdefJntBeObsiPGyNRaALy+jyo+1Uj1KdlG0XJY/rVrz//5tyDhcsCZ20bXlfp3e29AZnqVLiRqhH7QsAn7Mf+xIZOQu1awsrVKVmdGOAVTqF/YmcF+Kin97E6JQiwJamzxtDpfQAvycwDXS8DOBp8354F8NmsQZOYNpXvADXXs4CONbGKGJsQwEtv1nfazQbAXds8rqkAFNNRPt2DBNNZ7ea4NgHQQhZ06AcA7k03R1f4Byz74GsMjlX4hzEiNJkGW4WfdonmWehK+YCn5T+uaI9EBzMQDF5Fe8B96pGAgw8Bw0fZ64r29OWs+flU5wH3pi+pq87DoREFwEjQATq1c+nq8IkMxlSNKLQK7sjaKh6ZwpLR9OejMHZ1eDjIlWldllNwT7DTqKpCdwX3hPHjNJDU0jqmJ9aQPrqCO2TKT+5qdHUq6wlR2JyvEa1WZZ1uqV1lc6/yvNqM+aorrWcS7HRqjiutI+mVI6AvJhhiohpzYVdazxhFU7XrMenjjxpdSKhdxR3K6PIqSQIVdwx2zDFZdxV3Oj0WnYAMJ2aJuEbM910dPqusL1vBHSowBN++ZuDq8Bl83HcouRBGzI3xvi88sDz/stDtyxSnak+0W20PwyUmk3hf6nBVexRGJFap9jeqyk5CvWQi1SnPk2LRhZNdoESPJRpX5M+oeTdtMANOVnRxdZ6JMgrcmGNVaCLxqJxD7WtIcG+SBGN89NWTzaz5kVe7tkJGGo3CgcEYlf2RVwNOKsTyhTLAD4w5YrWNcGHO6mtz+kcwiyRU8vhPWkHR1f38F+RYejVi5K9J/TOoFT+9MJUJ5Uf6WTVqgX2tEvdvpPR+BNa42yjw5lgexbPB9KcZaqnuQQqai42Xx2NHcvQp0/IlYaAQirp4pSRKRLnIl4DdC1hoiWDWgKjrU/bqq8toPVWaR7pK9HnfC9scc30UuSEarb6WjaWUOPEmFsTPwkP5HEWGtR5NvRiq6giOK10QQmn+rPXS0I3fax0Nwpo+9X3Z2OGE+O0RnN2lYKoCTScJI/rs30bD2bnQrchl/Q0u2U8LAyJAOs3GhsfZKjGjoRcdqoAgFnMOZ2ymuG0Y4x+Y+SmMNkj/yL/dXl4QPibr+T7anf6MqHbnBHpDzB4Uzi9nK4VOkjtsCmgG2UIMjDKbqk937Sh3YhWOORlG02UNKTa63FFYXpqTsU3DkQkwRQs9NHecouMmB3Gzc/N9p7a/XH/O98YfElheO9gxK6nW2PvzDfZHNQjjj7Xj8RNiX9E379FoalrtQIAh/+D4yNAdASBRINw/QQranr2oSz+nbXTO8fVNUs9DoGHt8xproWbKqF371TMcMHFc4qIVWtEwMHR2PXkCd70qEQ5zTWQzpuj69JI9AQP59qNGx5ykgskmsU3tuR04B6F0CtEj+uK5adIOsnAtJMD5drmnnkA/NlSZjgoP+Lw5dug9f6WyUJmN1iJ3qTwzkgI8NwYzBjBGVmFEK/wnHQ3B0W7gIlSN5lOmWhd41sMJyCsUVjWvv7DCdzAqxvtuGDbjbyRauBSAk4rKY+ngQ53ofCO3w2cSII7Iak+b/oR0/o2EEp+RVFawe14JT6IZpaew+HSnwsDxqUb7o0syJ8l61oxPm0CyGcPG7D6Yg9hp7uQ5OT79quCBt7nxisEtbyQC+TQObKKn2lAnVl3Zpw0sI58OVrrK2bQn4JgNUCKFyaeVIEKN+S4eX6OhTqRNMTt9UI2J5CuftVbKxdNYrEsMXxkjUrsCKxIGHY+Z+pONmZ43R96Yz6Khv0c7YX0eVaD5RlaaT8bBbUPlbCXpcoA/ZF0Gzhve0we7yoc7d5J9Gg+Z3abAcDfKXwbeKRnA2mLkNFcpARfp/RL8TukBPEGMsRwL74nztyN/EAFqTqaAdzzEXfFoFH/aGIkHQXGr8/3SGU/hBLTI0uyZo10gwdf4siUHykQc3ey5lacqAym9PBwdG/Gg1JNHm1/mJhrLk63iyPQ8VR8wQ2uygVQP5c8Y5/Nhkp7qEZinZdp00GeS9Pf+i5GKVfDqm+CJrac4Bd8IiYeNFo3JZInkhsiPxeJ4n9K+fNpT/KJHxDDPdOCwH6lfvi5S24fjtyO/d9fWIGhPw4adCDwfWrkHljAM6hA95w/Z2FXuYP1Qmjm1IyzgpMHIWYY7MySeX46zKwxCkT6aOdoCfzuNhAJXOjFi4PzqwK12hUd6OkybSwRcvgK1yJ6jjW4jetBfTjfqmrKnUBqM1ZnMeph4f/FQAjc8MczAORK55LCNbhyqFLnnwCHfUQk5HPfXx19bhoHCDpdYOdff9qG8A4fsVpXhaKDZ7YFls7ZCA3Uehn0wnvxowxXXu6mmud1QOZgKToJA2E9Qhz/Yh0nwf4pm7MQRSrcP8R8uuZKt5PkRCiTMCc986IIXuEF1w6FR4q/1eoNjX099QoHn9MIhtWsfPQPsfWU5Ue7h9Q/HHR94lTvSFt445Pmjozgm+8BfGMMt/MWk+v7RYxyvfuDoKaSFF1Rjy0fvcSz/gXdkiXtCQEOiGGUjZ3AAVCaIE/saLVP0j4OSlm1Ubuo0G6Yu3GtSzqgCis4RAeuX2ZMNqG1BsL4m6MgPR4IQJC9nbAJwUGbsHdlTFiCpkZhmLaA9q4FSG7nZupmqBSHn1wcJzhn5QFl7S0Z4X2MjgMp5ZpHXGT1BHAfsGoJh8yuIj6aBpxuOoTjtr/7nB2/o33nsqDlTPYg/1vhxo6D4LdGNWbgsJvAR469aY6b0HnDMwP/8qCres06/6v/5eVe8xzD6UXxPzaI86UnPHr0FD8r0fp7VGckFHDpk7TucwV6JrTEY7RkOBcDHrMANDeObNqCcMtxmjPG9lDhwjzVDu66V+BqfAWY0Tsh8WRQfRSkiYZWc6WjEl27XzVgDTg5DM7xkTluOq/NMcONqfksd6/OQOtqucFb/GQ4HvI81Rkhw2ergSh13lzN5jjjM3QxG+WR8N6kz1o54t6ESHI5XOKwpboJnaJ7ij8WNmLFXOik0YZPdE/kIw4lT7wLHOZCjF/bqM9ePeJ7zXZ9HwYw+HP4sOFMDOca+F/v2CC6eXr+arjOSkNPmO6p3wDHBsHDsTTywzsBDHnCYn7g+X2o3ydg5DwXGa81dxJ+fZ8oi8M45C4a/67Q9h/MZ4AgcOj+9lagaPl3fKH/IFwwMyql/LGjOeEjAFSHTggeMYvIn5jizJxGjTCzhsXAJFp7yiV0KCxCshIUY6Ey8TBwK0+zNKeCip8HIzsdSYLgOZY2GmOyM2QQuQcMaWYntaHb7Oye2Qy1T7huFXj5EPMM9qUdrGF1seMFc3xkjTZY/K6OIEK+e0aG0a5Jtr61/dshhl99P3IvCaGrjX/HzGViKeFvW/9i4bKDM/kMcXjByYLJ87cP5PSSV094xFHh9uspJavKykxSA5Vxr/+YWGMya2vgYe7l5rcRbKvaKQNJRex+fVAcVWTgV5pAwnWGw6lNW7T1o1Hrnb9YFMnfn0IiYvGEAbX7URMrngGcwLe3YkLMuHGWl5+PexopvUnJYyEk5DjfRajXktmdMLvFR17/bOWJ3pk/mjCpxfbrZ2p1Mm8N5i8rLfMZ+hvYSx5ZTDe8oXbVPRQDlZgy9/IjGWG+W92y+nwrFmRUMHBMK7WFxqh9VyKHSAVo/+InjUzAp4MnlktKn8HIGF3P0d2/2GAcq6IxdQl2noHOReQCF+hAq3QUJ16fOBKkCpmeUWK46U5Qprhpm3EBciRWxGKYVcy0P+aIaSuY54z+OtbkyGaq9n8IfcUS90V3TjYDmZHC872Xh8kLmN9YlWZKX8D1/qpusyeecUok1UuKSy78l1l+BgxBRRyjicno18rcSK8FuqrXWjZvNEAXeaezjq8xsBWSGc6FSTbzbM3FVcPYIJMdlDdHV0omj6/gxgNWeQlIJh6vrUxHzoH0fuwPEzeTKtxiIt2fg+/g2BXEM4vs0O0xxM1qPLRPF5ejIsfGifweej7F9o//u25+P6oW43J2SY8+IeC6x6cRvjGT407oijpj8o2QhDqPlFPtlfCgIlD4eyMThefmxTOYzbxzBHnp6/h0p4DAWc5jAqyZ3jWKP3S4kKoc8di/fW9QXWUKKHhuUfPElxU4fH2kulIJxJLH96ReWylTMogHrUN66GlqrfJoP11hoxHJXmLQa9m1bv4mUh13yvXf1qrVq3/3lS8GN1LeKudPVRlq2ayz7fTHr6Pm1jUrkAbJoaFqrmqr259Pj9ts3JlKjfLnxxHKa75Tz1Eg6R8Q31v0pk7kzv3mfSo+OhPD9eeBIZ3KK7Xx/GiKDma+NcMYrXakx8FwBHs5YyCkyC/yhnckHavaSNXo8lI/IxccQSNhSsxFaWBmtqbLG8RwYueDHl0iL8BENcPkKfeHg6PQZSRcuvEIWWpqNY0QwprLiQN3wQR2yXAlubGOEwLCy+u4ZID6YZBadbJ8roHZz3/X0Eh/CIhmH0e+KVR9QeHLkrvjQmUl9sSGTDLUzR7x4CowP2cGYwUjf9XfkUJqmvtkEG58qgI+DYUQrc0Hp+ZmBveMSEcw2LdlGzyGfAd33jcwgn/9wQHV650rGVhaFAkl+NYMtpsL/DGrwuVtm37eVnetV+nEHspPPDTM6cfUp3xST40nf8awcsyBlq5F55VNYDPXFaaV/f2fCZHsVixSYOCeOJ3DcMJ9ng2CGPITwSddBR0Mpphk+XtVJePaarwaAA5dXSecUFciuS6pmYBEic1P3FD1fswD+2ExCV/oAtRCU5l1CsVIJ6mqZf1Fxef1YIwwUSleKAaPzhRSH+KnogDGKFsGq9KwKUNJmyp4yL1ELE+RAeHUFJuBj3eJTjyL9dloi7OpapPHWaYWkUwcDLi+sVetO3Yys4sfqwqiyoctSg4brFN8SQ42xR7GvEh5rmsvrx5X8Ekk+tgRdiRB4TZZ2upIi8AcTrw1fJUhO/yvTZsOekiXwutLdXeAEmiFKInrKocAl5iurTLrKqijUwjBV8VOGJZ7zu6q5q2zLuTKvPSlX/VV8WD/kVIv5d8q7J5RrzTnx0O1WMD8Van7LvBoHp9DNX2XkW18w5z3Iw8aLn8I78G66K1/AB24jaF17gHdevvBqJ6w2Q2IO9I7VNlhtDODdIv7TCwH6Pk9dLZXVasHNgzepfvx0coDD4vR0isrinLdp3pL/91eG5wtmpoaA4x/BE2u7UwMU+X067xa4hDDJaHV4jVmHAS5/mqMtENDI8t/4g3m0bwx0Mt1a2iiKw2d8NsOx2WYLoxCP9o0XDkzz4RVIFTNbdFVh/tcNln0pm8j4BGlgbGAQjAZvEphavETRUqWHQwj1QAZpTDYZGsJoW//OpDXYJ5AEz6SOZEJorE09aCFeKvqGhHj0ZRSs40AeDqfWHQ2kl26zRlxYS10T1irhAuZfMxxbdn4/QTNt+bJS6iDhSUoxBC4PmbNuQvD94higHV7hXG1L88DukWSa6Y2P4aF8Gi+pvCHmB3doTk4FEFxeFfU9T1RFYfBeyBxASxpd73CB+FUjLsCoOH+ohumF+kzCsvJJY0CFwnRqHeaCfOlduATTHAkV0iHQrFqpJvkf8I5LG0eq8UmrIKh6JmdwhTQMLK6a9JmgYpXtt9Ivf+b5yeagtcqcWRmzvxdn2KOPCjqxNcGUKiyy2mMK+dLEhNLfkHICT5P0ZS0Eqcg3gd6WlcAUUleItJ7ezMehwed+Gt4xVH5+UmCS6iYV4iFlBgfvrfoUcWZTjm043phv6v1it8uv+V6cVB3Mv4kJcUoplDWgVb+X9oFYrDHlB3+wp9w/BELgmA5iLhxyM7ueNNB+wZMgf0oNJC1qKzqUJkBxhFGO4ihe2NIC7QkzKz8lDjAlYW/6LYkAh0BWcTkutNj9wlBx5FQ+lRXQM1tL7/xUYoCXrjYsmQMQ8/o7T8vUTodCD0ZeN4zyi3UhwLnyqYPdV5MlmRCKNYTdsboEpRj4n/1TjQKeyGumHY5ESevj+eX85VjUgtwLd+RbBMNY74cbN4tmcju0faIk2vpGeh5guZEk2ISS3IRRvyytj48R8Ib3S0l6Y4m8ictNzt9S4IR/RqdhYCgdQrnwDi35uQokYNmz0rdgCc7xUNP6ihhFp5oQzrLH9k/dE8zlpjO7Qp0U+NP0RfPl1jnp//7MT3kWeJMNcn7KucTf/nxcw4ijxP1+yshkUjM/jWVnfP9HA8pQvnY/l4SzNvddTi/PwVgGB/daftWTP2VzPBU5uMvX3M09RVDLmhlMAZcXpv3LO472UCB/fcr+7mXDhKTnGXo/wcFuOi4htBXOO95IM651wWsFsTvxrNOMM+bfL+PMrdsG982n2jYOTl2zf/T0PtxuAfzt64A+uxFaKHIepbV7rd2u0X1zPgtfuynHUNpMT79bsxUDcc7nNMAgSnlqFtdUdct/v9/znDZNZdIWZZ3TDD8Xbofr8+uw5DzKp77r83JEaIMp3LZzSIPYJ89wLFziLJa748M6QQDwZ2WILsbgQMmUV6CSsJXk7ztyAhjM3MqgzK6AR9IHw8+7duIm2hRW830FLHmjdYDOq4yw7Enp/XaMXLgGfJhF78tWxpvaZwW5aJA+hemxf3aiKlHmd4W6YBMUUrQmVtCKsLp8rAoZzBZVwIWdwQW5lZ6IRhF4J42Yxpca60LoCm1cMZdehNyYjVA/OxVCdLx638aTC90rVIfw8zC8w5Dnu0OezAD9KHl/3/XnQarvn40W+UXC/RlxY/b5CPfxMcv6PPYva2ztfR+47H3kGrpjwqc7AsPFLi98Sjb3pnjaMG0CLX/G08mnWbD2a7aTAM+90LDJn36ZDhK0AgmnpU/jgOea9ufhzZKjNZ/PBitGQWRVkyvONzKc6cgqk+SAvJsuBsi0Zs76EGGSZRYFWenfLHv5EAN4L29vI4YkwDGsTeUJnB2fDJ7DmqIn3skgfz+SPH4UEcRHJyUPfbCBMW2Gw8jr6TH8Ai4xfTWBxw7XFB+jLL875fwAnqmVj69dpheJDoGEpgQMAf022GWT2uO5mBJ4lkMlf4QswCFW7RqbYlyRPUJM9oKmI8a4mU7CiVO+fKwMnENYNSaGdtV+rezKvfxrFmQmt1zrKT52Bw4rrLcv8VCzd4H2kaxV+Bwgk1s+OH7G5xLA4Ye1BE6wHlr/Lp2FPm054Jgo39+Y22Sw0ZsSLtFVwfSIZDieyvvJnYAXvPofl7pMNjrzPeZsAs+6cMxpSzGXA94fyzFc7pcpwNdZLz6FBC5hBcv8PuUkDtGVKuK6WQYDfiUxri1mtJls96TdLZcZE+dkxphJA0dB11R7lo4TzQyDfE5POJFXH2oA/OOyImio50oJxHM2ceOuSOh3L62XUNgIv5SeIPNdH4c7R2qxbsI7jJP108gLTwp2H3O+65ZVutLH6g7fhDx0RLCrEvk3B/gzS11vMvQHqYUalH9hAT9dGY5+QXDEL/30DJewgzN+Q0nsLESW1qw45Rc6SnHFKs3cGNSA0rcK/f4CvIw3LXztUmgnTJvJ5HfBrAzKt8Q9FrBEd21tyWsLzzRK0BEL/wdnEKwehO4o9UxI4f7848fPvdR1NB23tifYIayCMQ4NPyAs0e417HYmouA/YTgeqlGlPtk+XTBPV+7Aq0NAx58wdw8KNE7wUBhdUMQnL4Wwg6VRN7wPERWmRSaFB8RM+ul3IvRQuEOrg6+NvQyBk8JVxwmwMjgx6cdg+tcw2BF0jRyUQxthIQyUcHja92iYSZYJw8G92j8ISru8W4w4BE4lfGsGHC84wfYbH5Z/GXBg7EgKdwSwrGn1vOjcgOEnxLBCPq02NftmM6qAWejrHxjQglGu0SSGMDIog81mhn9DEupp/jVIYNrnH9xONQx78NP7H29rwyipdqW0gp77VHgXxt+4DXMAY2CsTihE4wwdiM/921Y8gB/5L7v59jSJJFG+CQ8Bq7RgE4iP7EwXfDHkLGnk3DU1z/Pz2F/K6cDFC+8Izb8zXwf/RsGLIg3kGuH9g93QqwvBv8Tum2AC5TvrsiEq5LH45YH4vXFOdFhiZ64iFuR808eHiKtXsrpmzwZuxKP6tR4GPwKWDeKZ4QEDxvLWiaFn1iQ+Dd1u/qNGPhkhzMs/v2/hP6Ht8bJ8k9vqkoDUNVJ8QFSwjAa7yvA8iUsO20Z8K/TzsKOL7xb/fiZZMLy47vvwNR/TSuBJVTRDPy/fp6alnNFuDuNs2d/TEsKgF/boankxgWRJUqwnhF33wR1avSLrITHQnnCRNtx6TmzrtNKW8sQaVIRL330r62fxrxQQ2gyXuA/uEJ9vs/tixNMYafXLau7oYX5+7O6vEZfjb/fd0NvM43szkb1TjPe5+Y2cgvJ9Vvgz0CF9n+1p6yE1lHVT9tfJyPe/78hp92EVS6BgzxBFCTkMPsvYtwFfFudqjjeZmXCHm1h8Jlz2GJCb4jPk5+Gk+pUzQZ8MB/hPIxDfRpKQrKZXf/0/f9HCeiDJlkUNKjrY+WjM/UHhFjvHACPj//t//1w/+dfnk39dWob//EeL8daSvHQwL/3Oe3v0dzv1d/P11qq9tXbvreDfrePfjeZbW/rWxr63vX+3yW9t9Vsb/nfT/tLiv1EC/oNC8JtycKMo3CgNvwkQV7bEjVzxm4xxI2/cyB4XbsidSnKjnvymqtyoLXcqzG/qzI1qc2Xm/OTx3Gg/V5bQjVT0m4R04SxdGU4/+VA3+tSdbnWjZ/2kc93oX/9BF7vRy36y0W7ktTvZ7cKNuzDpfhPvbkS9O7HvRgT8TRy8EQ3vxMQbkfHCe/xNk7zRKu80zAtr80byvJFCf5NIb6TTO0n1Rmq9kWBvpNmfHNsbJfdO4b1Rfm8U4Rul+MJA/k1YvhGc74ToC3/6wrb+Tc2+EblvxO8LT/w3rfw3Cf1OWb9R3G+U+BuF/ka5/03Qv9H5b/T/m1zgJi+4yRGu8oWL3OGnNuIqpLgJL25CjZuw4yYEuQlHbkKTmzDlImS5CV+uQpmLsOYmxLkJdy46n6ss6CIjuqiObiKlm6jpJoK6iaZuIquLJuu3hOsm+bpLxG6SspsE7aJYuwncboK4m4Duore7yfN+y/lu8r+7XPAmL7zJEW/yxZvc8SaPvMkpb/LLm1zzt7zzJge9y0dvctObPPUmZ73JXy9q2V/S2psQ9y7cveh8L6rgm4j4ojm+KJRvgubfAuibYPousL4Jsm8C7ove+yYP/y0nv8nP73L1m7z9Joe/yed/y+1v8vy7nP8m/7+4BdzMBW5mBL/NC35bHdyNEW5GChffhZtNw09bh5sNxH/YRlxcJm6mFDcTi9+mFxePjLulxs2C47dlx83i424JcnEQuRmO/DYouRma3A1QboYpvw1WboYsdwOXm+HLT3+Ym53M3X7m4lbz29zmZoZzN8/5bbZzM+e5m/n8sv65GQXdjYV+GxHdjIvuRkc/jZFuRkoX26WbSdPd1Om3CdTNNOpuMnXxpPptYXWzvLpbZP0y1LrZb13dum7mXjczsN/mYTezsbs52c3M7GZ+9tss7Waudjdju5m33czebuZwNzO53+ZzN7O6m7XdzQjvZpx3M9r7bcx3M/K7+v7dbAJvtoI3G8KbbeFvm8ObLeLdRvFmu3izabzZOt5sIG+2kReXyZ+mlBcPy7vj5c0g82aoeTPg/G3YeTP4vBuCXvxDb3ajN3vSm53pzf70t13qzV71bsf627z1ZvV6cYb9bSR78Z2929TebG1vNrg329zfNrsXV96rh+/N8vdmEfzbUvhmQXy3LL5ZHN8skX9bKN8sl+8WzTdL54sD9M0w+rfB9M2Q+m5gfTO8vhlk/zbUvhlw3w27bwbfv+3Af5uH38zG7+bkNzPzH97nF6f0u6/6xYX9t2X7D3f330bwV9f4i8f8T0f6i3/91e3+4o3/y0j/4rp/9ei/OPr/tv//OSvg92CB6xSCnxMLfk43uMxCuE5O+D1m4TKT4ecEh8u8h+t0iMssiZ+TJy5zKq5TLX6PwLjMy/g9XOPXII7L1I7rjI/LRJCf80Mu00aus0kuk0wuc09+TUm5zFS5T2D5Pa7l92iXyxyYy9SYnzNmLhNprvNrLtNuLrNxLpN0fs7duUzpuY30+Tn95/egoMtUocsMosvEost8o8s0pF+jky5zlq5TmS4znC4Tn36Ph7rNkrpMnrrMqbpMtbrMwLpMzLrM17pM4/o5uusy5+syFeznDLHLxLHrfLLLNLPL7LPLpLTLXLXLFLbfI9t+zne7TIO7zo67TJq7zKX7NcTuMvHuOh/vMk3vMnvv16S+y1y/+xTAnzMDLxMGr/MIf04vvMw6vA1GvExR/Dlz8TKh8TrP8ef0x8usyMtcyZ8zKC8TK6/zLX9Ow7zMzrxO2vw5l/P3EM/LxM/LfNDLNNHL7NHboNJfU01/j0C9D0y9DVi9D2S9zG/9Pe71Nh72Nk72Nn72Pq7293jb2zjc2/jcy7Td23De2zDf+/Df27Dgn7OFb6OIb6OLb6OO76ORf49Svo1e/j2p+TbY+T8GQf8eHP1jzvQaQJ1g3dP8DhsnUKP3kezru38XMCSH6fM9QT595ipm7Z8FuKc6vncB270cdONz0wCPXv81fxqHhsQVbZXiElo640NtdQ8LDR0aHHweLvAOZ5XPy8Czahd49ruTE6vmpX1eQeDy6Wd8XlmchD1bFRpVLoRA6UOdda8++1FZVWR+pQgOKworwJyVBa6t3MX6XYnA39eq3Fy5tIvxFFy3nglLXrHwtf7RNZtySH/3C8QIU/7iKu+s/UVwlF/q2ndKRjHsQ+V1+xRx7HGffS2z4d7e7zaYwQ4u6bubIu6p1fjJD/O7Mr+MYLcro6U4ihHYzx4usASiY9dxbMdHsNVS4i2GOVuufcYQzB0aAsvafEaPR0xGE6ZyaUJKgy5mjzGfO6YyGiO9c8G6Qy2z8dMfm0Q45cha8eQKM93JmOFSkt4nHqOCSnaUrI7zQM5RYwDrTuKMUEJ+4RvPbUTBEPtZIQf0J9QifHDsDn+E0kWWjNVVYOhAGrELvF1gwV51H+vTEveQ3+WjdxedoBEuL7AGdw0B2LRP7xTAhTiZYixVDsPMTJYH0x+XR5woSZKOPIYVEmAbkSq/n8tFYCEj/+LzYSe7ACyjj9jthUJRXraIEpMi+Na058k5plAuuAO5QRaFFooKYlLKcn0ehghxYm3GrO0tLG+2FnO8l/Sht6aQJyL4ZJzvMkpgaDx+xOeAkd7VmK0ClmO1fiTv/Ocqe0suEeZ3U8Mun0yzWtXb/KTeArcOKVRM1N1dQrb/dK1+AJ5sSfoawAtLi5fijVMuwFORd91qCLvg4J5hoelR0uAVT7zUr4MfnO4Kj5xQ+jgvE9hpqOXb6yFx3MOqiiufvKDtdxb1fA3Gvb6g4YGoZP+i7JvoPYZCztvo85RmrAa5FVOohO7FVkxLfaZYZ3KLEQTIkVV7BfPCRxnerlT1gj0n9+zjzeeWP0idkkE+a7OQOCN9a2lnawEhtcpBZJkCSKv1/dTpzv5E9i2cY2w3G/Ir66cGuHc+sryLCvtQq5b47+mf8uLZPVmibFaiBKVeqSahcomYY8z08SRxG3ZBbyfbRjlRdkpWFD2FVVeof8hXmAZjc6RZni/aug4AhOJ6skH6Cb7Oh1rtewtyJKa36ZqRLzXH2z/WLr5BIaFGgYreTkfZtBhSBB62634kPLPcVuoj2VFO74ef7Zsr8EB767OaMXKzaBIZ+Nm+eQOfxGH2og/rDZG07dtCcNSB/NpwmEKSruzJ3L7thF0IRhcWl6At9O1ghLZW4b72rPimPbKWvmaBvm2GdsoceeVnEnpRjBNI4b4th7rTa8QqWPlIOGLdmk0K900/OfNyKqu5J5sANv7IFfe9Rqh4et69T4gtzY3JjfQ9MSRdmpZwCk4eb397/rbBTixacWYuLTMcQSYluZ8224lp2ZaTzWP3boeqYkIX74TG6AXKVp1WZ1heKO3GhB7hCb3Ra4Q5x4LleDYrLNeCxJb0gsD9aWWeyB74i7qM4eOVTO39tkp3glCR8ctiW3lGQjUwfzuxJ8+oEHC0tarAz+r/ckB06Qp8yPLS1j1ITFFw/vaLT9ojuLyKeadDWfax+a9+tGM+yLqW9COtnBbOf2N++92OcCELez4rZ57It5UpEfrpjuiBNHPmuvEGLd+3Xw8L5Bfpxae/f3gniBn6IbWAgUZetWcPeLIL7AfHTlHR3StfLzzPsYGJg0n3SNUZ+cuid3lxw65TTPOEPFp+di0fBoVjFDUE8ngqhrdEO+RI0HAEJxgRjl7y+vtgjpQv/8MRq8AWSTOZp0CmHyveEcciOWQuUFFaqou0JcdpNdPFw1BxVDEwWgaayAuXlYF4IzBdHEWNjJk6c914Y6MuMGkcBY6MHPki2xSiUswWiDqOeQdeT0+2eoCPjn0s8H0csQ+0IblfzzJFH0V2tC+dyBEHGwyomvkrJ3ToX0q5Ai3JERPb0DLdUuYPaEH7h/bkeI+Cy4u7/t3FkgR5Sp6CrgWg/cmkYHlSleNggoQluU9aFE85lNiwDGOHD5WzkQWQ2mJ+LkYoRAMgSWy/+6yy3Tim+DBLm3pC9MVcXUzUBvZuM79Lx2gF4QydHn20i/8Kelp/eluy/1KhMfjS1g6LtqEynh5jPB/WLfDRxzYEWCzdRu/b0pYhwGL1Ei/m9+FYwMBhzlEMX6xh4HIH8zIEQKE7f6UTm5MMtEj6+FX+k3QnW2QxfDGecc8Qiy+Ff4Y4LX3uvWNOA4dGPhm+GNh4hrKFPV9HADzz9FiokGm0Sk8g/4o4PrjAciqaYXRGDtJB3IhvoOOV843tanfv6el4v9/WnjWnFAan9bseHP0dNEBVG/6PdHm4vz3ls94cjR7r8333ZA8JE7mr+9XsSPrAe7WysiP7N8iJy+jbWUD2qFziJuKkBJAMySH3LM0AihTp/exRTqrQ6ONuhhfA62BLN2yBkDxkktjjVuokEsC7xGYLlz2NwsawVR8FRkOJY49+IU1o2sfXKeDkHVBqvcX2kAxLqDHy19zXqUcaU++81CDw/5rlc4RBnCJbc/t63TrRCgVoS3+GKQVPT/1z0jpNDDxtETxurQxep/w5xyG5wSZfPuGAk+gIPsE3XbiEcboZBR0ezaB1Rw66vSMMAi5pnWmskTclttSj/m/rkRoK6Gn2DbcnP9/gCrIm+eutfOWIRwYF0qBsL33jEmabDNLJGpFncTbARx6JYqn2s6Oc8si1gMtLOpdcqyHi/JcsEzInbCpfdeeRj1U2PNKz5GCzqXIqqkQLl1P9l6pUXhl4eb0fEepRuQEG736L4tin/2pc0T3NvfdP3sJyD4xbP/mPE+MBl71r/7sSyD9P/eRXrA8xzY3SXZC0EhdiVAAfzSCSwzLN0h14Ja8hColRcZJF9M1JoVSs+q5FoXJFRfSdnxQZeseHiviogt4ySMCl1HfDcveYOAeRtRwQLXOBRk227DTyF4wC5zTcgnfw5P58NN8VCTJ53FEjXtlmH//SlKNWXFrJXw06TCfp/PLRrB/taEFG0tP6mvKrav1UfdQko2sNMEjlMQijtDG/0nriWowMUnz8nUZ//Cjdx9d5Z+5fqb/7mqDGtLKVrwnlwq9jAGd95P4vh4HKIRF9fO0IIOqAI+HXvgBS2dba1+2gQuZA4VR0R6jo4tX0NVMAZbG9uX7NF/YrBbivsTD4k2tcjHN2oLcJWZnRBwKBS239w8vyi6eAUyz/ftl4yf/2n6Dk5vm3X0VBi5iee8H24ix9nAlybKTlDdOwQfU/H/MM2VoSXFL/fMw22L9JpX49O5zHDBy+H7ORwg5Yx2Ofd94fme66M3q2BmsbGpQ/W7cLT+r5LxsSdMGg7P7aljhLHfAF8nq0ODgeHZMUbFGcZQ/yllr2wYR65/svdxUQaLp+z+DScoyCEL51UwDh+JTkoH/oYcGHqIOMuYIFrMh3/vlYyTgzI8SP7vMdbuJ/PoY0ziupae1txQSYM5S+hjcMXdpoI/akgkcTFlsbeYVA29MJuxgGSmxciX3el8cFZBkLrL5nyLwkZrXENpuL9jKHHuQdTLb6aJ/Nuwq5YBI5g+yLO5h84CD/6Sb6IBbNR/m8CVzBm2wkqAdTJBckA4dxyMJXrI3+aDK3TH3Ok066wYzJxezoyQ4oGwxfkT9yKjlf2/o7mGIx0qfl6zILdo7ll30FtJljD8a7MpGl/w8da5fpoMNd5J53w1fGhEyxw9/A8AIy0MfzyuVjbM/PPFdet/I3tPlr7+WrlM0Uqa+fi/xQCeqBRuDySdARwCmphq/8E6yG1kuN2WqmR201zXdi0eVLzPO5MPDa+jd1BlWjFbN7cKk2GR+QRxu+UnP8T1jwT8NXKs+PjCVrBPdOgrwUmX++JEDq37A8cBcWgKa2dbKrCgELNQj+vvpZ4KBS7+qHVTlAIIQtQTF8VUuAS8Tb1+dXdQW4HJhWMjpFGhIRuzG7dqkHaO5j24KuwhDx/G9bUOLQshq+ClXE7VR19S7+o2/e7p+rbMYvWUye46pv/FF55CUQXVU83gT47hi+qoG4abDxjg6xhCVcq1/FJ/AJdzLip8CJRwXL1yXVXIVSPtjemlKUaBda1Y8fTxitJpgpg433B68YVKDIPtUu9PLJvz6f/OvyL/7zH9/w9osuN+B2v+739/fzuD2/2/O+vB73t+n32/f7Xb292beVcF85v1fabWXeVvLPZX/fI37uKbc96D/2rN973G1PvG6hv3fc3/vzfTf/vfvfTov76fL7NLqdXtfD7nY2/j5Lb2fv/az+fbbfYoF77HCLNX7HJrdY5h773GKl37HVLRa7x263WO9naHiLJO+R5yVQvcW1tzj4Z9x8i7P/Iy6/hPG3qP93lvA7p7hnIJeE5Zbf3PKh3/nTLd+652e3fO6W/93yxZ/p5S0bvWevt2z3lh3fsulb9n1J1n/n9rdawL12cKs13GoTvysZl7LHrUpyKarcajCXks2twnOtCF0qSLeK061Adatn3epft3rZrb52q8fd6neXct+lOnirJl6rj5dq5a26eauG3qqnt2rrrTj7u5R7Kfze6sS3uvKlDP27an2rcl+L4rca+q3mfqvR32r6tx7ArWdwaTH87kjcOhj3jsetQ3LrqNw6MLeOze8Oz60jdO8g3TpOtw7VpaF163/d+mW/+2u3fty9f3fr9936g7d+4s/+46Vd+R/dzVs39NI8vfVaf/dmf3dyr23fW5f41lX+3YW+da3vXe5bV/zWRb803X/36G89/TsH4Ddj4De/4MZHuPMXfvMdbvyIO5/ixr+40DV+sztubJA7e+Q32+TGTrmzWX5xX25MmTuz5jcT58bcuTN9fjKDbkyi/2Ae/eIp3VhNNxbUjTV1Z1ndWFk3FtdP0teNI3bnlP1ioN34and+240Pd+PP/ebb3fh5dz7fhf73my14IRfeuYg37uKN63jjRv7mUt64lzem5m9W528O6I0zeueY3jipNw7rb87rjSN7pdReCLg3vu6F3vuTDXwhD/8H1/jGTf7NZb5xn+9c6Ru3+sbFvnG3f3O9b9zwO5f8Qj2/MdV/M9svRPg7b/7Gs7/x8m88/p+0/5tK4K4quIgQfmsWbhqHuybipqG4aS5+azRumo67BuQiGbkITH7rUW76lbve5aaPuelpfutvbnqdu77npgf6pR36rTO66ZLuOqab7ukik/qlqrqIsO6SrYvA6yIH+6UduwjNrrK0i4jtInn7KZC7yOmu4ruLVO+3ru+nCPAiGbwKDC9yxIt48SJ1/CmM/K2ivEouf+szL2LOn9LPi1D0Kiu9iFAvktXf+taLGPYinf0ptL3Ici8S3t9q34s0+CIkvsiOLyLl34rmi/z5Jpa+SKt/qLB/67Uv4u6LFPwiHL/IzC+i9J8S9ovg/SqPv4jpfyvvLzL9n6L+iwXA1TDgYi9wMSP4aV1wMTq42iJcTBR+Wi5cDBouZg4X44efNhEXU4mrBcVPw4r/n7F36b1kV6785udT/If24NzO5JtDvwGP3IAADwwPGnZbsnGuGrIE9Nd3/ILBzCArWW4JV7dqadfe+SCD8Vix4lvd4iiF8a2b8SWycZDk+J2Cx7fix0kh5Cgo8q0/ctIrOeubfOuhnPRTznorJ32WLzWXk/bLSSvmpC1z1qL51q45ad2ctXE+pXROyjsnpZ6Tss9ZCeikHPStNHQQJvqWMTqpHv1GJelTVOlLg2lOFZcbSSbyZxvo7wvlKDDLsMXZ9PkwlALjUVP+hXMFeeFyKvhGgBJYDsh7F5Fii4d6hbrfFhnxmHvaHwOlFRWgH0+tI3vZNw6Ee5pRE9Kh7M+es6/dZQ+lMVvMXPxFFSqSuaiP9JaWd/JGpfBrR4wlNZRd8oskqlzQLxJhmFyczX0pRyou1wxFZXmlmDdCht8QYuXlITy6ZM8GStQCWv1FFEr2dtU0u+EJxb2NweE3tDhsoVq93RsAjtMrt4lnuXr7/pfa4Q0JFdqU6y7/xqCZzJFquLzoccZ4aoc3a+qc1viLjBSTxXi0ZjZb1xE9KxXEm1PGioar7GEkvoG4lvcMRwMq8JvPsJj3QsbZ5twSRiYxRpvS6HJKFCYGzCCbTTr0gxeWiD9tCqnFVqZGIHmbmDaaiD/NqsrpXTM2DOIOqMynp4+4Q5GZoLa3mB/P2IdNmdWfrGjv1ZbsGJY9kO++eYfu0NYgq80vkRVbdw+TdL1ceV/d0a76l/v8Uu8kEMWKqTBPg2g9x837ZR5QKmWjjOCAhK7p6sWzRijynk7744Y3ra1dm0qvwuI3bbQQYNmJOW3xAOXXS9Vnl6AC2UsSHEv8wb0kHYO3xCrvnRPwyG7M8zkNqcI1DkLBs0WlZvioqQ/t+S3wel+XCjPbeHTgUtIevHVmjZeetgjwXSDEi7Jfijl1cvKqmvlCEbk0qaq1rIUi8i5KIlfqLVMdJl6cdStD5OLcyFlfgmeIuK1gatpx4o1ZCm1jjritppG7bKlXNabM4akvowSBTcogdWOUuC2uw2TxjqZJyDy0jWniTAg5CjlB6vzdztiJvlFNMEXiURj+Uk2c6SJhEnKe8xbE/0YHcmWg+AQbJ2wP7RGUiVFPgoWZ4hN4+C6tTjhUSNEbYcVnB+UB4jjO9GChjr2lnZbsI9L2wakMUkKoG8GFA4VYYie4+Kwnorq95MdjvUK86557c1nVwFzHdxrIpUriS2LPpWzxdNTAD1wClYZ/uCYNXUY4ainwHUwSNA+8JSVdwll8hdpnejowJaXuKU+X5k5M5ulPOpuwvOQ9pfpm0RkT2648YQSglQ/jE7YuR08InPsUs4ykp/ueDXYVAGLgXvIzn6a1UH/JNrsKA0FAD3Hit05G2ZLZrzdmye82CxvyhFPYc+WvU0duXeLda9ZfeDJ14+Y435AZIPU2cvyFTexzJonL9D8uJiNGqM3Obyci6WGrIzgPlhEmSRXIB44OdgxbPcJ5wgnuRLMXSIVLFtc+UcU51EmDbRuXg+OPMHHaqinOMU8MPypXnYGCbE1GNqzVGuffa3FHrMyMBy7krvfBMi5OgBEkNjU+Rcear18YQa4YSX29xf7UOmdNE6FumwIPzEzHuJW4fMkUyy+PdOIFbdq2ldB8SZYHGI2+xaS1eqW2l+h8xfce/LepD/MUjqlwEo4ZXof68VoC9IVpHmwK9yx8M1Wk/qI35ArfGLRU0hSOeQrociLEfj/SLtClctkLm08ZHqI6jq2hTzGfWvHV6tNxcdXew15NdVwBVZFPz1C/h1sQmLdSfqEokM5p7Vdhl6gTmwZRAwXrJD5r32u+jhqhnQftIVgYkQKSnlzBL3QMwXO0MaWOvSFwmdvQsz3Ar/rLtEYdZ9Unid+xSTj98pwA6tgnOn+mx4eVwgvfC9kvt4VwN9c2++0eJgyFpmuypRxzhqi8WwFKY2sd8bMRzBwzJzBBMz6MnYfJw0qIwTgvpMGzpsGXdeMZQUyzKc/gzgQvZufHeb4RDkyofcrGPLwl8lF3t4fAOZuZxrhuE89/ujVQbZMXxQDDtu1OT68SdyOGd8oqBBXlsPjd78lb12gkyYYnPNt9GJcnh9GG9Uz0ZPz3peHMYtMcyUzwds+0H0GZ3K8V1l+b6Ths2FhGiUwOG+PaQt1ssuPIUUGX1ZXn98glp9I3mx80g1Vy2s4Ox9lLWsW6HjyR+NmPppcSmBAAD+npLym1tLSffPAK715D2A5Qx0OUc1hO6vLQHOU+KTku5zOThPH18nbMO/ZjYjacnBezkSTXa1QrvRfBAGNZkVfbnBFHxkzk9akGGy42bXBqF2ox89hS6PfqMtF3UlPMfXO8HDcU/E5Gi7404lLm78KLJgko8fzuHUJJ7em699K0o7CCw+6Y7S6N42IdZaXtK8x5uTdPWCLYS3ZrzZtHrUzbSyuaK8X8ZeCqx57qw9gNI95Ymeo3RSgNGVdmO+1gWV/hQoS/mUGZtNa5EOdvLbDEshPtibqYWL8T8zmTbTbOwu9/6MZROW82VFZhrdCvXQKQlm/lgK9dBeBR+7nWLgTBGcS9jWzyvyrLXmzm0yOUJchNe2gLzjJOew/FrfNg2i89FzdWpLd779HA40upx72nA/JC5YlsPSCC3332hriWEc1Spbp3mLwrQbMS4brmZYrFT782qkAsoBa/druQhUkx7a0x7+qG4p7FFs4vEb+rGO5abEiVD89lbdW5dCaKXuTS2vNuTh4fb3x+Xs46nTfkO4QwCWK42t5o5EyIUsfb/ZiuWsqYpeUbljBRyRK0vsHJ98DREFUsmx40aaN0jaWByrfYQT1NPTxMb1lpd1sSappzy0VbNJZ2LtfYp3+y6JtjQKJy7bDzXWG+b1BOljjZ9/wl6NzptevM9yXqQIn+zFLHmWx1S0v6vkcIEJcZC4asa9i9pT19/2TRiv+jBcGIopq3tKrvz2TMsuzSB6ew3re0re/zLDqLs8zPi68xBh/5tLDvI80s62xuhzjzvLo9He37UQW/7hQmq/vpa1Wia7LmXjhitLlu6XHfHyv/VMI247wnctPKYVk7Ll37Lf1d8rp+EY8g7V+myxrpgG9bBXrp+qVlKFt04buH6fDp16MdgRmsZatm+C5kih9lb1kWH/VqNqXY9z3DOAjWuU5BUs7guhdofP80A9+6ddL7fmu5Pbz/nQROIUnMy/VLP7e6+ZcFcBxTeRQJfT3K94tHmlPa/Lj1llMEy7ZwfCd6gC5tx5jvXOehhtmh7jrdmf/EyWT40xlPnBYfXU6JAbeC+dJeH5Ssk35pxxc8zITU27yvJJj7CVSfVn96lHgChj/SAAFWTb0no/tRElDcZuF45QG+R6L9X5Qmwhgtvuu86lXCnDD8UUIQXBz8tHOlwWnU4TpNCkJO88BUHlmbZDlLYHJoR+2BAoC4X+k2KYjDJ//YPvnH4Rf//tsr/L6j0xM4PbHTEz6/ke83+P2+T6vjtJqOi+97pX6v69M+OO2b71123JKfO/i0439jIb4tyskCnS3Wt4X7todH43mytd+2+WTLj6b/+6Q4nSznk+h0cp1Ouu+T8XSSnk/e75P6dLKfPYGT53DyNL49k5Mnc/Z8Tp7SybP69sROntvZ0zt5hgdH8tvvPLipZ6/25AWfvOaTl33yyk9e/KfXfwgSfhNTnGKQU8xyinFOMdEhhPqKt07R2TmaOwR/p1jxFFueYtFT7HqKdU+x8TGWPoTep0j9FNmfMgGHxMEhzXDISpyyGMesxyFLckiqnHIwh5TNKcNzygh9Z5BOGadjguqUzzrlv075slN+7ZCOO2XvvpJ9p9zgb3KJp9zjKVd5ym2ecqGH1Ol3pvWUmT1ncg+J31Oe+JRX/s5Dn/LW5zz3KS9+yqOf8u7fefpTXv9cBzjVDU51hu+6xKmOcSx7nKok31WVUxXmXLU5VXk+i0KnGtK55vRdozrVtM41sFPN7KvCdqrHnet33/W+U33wXE/8rD8eypWH2uapEnqunH5XWk+V2WMh91T3/a4Tn+rKpyr0d836VOM+18RPNfTvmvupRn+u6Z84AN+cgRPH4MxJOHEYTpyHT4rEgVBx5l+c+Brf/I4TH+TMHznxTb75KSc+y5H+cmLLnNg1n2ycE3vnTPY5cYNOXKJP6tGJqXQkNp14UAfa1DfL6sTKOrO4TqyvT5LYgVJ2JKCd+GonftuJD/fFnjtx7c7cvBOX78T9+yAKnliFZxbiibX4zXI8sSLPLMoT6/LE0jyxOj9JoCfO6JljeuKkHiis34zXE0P2zKg9MXBPjN0Tw/fECP5mEJ8Yx2eG8onRfCBAH+jSX+zqAxn7TN0+EL2/WeEHCvk33/xATj9Q2T+J7wea/IFSf6DfH8j6J2r/oRHgs2vg0GJwaEj4bF84NDscWyO++yi+ey4ODRqHdo5D88dXq8ihseR3fSinvpXvPpdTX8y5j+bUd3Pq0/nu6zn1AZ37hk59Rt99Sac+pnPf06lP6ruv6tSHde7b+u7zOvWFnfvIvvvOTn1q5762Ux/cV9fcqcfu1JN36uE79/ydegS/ewpPPYjHlsXPDsdTR+RvOii/Oy5PHZqHhs5T/+exXfTX7tLRd3pTLrS9Ymv/7+vlZKyvScP6y89orFsrs79dBG5kYfzSNyt7sbBODZftEcJe0nFPH4GN0O+8v6yiIhx7awEWo06tFoFTH3rIiyFxS6RQM27xl3ZRYuVrtg5XUhwUyzYD5paseNfXVBDzS5xYnLPYcFkA1QytM5zvRqnkx+rTX/rst6qppjo7UhIqvvdur92+lSsuZQYWmWJtuvN+HLj9L5upykvphke2ZdjKSN6+oA9TQ552ipBU67++juTtVENQoqa3H7WrN+/rS94Myil4tYkGMV3t3qpLozf+ypusxmJkwWN/ZmwjGJPzVl1SIy4hUtyqSM64R207r/fs7UcSOZe1uoRz3lKNexUJnHOnblUkzpQ83tVSRXJnDQ4RRZD84EPCcikjrZ9HkDY+3yMnekxLeUl/VT6zuWZ6lSje9K2OpHcl/+De6kjXUGfKm04MOHoEea8j+Ycpi+umPDJPSnnnYfNk9WV1dQDW3sT33eI98/mnT40MRt/KTqhq5arKf6tz/q409eUJvV5cI6zVx0+aabn2upNb4FFF2IqtTQSpq2qXrbEIDvilXIY1dnk3FrFOkt+djeGc/+GX2OjduMRSqZb5cbmYod6zhF7yDOVsv9Ieqr32IqKNl6YZxLLqvW+RoIv9mdQRSpoxfkb/sO+R5ptaQIihWMoVGEc17nGslsrTvVe8fD5D65pXmvmPPNTl13DbpUtuFbF8ZfJiV3HBNWx36Zig8XCYhwd55CvuaQGX7UFITNyFeahULZtvWQeXSwrEn8k2OkFwbPeu1+1TVewyCbjn51FIVVmzJWXyZsI0vzJ9RCphDFPZ8jE+0Yba7FXTPIdlR2fT8X7zPT6Rh08phnae/42L2xTlfJpQJfOuOnUmxQjeqW25Kp+