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"cells": [
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"\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."
]
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"execution_count": 1,
"metadata": {
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"slide_type": "skip"
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"tags": [
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"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"
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"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",
"![\"ml\"](\"https://raw.githubusercontent.com/fum-cs/machine-learning/main/notebooks/img/eval_trust.png\")
"
]
},
{
"cell_type": "markdown",
"metadata": {
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"slide_type": "slide"
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},
"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",
"![\"ml\"](\"https://raw.githubusercontent.com/fum-cs/machine-learning/main/notebooks/img/eval_debt2.png\")
"
]
},
{
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"metadata": {
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"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",
"![\"ml\"](\"https://raw.githubusercontent.com/fum-cs/machine-learning/main/notebooks/img/eval_abbandit.png\")
"
]
},
{
"cell_type": "markdown",
"metadata": {
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"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"
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},
"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": [
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",
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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": [
{
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wVRjbQL+np7Y22Pl/upKZTpDwIcnTEx2ZeJkjI7Bmx9taZCBm4FNMxb/2tA8TqvfgHiKUiwthhpFw1qzjbp6OF/92lc9YB+82+IpZXhDYwkzWVxZnLtsFY2mcxDnJboxdE7GNda2nU1hHMKEMhHS2w5Qgc1Sk9MmOMuboOJEnnovv9tssdjl+DusLNo0hFef4KnqCNoOi7HnvAhpyQf9d3fgeRbvoJSAbCRbWUWLunOWEX712dB61KBJzQppBLhMhzekqphCaUKyzo6BSUXCpPqforJ9/5V9cLQplbmRzdHJlYW0KZW5kb2JqCjMyIDAgb2JqCjw8IC9MZW5ndGggMjQ5IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nD1QO45EIQzrOYUv8CTyI3AeRqstZu/frgOaKVBMfrYzJNARgUcMMZSv4yWtoK6Bv4tC8W7i64PCIKtDUiDOeg+IdOymNpETOh2cMz9hN2OOwEUxBpzpdKY9ByY5+8IKhHMbZexWSCeJqiKO6jOOKZ4qe594FiztyDZbJ5I95CDhUlKJyaWflMo/bcqUCjpm0QQsErngZBNNOMu7SVKMGZQy6h6mdiJ9rDzIozroZE3OrCOZ2dNP25n4HHC3X9pkTpXHdB7M+Jy0zoM5Fbr344k2B02N2ujs9xNpKi9Sux1anX51EpXdGOcYEpdnfxnfZP/5B/6HWiIKZW5kc3RyZWFtCmVuZG9iagozMyAwIG9iago8PCAvTGVuZ3RoIDI0OSAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxNUUmKAzAMu+cV+kAhXpO8p0OZQ+f/18oOhTkECa+Sk5aYWAsPMYQfLD34kSFzN/0bfqLZu1l6ksnZ/5jnIlNR+FKoLmJCXYgbz6ER8D2haxJZsb3xOSyjmXO+Bx+FuAQzoQFjfUkyuajmlSETTgx1HA5apMK4a2LD4lrRPI3cbvtGZmUmhA2PZELcGICIIOsCshgslDY2EzJZzgPtDckNWmDXqRtRi4IrlNYJdKJWxKrM4LPm1nY3Qy3y4Kh98fpoVpdghdFL9Vh4X4U+mKmZdu6SQnrhTTsizB4KpDI7LSu1e8TqboH6P8tS8P3J9/gdrw/N/FycCmVuZHN0cmVhbQplbmRvYmoKMzQgMCBvYmoKPDwgL0xlbmd0aCA5NCAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxFjcERwCAIBP9UQQkKCtpPJpOH9v+NEDJ8YOcO7oQFC7Z5Rh8FlSZeFVgHSmPcUI9AveFyLcncBQ9wJ3/a0FScltN3aZFJVSncpBJ5/w5nJpCoedFjnfcLY/sjPAplbmRzdHJlYW0KZW5kb2JqCjM1IDAgb2JqCjw8IC9MZW5ndGggMzQxIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nEVSS25EMQjbv1NwgUjhl5DztKq6mN5/W5tM1c3gCWBseMtTpmTKsLklIyTXlE99IkOspvw0ciQipvhJCQV2lY/Ha0usjeyRqBSf2vHjsfRGptkVWvXu0aXNolHNysg5yBChnhW6snvUDtnwelxIuu+UzSEcy/9QgSxl3XIKJUFb0HfsEd8PHa6CK4JhsGsug+1lMtT/+ocWXO9992LHLoAWrOe+wQ4AqKcTtAXIGdruNiloAFW6i0nCo/J6bnaibKNV6fkcADMOMHLAiCVbHb7R3gCWfV3oRY2K/StAUVlA/MjVdsHeMclIcBbmBo69cDzFmXBLOMYCQIq94hh68CXY5i9Xroia8Al1umQvvMKe2ubnQpMId60ADl5kw62ro6iW7ek8gvZnRXJGjNSLODohklrSOYLi0qAeWuNcN7HibSOxuVff7h/hnC9c9usXS+yExAplbmRzdHJlYW0KZW5kb2JqCjM2IDAgb2JqCjw8IC9MZW5ndGggNzIgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicMzK3UDBQsDQBEoYWJgrmZgYKKYZcQL6piblCLhdIDMTKAbMMgLQlnIKIZ4CYIG0QxSAWRLGZiRlEHZwBkcvgSgMAJdsWyQplbmRzdHJlYW0KZW5kb2JqCjM3IDAgb2JqCjw8IC9MZW5ndGggNDcgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicMzK3UDBQsDQBEoYWJgrmZgYKKYZclhBWLhdMLAfMAtGWcAoinsGVBgC5Zw0nCmVuZHN0cmVhbQplbmRvYmoKMzggMCBvYmoKPDwgL0xlbmd0aCAyNTggL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicRZFLcgQgCET3noIjgPzkPJNKZTG5/zYNzmQ2dpeo/YRKI6YSLOcUeTB9yfLNZLbpdzlWOxsFFEUomMlV6LECqztTxJlriWrrY2XkuNM7BsUbzl05qWRxo4x1VHUqcEzPlfVR3fl2WZR9Rw5lCtiscxxs4MptwxgnRput7g73iSBPJ1NHxe0g2fAHJ419lasrcJ1s9tFLMA4E/UITmOSLQOsMgcbNU/TkEuzj43bngWBveRFI2RDIkSEYHYJ2nVz/4tb5vf9xhjvPtRmuHO/id5jWdsdfYpIVcwGL3Cmo52suWtcZOt6TM8fkpvuGzrlgl7uDTO/5P9bP+v4DHilm+gplbmRzdHJlYW0KZW5kb2JqCjM5IDAgb2JqCjw8IC9MZW5ndGggMTYzIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nEWQOxIDIQxDe06hI/gjAz7PZjIpNvdvY9hsUsDTWCCDuxOC1NqCieiCh7Yl3QXvrQRnY/zpNm41EuQEdYBWpONolFJ9ucVplXTxaDZzKwutEx1mDnqUoxmgEDoV3u2i5HKm7s75Q3D1X/W/Yt05m4mBycodCM3qU9z5NjuiurrJ/qTH3KzXfivsVWFpWUvLCbedu2ZACdxTOdqrPT8fCjr2CmVuZHN0cmVhbQplbmRvYmoKNDAgMCBvYmoKPDwgL0xlbmd0aCAyMTggL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicPVC5jQQxDMtdhRpYwHrtqWcWi0um//RI+fYi0RZFUio1mZIpL3WUJVlT3jp8lsQOeYblbmQ2JSpFL5OwJffQCvF9ieYU993VlrNDNJdoOX4LMyqqGx3TSzaacCoTuqDcwzP6DW10A1aHHrFbINCkYNe2IHLHDxgMwZkTiyIMSk0G/65yj59eixs+w/FDFJGSDuY1/1j98nMNr1OPJ5Fub77iXpypDgMRHJKavCNdWLEuEhFpNUFNz8BaLYC7t17+G7QjugxA9onEcZpSjqG/a3Clzy/lJ1PYCmVuZHN0cmVhbQplbmRvYmoKNDEgMCBvYmoKPDwgL0xlbmd0aCA4MyAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxFjLsNwDAIRHumYAR+JvY+UZTC3r8NECVuuCfdPVwdCZkpbjPDQwaeDCyGXXGB9JYwC1xHUI6d7KNh1b7qBI31plLz7w+Unuys4obrAQJCGmYKZW5kc3RyZWFtCmVuZG9iago0MiAwIG9iago8PCAvTGVuZ3RoIDIzOSAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxNUMltBDEM+7sKNTDA6By7HgeLPLL9f0PKCZKXaEviofKUW5bKZfcjOW/JuuVDh06VafJu0M2vsf6jDAJ2/1BUEK0lsUrMXNJusTRJL9nDOI2Xa7WO56l7hFmjePDj2NMpgek9MsFms705MKs9zg6QTrjGr+rTO5UkA4m6kPNCpQrrHtQloo8r25hSnU4t5RiXn+h7fI4APcXejdzRx8sXjEa1LajRapU4DzATU9GVcauRgZQTBkNnR1c0C6XIynpCNcKNOaGZvcNwYAPLs4Skpa1SvA9lAegCXdo64zRKgo4Awt8ojPX6Bqr8XjcKZW5kc3RyZWFtCmVuZG9iago0MyAwIG9iago8PCAvTGVuZ3RoIDE2MCAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxFkDkSAzEIBHO9gidIXIL3rMu1wfr/qQfWR6LpAjQcuhZNynoUaD7psUahutBr6CxKkkTBFpIdUKdjiDsoSExIY5JIth6DI5pYs12YmVQqs1LhtGnFwr/ZWtXIRI1wjfyJ6QZU/E/qXJTwTYOvkjH6GFS8O4OMSfheRdxaMe3+RDCxGfYJb0UmBYSJsanZvs9ghsz3Ctc4x/MNTII36wplbmRzdHJlYW0KZW5kb2JqCjQ0IDAgb2JqCjw8IC9MZW5ndGggMzM0IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nC1SS3LFIAzbcwpdoDP4B+Q86XS6eL3/tpKTRUYOYPQx5YaJSnxZILej1sS3jcxAheGvq8yFz0jbyDqIy5CLuJIthXtELOQxxDzEgu+r8R4e+azMybMHxi/Zdw8r9tSEZSHjxRnaYRXHYRXkWLB1Iap7eFOkw6kk2OOL/z7Fcy0ELXxG0IBf5J+vjuD5khZp95ht0656sEw7qqSwHGxPc14mX1pnuToezwfJ9q7YEVK7AhSFuTPOc+Eo01ZGtBZ2NkhqXGxvjv1YStCFblxGiiOQn6kiPKCkycwmCuKPnB5yKgNh6pqudHIbVXGnnsw1m4u3M0lm675IsZnCeV04s/4MU2a1eSfPcqLUqQjvsWdL0NA5rp69lllodJsTvKSEz8ZOT06+VzPrITkVCaliWlfBaRSZYgnbEl9TUVOaehn++/Lu8Tt+/gEsc3xzCmVuZHN0cmVhbQplbmRvYmoKNDUgMCBvYmoKPDwgL0xlbmd0aCAxOCAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJwzNrRQMIDDFEOuNAAd5gNSCmVuZHN0cmVhbQplbmRvYmoKNDYgMCBvYmoKPDwgL0xlbmd0aCAxMzMgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicRY9LDgQhCET3nKKOwMcf53Ey6YVz/+2AnW4TYz2FVIG5gqE9LmsDnRUfIRm28beplo5FWT5UelJWD8ngh6zGyyHcoCzwgkkqhiFQi5gakS1lbreA2zYNsrKVU6WOsIujMI/2tGwVHl+iWyJ1kj+DxCov3OO6Hcil1rveoou+f6QBMQkKZW5kc3RyZWFtCmVuZG9iago0NyAwIG9iago8PCAvTGVuZ3RoIDM0MCAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJw1UjluBDEM6/0KfSCAbtvv2SBIkfy/DanZFANxdFKUO1pUdsuHhVS17HT5tJXaEjfkd2WFxAnJqxLtUoZIqLxWIdXvmTKvtzVnBMhSpcLkpORxyYI/w6WnC8f5trGv5cgdjx5YFSOhRMAyxcToGpbO7rBmW36WacCPeIScK9Ytx1gFUhvdOO2K96F5LbIGiL2ZlooKHVaJFn5B8aBHjX32GFRYINHtHElwjIlQkYB2gdpIDDl7LHZRH/QzKDET6NobRdxBgSWSmDnFunT03/jQsaD+2Iw3vzoq6VtaWWPSPhvtlMYsMul6WPR089bHgws076L859UMEjRljZLGB63aOYaimVFWeLdDkw3NMcch8w6ewxkJSvo8FL+PJRMdlMjfDg2hf18eo4ycNt4C5qI/bRUHDuKzw165gRVKF2uS9wGpTOiB6f+v8bW+19cfHe2AxgplbmRzdHJlYW0KZW5kb2JqCjQ4IDAgb2JqCjw8IC9MZW5ndGggMjUxIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nC1RSXIDQQi7zyv0hGan32OXK4fk/9cIygcGDYtAdFrioIyfICxXvOWRq2jD3zMxgt8Fh34r121Y5EBUIEljUDWhdvF69B7YcZgJzJPWsAxmrA/8jCnc6MXhMRlnt9dl1BDsXa89mUHJrFzEJRMXTNVhI2cOP5kyLrRzPTcg50ZYl2GQblYaMxKONIVIIYWqm6TOBEESjK5GjTZyFPulL490hlWNqDHscy1tX89NOGvQ7Fis8uSUHl1xLicXL6wc9PU2AxdRaazyQEjA/W4P9XOyk994S+fOFtPje83J8sJUYMWb125ANtXi37yI4/uMr+fn+fwDX2BbiAplbmRzdHJlYW0KZW5kb2JqCjQ5IDAgb2JqCjw8IC9MZW5ndGggODkgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicNU25EYAwDOs9hUfAj0i8D8dRhP1b7IQ0lk6fEcoHa+QBguGNLyH4oi8ZhLULDyr7SHTYRA1nFSQTw68s8KqcFW1zJRPZWUyjs0HL9K3tb4Meuj/djhwKCmVuZHN0cmVhbQplbmRvYmoKMjEgMCBvYmoKPDwgL1R5cGUgL0ZvbnQgL0Jhc2VGb250IC9CTVFRRFYrRGVqYVZ1U2FucyAvRmlyc3RDaGFyIDAgL0xhc3RDaGFyIDI1NQovRm9udERlc2NyaXB0b3IgMjAgMCBSIC9TdWJ0eXBlIC9UeXBlMyAvTmFtZSAvQk1RUURWK0RlamFWdVNhbnMKL0ZvbnRCQm94IFsgLTEwMjEgLTQ2MyAxNzk0IDEyMzMgXSAvRm9udE1hdHJpeCBbIDAuMDAxIDAgMCAwLjAwMSAwIDAgXQovQ2hhclByb2NzIDIyIDAgUgovRW5jb2RpbmcgPDwgL1R5cGUgL0VuY29kaW5nCi9EaWZmZXJlbmNlcyBbIDMyIC9zcGFjZSA0OSAvb25lIC90d28gL3RocmVlIC9mb3VyIC9maXZlIDY3IC9DIDcwIC9GIDc1IC9LIDgzIC9TIC9UIDg2Ci9WIDk3IC9hIDk5IC9jIC9kIC9lIDEwMyAvZyAxMDUgL2kgMTA4IC9sIC9tIC9uIC9vIC9wIDExNCAvciAvcyAvdCAxMjAgL3ggXQo+PgovV2lkdGhzIDE5IDAgUiA+PgplbmRvYmoKMjAgMCBvYmoKPDwgL1R5cGUgL0ZvbnREZXNjcmlwdG9yIC9Gb250TmFtZSAvQk1RUURWK0RlamFWdVNhbnMgL0ZsYWdzIDMyCi9Gb250QkJveCBbIC0xMDIxIC00NjMgMTc5NCAxMjMzIF0gL0FzY2VudCA5MjkgL0Rlc2NlbnQgLTIzNiAvQ2FwSGVpZ2h0IDAKL1hIZWlnaHQgMCAvSXRhbGljQW5nbGUgMCAvU3RlbVYgMCAvTWF4V2lkdGggMTM0MiA+PgplbmRvYmoKMTkgMCBvYmoKWyA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMAo2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDMxOCA0MDEgNDYwIDgzOCA2MzYKOTUwIDc4MCAyNzUgMzkwIDM5MCA1MDAgODM4IDMxOCAzNjEgMzE4IDMzNyA2MzYgNjM2IDYzNiA2MzYgNjM2IDYzNiA2MzYgNjM2CjYzNiA2MzYgMzM3IDMzNyA4MzggODM4IDgzOCA1MzEgMTAwMCA2ODQgNjg2IDY5OCA3NzAgNjMyIDU3NSA3NzUgNzUyIDI5NQoyOTUgNjU2IDU1NyA4NjMgNzQ4IDc4NyA2MDMgNzg3IDY5NSA2MzUgNjExIDczMiA2ODQgOTg5IDY4NSA2MTEgNjg1IDM5MCAzMzcKMzkwIDgzOCA1MDAgNTAwIDYxMyA2MzUgNTUwIDYzNSA2MTUgMzUyIDYzNSA2MzQgMjc4IDI3OCA1NzkgMjc4IDk3NCA2MzQgNjEyCjYzNSA2MzUgNDExIDUyMSAzOTIgNjM0IDU5MiA4MTggNTkyIDU5MiA1MjUgNjM2IDMzNyA2MzYgODM4IDYwMCA2MzYgNjAwIDMxOAozNTIgNTE4IDEwMDAgNTAwIDUwMCA1MDAgMTM0MiA2MzUgNDAwIDEwNzAgNjAwIDY4NSA2MDAgNjAwIDMxOCAzMTggNTE4IDUxOAo1OTAgNTAwIDEwMDAgNTAwIDEwMDAgNTIxIDQwMCAxMDIzIDYwMCA1MjUgNjExIDMxOCA0MDEgNjM2IDYzNiA2MzYgNjM2IDMzNwo1MDAgNTAwIDEwMDAgNDcxIDYxMiA4MzggMzYxIDEwMDAgNTAwIDUwMCA4MzggNDAxIDQwMSA1MDAgNjM2IDYzNiAzMTggNTAwCjQwMSA0NzEgNjEyIDk2OSA5NjkgOTY5IDUzMSA2ODQgNjg0IDY4NCA2ODQgNjg0IDY4NCA5NzQgNjk4IDYzMiA2MzIgNjMyIDYzMgoyOTUgMjk1IDI5NSAyOTUgNzc1IDc0OCA3ODcgNzg3IDc4NyA3ODcgNzg3IDgzOCA3ODcgNzMyIDczMiA3MzIgNzMyIDYxMSA2MDUKNjMwIDYxMyA2MTMgNjEzIDYxMyA2MTMgNjEzIDk4MiA1NTAgNjE1IDYxNSA2MTUgNjE1IDI3OCAyNzggMjc4IDI3OCA2MTIgNjM0CjYxMiA2MTIgNjEyIDYxMiA2MTIgODM4IDYxMiA2MzQgNjM0IDYzNCA2MzQgNTkyIDYzNSA1OTIgXQplbmRvYmoKMjIgMCBvYmoKPDwgL0MgMjMgMCBSIC9GIDI0IDAgUiAvSyAyNSAwIFIgL1MgMjYgMCBSIC9UIDI3IDAgUiAvViAyOCAwIFIgL2EgMjkgMCBSCi9jIDMwIDAgUiAvZCAzMSAwIFIgL2UgMzIgMCBSIC9maXZlIDMzIDAgUiAvZm91ciAzNCAwIFIgL2cgMzUgMCBSIC9pIDM2IDAgUgovbCAzNyAwIFIgL20gMzggMCBSIC9uIDM5IDAgUiAvbyA0MCAwIFIgL29uZSA0MSAwIFIgL3AgNDIgMCBSIC9yIDQzIDAgUgovcyA0NCAwIFIgL3NwYWNlIDQ1IDAgUiAvdCA0NiAwIFIgL3RocmVlIDQ3IDAgUiAvdHdvIDQ4IDAgUiAveCA0OSAwIFIgPj4KZW5kb2JqCjMgMCBvYmoKPDwgL0YxIDIxIDAgUiA+PgplbmRvYmoKNCAwIG9iago8PCAvQTEgPDwgL1R5cGUgL0V4dEdTdGF0ZSAvQ0EgMCAvY2EgMSA+PgovQTIgPDwgL1R5cGUgL0V4dEdTdGF0ZSAvQ0EgMSAvY2EgMSA+PgovQTMgPDwgL1R5cGUgL0V4dEdTdGF0ZSAvQ0EgMC44IC9jYSAwLjggPj4gPj4KZW5kb2JqCjUgMCBvYmoKPDwgPj4KZW5kb2JqCjYgMCBvYmoKPDwgPj4KZW5kb2JqCjcgMCBvYmoKPDwgL1AwIDEzIDAgUiAvUDEgMTQgMCBSIC9QMiAxNSAwIFIgL1AzIDE2IDAgUiAvUDQgMTcgMCBSIC9QNSAxOCAwIFIgPj4KZW5kb2JqCjEzIDAgb2JqCjw8IC9UeXBlIC9YT2JqZWN0IC9TdWJ0eXBlIC9Gb3JtCi9CQm94IFsgLTE1LjIyODc1NjU1NTMgLTIgMTUuMjI4NzU2NTU1MyAyIF0gL0xlbmd0aCA0MCAvRmlsdGVyIC9GbGF0ZURlY29kZQo+PgpzdHJlYW0KeJwzVMjiMlDw4jI01jMysjA3NVfQNVDI5dJF8A0Ucri4nLgAoZsHiQplbmRzdHJlYW0KZW5kb2JqCjE0IDAgb2JqCjw8IC9UeXBlIC9YT2JqZWN0IC9TdWJ0eXBlIC9Gb3JtCi9CQm94IFsgLTE1LjIyODc1NjU1NTMgLTIgMTUuMjI4NzU2NTU1MyAyIF0gL0xlbmd0aCA0MCAvRmlsdGVyIC9GbGF0ZURlY29kZQo+PgpzdHJlYW0KeJwzVMjiMlDw4jI01jMysjA3NVfQNVDI5dJF8A0Ucri4nLgAoZsHiQplbmRzdHJlYW0KZW5kb2JqCjE1IDAgb2JqCjw8IC9UeXBlIC9YT2JqZWN0IC9TdWJ0eXBlIC9Gb3JtCi9CQm94IFsgLTE1LjIyODc1NjU1NTMgLTIgMTUuMjI4NzU2NTU1MyAyIF0gL0xlbmd0aCA0MCAvRmlsdGVyIC9GbGF0ZURlY29kZQo+PgpzdHJlYW0KeJwzVMjiMlDw4jI01jMysjA3NVfQNVDI5dJF8A0Ucri4nLgAoZsHiQplbmRzdHJlYW0KZW5kb2JqCjE2IDAgb2JqCjw8IC9UeXBlIC9YT2JqZWN0IC9TdWJ0eXBlIC9Gb3JtCi9CQm94IFsgLTE1LjIyODc1NjU1NTMgLTIgMTUuMjI4NzU2NTU1MyAyIF0gL0xlbmd0aCA0MCAvRmlsdGVyIC9GbGF0ZURlY29kZQo+PgpzdHJlYW0KeJwzVMjiMlDw4jI01jMysjA3NVfQNVDI5dJF8A0Ucri4nLgAoZsHiQplbmRzdHJlYW0KZW5kb2JqCjE3IDAgb2JqCjw8IC9UeXBlIC9YT2JqZWN0IC9TdWJ0eXBlIC9Gb3JtCi9CQm94IFsgLTE1LjIyODc1NjU1NTMgLTIgMTUuMjI4NzU2NTU1MyAyIF0gL0xlbmd0aCA0MCAvRmlsdGVyIC9GbGF0ZURlY29kZQo+PgpzdHJlYW0KeJwzVMjiMlDw4jI01jMysjA3NVfQNVDI5dJF8A0Ucri4nLgAoZsHiQplbmRzdHJlYW0KZW5kb2JqCjE4IDAgb2JqCjw8IC9UeXBlIC9YT2JqZWN0IC9TdWJ0eXBlIC9Gb3JtCi9CQm94IFsgLTE1LjIyODc1NjU1NTMgLTIgMTUuMjI4NzU2NTU1MyAyIF0gL0xlbmd0aCA0MCAvRmlsdGVyIC9GbGF0ZURlY29kZQo+PgpzdHJlYW0KeJwzVMjiMlDw4jI01jMysjA3NVfQNVDI5dJF8A0Ucri4nLgAoZsHiQplbmRzdHJlYW0KZW5kb2JqCjIgMCBvYmoKPDwgL1R5cGUgL1BhZ2VzIC9LaWRzIFsgMTEgMCBSIF0gL0NvdW50IDEgPj4KZW5kb2JqCjUwIDAgb2JqCjw8IC9DcmVhdG9yIChNYXRwbG90bGliIHYzLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZykKL1Byb2R1Y2VyIChNYXRwbG90bGliIHBkZiBiYWNrZW5kIHYzLjguMykKL0NyZWF0aW9uRGF0ZSAoRDoyMDI0MDMxNTEzMTMzNCswNCcxODAwJykgPj4KZW5kb2JqCnhyZWYKMCA1MQowMDAwMDAwMDAwIDY1NTM1IGYgCjAwMDAwMDAwMTYgMDAwMDAgbiAKMDAwMDAxMjA3MyAwMDAwMCBuIAowMDAwMDEwNjU0IDAwMDAwIG4gCjAwMDAwMTA2ODYgMDAwMDAgbiAKMDAwMDAxMDgyOCAwMDAwMCBuIAowMDAwMDEwODQ5IDAwMDAwIG4gCjAwMDAwMTA4NzAgMDAwMDAgbiAKMDAwMDAwMDA2NSAwMDAwMCBuIAowMDAwMDAwMzQ0IDAwMDAwIG4gCjAwMDAwMDE2NjggMDAwMDAgbiAKMDAwMDAwMDIwOCAwMDAwMCBuIAowMDAwMDAxNjQ3IDAwMDAwIG4gCjAwMDAwMTA5NTcgMDAwMDAgbiAKMDAwMDAxMTE0MyAwMDAwMCBuIAowMDAwMDExMzI5IDAwMDAwIG4gCjAwMDAwMTE1MTUgMDAwMDAgbiAKMDAwMDAxMTcwMSAwMDAwMCBuIAowMDAwMDExODg3IDAwMDAwIG4gCjAwMDAwMDkyOTEgMDAwMDAgbiAKMDAwMDAwOTA4NCAwMDAwMCBuIAowMDAwMDA4NjMxIDAwMDAwIG4gCjAwMDAwMTAzNDQgMDAwMDAgbiAKMDAwMDAwMTY4OCAwMDAwMCBuIAowMDAwMDAxOTk2IDAwMDAwIG4gCjAwMDAwMDIxNDQgMDAwMDAgbiAKMDAwMDAwMjMwMCAwMDAwMCBuIAowMDAwMDAyNzE0IDAwMDAwIG4gCjAwMDAwMDI4NTIgMDAwMDAgbiAKMDAwMDAwMjk5NiAwMDAwMCBuIAowMDAwMDAzMzc2IDAwMDAwIG4gCjAwMDAwMDM2ODEgMDAwMDAgbiAKMDAwMDAwMzk4NSAwMDAwMCBuIAowMDAwMDA0MzA3IDAwMDAwIG4gCjAwMDAwMDQ2MjkgMDAwMDAgbiAKMDAwMDAwNDc5NSAwMDAwMCBuIAowMDAwMDA1MjA5IDAwMDAwIG4gCjAwMDAwMDUzNTMgMDAwMDAgbiAKMDAwMDAwNTQ3MiAwMDAwMCBuIAowMDAwMDA1ODAzIDAwMDAwIG4gCjAwMDAwMDYwMzkgMDAwMDAgbiAKMDAwMDAwNjMzMCAwMDAwMCBuIAowMDAwMDA2NDg1IDAwMDAwIG4gCjAwMDAwMDY3OTcgMDAwMDAgbiAKMDAwMDAwNzAzMCAwMDAwMCBuIAowMDAwMDA3NDM3IDAwMDAwIG4gCjAwMDAwMDc1MjcgMDAwMDAgbiAKMDAwMDAwNzczMyAwMDAwMCBuIAowMDAwMDA4MTQ2IDAwMDAwIG4gCjAwMDAwMDg0NzAgMDAwMDAgbiAKMDAwMDAxMjEzMyAwMDAwMCBuIAp0cmFpbGVyCjw8IC9TaXplIDUxIC9Sb290IDEgMCBSIC9JbmZvIDUwIDAgUiA+PgpzdGFydHhyZWYKMTIyOTIKJSVFT0YK",
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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": {
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",
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x953vfCedO3dOx44d07t37/ztb39rzC8PqJK99tore+65Zzp37lztUYAa1bZt25xxxhnp2bNnKpVKttpqq+y444556KGHqj0aUIM23HDDtG3bNklSX1+fJk2aZPz48VWeCgAojdjPCu3ggw/OhAkT8pe//CUzZszIlVdemdatWy9yTF1dXU488cS88sormTRpUtq0abPI3brf/va384Mf/CCzZ8/Oiy++mG9961tJkuuuuy5PPvlkJkyYkBkzZuS2225L165dG/XrAwDK8O677+bRRx9Nnz59qj0KUKPOPffctGvXLquvvnqefPLJHHvssdUeCQAoTLNqDwCfljfeeCO33357Jk2alG7duiVJNttss8WO6969e7p3754kadWqVX70ox9lq622Sl1dXZo0aZLmzZtnwoQJmTp1arp06ZJtttkmSdK8efPMnj07zz33XL70pS9lgw02aLSvDQAoR319fQ499ND06tUre+21V7XHAWrUySefnJNPPjnPPfdcbrzxRjcSAQCfmDv7WWFNmjQpLVu2zDrrrPOhx02dOjUHHHDAwjfE2m677TJ37tzMnj07SXL77bfn6aefzmc/+9lsttlm+c1vfpMk+da3vpWDDz44Rx55ZDp37pyDDz44b7755qf+dQEA5aivr8/RRx+d559/PnfccUeaNPGf38CH23DDDbPpppvm4IMPrvYoAEBh/L8NVljrrrtu5s6du9gz+v/bKaeckjlz5uTxxx/PrFmz8sc//jHJ+//nPEk233zz3HrrrXnzzTdz2mmn5YADDsgbb7yRZs2a5dRTT82TTz6Z5557Li+//HKGDRv2qX9dAEAZ6uvrc8wxx+Svf/1rRo8enY4dO1Z7JKAQ7733nmf2AwCfmNjPCuszn/lM9thjjxx55JF57bXXUldXlyeeeCLTpk1b5LhZs2alTZs2WWWVVTJt2rRFgv28efNy/fXXZ/r06WnSpElWWWWVJEmzZs0yduzYjBs3LvPnz0/btm3TqlWrNGvmyViwMpg/f37efffdzJ8/P3V1dXn33Xczb968ao8F1JjBgwfn4Ycfzv33359OnTpVexygRr311lu55pprMmPGjNTX1+epp57K8OHD079//2qPBgAURuxnhXbddddl7bXXzpZbbplVVlklRx55ZN55551Fjhk2bFgmTJiQTp06pW/fvtl1110X2R85cmTWX3/9tG/fPscee2xGjhyZ1VZbLW+88Ua++c1vZpVVVkmPHj3SsWPHnH766Y355QFVMnz48LRu3TpnnXVW7rrrrrRu3Tq77LJLtccCasikSZNy2WWX5fnnn8+6666bdu3apV27djnyyCOrPRpQYyqVSkaOHJmePXumffv22WOPPbLbbrvloosuqvZoAEBhKvUfPKsEAAAAAAAokjv7AQAAAACgcGI/AAAAAAAUTuwHAAAAAIDCif0AAAAAAFA4sR8AAAAAAAon9gMAAAAAQOHEfgAAAAAAKJzYDwAAAAAAhRP7AQAAAACgcGI/AAAAAAAUTuwHAAAAAIDCif0AAAAAAFA4sR8AAAAAAAon9gMAAAAAQOHEfgAAAAAAKJzYDwAAAAAAhRP7AQAAAACgcGI/AAAAAAAUTuwHAKBRPfjgg6lUKnnwwQerPcrHdu2116ZSqWTixInVHgUAAKBBYj8AAEmSF154IUcccUTWW2+9tGrVKh06dEjfvn1z8cUX55133snjjz+eSqWSIUOGLPEc48ePT6VSyYknnviJrj1y5MhcdNFFy/gVLLuzzz47d9xxR7XHAAAA+MQq9fX19dUeAgCA6rrnnnuy7777pmXLljnooIPSu3fvzJs3Lw899FBuvfXWHHzwwbnyyiuz4YYbZt68eXnhhRcaPM+wYcMydOjQPPbYY9l8880bPKauri7z5s1LixYt0qTJ+/eefO1rX8vTTz9d9Tvn27Vrl3322SfXXnvtIusLFizIe++9l5YtW6ZSqVRnOAAAgA/RrNoDAABQXS+99FL233//rLvuuhk7dmzWWGONhXvHHHNMJkyYkHvuuSdJcuCBB+a0007LI488kq222mqxc91000353Oc+t8TQnyRNmjRJq1atlv8X8l8++KXC8rhW06ZN07Rp0+UwFQAAwKfDY3wAAFZy5513Xt56661cffXVi4T+D6y//vr57ne/m+T92J+8/9id//bYY4/l+eefX3jMkvz3M/t32GGH3HPPPZk0aVIqlUoqlUq6d+++8Pi5c+fm9NNPz/rrr5+WLVtm7bXXzkknnZS5c+cuct5KpZLBgwfnxhtvzMYbb5yWLVvm97//fZLkZz/7WbbZZpusttpqad26dbbYYov89re/Xez1b7/9dq677rqFcxx88MFJlvzM/ssuu2zhtbp165ZjjjkmM2bMWOSYHXbYIb17986zzz6bHXfcMW3atMmaa66Z884770O/TwAAAJ+EO/sBAFZyd911V9Zbb71ss802H3lsjx49ss022+Q3v/lNLrzwwkXudv/gFwAHHHDAJ7r+j370o8ycOTP/+te/cuGFFyZ5/3E6yft35w8cODAPPfRQDj/88Gy44YZ56qmncuGFF+af//znYs/XHzt2bH7zm99k8ODB6dy588JfGlx88cUZOHBgDjzwwMybNy8333xz9t1339x9993ZbbfdkiTXX399Dj300Hzxi1/M4YcfniTp2bPnEuceOnRohg0bln79+uWoo47K888/n8svvzx/+9vf8vDDD6d58+YLj50+fXoGDBiQvfbaK/vtt19++9vf5oc//GE22WST7Lrrrp/o+wUAANAQsR8AYCU2a9asTJ48OXvsscfHfs2BBx6YY445Jv/7v/+bXXbZJcn7Uf7Xv/51tt5666y33nqfaIadd945a665ZqZPn55BgwYtsjdy5MiMGTMmf/jDH/LlL3954Xrv3r1z5JFH5s9//vMiv6R4/vnn89RTT2WjjTZa5Dz//Oc/07p164WfDx48OJtvvnkuuOCChbF/0KBBOfLII7PeeustNsd/mzp1as4555zssssuGTVq1ML3Hvjc5z6XwYMH54Ybbsghhxyy8PhXX301v/rVr/Ktb30rSfL//X//X9Zdd91cffXVYj8AALBceIwPAMBKbNasWUmS9u3bf+zXfOMb30jz5s0XeZTPH/7wh0yePPkjH+HzSd1yyy3ZcMMN87nPfS5vvvnmwo+ddtopSfLAAw8scvz222+/WOhPskjonz59embOnJltt902jz/++FLNNWbMmMybNy/HH3/8wtCfJIcddlg6dOiw8D0OPtCuXbtFfoHQokWLfPGLX8yLL764VNcHAAD4b+7sBwBYiXXo0CFJMnv27I/9mtVWWy39+/fP7bffnhEjRqRVq1YZOXJkmjVrlv3222+5zjd+/Pg899xz6dKlS4P7U6ZMWeTzHj16NHjc3XffneHDh2fcuHGLPOu/Uqks1VyTJk1Kknz2s59dZL1FixZZb731Fu5/YK211lrsWp06dcrf//73pbo+AADAfxP7AQBWYh06dEi3bt3y9NNPf6LXDRo0KHfffXfuvvvuDBw4MLfeemt22WWXJUb5pVVXV5dNNtkkF1xwQYP7a6+99iKf/+cd/B/405/+lIEDB2a77bbLZZddljXWWCPNmzfPNddc0+AbDX8a/vO9Df5TfX19o1wfAABY8Yn9AAArua997Wu58sor85e//CVbb731x3rNwIED0759+4wcOTLNmzfP9OnTl+kRPku6w75nz5558skn85WvfGWp78K/9dZb06pVq9x3331p2bLlwvVrrrnmY8/x39Zdd90k779HwH++R8G8efPy0ksvpV+/fks1KwAAwNLyzH4AgJXcSSedlLZt2+bQQw/NG2+8sdj+Cy+8kIsvvniRtdatW+frX/967r333lx++eVp27btJ3qT3//Wtm3bzJw5c7H1/fbbL5MnT84vf/nLxfbeeeedvP322x957qZNm6ZSqWTBggUL1yZOnJg77rijwTlmzJjxkefs169fWrRokUsuuWSRu/OvvvrqzJw5c+Gb/gIAADQWsR8AYCXXs2fPjBw5Mi+++GI23HDDHH/88bnqqqty2WWXZdCgQdloo43y7LPPLva6QYMGZe7cubnvvvuy5557pm3btks9wxZbbJEZM2bkxBNPzE033ZS77rorSfKtb30rX/3qV3PkkUfmm9/8Zn7+85/n4osvzlFHHZW11lorzz333Eeee7fddsucOXMyYMCAjBgxImeccUa+9KUvZf31129wjjFjxuSCCy7IzTffnL/+9a8NnrNLly455ZRT8vvf/z4DBgzIL37xixx33HE59thj84UvfGGRN+MFAABoDB7jAwBABg4cmL///e/56U9/mjvvvDOXX355WrZsmT59+uT888/PYYcdtthrdtppp6yxxhp57bXXlukRPkly9NFHZ9y4cbnmmmty4YUXZt11183uu++eJk2a5I477siFF16YX/3qV7n99tvTpk2brLfeevnud7+bDTbY4CPPvdNOO+Xqq6/Oueeem+OPPz49evTIT37yk0ycOHGxN8i94IILcvjhh2fIkCF555138u1vfztf+tKXGjzv0KFD06VLl/z85z/PCSeckFVXXTWHH354zj777DRv3nyZvh8AAACfVKXeu4IBAAAAAEDRPMYHAAAAAAAKJ/YDAAAAAEDhxH4AAAAAACic2A8AAAAAAIUT+wEAAAAAoHBiPwAAAAAAFE7sBwAAAACAwon9AAAAAABQOLEfAAAAAAAKJ/YDAAAAAEDhxH4AAAAAACic2A8AAAAAAIUT+wEAAAAAoHBiPwAAAAAAFE7sBwAAAACAwon9AAAAAABQOLEfAAAAAAAKJ/YDAAAAAEDhxH4AAAAAACic2A8AAAAAAIUT+wEAAAAAoHBiPwAAAAAAFE7sBwAAAACAwon9AAAAAABQOLEfAAAAAAAKJ/YDAAAAAEDhxH4AAAAAACic2A8AAAAAAIUT+wEAAAAAoHBiPwAAAAAAFE7sBwAAAACAwon9AAAAAABQOLEfAAAAAAAK9/8DjE8a8FrCFi4AAAAASUVORK5CYII=",
"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": {
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",
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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": {
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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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",
"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": {
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",
"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": {
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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": {
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",
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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": {
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14sWvt/Fa5jH1sqpAxjbBHGwnM+EURQTiF5QkN3EXTR3F0cxYc7vQUFLkvruHk5Ne95eTqMArIZzFWsIxQ09Z5mSnQQlUrZwAM6zXvjBO00YJd2q6vSv29fPMJIzbHHZWSqbBOQ7uZZM5gmSvOyZswuMQ8949gpGYN7+LLYIrlznXZPqxH0Ub6YPi+pyrKbMVJfxDlTyx4hr/n9/7+fP8/geMKH4jCmVuZHN0cmVhbQplbmRvYmoKMjAgMCBvYmoKPDwgL0xlbmd0aCA2NiAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJwzMzRUMFDQNQISZoYmCuZGlgophlxAPoiVywUTywGzzEzMgCxjU1MklgGQNjI1g9MQGaABcAZEfwZXGgBSaxTACmVuZHN0cmVhbQplbmRvYmoKMjEgMCBvYmoKPDwgL0xlbmd0aCA3MiAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJwzszBRMFCwAGIzczMFcyNLhRRDLiMLM6BALpcFWCCHy9DQEMoyNjFSMDQ0BbJMzY2hYjCNQFlLkEE5UP05XBlcaQB0MhKhCmVuZHN0cmVhbQplbmRvYmoKMjIgMCBvYmoKPDwgL0xlbmd0aCAzMDcgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicPZJLbgMxDEP3PoUuEMD62Z7zpCi6mN5/2ycl6Yoc2RZFapa6TFlTHpA0k4R/6fBwsZ3yO2zPZmbgWqKXieWU59AVYu6ifNnMRl1ZJ8XqhGY6t+hRORcHNk2qn6sspd0ueA7XJp5b9hE/vNCgHtQ1Lgk3dFejZSk0Y6r7f9J7/Iwy4GpMXWxSq3sfPF5EVejoB0eJImOXF+fjQQnpSsJoWoiVd0UDQe7ytMp7Ce7b3mrIsgepmM47KWaw63RSLm4XhyEeyPKo8OWj2GtCz/iwKyX0SNiGM3In7mjG5tTI4pD+3o0ES4+uaCHz4K9u1i5gvFM6RWJkTnKsaYtVTvdQFNO5w70MEPVsRUMpc5HV6l/DzgtrlmwWeEr6BR6j3SZLDlbZ26hO76082dD3H1rXdB8KZW5kc3RyZWFtCmVuZG9iagoyMyAwIG9iago8PCAvTGVuZ3RoIDIzMiAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJw1UUluxDAMu/sV/MAA1u68J8Wgh/b/11LKFAhAJba4JWJjIwIvMfg5iNz4kjWjJn5nclf8LE+FR8Kt4EkUgZfhXnaCyxvGZT8OMx+8l1bOpMaTDMhFNj08ETLYJRA6MLsGddhm2om+IeGzI1LNRpbT1xL00ioEylO23+mCEm2r+nP7rAtt+9oTTnZ76knlE4jnlqzAZeMVk8VYBj1RuUsxfZDqbKEnobwon4NsPmqIRJcoZ+CJwcEo0A7sue1n4lUhaF3dp21jqEZKx9O/DU1Nkgj5RAlntjTuFv5/z72+1/sPTiFUEQplbmRzdHJlYW0KZW5kb2JqCjI0IDAgb2JqCjw8IC9MZW5ndGggNjggL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicMza0UDBQMDdX0DU0NFUwMjJQMDQyUUgx5DI0NAczc7lggjlglokBkGEIJMEacrhgWnPAOiCyUK05XBlcaQBxohJnCmVuZHN0cmVhbQplbmRvYmoKMjUgMCBvYmoKPDwgL0xlbmd0aCAyMzEgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicNU85kgQhDMt5hT4wVRjbQL+np7Y22Pl/upKZTpDwIcnTEx2ZeJkjI7Bmx9taZCBm4FNMxb/2tA8TqvfgHiKUiwthhpFw1qzjbp6OF/92lc9YB+82+IpZXhDYwkzWVxZnLtsFY2mcxDnJboxdE7GNda2nU1hHMKEMhHS2w5Qgc1Sk9MmOMuboOJEnnovv9tssdjl+DusLNo0hFef4KnqCNoOi7HnvAhpyQf9d3fgeRbvoJSAbCRbWUWLunOWEX712dB61KBJzQppBLhMhzekqphCaUKyzo6BSUXCpPqforJ9/5V9cLQplbmRzdHJlYW0KZW5kb2JqCjI2IDAgb2JqCjw8IC9MZW5ndGggMjQ5IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nD1QO45EIQzrOYUv8CTyI3AeRqstZu/frgOaKVBMfrYzJNARgUcMMZSv4yWtoK6Bv4tC8W7i64PCIKtDUiDOeg+IdOymNpETOh2cMz9hN2OOwEUxBpzpdKY9ByY5+8IKhHMbZexWSCeJqiKO6jOOKZ4qe594FiztyDZbJ5I95CDhUlKJyaWflMo/bcqUCjpm0QQsErngZBNNOMu7SVKMGZQy6h6mdiJ9rDzIozroZE3OrCOZ2dNP25n4HHC3X9pkTpXHdB7M+Jy0zoM5Fbr344k2B02N2ujs9xNpKi9Sux1anX51EpXdGOcYEpdnfxnfZP/5B/6HWiIKZW5kc3RyZWFtCmVuZG9iagoyNyAwIG9iago8PCAvTGVuZ3RoIDc0IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nLMwtlAwUDA0MFMwNDdSMDc2UjAxNVFIMeQCCYGYuVwwwRwwyxioLAcsi2BBZDPAbCNTU6geEAuixxCuEsGCyGZwpQEAUb4ZFgplbmRzdHJlYW0KZW5kb2JqCjI4IDAgb2JqCjw8IC9MZW5ndGggMjQ5IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE1RSYoDMAy75xX6QCFek7ynQ5lD5//Xyg6FOQQJr5KTlphYCw8xhB8sPfiRIXM3/Rt+otm7WXqSydn/mOciU1H4UqguYkJdiBvPoRHwPaFrElmxvfE5LKOZc74HH4W4BDOhAWN9STK5qOaVIRNODHUcDlqkwrhrYsPiWtE8jdxu+0ZmZSaEDY9kQtwYgIgg6wKyGCyUNjYTMlnOA+0NyQ1aYNepG1GLgiuU1gl0olbEqszgs+bWdjdDLfLgqH3x+mhWl2CF0Uv1WHhfhT6YqZl27pJCeuFNOyLMHgqkMjstK7V7xOpugfo/y1Lw/cn3+B2vD838XJwKZW5kc3RyZWFtCmVuZG9iagoyOSAwIG9iago8PCAvTGVuZ3RoIDk0IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nEWNwRHAIAgE/1RBCQoK2k8mk4f2/40QMnxg5w7uhAULtnlGHwWVJl4VWAdKY9xQj0C94XItydwFD3Anf9rQVJyW03dpkUlVKdykEnn/DmcmkKh50WOd9wtj+yM8CmVuZHN0cmVhbQplbmRvYmoKMzAgMCBvYmoKPDwgL0xlbmd0aCAzNDEgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicRVJLbkQxCNu/U3CBSOGXkPO0qrqY3n9bm0zVzeAJYGx4y1OmZMqwuSUjJNeUT30iQ6ym/DRyJCKm+EkJBXaVj8drS6yN7JGoFJ/a8eOx9Eam2RVa9e7Rpc2iUc3KyDnIEKGeFbqye9QO2fB6XEi675TNIRzL/1CBLGXdcgolQVvQd+wR3w8droIrgmGway6D7WUy1P/6hxZc7333YscugBas577BDgCopxO0BcgZ2u42KWgAVbqLScKj8npudqJso1Xp+RwAMw4wcsCIJVsdvtHeAJZ9XehFjYr9K0BRWUD8yNV2wd4xyUhwFuYGjr1wPMWZcEs4xgJAir3iGHrwJdjmL1euiJrwCXW6ZC+8wp7a5udCkwh3rQAOXmTDraujqJbt6TyC9mdFckaM1Is4OiGSWtI5guLSoB5a41w3seJtI7G5V9/uH+GcL1z26xdL7ITECmVuZHN0cmVhbQplbmRvYmoKMzEgMCBvYmoKPDwgL0xlbmd0aCA3MiAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJwzMrdQMFCwNAEShhYmCuZmBgophlxAvqmJuUIuF0gMxMoBswyAtCWcgohngJggbRDFIBZEsZmJGUQdnAGRy+BKAwAl2xbJCmVuZHN0cmVhbQplbmRvYmoKMzIgMCBvYmoKPDwgL0xlbmd0aCA0NyAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJwzMrdQMFCwNAEShhYmCuZmBgophlyWEFYuF0wsB8wC0ZZwCiKewZUGALlnDScKZW5kc3RyZWFtCmVuZG9iagozMyAwIG9iago8PCAvTGVuZ3RoIDI1OCAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxFkUtyBCAIRPeegiOA/OQ8k0plMbn/Ng3OZDZ2l6j9hEojphIs5xR5MH3J8s1ktul3OVY7GwUURSiYyVXosQKrO1PEmWuJautjZeS40zsGxRvOXTmpZHGjjHVUdSpwTM+V9VHd+XZZlH1HDmUK2KxzHGzgym3DGCdGm63uDveJIE8nU0fF7SDZ8AcnjX2VqytwnWz20UswDgT9QhOY5ItA6wyBxs1T9OQS7OPjdueBYG95EUjZEMiRIRgdgnadXP/i1vm9/3GGO8+1Ga4c7+J3mNZ2x19ikhVzAYvcKajnay5a1xk63pMzx+Sm+4bOuWCXu4NM7/k/1s/6/gMeKWb6CmVuZHN0cmVhbQplbmRvYmoKMzQgMCBvYmoKPDwgL0xlbmd0aCAxNjMgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicRZA7EgMhDEN7TqEj+CMDPs9mMik2929j2GxSwNNYIIO7E4LU2oKJ6IKHtiXdBe+tBGdj/Ok2bjUS5AR1gFak42iUUn25xWmVdPFoNnMrC60THWYOepSjGaAQOhXe7aLkcqbuzvlDcPVf9b9i3TmbiYHJyh0IzepT3Pk2O6K6usn+pMfcrNd+K+xVYWlZS8sJt527ZkAJ3FM52qs9Px8KOvYKZW5kc3RyZWFtCmVuZG9iagozNSAwIG9iago8PCAvTGVuZ3RoIDIxOCAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJw9ULmNBDEMy12FGljAeu2pZxaLS6b/9Ej59iLRFkVSKjWZkikvdZQlWVPeOnyWxA55huVuZDYlKkUvk7Al99AK8X2J5hT33dWWs0M0l2g5fgszKqobHdNLNppwKhO6oNzDM/oNbXQDVocesVsg0KRg17YgcscPGAzBmROLIgxKTQb/rnKPn16LGz7D8UMUkZIO5jX/WP3ycw2vU48nkW5vvuJenKkOAxEckpq8I11YsS4SEWk1QU3PwFotgLu3Xv4btCO6DED2icRxmlKOob9rcKXPL+UnU9gKZW5kc3RyZWFtCmVuZG9iagozNiAwIG9iago8PCAvTGVuZ3RoIDgzIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nEWMuw3AMAhEe6ZgBH4m9j5RlMLevw0QJW64J909XB0JmSluM8NDBp4MLIZdcYH0ljALXEdQjp3so2HVvuoEjfWmUvPvD5Se7KzihusBAkIaZgplbmRzdHJlYW0KZW5kb2JqCjM3IDAgb2JqCjw8IC9MZW5ndGggMjM5IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE1QyW0EMQz7uwo1MMDoHLseB4s8sv1/Q8oJkpdoS+Kh8pRblspl9yM5b8m65UOHTpVp8m7Qza+x/qMMAnb/UFQQrSWxSsxc0m6xNEkv2cM4jZdrtY7nqXuEWaN48OPY0ymB6T0ywWazvTkwqz3ODpBOuMav6tM7lSQDibqQ80KlCuse1CWijyvbmFKdTi3lGJef6Ht8jgA9xd6N3NHHyxeMRrUtqNFqlTgPMBNT0ZVxq5GBlBMGQ2dHVzQLpcjKekI1wo05oZm9w3BgA8uzhKSlrVK8D2UB6AJd2jrjNEqCjgDC3yiM9foGqvxeNwplbmRzdHJlYW0KZW5kb2JqCjM4IDAgb2JqCjw8IC9MZW5ndGggMTUwIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nD1POQ7DMAzb/Qp+IIB1WLbekyLokP5/reigHQQRoHjIsqNjBQ4xgUnHHImXtB/8NI1ALIOaI3pCxTAscDZJgYdBVklXPlucTCG1BV5I+NYUPBtNZIKex4gduJPJ6APvUluxdegB7RBVJF2zDGOxrbpwPWEENcV6Feb1MGOJkkefVUvrAQUT+NL5f+5u73Z9AWDFMF0KZW5kc3RyZWFtCmVuZG9iagozOSAwIG9iago8PCAvTGVuZ3RoIDE1MSAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJw1j8sNwzAMQ++aggsE0M+yPE+KoId0/2slpwUMmDDJJ9kWg5GMQ0xg7Jhj4SVUT60+JCO3ukk5EKlQNwRPaEwMM5ykS+CV6b5lPLd4Oa3UBZ2QyN1ZbTREGc08hqOn7BVO+i9zk6iVGWUOyKxT3U7IyoIVmBfUct/PuK1yoRMetivDojvFiHKbGWn4/e+kN11f3Hgw1QplbmRzdHJlYW0KZW5kb2JqCjQwIDAgb2JqCjw8IC9MZW5ndGggMTYwIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nEWQORIDMQgEc72CJ0hcgvesy7XB+v+pB9ZHoukCNBy6Fk3KehRoPumxRqG60GvoLEqSRMEWkh1Qp2OIOyhITEhjkki2HoMjmlizXZiZVCqzUuG0acXCv9la1chEjXCN/InpBlT8T+pclPBNg6+SMfoYVLw7g4xJ+F5F3Fox7f5EMLEZ9glvRSYFhImxqdm+z2CGzPcK1zjH8w1MgjfrCmVuZHN0cmVhbQplbmRvYmoKNDEgMCBvYmoKPDwgL0xlbmd0aCAzMzQgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicLVJLcsUgDNtzCl2gM/gH5DzpdLp4vf+2kpNFRg5g9DHlholKfFkgt6PWxLeNzECF4a+rzIXPSNvIOojLkIu4ki2Fe0Qs5DHEPMSC76vxHh75rMzJswfGL9l3Dyv21IRlIePFGdphFcdhFeRYsHUhqnt4U6TDqSTY44v/PsVzLQQtfEbQgF/kn6+O4PmSFmn3mG3TrnqwTDuqpLAcbE9zXiZfWme5Oh7PB8n2rtgRUrsCFIW5M85z4SjTVka0FnY2SGpcbG+O/VhK0IVuXEaKI5CfqSI8oKTJzCYK4o+cHnIqA2Hqmq50chtVcaeezDWbi7czSWbrvkixmcJ5XTiz/gxTZrV5J89yotSpCO+xZ0vQ0Dmunr2WWWh0mxO8pITPxk5PTr5XM+shORUJqWJaV8FpFJliCdsSX1NRU5p6Gf778u7xO37+ASxzfHMKZW5kc3RyZWFtCmVuZG9iago0MiAwIG9iago8PCAvTGVuZ3RoIDE4IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDM2tFAwgMMUQ640AB3mA1IKZW5kc3RyZWFtCmVuZG9iago0MyAwIG9iago8PCAvTGVuZ3RoIDEzMyAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxFj0sOBCEIRPecoo7Axx/ncTLphXP/7YCdbhNjPYVUgbmCoT0uawOdFR8hGbbxt6mWjkVZPlR6UlYPyeCHrMbLIdygLPCCSSqGIVCLmBqRLWVut4DbNg2yspVTpY6wi6Mwj/a0bBUeX6JbInWSP4PEKi/c47odyKXWu96ii75/pAExCQplbmRzdHJlYW0KZW5kb2JqCjQ0IDAgb2JqCjw8IC9MZW5ndGggMzQwIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDVSOW4EMQzr/Qp9IIBu2+/ZIEiR/L8NqdkUA3F0UpQ7WlR2y4eFVLXsdPm0ldoSN+R3ZYXECcmrEu1ShkiovFYh1e+ZMq+3NWcEyFKlwuSk5HHJgj/DpacLx/m2sa/lyB2PHlgVI6FEwDLFxOgals7usGZbfpZpwI94hJwr1i3HWAVSG9047Yr3oXktsgaIvZmWigodVokWfkHxoEeNffYYVFgg0e0cSXCMiVCRgHaB2kgMOXssdlEf9DMoMRPo2htF3EGBJZKYOcW6dPTf+NCxoP7YjDe/OirpW1pZY9I+G+2Uxiwy6XpY9HTz1seDCzTvovzn1QwSNGWNksYHrdo5hqKZUVZ4t0OTDc0xxyHzDp7DGQlK+jwUv48lEx2UyN8ODaF/Xx6jjJw23gLmoj9tFQcO4rPDXrmBFUoXa5L3AalM6IHp/6/xtb7X1x8d7YDGCmVuZHN0cmVhbQplbmRvYmoKNDUgMCBvYmoKPDwgL0xlbmd0aCAyNTEgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicLVFJcgNBCLvPK/SEZqffY5crh+T/1wjKBwYNi0B0WuKgjJ8gLFe85ZGraMPfMzGC3wWHfivXbVjkQFQgSWNQNaF28Xr0HthxmAnMk9awDGasD/yMKdzoxeExGWe312XUEOxdrz2ZQcmsXMQlExdM1WEjZw4/mTIutHM9NyDnRliXYZBuVhozEo40hUghhaqbpM4EQRKMrkaNNnIU+6Uvj3SGVY2oMexzLW1fz004a9DsWKzy5JQeXXEuJxcvrBz09TYDF1FprPJASMD9bg/1c7KT33hL584W0+N7zcnywlRgxZvXbkA21eLfvIjj+4yv5+f5/ANfYFuICmVuZHN0cmVhbQplbmRvYmoKNDYgMCBvYmoKPDwgL0xlbmd0aCA1NCAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJwzNTBQMFDQtVTQNTI2VTA1BLINzUwVUgy54OxcCBMkn8MFUwlhgaRzECpzuDK40gBzUQ+PCmVuZHN0cmVhbQplbmRvYmoKNDcgMCBvYmoKPDwgL0xlbmd0aCA4OSAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJw1TbkRgDAM6z2FR8CPSLwPx1GE/VvshDSWTp8Rygdr5AGC4Y0vIfiiLxmEtQsPKvtIdNhEDWcVJBPDryzwqpwVbXMlE9lZTKOzQcv0re1vgx66P92OHAoKZW5kc3RyZWFtCmVuZG9iago0OCAwIG9iago8PCAvTGVuZ3RoIDc2IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nD2MOw6AMAxD95zCR2h+JAdCiIHef6UptIv99CTbxdFgWpECt8DJ5D6p03LPJDt8EJsh5FcbWrWuytKaDIuajL8N391N1wumOBfACmVuZHN0cmVhbQplbmRvYmoKNDkgMCBvYmoKPDwgL0xlbmd0aCAyMTUgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicNVE5DgMhDOz3Ff5AJIwveE+iKM3+v82M0VYewVyGtJQhmfJSk6gh5VM+epkunLrc18xqNOeWtC1zgLi2vC+tksCJZoiDwWmYuAGaPAFD19GoUUMXHtDUpVMosNwEPoq3bg/dY7WBl7Yh54kgYigZLEHNqUUTFm3PJ6Q1v16LG96X7d3IU6XGlhiBBgFWOBzX6NfwlT1PJtF0FTLUqzXLGAkTRSI8+Y6m1RPrWjTSMhLUxhGsagO8O/0wTgAAE3HLAmSfSpSz5MRvsfSzBlf6/gGfR1SWCmVuZHN0cmVhbQplbmRvYmoKMTYgMCBvYmoKPDwgL1R5cGUgL0ZvbnQgL0Jhc2VGb250IC9CTVFRRFYrRGVqYVZ1U2FucyAvRmlyc3RDaGFyIDAgL0xhc3RDaGFyIDI1NQovRm9udERlc2NyaXB0b3IgMTUgMCBSIC9TdWJ0eXBlIC9UeXBlMyAvTmFtZSAvQk1RUURWK0RlamFWdVNhbnMKL0ZvbnRCQm94IFsgLTEwMjEgLTQ2MyAxNzk0IDEyMzMgXSAvRm9udE1hdHJpeCBbIDAuMDAxIDAgMCAwLjAwMSAwIDAgXQovQ2hhclByb2NzIDE3IDAgUgovRW5jb2RpbmcgPDwgL1R5cGUgL0VuY29kaW5nCi9EaWZmZXJlbmNlcyBbIDMyIC9zcGFjZSA0MCAvcGFyZW5sZWZ0IC9wYXJlbnJpZ2h0IDQ0IC9jb21tYSA0OCAvemVybyAvb25lIC90d28gL3RocmVlCi9mb3VyIC9maXZlIDYxIC9lcXVhbCA2NyAvQyA4MyAvUyAvVCA4NiAvViA5NSAvdW5kZXJzY29yZSA5NyAvYSA5OSAvYyAvZCAvZQoxMDMgL2cgMTA1IC9pIDEwOCAvbCAvbSAvbiAvbyAvcCAxMTQgL3IgL3MgL3QgMTIwIC94IDEyMiAveiBdCj4+Ci9XaWR0aHMgMTQgMCBSID4+CmVuZG9iagoxNSAwIG9iago8PCAvVHlwZSAvRm9udERlc2NyaXB0b3IgL0ZvbnROYW1lIC9CTVFRRFYrRGVqYVZ1U2FucyAvRmxhZ3MgMzIKL0ZvbnRCQm94IFsgLTEwMjEgLTQ2MyAxNzk0IDEyMzMgXSAvQXNjZW50IDkyOSAvRGVzY2VudCAtMjM2IC9DYXBIZWlnaHQgMAovWEhlaWdodCAwIC9JdGFsaWNBbmdsZSAwIC9TdGVtViAwIC9NYXhXaWR0aCAxMzQyID4+CmVuZG9iagoxNCAwIG9iagpbIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwCjYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgMzE4IDQwMSA0NjAgODM4IDYzNgo5NTAgNzgwIDI3NSAzOTAgMzkwIDUwMCA4MzggMzE4IDM2MSAzMTggMzM3IDYzNiA2MzYgNjM2IDYzNiA2MzYgNjM2IDYzNiA2MzYKNjM2IDYzNiAzMzcgMzM3IDgzOCA4MzggODM4IDUzMSAxMDAwIDY4NCA2ODYgNjk4IDc3MCA2MzIgNTc1IDc3NSA3NTIgMjk1CjI5NSA2NTYgNTU3IDg2MyA3NDggNzg3IDYwMyA3ODcgNjk1IDYzNSA2MTEgNzMyIDY4NCA5ODkgNjg1IDYxMSA2ODUgMzkwIDMzNwozOTAgODM4IDUwMCA1MDAgNjEzIDYzNSA1NTAgNjM1IDYxNSAzNTIgNjM1IDYzNCAyNzggMjc4IDU3OSAyNzggOTc0IDYzNCA2MTIKNjM1IDYzNSA0MTEgNTIxIDM5MiA2MzQgNTkyIDgxOCA1OTIgNTkyIDUyNSA2MzYgMzM3IDYzNiA4MzggNjAwIDYzNiA2MDAgMzE4CjM1MiA1MTggMTAwMCA1MDAgNTAwIDUwMCAxMzQyIDYzNSA0MDAgMTA3MCA2MDAgNjg1IDYwMCA2MDAgMzE4IDMxOCA1MTggNTE4CjU5MCA1MDAgMTAwMCA1MDAgMTAwMCA1MjEgNDAwIDEwMjMgNjAwIDUyNSA2MTEgMzE4IDQwMSA2MzYgNjM2IDYzNiA2MzYgMzM3CjUwMCA1MDAgMTAwMCA0NzEgNjEyIDgzOCAzNjEgMTAwMCA1MDAgNTAwIDgzOCA0MDEgNDAxIDUwMCA2MzYgNjM2IDMxOCA1MDAKNDAxIDQ3MSA2MTIgOTY5IDk2OSA5NjkgNTMxIDY4NCA2ODQgNjg0IDY4NCA2ODQgNjg0IDk3NCA2OTggNjMyIDYzMiA2MzIgNjMyCjI5NSAyOTUgMjk1IDI5NSA3NzUgNzQ4IDc4NyA3ODcgNzg3IDc4NyA3ODcgODM4IDc4NyA3MzIgNzMyIDczMiA3MzIgNjExIDYwNQo2MzAgNjEzIDYxMyA2MTMgNjEzIDYxMyA2MTMgOTgyIDU1MCA2MTUgNjE1IDYxNSA2MTUgMjc4IDI3OCAyNzggMjc4IDYxMiA2MzQKNjEyIDYxMiA2MTIgNjEyIDYxMiA4MzggNjEyIDYzNCA2MzQgNjM0IDYzNCA1OTIgNjM1IDU5MiBdCmVuZG9iagoxNyAwIG9iago8PCAvQyAxOCAwIFIgL1MgMTkgMCBSIC9UIDIwIDAgUiAvViAyMSAwIFIgL2EgMjIgMCBSIC9jIDIzIDAgUgovY29tbWEgMjQgMCBSIC9kIDI1IDAgUiAvZSAyNiAwIFIgL2VxdWFsIDI3IDAgUiAvZml2ZSAyOCAwIFIgL2ZvdXIgMjkgMCBSCi9nIDMwIDAgUiAvaSAzMSAwIFIgL2wgMzIgMCBSIC9tIDMzIDAgUiAvbiAzNCAwIFIgL28gMzUgMCBSIC9vbmUgMzYgMCBSCi9wIDM3IDAgUiAvcGFyZW5sZWZ0IDM4IDAgUiAvcGFyZW5yaWdodCAzOSAwIFIgL3IgNDAgMCBSIC9zIDQxIDAgUgovc3BhY2UgNDIgMCBSIC90IDQzIDAgUiAvdGhyZWUgNDQgMCBSIC90d28gNDUgMCBSIC91bmRlcnNjb3JlIDQ2IDAgUgoveCA0NyAwIFIgL3ogNDggMCBSIC96ZXJvIDQ5IDAgUiA+PgplbmRvYmoKMyAwIG9iago8PCAvRjEgMTYgMCBSID4+CmVuZG9iago0IDAgb2JqCjw8IC9BMSA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwIC9jYSAxID4+Ci9BMiA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAxIC9jYSAxID4+Ci9BMyA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwLjggL2NhIDAuOCA+PiA+PgplbmRvYmoKNSAwIG9iago8PCA+PgplbmRvYmoKNiAwIG9iago8PCA+PgplbmRvYmoKNyAwIG9iago8PCAvUDAgMTMgMCBSID4+CmVuZG9iagoxMyAwIG9iago8PCAvVHlwZSAvWE9iamVjdCAvU3VidHlwZSAvRm9ybQovQkJveCBbIC0xNS4yMjg3NTY1NTUzIC0yIDE1LjIyODc1NjU1NTMgMiBdIC9MZW5ndGggNDAgL0ZpbHRlciAvRmxhdGVEZWNvZGUKPj4Kc3RyZWFtCnicM1TI4jJQ8OIyNNYzMrIwNzVX0DVQyOXSRfANFHK4uJy4AKGbB4kKZW5kc3RyZWFtCmVuZG9iagoyIDAgb2JqCjw8IC9UeXBlIC9QYWdlcyAvS2lkcyBbIDExIDAgUiBdIC9Db3VudCAxID4+CmVuZG9iago1MCAwIG9iago8PCAvQ3JlYXRvciAoTWF0cGxvdGxpYiB2My44LjMsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcpCi9Qcm9kdWNlciAoTWF0cGxvdGxpYiBwZGYgYmFja2VuZCB2My44LjMpCi9DcmVhdGlvbkRhdGUgKEQ6MjAyNDAzMTUxMzEzNDArMDQnMTgwMCcpID4+CmVuZG9iagp4cmVmCjAgNTEKMDAwMDAwMDAwMCA2NTUzNSBmIAowMDAwMDAwMDE2IDAwMDAwIG4gCjAwMDAwMTM3NTEgMDAwMDAgbiAKMDAwMDAxMzMxNyAwMDAwMCBuIAowMDAwMDEzMzQ5IDAwMDAwIG4gCjAwMDAwMTM0OTEgMDAwMDAgbiAKMDAwMDAxMzUxMiAwMDAwMCBuIAowMDAwMDEzNTMzIDAwMDAwIG4gCjAwMDAwMDAwNjUgMDAwMDAgbiAKMDAwMDAwMDM0NCAwMDAwMCBuIAowMDAwMDAzMTkxIDAwMDAwIG4gCjAwMDAwMDAyMDggMDAwMDAgbiAKMDAwMDAwMzE3MCAwMDAwMCBuIAowMDAwMDEzNTY1IDAwMDAwIG4gCjAwMDAwMTE4NjcgMDAwMDAgbiAKMDAwMDAxMTY2MCAwMDAwMCBuIAowMDAwMDExMTQ1IDAwMDAwIG4gCjAwMDAwMTI5MjAgMDAwMDAgbiAKMDAwMDAwMzIxMSAwMDAwMCBuIAowMDAwMDAzNTE5IDAwMDAwIG4gCjAwMDAwMDM5MzMgMDAwMDAgbiAKMDAwMDAwNDA3MSAwMDAwMCBuIAowMDAwMDA0MjE1IDAwMDAwIG4gCjAwMDAwMDQ1OTUgMDAwMDAgbiAKMDAwMDAwNDkwMCAwMDAwMCBuIAowMDAwMDA1MDQwIDAwMDAwIG4gCjAwMDAwMDUzNDQgMDAwMDAgbiAKMDAwMDAwNTY2NiAwMDAwMCBuIAowMDAwMDA1ODEyIDAwMDAwIG4gCjAwMDAwMDYxMzQgMDAwMDAgbiAKMDAwMDAwNjMwMCAwMDAwMCBuIAowMDAwMDA2NzE0IDAwMDAwIG4gCjAwMDAwMDY4NTggMDAwMDAgbiAKMDAwMDAwNjk3NyAwMDAwMCBuIAowMDAwMDA3MzA4IDAwMDAwIG4gCjAwMDAwMDc1NDQgMDAwMDAgbiAKMDAwMDAwNzgzNSAwMDAwMCBuIAowMDAwMDA3OTkwIDAwMDAwIG4gCjAwMDAwMDgzMDIgMDAwMDAgbiAKMDAwMDAwODUyNSAwMDAwMCBuIAowMDAwMDA4NzQ5IDAwMDAwIG4gCjAwMDAwMDg5ODIgMDAwMDAgbiAKMDAwMDAwOTM4OSAwMDAwMCBuIAowMDAwMDA5NDc5IDAwMDAwIG4gCjAwMDAwMDk2ODUgMDAwMDAgbiAKMDAwMDAxMDA5OCAwMDAwMCBuIAowMDAwMDEwNDIyIDAwMDAwIG4gCjAwMDAwMTA1NDggMDAwMDAgbiAKMDAwMDAxMDcwOSAwMDAwMCBuIAowMDAwMDEwODU3IDAwMDAwIG4gCjAwMDAwMTM4MTEgMDAwMDAgbiAKdHJhaWxlcgo8PCAvU2l6ZSA1MSAvUm9vdCAxIDAgUiAvSW5mbyA1MCAwIFIgPj4Kc3RhcnR4cmVmCjEzOTcwCiUlRU9GCg==",
"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",
"![\"ml\"](\"https://raw.githubusercontent.com/fum-cs/machine-learning/main/notebooks/img/type1error.jpg\")
"
]
},
{
"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": [
{
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",
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ffPCBpCsfJv3798/ROO7ceuutmj59uiTpvvvu0wsvvKCePXuqSpUqXu2f2++BNVjedtttXs133759kq4EfHc/w40bN/YY7nft2mWuYVu8eHEtWrQoy7HDw8P1zz//mGvzFiQjRozQ/PnztWvXLh09elSNGjXS4MGD1aJFCwUFBWnbtm364IMPdO7cOdWsWdMMSIH0+w8gZ8gV7pErso9cQa6QyBXAtYxc4R65IvvIFeQKiVxR0FCwQYHz+uuv6/nnn1dSUpJX7V1VkzM+yCtUqKAyZcpkew7WIHDDDTdke39/Klu2rFcVcsMw9Pzzz+u///2v0tPTver76u/lpUuXzOeuv/76bN84zeqRRx7R8uXLlZycrNmzZ2vEiBHm17Zs2aLff/9dktS9e3eVLl06x+O4cscdd6hv3776/PPPdebMGY0YMUIjRoxQrVq1dPPNN6tt27a66667VKFChUz7+uJ7cPLkSXO7du3aWba3trHuezXrjfpcOXTokLm9YMECLViwIMuxM5w/f97rtjkRHh5ubrv748bq8uXL5nbx4sVzPOb333+ve++9V5s3b9alS5f0xhtvZGr3r3/9S4MGDVLv3r0lyeXPY3h4uPk9SkxMdHo9/po/gJwhV3hGrsg+cgW5ImNMcgVw7SFXeEauyD5yBbkiY0xyRcFBwQYFypw5c/TUU0+Zj2+55Ra1a9dO1atXV/HixVW4cGFJUkxMjB5++GFJUlpaWqZ+Mj6wsnpTcscaBHLah79YL1X05JVXXtGUKVMkXTnLpXPnzrr55ptVrVo1hYWFKSQkRJL0xx9/6KWXXpKU+Xvpy+/D3XffrYoVK+rUqVP64IMPnAKQ9bJjX19enOGzzz5Tx44dNX36dPMy471792rv3r2aNWuWgoODdf/99+u1115TpUqVzP188T2wXlLqzeXu1nE8XY6a1c/ChQsXvJida+7OavKVUqVKmduxsbFZtj979qzLfbOrSpUq+vXXXzV37lzNnTtXmzdv1rlz51S8eHE1bNhQQ4YMUd++ffXJJ5+Y+1SsWNHl/DMCUGxsrMefjdTUVPPnKCQkJNtLHgDIOXJF1sgVOUOuyB5yxSfmPuQKIP8iV2SNXJEz5IrsIVd8Yu5DrghMFGxQoGR8EBcqVEhLlizRHXfc4bJdVut6lihRQufOnXNatzE7SpQoYW7ntI/s8PaMEm9dvnxZr776qqQr1fGff/5ZTZs2ddk2Iwi54svvQ6FChTR06FBNmjRJu3fv1tq1a9WmTRvFx8friy++kHTlTI127drlahx3HA6Hhg4dqqFDh+rAgQNau3at1q9fr5UrV2rv3r1KS0vTF198obVr1+q3335TRESEJN98D6xnKMTHx2fZ3jpObs5usH4ojxkzRuPHj89xX75Wu3Zt/fzzz5Kcz6xxJTU1VcePH5d0JUBmdaZOVoKDg9WvXz/169fPbZs///zT3G7evHmmr9euXVsHDx6UdGX+ntbHPXbsmPnHRXR0dK7O/AKQPeQK3yBXZEauIFdkIFcA1w5yhW+QKzIjV5ArMpArCgYWqkOBceDAAfMN5Z577nEbfiTp8OHDHvvKWOszJibGXBMzO6xrheZ0bcwiRYqY21lV/72p2GfHhg0bzA/ahx9+2G34kTx/L4sXL66SJUtKkvbs2SPDMHI1r4ceeshcXzNjDdj58+eb1Xx/na1ytZo1a2rAgAF655139Pfff2vLli1q3LixJOno0aOaOnWq2dYX3wPrGTB79+7Nsr21TeXKlbM9XgZrUHC13q+d6tWrZ25v2bLFY9tt27aZAaJu3bp5EiBWr15tbt9yyy2Zvp6d+W/evNnlfgD8i1zhO+QKz8gV9iNXAPA3coXvkCs8I1fYj1yB3KJggwLj9OnT5nZUVJTHtj/88IPHr2e8YRmGoaVLl2Z7Lm3atDG3v/nmmxydUWK9DPLEiRMe227cuDHb/Xviy+9lxvfin3/+0S+//JKreUVGRupf//qXJOnLL7/UhQsXzMuLCxcurIEDB+aq/5xq0qSJPv30U/Ox9SaOUu6/By1atDC3f/rppyzbW9tY982uxo0bm2fcrFixwudnRuXG7bffbm5n9TP4/fffm9sZPz/+tGvXLv3222+SrqwDbH0/yBDI8wdwBbnCd8gV2UOuyHuB/LlMrgAKBnKF75ArsodckfcC+XOZXJE/ULBBgVGsWDFze//+/W7bHT16VB9//LHHvh544AFze9KkSV5d1mlVvnx58w3uwIED5tkV2VG0aFHzssPffvvN7eWpKSkpmjlzZrb798Tb7+XWrVv1zTffeOzL+r0cPXp0rj9EH3nkEUlSQkKCRo0apQ0bNki6smZs+fLlc9V3blgvEU1NTXX6Wm6/BzfffLO5ruiyZcucLl+92sKFC80zVtq0aePyxoLeyriUVrpyZlJOfo79pVatWuZZQnv37tV3333nsl1iYqLTmsH333+/X+eVlpam4cOHm49Hjhzpsl2HDh3Mn9fly5e7XfYgJiZGc+fOlSSFhobq7rvv9vGMAbhDrvAdckX2kSvyFrkCgL+RK3yHXJF95Iq8Ra5ArhlAAZGUlGSEhYUZkoyQkBBj48aNmdqcOnXKaNKkiSHJ/Ddw4ECX/d15551mm86dOxtnz5512S49Pd1YvHhxpuc3bNhgBAcHG5KM0NBQY968eW7nfuLECZfzfeSRR8w5jBgxItPXU1JSjMGDB3v1eiIjIw1JRmRkpNt5ZDh27JjZX6lSpYwDBw5kavP3338b1atXdxp77NixmdqlpqYaDRo0MNv069fPiI+PdzluSkqK8c0333icW2pqqlG1alWncSUZP/74Y5avK6fGjx9v/Pjjj0ZaWprbNlOmTDHnMmTIkExzzu33YPLkyeb+devWNU6cOJGpzfbt241y5cqZ7Vz1c/DgwSx/VqyOHj1qlCpVypBkFClSxJg1a5bH9qdPnzYmTJhgbN++3eXXrf9nBw8ezHJ8TxYtWmT2FRkZaRw+fNjp62lpacaQIUPMNj169HDb19ixY736vqxZs8ZITU11+bULFy4YvXv3Nvvp0KGDkZ6e7rav119/3WzbpEkT49y5c05fv3z5svGvf/3LbDNy5Ei3fQHwPXIFucJfyBXkigzkCuDaQa4gV/gLuYJckYFcUXA4DCOXizQCAeTpp5/WtGnTJF1ZU3XIkCFq3ry5QkJCtHXrVn388cf6559/NGDAAM2ePVuSNHDgQH3yySeZ+oqNjVWLFi3MdWZLlSql3r17q3nz5ipRooTOnz+vHTt26JtvvtGhQ4dcrvX52muvOVWsW7durW7duqlatWpKT0/X4cOHtWbNGi1fvlyjRo3SuHHjnPbfvXu3GjVqZK4Je+edd+q+++5T8eLFtW/fPs2ePVt79uxR7969zaq2u9dTvXp1HT58WJGRkVne9EySunfvroULF0q6sq7pww8/rAYNGig9PV3r16/X7NmzlZiY6PS9HDt2bKbXIEl///23WrVqZa6vW6lSJfXu3VsNGzZUsWLFFBsbq61bt2rp0qUKDQ3Ncn4TJkzQ2LFjzcc1a9bUvn37/LbWZ/v27bV69WpVrFhRt99+uxo1aqSKFSsqPT1dJ06c0JIlS7RmzRpJV37utmzZohtvvNGpj9x+D9LS0tS+fXvz8uXSpUtryJAhatKkiVJTU7Vu3TrNmjVLSUlJkq6sj/vee+9lei2HDh1SjRo1JLn/WbnaDz/8oG7dupk/hw0bNlS3bt1Uq1YtFS1aVBcuXNDff/+tX3/9VevWrVNaWprWrFnj8tJa6//RwYMHPd68zhu9e/fWvHnzJElly5bVww8/rPr16+vs2bOaPXu2Nm3aJOnK93vjxo2qWrWqy37GjRtn3qTQ0/elXr16OnfunLp06aImTZqofPnyunjxorZt26Z58+YpJibGbLdixQqPZwwlJyerc+fO5s9O1apV9fDDDys6OlrHjh3Thx9+aK4pXbduXa1fv95cXxhA3iBXkCv8gVxBrshArgCuLeQKcoU/kCvIFRnIFQWIreUiwMcuX75sdOjQIdPZDNZ/Dz/8sLF//36vqtOnTp0y2rVr57E/SYbD4XDbx/vvv2+Eh4dn2cf48eNd7v/BBx8YQUFBbvd78MEHvXo92TljxTAMIzY21qhfv77bcYOCgoyXX37Z+Pnnnz2esZLh77//9thfxr8aNWpkObfjx48bhQoVMveZNGmSV68pp9q3b5/lvCUZ5cqVM3744Qe3/eT2e3Dp0iXjrrvuyvJn8YknnnB7dk12z1jJsGHDBqNmzZpefR/Cw8ONHTt2uOzH2i63Z6wYhmEkJiY6nSXi6l9UVJTbM2gyeHvGyo033pjl6+/evbtx5swZr+Z/7tw5o2PHjh77a9KkSaazcQDkDXIFucIfyBXkigzkCuDaQq4gV/gDuYJckYFcUXBQsEGBk5KSYrz99ttGq1atjOLFixtFihQxIiMjjfvvv9/8cMruh8C3335r9O/f36hZs6YRFhZmhISEGBUqVDDatWtnjBs3zvj777897h8TE2O8/PLLRuvWrY3y5csbhQoVMsLCwow6deoYDzzwgDF//nwjKSnJ7f4bN2407r//fqNSpUpGSEiIUbFiRaNLly7mJaTevJ7sBiDDMIz4+Hjj1VdfNRo3bmwUK1bMKFasmBEVFWUMHjzY+PXXXw3DMLwOQIZx5ZLPuXPnGj169DCqVatmFC1a1ChcuLBRuXJl49ZbbzUmT55sHD9+3Ku5ZQSJQoUKubzc1pcuXrxoLFy40HjyySeNNm3aGBUrVjRCQkKMwoULGxUrVjQ6depk/Pe//zXOnz+fZV+++B58//33Rt++fY3IyEgjNDTUCAsLM2rXrm0MGzbM2Lx5s8d9cxqADOPK79Znn31m3H///UaNGjWM8PBwo1ChQkaZMmWMZs2aGQ899JAxb948Iy4uzm0fvg5AGb777jujZ8+eRtWqVY0iRYoY5cqVM1q1amVMmzbN43wyeBuAVq9ebTz33HN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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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kZSA+PgpzdHJlYW0KeJw9UktuxUAI2+cUXKDS8JvPeVJV3bz7b2tDUqkqvIkxxjB9ypC55UtdEnGFybderls8pnwuW1qZeYi7i40lPrbcl+4htl10LrE4HUfyCzKdKkSozarRofhCloUHkE7woQvCfTn+4y+AwdewDbjhPTJBsCTmKULGblEZmhJBEWHnkRWopFCfWcLfUe7r9zIFam+MpQtjHPQJtAVCbUjEAupAAETslFStkI5nJBO/Fd1nYhxg59GyAa4ZVESWe+zHiKnOqIy8RMQ+T036KJZMLVbGblMZX/yUjNR8dAUqqTTylPLQVbPQC1iJeRL2OfxI+OfWbCGGOm7W8onlHzPFMhLOYEs5YKGX40fg21l1Ea4dubjOdIEfldZwTLTrfsj1T/5021rNdbxyCKJA5U1B8LsOrkaxxMQyPp2NKXqiLLAamrxGM8FhEBHW98PIAxr9crwQNKdrIrRYIpu1YkSNimxzPb0E1kzvxTnWwxPCbO+d1qGyMzMqIYLauoZq60B2s77zcLafPzPoom0KZW5kc3RyZWFtCmVuZG9iagoyNiAwIG9iago8PCAvTGVuZ3RoIDI0OSAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxNUUmKAzAMu+cV+kAhXpO8p0OZQ+f/18oOhTkECa+Sk5aYWAsPMYQfLD34kSFzN/0bfqLZu1l6ksnZ/5jnIlNR+FKoLmJCXYgbz6ER8D2haxJZsb3xOSyjmXO+Bx+FuAQzoQFjfUkyuajmlSETTgx1HA5apMK4a2LD4lrRPI3cbvtGZmUmhA2PZELcGICIIOsCshgslDY2EzJZzgPtDckNWmDXqRtRi4IrlNYJdKJWxKrM4LPm1nY3Qy3y4Kh98fpoVpdghdFL9Vh4X4U+mKmZdu6SQnrhTTsizB4KpDI7LSu1e8TqboH6P8tS8P3J9/gdrw/N/FycCmVuZHN0cmVhbQplbmRvYmoKMjcgMCBvYmoKPDwgL0xlbmd0aCA3MiAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJwzMrdQMFCwNAEShhYmCuZmBgophlxAvqmJuUIuF0gMxMoBswyAtCWcgohngJggbRDFIBZEsZmJGUQdnAGRy+BKAwAl2xbJCmVuZHN0cmVhbQplbmRvYmoKMjggMCBvYmoKPDwgL0xlbmd0aCA0NyAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJwzMrdQMFCwNAEShhYmCuZmBgophlyWEFYuF0wsB8wC0ZZwCiKewZUGALlnDScKZW5kc3RyZWFtCmVuZG9iagoyOSAwIG9iago8PCAvTGVuZ3RoIDE2MyAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxFkDsSAyEMQ3tOoSP4IwM+z2YyKTb3b2PYbFLA01ggg7sTgtTagonogoe2Jd0F760EZ2P86TZuNRLkBHWAVqTjaJRSfbnFaZV08Wg2cysLrRMdZg56lKMZoBA6Fd7touRypu7O+UNw9V/1v2LdOZuJgcnKHQjN6lPc+TY7orq6yf6kx9ys134r7FVhaVlLywm3nbtmQAncUznaqz0/Hwo69gplbmRzdHJlYW0KZW5kb2JqCjMwIDAgb2JqCjw8IC9MZW5ndGggMzIyIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDVRu23FMAzsNQUXMCB+Jc3jIEiRt3+bO9qpSNO8H1VeMqVcLnXJKllh8qVDdYqmfJ5mpvwO9ZDjmB7ZIbpT1pZ7GBaWiXlKHbGaLPdwCza+AJoScwvx9wjwK4BRwESgbvH3D7pZEkAaFPwU6JqrllhiAg2Lha3ZFeJW3SlYuKv4diS5BwlyMVnoUw5Fiim3wHwZLNmRWpzrclkK/259AhphhTjss4tE4HnAA0wk/mSAbM8+W+zq6kU2doY46dCAi4CbzSQBQVM4qz64Yftqu+bnmSgnODnWr6Ixvg1O5ktS3le5x8+gQd74Mzxnd45QDppQCPTdAiCH3cBGhD61z8AuA7ZJu3djSvmcZCm+BDYK9qhTHcrwYuzMVm/Y/MfoymZRbJCV9dHpDsrcoBNiHm9koVuytvs3D7N9/wFfGXtkCmVuZHN0cmVhbQplbmRvYmoKMzEgMCBvYmoKPDwgL0xlbmd0aCAyMTggL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicPVC5jQQxDMtdhRpYwHrtqWcWi0um//RI+fYi0RZFUio1mZIpL3WUJVlT3jp8lsQOeYblbmQ2JSpFL5OwJffQCvF9ieYU993VlrNDNJdoOX4LMyqqGx3TSzaacCoTuqDcwzP6DW10A1aHHrFbINCkYNe2IHLHDxgMwZkTiyIMSk0G/65yj59eixs+w/FDFJGSDuY1/1j98nMNr1OPJ5Fub77iXpypDgMRHJKavCNdWLEuEhFpNUFNz8BaLYC7t17+G7QjugxA9onEcZpSjqG/a3Clzy/lJ1PYCmVuZHN0cmVhbQplbmRvYmoKMzIgMCBvYmoKPDwgL0xlbmd0aCA4MyAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxFjLsNwDAIRHumYAR+JvY+UZTC3r8NECVuuCfdPVwdCZkpbjPDQwaeDCyGXXGB9JYwC1xHUI6d7KNh1b7qBI31plLz7w+Unuys4obrAQJCGmYKZW5kc3RyZWFtCmVuZG9iagozMyAwIG9iago8PCAvTGVuZ3RoIDIzOSAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxNUMltBDEM+7sKNTDA6By7HgeLPLL9f0PKCZKXaEviofKUW5bKZfcjOW/JuuVDh06VafJu0M2vsf6jDAJ2/1BUEK0lsUrMXNJusTRJL9nDOI2Xa7WO56l7hFmjePDj2NMpgek9MsFms705MKs9zg6QTrjGr+rTO5UkA4m6kPNCpQrrHtQloo8r25hSnU4t5RiXn+h7fI4APcXejdzRx8sXjEa1LajRapU4DzATU9GVcauRgZQTBkNnR1c0C6XIynpCNcKNOaGZvcNwYAPLs4Skpa1SvA9lAegCXdo64zRKgo4Awt8ojPX6Bqr8XjcKZW5kc3RyZWFtCmVuZG9iagozNCAwIG9iago8PCAvTGVuZ3RoIDUxIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDM2tFAwUDA0MAeSRoZAlpGJQoohF0gAxMzlggnmgFkGQBqiOAeuJocrgysNAOG0DZgKZW5kc3RyZWFtCmVuZG9iagozNSAwIG9iago8PCAvTGVuZ3RoIDE2MCAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxFkDkSAzEIBHO9gidIXIL3rMu1wfr/qQfWR6LpAjQcuhZNynoUaD7psUahutBr6CxKkkTBFpIdUKdjiDsoSExIY5JIth6DI5pYs12YmVQqs1LhtGnFwr/ZWtXIRI1wjfyJ6QZU/E/qXJTwTYOvkjH6GFS8O4OMSfheRdxaMe3+RDCxGfYJb0UmBYSJsanZvs9ghsz3Ctc4x/MNTII36wplbmRzdHJlYW0KZW5kb2JqCjM2IDAgb2JqCjw8IC9MZW5ndGggMzM0IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nC1SS3LFIAzbcwpdoDP4B+Q86XS6eL3/tpKTRUYOYPQx5YaJSnxZILej1sS3jcxAheGvq8yFz0jbyDqIy5CLuJIthXtELOQxxDzEgu+r8R4e+azMybMHxi/Zdw8r9tSEZSHjxRnaYRXHYRXkWLB1Iap7eFOkw6kk2OOL/z7Fcy0ELXxG0IBf5J+vjuD5khZp95ht0656sEw7qqSwHGxPc14mX1pnuToezwfJ9q7YEVK7AhSFuTPOc+Eo01ZGtBZ2NkhqXGxvjv1YStCFblxGiiOQn6kiPKCkycwmCuKPnB5yKgNh6pqudHIbVXGnnsw1m4u3M0lm675IsZnCeV04s/4MU2a1eSfPcqLUqQjvsWdL0NA5rp69lllodJsTvKSEz8ZOT06+VzPrITkVCaliWlfBaRSZYgnbEl9TUVOaehn++/Lu8Tt+/gEsc3xzCmVuZHN0cmVhbQplbmRvYmoKMzcgMCBvYmoKPDwgL0xlbmd0aCAxOCAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJwzNrRQMIDDFEOuNAAd5gNSCmVuZHN0cmVhbQplbmRvYmoKMzggMCBvYmoKPDwgL0xlbmd0aCAxMzMgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicRY9LDgQhCET3nKKOwMcf53Ey6YVz/+2AnW4TYz2FVIG5gqE9LmsDnRUfIRm28beplo5FWT5UelJWD8ngh6zGyyHcoCzwgkkqhiFQi5gakS1lbreA2zYNsrKVU6WOsIujMI/2tGwVHl+iWyJ1kj+DxCov3OO6Hcil1rveoou+f6QBMQkKZW5kc3RyZWFtCmVuZG9iagozOSAwIG9iago8PCAvTGVuZ3RoIDE3NCAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxNkEkOQyEMQ/ecwheohDPA5zy/qrpo77+tQwd1gfzkIHA8PNBxJC50ZOiMjiubHOPAsyBj4tE4/8m4PsQxQd2iLViXdsfZzBJzwjIxArZGydk8osAPx1wIEmSXH77AICJdj/lW81mT9M+3O92PurRmXz2iwInsCMWwAVeA/brHgUvC+V7T5JcqJWMTh/KB6iJSNjuhELVU7HKqirPdmytwFfT80UPu7QW1IzzfCmVuZHN0cmVhbQplbmRvYmoKNDAgMCBvYmoKPDwgL0xlbmd0aCA1NCAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJwzNTBQMFDQtVTQNTI2VTA1BLINzUwVUgy54OxcCBMkn8MFUwlhgaRzECpzuDK40gBzUQ+PCmVuZHN0cmVhbQplbmRvYmoKNDEgMCBvYmoKPDwgL0xlbmd0aCAyMTUgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicNVE5DgMhDOz3Ff5AJIwveE+iKM3+v82M0VYewVyGtJQhmfJSk6gh5VM+epkunLrc18xqNOeWtC1zgLi2vC+tksCJZoiDwWmYuAGaPAFD19GoUUMXHtDUpVMosNwEPoq3bg/dY7WBl7Yh54kgYigZLEHNqUUTFm3PJ6Q1v16LG96X7d3IU6XGlhiBBgFWOBzX6NfwlT1PJtF0FTLUqzXLGAkTRSI8+Y6m1RPrWjTSMhLUxhGsagO8O/0wTgAAE3HLAmSfSpSz5MRvsfSzBlf6/gGfR1SWCmVuZHN0cmVhbQplbmRvYmoKMTUgMCBvYmoKPDwgL1R5cGUgL0ZvbnQgL0Jhc2VGb250IC9CTVFRRFYrRGVqYVZ1U2FucyAvRmlyc3RDaGFyIDAgL0xhc3RDaGFyIDI1NQovRm9udERlc2NyaXB0b3IgMTQgMCBSIC9TdWJ0eXBlIC9UeXBlMyAvTmFtZSAvQk1RUURWK0RlamFWdVNhbnMKL0ZvbnRCQm94IFsgLTEwMjEgLTQ2MyAxNzk0IDEyMzMgXSAvRm9udE1hdHJpeCBbIDAuMDAxIDAgMCAwLjAwMSAwIDAgXQovQ2hhclByb2NzIDE2IDAgUgovRW5jb2RpbmcgPDwgL1R5cGUgL0VuY29kaW5nCi9EaWZmZXJlbmNlcyBbIDMyIC9zcGFjZSA0NiAvcGVyaW9kIDQ4IC96ZXJvIC9vbmUgNTMgL2ZpdmUgNTYgL2VpZ2h0IC9uaW5lIC9jb2xvbiA3OCAvTgo4MCAvUCA5NSAvdW5kZXJzY29yZSA5NyAvYSAvYiAvYyAvZCAvZSAxMDUgL2kgMTA4IC9sIDExMCAvbiAvbyAvcCAxMTQgL3IgL3MKL3QgL3UgXQo+PgovV2lkdGhzIDEzIDAgUiA+PgplbmRvYmoKMTQgMCBvYmoKPDwgL1R5cGUgL0ZvbnREZXNjcmlwdG9yIC9Gb250TmFtZSAvQk1RUURWK0RlamFWdVNhbnMgL0ZsYWdzIDMyCi9Gb250QkJveCBbIC0xMDIxIC00NjMgMTc5NCAxMjMzIF0gL0FzY2VudCA5MjkgL0Rlc2NlbnQgLTIzNiAvQ2FwSGVpZ2h0IDAKL1hIZWlnaHQgMCAvSXRhbGljQW5nbGUgMCAvU3RlbVYgMCAvTWF4V2lkdGggMTM0MiA+PgplbmRvYmoKMTMgMCBvYmoKWyA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMAo2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDMxOCA0MDEgNDYwIDgzOCA2MzYKOTUwIDc4MCAyNzUgMzkwIDM5MCA1MDAgODM4IDMxOCAzNjEgMzE4IDMzNyA2MzYgNjM2IDYzNiA2MzYgNjM2IDYzNiA2MzYgNjM2CjYzNiA2MzYgMzM3IDMzNyA4MzggODM4IDgzOCA1MzEgMTAwMCA2ODQgNjg2IDY5OCA3NzAgNjMyIDU3NSA3NzUgNzUyIDI5NQoyOTUgNjU2IDU1NyA4NjMgNzQ4IDc4NyA2MDMgNzg3IDY5NSA2MzUgNjExIDczMiA2ODQgOTg5IDY4NSA2MTEgNjg1IDM5MCAzMzcKMzkwIDgzOCA1MDAgNTAwIDYxMyA2MzUgNTUwIDYzNSA2MTUgMzUyIDYzNSA2MzQgMjc4IDI3OCA1NzkgMjc4IDk3NCA2MzQgNjEyCjYzNSA2MzUgNDExIDUyMSAzOTIgNjM0IDU5MiA4MTggNTkyIDU5MiA1MjUgNjM2IDMzNyA2MzYgODM4IDYwMCA2MzYgNjAwIDMxOAozNTIgNTE4IDEwMDAgNTAwIDUwMCA1MDAgMTM0MiA2MzUgNDAwIDEwNzAgNjAwIDY4NSA2MDAgNjAwIDMxOCAzMTggNTE4IDUxOAo1OTAgNTAwIDEwMDAgNTAwIDEwMDAgNTIxIDQwMCAxMDIzIDYwMCA1MjUgNjExIDMxOCA0MDEgNjM2IDYzNiA2MzYgNjM2IDMzNwo1MDAgNTAwIDEwMDAgNDcxIDYxMiA4MzggMzYxIDEwMDAgNTAwIDUwMCA4MzggNDAxIDQwMSA1MDAgNjM2IDYzNiAzMTggNTAwCjQwMSA0NzEgNjEyIDk2OSA5NjkgOTY5IDUzMSA2ODQgNjg0IDY4NCA2ODQgNjg0IDY4NCA5NzQgNjk4IDYzMiA2MzIgNjMyIDYzMgoyOTUgMjk1IDI5NSAyOTUgNzc1IDc0OCA3ODcgNzg3IDc4NyA3ODcgNzg3IDgzOCA3ODcgNzMyIDczMiA3MzIgNzMyIDYxMSA2MDUKNjMwIDYxMyA2MTMgNjEzIDYxMyA2MTMgNjEzIDk4MiA1NTAgNjE1IDYxNSA2MTUgNjE1IDI3OCAyNzggMjc4IDI3OCA2MTIgNjM0CjYxMiA2MTIgNjEyIDYxMiA2MTIgODM4IDYxMiA2MzQgNjM0IDYzNCA2MzQgNTkyIDYzNSA1OTIgXQplbmRvYmoKMTYgMCBvYmoKPDwgL04gMTcgMCBSIC9QIDE4IDAgUiAvYSAxOSAwIFIgL2IgMjAgMCBSIC9jIDIxIDAgUiAvY29sb24gMjIgMCBSCi9kIDIzIDAgUiAvZSAyNCAwIFIgL2VpZ2h0IDI1IDAgUiAvZml2ZSAyNiAwIFIgL2kgMjcgMCBSIC9sIDI4IDAgUgovbiAyOSAwIFIgL25pbmUgMzAgMCBSIC9vIDMxIDAgUiAvb25lIDMyIDAgUiAvcCAzMyAwIFIgL3BlcmlvZCAzNCAwIFIKL3IgMzUgMCBSIC9zIDM2IDAgUiAvc3BhY2UgMzcgMCBSIC90IDM4IDAgUiAvdSAzOSAwIFIgL3VuZGVyc2NvcmUgNDAgMCBSCi96ZXJvIDQxIDAgUiA+PgplbmRvYmoKMyAwIG9iago8PCAvRjEgMTUgMCBSID4+CmVuZG9iago0IDAgb2JqCjw8IC9BMSA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwIC9jYSAxID4+Ci9BMiA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAxIC9jYSAxID4+ID4+CmVuZG9iago1IDAgb2JqCjw8ID4+CmVuZG9iago2IDAgb2JqCjw8ID4+CmVuZG9iago3IDAgb2JqCjw8ID4+CmVuZG9iagoyIDAgb2JqCjw8IC9UeXBlIC9QYWdlcyAvS2lkcyBbIDExIDAgUiBdIC9Db3VudCAxID4+CmVuZG9iago0MiAwIG9iago8PCAvQ3JlYXRvciAoTWF0cGxvdGxpYiB2My44LjMsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcpCi9Qcm9kdWNlciAoTWF0cGxvdGxpYiBwZGYgYmFja2VuZCB2My44LjMpCi9DcmVhdGlvbkRhdGUgKEQ6MjAyNDAzMTUxMzEzNDIrMDQnMTgwMCcpID4+CmVuZG9iagp4cmVmCjAgNDMKMDAwMDAwMDAwMCA2NTUzNSBmIAowMDAwMDAwMDE2IDAwMDAwIG4gCjAwMDAwMTAwOTQgMDAwMDAgbiAKMDAwMDAwOTkwMCAwMDAwMCBuIAowMDAwMDA5OTMyIDAwMDAwIG4gCjAwMDAwMTAwMzEgMDAwMDAgbiAKMDAwMDAxMDA1MiAwMDAwMCBuIAowMDAwMDEwMDczIDAwMDAwIG4gCjAwMDAwMDAwNjUgMDAwMDAgbiAKMDAwMDAwMDM0MiAwMDAwMCBuIAowMDAwMDAxNTIyIDAwMDAwIG4gCjAwMDAwMDAyMDggMDAwMDAgbiAKMDAwMDAwMTUwMSAwMDAwMCBuIAowMDAwMDA4NTM4IDAwMDAwIG4gCjAwMDAwMDgzMzEgMDAwMDAgbiAKMDAwMDAwNzg2OSAwMDAwMCBuIAowMDAwMDA5NTkxIDAwMDAwIG4gCjAwMDAwMDE1NDIgMDAwMDAgbiAKMDAwMDAwMTY5MSAwMDAwMCBuIAowMDAwMDAxOTM0IDAwMDAwIG4gCjAwMDAwMDIzMTQgMDAwMDAgbiAKMDAwMDAwMjYzMSAwMDAwMCBuIAowMDAwMDAyOTM2IDAwMDAwIG4gCjAwMDAwMDMwODEgMDAwMDAgbiAKMDAwMDAwMzM4NSAwMDAwMCBuIAowMDAwMDAzNzA3IDAwMDAwIG4gCjAwMDAwMDQxNzUgMDAwMDAgbiAKMDAwMDAwNDQ5NyAwMDAwMCBuIAowMDAwMDA0NjQxIDAwMDAwIG4gCjAwMDAwMDQ3NjAgMDAwMDAgbiAKMDAwMDAwNDk5NiAwMDAwMCBuIAowMDAwMDA1MzkxIDAwMDAwIG4gCjAwMDAwMDU2ODIgMDAwMDAgbiAKMDAwMDAwNTgzNyAwMDAwMCBuIAowMDAwMDA2MTQ5IDAwMDAwIG4gCjAwMDAwMDYyNzIgMDAwMDAgbiAKMDAwMDAwNjUwNSAwMDAwMCBuIAowMDAwMDA2OTEyIDAwMDAwIG4gCjAwMDAwMDcwMDIgMDAwMDAgbiAKMDAwMDAwNzIwOCAwMDAwMCBuIAowMDAwMDA3NDU1IDAwMDAwIG4gCjAwMDAwMDc1ODEgMDAwMDAgbiAKMDAwMDAxMDE1NCAwMDAwMCBuIAp0cmFpbGVyCjw8IC9TaXplIDQzIC9Sb290IDEgMCBSIC9JbmZvIDQyIDAgUiA+PgpzdGFydHhyZWYKMTAzMTMKJSVFT0YK",
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k+fLlJbYtKChI/vGPfySXXHJJ0rZt23L7GzZsWLHfX3bZZUm/fv2SkSNHJp9//nmJfaxYsSK5/PLLi7xn8vPzS90GgLLIFXKFXFGcXCFXAJUjV8gVckVxcoVcUZvUC6BK7rnnnrj22mvjoosuimHDhkXv3r2jfv36MXfu3CK3Zebm5sbIkSOjQYMG1bbur371qzFmzJg4//zzIz8/P1555ZXo06dPdOnSJXr27Bl77bVXbNiwIT799NOYPXt2uVdwNGzYMB5//PE4/vjjY926dfHBBx9Enz59Ii8vL7761a/Gpk2bYvr06bFw4cKI2HZVy5AhQ6plW3r27Bl/+MMf4rLLLovNmzfHG2+8EX369ImuXbtGjx49okWLFrFq1ap46623Yu7cubF169b4wQ9+UKyfunXrxllnnRWjR4+OiIiBAwfGySefHPvvv3965cNee+0VN910U5Flnn766fj6178eb7zxRqxevTquvvrquP7666Nv377Rvn37qFu3bnz++efx9ttvx/z582Pz5s0REXH22WeXuD0/+clP4p///GdMnTo1kiSJG2+8Me69994YMGBA5ObmxsKFC2Py5MmxZcuW6N27d3Tp0iUdc034xje+Ef37949JkyZFkiRx3XXXxQMPPBA9e/aMFi1axDvvvBPTpk2LLVu2RPv27eMHP/hBXH/99RXu/5xzzomFCxfGq6++Goccckj069cvunTpEmvWrIlJkyYVudKjf//+Ra4a+rJhw4bF4sWLY+TIkZEkSfziF7+I+++/P3r16hVdunSJJk2axOrVq2Px4sUxe/bs9Fm0ha9e2hFJksTkyZNj8uTJUbdu3TjkkEPi0EMPjVatWsX69evjo48+iqlTpxa5QuznP/95NG7cuFLrAyhMrpArSiJXyBUAlSFXyBUlkSvkCnZx2dSJoHaLL12lMXTo0CLV9y//tGvXLpkyZUqZfVbmipXtZs2alRx11FGlrv/LPwcccEDyxhtvlNrfxIkTk7Zt25a6fJ06ddJK/5f3RUkqcsXKdi+++GJy4IEHVmg7fvrTn5bYx+LFi8scf6dOnUpcLj8/P7n66quTevXqVWj9jRs3TkaMGFHqtqxatSo5+eSTy+zjmGOOST7++ONk8ODBNXrFSpIkybJly5KePXuWOb7DDjssmTdvXpGrUSpyxcrgwYOTjz76KOnTp0+Z/Z922mnJmjVrKrRN9913X9KqVasK/W1ycnKSM844o8R+yrti5ZprrqnwsdSsWbPkoYceqtD4AUojV8gVckVxcgVA5cgVcoVcUZxcQW3iDhuoBrfddluceuqp8dBDD8XkyZPj448/jvr168dBBx0U3/rWt+L73/9+tGjRYqetv3v37vHaa6/FCy+8EM8//3xMnTo1Pv744/jiiy+iYcOG0aZNm+jatWv07t07TjrppOjbt2/k5OSU2l///v1j/vz58cADD8TYsWNj0aJFUVBQEO3atYv+/fvHVVddFXl5eTtlW0444YR4++2348knn4y//OUv8dprr8Wnn34aGzdujBYtWsRBBx0Uffv2jUGDBkW/fv1K7KNTp07x5ptvxq9//et44YUXYsGCBbFmzZr0KpPSNG7cOB588MG44YYbYtSoUTF+/PhYsGBBrFy5MrZu3RotWrSIzp07R/fu3ePEE0+Mk08+OZo3b15qf82bN4+//e1vMXbs2Hj00UdjxowZ8dlnn0Xr1q3j0EMPjYsvvjguueSSqF+/fpX2WWXtu+++MW3atHj44YfjySefjLlz50Z+fn7ss88+0bVr1zj//PPj4osvjiZNmsSrr766w/23a9cuJk6cGKNGjYonnngi/v3vf8eKFSti7733jqOPPjouv/zyOOussyrc33/+53/GZZddFo8//nj885//jDfffDOWL18eGzZsiGbNmkWHDh2iW7duMXDgwDj11FOjY8eOOzzmiIj7778/vve978W//vWvmD59esybNy8++OCDWLNmTdSrVy/23nvv6NatW3zjG9+Ib3/7254FC1Q7uaL6yBU1R64omVwBZE2uqD5yRc2RK0omV+wZcpIkSbIeBNQ2hcODQwgAqAq5AgCoLnIFQO1WJ+sBAAAAAAAA7OkUbAAAAAAAADKmYAMAAAAAAJAxBRsAAAAAAICMKdgAAAAAAABkTMEGAAAAAAAgYzlJkiRZDwIAAAAAAGBP5g4bAAAAAACAjCnYAAAAAAAAZEzBBgAAAAAAIGMKNgAAAAAAABlTsAEAAAAAAMiYgg0AAAAAAEDGFGwAAAAAAAAypmADAAAAAACQMQUbAAAAAACAjCnYAAAAAAAAZEzBBgAAAAAAIGMKNgAAAAAAABlTsAEAAAAAAMiYgg0AAAAAAEDGFGwAAAAAAAAypmADAAAAAACQMQUbAAAAAACAjCnYAAAAAAAAZEzBBgAAAAAAIGMKNgAAAAAAABlTsAEAAAAAAMiYgg0AAAAAAEDGFGwAAAAAAAAypmADAAAAAACQMQUbAAAAAACAjCnYAAAAAAAAZEzBBgAAAAAAIGMKNgAAAAAAABn7f8xZfOEYH/fIAAAAAElFTkSuQmCC",
"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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",
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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",
"![\"ml\"](\"https://raw.githubusercontent.com/fum-cs/machine-learning/main/notebooks/img/07_precision-recall.jpg\")
"
]
},
{
"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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"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",
"![\"ml\"](\"https://raw.githubusercontent.com/fum-cs/machine-learning/main/notebooks/img/07_zoo.png\")
\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": {
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"text/plain": [
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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": [
{