GzCypqbXp0pmZKmcp83vEbyt5L9j5dKmcdi1Z1hLhlpr2Mt7rHFHFQ/ZrfrpV2f9ty++5jK7gSZbuL2Q2sodyH20OUU8Iw8c1q+gSzyQh5S08KqdX76HtVT+X2BZcqVwz4T0T4eREb8oQhpPRaGXLlbpEO6LlzF6ZaqwzYU8uNrQnLy9ruux6jC7tn8RZuBm4pPgsHpDnrRK5TJSFW3bhc1eCQDWSzO7ewpawgLOE5yofpJ1zMCaQq5SQphaPL01KZmjyyu89ff1WXChZDoGsv5bKDXiK5hU8dR7QEsrT2TaLQuByMP4y0Qw83r1PFivR+b0n010xSvErm3D4W7wCl8f6C0dNk++QDw2fxTGeZn2UwxEjCns1d9bdQEnB751tSalEoU2N55qLTpZYa8hvtQ/8rve9M9SoRVcjcA7VqaQjUtbS9Vt9TOSxxTDPamWndJ22zeCKm5rBD1MtOv0tiXnQU8BX2N/aKfCw4wOXbwx11/F0NVhwFdtXPOt4r9g2C+JqvJrDF4cjGJ5lSU+79RIK3hIyBISicrMD76qHvtlFV6JOGvqXFh685F5Xs0ulO0WdlrNYb1cZ12kOuTyC6LIq2i/TH0jbiCdadmFOX5GPxFfm1+mUnF5z2w4x0kWcJlsG3hMByMCHWJ/Ognwl0+Z8j1qyVNc9M+fvkQ2PLvZR1PJHvycmqARoaPN7Gkdn2DwLoiFsR9s8kaAuQWtlc2g0x5ZT3lQxh5h+HW6vd7Ac4SIqc6RMmp44sTVuuphj9k/MNg7ldffA5XWlsLmNIzhT2bjFzYT/cVHk2txV/Xybn3/dW/AhHbd4ycAS1mt613vV4GRe0uadc1slXSlszrx/CqTPWngu55a108MWLIDfEsLvJDXeSogx7DNzeIsSuvRNcNKvBsaRiGv5tIHC4amb5OSgXoZryU/r0uyjer3EXW4pM/yD2GZejPxm7/uQIeJ9Me1pjwPdzmI4R+bPthPFJGpeZIkn2bkIL6Y1/HQbXSmEJTwbHYKwVjmWzqjXvigjS7lOhstO6ZuGpeZyyqV2beVsOqYuHE9xh+K0g0HjxpUS6ojAhPhhrkxGU8C93hinjk/cKDBcbTJjasnXtSccPF9ZvIiGhrHhPMp7p8U6OjQ7WA7WeTbJGX6lvtNuHa2acC9YptCzs7FYuT9TXamn5rTTfR3Lm3xPMYoA/P6MqOZOJ3Ykclku6DmuJzpmuwRTokOhMLRkWXhHYnbE9TJYwL+MMCxaQXq+R4UR94lqnkhfECA2b9gT79HKVMXS1TnSDB9v0ZypDsElb5k/3wcgq67eK/FGs41tfofrMEAAvFrlHeKNXFa4t0y+71QgrOip7sQb5aSnmYx1fRCo5/baJ/60U8iSlqCh7mMYwOMTETzNGrAPb1Mw9K0dyJFPX9h1gghc8AM3P17xlH8Ru9CvuW2Mo+9M0ZGLxvb3nSwkY9L1EGOezhcSD/2eH38aZQSWWHZPMFOcL/3+JR8N1b+nR9/kSV9zONxDjN4afEqkHAyllGGZDZos//8LH1T+HwnDo/093x/8Y/vgH4ff+/tvru9wO4ebPz6q7yd7ehOnN3d60+eV8bmQvlfdaY2e1vR5D3zvmdMeO+/J7z38veNP1uHTlpxsz29s1bdtO9nCs+082dpv2/xtyc92/3ROfJ8rp3PofG6dzrnvc/F0jh6P3dMpfTrVv72Ag9Nw9jEOLsnJg/n2eE4e0tmjOnlgJ4/t4OB9+4Mn//Hsb57805M/e/J/P53lk2d98sS/PfeTp3+ODE6RxCnyOEUqp8jmGAkdAqdDnHWOy77juGPcd4gTT3HlKQw9RK2nKPc7Kj5F0eeo+xSln6L6UxbglDU4ZRkOSYlTDuM753HKkZxzKqcczClnc0jxfGeEThmkc8bplKE6ZbS+M2CnjNk5w3bKyB0SeN/5vlN+8JxPPOUfv/OVp/zmOR96yp9+ZVs/E7PnLO531veUJT5nlU9Z6M+s9SnLfciJnzLo54z7d4b+lNE/VwC+KwanCsO5IvFVvzhVO47FkUMp5bvycqrUnCs7p0rQd+XoVGk6FqZOdazvutepTnYsqx2KcJ8lu1OF71wRPFUQvyuOpwrlsaB5qn+e6qWf9dVTPfZcvj1Ve0/V4e9q8qn6fCxWn2rbp1r4d+38VGs/1+YPpfxT5f+bKXBiFhyJCCfewonncOJFfPMoTryLM0/jQOs4sUBOrJFvlsmJlXJmsZxYLyeWzIlV883CObF2ziyfAynoxCE6cY5OHKUTp+nEgTpxpk4cqwMj68Tf+v/ne638sAOf7MQ/O/HVDvS2ExvuxJ47se1O7LxvNt+J/XfiCh6IhSce4jdv8cRzPPMiTzzKb97liad55nWeeKCftNETy/TMSj2xWL9ZryeW7JlVe2LhfpJ2DxTfb0LwiT/8G77xiZ/8zWc+8Z8/6NKDRx11BfTsF8nf10wyfmm0qfAu8Sxr7e4t/ZJHZ35svHcviCVLd9JkjdP7lPu2lP3lIy5Q8zOu6LndzuO0bizaOZMmXvwG8g9NR3KH5+E/D1l2p7yFR0P9uplPuu/a9x12bFp+GPhJvEjTm3Gb/10JYkQkVJnnszasxtp24/IuKFJwTFWf8vW5yq75xUi9CxY1DIZ7TxzVoLal4Ny6R+KD7Tb3m1jVoT6ymFLNhl1lt7zvdsNSy8K4HzyMtv7VgiPRJc5u2E8C0hxBhT38eSKWgCbBX06fShAYU95PKz5/MyV6O93k25lQVfbTsDK97257qk09uKoDb9dT2N0t+43U5sRR76n7aU73753zL06BPHxSZ313ItxL0RRpfYzOTZvGL04KObgc9ToXp8atBUK1UOv8XfEuat59pkboEOLuYrkVqEnA+hgvCQW033V14dwKbzquO0w8yXkb791DfDYQDqV4ve/A68L0283RZH9if8rmsPogha2q0ykHzuD4sreM+iDo0nF8eeIStl27co0PseQTvU4ZA/HhMyn7zW33IRwJwTzLZoQI9dYgyIcFPhSUj5Rq0wGxmXKdMW1Rh480aeQt9alVzniVoYEIBxrMPMSw5xV9OIwwhhwdM0yWOPOqm2KOj6ppxb1rmri85tj2XmYftKvSxZw454J/5N4YPmy4WNyUtwjR5xDQp7vLU1V+chGRxOyTuYjiwaVfeMIuo5H+Jkd2aLv6g/Z/S0S7akgQDSdqVYYSxfS9i9wnacj/yam01yCJtlOdU/RcEkjuT5zuax9lAJ7tLHepp4Ryzv0L1zOxbOIm+pl0rmf7JQkmV0K97ZekmVx5Iag3XNyBO997Ntcl5fTJ1LbrlJAnqNbURs7vbvGX1+FzgWRA8yw/PpnD4XCXmVFsZY7RdhnqJycp6wgNppnxjDyKXcHJZzZpXCvhqTJWsZo5rsvdJ07Rr2wWjdIMJw/v3udr+wRskIVEAcdwTu6wd9f7BO9NG2CKDz5695eaAbFl1KBwrT24tPKlQ+7vqekrdrWlPXNACTOhjbNZRNXgaekKe43kzXIL3lge8/vlcB+x8VJrSUym1tbJtWRDrI7myl7iYR5uxJ3aSkIJWRgSvlsJ6c3Sa2yf6vMcuulqraUowWevvCtcgSK3tRe6+Pbat2b25UcpDZQaH+FkeYWmJufKa3JTWSKrupfjiNu0frxW9djTIf8SqPPss8YFW9XQvRNep3hEj47S1cflLNVHDK5Ym75XMd+1I3iENDBxCUFUPsvXQjHnLfxSN32XMSqB4us8dQ0Jo8ezXOqy6AxpMWOr477bB7w8ZRbZqhJ3p90ZddtTdetSqy+XIOUrrL6u2/xUp68+97g892oTrl0texoW1OAYSDwlmuQrNJxdK+Wv1TJ5t+vRgpZXaU31ruLuSBaCy7uvex2EJnykoSa5Q75fUydrpd+RPvCvcFE2k666lq332QPQL+Sp1ljIEVBo95d3s9FVcA0lVp5VkC6W9gp7XOZIL1Q7Qgq/SOlS88kWc3uyjXiqPVvax5Nz8GzDdc0DUw7ekWfxqQpP8mmk5W0ysScFEf3QU74c61osngQRzzfS0ntvs9Pk4ScxeDpfde9AUbzej9TTw39qqB1eZe98ARcz9UgrPfwqykhy4v6iKt1UzVPdCSOXoSYl9yYm7kdWTM6NLF/o71+COBPKLjt88o/tk38cfvHvv7nC0x2dnsDpiZ2f8Pcb+X5/p7d9Wh3n1XRafd+r9bS6z7vhe/d877XzzvzYx6dd/xsrcbIq31boZLXOVu5kFb+t6LfNPVvob3t+MP7fZ8XpbDmfRaez63TWnc7Gz6P0+9w9n9KnU/3kBZy8hpOXcfJKDk7Myec5+UhHn+rggp08tm//7uQNnrzHg7d58k5P3uzJ+z15yyfv+uSNn7z3k7f/HR2coolT7HGKVE6RzSkS+o6cTpHWMTA7xXGnuO8rSjyElOcI9Dte/Y5uD8HwOXY+xdqfsfkplv8O/E9ZgkNS4TsDcc5XfOc3TvmQc/7kK9tyys2cczmn3M9nquiUWTomor7zVqc81zkvdsqjHdJu31m6U1bvmAQ85Qy/c4ynnOQ5h3nKeX7nSE851WMK9pSxPWV4TxnhzwzyKeN8TlCf8tmn/Pd3vvyUXz+m4w/J+1Ou/1QbONUSTrWH71rFqbZxroWcaienWsupNnOq5ZxqP+da0Xdt6bsSdapbnepcp7rYoYz2XXU7VemORb1TDfBUMzzVGL9rkqca5rnm+VUiPVVUf1OBPVVsv+u739XgU/X4XG3+rk4fitmH0vepUv5VWR81d4bZXFdfIoS/LydWRAUtz/FG79GkpJv2/EBno8dlHbvzKiLuffenW072ddzjCXdcRWUmXc9xRetC2zQ0/d2yCcNzMdD1crs3KU4lX7Za9r0MnDVmXPe+cjV7/iXO4OszDNDN5vjLKRx1d35eSodzt9kuTmFZAC1tts4/hso4mTmgCkm+Fq+9N+IeKvVxJ5v5p19HX8psqUPM+qqbbfevtuHrXO84LnrU+nZE+CXConqWyOsDRaYvpEczRYxw1JjTH0zOxeIg867XdMnk4Lvkdd4zLxOgJpftQHwcu4hmaJqH/OsegnORM88y3cnIYIVrite/7ie4uJ9pL5fxPSmVa+ZZ7jDWwnIxr8urkr1y3M+PTxc5cvCmkiYVvF/VlHnds5lu9mApmqzjzQUnnZ20vpDXWecFxqlLjvRwlJvd3zcDIq5s68OtGzGqsVYLUV2oq+LrOeY9MH5jB3CaRibMuJKwx9fLx3G185Mzxk7uR7nmoFq+274NxcgzVms/svUp9KqdSMs2d08HXI7X52mmEdgvxuJ59IRVctfzR8V2XmVPefj3SjAnQchMYhfyPnk3dW59MFKNWXmGX7LOr7baUbf4IgNH6oM/i5XhBn32hbrFrdMNTIBTpxuk4YV4v8JvkqCJuK33GpQe4X1f0u5Wwx4p6afljc3ZBo81YNxeGLMHLMHcQxL/t5By5SBlFl0lufD8BWdaE8yHT/6xffKPwy/+/bdX+HlDnzd/elKnJ3t+E6c39/2mv9fFeRWdVt33Kj2t6tMeOGyY0/467cfT/j3t90/7cLIn/2X2ZzFXX9btZA1/Yz1P1vZgnE+2/MvyH46J86lyOoU+D63TGXc+E7/P0NOZezqhv8/z0/l/9hdO/sWnO3LyXs7ezsk7+vamTt7X2Vs7eXcnb/DkPZ68zW/v9OTNnr3fo7f87Vx/++In3/3s659ig1MscQg9vuKUQ1BzjoF+jZnsSPuXP/79z7//+Zef+reg/wk6fyOP/5Wb7aR80s//+x9//teff/75d/9N+PnHf/25fv7x5/75f+Q//1n+/D/x9z9u+b/Xz2gRlZ8psNXHu86yR3u8LlnR/8fff/7d/3L9/Pf/6fn4n4WpMrIrbw0P/2yyhjUZryHfr5+XPRxT4fC8Cdh1JMONYoSEix8fz4wRLeTWg/xUGNN45Mnl8PXdhXaHOzFvofz8icXsmiyGaP516QwglRWnOg8/zNyJiY83iZY/Pq6J6iCLSMegtkQWIcgrIo/38XFWgbxiMYGywP+szLG8KNBcX/f5p8TjnTGdtHCGH+xrYfjadX9deeOlomfe6cn4EzX8HGjnz+K1LJ/nPb/v9s+qpbom5pqT/UqscWqQDNp4/xnLwy8J2iRRxseS/amy92LUko45+roTysi1U2CQFfBn0rcgrlOjknm+NiRbUqBF4co/RVshw02DWP7NlbEkGLAr+5TRUH8mzaWIwSzMy/pYIThRJZPZpfmXFnumvAXx9b4W1J+ZbFy8y02uhoKtmOrCCfB95+HWGYKRETXyd1o37oJOhjiFH/+ALoVQcrkvOhg40npnWiPtrh9fX8W3lNcs54MYzz8z4zh4C4zyOawouVCxFpdW2zKJzsqAmuvryZSmvd1ILehbDuTj5Mxp8fPSOwO7MJY4B6h70K6G7kr8upSWxWpVnDI4E382Bip07uT6+niieUM2Ahb9z5x0wC0L++uZ6/hpcUVkb4lbVRlXK7ccMKmf7zNqTg3T1vpPVHGGQpfr14ZnLiZp+ljwixp5t9yonnx9mDHRsuhkD98FM4gzXWX9ysl42u536dwVXjPD2SpzS8thHRYUAgqZW51hSN0pN3gKXytFTLKcHRIrXKi7/IlZpLtV9nC5f2cdeNSXrEjoMz8B/Q5CjNR+twNxfWRLtCr2SH6qqnrRTcvnp8ntmmONKtwRmQohL0redam/swz33xruW5PLyfobclFMSku/tw1UxOWskU+yohPMkRAohdTP7QWnqCImRRnnz9J1Hi2tmtfXnaAIQfNoIv8qZ0FL/E8Pn4ckjmjOuN2dDlaIHyGxM39nEP/Uhtau8yPlOcvddG7lQjrpfNdNi+HirwRxRf6Ug0IvS2uzn++DqZfiSUOnij/txt7pzsvfFo6VJU/wohDwJ9oWLcgi658GKOMty0O8cZ04PTm5S6H2c75rnfgizi5ufpdDOTH6Vn6TGZm/e9k3kkGxXvLA6vAE2H6yZe/fLXm8P/FXJfAgeY9I1VVoS78/HQDILbJg5S1ylP2JKgilFzkZW/zdFrmoH+CQM9eFvUxII5v9Ohgpakb3hYKZPLhCuI7jLf/i6xWS7afNMOr0nz/VNZBle9f26SOJbcWSRJ18xJSelGRDaPv61/tmYTOYU0lZfyILxsa7e/jdU1VlrMqh1rGFbLyLlENfHusvrzBDPZFtLobxVqvFXHMmrPevPSWOZglMWqUsxeEo70Qe8kUJ5DebCuecmL01upmZ7SNvn0Hs7XfLq1NOE9eJ8hBvHsZCj/z4pynpVauKFzP69OC+xI9jEHP3b/Df//Hlh/+Lfs2f+qviHN+oBwVuKtz4/nzBH//tP/zx7/5HOSj/ln/+4f/6gx/9h//zj//t57/67/7TP//rv/2Hf/63n//8H//vf/ynf/vX//rnf//5h//5j//hH+S3/kVulhzMjA3+i6KFW6MFuFtMahQz/8fzF1bMxRy3CDlK3jNZM+7Dffrnd5/+4w95gLDFOAExtxXD8/N3gXGdL4qvAsfKjEsJd4Bl9YnboLA8WqW6xZIYIEherFCoC1V7x4Gxa7Kt+e6uujIDZuSrODWF8p1YmWRw5eUq3OXTZX6JRJaymX4q76KNSiGwBEQoAALLp+OA89/GgQlcBdbMI7CEcEwErlQzk5bfFQ2dQaeVmmgaQ0P1OyRED6ByHe0qE70121YDP1hr2i5P1gbl0/lEKLHLuQ1MLmfCGrD0nwqZI1VNAbonUmERSehUn+cniw80A9b1YQss7lu1p/q8mqpKAUORzL3Iqk3jtY0LeV67wFXs790NLgx7334xMPcdPkKFI9hLnR+GTRPKdjNwPgrraL31QDxR5fGszw+6SEbMAlizQgrDjOwwotaXcDPXj1H36xuj1J1hri2v9/1qprr39zpo/V7XBzPR5GBP22p6b5xUYQjKS1I4BvKG60olYVCSbaW53P/pj9iqukHhpzNXDV0bthhh+pgd2xF0KUMKCbgyvbwpDEt4wDqOliMS+DLONnCRC5OH3VGw6vYlnQK4mJJbYaZSG8oMPXmUil6XEruAW8zj8sQ5GLOb5Sxj+p1dXiWxkgwuTBnueh03aQGFx1O1yxPnpHWD0eIYl4c04nhfXUfHMXIZmBU3viQq3SrrraPUozoFwIxK5bIZOX4P0SHgyphFUNgPwxR1SIldPCjgEPE+Dc6kmDowaIgGyw1TfQDuo0QOSqBRFJXFNIQkxXVCRSHUBlxUE8ngqjE8MG/gfmAxp12vT5avJqMi19qq3YsEzLEYmplA3Tjl5GSv7YEZoKuHX7jQi1G48nL1FuvfBlsSDEHUEsAkUqt5wnJpetsV7mMY26ijKUesCdwLKo4TLi3qz8nV1DBuGz28oreN5lNt4yjoKguFEih/6hKydIOL3gtwuW2MNLCcOogWMVGymxxWZARk0TQjoyN7rPY8xF+pgXCSEZud8MTgBE33BsY/tZ9kwGeAdsfZSf4mGgy9lscE+zWPSaaJmaLKfmHsI8HCbSi57DzSYWTS+oSZd1gGLh8PEy9ynsAFurAjIenrBZe3wIMF79Cws+Ea4jZ1+O5uMxETf6HtYeCyxsdOVTzdKlAELp+PE0dqljQ7k2M7sy8Nz8hURnXexcwO3SXFmS/bFEdjqHTD5R0pbxVnX/BYDe8Z5syPSqRcvdb5/V22r2assPVhTLkX6yTOeyFLr9omCBpFw8WMjN9lxmHQQ1thmMG3Jr4uvI3bcDETTR8bMUoIdvmBworqmaBKIi6vGgrwSgTL5xkZqaGV4XLCINNyURqI8+2S2Fb5TRUfkYAkGNzbpcpClxoc+1UxQxDGuCm1Clea+I0gSFJcrua6y8SV765Doy9NTQ44iLUgw3yxq2HsGC6+OAGxkr7ITYeJyyqFNq1srbtPmGG+8HjQlZIQpM2rkaNGBRGRp5I/5Hk14hlr8QpeoOBh/mwihq+Kyz+s7/cjzTVwym3P12DQ5esR7+o2A9x+VsndsKO6aV4pLhsFUiFD0bm/OO8qB5VXuVmMd4n3fDothj4+Lz+be58PUwwCOwslNIo4dX3IN6fvHeL8+EUdJCpO/jXOhUl1hFdOgCn4NRdmk1XN06T60m08vV85TLaXTWwbmhU41JioI8jn7XflIlAckpV5s2LvIcfiV7jgYiEGBVk3SlYDrqWEzpzNbcORHsRyThypVDS77qzqcI9hmBudcJt039ygEkWqUC24fP6e+DQwFNcwgsUMEvUEdtbN0udeNgMm0Z/42sEMz2MfSaSI83NNs3ln7dVRXL4mTQNutldJ2Q1e6WrBwXHg8jThdg6o8mBJY0K9O020wih7K81Txs6kgadhANzBpt/TjI/vzkHFtcKwHqV6Pdn4ye7k1esv4ix1w+M9NsVyu8+prrh4v4/HYD7AKHmOveIcCWDxoJvdFfEIU7nXl+L8EcWZfD1xc2rA5Xgxh4TyZNXx2H4tONdIcTkz0+pIKcW95LHT1e2q5AGWFei8McVzu+r0AM2nY4VLZG4+dIdKEZR56le+cw0VF4s7HN3Xk9QdJGdUnf5ol31/h3XHOYdUa3q3Zk7Nf+2qRbfsXOfXKk4CIy9esBqATubR4AKhNq0Gw/nSWo8UX7tOxxuaeFvtjnPIFY+szNV/12oq05KnXy+vp9TNrrkwQPmgaajUEzSQxaWi662mCyZuTXDnps1/4Clrvnixvi4mUZyDXp/CE8EMI04+6oEvPea9cQcn/YUWnjL05VibeJKPoFnsDwlwrR/deqj0q9tDbkUPJLWa7rABr5Q7quIk9caSbSqkVdSKu0MLnMpIGd9zQytvhpMVo0vRnX2xQUNI+tQElhC72UuhKtIpWyxHKDhMcp4aRGVx/er8PM5oTetRDH7VWwUZBRejNh/nGGdNN4M/0sFROL6GC5CrvNxmuBhQVZj3rgF44DC4FZftfw070jAAV988jNiom4sxHQ6JGN9uH0diU6xmWx0VcNlLlIYWx0bxkPQpgzNfwuBbguWyuU3gcufjKYtNTnSNKB4QXlRKine/wIvsIS1ZF2xEvCdO7qyXxYsDDnAr0ur0gRvhBDyh/BYNJ9+rLr3zKWOTk/imfW/1QcGr/M81fFYS3fZSaGK76ZlafFlwCf0LBsO5xMBxDLu/4mzrGrB8hbYJecca/EZVb/XDgS9xlJno4P15MTN/I5Olr1bsrcQC9uw5/jud20tcAM7YhNLW+ELxAhd/CUcUrlj6NazRr5fwrZU1PFouh+kkV36emewZmmWWMGvcbdPUhAvW9JlReiprwPc8StArT9N1YyBCutdY8n19hKay4K751Q03Oa9x6rtoBJb/KnYhssbogI9rDPyu1A5tqFueBRgnJ63x9bsPOpLuLYz4upElF4c3rhH9u8nwaUq3Y+HZwiQCyO7Or5bzlvnyS17htQ/4P/StT7NhZoaMRXpeAtweFfxe8huvESMbUlsbTsZrC/Gh4hgP4SwqGRU58Oyy8Wbkq/uSfnmtNSkc+rX6avTV3bqDPdXn7CA71K8haOyOIOCbZlyDJZrXhI9LMf3TH5HOFllJeRwR4qMUCKTA/Up0Eiks+0Hvhz4Vuew2Diwx34M2B17x4PLEB4kvcupEEpDjW/I9tq0eXvdtwRR6qsoqUrwrf2k9xzgcyROOoCxpPUNx0gJJRVr1n6Y2LDgdJmiPj++Rexpd++AtKytuPVfpPEEMwc5hrTMZTm6ip+3cpkvw6sXOc4q8YyXB9Aq33q7sPh5ynjCHWt3cBRyoGMdjwOsYzxh369IUyOKiwPLSsu9wdWodGs2K55w5bBcXCLJeyldpmyeFsyiOSR6eFFnl+XHx/Lr5ga8DBzGMALRufiB4aeMRi99I0W3iBJpx8z5xjVEb7psXS/BXlTIx2IhhPuEME6ypm+m9Z2U+5rA75zjwvNl7c/2hK/CWh9MuZ3ep8cGVYrwEHLdKiSvhb4lz0HOHTzXCNLmaMNzJEX0EXU/qEdwjc0vIKX8kF3GrB3HPi28ULprC8rNDrgOcplounqEaeKIT5mwbOMXsNq+GSnAdOE76MJHEVCFyTCulVvCR3gQv1Bp/BjP3sgWF2Yjabal846sP51DjX4ZI/OhMgK58VcPFhKhgrPa6tT5/9mYlgGvL3CC7Ki5unc4r0ta7kaInIMTlaQp3mGTzZ5U/x8dZx1ct82fp99XuMtbxNZiJistbVgUOFuw1FyD4OMpVQeIqpT9412kuNOoLbgtfcZ3mghCA4GajwNtQCdZJGrm+v5t1hUM+gpz2/q4Yu03rdVx/vus2dGrcLxXkVe92PB95ynnV09XHKb9qY5gevd7xmO37nRyw4hLGhrTKCiuObG1d++PG671SjWu33lgOoV9paQZU+MJ3XVsNdVWJob424ZKxCIMuWt/5qLi4n310Vj4dlIrfWbOFrhFzrP2e8yZIrbiq3C/tn7aFrjb6I54u0rHj0tM3MWmtbidqC0OPbZqLJv5yXzREFJWVtrceqFUQH7Nvkt+Kl3u0rjp+sOLipbdtXtGwOkq9WOjHikcYJytdeVgvnLGV3qx4kj3eVpq0N45Kq44lpwe/+rUpsSuO0FFbadtqfCvjmlaat+L3MNaeLq42XALjtPVhq81vZTQsO1a74nfVLLlnzfuzAzbl9SwdauGxXNvEIj2DJEY2HZGnS12PLHH0al273aMePCr4sHTNK05N9F6b7/2RKHgUn8aWuOCX+KZbcz84Iecm9KEncWOyxCpBoAd3jfe1Cnf48zyRSZFzbV7lrUIiq1ACOHsv3qsQg/oRNfS0qjx4twNVCDnm2/RdoMiEumpOqPeSc7qGusQckOFdncRrqyHOjzOP4h5zOZ75G+A82Ht8/pnv4TwspoRIQDDilEG917jOTw8Br7mNiRRuBol34BIx+J3a4/BRUx0zS+boE+CQ5G1u44S838jEFRqrp18qi2vIObjJLd4vZdKLWHN7OmrK4IstA2O8f8vcGX64GC5RTatjCs4zpcb7yUy7oVW6G66jkcaMoGeajvfDBZeQZPo74ranoDsraeKt3NMPN3c+6VHQw4wKpvefyAPlOAwb0YK8XRyS1HVKxDhqXBSRtFUojo3igg7B0bZKE58xCpTuPOM5mvjbNW63QxQfK1yTOX3clcDiRwwPAGECutIMp4YbDQ9ZlTgU73NRXVqpDuWXzxMl5nm7su7uMHFZ4/O2YJ2F+T1iLtRL5PJZPePzTAm6ntu6rFagWZg274q821hUDOYoRRPN69NkmyHQMHCi4Wq4OM3zttI1tDqiztOI8+pDMLkIcImeSunbOycNk/XwSLTOKbdvwGIVx001vfhxyIFL7HBvg5si6RnxNPJYghlxrGy4xIrl2gYugbMP41jisqZHFovszDU0nJadongeDwFcRYgGDqnlGoO6CuMT68RldfW67VDBxcCVPnY6Bmt8jWysBJtsMwBkc0q3EUck0cbJKrDYgqHt5MyIwNC4y7A6lO7r/Lg4PzVsVipQTUol59EZI2fd4A6BG19lsXbgKabxzDL59UuPAsXljGj3akzBbyXmr8YXnEAiRDPWbSgxBDJGeP3rzLmghAdZDCZXJGGKLkxw2QGaAPVHBDjZKJP8eY4a8Lv3YkdQmy4i+CWeVN2kgwJpo1ZNbCrI0ZTbhGtVD9QffODMa0jr+RmUX1k0VmMOYEq1hYknSNnrMQzOCJW4zRkM8FpKUTkXf8oPPI2XCJ5HHB5GUqnsamHgskpjLavXAS6bZrxcch1XqvN3E0S2vHov4OKCpH0MEfhNIbWt3pHi6VZ/Qb2pe2hMgl81k+FbvK+gDCYd0bl4a6GPcusm7gZcyVL01RlUXDblNZxKpQ4WwxnvlTenEpyJIW3rUVUcD32bsgme5OHksjq/4JEWn81ZVjzGK2wtuYrLSWZDP1MOQ0oRPMh6t3lDj5OuOHSwtjr1iodLC2U+CABH5OramgEVl6ho6/lT2HzNNyIZqJa6l7Bm4Fl7SXwYNL48qmHwYZPijflxa5SlF3+RNluCMoURKSxrDKd4kX9d15hPn+VFR/YaI/pnzJDdcrX4PPtUdQSUjzUVl/dc4xKa6ivPo8vWR7K6RG4M7Rr5Kl6H6+sjZV2CtH5sg3bGkhWP/l4jcb+UweGqzt8Vszluy0X0infNZC8ZAN1Z/dI6k88YhJHnDfq7LsPgd65OH7dBQWOn57hnKtQySCxOQclnNtSSMJhyy4So5ZEFH+OaOfEWSaUPy0jVqwWruB5rBiYoH7BpO7DP2KiFpC0qrRkebznBk/iY2Swwuapa10wROMIJhB4+s+QtPEKENcT5NYlVkpb8lB4T2NO2prP0WMlXCGlNf7lTCHgInw4YjUtNN7ksmh5ynFVpzbr5w4/m0WDOJrgsx8EjepN342xlhPua6/Nn8T1O8Wv+LBPtNM/qcobgXeImzbO6HKN3ARjFKa5HelwGCbtQFPApTHM99NRyGU/vkSh8pWvi9L5pHtclTr3Hc7Mq+jwNOnX4YgSUNwGLR0VT170lbJ2npcSUu9eJy2O7yp74ff04Td7E0cUP3ELVYHZJKzsvkWQGrIpkOGz7lLb0NN6m3Enbs9nOOwWXvWGXqc0xTElcs+XOywWXm32caFmY8Wpb1t050cTxkD6q4YwWtCz9m9R3TjoBe8/TeY8k71LZ2R0uCACXl5JnjCH+vaZ+l9rDG0sA1/B+/QxJILmlZnxzuJJJd/Fa2nCRDRE4I5e74Yynr20rnbgIiQoQHP0ZgM1IC60yOqO64cGqxEu9xgVsROaTVUz1XVzkvFeJXNwHXq3O78JE4nXZ6iNt5cJK5BrlwB6ZU8JQeYlX3IpWLmy9IesEy8y68Ffje6Q+ftZomSKaHIWjmDv0DHVktC+6mWrNTcM2quaIndtfcHIvQkd5IeInhqFac/jkH9sn//hDFjzNCtyeuuQEi39XNIopikNM4C8FaDms9wPcyNvh+72AmCKIYy/Q0g1PeAJBc43ivrwANLv0/gqs10LI/wKJwvjtADwj97MJ4cHq/ipniv9RilfZ/ygZWK2+vkAnFHi/g9F2l/9RnFhZneUBsJOxur+qMvr7o0RJssi7A+i5cD/KhL3L/2jXnFUNDpC163400zj1/gP5Kwf1nR3QsKLPj2YoChdc4ReoNAk8zyIHtA7cj2blsfRWHSBePc7BBGAId/+zkYdzP3eWk+bD3K9iCZL/VbqY6EBygFyE/1Wy+d3/akFLQ9toHqCoyu38OxPHk/9VlDWL9hw9gHjs/lcbHGj/q43MnHZAGYAURPS/SmN5dr/KUVhaeh5GkX1TmvtVZDGYvfn8k3IPtlJzgPiv7lddy9ADzA6gB5iNUwa8DVYPMBuxDHgbth5gtns9wGwi+9vsV4Mj7n4Wn/ryP6sSIbm4vyMl6X610O7lf1Xcv6IsyxeQ2Mb/alMXxP2qDlJHmWMCnSa47P+eJHZ3vyqOCx1pz9OoF86o+9WKi3G7X6U5S/yM196h09GS+1UB5Mx+f5VOMXGga3ZAFa/R/Socy9v/KpNXZTk1B6CGsfwTeV7jMii/jhO8MjOc0xyvrRvBtjJOtYwLlLi1D6cHlNL+j0qtjtkRgKUqjQKvkhjG0FobbCadxT7kqEDlB5BoxjPV5jdQDVm4WbRGi6V8KyFlJzLFETUCXiVQv+DOq/5WG8SzSgpMG1qQqarzwrQfi0Qa3jeMAEWpNsZBasN2DzcVOMQGhUZPxj40pYFTyElbEBj0HkddqBb1cGEfch9DChoUKq8S+5FMt0pjLVqwxAlQx3/4oZUQRnYZDhs578suGqldFcZSf6QPzSvgQvu4fgns2JFGr0QkRUcR4wVJhDxuBsnbEOrQfMjXqIQIipXjO3Cx+pAmB6boo4oBhFqjNFWRa7XIWmuco9RUUbvN+vQgQ3eroFcEF6o+JlIUtY20OrBsja5oh+5jaMVhJuUgzkk0pmplKAZs/x91VGeLY9OMqT6nqCKzxs1Cg0XZcrjBQZy+Ccv60YERPA9zUh0pj1LZZYWtl5hIF2qzRklYjAipZYW7acZ7MiTy5qldkx83uZbUCq/5i9rBodTMpNXlPj89CZ4qcHOljR9HQRMvZsKTbUr2RocwG0w7S1EYcZ5JQp0c16wBg/EmX6ZshuZvDjRMuDgUqXRY8aQXvzxc9lRtdVLeJp0XHkwq9pMvKxi+i+URlQoXR8EwqyZzn1S4yTlmD9YyfGrHXIavEIO9hpcALVuTJMlkt1E94QKLKtn8Qq/G574sanEsbfoPbyt7v1xv1XSz3oTG/Bxtp9DA0ypeji+O4ICsuEkvn7RzGixaMOLwS16vKk48SqttCM8RTuDbcUIbPKnx1XUdOyY9ktk91MnTp9LQ9Uvkld1lwpOmTwNknmR8o/prw2N4GgbEmY0ktNWC33E2vM5+AURzepjdCLPrAMNR69ukEFWjWc39Pd6Wa2lAviFbXc11QMg52yZBmYaJPqS59By45odnewXVwWamz3VjdHhuRsADpgG5Kkwqb+v0QOgoXqOy1XXKgTJ/9NwwiolrF9EGS+PfuKYTao0xPX23LASiMw4U3BmDrXWFMRQIMoyflOPr1u5XTQq1Pozw2xgjMJZ5rF/NmSfcDs04tb411zAQ4zb60duKo0pQl/W7wyRFkz4rTL2sGWx9PuHWziTr1iiaJZLFrBkx1BUVfrqFmO8hNrnMJiIUnZLCcuvWY/H2HKFaJTGldTMj6E7e8UeTdq0+sHUuBTWD8emblR0tp8ePpgRVJukv3/+kU4Z6tNtpGFaeE0dKq/f8DmuiYqaKuO/FUAkdZG38aHLSBva4TiykVpos+GYwcxCqflruseTZY2v9XDY8xprE6V5pqpjBKWGzLLQrrHSoYZpvlZNoNn9Zs5hOvhmVTFrLGJAlsbwmbdvYNG8jGile+PTB0BxQN9SEcBuDuFwzG8PLk5ze8yvkUdt34Dv1p+d2tMqRhW5xTKBSmK2cFZZPl7fhjjD/R3PZSLT8LP15QQuhb7stEnry9FgrxFc/S/OfwKnjCf6MXsELuZH2o+l2+EgGwxboCst/xfi02o6OwyBrpeSrzlZY9BK5Ph39EK+tz1Gl5Wt/uiLpHsk/WihooTy9mFVrSVpWaCOf/rZiopV/1X7NRs9UI0pNWpto4Zptp7wQ3gHVWnEGZvunmEwSR1r5YKaAwpByLpKRFEpueacPXFVHSOsnY4OBRpUX+tFqCwqGBsvT4BVEXvRomk+jR4MOKa3YWNcasDxIXkGEqoT8msIIiOLvatmnXdZenNGMlE0NTLNluA1Oqt0fdftfds2ZXceTjmQlzYEClqXFYqcC1UdqPpEiYzQRYAlW7wGV3cCrVRaeOJ/zw+JgMU8K5UoaoW+DK78oP6g9tN26kwuaqvpII6MN4vgOVMKiPqRInj/bGuOkRQJU4V6btSxXZjQhWBgZO5NHfjCRSRObFfQX5bBp1shMar/qY+JkybMXvbE19IEktNZCygbjX3VQeR5tfgW05CG6hcixNQF3xG31zjmFmu0AVIWTfQWT48Y20k4vrPuPFh6vMHYovPyChK3CEviMdmrlzVe9xaQkR3UK0q3j3+xe5Pnfw7IQlchy5J2TUImDjwQsL1cvWxVoi4YLSWlTSS8bCp9qowy46IENKk93dBDD7CpVL1sjvz76qFUmC2WdAcsmLgaLUaYsEvVINaOgWe4b5xw4yQoZjyTx1u2yA0U9QyvKNkFR2o7Hd9CNSrUUOF63PdXMULFx0fG26gwo7kbXO5RtZLscL7TcdnW0gdvzUCk9uzpmqthXV2XwxvHdxEDZYHHn7fLQRhuGBW9MVsi4vBSbvS+SfRcTm0BLti0jsLjidn2kI+x94XlGuz6ca7ts/B3tcQeuKjU7YGqEVa9PFdr0J1GRFl9hXLY4wENKBzjJ2hqXTcZj/CS+inxL0VdQKYDoWw8oRQa77spAtNvgyumj1y0+66hKyXKkpa7qhyXSHiVy0IxgqV5253CfcKFFTx+U7NIyOsaDapDrZSslOQ4zzni1gij2j0oGX8NzBEaRjssuGMGhSJwYAdd0QBakAsaBGkomTj9LOTx3Q3NXJTGBU6557P8wVDH1G3IdJAxAedx6K4W4dniqwBK5c0zCbZBvDhNuUd9SJMkwyEfiPEJWtDvp6NUWg5FJ504Ii0IZ1gnBNAm/YlBYrOrow5ej9qKrReHQrtEJCow7wb1UGu9tYQvciCcVlhUyxtEo3JC6QBU6aGwF2lSoUQwKhI/7MgeHc7lTRIEegnW/DSULGVUxk/5SW2SdHn29R3iR8GUMTlSes+priive56dpqhCvNeIoXmPbcQCjvhFAy/NeIuYTt0flJeuQpAKNmggDbtDkosHyCsn0wI2Bh9MNbsqBA9WZiYpC89FmRSXYTCvJ/CEaXzqwPLzhiyc9gbPeOcVS48vJi2K6JrwYWD2Uf9KExenp+t3y+EbzOHCim7b9oOiIrP2Ec230UFN06Rr8DRjNVXkiyjC67bKRmqjoncNHQly3GhxG+3ei6zEMpTRg5p+K3wOrqVvNHhi5I3kkSTs84zhgOSgDNSNgufcwlghwIZMDLNa/zA8n8XvlVUO86qONUNFKyKID2OJtT4/DjImdwHKHtwYKCiPeo58WY12HGddTod/jS+QW7+ENqf1XLRCY1cHSf8DiLhFk6GS6eg+3TO0a/AngUNrISSWsDHW3AEwWZZz0WBmKjPol9fFPsBxkFjtw15zLQJlIwNOj1T+Fsa6xERJM8EDUh7ieXyRXGFTCstKCPD6NFqBsg6YwKmPF4HjBDUH89hY4pwlTGAZFTWDsaDYympsNWE4nczKZjyY3Nr6DyY15fnVTLUxgksjjOuhxyvSGUvTihGsTJpmlsPxtpE+BGfCaFSbyHNaMUQFIisnDrtTi7zi/pBTNYWu5rJh9UvH8io+Q9FA1Twmt/SvrO6gwKs29Y9NGlQuGSspM3gnHoj8EURUTUA2Wo5oJc/BaL1V8GLCYFELBpDK1ZTiakXFd11D8ZhJYNFBWl74wnSEwyOhJN3izT8tVj17LRPW0KMlA2cqMGzZY9qO8sKzaJCNHl7SoetHXm9np7EGDyVaKA53Z0xI9ZYNVkDIjfHtfqQypHGCsgerhPqMYgYk45a1nlVtKafwkrmPm5Mps0zLaWBUu1Ld/qABiS5vBcuiTj89s1BKHj6jTDjHswJWxqtlgkp+yD7MOhRwzJxWuKiSnpcLLohlsStYRqJmtZyNNgYtYMTnyclRl2zSvpNIqUH6y9kKOqa7ADQHpBlzreyEkb8QUZt1M97BnwzARb2fdTPeIDDBNPaHzmXXb3BOVf0YomnV7XMMtpWRdGkn7rPvjGpsJmKJCAM55mnIdR6nxSi5j6EoyWDwdxDYyG0HTRQYjBR+B8UrmV2eizARK51KYF6IUPHl8OjWiPZ8WI0J0TPFS4DJ/EQlcubyucxDj/EHsoyztjLbZnfvz4REZUN4cFCgFJS6Ur6PGiWDvhNulUkdUOhlekScsRrMqXCk/xAnr5FYteuZS51Nq4ovKR4oeq2UceMAV1xpYfrGMo01hZVwg9Yh4ZHafFr+p6AzdnOL73ehDF9ZkNhd2XAj3W1h8OdX+XjbqWIXFl1Oq701C8ykqVpzu/D4SeTyIhDIgPb5PD7ktlDy7Wwr2rAtMx7mn9b3wM6Dy4bu/bzEmULocWn1eeaWOVFh77O5ngdz0ZRcWWR66ebqamvLBiy6y55vZGKqkjwfzvNzIrJYATNUnbKu6MHq+peeZBmapZuDIxKC5bG5GV0bgCm3t3V4BfY+ia++aRoHaV1llKcfODRxKXsTSbXMkL0dHxzAJmQPKy2MOAxLILHkxTTM3pOudGqezTdR3Y7inDaKEGOMi6DnMHh7qIv85jGSG/uY1RJ1JrcywzSZCpzQZSqaLEKmaa9lF16rBCozRS/eifeqOgjo6vfpzcMA11U+TIkvz4IhIzsvtsHxTuecJMc4kysESzKT5HcpL7cAVuzivD/12KC5Z+UFpHrt2OGqZN5p7AopUg6Jwz+epW8Q/pdzNstZkp53RYvxltVSWdUp5nrt2dFPRFafvmt8dwk0CvbLaUwrzOL44WeS7We0ptv7A6kQonEOaDoqcJtSFKtsgRXMLHr+lQhCF5Ddhxg4r2hFZNTQGcjI/temICgs6Hk+pksvsV5tfLX6cWCeqtDywe/pgST3syt4gM796bFXHHJV7fhr3iPeoe+buj4+ozqCWY3OeX0GtkBWiG+ku03EUfwx9s6Z75o7T3zWntF0+ymFAQMUmNd1K93R3Zc/I9zXdSKOC6LxgVGIkyh+7gMC8qhhJ0600aubOwR5KNvma8IWcmn63XPV1Pc57IHP109hh4kyHCQ+fntrtlc2GkEyRg+BWWA7wPr/DwoXGZB1k5gy+6V/4QRCoR8sKvpFIIxGZBuN0xC1wJxXuM8FG2k9WSwWldyM9AZGGPggcIVwwQ58otjopHFEm32IqhE3SNFrA8HybwlZQIVwjHpZrallpZ2nGfBbFNSj58rzmp5OKzAMj/HTPmM8iRPROEqqXE0ahUD8NX2QcatHE5uUNsEdNBMHFpIhcVSYZGCwGhU1FSVg+fc8IltABgonS5bJtjScMFhhG5jVhAh6xEZSEaZDZQmxKwvfMpZHlLjdCzsCdDmyD65hURVGYQTq3wRa+oxafU3uCfTytoJ9mZMfIEZGEZ05GZb7OjepDNdgyBkxTKHH0TygcYEbqNJ6uukh/adah41k04N614/gvn6NA1J3ZBjOjwcx4ZIPYpzHaAryU+iQ339mQcYaaMEY1m065WOA9LSKwnES3xZSqHk8puvMYYhjnpqZWKrJW1Iu7FfWBL2oiAuveu2cupzPpOYNW6mRtwiNrQ2W4VAs66BepsKe7brLBegetQ/2n626yGhFwoKjTdTddaeaDmP0iZ0dPo0o8UTFhcrJ2VcEaaleaUqpiNVWy+RY4zR/MqukPnGndmj9oCSgVj+4mdqmzmJWs4EV5BqzZPqcONFDSvl6NyH8zWb1su0ZhFWr2AkgKF9Ux8dpKCss+qG0RaNJbT3dofVF5UrgjdL5IRelDLZot93pT+mJ0EsqiWaWvEU5iWeWI37eLIBYTsu65oJTcmjY9YlYUTfF10yOOOB5N5wosusPvelVBr0hZe+Lt1lafRXeYOTxxDOFZdIfZJWiwlE1f+N1rOhiLVqX5PYhQ93vTHY40EuSsvDOvL/xufPBI8/bc+VFnia+yw1iVogShRXb4tUEqOyz3McLRiAySrJmwyQ6/hg88kxeexpYDPaRNjvg1q0jHMScwvenFS1UZF5ni15arBF2wLlrNMIoxSGHTKX4PEPCaZ1ouKrlX1ZGdfPF7ON2DeV/M+D8HHzgr4Tk94S2qnJ+XO35O1Xsw9Zv5oc+BDS5BwTyxn1NfZf5u2BuGlxhVaXZRTX5dCvAmLyxMN8b8FcXpg56Ok3k9KrMsfkzbsnyKt5qeXNzw1RAjvMQtqNOFM4dPcTHJ4cnGDWdy4C21mTIzR3Xg2Uqir7uruOznsPnSil8MhjHc3Pdxmdbb/IYGCquqvMEWdigeVej5Lx/qDLHpPNopXXSlT01CnT6jLgvnFGfw3AxOLd5UXLzGNwUS6Fvf3tYbUyteS7P4jXaXqEIU4ClZoCy7MqZ5+VTBLQiUXZmKSTvCoLUwV5ZgRgZ34EMVEBQxXLt2WUTZ0hJ0Zd7QRBTnxLwNz8Nl0JWJxze+B1c3z2tkntgw4ORX79LyuCdENS0uK9p3Zl9TGEekMJzUa14kyZBqsBw2qryscGuWJYGNEedVZtgE1XD543OV8kdLFyBDSLXfrv6eQT2p0DavUuITW4AoQ9zXfJSxWfRD1jOEYGrkpRiNGFws+LzMKh5Amp9nAopdptiWa5xX+UZ6r9k2fBcCjQ1y4gdbUPJghz9Cf0Pp8/IbQ7v0tkhytmtevniRo40QnFOw2nYWIz8OxAyfKY3rl/0j1m1s/4zIbh7XX5WR83y+oN2WNpX1DFHBzBe+ruXLc9KBXibKji7x2P5Z6Wvj8uFtJfP06ZcothgYiTszQZlqwKVqU4uIO+0UNY3bYmGEMYYFXEd8jM8z5GwkDGiu6ONi6EUcppTEZlQVokUJnsTm1cctQUW8h05rIrNJMWQowQexOffE5WtUXwh5WJySZrgso1uHGnhFeZKeZArqkJkNGuODNyStxz01JH9GdzR4zkM4bVGgJx1a2jidWdSt2NKB/vmjkrfQcuKKvUr1L/aq1L/Yo1Bv0KJO/2KvMv3EvCr9i72K9C/2qtFPzCvRv9grNz8xLzX/Yq/M/Iu9UvIT8zLyL/ZKxU/My8G/2Cv5/mKvrPvEXG+ow54+0gdzvagOm+2sDno6Xx/Mdc867Om0fTDXreuw2djroKc3eGK+j9hhTyvyg7m2ZYfNDmcHPT3SD+b6qR329GQ/mOvfdtjT6+2wp1/8wVxvucOePvQHcz3rDnv63h329Mg/mOund9jTe/9grn