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UZkobgUS07X2/ttcFtL0u0J2xDwAwFkF9pDRuWANAzwaapR9x6nV12bKGmIPt0QqFpC9/+a24VwGoq/Np8uSNBPaBD506MYfJjwDwkdodrXqvzq/36vzdGfsAgK4s/doBZOlHRLL1JemVDbEH26MVCks/WHFQ++NcBWB/U7vmP7aPwD7woV+dMjHnV3FM8AEA9I6gPlIaN6wBoGdGXBMrK99Ta2uHVq/ea0CLenfypDF7LDY2BjRjxhb5/caUBySqMyf1MPkRAD5yaoY+2foA8JF4svRPLSMQDGnTOycMaFHvgm3GzBg42tKph5ceULDNpFnsQIKIZOlHkK0PAOYgqI+UxQ1rAOhZvFn6EZs2faCf/nSnfL4OA1pljbo6n+65Z7vdzQBs1dOkHiY/AsBHWfoRZOsDQJd4s/Qjauv8Wr+lRYFg4uwdvb+pXateOGJ3MwBb9ZSZT7Y+ABiPoD5SFjesAaBnRl4Ln3yywbCyrLJkSb1qa1vsbgZgi94m9TD5EQB6zswnWx8AjMnSj3hlQ+J9FnvpjWPasz9odzMAW5yZpR9Btj5SWdghB5IPQX2kJG5YA0DPjMrSj/jrXxMvey0UkpYvT7zJCIAR+prUw+RHAKnszCz9CLL1AaQ6o7L0Iw5+EN9e93YIhRNzMgJghL4y8snWBwBjEdRHSuKGNQD0jGtgl1Wr9urkycTZNgAwQn+Tepj8CCQel8K9Hu4+jr6eF/+hAR99tdnsdv+mj4z836w9bFq9iSqe89z/ODDrsG98mZmjZea5MO8c23mNMvM8m8PU8+Hq/zAySz+RbXr7uILBTtPGgLmvO/teF4n4fqS/w7nn2fgxsP39kz1m6Udsrwuo9v2TnOcY2PF/BEDiIKiPlMMNawDomdFZ+onM5+tQdXWz3c0ALBXNpB4m/gBIRbU7TurdPrJQ363zq3bHSQtbBADOsP19Y7P0E5k/GNZf97AEP1LL6rX93zdZFcVjAADRSbO7AYDVor1hXVWVb0FrAMA5CNadrrq6WRUVI+xuBnrQ2to16aK6uln19T4FAp3KzBykkhKvysvzVF6ep5wc3ubGItpJPZHJj1On8j4JQOp4vo8s/VMfU3bXGAtaAwDO8Wuy9E/TsCeoT5Rm2d0M9CAQDKlhT1D1u4M6cKhd7e1hpae7NCo/XSXjPCoe61Gmh/zHWGx7399nln7E9rqAtr3v1ycv5LUBAPHibidSCjesAaBnZOmfra7OZ3cTcIba2hYtW9ag1av3yufrfXsErzdNN900RnPmFKusLNfCFiauWCb1MPkRQCrpL0s/IpKtX3ZBtgWtAgD7kaV/tv1NbXY3AWfYvT+olzccV9XbJ+QP9r58eZbHpakXD9bnLxmicUUeC1uYuKLJ0o9YtbZZjxHUB4C4Mf0MKSXWG9YAkCq45p0tGOy0uwn4kN/fqXnzajRx4nqtWLGzz4C+1LV9wooVOzVx4nrNm1cjv59z2ZdYJ/WwVRGAVBJNlv5AHgsAiY4s/bN1dLDntVME20L6ybOHdXvlPv1+0/E+A/pS1/YJv990XLdX7tNPnj2sYFvIopYmpmiz9CMi2foAgPiQqY+UMdAb1mTrA0gFVVVTTSt71qxqrVix07TyzeLxDIrqcSwFb66GBp9mzNgyoJUTQiFp8eJ6rVvXqFdeqVBxsdeEFia+gUzqIVsfQCqINks/gmx9AKlkwd2j43q+S70HWZf/8pBe3XQ8rvLtkJbmiupxkaXgG3YHdeBQ2ylLwWeomKXg43agqV2VSxu1v6k95ueGwtKLb7Tov7efVOXcQo0qSDehhYkvliz9CLL1ASB+3GFGyuCGNQDYY86cYq1cuVOhBJvoXlradwCYpeDN19Dg0+TJG9XYGH0GQE/q6rrK2bx5GoH9Mwx06w0mPwJIBQPJvH9+7WGV3TXGhNYAQOr4/CW5Wr/5uEIJlvheVJDR5+/37A/q5Q0t2hTFUvBTLh6sz1+Sq7EsBR+TA03t+t5j+3W0Jb7V2vZ/WM4P7i4isH+GWLP0IyLZ+p8ksA8AA8aUP6SEeG9YAwAGrqwsV3PnltjdjJiVl+f1+HOWgreG39+pGTO2xB3Qj2hsDGjGjC30/xni2XqDbTsA53Mr3OvhSsDDSrFm6UdEsvVP5TLxcNt29D62zB5fiuPou2xzz5V5Y8C+c+HU17pt58Nl3uF2hXs9XGYeNp3nsUUeff7SxJsQXTw2o8e/ta2tUz999gPNrfybXo1yKfhXNx3X3Mq/6afPfqD2tk6TX3f2vW7icWZZbW0hVS5tjDugH3G0pVOVSxvVZmD/O/eaHf05G0iWfsSqGJ9rX3+Ye/R9Te/9fwESR3zvWI07kHwI6iMlcMMaQDSqqg4xkcckCxZM6Dfz3Um83rQeg/oNDT5NmrReixfXx7zyQGQp+EmT1quhIfal5FPN/PnbB7Tkfl/q6ny6557thpaZyAY66TGCyY8AktlAsvSNeC6AxLJ9x0ltP2MiD4zx1WuHqyiBMqSzPC4Vjz07q/5AU7vmPrhPL77REvPKA5Gl4G9/cJ8ODGAp+VTzizVHB7Tkfl/2N7XrFy8MPIidbAaapR8RydYHAAwMQX0kPW5YA4hWZeV7TOQxSVbWIL3ySoUKCzMNKS87O7r97gdq5swxys4+fZeiyFLw8QaaI0vBE9jvXW1ti5YurTel7CVL6lVb22JK2YnGiOsd10wAyWigWfoRPWXrA0hOv157VL9ee9TuZiQlT4Zb988t1LBcYz77eTLMTXOdevFgZXpOv9V+oKld//7Y/rgDzZGl4Ans9273/qDWvmnO57y1b7Ro9/42U8pONLFm2ptVBgCkKoL6SHrcsAYQjcgEICbymKe42KvNm6fFnbFfWurVb3/7GblNehfjdkuzZxef9jOWgrfWsmUNMa+EEK1QSFq+vMGcwhNIvJMeI7hmAkhGRmTak60PJL/tO06qts6v2jo/2fomGVWQoe/fXRR3xn5RQbr+Y9ZIuU2K67td0oxLhpz2s2BbSA+asBR8sM2kD0oJ7qUNx2NeCSFaobD08gYmhsebpR9Btj5Sg50bmxi1yQmciKA+kho3rAFE69TJO0zkMU9xsVc1NdN1550lMQfl3W5p3rwS1dRM11VXFWru3BJT2njHHSUqKzt9/0aWgrdOa2uHVq/ea2odq1bt1cmTHabW4XRGXue4ZgJIJvFm6UeQrQ8kv1Mz9MnWN8+oggwteeBcfeGy3JiD8m6XdPXluVr6wLn6/z6Zo3+6NLf/Jw3AP12Wq3FFpy+9/4xJS8E/8wJj7UyBYEhVb58wtY6Nb/sUCKb2hAojM+zJ1geAgSGoj6TGDWsA0ThzAhATecyVlTVITzwxSVu3TtesWefJ603r8/Feb5pmzTpPW7dO16JFk5SV1bX84oIFE+LO+j9TaalXjz464bSfsRS8taqrm+XzmRtw9/k6VF2dujcRjJr0GME1E0AyMTLDnmx9IHlFsvQjauv82v4+E3nM4slw65s3jtDSynN11ZQhyvL0Hd3P8rh01ZQhWlp5rr55wwh5MrpugX/12uFxZ/2fqaggXV+9ZthpP9u9P6iXTF0KPmhK2Ymqfk9Q/qBJafof8gfDatiTuv1uVJZ+BNn6ADAwfd9FBxKYWTesp07NN6xMAM7Q06Sdysr3VFXF691MZWW5euqpci1cOFHV1c2qrm5WXZ1PwWCnPJ5BKi31qrw8T+XleWftby91TQ545ZUKTZ680ZBl8QsLM7VuXUX3pIEIK5aCf+qpcnMqSEBWBdurq5tVUTHCkrqcxoyJilwzASQDo7L0IyLZ+hMuyDasTADO0FNm/q/XHtWEC3m9m2lskUe3fSVft1x/jv66J6iGPUHtb2pTR0dYaWkuFRVkqHisR8VjPWftby91TQ54YG6h/v2x/YYsiz8sd5Aq7yjsnjQQ8bLJS8G/suG4Zn8lNT/L9KRhtzXB9oY9bSorzbKkLqcxI7N+1dpmPXZhavYnUoO5U42QqgjqI2lxwxpANHqbAMREHutkZ6epomLEgAKsxcVebd48TTNmbIlrefzSUq/WravQ+eefnvlv1VLwCxdO7HHiQiqqrzd2m4PeGL2dQqIwetJjBNdMAEYxa+fHaMo1I7P++bWH9cm7zjW8XCsk4i6cLm6fxsTUc2xi4Xaf5+3vn56lH1Fb51ft+62OC+zb+1o251xle1yaUJqpCaWZMdddVJCuH9xdpMqljXEtj19UkK4H7yhUYf7pmf+BYEibTF8K/oT+9frhPU5c6Im5Y8C812O07T5wyNhtDnqzv6nd0f8bzbo2bjU4Sz+iK1v/pCZ9jMA+AESL5feRlMy+YQ0gefQ1AYhtNxJDcbFXNTXTdeedJXLH+M7G7ZbmzStRTc30swL6EkvB2yEQiD9jJhrBoDX1OI2Z1zWumQASmdFZ+hGRbH0AyeNXPWTpR/M7OMeognQ9+cBoXX1ZrtwxRmndLumLl+fqyQdGnxXQl6QGloK3XFu7NXvdt3ek5sSxVWuPJWTZAJCMCOojKXHDGkA0+psAxESexJGVNUhPPDFJW7dO16xZ58nr7Tvr3etN06xZ52nr1ulatGjSWUvuR1i5FDy6ZGb2fC6M5vFYU4+TmDXpMYJrJoBE9qwJWfoflX3EtLIBWKsrS7/3jNXauoC2v89EnkTgyXDr3248R09WjtbnpgxRlqfv6H6Wx6XPTRmiJytH65s3nHPWkvsR9ZYtBU9QPyIj3ZoQR3qak/P0zWFWln7E9rqAtr5v/KRKAEhWrPOKpGPVDWuWlwUSXzSTdNh2I7GUleXqqafK9dBDn9Czz/5Nb755SA0NPrW1hZSR4VZxsVeXXpqvG288VyNG9LVUYxeWgrdeScnZKyaYobTUmnqcxIqJiVwzASQis7L0IyLZ+mUXOGtJbgCxiyYT/1drj+r7DluCH70bV+TR7K+M0E1X52nzX3za+n9+HTjUro6OsNLSXBqVn66JH8vS5E97NXRI/7fSrVwKHl2K8q0JcRQVnL0yQ7KzIpN+1dpjmnghS/ADQDQI6iPpcMMaQDSinQDERJ7EUlvbomXLGrR69d4el81/993jevHFA5o/v1Y33TRGc+YUq6wst9fyWAreeuXleUlVj5NUVU21uwkA4EhmZul/VMcRPXIXQT4gkfWXpR8RydafQGA/IezeH9TLG46r6u0TPS6bv/dAu96uOaln1hzV1IsH6/OXDNG4Ik+v5bW3W7NEe6ouBd+T4nG9nw8jlYzNsKQeJ3n87kLT63Cl3gIISBVcpmECgvpIOtywBhCNWCYAMZHH+fz+Ts2fv11Ll9YrFMV2ej5fh1as2KmVK3dq7twSLVgwoccl+FkK3nrl5XnyetN6nJRhFK83LSWD+gCAnj1y15g4S+COHZAKosnSP/WxZOs7W7AtpF+sOaqX3mxRKIrLuD8Y1u83Hddrm4/rny7N1deuHdbjEvzp6dZEKFNxKfjelIz1KMvj6nFShlGyPC4Vj7Vm8gAAAL2xZsMZAAAcJNZtOtgn2tkaGnyaNGm9Fi+OLqB/qlBIWry4XpMmrVdDw9lL4LMUvPVyctJ0003xBlf6NnPmGGVnM7cVAAAA0Yk2Sz8ikq0PZzrQ1K7bH9ynF9+ILqB/qlBYevGNFt3+4D4d6GEJ/FH51izRnopLwfcm0+PWtIvN/Uw97WKvMj2EUgAA9uI/EQAg5Qxkmw4rtvZA7BoafJo8eWPce9LX1XWVc2Zgn6Xg7TFnTrHcJr1Ldbul2bOLzSkcAAAASSmWLP14ngPzHWhq1/ce2x/3nvT7PyznzMB+iUVLwZM1frp/uiRXbpMWL3C7usoHgGiF5XLEgeRDUB8AkFJizdKPIFvfefz+Ts2YsUWNjdFnzPSlsTGgGTO2yO//aH/7yFLwZmIp+LOVleVq7twSU8q+444SlZVxQwZAanAN8HCbeoT7PMy6paU4j/5ulyXiYde5MPMwk6nnw2Xe4XaFez1cZh5JdJ5jzdKPiGTrf1SWOf3h7NeyOa+ZgQq2hVS5tFFHWzr7f3AUjrZ0qnJpo9raQt3nuGRshrI88bSyf1kel0rGZkQ9DhLxHMfag+OKMvSFS4fE2bM9u/qyIRpflG7za+nD89znNd3c/ydmHWYyc3xafU13ie2e4GydnZ2qra3V008/rdtvv12f+cxnlJ2dLZfLJZfLpcrKypjLfPXVV3XDDTdo7NixyszMVH5+vj772c/qiSeeUGtrq/F/RAIgqA8ASCnxZNyTre8s8+dvjztD/0x1dT7dc8/27u9ZCt4+CxZMMHxbgtJSrx59dIKhZQIAACC5xZNxT7a+s/xizdG4M/TPtL+pXb944aPznOlxaypLwdvi69cOM3xbgqKCdH39mjxDywSAZHT99ddrwoQJuvnmm7Vs2TK9/fbb8vv9AyorGAzqn//5n3XVVVfp+eef1969exUMBvXBBx/oT3/6k7797W9r4sSJ2rZtm8F/hfPx3x8AkDIGmqUfQba+c9TWtmjp0npTyl6ypF61tS3d37MUvD2ysgbplVcqVFiYaUh5hYWZWreuQllZgwwpDwAAAMlv2wCz9CNq6wLa9v5JA1uEgdq9P6iX3mzp/4EDsPaNFu3eH+z+3uyl4D/PUvA98mS49dDckRqWa8xnvmG5g/TwHQXyZBBCAYD+dHaevgrOsGHDVFIysFU4v/a1r+nZZ5+VJA0fPlz/8R//oV/96ldaunSpLrroIknSX//6V1155ZX629/+Fl/DEwxpYQCAlGFEpn1l5Xuqqso3oDWIx7JlDQqFzCk7FJKWL2/QU0+VS/poKfjFi42fRJDKS8G3tnaourpZ1dXNqq/3KRDoVGbmIJWUeFVenqfy8jwVF3u1efM0zZixJa5VGUpLvVq3rkLnn29uxgwAAACSixGZ9r9ae1SfvDDbgNYgHi9vOK6QSatXh8Jd5c/5yjmSPloK/ndvHDe8ri9clqtxRRmGl5sIAsGQ6vcE1bA7qP2HOtTWHlJGultF+WkqHudRyViPRhWk6/G7R+n+pQfjWpWhqCBdD99RoFH5xmb+A0Cyuuiii/Sxj31M5eXlKi8v1/jx4/X000/r5ptvjqmcF198Uc8995wkacyYMdqyZYvGjPloFdXZs2frG9/4hn7+85+rsbFR3/72t/Wb3/zG0L/FyQjqAwBSQrxZ+hGRbP2pUwns26W1tUOrV+81tY5Vq/Zq4cKJ3cviL1gwQevWNRq63H+qLgVfW9uiZcsatHr1Xvl8Hb0+zuvt2vpgzpxi1dRM1/z527V0aX1Mkznc7q6JE48+OoEMfQAAAMQk3iz9iEi2/icvzDKgVRiIQDCkqrdPmFrHxrdP6BvXD+teFv9r1w7TX7b7DV3uv6ggXV9LwaXgd+9v00sbWrTxbZ/8wd5nZmR5XJp2sVf/dEmufvTAKD29plkvvhnbZA63S7r6siH6+jV5ZOgDQAzmz59vSDmVlZXdXz/11FOnBfQlye12a/ny5XrzzTe1d+9e/fa3v1Vtba3KysoMqd/p+M8EAEgJRmTpm1EWYldd3dxnMNgIPl9XFnkES8HHz+/v1Lx5NZo4cb1WrNjZ7zn0+Tq0YsVOTZy4XvPnb9eCBRO0det0zZp1nrzevueler1pmjXrPG3dOl2LFk1KqX4GAACAMYzI0jejLMSuYU+wz2CwEfzBsBr2fLQEvyfDrQcNXgr+oTtGplSgOdgW0opnD2t25T6t23Si33PoD4a1btMJza7cp6fXNOvr1+bpR5VFmjFlsLI8fe+HkOVxacaUwfpRZZFuvWF4SvUzAOOFHXIkmvr6etXU1EiSSkpK9LnPfa7Hx2VlZemb3/xm9/fPP/+8Fc1zBDL1AQBJz6gs/Qiy9e11arDd7HoqKkZ0f89S8APX0OAbcL+FQtLixfVat65Rr7xSoaeeKtfChRO7l+6vq/MpGOyUxzNIpaUfLd0fWWUBAAAAiJVRWfoRXdn6frL1bVK/O9j/gwzQsKdNZaUfneNRBel67O5ResCApeAfumOkClNoKfgDTe0DXkI/FJZeeOO4/rzdr4fnFuj2r5yjb14/TA172lS/J6j9Te1q6wgrI82looJ0lYz1qHhsRvcqCwAAe7z22mvdX19xxRV9PvbKK6/UfffdJ0l69dVX9dBDD5naNqfgbicAIOmZkVlfWfmeqqoI6tuhvt64JfD70lMAurjYy1LwMWpo8Gny5I1qbIzvpmhdXVc5mzdPU3GxVxUVI06bdAEAOJtLksviHI2+8+Ccy+p+SnSmnmebBhFj4Gz2vZ7NOxfR/k2/NiGz/tdrj2rihUWGl2smc8eAdee58ZBxS+D3ZX9T+1l1FxWka/kDRXp6zVGtHdBS8Ln6mslLwTvt+negqV13Pdaooy2dcZWzv6ld332sUT/8XqGKCtI14YJMTbjAmNX3ElEqX9OdZyB94qzXKWCG2tra7q/Ly8v7fOykSZM0aNAgdXZ26r333lM4HJbLlbhXhWgx/QwAkNSMztKPiGTrw3qBQHwf7KMVDPZcT1bWID3xxCSWgo+C39+pGTO2xB3Qj2hsDGjGjC3y+60ZAwAAAEg92973a7uBWfoR2z/M1of12tpjmI0dh/aOnoNungy3br3xHC2vHK3PRbkU/OemDNbyytH6txRbCj7YFtJ9S5viDuhHHG3p1P1LmhRss2YMAIATtba29no4SV1dXffX48aN6/OxaWlpKirqmizZ2tqq/fv3m9k0xyBTHwCQ1MzI0j+1bLL1rZeZaU1Q3OPpu56yslyWgu/H/Pnb49qqoCd1dT7dc892LVo0ydByAQAAAEn6lQlZ+qeW/ckEy9ZPBhnp1gTF09P6DtaPK8rQ7V8ZoW9eP1wNe4Kq39Om/U3tau8IK717KfgMFY/1pOxS8E+vaY5rq4Ke7Gtq19NrmnXrjcMNLRcAEkVBQUGvvwuHnbMKxLFjx7q/Puecc/p9/PDhw7V3797u544ePdqspjlGat5hBgCkBLOy9CMi2fpTpxLYt1JJiTV70ZeWRldPdnYaS8H3oLa2RUuX1ptS9pIl9brllvEqK8s1pXwAAACkJrOy9CMi2fqfvDCr/wfDMEX51twCLyqIbs/7TI9bZaVZKitlHJxq9/42vfjmcVPK/t0bx3XFPw7WuNEZppQPAIifz/dRYlBmZv/bpWRlffR/9MSJE6a0yWlSc8ofACAlmJmlb2UdOF15eV5S1ZOsli1rUMikFQ5DIWn58gZzCgcAAEDKMjNL38o6cLricR5L6ikZS8A4Hms3HFfIpITRUFhau9GcCQMA4HRNTU3y+Xw9HkgsZOoDAJJWVdVUu5sAE5SX58nrTZPP12FaHV5vGkH9OLS2dmj16r2m1rFq1V4tXDgxZbc2AAAAgPH+390sjZ+MSsZ6lOVxyR80b4nhLI9LxWOtmTyQjALBkDa+bW5wacNbPv3b9cNSdmsDAKkrJydHOTk5djejX17vR6umBgL9r5zk9/u7vx48eLApbXIa/oMBAJAEqqoOqarqkN3NsEROTppuummMqXXMnDmGYHEcqqubTZ10IUk+X4eqq5tNrQMAAABIVtve92vb+/7+H5gEMj1uTbvY3G3cpl3sJVgch/o9QVMnXUiSPxhW/Z42U+sAAEkKy+WII9EMHTq0++vDhw/3+/gjR470+Nxkxt1qAACSQGQbgKqqfJtbYo05c4q1cuVOU5Z3d7ul2bOLjS84hVgVbK+ublZFxQhL6gKAROT68DC+XHNvuicbU2+nmVg45zk25p0K+85D4t0KNpe9/WH8OIhsAzDpwlGGl+1E/3RJrl7dfMKU5d3dLukLlwxx7HXTlQAv5gaLgu31e4KaUNr/Ps2JeE1PgNM8APRXRKK1FxiI0tJSbdy4UZK0e/fuPh/b0dGh/fv3S+paiaCoKDVWW2L6IAAACa6q6pA2bfpAmzZ9kDLZ+mVluZo7t8SUsu+4o0RlZbmmlJ0q6uut2ZOrro69vwAAAIBYbXvfr+11AW2vC6RMtv64ogx94dIhppR99WVDNK4ow5SyU8X+pnZr6jloTT0AgNiVlZV1f11dXd3nY2tqatTZ2SlJ+vjHPy5XIsxgMwBBfQAAElwkS//Mr5PdggUTVFpq7BKKpaVePfroBEPLTEWBQKcl9QSD1tQDAAAAJJPVaz9aWWvV2tTZ0urr1w5TUUG6oWUWFaTr69fkGVpmKmprt2aVg/YOZ66mAACQrrjiiu6vX3vttT4f++qrr3Z/feWVV5rWJqchqA8AQAKLZOlHpFK2flbWIL3ySoUKC/tfOi8ahYWZWreuQllZgwwpL5VlZlrThx4P5woAAACIRSRLPyKVsvU9GW49NHekhuUa8zliWO4gPXxHgTwZ3GKPV0a6NRmW6WmpkckJAImopKREf/d3fydJqq+v1+9///seHxcIBLRy5cru76+//npL2ucEvOMAACCB9ZSZn0rZ+sXFXm3ePC3ujP3SUq+2bJmm8883NvM/VZWUWNOPRq/UAAAAACS71T1k5qdStv6ognQ9fveouDP2iwrS9cPvFWpUvrGZ/6nK6BUUeq1nJOcLAJzsgQce6P76W9/6lvbu3Xva70OhkGbPnt398y996UunLduf7NLsbgAAABiYM7P0IyLZ+lOn5tvQKusVF3tVUzNd8+dv19Kl9QqFon+u2y3dcUeJHn10Ahn6Biovt2b5SavqAQAAAJLBmVn6EZFs/U9emGVDq6w3qiBdyx8o0tNrjmrtm8cVimFFdrdLuvqyIfr6NXlk6BuoZGyGRfV4LKkHQGoLf3jY3QYr7dq1S//5n/952s+2bdvW/fWGDRvU0dFx2u+vu+667sz8iKuvvlo33HCDnnvuOe3Zs0ef+tSndOutt2rChAk6cuSInnnmGf35z3+WJBUWFmrRokUm/UXORFAfAIAE1VdGfmXle6qqSo2gvtS1FP8TT0zSv/7reC1f3qBVq/bK5+vo9fFeb5pmzhyj2bOLVVaWa2FLU0N5eZ683rQ+z0G8vN40gvoAAABADHrK0o9YtbZZj6VIUF/qWor/1hvP0RUVQ/TShhZtfNsnf7D3EEiWx6VpF3v1hUuGaFyRNQHoVFIyzqMsj6vPcxCvLI/LsskDAJBq9uzZo0cffbTX32/ZskVbtmw57WfFxcVnBfUl6Re/+IVcLpeeffZZHTlyRAsWLDjrMeeff77WrFmjc889N/7GJxCC+gAAJKDesvQjUi1bP6KsLFdPPVWuhQsnqrq6WdXVzaqr8ykY7JTHM0ilpV6Vl+epvDxP2dm8DTJLTk6abrppjFas2GlaHTNnjuEcAgAAAFHqLUs/ItWy9SPGFWXo9q+M0DevH66GPUHV72nT/qZ2tXeElZ7mUlFBukrGZqh4rEeZHrdctudeJqdMj1vTLvZq3aYTptVxyWe8yvSwugIAOJ3H49Gvf/1rfe1rX9PPfvYzvf322zp06JAGDx6skpISffnLX9a//du/KScnx+6mWo47oQAAJJjW1g7deWdNv49LtWz9U2Vnp6miYoQqKkbY3ZSUNWdOsVau3BnTdgjRcrul2bOLjS8YAJKMS2HHBR9cSVix0/rY6cwdA+adC9vGboLiPDtLIBjST5490u/jYs3WT6brX5bHpQmlmfrkBZl9PCp5/t5YWPW6uPqSIXp184mYtkOIltslfWHa4O4xm7ivdXvGYOL2l3ms7hPOAZxu6tSpCoeNvUZdeeWVuvLKKw0tM9ExNQ0AgARRW9uiWbOqNWLEWm3d2tLv4yPZ+oAdyspyNXduiSll33FHCdsmAAAAAP3Yvb9NT/7yA91w5x7t3NfW7+Mj2fqAHcaPztDVlw0xpewvXjZE40ez9D4AILER1AcAwOH8/k7Nm1ejiRPXa8WKnfL7O6N+7syZf47p8YCRFiyYoNJSr6FllpZ69eijEwwtEwAAAEgmwbaQVjx7WLMr92ndphNqa48+c+6xnx5SsM2E5baAKNxybZ5GF6QbWubogjTdfO1QQ8sEAMAOBPUBAHCwhgafJk1ar8WL6we0jPn+/X5dcMHv1dDgM75xQD+ysgbplVcqVFjY1xKW0SsszNS6dRXKyhpkSHkAAABAsjnQ1K7ZD+7X7944PqBlzI8c69Q37vmbDjS1G984oB+eDLcevqNAw3KN+cw3LHeQHrmzQJ4MwiAArORyyIFkk2Z3AwAASFWtrR2qrm5WdXWz6ut9CgQ6lZk5SCUlXpWX52no0HRdeeUWNTYG4qrnb3/za/Lkjdq8eZqKi43NmjZCf/1QXp6nnBzesiSq4mKvNm+ephkztqiubuCTS0pLvVq3rkLnn++8MQwAAABYIRAMqX5PUA27g9p/qENt7SFlpLtVlJ+m4nEeebPcunfxQR1tiW+1tsPNnbrrsQN6/O5RGmVw1rQRIv1Qv7tNBw61q609rIx0l0blp6tkXIZKxnqU6SGIm6iKCtK18HuFum/JQe1r6hhwOaML0vTInQUale+8MQwAwEBwhxwAAIvV1rZo2bIGrV69Vz5f7x9QXS4pPIDMip40NgY0Y8YW1dRMd0yWc7T94PWm6aabxmjOnGL2UU9QxcVe1dRM1/z527V0aWyrTrjd0h13lOjRRyc4ZuwCAAAAVtq9v00vbWjRxrd98gd7/5Bo5GfIoy2dun/pQS1/oMgxWc6797dp7Ybj/fZDlselaRd79YVLhmhcEfuoJ6KignQ9VTlKP1tzTC/GuOqE2yV98bIhuvnaoY4ZuwBSS/jDw+42IPm4wmGj3urBDK2trfJ6uzLSfD6fcnJybG4RAGCg/P7OAQU1jTRvXokWLZpkT+UfGmg/uN3S3LklWrCA4G4iq61t0fLlDVq5cpc6O3t/G+r1pmnmzDGaPZvJHEg+vMeHmU4dX88t+5MyPVk2t+h0ti0CaWLFLm6ZxcTcMWDeuWAB09hwno0RbAvp6TVHtfbNgS2lb4RrLs/Vv90wvMffWXX96+qHZr0YYz+4XdLVlw7R16/Nizq463LaIHAA+7qk62Tv2temlzae0LpNJ/o8/1kely79jFf/NG2wxo/uezJH4p5mey4Eidtf5rG6T/xBvz5/21RJfIZ0qlM/h72/8r+U7TFmK8qBOhkM6MJvXieJMZNMyNQHAMACDQ2+uJcfN8KSJfW65ZbxtgVJ4+mHUEhavLhe69Y16pVXKhy5lQD6V1aWqxtuOFc//vFOSdLs2ecrFJKCwU55PINUWvrRtgvZ2bxVBYB49LmTokl3Iglwx868m8L2nQtu/p/O3v5InQC408V6fTzQ1K77ljZpv81727/4Rouu/EevxvUTJDXL/qZ23b+kSfsG0A+hsPTCG8f1l+1+PXRHgYpM3kogUSez9Mfu1/p5ozM09dPZernqhCTpC9O8Coddau8IKz3NpdEj01Qy1qOSsRmnbLvAtc8pkrW/rH7Py3tsABJBfQAATNfQ4NPkyRvV2BiwuykKhaTlyxv01FPlltdtVD/U1XWVs3nzNAL7Caqy8r3ur2trj6uqaqp9jQEAAAAc5kBTu777WKOOtnTa3RSFwtLajcc19yvnWF73/qZ2ffcH8ffDvg/L+eH3Ck0P7MMcz6w91v317gPtWnh3oX2NAQDAJgT1AQAwkd/fqRkztjgioB+xatVeLVw40dIsaKP7obExoBkztqimZrpjl+Jvbe1QdXWzqqubVV/vUyDQqczMQSop+SgTPScn9d6KVVUd0qZNH3R/v2nTB6qqOqSpU/NtbBUAAADgDMG2kO5b2uSIgH7Ehrd8+rfrh52SBW2+YFtI9y8xrh+OtnTq/iVN+lHlKMfus+4PhlS/O6j6PW3a39Su9vaw0tNdKipIV8nYDJWMy1CWhefAKba+79e2HcHu77ftCGrr+35NvNBZWwwBAGC21LuTDACAhebP3277kvtn8vm6gs0VFSMsq9OMfqir8+mee7Zr0aJJhpYbr9raFi1b1qDVq/fK5+vo9XFeb5puummM5sxJrT3jT83SP/VnVVUE9QEAAICn1zTbvuT+mfzBsOr3tGlCqXX7A/98TfOAltzvy76mdj29plm33jjc0HLjtWtfm9ZuOK4Nb/vkD/a+xHaWx6VLLs7RFy4Z0u+e8cnk1Cz9U3+2kKA+ACDFpN7UPgAALFJb26KlS+vtbkaPqqubLavLzH5YsqRetbUtppQdK7+/U/Pm1WjixPVasWJnnwF9qWtyxYoVOzVx4nrNm1cjv985mThmOTNLPyKSrQ8AAACkst372/Tim8ftbkaP6vcE+3+QQXbva9OLb5jTD79747h272szpexYBdtCeurZI/pW5X69sulEnwF9qWtyxSubfPpW5QE99exRBdtCFrXUPmdm6UdEsvUBwInCDjmQfAjqAwBgkmXLGhRy6GdsK1cPMLMfQiFp+fIGcwqPQUODT5MmrdfixfUx/62hkLR4cb0mTVqvhgZnrepgtJ6y9KP5HQAAAJAK1m44rpBD78LvP2jd6gEvmtgPobC0dqP9Eyf2N7XrW5UH9MLrsf+tobD0wuvH9a3KA45b1cFoPWXpR/M7AACSEUF9AABM0NraodWr99rdjF7t3t1qST1W9MOqVXt18mTfWfFmamjwafLkjXFPlKir6yonWQP7vWXpR5CtDwAAgFQWCIa08W3nfhZoOmLNZy4r+mHDWz4FgvbNwN/f1K7v/KAx7u0F9jV16Ds/OJi0gf3esvQjyNYHAKQagvoAAJigurq53+XX7bR16zFL6rGiH3y+Dku3EziV39+pGTO2qLExYEh5jY0BzZixJSmX4o8mE59sfQAwlssV7v2QOYepf4+ph3l94u7nMK9us/us9yMVz7NzD6eeZ7v7xfjD7er7cLnU59GwJ9jv8ut22vk3Y5es721c1e82vx/8wbAa9gQHdp77OKJ5fltbp+5bclBHW4z5zHe0pVP3LWlSW1sojtdz322OZ/HneF5T0WTiP7P2WC/Pd+a1rz92/u+O57DnfY7J1/R+X+/W9zMAENQHAMAEdgWZo3XgQGDAWdFVVYeifq5V/WBXf8+fv93wrQzq6ny6557thpZpt/6y9CPI1gcAAECqqt/jjH3ee3PkWOeAs6K3vu+P+rlW9UP9nt4zwM30szXHtK/J2Inv+5o69PM1xwwt02417wf6zNKP2LYjqJr3jZlkDwCA0xHUBwDABPX1zl02MWKgWdGVle9F/Vyr+sHowHo0amtbtHRpvSllL1lSr9raFlPKtkMsY41sfQAAAKSiRFhCfdUA9zBftfZY1M+1qh/2HbR+Zb1d+9r0uzeOm1L2C28c1659zp4YEotosvQH8lgAABIZQX0AAEwQCDh3+XSvN02trdeoqmpqzM+NZFxHm1FtVT8Eg9b397JlDQqZtA1jKCQtX95gTuEWizZLP4JsfQAAAKSitnbnLr2f5XHpxR+N1eN3F8b83K590QPatiMQVbZ+u0X90N5hfX+/uOG4QiZVGwpLazeeMKdwi0WbpR9Btj4A57F7Uww2bUhWaXY3AACAZJSZOcjuJvRq5swxys4+/S1Aa2vXvvTV1c2qr/cpEOhUZuYglZR4VV6ep/LyPOXkpJ2WRV1Z+Z6qqvL7rMuqfvB4rO3v1tYOrV6919Q6Vq3aq4ULJ551rhLNQDLvoxlbAAAAQDLJSHfuzfdLPuNVpuf03LBAMKT63UHV72nT/qZ2tbWHlZHuUlFBukrGZqhknEeZHvdpGfqr1h7TxAuz+qwr3aJ+SE+ztr/9wZA2vN1qah1vvuXTrdfnnXWuEs1AMu+fWXtMky4caXxjAABwkMS+SwwAgEOVlHjtbkKP3G5p9uzi7u9ra1u0bFmDVq/eK5+v9+UHvd40TZs24rSM60hG9dSpvQdfreqH0lJr+7u6urnP/jKCz9c10aKiYoSp9Zgp1iz9iGjGFgAAAJBMigrS7W5Cj9wu6QvThnR/v3tfm17ccFwb3/bJH+w97TzL49InL8zUth0fZVBHsvX7Cuxb1Q+jR1p7W7x+d1uf/WUEfzCs+j1tmlCaaWo9Zoo1Sz8ikq0/6cLE/dsBAOhPYk/bAwDAocrL8+xuQo/uuKNEZWW58vs7NW9ejSZOXK8VK3b2G6D2+Tr00kuNZ/28vyxsq/rB6v6urm5OqnrMMpAsfSOeCwAAACSakrEZdjehR1+8bIjGjc5QsC2kHz97RN+q3K91m070G6D2B8N6Z+vZy+2v6icL26p+KBnrsaSeiPo9sQeqnVyPWQaSpW/EcwHASOGwMw4kHzL1AQAwQXl5nrzeNNOzuWNRWurVo49OUEODTzNmbFFdnS/uMvvLqLaiH7zeNMuD+vX18fddNIw4R3YZaJZ+BNn6ABA/83ZSNO8OkXMXn3Ymc/vLnPPMOY6Ny8TXm5lcnOiYuCSVjPMoy+MyPZs7FqML0nTztUN1oKlN9y1p0r6m+D/XbdsR0Pb3T/aarV86LsP0fsjyuFQ6NqOX65E59e5vajel3DPtO9iesNeNgWbpR2zbEdRWh2frJ+q5Sc5LeqKdi0RrLwAzkKnfg2XLlun/+//+P3k8Hn3xi1887XfHjx/Xv/zLv2jIkCEqKCjQww8/bE8jAQCOlpOTpptuGmN3M7oVFmZq3boK7d/v1+TJGw0NFveVUW1FP8ycOcbyfecDgU5L6gkGranHDEZk2pOtDyBR8BkSABCvLI9bl1zsnG3chuUO0iN3Fuhwc6e+84ODhgT0I/rKqO7qhxzD6urJpZ/xWr7vfFu7NQG59o7EDfwZkWlPtj4AIJkR1O/BqFGjdO+99+qb3/zmWb+7/fbbdfToUe3du1dbtmzRypUr9cwzz9jQSgCA082ZUyy3A/7TlpZ6tWXLNI0alaUZM7aosTHQ/5NiEMmo7o2Z/eB2S7NnF5tTeB8yMwdZUo/HY009Ros3Sz+iv7EFAE7BZ0gAgBG+cMkQuR2QEju6IE2L/n2khg8dpPuWNOloi7GTjbsyqs9emj/iahP7we2SvjBtsDmF9yEj3ZoTm57mgAE0APFm6Uds3RFUzfvG3vMAAMApHBBqcJ5rr71WX/ziF3XOOeec9vOTJ0/q2Wef1SOPPKKhQ4eqtLRUt99+u/7zP/8z7jpbW1t7PQAAiamsLFdz55bYVr/bLc2bV6Kamuk6/3yv5s/fbtpy7n1lVJvZD3fcUaKyslxTyu5LSYk1GTSlpc7J1ImFkRn2ZOsDSAR8hgQAGGH86AxdfdkQ2+p3u6RrLx+ipypHaVR+un625pihGfqn6iujevzoDH3RpH645rIhGj86w5Sy+1JUkG5JPaNHWlOP0YzMsCdbHwCQrAjqx2DHjh1qa2vTpEmTun82adIkbdu2Le6yvV5vj0dBQUHcZQNAIqiqOpSUGbkLFkwwPDDb3/6UXm+aZs06T1u3TteiRZOUlTVItbUtWrq03tB2nGrTpg909dV/1BNP1Gnz5g/U2nr6jR8z+qG01KtHH51gaJnRKi/PS6p6jGRUln4E2foAEhmfIQHAPFvf9/eZ7Z2obrk2T6MNDgD39xkyy+PS56cO1lOVozTrxmHyZLi1a1+bXnzjuKHtONW2HUHd/2ST/mt9i7btCMgfDJ32+1uuHarRBcZusza6IE03XzvU0DKjVTLWmokEpRbVYySjsvQjyNYHYLewQw4kH2s3oE1wPp9POTk5Skv7qNuGDh2qEydO2NgqAEgOkWzcqqp8m1tirKysQXrllQpNnrzRkGXvCwsztX59hZqb21Vd3ay6Op+CwU55PINUWupVeXmeysvzztpjftmyBoVCvRRqkLVrD2jt2gOSuiYW3HTTGM2ZU6yyslxT+mHdugplZdmzPH15eZ683jT5fOZkrUhdfZiIQX0zMusrK99LumsDgNTAZ0gAMM+qD7NxJ16YZW9DDObJcOvhOwr0nR80GrLs/bDcQfr+t/PlOxlW/Z6g9h3sUHtHWOlpLo0emaaSsR6VjM04a4/5tRuOK2RyROCtGr/equmamJHlcemSi3N09SVdmfSeDLceuaNA3/7BQcP64dE7C+TJsCfHrWRchrI8LvmD5nVqlsdl2eQBI5mRWf/M2mOadOFIw8sFAMBOBPVj4PV6dfLkSXV0dHTflGlpadHgwfHvw+Tz9bwccmtrK5kWAJLeqZm9VVWHNHVqcgXviou92rx5mmbM2BLX8velpV6tW1eh88/vynivqBgR1fNaWzu0evXeAdc7ED5fh1as2KmVK3dq7twSLVgwwbR+sENOTtekhRUrdppWx8yZY86anOF0RmfpR0Sy9ZPt2gAg+fEZEgDMsfV9v7btCHR/nWyB/aKCdC38XqHuW9KkfU3tAy5ndEG6HrkzX6PyuzL/J5RmRvU8fzCkDW9bu52LPxjWK5t8+v1mn7542RDdcu1QFRWka9H3RureJU1xbQMwuiBNj95Z0N0PdsjyuHXpxTl6eZM5W+JJ0qWfyTlrcobTGZ2lHxHJ1p90YXRjHgCARJBY/+VtdsEFFyg9PV1bt27t/llNTY0mTIh/6d+cnJxeDwBIdqdm9ibr/tnFxV7V1EzXnXeWyB3jf1+3W5o3r0Q1NdMHFMiurm42NaO8L6GQtHhxvSZNWq+GBp+t/WC0OXOKY/4bouV2S7NnF5tTuInMfP0m67UBQHLjMyQAmGPVKZm9q5J0/+yignQ9VTlK11w+RO5+ls8/k9slXXv5ED1VOWpAgez63W2mZpT3JRSW1rx+XLMqD2h/U7uKCtL148pRunaA/XDd5UP04wH2g9GuvmRwzH9DtNwu6epp8U8atJoZWfpWlA0AfXM55ECyIajfg46ODgUCAXV0dCgUCikQCKitrU3Z2dm64YYbdN9996mlpUX19fV68skn9Y1vfMPuJgNAwjozszeZ98/OyhqkJ56YpK1bp2vWrPPk9fadhe31pmnWrPO0det0LVo0acBLzVdXNw/oeUaqq/Np8uSNamjw2dYPRisry9XcuSWmlH3HHSUqK8s1pWyzmJWlH5HM1wYAic+pnyFdCpt0OPO2k7m3xMzqy74Pdz+HufU77xzLxnNh6nl29X64XErIw0zbTsnSl6RtOwLa9r7foDFqz+u5t+dkZrh0243D9OPKUfr81MHK8vTduVkelz4/dbB+XDlK37pxmDIzXAPqh4Y9xmdOx2pfU4e+84ODOtDU9mE/5GlFZaE+P9UbZT94taKyUN+6Me/DfrD32ueSNH50hr54mTmB92suG6zzRmeY2n6jj60mZelHbN0R1Nb3/aa+rmN/rdvf7wO59tm/M/jADjNf624bDgBwhcNhe6ZdOlhlZaUefPDB0342ZcoUVVVV6fjx47r11lv18ssvKysrS3PmzNH9999vWltaW1vl9XZlI0b2YwSAZDJ1atVZgcApU0aoqmqqPQ2y0MmTHaqublZ1dbPq6nwKBjvl8QxSaalX5eV5Ki/PM2T59dtu+x899dRfDWhx/EpLuzL1Tw3MW9UPZvD7OzVp0vq4thM4U099lAh6ei0bLVWuDUh+vMdPPk79DPlfy/+gTE9yLUndl75DPPGy59aJuX9TYnLZdC7MZHYQPNnc9VjjaUF9SfrkBZn64d2FBpRu3vgy4jQHgiHV72lT/Z6g9h3sUHtHWOlpLo0emaaSsR6VjM0wZPn1pb88opeqThjQ4viNLkjTispCeTI++rsi/VC3p037Draf0g/pKh2bYVg/mCHYFtKtlY1xbSdwptEFafrJGX2UCL792EFtNTGoL0kTL/Doibut3ZYoMS/pyfe/VTL3XFh9nv1Bv6687RJJfIZ0qlM/h737kxeU7bF3+4+TwYA+8W/XSGLMJBOC+g7HDT8Ayayq6pCmTdvU4+82bpzC/tkGueWWv+jnP99tdzO6zZtXokWLJtndDMM0NHStQtDYGOj/wf0oLMzUli3THLG9AADz8B4fZiKobxaC+k5BUD+1bX3fr7sfP9jj7x6/a6QmXhjvNc/ZQX2r/PBnh/XaH83b+z1W110+WN+6cZjdzTDM/qZ2ffsHTTrS0hl3WcNzB+mJfy9QkQO2FxiIpLym292AAUm+8yAR1Ie1COrDCok1fQ8AkFT62iOb/bONk5nprIzvJUvqVVvbYnczDFNc7NXmzdNUWhpfIL601EtAHwAAAOjDqj72yP4l+2cbJiPdWWHJF944oV372uxuhmGKCtK16HsFGl0Q34p0owvS9MS/F2hUggb0AQBAbAjqAwBs0d/+2+yfbZySEmcFiUMhafnyBrubYaji4q4l8++8s0TuGN9dud1dqxfU1EwnoA8AAAD0Yuv7/rOW3T/Vth0BbX3fb2GLkldRnMFmo4XC0osbnbEdgFGKCtK1orJQ114+WO4Y51C4XV2rF6yoLCSgDwBACiGoDwCwRTSZ+GTrG6O8PM/uJpxl1aq9OnnSuD0EnSAra5CeeGKStm6drlmzzpPX2/eNMK83TbNmnaetW6dr0aJJyspy1ooKAAAAgJP0laUfQba+MUrGeuxuwlnefKtVgWDI7mYYypPh1m03DtOKykJ9fqpXWZ6+o/tZHpc+P9WrFZWF+taNw+TJ4NY+ADhR2CEHko+zpl0CAFJCf1n6EZFs/alT8y1oVfIqL8+T9/9n797jm6zP/oF/7jTnpEA5tKAFCrSBbe1A+zxM9lsZIqCTPVPxgAd0yuZkwjhsuiHohpswnaKFyZCh4hDxCIKbfRQQCjwb6FYHwpQeBgXqSgsFSnNOmvz+iKktbdIc7lPSz/v16stKk+/329xJmvu+vtd1WbWw29UTRLfb/aioOIeSkgFKL0V0hYW9sXp1MZYvH42KinOoqDiHqio7PJ5WGAwZsNmsKC7OQnFxFsxmfhQjIiIiIupOd1n6YeFs/dGjTDKsKn0V5OlhMghwedQTEnB5gqg+7kWRTdkexVIYlqvH/Dv7YdYtWag+7kXVcS/qTvng8weh0wrIHaiDbageBUP1MBoYyCciIuqpeCWZiIhkF08G/pIln6K8nEH9ZFgsWtxxxxCsWXNU6aV0kK5B/TCzWYuSkgFp/TsSEVHqkq5bsnQBIHV1eFY/IU3zcwQ+ETpQ9uGQ5jnW1e+04Z1zMd//5XfOYcwoJQK/yrzmpHgOmA0CrrrCgr/stksweuKqYgzqp+rbhMmgwddtRny9i9/xy/f01HpvT9VjEV1qHYMwpY5F6j4H1PWZNl0/1xFRfLi1j4iIZBVrln5YOFufkjNnTn7cvd6lVlWlrgtERERERESkPqEsfU/Mt/+k0oODR1wSrqhnuG5i/L3epVZ3yqf0EoiIiIgUo7LL+0RElO7iydJP5j7UUWFhb8ydW6D0MjrweFqVXgIREREREanc+nfOy3If6mhYrh7XT8pUehkd+PzMVCUiIqKei0F9IiKSTbxZ+mHM1hfHsmVFsNmsSi+jjcGQofQSiIiIiIhIxeLN0g9jtr44fjCtD3Jz1NO9VadVWekAIiIiIhkxqE9ERLJJJuOe2frJM5ky8O67JRg0SIn+kp2paYMBERERERGpTzIZ98zWT55Br8HSedno11sdG7JzB+qUXgIREVG3gir5ovSjnq2WRESU1hLN0g8LZ+tPmJAt4qp6nvx8K/bsuRJTp+5VvKd9cXGWovMT9UQOhx8VFedQUXEO1dV2uN2tMBozUFBgRXFxFoqLs2Cx8BSBiIiIlJdoln5YOFt/9CiTiKvqeS7N0eHpX+Rg8YpG1DX4FV2Lbahe0fmJeiKXJ4CqWi+qjvtQ1+CD1wfodUBujg62oTrY8vQwGZg7SkQkB16xIyIiWYiRab9kyacoL2dQP1n5+VYcODAFixYdwsqV1QgE5F+D1aplUJ9IRocPN+PZZ2vwyisnYLdHvhhrtWpxxx1DMGdOPgoLe8u4QiIiIqKOxMi0X//OeSxnUD9pl+bosGbJILyw+Ty27GhBQIH0P5NBQAGD+kSyOVrnxds77dix3wmXJ/KL3mQQMOkKM26YaMXwXL5GiYikxKA+ERFJLtks/TBm64vHZMrAM8+MwQ9+MAyrVtVgw4bogT6xzZgxBGYzP4YQSc3lao1rA4/d7seaNUexdu1RzJ1bgGXLimAyqaPcKhHFT4MgNCy8GBMhRR8nge2l4yLtwyXNcyh9D3H0x+vgEXdSWfph4Wz9MaPU0YJMjWJ9jhn1Gsy+tS+u/ZYVW3e1YMc+R9RAn9gmjbO0ZQOn6nt2d9Lz9Z6ax0qqY5EKx9jjDWDt5mZs2mGPaQOPyxPEn3c78O4eB26cZMW903rDoBfnN5X08VLwYCQyNT/zERHAoD4REclAjCz99mP11Gx9KcpmFxb2xurVxVi+fHTb2FVVdpw65cKWLf9BUILzb40GmD07X/yBiaiDmhp7wq02AgGgtLQaZWX1ePfdEuTnWyVYIREREVHXxMjSbz/WmFEDRRsvlbg8AVTXelF13IvPG3zw+oLQ6wRcmqODbageBXl6mOMsmz0sV4/5d/bDrFuyUHXci+rjXtSd8qGpuRV//adLkt9DIwDXXZkpydhE9KW6Bh8WrjiDkwm02ggEgTe327H/Ezcen9cfuTkMPRERiY3vrEREJCmxsvTDemK2vhxls81mLUpKBqCkZEDbvy1YcAClpdUJrzuSefMKWNabSGI1NXaMH78L9fXupMapqgqNs2fPlQzsExERkSzEytIP+6TSgwNH3D0qW/9YnRdbd7bgg/3Rs+lNBgFXXWHB9RMzMSzOstlGgwZftxnxdduXj+sfXjuLTdtbEl53JDdMin99RBSfugYf5j7RiKbm5Ho0nmzwY+4TjVj5i2wG9qkHE6B8bQ6l5ycp8F2ViIgkJWaWfvsxe0K2vhhlswOBYMLZ/cuWFaGsrD6hLN9IbDYrli4tEm08IurM5WrF1Kl7kw7oh9XXuzF16l4cODCFpfiJiIhIcmJm6bcfsydk63u8gbj63rs8Qfxltx1le+y4YVImfjCtDwJBdJvdb4qQ3f+DaX3w4Scu1CWQ5RtJbo4WP5jWR7TxiKgzjzeAhSvOJB3QD2tqDo33wpIc0UrxExERg/pERCQhsbP0w3pCtr4YZbPXrauFzxeA09ka8bbRsvtNpgy8+26JKNm+ANCvnx5lZSU9JigoRbuEVFFe3ggAaf0aVbNFiw6JuhkHCGXsL158CE8/PUbUcYmIiIjaEztLP6wnZOt/3uDD4hWNCQXUA0Fg0/YWvPd/dvhbg/B4I982Wna/Qa/BsnnZWPBEA5qaI5+HxqqXRYPfzs+GQR9fi4BU5fIEUPXFhoq6Bn/bhorcHC1sQ/WwRdlQkeoOHAldc0jn16iard3cnFDJ/WhONvixdnMz5tzaR9RxiYh6svS8kkxERKogRZZ++7HTNVtfrLLZzc2+bm/TVXZ/+6B7fr4Ve/Zcia9/fRtcruQuyowYYcWIEelfvluOdglqF37tp+trVM0OH27GypXit80AgBUrqjFz5rC0e74SERGRekiRpd9+7HTN1v+8wYefihBId7i6T+/vKru/fdD90hwdnvlFDu79VT08vhjKBURxSbYWl2TrkhojFRyr82LLTjt2xNAuYdIVFtww0Zp27QheeucCAKCUQX3ZHa3zYtMOcTeFh23aYce137JgeG76v46J2gt+8aX0Gij9pOfWPiIiUpxUWfph4Wz9dCN22exYhbP7x4zZhpqajidzdXXOpAP6APDRR2fT8piFuVytWLDgAEaP3oY1a45GDegDX26oGD16GxYsOCDKY6wG4dd+ur5G1e7ZZ2tiateRiEAAWLWqRprBiYiIqMeTKks/LJytn2483gAWr2gUJTM+HuHs/h8tqcfnDR03lJ8+15p0QB8AjhzzpuUxC/N4A1j12jncu+QU/rzbHjWgD4Q2VPx5tx0/XHIKq147B49Xog/+MjtwxI2DlR4cTNPXqNq9vdMeU7uORASCwNu7pNkwQETUEzGoT0REkpAyS1/OOeQmRdnseFRVhaoEtA/si/k4p+MxA0LVFcaM2YbS0uq4A6rRNlSkovbHOF2Pt1o5HH688soJSefYsOEEnE5xyzISERERAdJm6cs5h9xe2Hxe1B728apr8GPBEw0dAvtiPs7peMyAUHWFe5ecwqbtLXEHVANB4K3tLbh3yalOGypSUThL/+LvSXouTwDb9zslnWP7PifcnvTYgEJEpDSW3yciIkmUl09QegkpR8qy2fGor3dj6tS9OHBgCj78sEnUigvh7O106rUuVruE8IaKPXuuRH5+arYpuLhCRzoebzWrqDjXbYWIZNntflRUnENJyQBJ5yEiZQlpWKxREJRegfoo95BI9/xKz8Pccx6vp3+u7tL4anu8gC/Ktu9oUXoZaGpuxaIVjVi7ZCA+O+rFQRErLhys9ODgEVeHXutqPBaxCb2eP2/wYf4TjWhqTi7QebLBj3lPNGDFL7JxaY4y5c2TPRb//CJLPyycrX/ZKGPKH2e5JfJ4VdV6u60QkSyXJ4iqEz6Mthm6/Lm0xzmdPtOm0+9CRIlipj4REZFKSFk2O15VVXYsXnxIkkzrdMreFrtdQnhDRaqW4u/q2KbT8Va7iopzaTUPEREREUW3ZWf8Wd5SqWvw44XNzfjTO82ijy3FmErxeAN4aMWZpAP6YU3NofFStRR/V5n5zNaXT9VxryzzVNbKMw8RUbpjUJ+IiEgF5CibHa8VK6pFzdIPS6de61K0SwhvqEg1F2fph6XT8Va76mp52jco2SKEiIiIiEJcngA+2O9QehkdbNrRImqWflg69Vp/fnMzTorcLuFkgx/Pb069jQ8XZ+mHHaz04J9pcrzVTq7WHUq2CCEiSicM6hMREamAHGWz4yVl1YB0yN6Wsl3CihXVOHw4tS7KRDum6XC8U4HbLU+FB48nNStJEBEREaWTahnKZscrKOFy0iFb/1idF5t3SLNBdvMOO47VpVY2dLSMfGbry8Prk+c9RK55iNQiCEEVX5R+GNQnIiJSgZ5WzjodsrelbJcQCACrVtVIM7gEImXph6XD8U4FRmOGLPMYDPLMQ0RERESRyVU2Wy3SIVv/7Z12ydolBILAll2pU1ErUpZ+GLP15aHXyRP0k2seIqJ0x6A+ERGRCshVNltNUjl7W452CRs2nIDTqa7qDZHEcixT+XinioICqyzz2GzyzENEREREkX3e4FN6CbJL5Wx9lyeAHfudks6xfZ8Tbo+EJfdEFEsmPrP1pZebo02reYiI0h3fTYmIiFRArrLZiXjmmdGYP9+m9DJURY52CXa7HxUV51BSMkDSeZLVXZZ+WDhbf8KEbBlW1TMVF2el1TxEREREFJmay1nff2sf3DS5l9LLUJUqGdoluDxBVB334es2g6TzJKu7LP2wA19k6182yijDqnom21C9LPOMzJNnHiKidMegPhERkQrIVTY7EVVVPa+KQHfkapeQCkH9eDLwlyz5FOXlDOpLpbg4C1arVtINJ1arlkF9ohQS7qbY5c9YBTUu0j5cygTmUvcpIM3jlbqPh3LS8TGL9J6pRmouZ113yi/C8yN1jkVYtN+5WqZ2CdXHvRij8qD+n+LIwH/pnWZcNir+30fSV4eCLz2xpx41TAeTQZB0w4nJIGDUUK0k76/qfRdMXKTfiSW3iQjgewEREZEqyFU2OxEej3qrCChFrnYJat9QEWuWflg4W5+kYbFocccdQySdY8aMITCbuS+YiIiISGmXqrictc+fegF5qdXJ1C7h5Cl1t2X45xE3DsSQpR92oNKLfx5xS7iins1k0GDKOLOkc0wZZ4bRwDAUEZEY1Pvpj4iISGUcjlA59IqKc6iutsPtboXRmIGCAiuKi7NQXJwFiyWxP61qznw1GNRbRUApcrVLUPuGiniy9Nvfh9n60pkzJx9r1x5FQIJWmhoNMHt2vvgDExEREaUplyeAqlovqo578XmDH15fEHqdgEtztLAN1cOWp4cpwWCXXGWzE6HTpmP+bHK8MsXafdJ2iUvaS3Fk6be/D0vwS2faRCv+vNuBgAR7cTQCMG2iRfyBiYh6KAb1iYiIunH4cDOefbYGr7xyImpZa6s1lCU7Z04+Cgt7xzWHHGWzE2WzqbeKgFLkapeg5g0V8Wbph4Wz9SdMYGBfCoWFvTF3bgFKS6tFH3vevIK439uIiIiIeqJjdV5s2WnHjv2OqGWtTQYBk66w4PqJVgzLjS9IH9oQIG3Z7EQNHshLzhfT6+SZR6fihz7eLP2wcLY+A/vSGJ6rw42TLHhzu0P0sW+abMHwXJme/EREPQDrnhCR4srLG1mOmVTJ5WrFggUHMHr0NqxZc7TbgLvd7seaNUcxevQ2LFhwAC5X7FnWcpTNTpSaqwgoRa52CWreUJFIlr4Y96XuLVtWJPpzx2azYunSIlHHJCIiSsbBI24cZElmUhmPN4BVr53DvUtO4c+77d0G3F2eIP682457l5zCqtfOweONvdySyaDBpCvUmQGr5ioCSsnNkSewOXigegOoiWTpi3Ff6t59N/bGYJFbegzO0eJH07gpnHqmoEq+KP0wqE9Eiluy5FMGeEh1amrsGDNmG0pLq+MuYx0IAKWl1RgzZhtqamLviT5nTj40KvvLbLVqGdTvglyPiVof+0Sz9MPC2fokDZMpA+++W4JBg8TJZBk0yIiyshKYTOqtHEFERD3P+nfOY/0755VeBlGbzxt8uHfJKWza3hJ3GetAENi0vQX3LjmFz+PovX79RCs0Kqt0bzIIDOp3wTZUnmC7Wh/7RLP0w8LZ+iQNg17A7+b3Q7/e4lyU6tdbgycX9INBr7I3KCKiFKey0AER9TThwBADPKQmNTV2jB+/C1VVsQfku1JVFRon1sB+uGy2msyYMQRms4rr9ykk3C5BSmreUCHGRixu5pJWfr4Ve/ZcmXTGvs1mxd69V2LECPVWjSAiop7n4BE3Pqn04JNKD7P1SRU+b/Bh/hONqGtIrp1aXYMf859ojDmwPyxXj2mTMpOaU2yTx1lgNPCS88XC7RKkZDIIGCnT5oF4iZFpz2x9aeXmaPHswgFJZ+wPztFi1UMDcGk2ryUREYmN76xEpKj2QZ0lSz5FeXn69Fh2OPyoqDiHiopzqK62w+1uhdGYgYICK4qLs1BcnAWLhW/DauNytWLq1L2orxfn4mB9vRtTp+7FgQNTYspyXbasCGVl9UlvKBCDRgPMnp2v9DJUKdwuYc2ao5LNodYNFclm6YeFN3NNmJA+7/tqk59vxYEDU7Bo0SGsXBlf1RGNBpg3rwBLlxYxQ58ohQlC6EvWOSUdXboikumZR5a+j1f7DP3175zH06MGKreYGMT6eLk8AVTXelF13IvPG3zw+oLQ6wRcmqODbageBXl6mGQMlgppWLhViueuxxvAohWn0dQce/u1aJqaW7FoxWmsXTIQBn34eEc+Fj+c1gsffuLCySQ3FIhBIwDXX2lBLO8/Ur6PKP0e1RWzQYPJV5jxzm7x+5aHTR5nhtEgIN73f0kfLyH5LP2wA5VeHKh047JRxvDQCknN98ZYHq/BOVq89Gg21mxqxls7HHFVHdEIwM2TLfjRtN6yZein6ufOxKhtPUSkBPVdKSaiHuPiwFC6BHgOH27Gs8/W4JVXTkTtwW61hoKCc+bko7CQPabUYtGiQ6IH1Kuq7Fi8+BCefnpMt7cNl80eP36XaBsLEjVvXgGfm1HMmZOPtWuPxt2eIRZq3lAhZoZ9um3mUiOTKQPPPDMGP/jBMKxaVYMNG7r/2zRjxhDMns2/TUREpE4HvsjSD/uk0oMDR9wYM0qctjNKOFbnxZadLfhgvyNqD3aTQcBVV1hw/cRMDMtVZ4ntnuj5zc2iB9RPNvjx/OZmzL61+8pdBr0Gv53XH/OeaERTswQnJ3GYNsnK52YUN0y04i974guUxkojADdcqc7qWuu2ipdhv27rhbagPknDoBcw97Y++G6JBZt3OvD+Pme3f5uuHmfGtIkWDM9VZ6UIIqJ0IQSDQW7xUTGHwwGrNfSBzG63w2KxKLwiIvFMmFDeKdvz298egPLyCcosKEkuV2vC2ZBz5xZg2TJmQyrt8OFmjB69TbIg7cGDU2IOktXU2DF16l7FMvZtNmvM1QV6sgULDqC0tFqCcQti2gQit/LyRlx55W5Rx9y169spv5krlTidX1aRqaqyw+NphcGQAZvtyyoyaqwQkW74GZ+k1P75tfUPe2A0mGSdP1UzptSY1Zm89Hy8fvq7Ux2C+gDw9ZEGPP1z9WbrR3q8PN4AXth8Hm/viK8Hu0YAbpiUiR9M69Muk1t8zNTv3rE6L3645JRkQdrnlwz8Ikje/QSfN/jw0IozimXsD87RYu2SnJifkz0tUz/s2dfO4c3t4p/n3zzZijm39knovlI+Xv+sdGPe786IOuaKn/fHZaOMzNSPU6KPl9sTQOVxHyprfTjR4IfPF4ROJ2BIjhYj83QYOVSnWMuNVP3cmQiXx4VJP54MgOeQatX+POzAH7fCbFB2A5LT48aYH10HgM+ZdMIrdkSkiEjlm1M1Wz+ZAGwgAJSWVqOsrB7vvluC/Hx17qzuCZ59tkaSgD4QOs6rVtVg9erimG6fTNnsZA0aZERZWQkD+jGQol2CzWbF0qVFoo0nJjGz9NuPyWx9+ZjNWpSUDEBJyQCll0JERBS3i7P0w1IxW//zBh8WrUisB3sgCGza3oIPP3Fh2bxsXJrDzEilvL3TLklAHwgd5y277FhwZ9+Ybn9pjg5rl+Tg+c3N2LxDunV1pV9vDX47f4Ckm0zSxb3TemP/J25RN18MztHi3mnqrLIlZpZ++zGZrS8fo0GD0TYDRtsMSi+FKGUEofy2EKXnJ2nwkxYRKSJaYEiKoJGUamrsGD9+V9JBvaqq0Dg1Ncr3Uu+JHA4/XnnlhKRzbNhwAk5n7Cfu4bLZBw9OwaxZw2G1Rt+LZ7FkoHfv5Pbr2WxW7N17JUaM4OaSWITbJQwaJM4FBTVvqIi0GStZ4c1cRERERN1Z/875hH6mNp83+LDgiYaEAvrt1TX4seCJBnze4BNpZRQPlyeAHful648OANv3OeD2xL7D26DXYPatWXh+SQ6+N8ECkyF6HqtRL8BiSi7XdXCOFisW5uDSbOaOxcKg1+Dxef3Rr7c4l+X79dbgifn9ZethHo9/HnHjQKVX9HEPVHrxzyPKtiskIiJSAj9tEZHsugsMpVK2vsvViqlT94rW+7y+3o2pU/ey7LkCKirORe0zLQa7PVT2Ot4M2cLC3li9uhjLl4/utmy2IAgJt4GYN68AS5eyDUS88vOt2LPnyqTbJdhsVpSVlah2Q4WUG66YrU9ERETdiZSlH5Yq2foebwCLVjSiqblVlPGamluxaEUj/rhkELOkZVZV643aZ1oMLk8QVce9+HqcGbLDcvVYcGdf/PiWPqg67kPVcS9OnvLB5wd0WmDwQB1sQ/WwDdVBEJBQdr9GAKZNsuKH03rzuRen3BwdVv4iGwuTbJcwOEeLJ+b3V+2GinXviJ+l3zb21gu4XOXv90RERGJT5198IkprsQSGUiXAs2jRIdF7nldV2bF48SFV9tNOZxUV52SbJ9Gy17GWzX7mmTEYP74/Hn74MD79tKXbcb/61Uw89lghbrghN6F1UXLtElJhQ4VUWfphqbSZi4iIiJQRSyb++nfOY8yogdIvJgkvbD6fdIb+xeoa/Hhh83ncf2tsZdpJHFXHxc9AjjRPvEH9MKNBg6/bDN3ef/atWbj2Wxas//MF7P3YhdZuzmcyMoCSy0y49lsWBvQTlJujwwtLcrB2czM2JbCh4sZJVtw7rbcqM/QB6bL0w8LZ+izDT0Tqpc73Z0pt/NRFRLKKNTCUCuWYDx9uxsqV1ZKMvWJFNQ4fbpZkbOpadbU8bQ/E3gRyMZerFQsWHMBNN+2LKaAPAJ9+2oKbbtqHBQsOwOUSJ2OoJ4q3XYLVqsWsWcNx8OAUPP30GNUG9AF52qKkWusVIqLUEIQgwZcmypcU8335hSS+oo+NJL6k/Z2VeryifyUjkfkOdpOlH/ZJpQcHj7gl/d0jfcXyuqit8+DtHbF9Ro/X2ztaUFvnies5Em3NGomfQ9J+SfNav/irTqa2B3WnfBI/dwGfN4D//T8H9lR0H9AHgNZWoPwfLvxwSQP+8No5+LwBaL4YK9YvqY5xKr2nG/UCfnJrH7y4JAfXxdAuwWQQcN0EC158NAc/ua0PjAYBgoBuvzTdfMUyRuSvYJdfUmbph7249ULE45jsl1J/X5N9LSv1mlPqS9rXuvLH9OIvIiJm6hORrOIJ2qg9W//ZZ2viysaNRyAArFpVg9Wri6WZgDpxu+UJZns80s1TU2NPuAR8IACUllajrKwe775bgvx8dZaATwXxtEswm1Pjo1h5+QSll0BEREQ9WCxZ+u1vq9Zs/S0748vGjUcgCGzZZceCO5mtLxevPDF9+KTtEoe6Bl/CZeADQeDN7Xbs/8SNx+f1R26OToIVpr/huTr87M4szJ7eG5XHfais9aKuwQ+vLwi9TkBujhYj8/QYOVQHoyE1cvR+/4vEKhQSEVFqmjBhAnbv3h3TbYcOHYra2lppF5SmUuNKMhGlhXjLN6u5HLPD4ccrr5yQdI4NG05g+fLRKRP0S3VGozxZ0gaDNPPU1Ngxfvwu1Ne7kxqnqio0zp49VzKwn6RY2yWoncPhb9ucUF1th9vdCqMxAwUFX25OsFj4PkVERETSOHDEjYMxZOmHHaz04MARN8aorCSzyxPAjv0OSefYsc+BH9/SJ2WCfqlOL1P8WifhR+26Bh/mPdGIpubkMhZONvgx94lGrPxFNgP7STAaNBhtM2B0gu0W1MTlCaCy1ofK477OGxSG6jAyTwcT36uIiIjiwiuwRCSbREorqzVbv6LiHOx2abfL2+3+pPqvU3wKCuQJYNts4s/jcrVi6tS9SQf0w+rr3Zg6dS8OHJii6pLwJK3Dh5vx7LM1eOWVE1Hf76xWLe64YwjmzMlHYWFvGVdIREREPUE8Wfrt76O2bP2qWi9cHonS9L/g8gS/6L+urg0N6Uqu4HXuQGnm8XgDeGjFmaQD+mFNzQEsXHEGLyzJgUHPYG1PdbTOh8077di2zxX1Pc9kEDBlnAnTJloxPJcbQYiI0snbb78d9edms1mmlaQfBvWJSBbxZumHqTVbv6LinGzzMKgvj+LirJSdZ9GiQwmV3I+mqsqOxYsP4emnx4g6Lqmfy9WKRYsOYeXK6phajNjtfqxZcxRr1x7F3LkFWLasiJtBiIiISBTxZumHqTFbv+q4V7Z5GNSXh22oPIHIkUP1koy7dnNzQiX3oznZ4Mfazc2Yc6s859ekHh5vEGs2NWPTDkdMbUZcniC2ljvx591O3DjJgvtu7A2Dnl3DiYjSwfXXX6/0EtIWt00SkSwSydIX475Sqa4WN4AaidiBWoqsuDgLVqu0e92sVq3oQf3Dh5uxcmW1qGOGrVhRjcOHmyUZm9SppsaOMWO2obQ0toB+e4EAUFpajTFjtqGmhu9dRERElLxEsvTFuK8UPhc5eBpJ3Sl55iHAlqeHySBtENJkECTZPHC0zovNO6T5zL5phx1H6+TZxELqUNfgxz2/asSb22ML6LcXCAJvbnfgnl81ok6m90kiIqkFVfJF6YeZ+kQkuUSz9MPUmK3vdrfKMo/HI888sUrn3toWS6iE+Jo1RyWbY8aMITCbxX18nn22Ju7ga6wCAWDVqhqsXl0szQSkKjU1dowfvyvpNg5VVaFx9uy5Evn58rS1ICIiovSTaJZ+mNqy9b0+eS6t+vzquoTr8gRQVetF1XFvp77atqH6LwLjqZlzZDJoMOkKM/682yHZHJPHmWGU4PF5e6c97uBrrAJB4O1ddvzszr7STECqUtfgx5zHTyfdxuHkF+M8u3AAcnNS87oSERGR1PgXkogkJ0am/ZIln6K8XD1BfaNRntLSBoM6Slj3lN7ac+bkY+3ao5IEyTUaYPbsfFHHdDj8eOWVE6KOebENG05g+fLRETcjpPNGj57E5WrF1Kl7kw7oh9XXuzF16l4cODCFpfiJiIgoIWJk2q9/5zzGjBqY/GJEoNfJU1Zap1VH+epjdV68vdOOHfsd3fbVnnSFBTdMtGJYrjRl5qV0w0Qr3t0Tf3ZyLDQCcP2V4m+SdXkC2LHfKfq47W3f58TsW/p0uSEhvNGj8rgPdQ0+eH2AXgfk5ugwcqgupTd69DQebxA/L21KOqAf1tQcwM9Lm7Du0WyW4iciIuoCr7ITkaSSzdIPU1u2fkGBPNmnNpuyWa49rbd2YWFvzJ1bgNJS8cvZz5tXIPpGh4qKc1E3WYjBbg8F7UtKBnT4956y0aOnWLTokOjtPqqq7Fi8+BCefnqMqOMSEVHshC++4iddpi8v0ccnVR8vIcnnULJZ+mEHKz04eMQlSrZ+ssdCrszTwQO1F61V3sx9jzeA5zc3Y/OO2DLBXZ4g/rzbjnf32DFtkhU/nNYbBn30gK6Ur4t4xx6Rq8eNk6x4c7v4pexvnGTFCFE2OnQ8ENW13qgbLcTg8gRRddyL0TZD278drfNh8047tu93drvRY/IVZky7yorhueK3HgCUfG9VVyWNWEV6vP646TxOilwy/2SDH2s3N+Mnt/YRddyLSfscSM3jHE1P/TyiJun0u1D6mzp1Kj7++GM0NTUhMzMTgwcPRklJCX7wgx9gzJgxSi8vpXHbIxFJSowsfSnGSpbYfdGVnqcrPbW39rJlRaJvprDZrFi6tEjUMYFQUF8O7edxuVqxYMEBjB69DWvWHO12U0F4o8fo0duwYMEBuFzqailBoQ0aK1eKv5EFAFasqMbhw82SjE1ERETp60/viPf5QcyxkmEbKk8WulzzdOXzBh/uXdKAt7bHX9o9EATe2m7HvUsa8HmDT5oFSuTeab0xWORNG4NztLh3mjSboiuPy9PvPjyPxxvE7187j5lLGvDO7uiVG4DQhoB3djsw81cN+P2r5+HxMpClRkfrfHhrhzStJ97c7sDRutR6HyAiUjOHwxHxSwplZWU4deoUfD4fzp49i4MHD+LZZ5/FZZddhpkzZ8Llckkyb0/AoD4RSUasLP2wcLa+GhQXZ8FqlTbTwmrVKhbUD/fWTjZzN9xbO5UC+yZTBt59twSDBonTe3PQICPKykokqVhQXS3P4xp+HvTUjR7