/fYU+vv8MeXYAHcxoCDnv0Bh7slSZw0KNi4LBHCWFiXjXBYY/CwoO9YgwOenQbHPZoPDyY04Nw2KMd8WCPyoRDHj0Khz3SFQ/mZC4c9khiPJiTz3DYI8HhsEeu48GctIfDHhmQB3OSIQ575EUc9kiUPJiTM3HYo3zyYE4lxWGP0orDHlWWiXkFF4c9KjAP5hRjHPaozjjsUah5MKdm47ApiPNATjvHYY/8jsMeCZ8Hc3I/DpuKQQ/kRIcc9ggUOewROXowJ5TksKm19EBOrclhj+CTwx4xqQdzelQOezStHkzbO8piHLxCl8MeEbGJUZWHLHevGAXd5n+DwnuzoVIOIyoLecXoaO/Lb/DCm7FlX0x+w2LAifHGW1heEYXz1oasncM60yb8o6dk3tqGII69mIesL/xezEPWF34v5iHrC78W85D1ha8f0/dtafYX6+JgpOnBUWLFQ8RZbLXX3VMbPbsxzM8XTt2quITOo8VRPUFk3oLiElp0c85fD1H+eJE8jIZfVb41Ka5qjgq/jiY+ZJleBeQTKvcK07SW5senH5vpgbztCK6wCFX6Q++5GvuQO4SP3RWnac8igtdNziQzs9VvMuFeYUoluNxUzbu7zTTnqIPpBp5VBUJxualqJs5ceQHhCbX54bupV3drO3K1QNjFAxToU7ntLEc1CsdL4UZDvsFZ3N4wcHIZZhrfcINe5timH0xLXFUVa52NWG1MkAtnGNPISGeFYcHf7GZg+Zac96iIKe+UcmYUlXQgreKVSk01fEZXReI4BAqT4eJnqg5G0RbIZK75G6RBDrhM+i/pjPACjUtx+XyZwd4MAmENxEkEULZLrva75IDMpX+DSegEebIp6ayvSPkMvFnfnw9KIRqUmYkAr9BpFWbkQTV4xrYQEOSd5BnbyrZXGcuiClLGZHYxMhyExOjiiQcdd6d4q8bFdbE27ASxF2nG4PSHpPG7RPgWXbyxfCkw+axvAXUCRiQNnEViR82bEyikFq5+zc9HUjZB8crotGL4zC3QXS4xnJW3KS80lXAual7uuqUoChodcFYMnhkNqBHZ4ipVYRjiLUWNzm0ZsjcxUrSIG+6ZYGEuUxxf3ydRzuVX6GdXLW3DZz4GLkVLFvIk7eqDtjLweln26c3r0AYfSzC+DeqZt6bOi1qpy0hWb3pIcF3iM/tk2SRIGbKms6FFC8iKypfYxbwpKQbskkEPhs8UFiSOcN1GcchwGVTEuujU6T7OHpcK0xm7wdwrlzqjU7+H0U9Gqq3zrUFxcWbH/nQZONggJViV2OXr6O+nYDy+5knvwRMpFiuhG9JG/zMwLdnN8JkkrNruV+zi35xi1SkhLT0MHstBwjdJuU4yTE7iK46PV3p8NkoNuFjV6+HDzJRoZcOUeyeo3EgS0HZr8My41kEGtGfwZmjBaSN9mCFjbqLiTesIf/lEr8Cyi5IREN68MHgps8T85pErvQGXuX0u7wwerIfDpamB8RAmoWKmtcHld/IkOMw0uH6+pIf4YFlz/XalyP21JNm5yjEW/a8lKV9t0NOexAe/+v3wCCQ6gQSwPhxXDKhKhDQf3BUVeCeyEF5asxUhwGVl5lmcsJoFr1bWcpgfn6WPqpJCwcpXaD5Uakrr0nElFPCLbJzhsxDDiuXM3Irz4GJS7BimOp+VGLiufFcwAr/i/JZZdqqXNvNesyhekBpr6+Z0Va2iFHhLv7maWdG6b79mzW/W5JQIVuyQB2dCY9lsiKsRYoseTzeo+05H1mq7XM0SvMymrbc0i2FkQvFTUY7o7NfNkL49DWp4mVc+SqVPCwR4ughnDJfYZDgL3oC//RXjICj2sgS/r9btnHnOjadJQ0+ZUCxwJQuCJxW3U+ntAFFcVniYvR6MxI5hOwvfRhLFxYUYZuRtR+FMbbfq1hsu+4OK6HIGv10t4AlJ8tvwGym2tp3xb28M+JW68RBppSmjgX3xId7OG/DCENeJR9qt0+ajPO07w9Xp5gIpnFttmwsU1KOE7726Um9zkOISvcfZYISEgnqI3lN7G4/AUW+2x6xRuMqNLp7g278EXi+baxsY2TIGHSyOJl1QjYL35rC+3VGK52I5V7qwR0vD6hC/TVbqQNdo2c1AH8WNFMvqcNPClev0/1+//W3tuscIdNvT5CmvK1x5iwueBjHgiDrR/HpxynVu7hJe0M4O9yluUcrbfqZRzT0bq8miktGtWwhEF1uOl8Z7PpR6u9vASTI93wM9JoUtVAsYb2awbqHd2zyneKTD0nAx0qoLs0SOqiLAOlzjz7c1T2HZfbYIGdmUVYh0CW/p8EPC6N7C4bfzT3E5vMepiHBlf8LqN9wWnMm2eHdLyP72G4IzpntkNcmHXzXVskb9iDfInkC1cEkQvN2M4DrAy2DGRsS45RjQkQio6235iLdXEpz4adhNsvhwxuqW07ipFV2qLOyyH28j5q2qZNc1EpXUB+6oR/SSP2Hiz6Urakm1vF2etwV/1nBadYSQ5gR8uuauQ4ZiT+28TaTgiMmn+fl0jdBlSQ+9vajgl1g1e1WoXseqt+VTTMifyDPOWzbq7XQFF1/SYhcEV2x00ZLRehtmyX51xGyD4bKdoVSvWbG37xY8wd2dXbqqP9S3zNrTvQt8hVJHDlwnndS7xS0597YAqwS/WL408SsybWtL8L2dxOCUMG3hqxy6TjNckoRvP7KK6ifLMWr3ctMxoUue8e1qHniyrvW3CVo19VErD4azMsqWwnw7rBWXJW3d0bMfGxjm6DgjRvGv6UPw2dG3q1txekYVfnrAdbYF+u7dcAlTVHZqSby+reSKi50cLvHbea4K/HJ+xtm/LtsQYt+a1H0b2BUP3Rqw3jZ41ea/bS4vXfPo5/UtX/w20+tEEKqj8+PWeg+OEN+IXwQPDEUvWyr67eAHpwvABk+Lt8YQi02z36kDKH5X86deMQHV8r+r3S4V8A4Bc0uVv1IF4MF62bVGr5p8a7L9lUEgL08Hw9Q7kPuj139J179SCirwD1miGy7Hz5hb4DP+r1ADOEOu4lRqiOhZhK1q8KhAAEPQGDYKchdKYXErPLwKEyr8L6f2I1OR6V3ZhP+dfIVOyLnUQTA8Zj0lff3jSqScWtyE/51kxq0hdrRSkKrOxly3gQBOjwO8UmO6DRffpZrw/1uyeTVAtLxDc8WDMz4ob2UfpETkXdW9RPQqj4AXOnMNppMhbEWmd748/RchWe0XWEKBss1KGoopNZRttpKfI68RfJrSIUzBvnXS3lIXU/WWhL7YWkNzc+QVb2Pwuc6Rv9qF1thSh3Nz5LWvtFzDzVcF5aZz5Jda3jXKoihVLXU/N18e/M53n99DkqClrXbo5svTwiCx1DOPXjP/91Z/VCXp8TW+VOnGzkcdlG5d3uj61Ev5oku5E/Ir8zW20V9uTL3CV83zVxk1m/YJYm5Mvcp7XLVO/SKVONsnkUHdpZMgbJPL3Fh78EsbIgfO7Ma8DUBz0+7JNJCJnl9/iWMe6zZIDX4xuvP3MnbtlXUCvThnkuG88XJvM91ezahb2wN67PPbSZLqQ/Oz4eBAp3j1ss2Se5WqwOWWpuYYKox1TD/wI+leHSxw8VDDkFZEjr4NUW4/2Q6itvjycRui4MS3wOXMzvauNGruIW8D9V5pL/ALpsWDB1WkWwfzoRAWR3phGeT3CoopLq6lPQasctaykZ8H+KqSQYJADztOvMRw7VMFX8Uz8JSKTVwF55Tf+BXgsmt1ItUyzfDVWVNcvNWhG4ksG8ylbXaDV3ELqndqWnxQ/ksteRuu6LTg0LXiW+bHr1g1fl6GNL5Cc4GM9lUfWTrZzaXvsx67htU6OW+ZDenU7cAD5GvDkSmNcZsx6UTyyGMg214MRyBUR3b6WZVOgS8k7YIaOopdw+qcNkaOF/IjYSE3Fl/Zv6hO0DI706kEhqQx5JQUpMutpW0Ep5MaJDFRbNI4nSaoStVtkucrYyhwiGk453H0q1xxHwjqpBBJP9zZRsxp28sogCyDRZ3QYqDpK5XxMNsQ7Lr2AaVOr5E8w3XVKeOo9P9tGoUXgwwqw2zjvcCryiIs41KdpGSg641dM3Hdz9vUVadMSdaAIW6PYqWOWV6Ht76il0E7fEaXDTDRBzHvMgPWSWeSBCASnQKcOBeqvO9nyToFTpIAclTYFPKie5hAyo+kdfKeBPs55jbVQDMiFfc22daphBLVI+A2cdaWzkPwE3Kd2CjSkzStTW1SWa7FvuedtOukTMEv8raG32yHtA3ydYqo4IxbGNfzCqgSqJN0njKsSASoNrCbE+zUWQUOGLhouABjeoUfN+xEXpmawYzeajg97+QclqkZTkL2Zvqh/GmKxUrkVUPYpmk4JVpwcVHte17hWhVvTSPpCI7Kd9uGbDhVXARjr/kdF/msuo3YcMq6KNdClE6GJ2Yrlm3ExivbS5DeTYnHi/zqZGp5YvfE6VNu20QOpyBM8H61ucBpnVNdznUihxMiZhBn0Hnxfw05Y7mpO2wTOZzMMTgyWFPneGolo2gs677M7yHHdIVtUoeTXNYRmpZ+AucQTmmb1PHqOd86oG9oK3pNaKSbqaqMj1fmJqLMtg7w8IrTQS/HlME1Uk+tbpM6vJ51oDxXx8rxotiyAOhMmILbjFDV6/QTPJziNnkGZilUw6dut07wuO11VR32PXaQn+DxaoLrBA8yvo+sOKLx+wiPV4Rccdr7pzy6CZnrDI+Y7euZ6Fqyzbt/R3W8wumKy2kUN+11HdUhkbJJqiNqfctRtdK8nZq74uTnm+Em+w5OBnx8jZbnoja1vARypxqv8Bgd9ZeXlwevZU61GTL0GrB6bvorTz/hsMnYg4uhsWfwyN3fmjup3ZbakCXoYWXDO718xXkEwXAT1odlTyw6DrhXgV/Z93HkwoALQ542sr5T8B/k/mIqxI/Sv/YCtNtEbd+JAOBoGQ/XhcpbSMF6BJ6eAjdSQPGczQa+swe0Z4Hh8RO3IQXgsmuDfc8zzWD0PtQ2FmzRqbWkLlynhBuGoLBOozJ8DE0A1rTi+PJnuILiVzVf4Z3CoE0bMZkY+zuuQZs8ylAkdGMdFKa9Pkwc5day9oq4uRCjt6SMGpkbIKG9KFVsSDTcJk0oflebBfyOpNCelhJG1tXNrlD80oD2Lz/k4rbZOcOpeadhKH4V222FhSyxyL222LhxGoojnTPwZ+6G4uKJ1onbgI7R2nObWn1+JnloK1BvNps0z4kf1vCXh2nXyk8cl09C7hrKJW6EiOLRUjjg8kMp9bWTyc0gsZa2a9zuO6zEeteCXeYz1UQ7qxKngeE2/mQ0dHWTyn/GpCiMJEU02MapjL7KfI2nmenVHNPJfRumm8eiODTLargNbtF2zmplfjfhBZzU70g6vKNgtC20Z5sY+86MUfwSL2x+/k790lX4dpe+I2cUpfRYDLbRNNqi2i2cfEfYAGPLx3kCoQ4xxYE/na5uBo7iYgLtHT7DcrRjVgziOFffqTrgTPkcW/EdvwMeQhsTYOMotmjOwXfkuvk9il+hD7fpHfRDx29HkWLiOg8IVI5gc7eT1v2KGkHXH+zGCSkuTsH4lnfu0Ogzvm3hvwOKwGXlBkPFLFxkmX23sptvpDjSMcVwG4QEjo7L+PJnYJI2Q8NUnXjSecKuc/oZtqTgZVplbibTrTrOxWZovMObwEtSMaiB39j69rO0a7vpT4rfJY0l/46J0q5vyCbZcJsnBR7QkhvPEbGQMProXPe4G0ileKpDSeuZWwUqbsFoo3PjrehNl/Vusd47BwucUV5xfj6iHlx/ll52N0hLcQndRz7tnbh169w5FQT8y4/m0l55BFPH9zwzvMBTGcwKN+trtNwXS6eBQwsMP0srvhsWpnhMNn7knSoGzrjLkSZ4h5IpnkY5KqpgX5hXH+5ghxJqgLAUx9XDHBkuXdSBikkNRVCqwXB/ohXoun0+WkqHrHXM8zKpvYx5KBDVwuiWDSo8OzZy1KHUz1Wiu6kvC6Ladc3LFCNWh2EhCS3B8r0/HaRoW7/t+1O8bL4O8ji1zsvPchiO3aNavnlePtnUkT9AOTNHdZx56TkNUhQ44WAt2yKBwDYGG2olQX6vGcx8jjx21pWv0WYNfpO/itsKh9hG9XjsOAh0w/dUaYA6bouyeS/2NOVDVRPPy0ZUwfA87jbSaZ3GUav541hsYzXxMMfoBRU2UK2PxVqQPq73eAiE6CEMe6aKMVcY5kyid5uEAMzDvzeDRvY4jeoyNSVZXWODIvrADu2beSV7HMt4CEkHMg1/A7EJll3YjD1pZVleYRwCNLCOjYi2C4NN43YoDRWXdI/vkYDUUk+qzHINg+xOSOBrMLE4UBPjIw2H6GWd2e8Bj1hv6936ylMyIUFwehRK3PwWwfFQTQJAIklLDpFX5vBpm5sWVAt0PE5anqMl4Mg342v3zS0NDDRJ43HiDaehdxKVNxeVR+J9bXhz4t4G6ya+q+VEg05fwqVdIwLSzU1smQUcTyACzuEVFGfo8YiLNA+dlJuwxEUQ6lS1SHEmHYy3HsaYyDDiqDdKU6Ld1e3zTxAITEpyhIxwi0YCRPPTRUvAS+gJz05sbhnTJuXhp2FIwPN95z3kJW89mt7XiBr+HcIsI6KGVDrMr+DyvFPfAnbS2fXW5O2SEFBanhKxmQCKVtj81VDY9VseAlpeHvS4JZ9B9pvIryhOmsbeOYOYcpj5kieNAo1PTtO7b+kYzYr3ZOkeOZQHpRs89dFjs6SByJZrsmhLJ0Hvy1HnyvqsFLDY0j6yTBLTD03VqFn0W4VTlmQYI0xg36QtqQYbMOTx0jNCY4NKGpUOGPovY3FJu0v4pekPnxCEDtjhZax5ReA7jTWCNkgdyrngzE646pa3JE0fqmbgffpTR7tcF/Zoya5CKrxUWGBkY2WXFcNh3KU9e0tWPys3aUkCowufKN5syWTlGkZlJ/icdFDJ1DY+XRNppQkHHWG+JLypDMhxBGlmSZwzCidAZtjy70pYrJbdf7P4FBJ4rkVxYuV7fg0pd3wvXySgwJCSLr+l1gC/UcIQnWXtSxbwGyvH81b6oCCBsGHaSijgpUKVBxdLbNU3cPFetbTiKzRcmyxRm/T9FnoYNiQHVtjrReMe8VLXuhN4VEO51q+ohJSK/V/rYOBZpanAxfoXOwrg4qennvbU2XRUEsNvt7pcUFmmdu/lPXBt4dnKhPA2q4qfrdVGcK09b1VLKjM1q5FdqpzgScfGg5esxAnDkSxNWxU1aMYhrZVYwDhqeL6eG5Csolq21X/BGSfWtzoy+D0M+1KPhluKDxTX8jVw1ImOaxV8UFE1v79U0yk3lVHLWKrv4KjVlq2KrziaToo3iS7ifGTivER2s+MIBNUjjfneGAXgEtXqzXpmArg8WhzBheAAM7blO+WNEBF0vrhSURdiBXgcHWqenxHHEDDtL/F8DvAbTZC28kIUZ/pVXGkkikNNKisdRXE5Ya+40lqiMnizMrE8DUbxCh99pdMonnmPKy1HcYap1JXGozj1iTToQCG0NJ8PMVncaEJxzEjTlKCnFSnedNcs7CTFJ/vOcZwUT4NI5ihRCocWjHL1UKsUv5njtVK0ohKWMzItC9VLcXyjvDDDFJZY/dq64xWnEyuvRDXF4xAq83w3xWllu1fenOJiEpWy+NLvgAmg8srhU1jf0MoEVJzqe1mZhornOMiujrGoeHoYi5MQqXDQ71z4lorTxtFXPqfiElfrM3Z0UXDkAsNKRlW4ZS3Aea6r4tV4lY4yqzg0m7hSbxXnkC8rhXfgFx9amMCKp0j2fmEUKy4eZY0rM3ngmr5bGM6Ky6chpHhC9MDxlFZi9cBvZowsBO2BX1EZzo7QbTizWxZi+MADVPaFRz7wrOTHl40+rv66V+b6QEsLcWXAj2eTdZakZ8yPZzmsiyfej3d1Xcrmfnn649UW9T493X+sEGr6a3vAWGnipZS1zcAWrEY6vi1BcXmsSvJ+uxt099z8eemFUBiXIK09FWoT0Ju+1x4MxRlIUNdeDjVpNCPea++HN4GFMy3dj8m/OIL62luiplqOoHtrddcjwl64b2nRo+nSwMh3xoxzrxciHd9J489J6iB1VkQ5h2809ddOHT3mZUkTj/mOn+Fa3OGqa4eQd1FoKELG+3F16M0oawOSulhMD61rI5N31Wh8uu7rcRED7LG0NkqpSykR5lXXxirvmhaoT+IZhenipt733nL1oOUJ3HXt//IeN/1iMHGmx408ci1rf5kLC4pG0jY9eAQXpZS1fc3HLqXqwngiqQsCQVzb5nwoVUgc4OMYnkK60tqV5wM7uvjE3D6RFx2xPSw9fz6e1EJltsIfTnmjkrO2FPrwtjDkpKUnvFUx9a0n3IfVKtTfZhz7RO2UWatRk4Gpp5a+dlb6XAGdmNFk+X0ugs7NqlMgBh6woGHt6PS5DqrEV28zpdHpZM1Lf6lPsND8zdSCbvhM1FCDhkZoMO2zfevy9vkhemPL6CfwWSYq3BVZbMMTEyDq2pLrs1hUyitlP8XfbJh2CN82IZnZlDybuHYa+2wbnclNK+4Dn1k7LdxLNDxSnfAI7mjfn3VcsOEzKSg4TYTDc3TJRXgBzVYOmtQpKsORiQatPCnNmbqs8D+CXY1LgVaS8xY3orGdL6WpQVJoeAiGW4K1sh1jmFnamY6tOvzC6r9kb2O60vg4OcNxlLtsr+Ak2sYWd9lhJVjAVzc8NG11VrzZMDCffK5R69GWCydZfSedCo0pLaXcDz6S2Dp64RqSlT4ZXknkXDbzmCmPXWv34B2+WjfccuqVyrqqUv+1pObhn4RSrITASEKJRPPAWxm67D7FX6nK4UoZzowr+57abGamLxUILmbD6ACutAB9JpYY5uczQ3XugTNKNxo+SxeV2q71eEYdU6dMmVsnP5R87SWQCoGhWIDLbKpy61PGsBdLUL6FFMhCkYElCr91F2ZCkHAuE6864ETxRqrI8Fm/gaTUerC71f3JCgCXp5OuWe+ZdaCKfi7MccX7EPEMiuNY/lJPgkwlD982kLasMx4EPCMqdBs+61KCV1THR1UNk0UcqTgqvCM14spblVu/x9QN8ARhMCquA9r3MhmcMuL8+T1ybX3Acrth+Gqu2iY46dunahd6Ui0U5k8wEXmv5kF9CzbNPGkCSklCVS24lQrfkiAEumgj1yghXm2cY1Ut+J320iIEvdzG2c9kGpQuBiz3OiZF+gplU3mD1ubn+UrynE1tslEWXKWz3UqNDLMCKo9Dy0xNbe9lD+GtpEJfTGHoaoPzuCk+N7Wx1/z4LMgyukJcgvHtmIswbgpTqqygv1xVt1EQlMNw1oAjhNisuIBWjXG1YWZXyNYdRk1nwgUNecGH3PdfS+2Z+RWhW3VVx0IoQRiYkdbB8FnCZoCFSfwD61TmPuBmpRtXCGewRQi2eZB9CU159OANzRXDZ6Edjmw3RWPwBOG0K64uTDF8Fuyh2hZaCAyn9Eggz9QL+XxZy/5tNACPZElSYVwcNvB7Kn97RgHjMBCJmp/vFL+64rk9tIeXmNDoiiiWjHFEBiZihGkSku47HEjFm7Vre5pEwxPqlq0nXibbMPAIxzwbPukWTVsYky2cl57RtP3aQgXoHEn9fXBojsbgmeQP2NswY6uhkyoC2xvN/mB40RKgwrzk2+DJOGmQs9g8ir/MFcjktQxh7qij5W61CJDPCe+74ZMBI7g8smK0oZcx06pmsK6dYQPnXT5wTUYO4y/DuHzGrY/wzTF4GsS7YvGMI/w0jgqdV/6X5wcJHIg+H5ZRLUwkBZd3koYn7NhHijME3fDJVmp4hDaC27ObBFct78mSmmwo5owgZDfZUJM9RadAui1BCdtKPIo+vl/ebUo7O0twCZGtueklcwEjQjA5YZP71Tjo6pi/7LliraPBPzlnL7esqQzyyLM5KhrtD3TcR8PLrSlp7Zawscqe6dbgRV+TxfQy48Czuvp/eSJd0yFHoe+8O3AkqQcv8eXpMW5FfI/xLB2vD5z636BDvjxAmj1wSiY/cPIJwVuyy1FcWVIK6wSsvxZaYtOJGy3sNEbwTsOp4ZP22MiQyLVN+uSkSTZNhVht0tEqwStHmuIvDbMpDdj8K1WMC9o8AS7XOTa6o3nSIsP7n/hkhYKTNdhZpJ1D+LaTxrFOOzmPWu36H5IqnTmXzYJVTuutIxMVl8u558cn11U7ea55Wy9jls6fNtkSjmHbKWHMZJhj5HYCMmOiOwIvjUXN5iUNfF4lk9/t3b78YMHls2a+Xjpxp3ZULB3g2Md0OVF9b4YTQ+Eja/dTtgjZkZu7qmJZvduRoXUATxojLqOpNF3j85nkZzN8kqrp0bpn9tORswVvlzl7RIS68BTuKDSWiRvFWyf5hDFizjHCu/giVxvyURDL5S2o8HpXX+TOk58+CeddOzOtXcYR1Olg69V6GIKOLeFc6uqiTN76y34XvDPra7LoafDjKOjqo9hNvSR6gQMznebHIdyNT8sjM1PnOPodcp+Y5IEn7T2yr5Fnc41t67j+dAkSdM/eAGT7OGi6soH6qEG4VgKaE68+Jo/TeoDCDQlmJg/J54fNdC0JXYeuWA2fFgbURqrid0t9djDINtHglpFEvPD59bMTghZNcbHs6dDHqYYVvNNEPTskNAzh8zgXyZiurgOjE/g1a+QUnA1P5YaBRfL5sX9qUa0ZnBo6XptVYl2DR1flqZhfvGoFGLypbtbAc1LKLrhcphkRYjPqqTwFVTs0uh6xGUyorjizr9O8TIn9u14mR00q12w4aVFH2oFnqgH1wUfjSkdMtRrXoCojSZVBGWgkn0/zehiVKhcR6NFuaYzJBqeaLTcDTot2ux88NrHEgRZzwdNzPZ0sguJyPel+rkci3TRw+V1z/9/rDMpyHPODFCbVPmC5nJifx4MySFMc5yU8jydQQRQ8DuWpeTkSjteqcKYm8ryVwtQ1xTtZifmzsNLFGoTBhDMO1fvWwyACtzxx2XdcM7hczj0fMsPCu6C6wu/ho1Q9OOTlKi5XYymyd2kGlZK4LPVcx8TTa3xertKIqhXxoEK3Z7h0iV9x7jikKQ23MsG7f1bQ9qYHnw2+gmYlPPiYmhU0c7WCZvI8+JjNFTQb68Fpp1fMbPoK2rngwecQWUE7iRz4HlsraGffCo5z0mPPmbqCdi578DnDV9AOfA8+3sEKmiuxgsMd8djjuqyg+TkefJyiFTQPagXNDfPg47OtoDl4Hny8wRU013EFzc/04OOrrqA5th58vOAVNJfZga9/vYLDF18x89s9+Dj5K2iBggefoGIFLQJZQQtXPDhDmxWzMMiDTyy1ghZ4raBFaR58QroVtPjPgzOGXDGLNz34BKcraBHuClo47MEndl5BC8A9+ETrK2gR/wpqcsBBb35hBS0Z4cEno7GClhZZQcuhePBJxKyg5nI89KSDVtBySh58ElMraLmtFbT8mAefJNsKap7OQ0+mbwUtW7iClnL04JO3XEHLfXrwSaCuoOVgV9ASuR6kuKv6MitoGWJAdGPjzEBbphk831czOvmTsdbjtV/GOAZX3ZP11H0T4uCBodczEW+JdcXFVKSZ0LcEPTjhRnwS+iPRr7h4PE8nxagLKBxrHT7GW11QnOB3NlJYlUJxOeW3Pgq9mjQLU09tRG9K8BHCxPz/MfYvSZPzOpYu3M9RxAg+E2+iNKFzqpHV+eff+PGAIAEows1OWlnljpW+XXrlFInLwlrIAO0HGf7Y03sBp/C4Wy/WwtFHKXHh2B2i1fHRJ4/W2p6KGP2CQBJ+Ju8mZdBaTxE8/asMWhMsgqdjlkFru0Vwd+gyZk2+DFpHMIKnqZhB60AG0NuYGbSeZwatcRrB02XNoLVqI3jauhm01nAGrY8cwdOKzqD1syN4mt8ZXA30iJ1mewatY59Ba/tH8FAHMmj0gwgeDkMGFw8iY8aliOAhamTQWCARPBSTDBqvJYPGvQkg9KMLPtYHLGiip6dZVgU03xIUcuht6eZVzaNAJ8ggygz5liC4NyWhRfCmT/m9JdkAyvje0lCVofLBOnMV9we8EHPPd9RVPuGeHxAG5eeO5ORBQ/n9gL2pyXQGr1o+d4Twx/u9I8baZGnnT0qo8dzfO0J6oX/v6PpPZ/qeDyjb9feOIMG++Y4u5ZDB4Mgg8+f5jhANQNt1fkDEGUf9gNdzfe5IB9/fzx3ZOPmVnuaF7+j43pJayn5vSe1q650eJyNX5freEgnm870l5UlRdc1gYxwv31LDavV7S41nnLcpHRu9vndUYYR+7wh+lKqZRbBQ3fjekSq3fO9IuSsS4CaQBPP93JEyrvMdVXTs0GIoH7CjzTg/4FVbvqOKklxBAu4D4nKR7kiOVB7x+3ww2UypcEUQ/Z3+vSP8Uev3jghGVHojgpQmek4bAZlm708OGsCnhK+aKYU6huI03Z+F36atBn6XZz2DUCcBHyinzD+prgKOkKOeQF6FqSrRNl6N4EMxR/Ey14PrarkwN47YkO6yoSgETldqrmLRKSIpDtNv4afmBI6maFm1q7lrVIrjotz+pJpWRRqO6WjwUBpTXO7hXSW2U0pTvKqmeCq9KX4NhqVXqW4s2dyN67sYSnjgD2bu/U8q+a3PX6sXEEqE4fvBZ1NCwMZf9XOKJch1n0PFpGLJcv1dOCnnEqfiqzMZK6L62OQPhZweK6iKyyECiSFWXPVnqSr8Fgu3Cj9Vp8FjnVd/9UELJ5WLwyIBv/p9fnMJzBg2SFXntQQrmn6peq1L9kLJMRW7dYVTfrtzzVzfCHmUWhsPtffwpihe+uqG6hu3hqZjaV/fTlZvzy0CXmUmpbQk742G8IZrX2J2e91uhpG0TR/bGOCSTVLGTF0ScInkdk/oNGHCrqI9mwbp03D0/+6Zez9VBSNLsWbO6S2FLYvW1YPV/Nw4ieDIrS72vcKg3MwNOd0PZXv/9g3DPqn9RzwWNj7I0Efuh+pei3Jiy91f34NXa3kuKSlg5i3GnTvauo9fU3/z2HkP+7t26q/+2pJiiLfSfElEAPAh8PshIITDQwkLpS1FEPApT2S+mfgALgtcR5IiqyKcTMrCkC+8p+Hlvnqvmc0BLo/zgYEVWSHh2AN/0PLZuCwqcvDERtGz83rWcwuslnCmKl4oKdkBLHHgM98PZ4aDubVmXBrn3viBrbgEfPfG6fRdX27PpUR0Vc6NFKETCyi6tAQXLFFQUwJC5B8RT9RlH5RoTB5ngN+wcffn66V6eZkmhe7vRGf7Q7byIAZ8Uu3bOAoWvWQq1wVFVsKw98MIQ54YEYL6YZZ54KRMtKPBA97ppmbimpx3l+wM1/vhv6EwgUbezDQ6OkGy5bb3Q8YDh0D44fQteYzHKINODVThieu924diCD67PoNEVQSHd/t+KI/cJebzz4c6yV/1Lwqmaj2v6ejE8AwPjRbOuKyhy0O+7nl/+KP8JvVdJl6Rhxp+2skRq+eI4fKPa374rxokyE5bPjzasNRmV22KspesbO6LaRnpu77CkX3D2aZueE0GJ9KwKj2vNnIiH4fXbTWH3rIDX+j95cmk5/iaT16IWcbeFli9vWeqddxepv6eO6jUEepu/PFN8I67Gs0m3AD25iib190zqzxupvSh5OR49iYr7/iXzB73cDpUMDbtKKDpctXMoQ8nx9Qh2Fn3gdKxtPi4VMUDC7yZFvg6KCUMa2leIJ6fCpu4XzyfEaFDbXKHBbJodB3EKYUYLtzvGoLZwcX1DLPGO8MRMXbBXmqYLZSGRhLdviPPZMTIi8Ya84c7lLra3fLERwxK70fHBU7wKQdjaXmgBLhj5jYWLIvDDsMOuX89G4r0pdUd26LbOj5zLBWGxYQetqwT7+sxdGxnrzAkA46uQF1+jS/yuc3wgnfZm4dwKjLJfa5HhmLZ9VrEjkj9EkCJMz5VSSlDud34SspBUV7DsfmqNc8QgUP8mctbile2rvvhpGiqGhFnkapScOp6agS0z2UZFnrI7zVGnnVS/DqwvBcWlmJzqTPKcWKqatD2rGfZVa3q2R+n2q133xmeHmPD96X8lzioVYnl5Ie61qCWyqTdG0fItuaBL3AmiN81IHajmjo2fhVV9o4DZVWJf2U9NOVPL8meqjxBpfTGubRKjCcnBDsIrU9UDzaORCXRZJxvA0dBYMEdb4HH4Cqb7vXk8bn6aDSpNGjtl0q4cRvOV9p03hnDA5cbK3U5To13J2ngdGU/03zg6PfrHhKm/8Bh1OpTLhr4rT2HULGhlJ+nCMFvjKLqwgsbuOFt6qxwHFIErpgnPorX21ICdJLLovTFWcdKAIlxyZqZlICuru37UVEFfZpxZhJcHq2GOUPtO9eIMniryw0tzl6CX7Uv26AH07lFFJMzGTLZMz4znFXJ2/elw7k+8amwnHR12S9LrLRsD8DbEmFLg6Pgsu2pXAW9Y1n5dV/2kt0C5mQcQJW9+z9G799l+4zN1X1wLDbfPMgK3lttaubEvmODr+DyxunTBy9tiWGBczc6h+vzs1UCUUnfdIRr6Jkw1mH4wH9TdeY4hQs8nqJa9HFqV/HR149C5/LZLyiMEN7XPP0Ljku0/igdfvy+Sw0ydY2EIeJK+EsPL9lfKdpKWR/Gi2fVOJ4VHrc8tAwsgcr6QZiFaPe9Py6nMLzWNPwMrrOkn2HpiprzNdcPhYRdsy1KBdCXH1mYuQa/L41344g2sLzLr07+Lum2Z+MSHKh3Xxz1BufIUc+tMBoOTqPQRsZ7kRhUnxgh+r1kcOKIOTj+3++TR9LBidb6MrOyqGzhknzBF46T7cD8CiMPwgNzjpL2dx3AXnxYxa9lbRoH6sEvOZ9mzwP4FcVpG9+KA/uKd513B5Zs9MASH733m+f+wRn15GFGmQBwCca6yQ0gkbyqJdOs10uWGwCXnxkSV5InAGda2lQOtpqBwtjBLpGDsX9y8hei45k1EcCfuuS1o4YC+LwunbqMmgvgaBizdNR96V0HtqZBl5KIo3QDeKfX8SahB2A1XHuyLkRVFW05QT46EopfVRcaTIKLzdBw+XPU8TTqUYDLuTLvmvUrKqRDMoxshFSV09jQdkrqGOCywZd3ZDWNhS/3CPA5rDCs3Muu219U5QDHbVR9nIKKBzjNFLMqOqIfiksA0XoWCQHvQ/O5qCkCjCXGvLMGieLsBevzvRohQPG+0oSocaL4tQofUROlKhvxbbNmDRXFa9FBxKi5Al5WfJ00WhQfSwUrarooLhs1oXbUgFH8OhZDRzMGXMV276wxozizmR9NGsXvtvxsgoaN4nJwUBKJmjcLl2/6aOQo3l81uYuaOvZ56JpJg8e+/456PXYvqmQaVX/WvaPLlFWCFH+W/0pUFVrPpg19ZkGFSHGmy2oSLaqLpEzilDSOFL9ZI1kTSfG3q0xN1FBaP7nOuiXNpbVElsyWCzQpynZVs5qTLrSqiphJFUrxe/nJRxWpuJBhJRSbE7aFrzWwqEal74kcXXfN6lWKPyQfWe1K3zfmGEpWx1L8JlbMalr6PhekM7Iql+IY6pas4rX2hfo1m1GYmeGSRcLi9gKRYeoQrW1TcC/eLDZWFzVaQ+0oTqa7ncTL78wiZ4rfkFWyKJrumvjEzSyipvhcyjNRdE13X8pIPWm0Kcw93FnqLW7iqpVhA/5r0x/TjFyOYpweEhJzcEhEhbl1eNxqQh8V6fSsKaseEGTt1hH0aqgdVfD0yGI4rmfVvHWUdTUqjiJ78eTDyvS9ynkKt86ZRAk/RV91EgiCf3qqjqYLPOoD6imMwXTJOoOKk5J+ZAn1NEcAYmYZQ8VpDNxZDjEGBWVo+ezEFgyKj6yqqLB8eStZnREcrsw9s5ij4q/GQ0n8UUMX5EVmFpHUUOeCbpY0JxUmqs/SlRowlaryT1HqMgZSRYdwatvf3nloNStpakBW1B8hCm8qfKOskfU7Na4rT/vqfSouSX99sm4oOKOWoyX5UYWn/uFJrVSjSbMACKKnIci81FzsevfNPBIht5Y1VcGZm51P1mBVHOvPLOWqIa9E8u3JirCKoyw6srIsuKyMZyvlb4Vaxe+hMppXULrVUJvndCfB3BiZq6Vlnfc4OF3+rMerAX5ZNhxB1ldh+aVUCz7IA4N3rQInlWGFJ+N1ScNYkwpyrpIlkhV/NceJAsyam4xxtY8IeMxZ0Il+5jhfM8urPpBRh1rxR33XLh0k69fOZR5s417FaeK0/TVvVwoKeEFc8aRcup0JzqpkFGHjlopRT5ctYMX3qgog51lRnPHfkxlW1BCfP9TNXzUCWjB1MlnRq5s2TgJoCSNNOfnhx/7yIQnaUBhj+5MWTkyF/1AEF3R8Ulf8C3t55v6OF+eKAiz3d1sJAMFKCU36H9qep5LtebQ2T8uaCFX4ofINTN68tnKBaRC/+mm5vyX97an7q7Woe+wrchmeiC71xypHp1hAmVsOgLFhTAfkYb76AqwAhkoExDL5sC7/XSs4BQpgWs27PsGQBA9KV781Mrwq8qoTwuy75sLALL+BvhTvga3kQiUboclm8KBlN4Hlr3nnLtBYoYdC9hzGRMFXSxb5q5+WyOna1SXZ1ru8fJAD4EV/ikvKGZjDCntdvRNlb6GK/WLyZLCVroCvaxc+0B2eEmECS2pUrk+9bDkAjrLLdPVCfPkPRAIMPXfVzapxLxLu8r68BsuvQHYJvcAkXEOpj+p1MyklhYkJ5YnwXpqOg9YRsQW6gQcJWN/wKi++Wujpu7qIl9ZCsSy+P6VLRmL7Pv2epekth/Ey8qvvLshaYZSp3W5RykPQhFvFH539ba19qrFMIrfx7Frs0KKiOvi1du9K7CPhrezc6tRH/c9gKwADy1o+5WVED+U2qFe/jFQYvKrLjx4hzTC5CURvqFW/cDoMtsI1A/zEzLfBjGo/oPKH9HcX0WUpkf5zP5LR1k+t/FlRVd2flkgRrVv+VPLfU3FflXhVVLBWOLD24G5gjAjsKZ06P/IOd6nP7iLgptZA5Y+x4rz3EFCU6E8xyhVWixcRJnXot93GMJEftFeaRjAWBH72p61BAdzu59ldEcabp36aBLvk5gfLG1HWx1CyQnmpHlUkmcYtOZ0VSsrVJLy0EbN+Lt7+NneXx7o2T9fJtHWsAjNtpR/G/NZYX0Yxk5vWt/85n7ZWEXBrY+zvZphJ/oJH3/5nfhpRlIy7+S7Rt7rQDyzA8se8p/1lbS72wAmp3OBeiGAeffnf3RKzBhq761WMq9KQBKXx/+ir/87ThVvdOa3x1qvtZh4WYvI+sPnLsbLyfO3xMS4NPARu94G19adwvdtuIMpOxt7ImcXZ9OkrAg85tXbTsnZl6nNKvn0T+6xjqUdnt1YJJC+5HguVd78XZ0Oufuiz5APe3W29+njkM8QOby/3h305dXKg9d2D7ffF3qRxTy+HsmWtXGD5v69oBEYV+bd+GguQ6n1ibQgD125lM+VHMbn/h+CXR7a70NZtBpazYm52FI1LeVDE//Lptzksp7GizbpB3g8nR+k6MbFguQjrmQwIHbbNgLJmu5Yz57v5UhNvzxdU/vQ2Nn3IGvkqS1WvtukAEpNcQ2FqIs9u+xtLgOz4nufDD4VH+RPZRHAK3fCiIKyU3yTRncmgY8PXtYZbiNOQSWh/tL6B7OCfyJ7Q8tq9hJigWgydypmLUPtsxoYxM4BLMwUIJ34w1NuXTbsyeuBQ6XfQ2CuHhLLIJhNbym4CxmrSwkjuH50B1qgmsaOBGcjYRBxjUsM0KTYNjfuO7L9y5MMzebspdDkXGwkBWcnGktm0bUwHZf08G0VgXbJCOCkSDK1xcyd+Q0npZjHhHHGE4/jhboPldOIvZIfrJjXhLHOEEtDoXn/KYaTDXiEYGQY3eWO5IBtfv406dEjtiDOYfr/T3yfKetUkAXS6SxU8IbS8shLeP4lBD4zqx/iT2PZo+DXdRRczX8f+J7A8UxOqcMI+MMbP9U8i98OJubYclQ8CIDPYrW0IXK9J9RCmDANqn1kClTDctt8+dzDR/L9Nj/RSwRqonlM322cJhPjoAvAsc2mt+JgDrJrS29KgPRMRU42Xxx6TaEXdiKfu14/JRp+RCpg2Wgf4k8Yvplrel3XXjGrg96uflh/BZLzPAAco1Nf3Txr2mJdmJybWfQZDULC8TA2H4oT8N9gOdcs3fRUfLYGrw8zj+g7iXm1sT93035aHU+bK4tYz9TmWidhuM6M8jFVll5GD49ajwGEbhWFcHYWe9TdSY5ysxVuPAvMA82kaYMnwrw2Pico1HJ1338cZx1G5UxocBsuiIcdQcdRxmej4mei5KeEM006gBHWxbQFLkHq9G5agAA4phBuC3ttgigEScMCrofXwGCxPpFb9tNyfLRsSKaVaQZN5lXK3YXlMCjfch8eGWZ4CLwEFWwsCUxa7geWK7Xx3GwS0wHLFZr/jQNVTdrw/cFIEtsUw9FXi+bFtjUXq0L+9FlQ7oJgI3OfnSbXFo9yXvNSeC34J3ZXXnjYJu/zWt44yjsXG40eoeh/sC5KH7l8MzeYOKrcx5vj8jizaZq7uwFSG/8AIecd97XXT6RcqDJ207duQvfbigrxIY/E1dDnJFiYhBDQOHH3bZ5VdqEc8Y39JITLuwA3ZrX1/ErrVP3A4kHh+bFm/heED4GH2JL7W4Wm0YmYMRbuHUx7d0OX7mKY4NrQD3u7QhWoGTaUt1prCZP7nS0gE5CwbuiLfui9pL6NyLh5TAy3LRa6+wINOsaGoH8kuNHSdrhI/cKFfAnuCCv1595lJacDyjpsj49kS4E6U52l7tyGL5WmweBkQ3PCF/BcMifcuewtCnl/+i/AjXhy6DaYrKesfHsSLeNLesG4V2IEG8dIiz/vYIMo2t2s1Tdb3EB6EfLjv25A8nUQMugP78N44Oy4QA1hupJX9t6jjncCs3dtk+6gCk+UpLDfSbB+ryiWU3QbyggSm6xgtyvklgFOFvbv3fclKRl6AKXPMfUnbwgXG+uvd9y1bvyQT8BZe9PY3ihjvDYy2Tts3QjAsdwU/AfmRfSPlYnoWmPf02jdyPS8/OiyEV+kXG6aYA9ngve97X5EaGt/BitTmzoaVpgnVAAvj93yHkilgFGDPtH/fi+ba/UelA+75nrFGuWl5f7quPlNn0z9Sq6FdV98z/IlUotSu6+x58+PrqiBy1/3VVf5IOfi6Lr+31vPTXFRoVWWTV/D8kBMKi2p16gtoP/tQZqJKfsphvG8EJXpZdlAG3nl+GjnROBQgBgj67CtqMbcCMydbPmOeversUt9/zc2SApVfv/R9H7MoKxiygIYs+2WSN5NPs/xm3b+uvHdwWGAEvFvrTU/5wj8gBAg8916xXmnQuxitnE2h0r3/A0vgpaa9txDJ7GQ/hyTwIu6495tbxUIgCbxoyObdqWmSMvd3yFaNaqzK785+4oqb+sYDLLfX2749bQb9gR4g6L2/w7ZalQgu9WyHhLJVP83EwHt2doZe6h84A+80Q3E/B1Td+Hr7gR+YlcByf+PepwZmQ/IZiASv7gV2Tg2tw8EjgP+xDyo71YCx192nGjJAsrhgF8inxzlcx6CsAbng5W3LRzHwqOZPy3ku61YWHZSDV7MJixXWJDPKBlc7oQxJ1/oOuW3j3RdeFdp2f6AhvHPbPOwJadQOaPbvSIFhP9mpm74Ftq5JIW79dfUlMHkpn7xu6u44zf4CYvbFTEnTl+P5Dm8j/E38sD89b1XkUImE+RqMw3OlQND07Xhthz9j4Y22iES+G5bACKpL05fm3agNljd2mcvMfIoKXGNSBOfhfcxm22fTG5MNZ99aQ0xN4fFuIdGiREl5aMqDkCjv3ugaelcdhnnbIf2oDaXsBkqPeIoFu2duvqGYWPaWA3NMVcGUNGHO6T5531B7HNvCo6NA3/4oj+Ipbihio/uv2gYcFxMJHBBsVXbFU485057+h/p2DJgKo2d/lHEhD/q4TZl6wKOx2rE7olCDOJbaFJgZexAgoFQya9tiBRBsin6a//MxR9saBjR2631gyQHhPypp42lusWYyCFMVRe5tJ0HxnbFy3mjaLxs2JQWB2USyJ52gFYbWNHQwl6FXlL+9vRvesg0wH+owAwt8VjUAUNLH049jxFZ+QKqiml2PMigoDisT5On3x08Q+KqXmVe4zgTDC68ZFqm5IY6Pf5Q2shUKg1QFb3wrdVskyt5NcqJkksc0ToLaBflIe8q2lZT8BvEirUeMsW0fTS6DWWNsPwzdyhpUI6s5G3BT9Bb/KBvlGc/xtzRtjq7Sgu+2zxyP0oWUo/Lsr3Z5DyhS1/ZXdCkQaqttu2dNaENQM5S4wiSSwVtNhO1p26i68EijBX/fx2aC2tn8oz/RY3WgoF3CwbcHxirsS62LK/WFSQqDt/xJo7VtwVaQSkEJ3YK+qqNjkLGVJvOY/k4QW9GwYTtpIgFXCO+VPPPYzhz0WtSuuMztIrG1XYjG2mXaPojUV11+uvPZ1hLkYZgxsnIjUjKUf5mX153vWQFKUJjh1Rzb09fVaORFZiC9GyxHokpc6Eb5zOw4gd8NxuXr/tS5+VVNCR7JcQs+gjgIy97moIHi9E2epPwdBmI3vDV14HsV0/QJ+js0AV+zI8D1WEWal6Xavmu3oFC/rDG3Y4WcOepnyAa6PfuCAcVLQNHa9qWAS6aDxdSVTZA02FJAu7hMChKY6/9RutB7fWyeEfEqbmzBcKFOPUJRK9cWP5KnRAtJuULwbQw+/hXYur19SyjBKlRHAf6WYr4Nwb1izZtvBSUinqZfwjTHe/SZJEtgyo3N763biWI7WkC4rGb7RhzEvA+jKEopvTe8fS5gHe5ACZuLUVQZn13ure92v4DwAvWE7UzSo2nwNr/Qgsl4jycG55F+SaEBuL0saIgoXZnb3kvYHTG6NuP7Rm9VElcrgG5/40QlTm0aubs+tteGpCVFOZ/cndX53DtDCZzv3Cj1HjUV5Oa2Yzky6VXZWuwL79bZcqMNTX4tXRC4lqYkX/YFag4GyzuDTL+SlEi+DR51/ei80u92RHFTjqLV8La/5EbWAY6SNkbmvsFH9hCYc7ylr5khRcd2CqK364ytvFn5TET7CuNOfcvG9If37p1zu3o0BLefP/p+mUSwS5i9kO3MJRfS8aMpoL5dzwY119Z3aL8uRzANJXh771H2hof3R9+g99r/7ZeGfvmjL9C7gh6E2Ig03j/6orx6YPyfJRkp61kiE69s/t8lGimHYBu5POpakrghIek+DK6VOaVckGVoilwz1XRdeXKqgepKYnSOarAbxNIyKOfPp2oNfOuDSWXy8M1qvGsepcAVh9VcmRe4EKh9mgHU+vBmv3OjIfzhcoS2vYoEpqIxc2PDZTgnvdZdmHfJzqXtOp+PJDswJ++6vyMFSovl2obllEQbI4D5ikdMlFZKfy3tvMnqtCKa/5jOOwsfJ//pR6YUWH44kxtHUqWTeuXnN3AT7d/fgCItg2+fX0zFA+ZqVfjPOxZZ/PmsEAaOLvpBeTX57REYPGZNq4Zxg7JcXqnnidzqUVmffh7fBYUhFfL9YSNIu0xb00+D5Vh9riOibz/krfoLJuPsP7sakY21Q8o7hifF0op0ytP/VZhY51La1FUuc4OAiLGkDV4l8ZvvIpSLgl4zMH/9Sk/gVjA9W4HREF0/sXqHXLRzAvcKlMmErvytfmm9esHyQ3HS0tvWiuRCL4o4+hUQ4NcOqXoPDAomDhgwM+/rj2H4aQXuEKHkd+ePURPwNfrd4EVgBjUT6wwYN4ipZDTY7+t5P+pzp3+jEpXtrjXqgdIdCW3A+IjwN8qBJVnU+nFU6OGlBBbJcgpfhfLuS7P8veypEsPdEEsj4w7YRkHg55XXxvAx5sFbYCQ2H/CU/+GS2GVU889+NBes8s5FRiAwgeCrrEI5O9e2rWS+iXplJBsCU0GQty9SE4EvWcdjZCZjg0AoH2b6hRY57Opn4zTx78yUBGdymLHdyKxU/GbQJhExFX7uolTXQNzUr+c075nnmW5H9lVq7fuPlSWpo92RR7r+WihZiXYKLC+BzppElqo/SeAHquH+ll5p6SWuK7CmkG+mxoZfT5m0jMRsnF6r8ncDw5a1gQgR8Wxk5IY1Ay6B9PXuBSlRtmorRGJvU37kQB4o8oPDQoVOLMeqFY0gSMrBpJFJoBmH1wD8plcxDSfrZ9An0pXDO6b05llXMqNTrDr0k1jP4AKqe1ZkSYc3uGj/vL9z7wOFA7knsnXYHuBmy/F6nY/L7q0qIZGzHXYZcJqsc+MPxZuaud9hD4NCfskTsQU+1rjWh1oedkLwvjrmCydDeN7MUA8bKjj+h/b0bx08vDLRPWzW8OIRVxv74xJqceIlvnzY84t26ms7ON9Za+bdh6MD/MVBshje71Z0XiPw98MJBE5xue3Pvxi1P3kOYOHqvKhw30/z4YXTp0agzht6G96Jct48ZQAO6ZCnpo3/YSk87kESeT1PnmJoqvyE5pHi6mBh8KiqYJaGIcDv61pPDW7dbqzBXixlPR1UUZ5r7SPgj00rhFmLpgTGNnV4Anrdu/5aNYZ51XQ5TmyAS4bQ18SG/CBm+qL6DXM9HOK7+q69FFw2/97zQAg4ht06KNKXhWkzXJJenaaOgyXtXUG2PhxK/o81MyAh0g5fgyjzmtZNNn2LMfPgCvjDbr2+/2X31x/llXhXzotrzctgn7fWMvjUCeA4FwOMIkdVuFFzWHfJ+y8fWmM0stD2b9JV0oKjI07jgOOpqk9hYN57749DQdA/duhs9zqYVY/Ocr8w7AMuWx2uXAwHISHRNz7nWH+stgXW+6OR1Vx/Kz6Q97vO1Vd7BPeTR4yASY9tJKnf0/xCCHUQV1sjSWNsh3mil1rXH4U1yWXRMVI1WEL2hbMu10OTtJgezrruhB7dDb8x5q2GS3i+rsuIik506vfc/bGfliSz7PskKh/78w9E8XWfXY52fd8kMGQIVW3T4t/bVW5ojULdVFiXhhKwLIR9+3TsNCwAf5lOK/lH6YQUuCSu31wCuNVFBe8cBm9eC33Jab3v+tGHbKDvxnFrKW9egl2locp6DDSqKD8oTsZX31rzygdHCqSuUS7mYTQPAe9FeUvpjQNH6dxms86bCy6LqrS1XyitfX8eUTEdugsbBjjV62vmfadfcBleyHppX+sqgHk/a8aL6q9dVjtOyICmXRMcwpk+trD7gqul15s3d3BEQ2vLh4TimEn1fNgozsbzGfJS/EETNJ19BtOdSEeo4ve7pn7CUWyXRYUpHemKyyffkUMD/bPk/PpEGApfWhdMgYo+HawQnhzYhId8aTWuPPuPkiWuHncxbNLfak61DIrhl/628h63N0VxuhSm+qjHmC+unItmaVvxvOKDMnWOKdcKbF3ns0IMqitW9rj7M+YVV/hFpis/zv7+hjHYk0JifVEY0v0E1vpivdhQ5UA8vnDgstbnfkEnlaaW43l9od97XTbkBfFFV7m5+drtwzC81Vsz5he6kfSiaoYxH4kbDLhsnH1vSGg3vE9Oa+IGpnvWU9+N37JgNaQP6ZHug1VelTunWWF/5D/NsgxJgS+dPU+5mm++/Kd7WHsTIykmUVpO+HwL5z/Jknv2Dq7mlXm6LBwECE2+zXrapKESvvU356l+nCgZ3JRImgrEqu9zyoH9UOI/yY2s/Joz7EalLKXXfrIBI/BW80H4qmH6kuQCrqgX1ZzR+3GqIm09H72vjkwbWwaYv+TJdQU/16Hjv8MexwkCKFlcxhMC7Rii5PqGRxJUQ1TCJAckaniGn6LBsEt7S+UXD2pACaRbjo0o4YDvAGtFUtx9K1YL8XBMhxmKeUwwLQIZ+UlTdSGoA6ZUeefYEPiqxeKQE0qqyvRlhroekQLLmVo/gS2PjLGsnsJgUJhaOzi2WFrhy+osHpIrbP6jHsDrT/QaadrTAO7j6sNyrZNNAMvmteJcT0qAn3t/yU5hln7vEgX8P4uofY3eezzN/m+ke4N3CB+bNG7s8JWaIctnuJHJwe9Z15AalHQ5hWAR5ZTNqergj2xDY/PgjdmuqRziZ/t7jB+vp/S0tF41vxvM8ZzhOccevO03jVPGKjMpwXMCP7hsfu8qXTvfH/yhbL6HBm4meJ5PhufDBEW5caYfB3511UbIGZ6PJGhsI4vzM9egkdCst01SqPqr9s9S5ufTERpRyXE5Nk6P5f5meD56oRneO+4zqSF5mkqMpRTPJzjAH5K5I4Jau8replwuiJESQa4ZiIVLKKEt0ZTLBdVRIlQmTo7qqCx86nQpZ9MDUAXKchIWVEchX/GS7mkaORaXVkLMtlx1lGSL82LDQ0IIS848qwryopomlXcelV9ZQq3kvGHJjrbb8ieXbgiyo4Ij1DT2528aFOBRAiLIjmq79+rXcJxnlZQk1pEIlSXrTgQ50sIR9tr08Ku9v3F9VS1UxPlWiZakghF0Ssv6ymt/HlMrTc+imoaKSs8VeAfxjaBfCrepbq0ucHQLFu4aHpykrWiXOGl+uLApvAPJko6y9hwXkV2WDlFnzbvzqicJEs5YvvKjWBJ0UGEtzdq2zjc0hGt8dE84s9+hYjpJJyXoo0IY6cbqVBwfsf7RW9GT+VENw6TPoi0JtpiPnkvQWa3aTZtHN330QWKadWE4tVHl7R99mVcrdevzUY+Gs/jF3eojXxP0WuEZvXdt+++9MAAuHxkcPaUvrasm2RzOqlc7HFlmR0+8RxdJkuUJwq/wvGZ7H8dvFehP8j46L4nO2kcOiOn6yTd9ZIXMDkL1bqIMEWP3Q1deli169Y8v+nyCyhFwZ7rwo4kUdGirzts8x19ANu1b5X2ithKjoZL+X/OjxQTe4Kd+tJteHSWBjZmkntQmYDLrmJWhlgsFLLesJAV+L7PhpDyluJYvslKV4sqmjbpW+u3v9ZXAUqmCu6usVZTM4t4lliFDTRJbaqZwqad1kuQCl/Co3B8Jr/CMG79adacPpNr1+6MUGLhsy+35SIe9SrFbYl1RakztFxgN/EiTqUdDU65HkjJ7lZxDPzlLn4WlDKmEg3nf5xwDYlmWUHtX7ej5KK5poHupMHNSaFNfhnGrAllUdAtvLmSMq+zhZN50ZStmxTh2htb6fD8Kc6/a2sICz4J0YUcSnENr7h1Jwgc9tJKw3co6YIRkIbywc6pw3jDpH8Vvhu6yoJ46M2ggkoX52Mj7XOKHUcgvbPCdEKzPZ+Pym0N4SXqAHCuS/PEmJvlAP4UE5vgaW+ubIRpkwpIKYTj81P/wvNBMK6tQeFY51LN1avsqqSKGs7grFfx59njzw4k3s7hiCAH6UOWusiOPghXh+9FoJMKQLO8pH6nHEJF07Eaua+xpZst9smRkiHg66/HdY6LMbC6biyg9GSOtrgJsRo1ckVlRPpcLW4Y4TlB6kX1/WmLE9yuPGcPErqyxfkagGe+YWWUzRqeYbN7YMH6iXFXxZB7k4I+KTEV1zxhFd+TE2zEekFfjvkoWCY1BuuBD/sN7gv2CinTWII1JAFai6Jnff1Iu0dUyxPj/9IgZHnqzxGlMSbAppVezcE9tupZi2mciWhVUaYHujyPLTzAYlVVjpoU16otP7Z+csHXtKN57/nmnfcD8hO1PThMZpJIUpu7P77RSBWD157E0VD5z9ywMG9NWHcjqRpoWvK0hu78+v9NfcFnsZr/g6TJ4NX6Nj0Hr7Y9dmPE5aNWj7c0GE3ziWZ+aHIn14BLJzPv7NM8otP4okg9ee+x5zULrb0uo3DYsecFTP7+5j0OzdDCAsnEmuMVy0tfPUvM5aV2a72Ncbk3Bq0a/aSn7qLSu/PI8NnGhQUgt5fOm+Ay16uDOZvwMcm3SrvZ5Q320DBxr3TMSV82rKG0AdFOX8kHaRnzUC5jC68FlO6ePmHcpBrgwS/kI5PqolsJ1r6mi58WSkg2bqU5lPWXp74bNN4xlrc161jORKruBZrNhb9cJrCX+kI6IMIMFfqGMsqe+nhX5xpNG52jlmu2jm7vGbm+NF+LBF6azOCflSiYdAS759JXPTx0BRrr8zcewjm292nOKp/YaL1a1onTKh7kt8MZY9/78hJ5ZchSh+EvjMUcdOuj1XCrXGaMXHZiWXZCoJkY7OurVGxPnKToKI2ArmrJAXIe3y9TORIy+FJe05q45WlsT7Y3BvRTd6SS5hOKUBmIwqPhcSpUxqFyz7mNpyYYgdI2ZXWo8FIPWMJS2cKSzDGfGSb8nBL+KP9TGc7AMfiPUNHNwrTi9rI/O7ppvK2rAFoN6xWWxvZ8kQHHGqt+cNIAjZ236uyfJUHwSpceMxMfnNH0h2G0H7mV80hrFIcfeOQ1SXIK1nrMmheWBjztnWQzLST6nLbmQlCmsckQ5h1McEmbJOZ/ijyo4pByxKQEfvlPONRWXY/zqKTVVWMIdzVhDJqs4g/mfzFdxpoc+mbLicsyqEG7IrBWXX5mVHDNxHUfEbGrkjF5xifLYGGIFYI0v2veHioHiraglWawwLHy830rFwp9VIQmVjYUzgJIrIYZfWm4KlZOFL9JfrMDY/eibGys26/6bTjHECs/6e/ulkrehUrSeT1HZzlhZWs/51tpvqE8pfOt4UipnrZ/3fghsYvlrrYaiWWisoumqoi1XctVtrcKrqWysF+8UJiq/c61vrf2iizbWDO0VUj3jWGMMbyLCuaPdZxt84H4/uYSpeFEjhFjxbIsqswqzoXC6dp2qLoOxALt2LwRUP8SWNYR7feu+YXPUEdt5z7MpP0O9vlJZWQd/da9O1Wn+AZn6W80OZwfHGiq65wx6oGd/quWcWddrRXovuocjERoGwmP7iGNS7vko7epJTAb6kdqNBzoBztjrXmU3VlE89h6K6kMOLdfG1kYIO8Al4XPhjEt716lzEoId5dKdYfMLBsT89Gs8wgKu6viQAzh4feU2YzrivXn199slCnHjCmnL3PEqv+t9f5pWIS4FZ9Kqf+JbQmkqut84mSYaWoFjx9tMDM1MIYlxOPhTmx1AJ5wHlrfo+kb/gtd39vnNIhZu07gh69DvsYn+kKQAq4IPvUFZBbJy0ItdcwpMs/75vwLDaNdJEdKDalrXY6ql4dRZGHnwZZV10DuRM0+2dWA5/FddelDnaNyAwBh5rLL3YNZ68LID99c0XAc2SLfq112M9/YlQSwwvZN1f5L6rPlOYPajuyz4NtMN1GIQwdK5nMEMbjN4tmY3SM1hVUoQqOmjr9EeOYbrKjYiZzOm3eCNh1Ux+EW6UW9QMuOyamwM1VyQPOKch6KPzrOrFNS2LlENnmq3TWy1aqoMXUh8sG6bRHRpLTKiwRyPThO9K1oDJMldM0Z73KSqY9XUP2W9FEuhl0mR9uqfUjB9MDlpxk3kBW1tSWPVsfQXdZIFZm0acAGmXtV17gVB3SWBd7PxqrifSnS93f5yDpOJ4WIcnlFY8qipA0zXZQXEGyUClhxSYcy7TkNhNLQ8lQPMzV0KdwTY1qcnv7lOf0H/nEuupt7r7Ch5EAh4olTWgNV3ad0e0uZd/0bos6vsiSGcPLTe04gRsAR+8kh0IOnSqZgFI7RU88AUMBNVU4eu7te0dyrTNfIj9prE5xRG8kSF6q6nj41OjoYldtdMqKeqjFdhf4oaeFXWEAqX5TUdPTNtYrKoam0lqu5VfWW7PhAIhW1bpVxU+ci4os5f1bm2G3bCpGSuY+QLlvwKwm/UEKxqcfjok8Im7prmb1JgyVJ2jaqFwAz8TdVDREHWLDAoCOjUUtRDrGjOyQN8l6jirN1EwiFXqfl0kmBkaZRLRRWjjCOwxK882Kmp7DSUd4LviAqRE+6ivvaq1z+bedwwq9OhuCTxSdYG/DCVquRofPenBypJJctdMkz3FGKtpJnJ2pBrdpXBJA1Yv6QyDdDMTnKcKB4+qliQND1ZG/XSH0FnL6d58HQ5VHW+M+mFsjYQK12io+PZXzGRPOlZiRRNx1vD6iBmqvqPjd9FR1vKllenQXSTASeZVLQl56AdnrRWWUWr/PGowY75D8Cu7iz+pNc6iQxvGmdJ9FWlL1EUTrqxoDeWIUjMEqEe6xgsx1oWpMXApHfKsEnV1v1IHh12HMfmpy2V4aSYi4sIX/hmfV3MQqZEqEmi160/UPkdlxl14vBxdcr+SfwXI4920RVLAsLqfiQh9MgqxCz8AQknaxa7LQeTGvddjikHFeKe5ZCRRsW9dmRJZTw2Bn6rSZaZlweH0ztrO7uRBjQmDsztdQHvc/QsEL2MqIgOk8g0sPy58o8kU82LiTlIzVrXwFR9RlbG5n3tXeXao7i2ev1SK8sC3W6ioa7iVztmFldV8lfU/gZdtY2kH76cNRhyT2rjUy28354EywERZZtZ9By44lOaldP106qXH9XX9Yu1z5ok3LmNqaKAUe9d3UAujv+kGR/+7q4Gt+N4kEy1RU169MCMw84saq8+Y43iSVLGn2qBLhlNktH3FfIq1X9vnbA6ig4XRoV+9X0pc+R5y7WuSd2zJ4Avd4WfxzbaGx5av7PdgL+O2rN7bdkwl/Ci6JcsC/T119At+R74ZkG/TvL1e28W8Mv7xzvhbE+vClXsV0ZDLeQzky2D75L05CAV7j21yjnePt4OvjFD4cVY6zo7Pi2a/rGI8JMAHAKmHbznPFHmMO3Wc85ciwMfnSn8CIOYTP3B1jxTdtTwPg4Xfm6Cy+I0r0uOWab8/3LKOKdyURPya+wz3E525VXL9e9z4pfVZM1GHCecUH52mXs9Fy12vPPr53GCFZ3znFdpO1qxkEd54aWaiyzxt7yJo3x9RE5AVVQWuVsM7GGZ8s7v+Vw7uJN3cRmGJJ+SE/SBNxiwTw4dle/+TEvlwJ9lzpxsUE4ACizh8Q7UTxSrbHqk/XbczH9VWfzBZMVDZEj5cmKbAY2H2Uril4dQdrCONl6bHw8Xj9bBWaT9E/ODS0zQLDQ/KUJZTctFytaMgjX+GSrw/ANY1VOHwZasMJsgx52ZK3rKozMLDGW1jRctj2fHGs+cdPbhVd27/435FzjKosNgy9Z0nPYl7zbckjsdrZibXUMqePe1NqN/zskbl92OblX/G7NMcCxQxs5gLSlVXA77eTLblcOCy1Zl6eDJgxXmJ/+kzToWgtrU/rxl2YpDGFn4ScoVx/v5NtxyeMUfY+N5xm/wOiW9PrC+pd5WqjjlhHXVZmGvVx/WXQ5bOV6s0L9KIvS1j3htQ/FVXf7fWArRhybh2XpRTuFEYSSm1t2fMov+Jm0XVGhxM1z3+QUHBWKmdRfeq92k/jylrF8ER+ixcQkr981LwLI0y+vQAF2HTi+1UGkrcQSvr/Ij03odmJ7P/UchqrnCqqF9wXrba1LNFmA0zPhGqZ+3SvBJJDcWfu8TJeP+lkc8bCIZ9i0q474FRjxusRn3LTzi8SjIuJ80GfcTK+Lx5Mu4H6yOp/M5wX7IJ9gDhQDHaCPBHpsEOMY3CfYYKcEeUQU4xl8JPjFcQGPAl2APDxPswWSAY0Sa4BO+BjTGugn2yDjBHkYHOAbdCT4RekBjNJ9gj/0T7JlCgGO2kWDPTRxOmUyCPe9JsGdJAY45VYI9AwtwTOMS7Elfgj1DDHDMJxPsOWmAYwabYM93E+zZcYBDhp1Qz8YDHHP3BHsBIMFeLghwqDgk1MsTAY7FjAR7QSTBXj4JsFdgEujVGodTwSfBXjVKsNeYAhzrVAn2qlaAY2kswV5fS7DX6AIcK3oJ9rJggGNtMcFeoEywVzkDHEulCfZ6a4BjKTfBXg9OsBeVAxzL1Qn2UniAY5E9wbecQ9XPaUk9PnX9c6qTs8grZk/qxACkLHWUsUMACyW07TB2oNIxauJgi90Ij0dIb+bd7MMnfKHNMS+zefdgh6YIA7wnYrp4s2Jj5f/8z//8P/8jqc6Eof8wg7z/cRO701DjjFQG5v/v//3z85P/8/nk/8TH8V/VFpg/iP/q5xH8Vz9/5n/fP/C/TxznwG63GXAabeffu8V2gN1cM8DbagfYDTUDvJV2gN1EO8Buny0gNM4OsFtm/+3wfjfL/vvE+w7sBtl/3ybYAXb7679v4+sA1vL6b2dKu691gN3ROsDuZRng7aoD7EbVf6dFZb2oA1gb6vx7d5oM8B7TAXYb6b9PZuvA7hIdYDeC/jstoNXrOf/eXZ4FhEbOAXavxgBvxxxgd1wOsJsqBnjf5AC7B/LfrszsPscBdivjALst8d/uBOwewwGseLSBU31ywIpXDqzS1/73KZw5YNW4DZxangNWONzAqV06YKbBDizD3f3v41XrgBm9GuBWqw6YO6oDZnW6gWNb6sCyIN3/Pi6jDphlqAPmCrqBY/zpgHl7buAYdTpgXpwbOHabDpijpgPmmrmB44DpgLlcbuAYWTpgZpUOmPXkBra7pP/bLCQ3cPwgHTDLRwfM1dEAd250wFwYN7CNFv3f5qW4gWOY6ICZHzpg/oYbOBaGDphP4QaOF6ED5ivogFkHbuBMOTlg40QbcJe/A2wjvwNsrz4D3I7vAOa4Z/92r70DbDs9A9wy7wDbFe8A2/lOgeh5dwCztbN/u3XdAbZp3QG2MZ0B7j13gO06Z4A7yx3APOXOv7dtnAHuGHeA7QpngPvBHWBbvhngdm8H2I5uB9hebgbMY9d2gG3UZoBbtB1gu7AdYPuvGeAWawfY5moLcFu18+9tnXaAbZpmgBujHWBbohngZmgH2IZnBhxPs/Pv7WZ2AKOXbeDQ1hwwPtwGDs/OAeP1ObDYiPvfxyPDAbPB2MCxtHDAbCscMGeKDRybCQfMSWIDxy3CAbOEMMBdHxwwbwcHzL5hA8ehwQEzYdjA8VlwYDks+L/NRGEDxyfBAfNC2MBxQXDAjA4cMC+DDWy/Av+3ORVs4LgROGCGAxs4VgMOmJuAA2YksIHjFeCA2QFs4BgBOGBi/w6Ynr8BruTvgIn1b+Do8TtgSvwOLLH9/e8jqO+AaeZv4KjlO2CC+Bs4mvcOmKy9A0u7fv/76NA7YFLzGzi68Q6YNLwDJvO+gSPZ7sCSWt//PrLpDpjWuQOmW76BIzfugAmIG4AiOHNedwAann3//IT8/9di9f5TSfyH6vhPhfJ/aZn/S/P8n+Lo/9ZR/7fm+r/02X+Iuf+Ufv8hFP9DVv6HCP0PyfofAvc/5PB/iOf/U2r/hzD/LxX/H5L///YH+LeXwL99B/5pUvDD0uCnAcIPu4Qf5go/rBh+GDf8sHn4lyfEDwOJn3YTP8wpflhZ/NP44odNxi9PjX/ab/yw6vhh7PFPG5AfpiE/LUZ+GJL8077kh9nJT2uUH0Yq/3Jd+bdDy087lx/mLz+sYv5pLPPDhuanac2/LG5+GOL8ts/5Ybbzw5rnXz4+P0x/floE/dNQ6If90E+zon87G/2wQfqnadIPi6Wfhkz/tG/6t9fTT2Oof7tI/ctx6oc91U8zqx/WVz+Msv5pq/XDhOuXY9cPe69/moH9sA77aTT2b1eyHxZm/zQ8+2GP9tNM7Yf12j+N2n7Yuv00gfthGffDYO4vL7oftnW/Te5+WOL90z7vX057P2z5fpr4/bD8+5c/4A8zwZ/Wgz+MCn/YGv7bA/GHYeI/7RV/mDH+tG78YfT4wxbynyaS/3ac/OVO+cPK8ofx5b9dMn9Yav4w4PynXecPc8+fVqA/jEN/2Iz+MCX9YWH6T8PTH/aoP81U/+28+sOm9Yep678dYH/Yxf4wl/1hRftv39p/mtz+sMT95Z/7w2z33868P2x8f5j+/rAI/ref8A/z4R9Wxb+Mjf9tg/zDNPmHw/IPO+Z/mzf/sHr+ZQz9w0b6h+n0vx2q/21n/cP8+pdV9g9j7X+7cP/bsvuHwfcvO/B/m4f/sBr/YUz+w8b8h+n5D4v0f/up/zBf/2HV/sPY/Z8m8P80jP+3u/xPK/p/2tb/sLiXpwgldbD2xru/wTYn+t3X0+reyrrkjfLfHKzI8Z7tcDz6so1H6bPnS3jVboWnwGcaWdYpg2+DJTmeI7FiW+1Aeae850vQsOB5sFLHPiAuSAz0zV9JrzZYGHvpf+ieC9zO8bDOAXrocgKeo0cO1y6bHbB8+kxitynb9fvnVl7FfQa3O1ozA3gwoH3OL3W2otcu6BkWt1MNs7pGDG/wLJJhgbZ3jLlv79HRD23GSyB35tChP99/bk1kx5lyv8jzQBHBObPydhQLDNP86HwUajUvMAK8R6aksq3Ip1m6ErftUKE+t94IS3e4PkcbkM/+MI0q8BELYNJSgrSbtTvakVjplNFeYMSfjlILughytzfLdNQTnXTZBx6F5ZL16Bn0pi/irQv1fHWTv1xuVidJh9nZqHjLizjMrSuy1B3KFOwg5P50RV4nltlP6lGxlqNgI9kcPiW3LtTr6OPs31ET2bfuX2zowPaty/c7wY8hm0Tc11mTc3K2Jw84X+s6M3rd5/BHyvua2V8uNGIQk2oOW79msVl9fL+oZGpytAvdnos8dos+VFXQuHu2xQvNIsal3+cjEQVf6K3z/ShN6djpVeYWpmr4/fTkwxc6V0VHZ5+tkrU7XPQX3zL2MH9bxkjJ4s/7YyoXPvYE/u6iLdssk5P2bhuji7IvToPl9y7r7txTMDTrOArv9h3X13nWZgLfAvMqLV9HtysMPcGqgzprTYbeIT9G7ddHxRummZz9Y3caIYK/H8/I0KKsyHuUa8O7lYkrgqryLFjSXmpfyZQxdEIx7qgWe4aOKUYZbct3m5h0coEM7VZZtIPpb4W9LcsSb91k/vA6mQs9jLzY1GWCtvVni+ft5i+WXc8qQlxUBbENS2S/0DnW5MDKQKHBrCPXW+KbiZ6L4cDII4z96c603PttY8OVkeX2GMx0cZmJohi74EyQdEvAIKwjrT0TzzE20RHJNfmu0GtnVlbF0v53SSqO1dQJFMrQqVeVGtPio6o5da46sDBjmx/pUInKtmr1pgOQfrUt16z5iLLAIsMzsAkmmgJHrrIy5fWZ5A5chKla8G1rc05qjG+mmgYqA/Ol892q1Jr/9kxXDUQIfBS1AJr4EsqWvp+AIiqTmLCBbcEdtWvuTzd5WHfPdNpA1ng1QDYZ0xt1RAT+Eyc3cD2wV7zfIy8t0agScyKxN1BFtBLb+v5u+dOUvBfZwc40gUtMUfjo3MrNXjNTjJ2oAh2Z+YitZlu7FnEDS9lZLjCaOdCnwaja9JqJzk6SUVp0vZvDFSerxJZW14mBK1HiVjv1BkPDXk3YAzOKWyOsRNB25g5kLHlQr6Fd39hI8XbWDzStee1HjTS/7piJJu6kIRwI0aJtBk/EaT5cc+ccwUxvbYz9JXhwSPydCOtQlrBv/dDbncmE+yAKvOvTBTnBkRnyToN6CAr7bSraRVXR5MRJLPtDooI6Jpta2d8hfzkdk8TUdwoWvP4GWXTD8s63mun+6qtB+TcPBzixS+Deta204Iv+VR4wcFoYvoLyd623VGB8Ne47Tyk4qwzO2mT0x+BO0N/zqIOT0p6lX7W2LYUxxcnzEg/Tv5PJ/jhc4Uw3+U+DosxtcKdb/ZnQODw5uca1GidgzLPyF8YZD+fYqZUgrrYGP0jt3nlQhL+rUkpIUyVO3OPhnoc0+cURlUyTKU77e5H1MXH0BymXgqlZmm5x0iArpZtcFfDoWodLIzLOOXzVRWkNt4Fi/nDnMZtHZcWeq+ahHCcyvqsgb0+P6bpGzhsHe5wG+Wru/tjj1xk6JGXScJCzKHnhIdqvK+pOhqdPmjByEibzSLL3ryEygccyzUtjSs7hZKhJ8sGxP01Jo/c86/SoTpe8BmkwyomhbJeTQqfBQw6WZ+bhKueVskPLDmhrAWXFeq+5fp/QcloqEup0NDaMQfW485iXs1oZCqMfVTZMwvGZFcNFVhZuTT7PgSrLuVeaOUew0depggtxOO0QbV9dnrf9kEvH6L3zgBs03YczPY/DOXuXw70UE6x61KFLJRfiTJ0aA6s4S5rAc04w9srdutpVz8mb5xSn+B6yE8rTeebPicYCN4aV93fI64Y4chocFFi+DzmfNGb4YIB4UfbKU4lOa1Yf5dHvvr/9ovD0nW4kTOhLujrP77/qo3z9NacPMWZZ4aW5exzMlx5fnq8/tGtwCa7MpAJcq7nfOXoVLvzatynMyi6fGVLBMUNU798wcgpc3vLxmAOmFgAtJA26TmXm1I+F3eKQP3sc16d6nVu+BrPrPI+sFm0SR0M94CIL9n6y/57iZbCBJb8+cNlNujpkB9s/xcsc7eNnDPWdqrJa2LmroMKI2y9zwmNCqEx5+UV0aD2YFjqDHpgepIlTPFoa+rgQA8N3QTwyWiUqLgHZyK7CwJJ0LP/aoKKnuKTyo2T1PvBBpjCzCqDiEtKWrDGo4wCEBx+lwjAmUFbRvvrni+x9IwshgjcVCUi6iQrLmf5RXwSuEqffH7VGVWt58ZXOqo+Koxj5sVQyNZnZShabXEIuy8s0aFOGYQh1TpL8rG+5FZp9/c4Sl4qrjneWylQtl3tpUycrJFXFeotZsboVEinWwNjtY3nEtMarb090NgLtZX58jXyyQ0VEJW9xTRg4eF9fI/C6NJOTrxFiMWxmz8e/SEVkqjpvRv8icskB9efjUwQum83zfHyKmEiRULF9DYl8UkUVXC+jZ6gmE+qy98eoCJx0/WNURB48H/VnT45E4JU++ceRCFWbm4L8x3loqmEbfZzsPITO1C0Lp32ch8Bhs7wfhyGfyEFXt+BvWzd+a08hOw+BqxNDNh5CCkteyKt8jIfAy1Dh7mQwhKKWnAhfuWDFKxY9H4MhahCEhOVjMAROXlE/RkJayoCL8DES8okk8AeK2ZH4oZA1PwZD4LWpAXQyGEJWDJn6+jEYAh/KWov+QlPFhav+iNFfiDLM27m17CMEfnObHx8h8N5UuD/5CE3VjtY9MPoIAbMf14+PkEqlzSWsHX2EwGdTCerkIwQua0FVvqOPkAogqX62uwgpdqlwfLIRAu+I7H9shNbnp/rhRBuh9d3q8pFshNa9qBlqshHSe5eg6P7YBU11uKKokO2C9Nk8nCHZLgic8++jvK444rRfuyCtpE3KzdkuSH9y2dOfjy2QLpCXTnb2BVK9xPKob0/0BQLvy7Em+QKFhQwPmYZ+WPhVraaiLxAvyqhP/9gC8b7J8cvXJFsgcNqS9WP/M9VwAfp0tv/RbaGr02Ky+QnbS1cZwOLbi+RT6ogR7X/YpmZb5gvR/oftbig1L9n8qE4eZI+PzQ+bb4dJ9PHzCZt415ZiOXpxtU/YctnPRw+PSm6Z/Xz0DKrbrOH49uhRdhXz1XF/nnD0dUSE3rbPSeqq9/ux7VGlNRbbx56H03w8y4EiGFzEqAAbHhT2N4xrYUv2GRq6yIb5tdvRSOfRUkFy7YiBFC4flYHXHY+1CTkguYJoXEdP+M3uIiHIhG0wbitKAdML//jkaMjbJEno2QRFI+2LWeDssRIjc7xaJMn3AF+Fp5NDjGYVEwZLgZ/wbHXfkLMMdIbv6+QDMHJ5DYdWwPqz71JQNUmHo/CYO3FMxQTvRYPxhUscr0kO5AV+wZ0XtkeZFuB0SU4GaPliGZWdxh7mQ0eOdA0YRaOTGT5VMudbcfaH+kldwcnQdrZ8kSTz1/L6PMswFJyMi/AQvsPz1Hvny5ZGg2MiePDRVOocHoR8fJ0PJ3Mvo8sXKifSYMwFb8Wblwou2FQKyp2vTkaoFYBTqlpxC3XeC9aw4PqqlbbLFlafAIcF3E6B4lFak+Ly+WvXM1ANrQrLrV9z340VRcrQavuwGoB2ie66cLl3+5ZTcQGWF2HfJW3Yqv6EQ1/B69oVGurw+uB5B6cJ/HqdBxz53HvXkC4Kfevzkji+/VNbKkq6sL4heOu3nlawLh4iecOtclWGkidNmQ/8VjK24s8i/QFTyyHUho6hWsuKn3IZuKyOZg+fxt949DHwzs6nbNyKceASWr2n7CaXpRoKjh/ncwqAq9IHLvuNtUketeZYi4SXWeLHXaK06mK5KZnUsj/etK0NSthUPpVLcBy9T+kSI9W+Pk+l41RLrSxaIHjIY12HDHVnBijawqmM7EpsZyO4FZe/6q6fWqzicsLP/f3PxAxJcSqE7y7HWv1XDkH45abS+KiQJZ2IovIMc3xKy8DyvJv9WHBq5XRb+ORS03CrW4M/vfeya+IXfs4CsyfM/n5K5eC1dy/P43Kmd6PqhN2qjacQD35Dttzf8yK2WhXnDW675m5l/qKKEc1UF6lQ3xd1MnCKvta/Oj0EcKpnn/4EsGwy2yUXUoIaz9zab17GZd77KHBVuoqHGNzfgz8o2xlujRXwQUKyPz8vbVgo/sxFAghNG3DZ4O/TKGLYR2+ebWfWtQS9UySrEn/Nx1wgkUXHw1lxeQi1ffpQ4ANN090Pk2QGxic43cxrt7OsywX+chQ1wwddSf4u3Y/K3F0xa6CBc74qij/VQMweFEFKa0Ce5hz4LYFQ3bh1/sBf2Pi7xzfoytWFP7N82ooF+XbZtY/57KUWU7duUZf1utw/VHDimoOPusoBt+5dVz9+nebjiZwHcc76duYUHk1nbt27rrKNMLcBp+AwDHd/V4IZFd+EpgOVbTdht5+m4Desg68/JkQd+UCrB3/UD1RxK4IFu0s4OW2U418pwRgkesXl42Xj5msJV+dUsl9Uk6cmhpB1JBQ7ntHb1xL9kfGcVjvdmKYoZiR/OUmrOInyrxauLbj1LfIMHvu93b4SXo36ZC6Ywuy7vkb+1Lnb/tukEqZM62Vu7oDFX+Dyp26vTjephBRzT9PAVBvvh60fXP7WWTfpYZtUqjFAWZ0M5T1cN7QGxbFB3MQHGOOPwuQc98e8EvYKuvnV4LeudQBR5cF38k8iZhQoKdhIbsIG/kDE6pBSnnu8h95RK0kruNz9uL+ullOFG414j1AukR7fryZlY9E78W6/VI0S9ojA177sNsFEx19Q4x0hrEs/TnG5/W5GiRCGlV1XyCgfncRbOJUJfTpsLHc/NBn55ZgPK+ReklibAWRFsUm9dzQ5uo1YDk4FrSn+omS8rwvTi7dQ8xH5JfZ1JXzU1+FRRpkZMVLZ7fT9y9R5snrMOmniUW6duowOEUdizPtaH5erlmMp+nZimLLicJu9CA+Ndo5sVGV/XCmTVfGJL/R+mHQ5eAiP/syX8bJWeMxDePQ9uernpyUkvorZ4KCZPF+1T6Ql9jC9Z7hacjE/yQsx3rMU9lJ7eCHu1vf3IyhN/A3T4bFeOEtWHjEjJUVbgmTreYXTV6wMeW6YTKYs/BlGubpU5YqtBfqCwHVTj/brRhTa1J/HcAydn4VL0P1u/Kqr8AGF4cH1/fOaw1aQo/s9rz+a//fC5fPtbBf0DKvicpv3+91eCCuhakzDZYdlEBNc7v++N06Ix5Av8aPgbROf9qZGAInP3OYhSSSnbQwCSPn8tZlIUE/17+KNQGjrs5kSEJZ2jb0lDwZoquJqoLw3WbkqXChwJpuufd29hRMQXsYTVVwCeTLGRzP6PveJQhVEn9savuqb1mQnx/Ou9bJ9mGdZlr9EfmtWa+GMjRNNEuE9qPJ+DizBmYbtTo/qmvA+6vTaDi7Jok65E8kJbvySNXpN5KWh3KjPpkLt85NQDieLfWw/pTCNXFTTf9Tjp01/mB3gVT9qywnC+Sw4hfi6z2GJUSZliFdfuvJsrhXUDYJ25euMMnZYQDOPWsyrL1c537PDhRciUT+ULSr0PLZX37lrk7Becz7VEGxcYwcvssOwlpUzwCTaJ3aBHSDx6vE4l9BPf3Nwuimb+sV4Mb85BAHB703yGmpmKDjvUH/31/Sy0j11R+/Pe0KsqgVJ8JeZrH07O/RS7pm1vtUBnpEgUJ033zcj+5D2oujvC37tm5GcCCJXYVE83aO9+1b/xFc7RLMdXIK8Z31cbmaN92jUKCtB1itvjGwdqzEBLH82rw9vpODOXaPGxg/C+u63/SIEn69GzhqA7CQtBKUo9cuzvurB1awGXG7HihyQ4F49nyuBBtMILXxPexSfULo/Qe/Ch5kM6X0yrik467v3fu5TVo5sX1UJo72Xc58TeWfF5X5ME5LHVtSzqV7GO9u/uWxA8F3AVS2+7F+lwIcXnAXb67NXbGH2fOGD+tX50eUpMAxLN57p/57XSKUfD0/68Awro2MLx5q4njWo9iRVicG97KU2eMsZldcVW+pemkxv6p+lS9a6cv6mgKsD/f6zJpWRunD5/CFJyvlIxlwvXbTXoUNCny1TcStPxC+P4PlDHQy/agQtHcqg5U4RPOlXBi2Hi+BJBDNo2WQGLSWN4MlrM7hy44id9DqDlooH0PP5DFpRIINWWYjgqU5kcFU4InaqJBm0UksGrY4TwVMMyqDVkyJ4ilIZtMpWBq08FsFTesug1e8ieIqAGbQKYwRPlTKDVgHNoJVRI7jrsxmzEm8ET/k4g1aazqDVvQPoRfUMWr0+grtHkDHrP2TQWh4RPG2WDFrLJ4KnLZVBa6lFcEtaZsx0LzNo6pgRPBqaGTSlzQgePc4MmmpnBk3bM4JHATSDphMawaMmmkHTHM2gKZNG8OiXZtBUTgPoWqgZXIKpETuqqhk07dUMmkJrBI+OawZN7TWCRxM2g0s4NmOmLhvBo0GbQVOqjeDRs82gqd5m0LRxI7gFdDNmKrsRPFq8GTTF3ggeXd8MmvpvBk0jOIJHSTiDpjccQFclzqBpF2fQFI4jeHSQM2hqyRE8msoZNOXlDC555ogdDecMmtJzBI8edAZNNTqCR1s6g6ZAncElUx2xo/v9E/SoJOIxism4R0MZ9+gp4iHYyrDHZhGPMV7GPSbMuMeQEY8xZ8Y9Ro14jGkz7jFwxj1mjniMvTPusXpw/0ixfcY9R8i45xQRjzlIxj1niXhMcTLuKVHGTwYV4ZhwZdwTtIjHNC/jnhZm/GSREY5JZ8Y9SY14THYz7rlxxk8qHeGYkGfcE/iIx4Q/4144yLgXGiIeCxYZ9wJHwFNBJONeWMm4F2IiHus5Gff6T8RjHSnjXnfKuNevIh7rXRn3ulnEY50t416vy7jX9yIe64QZP3XFhIf65Aff5cwPfIqiCQ9F1A9+irEJD8XbD75rwB/4lIwTHkrMH/yUqiMeK9sffBfCP/Cpmyc81Nk/+CnLJzyU8T/4Kft/8NMmSHhoK3zw04ZIeGhbfPDT/vjgp1uS8NB1+eCnS5Pw0O354Kdp9MFPjynhoVf1wb3nFfHQOsuwN+Ay7o28iMd2YMa9qxjw2JzMsPc+M+4t1IjHVmzGvaUb8dAXzrC3nTPuzeuIxyZ4xr2ZHvHYlM+4N/cz7iSBiEeuQcadyRDxyIjIuDMrMu4MjYhHokfGnS8S8cg7ybjzVzLufJeIR95Mxp1/E/DE4sm4s4Ey7qyiiEd2UsYPmSnCkROVcedWZdw5WhGPnK6MH2pYhCPDLONOSMu4E9siHglyGW9/mbRlSl7GndmXcWcCRjwSCjPuBMSIRx5jxp33mHHnT0Y88i0z7rzNgCeaZ8adLZpxZ5dGPLJRM+6k1ohHEmzGnUybcSffRjxwdTPsjN+IR4Zwxp1RnHEnJkc88Jgz7LTniEeadMadbp1xp2dHPLC5M+zk74hHsnjGnXSecSepRzyS2jPuJPiAJ9J8xp1jn3Hn6kc8cvsz7rMAEY+zAxn3WYOM+2xCxOMsQ8Z99iHicVYi4z5bkXGfxYh4nN3IuM96RDzOhmTcZ0kyvidPIhqnVDLuUy0Rj1MwGfepmYyfIZsIx5mcjPsMT8DTzE/GfUYo42ekKMJxACnjPrAU8TjglHEflMq4D1ZFPA5iZdwHtyIeB70y7oNhGfdBsojHwbOM+5xaxOO8W8Z9Pi7jPk8X8Th/l3Gf14t4nO/L+BkHzLBPD0Y8TiFm3KcWA56mHDN+hiIz7DOUEY8zlxn3Gc2Ix1nPjJ/B0Az7GGnE7zB2mnEfU414HGvNuI/BZtzHaSMep28z7tO6EY/TvRn3aeCM+/RwxOOwccZ9NjniccY54z4TnXEfoY54HLnOuI9oBzxOdGfYB8Az7gPjEY9j5xn3MfWIh6n2DPsQfMZ9aD7idxiyz7gP5Uc8zPBnOBh8Jzw4cAf8/6Ol9r8tuH84dv82+P5lCP5vA/FfhuO/DMp/+Jn/tj//p1v6D2/131bs/7Zu/2X1/ssa/peV/G/r+X851f/wtff22PqW1tb69l7auioeK4Zb423d5WPjLd6l078KRQt9lt7SU7ybjJq3//Shvc2qQt4rVFx+y7Hx1Vdc0hXvUzcsERH5Xv4FvTep+NzRlzcydYHIHawo17ueuqBey7S8Q6rr71Ud7YXfRSPMvF69zao4ZjW6FLwnq+t+DEuRTv92vSZIqhhMPK1fE98q7wGXJTxY7XZOwxj8hpf5Gm7dZXD5wiWJCo7wgYqYRJ0Rb1ErXlsrn342uCTNtqnR/K6VSkdSMfGeuMKUrtbt7/45sHbOmsHzWSz0pJHiPXjFn7k1F07DHrzBZt64LJCl/JI0WE7XX/F7PiaDcSgCRYUS+2PTxgVxBSXFZomXwzNQvFQb8nFSAnifV2mbgvA+Za3NJC1zmA3g8tualhE0CKS0+lei5tAjFJcbtu85XIqi5G3bRpC4xETqLwGcw8cAb9Bgi+GSxyNm/BHSOaQO8AsBqTWw2xn21jWS9HgOMURxBLtvw41FAo46qM2wqiKlzl8kHSCnooAz5X5tigo7YvvICTmdBWYjFODH4BvaTc2aRIcQ86oBzzjz4ii/94/ckVNqXrTT+n1ELRrbbs+aSZT+L92Wku6Sk3VU3fG9jwDGQzyYpJuc7aP6T9R1Dkywn2WhVDKkTESaoogULQtELkoWonJ6EeRi2QjOrPmUQEIi2ahxpTPcjZQyCWLRJZGYcmlwuarW0m+hzp2kuZzlBJ1Uft4j13PJ64V8W5T9Ap6qCx2lw1CekVexPllnDHgpX0WtMtDKxFUWPNMPv5TIkmqafjV69FF4bSna4JiVxNuA76LiXlHqTf9C1FWTWlz4u6nfXG0eNRtKWi0r0QH3rtpjUc2OX4DrjKyIB4wgTM3yefyKU2OdpMG3RvQxyUoqfiyFSjCXpQB9hQCjjLx/3cHU1J3lBFl9g8ZPkiREcuBWAmzSNWQFo3Dbsziir3eE9+67HE2a8RT0H6PsoqolyGIeWaSRN0n2+XJnpUekGOTj69OuFulvI7Bk7WXre9CsepIOJSoSSGa+WcpSX3/9w5LwpW8WwPI4joRE7R13vySqqSImgwGFpMx5tie4kaSpY6M8y6z5KejsNz5kSTWU/VACgFGz9Khvk48qWcz9zXIKsPsk+dKpoQt1vqSB6jszcCtbykxj9OdN6qrs7nik9CzQ6ocBsHWvBRxVt/kk/Ro8vdW/cJ5zpj7qspRkZVVRWWXvkjZtcAp/tF517yPvKQRVSfaW7ieOByVr5wb7cax85t46MWKTP2xktd7gXs5Qu8TTjx3iSJbj9xiFgIP5+cQXrRy0XKpqHDWGVYtb6fpJpzg4qgsscV0/4UerCCJGaeRoyK4uVve9Py3pDHaNUXQ5+rkzAnxN2ysQPpcl0pPMc7SDJ/tS468VgE3Zs2pPEtLRTZ6YuF0nvGvIE7UkWh3N6FXi2hpaqidfYONEmezoZd9Vdn3ljW553xmYXaaLisoD7DXJdYcwlqHJ1wwrgDEwqDMJhIcYmfVy0QwyWPZaNomoSB4ibR3rtPs44br8pNoRvA2mCFVGUkYPQT/LRTa+L08UMXZ0yqfB8kxpeUTpdk9AkH/HO29/2NIVga9rx+moF03IFlFCPuQ8qkP/9munSJY6zaV2udYwzebCDSaF+5B/qR5+HdcnXSMolytaOnWyO4FllzEhSpLBwasQFfg9c2R1wuo30NJMpP0fDef+N2al+AAg8/zJYdUeYPftgC+C+uglEBJh4KZbwf/GvJl1Txu+GGxpNrDkc2sb96ycrAartE8OD4x13ao0nIwfuN27v3cKBApfm25z6gkKy2v6oa8Cy3/RatGnWgGMocqnuKGvcRvjQ2IFvuVei8GrcsIjIedehYpTZtEHiOXegS+OxPRcvYbDjzA3qeVUfPgh52WSN14g4lefd7PCDgNG+JqlFeJVJkVHOR+2YhWLr44y9qdXaYuVej9O53yY2v2sa6+b8RZIrvRtzv3+tN+eo+l5RPgYXwQ4empk+BhzZHibe0Q0+INk+JiMRDhYkmT4GJhkeLudRPR2a5QMHyOVCAfblQwfk5YMH0uXCAcDmAwfu5gIB3OZDB+HmgwfO5sIB/ObDB+nnAgHt50MH2ueDB8jnwgH258MH++gAEenoQyPv7oz0dYowsEEKcPHMinCwWApw9ukKaPH0SnCt/s/Zfh4RUU4+E1leJtTZfQYWUU42F5l+JhkRTgYbWX42HJl+Jh4RThYfmX4GIRFONiJZfiYj2X4WJVFOPidZfiYowU4Wqll+BivZfjYtEU4mLpl+DjARTj4xWX4uMtl+HjRRfh257oMH5+7CLspXkaPsV6Gjw1fhINpX4aPxV+E3Q8wo8c8MMPHajDCwa8ww8fcMMLuhJjRY5uY4WOyGOFg1JjhY+sY4GgCmeFjJJnhYzsZ4WBSmeFjdBnhYIuZ4eOtmeHjxBnh2307M3zMPyMcrEIzfPxGM3w8SyMcHE4zvE1SIxocVTN8bFkzfLxdIxycYDO83WQjGhxpM3xsbTN8THAjHIx0M7zNeAMa7XwzfDyBM3xchSMcrIkzfPyNIxxMkjN8nJYzfEycI8zaMSfoDB876QgHp+oMH7vrDB/P7AgHN+4MH0fvCAe38AwfI/IMHzfzCAej9Awft/UIByf3DB87+Awfq/kIu1t9Ro/jfYCVefK8f1ERWT3/oEuxet7rLyIiq+f9ezYFWdvyFw2RxfOWv1iILB5YD3/BiOj9Rchh8fyVVZQlpPsXcYK189a/eBOsHWpFf8GFgu9f9EOu2P5mH3LJ/jf5kEv2v7mHXPKvBEeJJn/nBMozecdfxEPWDoHnB2btEKv9BQ9Cob9IKSpF8xcHh7Xz/k3ev1Sa+xu3s3be+d29dOk8381LV853x9V183y3Ll0373fn0mXzfjcuXTXvN16f//GV/+d/2tSqNGVYoP8rgPxe982rtD4DMFW64wBKYeNAd+BG+P49AJKWDa1fB7okyNQQDvDIaW6XBUCs+KHX5sBNbO6X1U5QvOzzH9aRb/g3LNFw1RdrsHhVNfWgUmEAyrXtCldFEqvXcFVUAgSZ53GgJXAPvyp6A/I/flVUCRZL1gF5PPGq2PFUiP0O4Oh31wDIMRGvigPgRLzKAeZ3rvM00GfAkvoNAFWR1gMAeyBclkLvHS9747vFGNQGZHNZmlkOYFsXLot8s1q/2b8fHk+86tLTC1dVajoBlAP3dYWr4upUSriqOm419Ss8wNOGX1WlLWe46quGmHIcHgDttytcFR0RKAIzAM/L7niA9h/uEOGq8vqUGa6Kndurlf4DjH7Fq3Yqj/GquLd2iAkOSAgXr6ra6/Gqt26J1Z/G5PHEy05k9uJlaQd29OQ38MjzueNlH3k+M14WkxblQDvQ5ZwNl0UBq/llu2oN0g/wf89y+1U7tIH6+FX70oyD++KA7Op+1Q4hAqm3EgB5PoyLbKCt2a/wbwKccNWOKJA6HR5AvjBetcvjafGqqvPTaw2APJ54VWrcT7iqWjdA9HIAblO4KlYcLV6VlrosJ38a9KVnvCri42+8KlqedI0OQEeixstiGNfDZbGEfYb2PQ5A8uCXLbiRv+GyBZVGWU8zAFi7+mXxmuk9XBYX3YGy3/43joIzXlV2NMkJrjcAEnERBmwAukiLV8UWupOKbAANLbnMHYDRnnBVhMZe1FA3oIYX8ao0vlq8qk790up3ACujcNVHJVPDVR/s/qjCOPBgy+2Xff+DNBUuq2ZQvZ7HIbGlPJ9wWQE6Ftw1AM97QY3dAGyjGi5bMUVs4bK1qptkCf8eKBL3AMjziVdtyA4j7uwAfs/hqn1JGpQAUGd7z+OQzOG6Zrgq2lZvvCqcxoIt5Qboddd41Rsfr3hVfFRlOdUA0NgNV5UdTYJwv+qjZKM6AiBPJ15VHUrjVV9aION+AiDHYbgq6aMGSwGQv5RgbwMwN1q4rKatI1y20RjT0VQHOtzgJwCSMMbLojwt62kGgOpZuKxqE8fLqo9w6eHfz/PEqw64avGqQ5lpz3kcDXuVFq8Kr2HEq97/0VSs/jgwjnjDVaGXXPGqD2p42lM7wHh7vKocM9eIV8XZTPU8HXjqG67aLx6PX7XjAodN8QGWqadfVQB8L/yqAkgWqB7BBqDU+oarUv8qJV618XjUVfwAo/V4WYmcVR1w/7vDXEAczwGInuGqzBMVhukcGIuVswH0mke8qpwz5YZa7oBcI1xV/rcckuGqExvq9/WnAUmpxas+uC3Gqz48ntL9aagmdLwqgfPlVx0XlKrq5yG+Eq2FqwqAFrxfdch+NmQ1PQGg1OVXVS+IK1xVACh6/tZL/nJdPV4W19sRLyvHTI1vBiYNUDaeAGDTHS6LJmN8pALIso+XhY19x8vePJ/wL9n74zWJmku85uTplN4CoFQKvyZGbXe8puxn94PpxQYIm7//OKndQU4KaEhIFQ9yUkpDPPM8wElQD3ISWUNixuvQyY03FLJoh06+7dDJzDcUcniHTra/oVAXcOhUEBw6tYYNhaqEQ6d+saFQ6XDo1EQcOtWTDYU6i0O7ILORULlx6NR4HDrVoA2FupFDu8C0kVCJcujUrBw61S2DYh3MoV0w20iorDl0anAOnWrdhkJdz6FTAdxQqBU6dKqKDp3644ZCpdKhU9PcUKh+OnTqpA6diuqGQu3VoVOl3VCo5zp0Kr8OnRrxhkI12aFTd95QqFA7dGrZDp2qt0GhPO7IqaNvKFTcHTq1eYdOFX9DXu535PQFNhQ6CA6dXoNDpyuxIW9fOHL6HBsKHRGHTu/EodNl2VDoxzh0OjcbCj0eh043yKHTN9pQ6DA5dHpRGwpdK4dOf8uh0wkzKPbMHDrdtQ2FPpxDp2Pn0G7tbST0AB063cINhb6iQ6cD6dBuVW4k9DQdOt3PDYU+qUOno+rQbr1uJPRoHTrd3A2Fvq9Dp0Ps0Oklbyh0nR06/ekNhU62Q6fn7dDpjhsU++gOnY77hkJv3qHTxXfo9Ps3FJgBDh0OwYYC28Chw0tw6DAYNhS4Dg4dVsSGAn/CoU20cOQwMjYUuBsOHZbHhgIfxKFNHHHkMEw2FLgoDh3WyoZe57c4ZDwYBw5fxqDIrHHocHA2FNg6Dh1ej0OHAbShwBVy6LCKNhT4Rw4dppJDh9O0ocB+cujwpDYUGFUOHe6VQ4eltaHA53LoML825BQxRw6XzKHDOttQ4Kc5dJhsG3oP5c2Rw41z6LDoDIp8O4cOM29DTuFz5HD9HDpM2g0Ffq5Dh/e7ocAmdujQkR06fOYNBZq0Q4dnvaFA1HboML0dOlTxDQWuuUOHrL6hQGt36NDiHTq8+g0FYr5Dh8K/oddHABw6wwIOnWkDg+KwgkM21LCBMBPh0JmecOhMX2wozGk4tAc6NhLmQRw6kyMOndGTDYUhFYf2NMtGwjCMQ2dsxqEzYLOhMIrj0Bnl2VAY+nHojAc5dOaINhQGkRw6I0sben24yaEzBuXQGZgyKI5WOXSGsDYUprgcOuNeDp3BsA35BJkjZ9JsQ2EmzaEzvebQGXPbkM/DOXIG5zYUJu8cOjN6Dp1pvg352J8jZ2xwQ2HA0KEziujQmWXcUBiFdOgMTW7o9alLh87UpkNn7NOgNDkasDOVerAw2BqwMxwbsDN3e7AwuxuwMxd8sDBzHLAzzxywPSl9oDCEHbAz+H2wMGsesDP2HrCtAHGgIBYRsCMscbAgQhGwI1gRsK1tcaAggxGwI5lxMOYP2i6RnPoXn32Yeb0NHxJEqGJD+o5TQFP8qq9t6afSBj7q3W2DZqqxlH5/7++U6hSXEP183mp64PW6XtvgTvEP/Bpq+bBw+R61E0yPZFUOFcPMcC2oU18EZ0TaDuZTiAS/iYq64fVevjv5JziVTMXbCaNOyRMcEyPb6E9tFLzV88KcIip4rTtZoi1xq3lxXg2nCKv4avAu3Kq14JfEEeVT1mWlvU/bJZZT/1VcYrn7UygGfwYGDYZbRVnxSx7nYzjkCp2vTyv5lKQVH+WyneXUrhWXfdcezylyg0uaZ0XTUwxXuMktT4OtaK54KVbS8Oo6uPxaFmt6GV7xOZawWqjXKy6Z3doTvbCvOPJ7w3DrACx8f3w3Cta3XGtkKTQUFj6fvj9unYd1N8+7NmdvUay7b3YAeC9j/bW4eip+mh7r6bSlyBy6I4qPdUidHoqCaIg3g63Xor9Iabc94tOUUbxbSdebNwpjJ10MH7WglpsXgnd/1sKRuGrhp02keC9LUCH0kxRHQ2Eabo0nXbCyJOanQ6U4PbPH8NXJUvhuS6g2dLzW+2B6iKE1pu/PhRKx4dZDU1xOw7VlerNN8TZsAXpXbuFPN/y07xZelwymt/kULsMiTG8HrttU5sL/xr6h4vLarJ3UG4z61BCX/HQiFce/qRt+Y6X3/bW8lbkWw9XXduQ9T12ZW1Pbe6PAcow/K1lRcb6LXyifed5bBScWWMeoN2HBGUdfaxD80qQoHafexFV9mmHFMYHl77t6/RzI3gRWvZlqkpngMI6e76HuXWQVipGltFKPxp6p8t05MPA2NDjy9vZ5WeJj3E/9BBfexwa/mo1OKi6PQZ9CiE8ahjrrcI6RjLfHVYFlVkuiGmaOY1z9Ew21S37Cer0fRZXQdwcf6AY2w2+kU+5P9NV0B0cPLEdqFLwftJM/UZ03+hVnAnJ/vnad/s2RYeMk0CHsHEU2iGqIanwiTmcWgCNVtJYyOOfmnYNWgeWp3R9REuBJ/FFzICzw/Q6KjilkBsYCI+uMKOvhvckJUhgOTAVv5oBdORK8qjm0d+oEMPyj8yUVpkxKDRSFbZZyCEW1I5aSjfDNgyHh9z2f7uyhOVsBnv3+5jX86ZKbyxpMGRCwPLNPqsRTrTRPUkoFuv7clHzxy8w275yl+c8LZ/CeVmitag4mO21O81gkk/Mx5YMsKTTDP4kjK1OC2/vOKaYvWIFxpLOT45J/KOks5ai8Jkhk9pzN8lbdsDlz3usvm1qe1ees7Zd/fRJnXvF60RZJKba/+QJ3xmp9n7ivOXOOzq7CTthyNu+bEPbuoy95SGD6HW/L5QBaUHdBrCgVDnznAy7D2k9slDQVsjBJ2FcfIt3bKqnAVFZKLl0IfL8XtahU5PDN/NFArp29WQ5M9HlSlYSTosjRmgVLwgEC3G2OGbg/TOvngoyfTgK3fi2JN2B5k0krUkWHMw6X11z68ZMPtO8qJQdlKeiFp9LROVYflL6ex3bSruFhFj3Ro3nK695zjcpPbGC5N1uASK48so5SjcuPfURP5I08sLxunAexRuYxhaCd4Gh/GJExeW1Sja0R616crKka5wHLg2CBBDI77qnYK7dczvOw50FrQGWHDJZg8e65HtiIdJA4iXVDj6ieK/T5GpZ+nOq57EhY1i8lIMUCpZOydPtZBfC22lcQTmJ9MxC2XpxWbzv2pgS7yKbnAqnEjdfLY0+V1MDxerCCt+yHFqdEMdebS7HEpDcGT6lmG2hhAre+I0kVvL/5W2LRN3DGtOxf+31gTedT1VjgKlHQU3J9OfDMyID6bb/5S/DFGZsK1A2Xe9m1P6VsjdTlham56B0oayhJt3WWdoKDrgTXWDQXuKhWYy6vO8uts8cUy8rYkcvTWy7Pd6YUCraLqZAfmHEw1R9rTNILlkXbS+4ECPzcqgiYegYkNeV6IWfG7kIg2ckmKKfOivhoKks8eX/aEwIj23nduZFBIlVHX2oe3vIIfD1kZWrZVxy4nSdNBtB7Vs7y1FoReCKD/2nCBOIfv0bd9/zIWf/t4WjnG92J3O2RZPGSkELOs9gW6sTdTf5f7h+RWd4ogOZOkyecyL5IEtz3l0jY12VTSq0qgXvlfEg9LdBHTsSZml+kuCiJzNwl64ycyCPtuZ8GPBAsSo030uerUfRILTrPqoGL9ZxB5VE9M7f4gGmP5l6goA+aMzN3DYEbsUXuLwLLncojS51I4JuUK/csgWVtXp/upsI3So6pD2qfblkzwb678OnYW113Ims9NWHXbUs8mNu164/kzUyN3fVE6BenFvB6flDpQ6vYH7WAsjLHWTZTzdPHGxrN60ck9E0taf3JH/aV1LzWBVLZWFKbm9Uke7u8ibEfrisPe9zcONd1qgyd1GL3VU2xc4SlIMkHZL7Uo9c3Rn7Slrv5+np14qvY9l8sFJS9Ej9A31zejcwk8LcceBp9QbcENr7MRNANpHEkJc7C2m1gdyR2g29NQ7nzd/eNrLPkEj1Ct71a+JJIpNBNsrA1JsqFb6lUPse7NxzmM4bklZmzwXa9KsCJ3cGezwhSyTwQPwqAr36/uzIlxyf6kYlIwjEzrlqydIOfSVRCB1KO+wC71U8mUVbgJeEbc2dyi5+NWh8dy50QeNpnnRsD2wnZuZlZNH50Cyy3WU9YIAE4SVai4cCiQjH/Q9jxIEJgic+sfC8hh6rft8z4EViujvxW4gZ53NI1RtsZ3kNNFZpoIhd5pETRtZnjk8JDDow3s5MIwuT9KJnG5BFbZ6yiLxFmYHkL2T0SDerEgp0OQe/3jifllL/WdziNijBT3o7xIVx5UApcxy6xUJ8dKFUnxpZHwQLTH3n3pxvjnm9ifHmALehE+3t/h0SZ8MQSY8xjeoFlR+llx/TyEkINTZQzTxfYj+smJjceBOKkmbPmmUivSy11ZzNySlCPSqS3k/qwWUl2fu0P47nOEwmcOU+q2GhavXdCdFWNsBPlzrM4do6b/MlgWTXYnybOnmeI8grKLz7KThwlBkcTLpH+PCnlpdcpxf+1+uKDsVwiDXoazDs/91ZOLt0eUrPEOvQUW1/6fp083dJ3wmfZrE5pQIIcTtPEZvSKAe+3HKDvrnQ8A13MxIb0GgWw7Mh9VzSsLNKY/TUjulVbkdQ/kyy9atN0+HH0U2paFShe42aBnKAYkY6sDhKGigRmo18bpQ8fkTNdkny8Bsva4zFFSqiPLvHKl8toyGfCiXe76kitoQz+3plp6vNRAnf+YzfY5qgErvJKrbOt0sxAVjszWH0MC7hiXG6wjWuxFcgOsHYzH+sil211vV+VDFuLfYkv60Nh7Bvoa254zY6xbcxlMBQmzATt/rswh07/KnFzfT4NuD9WVz1jbCTrkpZZAfWMu7HzjMvI8D4Wx85z1+V8B3zT0rwzQdin6tQ+qBS75B6+A0V+bqFnRq/xuMb1bNhm+djUJL5bJ4HP/Ole16xz57OB7HU3y91gmyEELt3CdBj8dJ4+VGcfQQSe+sP9bxxVBG71WnfiI43UVxgDvg220Ufge9fSfEQSuD12xTNJCSr7zcqwfeKSLZrhe/15fTITWDb69d75BCewZJlrYfukJ3Azu1gfCAUtZo8W5kb1UCj2zWe8lDPhaUtxO4yh6lHRV1Tq06qgckKtsNSnWoHLa+R9plBuJFUzAd2HYhW+9hX37KzWvea1tmsfsQUu97tiRB/FbTT39y7pI7vAZRfYfLRXDhz5scoqt/gIsB5wl/ULBa54ntZMpfcJYvW5knWrK8cnjQWWqMoiJZ9IphTYrSzog8uckvJ6rC0YuNlXHDa/Tz03+AhyNg6DbTqaw7MPKwtCspCwWvakNCTgw9UN8sKw8A5ag6REsnekKQOfzQaeZpAaZrg5and4QtMRYsmdhxd8Apw6r2zuqzxGD3Hq2Hyafjjz45SQ67UcP7raf1SO5jg84cPngsquYSUO+oSNBlmavfDRdcrkzCEVgy+YA3l2wwffKcxLLLmiITqHzNR/hj98bp5DuVmMqebpL0qnaXiEriHKziVNmfgsvjY2RrWbZr+mjZCnVHyUX1tfr73lF2+d8gjSmMsRAhBUUsJ37eKgvHN3HpO5EHdAdiIP1Li6AGd1m+vcuEilZV/7DOS4NkGFojGsRwRctOKcJnoElj8c8YM0++OKB5zhEorba0SP48bTJA0PuWBChUhgsbigkoWhS56Gj2hZMheWJaKCCgOwrDd72PymWthMc04u4lDVlWXajVxKpSh5TuooQFTMdsz+GbReF07lcc4q6EdUdP+Xp6SiErZJehrntIApT0k0ESe6gigFcKcNbjDC5LLM4khY0LQQWFLToe9XU9cG9EXSTFmQxBCYROs2FBX+O42kBT2NCsnJOirAklGxLuJMW5DjqCoF0+yBqN4+AWccigtqHrVqp+jAhZwga2AFMZDKUTHXOCiiITj0ymfiWF7QEhG4LyHcBUt2oisnzPUFKRLgTlz7J0mWEMCU5WWn6OAEi9OCQe9E0AF1oxlcKR7eadowyKVU1tAs1zQYSRmMkcK4YlBbAa5t+ZMFVRaNgWq3hcYpoi3FOAbpmi6Cao94GkoRGTbH62OUQREGuOspnpRjCuWEZ822At/kQy1OZwbdGUHvxwghQZ+GoEtCN1sjiLWjvh1nPoO6jcAShU77y48KDhHaeOtGJcEl0YujpC6hI6h6bLc/SWlH4PsZG6zy8r81zacGmR5giSr02AhyPoXT14Z/gSXAgVYS516DGhDwVDn9pBr0/+fry9EmyXUk9TpFnaA/7suFZlrIUub+wsBAwAkyiGyp2l5k/B7uThKLmSHiBceYkH8PdyEKFDHYPOqnI/h/3apstzURwNgWD8g4GEUkIXEZfxuno4hiTVh1fsC0ouXTn6TXGCXFxuOfOEM3hkoRCYc09Y3xUoQxVm/r1Rs8/AsZk1UQG9+mCF5oXB1E4+8UMeGhrITI+EBFuHBJkY5hdAvLIVg2NlIRAb0M6zZ2UxEbeVnjJtmWCrFUO4TQxq0KcB9rgItxtSIYkzvjupLP/YpCbYoDF3EJMO2riEus7tqYZwEOYTH8jMlWLFzBDFFgSlZw36yee1t0Ac0SPxknrwin7rAIi4AbWkeHStz4gAFOXXbE7RcW2fp/1aQyt14DnohVnxu7MSQOdEOqfpru8ZyHet2YlUWefz7WBrBNzSJ2mSmPBi3ZxnMyrSp+W6IRilnjnC0ATSCkxUNVbwzVkHzUxYSB71ofKJkdqnxjx4aUhBZsKgLTW1HACTayfuPmFtm2f/XM4fo2wcg5bAGMFxzylzbWiFvAFZNYD1sB4yQX4S/f5L3BPBV6u/vpxGeM6JDVZB508ocN62Bgh0FB29fA2NjRDpb6zIrWgVkH1hUBKLz3KWaan3mCMcabmCiwyFOZ56AM5nts5wXjqjdAdUq5C4pJCj1a3wa25MPEEGvvcPj0TXTZ9KOB32HjDXF4/FEmsqZKAAX19XPt+99/Mgo+GH+xJpnR7ULR/T/CO+h+tS7eXULtka8B1em0uMGJ6y7rLUSFOyNKXDj9y/WKo3xewA5mHLQa7koAnyAp5IVTMrt2QlT46bGnIZ8va9575uZB0suk72/c9MjcWi/fZeI9EbiBsSRz1eiEWbsHd7q7XmbORZYcmjv0P+R0sgwZT1MvHx2ltY7Qfiq0MxfGS1uzKDP6YDXr1VfUsLrgrRW9+pa45g88YyBBretuEhhaETwjN+8nSRI4LTH9WZRDzTwFx9hn+VmYe8cFvFyY19OZghlyWDqFzEX+vC4+o7S6+pTAMUZwXgKWjBZCrutXoSzf5BxCH6K0UdYwPQx1b/p5DE2s6+/W2NZEzlwanhUK7AeFFHjGuLZFOG2FG78LR1lVKKd0lbJdcX8mr2/HIOAVVRRURUM6SKsAGyYvL04sHT2L0ZtBuAeLc3FfQR1RuGCi0BqSCNb5WngFvSE62fNJoQU+Sli/lDLnst5tdL0qT+9YRFwQLQRvLa/fg/S7tnUUF2RJo/VrxCOlv8iv13fTPrfKZUAL+tpr/OoE52oKPjBBeI3FpPdgruAHzcDB80YPejFwOozB3uJ5lolypSg4vQQgFfH4S7DZ1udpOYLMJ/RljOjqgtdCK1/GbmKUXVMc5eh40qCB0+HWw8Lp1FkU98zN1rl+FwZ5SFQI/1J03Rb1OqTVWs48eWMGGbSqlGyGZ1o/Ci0m2j3043ir6iKUh1klFYV8Jja8h8BRA1sPHDKc1NePQnWH4r0q+OBO2GKUQ320bgLo4jHOS10FHMdwbMJMr2EdG5hrwh1k5rGDcrUuh0LPXvTykZmuOAajVGhx1aU6QNa7TmhMXplDLx/n6dpXQAcIUy8fK2fFghVdS/r6efLtgeMICqKOwIi3haOxmvXyB+qZitMzl8vH9rvyVbAeMDxRRBBzyIsPkgQlFlXUCLghQ3AUG/tSL9DCzSvLYwoGctKFg8ygOAWnMSxx1KdGAt5CXpdPBxsmE62/i95dXZffkTQtGQHwgmLE+p6M4mgUHKN5y1Ivoca5FiImBNWg10872AyKY5aVqKMoEpFDCTOJKM6W66eUdxXAM48wihxcWxEX43QQyfU3EBUVR+Ibl+qDtt21EhtK3FMvv9PzWUFmY+qjXj5FD6tKTyEDPcVU11+lTXoNLQNMybtePb3UkhY1vGGxnsI+oBRQrN+ETJMinXUPcKMwTYrxWMOaDQwcsWhcIjxMu1knKqZdUaQpYj5aUGvkOfCMuEJwFecBB7FZRHvIktdR2CaodnXBtMdKbaSB3NfWj4ImsMmu08CgT61cGkLgqKDwyGM0RBZpImPCGHoi61dhnvK6lTzJKK5fNZFjp66fB7EO6bKdGJ554lDmOJfwhNZAFhzJIf8qXHFZ0Q+mZoFd8a/OI09pw501B2ZOeQb/LgyO5lGqpwuQiBCxxFw/Ch3QGJN+fuSQef3sMeiZx45F/rEImbFOBMa0R4TdCLAjGs6CY9eO15B1E3ICrxRNffGpRK08rJ3C3qzhcMEMrngOcTdhMnCKGNfi3JE2z4IHT1AD+4QXs5wz4k1oDzyDZarBPWhGyIftrHmbNxAOlsmKQkz2gTSotCH5DrbwgcP3mGV/pDa0/0BUp9nUlx8h9IQ+UPCMQFRw+p6m+dSXfUE9GYtE9lirDS2kyHlgrFnTQ03tkDaiKa8pn+SHSDJjzU0/jnoejhrOSaNUP0zyGRHU5aXaQK5KZ2/FHsUJb5TSm8lhkR9X2hbuRBjpNBqdmgn3NdiScfqeFcKaNJtydQqw1ogt4GjFoljECT9qkoJrto76QBjyuJDygzU7GKfbk/uHSykARQnUl7SeIIUDlDCm0AxWmSFjlmjkQgi9DVpn0KoE6iaIUlYtCbSJBgpt5OpL3KUQLW6ghhP0w9jtB2OI2aRctssmXDTCLFjGd5UFFanUp5TAMhI/7BGM0/cUrcposSZiL6f/0iIOeI8IhrlmFtP3PVoKio0T16mVI9rhAt9KPm7jehVMRYnwhPJtFhysPX7z15zCqrCUq1BgxJRcLXppdQtVSrrIrqWziKpoWTjGHWo1TItkqIzSPrYWIkQSdKrxz+WTY3XgbQkOZVdIKtb3NBbbhoV3aLKL4FrJQ013Dgm4IfAAmQo/l/f2kBTXgiAKyVVmmAJH9RiKMi47h6lFSK02RqyNklIVHIR1ZEVc6g6LIGqLlqABjKAv+DrD8aZxIV1zvV36TCwRWkQ1Lp9S+rjgjhm2Wj7Vqioq+mlKrIAibE0QNEXuC4TRtAqrxdkE7QMq/IyjDcPMtshdh7DyY1PiTRycSWrIAqLAhXpuaYT+lYS1gJzANApdYbQKcTJxvyT0nzJ0gvijtKl4RgWlMt6Z5ie4lrgT8mboUwSnFBqU2Mi9ntBXmWAXygnmmZ3ra3iIM8Z9Rm4jhbZiGlOETwgJ5VyFnAs/fcF0XS1rgV9L+Qm1G9kVuO6f+ZzkBliQup9pE4A3U+IaFwkc9Dd+JNjpKCbLgmu3gXBoXbp+Dw6UgD/LZ6l2cXYrAxyeigGdjGc+EPnmYEvjf/rn6IigjZiGlHQmU28Sly2xrYXStbHSQ+AaCjcpKQuviq82TII8I3TprEC4hKCWcWSfXzNHezxojNJymNoSomCzAeZ2WR7aEtJOUeISmOSTaCzhjI2MV/4ewaUPBRz55FqGE/wlJFkLp89LuwhV84ROeOSOcUjSUvy6X8BLabFrV6zlxG8yNp0ge+ZurAGfIy/lD3A6fjpfzuTAZ8Ffey4yiS2MqU0+WuSs5U1riQ1t5/FqToyDlFWvpmCEVhHvWhEcikwsf+7phyXqMy1H4PSGS4yIDiW9R5Q0R6YGhDC1c5kxVxRFc95GpPP29TkBp5KlnIa26BqvG5m8EIK8C18XFTgdUu3DITWZ6/NzzDm1c0tnWkAdDOwK1M6L4qt3G1nmR6+7Nm/BjOaSP+0XY0odeveFI6iWdAunfg/tjhBRAqeDXRvXlEdH/rG0LaCWMxRfvWjgrUO3KXgaOAQB08UvIplpdEdwZQKT3hdeoclLCx+gdgjOfa/1ebr4ZUVgmu6RKUFBBDohcNqGiA98I/r84od9HX3AFVXrqDC93ohLGecfIrSAHljAzew4inmUGCAsgghGHh2eU/EBhTXDdPXi9xCQGY3GV4863xRh2qYuAAeBeiqec1vfA3oZxajKgBC6BHCUo4VRs94jvvyOy69F6RUYpoyoAxTNAbHNvwdJIzJbm3bK9T0UwNHhy58fuP4ylOshzJDIGjZ6cvPDC3pvC4diTHD6sZhlHMFnXTHhQUeJTHovytvBrtw57gWHdkyhTqIyS2ksvz0T179K+5saEyFCS1LBYSJNAQUHcEafRSkzQrsB3kAsFhhDnXHzQSweUGH/K5yeAGsbwnEGQq+u+OL6MA4OjtKI6GjihBXkZzCsLnoR8I6not/foLFd3wMiwbzIS5GVJ1lvPr3XdHvx8hRe50L4QyEzVzw54HT9iy69CVORlTtM4lx4hWIKX8/LOdxsLOBp8HTzhU+08TLjdPWhKS9sMb0Aw0pGXjUElL3yn+WFHpZCbdPIKMSn8Il/iLDOaIWiylx4oQch13wcNeAVLjbKdEPFL63v6UNU3JvpBhhyOSXAcckdzwTLf0zhun00OuBJGIuo8UzIyxmlaGWVvAxFDzgdbmJisRl9wCdq6/o9DTO848IH7Sfl34MtGFdbQAQUXCWpHAShLfAZo2zOIXDUHpeoaVMUgTdk80VwlCJRkOU2wlgalE10BIySw/r4pkvGwnG6CE7imlGN8xb4UM+OzboETvl7Fa7tR9IETufz6kcBr2Vycg4cd6H+e3A9gYN4vTQgmxoKfPKY7wWjMtbW5YC0E09+aSwDM9VXbm7YqMBzapvTSj8FjWTAbNPy70F1Bc5tO/24MGOB0wki3EnGB3TGCx9C0d/8WtoT/4eCc/l6endps+D5cJwetMUQ3yxd4NhlhNlaoUSAaB843bO6FLmb6xu5oxJWdA68zA59JnDYMn3c4MUYjmiooAanX8+99cl4HjLJ3fCOgRfohpWmjHpwX58HrVQe1UdfBj5Ra9PP1xG5oLlaMEVeqY8FDZy+P0VlR48+cGpD7IX3fsEogGfQsIDTr1plHcOxppQbzj/i6hIR7A60eIHTzxKS6qZqA29IjLvgTLRa39MxrH4KPpBz4jLX67J2l00Ej2ICJneZXrwA8hZgyF7kHRkwt2BrHmjvCF+Kxk0zj9yzCaHr5yvqTI1xKT4B7XBq6IzisG3KShcOe0QnJ6hgHfl7ojNy4XTxq48HKnykTBspTeVdLQph/aPIAx9lUY8Ao97Q18fp4kNXHExQ5s7wJvV9i/DvATfcMv14D6sAX3kvEl+DyH0/ttSB9nJwAPzHsv6BV/rdIrwInCzi1AM++iIAAKdYa/Krg10BlR3BRVQQ0RCiZdtUbFApxcYpCXwICRz1AYrlcUBUVuWrlOSTLETuB4GRLjj2eaT+7ObXVZkBTmpEfQA4KCmLgb0VEcARkIm5DTzdcmDyE9YthUNJ8IrqDAhXWKC9i8TmE1wAb1GZqSBDwvAiM456r4hNEiL4hsgRjaWBhrvgS84BOKO9MwWm2CUx/QsLsa/SvxGFAIcbT9CvqRWFoIUPyuZURDKgF6CnC1ky4VW/X6QowClnD/J3Mz9d/h4sRLoLXXBRtESIoSlDFSUJV2czFmJj9lARiQ+lGli4kXG6fpEEbsEM8B4WgRAw8if0daDMpo+LZOlT3dCjpHB+JrHHKbwmsKAh8B7CJzOSHuBYrYsTnZjIif+H8QGKKuNYrxUcqwhVOeFLJPLphRY8s7wMUIx0iKSB079TBc+nOgJO9ybI3a/wkuRME8J30IoVF0lTbBS1lSlS+4TEOsJSBTj9rJQvZRTwUorEahBS0UGMYgdU+AOeI4ovgRXwAQun9T2fTCtCy093IXzyLdors+AgGysuai/glX5VUhVYRV8tL3yZDP4xUjLAA40ulaNR9gIdBfCpetStR4voxyVOgRdOhzV0nsDpLgSxVfrEbsALskLV14k2DnjrTUwAEpoCENMxDkn259okwjvgM41t0KTmWXBcaCoeSXyOD76bvMWEeHkjAc/fqYIaRE1cHoGhw2hzfLiYi7HRQ6uf+5CalzV2g5I1bazRGssdxXGUcEoXmCEDfLSpCkt1XuuBScLhklgCzyGrlBKeLW19OoN4p3ZF6g/XEXiMntQOSG3mCK/0AjY1FVK3us5bd87qPwd+g3x/h8hDBbDqeod2Je0y4TLP64FD4vQJY8VrD13M0CTnM958wCmsCSq7VY+/zuJ3Sb5QJKAHiu0a+OD79Mcqg4HDEe5z6lFvQeCwotPPqxchcFjIfFLnZV1IcE5scPDHqqgZhxfK5WXDOH1fVVydFPnzdEqrI6M6L/L3i1rMGDUCRqFBzWXU2BFXSSfu5+oiPpCAE/YUgWlt83Z33BxjJwkcXO3bfrIvkX9QOwS1q8RDyavFYt0t8Wxho6YeGOqGiVeBwvLP14LSlJzi9eoYt03gpYrly/bmRGM8M/fgz+Hl2VkC0NYyBE1trF7h8eZvS1DAbRXtrX0o2vEpLLqUtRuFwwu9xnIPuIIL6sSxOI1rKZr9OMdul1OsffohVT+PzCT2aw8xbqnAE+iCgqu7KvYi7DL6+cbeTOfWtT1aAdNWexu60sbIZ/kQnBK+tdHZjdQYw2LjpdRYHEhYBMANkGMDNwazjJcU1ahWDWn5IIhFXHt4Nw+8gZtzw/jaNjaQktyFGW8lyzGzTyXjjwu8rta2cdNtoOXAQEXhuVKX4yw0prxgoWQK7bPgGT6x6TqDjbkvuCwUEgT9HorU2ef5OOONSTDhqU0dexTB/OqoRRwxhDEhBo5eWBOc4p5102yMYsyMgdPDExN5WICgXHCFQMYUGTie7Wei3KFFPiMp460MvKnRLoh2qDnnK1IzHs3A6ze3CIFm7emOBI3XM/D8Tf1ArautYMEGmsZKGjgMJ9R6OuJoz1fAaiypGxfbJV+oOJfAYroCYmNtjQAaNnFNcJyNHPLZgNtYZLfE7/gQOCKSuuN248ANXlnWYxgJY6Q9Nl15ARLGquH/zi6MwTfw0qRoVznQLJLV7CxFXcKR0oCmOgSEzRS/gTYFMg7kLTAts+rnKfbjrtGRShkn8wrjzCqeccAhMJ1Xqga+IcLMdKV2xim9gu8exTEf9irwCLoyR2PEDg/3FmWyxFil/3Lmn8bOHZ+Ai6fawme6w7jxR3pbYbUAKueVDhsb+cWblFJhHWw8lcaVbosVfUV8kY/JZe/PHX/rw8x1CWZ/2geZmyPYcX8/zDyLDzPPc2HnO/Fh5qUS7HgxP8y8wx9m1oFgx1L6MLMcBTuW9IeZbeHDzNYi2LE9fZjZ4gQ7dskPMzvth5ndWrBjx/8wc2oIdpw8H7bPtI19x6JC9sTd2D61FbPxwMZ2qLGxL4oR6AibNrYjNcVsMLmxyqq/EwPz3N54kAoJquPE6E/0dFwKN5yaHcsBDASwYy4HaIFg5xx/Aw+81WMuB2h/Q2X5iuGBUwKQT4z+Rj3mcoDTB07M8TfwwFs55nLAHpKwYy4HnCRpjzjmcsCLEhtUPDG4sYfjb+CJw0/hxOhvpGN/gMcm9MzpxOhvnE+SH3g89ofBTzwe+8PgJx6O/WHwEw/H/jD4iYcLmoNpvAbDE4cT3on1ZTJuMDxxNPNODBaM7YSg6U7Hn8ADr322E4PirR1/Ag9cXd03Rn+iHbsD/HKH1jMVwwOv7dgdwNEaIOFYjCvn9dgdQLZCv2CeGITsx4DVwWdR6fXE6G+UYyou85/UsmRj9DfysdhAcCLsGIwLEtOAcvDEYHtxjMZlNlJNx2xcUI7QyBgnNhGh2Hs/+ZHHY3+Y/MjjsT9MfuTHOz/5iYdjf5j8yEM6/gQeeZmznBidarMdfwKP/Ji4Cgj29ceUXBBi0Lg//gSeeBnHnFyo4Ak7XnqwVEY5Viks0AdXqA6M/sQxqjJOzpbasTtMboK1Y3eAHQFh553CAy/1/Lt44KXaKWwJTItRqh3DBgxUDTuHLYEaQdgxNBc0B8KOqbmgMoySj7G5oCUQdszNBfUAFlHH38ADL+mYnAuyAHoi/cRgQmH3h8Q2IeUYBASM/obdvVLgBx7t/pBYOQRHsBOjPxHa8Sf4iYecTkxDpS/yO0EJKy34RaYnKNHtCUrobMEv/j5BRPAW+XKAE5T84gQlR7Hgl+icoGRLFvxSrhOUvO0EJfmz4JdBnqBkoRb8UtkTlHzYgl9SfYKSmZ+gpPcG/EoEJybVBAt+JYkTlLLGCUoNxIJfIeUEpRpjQS3cnJjUfk5QCkUW/KpNJyilKQt+5a0TlFqYBbVsdmJSejtBqdNZ8KvpnaAUBi34VRFPUCqOJyjlSQt+tcwTXPVQg+3a6QlKofUEpShrwa+Ce4JS7rXgVxs+wVVHtthXcz5BKVCfoFSzLfiVxE9Q6ucW/IrtJ1juRb2L+Bb8OgEnKG0DC349hhOUNsUJSk/Dgl9f5ASliWLBr+NygtK2MeDu/ZygNIpOULpNFvxaUyco/S0LaovsxKTNdoLSq7Pg19g7QekOWvBrMZ6g9ClPcPU6Lfb1UU9QmrEW/Bq6JyjdYgt+LecTlH72Ccb7INj99hOUZr4FP6bACQoL4QSF4mDAzZ84QaFmWPDjfZygUEpOUOgqFvy4MCcohBoLfmSdExTGjwU/2tAJLurRiQl9yYIfB+oEhUdlwY+MdYLC3DpBYX9ZUJliJyZkMwt+zLQTFHrbCQoXzoIfoe4EhX1nwM3gO0Gh+1nw4wyeoBAPT1BYihb8iI4nKGRJC36EyxMU1uYJLuanxT726AkKBdWCH731BIUje4JCtLXg9s47QLHIM9i2vDtAtbYz4LaqO0B1pDtAtZgz4HaSO0BxjPswawx3gOr0doBq6GbA7dt2gGrQZsDtw3aAard2gOqqZsBtnnaA6pFmQOOQZsHPCm2DxvHMgiJXOUGRvFhQZTMnJpIcC366nhMUcdAJisLIgp9K6QRF6WRBVUudmCiuTlBkWwbc0q8TFP2YBT8N2gmKkM2CqoU7MdHTnaCI8izYVNh3gqIOtOAnMTxB0SmeoIgdLfgpI09Q1JUW/CSaJyg6zxMUsagFP2XpCYoMwYKfvvUEl0bWYp+e9gRFlHuCouw14JYHn6BoiS34CZJPcImaT0wE0Bb8VNQnKFJsC3667RMU8fcJilLcghXeee2I2wCO0hT8KhesQWeuwr9HleP4ZmgNQv405XRhM63Pf5UStsACN//fo6gCOHe0Qv+19Zfjx7AvzTLSZby3xseDKeGwG1fDILR/j3IPK99r4OVhKkOAewqT8zxTRWIcYchVceIbTouMb7ipTh0PAt5N8bs3KPEX/ChT4GJ8hpVKmmIYG4+FPPgem8LZwmvhGMYU2db3cKXvKMgxDlfKq3hndf4TPdUusmPGeVLXUQDk2wAL6noWCxmHK888C4t8lyEr7GcRkp9KYV+bo2C5nm5n1oAtblr/gsnkwfw9LrCGQzvqo/yq0RPiy+T3eJVSrT3CRCQ0RNeIV7kt0oYtxwKHyQ/UZrZ0a20ZJi+ZIbeBmRFMwLTlX7Z3ADu8H5Vi6wYxeTjqkMtHSpWYRWuLzdZUAkdtUHtPdl9rmAp9FKytaQW7iMJaSXE6Bu6itzW/mPCwGmoaB8oTO2Daurn11pjwnW7x89yAVLWno/RuHTrorIbT8pKsw9ADo7jyWb23BiDsSNrF22H7hUyWQYrivsNRjedkHI0BY0dCMBysxYZum5fwIMvU5Y3F1IcJRc3Rc7AmKISPEORHbS8VxBpRBBVZSI4g49t2hvVk4YmYZc3rsRYuk6l4azQacLofnR+5aZVYixjglK4usfl2lCGYHmsSk59tQEPxC71za3L0MrJhUr9tzlh/G8ZlWpn1w5lsP7lcQYx9zoSwUpQN1m4HodRQTzBj2sNi9yB2qMAjj1I6+kfG+wdwkCkk1iqInV67bCLGWmhiABC2Asa3ExGCuD5iUqcjdS4CDvOqLjic/MPV4rLOSIOdaVYf1zopDcxfHfqztvMScFol/XZqIhzeInL929kJcSVexiG4OkENHpo7xAkK5gTsvGa7c9ZQivEy5eFuYyrgMEhcl7mNrDALlaLUqAZXanwFnALidWbVbZQ1JtueVTXQEl+twcMa09oD0egQGy5Y6tYul2Nsu4Cv+ZYLbxiVe/YhrSsYcIhl1HVMXcQIDwg0BVbTMcDpMwvbJmUDGXlf7ufG02ygJj9lqzMWaMCjarhhmTYyFJdHB9VarAGnd24ZxBhLNoyKBatHLdnUwo1wnmKvVnBq+TYQLYohvrWI424u/NgV7w3jX44urzGgIziBvnPb1cGKuLPt+5/D3m6AjNnExAXiqpxZWW8by9Y+D3jqSazgtt3egD3rLGIFt+35CG90LovTHHsZ8SZrm9nW5g9OI73J9mXsAgdqIEjmBW8FXICjT25dB4HHKKYPn0chXE9gwqNOhxRPFHa2RhAhHXjrgDhYISWeJsYxcbC6c7GsgUdMy+xnd9/6Lg6oR6c46EC2SA8XMY1lCFhfR+BJ6B7WBnJAPdKWGBy2kRM3YZ7sA2sniRm8OGv085SJ5dJOBsN2qhxLnRbV1xK+/uHiQFi/S2SGDb4TghfYBc2TR2F9M5E0wklAP0+fZmcNy8WwvpzAKZr//D159sE86BzW3hOwOlvzQLHM/jOWEGJdQoGn2T6zUQg96skpsSakwGlnXycNjxqbbEBjeSnbynSgRdUl+C+oi6X1Rw2zxRqiYrAvfb36p4Ktwxvm5sZYW1X4PtGrsgIaiL9LYfm5pddY29YROd1OavOKgwt0SkvRsfavg4ObIS6yafXQLpqPtZFF8lxH0I8HGOX2kylkzWiRVmeZjwa8rVHClmxkPW3Zllo83Nf8VmZlW7qStcylDBsCa7kJAZ7Q7ARvGE/WebfzapRoj/ACZ6l8sqasgW+Hh3Bcw3GBB3aLOJlX1ggYttUYGT8Er5yInOwtaygMpzW65K6fR1NjppMBZo2JO4zgUTwUvDWmux0sMmtwjIxtzDWqhA2RO89mPZho1igZODjxl68yMq2Mua8CN37OB8fNujMj0aKTfL33PNWLDfYOnpx1ee44R0W8CLxiSmY8uXbAKRpnpyPgFIcl/TzsRPjuUEhYu1hSQuRDd3mUk8eXeZpVXXcHJQeIsgWnowMx6sEFBA49gHwPFOtiLw0H3MSXgwiyyKuMsUST/SwPmiFw+Pnz7UHlLIhHObqnUGLHRVXEIOv04bGUi8KY0VgNfd2GzB2JtbLQWx1MDD9okJmnBdV1e5CyNdnU2Fwmc3JLuRbcIVf2idF89KbDgMJSLIHTS7tuAw+EFYNSmN2wlyvgJdRZKD0Htv6y5E3gtSwBPTK8IfZT6Nfmtm4CdpSUxZIbjI3M/k2GFgqYrmrdAxABxJqLh/vQGlsCKChO156GQXywB5sn4TSjzRuWwJLzxxjWxWPq3pjrp0ZUe+RqMOGHcveWTzIrcBibyvcHSkTWHp54fVbRHI0+pUQGEyZYpfeTKAucgveh2iVKLJapNbrEFLKJ1Km05ScBGP9yXhxc4AXMiqWkSqjhCxwwdnN9PGDk8/p2HP0R/vqW3Qu4BY7qWaMU5sqi0F6G8j6d/GDgEfdmyRN5qh7fe4heKamo69tzlunXwGGbKp//uMeZRbVLdDS5droWG1zD4JsqoiO6rBUJA8e09EuMlNmVbPI9aJjWSol8EpyDlXlSo4HHvM4xzpareM+tiT0QzVt2NWB6AdfNoYdD+9Va5InL36zANfxswMic2lIR0RMO37cH1KHzyfHOaI4HHrILPKC50QSn5dtYX40NX3jiwCmnH0v4S09NZkpANo6tt51Uc+AByoCFB3jl6dcgbYn9pKtndNvLnLeICDjEhCIWKvBcTILXGNkO1NLjgSfYiZWTSs84bYx88zFuI4aseMT8mH7S8TNU/rBAaCd1Hzitkylqno7MWT+P6kDoJ/0feCtpvZtGKgCcgoTa2ykrAE6bUWpLbsA9J/08qt84saw0AThFCCz+MSoGwJS4Vr79RvEAnFZtjZdsBzheASS9VknBOHwpluIGNdrw4dB+xlONkWHliPnP/VRuME6rL8ZT5QEcWUYvpyKE8QgVySEeAYwDhQ0rts6E4brOGStJYRyl9nbKVxgPMK48pS7AG0VouZyOFYxjemE8jC8YpjAmXD4ZjNN2xDIiY7fBOHR7+bTnWHiIp8kHo5Qdlm4tQRaa8IWHscjC1wO3RiSCZ7ZvMX4mC4+o6R/+JwuHp+rpo7Lwzm5s1o9lXTt72R/+LQvvXJ6wNjDr3mSYWR92MuteBljdHLY0Cx+YBX242zAO77x8uuSsRyVGStxMXW4769FW9se1pj2MTzY/tZ5A6w1piY3CjOMQ43AxmKeh0XrT2CzqMExivHx+T+rHJC/s8uwxdk+Mo/vcTtsoxtlT7bSlYnxCA3t4W/HqCS2wAdJ2yGIY+t14Gm0xnlFvOA27GEe0VU/fL8ZbKewaZfzDGMexWQ8bMobpFqMSZl3LeE+IGGZ3up8xTqmluKV9LmqMl2UrZszYGFaLLGPexvhgm8vDAy6vwWrsRm+d5HhLi1zUO5zn7BYIPCV5VsAxLbWfznaM00uKV8o64a0tFpYgp6Me47Py9VtnPt6q49pdrJMf47BOa6cjIOMYyJdPZ0HGMdJynE6Eec2dYwcBa2jIeF7yX2uAyDi3104fRcbpBS/18mPEyRQR2F7+jcDpCELx6fCBBI4jKF52knzypYxN2ZhPmnMS5M5IT/o7J3Nhj6LD2hJ4W6bOh0XmMgViA+vDUhN45llFpzUn8J7YiMQ6fOKYR3UwXoagwDEvbl7GosAxx29cBqUII3IVePuZcnTBDrNzm6KygXHn5PPwVjUhCrKDyu6LgtMLyB7H1roVoQ4ziC6rV+Co6LfLMjahTTTZ9++wngVO23C8HWx5omKB2/RphIuQjHJANdT9jHNNqJYqVx9WrAAce3u7jHnBycw82OA0+AU+EclcRsGYB0lfmW7DYYSUFGOx0671LUYISsEhX6e1PzahKYJv2rDi93l6QUa53JUR4vaCesjp0gwDJ/Snx+X2DKfoUji/OEyjEUJju+6n97SJuNcvl1CKua1dHKy3szUmbia4Ol4O2bgE2uMQ/x8+24j/MTT6suveaQEfdRgxIHCliJw92o0Z+Eouei6XpzjuR+WD47Amh5dU72xIfVicm9yFLdFHky0EKo8QsDgPC3U8htTZHsI6tMPkui6nrcPo3aRSGMmIudGaeeWJ/sLpI4+XIrfMEwisHz07UqXJPvLW794kdjDj61V6+MgDwbktl5c+v4wx8F2wnvwmn4S1fw5F1kOBdR4O/2MSAN51ni9wTRRIPI+CxfPHZAKT3oJ821P70tuGTt+8JiJg1G2rSScufJMVTFodE3//ivjAAq/LgesY6JAwbw493WswxM7aCaawQdrdYJj3yLvIMY8CW8fgxOgYd2FqBWD1YuCp4vDEYhd8O04DNYe6NvZjWoepRQCnSLpppSOjH31PCTGljogAockcTebXB3Z1sbNJErt0cgnkGH1iCiwYoJI1QOSNuHBAeQxiMXUazHlptMqz4rTeUrnmwiQeiYhc+hxHY8pDwGMXM3Y22srsLGin5pgqE4/kof12Cl7Q95/XJCBTxQIzOWXd6rjEjqlx5+QjUw0LzFOS3g2OR5SW8zXoyVTbwGcubEO1cIgbRr3mV5mqHajOpUg3JvH0yzUQzYzfMkVBsKBpMRUtLVLokkq+ZoGZ2iJmjWGh6/fwRMB0zSwzpUtYAGNQheKIZOa8JqiZCigshjttY1Pwifp2vOa57frqIsLJHGZTjsW0ODqdpJycVgzUzqFzptpL8OA0kvFdHcacOwx9SYKjKdWvsXim+AwXZ+wEWtzWIjbG8SXKWLWIHREK5Gt8nymGYwwgBUHxqqmz13TOK8xETIvDeU1U3LMHTWkeOEUIUUv/WuLn2YZdzk/TKsAsxBQkATWtBYxOzEFmZiJWp3ckXiMY/3e1atKsfDx9W9h/R6sGE3vClPacackAp5glKK6tlxjZbDddrZfI9CRpOewWC48/FZ6a6aREzv+bXj1YiPnafM2PxWYdgnQEzc2B+iLpWGlzM7Hnt5a+PgoOyjqvs8A8FAwJirOvdb6fLQQfQ8wbuV9CW4TMCNpHjXlFMDuoK3fQvGpx9TyLvsnIM/J1wpk3Ni5W290ViSxPXCZTjMPhN18HqFk/hOPglqYUuOud9+rjgDbLM0Iep4nUXs0459FB/+DMPJXj+Dd7RURbaTdXeGZbv6IIsxXBqLhEoYWii4JOWLyCFLPVwag48qyghVe4KKUr2DFbKYKjhO1ccDqE1xCfI5jaO/VyKhaeSuJKYZz5Dsr2SYAgLg1pOCY+TXkM0xHbTcyO4pLJGSLuAwizgLKOhUug+kT25TwizX2+RZywo3/dGHquPD/tDFj3+Rm5ztn67t4kprudATH+ceMO/BlA72Ob4u2A6LXrMV8Ts3LOOBy+uwmt6zNs31GEVK4kaAKDJrGD3ZkUdExoCihpnjnEjl44vx6hatA0ZuVi+JmLYG9s7D115i47mEIyF3pt+nnYBod8ZUbccI7tzqN2CIekB9tC+/DIAe6Zj6FBXVcafuRvkLt33sHPfG+HmomFaqFrINsJDvnOJyvPqcrxzj8hrIicS5356hcQI70ttO/pn81cYL/TXkixYmX8SJPR6A4hpTutxmhzVOvu9HzH82jU0X3bOG29I95pfoE5Vx7tLgsUzHBkns1ZRig86RMtgbPsQPlIY4vRq0yx85TEUogmITE4mmuawVnuIFz4sWfZpMAWE2Xqs8pSKEppYbS7JFMwDqrGfldwkH2Vltpd8dnZGvY+WjBZvyegCJnvyhHo14uGeBSa8GZ05sGddSkQsSOPhjjrWDwrmN+Ss+6FCG0OLkwddTIkoZmLF7balnWe91WbyxDtM9vjrOXBIy9mrqodtb+d+uJMzjqXGDhGyeS7hoiZi8us8qw5Yq5MRsXkLFFCEF5n+SlpgpoemR1/lkDBi6Kjtd0lU0yM42L6VWIFHtn9+CzJZqbT5naXcDMzzO4hKoqjmHKWiPl7Bg9XOUrK/He523aWpoHjrLpL2fy7pswz2aXvdR+4lHqUyvm+oa10ldbXbcbZc1bi12Pp5a7cr8eIfeKs9JvHXng+eN0vCde9bLtgvVMNZ9nRXcCbGULmQR62G7HKJhzvHN0L4HR6SBNkdzuwIiifkbEiX3OEF1Aus129FF5wE0yDs/XC63N2HqJiWzVY5yHzqXK0dsz6h0Vqpl1ctzt6o7JM/vg6RImHQfJoqKOhBBw8y3w1oLB7UcSQ7oYVdruEKdpXgwu7Jt0cbF9HP8zspgXGgUXocKzPDxzpH321VQ2aLV19OOzukHaXq2+H06BDhnL1+cypgr5gjiJ/At7RMbz6hTidxiqaHv1FnHJhCQiOfiROxYzX8Wxf7jMUxGNaFVPPREiuwjVNgo9oypMQuh9dUxzpqADdXVYTAlSMkOdAeOG0bId0cXe3FiHGCDzR5OjumlAFRjg1SCEhsRCOZRSmR4y5ckhl2tVRNmET+s8YSvLhpXPP9OhLIyxra0CBbWObKA6kdTpw21ebAtnybocjSkSdtZ/dcxNUwu8TjXQNNinIajNdTXgTy6Jp35WAC5weSbvGSXBpKs/y0/w3sTUMPKGJ0BpUWRbTB4fAhO6V/mVLoWjli15wZlJYKoJJDMBc4B6V4MiOxuUVuvKRzs2RgwBh8pTK0ciMyhujSwNZ5CRSmDyoQlk8+9B8CqTXa8iETbMaqBxZiho7W2trAG3/8BLqSBfdw2SDoI1AWaEFpQSufL3oJCbZbPDMCXL1oPLR+ZzrRUvZqSxmVYwQoxagEl72eLFbTEYMKQu6KndmDZYMz75UHJ3perFnTObe6E+htq/8x4wCQL9IOKYAAGtesF6r4BNzi+JF8jH1BSh66BzJWqfQegQsgVtVNmxBgQnG2yeJaJc7GhpQQea2m+oIuEig12jJKrHK5aQomeIL4fT+1anFl4l5cP2iQJkiDnRNVU95U/TB6AyQjLXo09DBvUZn2JIS4RUtaiXzagUKVK3edmEqLzPfg9m1y1gNkhgQyBmGl27mrfogiJlqWMN9SlMKXLt6BqLZjKKgRIAW18DLg5hmqnBQlVGcIJTgTbwGwQ165K44xYXy+U18M8TuxrzHED4iuBLfLLHOEMcxmYMSq3gT0MHbo31SyPZYlzOI+/fm8xl+O0R3dPyLKoKHhjNx9OALGvo83MsjWyT8OVj4jV2FRM5cWHo24kVTNBx/SAPzkNQdWgF6lefpvG4lBA2WNlEEe0aK0LArzyY0fLT0KDa9uZdG6tDYOUVYvhBMYHmPi9tphBSNSzpJpA4qxwBzFO0uRSnjy+3imRqtB3ipDQEI4+h8NU5fDn6rkZI00KRCFS3JVqSAPUuP/5Oe0LkdQjlZtUbvgrEctAxF0YBsvbES++DyGj0NqL90oqxd1uhyQCGuVbIUdoRjqtPBLP5EPzyJIUmLgiVCi91y8JmNpIgHSfQ1QtFKk8Cj7vAOUDzDqOTiVxuJE2japUtHCU7+RfQGhtVtFFQdAV9S+c1WYnU+RKTYARx2PvPimBtFV+fqf/o+j20slovZ/unFIF3GhAFVkam6DLz5iANFcFrLXBY8ePZGvAZefq2i1TdiN+bx64xgxhuO/JPfb8R00AmEphpEUAhiyvnSFRhRHnQIdDZWFf2piK8jX2nSMyGc7sHIl8rBaAQ70hJp4BhJIWTp0O1GwXvDnKhLXLGViZ2bXu3TMYq+sSOXqJL7Gz0kJB1Jok8Exsid26UAMbJKSPApoVr5iZFhspKky3tsZJtQnrQs/HtEwHHVtw9FipGFwhKAMtEVa28VKcwz6EvCLTqFECZqmlPh2ke3dV4CGSNeZeeCoTLJrXWF0wHF/nKZWxvbeR6l3vstsYVhQtNmm5HkQsZD/7nOcsSiqGjlS/azlb2da4Kh6MdVCAyfBvSZVVCswmF255iSWhihMXwg4hoFZHXJnd0JY1ZcdczAqzSrjRqa4S4bo1FPM14ljzJqa3afaLnc6uzOg6ZF5mnU3MBDkjawUX/jV4F7VARXFflyq1jRHkTnYPKW614aMTo7ndS0bqYRrwOP8BwQXMXubJgSpqi8P208HnmXCQ1WYo9XZyZR0hpJPvCvl9fYOGqIFmu/gkbaDzwEKc4ZJwBot7TGZIwDsCB6jUVxev5DJGB7ARlfAvbOmHJibxsDrM/IA/3+HK4HWM8drULBEfPmfq1/46oAHMnEMtjYLgzYXlBkbIKrmwNvUiPn8eEsdj43L2MKwZtdKJ/nhJpL8N4YRbyOw47CevmevZdujwreeUv7LC3U6oJ36i7RZOeuKpNGj53dOGbwSRBFJsjHEY/6OU8O48gBvJcuviTb2AMnEx2x66GvL11yRnuSGd+QjgGAVSqaxn8EJyVMQdSXBNvIrNe5avxNOlgJPa1dH34oyx7rPLeNfwrfqixryNizQBwG0oF+vslTMVGEMYXpOErpZFezGBSfZrmCFONFg+eckCEKjrQ69is4Mh47wGnHFVeVz8CJQy+QkT5jp1q4VXOEZNsFaom6aEevgmP3KO2KBLeVFEeOcNtRiynEseMKND83Kp4k1WUUK2A6D8c9jc44WgFH3UWW1lxuJOUKn7ctFkfb6Hvq51uQSY82Zt/eWmsq35AG1wBRO69UxOYE26CLc4ipAivCMekrxjMV2SZfDGOIYxIcNbA70dlGYWuSYZdu3sB0pTlyufKrz2yMYYpB1gtLMCb35mvYkzEsYz3WEK30QASXYKtxZo3b9GzNemoSBhEOMlS95kUa5zTg2BE/fIC6cMu0tv0aZ8/YiYfgdMiutM5m4dvDDck85vZF/XxFwe8a9mSM4LhWEIoQPiDoL2ytd9YWtpsc1yjQYo+Koxl1y7pgPFDYduisjWyrOsZhYK7fT8t8vSO2IrP97riCM7vQDtg2oZR+V4K2aR7wRqGYvJuoyUihzFaatvMeD3WKUaqUsHdADn9XsrZ9H1fEAvM/BaclOu8KGuwpcuXg4CjEbW9ALtwNqT/D/aI0nlF01Pm2vyDwiilQTXAUr0u+6ojbpJDLlDChiB/ef2bkAqeNh5s1RxX0M0AETHlhkjUHX9TScryKrNtEEUXZUZROAeMUOgP6LT+DAUvnQ8iWfLc/I1eIadNc+xdcYrACrwFOxuSRC9MUlck7jjpv4ZbPUbCGhQ46wfEqcG8HSR7ilIt0moDDATNfBXQ4D6H2co5vNu6UgBOTrwSPGG4Xr3L+5MLwkOHTuy2wrS+BI1Za7wL8nejTI17dBdhEoWVdry7FZ6vJMGXNWdCJ8tk4Oh1z2VP0u1+y/TqBwytsFcNglEVfeYvk4LcFv/N6tW+2FyjaPROERsVp/+EhZ0cbCDZfaKXf4jkYjSKrbVf3aRuQAscfqorT4mSB1dHEgksZpEjXbHV2N61s/3L0yLbpKfAGcq5+fZUM+ujBsWdaY/eqo2cHR1WoQ+fV49tOq5HrJ6Hr11BaG++B93BrDWg/pavlCBxKrXm1KNkJDhMFrpYmnOOQpLWrBbrdYIGnSZG1fp7CvCDfs1upwDmiOxqvhFIWxELHo38LHEyKq9072SKmpqs7DLitxuLRTQZODxkpn20+wzuPDuYyr141cDodRr1624xPzkCPXjh78C0V8tE758+3W5gHlOLfWa92/VztDBzyR3ufrfwSl7EOOgBwjAK86QPAUbBPF90At7Ivb8ODnjCZ7svlrYPOgAfVYi7loj+YB55hl66GQstacMZ80SiAQwkzL9oFXjSIyW+axmQncZyMJ60DLzht+O1igZjlkHHOJWHJARdhzsEmgXUhZAzxYp9gGSJ3vMgqWLWF19JJbjGrHIMX6J1ajCDgCfqhiyQDT0M48s+LU4NNh1LNcOv4zCZFOH1ipg9H9SpdHB9sglgI7eIEYTOdXKg9KERmj81YYi0m/XiFECAdRCRs4BQg4hU8aEtmw898n2LWnZpyHj7JD/oTjhO2N73oUvvwwcxrmJJWPasGz189WVd8ttE1X2pAcxSC0j/Ujo+Pzsi7xcH14qMW/pcXZ8wczeC/Fkmk+CBHAe9knvG5j5T2YqqZOAFd5doklATjtfGMdMt3M9EJyKzoC3zRyQhMyzloc4hyQOLpF83OREXoxA+tViGGKiXEdtH4TCyW1pwCY3QNhvvJBoTJXFtFr4M9uCNA0BFy13ARleR2UxBN2AnqKOX0kp1gDmhlL9uDyoiwljb7fCsWTbibOIsSpjeFxxR8lREvaqWJpsE0mUUqfGwCR9eZL4qmieLBe4kwuBCcVmBIF9PTJAlMmkzipzjQp+yJ75klkpokBGwkCiQ0N8m0dOKthzQ5ziKCiYQKORHl7jldvFaTQ0FxR/GiBPG4tjXo9uDNmtwtcSNBjo3BujbWGh78W5Mbshox65sD1lkBGf/k8ZrcE9rIOCQHwbWlJVO1NGGT2kLBifks6zbQtSXOQw+yscmcWYY5h0T9dAmV/TdPLrPJzCGgpctqmuCPZbx0cqJN4g9c+pK7esCEa5niznCFtvQiYpviBOTndPuGlj4o9uV2wEHoNrUPtiLgwUQLT3CaqSdf3FRWIngsQdRrpkLDtHN1ygbclmLRstFNAShil0lqCwxhTEbQcLLdTYEpYpfRWwZDNlryY16s+V2/Aoy2ZxdYq2ARiWOSY7+DaJRY93yQ9U2VjXCk6mIdvat1sbPzR9aqXKTYMOVTI2CKfgSXUPNn6E37JfOYDgmCKSryDJccvu/R4mREY7+H7UDd0pKdWImDKX0Cb7hTgmupNMIuLeSvFDvwu25lhSnF8qQYeBoIriXd2NjbWSvDWgGOaCvoydyZsBzSpfMwBWboQgoPSftzFKQjFJ9BS5nYOUZixYXVl5iCN/DEFt5/jsI54Rhe07X+LnX2CP68GjujOZbGpXUxNXzgsc581/wj6ka0l68nuHsHEPD2kT+HaFjAYXUe2hvTgwCOUXzq+Kw9C0h42pRbbHofhFewxvXz0iqJ6EAx+fzP0VkBTntFV8dnOhqZDX0oh0znBniuQp40jR7CE72A824MAadFG9TDWRtMhFOU06Z6QWtDCvomekGaekFL/wpwLaIJNe0u4HRUrKwW9UjUim75lGmbAUeVZN2d3WYDjgb97fkMnFbPbe3MM4q6cLZMM5Dl0/3X2hk43XHpd+1mI/DCCu4/R3MSeIaUQnBtZgJPUcgipvcJHAYrimuvFDgGRq3r361VVp2B5CO4tmKBwz9STZm1dQu8a5y2O72R+/ayS5mGMXA63sRAdzeYgRfZXEw/GjAlKuLDu/vXwCPvY3+OfnfkWKRpu1vb5oB7VDLA12UHXJTpZprykan/KWtzn2K8Gcql1DNN/8jdMdlcDEkAOAJK9XBWUgFwnG8L39wEjLJqmHAnuHIZIufEcmBt5kNEStwljzcECuAR7DnGN98CukRkj0VwpW2wjjHnqDQPqBRTuvSNhv4R2UlB8ntDI4FMsg6hwBk6ChT/Q5sNhr4CPGbZGAwNBjLMDKqR4KxYWk4AW7b5kWmA0u8ISr1RSg7En3gMU3Cl9kArioxxMZA2FYg1pEhaBVdGUYRQVz3fy1i1o/U9W4tqGEvAa5eHaBhO0LqCWqimyYsnBWUsRYdZSVVKtgKeopg5GHIW4ZRwJOVsUV7BWdQhvDXcL+B0l4SXtClkwIMYZhjGGcS+cD9ZX7+Za5AMUzC+joiP/sZC4iy1WUOWg/BYL3FT7oDCUUipe/DrjgvfzgyG0he56CmOPoYCCBxb3hRcmYTAk7ZaDCEROL5TDX2VwAjnB6wMJTYqEZLxFII69CqhkvEm5CxDwMT3Rwh5gBsiJ3DI3G8nXuD0jvJd+19LpOUxOQmdDhZ4f0Ra4ASLr+nHlwWM2OzyxGUYIweS4IsXyzBFnVENfYX/yniBMlJw4b8yTgle1s8Lz5UvhvbsMs+fxTht1F15rrQC8j36Z98dxqGFvO4mcLqbki7tuw8cYz4/+uv8Gat2fniD5puVaH5cxgbNT1Hw+N0bNDdpg+aOKmjv/sbMk1LweKobNG/ABs3rouBH3j5BIYBbUMniJ0ZRWJo3uD8IokWqv1/K4t30ewUwe9ePU5qgD+p7Ef73n3/+zz88ZwgTHhGfwyNjwJ5/8P8DJ4dI0Qq9lf/v//7rfvKf65P/OAvtP39hegvZXfjeRuFvLO+NyNu4vI3O2xj9jdTbeF/b9HtL9w4A78Bwz5f3ceQdX+5p9z4c30epd/B6B7V/sHuBwDtw8AINJzB5hzF/CXq8IOkdVHlBmBe0eUGeHxR6QeQ76PSCVCem9UJgL2T2Qmw/JPdC+HfI76UITkbhJSBuvvJOb7x0yMmevGTLzc2eqZyX+rmpopdaeqmol7r6qe47NfZSaS/19lJ1N7N/FwK8woFfaHgXJpw6hl/2eJdJvLKKV4bxyjZ+meddFnKqSH7R6Vmk8opafymCvYtmXpHNL8p5Rbzfgp9XHPSLie/io1es9IubTi30XTp1Kq1+YfZdyPUKv36h+F1Y9grRfuHaK3S/C+NOHd0vu3tl+ndZ32sDuF0Dr8nwbkp4TQy/6eE1SV49Fa8F43dsvAaP1xB6N5C8hpPbn3o3s96tL69V5rfWvFbcs3PnNfr8xqDTR/Taju82pdfW9NugXtvUa7O+27JeG9dv+zpdYq+p/G5COz1rv8XttcS9Fvq75e616P2WvkcB8CgDHsXgwUfwyAsu18GjRnhUCo968aZqeNQOnwriMEccnolHS3mxWBzOy18oMh6lxqPgOIwdj+Dj8IHe9CGPbuTTkzw605v85FGlHGbVm4jlEbd8opdHDPOIZB7xzCOqecQ2hwfn0eY8mp1Hy3uy+DzSn08S9EiFHgnRIy16JEePFOmRKD3SpUvSdEidHgnUJY2+KaYuIdUhsHqEV4cg6/BpXfrtm63rcHs9KvCbOOzSjB1askdj9mjPHk36Tav2aNgua9sjeXukcI9E7pHOHY66R2n3KPAeZf5Nsfco+T6F36P8exIBR1HgCRDegoW3vMGTQnjCCU9o4QkzPCGHJ/x4CkUcXclfZCiebMWTuXiymLeMxpPd+DKdt6jHkwB5kqG3xMhRJPkCJk/w5AmkPEHVW4DlCbZcfZcnB/PkY2+5mSdP8+VsnvzNk8t58rq3HM+T7/lyP08e6MkJ3/JDT67oyxs9OaQnn/Tklm95pifn9OWfnlzUk5e+5aiOetUXuzra2LeU1pPeukpdT9jr6IA92fBTZuzJkv8iY/Zkz2+ZtCer9mXYjmrb0Xi/JeGehNyXnHsS9bek3ZPA+5J5T2LvSfLfEv634N+3B/DsBN72A55dgW9v8LZD8OwTfLsFz57Bs3N42z94dhG+vcTbjsJxr/DNLjxzjLeZhme+4Zt1PM09PDOQv5iHeGYjT28Sz8rEtz55W6U4ziq+EcvbuMUzevGNYZ4+Mp7tjGdT49na+DY4jmvO22THM+XxTHw80x/fJOhtKuR4EHmWRY7DkWOI5Bko+X5Lnj3T287Js3/y7KI8eynfjsqzr3rbXTnuWJ6Zlme+5Zt1eeZebzMwzzzM9Rp7W5O9jcx827O3TZrjquZ6sHmWbZ7F29sSzrOQ8y3n3hZ1nqWdb4HnWeY9DPY8O76/2Pd5dn9ve0DPTtB1H/TMCj1zw7cZomee6JstvqwZHR9H3/bRs4l820p6NpSua6VncumZYr5NND3TTdej82Xo6dl/+nahnr2oZ0f6ti/17E5dd1TPTPXpvepZtfrWrp4V7Ns61rOa9a1pPSvbp/WtZ5X7F2vdtxWvZ93rW/161sCelfDbethxKvaNjZ8+yJ5tsm+z7Nkyv22cPdtn3ybacZV+m1A7ntW+xbVnif220PYst32Lbs/S+20B7lmG+xbjniX528LccTz3DdI9Q3XPgP1t2O4ZvPuG8I5//Mtt3jOn/4uZvWd+75nle+b6bzN+x7vft/p3JgN4gwTegwe8QQX+YANvEII3OMGZs+CNZXiPcXCmPvhDIryhEt4QivfICm/AxXsghjdAwx+44Q3o8AZ6eANAnHkhznQRbxjJe3iJN+zEH47iDVPxhq94w1q84S7uMBhneIw3bMYbTuMNs/GG3zizctzROs4onvfoHm/Uz19GA70nCXmDh9xBRc5gI28Qkjc36T1kyRnJ5I1wckc+eSOivJFS3ggqb2SVN+LKG4nljtDyRm45I7q8kV7eCDBvZJg3YswbSeZMMHMGnnkD0tyBat4ANm9gmzPg7T0Ozhse5w2bc4fTPYfZObPv/FF53mg9bxSfN7rPG/XnTAb0Bgl6gwe9QYXeYENvEKI3ONEbtOgNZnwPcvQGP/qDIr3Bkt4gSmdupTfm0huL6Y3R9MZuvsd0emM9/TGg3thQZ8qoM5PUG2HqjTx9j0j1Rqr6I1i9ka3eiFdnIqw3QNYbOPseUOsNtPUH4HoDc70Bu895vN74Xn/crzMd2Bsm7A0ffg4r9oYb/2UYsjc82Ru2/B7O7A1z9oc/O7OincnSzznU3thqf8z1eyy2N0bbH7vtTOl+zvT2RoD7I8O9EePPieTeAHN/4Pl7QLo3UN0fwO7Ma39Od3dmwb8Hx3tj5v2x9O8x9q+x98svAXW1yhyrvTr/O66ng3wSd11Nr57+E0LXfP9Y2hPoFifFKaeJJZ57hb2VIDeUJK+3ufUdlXTpbYHbTAspjGuLso8Qdf1cpNJkXgXa9eglSlrhomC6sRzKbo3mjRrYlaTqYF/MAcZ9VDhBBtqujde+33gQoa6AD6sEn4rXxm5XD2jLFNPcdTKcD5Q4zm910g41zmPDrmXshSBkCY4quXx8n0pmr0gQLimLH9WzRu/xfbrtLQeHJOVUXfc5VG1avg5Ps5/hsKW1FvXzlRXN1yGcV1OlX8Ihs40m0EfTHLp90zmUfkICs00nFq7rzigEznRFHHwMDO6dHRGKOR4Yx9kieIAw7lYImeMnsXY6dD0N8fqOekdSk595m3fktY89DqXpj2m5Lc9FhT8jOHphKMEdt+bHnMKIOWtI8cNp90/xDigH2rct3doeHP69hDDugHUHBYl1kilpsFDxUOsdEEPPR/vWuAPoHYwk5lXmoZ9Hp6m2OxCnnTCUlu+4HXlnyvOW6yBmauCK3PnCjqVQgexoXX+xF1bsnXd0UJeXbM6mKR2d7sEfP7IatIBq7D9Z0I4EUc6l29Y10qS4q3Fyd2RT2GbpMK13VgZmFz2heiVxKHFO3h7PnK+jhruSuyNHpEAWTh7tzil34ItdJfdsAuLMV3+kpqxAbfPMYwmk1+836+VTkgtBZ5ZMeIWy+M6qQVZLcd4KGeCB+2dnMs8xZOA/eyT/DV0e/pajVACxLSUF8S4tACdo3qWIxnYSIFKfpQt8HmS7u9TRuCbQb8UL8BFYu3GWUnD52OTu0gv9WrCc+l2qwd2hO5Xu0g4KzZTRpLsUhLvfmeh4lo6YLb4UCkepifBeZip3aWq/IVzKUlIt8BRSLHeJC+STwOvwLIlhzZfBZb6jhIabWxAan3W4xWiM5S7bYZ2MnPtd5sO64nTrKgvudVgKfU/MQ7+fgk7FTXmRnmnlZ3FWI7ErMIXgrF2iY0Ex87hrnXvT4QZ+KPnbjCqfiGfJtKP/y7KIs8RKEQ5q9ZdGBjsmnV7pruvuDbagGYqOjG7IJaS7OgwCa2Tx3VlNHqj9rp96VJ/3MQACBvixejygxI46x1nFHtwAFSWMqYbv44pwWI8MPd5QAA23cgbHIR3+Nd1VeNPdgskBfV6/v0JmXO5q/kTJn0kEZ1fAdNUisv3W9Hsm/SkQ547uArJMkIzy1Y0wYQRYPVirSXCo+HK5uhrY5SObApy9ERPWEE73Y3x/d0LtfEttTNgEDhMFSlPTyTQLk9WOXo2J1tDzAetVozLaBuO8WkE4RaCSKVfraMeIlcuP85spTa99CfXoS5kAtIKjm8qXrNJGjQj+7G6ZALeiOdOFecbJKjimV/fMhM8VjNEmxJHMmess8erCmTCc8MbKtz/S9S5LhmR7fCbKrxwBibWJSRbQKixdtnbg9FO4TWZaiDvlABGvh52J4DX+aVCajAYKnz7aN38aRFLGbQPUZEaEw69q3slt5c2ty+dBMZxLS2YbrCZTAyEx15Y1u+1pGWUdDVyTCFaEbEnazCZxRHu4JU0jwFrkKo3tGu/sk9CGmouSSQK0D7eAyKTJEBDRvpQ1HdY0Gb1tSpiikk/aADPp6nmb9JlwuLgM9d+j92+tHttTN2QYxnHXBFdSTUUegCUGfJFweuxXL9+SdvCRoFSej+IDDkBpVak8YCDnePEKLIUogH07m5o3flQk+qctp/p5rNHmMm4+g6U0YZuZ6gFGeRW9p0zBsXwJy5iibYZekaKf/4hX+FMlfd8zUJBJF03DErhAzSh13N5roIFAhKoEMfjytHbRRizRjC6N7okQCzmvYl2RZaVsthptsPSgpn74o7xhXwIbU/DBSfDFhbGUOtp4C4W9au5GRw6rEA4OjqXmZbpIiriUmqcMP8JpMxQmEp34sRUuCB6UIMMgbNzP0uvfjEMwjjqlOuoGN5ATpouJ9NEZwWfK5eM4lrwK5wf9yXAlwRynFTNuNziwq2CbqRxN2mA5CjzYWIa7yeytJJVthA6BnuEtuTLUUJDDKMtoH8VUqKQgmaUa5OZgEWeVaG3ymaGqgqzW+xQfZqgxA0fVB+ntI8I22j0JE6b0ps2COqe6E7BsKSRt+WLaGVYu2P90WOXbVA5MvqI1O+CwC4gX88+whMEUpI9EdSamC8ugrx/MQsNCBhMRbLbbbA7MRXr6VVnLA14A5WI6Gk404S0NITlvCnXDARFi/CjXQS7mI1dudnZbfL6gBnRK5gZ1E1LJ28uZqZ5ZoszKXG1eyZYBaqjlYIxWflP+HFR0MEzpUa7XlU/7wLWYg3lqKO1gqtYaf6jxbbAdltDCPyY9aLAUbgZ1wMYW3PpFjzWEfMITqHJdcCX2g2VbqnhPGiEAxDAlKVN/CwfA1k2SnODETLBNuki8Rn8A0m8on4+dyhUA093pl78dJG0JG5HAKpJgqVso68caUQUUPqHIW2k0GMAT2878OTQbrAia4mi2FR6A6bJ+7O3442l8yhJVkACnfS3d9naND2NJxYxCBXih8zIKroqWxhprqQAbBQxw2nLk+8H6XGW84yYbIQ3wmiUvN4IcPMM2Jcg0Ah48817ij78d3pGGPYpxRJy02Ob1Tm3dEGCIXW+ZEbjYlJR/YwBUloQ3fOSVBWJ/SPT9/VoQRvUEPKvKaGuksN7Y+o3xranC+pxTkhysbYqchQG+163RbPFHmkjRtsSLd4tYP6VYGGgvnnuLEYphI4qipDd6M2xnU1sQwOmsrDeh2+jW8LN7HKKLC2wRlfO1vRr9W2PfI+FhGh0d3W0kaKu0R3iCkrJc27rR40G+C3KBeupRCBXmvI6TLfcDXGNcj9CoA/GugI+kKsMiTd7jaDPqw3UUxqDqw9mXE8BxdBp1I3jbHa40glO4rEfnPrKNShI49IT6Paq2xNpAJ2nhnF2xY8ERKhjVJqu5q9RcCKftGWXTM0QxqtAGhhtFYGrQR+d+aPmKf4zqlJnYSery0C6hMtKvuMuoVzlOQ5tQcC60XeGekcaCck2/tiuekQylK5w00lvgFHRnld72VpqI8ncQa6S9wOOU+nVnM0CNwXeMbCTCwGlPDCopRr0rtCs2NxJk4Ii19HsmGk7re3ZOYCTOwOn5rHSvYz9IdVkr7JTD6Kfhb1Kk3AC5NRuo/HtmOlaeHSClC1H9/Ojnh3alV0b9jXQsZ+GFEF4zCsJnVmfE5cgC6eSQe4DaEN20fttRbPF6ZZ8MdfNLrSkf2phdbGV8RQeiV7E9oB9OW19ol2fG1t1XZL9NPHKB0+Yf7vwbsv7IgoXT2ONT+wNO4rsWmQxVb/K0cRJArAJFn343faLVeLuPbKcCkKeTeFgOeFkNKPlPD5Ptg8D1kyRhDnC8J+WqtwxYxiwi7VG2Mf4LCPAarMsFT7SjzXKVhYy/A8WPaEUU9X2ocFO6rV/gOThbPt1jjKkE0M+ZAgXYmq+qmHGsQOCbRovqiIGAS4tuX3UNjhi0+c1xFemMg0ZdjhtNXQ5H5bVyFgGNQweKhjn2zwEEBOAYryIjO31wAnoWJY0zCCcdRfSLhCN4mDcFe7ADWfqhYBtHEkqCEBIHvZ6JdZGuIizsDFFUT1fR1jihVNjYlfKN/oOROJOAbVF4wGm1cgvpKCIbY5bCAXhuauSC4yOOq0gNgxdwj/NV1B5ooxVeskdx3BjFFMQz2xYR/80+XLbGPli4G2u/avKwS0SYEa/KvvGtKdyYC9/30LNd32P6A3BRRNzarnYC2+WAWXS1H+CuQ8HKj6HXdt0pEGxVNY1EaJbm3QuBd0+o3LC1nRPAffk5H40Wwun1YkHF0bCBNRDtEPxIbIMHeI3MGjgaQsZKCOUkWPR8nwcH+OorwZGI7g37dtk2FPBVlz7bVsAbhEhXm2uwu0AY42qXAUfMWK/2Gn9+NWCPdhz/3dF6v9p3wHNdTGvb7mNHpQLO69keXLehsH2hbSea28M4ZWzfbYuDafFHWxKPpWW2iDvamMDBPri6nmzYNKTpuZukeEXKYEay7anyCzX7HFcPdr9ogBsl/fr+0RWWH0tDvN91gK13dn6xHBYR9uwUm+WDGnxtc9tBJToI4tVwxvIEvStfDWos5zKZYnw0tM3qZ+JPFNNs7BZzecAejXG2j4qct5g2OvYiKKjH1XM3exf6JU29rBo8+2KcV0cfVq+Bg9CTAWC2Usjg6OEEvRjKNQY7OFomweCTOpZ2Eg/Mzr46Uml8BrYjs+P/wV/gk6PMfNEdzEEDegSaIXqQZdrq2eL4mMprbHZRykhqJAuLmMzL4bRFhe0FfU2+zFWNuy8FboP52QuvqfFqPr1bjXswFl4W3hdwZB7p9oDNiAabeMwaL1njWowWMBurLRyVG/aSPbxqjSkyvYylxPI5U9F5nvpteWtMl8GuaCWpAxV8yvk2HH66xtMZ3J38fbwiV/qx62VSZM7ztvc1VtKoYmepTcB6Olf2Pj7cg41PdcUImTjVsIriXcxjudyJt901au3qa80digFr0dP72JhpgxE/xAIf4Tct83bzqUxYDnwIgd7E9lBKoImvPlZhRLY0PGhcJndg2YkOAuicYATmI1k6mElNCM8s9RYcutyeL7qZyXwSzrcS5ueUTid/ahedbSdWgCk+6Xd6Bt/sUbTIgbM/LLaWZcuZ9I/wRL9valpIdyfWdLHxTHoJnA66rE5TmqbCDjxQcKbpK2zYYzpJgCYLBqEfVbAouGbTCaaQqLkyzv4mYY6LY2iSdZic0xpL+nlN+lOgpH+KwKuzKoMNpi210dQUErK1LPG8qU0QXrJmLjADoQA014tRaWofYGBCE3uPLIAB/JT+V89cABQf+U3ktJMPCMfTWpdpJihMsKKKVnq+gQvwWvoKUugb8KF50ErNzAYUl7MQD+zoh4k9UAcTmFERFFPTH5WvCTgCF739sNg3Iyc41i7tZ3QFrQHsRauSaUZdTOTB+cO/0Ri0h9PP+8p+OkkDJXw+6v6cgzewtWfx+EH9cmCizEXptYM9UPlsYqVmB4Ggmdyz2EmZwSHsJC7r0A4awSUg8hL8G0yCEuoYVzkXKJycV+XTTD2BJUYr3zjWb3oKxBxZHrmdtoINgpJktYf6hrMAD1IQscNcGFcXKzP8BXiWqoIdFjOYaLPCVTtcBrgW980sGnTmxbDbjq7hXyv9YzvqZsDtQIQjdjQOHlvR0bxmlA7ucRArbzt6B2wC3E/gdlQP05wkeDGTffAIs3Ry7SCgAQGiDpcyc4MGky6a4t+cIbZDlWqJnUsEvKsBkhljtDwN08/cVeBVvL/MlCT82SkTyexQJVwmvdXaHPuGM/HPklDeDnMavKn9NNNwl2nbkTaSGRbFT0Uqfna4FN7NmvvXB5RZVAP+6mloJ/AbXbWSrc8b6Rt1xclN0OYmLWLWrB/EfTsxazBjo95NTwgAKI8at8VSZMPabCyWgl49zJaqWiN9k8AG4vc6tZn7TQ5DAqwqJUwa64V91w+hwp5LhuSm1qFWSt8UM3orPmcKO/WsQ0ojwgM7JQ1ZfW1f3/2bqoasB568glMcOMOlvrBD20BknlMpAN+Mt45ZfNIV2hPh0CZusd4EAyhBME0sCf6NmwPxiKdk/DnH1qENHYV5XTiFYPHyIQ+z0+/QV6HfqhZI37Q8XhnSPbXT9TrbIgp75JvFB7Zyledt5/Y1OCOJa6Gd89fYSKMr1+SbF0g4rbV2c1yApyAMIDuPkBkXj/mFCMGz2O3YeYfMZF6vmR2PyEM4UrqpQcDpltXb/WddpthY2HGNaEZVMV204x3BBFYHFCMjaoivlV1oZEdrV/rwT6aEAUIyWFTmUoIfEnuDlAzBN20BkDdN+n+gWqeIFKbRPJfS+eQ/1yf/cf7if3+9wvcvcm6Ac7+8++s+D+/5uY/7/XZ4b5P39nlvq/92v1fDe+14K81bmf5K9lb+e6fwdhZvJ3rvW94u52yK7hbq7bjvHdrb0Z0T4H1e/OV08U6j9+nlnXbe6eidpv7p653Wz8PdiwWc0MGLNLzIxItk/MjnHSl5kZUTiHlxmx/nveNCL4704k4vTnXD2mcU7EXNbpTtReVeFO9F/W6S8EwpvAzEy1i8DMfPiN4ZlJdxeRmak9C56d87W/SySy8b9bJXP9t9Z8dOMu3n3s9c3cvt/1ILeNcOvFqDX5t4ljKcwodfJ3mWVbwqjF+1cYo875qQV0Pya07vGpVT0vIrYF7F7F1h8ypyfgXPKfi964NePdGvP3r1ynd906uHuuVTr9r6rs561Vy/+utVi5/VZa8a/ZfqtVPs9mrjXi39XXt/V+r9ur7XB3i2Dbwug9+V8LoYTtPj3SPxeip+D8br2Xg9Hq8n9O4heT0nv0fl9bS8HtizZeZ12PyOnNfB8zp+ToPQ6ye++49Ou9LvbnrdUK976nVbneas18t9dX69PrHfV/b60F7f2utze31xr4/u9d29Pr3T1n+zABzSgEsxcAgJHn/B4zu4/AiHT+HxL1y+hsfv8PggLn/E4Zt4/BSPz+LwXxy6jMuu8dg4DnvHY/t47CCHTPSkHjlEJZ/X5PGgPN6UQ7PyWFkei8tjfXksMYdU9uageZw1n+PmceI8Dp3HufM4em9On8cB9DmDHsfQ4yR6HEaP8+hxJN+cSo+D6XM2PY6nxwn1OKRvzumToOpQWT3eq8eT9Xi1bx6ux9v1eb4eL9ihET9Jxx5H2ec0exzoJ2H6Sa72uNg+d9uhenvMcI9J/uCdeyz1v7DaHRK8x5l/Uuw9Rr7P4HcI/4484K0m8NQHvlrBUzd4aoi3esJTW/jqDE/N4ak/3moRR1zia1E87cpb6+JpY3wtjae98bQ6b22PpwXytUOe1uitTfK0TL72ydNKvbVVjhTLV255Si9PGfZWknnKM1+p9lS2eUq4vyjnHKGdI8t7ivg8zZ+vEXxrCj0NoitZfCscHUGkr5905JZvdaan5vTUn55a1FeXemrUt3rVU7t66lhPTeurb99qXU/d64iBPe2wozX2tMm+lPmtfHaE0r6u+inD9lTbvsr7rQr3VOSu6PytUfc07b4G3tPMvzX2jiTfV/C/Ff+OQYBjJvB2HnCMCnxfA88HwfNNePsseL4Mvo/D2/fB84nwfSUcG4q3Z8XT4cJzxPiLg8bbccNz6PAdPTwHEM8x5O0w4jmS+A4mD7sTzxvF91LxvFfeXi2et4vvBeN5x7y9ZjxvGt/L5u1887TJ8Vx1fBcez7Xn7fLjuQL5LkKe69DbpchzNfJdkDzXpLfLkufK5Ls4vT2fng5RnqPUXxyo3o5VnsOV74jlOWh5jltvhy7H0Mtz/3p7hXneYr4Xmedd5nmdvb3RPC8133vt7dXmebu5VnCOcZznM/f2pfN87FzbO88lz3PVe7vwea59vsuf5wr48hB0DAd9f0LHztBzP/TcEt/uip4bo+/e6Lk9eu6Qnpvk033Sc6v8i7ul54bpuWd6bpueO6fn5vl2//TcQn13Uc+N1HMv9dxO396onpOqY7z6tGn1XF1dE1jPM9bzmHUsaR0DW8/v1vPH9fx0Pf9dz6/Xsff13IA992DXbfjpTuy5Gfvux55bsuuu7LkxO+7Nntuz6w7tuUl77tOuW7Xjbu25YTvm2Y7XtmPN7Tp5e87fjlO45yz+sCF3LMv/4nDuOKJ7Duqe47pj0O75uXv+755fvOcv7/nRO/b1ntu9547vuem/3fcds37f29+bBeDNDvBmDXizCbxZBu/ZB96sBH+2gjeLwZvd4M168GZDeLMknrMnvFkVf5lt4c3C8GZneLM23rM5vFke7ugPb1KIN1nEm0TyHFzizTnx56J4c1Tec1feU1r8mS7eDJj3zBhvxow/k8YZYeMMvHnPx/Hm6fjzd97zerz5Pv48IGd80HvakDedyBlm9Jp9tKYioR5c5jFg7r8j207cNy7fmCbNqkFbxY269VIJ5Ycxo2bhmj1joXTVd+CCeP7buXy+q8dqS1GOPfNjwXEd4zPapp2Rj5Rz0e57BoorxQE/tz5hmlaXdg4CAdoIxs+msB9hQoe/FLmZ+1VIXKzSZQI8dhkdaDaj/Uph86KY/ZvKRQ98tnuz228sz3alb9f3u2WcEteead57jKzsOXyzzymjyT97sllXmB2J5rtmz4NCzdauvd2sW57tOMq3zksPgzcje3aY9c8sV86YBa+RZ6UdZxDtLoN2EWHF7jPL7DoYmkjHTtFpTxVt6HmdiXZXQ5U5zW8CXKZAnK/fnq0ZI5hXdfs4o81migaGnjSEUpomrNV90oNFGQYX847AwG7htL9k7KuKY2LhvAIMwjO20HQFKkjQw0p8bVxjD5pVANO/GigKmnd0hLQ91TWU00ZTOMfoLzGD0UZl5tzL6L0iBxG8cR52Bnd8fNIqj2csiCSf1luKV+gIPHCj9Ig0cQWpdqZ92sjUHOaY8keBtH6c9oSZ4xX4cqkgcwxhomSgebQSr5AaEQT9oHpzSoHT2oxXxA44VmZfHgE+VzDxlVdCMEHo4u3vzB9QtkjMgTrzDcJBZGh3egJ8NfDOdAb4YGrQmf7g++dPskRoxyDzK7nCj6IAqY4rGQNOsSEnVzZ546iLmzhnsod7jALWnRwCbynVciWTeIK0x/d5JZ/AIUAYV7JqXoTCMynNoEu0aNqV9OI9yyFz3cImzzzmt66p1jbZxttNYS8TFW1yjnedDpc0z1zeLBIu6ZdR9GfRE2zj5ohiEdJGgA3nKCHwop0JwedRcjBrHJ0K+r9vMmZEmfMuaWALwbTQcVZAMI5zru7HUTAxOxThGdvDV0Gsg0keR90ls0ohSD1m12/2flnQkR29afWT9qrBU+FtFQhBaWLGia0Zmc0bnFI0OzX0pL0796vyxJzz2pnzaQtY5swoGOTavoorKMTzZppyANsTs3Bt1cwcYaiyUXSQ9POlLBL0UZUzR2SZnI1nDZCRds+7umeOYFQJSwtT6+B0YpcRr+rh2oJavymotkCOtVr7F0GgCDTvaqYpv6OVOuo3cxJjUW9iqi3uB4T9bWo8U+mhhHzVXG3zgF7FgBmwgiN3jvOq3domBL1zaNx9cVoNo867NmyaHHi5hHhneyU46ukxfz0U+t3cDThKz6bngteItv8ueEHbvN+l7d3QQbudQvkvgqWIOs+7cm76RZnTnKZ9pK+/BD4qihWCY76z0GRNxd70rzJYabq7TJbhYLc4C/+mPwYFVBZKiO2n0S4yaEfXvhmOJuZg7m6D6dVV6GgoLauCa28PvYzaPheG1pJ+fLc4TOsQzFpMvFccdI96t1BMCxItlwguqeDaygRNg35S0VYp+LPcKrGtG9MqRaenlVDv1iroIbRuP1OLAQL9zdA1rduK2FNXimn1oiOVNaPGfk7b6uxnA8t0ksHcpTQxn+1oNMc6SoOKQoBfrqaZaWqDOhOKpJIFlZnCx+rRlDNNczTx6DWuimvzHdQcCn0/v5LeemQatG0SmiY+4RCZByUJKBmgstJAekOEF9pwkaAczUlDKkAzE/UJnbmCUCr0syf6ERZADcYLrfQGpT2gr0q/e6iVC608uACcbVhDn0Dbdk7hNhkaBtq8dC+rDm4pSE/T1RY2NA8mE5fSlS6CUcTl6jobtgjhFL3p12/WCbraM+WuOHpro1xd8M1pgbSAtkllupTROFA7Ou+WGMP7vRJ1DMEmIHuUsezYtlvEtnoyASxRBxWuWn/4PiAlF4nTCB9gV82LgGD5RBE7siTaln8UoQEPTflHtJPWchMiLL0Jo6KjWkZkLJ+qJOaPiGFpUok3oCywMq0Qe3SxGgExK6Dod9E/LGELrD96/EXwj+BF20nCpiD4pJ+ilOePi2L5YwncvbKiTMs3S+ufKt/s463RgVLiSr+xL9H9qDc1xtLf8mJbZMGVLZeZEdR/SHe0WbUunXrsHCUpo3ozeCx5j6IbKLmU1PeR/aC1gJKDccMNpF0PLGH1dPgohmAUgbsm+KAMAnWzg4FkqYp0jJU8kuLKbMRzS/H7+EeEJJwWpwj2DXES7b0w5u3pAD5UwMvMuOFlAh813p4OjNNeeju58fdD9Sr4xxMlvKbPD+6jlfJrl7LazX00VMR+oersFpRN53VvLJkV95LenR/ya2Z1wu19x49qtKATXT7OLR7tKGr0QK9ZiOV6Eyx1N7NEqt4WfXjTKM4RMvVmDNOvg+OPGkDAc2jelH5LPM6oyPTwM7glsXpU7QhR+w3xWm2WBU14TeJqY1nTtM1UrSmCdEnvaLrJX5Z9TXge8Zvo8rG4EXxEufoBD6Q46rUVGS44avZZHrfhk0fmw6fPXoLOmxivDdDy0qHSAeUaeEfRosNr4lKDGN575OKomAQY/jzqNnNuXj0OzJsRZnn4lCvTW5+Uz0/X3Ge6zh/L80cAKQxdgjt06vfhtlUEOAs7EjmGEbwNVPMugc4WI/AuQLi6WqiooaIvhWqM4rRVxHbrgrZogplcQRxL4F8RK+vvjxDCiDIIp7uQq36ekpU4rrjFaDsQ5tDR3lVTQtdSNFz6wiKjHaksMC5irUBxNx0V9dZeGW1KhaghjaRak9nB9L/CQKN9Wdws2akJXzTXI8g0yhqEqrTlNLXNQCrUzsDWyHYQH7coSUiH9jGzruaIp40siHDU2qvi8Mlp44rjjeyoYvuhDENNNuigG/nOH4ysCRSsFueqePXVjRZ85ydGNgUKFsUhn2sGOImhHUkRRFmJVWdnymXEWpXNC/QFRDc3h9avlG5LwSpIsV22ls6M4VjqlUkapRlHQigTMk57Sy7lh4NlhWyguVbxHwJeJaS2iXBHTErBUL/ybKufIzxq8Rd6O0i605XHW3Ve5D/1iQLpoXBgdApYQSbtA1vsKYQ1qkDwUNvUoTMdTOR6FTOs5hBB8hif/jHUztzDU68b+fbczKwtfwQxayaxWhuojnXIqi71MKsrY2u32nirLhnvqk5Gf6sVUScb1fIWdSJVSXTJn+V4qOBdXaLoxPr7+SOiRjeEwqB2i663xhS4yAIJpYvnPPVQdOOApWA13gLwLXhFbS+02D4h7By8rE4hOQoe9IrcpUPCM0ip9davbwEuklkQdvTztH+HdHG52FFkcPXgFM2jzFbBgLpE9lAIC7PsEOVv5TDwLikdDEhS4Fbuqe1n3iVs706LgAKrG9Znn44CtN8nusxxOxCgORcqF/cOxwKON1klfDocgK/fuDdzOiJsnTThlfb/ptb/tMU2wY2zwuqXz9uIAXDk3eI0bsDXz8VtOowe9p8FDmrD92fRE7wZXvi5FIqUeBtPICymPPtmeAEPmZlxp7EFsoDEGr/TB4OeCoU3eJVP2wxkH52Jd6fLxn7oYEU3+on6MiA+/KF+4WWbSy50mn7gjaksTjlNQlAbnmxfc5qN7HcceGyflpzezJRvSthASXpVpE6Pk70UUW2mZzC/JRoyPGUuDxVkHLCsOx1XaFcoFJ3dPTOzWwAPaH3prgOVb7/tX9LSIczbLmbvatwwbaJvG0iXAivbTzuavWtyo5PVFYqjX3e52oAvA3up2xzn28PR2qHLSgonNuK6PXZgsxAXO+uw6jHuT1gq23OKQlR27zydgIy3FHRv8IEUPNMpeLdsrUXVQNsuzu9YnUIPsJ1fa4GFwKFIXxzHdk7LXcp2kK3FFmrTMXQ95uFBgBPl6FBbC6/Or0X6rL2yOI3ZTrdxCAO1hH6PGorR0VFTutro1mgMFXp0vSXEmrmwTulox1sjM0SFvX4hHAXGy5/NtvutUVrDliW1LYSOFIePeNEJrOFaxe1v3+c/3zZuYMi+BsU6vbJ9XHQF6/9WIc/V8L/CqWj8mH5Zf7mKMKUmndTw+dFRBE/PbHxjGxtLZ04ahrW7K8wVGpoWfPZ4SPgpK1SJe6TrEVrIpn9Y+z30A5QQZd36sBWjaiM4pdsz/sz/2NkUcMih76wsceEt5NtsEI5uuUoGwCKmKUZvxgDuyxEBQ4OlqaNmmuwjN+PPDNLEdoRRZzL0ltn+8bSj2wkxcFreST+vCTRs7SA4USG4JuKgAuHXapqvCT1ThFIO10yGtNgt5S4iAA9dkq8G0yI+GU4GkilGsCtf6otpZIoawEEVVs23FkHAcKIjImuNRWspwFGTuWsvwLlFIriUcBgOEoOaig/jUcXgu0LE+BDTB1NoYsJVkBaWKUzxZQ6t4ew6Fv+sMET0vetewOmvBhV3a/UMeFdzX3aSoMv7uZ27CofbH+n7VcStRTvgBe6HgmuRD7iadZqaID/0LPUCU0METuukaC1Sa46JT+ueb99Z4CWLfnmXNAHTTqwabimA4o2l1C7esxqAVxgDMr7rrkxSy7Opl25D2JGuFWHqt1hAUb9+l3sB061tauGr5WHgtYkEy5SZgXcIphj/qtKAx8+UcUZL1Yq3FsIZTvU2MeavLjnfdXa+lCn0QFOv50un/DYLrvV9/qVRKh1I4UuSv2puzNc9AEzv2IqYTK8BOG3nn2ZaexZ4ejOKDNf0PoDDhVGnQGivBC8NqoBqXK09F+BxtKStG23R4J2soRcd34D+fEnXO29aQLxGaK3dLSPgAXZLgq/GE1YmfBdv0XTCD0lCqTTtLlAtYZKn4ugJV6PbfdR004D3LJbKpivHDE/V4JsuXmIprkpQdzcwMY1vquP5qnMQSBlDDipShlGcclA/tqnpS7LVapzf57W/mbh4W4P2T7UfCu4rbVtT+6TaVwVOIcPn7q59WHBo0TFieLdzAcMiS9u/LXNGfnDEv15xYr6O2urvzjJw2qamNq61Qc0utKnl2ycfOOLHe6oD8KgBuGmkE44nvzYn05BnvMcfDTG+J2BfE1yJAMDTEINkwydY1ynkTsM/4N81W9LxDcpiAE4RA2eZMncB/IlEQTw9StYbcqGcbh8IWgP/CzShPHfB+eQ/1yf/cf7if/4Vur/IuwP+HXvfYe+JeE/Qe+L+G/J+o97vn/uyvt9tZyn4K+e90ryV6a/k98p/7xPOpuLtQf6e5e1x7z3R20OdPfe9Q/9lP/f2//d54Z0v3nnknV/+efc+H73z1D1+n4e1d7Z7sYAXO/ixxjM0cQKZZ9DjRUh+RPWOwJyAzY/v3vGgFz+64eYrOHVCWTfy9SJlL7J2AnE/bn/H+V5e4OcR77zDy1P8vOadB3l5k5dnOWmZn8W9sz4vS/SySi8L9bPWd5brJMV+Dv3Mub0c/S85/bsG4JQM/ArDsyDh1S/ccse7OuJVU/zqi1eteVd3vGqQXz3yqk3v6pRXzfKrX+9qmVdd86txXvXOq/a9q4NeNdGvPnrVynd106uG+tVTp9jq1WbftVyv9uvXir3asleLftauvVq3Xxr3Kule5d0p1L/r+l4fwG0beF0Gpynx7mF4PQ+/R+L1VLwejNez8Xo8r46Q1z/y+01ef8rrZzntL69b5nXXvG6c173zun1ed/DdTfS6j3630u1uOt1Qr3vqdlu97qzXzXWav16v2Oste71op3ft9bq93vi7l+603v1OvdPY93gAHm/A4xk4tASPxeCxHjyWhMeqeLMwPNaGS/J4M0I8/ojHN/H4KW8+i8d/8fkyHr/G4+M49B2H7PPmBnlcIp975FCVPGaTx4R6Mqc8ptVfmFkek8tjfnlMsTezzGOi+cw1h+jm8eI8Ht2bd/dm6fmcPo8D+OYMehxDn5PocRg9zqPHkXxzKt8MTJ+v+WZ3vrmgHnfU55p63FSPy/rmvnpcWZda6zFxPebum+nrMYN9JrHHPH4zlR1is8+DdmjTHsv6zcr2WNw+69tjiT9Z5R4L/S+sdY/l/uLEewx6l3Dv8fPffH6P/+/rBd76AkeO4KsXPLXDUxzhaSl87cVbq+FIO3wlyFM44ulMXFnKU8TiaV5cicxbUeMpcDzFjqfwcRRBnoLIFxy99UmensnXP731Up6+ytdjefqtt97LkYd5ajJPfeaK1Txt21sL52nnfK2dp817a/kc6Z8rFHzrCj0doq9b9HSOb12kp6P0dZeOTPOt6vRUoL5q1FOZPjSpnoL1L4pXTyH7FNR6+ltfr+vpe996YE8/7OuN3+rkp5TZUz77Sum3stpTYvvKbU/p7SnD30pyT3nuK9VfunZPBe+K5j2N/VuT72n4fc2/5xHw9hTwPAh8zwLP4+DtieB5KLiWC0+Hhrefw1/cHzy3iLe7hOdG4btXeG4XnjvG203DMd/wvTre3h6eF4jvHeJYjXjOJG8nE8/5xHdK8ZxVPCeWp3GLY/Piu8J4LjKe64znUvN2tfFccHzXHM9lx3Plebv4eK4/rkmQ5ynkWBB5jkVvf6O3G5JjnuR7LXneTJ6Xk+f95FhFec5SnhPV27nKc7rynbE8Jy3HeMvz6fJ8vTwfMM83zPMZ83zJPB8zz/fM80nzfNVcH7aXb5vn8+a7wnkecq7nnONR53naeR54L888x2LvL4Z8jn+f5/f3dgf0vAQd60HPqdAxNvR8EB3bRMdk0fNk9Dwc356PnkekaynpGFB6fpWev6Xnh+n5Z3p+my93Ts/L0/f+9LxCPW9Rz4v07V3qeZ363qiel6rnvfr2avW8XX0vWM871vOafVrTek62vvOt55T7dtb1nHh9517P6fftDOw5CbvGw0+b4rense+A7Dkmvx2WPUfmh4EzOzvj6KJYsh3e8f+dROWG5k8OavH2EZspTaOb1W4DOcI5Yc/3BSHdq3N8qQVt7rHca878MEyjaLqDmxvB0zH25wvG5d1L2txPejyl9PrZ9OWW07g3jP2wAA8pfthHi5Kbzp7LbI+dw89+ZF4dmPtLNQMnI06IfG935g0EI7PJSD28sRRz1J9t07zhmC4aZZg4n6Sj8YZkd19aKNgAfvZws4Amhk/LABfC6bv7KPdZsBcojsDSc/0WNIbSzftMKaiC13RPd9j7QuYst+yMo4G8cB1whYOw8HMeYjdKcD6/zs+9SwFHVKIJCiXgi8BzHMPYygrPiDhPc7AMWr4YMGbPzJnLYFX35Nl58NYVQWR+XX4CDmzJbU06OQIUpMu0/+c7nsGM8xbmT/gDpgs8+a9wiW3ywfO7wivgFbfkCscYpzCiXuEbcAoymcBjwz3g+GPpCg/5OulomrdpcOaJLDyj5DANxpxlrtJdwWr+H65I/gS3YHLPFcAdwbB5LBO0UKnj51WuyPEOqgv30lu6g3BQV2bEUXwG7fSQ6sht3MH/ftlQ4UHV9XsJ0XFvdxLBSog445104Fxuk5OII0n5lgrB9MPDd0LT29bDxXTBq0G7R0p3xrQXbgFLNejdrIjceot35oUoJGOrvDK1vWFgDFKMQf8seIYCm0Rwb1PIG+kutW/OHNPIrnySp3e2nO70c++OnK6ijiY4xViZ88wjvd2bb6mcGUvdBfPtCy/oM03emzvS6rnP7YxBoO1Owr8jAik76C0fTK8mVtaRyu8DCAUBuqzP+JVeiZzqXSjY5xtmdFL6W/V8Q7ku30O4zDmJ8sSc4zvoKe3GRn+VM/Y5XAY/Qtl8JzbfJrgpi+zzHGUUuoHjll4VjJHpVac9ZsxNjlc1xoQRULbkLpPqTZmTqz21ftMnAx2b6SbwmDIqGDyJ1oN+D0anpqvIZKqx6DDQjQ1avdWqLjoSrTYtAmOGWI5XDcsWh9HW6KJYsEVmZPs5RS1KJ1n9R+3MFqvD6ubr93w1b55mK0NKsMhSDD8MoV05Dzzi5df5lZv/KyIrIGG3XO6hd7a8T1kbBVj1px3Akq+q3QMeDVeu6qTtNqx6U9JuxtedQMeqxaS+r5Rn9xivqqjtfiSUd+WF3S2UtCQ36gZb6FHxt9sSrW3EJCyfWW5pKEq9EG0ontDBz1dp2DaGEvpR5cffFQ18jLYVfIK1HK+CtG1f0cZLPzLeClkUvDE/W9tjPUzeRI4C+ddMQzkdw74+VS6mzOWr/G5adSjXp17D3dpDeb9JjIy3AjHs2QswbUN0Dih6nPppbTOi0UB3adu7hhBu3pTpYnIfgwtTC6drrMKP2n0P0w1FnyQJFdw0VdFWwVGsyq5IqyKmqw1jerZo28wk88x2ixfdn5RS0c4vJh+FcXWFTAcZXaQCNovg2nFG16kVCcCBVx7IbXtUpp/N7CtuAv85+t/cAqu9fX3xWkJoV8PMtNHBy6Itqd7KeG7wj/SNQqc3bqR4Nep2Vx90LQp+w236Wtc8tahas4yy7U3jMiQD9BnpJFzHuyElML0rShPWkBjwEXo8ctM26QF9zL4la9C1jHS1PQ2ngj5Ch0qUfvlHwWCSWBWZlWFsAJ+li2BoMzwqUrShzJLNCAFON2rtLIZBApzZB4Ir44TxmsvNUAFemwy8MoQW4EleWMN/Wc3fVG7XCp7tm2UOlmHd4C6kJLs36CGhrTapvWuGvAMc9eQouJJ98FDoDxTFlRuEhzukt4wh5a3PcL8LhnoEPI+sH1emEjMDp3AhNrEJneWAH6IwhbX9el8NbQrvaOytq3essqwqJkpCJMY4us+zycTfvX4MiwvrcE6Zbw7WV+mcu9lla8hglQ+zvMp1hlSGTYHC8M+vpayRW+cmYrhpWMH07EXX+DHcsEWhSPi5wVCI1u/OsiHKgVGakur8kLrXdZbYndQQ8bABJc2PO/oMDZH+xXDdRD/gSSIuwwsEUZb2yP7xCLFn1uPUMKxDHD0DNQ7BKaGP+Yecu0mN2Jpp519bWkdjFHyM6yA0nEna4SHCUIolrfie78HElpIJXXGTgIvwSv8Z03XsW2onN/hSURskeu3WGPCDGm2oo4nbPcLhBFuqayhmKNaGmkq/hMLUpGazIMFyAHhQuA3zFfPYm5AkOissFpXDxnSWWYvCfVZlV8FwcWYAHoGkZe4G6HYkCwHTF8ryeAWwlhlMr1HtUQnD9E7/zjc2tGNEPHTwbpzS3X4T7vuazy2E+x31G7Iz43lF8ZD5USaWx5VsGC41chO6ys/Uq2HEYb1yHMPVRk5EL3X//GNjZw3+kUN1hKR4vlcuZjjiwIMyvCALrDyO/Mz1DAe9NJ4kmlQWSKk9F7xtKgm1IIQj80pIDSG+gAqOiaeC06sZQrzyXRDrR1jVAJs3bx4+0myKK6vS+SsqDONKy0Hnb1Avnlm8Yf8X1oj2rH910hIN8SoSQEVA/8OoV60BYkRa4HVctQmjRkAtA7YOn0qhp9W2tbWPDqFHZOqXLZV0FEKlB24LLhBHzMyc8qNAY8QUSCohEVYYFY581XkIp6cTZELzrhcBx8jleNWXoOEo3KM761HA6Z6JUmvXrzq3Q/mVPepgLLFE3HaWzfjjiQeHH2U2lo5M7ngdZTngifb6epXxcPnIJspV9gMeKaO+y4S4PRSSIIY7yormbgKHAFj/bkM18Bbc4WlliC6uciYeLujg4yp/mpcEta8Ww/c9FMj2cpdRCae0aJWebdkVLy2KLv0q05qXHBXD0j5hLb0NrHc+qr28hELhede2OLxXHFp6tJdFhWldrbu2K8+dw7/EglJbpzbLHzj0h6pwoT8fQHQ56t1m10EjtCBSFhx5fy1XPd3saiCUYJD1t9vRsdnrVZfHboo51Vef2myy3DtOkgRBEEMvX7ob2GYTZ2LHJ5VH8TDzjOaj2WDOCOChSwX4//d1Jbu25ERwf7/iLGFxuj27vAQxSEhItPQkFogF6uHRUj9a0Ej8PhlZtsvlk3GEoGmr7r012DlERkbC12Sk8lsxY+01x+Groztq6U1HZFW7NArWc9SG21sRZe19b8imXB2uVZw1+mxutZi1hV4sn5z5Y7bil1i1RnvT9Vxa9HFysysjwpgt/bK7crx6YkJo6dhbshfFAOwu1/G6VWHgAJ+9uSlIgN+Z9lbwRagAuZrvNdFF7wBZRExx9LJMeQS0Ybk0oj70dfq9XL+KLGA3xv5JFq0GHQAeX7UdJLQX219ftCB088Y21mXfaL/qrUi4akqg17HUsOsy6rjzXhdeFSuQMksIMtan8gWg5lpflTKQviQf93QE62Ll257WoPQpjvqle0Svz3HqNQ6hD1kOvseaqy6IrCfJMIZeyNQRwe0fZQ4Amboj5+OOro8pU1IRXSQ35BqDbK9S95e5yJ1UMJ1qG30fUx6lIn/2dR9qohXaEF4aQvDRvQsjrZ4qLsAfxE+8qC9W0IZ7QR0UfPRK7VttFY+RnRndmV+sWjMahbnzPKzaNGAB5q6ztUrZANPwXZRlVb4BNzuXzoqHg0MT0v1YLfo5Ys0lcJyyOlNu59BaSlf/WeR5cGpDjwRXlZ/jK2h4dUBwUQUCFlHzMRCfqSJ0aJPiVBeaqkOnLxpDhIZCEXozWx7NILJBopbeV5OzyhyhcpBGC82iigSU1Xfu/qqihPWW47h+qi5hvR5tx+CwLjltfVFsxP3krgSDddnUL2oVi2bUgTasHm2vElOyDnx8SDNOSSrFgYobCOWUsFJcJ4/ujql4daDbv+UBr06FLPm04P2OtoypqHWoUUijuwN9ZrnuO2dR7JJ1ScsubHgofKFpIUa/KTaijFVCelFsBJSXShuqYhIUJb8dnlWErIJV3ttJVzEznNnS9WFW8bOKLVrd3mYBm+BCb4NCtlVdqTtBa9Vcq2g/bOHeZqH2MneZqVXnDUIu4Db39akLB8rJ0UP/pGyL3Mb6oKKs+nJFW5h7jWDRo0NmGZt7ka+DyS4dq17l7oom82daemnmlRNA8n0V+8CVx51ctirvadtgb3VclfqQF0uk3fr6VPbT6uaRRyPEVAIsUCHrYd2qHKjrLr0oDervKXkfxqh/t423tigZ4oXXlE6qkWowgnAhTyeZ8MPBzlcJ9QAVzX8Bq041GMmVH9uVH+Qvfnl7h/YTsTfA3hh7w/yL2F+QfXG2P+zdxHYf36327mangZ8e+7TZZ5OfZPvkM0vBLYttiZjloobOtIu2FX1jc20bzWw69wG2z2A+hrok24Mxj0ccJPOn3P/a/pr5dx4P2PEDizd4fGJFMyT04ZGSHVmxSIxFbizSo4EhCSPNqJNFqTSqZVEwDZrtGJvF5DyGN0N+liGwjIJlIDxjYRmOmRCx/InlWyQ949mcnf2xbJFllywbZdkrSXZ5bsxyaTP3Zrk6ze0JFMCRAwI0mLAEQzE46mGjJAxVoSAMw2wYxmNjQgxDopCTjVAxRIsjYAwxsxE2hshxBI8hfgwhZIiiCUAyvJLjmwwPZfipjbcyfJbjuTb6S6BihiwzJJoA1zbOzXBxjqMz3J3h9AzXZ3UAVjdgdQZWl2B1DFb3oHUSVldhZRhStWFVHlIVYlUkVnViVSpS1GI1MFYzIyU2VpFjFTxW8bMrhKyiyCuQpGDJ6pukHMqqp6zaaldnWTWXFn9ZrZjVllkt2q5ds1o3r42zWjqrvbNaPSnt20wAxhzgTAPGTDCJDIz3wHkSjFfBeBg2b4PxPDgvhPFIGO+E8VRsXgvjwXDeDOPZ2LwcQuPhrB/GEmKsIpuFZHOWOMOJEKJM/hTjW73hZzE+F+N/mXQxxi7jbDSbvcbYbpQcx7h0NveOcfU4t49QAU3iIOMZUlqizWIkpEfOkbQ5lYyDyTmbNseTcUIphdRmnDKGKmO0MgYsYcwyhi0n5Nr8Xcb3pfRgm03M2MecrczYzTYbmpCnOdfa5mYzLjfnfjOuuM0tt5nonLdu89wZL57S6Bnr3mbpM1Y/bQJgPQN2jwFpSeAdDKzjweqPIM0UvPeC9WoYnR2sD+RN34jdZ8L6UngfC2l7YV0ydlcN68LhXTtWjw/rCOIdRHbHEetQ4h1NpAHK7pdi/VW0Hcvu3bI7vVhnGO8kY51ndqca62zjnXBm4xzrs6NteayLj3X92V2CrKuQdyFaTYusx/FNTyTrobR7LlmPJu/pZD2grGfU7jElLam0gZX1u5L2WLublnXf8m5d1t3LuoFJ87Dda8x6k2krM+t8Zp3SrLPa7sQmjdu0zZt1hbMuctZ1zrrUWVc764JnXfOsy97uymdd/Lzrn6kEMFUBpkLAVAuoygFTRWAqCkx1gag0MFUHpgLBVCOIyIStScE0LJjiBdPHYHoaTH+D6XUwfQ8iB0LEQ2ytEaZNwrVMmPYJ00ph2iqmFAtTbuFKL0wZhinJmMIzTKeG69oQGRxbNYep7FBRHqbhY2v+MI0grilkahAxzaI3GkevmkiqllQyivHnYJ1+Ur7c4IOIWQNHH9K64Ac4b3BCe08mijriX9JQVBcbclYh1nO74Ac6Zcm7rgd/4QdqESWKGzjBwA9gCiRdLmNdIvIad3ux4Ao49C53cfMFWMChP2rXSS0eEsgp7Cp7C+CAQ18lQ4h9fQAO8GCYdTqABcBH/fdf5m4BInDqq3yWo68PIEKOmcPEn0FnED/g8m5OF4ACxx75whBz7wAFTr34uzbIFTHF8Wsua70AFzj1eG8TuOgABU69i300CIZPQJMubN5gQS40mCk9Rl+QC5Uqi24AERjQ+jKEagE0YCXkmfrU0Qu4QMxVB+0MsIEmdHdfduEZsnyk0mGFC7ZAoOeOXuRcYAvYFEmHpmQ7Zh7nvHnQBbaQdcm0J5oxUAsNOzvjYoEnVLM3TCxjoBNRi7K99nGhEOrNk+tID4Y5xRb24t6CTmAdxKSBTkCCN+1RwYJOYB0a47tgO9ZxrHaqL+5ePJcblN6BN+BhJaaZugsDb1D7XPqMC2SXLbvxjq93eSEOGnyXQYi6IIfzE/ZigyaATsVl7198QA5RjWN9GdqO7RR8cYMZh6J2Dtv2WyAH7OLWRkZ5oPqOiUj3Xb9ADlgvw9UskEPE4BtJt8a6OPdcw3YKF8wB63J6jiHNPjAHPeQ51IEtgGXVjcVlFCbmoCYkpjrUSQbmoCYnhMmGLCgp+M1ELZgDTNqB0T66fmEOiG+8JNxjvaDI1TaTuWAOWJd8Ne5c4jMonyDCwBY0Jh8ShxNcOFWXSxhgwQARsO6Cm9rpxWvuffcDC7ig69n7ASLIHetYzf36AS7o7y/jFV/gAtZRl9oJtvE82lP0Z6AI+hKan9rpYtXjyzu7UAS8e3kFeYARATM2d03YBUXAN4/FTc0i7NL0skOcHo++Y5cdeIULGhVW70e4gOmZvu47H+7KJX3c2wlyGB5Tux+4zifW5dnrno1g/aha3b/ZKfz+dHIu1mQHtxNP4d01N8KkvlKOI2y51PpUOMJ5COmDgp28jsNcczIER0Wi6bzlcOtb1krsMT9KVObePUVcoSDE4f2XSyIA+fa0JZorzqRw2PVHG0ChPWFd4SqP+StDjR9zzKDpuiW+y46FMH8qwU+hp1T65VdevWz85NVAlF3nCXcsbmzqRR3xHC16y9uXA5p0wkgqA1rsctyYG3zEOU9hHH6gAiGEOX8BA2DCsaEFiw3R586d77vYnIRhR5hVv9kuvA9J61+Y30knPvec5kSRdOzdimksphTLrXUC4jS8EO/GsJZhjof5ThBtFb+1CzdhXbKGNCd6dLeBr6C6vZubwTrivr1lBYBMSQPsbZiAFl5IKos7BKYahwc+PScsYchuuNnhfvHdg+ILd3cNyAhvdKyjRFHqBiUt4YCso/4ad8El7BO0NQyWOAgkaZ9HuYQhCVb3yMecP9PDFuwrOetzzowEiShT3BGyJfyRdXmjbdaEwG0M7Q7ALdGVLEss2snmM0bTbZh6KiDLR1bt8hu4t0R6CdMzMICgr2PrubaBh0vAqNNN+kxeTOirOrPyjk0uYSe4OPL/3YhSldd+bNDnEr1iCAskjusWBWOXA6qZ6wWjTO+A6xJMQ/xfDLQfzHQwJV6GBVwhOYIXMQD9qXQataYxN7h4CfgBLwOsmZx1zbM3OHpJHPR0uU7RWfIPFHyG5dYircrD30DwJYtJSHRKPzhLNgTsvYYzN8NydkepGyS/JFVarJKcfCO+A/HHUKGZslV/0prWCsGS4iVN3waZ4koVUWnANO/Y17FZ+zSJqzKxpJywACfX4Kdb6oranPc9JFpSXazLK56l+5Eyo06SxGuPVHqk2Fg/QZafbqk61sVt10ElGKm91luaq4MyMKAArOswUF2/IAW9H9enMS0QhNYWS4fNFsiiP28cv0c+rTv2ys1CqNAJqkfddZ7w+gGUTRbHSdeA/ZXjlmfHcmtl+4YLFQQTPlIecMhFHYF1lyw9DGaKQyG1bFtqoaYoBW0EzQvDRSeChN6eI+uH7LWXHb4wZZCM4NWnvg5WQdnLPAsTJ+k8ptYbAyZxB04uY/pQX/YSPfTZuNdxXnhBsg72VBnrYuyj3s5qLRbeEaxL7FMHQFNK/W5WHuFFakJOg7RtkqCcvM595MhCjtKOsBTc5OeHvtFudMeLeoX15MYsetQdUo3HZsEXahfWxXf0WaCY7JuP1DYPcTHHMIYqtUEwFqen4yjvTmnhpcGHyVaaIzwTWhz2qhB4b07nid+ZphcdDusl1Xl5y03HP94ZqxfdDpGC830celVB/7YPNAFrzxUVlL/xZy+SH+IzObN1ros5yXtVqGo1JHc270LbBYmjnZW6G/v3Ih0iCk+YfqbrqOb4uheFMJ01+rOoeiMdS17q1V5tJGVZxwi9fZ5JPYMPX7bEAeseE5U2zjQuP7kHd4o1fn3SWPpOyU46XavttR+9fTFde/aEp9UZ1Vu2tbwdgOqtziGywD9D2pI2vHyH4G9L8paPqNh/vHpB5BimtIODaB3BOMUd9li2FMBKUG/nFkzyLHvyumxZlEbkCdvYyrJ5ckpbcrycFAAWbjJZkXlEnVd87wyY5xApfMEspL6MsaNuh5aXY65FviPHcf0wF4C0Yx59DQiSxdrtpavFHGkfhG6Au1kD9I7oZk6pDTq9by1pLSYTqwE9ApvplXXZFn0S8GXBMSUqjsGQi8HHaA9UNNrmOLAOPHhSKbsDwrrkcHF3WLpejyn4MRwf1uW9+sGlHI4S6y322tXlbXGbOQx4/XLO+lSDtLH4crwFrxM/Zoe2WA+J/j3CR8Dzh7bHyt+f/wKTqR3a5MqP7coP8he/vLlD8kD8+e33xd4v+x7s+7HvTbYH303m7rP36pudzU6CfXLYSeMnk51k8+AzO8HtCrNDzG7Zdo7ZRW5Hmd1ldprZdeYHTLfBvAz3SsyLMa/HvCR1qrYPZj6b+XgWE5ghBIs4eITCIhoWAbGIiQRYJByzozcW7fHokASTLPZksaoZ2pJAmMfNLM5mcTmL4+24n+UJPK9geYiVtpAk501OxHIolnOZKRrL6HgGaGeMLMPkGSnLYO2Ml2XIPKO2828zWWe5PYECGHLAkQaGTNhIBkM+GFLCkBWOxNjIDUN6GDLEkCSOPJlIFUO23iBhBDizcTaGy1EYj6F+JkhIIEWOQDLE0kY4GSJKAVSGt9r4LIFzOfrL0GKGLttoNEOvKdjNsHEbSyfQOwXqCaxvFgFYzYDXGFhNwq5hsJoHr5HYNRVWg+E1G1bjeS0ImaWjN3Umuy7F6li87mXXyVhdza7CsZodLfHZFUFWQeQVR7tCySqavAJq1UtZdZVXY1n1llV7zeIwqyXz2rNdq2a1bV4LZ7Vzu9LO6vJmGZ9V/TlLgLEKGAuBkBYIxYExIiiDgjAuGEODMToYA4QxRmyGCWOkcAYLY7wQgozNp2H8G8bXYfwezgdi/CHGN7L5STabiXGfCFWKM6sYE8tmbjGmF2eG2Uwym3fGWWo2q42x4DhrjrHsGCvPZvEx1h9nCZqsQpuD+IaxyBiONiOSMSg549JmaDJGJ2eA2oxRxjDljFTGYDUJr4wfS+i0hHxLqbqM2WszgRlzmPGMTVIy4zBzzjPjSJuUasbA5oxtm+HNGOGcQU4I5yY/nfHZ3/DfGV/e5tczPj7n79t8f9YfwPsJWP+B3a/A+ht4P4TdP8H6LXh/ht3P8dr90csm//745vHN49+PgJMqruT8z0OO0yM4JGF9Re6sIXxKj/98//jr41+Pr38THp9/ebjHZ/nvH/HPDy//6x7+IXZAQ4zDKSaNHZvFo8rrQbTw7ZfH13/xj9/9PK9/YhuIBUDmL9vxeUDdMsPy4sdfr/eweHinWYWgHKTa/AEVFHlrr5fLiRVD63OQb/nEl4e8SlYw1vjdctSduAgn37s8nh66VSXKT6CiYt16QVUIarAA3QBg4BwdKohhXA55JwmrJQGHWNWhjdiy/dErZF2ObVTDAZQyP55APhs6SdGCbVztJe4W/wUVALGbwEBKhHqbt+78wNcE4NckgJafdeIhxJhCi1Ws+Hr9Z7n6+rhPteP+AGgs29LJA8ERYYev7/PcF9ePQW2kSVwgZvTxDAl6UJLU4EWZT3Kg5iHWw4nVkLemX0FczYHWXH5vGb5Bzq/DSQL0KD7BH6qIyu8MW0LyYA/5G9kSTwT6CRI9RfaTtUOi6gshaRLDJ5sdclbeQ1HC2lBPbc+LvnjYvCCBbEG7rFh2+8mDmLjUVH9JPMtTpS3lz8nxddavDxk9dlmjVJw8eQNyZ4gfzQ0Fr5MhgydWS25N9oh+BY/+MXtHyY2K/YVk48OrFamyvQDYvF4OAR9AHcmdXznAEid50GjeOsA+B1MqCQuew8PtORWSMm7lyDDlkt/L35Zbl2gyu4YncdbliJWLHAT4jSdkLSLuG2o0xiuMgNgTRLrFN0MyTsI7SUfbYX9P6DnFgPBOIlIkfVF824Fc6fXq6FSqLUREDx7dgkHi3pBM6yAvTJxqbfDPMIMRwp0e+niJHXePOkQ6JVwlYpPziyKvfd9A/sRjoSQARQj5VhJo1QDYzviWqjEmmZtDp+jTnwpIVc5w8e+sA141QDHIhTwkGJVPnHCH704g8mk5EgeyD/lTUMUWixcA31gP0qDGlyGXkPCj8grQYizZ5zvLAFjES45XoTCDv4EYTiKk9N42oEdXfA0Kj0XtEKAH8edy4q1bEz8mRreJNZAP/ITiLJI6Oc7OehJ0bkKwTxGxA13CSUFP00nKF4go84idUj1TZDUJJ/OdQYQxg6RNU8VClKcbHkU+0LunPqDzkSHDLoHfUxyF3pZEUcnch02MhLgwdAmLPTxQnot68rJt4bCz5A1CcwsvuEKP0kn2Y25aOTLACVSWE94Tnltii/DuqeHLapJcQ1xnE6eMqnxWGfrbHnn52HImcoCOWEOOiy2P4wcWx7st7xUElU0iwU18QNDMlSgu3psBgBgbScQhWQ9X9lQhfAm7xDMe8d0ROVEmSFbGpGc5ipfwZ9nKem9I5jyqjhgpUEBFEMMJzUjrEwbUVyRWgIJC1i8uga+Ex/UwYyQoGqKrGuVeec6vdK6AxBq24fba/t5QD5N7FcOtx6mqxg9/q0ElI+HUGmwhDp4DnaLdXuvLJ0QlAiqSYhi9Wi0JKjX9ataZOtCg3hCAISJ+opISVWAnvLMlT4TWAYIeB3SJA3CwBD1hQP783hpk3pACZ8hUPKEyJKEX/rhpShpSUfmEEmQ4ddxO4ZMAdsl1+TcSwONHnrpJoC9QikRmFSlV8AC+cfXHbz99fP0H8Ypf5cenHz7wFz599/G3x6/+/PN3P/7w4/ffPb796R+//PL43/c/fv7nf3/59ePvj09/+vj9J/n1H/8HWVhTkQplbmRzdHJlYW0KZW5kb2JqCjEyIDAgb2JqCjE1MjY1OAplbmRvYmoKMTAgMCBvYmoKWyBdCmVuZG9iagoxOSAwIG9iago8PCAvTGVuZ3RoIDIzNSAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJw1UUluADEIu+cV/kClsCfvmarqof3/tYZRLwMD2Ngk78FGJD7EkO4oV3zK6jTL8DtZ5MXPSuHkvYgKpCrCCmkHz3JWMwyeG5kClzPxWWY+mRY7FlBNxHF25DSDQYhpXEfL6TDTPOgJuT4YcWOnWa5iSOvdUr2+1/KfKspH1t0st07Z1ErdomfsSVx2Xk9taV8YdRQ3BZEOHzu8B/ki5iwuOpFu9psph5WkITgtgB+JoVTPDq8RJn5mJHjKnk7vozS89kHT9b17QUduJmQqt1BGKp6sNMaMofqNaCap7/+BnvW9vv4AQ01UuQplbmRzdHJlYW0KZW5kb2JqCjIwIDAgb2JqCjw8IC9MZW5ndGggOTAgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicPY7LDcAwCEPvTMEI4VMC+1RVD8n+14Z8esEPW8i4CRYMH6PahZUDb4KxJ3VgXV4DFUIWGWTk2zsXi0pmFr+aJqkT0iRx3kShO01KnQ+009vghecD9ekd7AplbmRzdHJlYW0KZW5kb2JqCjIxIDAgb2JqCjw8IC9MZW5ndGggMzA3IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nD2SS24DMQxD9z6FLhDA+tme86Qoupjef9snJemKHNkWRWqWukxZUx6QNJOEf+nwcLGd8jtsz2Zm4Fqil4nllOfQFWLuonzZzEZdWSfF6oRmOrfoUTkXBzZNqp+rLKXdLngO1yaeW/YRP7zQoB7UNS4JN3RXo2UpNGOq+3/Se/yMMuBqTF1sUqt7HzxeRFXo6AdHiSJjlxfn40EJ6UrCaFqIlXdFA0Hu8rTKewnu295qyLIHqZjOOylmsOt0Ui5uF4chHsjyqPDlo9hrQs/4sCsl9EjYhjNyJ+5oxubUyOKQ/t6NBEuPrmgh8+CvbtYuYLxTOkViZE5yrGmLVU73UBTTucO9DBD1bEVDKXOR1epfw84La5ZsFnhK+gUeo90mSw5W2duoTu+tPNnQ9x9a13QfCmVuZHN0cmVhbQplbmRvYmoKMjIgMCBvYmoKPDwgL0xlbmd0aCAyMzIgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicNVFJbsQwDLv7FfzAANbuvCfFoIf2/9dSyhQIQCW2uCViYyMCLzH4OYjc+JI1oyZ+Z3JX/CxPhUfCreBJFIGX4V52gssbxmU/DjMfvJdWzqTGkwzIRTY9PBEy2CUQOjC7BnXYZtqJviHhsyNSzUaW09cS9NIqBMpTtt/pghJtq/pz+6wLbfvaE052e+pJ5ROI55aswGXjFZPFWAY9UblLMX2Q6myhJ6G8KJ+DbD5qiESXKGfgicHBKNAO7LntZ+JVIWhd3adtY6hGSsfTvw1NTZII+UQJZ7Y07hb+f8+9vtf7D04hVBEKZW5kc3RyZWFtCmVuZG9iagoyMyAwIG9iago8PCAvTGVuZ3RoIDIzMSAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJw1TzmSBCEMy3mFPjBVGNtAv6entjbY+X+6kplOkPAhydMTHZl4mSMjsGbH21pkIGbgU0zFv/a0DxOq9+AeIpSLC2GGkXDWrONuno4X/3aVz1gH7zb4illeENjCTNZXFmcu2wVjaZzEOclujF0TsY11radTWEcwoQyEdLbDlCBzVKT0yY4y5ug4kSeei+/22yx2OX4O6ws2jSEV5/gqeoI2g6Lsee8CGnJB/13d+B5Fu+glIBsJFtZRYu6c5YRfvXZ0HrUoEnNCmkEuEyHN6SqmEJpQrLOjoFJRcKk+p+isn3/lX1wtCmVuZHN0cmVhbQplbmRvYmoKMjQgMCBvYmoKPDwgL0xlbmd0aCAyNDkgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicPVA7jkQhDOs5hS/wJPIjcB5Gqy1m79+uA5opUEx+tjMk0BGBRwwxlK/jJa2groG/i0LxbuLrg8Igq0NSIM56D4h07KY2kRM6HZwzP2E3Y47ARTEGnOl0pj0HJjn7wgqEcxtl7FZIJ4mqIo7qM44pnip7n3gWLO3INlsnkj3kIOFSUonJpZ+Uyj9typQKOmbRBCwSueBkE004y7tJUowZlDLqHqZ2In2sPMijOuhkTc6sI5nZ00/bmfgccLdf2mROlcd0Hsz4nLTOgzkVuvfjiTYHTY3a6Oz3E2kqL1K7HVqdfnUSld0Y5xgSl2d/Gd9k//kH/odaIgplbmRzdHJlYW0KZW5kb2JqCjI1IDAgb2JqCjw8IC9MZW5ndGggMTM2IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE2PQQ4DMQgD73mFn0AgQHjPVlUP2/9fS9h20wseyYBsUQaBJYd4hxvh0dsP30U2FWfjnF9SKWIhmE9wnzBTHI0pd/Jjj4BxlGosp2h4XkvOTcMXLXcTLaWtl5MZb7jul/dHlW2RDUXPLQtC12yS+TKBB3wYmEd142mlx932bK/2/ADObDRJCmVuZHN0cmVhbQplbmRvYmoKMjYgMCBvYmoKPDwgL0xlbmd0aCAzNDEgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicRVJLbkQxCNu/U3CBSOGXkPO0qrqY3n9bm0zVzeAJYGx4y1OmZMqwuSUjJNeUT30iQ6ym/DRyJCKm+EkJBXaVj8drS6yN7JGoFJ/a8eOx9Eam2RVa9e7Rpc2iUc3KyDnIEKGeFbqye9QO2fB6XEi675TNIRzL/1CBLGXdcgolQVvQd+wR3w8droIrgmGway6D7WUy1P/6hxZc7333YscugBas577BDgCopxO0BcgZ2u42KWgAVbqLScKj8npudqJso1Xp+RwAMw4wcsCIJVsdvtHeAJZ9XehFjYr9K0BRWUD8yNV2wd4xyUhwFuYGjr1wPMWZcEs4xgJAir3iGHrwJdjmL1euiJrwCXW6ZC+8wp7a5udCkwh3rQAOXmTDraujqJbt6TyC9mdFckaM1Is4OiGSWtI5guLSoB5a41w3seJtI7G5V9/uH+GcL1z26xdL7ITECmVuZHN0cmVhbQplbmRvYmoKMjcgMCBvYmoKPDwgL0xlbmd0aCAxNjQgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicRZDHcQUxDEPvqgIlMIAK9azH8w/r/q+G9NNBehhCDGJPwrBcV3FhdMOPty0zDX9HGe7G+jJjvNVYICfoAwyRiavRpPp2xRmq9OTVYq6jolwvOiISzJLjq0AjfDqyx5O2tjP9dF4f7CHvE/8qKuduYQEuqu5A+VIf8dSP2VHqmqGPKitrHmraV4RdEUrbPi6nMk7dvQNa4b2Vqz3a7z8edjryCmVuZHN0cmVhbQplbmRvYmoKMjggMCBvYmoKPDwgL0xlbmd0aCA3MiAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJwzMrdQMFCwNAEShhYmCuZmBgophlxAvqmJuUIuF0gMxMoBswyAtCWcgohngJggbRDFIBZEsZmJGUQdnAGRy+BKAwAl2xbJCmVuZHN0cmVhbQplbmRvYmoKMjkgMCBvYmoKPDwgL0xlbmd0aCA0NyAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJwzMrdQMFCwNAEShhYmCuZmBgophlyWEFYuF0wsB8wC0ZZwCiKewZUGALlnDScKZW5kc3RyZWFtCmVuZG9iagozMCAwIG9iago8PCAvTGVuZ3RoIDE2MyAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxFkDsSAyEMQ3tOoSP4IwM+z2YyKTb3b2PYbFLA01ggg7sTgtTagonogoe2Jd0F760EZ2P86TZuNRLkBHWAVqTjaJRSfbnFaZV08Wg2cysLrRMdZg56lKMZoBA6Fd7touRypu7O+UNw9V/1v2LdOZuJgcnKHQjN6lPc+TY7orq6yf6kx9ys134r7FVhaVlLywm3nbtmQAncUznaqz0/Hwo69gplbmRzdHJlYW0KZW5kb2JqCjMxIDAgb2JqCjw8IC9MZW5ndGggMjE4IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nD1QuY0EMQzLXYUaWMB67alnFotLpv/0SPn2ItEWRVIqNZmSKS91lCVZU946fJbEDnmG5W5kNiUqRS+TsCX30ArxfYnmFPfd1ZazQzSXaDl+CzMqqhsd00s2mnAqE7qg3MMz+g1tdANWhx6xWyDQpGDXtiByxw8YDMGZE4siDEpNBv+uco+fXosbPsPxQxSRkg7mNf9Y/fJzDa9TjyeRbm++4l6cqQ4DERySmrwjXVixLhIRaTVBTc/AWi2Au7de/hu0I7oMQPaJxHGaUo6hv2twpc8v5SdT2AplbmRzdHJlYW0KZW5kb2JqCjMyIDAgb2JqCjw8IC9MZW5ndGggMzM0IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nC1SS3LFIAzbcwpdoDP4B+Q86XS6eL3/tpKTRUYOYPQx5YaJSnxZILej1sS3jcxAheGvq8yFz0jbyDqIy5CLuJIthXtELOQxxDzEgu+r8R4e+azMybMHxi/Zdw8r9tSEZSHjxRnaYRXHYRXkWLB1Iap7eFOkw6kk2OOL/z7Fcy0ELXxG0IBf5J+vjuD5khZp95ht0656sEw7qqSwHGxPc14mX1pnuToezwfJ9q7YEVK7AhSFuTPOc+Eo01ZGtBZ2NkhqXGxvjv1YStCFblxGiiOQn6kiPKCkycwmCuKPnB5yKgNh6pqudHIbVXGnnsw1m4u3M0lm675IsZnCeV04s/4MU2a1eSfPcqLUqQjvsWdL0NA5rp69lllodJsTvKSEz8ZOT06+VzPrITkVCaliWlfBaRSZYgnbEl9TUVOaehn++/Lu8Tt+/gEsc3xzCmVuZHN0cmVhbQplbmRvYmoKMzMgMCBvYmoKPDwgL0xlbmd0aCAxOCAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJwzNrRQMIDDFEOuNAAd5gNSCmVuZHN0cmVhbQplbmRvYmoKMzQgMCBvYmoKPDwgL0xlbmd0aCAxMzMgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicRY9LDgQhCET3nKKOwMcf53Ey6YVz/+2AnW4TYz2FVIG5gqE9LmsDnRUfIRm28beplo5FWT5UelJWD8ngh6zGyyHcoCzwgkkqhiFQi5gakS1lbreA2zYNsrKVU6WOsIujMI/2tGwVHl+iWyJ1kj+DxCov3OO6Hcil1rveoou+f6QBMQkKZW5kc3RyZWFtCmVuZG9iagozNSAwIG9iago8PCAvTGVuZ3RoIDg5IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDWMuw2AMAxEe0/hEeK/2QchCti/xUlwY9/dk15S4kDlOhGOpoEnQfWZXiDZ6QFWReJRScz/Tb2pRVPPpu2rTQQnM471dRyomtN60FoobZMW3nB9AJwd7QplbmRzdHJlYW0KZW5kb2JqCjE3IDAgb2JqCjw8IC9UeXBlIC9Gb250IC9CYXNlRm9udCAvQk1RUURWK0RlamFWdVNhbnMgL0ZpcnN0Q2hhciAwIC9MYXN0Q2hhciAyNTUKL0ZvbnREZXNjcmlwdG9yIDE2IDAgUiAvU3VidHlwZSAvVHlwZTMgL05hbWUgL0JNUVFEVitEZWphVnVTYW5zCi9Gb250QkJveCBbIC0xMDIxIC00NjMgMTc5NCAxMjMzIF0gL0ZvbnRNYXRyaXggWyAwLjAwMSAwIDAgMC4wMDEgMCAwIF0KL0NoYXJQcm9jcyAxOCAwIFIKL0VuY29kaW5nIDw8IC9UeXBlIC9FbmNvZGluZwovRGlmZmVyZW5jZXMgWyAzMiAvc3BhY2UgNjcgL0MgNzcgL00gOTcgL2EgOTkgL2MgL2QgL2UgL2YgL2cgL2ggL2kgMTA4IC9sIDExMCAvbiAvbyAxMTUKL3MgL3QgMTE5IC93IF0KPj4KL1dpZHRocyAxNSAwIFIgPj4KZW5kb2JqCjE2IDAgb2JqCjw8IC9UeXBlIC9Gb250RGVzY3JpcHRvciAvRm9udE5hbWUgL0JNUVFEVitEZWphVnVTYW5zIC9GbGFncyAzMgovRm9udEJCb3ggWyAtMTAyMSAtNDYzIDE3OTQgMTIzMyBdIC9Bc2NlbnQgOTI5IC9EZXNjZW50IC0yMzYgL0NhcEhlaWdodCAwCi9YSGVpZ2h0IDAgL0l0YWxpY0FuZ2xlIDAgL1N0ZW1WIDAgL01heFdpZHRoIDEzNDIgPj4KZW5kb2JqCjE1IDAgb2JqClsgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAKNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCAzMTggNDAxIDQ2MCA4MzggNjM2Cjk1MCA3ODAgMjc1IDM5MCAzOTAgNTAwIDgzOCAzMTggMzYxIDMxOCAzMzcgNjM2IDYzNiA2MzYgNjM2IDYzNiA2MzYgNjM2IDYzNgo2MzYgNjM2IDMzNyAzMzcgODM4IDgzOCA4MzggNTMxIDEwMDAgNjg0IDY4NiA2OTggNzcwIDYzMiA1NzUgNzc1IDc1MiAyOTUKMjk1IDY1NiA1NTcgODYzIDc0OCA3ODcgNjAzIDc4NyA2OTUgNjM1IDYxMSA3MzIgNjg0IDk4OSA2ODUgNjExIDY4NSAzOTAgMzM3CjM5MCA4MzggNTAwIDUwMCA2MTMgNjM1IDU1MCA2MzUgNjE1IDM1MiA2MzUgNjM0IDI3OCAyNzggNTc5IDI3OCA5NzQgNjM0IDYxMgo2MzUgNjM1IDQxMSA1MjEgMzkyIDYzNCA1OTIgODE4IDU5MiA1OTIgNTI1IDYzNiAzMzcgNjM2IDgzOCA2MDAgNjM2IDYwMCAzMTgKMzUyIDUxOCAxMDAwIDUwMCA1MDAgNTAwIDEzNDIgNjM1IDQwMCAxMDcwIDYwMCA2ODUgNjAwIDYwMCAzMTggMzE4IDUxOCA1MTgKNTkwIDUwMCAxMDAwIDUwMCAxMDAwIDUyMSA0MDAgMTAyMyA2MDAgNTI1IDYxMSAzMTggNDAxIDYzNiA2MzYgNjM2IDYzNiAzMzcKNTAwIDUwMCAxMDAwIDQ3MSA2MTIgODM4IDM2MSAxMDAwIDUwMCA1MDAgODM4IDQwMSA0MDEgNTAwIDYzNiA2MzYgMzE4IDUwMAo0MDEgNDcxIDYxMiA5NjkgOTY5IDk2OSA1MzEgNjg0IDY4NCA2ODQgNjg0IDY4NCA2ODQgOTc0IDY5OCA2MzIgNjMyIDYzMiA2MzIKMjk1IDI5NSAyOTUgMjk1IDc3NSA3NDggNzg3IDc4NyA3ODcgNzg3IDc4NyA4MzggNzg3IDczMiA3MzIgNzMyIDczMiA2MTEgNjA1CjYzMCA2MTMgNjEzIDYxMyA2MTMgNjEzIDYxMyA5ODIgNTUwIDYxNSA2MTUgNjE1IDYxNSAyNzggMjc4IDI3OCAyNzggNjEyIDYzNAo2MTIgNjEyIDYxMiA2MTIgNjEyIDgzOCA2MTIgNjM0IDYzNCA2MzQgNjM0IDU5MiA2MzUgNTkyIF0KZW5kb2JqCjE4IDAgb2JqCjw8IC9DIDE5IDAgUiAvTSAyMCAwIFIgL2EgMjEgMCBSIC9jIDIyIDAgUiAvZCAyMyAwIFIgL2UgMjQgMCBSIC9mIDI1IDAgUgovZyAyNiAwIFIgL2ggMjcgMCBSIC9pIDI4IDAgUiAvbCAyOSAwIFIgL24gMzAgMCBSIC9vIDMxIDAgUiAvcyAzMiAwIFIKL3NwYWNlIDMzIDAgUiAvdCAzNCAwIFIgL3cgMzUgMCBSID4+CmVuZG9iagozIDAgb2JqCjw8IC9GMSAxNyAwIFIgPj4KZW5kb2JqCjQgMCBvYmoKPDwgL0ExIDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDEgL2NhIDAuNzUgPj4KL0EyIDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDAuOSAvY2EgMC45ID4+ID4+CmVuZG9iago1IDAgb2JqCjw8ID4+CmVuZG9iago2IDAgb2JqCjw8ID4+CmVuZG9iago3IDAgb2JqCjw8IC9QMCAxMyAwIFIgL1AxIDE0IDAgUiA+PgplbmRvYmoKMTMgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtNiAtNiA2IDYgXSAvTGVuZ3RoIDEzMgovRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxtkDsOAyEMRHufYi4wCNaYXdqUuUaaKFLu34ZVpBGrpUFgP54/BR/LeNo4GPhaSb61XNr52lL0/egdrKnuXtoBT+ERXkHdXqYs9SNAmQJ5QAEFxAuXbLIqKfxijIHMNXjnudLyXp1Tb/x3y3kALgbkchNcrIxXN8/G32YP+wFZyUfPCmVuZHN0cmVhbQplbmRvYmoKMTQgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtNiAtNiA2IDYgXSAvTGVuZ3RoIDEzMgovRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxtkDsOAyEMRHufYi4wCNaYXdqUuUaaKFLu34ZVpBGrpUFgP54/BR/LeNo4GPhaSb61XNr52lL0/egdrKnuXtoBT+ERXkHdXqYs9SNAmQJ5QAEFxAuXbLIqKfxijIHMNXjnudLyXp1Tb/x3y3kALgbkchNcrIxXN8/G32YP+wFZyUfPCmVuZHN0cmVhbQplbmRvYmoKMiAwIG9iago8PCAvVHlwZSAvUGFnZXMgL0tpZHMgWyAxMSAwIFIgXSAvQ291bnQgMSA+PgplbmRvYmoKMzYgMCBvYmoKPDwgL0NyZWF0b3IgKE1hdHBsb3RsaWIgdjMuOC4zLCBodHRwczovL21hdHBsb3RsaWIub3JnKQovUHJvZHVjZXIgKE1hdHBsb3RsaWIgcGRmIGJhY2tlbmQgdjMuOC4zKQovQ3JlYXRpb25EYXRlIChEOjIwMjQwMzE1MTMxNDU0KzA0JzE4MDAnKSA+PgplbmRvYmoKeHJlZgowIDM3CjAwMDAwMDAwMDAgNjU1MzUgZiAKMDAwMDAwMDAxNiAwMDAwMCBuIAowMDAwMTU5OTkzIDAwMDAwIG4gCjAwMDAxNTkyNjAgMDAwMDAgbiAKMDAwMDE1OTI5MiAwMDAwMCBuIAowMDAwMTU5Mzk4IDAwMDAwIG4gCjAwMDAxNTk0MTkgMDAwMDAgbiAKMDAwMDE1OTQ0MCAwMDAwMCBuIAowMDAwMDAwMDY1IDAwMDAwIG4gCjAwMDAwMDAzNDAgMDAwMDAgbiAKMDAwMDE1MzA5NiAwMDAwMCBuIAowMDAwMDAwMjA4IDAwMDAwIG4gCjAwMDAxNTMwNzMgMDAwMDAgbiAKMDAwMDE1OTQ4MyAwMDAwMCBuIAowMDAwMTU5NzM4IDAwMDAwIG4gCjAwMDAxNTgwMTEgMDAwMDAgbiAKMDAwMDE1NzgwNCAwMDAwMCBuIAowMDAwMTU3NDExIDAwMDAwIG4gCjAwMDAxNTkwNjQgMDAwMDAgbiAKMDAwMDE1MzExNiAwMDAwMCBuIAowMDAwMTUzNDI0IDAwMDAwIG4gCjAwMDAxNTM1ODYgMDAwMDAgbiAKMDAwMDE1Mzk2NiAwMDAwMCBuIAowMDAwMTU0MjcxIDAwMDAwIG4gCjAwMDAxNTQ1NzUgMDAwMDAgbiAKMDAwMDE1NDg5NyAwMDAwMCBuIAowMDAwMTU1MTA2IDAwMDAwIG4gCjAwMDAxNTU1MjAgMDAwMDAgbiAKMDAwMDE1NTc1NyAwMDAwMCBuIAowMDAwMTU1OTAxIDAwMDAwIG4gCjAwMDAxNTYwMjAgMDAwMDAgbiAKMDAwMDE1NjI1NiAwMDAwMCBuIAowMDAwMTU2NTQ3IDAwMDAwIG4gCjAwMDAxNTY5NTQgMDAwMDAgbiAKMDAwMDE1NzA0NCAwMDAwMCBuIAowMDAwMTU3MjUwIDAwMDAwIG4gCjAwMDAxNjAwNTMgMDAwMDAgbiAKdHJhaWxlcgo8PCAvU2l6ZSAzNyAvUm9vdCAxIDAgUiAvSW5mbyAzNiAwIFIgPj4Kc3RhcnR4cmVmCjE2MDIxMgolJUVPRgo=",