p7tlnayRpOQGEjvuqVTXSDE5ERERpSaws/bCDlR4cOCJOi6FkhEqKS5vraDIIigX1P2/wYd4TjUln7Z5s8GPeE40pFdg36DV4fF5/9OstzmXWfr01eGL+gG4rFiSqTuTM6ojznPKjrsGPmUsa8GaCGz3e3G7HzF81yLZmit2mnfEf01gFgsDmndIEmoiI5BCEoIqvsJycHFit1i6/xNSvXz/cfvvtWL58OV599VVs3LgRy5Ytwze/+c2226xbtw7/8z//A7+ff9sTwaA+EUlGisx6tWTrWyyhkuJSmjFjSMQ+5lKSqrd2KmVo5+dbsWfPlUln7NtsVuzdeyVGjJCmjYLbLc9j6vG09uiNHunM4fDjlVdOSDrHhg0n4HTygzoRERHFRorMejVk65sMGky6wiLpHJPHWbrsYS41jzeAh1acEbWv9kMrzsDjlWjnqQRyc3RY+YvspDP2B+do8fuFObg0W7prAV6fPJnv51pa8RORNnr85PFGBvZVxOUJYNs+abMs39/nhNuTOu8BREQ93W9/+1vU19fjlVdewU9/+lPceuutuO222/DQQw/hr3/9KzZv3gyz2QwA+OCDD/DEE08ovOLUxKA+EUlC7Cz9MDVl68+Zkw+NRO+iGg0we3a+NIN3Q8re2qkkP9+KAwemYP78griPs0YDLFhQgAMHpkgW0AcAo1H87P+uZGQIPX6jR7qqqDjXbQuFZNntftlaRRAREVFqEztLP0wt2fo3TLRCI1GyvkYArr9SunOPaJ7f3CxJX+3nNyu/GSMeuTk6vLAkBzdPjv84awTg5slWvLBE2oA+AOh18nTHrvjUI+pGj1+UnmEpfpWorPV120YhWS5PEJXHU6diBxGRmjU0NMBut3f5JZZx48ZBp9NF/PkNN9yAtWvXtv3/k08+CY9H/M/96Y5BfSKShJQZ9WrJ1i8s7I25cwskGXvevAIUFkrTPy8a9tbuyGTKwDPPjMHBg1Mwa9bwblsuWK1azJo1HAcPTsHTT4+RpOR+ewUF8ly0q6xs4UaPNCVXsJ1BfSIiIoqFlBn1asjWH5arx7RJmZKMPW1SJoblyl96/1idF5t3SFOFa/MOO47VydP/XSwGvQZzbs3CC0ty8L0Jlm5bLpgMAr43wYIXluRgzq1ZkpXcby83yWoCsbK7xA36nmzwY22KbfRIV3IF2ytrGdQnIhKDxWKJ+CWn22+/HSNHjgQANDc3469//aus86cD+es6E1HakypLPyycrT9hQrZkc8Rq2bIilJXVixrwtNmsWLq0SLTx4iFHb+3Vq4ulmUBChYW9sXp1MZYvH42KinOoqDiHqio7PJ5WGAwZsNmsKC7OQnFxlqwtE4qLs2SZ5//+74wk465YUY2ZM4cpsoGFQqqr5WmDIPamECIiIko/UmXph4Wz9ceMMko2Ryx+OK03PvzEJWpm++AcLX44TZnP1G9L3Fd7yy47FtzZV5oJJDQ8V4+f3dkXs2/pg8rjPlQd9+LkKR98fkCnBQYP1ME2VI+RQ3Wyt0wYOVT+zR9ieWu7Hdd+y4LhuZEzAUl6YlfmiOQEWy4QEaWdCRMmoLKyEgBw5MgRTJw4UeEVpRYG9YlIdHJk0i9Z8inKy5UP6ptMGXj33RKMH79LlNLkgwYZUVZWInmGd1fk6q29fPloWQPfYjKbtSgpGYCSkgFKLwVAKKhvtWolLZ+u1Qrw+6W5SpfKGz3ShdstTwsEj4etFoiIlCAgCAHpU6pYnoLR8kvFYyTFsZAjk/5P7zTjsohBfXmOg0Ev4Lfz+mPeE42ilCbv11uDx+cPgFEvQK7fIcztCWDHfqekc2zf58TsW/qIGPiW9zEyGgSMtukx2qaP8rpJck1xviBHDtPBZBAkL58uhUAwtJHkgbv6KL2ULqXq36l41+3zyfPc8fvU+TkmVY9zNGp8nJWmtuOstvUQJapfv35t358/f165haSo1IyqEJGqlZdPUHoJssrPt2LPnisxderepLJRbTYryspKJO3BHo2cvbXVEhSXg8Phb8vur662w+1uhdGYgYKCL7P7LZbE/hxbLFrccccQrFlzVORVf0mQ+Kwh1Td6pDqjUZ4NRAaD/BuViIiIKLWU/jxH6SXI5tIcHVb8IhsPrTiTVMbr4BwtHp8/QPIe7JFU1Xpl66s92maQdB41cXkCqKwNZffXNfjh9QWh1wnIzdGGsvvzdDAlscnBZNBg8jgz3il3iLhq+Wzb58Sc6b1kr3BAX9Lr5AkvRmnNTESkbkHIvY+w6zWoUFNTU9v3ffr0UW4hKYpX0ImIRJCfb8WBA1OwaNEhrFxZHVcJe40GmDevAEuXFimSoR8mZ2/tnhDUP3y4Gc8+W4NXXjkRdbOE1RoKzM+Zk59QGfo5c/Kxdu1RSdomCIL0O/B74kYPNSkokGcTkc2mzGYlIiIiIrW6NEeHtUty8PzmZmzeEV8Je40ATJtkxQ+n9YZRhh7skcjVV7vquLdHBPWP1vmweacd2/c7o26WMBkETL7CjGkTrQmXoZ820Yq/7HZI1jpBSj1xo4fa5ObIE1IYLNM8REQkn927d7d9b7PZFFxJauKWRiIikZhMGXjmmTE4eHAKZs0aDqs1+smH1arFrFnDcfDgFDz99BhFA/oAe2uLxeVqxYIFBzB69DasWXO02+oHdrsfa9YcxejR27BgwQG4XPGVKS8s7I25cwuSWXJE48f3l2Tci8m1oYQ6Ky7OSqt5iIiIiFKJQa/B7Fuz8PySHHxvggUmQ/TsV5NBwPcmWPD8khzMvjULBgUD+gBQ1yBPUP/kKXnmUYrHG8TvXzuPmUsa8M5uR7fVD1yeIN7Z7cDMJQ34/Wvn4fHGH5kfnqvDjZNSd+NtZW16PyfUbtRQeVLoR+YxVZ+IKJ28+uqrOHLkCAAgMzMT3/rWtxReUerhdjciIpEVFvbG6tXFWL58dFvZ9aoqOzyeVhgMGbDZviy7rqaS4+ytnbyaGnvCbRgCAaC0tBplZfV4990S5OfHfoFl2bIilJXVi7phwmazwmbLxO7dZ0QbM5J03+ihZsXFWbBatZK23rBatQzqExEREUUxLFePBXf2xY9v6YOq46Gy6ydP+eDzAzotMHigDrahetiG6lRVctwrU1zVJ22XOEXVNfjxiwTbMASCwJvb7dj/iRtPzO8fd/b0j27sjf2fuJNqAXExi0mAwyV9+r+Ya6b4hVpACJK23zAZBNk2DxARia2nVd9fuXIlvvGNb+Ab3/hGxNts2bIFP/zhD9v+/2c/+xmMRqMcy0sr6okmERGlGbNZi5KSASlTVpy9tZNTU2PH+PG7UF/vTmqcqqrQOHv2XBlzYN9kysC775aIMj8ADBpkRFlZCZYu/SzpsWKh2o0eTidw6BBw+DBQWwt4PIDBAOTlAYWFQFERYDYrvcqkWCyh9g9r1hyVbI4ZM4aoagMTERERkVoZDRp83WbA11OkrLhepnibLk0/StY1+PGTJxrR1JxcL7WTDX785PFG/H5hdlyBfYNewBPz++Mnjye/BgDo11uDonwDyitcSY/VHanbxCVK43XDWn8M1vpaGM+egsbvQ0Crg7vvQNgH5cE+aBgC+tQPYJgMGkwZZ8LWcqdkc1w9zqSqTUxERBTZzp07MW/ePIwcORJXXXUVvva1r6Ffv34IBoOora3Fn//8Z/ztb39ru/2VV16Jhx56SMEVp640/VhMRETxYm/txLlcrZg6da8oAXUAqK93Y+rUvThwYErMbRny863Ys+fKhCsFhNlsVpSVlWDECGvP3ehRWQmsXw9s3Qo4HJFvZ7EA110H3HUXMHKkfOsT2Zw5+Vi79igCyV/H60SjAWbPzhd/YCIiIiJSXG6OPFH9wQPTL1vX4w3iFyvOiBJMB4Cm5gB+UXoGLz6aA4M+ehuH9nJztPj9wmz8ojSxagFhg3O0eHJBf7z2fkvCY8RDp4v9d5SDufEkBv19G7IP/Q0Z3sjXBVr1Rpwu+ibq/3sKnNmDZVyh+G6aaMWfdzsRkGB/hUYAbpxoEX9gIiKSVGVlJSorKyP+XBAE3HvvvXjmmWeg1+tlXFn6YFCfiIgAsLd2MhYtOiR6CfmqKjsWLz6Ep58eE/N98vOtOHBgChYtOoSVK6vjCtJqNMC8eQVYurSobSNBj9vo4XYDTz4JvPQSYnrwHA5g40bgtdeAu+8GHnwQSMGyUYWFvTF3bgFKS6tFH3vevAIUFvYWfVwiIoqN8MVXuhAUL2KZmHQ6Bl/isZBzbOVEP84j5eqrPVQX3+tfoYMRz7R/3Nwsegn5kw1+rN18Hj+5tU9c9xuck4F1j2ZjzaZmbNrhiCtIqxGAmyZb8KNpvWHQC3G3AEjUkBytYq+59vNqfF4M2fk6Bn30PoRg9w9chteNgRU7kfPxLtSPvRonJk5HQNc+qJE6763Dc7W4aZIFb2yPshE+QTdPtmBErrKbeVL1M4dSUvFvoKDoouN/fgkCn5OkXsuXL8d3v/td7N+/HwcPHkRjYyPOnDkDv9+PPn36wGaz4Vvf+hbuuece2Gw2pZeb0hjUJyIiAOytnajDh5uxcqX4wVAAWLGiGjNnDosrKGoyZeCZZ8bgBz8YhlWrarBhw4mox9Rq1WLGjCGYPTu/0zw9aqNHbS0wcyZw7Fj89w0EgBdfBHbtCv03L0/s1Ulu2bIilJXVi7o5xWazYunSItHGIyIiIiJ1scnUV1uuzQNyOVrnw6Yd4m4KD3truwNTv2XB8DgDoga9gLm39cF3SyzYvNOBbfucUY+rySBgyjgzpk3sOJdsGz3ylH9OGM+ewldefQqmpvq47ysEg7jkw/eQVXMQn932ANx9B0qwQunNurEX9n3ixskG8VrqDcnJwKxpvUQbj4iIpDdixAiMGDECP/zhD5VeStpjUJ+IiACwt3ainn22RpKy5UAoVrxqVQ1Wry6O+76Fhb2xenUxli8fjYqKc6ioOIeqKjs8nlYYDBmw2awoLs5CcXFWxGPSYzZ61NYC06cDjY3JjXPsWGic119PucC+yZSBd98twfjxu0RpIzFokBFlZSUxt48gIiIiotRjMmgw+Qoz3tktfqZu2JRx5rTrq715p12SkuUAEAgCm3c68MBdfRK6//BcHR64qw/mTO+FyuM+VNb6cLLBD58vCJ1OwOAcLUbm6TByqK7L4zKyh2z0MJ49hcKXfgO9/XxS45ia6lH40m9w+O5HUjKwb9ALeGp+P9z/uDitJPr31uCpBf3iaiFBRKRGQQgIKlzDQun5SRrpFVkhIqKksLd2fBwOP1555YSkc2zYcALLl49OeDOE2axFSckAlJQM6PQzh8OPf/wjFPCvrrbD7W6F0ZiBgoIvA/5pv9HD7Q5l6Ccb0A9rbAyNV1aWcqX48/Ot2LPnSkydujepjH2bzYqyshKMGKGStgpEREREJJkbJlrxlz3xlWyPlUYAbrgyvT5TujwBbNvnlHSObfucmDO9V1KbIYwGDUbbDBhtM3T4d5cngMpaH7budqKuwQ+vLwi9LlR2f+RQHUbm6TBlnAlby6X7Ha9WeKOHxufFV159KumAfpjefh5fefUpHPzRMgR0ylcgiFdujhZ/WNgfD5Q2JZWxPyQnA08t6IfcbIYriIiIIuFfSSIiasPe2vGpqDgnaRY7ANjtflRUnOsyKJ+ow4eb8eyzNXjlle5L83/nOwOh0cTWYj5eqtjo8eSTiZXcj+bYMeCpp4CHHxZ3XBnk51tx4MAULFp0CCtXVsd13DWa0Ot86dIiZugTERER9RDDc3W4cZIVb24Xv5z8TZOscZeRV7vKWp+kWewA4PIEUXnc1ykgn4yjdT5s3mnHtn2ubsvyX1FkgCAAMbSYj5tGAKZNtIg/cByG7Hw9oZL70Zia6jFk5xuovfoOUceVS26OFn96NBvPbbqAt3bEt8lHIwA3T7Zg1rRezNAnIiLqBoP6RETUAXtrx66i4pxs84gR1He5WuMK1trtfrz5Zl3S80bS1UYPh8Pf1i4gUvUAi0Wkjy+VlcBLL4kz1sXWrQNuvhkYOVKa8SVkMmXgmWfG4Ac/GIZVq2qwYUP3mz9mzBiC2bPz027jDhERERF1795pvbH/EzdONoi34Xlwjhb3Tku/z5aVx73yzFMrTlDf4w1izaZmbIoxUOvyBLHrH8m384rk5smWThs9wtUDKo+HWgWEqwcMblc9wCRSZr+58SQGffS+KGNdbNBH76HxsvFwZg+WZHypGfQC5t3WG/9TYsamnQ68380GELNBwNXjTJg20YIRabZ5h4iISCoM6hMRUQfsrR276mrxs1G6IsYGi5oae9Jl1cV08UaPeKoH3HHHEMyZI0IAef16aUoQAKFxX34ZeOwxacaXktMJHDqEwsOHsbp/LX5/rwuNzUC1rz8qvJei2pgHwWyBzfblRgtFWygQERERkaIMegGPz+uPuU80itJXu19vDX43v39aZu3WibjxIRoxNljUNfjx89ImUTdrJGNwjhY/arfR42idD5tirB4wZZwJN05MvvLDoL9vgyBFCQIAQjCIgX/fgaNT75FkfKlpvG5Y62vx/+qPYVL/UwhM8eKsKyN0HunJxRHNYAQMBgzJ0WJkng6jhuoUbaNARESUingFloiIOmFv7di43Yn3i4uHx5PcPDU1dtE2aYih/UaPRKoHrFlzFGvXHsXcuQVYtizBUu9OJ7B1a/z3i8eWLcDixYDJJO08YqmsDG102LoVcDja/lkL4JIvvr4NABYLcN11wHfuAkaK1xaCiIjEJyAIAdKWeRZbaobwUusxjpVUxyI1jzGg1HGW9PEScfDBA7X4/cJs/KL0TFJB4ME5Wjy5oD8ujdpXO3Vfc16fPGv3+YJJHd66Bj/mPH5alE0aYujXW4OnFvSDUS/A4w3iuU3NMZd5d3mC2FruxJ93O3HTJAtm3ZhYmXeN140Bh/6WwOpjN+DQX3F8yu0I6MRrnSA1c+MJDPz7DvQ/9DdkeDtec7gEQCGAGwC06o04U/RNnBozCa62agSp+1pOVKr+DRQkXXj6PQ+keLhS9blDROLidjgiIupSuLf2/PkF0MT510KjARYsKMCBA1PSNqAPAEajPNUHDIbE53G5WjF16l7VBPRtNiv27r0SI0ZYUVNjx5gx21BaGl/vdiCUCF9aWo0xY7ahpiaBjSeHDnUIXEvC4QjNo3ZuN/Cb3wDXXgts3Nj94+JwhG537bWh+7nV8dwiIiIiImXl5mjx4qM5uHmyFZo4ow8aAbhlihXrHs3pJqCf2vQ6ecIyuiTm8XiDeLC0STUB/cE5WvzhoQHIzdairsGP7/+qEW9sj69vOwAEgsAb2x34/q8aE6qYYK2v7RS0FluG1w3Lf45JOodYND4vhr6/AV9fsxg5FTu7fWwyvG7kVOzE19csxtD3N0DwydOKgoiIKJ0wqE9ERBGFe2sfPDgFs2YNh9Ua/eKK1arFrFnDcfDgFDz99Ji0LLnfXkGBPBsWbLbE51m06JAkJffj3aV98UaPcPWAZNdWVRUaJ+7A/uHDSc2runkSVVsbCs6/+GL8rQgCgdD9rr02NA4RERER9XgGvYCf3NYH6x7NwXUTLDAZop84mAwCrptgwbpHc/CTW/ukZcn99nJz5NmwMCSJedZsapak5H68R1YjANOnWPCnR7PbAvr3P3466bWdbGjF/Y+fiTuwb6mXJ9huqa+VZZ5kGM+ewtf/uAiXfPhe3O0IhGAQgz58H1//42IYzjZItEIiIqL0lL5bX4mISDSFhb2xenUxli8fjYqKc6ioOIeqKjs8nlYYDBk9trd2cXGWquc5fLgZK1dWi7yaL91ySy7Kyk7Bbo98McRq1WLGjCGYPTsfhYWh/odiVw+or3dj6tS9OHBgSuwbSeQKQh9TcZZFbS0wfTrQ2JjcOMeOhcZ5/XUgL0+MlRERERFRihueq8MDd2VhzvTeqDzuQ2WtFycb/PD5gtDpBAzO0WJknh4je1hf7ZFDk+vpHvM8eYnNc7TOh7d2SFfRbOJ/m7DvEzdcnsiBYJNBwNXjzLhxogXDc0O/h8cbxAMiVg9oag7ggdIm/OnR7Jg3kpjOnhJl7u7nqZdlnkQZz57C1156DHr7+aTGMTWFxvnX3Q/D0zdHnMURERGluZ4TeSEioqSZzVqUlAxASQn7aAOhYLvVqo0a1E6W1apNOKj/7LM1cSdfxyoYBPr21aOh4X/i3ughRfWAqio7Fi8+hKefHhPbHTweUeePyKvSkoJuNzBzZvIB/bDGxtB4ZWWA0SjOmERpxOfzoaWlpe2rUazXHhERkcoZDRqMthkw2pY6PcKlNDJPB5NBiBrUTpbJICS8eWDTTnvcZe1jFQTQy6LBX0oH4shxHyprfV1s9NBhVBcbPZ6ToHrAyYZWrNl8AXNv7R3T7QW/T9T5I9H4pbu+kCyNz4tRrz6VdEA/TG8/j1GvPoVPfrQUQZ1elDGJiNQg+MWX0mug9MOgPhERUYIsFi3uuGMI1qw5KtkcM2YMSaj6gcPhxyuvnJBgRV/asOEEli8fHddGDymrB6xYUY2ZM4e1VQSIyiDTRUW9Si9MPPmk+FUEjh0DnnoKePhhccclSgGBQKBD0L6lpQUXLlxo+97t7liZxCPXxiIiIiJSFZNBgynjTNha7pRsjqvHmROqfuDyBLBtn0uCFX3p/X1O/GR6L4yxGTAmxo0eUlYPeHO7A9/9lrmtIkA0Qa08VRYCWvVerh+88w2YmsStWGBqOoUhO9/E8avvEHVcIiKidKTeTwlEREQpYM6cfKxde1SSjHiNBpg9Oz+h+1ZUnJO0ggAA2O1+VFSci6tyg5TVAwIBYNWqGqxeXdz9jeUqEz9smDzzxKOyEnjpJWnGXrcOuPlmYORIacYnUkgwGITD4egUuA9/2e3dVx8xGAzIzMxEZmYmtCq+WEtERETSmjbRij/vdkqSEa8RgGkTLQndt7LWJ2kFAQBweYI4ctwXc0AfAN6SsHpAIAhs2unAg3f16fa2rr4DpVlEp3kGyTJPvEyNJzHoo/clGXvgR++j8bLxcGUPlmR8IiKidMGrSUREREkoLOyNuXMLUFoqfvb5vHkFsWWdd6Gi4pzIq4k8T6xBfTmrB3Rb3aCwUNJ1yD5PPNavh6Q7K15+GXjsMWnGJ5KQ2+3ukF3fPuPebrcj0M3rRqvVtgXtw1+9evVq+17frnKHwyFdr1oiIiJSt+G5Otw4yYI3t4v/eeDmyZaYss67UnlcnvLylbWxB/XlqR7gwk+m9+q2uoFjkDwbth2D8mSZJ14D/74dQlCa3RVCMIiBf9+BY1PvkWR8IiL5CV98Kb0GSjcM6hMRESVp2bIilJXVi9on3mazYunSooTvX10tbs/6SOL5nVVVPaCoCLBYACkDaxZLaB41cTqBrVulnWPLFmDxYsBkknYeojiF+9p3FbhvaWmBzxf9QrZGo4HVau0yYJ+ZmQkTn/OkQmq4lNRZanZ3lPJxVN8xEoN0x1myx0vBAyHt1Kn5mosmVV8z7df94xt7Y/8nHlH7xA/OycB903pBSPCY1zXIE9Q/2eBDLM9LAUBlrVeW6gGVMVQPcAzKQ6veiAyvO+rtktGqN8J5SV7Cx1AqGq8bAw79TdI5+h/6G05MuR0BnUyt8iQkSPompa7nRiyUfc9Owc8jEedLvWNPROJjUJ+IiChJJlMG3n23BOPH70J9ffIn+IMGGVFWVgKTKSPhMdzu1qTXEQuPJ/Z5VFU9wGwGrrsO2LhRuoVcf736AtuHDkm7kQEIjX/oEDB2rLTzEF2ktbUVdrs9YuD+4r72XbFYLJ2y7cMBfIvFAkHaK3RERETUQxj0Ap6a3w/3P34aTc3JV9Hq11uDpxb0g0Gf+GcVr0+egFE3+yg7UFP1gIDeiNNF38TAip2SreNM0TdVGdS21NdKupkBADK8blj+U4uWoWzlRkREFAmD+kRERCLIz7diz54rMXXq3qQy9m02K8rKSjBihDWp9RiNiW8IiIfBEPs8qqsecNddwGuvSVOKXqMB7rxT/HGTdfiwfPMwqE8iu7iv/cWB+1hK2huNxogl8q1WKzIy5HnvJCIiIsrN0eIPCwfggdKmpDL2B+dk4KkF/ZCbndxlXr1Ons2Luji6A4hZySCaEzHOc+q/JyPn412SlKEPCgJO/fck0ccVg6X+mGzzMKhPROkgCOXraig9P0mDQX0iIiKR5OdbceDAFCxadAgrV1bHFSvWaIB58wqwdGlRUhn6YQUFyW0KiJXNFvs8qqseMHIkcPfdwIsvir+Ie+4Jja82tbXyzHNMnos+lH5cLlfETPtY+9pfXBY/HLi3Wq0d+toTERERKS03R4s/PZqN5zY1460dDgTiuAKvEYCbJ1tw37ReSWXot1+LHAbHMY/aqge4sgejfuzVuOTD90Rfw6mxV8OVPVj0ccVgPNsg0zynZJmHiIgoVTGoT0REJCKTKQPPPDMGP/jBMKxaVYMNG05E7SNvtWoxY8YQzJ6dj8LC3qKto7g4S7SxxJpHjdUD8OCDwK5d4gahhw0DHnhAvPHE5PHIM4/XK888lHK8Xm/ETPuWlhb4/dGzpMJ97SMF7o1Go0y/CREREZE4DHoB827rg/8psWDTTgfe3+eM2kfeZBBw9TgzbpxowfBcHcTKxRs1NI4U+iSMzIt9HlVWD5h4C7JqDsDUJF4A2tVvIE5MvFm08cSm8cvTBkGQaR4iIqJUxaA+ERGRBAoLe2P16mIsXz4aFRXnUFFxDlVVdng8rTAYMmCzWVFcnIXi4iyYzeL/OS4uzoLVqo26oSBZVqs2rqC+XNUD9u07g2eeqWp7fC2WKI+v0RjK1J8+HWhsTH7y7Gxg3brQuGpkkKk/I7Ohe6zW1tYOQfqLA/eeGDaWhPvadxW4Z197IiIiSlfDc3V48K4++Mn0Xjhy3IfKWh9ONvjh8wWh0wkYnKPFyDwdRg3VwWjQiD7/yDwdTAYh6oaCZJkMQlybB+LJ6k/G4RovXttmx8ihOozK08EU5fEN6PQ4ctsD+NpLj0FvP5/03F5rHxy57QEEdeo9hwpo5dnwEZRpHiIiolTFoD4REZGEzGYtSkoGoKRkgKzzWixa3HHHEKxZc1SyOWbMGBLXhgS5qgccONCMAwcOAghtPLjjjiGYMydKJYS8POD114GZM5PL2B82LBTQHzo08TGklpcnzzzDhskzD8kuEAh06Gt/ceDe6XR2O0b7vvYXB+7Z156IiIh6OqNBgzE2A8bYZNqQ+wWTQYMp40zYWt7957lEXT3OFNeGhJEyVQ+oPulH9WsXAABmg4Ap40y4caIFI3K7nt/ddyD+dffDGPXqU0ll7Lv6DcSR2x6Ap29OwmPIwS3T+tx9B8oyDxERUapiUJ+IiChNzZmTj7Vrj6KbFtQJ0WiA2bPz47qPHNUDLma3+7FmzVGsXXsUc+cWYNmyIphMXQQM8/KAsjLgySeBl15CXA+aRgPcc0+o5L5aM/TDCgvTax6ShNPp7FQWPxy4t9vtCAajZ2/pdLpOZfHb/78unvqmRJSkIMQqyxwrKWtppG+dDmmOkaSPl4SDK3ec5X2tiCUdXxfS/k48ztHcNNGCP+92IiDBw6QRgBsnWtp+FyGGY/GVPC3MBgFOCasHXMzpCWJLuRPv7Hbi5kkWzLoxE0Z95yPg6ZuDT360FEN2voGBH22D0M1n5PaCgoBTY6/GiYk3x5yhr+Rr3TlInk3bjkuGIb6iXKn5eo4mVd//0vFvkZQSebz4GBMRwKA+ERFR2ios7I25cwtQWlot+tjz5hVEznyPQI7qAZEEAkBpaTXKyurx7rslyM/vohWA0Qg88ghwyy3Ayy8DW7YADkfEMf1GM4Lfuw66md8HRo6UbvFiKioCLJaov1fSLJbQPKRaHo8naon81tbWqPfXaDQRA/aZmZnsa09ERESUokbk6nDzJAte3y7++cLNkyNnvkcSrh6wRcLqAZEEgsDr2x3Y94kbT83v22UrgKBOj+NXz0DjZd/GwL/vQP9Df0OG1x1xTK/WgNOF38SZKybDlT1YyuWLyjEoD616Y9TfLVmteiOcl+RJNj4REVE6YFCfiIgojS1bVoSysnpUVdlFG9Nms2Lp0sSCtlJWD4hFVZUd48fvwp49V3Yd2AeAkSNx+NYHsabhWlS9tQ9fCRyHTXsGBsEPT1CLKn9/VHhyUeG9FBl/MOOOZjvmzGmOe5ODIsxm4LrrgI0bpZvj+usBk0m68albfr+/y0x7u92OCxcuwOv1Rr2/IAhtfe27CtybzWb2tSciIiJKU7Nu7IV9n7hxoiH6Rs94DMnJwKxpvRK6700TzXhHouoBsTjR0Ir7H2/CHxb26zKwDwCu7MHYMXoG3jn9XZz9uBpf09RFPIcUThow5bwJN030xb3JQSkBvRFnir6JnIqdks1xpuibCOjkbTlBRESUaoRgd/UzSVEOhwNWayjoYLfbYbFYFF4RERGlmpqaUCC7vj75XfWDBhmxd++VGDEiQkA8BgsWHJCkekA8bDYrDhyY0qkUv8vVikWLDmHlyuq4K/BHLe+vJpWVwLXXxtdiIFYaTaiNQapULkhRgUAAdrs9Yol8l8vV7RgmkyliiXyr1QqNJvZepxQ/fsYnKbV/fpX9YSdMBnk3WrH8fiJYfl+mobuRmpfH0vF1karlp6Uk93Gua/Dj/sfP4Exz8ucM/Xtr8IeH+iM3u2NAPJby+2Glr16QpHpAPIbkZOBPjw7oVIrf7Q3iuU0teHOHI66NBxoBUcv7X0zp17qp8SSK1iyOq81ArIKCgMOzliZQvSA1X8/RpOr7n9LPz1STyOPl8rhQMusaADyHVKv252H71/wFZpnPwy7m9LhwxX3fBcDnTDphpj4REVGay8+3Ys+eKzF16t6kMvZtNivKykqSCugD0lQPiFdVlR2LFx/C00+Pafu3mhp7wo9RTOX91WLkSODuu4EXXxR/7HvuYUBfBMFgEC6Xq1NZ/HDg3uFwdNvXXq/XdyqL3z5wr9XyNICIiIiIupabo8UfFvbHA6VNSWXsD8nJwFML+nUK6Mdr1o2ZolcPiNeJhlas2dyCebd+WXHgZIMfD5SeTWhdsZT3VxNX9mCcGjsFgz58X/SxG75xdUq1IyAiIlIKM/VVjlk8REQklmSy0OfNK8DSpeJloYtZPSBRGg1w8OAUFBb2Fr2aQdTy/mrgdoey9Y8dE2/MYcNCWfrspx6TcF/7rgL3sfS1z8jI6BS0bx+4NxhYulLN+BmfpMRM/VTETH2Zhu5Gal4eS8fXRapmqkpJqePs8Qbx3KYLiWWhT7Zg1rReMETIQo8nUx8IBdDvf7xJlOoBidIIwPpH+2NErk7U9fTvrYla3h9Qx2td8HlR9MfFMDWdEm1MV7+BOHzfUgR1+gTunZqv52hS9f1PDc/PVMJM/fTETH2SA4P6KscLfkREJLbDh5uxalUNNmw4AbvdH/F2VqsWM2YMwezZ+ZL0i08mM14ss2YNx9NPj8GYMdtEXUek8v6qUlsLTJ8ONDYmP1Z2NvDGG8DQocmPlSba97XvKnAfa1/7i/vZhwP3JpOJfe1TGD/jk5QY1E9FDOrLNHQ3UvPyWDq+LlI1qCUlpY/zv+t82LzTgff3ueD0RH4MzQYBV48zYdpES7f94uMN6gPJZcaL5YYJZsy9tRe+/6vToq4jUnn/MKWfA2GGsw346kuPQW8/n/RYXmsffHbPw/D0zUlwhNR8PUeTqu9/anl+pgoG9dNTx6D+uyoJ6k8FwOdMOmFQX+V4wY+IiKTidPpRUXEOFRXnUFVlh8fTCoMhAzabFcXFWSguzoLZLG0JwESrB4jFatXi+98filWr/i362AsWFHQo769KtbXAzJnJZewPGwasW9fjAvoX97VvH7i/cOEC3O7uqz6E+9q3D9yHv7dYLOxrn8b4GZ+k1P759Z4CQf3kpWCAW8HJU/Xiv1JSMejAYxy/1DzOqXEs3J4gjhz34UitDycb/PD6gtDrBAzO0WJUng6jhupgNEh7BNzeINZsasHrOxxQ4qq22SDg2v9nwls7naKPfdsUC+bf1qv7G8ZN3AfKcLYBto3Lk8rYd/UbiKrbf5ZEQD813x9T8f1JSan6eEnxnu7yuPCtWd8BwHNItWJQn+TAoL7K8YIfERH1BD//+UE8+WSVInNrNJBkQ0H78v6q5nYDTz4JvPRSfA+ERgPccw/wwANpWXI/GAzC6XS2BentdnuHwH2sfe27yrRnX3viZ3ySEoP6XWNQPxHpd7koFYMDPMbxS83jnJ7HQioCgN+/0YxX3hM/sB7T/AIk2VCgEYANv+7fbZWD+Im/WMHnxeAP3kTOR9sgxPFgBAUBDd+YgpMTb06w5H67NSR17+6k4eeRFJSqjxeD+j0Tg/okB15JJCIiIsXZ7cqVT5SqQkAgAKxaVYPVq4ulmUAsRiPwyCPALbcAL78MbNkCOByRb2+xANdfD9x5JzBypFyrlITb7Y5aIj/QzZMj3Nc+Uol8vT65i1RERERERNQ1l0e5uaVKkQsEgbd2OvGLu1S+MRxAUKfHiWvuwOnLv43sj3ag/6G/IcMbuVpZq96IM0XfROPYSXBl58q4UiIi+QWh/NZJpecnaTCoT0RERIpzu5UL6ktpw4YTWL58tORtDEQxciTw2GPA4sXAoUPA4cOhsvxeL6DXh8rsFxYCRUWAKTWyPn0+X4cg/cWBe5/PF/X+giDAarVGDNybzWaZfhMiIiIiImrP60vPcMV7+1yYN72X5G0MxOLKzsXx796Nk1ffBvN/amGpPwZj0ylo/H4EtFq4+w2EY9AwOC/JQ0BnUHq5REREKS0FrjATERFRujMaM5RegiTsdj8qKs6hpGSA0kuJnckEjB0b+lK5QCDQKbu+feA+lr72ZrO5Uz/78Bf72hMRERERqZNelxpB73g53UF8dtyHy2ypVfUroDPAPnQk7ENTu5obERGRmjGoT0RERDFzOEJB6oqKc6iutsPtboXRmIGCAiuKi7NQXJwFiyX+jxcFBVYJVqsOKRfUV5FgMAiHwxExcO+I1ibgCwaDoVNZ/PD3VquVfe2JiIiIiCTk8gRwpNaHI8d9qGtohccXhEEnIDcnA6OG6jAqTweTIf6NtINz0nNjOAAcqU29oD4RERFJj1cxiYiIqFuHDzfj2Wdr8MorJ2C3+yPezmrV4o47hmDOnHwUFsbeB7C4OEuMZapSVZVd6SWomtvt7rKf/YULF2C327vta6/VarvsZx/+nn3tiYiIiIjk9+86H97a6cS2fS44PZFL5ZsNAqaMM+GmiWaMyNXFPP6oobHfNtWcPBX5nJuIiIh6rpQI6re0tODcuXMYMmSI0kshohQjVVYxUU/hcrVi0aJDWLmyGt3EVgGEys2vWXMUa9cexdy5BVi2rAgmU/cZFMXFWbBatVE3DKQqj6dV6SUoyuv1dgrYtw/c+/3Rj7lGo2nra99V4N5kMsn0mxBRKuE5JBElyuUJoLLWh8rjPpxs8MPrC0KvEzA4R4uRQ3UYmWBWMVFP4fYG8dymFry5w4FADG3vnZ4gtpQ78c5uJ26eZMGsGzNh1HdfWn9Ung5mgxB1w0Cq8vrT73ciIiKi5KVEJGvlypX45S9/idbWnn1RnIhiJ3VWMVFPUFNjx9SpexPKNA8EgNLSapSV1ePdd0uQnx+9vL7FEnotrllzNNHlqpbBkL5lIQGgtbUVdru9Uz/78Pcej6fbMcxmc4fs+vbfWywWCEJ69sskIunwHDIs+MVXfCR915VwcOX+WqRm8CUd/7om8zsdrfPhrZ12bNvngitKkNDUllVswfA4sorVKFWfA0KKvuaUIudxPtngx89Kz+JEQ/x/fwNB4PXtDuz7xI3l8/tiyMDol63NRg2uHmfC2+XORJerWnotEO/fFmmPszKvuVR9j5JSOj4mfE8nIopdSgT1iYhiJVdWMVG6q6mxY/z4Xaivdyc1TlVVaJw9e67sNrA/Z04+1q49GtNrN5XYbNF/b7UL97XvqkR+rH3tjUZjp0z79l8ZGXzfJSIiImV4vEE8t6kZb8WYVezyBLG13Ik/73bipkkWzLqxFwwxZBUTpbuTDX78+PEmnGlO7oTuREMrfvx4E557qB8G50S/dH3zVWZs3e2M6bWbSgZ3s6GBiIiIeibFPiGsX78+5tv+85//lHAlRJQu5MwqJkpnLlcrpk7dm3RAP6y+3o2pU/fiwIEpUTfNFBb2xty5BSgtrRZl3u4IAhCU4eJPcXGW9JMkyeVydcq0D3/F2te+fXZ9+4x7q9XKvvZEJAqeQxKR2Ooa/HigtAknG+JvARUIAm98kVX81Px+yO0m+EiUztzeIH5WejbpgH7YmeYAflp6Fi8/OiBqKf4RuTrcMtmC17Z1v9FYDALkyVkflZfaVUCIiHq8oIBgUOFNn0rPT5JQ7Izj7rvvhiAICMZ4NZ1lV4koGiWyiolShtMJHDoEHD4M1NYCHg9gMAB5eUBhIVBUBJjNbTdftOhQQptjoqmqsmPx4kN4+ukxUW+3bFkRysrqRZ+/K7Nnj8BLLx2P2qIjWVarVhVB/fZ97bsK3Mfa1z5S4N5oNMr0mxBRT8ZzSCISU12DH/c/fhpNSQYhTza04v7Hz+APC/szsE9pQ+N1w1JfC0v9MRjPNkDw+xDU6uDumwPHoGFwDMpDQP/lOcBzm1oSKrkfzYlTrXhuUwvm39Yr6u1+fGMm/vaJGydOSd9y56aJJrz7NzecbulC+2ajgK8MZVCfiIiIOlPsbCMrKwtjxozB7373u25v+8ILL2DNmjUyrIqIUpFSWcVEqldZCaxfD2zdCkQrkW6xANddB9x1Fw77BmLlSmky5VesqMbMmcNQWNg74m1Mpgy8+26JKJt0orHZrPjd70bD5wtizZqjks0zY8YQmM3Sf9xqbW3tEKS/OHAfS197i8XSqZ89+9oTkZrwHJKIxOLxBvFAaVPSAf2wpuYAHihtwp8ezWYpfkpppsaTyPn7DvQ/9DdkeCOfj7XqjThT9E00/PckHPYOxBs7pMmUf327A/9TYsKI3MhBbqNewNPz+2LW4004c166Xm5DBmZgzvRe8AeAt8tdks1zzTgjjAa+jxAREVFnigX1x44diyNHjqC4uLjb27733nsyrIiIUpWSWcVEquR2A08+Cbz0EmJqUO9wABs3Aq+9hobB34E++E24IX5mQCAArFpVg9Wro//tz8+3Ys+eKxNup9GdQYOMKCsrgcmUgTlz8rF27dGYHqZ4aTTA7Nn5oowVCATgcDgiBu6dTme3Y7Tva39x4N5qtbKvPRGpHs8hiUgsz21qTqjkfjQnG1qxZvMFzL018gZWIrUSfF4M3vkGBn60DUIMFXEyvG7kVOxE9se7cDxzAvSYJM05ZBB4a6cTv7gr+utqcI4Wzy3sh5+WnpUkY79/Hw2eWZAFo17AzVeZsXW3CwEJkvU1AnDTRHP3NyQiIqIeSdGg/vvvv4/GxkZkZ2dHvW2fPn0wZMgQmVZGRKnk8OFmRbOKiVSnthaYORM4diz++wYCuOr4uzhwyYeY2jAT//b3F315GzacwPLlo7vNXs/Pt+LAgSlYtOgQVq6sFi3obrNZUVZWghEjQu01Cgt7Y+7cApSWiv8+Mm9eQVzvH06ns1NZ/HDg3m63d1tuWqfTdSqL3/7/dTqWcCSi1MZzSCISw9E6H96SKKv4ze0OfPdbZgyPklVMpDaGsw0Y+epTMDWdivu+QjCI/7mwCwcuOSTZOeR7+1yYN71Xt9nrg3O0ePnRAVi9qQVvbHeIFnQfMjADzyzIQm526Bx2RK4Ot0w247Vt3W+sjtf0yeaoVQmIiIioZxOCsTYkFJnD4cCZM2dwySWX8CJzFA6HA1ZrKPBgt9thsVgUXhGRusyaVSFp6exZs4Z3m1VMpBq1tcD06UBjY9JD/cefifGnfizJRZk9eyagpGRAzLc/fLgZq1bVYMOGE7Dbk8uoeu+9b+Hqqwd1+DeXqxVjxmwTtSqAzWbt1MLD4/F0CtqHA/d2uz2mvvbtA/YX97hnX3ui1MHP+InhOWRs2j+/3l/9AUwGU5e3k66wryKXGCSXioWQlV2zep8Hv1t/HlvLxQ/Ghd0wwYwH7+oj2fjxElR8LJSQiq/l7iTTJctwtgFfWfcY9PbzSa9DynPI5x7qi8ts+phv/+86H97a6cR7+9xwupN7Daz4aR+MK+p4ruX2BjHjV2dErQowZGAGNjzaD8YILTzS8bkrpVR9vPieHZ90/KwT6XdyeVz45qxrAfAcUq3an4fte64s4nmYXFweF8bxOZN2FAvqU2x4wY8oMofDj4ED/5x0kC8aq1WLhob/kaUnNlFS3G7g2msTy9CPoNLXH2P+swDuoLiBk2eeGY35821x38/p9KOi4hwqKs5h374m/PnP9XC54ruI8u1vD0B5+YRO/15TY8f48btQXx+5b2T3WgG4kZ0dwEsvFSErq7VDiXyv19vtCFarNWKmvdlsZl97ojTBz/gkJQb1pZGKf4HT8UJ3slyeAP5nfgNcHunWZzYI+EtpDowGjWRzxIMBoo5S8bXcnURPEQSfF4VrFieUoR+JVOeQ82/LxG1T4v+85PYE8dlxH47U+nC4xou9Bz3wdH9a1sHlI3V4bmG/Tv9+ssGP+x4/izPnky8r17+PBn986MtqAF1Jx+eulFL18eJ7dnzS8bMOg/qpq/152N9UEtTncyb9MEpFRCmrouKcpAF9ALDbQ0HEeLKKiRTx5JOiBvQBYKTuDJb2eQ8/O/c/oo6baEa82axFSckAlJQMwJgxjXjjjbq4x9i9+zTKyxsxYULHss35+Vbs2XMlpk7dG2V9AQDuL75cX3y5ATi/+K8X2dkGzJ2bj5Mn/4mTJzuPYDKZIpbIt1qt0GjUcfGXiIiIKB1V1vokDegDgNMTxJHjPoyxGSSdhyhZgz94Q9SAPiDdOeTJU4ld+zEaBFxm0+Mymx4VQ7TY8XdP3GN8XOlDxREPikd1fE0PztFizcK+WFB6LqmM/SEDM1C6oE/UgD4RERERwKA+EaWwiopzss3DoD6pWmUl8NJLkgw9r9f/4UX7f+NfvoGijenxJF+icMmST5O6b3l5517MI0ZY8Le/fQsPPfQhnn/+UwSD4aB9+wB+1wQBmDgxG7fcMgz9+vWOGLjXavnRi4iIiEgpR477ZJmnspZBfVI3U+NJ5Hy0TZKxpTiH9IqQz/H8lsTbra3dYkfxws6v6cE5Wmx4tD/+sKkFb2x3IhDHniGNAEyfbMaPb7RGLLlPRERE1B6vLBNRyqquFq//dTRi9tkmksT69UAg+ZJ/XckQgpid+Tfcf3aaaGMaDBnd3yiK8vJG7N59OsF7+7B797+xcaMZX/uaoVN/+9bWVvzXfwGDBgVRXn4BH354Fh5P+8dWA8AIwATABJPJghtuGIFZs4owduylMBh48ZaIiIhIreoapK30FnZCpnmIEpXz0Q4IEnVkleIcUp/kFeyKIx58XJn4pp5I2foAYNQL+OltvXBdiQlv7nTivX1uON2RH1uzUcA144y4eaIZI3J5aZ6IiIhix08ORJSy3O7ks31jIUZWMZFknE5g61ZJp5hh/Rg/O/dduIJ6Ucaz2axJ3T96ln4rOpfFb59p728b44EHRna6tyAIsFgs+O//vgQTJ46BVmvC8eNB1NT4cfIk0Nqqg9Gohc1mRXFxFoqLs2A28+MUERERUSrw+uTpVeyTpyAAUUI0Xjf6HfqbpHOIfQ45eGBy51zJZOmHRcrWDxuRq8PCu3ph/vRMfHbchyO1Ppw41QqvPwi9VsCQgRkYlafDV4bqYDQwM5+IiIjix6vQRJSyjMbksn1jlWxWMZGkDh0CHA5Jp8jUeFGs/xz/5xkmynjFxVkJ33fnzlPYvfs4Ogbr2wftvTGMokd1tQZ2ez+UlAzpUCq/q772/+//JbxcIiIiIlIRvU6eQJpOJ8s0RAmx1Nciwxu5tZgYxD6HHJWX+Isq2Sz9sGjZ+u0ZDQIus+lxmU2cDQ1EREREYQzqE1HKKihILts3VslmFRNJ6vBhWaYpNtSJckHGatVGDeoHg0E4nc4OJfEvXLjQ9v2jj34MoKWbWbRoXyK/45cRQGijzjvv9MNPf/rfSf9OREREaiUgCAHiZyanY36htL+TPNnhckrV58DgHHk2bA/J0Ury2pNbqh5nQbGFp8YxN//nmCzziHUOaTYK+OrQ+F5T7Z8CYmTph63dYsd/LUy/YH3KvtZT5DWnFqn4WSdVn5tERFJRTVD/woUL+MMf/oBdu3ahsbERa9aswdixY3H27Fm89NJL+N73vof8/Hyll0lEKpJMtq8a5yFKSG2tLNPYtGdEGWfGjCHQaPw4ffpcp4B9S0sL7HY7Wlu7bnlRWXkBVVUt+LKvvRkdg/fh72PL4ti9+zTKyxsxYUK2CL8ZERHJjeeQRBSvUUPlSaFPJquYSGrGs6dkmUesc8hrxhkTLldfccQrSpZ+WChb34viUekX2CciIiL1U0VQv66uDt/+9rdx8uRJFBQU4MiRI7DbQ7so+/btizVr1uD48eNYsWKFwislIjUpLs6C1aqF3e6XbI7usoqJFOfxyDKNQYjndeZHV+XxBcGNSy5pxPr1FVHvLQgCrFYrMjMz0atXr7bS+C+99AmAgQCilzuMx5Iln6K8nEF9IqJUw3NIIkrEqDwdzAYBTo902Z1mgyDb5gGiRGj84gW5o4nvHLJrGgG4eaI54fv/UcQs/fZjrlnYV/RxiYiIiLqjiqD+gw8+iJaWFhw4cADZ2dnIzu54cf3666/HX/7yF4VWR0RqZbFocccdQ7BmzVHJ5pgxYwjMZlW8VRJ1zSBegDsaT7D96yCAjkH7iwP4XV8kmjgxGzk5oQucZrO5LVjfPnCfmZkJi8XSqa99eXkj9u1rhZgBfYDZ+kREqYrnkESUCJNBgynjTNhS7pRsjqvHmRLOKiaSQ0Arz6aTjueQiZk+2YwRuYmNI3aWfhiz9YmIqDtBKN+UR+n5SRqqiFRt27YNCxYswFe/+lU0NTV1+vnw4cNx8uRJBVZGRGo3Z04+1q49ikBA/LE1GmD2bJZsVavy8kYAYDA2L0/0IYPBIBzBIFoCAbR88d+dbjeAfyAUtI+lOoAW7cviDx3aH6tXX40BA/rAarVCq43vI8iSJZ/G+2vENTaz9YmIUgvPIYkoUTdNNOOd3U4EJLjSqRGAG5PIKiZpVRwJnccUj5JnY7RaufsOlGWeKn//pO4/ZGAGfnyjNeH7S5Gl335sZusTERGR3FQR1He5XBgwYEDEn7e0tMi4GiJKJYWFvTF3bgFKS6tFH3vevAIUFvYWfVwSRzjI2+ODsYWFCd3NHQjgQjhw3y54fyEQgD0YxMX7ZA56BQDn2/2LBp172Ye/N6P9R4xBg4z44IMrMWJEYhdkyssbsXv36YTuGwtm6xMRpR6eQxJRokbk6nDzJAte3+4QfexbJlswIpel99Xq+S+CvMULe3ZQ33lJnizzVHhyE75v/z4alC7oA6M+saoXUmXphzFbn4iIohO++FJ6DZRuNN3fRHpf/epXsWfPnog/37JlCy677DIZV0REqWTZsiLYbInv3u6KzWbF0qVFoo5J4gkHecPB2B6tqAiwWDr9sy8YxNnWVtT6fDjk9eJvbjfed7nwlsOBF1tasN7hwBanEx+43fjI68VnPh/qWltx4YuAvgZAL0HApRkZGJJhwkn/5QAKAfw3gPEAJgIYB2AMgFEAhgLIBtAL7QP6NpsVe/cmHtAHpM3Sl3MOIiISD88hiSgZs27MxJCcDFHHHJKTgfumZYo6Jomn4ogHH1d68XGlty1jv6dyDBqGVr1R0jlaAnpUeC9N6L5DBmbgjw9lITc78Vw0KbP05ZyDiIiIqD1VZOrPnz8f3//+9/H1r38dN998MwAgEAigpqYGjz76KPbt24dNmzYpvEoiUiuTKQPvvluC8eN3ob7enfR4gwYZUVZWApNJ3Is8JJ72AdieWjq9tbUVLS0toa9vfhMtf/lLW6Z9SzAIT7D7eqIWQUCmRoPM8H+/+L6XRgOzIEAjhHZ0/jXvavjO2NApfT8KjSZU7WLp0qKkX0vl5ROSuj8REaUfnkPGRqr8EGlzPlKv+2O65sAIKXgsYmXUC3hqfl/c/3gTzjQn38utf28Nnl7QF6YEs4qVIki6XHU9f57f0tLh++KF8WdYp+p7X6d16/VoKhqH7Ipdks35YdZYeE7G9xhrBODWyWb8+EZrwhn6YcmUxk+tV3Fs0vn9PFHKHWcZX+sUVaq9p/N1TESASoL6M2bMwPHjx/Hwww9j8eLFAIBrrrkGwWAQGo0Gy5Ytw/XXX6/sIolI1fLzrdiz50pMnboXVVWJ75a22awoKytJKquYpHVxKfZ0LZ0eDAbhcDjaAvcXLlzo8L3T6fzyxrm5gM8HXBTINwhCW5C+ffC+l0YDqyAgI5areBoN/t9zC3DQNxCrVtVgw4YTsNv9EW9utWoxY8YQzJ6dz/YVREQkGZ5DElGyBudo8YeF/fBA6VmcaGhNeJwhORlYvqBvUlnFJK1Qlv6XpdhDpdM9KB7Vc8vwN46dhAEfl0OIYTN4vIKCgIG3fwev3NQPb+104n/3ueF0R57HbBTwnXFG3DTRjPxcvo6IiCj1BaH89kal5ydpCMGgBJ/eEnTixAls2rQJNTU1CAQCGDFiBKZNm4bhw4crvTTFOBwOWK2h4KLdboelixLLRPQll6sVixYdwsqV1QgolFVM0powobxTf/Vvf3tASmZzu1yuTgH78JfdbkegmyexVqtFr169kJmZicy33kJmWVlbEN+q0UAvRurND34APPxw2/86nX5UVJxDRcU5VFXZ4fG0wmDIgM1mRXFxFoqLs2A280IMEVE0/IwvHp5Ddtb++bV99Q6YDCbR50i1zCappWtmXE/JCHN7g3huUwve3OFAII5fWSMAt0y24L5pmTDqhZR8HvSUTP0fP97Uqb/65SN1WL2wX1zjpOp7X6R1D37vFeR8uE30+U5dcTXqrr697f/dniA+O+7DZ7U+nDjVCp8/CJ1WwJCBGfhKng5fGaqD0aCeV5B6ViKenvJ+Hg9m6lOqvae7PC6MmzUVAM8h1ar9edj/Pfe/kpyHxcPlceFbs74DgM+ZdKJ4UN/pdKKkpAT33nsvZs2apeRSVIkX/IgSc/hwM7OK01B5eSOuvHJ3lz/btevbqsvW93q9XWbah7/8/sjPTQDQaDSwWq1fBu7bffXq1QtGY7s+iG43cO21wLFj4v0Cw4YBZWWAUdp+i0REPQ0/4yeH55DRMagvv3S9iN7TgkD/rvNh004n3t/ngtMTJavYIODqcSbcONGMEbm6tn9PxedBTwjqVxzx4P4nznX5sz/8IiuubP1Ufe+LtG7B58XX1jwCY9Mp0eZy9xuIf933GwR18bc3UItUfC13p6e9n8eCQX1Ktfd0BvXVj0F9koPiqXRmsxnHjh2DIO2ZBBH1MIWFvbF6dTGWLx/NrOI0smTJp1F/Vl4ub1C/Q1/7LgL3Ho+n2zEsFkunYH34e4vFEvvfR6MRePFFYPp0oLExyd8MQHY2sG4dA/pERKQ6PIckIimMyNXh53f1xtzpvXDkuA9Han042eCH1xeEXidgcI4Wo/J0GKWyrGKK7vktkdvzPb/FjuKFPbcEf1CnR/XtP8XIdcugt59PejyvtQ+qb/9pSgf0iYiIiNRMFZGsa665Bu+//z7uu+8+pZdCRGnGbNaipGQASkoGKL0USlJ5eWOnsvvt7d59GuXljaJm6wcCgQ597S8O3Hfoax+B0WjsMmCfmZkJq9WKjAwR2z3k5QGvvw7MnJlcxv6wYaGA/tChoi2NiIhITDyHJCKpGA0Cxtj0GGNjYDLVVRzxdCq7397HlT5UHPHEla2fbjx9c1B5zyIUbHw6qYx9d7+BqL79p/D0zRFxdURERETUniqC+o888ghuvvlm3HnnnbjvvvswbNgwmEydS1P07dtXgdURUU9QXh7KbFZb+Xb6UrQs/fa3iTdb3+l0diqLHw7cOxyObvva63S6iJn2mZmZ0Ol0Ue8vury8UMn8J58EXnoJ6Gb9HWg0wD33AA88wAx9IiJSNZ5DEpEafHwkVJnr8h4cFFazaFn67W/Tk7P1gVBg/1/3/Qa5H7yJ7I+2Q4ijU2tQENDwjSn4fOJNzNAnIiIikpgqgvpf+9rXAACffvopNm7cGPF2ra2tci2JiHqYcMBY7vLtFJvusvTDusrW93g8nYL24cC93W6Pqa99V/3sw98b1Rj8NhqBRx4BbrkFePllYMsWwOGIfHuLBbj+euDOO4GRI+VaJRERUcJ4DklEavD81lDQ+A8M6qtOd1n6YczWDwnq9Dh5zR04ffm3kf3RDvQ7tA8ZXnfE27fqjWgqGofGsZPgzs6VcaVERESpQPjiS+k1ULpRRVD/l7/8JfshEpFi2geMxS7fTuKInqXfCsANwAXAhZ/+9C088URBW+De6/V2O77Vao0YuDebzan7N2rkSOCxx4DFi4FDh4DDh0Nl+b1eQK8PldkvLASKioAushuJiIjUiueQsREQhIDYMy7lkKpHTW2Po9ql6nGO5uK3nIojHvyzMnSu8c/KZIPCqfn8Uu44d/94xZKl3/62/7UwlGWejs/deLizc3Hiu3ej7urbYP5PLcz1tTA2nYLg9yOo1cLdbyCcg/LgvCQPAZ1BFSGLRPA9PT7SHmNljkUqPm+lpOzjId1zgMeZiNKNKoL6S5YsUXoJRNSDtQ8YJ1K+naS1c+cp7N59HO0D9x2/7xi0/+c/gffec2LkyF5t/2Y0GjuVxQ8H7q1WKzQajWy/jyJMJmDs2NAXERFRGuA5JBEprX3QmCXc1aXiiDemLP2wULa+F8WjWD4+LKAzwD50JOxDWcmNiIiISC1UEdQnIlLKxWXduyrfTtIKBoNwuVxtfewvLpH/6KMfA2jpZhQtACMAEwAT9uzph7lzJyrX156IiIiIiNJWqLT7l5uLP670soS7iqyNI0u//X2KF/aVYDVERETU0wShfB0mpecnaagiqP/rX/+629sIgoBHHnlEhtUQUU/SVVl3ZuuLL9zXvqvAfUtLS8R+t5WVF1BV1QJAg/ZB+47fmwB0DNr/4x/AsWMmTJjAizJERETpiOeQRKSkrkq7M1tfHeLN0g8LZ+v/F7P1iYiIiEilVBHUj1Y6URAEBINBXpAhItFdnKUfxmz9+Pn9/g7Z9RcH7bvray8IAiwWS6cS+S+9dAjAQAB6xNsJi5sz4rB/f+i/V1yh7DqIiIhixHNIIlLKxVn6YczWV4dEsvTb3/e/mK0fk8zazwAA9ryvKLwSIiIiop5DFUH9QCDQ5b8dP34cq1atwp49e/C///u/CqyMiNJZV1n67X/GgPCXAoEA7HZ7xMC9y+XqdgyTydTWx/7i3vZd9bUvL2/Evn2tABK7KMbNGXEoLQ3997XXFF0GERFRrHgOSURK6SpLv/3PmK2vnESz9MPC2frFzNbv1iXlWwAAVXczqE9EREQkF1UE9bui0WgwbNgwPPXUU7jjjjvwk5/8BBs3blR6Wbj77ruxceNG6PVffsDfvn07xo0bp+CqiChekbL0w3paQDgYDMLpdHbqZx/+3uFwIBiM3olHr9e3Bem7CtxrtfH9yYm26SKeMVJ9c4bD4UdFxTlUVJxDdbUdbncrjMYMFBRYUVycheLiLFgsSfw5378f+PDDL79ntj4REaUonkMSkdQiZemHMVtfWclk6Yf9cYsda1I8W9/lCeKzWh+O1PpwoqEVXl8Qep2AITkZGJWnw1fydDAZ4quE115m7WfIPH4EAGCt/YzZ+kREREQyUW1Qv73x48fjF7/4hdLLaHP//fejNJzVKBKHwxHXvxNRcmIJGKdDQLg9t9vdqSx+OHBvt9sj9rUPy8jI6BCkvzhwbzCId+Gqu00XsUrlzRmHDzfj2Wdr8MorJ2C3+yPezmrV4o47hmDOnHwUFvaOf6L2f89KS5mtT0REaYHnkCEC4m1glDwB0TeCUmdyHyMxCJIuWr3Poee3tMR0m+KFHTO9pT3Gyj1eanruJpulH5ZMtr7Sj0dNnR9vfODEe/vdcLojPy/MRgHXXGHELVeZkZ8b/dJwV+/pl5S/3eH76rtHJb7oNJOqr3Wln7uphse5Z5D0M20CB0MQ1Pv5iIjkkxJB/X/84x+dyjKnG6vVqvQSiHqMWAPGqRYQ9vv9XfazD/+bzxf9AocgCLBarRED9yaTCYK0V+/aiJGl336sVNqc4XK1YtGiQ1i5shpdVBbuxG73Y82ao1i79ijmzi3AsmVFMJkyYpusfZY+EPqe2fpERJQGeA5JRGILZel3HzQOBYWZrS+3P4qQpd9+rFTK1nd7g1i1yY7XtzsRiCHm43QHsbnchS27XZg+2YzZN1ph1Md2rm+t/QyZxyvb/j/zeCWz9YmIiC4ShPLbVJWaPxgM4o033sDLL7+MAwcO4PTp0+jbty+++tWv4rbbbsPdd98dd0Vf+pIqHrn169d3+e/nz5/Hnj17sHnzZvzwhz+UeVWRrV+/HuvXr8egQYMwc+ZMLFiwIO0vGBGlk3gCxmoKCAcCgU4B+/aBe7fb3e0YZrM5Yqa9xWJRxXuZWFn6Yam0OaOmxo6pU/eiqir+C1KBAFBaWo2ysnq8+24J8vNjuNDfVcYgs/WJiCgF8BySiOT2fBxB4+e32FG8kEF9uYiVpR+WTLa+3E42+DGv9DxOnIpeea8rgSDw6jYn/vqJByvm98HgnO4vEw8q39Llv1XfzaA+ERFRT3fu3DncdNNN2LlzZ4d/P3XqFE6dOoWdO3di9erVePvttzFkyBCFVpnaVBHUv/vuuyP+rH///li4cCF++ctfyregKObOnYsnn3wSffv2xd///nfccsst0Gg0WLBgQVLj2u1dnxw6HA7k5OQkNTYRfSnegLGcAeFgMAiHwxEx0z6WdhwGgyFipr3Vak2JXXBiZum3H1MtmzMiqamxY/z4Xaiv735zRjRVVaFx9uy5Mnpg/+Is/TBm6xMRUQrgOSTPIYnkFGuWfhiz9eUlZpZ++zHVnq1/ssGPex8/hzPnYyjxFsWJU6249/FzWLswK2pg/+Is/TBm6xMREZHX68V1112HvXv3AgAGDx6MH/3oR8jPz0ddXR1efPFFfPbZZ/j444/xne98B/v27UOvXr0UXnXqUUV059ixY53+TRAEZGVlITMzU4EVRXb55Ze3fX/FFVdg4cKFWL9+fdIXZCwWS7JLI6IYJBIwFjMg7Ha7I5bIt9vtCHRTb12r1XYI2l8cuNfr1Z9JEI3YWfphas/Wd7laMXXq3qQD+mH19W5MnboXBw5MiVyKP1pfX2brExGRyvEckueQRHKKJ0u//X2YrS89sbP0w9Sere/2BjGv9HzSAf2wM+cDmFd6Hhsf7RexFH9XWfrtf8ZsfSIiop5r9erVbQH9yy+/HDt27EBWVlbbz+fMmYPrr78e77//Pj799FP85je/wZNPPqnUclOWKoL6giBgwIABMJlMXf7c5XLh9OnTqizHwJKJRKkj0YBxPAFhn8/XIbv+4sC93++Pen+NRtOpr337wH2k98l0IUWWfvux1Zqtv2jRoYRK7kdTVWXH4sWH8PTTYzr/MFKWfhiz9YmISOV4DklEcok3Sz+M2frykCJLv/3Yas3WX7XJnlDJ/WhOnGrFHzbZ8dPbOm+Oi5SlH8ZsfSIiop7L7/dj6dKlAELn6uvXr+8Q0AcAo9GI9evXY/jw4XA4HPj973+PhQsXol+/fkosOWWpIqg/bNgwvPzyy7j99tu7/Pk777yD22+/Ha2t4n5YTcQbb7yBa665BpmZmaioqMDjjz+O2bNnK70sIopBMgHjcEC4tbUVdrs9YuA+1r72F/ezDwfuzWZzj73QK1WWvlnwolhfh8v+uQefz/wLLu2vAQwGIC8PKCwEiooAs1n0eWN1+HAzVq6slmTsFSuqMXPmMBQW9u74g2hZ+u1vw2x9IiJSKZ5DEpFcEsnSb39fZutLR6os/fA5ZHF9HUwb7MjJbEVAq4Onbw4cl+TBOWgYAnrljmtNnR+vb3dKMvZr2534XokJ+bkdLxlHy9Jvfxtm6xMREfU8O3fuxOnToev6V111Fb72ta91ebvs7GzceuuteOGFF+DxeLB161bMnDlTzqWmPFUE9YPBYNSf+3w+1QS5nn32WfzoRz+C3+/HpZdeivvvvx8/+9nPlF4WEXUj9oBxEIAHgBOAG4ALgAu7d7uxePGnGDq0+7fNcF/7rgL3mZmZyMiIUA69hxM7S/9rulOY0+uvuMPyT2RqvKF/3NXFDS0W4LrrgLvuAkaOFHUNsXj22Rp003UhYYEAsGpVDVavLv7yH7vL0g9jtj4REakYzyFjIyAIAdEfK7XpuuhzahMk/aVS6/jGQtrnQHyPV7JB448rffjnEY9qS7grSYzjLHaWfpfnkP/ufLtWvRFni67A6bGT4M7OFXUNsXjzAwcCEr30A0HgzZ1OLLrry2z97rL0w7rK1pfu9azce186/p1KhrKPh3TPAx7n+Ej2eVPCA5FqxzjV1ks9y7Zt29q+v+aaa6Le9pprrsELL7wAAHjvvfcY1I+TYkH9Cxcu4Pz5823/39TUhBMnTnS63fnz5/Haa69h0KBBMq4usj179ii9BCJKQMeAsRfhYP2XX+52/+36g+ibb/rxwAMjO/S17ypwn+p97ZVSXj5BnIHcbuDJJ4GXXkJM0XKHA9i4MZSVfvfdwIMPAkajOGvpdmo/Xnml898+MW3YcALLl4+G2fzFn/xYsvTDmK1PREQqwnNIIpLbWhGCxmou4Z7q/ijS4yr4vLj0gzeR/dF2CN1sGgOADK8bAyrK0f/j3WgcOxn/ueomBHXyXAdweYL43/0eSef4331uLJhuhckQCiHFkqUfxmx9IiKinufw4cNt3xcXF0e5JfBf//VfXd6PYqNYUP+ZZ57Br3/9awChHgvz58/H/Pnzu7xtMBjEY489JuPqiCiVeb3eDn3sd+8+gd279+HLAH53gV4BgBGA6Yv/mgEYUV1twtChk3H11UMlXT8lobYWmDkTOHYs/vsGAsCLLwK7doX+m5cn9uo6qag4B7vdL+kcdrsfFRXnUFIyIPYs/TBm6xMRkYrwHJKI5CRWafePK32oOOJltr5KGc42IH/j0zA2nYr7vkIwiJwPt6F3zSf49+0L4OmbI8EKO/qs1genW9osdac7iCPHfbjMpo85Sz+sq2x9IiKinib4Rc00pdcQ5nA4It7OYrEkPVdVVVXb93ndXFPPzc1FRkYGWltbUV1djWAwCEHa0mZpRbGg/pQpU2C1WhEMBvHzn/8ct912Gy6//PIOtxEEARaLBcXFxR12bxBRz9ba2tqhj/3Fve09no671n//+0oAF2dYGBAK2oe/jO2+NyBSUaPf/vYYg/pqVVsLTJ8ONDYmN86xY6FxXn9d8sB+RcU5ScdvP09JyYD4svTDmK1PREQqwXNIIpKTGFn6YczWVyfD2QbY1i2D3n4+qXGMTadQsO63qL7nIckD+5/VSrspvP08l9n0cWXphzFbn4iISF1yciJ/PumutV0s2lfU69+/f9TbarVa9OrVC+fOnYPf74fD4YDVak16DT2FYkH9cePGYdy4cQBCu0RuvPFGFBYWIAcEjQAAyihJREFUKrUcIlKRQCAAh8MRMXDvdDq7HcNoNCIzMxNHj/pRXd0fQC46BvAT67G6e/dplJc3YsKE7ITuTxJxu0MZ+skG9MMaG0PjlZVJWoq/ulrcHpCRVFXZ48/SD2O2PhERqQTPIYlILmJl6YcxW199BJ8X+RufTjqgH6a3n8eIjc/gs/t+LWkp/hMNrZKN3d7xU61xZ+mHMVufiIioZ7Hbv7zGbYzhWrrJZMK5c6Fkt5aWFgb146BYUL+9X/3qV0ovgYhk5nQ6OwTt2wfuHQ4HAt30QtfpdB362F/c216n0wEAJkwoF33tS5Z8ivJyBvVV5cknEyu5H82xY8BTTwEPPyzuuO243fJckPF4WhPL0g9jtj4REakMzyGJSEpiZumHMVtfXS794M2ESu5HY2w6hUt2bsLnV98m6rjteX3Slt4P8/mDCWXphzFbn4iISD0aGhpEKbNPylNFUD/sr3/9Kz7++GM0Nzd3CugJgoBHHnlEoZURUby8Xm+nsvjhwL3dboffH71knEaj6RCkvzhwH8uOr/LyRuzefVqsX6kNs/VVprISeOklacZetw64+WZg5EhJhjcaMyQZ92KG86eBjxPI0g9jtj4REakUzyGJSGxiZ+mHMVtfPYyNdcj+aLskY2d/uA1Nl5XAnZ0ryfh6nTw9Z82u88g8E3+Wflg4W9/BbH0iIiLFWSwWSYP6Vqu1LfPe7XZ3m3nvcrnavs/MzJRsXelIFUH9s2fPYurUqfjoo48QDAYhCEJbH4fw97wgQ6Qufr8fdrs9YuDe6/VGvX+432mkTHuz2QxBSO5kdcmST5O6f3djM1tfJdavB7qp7JCwQAB4+WXgscckGb6gQJ7SQrajf0t+EGbrExGRivAckoikIkWWfhiz9dUh+6MdEEToH9sVIRjEgI8+wMnvfl+S8YfkyLMx/OvnDiQ9xqDyLahhtj4REVHa69OnT1tQ/8yZM1GD+n6/HxcuXAAQqsbMCgLxUUVQ/8EHH8Qnn3yCjRs34hvf+AaGDx+O999/H8OGDcMzzzyDffv24X//93+VXiZRj9K+r31XgftY+9pfHKwPB/CtVis0msT62sdCqiz9MGbrq4TTCWzdKu0cW7YAixcDJpPoQxcXZ4k+ZpfznPor0H1xi+iYrU9ERCrCc8jYCF98qUmS+3aTIE/JarFJ+3Ap85io7TnZnlRZ+mGRsvXV/JgkSlDpa07j9aDvoX2SztH30D7UXX0rgjpDzPeJ9TnwlTx5LuX+P8fHSZ9DZh6vRGbtZ7DnjRJnUWmA7+k9g2LvfxIeDB7neEnxHFDn31XqWhDKHzE557fZbDj2RWvc2tpa5OXlRbxtXV0dWltDLWnz8/OTTuzsaVQR1C8rK8N9992H6dOno6mpCUCo9HZ+fj5WrVqFadOmYf78+Xj11VcVXilR+ggGg3C5XJ362Ye/7HZ7W7ZTJOG+9l0F7tv3tVeClFn67edgtr7CDh0CHA5p53A4QvOMHSv60MXFWbBatbDbo7ejSIZV60Ox/nNxBmO2PhERqQTPIYlICn+UMEu//RzM1leOub4WGV63pHNkeN0w/6cWjqHit3H7ap4OZqMAp1u6S/XWDK9o55ADy7eg5u6FooxFRERE6lRYWIj3338fAFBRUYEJEyZEvO0//vGPDvej+KgiqH/+/Hl87WtfA4C2sgx2+5cnUlOmTMGiRYsUWRtRKvN4PBEz7VtaWtp2REWSkZHRZbA+nr72Sikvn6D0EkgOhw/LN48EQX2LRYs77hiCNWuOij522AzTP2DWiJRtxGx9IiJSCZ5DEpEUGGxPf+b/1MozT700QX2TQcB3rjBgU7l0GxNmmCtEO4e0Hq+EtfYIs/WJiIjS2NVXX43ly5cDAN5//3387Gc/i3jb9957r+37a665RvK1pRtVBPUvueQSnDp1CgBgMBiQnZ2NgwcP4rrrrgMAfP755yzBQNQFv98fMdO+paUl5r72kUrkm0wmvvZI3Wpr5Znni/JBUpgzJx9r1x5FICD+2BohiNmZfxN3UGbrR7Z/f+i/3PRARCQ5nkMSEVEiDGcbZJnH2CTdPNOvMuPt3W4EJEjW1yAg+jkks/Ujs9QeAQA4uOmBiCjNqKERmnzzX3nllRgwYABOnz6NHTt24F//+lfbJvz2Ghsb8doX15WNRmPb+TvFThVB/fHjx2P79u1YvHgxAGD69On43e9+h4yMDAQCAZSWluLqq69WeJVE8gsEArDb7RED9y6Xq9sxTCZTxBL5Uve1J5KcxyPPPN1skElGYWFvzJ1bgNLSatHHnpe5F4V6kS8mMVs/stLS0H+56YGISHI8hyQiokQIfpGqmCk4T36uFrdONmHjtu6vCcVrXq//E/0cktn6kQ0s3wIA+Dc3PRARUQrTarVYvHgx5s+fj2AwiLvuugs7duxAVlZW223cbje+//3vw/FFK905c+agX79+Si05ZakiqP/Tn/4U27dvh8fjgcFgwJIlS/Cvf/0LjzzyCIDQBZvf//73Cq+SSHzBYBBOp7NDoL594N7hcHTb116v13fIrr84cK/VquJlTiQNg0GeefR6SYdftqwIZWX1qKoSr4enLbMFS/u81/0NE8Fs/c727w9teAh/z00PRESS4jkkERElIqjVpcU8c2604q+feHH8VPS2ivHIN52X7ByS2fqdWWqPwHq8su17ZusTEVEq+/GPf4xNmzZh7969+PjjjzF69Gjcd999yM/PR11dHV544QV89tlnAICvfvWrePjhhxVecWpSRbSvqKgIRUVFbf+flZWFHTt24Pz58209vYlSldvtjphpb7fb4+5rf3Hg3iBXUJNIjfLy5Jln2DBJhzeZMvDuuyUYP34X6uuT7404qL8GZYZVMGn8IqyuC8zW7yycpR/+npseiIgkxXNIIiJKhKdvjizzuPtJO49RL2DF/N744ePnceZ88r3csq0BvNf7OcnOIZmt31k4Sz/8PbP1iYgolen1emzduhU33XQTdu7ciZMnT3YZuL/88svx9ttvo3fv3gqsMvWpIqgfSZ8+fZReAlG3fD5fp1727QP4Pl/0kmuCIMBqtUYM3JvNZpl+E6IUVFiYNvPk51uxZ8+VmDp1b1IZ+zabFWUFb2HEv86KuLouMHD9pfZZ+gA3PRARKYjnkB0JQuiraxI0Y1aYtF0jpXu8lO62mWrS8fES0vD1mAwpj7HzkjwJR/+Sa1Bep+Mq9u81NCcDLyzsg7mlzUll7A8dmIF3hryBEY3SnkPGm62fiu/psa65fZY+EN708FmPzNaX7P1PwidQOv4dklZ6foaSe2420KVUEN5s/8Ybb+Dll1/GP//5T5w5cwZZWVn42te+hltvvRX33HMPq0snQTWP3IkTJ7Bs2TLs2rULp0+fxpYtWzB+/HicOXMGv/71r3HPPffgsssuU3qZ1AMFAoGIAfuWlha43d1n1ZrN5oiZ9haLhX3tiRJVVARYLMAXvXgkYbGE5pFBfr4VBw5MwaJFh7ByZTUCcSRcaDTAvHkFWLq0CCbTd6RbJHXWPku//b9x0wMRkaR4DklERPFyDcpDq96IDG/yFdIiadUb4bxkqGTjtzckJwOvPZqFZzc58Op2FwJxxM40AnDbZBPm3GhBQD8bByRbJV0sp3xrl/929O6eF9QnIkpHQSi/hVqp+QVBwPTp0zF9+nSFVpDeVBHU//TTT1FSUoJAIIBvfOMbqKmpgd8fKvfUv39//N///R8cDgdeeOEFhVdK6SgYDMLhcEQM3DtiCBYaDIaImfZWq5U7j4ikYjYD110HbNwo3RzXXw+YTNKNfxGTKQPPPDMGP/jBMKxaVYMNG07Abo9cAtFq1WLGjCGYPTsfhYUsWyS7i7P0w5itT0QkKZ5DEhFRIgJ6A84VXYH+FeWSzXG2aByCOvlaJRr1Ah64zYrrS4x4facLZfs8cLojX8o3GwVcO86A6RNNyM/l9Sq5XZylH2Y9XglL7ZEema1PREREsVHFJ7ef//zn6NOnD/bv3w9BEJCdnd3h51OnTsXrr7+u0OooHbjd7k797Nt/BbpJh9VqtR2C9hcH7vV6vUy/CRF1ctddoYzoeNLaY6XRAHfeKf64MSgs7I3Vq4uxfPloVFScQ0XFOVRV2eHxtMJgyIDNZkVxcRaKi7NgNqviz3nP1FWWfvufMVufiEgSPIckIqJEnR47Cf0+3g0hKH4OW1AQcGbsRNHHjUV+rhaL78rET6db8dlxHz6r9eP4qVZ4/YBeGyqz/5U8Lb4yVAeTgQXEldJVln77nzFbn4iIiCJRRRRgz549+OUvf4kBAwagqamp08+HDBmCzz//XIGVUaoI97XvKnB/4cKFtqydSDQaTae+9u0D9yYZs3SJKE4jRwJ33w28+KL4Y19zDTB4sPjjxsFs1qKkZABKSgYoug7qQqQs/TBm6xMRSYbnkERElCh3di5Oj52M7A+3iT72+a8Uw9tH2XM3k0HA5TY9LrcxAUVtImXphzFbn4iIiKJRRVA/EAjAbDZH/Pnp06dhMMhXtorUp7W1FXa7PWLgPta+9hf3sw8H7s1mM/vaE6WyBx8Edu0Cjh0Td9yyMmD37lCJ/7vuCm0gIAqLlqXf/jbM1iciEh3PIYmIKBn/ueom9Kr5BMamU6KOm/XpP9Cr5jDOFV2B02Ovgjs7V9TxKbVFy9Jvfxtm6xMREVFXVBHUv/zyy/Huu+/i/vvv7/Qzv9+P1157DVcwyy2tXdzX/uLAfTx97bsK3GdmZiIjI0OG34SIFGE0hjL1p08HGhvFHdvhADZuDAVm7747tIHAaBR3Dko93WXphzFbn4hIEjyHJCKiZAR1evz79gWwrfstdPbzoo6d4XWjf0U5+n28G6fHTsZ/rroRQR2z5nu67rL0w5itT0RERJGoIqj/0EMP4bvf/S5+/OMf49ZbbwUANDQ0YMeOHVi2bBk+++wzPPvsswqvkpLlcrkiZtrb7faY+tpHyrS3Wq3sa0/U0+XlAa+/DsycKX7GPgAEAqGNA7t2hf6blyf+HJQ6YsnSb39bZusTEYmK55CxERCEAPF7Rkcn3XzsAB2fVH285H/OpjZpj3N6v559fbNRfc9CDN9YKnrGPgAIwSCyP9yGXjWf4Ojt8+Htm5P4WCKuqzNlXnNqeA7IKZYs/fa3PXa3jJUCJTwYPe04Jy8133fT8zir61jw81FqCUKpv64d10DpRwgGg6o4ti+//DLmzZuH5uZmBINBCIKAYDCIXr16YfXq1bjtttuUXqIiHA4HrFYrAMBut8NisSi8osi8Xm+X/ezD38fa1z4cpL84gM++9kQUE7cbePJJ4KWXQoF4KWRnhzYQMLDfM+3fD8T7ueTVV5mtT0RtUukzvprxHLJr7Z9fu597HyaD3OdR6roA2pOl6uPFi9bxSdVgr5qen4LPi0EfbMKAj7ZDkOgyqc/aB9X3LEw4sJ+qxzkaNT0HpGapPYIRf/pdXPc5+v0H5cvWZ1BfRVLzfTc9j7O6joXT48J/3fc9ADyHVKv252E7n9umwHlYRy6PCxNnTQHA50w6UU1QHwg96bdt24aamhoEAgGMGDECV199NTIzM5VemmLUdMGvtbU1YsC+paUFHo+n2zEsFkvEEvkWiwWCkJ4fAYhIAZWVwMsvA1u2hEroi23YMKCsjKX4e6Jbb42t9H573/gGs/WJqI2aPuOnOp5DdsagPoWl6uPFoH58UjXYq8bnp7GxDv0/2omsQ/uQ4XWLPr6730BU3vdoQqX4U/U4R6PG54BUhr/0REyl99uzDx2JY3f/XKIVXYRBfRVJzffd9DzO6joWDOqrH4P6JAfFyu8vWrQIt956K77+9a+3/ZvFYsENN9yg1JJ6vEAg0KGv/cWBe6fT2e0YRqOxQ1n89kF7q9XKvvapxOkEDh0CDh8GamsBjwcwGEKZyYWFQFERYDYrvUqiyEaOBB57DFi8GHjggVAAXkzHjgFPPQU8/LC445K67d8ff0AfCN1n/35m6xMRJYHnkETqpvF6YK4/BvN/amE42wCN34eAVgdP3xw4L8mDc9AwBPQGpZdJFJE7Oxd1370Ln189HUO2vICsT/8u6vjGplMYtHMT/nN1z6wk01NZao/EHdAHAOvxSlhqj8iXrU9ERESqp1hQ//HHH0dhYWHbBZmmpiZkZ2dj+/btmDhxolLLSntOpzNiiXyHw9FtX3udTtepn337/9fpdDL9JiSZykpg/Xpg69bo2c0WC3DddcBdd4WCpxQ/bpyQx4kTwHvvSTP2unXAzTfzNdCTlJYmd19m6xMRJYznkETqZGysQ/ZHO9C3m+zmVr0RZ4vGoXHsJLizc2VcYfoIbZyobds4Ifh9CLbbOOEalMeNEyIwnDuNPp/9Q5KxB3y4HWcvK+FroAfJKd+a8H2zy9/BsbsZ1CciIqIQxYL6XVFRJ4CU5fV6O5XFDwfu7XZ7TH3tLy6L3z5wb2SZ6fQVbx9yhwPYuDEUoLr7buDBB1mGPFbcOCGv9etje04nIhAIlfh/7DFpxid1STRLP4zZ+kREouM5JJFyBJ8Xl37wJrJj7EOe4XVjQMUu9P+4HI1jJ+Pzq25OqAx5T2RsrMOAj3ag76H93W6cOFd0BU5z40RS+n/0QUzP6UQIwSD6f7QTdd+9S5LxSV0SzdIPY7Y+ERERtaeqoD51z+/3R8y0b2lpgdfr7XYMq9UaMXBvNpvZ174nqq0FZs4MlROPVyAAvPgisGtX6L95eWKvLn1w44T8nM7Q5gkpbdkSKvFvUrZPEskgmSz99mMwW5+IiIhSnOFsA/I3Pg1j06m47ysEg8j5cBt613yCmtt/Ck/fHAlWmB4EnxeXfPBWXBsn+leUo9/Hu3F67GT856qbuHEiThqvB1mH9ks6R9ahffj86ukI6lhVId0lk6Ufxmx9IqIUFBRCX0qvgdIOg/op5NVXX+22PD4Q6mt/cVn8cODearVCo9HIsFpKGbW1wPTpQGNjcuMcOxYa5/XXGdjvCjdOKOPQoejVEMTgcITmGTtW2nlIWclm6YcxW5+IiGQkIAgBrGYAAOl6SUuJ42s424CCdb+F3n4+qXGMTadgW7cM1fc8JFpgX9njLO6x0J9twIiNpQlvnMj+cBt61XyCo7fPh7eHbZxI5nlgrq+NWg1BDBleNyz/qYVjqK3t39L1PUoqkr73iXQwLMeSy9IPsx6vhLX2CBzDemJgX7nPMFK9JlP3ta7MsUjVx0uKdafqY0FE4lI0qF9bW4uPP/4YANDc3AwAqK6uRp8+fbq8/eWXXy7X0lTJ5XLBYDBAr9dHzLS3Wq3sa0+xc7tDgeZkA/phjY2h8crKmFHeHjdOKOfwYfnmYVA/vYmRpd9+LGbrExElhOeQRMoSfF6M2PhM0gH9ML39PEZsfAaf3fdrZpS3oz/bANu6x6ETYeNEwbrHUX3Pwh4X2E+U6T+18sxT3zGoT+knu/wdUcc61iOD+kREqSkIJbclfbkGSj+KBvUfeeQRPPLIIx3+7f777+90u2AwCEEQ0NraKtfSVOl73/seBg4cCIOB5blIJE8+mVjmeDTHjgFPPQU8/LC446YqbpxQVm2tPPOI/ToidRErSz+M2fpERAnjOSSRsi754K2EMsejMTadwiU7N+Hzq28TddxUFdo4UZp0QD9MZz+P4RtLUXnfo9w4EQPD2QZ55mmSZx5ShlhZ+m3jHa+E5VhPzdYnIiKiMMWC+uvWrVNq6pTVv39/BvRJPJWVod7uUli3Drj5ZmDkSGnGTyXcOKEsj0eeebxeeeaJldMZaglw+HBoY4PHAxgMoQoPhYVAURFgNiu9ytQhZpZ++zGZrU9EFBeeQxIpy9hYh+yPtksydvaH29B0WQnc2bmSjJ9KLvlgkyQbJwbt3IT/cONEtzR+nyzzCDLNEyvB64G5vham/xyH/mwDNH4fAlodvH1z4LpkKJyD8hDU85pkrMTM0m8/JrP1iYiIejbFgvrf//73lZqaiABg/fpQr3YpBALAyy8Djz0mzfipghsnlCfXRii9SjJeKitDr+2tWwGHI/LtLBbguuuAu+7ic6g7YmfphzFbn4gobjyHJFLWgI92QAhKU8hTCAYx4KMPcPK7Pft1bmyswwCJNk4M+HA7znLjRLcCWnlaWgZlmqc7hsY69P9oJ/oc2ocMb+RN8a16A84XjcOZsRPh4XMoKrGz9NvGZbY+ERFRj6dRegFEpACnMxT0k9KWLYDLJe0caifHxgmKLi9PnnmGDZNnnkjcbuA3vwGuvRbYuDF6QB8I/XzjxtDtf/Ob0P2pa1Jk6csxNhEREZGINF4P+h7aL+kcfQ/tg+CTqdKWSg346ANJN070/2inJGOnE0/fHHnm6SfPPJEIPi8GvfcqbM/9Cv0qyqMG9AEgw+tBv4py2J77FQa99yoEn8qq1amIFFn6coxNRERE6segPlFPdOhQ90G/ZDkcoXl6Km6cUIfCwvSapyu1taHg/Isvxr+JJBAI3e/aa0PjUEdSZemHhbP1iYiIiFTOXF+LDK+0G0EzvG6Y/1Mr6RxqpvF6kCXxxoksbpzoluuSPHnmGSTPPF3Rn22Abc2vMODD7XFvIhGCQQz4cDtsa34F/dkGiVaYuqTK0m8b/4tsfSIiIuqZGNQn6okOH06vedSIGyfUoagoVGpeShZLaB4l1NYC06cDx44lN86xY6FxGNjvSI5MembrExERUQqQK9hurpdnHjUyybZx4rikc6Q616A8tOqNks7RqjfAeclQSeeIRH+2ASPWPQ5DU3IBeUNTaBwG9juSI5Oe2fpEROoXVMkXpR+t0gsgIgXIFbhLNtCYyuTcODF2rDxzpSKzOdQ7fuNG6ea4/nrAZJJu/EjcbmDmTKCxUZzxGhtD45WVAUZpL2KljNdeU3oFREREihCUXkCCBF66iks8x9kgU+DO2HQqqeOYqs9dALDIuHHCOdQmw0zSvR6lPM5BvR7ni65Av4pyyeY4XzQO0Blke76GX1OCz4thG0uhszeLMq7O3oxhG0tRPWsJgjq9KGO2l4qv59p7fq7g7Kn5mkvF49y91DwWSknH3ykZkT4H8XMuEQEM6hP1TB6Zyu15e3CPNW6cUI+77goFZ+MtTR8LjQa4807xx43Fk0+Kf/yPHQOeegp4+GFxxyV1cTpDVT4OHw69V3k8gMEA5OWFWkkUFYU2xBARERF9QeP3yTSPX5Z51EiujROGplOyzJPKzoydiL4f7467NH0sgoKAM2Mnij5uLAZ+sDnpDP2LGZoaMPCDzai/5lZRxyV1EbwemP5zHKb6WuibGiH4fQhqdfD2y4ZrUB5clwxFUG9QeplERERpj0F9op7IINMHbb34O7VTBjdOqMfIkcDdd4d6x4vtnntC48utshJ46SVpxl63Drj5ZmV+L5JWZSWwfj2wdWv09iAWS6jCxV138XlAREREAICAVifTPD33MpUg08YJoQdvnIiVJzsXZ8ZOwoAPt4s+9plvTIYnO1f0cbtjaKxDv492SDJ2vw934Oxl34InR/7fi6RlaPgc/T7aid6H9iPDG/k6V6vegOaiK3B27ER4ci6VcYVERGolQPk6FErPT1LQKL0AIlJAXp488wwbJs88aiTXxgkN38Zj8uCD4j8fhw0DHnhA3DFjtX69NJUHgNC4L78szdikDLcb+M1vgGuvDbWiiBbQB0I/37gxdPvf/CZ0fyIiIurRPH1z5Jmn30BZ5lGjoEwbJ4ICL/DG4tRVN8LTT9znvadfDk5NnCbqmLHq99FOSSoPAIAQDKLf33dJMjYpQ/B5MfC915D/3BL0rdgdNaAPABleD/pW7MaI55Zg4HuvQfAxAYWIiEgKjAYR9USFhek1jxrJtXFi82Zg8eJQBi5FZjSGMvWzs8UZLzs7lNGuRO95pzOUaS2lLVsAl0vaOUgetbWh4PyLL8a/ESQQCN3v2mujtxTZvz/0RURERGnLeUmePPMMkmceNZJr40TfT/6GS//yJxgb62SZL1UFdXocu30+fNbeoozns/bGsdsXSNJ7vjuC14M+h6T9vN7nk30Qugn8UmrQNzUg/7lH0X//jrg3ggjBIPrt34ERzz0KfZRWD+ZjR2A+diTZpRIREfU4PbeuGVFPVlQUKq/cXbZmMiyW0Dw9lVwbGrzeUEbta6+FSsw/+KAygeZUkJcHvP46MHNmcr3ohw0LBfSHDhVtaXE5dEja1y4QGv/QIWDsWGnnaY993sVXWwtMnw40NiY3zrFjoXFef73rDUulpaH/vvZacvMQERGRarkG5aFVb0SGV7oKPq16I5yXKPQZWwXk2jihafWjf0U5+n28G2fGTkb9VTcqEmhOBd6+Ofj3PQsxbGNpUr3oPf1ycOz2BfD2FWmTeZxM9bXdZlonK8Prgan+OJxDbZLO016oz3stTPXHoW9qgMbvQ0Crg7dfDlyDhsJ1SR77vMdJ39SAYet+B529OalxDE0NyFv3O9Te83N4u6h4kV3+DgCgdtiopOYhIiLqaRjUJ+qJzOZQv+SNG6Wb4/rrAZNJuvHV7v+zd+/xUd11/vhfZzJzZpJJAmRgUkIhk21t9usmuNo2BG9AobbFVvBSWEthCXW1VK26QnddilsF3a+Cin63VneV8IOWhe6uQq2pF1qgrTah0FWIl4BrhltoAgOEkMtcMuf3x2EgQDKZmXM+5zav5+Mxj6bJzOfzmXPOTMi8P+/324iNE0OlMmp371b/a1SlALsJhYCmJmDdOrUnfTaZyy4X0NCgltw3c+NEa6tx8xgR1GefdzEGBtQNLFoD+ildXep4TU1XX//NzUBLy5Wv6+v1mY+IiIgsJSl7ca62HuMP7BE2x9na6VA8+RuAM2LjxFCSomBCyy9Q8qeDaH/gs4gZVCnAbmJl5Tj8iS/hhhf/G+P3ZZe5rEgSzky7E2/e8SFTN04Udhw1bB4jgvrezhNZ9XmP1N2BaPmNwtdld1I8hsqt39Ec0E/xXOzGlK3fwf8+/M9XXf9F7X+E/+jhy1/3M7BPRESUMZbfJ8pXS5aI68fucgGLF4sZ2y5SGyeMlsqoTVcqO9/5fMDq1WpwctEiNVicjt+v3q+pCXj8cfMrIRh1brVUM8gE+7yLtW6d/uewvR1Yv/7q76Wy9K/9moiILEFKc3NBGfEm2fRm1rHUfhNzPNKd41zO85m62cL6sSuShEjdHZqPpRZmn2NFlnGu1vgNkr7Im7i58V/gPfumzteguOOpRU7vLR4P3rz7b3Dk4ScQuXUmBkfJ/h6UvYjcNhNHHn4Cb969EJA9kCRF2M01ys17NvcqA9nwRt4Uep5z7fN+8/eewA0/+w9I8SgARehN5O+40d7TXYCm2w0v/khTRYrheCOdKH/xx1ed11SWPi5/bb9zIfL9b7TzJPZ3lTk3Lcw9z4JuEka8ERExU58oX1VXq+XaN27Uf+yGBmbSAurGiW3bsu9jrdVIGbV0tepqYO1aYNWqK2Xf29vVlgayrJbZT5V9t1LViahBfQpjMXFjh8O5t0FgVYrRtbWplShEaGwE7r9fff0MzdIH1K+ZrU9ERORYA8EbcbruTgRbfqH72Ken3YmBIDNpI3V3IPDG3qz7WGvludiNqq0bcPgTX2Ip/jSiwRvRce9inLprAQo7jqLw1FE1kJ1IQHG7EQ3cgP6KSvRPrLRU2XdXIm7MPIMJYWPLkU5Ubv12TkFnSVEwvnkXSo4cwtEHHh22HHy+83aeRFnLi0LGLmvZhfNvfzei5ZOuytIHAP/Rwyhqb0NfFT9DJCJnSW0xMnsN5DzM1CfKZytXqoFLPVVVqeXJ6crGCTMMl1FLwyssVMvML1umZoB/7Wvqf5ctU79vpYA+oPaZN4Is6MO8VJ93rVnkrEoxss2bxW0mSiaBLVvUr4fLzGe2PhERkaOdmv1hDARu0HXMgcANOHXHh3Ud064GgjfiTN0cU+b2Rjpxw0s/MmVuu1E8XvRV3oJI/Z3oeP9inJzXgI73L0Zk+p3oq7zFUgF9AEi6PcbMUyAmd0zt8/41zVnk3kv94mWds9GdYNy+l4RtJpIUBeNefwkAMGFIln7KcN8jIiKi4TGoT5TPfD410zUY1Ge8YFDN4mR2+BUiNk5kqrFRzdglZzEqM13EdSuqzztL8V/R1wfs3Cl2jh07gL17r87ST0ll6xMREZEjKR4Zf37gs4gXj9VlvHjxWPz5gc8xO3wIdeOEOZnE41t+CW/XCVPmJnGMykyP6bzhB8ClPu/f1rXPe+XW70CKC6xMZzNSLIoxh8T+DTfmYDP8Rw5dlaWfksrWJyIiotExqE+U70IhYPt27QG8qirg2WeBykpdluUYem+cyMbQjFpyjpoa+85jVJ/3fHboENDbK3aO3l61osVImK1PRETkaLGychxp+EfNGfsDgRtwpOELiJWZ8LeShSkeGe0PfBbx4jGGzy0pCsbve8nweUms/onGfE7TX6H/POUC+7yTqrDjKApiYtv8FcSiCO767xF/zmx9IiKizDCoT0RqYL+pSc14dWX5tuByAQ89pD6eAf3h6bVxIhc7dgD9/cbPS+LU1gJ+v9g5/H51Hj2J7vPOqhSq1lZj5vnDH0b+GbP1iYiIHC9WVo62T3wJXdPeB0WSsnqsIknoqn8f2j7xJQb0RxArK8efGv7RlIz9sYdegxQXG+AjY/VXhDAouCXAoOzVffOAt/MEAi27dB0zJdCyC97Ok0LGthvfqbAh8xR2jlwFhNn6REREmWFQn4hUPh+werUanF+0aPSgod+v3q+pCXj8cZbcH42WjRNa9PaqmbvkHEVFwLx5YueYPx8oLNR3TKP6vOe7cNjsFaiYrU9EROR4ikdGx90fRdvDX8aZW2dhUE7/N+Gg7MOZW2eh7eEvo+Ouj7Lk/ihiZeU4/Ikv4fS0O7PeOKFFQSyKwo6jhs1H4imyF9219ULnOD91OhSdNw4EBPd5L3udVSkAQI7o1B5PI2brE5GTKBa5kfO4zV4AEVlMdTWwdi2wapUaDG5tVctbx2KALKvZ5jU1ahav1qBfKpOzXuwfl5aR2jixYIEagPzP/1SPq2itrUBdnfh5yDhLlgDbtokJkrtcwOLF+o5pVJ/3Vav034xgN1GLZFWlsvXz5f2diMiiJCiQBHycIza8aM7HT8aFTO0j02MSDd6Ik/cuQcddC1HUcRSFp8LwRt6ElEhAcbsRDdyA/okh9FVUQvF4Mxh75GvAH/4jAKA39JcZru5qtjvPHhmn7v4ozr7jPRi/7yWM+80rcA0OCp+26FQYfZW3CHn/uEzgybDdeTZApO4OjHvjZSFBckWScPb2WRjutZvruTCiz/vYg83oet8C3TcjaCNoE0Oan7kScSFzZst/9DD87W3oq6rO+DF8rWdH6Hu6IGL3tNnveBARMahPRMMrLFQDwSKDwalMzm3bxM1hRamNE4ODxjx3vXuYk/mqq4GlS4GNG/Ufu6FBHV9PRvV5P3SIG1i8FvpAasOG/Ht/JyIiymOKx4veylvQW3mLsDlu2KNuFP3fpbkF9e0qtXECShKBN14WPp+scw9zMl+0/EZEps3B+OZf6j52ZNocRMsn6TqmUX3eC08dRZ/A9yw7UNwes5dw2fg9z+FY1Uqzl0FERGRZLL9PROZoblYzOfO597IBGRYAjKkGQMZbuVKtnKGnkhLg3Dm1osQPf6i+Pvv6tI9rVJ93o+axslDI7BVckc/v70RERKQ7f/iPKD7ahuKjbZcz9vONJKqd1TWskrlL+uqc/SFEA+W6jjnoLURBXw8mPv80Aq/9AkXhw5B0CMYXGtTn3cdWE4gFgmYv4TL/0cMoam8zexlERDqQLHIjp2GmPhGZY2i/5XzN5jQqo1Zmr0pH8vnUTP2FC4EunXrg9fQAP/rR1d/z+4F589SS/7lm8BvV551VKdT2KFaSr+/vREREpLtUln7q63zL1geApEEZtUbNQ8ZSPDKOPvAZVDV+DZ6L3bqMWRDtx7iDV2/kHZS96K6tR6TuDsRyzOA3qs87q1IA/RMrzV7CVZitT0RENDJm6hOR8VJZ+in5ms1pVEat3tncZB2hELB9u9hz3NsLbN0KzJ0LrFkDDAxkP4ZRfd5ZlQKorVU3YlhFvr6/ExERka5SWfop+ZqtHyvTN8t6xHl0zuYm64gFytHe8A+6Z+wPVRCLouzAXtz8vSdww8+2QYpn/3eaZFC1CGkwYcg8VjZQUYlB2Tpt3JitT0RENDIG9YnIeEOz9NN9z+mMyqi1WuYu6SsUApqagGXLAJfAX+vJpFoZYO7c7DPvWZXCOEVFamUFK8nH93ciIiLS1dAs/XTfc7r+CmMyavsmhgyZh8wRC5TjTw8/gTP1d0KRxJXmlRQFgeZduOl7X8o6I96oPu9KAYvYKrIXF2qnmb2Mq4zf85zZSyAiIrIkBvWJyFjXZumn5GM2pxEZtX6/Og85m88HrF6tBvcXLRJ7XbW3qyX/swnssyqFsZYsEbvBI1v5+P5OREREurk2Sz8lH7P1+yaGhGfUDspewzYPkHkUj4w37/4b/OnhJxC5bYbQ68ob6USo8etZBfaN6vPOqhSqc3V3CN3gkS1m6xMREQ3PQp/4ElFeSJexmW/ZnEZk1M6fDxQWip2DrKO6Gli7Fnj9dbUs/+rVwIMPAh/6EFBSot88XV1qZYBMS/GzKoWxqquBpUvNXsXV8u39nYiIiHSTLiM/37L1FdmL87XThc5xvnY6FI91SnGTWNHyG3Hq3sX444pv4s8Nj+HUXQsRuW0mzr1tOga9+n2W4LnYjSlbv5NxKf5+g6pFDHADCwAgWj4JZ6fNNnsZV2G2PhER0fUY1Cci44yUpZ+Sj9mcIjNqXS5g8WIxY5O1FRYCdXVq4H3NGmDsWKCnR9852tuB9eszuy+rUhhv5UprVS7Ix/d3IiILkKDkdHONcst13MxuMOWm7TiLvIk+3la8XXn+xSNk6acUH21DcfiPBp1nk46HdPUtUjdLWEatIkk4WzcLLkmBS1IgSRB3gzVfz6McIWE3kdfQaO/pLgCS7MVA5S04N/1OdN77IJKFfhRE+3U9et5IJ8pf/HFG59CIPu+Dshf9E6fAyHORzftftjdXmlsmjz8z+4OIWqhygf/oYfjb24S91s3/XSfgtS6lv2l7377+95ERN7HvrWJ/F9nr9xvpTdy/GLK7kfMwqE9ExskkUzPfsjlFZtQ2NKjjU35rawM2bRIzdmOjOv5oWJXCeD4fsHEjEDSmbGVG8u39nYiIiDQrzyATP5P7OEm0/EZEps0RMnZk2hxEy28UMjbZh7fzJMpaXhQydlnLLng7T456P0X2oru2XsgaUrqn1kMRvHHAThSPjBMPPIp48Rizl3IZs/WJiIiuxqA+ERljtCz9lHzM5hSRUVtVBaxYoe+YZE+bNwPJpJixk0lgy5bM7mt2VYq+PvX95Yc/VNsSPPaY+t8f/lD9fl+fmLWZKRRS2zBYJWM/H9/fiYiIKGf+UbL0U4qPtsEf/qMBK7KON2d/SPeM2migHJ2zP6TrmGRP4/a9BEkRk98nKQrGvf5SRvcV2eddkSScu31W2vtIsSgKw4dR9tovccPzz2Dijk244flnUPbaL1EYPgwpFhWyNjPFA0Eca3jMMhn7RUcPo6g9g0QCIiKiPOE2ewFElCeyydDcsAHYtk3USqwnlVG7cKHaq1yrYFDNoPb5tI9F9tbXB+wUnLm0YwewatXoWfKpqhQbN+q/hnRVKdra1I0NO3cCvb0jj+H3q9UElixxVoWLUAhoagLWrVMrNoja4JGpfHt/JyIiopxlk4Ffvmcn/rz0LwWuxloUj4zwA5/BXzR+DZ6L3ZrHixePwdFFn4XikXVYHdmZFItizCGxG3HHHGxG5/sWjJoln+rzHmjepfsazk6bjWj5pGF/5u08iXH7XkLpoRYUpAncD8peXKidhnN1d4w4lh3FA0GEH/4iJrz4Y4xreTGrDR4K9C8RPn7PczhWtVLnUYmIiOyJmfpEJF6mWfop+ZjNqVdGbVUV8OyzQGWlLssimzt0KH0gWw+9veo8mTCyKsXAALBmDTB3LrB16+jHobdXvd/cuerjBgb0XaeZfD61KkFTE7BokbqBIR2/H5gjpqRrXr6/ExERUdYyzdJPycds/VigHH9u+AfNGbXRQDnal/0jYmUWattEpinsOJo2kK2HglgUhaeOZnTfLkFVKbpmf/C670vxGMp/th1V3/sSxh14edTjUBCLYtyBl1H1vS8h+LPtkOIxXddpJsUjo+vuhWh/+J9x7rYZGBxlA8ag7EXPLW8T0vOb2fpERERXMFOfiMTLpY9yPmZzasmodbnUbOUVK5ihT1e0tho3T13d6PczqipFOAwsWwa0t2c/ZjKprnH3bvW/oZD2dVpFdTWwdq1aWeHQIfW8tbcDsRggy+oGiZoaoLZWfT8RJR/f34mIiCgr2WTpD31MPmXrA2pg/8jDT+CGF3+EQMuu7DJqJQmRaXPQOftDzNCny3ynwsbM03EUfZW3jHo/xSPj2AOPItT4dd2qUhxb9Oh117wn0oUpW78Db6Qz6zElRUGgeReKjxzC8QceRTzgnA0ysfJJ6Lz3QXS97374Th2Fr+MY5EgnpME4lAIPYoFyDFRMwcDESkx+5jvC1sFsfSIiIhWD+kQkVrZZ+impbM76ev3XZGWpjNoFC9Re5Tt2jF4yfP58tZ+4k0qGkz7CYWPmySZ4nqpKkWvQPaWqSg3oX1uVIhzWZ9NAe7s6zvbtzgrsA2qrhLq6kTdi5Pq+nal8fX8nIiKijGSbpZ+SytbvDeVXYF/xyDh199/g7NvfjcDruzH24Gujlgw/P3U6IrfPQqz8RgNXSnYgR3TYfJ3RPJkHz+OBcoQbHss56J4SDZTj2KJHEb+mKoUn0qXLpgFvpBOVjV/H0YbHHBXYBwBF9qK/8hb0j7ARo6i9DUVHDwubP5Wt31fFz72IyB4USFCE1C/Jbg3kPAzqE5FYuWTpD31svmZzZpNRO1ovc8pfUbFlEy+LZVlmUFRVioEBdbOAHlUAAHWcZcvUteZTBQwt79vZzJGv7+9ERAaSoH9vW63ErifzLOVsWe04Wp2k4VzkkqU/9LHtDbkFfex+jmPlN+LUvYvx5vsWoPDUURR2HIUceROuwQSSBW7EAjegv6IS/RMrR+1lnjkxrzkzz4U9rwP9zoOUiOs2VjquwXhW7xOJQBDtl/q8l2Xb512ScHbabJye/UEoHvmq341SPIYpW7+jSxUAAPBc7Mbkrd9B+OEvOqoCxmjnavye54SvYfye53C8apjWeyOQTH0xi/v3iCj2fO8bnT2f1/DXj5Z/WxGRczCoT0TiaM32ZDbn6Bm1ROl49fqwbhRyDh9WiKhKsW6dtuz/4bS3A+vXA48/ru+4VsZgOxEREZkk1yz9lOKjbfC3/xG9VfmVrT+UInvRV3lLRqXNia6luD3GzFOQ/TypPu/db383xr2+G6UHm0etSnFhaj3O3T4L0fJJw95nwos/1pT9PxxvpBMTXvwxuu5eqOu4Vna8IfNgOxEREeWOQX0iEkePbE9mcxLlzqiy8VVVuT9Wr6oUbW1q1r8IjY3A/fezxQURERGRYEEdsj2De55Dex4H9Ym0iBlUNj4aKM/9seWT8Oa9D6JzSJ9375A+79Ehfd7TVaWQO09iXMuLOa8jnXEtL+L829+N2AibCYiIiIhywaA+EYmhV09mZusT5a6mxj7zaK1KsXlzdmX8s5FMqtUE1q4VMz4RERERac7ST2G2PlHuBiZWGjNPxRTNY4zW53004/a9lFUZ/2xIioJxr+9G570PChmfiIiI8pPL7AUQkUPp2ZPZiP7ORE5UW6uWrRfJ71fnMVNfH7Az996rGdmxA+jvFzsHERERUR7TI0tfxFhE+aS/ohKDabLb9TAoew3bPDASKRZF6SEdElHSKD3YDClNewAiIiKibDGoT0T60ytLPyWVrU9E2SkqAubNEzvH/Pnpy+Ib4dAhoLdX7By9veo8RERERKQ7vbL0U1LZ+kSUHUX2ort2mtA5LkytT1sW3wi+jqMoEBxwL4hF4Tt1VOgcRERElF9Yfp+I9Ccis37DBmDbNv3HJbKyvr4rfebDYSAaBbxeIBS60me+qCj9GEuWqK8dEaXpXS5g8WL9x81Wa6tx8+TaHoCIiIiIRiQisz645zm0swQ/5RkpFkVhx1H4Th2FHOmClIhDcXsQCwQxMLES/RXp+8wDwLm6OzDujVeElKZXJAnnbp+l+7jZMirY7us4lnN7ACIiIqJrMahPRPrSO0s/JZWtX1+v/9hEVtPWpvaI37kzfQa6369m4i9ZAlRXD3+f6mpg6VJg40b919nQMPK8RgqHjZmnvd2YeYiIiHQiQYEEMf2CR56TrmX0ORgysS2G9rfrm6WfUny0DcXtf0SvJQL74q4Bka85Z76e7XkuRuPtPIlx+15C6aGWtBnog7IXF2qn4VzdHYiWTxr2PrHySTg7bTYCzbt0X+e5abMRK59k+rUlR7oMmudN834HZEESekKs//yzZfb1myu7rjs9Z76nD8dq66H0FEW9mb0Gch4G9YlIXyKy9IeOzWx9sqNMM+4HBoB164BNmzLLrO/tBbZuVV8XS5cCK1cCPt/191u5Eti9W9+gdFUVsGKFfuNpETWoT2EsZsw8RERERHlERJb+0LGZrU92JMWi8HUcReEwGff9EysxcCnjXorHMOHFH6Os5cWMMusLYlGMO/Ayxr7xCs5Om43Tsz8IxSNfd7/Tsz+I4iOH4I106vacooFynJ79Qd3G00JKxI2ZZzBhyDxERESUHxjUJyL9iMrST2G2PtlNNhn3d9wBvPEGcPJk9vMkk2om/u7d6n9Doat/7vOp31+4EOjSISMhGAQaG4ffQGAGr0H9GOXrP+wiIiIiotz52/8Iv4As/cvjH22D3zLZ+kSjyybj/uJbpqLwxJ8hd0eynkdSFASad6H4yCEcf+BRxAPBq36ueGQcf+BRVDZ+HZ6L3VmPf6148RicWPTosBsIzKC4PcbMU8CP3omIiEg/LrMXQEQOIjJL38g5iLQaGADWrAHmzlUz6dMF9AH15z/5SW4B/aHa29XA/XDl6EMhYPt2NcNei6oq4NlngcpKbePo6dpNDKJoPXZEREREdBWRWfpGzkGklRSPIfiz7aj63pcw7sDLaQP6gJpxP+Z3r+cU0B/KG+lUA/fDlKOPB4I41vAYooFyTXNEA+U4tuwxxMuCo9/ZILGAMWuJazx2RERERENxuyAR6Yel8YnUgPqyZeb1X+/qUudvaro+kz4UUr+fTYn/FJcLaGhQS+5bJUM/pabGWfMQERER5Yn2hsfMXgKR6TyRLkze+h1dS91nNf/Fbkze+h20P/zF6zLp44Egwg9/ERNe/DHGZVjiP0WRJJxLU+LfTAMTjdmkPlBhoc3wREREZHsM6hMR5bNMe71TZsJh/Urca9HeDqxfDzz++PU/8/mA1auBBQuALVuAHTtGbw0wfz6weDFQXS1qxdrU1qrrHK0ighZ+vzoPEREREVEek2JRFHYche9U+Lpe7wMTQ+i/1OudMuOJdOlW4l4Lb6QTE178MbruXnjdzxSPjK67F+L829+Nca/vRunB5lFbA1yYWo9zt89CrHySyGXnbKCiEoOyd9SKCFokZS8GJk4RNj4RERHlHwb1iSh/5XNAO5te7/PmAUuWWDegaxUDA2qGvNkB/ZTGRuD++0c+b9XVwNq1wKpVV14H7e1ALKb2jq+quvI6KCw0du3ZKipSr9OtW8XNMX++9Y8DEREREQmlBrTDKDx1FHKkE65EHEm3B7FAOfonVqK/IuTYgHaq1/uYQ6MHdLtr63Gu7g5ELRrQtQopHsPkrd8xPaCfUtbyIrrf/u4Rz1usfBI6730QXe+7H75TR+HrOAY50glpMA6lQH0dDFRMwcBE62/sUGQvLtROw7gDLwub48LUessfByIiEkOBBAWS6Wsg52FQn4jyTz4HtAcGsiu93turBkq3bQOWLgVWrrRe6XWrWLfOvJL7w0km1Uz8tWvT36+wEKirU292tmSJep1m01IgUy6XWqmAiIjIhuz2UY6EzEs7Zzmwaex2DsQTdI4zkOu58HaeRJkjA9qjnwspHkPwxR+jLMPS6wWxKMoO7MW4N17G2Wmz0TVC6XU7vi70XnPwxR+bVnJ/OJKiYNzru9F574Np76fIXvRX3oL+yltGH9PE1/toztfNwtg3XsmqpUCmFEnC+bqZkLK+aKx7vEZix9dyJuz5vOz3+9VMYtes/7mw8vspERmHQX0iyh/5HtDW0us9mQQ2bgR271b/GwrpvTrtzKy80NamXldWs2OHmomfDxnm1dXq63TjRv3HbmhwzsYeIiIiIsqYFI+h/MUfaQhof8hyvcSz4Yl0YUqOvd4lRUGgeReKjxzCsQceRTwQFLBCbaRYFL6Oo5cqL1zdSqB/YiUGBLYSkDtPYlzLi0LG1qL0YDO63nd/XmSYx8on4dy0O1DWrP95OF8/27KtB4iIiMi+GNQnovzg9ID2aPTq9d7ero6zfbt1joMVKi9s3iwmQ1yr3l51o4Pds/AztXKl+jrVs2JCVRWwYoV+4xERERGRLciRTh0D2uUCViiWJ9KFkA693r2RToQav45ww2OWCeynWgmUHmoZvTd87TQhlRfG7XtJSIa4VgWxKHynjmaUhe8EZ2Z/EMVHWiHrWDEhFijHmdnzdRuPiIiIKMVl9gKIiIRLBbS1BvpSAe1wWI9VGUfvXu9dXep4AwP6jJergQFgzRpg7ly1okK6gD5wpfLC3Lnq4/Raf1+fuqHAqlpbzV6BcXw+deNNUKcPC4NBoLHR3hU6iIiIiChr8qVAtNbS6KmAtsdCJdYzIcVjmKJjr3fPxW5M2fodSPGYLuPlSorHEPzZdlR970sYd+DltAF9QA1wjzvwMqq+9yUEf7Zdt/VLsShKD7XoMpYIvo5jZi/BMIpHxokHPo1E8RhdxkuUjMHJBz9t6wodREREZF0M6hORszk1oJ0NEb3e29uB9ev1HTMb4bAanN+4MfsM+VTlhblz9dmgcejQ6BsKzKT3ube6UEitJFFVpW2cqirg2WeBykpdlkVERERE9uDUgHY2RPR690Y6EXzxx7qOmQ1PpAtV3/syAs27ss6QT1VeCH3vy/BEtH+24Os4OuqGAjPpmbVuB/FAEMcaViKmsaJGLFCO48tWIl5mjYoURERE5DwM6hORszkxoJ0Nkb3eGxvV8Y1mtcoLVs+Ej9nnw0PdhEJAU5O6AceV5T91XC7goYfUxzOgT0RERJR3yl/8keMC2tnwdp5EmaBe72UtL8LbeVLI2Ol4Il2o1KnywpTGr2sO7PtOHdX0eNGkwbjZSzBcPBBE+OHVOFs/G4okZfVYRZJwbvocHF2+mgF9IiIiEopBfSJyLicGtLMlstd7Mgls2SJm7JFYsfKC1dsxyHla9s/nA1avVoPzixYBfn/6+/v96v2amoDHH2fJfSIiIqI8JDagvcuUgHa2RPZ6lxQF417fLWTsEeeMxzBZ58oLN2qsvCDrkO0vklLgMXsJplA8Mk7fvRBHl38R52+bgaTsTXv/pOzF+dtm4OjyL+L03QtYcp+IiIiEc5u9ACIiYYwIaK9dK2Z8PRjR633HDmDVKqCwUOw8KSIrLzz+eG6Pj1q3bCIA7WXo7a66Wn2drlqltkpobVXPeSymbnioqgJqaoDaWuOuYyIiIiKypDLhAe2X8Oa9i4WMrwcpFsUYwb3exxxsRuf77gdGCZjqZYKgVgITXvwxuu5emNPjpYS1M+G1lqG3u1j5JHTdtwin7/oIfKeOwdtxFHKkE1IiAcXtRixQjmhFJQYmToFi0HVMRET2oly6mb0Gch4G9YnImZwY0M6WEb3ee3vVeerqxM4DiK+8cP/9agA4W16L/xFfU2P2CqyhsFC9To24VomIiCxCggIpl49zsqs8bJWhHUrcx3Eiz4Udz7Ma0G4WOkcqoH1tINAqx6vQgF7vBbEoik4dRX/lLULnAQBZYOWFcS0v4vzb341Y+aSsH6u4rZ0JH62YkvHvjiwr1WfJ3HCEIsvor7wZ/ZU3p7tXVmNa5bWeLbuuOz17/n41i9jnZM/Qo9Hn2YnXFRFlj+X3iciZjAxoW5VRvd6NmseqrQRCIV2Xoiu/X81AJyIiIiKitIwKaBdauJ+6UWvzdRwzZB6rthKIBazbdz0pezEwcYrZyyAiIiK6ytKlSyFJUsY3p2JQn4icyWkB7VwY1etd73L4wzGq8kJ/f/aPs3Im/Pz51q0kMZLmZvVGRERERGQg36mwMfMYFNDOhVG93mWdy+EPR4pFUSq4lUDpwWZIOWwEGZhYKWA1+rgwtd52JeUL29tQ2N5m9jKIiIiGkCxyI6dh+X0iciYnBbRzZVSv91hM/BxWbiVQW6tmxIteX7ZcLmCxdft1jmjDBvW/27aZugwiIiIiyi9OCmjnyqhe79Kg+Hl8BlVe8OXQSmCgohKDslf4+rKlSBLO3T7T7GVkLbDneQDAiaoc2ukRERGR7Xz/+99HMGjdykciMahPRM7kpIB2rozq9S7L4ucwsvJCtkH9oiJg3jxg61Yxa8pVQwNQbbMPNZqbgZaWK1/X15u7HrKGvj51w01rq7phKxpV399CIbVSRm2t+jokIiIi0sBJAe1cGdXrXSkQP4/PwFYC2Qb1FdmLC7XTMO7Ay4JWlZtz02YjVj7J7GVkpbC9DUXhw5e/7mdgn6BW6vB2HIW34xjks12QEnEobg9iZUFEK6YgWlEJxYjPsoiISIj3ve99CFm5Ja5ADOoTkTM5KaCdK6N+sVVViZ/D6pUXlixRM8uTSX3Xk6uqKmDFCrNXkb1Uln7qa2br57e2NmDzZrX1RrpKGH6/urFmyRL7bWQhIiIiy3BSQDtXRvV6jwXKhc9h9coL5+ruwNg3XoGkKDqvKDexQDnOzJ5v9jKylsrST33NbP38JneexJh9e1BysAWuNJUwkrIXPVPr0F0303YbWYjIHpRLN7PXQM7jMnsBRERCOCmgnSujer0bMY/VKy9UVwNLl+q6lJwFg0BjI+Dzmb2S7AzN0gfUr5ubzVsPmWdgAFizBpg7V62AMVpri95e9X5z56qPGxgwZp1ERETkKE4KaOeq36Be7wMVU4TPYfXKC7HySTg3bbbOq8lNongMTiz6NBSPhZMWhjE0Sx8AisKHUdjeZuKKyCxSPIbxLzyLyU+twZj9L6cN6AOAKxbFmP2vYPJTazH+hWchxS1chZOIiGgIZuoTkTM5KaCdKyN6vfv96jyi2aHywsqVwO7duWf766GqSg3oVxrzYZyuhmbpD/0es/XzSzgMLFuW2+somQQ2blRfhxs3Gre5i4jIwiRJveUPcfkoIg+jM0+R/c7FgEEB7WjFFMtm2EQN6PU+KHtHPdaSDteP4jbmI0+lwJ3xeq99P47MmY/iI4dyzvbXQyxQjpMPfhqJsgm6HPdsaH0tD83SH/q9kyZm69v3/dy8fE6tx8wd6cLEZ57M6XUkKQrGNr+EoiO/w6lFn0Qiw81dYs+z83Jr7fq6MG/dw18DRr9HE5E1WfXvCCIibVIBbZGMCmjnKtXrXaT584HCQrFzAPaovODzqYHEoDEZPldxuYCHHgKamuwZ0L82Sz+F2fr5JRwGFi7UvjGmvV0dx6i2HUREROQIA5cC2iJlEtA2U6rXu0gXptZDEXycASBuUOWFuIbKC4pHxslFn0aiZIyOK8pwbknCuemzcXT544iXTTB8fq2uzdJPYbZ+fnFHujCp8RuaN8bIkU5MavwG3Aa17SAiIm3+7u/+DlOmTIHX68XYsWPx1re+FX/3d3+Hl19+2eylCcegPhE5k5MC2losWaIGfEVwuYDFi8WMfS27VF4IhYDt27W3ZZg0CfjAB0bfmOL3A4sWqcH8xx+3X8n9lOGy9DP5GTnHwICaod+l04coXV3qeCzFT0RERBlyUkBbi3N1d0ARVOJDkSScu32WkLGvZdTmiYEKbfPEA0Ecb1ipuS1DfEwAF2rrkBzl+krKXpy/7b04unw1Tt+9wHYl91PKhsnSz+Rn5BxSPIaJzzwJd0+3LuO5e7ox8ZknWYqfiBypt7d3xJsd7dq1C8ePH0csFkN3dzf+8Ic/4Ac/+AFmzJiBe++9F2fPnjV7icKw/D4ROdeSJWrp7mRS/7GNDGhrker1vnGj/mM3NKjjG8FOrQRCITXIvm4dsGlT9tffX/4l8LWvAVOnAv39wKFDQGurmn0ci6ktAqqq1A0ItbXW31gympGy9FNS2fr19catiYy3bp3+rSva24H169UNL0REREQZOFd3B8a+8QokRf8St0YGtLVI9Xova96l+9jnps1GrHyS7uMOZ6CiEknZO2pvbS2SshcDE6doHiceCOLo8tUYv+vHGNvyUlbXnwL1nL05bwmik0KQYjH4Th2Ft+Mo5EgXpEQCituNWCCIaEUlBiZWQtHSds4CRsrST0ll6/ebWIafxCvbtUP31hVypBNlL+5E5O77dR2XiMhs5eUjbx5UBPy7V5SSkhLceeedqKurw+TJk1FQUIATJ07gF7/4BX7xi18AAH76059ixowZ+NWvfoXS0lKTV6w/SbHTGctDvb29KC4uBgBcvHgRftHlxImcZs0aMQHthx6yT6BoYACYO1ffgFlVlRq4NjIzfNUqYOtWceMvWgSsXavvmAcPAv/wD8Af/5jd41wudTPGypX2zb7P1N/8TfqgPgBMm6Zu0CFnamtT36NEbcBqajJuAxJRhvhvfBJp6PXV8v3nUeS1+QbArNivj7vosc1jz3MBAMGfbUdAQED7bP0cdN29UPdxRZDiMYS+92V4dQyYRQPlCD/8xYwyw/XqG1z+k6cx9oC4Mqznb5uBznsXZXz/TAogeE+GUb7j/4O362RW17oiSTg/7Q6cmTPfNtn3ub6WJzV+I21QHwD6QrfgZMPnc5whd/Z9PzcvPJDLMZM7T+LGp9YK24B1YvnjaTcgiT3PzgvV2PV1Yd66h78G+qID+KuPfwgA/4a0qqF/hz3/3T0oNPnvsP5oP+59ZOao97NLiPjAgQP4y7/8yxGv/VdeeQUf+chH0HWpCujHPvYx/Pu//7uRSzQEM/WJyNlWrgR279Y/oL1ihX7jiZbq9b5woT6lrYNBoLHR+GCz3SovhMPAZz+b27WXTKrnbPdu9b+hkL5rs4rRsvRTmK3vbJs3i3ldA+q4W7bov2GHiIiIHOv07A+i+Mgh3QPap2d/ULfxRFM8Mk488CimNH4dnovaS1vHi8fgxKJHDQ82n6ubhTFCKy/M1HVMT6QLE//7hzllH0uKgnHNL8J/pBUnF30K8UBQ17VZxWhZ+inM1ne20n17hLyuAfW1VLpvL87c94CQ8YmIzNDZ2Sl8I8gPfvADnDhxQpexnnjiieu+d+utt6Z9zHve8x786Ec/wnve8x4oioLGxkY88cQTmDTJmCpRRmFQn4iczSkBba1Svd6XLdO2waGqSn3+lcb0J7yKnVoJhMP6XHPt7eo427c7M7C/YUN292W2vvP09QE7d4qdY8cOtdKH3VtVEBERkSEUj4zjDzyKSpsHtLWKB4I41vAYbtz6HU0bHKKBcpxY9CjiZcYHmdVWAnegrPlF3cfWu5WAJ9KFyY3rNPcHlyOdmNy4HscbVjgysF+25/ms7nuSQX3HkWJRlBzcJ3SOkoMtiNz1Edu3qiAiSvH7/YYE9VsySd7KwHBB/Uy8613vwvve9z78/Oc/x+DgIH7+859j2bJluqzJKlxmL4CISLhUQLuqSts4VVXAs8+aE9DWQ6rX+7JlamZ6NlwuteVAU5O5z3/lSu3n8Vp6V14YGFCPsR6bSAB1nGXL1HGdJNMs/ZRUtj45y6FDQG+v2Dl6e9V5iIjykiLkJpl0c416g7CbpOmW/nnZ8VyMfsv9eIk9F5ndEpcC2tHAyP1HMxENlOPYsseEBrRFnsdEYAKOPrwaZ+tnQ8mkdvwQiiThbP0cHH14NRJlE65/PUsj3yQJGm/K5VtkznzENJ7Ha8UC5YjMmXfVPJncRnwdx6OY9Mz/0xzQT3H3dGPSM/8KVzxmyOsl19dztmMVZZiln1IUPoyi9jYBz0vM+7m57+nmXAO5XAe+jmNwxaIZXwe5cMWi8J0KCzvP6a8Bc1+zVnitZ/p6E30Te55zez2SfYi9gjK/5aOZM2de/vqP2bbEtQEG9YkoPzghoK0Hnw9YvVp9LosWAaPt0PP71fs1NQGPP25+hYJU5YWgTh+Kiai8sG6dvu0eAHW89ev1HdNs2WTpa3kMWVtrq7PmISIiIseIB4IIP/xFnK2fk3NAO/zwF03JUNeT4pFx+u6FCD/8RZy/bQaSsjft/ZOyF+dvm4Hww1/E6bsXmF6hQPHIOLnoU0iUjNFlvETJGJx88NO6Pq/xu3bkVHI/HTnSicCLO3Qd02zZZOlreQxZm7fjqCHzyB3HDJmHiMgpmpuboSiKLjctAoHA5a/Pnz+v8VlZD8vvE1H+SAW0FyxQeyzv2JE+Q9TvB+bPV3ut61ma3Qqqq9Ue06tWqRmsra1q4DgWA2RZzV6vqQFqa61XstrKrQTa2oBNm/Qbb6jGRuD++51xLWabpZ+Sytavr9d/TWSOcNiYefTeaENERER5QfHI6Lp7Ic6//d0Y9/pulB5sRkGaDNFB2YsLU+tx7vZZupZmt4JY+SR03rsIXe/7CHynjsHXcRSeSCekwQSUAjfigXIMVFRiYOIUKKME/o0WDwRxvGEFJj3zr5qC57FAOU4++GnEyybotja58yTGtryk23hDjW1+CRfe/i5HXIuF7W0ozCJL//LjwodR2N6Gfpbhdwz3WZ2qIo7CEzFmHiIi0lckErn89dixY81biCAM6hNR/rFzQFtvhYVAXZ16s5NU5YV169QgejKZ+WNdLqChQS25r3flgc2bs1tLNpJJdTPK2rVixjeSloz7DRuAbdv0WgmZLSq2bOJlsZgx8xAREZEjqQHtB9H1vvvhO3UUvo5jkCOdkAbjUAo8iAXKMVAxBQMTKy0X0NabInvRX/kW9Fe+xeylZCUeCOLo8scxftcOjG15CVIWWWCKJOF8/R04M3u+7pUHxu7bk9VasiEpCsbs24PT9y0SMr6RtGTcl+15HicZ1HcMVyJhyDySQfMQEZG+9u7de/nrW265xcSViMGgPhHlL7sGtElltcoLfX3Azp36jzvUjh3qZhQ7bzbJNUs/hdn6zuI16ENv2dyyr0REROQMakD7FvRXOu8DwnygeGScvmcBut/xLozdtwelB1vS9uZOyl5cmDoN5+tmCsl2l2JRlB7U8LdRBkoPtuDMXfdDsfG/h3PN0r/8eGbrO0rSbUw4QzFoHiIi0s+vfvUr/PznPwcAuFwu3HXXXSavSH/87URE5ATNzep/8zHQaZXKC4cOpd9UoIfeXnUeO29E0ZKlP3QMZus7QyhkzDxVVcbMQ0RERGQThe1tAJCXgc5Y+SR03bcIp+9SKy94O45CjnRBSiSguN2IBYKIVlReqrwgLhju6ziadlOBHlyxKLynjmLAZpUVhtKSpT90DGbrO0OiLGjIPPGAMfMQkTMpkKBAMn0NTrF582ZMnDgRc+bMgSQN/7xeffVVfPjDH4ZyqQLSkiVLMHnyZCOXaQgG9YmInCAVKM3nQKfZlRdaW42bx65Bfa1Z+inM1neOmhpnzUNERERkE+P3/AQAcDyPA52KLJvaSsDbccyQeXwd9g3qa83SvzwOs/UdI1pRacg8sYophsxDRESje+ONN/Dtb38bkydPxl133YXa2lpMmDABBQUFOHHiBH7xi1/gF7/4xeWA/l/91V/hW9/6lsmrFoNBfSIiuxsaKGWg0zzhsDHztLcbM48IemTpDx0rnzexOEVtrdoaQ2SVC79fnYeIKA+5Lt3sRVBvaSGjimfXdZtFEnT9mGmEZCRNCtvbUHRUDZQWhf/ouECnXV438tkuY+aJdJl4TLS9JssubT7RQ9men6CjytzWGXY9D2YZ7njFKiYjKXuFVrlIyl7EJlYKOV9irwHnnGf7E3Eu7Hl+ifR0/Phx/OAHP0h7nw9+8IP493//d4wdO9aYRRnMfn/fExHR1YYGSvUMmlJ2omLLJl4Wixkzj970ytJPSWXrk70VFQHz5omdY/58sa03iIiIiGwmMCRQGtChtDnlRkrEDZonYcg8elOz9I/oN174CHyX2k6QfSmyFxeniq1eeHFqndDWG0RElJ2VK1diy5YteOSRR1BfX4+qqiqUlJTA4/Fg/PjxuP322/GZz3wGBw4cwI9+9CMEAgGzlywMM/WJiOzs2kApy5Kbx+s1Zh4z/rBMBc+1XFciNpwwW98ZlixRz2Myqf/YLheweLH+4xIRERHZVGF7G4qGlDMvYlly0yhuj0HzGP/xb+Gl4Hm/hsz4MgEbTsr2PI8OXuu2d6FuBkoOvApJ0T9zWZEkXKibofu4RESUu0mTJuHBBx/Egw8+aPZSTMdMfSIiOxsuUMpsfXOEQsbMU1VlzDxDbdig7brSO0s/hdn6zlBdDSxdKmbshgZ1fCIiIiICcHWW/pXvMVvfDPGyoCHzxALGzDNU2Z7nNQXl9c7Svzwus/UdIV4+CRemzRIy9oX6OxAvnyRkbCIiIq2YqU9EZFcjBUqZrW+Omhp7zdPXBxw6BLS2AuGw2j7A61U3J9TUqD3Ii4quvs5yva5EbjRhtr4zrFwJ7N4NtLfrN2ZVFbBihX7jEREREdnctVn6KczWN8dAxRRD5olWVOo2lhSLwttxFN6OY5DPdkFKxKG4PYiVBRGtmIJoRSV8J8MovHSd5XpdicjSHzo2s/Xt79yceSg80go50qXbmLFAEOdmf0C38YiIiPTGoD4RkV2lC5Qy0Gm82lrA7wd6e8XN4fer82jR1gZs3gzs3Jl+rX6/2uv80KEr38vluhKVpZ/CTSzO4PMBGzcCCxcCXTp8KBMMAo2N6rhEREREBGD4LP0rP3seJxjoNFS0ohJJ2QtXLCpsjqTsRXSi9qC+3HkSY/btQcnBlrTrTcpeJOUr/wYv2/M8TmZ5XYnK0r88/qVs/QFe77ameGR0LvokJjZ+E+6ebs3jJUrGoPPBT0HxmNDykIiIKEMsv09EZEejBUpZltx4RUVqEFyk+fOBwsLcHjswAKxZA8ydC2zdOvrmg95e9X5Dg/q5XFdGtINgywlnCIWA7du1t5ioqgKefRao1C8jiYiIiMjuRsrST0ll65NxFNmLnqnThM7RM3UaFDn3IKUUj2H8C89i8lNrMGb/y6NuQHDFonBfvBJgLQwfyfq6Epmlb+QcJF4iEMSphr/X3GIiFgji1LLPI1E2QaeVERERicFMfSIiO8okiMlsfeMtWaIe82RS/7FdLmDx4tweGw4Dy5bpU9o82+uK1yBlIxQCmpqAdeuATZuyey25XEBDg1pynxn6RERERFdJl6V/5T7M1jfa+bqZKD3wCiRF0X1sRZLQXTcz58d7Il2Y+My/Qo50alpH4Jc/womPfyHj+59s+Pyo95G0LIgcJREIomP5KozbtROlLbuzei0pkoQL9Xfg3OwPMEOfiHSlQIJi8