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def plot_decision_function(classifier, X, y, sample_weight, axis, title):\n",
" # plot the decision function\n",
" xx, yy = np.meshgrid(np.linspace(np.min(X[:,0])-1, np.max(X[:,0])+1, 500), np.linspace(np.min(X[:,1])-1, np.max(X[:,1])+1, 500))\n",
" Z = classifier.decision_function(np.c_[xx.ravel(), yy.ravel()])\n",
" Z = Z.reshape(xx.shape)\n",
"\n",
" # plot the line, the points, and the nearest vectors to the plane\n",
" axis.contourf(xx, yy, Z, alpha=0.75, cmap=plt.cm.bone)\n",
" axis.scatter(X[:, 0], X[:, 1], c=y, s=100 * sample_weight, alpha=0.9,\n",
" cmap=plt.cm.bone, edgecolors='black')\n",
"\n",
" axis.axis('off')\n",
" axis.set_title(title)\n",
" \n",
"def plot_class_weights():\n",
" X, y = make_blobs(n_samples=(50, 10), centers=2, cluster_std=[7.0, 2], random_state=4)\n",
" \n",
" # fit the models\n",
" clf_weights = SVC(gamma=0.1, C=0.1, class_weight={1: 10}).fit(X, y)\n",
" clf_no_weights = SVC(gamma=0.1, C=0.1).fit(X, y)\n",
"\n",
" fig, axes = plt.subplots(1, 2, figsize=(9*fig_scale, 4*fig_scale))\n",
" plot_decision_function(clf_no_weights, X, y, 1, axes[0],\n",
" \"Constant weights\")\n",
" plot_decision_function(clf_weights, X, y, 1, axes[1],\n",
" \"Modified class weights\")\n",
"plot_class_weights()"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Instance weighting\n",
"* If some _training instances_ are important to get right, we can give them more weight\n",
" * E.g. when some examples are from groups underrepresented in the data\n",
"* These are passed during training (fit), and included in the loss function\n",
" * E.g. Logistic regression: add a instance weight $w_n$ in the log loss function\n",
"$$\\mathcal{L_{log}}(\\mathbf{w}) = - \\sum_{c=1}^{C} \\sum_{n=1}^{N} \\color{red}{w_n} p_{n,c} log(q_{n,c}) $$"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/pdf": "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",
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Example from https://scikit-learn.org/stable/auto_examples/svm/plot_weighted_samples.html\n",
"def plot_instance_weights():\n",
" np.random.seed(0)\n",
" X = np.r_[np.random.randn(10, 2) + [1, 1], np.random.randn(10, 2)]\n",
" y = [1] * 10 + [-1] * 10\n",
" sample_weight_last_ten = abs(np.random.randn(len(X)))\n",
" sample_weight_constant = np.ones(len(X))\n",
" # and bigger weights to some outliers\n",
" sample_weight_last_ten[15:] *= 5\n",
" sample_weight_last_ten[9] *= 15\n",
"\n",
" # for reference, first fit without sample weights\n",
"\n",
" # fit the model\n",
" clf_weights = SVC(gamma=1)\n",
" clf_weights.fit(X, y, sample_weight=sample_weight_last_ten)\n",
"\n",
" clf_no_weights = SVC(gamma=1)\n",
" clf_no_weights.fit(X, y)\n",
"\n",
" fig, axes = plt.subplots(1, 2, figsize=(9*fig_scale, 4*fig_scale))\n",
" plot_decision_function(clf_no_weights, X, y, sample_weight_constant, axes[0],\n",
" \"Constant weights\")\n",
" plot_decision_function(clf_weights, X, y, sample_weight_last_ten, axes[1],\n",
" \"Modified instance weights\")\n",
"plot_instance_weights() "
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Cost-sensitive algorithms\n",
"* Cost-sensitive algorithms\n",
" - If misclassification cost of some classes is higher, we can give them higher weights\n",
" - Some support _cost matrix_ $C$: costs $c_{i,j}$ for every possible type of error\n",
"* Cost-sensitive ensembles: convert cost-insensitive classifiers into cost-sensitive ones\n",
" - MetaCost: Build a model (ensemble) to learn the class probabilities $P(j|x)$\n",
" - Relabel training data to minimize expected cost: $\\underset{i}{\\operatorname{argmin}} \\sum_j P_j(x) c_{i,j}$\n",
" - Accuracy may decrease but cost decreases as well.\n",
" - AdaCost: Boosting with reweighting instances to reduce costs"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Tuning the decision threshold\n",
"- If every FP or FN has a certain cost, we can compute the total cost for a given model:\n",
"$$\\text{total cost} = \\text{FPR} * cost_{FP} * ratio_{pos} + (1-\\text{TPR}) * cost_{FN} * (1-ratio_{pos})$$\n",
"- This yields different _isometrics_ (lines of equal cost) in ROC space\n",
"- Optimal threshold is the point on the ROC curve where cost is minimal (line search)"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "33eacd77b23f4cd3ad4db3a3613c1618",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"interactive(children=(FloatSlider(value=5.0, description='cost_FN', max=10.0, min=1.0, step=1.0), FloatSlider(…"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import ipywidgets as widgets\n",
"from ipywidgets import interact, interact_manual\n",
"\n",
"# Cost function\n",
"def cost(fpr, tpr, cost_FN, cost_FP, ratio_P):\n",
" return fpr * cost_FP * ratio_P + (1 - tpr) * (1-ratio_P) * cost_FN;\n",
"\n",
"@interact\n",
"def plot_isometrics(cost_FN=(1,10.0,1.0), cost_FP=(1,10.0,1.0)):\n",
" from sklearn.metrics import roc_curve\n",
" fpr, tpr, thresholds = roc_curve(yb_test, svc_roc.decision_function(Xb_test))\n",
"\n",
" # get minimum\n",
" ratio_P = len(yb_test[yb_test==1]) / len(yb_test)\n",
" costs = [cost(fpr[x],tpr[x],cost_FN,cost_FP, ratio_P) for x in range(len(thresholds))]\n",
" min_cost = np.min(costs)\n",
" min_thres = np.argmin(costs)\n",
"\n",
" # plot contours\n",
" x = np.arange(0.0, 1.1, 0.1)\n",
" y = np.arange(0.0, 1.1, 0.1)\n",
" XX, YY = np.meshgrid(x, y)\n",
" costs = [cost(f, t, cost_FN, cost_FP, ratio_P) for f, t in zip(XX,YY)]\n",
"\n",
" if interactive:\n",
" fig, axes = plt.subplots(1, 1, figsize=(9*fig_scale, 3*fig_scale))\n",
" else:\n",
" fig, axes = plt.subplots(1, 1, figsize=(6*fig_scale, 1.8*fig_scale))\n",
" plt.plot(fpr, tpr, label=\"ROC Curve\", lw=2)\n",
" levels = np.linspace(np.array(costs).min(), np.array(costs).max(), 10)\n",
" levels = np.sort(np.append(levels, min_cost))\n",
" CS = plt.contour(XX, YY, costs, levels)\n",
" plt.clabel(CS, inline=1, fontsize=10)\n",
"\n",
" plt.xlabel(\"FPR\")\n",
" plt.ylabel(\"TPR (recall)\")\n",
" # find threshold closest to zero:\n",
" plt.plot(fpr[min_thres], tpr[min_thres], 'o', markersize=4,\n",
" label=\"optimal\", fillstyle=\"none\", c='k', mew=2)\n",
" plt.legend(loc=4, prop={\"size\":10});\n",
" plt.title(\"Isometrics, cost_FN: {}, cost_FP: {}\".format(cost_FN, cost_FP), fontsize=10*fig_scale)\n",
" plt.tight_layout()\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [],
"source": [
"if not interactive:\n",
" plot_isometrics(1,1)\n",
" plot_isometrics(1,9)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Regression metrics\n",
"\n",
"Most commonly used are\n",
"- mean squared error: $\\frac{\\sum_{i}(y_{pred_i}-y_{actual_i})^2}{n}$\n",
" - root mean squared error (RMSE) often used as well\n",
"- mean absolute error: $\\frac{\\sum_{i}|y_{pred_i}-y_{actual_i}|}{n}$\n",
" - Less sensitive to outliers and large errors"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
},
"tags": []
},
"source": [
"### R squared\n",
"- $R^2 = 1 - \\frac{\\color{blue}{\\sum_{i}(y_{pred_i}-y_{actual_i})^2}}{\\color{red}{\\sum_{i}(y_{mean}-y_{actual_i})^2}}$\n",
" - Ratio of variation explained by the model / total variation\n",
" - Between 0 and 1, but _negative_ if the model is worse than just predicting the mean\n",
" - Easier to interpret (higher is better).\n",
" \n",
"
"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Visualizing regression errors\n",
"* Prediction plot (left): predicted vs actual target values\n",
"* Residual plot (right): residuals vs actual target values\n",
" * Over- and underpredictions can be given different costs "
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {
"hide_input": true,
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/pdf": "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",
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.linear_model import Ridge\n",
"from sklearn.datasets import fetch_openml\n",
"from sklearn.pipeline import make_pipeline\n",
"from sklearn.preprocessing import StandardScaler\n",
"boston = fetch_openml(name=\"boston\", as_frame=True)\n",
"\n",
"X_train, X_test, y_train, y_test = train_test_split(boston.data, boston.target)\n",
"ridge_pipe = make_pipeline(StandardScaler(),Ridge())\n",
"\n",
"pred = ridge_pipe.fit(X_train, y_train).predict(X_test)\n",
"\n",
"plt.subplot(1, 2, 1)\n",
"plt.gca().set_aspect(\"equal\")\n",
"plt.plot([10, 50], [10, 50], '--', c='k')\n",
"plt.plot(y_test, pred, 'o', alpha=.5, markersize=7*fig_scale)\n",
"plt.ylabel(\"predicted\", fontsize=10*fig_scale)\n",
"plt.xlabel(\"true\", fontsize=10*fig_scale);\n",
"\n",
"plt.subplot(1, 2, 2)\n",
"plt.gca().set_aspect(\"equal\")\n",
"plt.plot([10, 50], [0,0], '--', c='k')\n",
"plt.plot(y_test, y_test - pred, 'o', alpha=.5, markersize=7*fig_scale)\n",
"plt.xlabel(\"true\", fontsize=10*fig_scale)\n",
"plt.ylabel(\"true - predicted\", fontsize=10*fig_scale)\n",
"plt.tight_layout();"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Bias-Variance decomposition\n",
"\n",
"- Evaluate the same algorithm multiple times on different random samples of the data\n",
"- Two types of errors can be observed:\n",
" - Bias error: systematic error, independent of the training sample\n",
" - These points are predicted (equally) wrong every time\n",
" - Variance error: error due to variability of the model w.r.t. the training sample\n",
" - These points are sometimes predicted accurately, sometimes inaccurately"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"
"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Computing bias and variance error\n",
"- Take 100 or more bootstraps (or shuffle-splits)\n",
"- Regression: for each data point x:\n",
" - $bias(x)^2 = (x_{true} - mean(x_{predicted}))^2$\n",
" - $variance(x) = var(x_{predicted})$\n",
"- Classification: for each data point x:\n",
" - $bias(x)$ = misclassification ratio\n",
" - $variance(x) = (1 - (P(class_1)^2 + P(class_2)^2))/2$\n",
" - $P(class_i)$ is ratio of class $i$ predictions\n",
"- Total bias: $\\sum_{x} bias(x)^2 * w_x$\n",
" $w_x$: the percentage of times $x$ occurs in the test sets\n",
"- Total variance: $\\sum_{x} variance(x) * w_x$"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [],
"source": [
"from sklearn.model_selection import ShuffleSplit, train_test_split, GridSearchCV\n",
"\n",
"# Bias-Variance Computation \n",
"def compute_bias_variance(clf, X, y):\n",
" # Bootstraps\n",
" n_repeat = 40 # 40 is on the low side to get a good estimate. 100 is better.\n",
" shuffle_split = ShuffleSplit(test_size=0.33, n_splits=n_repeat, random_state=0)\n",
"\n",
" # Store sample predictions\n",
" y_all_pred = [[] for _ in range(len(y))]\n",
"\n",
" # Train classifier on each bootstrap and score predictions\n",
" for i, (train_index, test_index) in enumerate(shuffle_split.split(X)):\n",
" # Train and predict\n",
" clf.fit(X[train_index], y[train_index])\n",
" y_pred = clf.predict(X[test_index])\n",
"\n",
" # Store predictions\n",
" for j,index in enumerate(test_index):\n",
" y_all_pred[index].append(y_pred[j])\n",
"\n",
" # Compute bias, variance, error\n",
" bias_sq = sum([ (1 - x.count(y[i])/len(x))**2 * len(x)/n_repeat \n",
" for i,x in enumerate(y_all_pred)])\n",
" var = sum([((1 - ((x.count(0)/len(x))**2 + (x.count(1)/len(x))**2))/2) * len(x)/n_repeat\n",
" for i,x in enumerate(y_all_pred)])\n",
" error = sum([ (1 - x.count(y[i])/len(x)) * len(x)/n_repeat \n",
" for i,x in enumerate(y_all_pred)])\n",
"\n",
" return np.sqrt(bias_sq), var, error"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Bias and variance, underfitting and overfitting\n",
"- High variance means that you are likely overfitting\n",
" - Use more regularization or use a simpler model\n",
"- High bias means that you are likely underfitting\n",
" - Do less regularization or use a more flexible/complex model\n",
"- Ensembling techniques (see later) reduce bias or variance directly\n",
" - Bagging (e.g. RandomForests) reduces variance, Boosting reduces bias\n",
"\n",
"
"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Understanding under- and overfitting\n",
"- Regularization reduces variance error (increases stability of predictions)\n",
" - But too much increases bias error (inability to learn 'harder' points)\n",
"- High regularization (left side): Underfitting, high bias error, low variance error\n",
" - High training error and high test error\n",
"- Low regularization (right side): Overfitting, low bias error, high variance error\n",
" - Low training error and higher test error"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"slideshow": {
"slide_type": "-"
},
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/pdf": "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",
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.datasets import load_breast_cancer\n",
"from sklearn.ensemble import RandomForestClassifier, AdaBoostClassifier\n",
"cancer = load_breast_cancer()\n",
"\n",
"def plot_bias_variance(clf, param, X, y, ax):\n",
" bias_scores = []\n",
" var_scores = []\n",
" err_scores = []\n",
" name, vals = next(iter(param.items()))\n",
"\n",
" for i in vals:\n",
" b,v,e = compute_bias_variance(clf.set_params(**{name:i}),X,y)\n",
" bias_scores.append(b)\n",
" var_scores.append(v)\n",
" err_scores.append(e)\n",
"\n",
" ax.set_title(clf.__class__.__name__)\n",
" ax.plot(vals, var_scores,label =\"variance\", lw=2 )\n",
" ax.plot(vals, bias_scores,label =\"bias\", lw=2 )\n",
" ax.set_xscale('log')\n",
" ax.set_xlabel(name)\n",
" ax.legend(loc=\"best\")\n",
" \n",
"def plot_train_test(clf, param, X, y, ax):\n",
" gs = GridSearchCV(clf, param, cv=5, return_train_score=True).fit(X,y)\n",
" name, vals = next(iter(param.items()))\n",
"\n",
" ax.set_title(clf.__class__.__name__)\n",
" ax.plot(vals, (1-gs.cv_results_['mean_train_score']),label =\"train error\", lw=2 )\n",
" ax.plot(vals, (1-gs.cv_results_['mean_test_score']),label =\"test error\", lw=2 )\n",
" ax.set_xscale('log')\n",
" ax.set_xlabel(name)\n",
" ax.legend(loc=\"best\")\n",
" \n",
"fig, axes = plt.subplots(2, 2, figsize=(6*fig_scale, 4*fig_scale))\n",
"X, y = cancer.data, cancer.target\n",
"svm = SVC(gamma=2e-4, random_state=0)\n",
"param = {'C': [1e-4, 1e-2, 1, 1e2, 1e4]}\n",
"\n",
"plot_bias_variance(svm, param, X, y, axes[0,1])\n",
"plot_train_test(svm, param, X, y, axes[1,1]) \n",
"\n",
"lr = LogisticRegression(random_state=0)\n",
"param = {'C': [1e-2, 1, 92, 1e4, 1e6]}\n",
"plot_bias_variance(lr, param, X, y, axes[0,0])\n",
"plot_train_test(lr, param, X, y, axes[1,0])\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"Summary Flowchart (by Andrew Ng)\n",
"\n",
"
"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Hyperparameter tuning\n",
"- There exists a huge range of techniques to tune hyperparameters. The simplest:\n",
" - Grid search: Choose a range of values for every hyperparameter, try every combination\n",
" - Doesn't scale to many hyperparameters (combinatorial explosion)\n",
" - Random search: Choose random values for all hyperparameters, iterate $n$ times\n",
" - Better, especially when some hyperparameters are less important\n",
"- Many more advanced techniques exist, see lecture on Automated Machine Learning\n",
"\n",
"
"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"* First, split the data in training and test sets (outer split)\n",
"* Split up the training data again (inner cross-validation)\n",
" * Generate hyperparameter configurations (e.g. random/grid search)\n",
" * Evaluate all configurations on all inner splits, select the best one (on average)\n",
"* Retrain best configurations on full training set, evaluate on held-out test data"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/pdf": "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",
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"if interactive:\n",
" plt.rcParams['figure.dpi'] = 75\n",
"mglearn.plots.plot_grid_search_overview()\n",
"plt.rcParams.update(print_config)"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [],
"source": [
"from scipy.stats.distributions import expon"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Nested cross-validation\n",
"- Simplest approach: single outer split and single inner split (shown below)\n",
"- Risk of over-tuning hyperparameters on specific train-test split\n",
" - Only recommended for very large datasets\n",
"- Nested cross-validation:\n",
" - Outer loop: split full dataset in $k_1$ training and test splits\n",
" - Inner loop: split training data into $k_2$ train and validation sets\n",
"- This yields $k_1$ scores for $k_1$ possibly different hyperparameter settings\n",
" - Average score is the expected performance of the tuned model\n",
"- To use the model in practice, retune on the **entire** dataset\n",
"\n",
"``` python\n",
"hps = {'C': expon(scale=100), 'gamma': expon(scale=.1)}\n",
"scores = cross_val_score(RandomizedSearchCV(SVC(), hps, cv=3), X, y, cv=5)\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {
"hide_input": false,
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/pdf": "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",
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mglearn.plots.plot_threefold_split()"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Summary\n",
"* Split the data into training and test sets according to the application\n",
" * Holdout only for large datasets, cross-validation for smaller ones\n",
" * For classification, always use stratification\n",
" * Grouped or ordered data requires special splitting\n",
"* Choose a metric that fits your application\n",
" * E.g. precision to avoid false positives, recall to avoid false negatives\n",
"* Calibrate the decision threshold to fit your application\n",
" * ROC curves or Precision-Recall curves can help to find a good tradeoff\n",
"* If possible, include the actual or relative costs of misclassifications\n",
" * Class weighting, instance weighting, ROC isometrics can help\n",
" * Be careful with imbalanced or unrepresentative datasets\n",
"* When using the predicted probabilities in applications, calibrate the models\n",
"* Always tune the most important hyperparameters\n",
" * Manual tuning: Use insight and train-test scores for guidance\n",
" * Hyperparameter optimization: be careful not to over-tune"
]
}
],
"metadata": {
"anaconda-cloud": {},
"celltoolbar": "Slideshow",
"hide_input": true,
"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": "3.10.13"
}
},
"nbformat": 4,
"nbformat_minor": 4
}