m8rs+cnMRjUJyKym0zLmbMsufGqq4GlS9Uy4npraFDHz1Y4rF9Jc4DXFYnn8wGrVwMLFgBbtgA7dozeKmL+fHXTSy6vESIiR1Mu3bJj149/7Lpus0g5XBtWIJl2om16vDB6ln5KUfgwinLsgW4k+77Wr7+G4uUV6J42C2ObX9J9tu76OxAvr8jpte6OdGFS4zd0KWvuO3kUxb9tQe/bsqtKIPY82/P1nI5dXxe6rNsj49w99+PiO96Jkn17UXxw36htIi5OrUNP3QzEyysurcMe14Q9z7N5x9aOx2ukNbPkNhEBDOoTEdlPNqXGma1vvJUrgd279cmKT6mqUrOPszUwoGbo6xXQT/nmN9Xy5kQiVVcDa9cCq1apbSBaW9XXVSwGyLL6uqipAWprc29LQURERJQHsik1nksPdNImMmc+io78TnNG/FCxQDnOzs6tPZwUj2HiM0/qEtBPCT73NMJvfTuzoUmoePkknL3vAZy76yOQTx2Ft+MY3JFOSIkEFLcbiUA5ohVTEJs4RVNbCiIiIrMwqE9EZCeZZumnMKvaeD6fmqmvV3Z8MAg0NuZWTnzdOn03F6S8/jqvKzJOYSFQV6feiIiIiCgrmWbppxSFD6PQBtn6TqJ4ZJxa9EndMuMTJWNw6sFP5RxAL9u1Q9cNBgDgSsQR/NEmdC78uK7jEg1HkWVEK29GtPJms5dCRESkKwb1iYjsJJss/aGPYbZ+bvr6rmQIh8NANAp4vWrf71SGcFHR9Y8LhYDt27X3sa+qUgP6lZXZP7atTe1JLspXvwo895y48YmIiIiISLNssvSHPobZ+rmRYlF4O9QMYflsF6REHIrbg1hZENGKKYhWTIEie697XDwQxMmGz2PiM09qCqjHAuU49eCnkCibkNPj5c6TGNOyO+f50/H//g3InScRK58kZHwiIiIip2NQn4jILrLN0k9htn722tqAzZuBnTtH7+U9bx6wZMn1vbxDIaCpSc2W37QJSCYzn9/lAhoa1JL7uWToA+r6s5kzW4cO8boiIiIiIrKwbLP0U5itnz258yTG7NuDkoMto/by7plah+66mdcFt+OBII4vX4XArh0Y07IbkpJ5H2pFktBdfwfOzp6nqcR96b49Wc2bDQnAuBd3ovOBR4SMT0REZCVifptSvmNQn4jILnLJ0h/6WGbrj25gILsgfG8vsHWremyXLgVWrrw6CO/zAatXAwsWAFu2ADt2jL5JYP58YPHi6zcJZKOvT92QINo3vgH853+Kn4eIiIiIiLIWyCFLP4XZ+pmR4rFLQfiXMgqGu2JRjNn/CkoPvIruabMQmTP/qiC84pFx5p4FuPCOd2HMvr0ZbhKYhgt1MzRnwEuxKEoO7tM0xmj8hw9BisXYz5yIiIgoBwzqExHZQa5Z+inM1h9dOJx7ufxkEti4Edi9W/1vKHT1z6urgbVrgVWrrpTzb28HYjFAltUy+6ly/oWF2p/LoUPpNw/oZf9+XldERERERBaUa5Z+CrP1R+eJdGHiM/+aU7l8SVEwtvklFB35HU4t+iTigeBVP4+VT8Lp+x7Ambs+Au+pS+X8I52QEgkobjdigXK1nP/ESvVvSh14O46l3UCgB0lRUPLGK7hQP1voPEREREROxKA+EZEdaMnSHzoGs/WHFw4DCxcCXV3axmlvV8fZvv36wD6gBuzr6tSbSK2tYscfitcV6aWv78qml3AYiEYBr1d9LaU2vRQVmb1KIiJbkS7dRvoZXSE5sECmJPQkO/B4mb2AHI207vEasvRTAqZl64u7vvQ6z+5IFyY1fgPunm5N48iRTkxq/AZONnweiWsC++odZEQr34JY5VuGfbye162v46iOo41sTPNu9NTfIXQOu76e0xH7nOz5ni7FopA7jsHbcQzus12XN70kyoKIVUxBrGIKFNlr9jKzZP33PysR+pwEDp7LvzslyZ6vUyLSF4P6RERWpzVLP4XZ+sMbGFAz9LUG9FO6utTxmpquLsVvpHDYuLl4XZFWbW3A5s1qy4jR2lPMmwcsWaKtPQURERGRwxW2t6FQQ5b+5XGYrT8sKR7DxGee1BzQT3H3dGPiM0/ixPJVV5XiN5r7rE5/E49CPncGvvbDGKi6xZD5yHk8nR0o3bcH/oOvj9qeonfq7eipm4l4eYWBKyQiIhKDQX0iIqvTI0t/6FjMqr7aunW5ldxPp70dWL8eePxxfcfNVFRsycTr8LrSXz5krQ8MqK+/TZvUFhaj6e0Ftm5Vr7WlS4GVK83bOENERERkYWU6ZOkPHcucbH3rKtu1I6eS++nIkU6UvbgTkbvv13XcbLgSCcPmGrfneZyq+nvD5ssH12etx6G4PUiUBRG1bdb61aR4DGN3PYfSlt2QlNGzll2xKEr2v4riA79Cz7RZOD/nA6ZunCEiItKKQX0iIivTK0s/hVnVV2trUwOKIjQ2Avffb05GsdfgP9R5XeknX7LWw2G1okUuG2qSSWDjRmD3bvW/w7W6ICIiIspTemXpXx6P2fpXkTtPYkzLbiFjj2l+CT1vfydi5ZOEjD+apNu4j4kLw0eYra8TT+dJlO7bC//BfRlkrdfhQt0MxE26xrRwR7pQ/sx34YlkX1FCUhSUNr+EwiOt6Fr0yPCtLoiIiGzAZfYCiIgoDT2z9EWOaVebN2eWIZyLZBLYskXM2KMxI8jJ60qbgQFgzRpg7lw1Gz1dQB+4krU+d676uIEBY9aph3AYWLhQe4WM9nZ1HCPbTRARERFZnJ5Z+iLHtKvSfXsyyhDOhaQoKN23V8jYmUiUGRvoHMfrShMpHsO4F/4TFU99BSX7X0kb0AdSWeuvoOKpr2DcC/8JKR4zaKXauSNduKHxWzkF9IfyRLpQ3vgtuDWOQ0REZBYG9YmIrErvLP2UVFZ1vuvrU7OhRdqxA+jvFzvHcGpqjJ+T11XuwmE1OL9xY/abTFJZ63Pn2iO4PTCgZuh36fQhSleXOp6dNjUQERERCaJ3lv7lcS9l6+c7KRZFycF9QucoOdgCKWZOsDVaUWnofKlsfcqeO9KFiqe+gjHNL2W9yURSFIxpfgkVT33FFsFtKR5D+TPfhbunW5fx3D3dCD7zXVttaiAiIkphUJ+IyKpEZj4zq1rtVz5aNrRWvb3qPEarrVXLsxuN11X28i1rfd067c/1Wu3twPr1+o5JREREZEMiM+qZrQ94O46Nmg2tlSsWhffUUaFzjCRaMQVJg3uuM1s/e2rW+jd1yVq/ofGblg/sj931nObnei1PpAtjX3xO1zGJiIZSLHIj52FQn4jIikRl6acwqxpobXXWPEMVFan91o3G6yo7+Za13tYGbNokZuzGRnV8IiK6ipTmpm1cxXY3l5T+JkkQeFNMuWn9GDD9MU1/fVn15kpzM3ttI9/Sn4vU+Sps/6OQLP0UNVv/jwa9Zq15nn0dR4Ud36G8HUdHPM8ibpfnkGVcnFpnyHNMKQwfQWH7YV3PsfjXszm/xwAFUjyK8mee1DVrvfyZJ+GKxwQfs9xucmcHSlt26/Jcr1XSvBuezpPI7XegNd//TH1dSGJuo//7TeBN6OuZiCg3DOoTkTP09akBxR/+EFi9GnjsMfW/P/yh+v2+PrNXmB0jMp7zPavaqIxmvbOSM7VkCeAy4dd8vl9X2ci3rPXNm7NvL5CpZBLYskXM2ERERORIUiwKX/gwxvx6FyY8vxXBHf8fJjy/FWN+vQu+8GFIgjOy9WZEJn2+Z+u7zxqT0ax3VnI2LtTNgCJJhs45Ns+vq2zkW9Z6yb49WbcXyJSkKCjZt1fI2ERERKK4zV4AEZEmbW1qoGjnzvSl1P1+NXN5yRKgutq49eVq2zazV+B8UYM+pDOpHyKqq4GlS9V+60ZKZevX1xs7r92Izlq//35rvdf19anv0yLt2AGsWgUUFoqdh4iIiGxN7jyJMfv2oORgS9pS6knZi56p09BdNxOx8kkGrjA3Jxs+r/uYxoZ2rc+ViBsyj5RIGDLPcOLlk3Bh2iyMaX7JsDkLw0fgaz+MgapbDJvTjjyCs9Yvvv2diJdXCBk/F1IsCv/B14XO4T/4Os7d9WEosix0HiLKR6k6FmavgZyGmfpEZE8DA8CaNcDcucDWraP3Ru/tVe83d676OKuWpybjeA3qFWjmH4crVwJVVcbPy2z90eVb1vqhQ6O/T2vV26vOQ0RERDQMKR7D+BeexeSn1mDM/pdH7Y3uikUxZv/LmPzUGox/4VlIcZM265JlJN0eQ+ZR3ObmYJ2bMw+xQNDQOZmtP7rSPMtalzuOjfo+rZUrFoV86pjQOYiIiPTEoH4O4vE4PvWpT2HcuHEoKyvDpz/9aSRM3EVLlHfCYTU4v3Fj9kGxZFJ93Ny5xpVfJ2sKhYyZx4ygeorPp17vQWM/kLmcrU/DMyprvb9f7BzZaG111jxERFni35BE5vJEujDlqbUY2/xi1kExSVEwtvlFTH5qrall0cl8iTJj/q6KGxxQv5bikdG56JNIlIwxbM5Utj4Nz5is9X2QzKo0OAy5w5hgu1HzEBER6YFB/RysXbsWr776Kn7/+9/jd7/7HV555RV89atfNXtZRPkhHAYWLtTeh7q9XR2Hgf38VVPjrHlGEgoB27cbv7mA2fojy8esdaPea7X+biAiEoR/QxKZxxPpwo2N6yFHOjWNI0c6MalxPQP7eSxaMcWQeWIGzZNOIhDEqYa/NzRjn9n6I8vHrHXPWWPea/meTkQiKBa5kfOYW8/JpjZu3IhvfetbmDhxIgBg1apVWLFiBb74xS/mPGbvCB/uj/R9orw0MAAsWwZ06fQP7q4udbymJjWjmfJLbS3g94sNrvr96jxmC4XU63zdOrWPezYVLlwuoKEBWLEC+M1vgI9+VP3+f/wHUF8vYLF5wMis9bo6Y+YaTVTsB1CXWSizhIhoKP4NSWQOKR5DxTP/CndPty7juXu6MfGZf8Xx5Y9D8bAHc76JVkxBUvYKDa4mZS+iEyuFjZ+NRCCIjuWrMG7XTpS27M6qyoUiSbhQfwf6bnorJj79/wAAp5Z+DgNVt4harqN5Dcxaj1bebMhco5EMqmhk1DxERER6YKZ+ls6dO4cTJ07gr//6ry9/76//+q9x7NgxdHfn/kdicXHxsLfy8nIdVk3kEOvW6Z+F2d4OrF+v75hkD0VFwLx5YueYPx8oLBQ7R6Z8PmD1ajW4v2iRuuEgHb9fvV9TE/D44+rjh2bfMxM/d/mYte71GjOPzA/Xich6+DckkXkCu3ZoztC/lhzpRODFHbqOSfagyF5cnCp20+zFqXVQLPRvWsUj4+w99+Pk8lW4cNt7kJTT/7s+KXtx4bb34OTyVTh790cw9tWfXf4ZM/Fz5zYsa13f90stFLcxuYhGzUNERKQH/tbK0sWLFwEAY8eOvfy91Nc9PT0YM8a4flNEeaWtTc0wFqGxEbj/fqC6Wsz4ZF1LlgDbtmWXuZ4plwtYvFj/cbWqrgbWrgVWrVLLs7e2qsHfWEwNiFZVqS0Damuv3pDQ3Ay0tFz5/5YW9XvM1s9ePmath0LGzGN0mwkiogyY+TekBAVSDoUXJUnAYi5zXiFIoYdLILuuO70r15fceRJjW14SMsuY5pfQ8/Z3IlY+Scj4RhF7DdjztT7aMblQNwMlB17NKms9U4ok4ULdDN3Pix7jJcon4ex9D+DcXR+BfOoovB3H4I50QUrEobjdSATKEa2YgtjEKZc3JRS2t6EwfOTyGIXhIyhsb7N8tr4V3xtdhmatX39tm3FMEmXGtH5IBIL6Zz0KPGC5/Lsun5n3etb/PPHcExHAoH7WiouLAQDd3d0YP3785a8BoKSkJOdxUx/0XKu3t5eZFkQAsHmzmMAroI67ZYsa6KT8Ul0NLF0KbNyo/9gNDdbeKFJYqJZmz7Q8+3CZ+Rs2qJsiKDv5mLVeU+OseYiIssC/IYnMMWbfHiGBVwCQFAWl+/bizH0PCBmfrCtePgkXps3CmGb9N4xcqL8DcYtvFFFkGdHKtyBa+ZbUd0a879g9Px32e29aPKhvRfmYtR6rmGzQPFMMmYeIiEgPLL+fpXHjxuHGG2/Eb37zm8vf+81vfoPJkydryrDw+/0j3ojyXl8fsHOn2Dl27AD6+8XOQda0cqX+2b1VVWoPeqe4Nks/JZWtT9nJx6z12trRWz5o5fer8xARWQz/hiQynhSLouTgPqFzlBxsgWSlykhkmHNz5iEW0DeLOBYI4tzsD+g6ppl87YfhG5Klf/n74SPwtR82YUX2Fjcoaz2u83WtRaxiyqjtHrRKyl7EJzKoT0QCKBa5keNYZ/udjTQ0NOArX/kK3vWudwEAvvrVr+JjH/uYyasicrBDh4DeXrFz9Paq82SatUzO4fOpmfoLFwJdOvSpCwbVlg4+n/axctHXd6Wsfjislnr3etVAcqqsflFRdmMOl6U/9GfM1s9OPmatFxUB8+YBW7eKm2P+/KtbRhARWQj/hiQylrfjGFwxsS2PXLEovKeOYuByxjLlC8Ujo3PRJzGx8Ztw93RrHi9RMgadD34KisecSltSLAq545haUv9sqqS+B4myoFpSv2IKlCyDq8Nl6Q/9GbP1s2NUNrmVstYV2YveqbejZP+rwubom3r75XYRREREdsCgfg5Wr16NSCSC//N//g8A4MEHH8Q//dM/mbwqIgdrbTVuHgb181MoBGzfDixbpvaXz1VVlRrQr6zUbWkZa2tT21Ts3Jl+E4zfrwZXlyzJrD3ASFn6Kals/fr67Necr1JZ6yI3K1kxa33JEnUDiIhWKi4XsHix/uMSEemEf0MSGcvbcdSgeY4xqJ+nEoEgTjX8PcqfeRJyJPfN4bFAEJ0PfgqJsgk6ri4zns6TKN23F/6D+9JugknKXvROrcOFuhkZtQcYKUv/8s8vZesPMLCfsVTWusjNSknZi5jFstYv1s1A8YFfCWmlokgSLtbN0H1cIiIikVh+PwcejwdPPvkkzp07h3PnzuH//b//B7eFeg4ROU44bMw8WoK5ZH+hENDUpAb2XVn+enS5gIceUh9vdEB/YABYswaYO1fNgh4tUNzbq95v7lz1cQMD6e+fLks/m/vQFamsdZGsmLVeXQ0sXSpm7IaGzDapEBGZhH9DEhlLPqtDBa4MeCKdhsxD1pQIBNGxfBW66++AIklZPVaRJHRPn42O5asMD+hL8RjGvfCfqHjqKyjZ/8qogWJXLIqS/a+g4qmvYNwL/wkpnr7tRLos/WzuQ1ekstZF6rVg1nq8vAI902YKGfti/SzEyyuEjE1EpECyxI2ch0F9IrK+qNiyiZexHyL5fMDq1WpwftGi0XuA+/3q/ZqagMcfN77kfjisBuc3bsw++zmZVB83d+7IG2dGy9JPSWXrU+aWLMl+80imrJy1vnKlWtFCT1VVwIoV+o5JREREtiYlEo6ah6xL8cg4e8/9OLl8FS7c9p5Re4AnZS8u3PYenFy+Cmfv/ojhJffdkS5UPPUVjGl+KevsZ0lRMKb5JVQ89RW4R6hOMFqW/uX7XcrWp8z11M3MevNIphRJQo9Fs9a753wA8UBQ1zHjgSC6Z9+n65hERERGYGoAEVmfN7vebTmz2I5kxxPR+10v1dXA2rXAqlVX1tjerm78kGU1iJhao1nZ0OEwsHAh0KUxC6m9XR1n+3b12A+VTQb+hg1qaXXKTCprfeNG/ce2cta6z6c+Zz2uXQAIBtWWF0ZvqCEisglJAiRJ/5K1aec0dDbj2PN5GXvuhzL7eCkGVcJQ3O4Mn6t550Iko8+zFIvC23EMcscxeIb0fo+XBRGrmIJoDr3fr5sjx8clyifh7H0P4NxdH4F86qjanz7SBSmRgOJ2IxG41J9+4pTL2dCSwdeFO9KFGxq/BXdPt6ZxPJEu3ND4TXQ2fA6Ja4Kt2WTgj93zU3SaVoJfzLEX+ZpIlE9Ez7SZKG3erfvYPfWzkCivGHH9Ql/row0uyzjz4HIEN25AgcZrFwAGS0pxZvFyQPYY/hq0MrHv5+KOs9n/3jBSPj1XIhoZg/pEZH3XBhpF0Tt7lIYnqve7CIWFQF2derOSgQG1TYAeQVFAHWfZMrXiQCo4mmmWfkoqW7++Xp815YOVK4Hdu/Vt/WGHrPVQSN1EsmyZtudeVaUG9I1ueUFERESWFy/TN6tzxHkC5YbMk+9Svd+LM+j9fjGL3u8iKLKMaOVbEK18y3A/NXw9KVI8hvJnvqs5oJ/i7ulG8Jnv4tTyf7pcbcCbYZZ+ii98BN72w4iaFti3n+45H0Dhkd/BM0KlhFzYIWs9EQiia9lnMf7ppzQ993ggiDOLl2PQ4JYXREREemH5fSKyvpoaZ82Tr0T3fs8n69bpGwgG1PHWr7/y/9lk6Wt5TD5LZa0HdfrQ2U5Z66GQuolk2bLs2xC4XMBDD6mPZ0CfiIiIhhGtMObfCLGKKYbMk6+keAxlL/wnJj31FZRm2Pu9dP8rmPTUV1CWQe/3fDJ213O6BoIBNWN/7IvPXZkjiyx9LY/JZ4pHxulFy5EoGaPLeImSMTj94COGt4HIRSIQROcjX0DP9FlZtyFQJAk902eh85F/ZECfiIhsjUF9IrK+2trRe5tr5fer85AYonu/55O2NmDTJjFjNzaq42ebpZ+SytanzKWy1rVWCqmqAp591l5Bbp8PWL1aDc4vWjT6+7zfr96vqQl4/HF7bF4gIiIiU0Qrpoza21yrpOxFdKKN/u1lM6J7v+cTT2cHSlv0L9kOACXNu+Hp7Mg6Sz8lla1PmUsEguhq+KzmPvPxQBBdyz6HhI2C3IpHxvl7PoLOR/4JF29/96jv80nZi4u3vxudj3wB3fd8GLDB5gUiIqJ0WH6fiKyvqEgtw751q7g55s83rze60xnR+z2fbN6c/caITCWTwJYtwJ/+lPsYGzYA27bptqS8kMpaX7dO3bCRzfl1uYCGBrXkvl2D3NXVwNq1wKpVwKFDQGur+nqPxQBZVjcs1NSoG6/4Pk1EREQZUGQveqbWYcz+V4TNcXHqtMu90Ulf7kgXJjZ+U3OpePnSOKca/v663u/5pHTfnqw3RmRKUhSU7NsLz5k3cx5j7J6fopMl+LOSCATx5vIvYMyu51DSkt35VSQJPfWz0D37Pltk6A8nXl6Bc/d9FOfv+jA8HccgdxxTK1EMJoACN+KBIOIVkxGvmML3aSIyhQIzm+5cWQM5D4P6RGQPS5aogUIRwUyXC1i8WP9xyZje7/mkrw/YuVPsHP/939paHaSy9evr9VtTPkhlrS9YoG6s2LEjfYsKv1/djLR4sRoUd4LCQqCuTr0RERERaXShbiZKD7wqJJipSBK662boPi6ler8/qWvv9/JnnkTH8lW2DWBqIcWi8B98Xegc/t80w5WI5/z4VLZ+lIH9rKSy1nvf8U4U79sL/8HX07aoSMpe9E69HRfrZiBeXmHgSsVRZBmx0M2IhW6+7mcSw1lERORADOoTkT1UVwNLl6pl2PXW0OCcoJjViOz9/vjj+o5rB4cOpQ/06kFLQD+F2fq5Y9Y6ERERkS5i5ZPQPW0Wxja/pPvY3fV3IF4+SfdxCRi3aydknUvmy5EujHvxOZy9+yO6jmsHcsextIFePWgJ6KcwWz93Q7PW5VNq1ro70gUpkYDidiMRCCJWMQWxicxaJyIisjsG9YnIPlauBHbv1jdIXFWllq0m/Ynu/X7//fm3GaO11ewVZIbZ+toxa52IiHQgXboZPac9icvos+8xGZnY56TfuTg3Zx6KjrTqGiSOBYI4N/sDyGaddr0GjD7PInu/lza/hItvny40Q9mK59nbcczsJWTEFz4CX3ubLbL1hZ5nLYN7R85aH214ZrVfz7zXM/89YhVWO15WWw8RmcNl9gKIiDLm86mZ+kGdeuEFg2pwOB/LuBvBiN7v+SYcNnsFmduwwewVEBEREVGeUzwy3lz0SSRKxugyXqJkDN588FN5WcbdCEb0fs83nrP6Vj0QacyeJrOXQERERGRpDOoTkb2EQsD27WqGvRZVVcCzzwKVlbosi65hRO/3HTuA/n6xc1hNVGzZRF2lsvWJiIiIiEyUCATR0fD3iAW0bQ6PBYLoWPZ5JMom6LQyGsqI3u/FB/dBisWEzmE1UiJh9hIy5gsfgbf9sNnLICIiIrIslt8nIvsJhYCmJrVf+6ZN2WWDu1xAQ4Nact/JGfp9fVf6cYfDajDY61WPXaofd1GRuPmN6P3e26vOk0/lyb1es1eQnQ0bgG3bzF4FEREREeW5RCCIk8tXoWzXTpS27M4qG1yRJHTX34Fzsz/g6Ax9KRaFt0Ptx+052wUpEYfi9iBRFkS0YgpiFVOgyOL+HjGk93ssCvnUMUQrRy5P7jSK214f/Y7Z04QuG5TgJyIiIjKDvf5lR0SU4vMBq1cDCxaoZdh37EgfRPb7gfnzgcWLnd2Hva1NLXu/c+fox2PePGDJEjHHw6je762t+RXUD4XMXkF2Utn69fVmr4SIiIiI8pzikRG5535ceMc7MWbfXhQf3Jc2iJyUvbg4tQ7ddTMQL59k4EqN5ek8idIMj0fv1DpcEHQ8jOr97u3Ir6B+vEyn9oUGSWXrRxnYJyIiIroOg/pEZG/V1cDatcCqVVcy09vbgVgMkGW1zH4qM72w0OzVijMwkF3lgt5eYOtWNYt66VJg5Up9KxcY1fu9vd2YeayipsbsFWSP2fpEREREZCHx8kk4c98DiNz1EXhPHVUz0yNdkBIJKG434oEgYhVTEJ1YCUV2cGZ+PIZxWVQucMWiKNn/CooPvIoL02bh/Jx5ulYucBvU+90d6TRkHquIVUwxewlZY7Y+ERHZnQIJCiTT10DOw6A+ETlDYaGasZ1PWdsp4TCwbFluAe5kEti4Edi9W/2vXpngRvV+z7N+iKitVassiG5toCdm6xMRERGRBSmyjIHKt2Cg8i1mL8Vw7kgXyp95EnIk+0C6pCgY0/wSio60onPRJ5EI6JMJblTvdzv1mNdDrGIKkrJXeGsDPTFbn4iIiGh4DOoTEdlZOAwsXAh0acxqaG9Xx9m+XZ/AvlG93/XMnOnru1LtIRxWNyZ4verxSFV7KCrSb75cFBWpbRO2bjV3Hdlitj4REZEppEs3/WXejzxbdswnMTsHx27seI4zIe556XuO3ZEu3ND4Lbh7ujWN44l04YbGb+LNhs8NG9jP+ngY1fvd7dZwrq4/F1IsCrnjGOSO4/Cc7YKUiENxexAvCyJWMRmxiilQ5NH/PhZ2/cgyeqfejpL9r4qaQYgxe5pwOl1QX+AbiWTD91UziX1PN+9cOPV3Va6ceDzs9lq323qJSAwG9YmI7GpgQM3Q1xrQT+nqUsdratJeit+o3u9VVdrHaGsDNm8Gdu5MnwHv96sB9SVL1LYPZlmyRA2QZ9JmIVsul3r+zXx+REREREQkhBSPofyZ72oO6Ke4e7pR/sx30bH8nzSX4jeq93s8UK7LOJ7ODpTs2wv/wdfTZsEnZS96p96OnroZiJdX6DJ3ti7WzUDxgV9l1GYhW4ok4c3l/zTic3NiIJCIiIjILC6zF0BERDlat07/nvLt7cD69drHMar3u5Z5BgaANWuAuXPVzPfRStr39qr3mztXfdzAQO5za1FdDSxdKmbshgYG9ImIiIiIHGrsrufgyaHkfjqeSBfGvvic5nGM6v2udR4pHsO4F/4LE5/6Kkr2vzpqWXtXLIqS/a9i4lNfxbgX/gtS3PgWcvHyCvRMmylk7J76WaZtViAiIiLKNwzqExHZUVsbsGmTmLEbG9XxtUj1fhfJ71fnyUU4rAbnN27MPuM9mVQfN3euOo4ZVq7Up0rBUFVVwIoV+o5JRERERESW4OnsQGnLbiFjlzbvhqezQ9MYqd7vIiVlL2ITcw/quyNdmPjUv6C0eXfWWe+SoqC0eTcmPvUvcOu8sSIT3XM+gPgwbRK0iAeC6J59n65jEhEREdHIGNQnIrKjzZvFlF8H1HG3bNE2Rqr3u0jz5wOFhdk/LhwGFi7UXuWgvV0dx4zAvs+nbiwI6vShTDCobubQ2naBiIiIiIgsqXTfHiHl1wE1YF2yb6+mMZRLZepF6p1aB0XOrU2AO9KF8h98Q3OlA0+kC+WNGwwP7CseGacXLUeiZIwu4yVKxuD0g49obrtARETkRIpFbuQ8DOoTEdlNX5/a/12kHTuA/n5tYyxZovZoF8HlAhYvzv5xAwNq6founT5A6eoCli0zpxR/KARs3649Y7+qCnj2WaCyUpdlERERERGRtUixKPwHXxc6R/HBfZBi2krL99TNhCKJ6cKuSBJ66mbk9FhX30Xc8G9fg7vvoi5rcfd0I/jMU4aX4k8Eguhq+KzmjP14IIiuZZ9DomyCTisjIiIiokwwqE9EZDeHDo3e/12r3l51Hi2s2Pt99Wrg6FF919LeDqxfr++YmQqFgKYmdWNBthsoXC7goYfUxzOgT0RERETkWHLHsVF7v2vlikUhnzqmaQy19/ssnVZ0tVx7v7sjXaj49hMoGNC46f0ankgXxr74E13HzEQiEMSby7+AC/Wzst5AoUgSLky/A28u/wID+kREREQmcJu9ACIiylJrq3Hz1NVpG2PlSmD3bu2l7ofKtff77t3Af/2XfusYqrERuP/+3DYaaOXzqZsVFixQ2ybs2JF+04ffr7YuWLzYnPWStfX1qRt6WlvV1hLRKOD1qhtIamqA2lq1vQYRERER2Ya3Q1uwPZt5opU3axrj/JwPoPBIq+Yy90PFA0Gcn/2BrB/njnThhh+sR8FAn25rGaqkeTcuvn16TpsNtFA8Ms7f8xH0vuOdKN63F/6Dr6fd9JG81BrhYt0Mw9dK9iDFovB0HIen4xjckdOQEnEobg8SgQmIV0xBvGIyFNlr9jKJiIhsj0F9IiK7MaqHux6B+FTv94UL9Sl5n2vv94EB4DOf0T7/SJJJNaC+dq24OUZTXa3Ov2rVlaBsezsQiwGyrG6GSAVlCwvNWydZU1sbsHmz2tpjtE0h8+ap7TW4KYSIyPIkKJAs1k1RTGHtFGs9Vz2IPV7i8DxnR/R59pw1pn+7J9I55Lnkdp4Ujwddi5arfed7ujWvKdX7HR5PVu+HUjyG4DPfRYFOJfeHnUNRULpvL87d91Fhc6gTDf/txA0VOP+Bj6L77g/D03EMcscxdTPFYAIocCMeCCJWMQXxiilQZHnYoaz2O8bq7PreONK63Z0d8Le8jMKD+0fdGNI/9Tb0TnsvEnmwMcSOv7v5Ws6e8ceM54iIGNQnIrKfqNiyiZdp7Id4War3+7Jl2jYKVFWpAf1cSsV/9atAT0/uc2dixw41oG52wLywUK2woLXKAuWHgQFg3Tpg0yZ1c8poenuBrVuBbdvU9horV2a/yYaIiIiIDCUlEraaJxEIorPhswg+85SmjP14IIjTDz6SU6n4Mbue07VawEiKDr6O83d9+HLQ3AyKLCMWuhmxkLYqC5RH4jGU7voJ/M17ISmjBxpdsSj8+3+FogO/Rm/9DFyYcx/gMe+aJyIisqssG/ASEZHpvAaVLNPzQwUze7+3tQFPP53947LV26tmyBPZRTgMzJ2rVtPIJKA/VDKpPm7uXOOqhxARERFRThS3MTk9es6TCARxyqTe757ODpS07Mn6cblwxaLwnDKmPQKRHgoipxH87tdQ/NqejAL6Q0mKguLX9iD43a+hIHJa0AqJiKxAssiNnIZBfSIiuwmFjJmnqkrf8VK935uagEWL1DLe6fj96v2amoDHH889G3jzZiDLPzRz1tpqzDxEWoXDalsMrW022tvVcRjYJyIiIrKseFnQmHkC5bqOp3hknLvnIzi1/J/Qc9u7kRylJ3dS9qLntnfjzeX/hPN3fxhKjpnAxfsyyz7Wi9zBoD7ZQ0HkNMZv3AC3xioW7kgXxm/cwMA+ERFRllh+n4jIbmpq7D2Pkb3f+/rUHuFG0RogJTLCwIBaNaNLp3KiXV3qeE1NLMVPREREZEGxiim2nideXoGz930U5+76MORTx+DtOAZ3pAtSIgHF7UbiUu/32MQpmsvYS7Eo/Adf12nlmTGizD+RZvEYAk9/DwU9F3QZrqDnAgJPfw9dj/wDS/ETERFliEF9IiK7qa1Vs9h7e8XN4fer84hkRO/3Q4fEHqdrxWLGzUWUq3Xr9N+A0t4OrF+vVtUgIiIiIkuJVUxBUvbCFYsKmyMpexGbKHbzgCLLiFbejFiluN7vcscxocdpWImEsfMR5aB01080Z+hfyx3pQumu53Hhng/pOi4RkdmUSzez10DOw/L7RER2U1QEzJsndo7587VnyVuB0eXwNWaFEAnX1gZs2iRm7MZGdXwiIiIishRF9qJ36u1C5+idWqc5S94K5I7jxk/qZs4VWZu7swP+5r1CxvY374G7s0PI2ERERE7DfzUSEdnRkiXAtm1AMqn/2C4XsHix/uOaweg+31VVxs5Ho+vru9LmIRwGolHA6wVCoSttHoqKzF6lcTZvFvO+AajjbtmittcgIiJLkC7dhme/3I2Rn4u9iXte9jvHmbDndSDuXGR6PC7WzUDxgV8J6RWvSBIu1r0Xkk7PU+g5HmVwz1njS+EnAkFIkjNfr+mIfS1rO55SLApPx3F4Oo7BHTk9pNXDBMQrpiBeMRmK7L3+cZpmtS5/y8tC3jsAQFIU+Pe9ggv3LRQyvgh6vdflC7seL8liL2iLLYeITMKgPhGRHVVXA0uXAhs36j92Q4M6vlFEBl2jBpdNrKkxdj4aWVubGsDeuTN9Cwa/X618sWSJsde9Gfr61OMh0o4dwKpVzqj0QUREROQg8fIK9EybidLm3bqP3VM/C/HyCt3HHYkUi0LuOKYGXc92AYk44PYgXhZEvGIyYhVThg24ZiQR13exGYhVTDZ8Thqeu7MDxS0vo/Dg/rRtGJKyF/1Tb8PFae9FwsBr3wxSLIrCg/uFzlH429dx4a4PsvohERHRKBjUJyKyq5Urgd279e2NXVUFrFih33jpGBF09eb4QU4u/H51AwKZa2BA7Rm/aVNmGem9vcDWrWrli6VL1deVzyd6leY4dCj9a00Pvb3qPHV1YuchIiIioqx1z/kACo/8Dh4d+2LHA0F0z75Pt/HS8XR2oHjfXhQdfH3UgGvf1NtxsW5G9psN3B6Nq8xOUvYiXjHF0DlpGPEYxuz6CfzNezPKSHfFovDv/xWKDvwavfUz0D3nPsDjzIC0p+N42tebHlyxKDwdxxAP3Sx0HiIiIrtzmb0AIiLKkc+nZuoHg/qMFwyqPbFFBzQHBoA1a4C5c9Vg6mhBxlTQde5c9XEDA5nPFQppWmpW5s9ndrLZwmH1Otm4MfsS88mk+ri5c41v22CU1lZnzUNEREREWVE8Mk4vWo5EyRhdxkuUjMHpBx+BIjiYKcVjGPvCf6H8qa+ieP+rowYYXbEoive/ivKnvoqxL/wXpHgs47niAZ3+vs5Q39tuh8LsZFMVRE4j+N2vofi1PVmXmJcUBcWv7UHwu19DQeS0oBWay9NxzKB5jhsyDxGRERSL3Mh5GNQnIrKzUAjYvl17L/eqKuDZZ4HKSl2WNSKjg65GlcOXJGDxYmPmouGFw8DChdorV7S3q+M4MbBv1HPSs3oIEREREekqEQiiq+GzmoPX8UAQXcs+h0TZBJ1WNjx3pAvlT/0LSpp35xRwLWnejfKn/gXuDKsTxA0sha9IEi7Wvdew+eh6BZHTmLBxg+bqFZ5IFyZs3ODIwL7boOeU6WuUiIgon7H8PhGR3YVCQFNTdiXHU1wuoKFBLbkvOkM/FXTt0viHWiroun376Jn4tbVqWXzRJcfzoR+7lfT1qSXeW1vV66qvD/jlL4GeHn3G7+oCli1TX1dOKsUfFVsy8bJY5plQRERERGS8RCCIN5d/AWN2PYeSluyykxVJQk/9LHTPvk94hr470oVg4wYU9HRrGsdzaZyuhs8iMT79ZoZYxRQkZa/wcuMAcLF+puP7sVuFFIvC03Ecno5jcEdOQ0okoLhcKPzDQRT0XdRljoKeCwg8/T10PfIPjirFLyUSxswzaMw8REREdsagPhGRE/h8wOrVwIIFwJYtwI4do/epnz9fzS43Ihg9MKAGSbUG9FMyDboWFQHz5qnl+0UpKQH+8R/FjU9XtLUBmzcDO3eK36jR3g6sXw88/rjYeYzk9RozD8uHEhEREVme4pFx/p6PoPcd70Txvr3wZ9CnvjfXPvU5kOIxjH/mKc0B/ZSCnm6Mf+YpdD7yhbSbERTZi76pt6N4/6u6zDuSeCCo9mEnodydHShueRmFB/cbslHDHelC6a7nceGeDwmfyyiK25jwgVLAMAUREdFo+NuSiMhJqquBtWuBVauuZDK3t6uZs7KsltmvqVEz2I3s/75unf4luTMNui5ZAmzbln25/0x9+9vOyua2ooGB3CpRaNXYCNx/v3OqMIxW2UIvWtuBEBGRbiQokGzWTVEybWZ7HacU846XSOLOhR2Pl+g1J8orcP6+j6L7rg/Dc+oY5I5jainyRAJwuxEPBBGrmIJ4xZTLvd/1WNNo701jXnxOc0n0a3kiXRiz6zl03/PhtPe7OO298B/4Vdbl/jM1WOTHmcXLs8rmFnsdOPA1F4+hdNdP4G/eK+w8jsTfvAd976jPqQqDFd+jBgNiW2wMncdu/2bJhVOfo2TFi9fCcjlcPMREBDCoT0TkTIWFQF2dejNbW5sajBUhk6BrdTWwdCmwcaP+899/PzBrlv7j0hXhsFqVwYw+7cmkWvli7Vrj5xahpsZZ8xARERGRbhRZRqzyZsQqb77yTZMiCO7ODhQ37xEydnHzHvS+Y3ragGuivAIX62ei5LXdus8/6CtE18dXYLDMmEBpPiqInEbg6e+Z1qNdUhT4972C7vsWmjK/3uIVUxw1DxERkZ25zF4AERE53ObN4rKrU0HX0axcqX/2cCgEfPnL+o5JVwuHgYULzQnop+zYAfT3mze/nmpr1dYbIvn96jxERERERDkqbhGXXS0pCor3vTzq/brn3Id4IKjr3ElfIU599p8Z0BeoIHIa4zduMC2gn1L429chxWKmrkEv8YrJSMpiW7klZS/iFZOFzkFEZCzJIjdyGgb1iYhInL4+tf+5SJkEXX0+NVM/qNOHMsGgWn2AZffFGRhQM/S7zP0wBr29aisLJygqAubNEzvH/PnGtvYgIiIiIkeRYlEUHdwvdI6iTAKuHhlnHlyOwZJSXeYcLCpG58OPAUXFuoxHw4jHEHj6eyjouWD2SuCKReHpOGb2MnShyF70T71N6BwDb7tNbRlJREQ0AkVRcPjwYWzduhWf//znMXPmTJSWlkKSJEiShKVLl+Y07muvvYZly5bhpptuQlFREcrKynDrrbdi7dq1OHPmjL5PQgcM6hMRkTiHDqlBUZEyDbqGQsD27doz9quqgGefBSortY1D6a1bZ26G/lCtrWavQD9LlgAuQf/8c7mAxYvFjE1EREREecHTcRyuWFToHJkGXAcDE9C17HOaM/bjgSC6Pv55ZugLVrrrJ6Zn6A/l6Thu9hJ00zftvVAENU1XJAl9de8RMjYRETnHihUrUF1djUWLFuGb3/wm9u7di56enpzHUxQFf//3f493vetdaGxsxJ///Gf09/fj3LlzeOONN7B69WrU1NTgpZde0vFZaMegPhERiWNUMDTTeUIhoKlJzQDPNrDpcgEPPaQ+ngF9sdra1EoIVmGVzQV6qK4Gcty5OqqGBnV8IiIiIqIcyQZlN8sZBlwHAxPQ+cg/omf6rKyDmookoWf6LHQ+8o8M6Avm7uyAv3mv2cu4ipU2GGiVKK9Ab/0MIWP31c9AorxCyNhERGZRFGvcnGRwcPCq/y8pKcFb3/rWnMf7whe+gG9961tQFAV+vx+PPvoonn76aXzve9/DnXfeCQDo7OzEvHnz8Jvf/EbL0nXlNnsBRETkYOGwMfNkE3T1+YDVq4EFC4AtW9Ty/emqCfj9aknxxYsZsDTK5s1AMmn2Kq5wSC/Ey1auBHbv1nezQlUVsGKFfuMRERERUV5yR04bNE8WAVePjO57Pozed0xH8b6XUfTb19NWE0jKXvS97XZcrHsvg5UG8be8DMlq0YvBhNkr0FXPnPvgO/x7XTcrJAJB9My5V7fxiIjIud761rfic5/7HG677TbceuutuOWWW7B3717MmjUr67H+53/+B1//+tcBAGPGjMHLL7+MqVOnXv75Jz7xCTzxxBP40pe+hIsXL+LjH/84WlpaIAmqWpMNBvWJiEicqNiyiZflEnStrgbWrgVWrVLL97e2qkHOWEzt5VZVBdTUALW17BFupL4+YOdOs1dxNaf19vP5gI0bgYULgS4dPpAJBoHGRnVcIiIiIiINpETcmHlyCLgmyitw/r6/QfddH4Kn4xjkjuNwR7ogDSagFLiRCAQRq5iMeMUUKE77G8LCpFgUhQf3m72M6xU47GN3j4yzDz6MwMYNKOi5oHm4wZJSnFv8CcDD1woREY3u4x//uG5jffnLX4ZyaTPgV7/61asC+in//M//jBdeeAH79u3D66+/jqamJrz//e/XbQ25cti/LoiIyFK8XmPm0fKBSWEhUFen3sh8hw6lr5xghqoqs1egv1AI2L5dbUWhJWO/qkoN6LMlBRGRJUmXbtmzWLajDszPqciVeefCjsdM6JpNOiCSA1+P6ShujzHzFLhzOKWXzoXsQTx0E+Khm0a8Z7bnzY6vNzMNPV5yx/G0lRPMkggErzuvdn89JwPjcXbZZzDu6e9rythPBII4t/gTo7alsOvxskAip62IPVzmXEMinpNdXw9EVtPT04MXXngBAFBaWoqlI7QplSQJn/70p7F48WIAwPbt2y0R1M+yoTAREVEWQiFj5nFi0DVftbaavYLr1dSYvQIxQiGgqUkN7Luy/CehywU89JD6eAb0iYiIiEgniYAxvecTgaAh85B4no5jZi9hWPGKyWYvQYjBwASceeQx9E6fCSXL6LUiSeidPhNnHnls1IA+ERGRCHv37kX0UnXh9773vSgqKhrxvnfdddflr3/2s58JX1smmKlPRJRPmpvV/9bXGzOfUcFQpwZd81E4bPYKrub3qy0YnMrnA1avBhYsALZsAXbsSF8pwe8H5s8HFi9WW1gQERERkaN52w8DAKJVtxgyX6xiiiHzODXgmo8KIqfNXsJ1krIXcYOuZVN4ZPTc8yH0v6MeRftege+3+9NWS0jKXgy87Tb01b0HifIKAxdKRGQOBebXPjN7fqtqHZJQduutt6a974QJE1BZWYmjR4/i9OnT6OrqQjBo7sZQBvWJiPLJhg3qf7dtM2a+2lo1CCiynLrTg675Jmqxsonz56stGpyuuhpYuxZYtUptgdDaqpblj8XU9hZVVermmdra/DgeRERERAQAKN3dBAA4bVBQP14xGUnZK7ScuuMDrnlGSiTMXsJ1+t92u7Y2gTaRKK/AhfsW4sJdH4Sn4zg8HcfgjpwGBhNAgRuJwATEK6aom2jy4HgQEVlVb5rP5v1+v4ErMd/hw4cvfx3KoMpwKqifeiyD+kREZIzmZqCl5crXRmTrFxUB8+YBW7eKmyNfgq75wus1ewVXuFxqRno+KSwE6urUGxERERHlNW/7YXjDf7r8tRHZ+orsRd/U21C8/1fC5uh72+1QGGB0DMVtrY+3FUlCX917zF6GsWQZ8dBNiIduMnslREQ0jPLy8hF/pij5ldN//vz5y1+PHz9+1PsHAoFhH2uWLBuoEhGRbaWy9K/9WrQlS7Lv152pfAy6Ol0GOyQN09DAEvNERERElLdSWfrXfi3axWkzsu7VnSlFktBb914hY5M5BgPW6s3eWz+TJeaJiAiAZPKNhnPx4sXLX/t8vlHvXzgkmbCnp0fImrJhra2MREQkxtAsfUD92qhs/epqYOlSYONG/cdm0NV5amrMXoGqqgpYscLsVRARERERmWJolj4AeMN/MixbP1FegYv1M1Hy2m7dx2bA1Xms1EohEQiiZ869Zi+DiIjoKp2dncLL7P/gBz/AiRMndBnriSee0GUcJ2JQn4goHwyXmb9hA7BtmzHzr1wJ7N6t9ujWC4OuzlRbC/j9QJpeT8IFg0BjI5DBbk0iIiJrUy7drufM3A1xpSOdeLyEPieBg0sCz7MT5XoqhsvML93dhDNXBfXFnAsJQM+ce1F4+HdwR7p0GzcRCOLCnHsddw058f0JyPy1nqi4EUnZC1csKnhF6Q2WlOLc4k9A8ngg4rXhtOs2RVBRDscSd7j4b6jsifsdOPz3nfkeQMbw+/2GBPVbhiYVaiAyqF9cXHz564GBgVHv39/ff/nrkpISIWvKBsvvExE53bVZ+impbH0j+Hxqpn4wqM94DLo6V1ERMG+eefNXVQHPPgtUVpq3BiIiIiIiE8nXZOmneMN/gtx+2JhFeGREHnwYgyWlugw3WFKKyOKHAY+sy3hkHYrsxcDU20xdQyIQxNmHPoPBMmu1AiAiIqKrjR079vLXZ86cGfX+kUhk2MeahUF9IiKnGy5LP5Of6S0UArZvV4OmWjDo6nxLlgAug/+J4nIBDz0ENDXx2iIiIiKivDZcln4mP9PbYGACziz7LBIBbZvDE4Egzjz0WQZcHaxv2nugmJDyrUgSeqfPxJlHHuP1RUREea25uRmKouhyE+mWW65UnQqHw6Pe/+jRo8M+1iwsv09E5GQjZemnpLL16+uNWU8opAZN160DNm0CksnMH+tyAQ0Nasl9Zug7W3U1sHSpWt1BNL8fmD8fWLxYnZfyV18fcOgQ0NoKhMNANAp4ver7Vk2N2hqiqMjsVRIREREJNVKWfkoqWz9WZcyHmoOBCeh65B9Quusn8DfvhZTFB72KJKG3fiYuzLmXGfoOlyivQF/9DPhf22PIfEnZi4G33Ya+uvcgUV5hyJxkQbEoPB3H4e44joLIaUiJBBS3G4OBCUhUTEa8YjIge81eJRERDVFTU3P56wMHDqS97+nTpy8H9SdMmICgXlWINWBQn4jIyTLJxN+wAdi2TfRKrvD5gNWrgQULgC1bgB070vdPZ9A1P61cCezeDbS36zdmSQlw551qYLaq6kqgtrBQvznIftragM2bgZ07R38vmjdPrSTB9yIiIiJyqEwy8Ut3N+GMQUF9AIBHxoV7Poy+d0yHf98rKPzt62n7pydlL/rfdjt6GXDNKz1z7oX38O/hjnTpNuZgUTGi/6cWUBSgwI1EYALiFVMuBWu5USRfFXR2oKjlFXh/e2DU96Lo225F37T3YJDvRUR5Rbl0M3sNdL2ZM2fC6/UiGo3i5ZdfRn9/PwpH+Gz45z//+eWv7777bqOWmBaD+kRETjValn6K0dn6KdXVwNq1wKpVV7Jj29uBWEz94zjfgq7MEr6az6dm6i9cCHTp8KFMMMi2DXS1gYHsqob09gJbt6qboJYuVTeesGoIEREROchoWfopV7L132LAqq5IlFeg+76FuHDXB+HpOKZmyEa6gMHEpYBrEPGKyYhXTIGSBwFX6VKWsNxx7Los4VTgWcmnLGGPjHMPfgJlG7+Ngp4LmocbLCnF2Yc+w7L6dEU8huJfPo/C5pczqhriikVR+Pqv4dv/Gvrr34uLd7JqCBGR2YqLizF37lz8+Mc/xoULF7Bp0yYsX778uvspioJ//dd/vfz/CxcuNHKZI2JQn4jIqTLJ0h96XyOz9YcqLATq6tRbPmKW8MhCIWD7dmDZMm0Z+1VVQGMjA/p0RTic+3WVTKobTnbvVv8bCum9OiIiIiJTZJKlP/S+Z6o+I3A1I1NkGbHQzYiFbjZlfrO5Ozvgb3kZhQf3j16xYOpt6Jv23rypWDAYmICzyz6DcU9/X1PGfiIQxLnFn2BAny4riJzGmC3/ltN1JSkKil7bC/nwH9C9+OMYDPC6IiIy0+rVq7Fjxw4oioIvfOELeNe73oWpU6dedZ8vf/nLaLmUMHn77bfj/e9/vxlLvQ6D+kRETpRpln6KWdn6+YxZwpkJhYCmpuyOVYrLBTQ0ACtW5MexosyEw/pUgGhvV8fZvp2BfSKyLAkKJIMLL0qGzqYfoes26aAYfe7twLzrU9y50Os5ye1HMsrST/GG/wRv+xHDs/W1su97lALEYyjZ9TyKmvdmnCXs3/8rFB34NfrqZ6BnTn5kCQ8GJiDyyEoU73oeRRlmVKcokoS++hm4OOf9gEe21PuoZNeLVyCjDokrchpjf/gdzRUg3JEujP3hd3D+oU8jOUJg376n2ZzXil2PVy7rtutzJdLL+fPnsX79+qu+l+p3DwD/8z//g8cff/yqn99xxx244447rhvr7W9/Ox577DF87WtfQ3d3N975znfiYx/7GOrq6nDx4kX893//N37xi18AUDP7/+3f/k3AM8oNg/pERE6UTZb+0MeYla2fb5glnB2fD1i9GliwANiyBdixY/SqBvPnA4sX509VA8rMwID62tOjpQOgjrNsmbrxhBtHiIiIyMZKssjSH/qYiEnZ+vmmIHI65+xzSVHgf20PvId/j3MPfiI/soQ9Mi7e8yH0v6MeRftehe+3o1c1GHjbbeirezd7n9PV4jGM2fJvurR0AICCngsYs+XfcO6TK/Nikw0RkV7Onz+Pr3zlKyP+/ODBgzh48OBV33O73cMG9QHgX/7lXxCNRvHtb38bvb29+Pa3v33dfYLBIP7jP/4Df/3Xf61p7XpiUJ+IyGmyzdJPYba+MZglnLvqamDtWmDVKuDQIaC1VT0OsRggy2qZ/ZoaoLZWbetAdK1167S1chhOezuwfj1wzW5gIiIiIrvINks/xRv+E2QbZuvbTUHktC594t2RLpRt/DbOLvtMfgT2AQyWV6DnvgXouWs+PB3H4ek4joJIF6TBBJQCNwYDQcQrJiNeMVn9m5LoGv5fPq+plcNw3JHT8O/6KXrv+aCu4xIRUeYkScK3vvUtLFiwAP/2b/+Gl19+GR0dHfD5fPiLv/gLzJ8/H8uXL8f48ePNXupVGNQnInKaXLL0hz6W2friMEtYH4WFQF2deiPKVFub2sJBhMZG4P77WRmCiIiIbCmXLP2hj2W2vkDxGMqe/p6uWcLjnv4+zjzyWH5lCcsy4qGbEA/dZPZKyEYKOjtQ2PyykLELX3sZA++ox2D5RCHjE5G5FJjVlOLqNThJKBSCkkVLnUxNnz4d06dP131cURjUJyJyklyz9FPyNVu/r+9K5nc4DESjgNerZsCnMr+LirTPwyxhIvNs3qy2rxAhmVRbQ6xdK2Z8IiIiIkFyzdJPyddsfSkWvZT5fQwFkdOQEgkobjcGAxMQr5iCeMVkKLJX8zwlu34iIEu4CyW7nkfPPR/SdVwipylseQWSgAASoLbFKGx5BRc/sEDI+ERE5EwM6hMROYmWLP2hY+RLtn5bmxro27lz9B7t8+YBS5bknonLLGEi8/T1qa9zkXbsUFtDsPUDERER2YiWLP2hY+RLtr67swNFLS+j8ODoPdr7p96GvmnvRSLHHu3uzg74m/fmutS0ipr3ov8d9TmvjcjxYlF4f3tA6BTe3x7Axbvns/UDERFlzGX2AoiISCdas/RTUtn6TjYwAKxZA8ydC2zdmj6gD6g/37pVvf+aNerjs2VEljARDe/QodFf51r19qrzEBEREdmE1iz9lFS2vqPFYyh54b8x/rv/F/79v0ob0AcAVywK//5fYfx3/y9KXvhvIB7LesqilpeFZgkX7XtFyNhETuDpOD7q61wr16WKH0RERJlipj4RkVPokaU/dCynZuuHw2of+lzK4CeTwMaNwO7d6n9DocwexyxhInO1tho3T12dMXMREWVAunQTMa4wggaXHNdVUjxx59m8cyH02rUhPbL0h4511iLZ+nq/3gsipzHu6e/nVAZfUhQUv7YHvsO/x7kHP4HBwITMHheLovDg/qzny4bvt/tx4a4PQpI9QucRQeKLOStiD5e493QzT7PboGC7u+M4EqG/0GUsJ74snPiciIi0YKY+EZET6JWln+LUbP1wGFi4UHtf+/Z2dZxwOLP7M0uYyFyZvla10vreQkRERGQQvbL0U5yarV8QOY2yjd/W3NfeHelC2cZvoyByOrP7M0uYyFSZvlbtMg8RGU2yyI2chkF9IiIn0DNLX+SYZhoYUDP0u7R9GHNZV5c6Xial+I3MEiai60XFfiB6WSz7sqpEREREZtAzSz+lWMCYporHMO7p76Og54IuwxX0XMC4p7+fUSl+o4Ltno5jhsxDZDdSIm7QPAlD5iEiImdgUJ+IyO70ztJPcVq2/rp1+mfRtrcD69ePfj9mCROZy+s1Zh5ZNmYeIiIiIg30ztJPcVq2fsmu5zVn6F/LHelCya7nM7ifMdm7Rs1DZDeK25i2FIqb3ZGJiChzDOoTEdmdyIx6p2Trt7UBmzaJGbuxUR0/HWYJE5krFDJmnqoqY+YhIiIi0kBEln6KU7L13Z0dKGreK2Tsoua9cHd2pL+TQVnCGGSWMNFwBgMTHDUPERlLsciNnIdBfSIiOxOVpZ/ilGz9zZuBZFLM2MkksGVL+vswS5jIXDU1zpqHiIiIKEeisvRTnJKtX9TyCiRFzMfhkqKgaN8r6e9kUJYwCpglTDScRMVkg+a50ZB5iIjIGRjUJyKyMyMy6e2erd/XB+zcKXaOHTuA/v6Rf84sYSJz1dYCfr/YOfx+dR4iIiIiCxOZpZ9i92x9KRaF7+B+oXP4frs/baW1hEHZu0bNQ2Q3iYobkZTFJmgkZa9hmweIiMgZuB2TiMjOtm0zewXWd+gQ0Nsrdo7eXnWeurrhf84sYSJzFRUB8+YBW7eKm2P+fKCwUNz4RERERDqILPvM5a8lE9dhZe6O43DFxLZQc8Wi8HQcRzx007A/jxsU6ItXTDFkHiLbkb2Ivu1WFL7+a2FTRN92KysuEhFRVhjUJyIiZ2ttNW6ekYL6qSxhkZsLmCVMlN6SJepGKBGtOFwuYPFi/cclItJIktRb1o9jB8asiA2MijsXDOhmx67Hi6/n7EhQIHccM2QuueMYEqG/GPZnqSxhkZsLkrIXg5NuzOn3hN2Z95T5np4dc49XdNq74dv/mpBWHIokITrt3VmfN2eeZ3Gc9DvQSc+FiHLHoD4RETlbOGzMPO3taqn/Q4fUAH84DESjgNerlt+fPh3YtUvc/MwSJkqvuhpYuhTYuFH/sRsa1PGJiIiIyPYKIqcNmqcLuJSx7+k4joLIaUiJBBS3G4OBCYhV3Qxf2++EzT/wttuYJUyUxmD5RAzUvweFr72s+9gD09+LwfKJuo9LRETOxqA+ERE5W1Rs2cTLfv1rNVNfdKn/4TBLmCgzK1cCu3erm3D0UlUFrFih33hEREREZCopkTBkHrn9CCZ8fXXabHwFYjJzFUlC/7R3CxiZyFn67nw/5MN/0HWzz2BgAvrmzNVtPCKyHgUSFJNra5g9P4nhMnsBREREQnm9xszz5z+bE9AHmCVMlCmfT83UDwb1GS8YBBob1XGJiIiIyBEUtzE5UO4zXaOW1xf1cXz/9BkYLK8QNDqRg3hkXFj8d0iWlOoyXLKkFBeWfBzwsEoGERFlj0F9IiJytlDI7BWIxSxhouyEQsD27eprR4uqKuDZZ4HKSl2WRURERETWMBiYYPYShEoEgrg45/1mL4PINpKBCeh+6FOa3xsGAxPQ/bFPI1k2XqeVERFRvmFQn4iInK2mxuwViMMsYaLchEJAUxOwbJnaviIbLhfw0EPq4xnQJyIiInKceMVks5cgzGBJKbqXfIJZwkRZSgYm4PwnV6B/+nuhSNnV0FAkCf3vnIHzn1zBgD4REWliTD0pIiIis9TWAn6/eaXxRamqUgP6DCoS5cbnA1avBhYsALZsAXbsSP8+4fcD8+cDixez3QURERGRg8UrJiMpe0ctjW83iUAQ3Us+gUEGFYly45HRN/eDiN5aD1/Lq/D+9gCkNO8TiuxF9G23YmDauzFYPtHAhRIRkVMxqE9ERM5WVATMmwds3Wr2SvThcgENDWrJfWboE2lXXQ2sXQusWgUcOgS0tgLt7UAsBsiyuoGmpkbdIFRYaPZqiYiyIkGBBMXgOUUy9rkMJfZ52Y8Tj4fRrxUnsOMxyyjB1qsG4gpf/7Xw9RhBkST0T5+hltzPMkOf7+lWIu542fN4pCfyOSXLJ6LvA/ej7+55cHccR0HHCRRETkNKJKC43RgMTMBgxY1IVExW/6YUvB492PH9HLD+cc3N8OfCrueIiPTFoD4RETnfkiXAtm1AMmn2SnLHLGEisQoLgbo69UZEREREea1v2nvg2/8aJMW6QRQF6QNaSdmLgbfdhv5p78ZgeYVRyyLKH7KMROgmJEI3mb0SIiLKEwzqExGR81VXA0uXAhs3mr2S9O68E6ivZ5YwERERERGRiQbLK9Bf/14UvbbX7KWMSAIQ/ctaxKpuRkGka0iWcBCJismID8kSJiIiIiL7Y1CfiIjyw8qVwO7dasDcqn79a+Db32bwnoiIiIiIyGQX77wX8uE/wB3pMnspI/L8+TC671/C4D0REZGFKDCzycyVNZDzuMxeABERkSF8PjVTPxg0eyUj6+1Ve3oTERERERGRuTwyuhd/HIMlpWavZESuWBSejuNmL4OIiIiIDMCgPhER5Y9QCNi+XS1pb1WtrWavgIiIiIiIiAAMBibg/EOPIhGw7uZwN4P6RERERHmBQX0iIsovoRDQ1AQsWwa4LPhr0MrtAYiIiIiIiPLMYGACzn5yJfqmz4AiSWYv5zoFFm4PQERERET6cZu9ACIiIsP5fMDq1cCCBcCWLcCOHWrp+5H4/UB5OfDnP4tfWywmfg4iIiLKCxIUSAK6KVovpGVtTjxeIq4ru3PiMbFg/No8HhkX534I/bfWo7DlVfh+ux+uWHTEuydlL5KlY+A+Iz7gLiUSmq4/Z55mca9HOx4vO67ZbI58Tzd7ATnhaznFbuslIjEY1CciovxVXQ2sXQusWqX2sm9tVTPlYzFAltUy/TU1QG0t8NWvGhPUl+X0P29uVv9bXy9+LURERERERHTZYHkFLn5gAS7ePR+ejuNwdxxHQaQLUiIBuN0YDASRqJiMeMVkFP98hyFBfbjTf7zraT8CAIhXvUX8WoiIiIhIGAb1iYiICguBujr1NpJQyJi1VFWl//mGDep/t20TvhQiIiIiIiIahiwjHroJ8dBNl791bRblYGCCIUsZbZ6il34GAOh+iEF9IiIiIygQWWci8zWQ81iwmTAREZEF1dSYP09zM9DSot5SGftERERERERkOYmKyabP42k/Ajn8v5DD/3s5Y5+IiIiI7IlBfSIiokzU1gJ+v9g5/H51npGksvSv/ZqIiIiIiIgsJV4xGUnZK3SOpOxFPE1QP5Wlf+3XRERERGQ/DOoTERFloqgImDdP7Bzz56utAIaTytJPYbY+ERERERGRdcleRN92q9Apom+7FZDlYX+WytK/vBxm6xMRERlEssiNnIZBfSIiokwtWQK4BP3qdLmAxYtH/vlwmfnM1iciIiIiIrKs/mnvgSKJ+VBdkST0T3vPiD8fLjOf2fpERERE9sWgPhERUaaqq4GlS8WM3dCgjj+ca7P0U5itT0REREREZFmD5RXor3+vkLH7p78Xg+UTh/3ZtVn6KczWJyIiIrIvt9kLICIispWVK4Hdu4H2dv3GrKoCVqwY+efpMvI3bAC2bdNvLUREROQYdiy6aLf1AoAExewl2Ipdj5egZGvHEnu4zLmGcn1OfXe+H/Lh38MdOa3bWhKBCeib8/4R1+RPk5Hvf+ln6H7oZl3W4cSXhROfk0i2fU83ewFCiDsXTjxedntOdlsvEYnBTH0iIqJs+HzAxo1AMKjPeMEg0NiojjuckbL0U5itT0REREREZF0eGRcWfxyDJaW6DDdYUooLSz4BeOThp2s/As8wWfqXfx7+X3ja/6TLWoiIiIjIOAzqExERZSsUArZvVzPstaiqAp59FqisHPk+6bL0s7kPERERERERmSIZmIDuhz6NRGCCpnESgQno/tijSJaNH/E+RWmy9LO5DxERERFZC4P6REREuQiFgKYmYNkywJXlr1OXC3joIfXx6QL6o2XppzBbn4iIiIiIyNKSgQk4/8mV6J8+A0qW/RwUSUL/O2fg/CdXpg3oj5alf/l+zNYnIiISRrHIjZyHQX0iIqJc+XzA6tVqcH7RIsDvT39/v1+9X1MT8PjjI5fcT8kmA5/Z+kRERERERNbmkdE794M4/8nH0H/7O5GUvWnvnpS96L/9nTj/ycfQe88HRyy5n5JNBj6z9YmIiIjsxW32AoiIiGyvuhpYuxZYtQo4dAhobQXa24FYDJBltcx+TQ1QWwsUFmY2ZqZZ+impbP36+tyeAxERERERERlisHwiej+wAL13z4e74zjcHcdREDkNKZGA4nZjMDABiYrJSFRMVv+mzECmWfqX738pWz9edXOuT4OIiIiIDMSgPhERkV4KC4G6OvWmVS6Z9xs2ANu2aZ+biIiIiIiIxJNlJEI3IRG6SfNQuWTeF730M3Q/9CnNcxMRERGReAzqExERWU22WfopzNYnIiKiIaRLNyuR2N0xK3Y9Xlm2C897Yg+XuGvImafZnsfL3f6nrLL0U1LZ+okcs/WdeQ3kzq7v2aOx53k271zY8XjZcc2ZseF7+ggDS5Iz31+IKDsusxdARERE18glS1+PxxIREREREZHt5JKlr8djiYiI6HoKJEvcyHkY1CciIrKSXLP0U1LZ+kREREREROR4uWbpp3jC/wt3+590XBERERERicCgPhERkZXokWnPbH0iIiIiIqK8oEemPbP1iYiIiKyPQX0iIiKr0Jqln8JsfSIiIiIiIsfTmqWfwmx9IiIiIutjUJ+IiMgq9MywZ7Y+ERERERGRo+mZYc9sfSIiIiJrY1CfiIjICvTK0k9htj4REREREZFj6ZWln8JsfSIiIiJrc5u9ACIiIoKYzPoNG4Bt2/Qfl4iIiGxBggIJitnL0I2TnstQkmT2CqzFvMMh7vqy7yk25zVn1+Nl9LpFZNYXvfQz9Dz0Kd3HHY5d39Pten2mx/e/bNj3OTnwPV3g4GLPc/bnwq7vmXlLgVkvuavXQI7DTH0iIiKz6Z2ln8JsfSIiIiIiIsfRO0s/hdn6RERERNbFoD4REZHZRGTpGzE2ERERERERGa5QQJa+EWMTERERUe4Y1CciIjKTqCz9FGbrExEREREROYaoLP0UZusTERFpo1jkRs7DoD4REZGZjMikZ7Y+ERERERGRIxiRSc9sfSIiIiLrcZu9ACIiory2bZvZKyAiIiIiIiKb6HnoU2YvgYiIiIhMwEx9IiIiIiIiIiIiIiIiIiIii2KmPhEREREREZEjKZBs1k1Rksxegb2IPVxirh3nnmIer2w49XmJYrf38hRnnmdx58KOx8uOa86MDd/TTTwZ4qa253sfEZEozNQnIiIiIiIiIiIiIiIiIiKyKGbqExERERERERERERERERFppNZLM7eWidnzkxjM1CciIiIiIiIiIiIiIiIiIrIoBvWJiIiIiIiIiIiIiIiIiIgsikF9IiIiIiIiIiIiIiIiIiIii2JQn4iIiIiIiIiIiIiIiIiIyKIY1CciIiIiIiIiIiIiIiIiIrIot9kLICIiIiIiIiL9SQAkyexVWIPYw6AIG9mZp4/H61p2XbdZJIHXkFnsew3w9ZwN+z4nc15zQo+XwMHt+m8OJxJ5Lox+PTM7l4gAvhcQERERERERERERERERERFZFjP1iYiIiIiIiIiIiIiIiIg0UmB+XQ2z5ycxmKlPRERERERERERERERERERkUQzqExERERERERERERERERERWRTL7xMRERERERERERERERERaSZdupm9BnIaZuoTERERERERERERERERERFZFDP1iYiISNXXBxw6BLS2AuEwEI0CXi8QCgE1NUBtLVBUZPYqiYiISAfi8jYUYSOPxr65KGKOmX2PR3pOfV6iSCa+JnPl3HPswNd6LIqCjhMo6DgBV+QMpEQcituDZGA8BituxGDFjYDsHfahzjzP4l5vQo+XiSfDif8esSORl4DYy8t553mk42XH3+dEpD8G9YmIiPJdWxuweTOwcyfQ2zvy/fx+YN48YMkSoLrauPURERERERGRZbg6T0Fu+RXk374BKRYd8X6K7EXsbe9AbNq7kCyfaOAKiYiIzKPA/C0nZs9PYrD8fhbC4TAkSUJxcfHl23333Wf2soiIiHIzMACsWQPMnQts3Zo+oA+oP9+6Vb3/mjXq44mIiGhE/BuSiIgcJR6Hr2knip/8Bryvv5Y2oA8AUiwK7+uvofjJb8DXtBOIxw1aKBEREZHzMFM/BydOnMDYsWN1HbN3hEDKSN8nIiLSJBwGli0D2tuzf2wyCWzcCOzerf43FNJ7dURERI7CvyGJiMjuXJEzKNryAxRETmf9WElR4H3tZbgP/wF9iz+GZGC8gBUSERGRUymKgiNHjmD//v04cOAADhw4gDfeeAM9PT0AgL/927/Fpk2bMhrriSeewJe+9KWM525vb0fIIp9/M6hvEcXFxWYvgYiI8kU4DCxcCHR1aRunvV0dZ/t2BvaJiIgMxr8hiYjIKK7IGfh/+CRcPRc0jVMQOQ3/D59E70OfhMLAPhEREWVoxYoV+OY3v2n2MkzHoH4OampqkEgkUFdXh69//ev4y7/8S7OXRERElJmBATVDX2tAP6WrSx2vqQnw+fQZk4iIyGH4NyQREdlWPI6iLT/QHNBPcfVcQNGWH6D3k58HPB5dxiQiIiJnGxwcvOr/S0pKMHnyZPz+97/XNO6aNWtQU1OT9j7BYFDTHHpiUP+Se++9Fz/96U9H/Hl7ezvGjx+PlpYWvP3tb0dvby/WrFmDO++8E7/73e9QWlqqaf6LFy8O+/3e3l6Ul5drGpuIiPJMXx9w6BDQ2qpm5UejgNerZtO/8UZuJffTaW8H1q8HHn9c33GJiIgsjH9DEhGRY8SiKOg4gYKOE3BFzkBKxKG4PUgGxqPgWDinkvvpFEROw7urCdF75uk6LhERETnTW9/6Vnzuc5/DbbfdhltvvRW33HIL9u7di1mzZmka993vfjdmzpypzyINwKD+JVu3bkUsFhvx52VlZXC5XKirqwMAjB07FuvXr8czzzyDX//617j77rs1ze/3+zU9noiICG1twObNwM6dgNH9dBsbgfvvB6qrjZ2XiIjIJHb4G9IFBS4omuaxFnHPRRI2slh2XbdZJEe9HlT2vQbMORd2PV6i1u3qPAW55Vfw/PYNSLGooFmGJ7/2CuLvuB3J8om6jy30PAsc3Lzr03nvjVqZdS7Ezmu/82zX9+zR5PLvESf+G4YoGx//+MfNXoIlMKh/SS5ZEpIkQZKc+quFiIhsY2AAWLcO2LQJSCbNWUMyCWzZAqxda878REREBuPfkEREZFvxOLy/bILc/AokxaQNFooCueXXGPjAh02Zn4iIiMhuXGYvwE5aWlrwhz/8AYODg7h48SL+4R/+AZIkYfr06WYvjYiI8lU4DMydC2zcaF5AP2XHDqC/39w1EBERWQj/hiQiIquRImfgf/Ib8L72smkB/RTPb98A0lS9ISIisivF5Bs5E4P6Wfjzn/+Me++9F6WlpaiqqsLvfvc7/OIXv8CYMWPMXhoREeWjcBhYuFDtaW8Fvb3AoUNmr4KIiMgy+DckERFZiRQ5A/8Pn0RB5LTZSwEASLEoCjpOmL0MIiIiylNf/OIXcdNNN8Hn86G0tBRvectbsHjxYvzkJz+BYvLmx+Gw/H4WPvrRj+KjH/2o2csgIiJSS+4vWwZ0dZm9kqu1tgKXegcTERHlO/4NSURElhGPo2jLD+DquWD2Sq5S0HECg6G/MHsZREREjtXb2zviz/x+v4ErsZ5XXnnl8tfRaBQ9PT3405/+hKeffhrTpk3D9u3bUVlZaeIKr8agPhERkR2tW2edDP2hrLgmIiIiIiKiPOf9ZZNlMvSHcllwTURERNpIl25mr0FVXl4+4r2smI1uBJ/Ph1mzZmH69OmoqqqCLMt48803sXfvXuzcuRODg4NoaWnBO9/5Tuzbtw+TJk0ye8kAGNQnIiKyn7Y2YNMms1cxPPZDJCIiIiIishRX5ynIza+MfkczJAbNXgERERHlkY985CN49NFHUVZWdt3PHn30Ufzud7/D/Pnz8ac//QkdHR1YunQpfvnLX5qw0usxqE9ERGQ3mzcDyaTZqxieLJu9AiIiIrpMuXTTl9k5J7mw45rNJgm4dkRz5nkWdx6cebzs+rzEnme55VVIVs3EcxdAyvKkiT3HFj1OFiXyXPA8Z8ee7332/PcGkd10dnYKL7P/gx/8ACdOnNBlrCeeeEKXcUZSU1OT9ud/9Vd/hZ/97GeoqanBwMAAdu3ahZaWFkybNk3oujLBoD4REZGd9PUBO3eavYqRVVWZvQIiIiIiIiJKiUXh+e3/mL2KESXHTzB7CURERLoSs7U6+zWk+P1+Q4L6LS0tuowlOqifiZtuugl/+7d/i+9///sAgJ/+9KeWCOq7zF4AERERZeHQIaC31+xVjGyUnY5ERERERERknIKOE5BiUbOXMaJkxY1mL4GIiIjoOjNnzrz89R//+EfzFjIEM/WJiIjspLXV7BWMzO8HamvNXgURERERERFd4uo4afYSRqTIXgwyqE9ERGR7zc3NZi9Bd4FA4PLX58+fN28hQzBTn4iIyE7CYbNXMLL584HCQrNXQURERERERJe4IqfNXsKI4n/9DkCWzV4GERER0f/f3v3HSFXfewN/DyzIurDR8kOE0oIW+Ida/FGhKsSYVlFTL/EWgiYoKDF9etOmptpqrRZaJbaa2KRVG5IWLI16G9Lepu2lKWlovX2w9mlKw700TzQWaJ9qBKzYiLj8mHn+WFxdd6ECe/acGV6vZJLdMzPnfOZ8z5yd73nv9zt9vPzyyz0/n3baaeUV8jZCfQBoJl0VnTZxyJBk8eKyqwAAAOBtagcPll1Cvxq1Wg7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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": {
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"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
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"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,
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"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": {
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bO9zHMAz99ddf+vvvv3XkyBHFxMSoZcuW6tWrl1vTyxR07NgxrV69Wps3b9aRI0eUnZ2t2NhYJSYmqnv37qpWrVpxvsUSNX/+fK1Zs8a6fvvtt6tBgwYOt+/WrZsuvfRSff7555LM17gtW7b4bLqTt99+W6dOnbKuv/DCCwoLC3O4/b333qs333xTu3fvliS99tprAZ82LCIiQqNGjdIbb7whyZw+rX///gGtqSgffPCB9XKnTp3UpUsXXXjhhfriiy+st48bN85nx1u3bp3WrFmjvXv36vTp02rfvr3OO+88l/v8888/OnDggPW55KyzzlKHDh1ksVi8qmPbtm1at26dtm/frrS0NIWHh6tatWpq0aKFOnTo4PT3LRDyp8TLN3HiRKfbP/fcc5o6daoyMzOt+w8fPtxn9Xz77beaPXu2df3999/3yXN7vrfeekv//POPJHP6nk8//VTVq1f3ydjPP/+8R9tPmDBBb731lvX9wPfff+9yn7vvvlsZGRmSpAYNGui9997z6nUGAAAAAAD40Jw55jRD7jh4UBowQJowQXr0UYm/61FWlHiUBl6hYwu85WnHlnwdO3a026+ojheedmwxDMNYunSp3bgjR4704Lvx3JIlS4zzzjvPbqqHgkvFihWN888/3/j555+LHKN3794uu9cUxd373fZ+zG9Bn5qaalx88cVGeHh4oXpTUlKMiRMnWtctFouRmprqwb1iGK+++qrdmP/++6/T7VetWmUMHTq0yHokGaGhocYFF1xgbNq0yaM63FG1alXrcTp37uzz8Vu3bm0dv1KlSsaJEyc82v+6666zuy/++uuvIrcreJ/7e2og28fwQw895NG+ubm5xsSJE43q1asX+fOuW7euMWnSJOv27v6uHzx40Jg0aZLRv39/IzIy0uFjUpLRrFkz48MPPzTy8vLcqrmox9HOnTuNYcOGGaGhoYXGDwsLM26++eZC3XWOHz9u3HrrrXYdN2yXwYMHu/VpedspIPKfH3Nzc41nnnnGiI+PL3LsTp06Gf/880+hsaZNm2Y3xYrtkpiYaHz77bdu3UcbN240Hn/8caNDhw52HUsKLhaLxejXr5/XHYxK2k033WRXvzudF+bNm2e3z4svvuizepo3b273s3fnd/iRRx6xq2fZsmUOty2Jji2GYRgLFy60e47fv3+/347ljaNHj9o9Tt98803DMAzjhx9+sLt/PJlq6tdffy30emsYhvHVV1/ZdQXKX3r37l3kOKdOnTJeeuklu6njCi516tQx3nzzTbc6YeTk5BizZ882rrnmGruptIpaoqOjjTvvvNPYt2+f29+3P2VlZdl1D+vZs6db+40ePdq6T0hIiE9///r3728du2/fvj4b1zDMKXkaN25sHd+dDin+ZtudRpKRlpbmcNvt27fbvT589NFHJVgpSiP+xwAAAACUT3RsCYD16w2jZUv3OrbYLv36GUaQ/J8IpV+gO7YU7+PWAMqsgp9cPXjwoE/GjYuLs1s/fPiwT8YtKCsrS9ddd5169OihOXPmKDs72+G2p06d0g8//KBnn33WL7V4at68eWrTpo1mzJihrKysIrcZNWqU9dOzhmHok08+8egYH3/8sfVyly5d1LhxY4fbTpgwQe3bt9d3333nsJ6cnBzNmjVLrVq1sn5S3ldOnjxpvWzbBcFXrrvuOuvljIwMj+ovuH2rVq3UqVOnQtvl5eXZfULdYrHo8ccf965gN2zevFnLly+3rg8bNsztfU+dOqVBgwbp7rvv1qFDh4rcZseOHbrllls0YsQIuw40rrz55pu65ZZbNG/ePOsn8R3ZuHGjxowZo4suusj6yXFP/PHHH2rXrp2++eYb5eTkFLo9Oztbb731lgYOHGj9vd61a5c6deqkN9980+Hv2uzZs9WrVy/t2bPHo3pOnTqlAQMG6OGHH9aBAweK3GbZsmXq3r279WdnGIZuvfVWXXHFFUpJSSlyn127dumiiy7Sp59+6rKGsWPH6vHHH9eKFSuc/twMw9D8+fPVp08fPf300258d4Fl29WpYcOGbnVe6Nmzp12nLne6GLgjJSVFGzZssK7379/fra4c5557rt26r+opjh49eli7TOTk5Fg73ASLTz/91Po4DQ8P14gRIyRJAwYMUM2aNa3b2XZ18cZtt92mSy65xK4rkDObN29Wq1atdO+992rHjh0Ot9u9e7duvfVWnXPOOTpx4oTTMXfu3KnBgwdrypQpLp970tPT9eqrr6pdu3Z2rwPOPP7447JYLNZlypQpbu3njiVLlli7hUhy2eEmn+1jIi8vz67DSnGkpKRo/vz51vUrr7zSJ+Pmy+/05a/xvREdHW237uw1dfLkydbXh6ioKF188cV+rQ0AAAAAALipeXPpzz+lq67ybL/586V27aRFi/xTF1CCmIoITp06JW3dGugqyo6GDaUgnfGmkIIngn3VgrzgifLw8HCfjGsrJydHgwcPtjtxYbFY1L17d51zzjmqU6eOJGn//v1asWKFfvnlF5cnlUpKSkqKXn/9dR0/flxRUVEaOnSoOnfurCpVqmj//v364YcfZLFYlJCQoPPOO08//vijJDOo8vDDD7t1jA0bNmjFihXW9aucvBG66aab7KbqCQ0N1aBBg9S9e3fVqFFDaWlp+u233/Ttt98qOztbWVlZGjVqlCIjIzV06FAv7wV7NWrUsE7RsW7dOu3evdv6M/SF0aNH6/7779fp06clmSd1rr32Wrf2/fLLL+1+d2xDMrbWrFljd4Lz3HPPdTpVSnHZnhSvUqWKOnTo4Pa+o0aN0pw5c6zrFStW1IUXXqjOnTurcuXK2r59u2bOnKl169bp888/V7NmzbyqsVatWurevbvatm2r6tWrKywsTPv379fSpUv1448/Wp+Dvv32W91888366KOP3B573759uvjii3Xo0CHFxcXpkksuUatWrRQeHq41a9Zo6tSp1hOtixYt0lNPPaUHH3xQgwcP1r///quwsDBdcMEF6tatm6pWraodO3bok08+0db/XhBTUlJ0yy23aObMmW7XdNNNN2nevHmyWCwaOHCg+vbtq7i4OO3du1dffvmlddqK9PR0jRgxQuvWrdOLL76oSZMmSZLatm2rCy64QElJSTp58qTmzJljDXTk5eVp7Nix6t27t9uPjebNm6tr165q3ry5YmNjlZOTo507d2r+/Pn6448/JJkBl0cffVR16tTRmDFj3P5eS9KxY8fsHltdunRxa7/w8HB16NBBv/32myRp9erVPqkn/+foaT1nn322QkNDrb/3vqqnOEJCQtSnTx999dVXksznFU+ngvMn28DK+eefbw3OVqhQQVdccYVefvllSdInn3yiF154wav3G6+++qrefPNNSeaULMOGDVOjRo1ksVi0ZcuWQiGTdevWqU+fPnbvdRo0aKChQ4eqSZMmCg8P19atW/X1119bww+LFi3SwIEDtXDhQoWGuv7TLCIiQt26dVPHjh2VmJiomJgYnThxQuvWrdOsWbO0d+9eSdLevXt1/vnna/Xq1U6nXfM3bx8T3bp1s1v31WNi3rx5MgzDut63b1+fjJtv7ty51sthYWFeTQPoa7bByJCQENWoUcPhtrb1d+rUqVAoBgAAAAAABFClStKUKVLv3tItt5gncd2xd6/Ut6/0zDPS/fdLIfS9QClV4j1i4JVATUW0dq3nXa1YHC9r13r1oysWb6ciOuuss+z227FjR6FtvJmK6PHHH7cb9/bbb/fgu3HPPffcY3eMFi1aGH/++afD7U+ePGl89NFHxo033ljk7SU5FVH+0q1btyLvc1vTp0+328fRFDgFPfjgg9Z9wsPDjcOHDxe53ZQpU+zG79Kli8MpPtavX280bNjQum18fLxx8OBBt+pxZfjw4XZ19OzZ0+dTYlx++eV2x3A1NVO+nj172t2Xhw4dKnK71157zW78559/3pflFzJgwADrsQYNGuT2fp988oldnc2bNzc2btxYaLu8vDzjpZdeMiQVmtLG2e/6E088YVx44YXGr7/+auTm5jrcLiUlxejatavduL/88ovT2m0fRxaLxZBkXHDBBcaRI0cKbbtjxw677StXrmyMHTvWkGQ0bdq0yO85MzPT7n6VnE9xYjsVUX498fHxxu+//15o29zcXOP666+3G/vOO+80QkNDjdDQUOO9994r8hgFn9/vvvtup/fRoEGDjDvuuMNYv3690+1++eUXo1atWnb3z7Fjx5zuEyi///673X2QPw2VO6666iq7fffu3Vvsep599lm7MX/99Ve397WdtqZp06YOtyv4c7/22muN5s2bGzExMUZ4eLiRkJBgtG/f3rjtttscTrHnrtdff916nIiICCMzM7NY4/nK33//bXcfzJw50+721atX293++eefuzVuwamI8pcnnnjC5XvmkydPGi1atLDuExYWZrz++utFTjWUnZ1tTJgwwe4YTz75pMOxU1JSjEaNGhnvvvuu08fi6dOnjUcffdRu3Kuuusrl9237fOXJe0V33HjjjXZj50/v5Ep2drZRoUIF634DBgzwST22z7UxMTHW69etW2fcc889xllnnWVUqVLFiIqKMurWrWsMHTrUmDRpktt/f9lOc9SqVSvr9X/++acxduxYo1mzZkalSpWM6OhoIzk52bjsssuMKVOmGFlZWT75/goqOLVQly5dHG6bnZ1tN03gbbfdZhiG+Ro1c+ZM46KLLjKSk5ONiIgIIzY21mjRooUxduxYY86cOX6pHaUDUxEBAAAA5RNTEQWBf/4xjMaNPT9ROXiwYTg4jwG4EuipiAi2lBIEW8rGUlqCLStXrrTbp3bt2kVu52mw5d9//zWqVq1qN/Z3333n4Xfk3Nq1a60nkSUz1OIouOGukg62NGrUyDhx4oTL8U+ePGnExMQYBU9AOJOXl2d38vSiiy4qcrvjx48bVapUsW7XoUMHlyc0U1NT7fZ55JFHXNbjjh9//NHu/pFkVKpUybj22muNb775xjhw4ECxjzFnzhy78cePH+9yn82bN9vtc+mllzrc9oorrrDb1pOT3d6wfZw9+OCDbu2Tl5dn1K9f37pfbGyssXPnTqf7PPLII4V+Ns5+1z05KX78+HGjUaNGLn9X8xV8HHXp0sXpa9yMGTMK1R4bG2vs2rXL4T67d+82IiIirNs/9NBDDrcteKI4LCzMWLlypcPtT548adSsWbNQTW+99ZbT73vIkCEun6vzeXL/r1q1yggLC7OO/dprrznd/rXXXjMaNmzot8WRgmGsDz74wO3vseDv72+//eb2vo4UDCht3brV7X179Ohh9/viSMHXdVdL69atjSVLlnj1/SxatMhurKVLl3o1jq/deuut1pqqV69eZCigXbt21m3OO+88t8YtKtjywAMPuLXvE088YbffF1984XKfO++80+51zVFoJSsrq8iAjCP333+/ddyIiAiXr5P+DLbYBj1CQkI8OuGdmJho3bdx48Y+qadjx47WMZs3b27k5OQYjzzyiF2IpqilRo0axvTp012OX716des+gwYNMjIyMgqFe4pa6tevb8ybN88n36Ot2267ze44EydOdLjt2rVr7bZ9/vnnjZSUFLsQr6OlR48eRmpqqs/rR/Aj2AIAAACUTwRbgsTx44Zx+eWen6xMSjKMIPk/H0qXQAdb6DUEwM7hw4d19dVX2103fPjwYo154MABvfnmm+ratauOHTtmvb5ly5YaNGhQscYu6OWXX5ZhGJLM6Yc++ugjVatWzafH8LcXXnjBrdbvkZGRuuSSS6zrn332WaEppApauHCh3bQdjqYhev/9961TtYSEhGjq1Kmq6GIerXr16unBBx+0rr/33nvKzc11+X24MnDgQF1xxRV212VkZGjy5MkaNmyY4uPjlZycrEsvvVQvvfSS/vrrL5f3Q0H9+vVTvXr1rOtTp051WfuHH35ot+5oGiLJnPbKVnJyskf1eWLbtm2FHmfumDdvnlJTU63rDz30kBITE53u8/DDD7vcxpar3yFbMTExeuihh6zrc+fOVV5entv7v/76606n9Rg6dKiqVKlid93DDz/sdCqf2rVrq1+/ftb1P//80+16brjhBrVr187h7ZGRkYWea8866yzddNNNTse1fQzv2bNHu3btcritJ/d/mzZtNHLkSOt6/rRnjhw5ckRbt2712+JIWlqa3bonz/exsbF2676Yks5X9WRnZ1unR3PFYrEoLi5O9erVK/Q9SeYULn369LGbVs5drVq1sltfvny5x2P42qlTpzRt2jTr+ogRIxQWFlZoO9v3MvPmzdPOnTs9PlZCQoIef/xxt2rKnzZMki6//HJdeumlLvd75plnrL8jGRkZ+vjjj4vcLiwszKMpIR999FFFRUVJkk6fPq1ffvnF7X19zfYxUblyZbemW8pn+/vsqykjDx48aFfPTTfdpKefftr6mh8eHq7ExERVrVq10H4jR47UCy+84HDsvLw8HT582Lqe/7z+7rvv2l2XlJSkypUr2+2bmpqqgQMH6tNPPy3Ot2dnyZIldr+XtWvX1g033OBwe9v7RjLv8969e2vx4sXW66pUqaKkpCRFREQUOtbZZ5+ttWvX+qh6AAAAAADgUkyMNH26NGmS5Mk03Dt3Sj17Sq++akZdgFKCYAsAnTp1Sv/++69ee+01tWnTRmvWrLHeVvDksiO7d+9Wo0aN7JaGDRuqRo0aSkhI0G233Wb3z/4qVapo2rRpHp2ocSUvL09ff/21db1fv37q2LGjz8YvCXFxcRo6dKjb29ue1D548KB++uknp9vbnjSLi4vT+eefX+R2tidWBg4cqBYtWrhVzzXXXGO9vH//fq1evdqt/VyZPHmybr31Voe3p6am6quvvtJ9992nzp07KzExUffcc4/27t3r1vghISEaM2aMdX3Pnj36+eefHW6fl5enqVOnWteTkpJ07rnnOtze9ndfUqETZr60ZcsWu/W6deu6tZ9tcKFChQqFAm5FqVixokaPHu1ZgR7o37+/9XJ6errWr1/v1n7NmjVTp06dnG4TGhqq1q1b21135ZVXuhy7ffv21ssbN250qx7JcYjM0dje1ONpTa7Y3v/Lli3z2bi+lJ6ebrfuSXgnMjLS6VjBXE9iYqIeeOABLViwQMePH9ehQ4eUmpqqI0eO6ODBg5o6dapdKCUnJ0e33HKLvvnmG7frkcznKtugZcHnl0CYOXOmjh49al139Fw1atQoa+AlLy+vUBjRHSNGjHDrZzhv3jwdOHDAun7PPfe4NX5UVJQuu+wy6/rcuXM9rrEo0dHR6tKli3Xd1eP38ccfl2F28pRhGHav5cVl+3vsyeNBsn9M+OLxKcku+Pn333/rvffekyQ1bdpUM2fOVFpamnbu3KmjR49q48aNdu8NJGn8+PEO3x+kpaVZw9WS9N1331nfl5199tmaN2+eTpw4oR07digtLU0rVqywe8+Xk5Oj6667Tv/880+xv8+9e/fq8ssvtwuETpo0yWlw2va+kaTnn3/eGoYeNWqU1q5dq2PHjmnHjh06ceKEvv/+e7vw7IEDBzR8+HCf/awAAAAAAIAbLBbp5pul33+XPPlAbU6OdNdd0vDhUoH/CQDBimALUM6MGTNGFovFbomMjFTTpk115513avfu3dZtK1asqJkzZ6pmzZoux83JySn0Cftt27bp0KFDhbbt3bu3/vzzT7Vp08an39s///xj98ng4naaCYSzzz7bo08z9+rVy67TiKNPe0tmgOmrr76yrl9++eVFfso9PT1dq1atsq47Cr8UJSEhwa4eTzpaOBMeHq433nhDK1as0GWXXeby5Nj+/fs1ceJENW7cWG+99ZZbxxgzZoxCQs68LDo7Cfrzzz/bdcYouG9BBT9p7k5HHm/ZduSRzE9ou8P2xGfLli1Vo0YNt/br06eP27V5qlatWnbrts9PznTu3Nmt7RISEqyX69evr/j4eJf72D4fFjwJ6EhYWFihAIqreiT3vo+Cz8/u1uQO2/v/8OHDTjuIFDwx7uvFkVOnTtmth3vwyYSCHQcyMzPd3jeQ9VxwwQVKTU3V//73P/Xu3btQ54fq1avryiuv1IoVKzR27Fjr9Xl5eRo7dqzHJ51tuxgVfH4JhA8++MB6uUWLFg4DrDVq1LDrCvfhhx86/V0qSrdu3dzazrajRXx8vEehWtvHua9eMyX7x6+7z53+YPuY8OTxINk/Jnzx+JTsAzLZ2dmSzIDgn3/+qWHDhtkds2nTppo8ebJdlxbDMHTnnXcW+btU8LGVP/7AgQO1ePFi9evXzy7Q3b59e82aNUs333yz9bpTp07p/vvvL/b3OHToUO3Zs8d63a233qphw4a53K+o+p988klNmzbNLsQSFham888/X0uXLrX7Hf7333/1xhtvFKt+AAAAAADghQ4dpJUrJRd//xcyc6a5r48+pAz4E8EWAEXq3bu3Vq5cqXPOOcen495www2aO3eumjZt6tNxJRXq5lDaurVIUqNGjTza3mKx2HXMmDVrlnUKoYK+/fZbu+CPow4Sa9eutZuGx92pbPLZnpx3Ni2KN9q3b6/PP/9c+/fv14wZM3TnnXeqW7duDoMiGRkZuuWWW/Tkk0+6HLtu3bp2HSpmzZpVqNNKvsmTJ1svWyyWQp/oLqjgiWd/fpq5YLCh4LEdSUlJsV52t0OP5PnvhyRlZWXpu+++09ixY9W1a1fVrFlTlSpVKhS6Kxi8cje04U4YT5IqVapkvVwwVOLOPhkZGW7tU61atSJDZM7Gdremgvu4U9PRo0f1/vvva9SoUWrdurVq1KihihUrFrr/C3Yh8mVoxlcKhtyysrLc3rdgUKdgx5RgradatWpudTsLCwvT22+/rcGDB1uvO3DggP7v//7P7Zok+yBeoH8HUlJS7KbVcdUJybabS2pqqubPn+/R8dx9TbbtsNGiRQtZLBa3j2H7ON+/f7/LqfTWrl2rCRMmaPDgwUpOTlbVqlVVoUKFQo9f2+maAvlzs31MePJ4kOwfE754fBasRzI7tn3yySeFpqazdd9999m9H964caPmzJnjcmzJ7Hw4depUp6GeV155xe598Zw5c7zuvnXq1CldeOGFWrFihfW6wYMH65VXXnG5b1H1d+vWTY888ojDfSpXrqxp06bZhbLfeOMNj0NkAAAAAADAB6pWlWbMkCZOlDz4ALW2bZP69ZOCoFsz4AzBFqCciY+PV8OGDe2WFi1aqGvXrrrsssv0v//9T2vXrtWCBQvUvHlzt8etV69eoU/YHzp0SCtWrNB9991nPbn+3nvvacCAAX45sV8whFCw20NpEBMT4/E+tif2CnZlsWXbzaVp06YOu0EUvB/79OlT6ISZs+Wvv/6y7ms7XYQvxcTE6KKLLtIrr7yi3377TWlpaVq7dq1effXVIgNNjz/+uN0n6h257rrrrJezsrLsTgzmO3z4sGbNmmVd79evn+rXr+903Li4OLt1f55kLPipdnenfrCtKTY21u3jebKtZE4j0qhRI11wwQV699139ccff2j//v06efKky30LdsNwxNPpLrzdx99je7Ofs5OJubm5euaZZ5SYmKgbbrhB06dP15o1a3To0CGn3VjyuXv/l6SCoTZPaiz4WPFFJ6Vgq8disejFF1+0u+67777zaIyoqCjrZXcep/5k23UlJCTE5VRoQ4YMUbVq1azrtt1e3OHua7Lt6+aCBQs8es20DR5Jjl83t2/friFDhqhVq1Z66qmn9OOPPyo1NVXHjx+3m26mKIF87Nr+Hntah+1jwledzgqGPc877zy33u/eeeedduvz5s1zObZkTuHjqgNaeHi4brnlFrvrPA1hSWaHlUsvvdQu/NW3b1999dVXbnUDLKr+22+/3WVQq2HDhrrgggus63v37nV76kAAAAAAAOBjFos5xdCiRVJiovv7HTokPfWU/+oCfIBgC1DOPP/889qyZYvdsm7dOv3+++/6/PPP9cADD3jVgaEocXFxat++vV544QX99ddfql69uiTp119/1ciRI31yDFslOd2Lv3gyDVG+Jk2a2IVUipqO6MCBA/r555+t61deeaXD8XwZuiipk6AWi0UtW7bUHXfcoWXLlmnGjBmqWrWq9XbDMPTMM8+4HGfYsGF2IZSipiP65JNP7D51fu2117oct2DnjdTUVJf7eKvg75CrT//nsw02FJwSxRlPtp00aZIuvvhi7dy5s9BtlStXVu3atdWgQQO74J0tPgHuPcMwdMUVV+iRRx4p8nFZrVo1JSYm2t33BaexCsb7v2DwwJMwnbfdjUqinrCwMI8eW860aNFCzZo1s67/8ccfHu2fPx1Jfl2BkpeXpylTpljXzznnHLtpkooSHh5u935j5syZHv1M3H1N9vfr5ubNm9WtWzf98MMPhW4LCwtTQkKC6tata/f4tf19DuRj1/YxkZ6e7vZrkmR/v/ri8VmwHskMfrijd+/edgGPlStXFtomIiKiUGcWd8cvuF1R4zuTk5OjESNG6Pvvv7de16NHD3333Xdud7spKshVUvUDAAAAAAAf69pV+vtvyWaqbpe++krysOMuUJI8P4OKcqVhQ2nt2kBXUXYUOEdbrjRr1kxTp061fjL5+++/15tvvqlbb73VZ8coGGRJT0932lq+LLnyyiv1559/SpIWLVqk7du3q169etbbP/vsM+vJpILTFxVk++l8SUpKSnLaQt+Z+Ph4r/YrrosuukiRkZEaZPOm7ddff9XJkycLfX+2wsPDNXr0aL322muSpFWrVunvv/9Wu3btrNvYhl1iY2N10UUXuazn7LPPtuv+8tdff6l3794efU/uKvg4KNgFwpGYmBgdOXJEUuGQmDO201s5s379et11113W9ejoaN18880aMmSI2rZtW+RJS8MwFBJCBtcX3n//fX3++efW9Xr16un2229X//791bRp0yJDFL/++qvPp6PzteTkZLv1HTt2uL3v9u3b7dYbNGjgl3oKXudOPb6oxVbTpk2tU5ucPn1ax48fd/v10fY5pODUVyVpzpw5dqG4efPmeTTlj2R+79OmTfPpew/J/nWzUqVKbk+HVpSiwjTXXnut9uzZY10fNGiQrr32WnXt2lW1a9cu8n64+uqrNXXqVK/r8BXb3//c3Fzt3r3b7v2JIzk5OXbfs68eEw0aNNC///5rXa9bt65b+8XExCg2Ntb6Onno0CGH49tOI+Tu+AXvE0fjFyU3N1ejR4/WjBkzrNd17txZP/zwg0eP2YL3cUREhNvv44pTPwAAAAAA8JPq1aXvv5eef1565BHJRddfnTwp/fGH1KtXydQHeIhgC5yqWFHyUfMOQIMGDdLFF19s/cf7o48+qpEjRxaapsVbBcfZu3evy09zu8PTE2dSyU/XMGLECN19993KysqSYRiaNm2aHnroIevttl1cevXq5fSkUn5nnXxffvmlw2mLgtnAgQN11llnae1/6bysrCylpKS47Eh03XXXWYMtkhlkyQ+2rFy5Uv/884/1tiuuuMKt6WIKhljmz5+v++67z+3vxRMFT6gePHjQrcdBjRo1rCfsiuqo4siuXbvc2u6NN96wdn6IjIzUkiVL1KZNG6f7+HPKpvJm4sSJ1sstWrTQ77//7jLY4Mn9//rrr+v111/3tjyXtjiY37VFixZubVeUrVu3Wi/HxsYWK4zgrB53QmynTp2yO4lfcJziKtix4eTJk24HWw4cOGC9HMgp/jydRsjZOL4Otti+bvbs2VM//vijz8b+888/tWTJEuv6Qw895FYHsmB5/izqMeFOsCU1NVW5ubkOx/FWy5Yt9dNPP1nXPZnyzXZbR9MqtWzZ0i7Y4u74Bbdzd9qmvLw8XXPNNXbBxfbt2+unn37yeHrLhIQExcXFWafW8va+kYJz6joAAAAAAMqlkBDpwQelbt2kESOkffucbz9vHsEWBC0+Bg2gRD399NPWDgzHjh3TUz6cs++ss86yW1++fLlPxrX9JLa7gZX9+/f75NjuiouLs3bDkeyDLBs3brS7L6666iqnYzVt2tRu3d3gQjAqGGI5fvy4y31atWqlTp06Wdc//fRT69RDkydPttv2uuuuc6uOVq1a2X1qe+7cuX6bjqhgdwh3f362IZNVq1a5PXWFu9MNzJ8/33r5qquuchlqkaRt27a5NTac27Nnj92J1kcffdStUIMn9/+RI0e0detWvy2OVK1a1e6xtXTpUrfqzcrK0ooVK6zrrVq1cvt7dabg77W79fz11192U7T4qp58BV+TCgYYHcnNzbXb151Agj8cOnRIs2bNsq7XqFHDbtodV4ttuG/VqlU+nybFdqonX79m2j53xsTEaMKECW7tFyzPn94+Jn7//Xe7dV89Jtq2bWu3nh/odMUwDLtprByFsr0dv+B27oS+DcPQ9ddfr08++cR6XZs2bTR37ly76Rg9YVt/Wlqa21NHeVM/AAAAAAAoQb17S6tWSa66y86bVyLlAN4g2AKgRDVv3lwXX3yxdf2dd97x2Umg1q1b2/0j/+uvv/bJuLZj7t692619/vjjD58c2xO2gRXbMIttyCUyMlKXXHKJ03HiA8yQ9wABAABJREFU4+PtAiG//vqrjystOQU/MVytWjW39rMNrBw+fFjffvutTp8+rU8//dR6ffv27QudwHIkJCREd999t3U9Ly9PTzzxhFv7eqp58+aqUKGCdX3z5s1u7de1a1fr5QMHDui3335zaz93H2e2jx13Qi2S/QldeK/g81ZZu/9tQ31bt25164T+4sWL7Z4fhgwZ4pNakpOT7UIO8+bNcyskNnfuXLt1X9UjmSGeZcuWWdfr1KmjsLAwt/bdsmWL8mxalPo6cOOujz/+2BowlMzpDLds2eL2sm7dOruOEr7q/pKvb9++1svr1q2z63JTXLaP32bNmhU5bVhB+/bt07p163xWQ3F0797drnPInDlz3NrP9jEREhJi9zgvjkGDBtlN97Rq1Sq39tu0aZPdtFyOpkYaOnSo3bq74//99992666mXjIMQ+PGjbObHrFly5aaN2+e2+91imJbv/H/7N13WBRn1wbwe+kCCqg0BRVQsRewNyzYNfZeo0ksiYklzahR0zWxJSZGjYq9xxK72FGxYccuCgKCKEVA+nx/8DLfzrJlFpbFcv+uay93dp955uwwO4vM2XMEAdeuXZO1nr7xExEREREREVExcHYGdP3d8fx5QMYXhImKAxNbiMjopk6dKt5PT0+XVVJfDhMTE/Tr109cPnLkiEGqtihfpLx69aqs8urKFxqMpWvXrpKLGWvXrhXbEuXp0aOHrNL0AwcOlMwj9xvHr5Ps7GxJgpGFhQXc3d1lrTto0CBJpZ6VK1dix44dkm9rjxo1Sq94PvzwQzg5OYnLAQEB2Llzp15zKDtw4IDaShY2NjaoXr26uCz3otSAAQMkF/t++uknnetcvnwZ+/btkzW/8sV9Oe+hjIwMLFmyRNbcpJ1qYoWc/X/79m0cPHhQ9jZmzZoFQRCK7KZNr169JMvLly/XGa/qmJ49e8p+rboox/P48WOdF/KzsrIknxlubm5o0KCBweJZuXIlkpOTxeX27dvLXlf1/KFczcqYlBNRvLy80KhRI73Wt7OzkyRGbNiwwaCtUjp27CgmwQqCYNC2XPqeO4Hc1mByq24VNQsLC3Tt2lVcPnXqlKSClDrx8fGSpMmmTZvC2dnZIPGUKVMGrVu3Fpf//fdfWVVJlFv9AEDbtm3Vjqtbty4qV64sLm/ZskVWXHLnz/PZZ59h2bJl4nL16tVx9OhR2dWYNOnTp4+kBaec+HNycrBt2zZx2dLSEs2bNy9UHERERERERERURPz9tT+fnQ2cOGGcWIj0xMQWIjI6Hx8fdOzYUVxesWIFHj9+bJC5J0+eLP5BXhAEjBgxotBJGY0bNxbvp6SkSKp2qLNt27Z83743BgsLCwwYMEBc3rRpE44ePSrZt7raEOX55JNPxASYpKQkDBs2THY5+jyGumg4duzYArWN+O233yQtNNq0aQMbGxtZ65YqVUpS2ebQoUOYO3euuGxlZYUhQ4boFY+1tTXWrl0rtuICchOI/v33X73mycjIwKxZs9C1a1e8fPlS7Rg/Pz/x/vnz52XN6+rqKnnN+/fvx6JFizSOf/HiBYYNGyap5qCNcguTPXv26Bz/5ZdfFlm7pndNBZXykrr2f3p6OkaOHCn7Z1vc/P39Ja3o/vjjD4SFhWkcf+bMGWzdulVc7tq1K6pUqaJx/KNHj6BQKMSb8kVxdcaNGyepqvHll18iMzNT4/jffvtNUpXjs88+k1xYVqZcMUKOmzdv4uuvv5Y8NnLkSNnrK1d68fDwyHcsqRo5cqRkXx0/flyfcNU6d+6cpPrIoEGDCjSP8noJCQl6n3u1KVmyJCZMmCAu//rrrwV67eo+N5XPnTdu3NB5Xjx//jx+++03vbY7a9Ysyc8tICBAr/V1mThxomRZuYKZOlOnTpUc66rrq9I3/ilTpoj3IyMjMX/+fK3jIyIisGDBAnG5VKlS+RLqNM1/7tw5nckhly5dkrQT8vDwQCstvay/+OIL/PHHH+Kyt7c3jh49KkmeLSg3Nzf0799fXP7zzz91VsFavHixJNG2X79+KFGiRKFjISIiIiIiIqIi0Lo1YKIjPUClMivR64KJLURULL755hvxfmZmJr7//nuDzFutWjV89dVX4nJoaChatmwpuTinKi0tDevWrcPYsWPVPt+2bVvJN4W/+OILjaXlN2zYgGHDhmm8KFnUlBNXYmNjJa/JxcUFHTp0kDWPvb295Bvn+/btQ+vWrXW2NhAEAcHBwRg/fjxatGihZ/Tq7dmzB76+vujQoQM2bNiA1NRUreNTUlLwzTffSCoDAci3rItyO6KcnBxJmf3evXtLWlTJ1aFDB8yaNUtcTk9PR79+/TB8+HCtF+KB3Ne1cuVKVK1aFbNnz9aadKBcmSA0NFR2W4x58+ZJKvpMnDgRH3zwAe7cuSOJedu2bWjQoAFu3ryJGjVqyJpbOZnt6NGjGivCpKSkYMKECVi0aJEkCYgKzsXFRdJ+6Oeff9aYfBceHo6OHTvi3Llzb8z+NzExkRxPKSkp6N69OyIiIvKNvXbtGvr37y++f0xMTAxWNSyPu7s7Pv74Y8k2hwwZgvT09HxjN27ciJkzZ4rL5cuXxyeffKJx7rlz56JHjx44evQosrOzNY4TBAFbtmxBy5YtkahUOrRbt26SxDddlFvRde7cWfZ6hqTaNmjw4MEFmqdbt26S85uh2xF99dVXYoJVRkYGOnfujIULF6r9uSuLi4vDihUr4Ovrq7aKl/K5MycnB4MGDUJcXJzauXbv3o0OHTogMzPztXr/NmrUSNKGcv/+/Zg0aZLaz7HffvtNUonE19cXffr0MWg8nTp1gr/St5O++eYbLF26VO3Y+/fvo3379pL30ZQpU+Dg4KBx/g8++EBS7e/999/Hrl271I69cOECunXrJkkenjVrlqSCmrIZM2ZIEpeqVKmCo0ePwsXFRWM8+vrpp59gYWEBAEhOTkaHDh1w69YttWNXrVolSeSxsrLCjBkzDBYLERERERERERmYgwOgWi3a1RUYNgwICAAiIgClv1cSvU7U/8WMiKiItWrVCs2aNcOZM2cAAKtXr8Y333wDT0/PQs/9/fff49KlS+KF29DQUDRu3BjNmzdHu3btUK5cOZiYmCAmJgaXL19GYGAgEhMTNV7sMzMzw/Tp08VvY7948QKNGjXCwIED0aRJE1haWuLx48fYs2ePmPzw/fffF8sf9ps0aYIqVarg3r17AHIvyOQZNGgQTE1NZc81YsQI3Lx5E7/++isA4PTp06hVqxaaNWuGVq1awd3dHTY2Nnj58iViYmJw/fp1BAcHi1VSvL29DfjKgMOHD+Pw4cOwsrKCr68vGjZsCDc3N5QuXRrZ2dmIjY3F5cuXcfDgwXyVTD7//HO9LuYCuceo8r5Uppz0oq8ZM2agVKlSmDJlCrKzs5GTk4O1a9di3bp1qFevHlq3bo1y5cqhTJkySEpKQkxMDEJCQnD8+HGdF0jztGvXDvb29khISAAAHDx4EMOGDdO5Xrly5bBx40b06tULGRkZAHIv/q5YsQL29vawtbVFTEyMWH3C2toaW7ZskVTL0HSMTZo0CUuXLhUrEkybNg1bt25Fr1694O7ujtTUVNy4cQP//vuvmIjzww8/SJLgqOC++eYbsaLTq1ev0LFjR3Tu3Blt27ZFmTJlEB8fj7Nnz+K///5DWloazMzMMGPGDEnSxeuse/fuGD9+PP766y8AuZVKqlevjiFDhqBevXrIzMxEcHAwtm3bJqmeMmfOHEnSj6F8//33OHnypNgOb+vWrThz5gyGDRsGT09PxMfHY9++fTihVNbT0tISmzdvhpWVlcZ5BUHA7t27sXv3bjg5OaF58+aoXbs2nJycYGtri5cvX+Lu3bs4cOBAvnNXjRo1sGbNGtmv4dmzZ5KEPkMnF8iRkpKCTZs2icv16tWTtFrTh5WVFXr16oXVq1cDyE3aCQsLg4eHh0FitbGxwY4dO9CqVStER0cjLS0NkyZNwo8//oiOHTuiXr16KF26NHJycpCQkIB79+7hypUruHTpktYkpXr16qFz587Yv38/ACA4OBhVq1bFwIEDUbduXZiZmSEiIgJ79+4Vj7d69eqhSpUqkspExW3JkiUICQkRK84sXLgQ+/btw6BBg+Dm5oaYmBhs375dcsyVLl0aGzZsKJJk4YCAADRt2hQRERHIzs7G2LFjsXTpUvTo0QPu7u5ITk5GcHAw/v33X8lnb7t27TBt2jStc5uZmWHr1q1o0aIFEhMTkZqaip49e6Jly5bo3LkzXFxcEB8fjxMnTmDPnj2SBJ+RI0dqrK4XERGBH374QfJYQkKC1uou6qxfv15SjVCVp6cnli9fjhEjRgAAHjx4gLp166Jnz55o3rw5SpYsiaioKOzevTtf4vjff/+NqlWr6hUPERERERERERlZz56As3NuWyJ/f6B6daCYvqxNpBeB3gjJyckCAAGAkJycXKA5MjMzhdDQUMktMzPTwJHS62bVqlXisQNAWLVqlcHmrlixojhvxYoV9V5/z549kthGjBhhsNjS09OFESNGSObXdfPz89M4X3Z2ttC3b19Z84wbN04QBEH2flfejzNnziz0a//uu+/UxnX58uUCzffnn38KFhYWeu1LAEKNGjUK/VoEQRCqVKmi97bzbpaWlsIPP/xQ4G3//PPP+eb08PAQcnJyCv26Dh8+LNSqVatAr8vV1VVYtmyZkJWVpXH+Dz/8UBzfo0cPvWI7ePCgUK5cOa0xVKxYUbhw4YKQlpYmeXznzp0a5920aZNgZmYm6zWOHTtWEISifR8pnyO0vf+VqZ5TNZk5c6be58djx45J5g4LC5O1ntx9NGHCBNnvm4CAgALHU1yysrKEYcOGyXqNCoVCmDp1qqx5w8LCZH9WKIuOjhZ8fHxkxVOyZEnh33//1Tmn8nGlz61r165CTEyMrLjzLF26VFzf3d1dyM7O1rlOx44dxXVKlCghREdH67VNVarvtzlz5hRqvgMHDkjmmz59uuR5QxzzkZGRQuPGjQv0c9qyZYvaOZ8+fSp4eXnJmqNatWpCWFiYXuc31ePKkL8rKgsNDZX9OpydnYWgoCBZ8xY0/tDQUKFy5cqyfz69evXS6/9hp06dElxcXGTPP27cOK3/N1M9FxX0duzYMVnxL168WPbvfxYWFsLKlStl7xt6e/BvDERERERE76a//hIEQPOtTJnijpCIioIh8hUK4/WpUU1E75yuXbtKvim/bt063L171yBzW1hYICAgAMeOHUPr1q21ViqxtrZGr169JC1iVJmYmGDTpk344YcfULJkSbVjKleujA0bNogVA4qLulZItWvXRr169Qo03/jx4/HgwQOMHz9ea+l9AChRogT8/f3x559/4tSpUwXanqobN25g3759GD9+PGrWrCnrm9vOzs6YMGECbty4ofOb1dqMGDEi37Hz/vvvG+Tb4/7+/rh27Ro2btyIjh07wtraWut4c3NztGvXDqtXr8aDBw/w4Ycfaj2uP/roI/H+wYMHER8fLzu2vLYD8+fPR4sWLeDk5AQLCwu4u7ujTZs2+Pvvv3H9+nU0aNAAL168kKyrrUXTgAEDcOzYMfj6+mocU7t2bWzduhVLliyRHS/J8/vvv2P58uUoX7682udNTU3h7++P8+fPi9/Uf5OYmppizZo12Lx5s6SKkKomTZogMDBQYzssQ3FxcUFwcDC+++47jW1CLCws0Lt3b1y9ehW9evXSOWfbtm3Ru3dvODk56RxrZmaGDh06YPfu3dizZ4+sdZRt3LhRvD969GidrW0yMzMRFBQkLo8fP77Q7VGU2wUpFAoMGjSoUPP5+/tL9kNAQIDWtm4FUa5cOZw9exabN29Gw4YNdX5eeHp6Yty4cTh16hT69eundoyzszMuXLiAUaNGwdzcXO0YBwcHTJo0CZcuXUKlSpUK+zKKRPXq1XH16lVMmjRJ4+8TNjY2GDlyJK5fv47mzZsXeTzXrl3D119/rfX9UbNmTWzYsAHbt2+HjY2N7PlbtGiBmzdvYuzYsbCzs9M4rkmTJti/fz/++usvjS2IisPHH3+MkJAQdO3aVeNxZ25ujn79+uHy5ct4//33jRwhERERERERERG9SxSCIAjFHQTplpKSAltbWwC5vc71+aNqnqysrHxl6atUqfJa/QGVqKi8ePECQUFBiIqKwvPnz2FhYQFHR0d4e3vDx8cHlpaWsudKS0vD8ePHce/ePSQnJ8PFxQXVq1dHkyZNivAVvB5ycnIQEhKCW7duIS4uTjw3OTs7w9vbGzVr1tRrXxZEYmIibt26hQcPHiAuLg7JyckwMzNDqVKl4OLigjp16sDT07NIWhcUpYyMDJw/fx5PnjxBXFwcEhMTYWtrCwcHB3h7e6NevXp679uWLVuKF5oXLlyIzz77zOBxHzp0CB07dhSXnzx5ojFxQtnNmzdx7tw5xMbGwtLSEq6urqhTpw5q1Khh8BhJKjMzE+fOncO1a9cQHx8Pe3t7uLq6olmzZoVORHid3LhxA9euXUNUVBRMTU1Rrlw5NGzY0CAt7/SVnZ2NM2fO4P79+4iJiUHJkiXh5uaGli1bonTp0gWa88mTJ7h16xYiIiLw/PlzpKWlwdraGvb29qhcuTIaNmyoM2FOk3v37ontRKysrPD48WOdiTGnT59GixYtAAC2trZ4+PAhHB0dC7T9t0lcXBxOnz6Np0+f4sWLFzA1NYWdnR08PDxQs2ZNWedL1flOnjyJR48eISMjA05OTqhYsSJatWqlMfngdZSRkSG+jmfPnsHBwQEVKlSAn59fgf6fU1h579EHDx7g6dOnsLS0hLOzM5o0aWKQc0Z6ejpOnTqFx48fIzY2FtbW1nB1dUWLFi1Qrlw5A7yCovX8+XMEBQUhMjISCQkJsLe3R6VKldCyZUuNCd/0buDfGIiIiIiI3k1LlgDjx2t+vkwZIC7OePEQkXEYIl+hMJjY8oZgYgsREelr37596Nq1KwDA29sbt27dMnjCz8SJE7Fo0SIAuVUFnj59atD5icj4Jk+ejAULFgAAxo0bJ6sS2Q8//IAZM2YAAL755hv8+OOPRRojEREVP/6NgYiIiIjo3cTEFqJ3U3EntrAVERER0VuqS5cuaNq0KQDgzp072LFjh0Hnj4qKQkBAgLjcqVMng85PRMb34sULLF++HEButZbp06fLWu/o0aMAADs7O3z++edFFh8RERERERERERERvXuY2EJERPQWmzNnjnj/p59+gq5CbaGhoUhKStI5b3x8PPr164fExETxsTFjxhQ8UCJ6LSxatAjJyckAgM8++0xWm5T09HScPXsWADBlyhQ4ODgUaYxERERERERERERE9G5hYgsREdFbrGXLlhg8eDAA4NKlS9i8ebPW8bt370bFihXx6aef4vjx4+IF7jyRkZFYsmQJ6tWrhzNnzoiPDxgwQKwOQ0RvptjYWMyfPx8AUL58ednVWiwtLfHq1SsIgiC2IyIiIiIiIiIiIiIiMhQ2PiYiInrL/fbbb6hSpQoAIC0tTef4hIQE/PHHH/jjjz9gYmKCMmXKwNraGgkJCZIKLXnq1q2Lv/76y+BxE5FxPXz4EFOmTAEAtGnTRuyXSkRERERERERERERUnJjYQkRE9JZzdXXFrFmzZI01NzeXLOfk5ODZs2dqx5qYmGDw4MH466+/ULJkycKGSUTFrEmTJmjSpElxh0FEREREREREREREJMHEFiIiIhJNmTIFLVu2xMGDBxEcHIz79+/j6dOnSE1Nhbm5OUqXLg0vLy+0bt0aAwcORPXq1Ys7ZCIiIiIiIiIiIiIiInqLMbGFiIiIJBo1aoRGjRoVdxhERERERERERERERFQcBAG4dQuoVAmwti7uaIhgUtwBEBERERERERERERERERERUTGKjATWrAGGDwfKlwdq1gSOHy/uqIgAsGILEREREREREREREREREREZUHY2EBsLREUB0dG5t7z7yo/l5AAVKwKffQYMGAAoFMUd+Ttmzx7g0CEgMDC3QouqwECgSxfjx0WkgoktRERERERERERERERERERUaPHxQLlyQExMbtKKHNHRQHAwcOECMG9e0cZHKr79Frh8WfPzgYHGi4VIC7YiIiIiIiIiIiIiIiIiIiKiQsvJ+f9KLPqaPx84c8bwMZEW/v7an79+HXj61DixEGnBxBYiIiIiIiIiIiIiIiIiIip2hw8XdwTvGF2JLQBw9GjRx0GkAxNbiIiIiIiIiIiIiIiIiIio2N27V9wRvGNatAAsLLSPYTsieg0wsYWIiIiIiIiIiIiIiIiIiHRSKIp2fkEo2vlJhbU10Ly59jGBgfzBULEzK+4AiApCEICwMODyZSAiAnj1CsjIyE0oLFECcHcH6tcHPDyK/gOWiIiIiIiIiIiIiIiI6F3g7V3cEZDB+fsDx45pfj4iIreUTtWqxouJSAUTW+iNcf06sGULEBwMXLoExMfrXsfBAfD1BZo0Afr3B2rXLvo4iYiIiIiIiIiIiIiIiN5GDRsCZcsCcXHFHQkZjL8/MG2a9jGBgUxsoWLFVkT0WktPBzZuBFq2BOrUAX74Ife8KSepBcgdFxiYu16dOrnzbNyYW92FiIiIiIiIiIiIiIiIiOSztQVWrQJM9LzKbG4OVKgAlCxZNHFRIfj6AnZ22scEBhonFiINWLGFXktZWcAffwC//ALExhpu3qCg3JuTE/D118CECYAZ3wVEREREREREREREREREsnTrBly5AsyeDdy6BaSmAq6uubdy5aT/5t0vXTo3GaZnT2DXruJ+BSRhagq0bQvs2KF5zNGjQHZ27liiYsBL+vTaCQ0FRo4ELlwoum3ExgKTJ+dWbwkIAGrUKLptEREREREREREREREREb1NatcGtm0r7ijIYPz9tSe2JCYCly4BjRoZLyYiJWxFRK+NrKzcCi316xdtUouyCxdyt/fLL7nbJyIiIiIiIiIiIiIiIiJ6p/j76x7DdkRUjJjYQq+F5OTcsmVTpwIZGcbddkZG7na7dQNSUoy7bSIiIiIiIiIiIiIiIiKiYlWlCuDurn0ME1uoGDGxhYpdfDzQvj1w8GDxxnHwYG4cCQnFGwcRERERERERERERERERkdEoFLqrtpw+DaSmGiceIhVMbKFilZwMdO0KBAcXfI4SJQAPD8DbO/ffEiUKPtfZs0CXLqzcQkRERERERERERERERETvEF2JLRkZQFCQcWIhUmFW3AHQuysrC+jbNzeZRB/W1sCAAYCfH9CgAVCtGmBqKp339m3g0iXgxAlg82b9kgfPngX69AH27AHM+A4hIiIiIiIiIiIiIiIiMprsbODZMyA6Gnj6VHpTfiwmBrCxAWrVAn74AWjUqLgjf8O1a6d7TGAg0KFD0cdCpEIhCIJQ3EGQbikpKbC1tQUAJCcnw8bGRu85srKycO/ePcljVapUgVkxZW/88gswdar88R4ewMSJwPDhgL29/PUSEoA1a4CFC4GwMP3i++or+ePJ+O7du4dly5bhxIkTuH//Pl6+fImsrCwAgJ2dHRLegr5SI0eOxOrVqwEAfn5+OH78ePEGVAjHjx9HmzZtxOWwsDBUqlSp+AJ6AwUEBOD9998Xl9+kj/CiPpaN+V6Jj4/HpUuX8PDhQyQkJCAzMxM2NjYoW7YsKlWqhOrVq6NMmTJFtv2iEB4ejqtXryIuLg5xcXHIycmBvb09XFxc4OPjA3ddvVU1yMrKQv369XHjxg2Ym5vj1q1b8PLyMnD0RK+XlJQUnDx5EhEREXjx4gUcHR1RqVIltGrVCubm5kaP5+nTpzhz5gwiIyPx6tUrlCtXDtWrV4evr6/RY9FEEAT4+vri8uXLMDc3x7Vr11CtWrXiDouIdHjd/sZARERERERvhp49gV27ND9vZgbk5OTe9LV7N9C9e4FDIwCoUwe4fl3z8/XrAyEhxouHXhuGyFcoDP61gYrFzZvAzJnyxioUwKRJuZmWBWkzZG8PfPop8MEHwIwZwIIFgJxrwd9+m/vhV6OG/tt8naheCFdlYmICS0tL2NrawsnJCZUqVUK1atXQpEkTtGnT5rW9OBsQEIAxY8YgIyOjuEN5LTx69AgBAQHi8sSJE2GvTwaYHgICAvDo0SMAQL169dCzZ88i2Q7R62b79u34888/cfz4cZ1JRZ6enmjVqhU6d+6M3r17Sy7wDBs2DOvWrROXz549iyZNmhQqtnr16uHq1asAgBIlSiA6Ohp2dnZa14mIiMD8+fOxb98+3L17V+tYV1dX9O/fH8OHD4ePj4/suP744w/cuHEDADB27FgmtdBbLS4uDl999RU2b96MFDV9LUuXLo2RI0fi+++/h7W1dZHHc/XqVXz55Zc4cuQIsrOz8z3v5eWFzz//HGPHjpU9Z6VKlfD48WO9Y/n444+xePFijc8rFAr88ssv6NixIzIzM/Hpp5/i0KFDem+HiIiIiIiIiN58//v+coG8/z4QEVGw64n0P/7+2hNbLl8G4uKAsmWNFxMRAJPiDoDePVlZuR8scvIRKlTIbdU2b17hP4SsrXPnCQrKnVeXjAxg5MjCfYC+CXJycvDq1Ss8e/YMN2/exN69ezFv3jz069cPLi4u6NKlCw4ePFjcYUrcunULH3zwgSSpxcbGBpUqVYKXlxe8vLzg6elZjBEa36NHjzB79mzxVpTVagICAsTt7Ny5s8i2Q/S6iI+PR5cuXdC3b18cO3ZMVqWchw8fIiAgAAMGDEBcXJzkudGjR0uWV61aVaj4Ll26JCa1AECfPn20JrWkpKTg008/RZUqVbBw4UKdSS0AEB0djUWLFsHX1xc9evTArVu3dK7z4sULzJ49GwBgZWWFadOmyXg1RG+mM2fOoHbt2li5cqXapBYg9z0xf/581KtXT9b7rjD+/vtvNGrUCIcOHVKb1AIADx48wLhx49ClSxek6tO3s4h06NABLVq0AAAcPnwYe/bsKeaIiIiIiIiIiOhN8/w5cOVKcUfxhvP31z3m6NGij4NIBSu2kNH98Qdw4YLucd7euW3a3NwMu/1mzYDTp3PPy3fuaB974UJuvJMmGTaG4uTk5ISSJUtKHktNTUVCQgJevXoleTwrKwv79+/H/v370a5dO6xcuRIV5GQFFbGlS5eKF2nMzMywbds2vPfee1AoFMUcGRG9bZKTk9G+fXtcunRJfEyhUKBJkyZo0aIFKlWqBGtrayQlJSEqKgqXLl1CcHAwkpOTNc7p5+cHLy8vPHjwAACwadMmLFy4ECUKmMG5cuVKybJq4oyyJ0+eoHv37rii8r87e3t7tGvXDrVr14ajoyMsLCwQExOD8PBwHD58GGFKvfx2794NhUKhM7Ftzpw5SExMBACMGjUKzs7O+r0wojfEvXv38N577+H58+fiYz4+PujduzecnZ0RHh6OjRs34v79++L4Ll26IDg4GGWL4Jst27Ztw/jx48UkPIVCge7du6NVq1awsbFBaGgo1q5dKybB7t+/H0OHDsW2bdtgYiL/ew8ODg4oXbq0rLGOjo6yxn311VcICgoCAMyYMQNdu3bl73dEREREREREpJd794CmTYs7ijdYq1a5/aC0ffM/MBDo3994MRGBiS1kZOnpwC+/6B5XoULRJLXkcXPLnb95cyA8XPvYX34BPv4YsLAomliMbc6cORg5cqTa51JTU3Hp0iWcO3cOa9aswXWlUmNHjhyBj48PTpw4gZo1axopWvXOnTsn3u/duzd69OhRjNEQ0dts5syZkqSWunXrIiAgAPXq1dO4Tnp6Og4fPow1a9Zgx44d+Z5XKBQYNWqUWMEkKSkJ27dvx9ChQ/WOLy0tDRs3bhSXvby84Ofnp3bs06dP0aRJE0RGRoqPubu747vvvsOwYcNgamqqcTvXr1/HL7/8gk2bNiFHRnPbuLg4se2IQqHApLcpQ5RIxZAhQ8SkFoVCgV9//RVTpkyRjJk1axYmTZqE33//HUButZTx48djy5YtBo0lJiYG77//vpjUUqpUKezcuRNt2rSRjJs9ezZ69OiBU6dOAQB27NiBv//+G+PHj5e9rU8//RSzZs0yWOwA0LVrV3h7e+POnTu4cuUKdu7ciV69ehl0G0RERERERERUvLT8GZJeB7a2uZlB//u7kVqBgcaLh+h/2IqIjOrff4HYWO1jFApg48aiS2rJ4+YGbNiQuz1tYmNz434XWFtbo2XLlvj8889x7do1HDx4EO7u7uLzz58/R5cuXRAdHV2MUULS1qNy5crFGAkRvc2Sk5Px119/ictubm44fvy41qQWALC0tES3bt2wZcsWPHr0CA4ODvnGjBw5UpJIolp1Ra4dO3YgPj5eXB41apTa6gbZ2dkYOHCgJKnFz88P169fzxeLOrVr18b69esREhKC6tWr64xryZIlYmuTdu3a8VxNb61t27bhglIpwjFjxuRLagEAExMTLFq0CB07dpSse/HiRYPG8/3330sqRi1btixfUguQW21l165dcHFxkayrqY2SsSgUCnz44Yfi8rx584oxGiIiIiIiIiIqCjVqFHcEpJOudkRhYcDDh8aJheh/WLGFjErp+qBGkybltgsyhubNgYkTgQULtI/76y9g4ECjhPRa6dChA65cuYJOnTqJF23Cw8MxevRo7Nu3T6+5BEFASEgIQkNDERsbC0EQ4OzsDF9fX9TQ87eYzMxM8b65uble6wJAZGQkrl+/jrCwMCQkJMDU1BSlS5dG5cqV0aRJE1hZWek9JxXe9evXcfXqVURGRsLKygqVKlVCmzZtUKpUqULPnZGRgVOnTuHx48eIiYmBtbU1evTogUqVKmlcJz09HadPn8ajR48QGxuLEiVKwNXVFa1atZJcCNRHZGQkLl68iPDwcCQlJcHU1BQlS5aEm5sbqlWrhqpVqxaq5cL58+dx69YtREdHw9bWFpUrV0br1q0LdUw/e/YMp06dQnR0NJKSklCmTBm4u7uLLS2MISwsDKdPn0ZUVBSsra3h5uaGVq1ayW6BUVBHjhxBWlqauPzJJ5/A3t5erznKly+v9vFy5cqhU6dO2Lt3LwDg+PHjePTokdZjUp1Vq1aJ901NTTFixAi14xYsWIATJ06Iy76+vjh48CAsLS312l7dunVx/vx5bN++XeOYrKwsLFmyRFweNWqUXtvI8+TJE5w6dQqRkZEwNzeHm5sbmjVrBldX1wLNp8xYnwM5OTk4c+YM7t27h6dPn8LW1hY+Pj5o1qyZ1vf6tWvXcOHCBcTExMDGxgZVq1ZF27Zt9f55qRMWFobz58/jyZMnyM7OhpeXF/z9/WFnZ6dxnWfPnuHkyZMICwtDdnY2ypUrh7Zt22o8vrURBAF37txBaGgonjx5gpcvX6JEiRIoU6YM6tatizp16ujVDqe4LVD6JbJEiRL46aefdI7P+71HEAQsWrQIa9euNUgsL1++xD///CMuN2nSBAMGDNA43sHBATNnzsS4ceMA5FZ12rRpk9Z2ZsYwfPhwfPXVV8jOzsbp06cREhICHx+fYo2JiIiIiIiIiAznvfeAn34CZBSGpuLi7w/MnKl9TGAg8NFHxomHCAAEeiMkJycLAAQAQnJycoHmyMzMFEJDQyW3zMxMA0eq2bVrggBov3l4CEJqqtFCEgRBEFJScrerK7Zr14wbl6GsWrVKPHYACKtWrdJ7jvDwcKFs2bKSeYKDg2Wtm5SUJEybNk1wdnaWrK98q1KlirBhwwaNc4SFhWlcV9NN1fHjx4Xx48cLnp6eWteztLQU3n//feHBgweyXt+IESPEdf38/GStIwiCULFiRXG9mTNnFnh+Pz+/Qu8bOY4dO6b3dlRfl+ocYWFhgiAIQmBgoODj46N2DgsLC2Hy5MlCSkqKzhjV7auUlBRh8uTJgoODQ765Nb0XHj58KAwZMkSwtrZWG5NCoRD8/PyE8+fP67X/WrZsqXOfOTg4CEOGDBHCw8PVzqP6fs6zceNGoWrVqmrntLW1FX788UchKytLdryCIAjBwcFCmzZtBBMTE43vlYEDB4o/R10K8l65ceOG0Lp1a43bHzx4sPDs2bMCz6/LwoULJdvcv3+/QebN8++//0rm//bbb/Va//Hjx5KfT5cuXdSOS0tLE1xcXCT7LjQ01BAvQa09e/aI27KyshKSkpL0Wv/OnTtChw4dBIVCke/nbmpqKrz33nvCo0ePBEEQhJkzZ4rPVaxYUeu8RfU5oOl9uWzZMqFChQpqt+Ht7S0cO3Ys31wHDhwQateurfH88M8//8iKSd257ubNm0Lbtm3V7tcSJUoIM2fOFLKzsyXzREdHC4MHDxbMzMzUnguHDRsmvHjxQmc8aWlpwtatW4X+/fvn+31C9VamTBlh1qxZQmJioqzXWpyio6Ml78Fhw4bJWq9FixbiOvb29kJGRoZB4tm8ebNkX65YsULnOklJSUKJEiXEdbp27ap1vNzfXwqrTZs24nYmTJhQZNshosIp7r8xEBERERHRm+unn3Rfl1O+mZoKgqurIPj46B67enVxv7q3QEaGIJQsqX1H9+tX3FGSkRkiX6Ew3pyvQ9Ibb8sW3WMmTgRKlCjyUCSsrYHPPtM9buvWoo/ldeXu7o6vv/5a8ticOXN0rhccHIwqVargxx9/RExMjMZx9+7dw+DBg9G/f39JNRZDat26Nf766y881FEaLT09HatWrUL9+vWxf//+IomF/t/cuXPRoUMHhISEqH0+IyMD8+fPR+fOnfHq1Su95o6IiICvry/mz58vadWizdKlS1GtWjWsX79ebKOiShAEnDhxAo0bN5Z8U1+TX375BW3atMEpbf0o/yc+Ph7r16/HnTt3ZMULABMmTMCgQYNw9+5dtc8nJydj2rRpGDx4MARBkDXnt99+i6ZNm+LYsWPI0ZA2n56ejk2bNqF69erYtm2b7Hjl2rFjB3x8fHD8+HGN29+wYQN8fHxw69Ytg28fQL5jQLl6iyF069YNTk5O4vLq1atl/4wAICAgQPLz0VRlYd26dXj69Km4PHDgQFnthApqw4YN4v22bduiZMmSstfdt28f6tati0OHDqndF9nZ2di9ezd8fHxkvaeUGetzQBAEjBgxAh999BHCw8PVjrlz5w7at2+P//77T3xszpw56Ny5M65fv652nfj4eHzwwQf4+eef9Y5p9+7daNiwIY4ePap2v7569QqzZ8/GkCFDxOevX7+OevXqYcOGDcjKylL7OteuXYsOHTrg5cuXWrd/9uxZ9OvXD1u2bJG0E1Tn+fPnmDVrFho3bowHDx7o8SqNb//+/ZL3YIcOHWSt1759e/F+QkICTp8+bZB48ipA6RNPyZIl0aRJE3E5MDDQ4Oe6gujVq5d4f9OmTRo/i4iIiIiIiIjozTR1KhAUBAwalNtdoXXr3M4JEycCv/wCBAQABw8CV68CMTFAejoQFQVcugQYoKgx6WJunvtD0ebIEZbdIaNiKyIymuBg7c9bWwPDhxsnFlUjRuR+iGq7bq4r/rfdhx9+iJkzZyIlJQVAbouO7OxsmJqaqh1/7NgxdOvWTXJhuFatWujSpQs8PDxgYmKC27dvY8uWLYiMjAQAbN26FQqFAps3b5bMZW5uDi8vL3H58ePH4kU2BwcHvdqRmJqaolGjRmjUqBEqVaoEOzs7pKam4u7du9izZ494wTMpKQl9+vTBxYsX9W6VZEzly5eHl5cXXr16haioKPHxihUrwszMcKf4EiVKiD+DyMhI8aJXyZIlJRfmlen6uWzYsAHTpk0DAFSpUgU9e/aEl5cXBEHAlStXsG7dOvF4O3nyJGbNmiUroQrITYjp27cvbt++DYVCgbZt26Jt27ZwcXFBfHw8zp07BwsLC8k6c+bMkSRwKRQKtGnTBm3atIGrqytSU1Nx8eJFbN++HSkpKRAEAZMnT4alpSXGjx+vNo6DBw9i6tSp4rKFhQW6dOmChg0bwtnZGQqFAgkJCbh79y4uXLigMcFHk59++gmLFy8GANSrVw/dunVDxYoVkZ6ejuDgYGzevFlMFtuyZQtat24ttpzQZNq0aZJWGiYmJmjfvj3atWuH0qVLIzIyErt378alS5cA5CZ7DBgwAFu2bEGfPn30il+TkydPYuDAgcjIyBAfq1OnDnr16gV3d3fEx8fjyJEjOHToECIiItC3b1/UrFnTINtW5ujoKFk+ePAgevbsabD5zc3NMXz4cPz2228Acs9tR44cgb+u/qXITSoICAiQxNq9e3e1Y/fs2SNZHjNmTMGD1iE7O1uSDNK2bVvZ6547dw59+vSRXFSvVq0aevfuDQ8PDyQnJ+P8+fPYuXMnXrx4gX79+kkufstV1J8D3333HdasWQMAaNmyJTp16gQXFxc8f/4cu3fvRlBQEIDclk0jRozA3bt3ceDAAfH8U6VKFfTu3Ruenp7IysrCqVOnsGXLFvHC/vTp09GpUyfUr19fVjw3b97EkiVLkJqaivLly6Nfv36oVq0aBEHAxYsXsW7dOqSnpwPITSDw9/dHt27d0KlTJ7EVUq9evdCwYUPY2Njg3r17WLNmDaKjowEAFy9exLfffisr0Q8AbG1t0bx5c/j6+sLV1RW2traIj4/H1atXsWvXLiQkJAAAbt++je7du+PixYuwtraWt/ON7OrVq5Jl5QQRbZqp9Ny8du0aWuv6Q4Ge8ZQvXx5ubm6y4zl27BiA3MSuu3fvok6dOoWOpzCUzx3Pnj3DuXPn0LRp02KMiIiIiIiIiIgMrXnz3Bu9pvz9AaUv5uXz4gVw5QrAFtJkLEavEUMF8qa3IsrJEQQHB+0Vq95/3yihaDRypPb4HBxyX8ebxhCtiPL4+/tL5tLUiiUmJkbSeqhkyZLCpk2b1I5NSUkRPvjgA8m8a9as0RpHQcrgu7q6CvPmzROePn2qcUx2drbw559/Cubm5uL8rVq10jpvcbciyqOpzU9RUG5/NGLECNnrqcZoYmIimJiYCL/99pvaNjlhYWGS/WRpaam15YXyvsq7ubi4CKdPn9YZ29GjRyXtJKpWrSqEhISoHRsRESE0atRI0sLjzp07ascq7ysvLy/h/v37WuOIiIgQpk2bJpw7d07t86rvZxMTE8HKykpYt26d2vGXLl2StGFydXXV2pLoxIkTkjYljo6OwsmTJ9WO/eeffyTtSUqXLi1ERUVpnFvusfzq1SuhcuXK4liFQiEsWLBAyFFzAj5x4oTY1kT552eoVkTXr1+X7G8zMzOd5yd93bp1S7KNwYMHy1rvyJEjkvWmTJmidlxOTo5QpkwZcZytrW2+djOGdPbsWUlcmo5lVRkZGULNmjUl6/74449qY71//75Qp06dfD93Xa2IiupzQPV9qVAoBBsbG2HXrl1qx3/33XeS8R999JFQqlQpAYDw/fffq32PHjp0SBJT7969tcakGg8AYcyYMUKqmn6PV69eFezt7cXxHh4eQp8+fQQAQvPmzYUnT57kWyc+Pl6oV6+euI65ubkQFxenMZ5jx44J9evXFzZu3Kg2hjwvX77M9zuBvi26jKlDhw5inKamprJbvj18+FDyGseMGVPoWLKzswUrK6sCnQdXrlwpiWfjxo0axyp/Ljdp0kTw9/cXXFxcBAsLC6FUqVKCh4eH8N577wnz5s0TYmJiCvWalM9dRdn2iIgKjq2IiIiIiIioOFhashWRUdy8qbvv05w5xR0lGRFbEdE7ISwM0NUJxM/POLEUdPvx8cCjR0YJ5bWl+g1jTdUlvv76a7H1kIWFBfbv348BAwaoHWttbY3ly5dLqiDMmDHD4CXnHz58iMmTJ8PZ2VnjGBMTE4wfPx6LFi0SHzt58iSuXbtm0FgoV05ODubOnYspU6aorfxTqVIlLFu2TFxOT0/H9u3bZc9vbm6OgwcP5jtu1cXx4YcfisdcxYoVcfr0aY3VENzc3HDo0CFUrFgRQG4Lj++//z7fuIyMDLEyAwDMmzdPUnlI09w//PADGjVqpHWccuzr1q3DkCFD1D7v4+ODX375RVyOjo4Wv5Wvzueffy62ITEzM8PevXvRsmVLtWNHjx4tea+8ePFC7X7Q19KlS3H//n1xeebMmZg4cSIUCkW+sa1atcLOnTthYmJSJG0qatWqJanAkJWVheHDh8PHxwfz5s3DlStXkJ2dXahtVKtWTXKM7tixA4mJiTrXW7lypWR51KhRasc9ePAAz58/F5d9fX1hYlJ0v/4FK5U3MzExQe3atWWtt27dOty8eVNc/uKLL/DNN9+ojdXLywsHDx6Eo6OjXj93Y30OCIKATZs24b333lP7/PTp01GvXj1xedmyZUhKSsKXX36J6dOnqz0ftm/fXlJpZ+/evUhOTpYdT9++ffH333+jhJp+j3Xq1MG3334rLoeFhWH79u3w8vLCgQMHUL58+Xzr2Nvb459//hGXMzMz8e+//2qMoUmTJggJCcHAgQPVxpDH1tYWy5cvR//+/cXHli5dqrNNYeXKlYvs9vvvv2vcrnJbq3LlymmsYqfKzc1Ncmzrao8lR3R0tKTaUYUKFWSvqzpWbjzBwcEIDAzE06dPkZGRgaSkJISFhWH37t2YMmUKKlasiClTpogVgfRVt25dybaIiIiIiIiIiMiIqlcHXF21jwkMNE4sRACY2EJGcfmy7jG+vkUfR2G3r2eXkLdOpUqVJMtxcXH5xjx9+hTr168XlydNmoTmMmrJ/fHHH2LrnMePH2Pfvn2FC1aFlZWV7LFjxoyBh4eHuKzcVoMMp1q1apg8ebLWMR06dJAcd+fOnZM9/7hx42S1Uti5cycePHggLv/9998oW7as1nXs7OwkbZG2bt0qSR4Act8fykkPVatWlRu6bB06dNDZ/mfo0KGSNh6a9uHFixdx4cIFcXn8+PFo2LCh1rnHjRsnGbNu3Tq8fPlSTugaLV++XLxfsWJFSSsndZo3b44RI0YUapvaLFmyBDY2NpLHLl++jM8//xz169dHqVKl0Lx5c0ycOBFbt24Vk/r0MXr0aPH+q1evsHHjRq3jk5KSJEkETZo00dgqRzUe5XNbUVBOePT09NSaxKBMOUnCyckJM2fO1DrexcVF5xhVxvoc6NKlC7p166bxeYVCkS8ZrWzZspg9e7bWeYcr9WtMT0/HlStXZMVjbm4uSdRRZ8iQIfmSx+bMmQNbW1uN6/j6+kqOO23nZ332PQBJQl5MTIzONm0PHjwostuLFy80bjcpKUm8r09bRHNzc8l5pbDnTdVY9I3HwcFBsqxPPCVKlED58uVRvnx5WKo0uE5LS8P8+fPRtGlTPHv2TPaceZQT4y5evKj3+kREREREREREVAgKRW47Ik3c3YEiuO5BpAkTW8goIiK0P1+iBFCtmnFi0aR69dw4tHnyxDixvK5UL3you9izbds2ZGRkAMj95vukSZNkze3m5gZ/pQ/Iw4cPFyLSwjExMUGbNm3EZeWL/WQ4I0aMUFuFQ5VyxYxbt27Jnv/999+XNW7Dhg3i/Ro1aqBTp06y1uvTpw9KliwJIPci88mTJyXPKyeTAMCZM2dkzasPOa/R2tpakuCjaR/+p9Irc/z48TrnVigUknEvX77EiRMndK6nycOHDyVVO0aMGAELCwud63300UcF3qYu9erVw5EjR8QKPapSU1Nx5swZLFq0CP3794erqyvatWunV3Wh/v37SxIIVKuxqNq4cSNevXolLisnxqhSTbiyt7eXHVdBKFfbkVsxIjExEWfPnhWXBw4cmC+ZSJ2hQ4fmu5BuKIX5HFBOQNHER6XvbL9+/XQmf9StW1dSEeT27duy4mnXrh3KlSundYyTkxPc3NzE5VKlSqFHjx4651Z+HXLjkcPDwwOenp7i8uv6OaxcNUff5B3lpC+51XfkxqJvPKoJaNriMTU1RdeuXfHPP//g/v37SElJwZMnT/DkyROkpKTg4sWL+PjjjyXn7suXL6NHjx56V25xd3cX7z9//hwJCQl6rU9ERERERERERIWknNhibw/07g389Rdw9y7w+DGweHGxhUbvHia2kFEoXX9Ty8UF+F+xjmJjZgZo6U4AQPfreNupfnNb9dvBAHDq1Cnxvq+vr9aWD6oaN24s3tenMkdRcFUqrxYZGVmMkby9lBNWtFFugyH3opatra2sai0AJO2CunbtKmsdILdVj/JFXdVj1t7eXlLxYfLkydi6datBW+YYch8qt3nw8PCAt7e3rLlVK1MUpl3E+fPnJcsdO3aUtV6TJk2KNGGjcePGuHXrFubNm6ez8o4gCDh69Cj69u2Lli1byjp/2NraStq1XbhwQZLgo0o58cXGxkZjqzcgf+UFbRU4DCE8PFy8ryuZIs/FixfFFlgA0Lp1a1nr2dnZaWwZZggF/RxQ/izTRPWzUc46FhYWkgRTuedDOXOrxuTj4yNWUdPGxcVF73jk0mf/C4JQZLdZs2Zp3K5y6x85SXjKlJOyXhngF0zlWPSNRzVBTFs8wcHB2LNnD0aPHg0vLy9JgqqpqSl8fX2xePFinD59Gk5OTuJzZ8+e1drWSR3VNljK5xciIiIiIiIiIjKCDh2An34Czp8H4uKA7duBceOAKlVyK7oQGRETW8go/lfAQyM9rwUUGV1x6PlF07eO6gVSOzu7fGOuXr0q3q9Zs6Ze8ytfVHtSROVxHj58iJ9//hk9evRAlSpVULp0aZibm0OhUEhuP/74o7gOvyFcNJQviGqjfCE+JSVF1joeHh4wMdH9Eff06VNJqxZDH7Njx44V7yclJaF///5wd3fH2LFjsXnz5kIf54bch3fv3hXv161bV3YMZcuWlVyAVp5HX6oVH2rVqiV7XX3GFkSJEiUwefJk3LlzB1euXMH8+fPRt29feHp6aqw8FBQUhMaNGyMqKkrn/KpVVzRVbbl586YkAah///5i5SB1VJ8zRGUIbZTPl9riUhYWFiZZ1tRWSR1937NA0X8OyHlfqlakkZsEqrye3POh3POE8txFGc+5c+fw5Zdfwt/fHxUqVECpUqVgYmKSb/+fPn1aXOd1/RxWroqSoeuXXRXK1UvktuySG4u+8ahWUtEWj6Ojo6w5GzRogJ07d0rOj7/88gsyMzNlx6WaiPe6HgdERERERERERG8tFxdg6lSgYUNAqZo0UXEo5hoZ9K7QlTCi57WAIqMrjiLqePDGUL2gULp06XxjlNteBAQEICAgoEDbio+PL9B6mjx//hyTJ0/G2rVrJZUB5FD9FjQZhr5tGwDI/tmVKlVK1jjVNi0jR47EyJEj9Q0LgPpjdsqUKQgKCpK0+YmKisLSpUuxdOlSAEDlypXRsWNHDB06VHYFljyG3IfK8St/y14OZ2dnREdH55tHX8rrWlpayv45AvIvthpC3bp1UbduXbHVWmJiIk6fPo2dO3di06ZNkiTAyMhIjBgxQmd7taZNm6J69epiq6h169Zhzpw5+apmqCa8aGtDBABlypSRLBf1hWHlSg9yj0/VmFTb3mmjz1hjfQ4U5H1ZlOfD1yWe69evY+zYsQVqy/a6fg7b2toiNTUVgP4xKr9XDFFJSXUOfeJRrdBiqMpOTZs2Rb9+/bBlyxYAuS0sT58+Lbsqk2pLv7x9TURERERERERERO8eVmwho9D1RdSnT4GsLOPEoklWFqBUuEEtA3yh9o328OFDyXLZsmXzjTHURVNDXrx49uwZWrVqhTVr1uS78GZqagonJye4u7vDy8tLvClfLNX3AigVPzktNADDXuRXd8yamppi586d+PPPP1GhQgW1692/fx9//vknmjZtitatW+POnTsGi0kfypU8VC8m6qJctaEwFUGUKz7oW8FAtQKGMdnZ2aFLly5YtmwZwsLC0Lt3b8nzgYGBslo0KSepxMbGYs+ePZLnMzMzsW7dOnHZ29sbzZs31zqnauWNR48e6YyjMJTfe1kyP9hVq0WotkXRRu5Yfg4Ur+DgYLRo0UJtUouVlRVcXFxQqVIlyf5XTq55Xfe/cvKdPkl9mZmZkvOd3OpGcmPRNx7Vz0JDxJNH9Xx49uxZ2euqVncxNzc3SExERERERERERET05mHFFjIKd3ftz796Bdy+DRRxJwmtbt3KjUMbNzfjxPK6Ur0Y0aBBg3xjrK2tkZSUBACwt7fPVy2gOEycOBGhoaHictOmTTFu3Di0aNECFSpUgKma8mkzZ87Ed999Z8wwqRioJnC4urrqndSRp1y5cmofNzExwfjx4zF27FicOnUKgYGBCAoKwrlz5/J9S/7EiRNo1KgRTp06hTp16hQojoKytbVFYmIiAP0Ty5Qv0Bbmm/7KySmq+0afGIpTmTJlsGXLFrRq1UpyEX/v3r06K/IMGzYMU6dOFS/mrlq1Cj179pTMERsbKy6PGjVKZzxeXl4oU6aMWJ3o0qVLyMnJkdWqqyBsbW3x4sULAPJ/hqoX5F++fKm21Z06eZ83uvBzoPikpaVh6NCh4s9KoVBg4MCBGDJkCBo2bKixQpSfnx9OnjxpzFD15uHhgfv37wPIrcaVnZ2t9lhS9eTJE+Tk5IjLnp6ehY7F1dUVVlZWYqWW8PBw2es+fvxYsmyIePJ4e3tLlpXPYbqonkOKM4GRiIiIiIiIiIiIihcTW8go6tfXPebSpeJNbLl0SfcYH5+ij+N1lZiYKKk4YG9vj3r16uUbV7ZsWfHi1cCBA7FkyRJjhajW06dPsXHjRnF56NChWL16tc6LunIreSgUigLFxXL6rwfVqkMLFizAgAEDimRbJiYm8PPzg5+fHwAgIyMDp0+fxvbt27F27VrxfZOUlITRo0fjwoULRRKHJg4ODmJiiz4XHlXH69MaRl0MedLT05GUlCS7HdGzZ88KvF1DMzU1xeTJkyWJLbdv39a5npOTE7p3745///0XALBv3z7ExMSIVVeU2xCZmZlh+PDhOudUKBRo2bIldu7cCSA3aeT8+fN6t72Sy8XFRUxskfszUW0jFRERATeZmaRPnjzROaaoPwdIu127duHBgwfi8tKlS/Hhhx/qXE+f/V+5cuWChCbLp59+ik8//VTtczVq1BDbjGVlZeHRo0fw8vLSOafy/sibp7BMTEzg7e2Nq1evAoCYcCNHUcSTR7X6lj6//6h+Frm6uhokJiIiIiIiIiIiInrzsBURGYWHB6DrWueJE8aJpaDbd3AAKlUySiivpWXLlkkqIvj7+6u9KFitWjXxvpwLjkXt6NGjYgsDhUKBOXPmyKpUoNp2SRPl6h5yL9ZkZGTo1SKAik65cuUkiRPGPGYtLCzQpk0bLF68GPfu3ZN8q/3ixYtGb0lUtWpV8X7ehVE54uLiEBUVpXYefal+s//GjRuy19VnrDHUrFlTspyXNKSLcjuirKwsrF27FkBucsb+/fvF57p27QoXFxdZc3br1k2yvGzZMlnrFYSHh4d4X+77qW7dupLlkJAQ2duTM7aoPwdIuyNHjoj3vb29ZSW15OTk6NU268GDB0V2y0vUUkf12JXbZke1JVPt2rVlv1ZtlON58uSJ7PegcjyWlpaFOo+rilHp86mujaUmkZGR4n0zMzOUL1/eYHERERERERERERHRm4WJLWQUCgXg66t9zObNQHF9OTohIXf72jRokPs63kVPnjzB3LlzJY999dVXase2adNGvB8UFISsrKwijU0X5Ysijo6OGtvFKEtPT0dQUJCs+e3t7dVuS5tLly4ZfL+Ym5tLlpVbHBia8raKcjvGYGpqipYtW4rLx44dK5Y4nJyc8Msvv0geU26bYgzKFTzCwsJkJ9bs3btX4zz6aty4sWT50KFDstY7d+7ca1ddI68dSJ7SpUvLWq9jx46Si7erVq0CAKxZs0Zy3lBOgNFl6NChkiSYjRs3FlniVC2l0mtyK0Z4e3tLqvXs2LFD1nqXLl3K10JFnaL+HCDtlPe/aiKIJhcvXpTdZqo4de7cWVK5Te45K6/KC5D7e0SLFi0MEk+XLl0ky3LiefnypaQiX7t27WBlZWWQeADkex8pJ7/pcvfuXfF+tWrVYGbGYqNERERERERERETvKia2kNHoutaZmgqsWWOcWFStXg28eqV9TBF1bXjtvXjxAr1790ZcXJz4WLdu3dCgQQO14/v06SNeeEhISEBAQIAxwtQo71v6QO6FSjlWr14t+yK5coWaqKgoRERE6Fwn70K1Idna2kqW5VaHKOy2inI7xjJw4EDx/oEDB4xeKSWParWSzMxMo26/e/fukuW///5b5zqCIEjajZUsWVJstVQQnp6ekkonq1evRkZGhs71irICSUGdPn1asiy3VYqpqSlGjhwpLoeGhuLcuXOS84aLiws6d+4sOxZLS0tMmTJFXE5LS8OwYcNk7Vt1kpOTsXr1arXPNWzYULyfmJgoK/HExMQEgwYNEpePHj2Kc+fO6Vzvhx9+kBFt0X8OkHbK+1814UuThQsX6r2NorrNmjVL43ZdXFwkyXzbtm3TWZHt9u3bkmSPrl275ktOLaguXbrA0tJSXF6+fLnOddavX49XSr8E9+rVyyCxALkV6pYuXSp5rH379rLXv3btmnhf+dxCRERERERERERE7x4mtpDR9O+ve8zChboTTAwtNRVYtEj3uH79ij6W183hw4dRr149XLhwQXysUqVK+OeffzSu4+HhIblA+cUXX+hdeUIQhAJfcFVVsWJF8X5iYiJOnTqldXxYWJjGajTqqFaY0HURKTg4uEgSW5RfJ1C0bVkqKfXket3avxTEwIEDxW+QZ2dnY/DgwUhOTtZrDnUXa1+8eIGXL1/KnkO1/U8lI/c+a9CggeTC4Z9//onLly9rXWfZsmWSBIShQ4eiZMmShYpDuU3Jo0eP8lWLUhUcHKwxyaKwdu3ahfnz50su+srx/PnzfBV4VNsBaTNq1ChJFYhPPvkEt2/fFpdHjBihd+WCSZMmSZKOLly4gC5duuh1jAK5F5obN26ssapKy5YtJbGfP39e1rzjx4+HqakpgNzPgOHDh+PZs2caxy9duhQ7d+6UNXdRfw6Qdsr7/+TJkzorsezcuRMbN24s6rAMZuLEieL9V69eYdq0aVrHT5o0SbL82WefaR0/cuRIKBQK8Xb8+HGNY0uWLIlRo0aJy8HBwdiyZYvG8fHx8fjuu+/EZScnJ8nvcKr0PRd+8sknCA8PF5dbt26d7/cVTZKSkiSJpq1bt9Zr20RERERERERERPR2YWILGU3t2oCuSuthYcD06caJJ8/06bnb1aZly9z433apqakICgrCb7/9hjp16qBDhw6SCiSOjo7Yt28fnJ2dtc4zd+5cuLq6Asit2tK8eXOsXbsW2dnZWteLjIzEokWL4O3tjZCQkMK/IABt27aVXAAeNWoUHj16pHbs6dOn0apVKyQkJMDERN7psWrVqvBV6rP166+/SloMKDt8+DC6dOmCrKwsyYVfQ7C3t5dUj5k7dy4ePnxo0G3kUf52+sOHD7FgwYJibzlVGGZmZvjnn3/Ei+ohISFo3Lgxzpw5o3Pda9eu4euvv4aXl5fa5ypUqICvv/4aN2/e1DrP9evX8fnnn4vL5cuX11gVqSj99ttv4rGfmZmJLl26aNwPq1atwieffCIuly5dGjNmzCh0DGPGjJFUN/n222/x+++/qx0bFBSE9957D9nZ2bLfs/p49uwZpkyZgkqVKuGrr76Slch19uxZtGjRAk+ePBEfa9OmjV4tmjw9PSUXcS9evCh5XvnCtVympqbYuHGjpM3RkSNHULt2bVnn5xs3bmDo0KGoX7++1mRFJycnybErt71XzZo1JQkCd+/eha+vLzZt2iRJHLt//z7GjRuHcePGAQBq1Kihc+6i/hwg7Tp27CjeT0hIwPDhw5GamppvnCAI+OeffzBgwAAAeGP2f79+/SS/B/z999+YP39+vnE5OTmYOHEiDhw4ID7Wp08fg1ci+fbbb2FjYyMuf/TRR2rfh/Hx8ejRoweio6PFx2bMmCFZV5Wnpyd+/fVXyTrqREVFoW/fvpJkX1NTU8yZM0f26zh16pR4XlIoFJLjiIiIiIiIiIiIiN49bFRORjV+PKBUfV2tBQuAPn2AZs2KPp7Tp3OrxOgyfnyRh2I0X331Vb72DampqUhMTFR7oSlP+/btsWLFCri7u+vchouLC7Zv345OnTohKSlJvJA1bdo0dOjQATVr1oSDgwMyMjIQHx+P27dv4/Lly7h27ZqkZYEhODo64sMPPxTbpdy/fx81a9ZE//790bBhQ1hZWSE6OhqBgYHit6Dd3NzQvXt3SYsVbWbNmiW2cUlLS0PHjh3Rs2dPtG7dGra2toiKisKhQ4fEKgGjR49GYGCgrBYd+hg1ahS+/PJLALkXob28vODu7g4HBwdJIs2VK1cKtZ333nsPZcuWFdtTTZ48GdOnT0fFihVhYWEhjhs7dizGjh1bqG0ZS9u2bbFw4UJ8+umnEAQBoaGhaN68OerVq4c2bdrA09MTJUuWREpKCuLi4nDjxg2cO3dO/Ca6cusHZQkJCZgzZw7mzJmDqlWrokmTJqhZsyZKly4NExMTPH36FGfOnMGBAwckiQXz588vlou6rVq1wtSpU/Hjjz8CAJ4+fYqWLVuiY8eOaNeuHRwcHBAZGYndu3dLki1MTEywbNkyMaGtMKysrLBixQq0b98eGRkZEAQBn332GVauXIlevXrBzc0NCQkJOHr0KA4cOICcnBzUqFEDNWvWxNatWwu9fXViY2Mxd+5czJ07FxUrVkTjxo1Rs2ZNlC1bFjY2Nnj58iXu37+PEydO5Ht/ubi4FKhV0ujRo9VejG7ZsiWqVq1aoNfh6uqK4OBgdO/eXYzz8ePHGD58OD777DP4+/ujVq1acHR0hLm5OWJjYxEeHo7Dhw/rlSjXp08fsdLXwYMHZa/3ww8/4OrVqwgMDAQAREREYNCgQTA3N4ezszNSUlIkbV6GDx8ODw8PzJ49GwDE5DRVxvgcIM3ee+891KxZU0zw27VrF6pUqYKBAweievXqyMnJQVhYGHbt2oVbt24BADp16oSUlBSd1XVeBwqFAuvXr0fTpk0RHx8PQRAwZcoUbNiwAb1794azszPCw8OxceNG3Lt3T1zPw8MDf/31l8HjcXFxwcqVKzFw4EAIgoDExET4+/uje/fu8PPzg7W1NUJDQ7F27VrJ++m9997DeB2/8D59+hRffvklvv76azRs2BD169dH5cqVYW9vDwCIiYlBcHAwDh48mK/y3p9//olGjRrJfh3K544WLVroTKomIiIiIiIiIqJi9OgREBgIlCsHdOlS3NHQ20qgN0JycrIAQAAgJCcnF2iOzMxMITQ0VHLLzMw0cKTapaUJgpOTIADabxUqCEJERNHGEhGRux1dsTg5CUJ6etHGUpRWrVolHjv63szMzITOnTsLBw8eLNC2Q0NDhapVqxZo2+fPn9c4b8WKFcVxM2fO1BlHSkqK0LhxY1nbLVeunHDp0iVh5syZ4mMVK1bUuY1JkybJmv+9994T0tPTZb+GESNGiOP8/Py0xpCRkSF07txZZwyGsH//fsHW1lbrdlRf17FjxyTPh4WFydqW3J+FPvtKk3///VcoVaqU3sertbV1vrlUX6+cm6mpqfD7779rjE/1/SyXvvtm+vTpsmO2tLQUtmzZYvAYtm/fLlhYWOjcvru7uxAaGmqQn7+q9evXF/j8CUDw8fER7ty5U6Btv3r1SrC3t883Z0BAQKFfV3JysjBhwgTB0tKyQK+rb9++wr179zTOHxERIZiYmIjjL1++LDu2lJQUYfjw4Tpj+Oyzz4SMjAzh66+/Fh+rV6+e1nmL6nOgIO/LsLAwyTrHjh2TtZ7czw7luVetWiVrbj8/P3GdESNGyFpH7j66deuW4OjoKGv/N23aVHjx4kWB4ilOp06dEpycnGS9Ri8vL+HWrVuy5lU+t+lzrCxevFgwNzeXFU+HDh1k/f+iIOcLOzs7Yf369bJizpOTkyOUL19enGPZsmV6rU9ExvM6/I2BiIiIiIjePZaW2q/rrV5d3BG+A+LiBGHrVkEYM0YQvLz+f+d36VLckVERMkS+QmG8GTW+6a1haQl8/bXuceHhgL8/oNTJwaAiInLn/1+xBa2+/hpQKkLx1lEoFLC0tETZsmVRo0YNdO7cGVOmTMHWrVsRExODffv2oUOHDgWau3r16rhx4waWLl2KmjVr6hxfo0YNTJkyBZcvXzZoaX5ra2scP34cn3/+OaytrdWOsbGxwfvvv49r167Bx8dH723Mnz8ff//9N5ycnNQ+X65cOSxcuBA7d+6UVDUxJHNzc+zduxfbtm1D//79UaVKFZQsWdLgbY+A3G/T37x5E9OnT0fz5s3h6OhYZK/LmHr16oWHDx9i6tSpcHFx0TrW3NwczZs3x5w5c3D37t18z9evXx+LFi1Cx44dYWtrq3UuCwsL9OrVCyEhIZgwYUKhXoMhfP/99zhz5gxat26tsXKMpaUlBg4ciFu3bqFfv34Gj6F3794ICQmBn5+fxu0PHjwYISEhqF69usG3DwCDBw9GWFgYFixYgM6dO4tVCbQxMTFB69atERAQgAsXLhS4uoqVlRUGDx4seaxkyZIG2dc2Njb4/fffce/ePUycOBFVqlTRuU758uUxefJkXL9+HVu3bpW0i1Ll5uaGzp07i8sbN26UHZu1tTVWr16NU6dOYfTo0ahcuTKsra1hZ2eHGjVqYMyYMTh//jwWLlwIc3NzvHjxQlxX28/HGJ8DpFm1atUQEhKCXr16afxMcnV1xffff4+TJ0/CwcHByBEWXosWLXDjxg2MHDlS4zHm4OCASZMm4erVq5L2gUXh448/xvnz5+Hv76/xPO7p6Yk///wTBw4c0NqCKM+UKVPg6+srae2lSbly5TBt2jTcunUr37lMl5MnTyIyMhIAUKpUKbE9FRERERERERERFbPNm4EGDQBHR6BfP2DpUuDBg/9//sQJQKWSL5GhKATBwH0/qEikpKSIF0aTk5Nl/fFZVVZWlqQEOgBUqVJF1h+nDSkrK7fN0P+6FGhVoQKwYQPQvLnhtn/6NDB4sLyklkaNcscbeRe9tSIjIxEcHIyYmBjEx8fDwsICDg4O8PLyEttfFLWkpCScOnUK9+7dQ2pqKhwdHeHm5iaW5y+srKwsnD59Gjdv3kRCQgIcHR1RuXJltGrVSmObDHp93bhxA9euXcOzZ8/w8uVL2NjYoGzZsqhatSpq1aol+1ycnZ2N0NBQ3L17F5GRkUhOToaJiQns7e1RtWpV+Pr6ws7OrohfTcE8e/YMJ0+eRHR0NJKSklC6dGlUqFABfn5+BfosKoiHDx/i9OnTiIqKgrW1Ndzd3dGqVSuULl3aKNvPk5OTgwcPHuDevXsIDw9HUlISMjIyYGtrCzs7O1StWhV16tRByZIljRqXITx+/Fg81uPi4pCTkwMHBwe4urqifv36strQKTty5Aj8/f0BAE5OTnjy5AnMzc0NHnezZs1w9uxZAMAHH3yA5cuX61ynqD8HSLvIyEicOnUKT548QU5ODpydneHl5YVmzZoVSwu2opCSkoITJ04gPDwc8fHxcHR0RKVKldCqVatiSQKNiorC2bNnERkZiVevXsHV1RXVq1cvcBJxeno6bt68iYcPHyIqKgrJyckAADs7Ozg6OsLX1xdeXl4Fjnfo0KFYv349AGDSpEmYP39+gecioqL1uvyNgYiIiIiI3i1WVkB6uubnV68Ghg83XjzvlJUrgdGjtY85eRJo2dI48ZBRGSJfoTCY2PKGeJsSWwAgNBSoX19e0p5CAUyaBHz/PVCY602pqcD06cDChbn1sHSxsAAuXwZq1Cj4NomIiN5VjRo1woX/ZbGuX79e76oNusTGxsLd3R0Z//tlYsmSJRg7dqxBt0FExhUbG4uKFSsiLS0NlpaWuHfvnt6JdURkPK/T3xiIiIiIiOjdwcSWYhQeDlSsqH3Mt98Cs2cbJx4yquJObHk7vhZJb5waNeSf0wQBmD8fqFULWLQISEjQb1sJCbnr1aoFLFggL6kFAL77jkktREREBfXDDz+I9+fMmWPw+X/99VcxqUWhUKBjx44G3wYRGdfChQuRlpYGABgzZgyTWoiIiIiIiIiIXicVKgC6WtsHBhonFnrnMLGFis3nnwP6XIMKCwMmTgTKlQPefx8ICABu3MhtbaQsKwu4fj33+fffzx0/cWLu+nJ16gRMmSJ/PBEREUl16NAB7dq1AwBcu3YN//33n851goODZc29ceNGSXuS9u3bw8PDo2CBEtFrIT4+Hn/99RcAoFSpUvjmm2+KOSIiIiIiIiIiIsrnfy3oNTp3DkhKMk4s9E5hYgsVGzMzYPt2oGlT/dZ79er/k1Zq1wZKlQI8PABv79x/S5UC6tT5/+SXV6/0m79ZM2Dbttz4iIiIqOB+//13sR3B1KlTkZ2drXV8mzZt0LJlSyxbtgwPHz6UPJeZmYmgoCAMGTIEgwcPRk5ODgDAwsICv/76a9G8ACIymp9//hmJiYkAgNmzZ8PZ2bmYIyIiIiIiIiIionx0JbZkZwMnThgnFnqn8NI9FSsbG2DfPqBLF+Ds2YLN8eoV8OiRYeJp2hTYuzc3LiIiIiqcGjVqYM2aNbhz5w4AICIiApUqVdI4XhAEBAUFISgoCABgY2OD0qVLIysrC3FxccjMzJSMNzExweLFi1GnTp0iew1EVPQEQUCZMmUwc+ZMWFhY4JNPPinukIiIiIiIiIiISJ02bQCFAhAEzWMCA4Hu3Y0XE70TmNhCxc7eHjh8GOjTBzh4sPji6NQpt1ILk1qIiIgMZ9CgQbLHmpubIz09XVxOSUlBSkqK2rEVKlTA4sWL0Z3/QSJ64ykUCnz11VfFHQYREREREREREeni4AA0aABcuKB5TGCg8eKhdwZbEdFrwcYG2LMH+OUXwMLCuNu2sMjd7n//MamFiIioOIWHh2PNmjX44IMP0KhRI7i4uMDKygqmpqYoXbo0vL29MWzYMKxbtw737t1jUgsRERERERERERGRselqRxQaCkRFGScWemewYgu9NszMgK++yq1MNXKk9kQ/Q2nYEAgIAGrUKPptERERkXYODg4YNmwYhg0bVtyhEBEREREREREREZE6/v7Azz9rH3PkCMC/85IBsWILvXZq1ADOnAHmzwecnIpmG05OufOfOcOkFiIiIiIiIiIiIiIiIiIiWZo1A6ystI9hOyIyMCa20GvJzAyYNAmIiAA2bgRatjTMvC1b5s4XEZE7vxlrFhERERERERERERERERERyWNlpfvibWAgIAjGiYfeCbysT681Cwtg4MDc2/XrwNatQHAwcPEiEB+ve30HB6BBA6BJE6BfP6B27aKPmYiIiIiIiIiIiIiIiIjoreXvDxw+rPn5qCjg9m2genXjxURvNSa20Bujdu3/T0wRBODRIyAkBHjyBHj1CkhPBywtgRIlADc3wMcHqFQJUCiKM2oiIiIiIiIiIiIiIiIiordIu3a6xwQGMrGFDIaJLfRGUigAD4/cGxERERERERERERERERERGUm9ekDp0sCLF5rHBAYCEyYYLSR6u5kUdwBERERERERERERERERERET0hjA1Bdq21T7m2DEgK8s48dBbj4ktREREREREREREREREREREJJ+/v/bnX74ELlwwTiz01mNiCxEREREREREREREREREREcmnK7EFyG1HRGQATGwhIiIiIiIiIiIiIiIiIiIi+Tw9gUqVtI9hYgsZCBNbiIiIiIiIiIiIiIiIiIiISD6FQnfVlrNngeRk48RDbzUmthAREREREREREREREREREZF+dCW2ZGYCp04ZJxZ6qzGxhYiIiIiIiIiIiIiIiIiIiPTTtq3uMWxHRAbAxBYiIiIiIiIiIiIiIiIiIiLSj6MjUK+e9jFMbCEDYGILERERERERERERERERERER6U9XO6Jr14CYGOPEQm8tJrYQERERERERERERERERERGR/nQltgDA0aNFHwe91ZjYQkRERERERERERERERERERPpr0QKwsNA+hu2IqJCY2EJERERERERERERERERERET6s7EBmjXTPubwYUAQjBMPvZWY2EJEREREREREREREREREREQFo6sdUUQEcP++cWKhtxITW4iIiIiIiIiIiIiIiIiIiKhgNCW2lC0LDBgALF+ee5+ogMyKOwAiIiIyvpEjR2L16tUAAD8/Pxw/frx4AyIysvDwcFy9ehVxcXGIi4tDTk4O7O3t4eLiAh8fH7i7u8uap3Xr1jhx4gQAYMSIEQgICCjCqN88AQEBeP/998VlQUa50ezsbGzcuBHbtm3DlStX8OzZM6SmporPL1iwABMnTgTwdu7/rKws1K9fHzdu3IC5uTlu3boFLy+vfON27dqFnj17AgCGDh2KtWvXGjlSeldkZGTg1KlTePToEZ49e4bSpUvD3d0dfn5+sLa2Lra47t+/j2vXriE6OhoJCQmwtraGm5sbatasiWrVqsHE5PX7Hs+zZ89w8eJFPHr0CAkJCTA1NYWDgwO8vb3h4+MDW1vb4g6RiIiIiIiIqGB8fQE7OyAjA2jVKjfRxd8fqFMHeA3/j05vHia2EL3lVC8oqWNlZQU7OztUqFABvr6+6N69Ozp16qTzj8GVKlXC48ePNT5vYmICW1tb2Nvbo0aNGmjcuDEGDRoEb2/vAr0WenfxWCNj0XWsaVO3bl1cuXLFsAG943bu3Cnu00qVKmHkyJGFmi8iIgLz58/Hvn37cPfuXa1jXV1d0b9/fwwfPhw+Pj6F2i7Jl5CQgE6dOuHcuXPFHUqx+eOPP3Djxg0AwNixY9UmtQBAjx490LRpU5w9exbr1q3D2LFj0bx5c2OGWiBdu3bFvn37xOXKlSvj3r17xRgRaZKSkoJvv/0WAQEBePHiRb7nbW1t0b9/f8yZMwdljfSNq+zsbPz111/4559/cO3aNY3j7O3t0alTJ6xcuRIlSpTQOE45OU4fXbt2xZ49e2SPP3jwIH799VccPXpUY4KfpaUlevXqhenTp6NmzZo651QoFLK3r8nbkhBIRERERERErwEzMyAoCKhSBbC0LO5o6C3E9CgiQlpaGmJiYnDhwgX8/fff6Nq1K7y9vQtdwSEnJwdJSUkIDw/HgQMHMHv2bFSrVg19+/ZFTEyMYYInAo81orfVzp07MXv2bMyePbtQF95SUlLw6aefokqVKli4cKHOpBYAiI6OxqJFi+Dr64sePXrg1q1bBd4+yffxxx9LkloUCgVcXV3h5eUl3uzt7YsvwCL24sULzJ49G0Bu4vG0adO0jv/+++/F+3lVbF5nkZGROHjwoOSx+/fvFyixgIrWnTt3UL9+fcyfP19tUgsAJCcnY+XKlahduzbOnj1b5DFdu3YNvr6++PTTT7UmtQC5SXKbNm1CSkpKkcelTXZ2Nj766CN06tQJR44c0Vq1Kj09HZs2bUL9+vWxePFio8T3Np9PiYiIiIiIqBjUqsWkFioyrNiiJDMzE5MmTcL69euhUCgwZMgQLFiwAGZm0t2Unp6OTz75BIGBgYiLi0P58uXx5ZdfYtSoUcUUOZF8Tk5OKFmypOSxV69eITY2FllZWeJj9+/fR7t27bBhwwYMGDBA57xmZmaoWLGi5LG8ZIPnz59LHt++fTuuXLmCoKAguLi4FOLV0LuIxxoZi7pjTZsKFSoUYTRUUE+ePEH37t3zVdOxt7dHu3btULt2bTg6OsLCwgIxMTEIDw/H4cOHERYWJo7dvXs3FAoFdu7cadzg3zHPnz/Hpk2bxOXOnTtj9erVcHR0LMaojGvOnDlITEwEAIwaNQrOzs5ax7dr1w4NGjTAxYsXcfHiRezYsQO9evUyRqgFEhAQgOzs7HyPr1ixAn5+fsUQEanz7NkzdOnSBQ8fPhQfq1KlCgYNGgR3d3c8ffpU/B0LAJ4+fYru3bsjODgYlStXLpKYQkJC4O/vj/j4ePGxypUro3PnzvD09IS9vT2SkpJw584dnDt3DiEhIbJanykrWbIknJycZI0tV66crHETJkzA8uXLJY+1bt0a7dq1Q7ly5ZCZmYkHDx5g165dYtJlZmYmJkyYADs7OwwbNkzj3JqqOWkTHh6OzMxMcXnQoEF6z0FEREREREREVByY2KLkhx9+QFBQEEJDQwHk/jH9p59+wrfffisZl5WVBVdXVwQGBsLT0xPnzp1D586d4ebmhg4dOhRH6ESyzZkzR20rh1evXuHIkSOYMWOG+EfqnJwcDB8+HA0aNND5h9Py5cvj/v37ap+LjY3F5s2bMWvWLPEbnw8ePMAHH3ygVwlvIoDHGhmPtmON3gxPnz5FkyZNEBkZKT7m7u6O7777DsOGDYOpqanGda9fv45ffvkFmzZtQk5OjjHCfSuNHDlSdgupixcvSvb1vHnzdCa1FLa63OskLi5OrNKgUCgwadIkWetNnjwZgwcPBgDMmjXrtU1sEQQBK1euFJc9PDzEBLJt27bhjz/+gJ2dXXGFR0rGjx8vSWr57LPPMH/+fEmb0unTp+PXX3/FV199BUEQ8Pz5cwwZMqRI2ohFRESgffv2YlKLq6srFi1ahH79+mlcJyoqCitXroSFhYXs7fTu3dugbXnOnz+Pv//+W1y2t7fH9u3b0bZt23xj58yZI+7PPBMnTkTPnj3zfSkhj76/ozx9+hTu7u7icu3atdG4cWO95iAiIiIiIiIiKi5sRaRk5cqVmD59OlxdXeHq6opp06ZhxYoV+cbZ2Njgu+++g5eXFxQKBZo0aYI2bdogKCio0DGkpKRovBEVpRIlSqBbt24IDg5G69atxcczMjIkZe4LwsnJCRMmTEBwcDAcHBzEx/fu3YvLly8Xam4iZTzWiChPdnY2Bg4cKElq8fPzw/Xr1zFy5EitSS1A7gW/9evXIyQkBNWrVy/qcAm5iR3Kiqryw+tqyZIlSE1NBZBbiUXu6+/duzfKlCkDILdVS2BgYJHFWBjHjx+XJEts2LABlv8rTfvq1Sts3LixuEIjJRcuXMC2bdvE5c6dO2PhwoWSpJY8X3zxBT766CNx+fz589i+fbvBYxo7dqyYsOzm5oZTp05pTWoBciuqTJ8+HaVKlTJ4PHKtXr1aUjVmxYoVapNagNxkti+//BLjx48XH3vx4gX27t1r0HiUK3SOHj3aYHMTERERERERERU1Vmz5n/j4eDx58gT16tUTH6tXrx7Cw8ORmJio9duDaWlpOH/+vPhNycKwtbUt9BxEhWFpaYl//vkH3t7eYqn4PXv2ICcnR+0ftPVRpUoVTJo0SVIFae/evahfv36h5pUjOTkZQUFBePLkCeLi4mBiYoIyZcqgWrVq8PX1hZWVVZHHUBDx8fE4deoUoqKi8OLFC5QpUwbDhg2DtbV1scSTnJyMU6dOifuxZMmSKF++PFq3bi1JJCluhT3WUlJScO3aNdy9exdxcXFIS0uDvb09XF1d0bRpU7i6uhos1sjISJw9exYRERHIzs6Gq6sr/Pz84ObmVuA5w8LCcPr0aURFRcHa2hpubm5o1aoVSpcubZCYX716hVOnTuHx48ficeDi4oKWLVvqbJshV2ZmJk6cOIGwsDA8e/YMDg4OaNy4MXx8fDSuIwgCzp8/j8uXL+PFixcoVaoUatasiVatWulMYjCme/fu4cKFC4iNjUV6ejqcnJzg7e2Nxo0bGyzO6OhonD17FtHR0UhMTISzs7POC1jR0dE4c+YMnj59iqSkJJQpUwaenp5o2bKlePFZHzk5Obh27RquXbuGZ8+e4dWrV7CyskLp0qVRsWJF1K1bF2XLli3oS9RpwYIFOHHihLjs6+uLgwcP6v1a6tatWyQXax8+fIibN2/i8ePHSEpKgoWFBUqXLo0aNWrA19cX5ubmBZo3NTUVISEhCA0NRUJCAjIzM2FtbQ0nJyd4enqiXr16KFGihF5xhoSEIDIyEi9fvoS5uTlKlSqFChUqoEaNGvDw8ChQnOoot8cAUOB9oI+wsDBcuHABMTExSElJgaOjI7y9vdG0aVODvR8vXryIO3fuIDo6GoIgoEWLFmjatKlkTFZWFpYsWSIu69Pi1NLSEoMHD8Yff/wBAPj999/h7+9vkNgNSfkLAw0bNkSTJk3Qo0cPbNmyRXx+7NixBtvezZs3cf36dURHRyM9PR0+Pj46q2vevHkTV69eFc/Pzs7OqFWrFnx9faFQKAoUR1G914vKwoULJcvz58/XOv7nn3/GmjVr8OrVK3H9Pn36GCyeXbt2Yd++feLyP//8U6AWPMXh0qVL4n0nJydZ1ZTGjRuHv/76S1y+cuUKBg4caJB4lN+DlpaWGDp0qEHmJSIiIiIiIiIyCoEEQRCE8PBwAYDw7Nkz8bHY2FgBgBAREaFxvZycHGHIkCFC69athezs7ELHAUDnLTk5uUBzZ2ZmCqGhoZJbZmZmoWOm19uqVaskx8+qVatkrdegQQPJeg8fPsw3pmLFiuLzFStWlDXv2bNnJfMOGjRIj1ejv6CgIKFDhw6Cubm5xveUlZWV0LVrV+HgwYNq5/Dz8xPHjhgxQva25e535f04c+ZMQRAE4dGjR0Lv3r0FCwuLfPGGhYUJ8+fPF5cVCoXw6NEjPfaKICxcuFAy5927d7WOv3LlitC9e3e18QAQzMzMhPfee0+4c+eOXnHIZYxjLTw8XJg7d67QvHlzrccLAKFhw4bCzp07Zcev7lh4+PCh0K1bN8HU1FTtNt577z0hLCxM9jYEQRBu3LghtG7dWu18lpaWwuDBg8XPuREjRojP+fn5yZo/IiJCGD58uFCiRAm121AoFEKLFi2EkydPyppv5syZ+X6u2dnZwo8//ig4OTlp3PdXr17NN9f69esFDw8Pteu4ubkJu3btkhVTQY41OXJycoR169YJ3t7eGo+r0qVLC1OnThVevnwpa051x9XVq1cFf39/wcTEJN/8muzcuVNo0KCBoFAo1MZla2srfPbZZ0J8fLysuNLT04Wff/5ZKF++vM7faapXry78+OOPkvXDwsJk/T6kfFM9N6elpQkuLi6S4z80NFRW/PqS+xmRlZUl7Nu3Txg5cqRQrlw5ra/H1tZWmDhxovD06VPZccTExAgfffSRYGtrq3VuMzMzoUWLFsK///6rdb5t27YJ9evX17nvXVxchI8++khITExUO4/q7yGqlM9Fcm55n5N5CvIZnZ2dLaxcuVKoVq2axu2UKVNGmD17tvDq1Sud82l6jUuWLBE8PT11Hq+CIAh79uwRn7eyshKSkpJkvZY8J06ckPyMY2Ji9Fq/qMXHxwtWVlZijIsXLxYEQRD27t0r2TfXrl2TPeexY8ck6+Z9Zm7btk2oXbt2vv2u6bMuLS1N+O2334QKFSpoPB7Kly8vLF68WMjKytIZV1G/14tSRkaGYGdnJ8bXsmVLWesNHTpUXMfExMSgx5+/v784d5s2bQw2b56C/p4vR+XKlcW5mzZtKmudtLQ0yTHy4YcfGiQW5XMEAGHAgAEGmZd/YyAiIiIiouJgaSkIgObb6tXFHSHR2yk5OVn820JB8xUKg62I/ievUkpiYqL4WN59TT2tBUHA+PHjcefOHezcubPQ1SyA3GoI6m4xMTGFnptIH6rfhHz27JlB5s0rlZ/n+fPnBplXVUZGBkaPHo0WLVrg0KFD+b4FriwtLQ179+7FTz/9VCSx6CswMBB169bFv//+i4yMDLVjBg8eLH6TXBAErFu3Tq9trF27VrzfpEkTVKlSRePYb7/9Fj4+Pvjvv/80xpOVlYXdu3ejdu3a4jevi5u+x9qMGTPw5Zdf4vTp01qPFyC3TH/Pnj0xbtw4sbKRPgIDA+Hj44M9e/ZoXH/37t1o3rw57t27J2vOHTt2wMfHB8ePH1f7fHp6OjZs2AAfHx/cunVL75j37NkDb29vybeyVQmCgKCgILRq1Qqff/65pPy+HGlpaejYsSOmTZuG2NhYtWMuXLiA5s2b4+LFi+I2P/nkEwwZMgRhYWFq13ny5Al69eqFDRs26BWPoaSmpqJr164YOnQo7ty5o3Hcixcv8PPPP6NGjRoF+hmtW7cOjRo1QmBgIHJycnSOT05ORrdu3dCzZ09cvHhR488rOTkZixYtQs2aNREaGqp1zsTERLRq1QpTp06VtADS5NatW5JvphvKunXr8PTpU3F54MCBxd5OKCIiAl26dEFAQACioqK0jk1OTsbChQtRv3598VjX5vr166hVqxaWLVuG5ORkrWOzsrIQFBSksQJN3u+3ffv2ldXC7enTp1i2bJnG9+zrJiYmBk2bNsWoUaNw+/ZtjeOeP3+OmTNnwtfXV+fPS1VWVhZ69eqFcePGSVrvaKN8fmrbtq3G/39o0qJFC7ECUlZWFjZv3qzX+kVtw4YNSEtLAwBYWFiIFSg6duwIFxcXcZy6NrD6mDBhAvr27Yvr16/LGn/v3j3Url0bn3/+OcLDwzWOi4yMxCeffIK2bdvi5cuXWucsyvc6AMyaNQsKhUK8BQQEyFpPjqCgIMn/h3VVuMnTvn178X5OTo6kwkphhIWF4ciRI+LysGHDDDKvsShXypPbWlh1nJOTk0Fi+eeffyTLH3zwgUHmJSIiIiIiIiIyFrYi+h8HBwe4ubnhypUr4gX9K1euwN3dXW0bIkEQ8PHHH+PcuXM4cuSI1lZF+rCxsTHIPEXq5s3i2a6lJVC5sv7r3b8PpKcbPh45atYsnu0agHL/dQAGK8cfFxcnWbawsDDIvMqysrLQpUsXyR/CFQoFmjdvjrZt26J8+fIAci9uXbp0CUePHtV5kcJYwsLC8PvvvyMxMRHW1tbo3r07GjduDDs7O8TExGDv3r1QKBRwdnZGhw4dsH//fgC5iSrTpk2TtY1bt25JSqMPHz5c49hx48bh77//FpfNzMzQuXNnNG/eHI6OjkhKSsLp06exa9cuZGZmIiMjA4MHD0aJEiXQvXv3Au4FwyjMsebh4YFmzZqhVq1aKFOmDBQKBaKionDy5EkcPXpUTAD4+++/4eTkhNmzZ8ue+/bt2/jss8/EVi+9evVCnTp1YG1tjfv372PDhg3ixbWoqCgMHz4cp0+f1po8efLkSQwcOFCSeFSnTh306tUL7u7uiI+Px5EjR3Do0CFERESgb9++qKnH+Wn//v3o1auX5LxQt25d9OzZU5z/2LFjOHjwoJioM2/ePGRlZeVraaDNuHHjEBgYCIVCgU6dOqFNmzYoU6YMoqOjsXXrVly9ehVA7oXAgQMH4ubNm/j111/x559/AshtIfjee+/B3d0dqampOHToEPbu3Qsg90LbmDFj4OfnJ54DjCErKwudO3fGyZMnxcdsbGzQp08fsQ3a3bt3sWXLFkRERADIvSjasmVLBAcHo7LMz73z589jxYoVyMjIgIODA3r27Il69erB2toakZGR2LFjh2R8SkoK2rRpI7mQ6uDggO7du6N+/fooVaoUYmJisH//fpw6dQpA7vHo5+eHS5cuoUKFCmrjGDt2LM6dOyculy9fHt27d0f16tVhZ2eHtLQ0PHv2DDdu3MDx48fVJu6am5uLv4vFxsaK52crKyuNPzvVFlh79uyRLI8ZM0btesXF0tISzZo1Q4MGDeDm5oZSpUrh5cuXuHnzJnbv3o3o6GgAue2hunbtimvXrmls85WWloYePXpIElDr1q2LDh06wNPTEyVKlEBycjIiIyNx5coVnDhxAqmpqRpjW7ZsmaQljo2NDbp37w4fHx+UKVMGgiAgPj4et27dwtmzZwuUhKXM2dlZ/Hm/fPlSkiCjrt1IYVqqRUdHo0WLFpJkE1dXV7z33nuoWbMmbGxsEB4ejl27duHKlSsAgNDQUPG4L1WqlKztfP7559i5cycAoFatWujevTsqVaqEjIwM3Lp1K187rOzsbPHzHMhNbNGXiYkJWrdujW3btgHIfQ9MmDBB73mKinLCSteuXcXkU1NTUwwZMgTz5s0DkJuUNnfu3AL9frhw4UIsXrwYAODp6YmePXuicuXKUCgUuH//fr4kk5s3b6J169aS3xc8PT3RvXt3VK1aFRYWFnjw4AG2b98uJpmePHkSnTp1wokTJ2Bmpvu/0oZ8rxtD3udsniZNmshar1mzZpLla9euGSSewMBASdJlmzZtDDKvsTRr1gznz58HkHu8xcTE6Pz5Kv//BQBatWpV6DgSExPFcwMAVKpUCe3atSv0vERERERERERERmX0GjGvsRkzZgj169cXoqOjhejoaKF+/frC7Nmz1Y4dP368UKdOHSEuLs4osRmitI/BygRrq+9VlLcaNQr0uoUaNYov5tdAQVsR1apVS7JeeHh4vjEFadkxa9YsybyffvqpHq9GnilTpki2UaNGDeHcuXMax6empgqrV68WPvroI7XPG7MVUd6tWbNmave5so0bN0rWOX/+vKy4pk6dKq5jYWEhPH/+XO24gIAAyfxNmjQR7t+/r3ZsaGio4OXlJY51cnKStHYrLGMcax988IEwcuRInfvxypUrknYypqamwr1797SuoxxHXouYIUOGCAkJCfnGpqSkCJ06dZKss3fvXo1zv3r1SlLqXqFQCAsWLBBycnLyjT1x4oRQtmxZSRyA9lZEz549E5ydnSXx//XXX2rHnj17VnB1dZXEvn//fo1zK7ciymuD4+TkJJw5cybf2OzsbOGDDz6QzD1x4kTBzMxMMDMzE5YvX652G6rnwMmTJ2uMRxAM34rou+++k2y/UaNGwuPHj/ONS0tLE8aOHZvvPKCtzaHqeQOA0LNnT43vaWUjR46UrPfBBx+oPR4FQRB27NghWFtbi2PbtWundpxqC6GPPvpISE9P1xhDdna2cPz4cWHcuHEaxxSkZVZOTo5QpkwZcT1bW1uDtIvURO5nRFhYmFC5cmVh2bJlGve1IOS2cpoxY4ZkXw4fPlzjeOVjXKFQCCtXrtQa76tXr4SNGzcKc+fOVft8pUqVJMerrpYit2/fFiZMmKDxM0tXK6KCjs0jd/9nZ2cL7dq1k+yr6dOna2w1tGTJEkmruFGjRsmOG8htB7Rs2TK152JVqq3ztP3Oos3vv/8uzmFpaSmrjZIxXL58WfL6duzYIXn+2rVrkuc3b94sa17VVkR5t9mzZ+v8P05qaqpQo0YNcR1zc3Ph999/V9tqKDMzU/j2228l2/juu+80zl1U7/U8yp+dun7H1NdHH30kmVtuS8TMzEzJ+6Vjx44GiUf5c79UqVLi4zdv3hSmTJki1KpVS7CzsxOsra2FChUqCN27dxf+/PNPvf6/rHwOqVmzptC1a1ehfPnygqWlpWBraytUqFBB6NChg/Djjz/q3SLy9u3bkvaWAwYM0HpOiIuLE6pUqSKOr1u3rqxziC5LliyRffzqi62IiIiIiIioOLAVEVHxKO5WRK/HlffXREZGhjB+/HjB3t5esLe3Fz755BPxjzJjxowRxowZIwiCIDx69Ej8g7GNjY14y3u+KDCxhYktBVWQxJaQkBDJOuXKlVM7Tt8LwHfv3hXs7e0lc//33396viLtbty4IV4gB3KTWuRc5NXG2IktlStXFl6+fKlz/tTUVKFUqVLiehMmTNC5Tk5OjlChQgVxnV69eqkdl5iYKNjZ2YnjfH19dV4ge/TokWSd6dOn64xHLmMca/pcAHzy5Ing4OAgzj1p0iSt41UvunXv3l3rhYpnz55JfrZDhgzROHbhwoWSuWfNmqU1lqCgIElSi66EgS+++EIydsGCBVrnv3z5smBhYSF5D2qienHO3NxcCAkJ0Tg+NTVVcHFxybc/NSXa5OnWrZvO81keQya2xMXFCVZWVuJ8Hh4ewosXL7Su079/f8lr03aBV3U/tGjRQtbn+vHjxyXrffzxxzrX2bFjh2SdwMDAfGNWrFghPu/o6ChkZGTonFeXgiS23Lt3T/bxbQhyPyMyMjLUXjTX5MsvvxTntbS0FGJjY9WOGzZsmDiuZ8+e+oYv8eDBA8m+u3LlSqHmE4TXJ7Fl9erVkrl//fVXnXMrn18VCoXGJEZ1iS1LliyRFb8gCMKCBQvE9UxMTITU1FTZ6yo7efKkJIazZ88WaB5D++STT8SYypYtq/bcUL9+fXFMhw4dZM2rLrHlq6++krXu7NmzJett2bJF5zoTJ04Ux9vY2GhMWimq93qeokxs8ff3lxyL+vxf0c3NTVy3SpUqBomnQYMG4pzVq1cXsrKyhOnTp0uSaNTdHB0dhY0bN8rahvI5RNfN1NRUGDFihBAfHy/7NcybN08yR7t27YSTJ09K9u3Lly+FDRs2CB4eHpL3SmhoqL67TC1fX1/Ja4iIiDDIvILAxBYiIiIiIioeTGwhKh7Fndiiua/BO8jc3Bx//vkn4uPjER8fjz/++EMsMf3333+L7TgqVqwIQRCQlpaG5ORk8abcroPoTfX8+XOMGDFC8lifPn0KNWdsbCwWL16Mpk2bIiEhQXy8Zs2a6Ny5c6HmVjVv3jwIggAgt/3Q6tWrC9W2oDjMnTsXtra2OseVKFECffv2FZc3bdqUr4WUqhMnTohtbgDNbYj++ecfJCYmAshtb7BmzRpYWVlpnbtixYqYOnWquLx8+XKxLY2xFOZY0/X6lJUvX17S4kG5hYQuZmZm+PPPP6FQKDSOKVu2LHr37i0uK7d2UbV8+XLxvurPQJ3mzZvne49rkpaWhpUrV4rL9erVw6effqp1HdUxoaGhOH78uKztffjhh6hfv77G50uUKJHvfFSrVi2MGzdO67zKx3lUVBSePHkiK57Hjx9DoVDIuvXs2TPf+qtWrUJaWpq4PG/ePDg4OGjd5u+//y55///111+yYs1bV05rjLyWHwBQoUIFzJ8/X+c6PXv2RKdOncRl5VY1eZ4+fSre9/DwgLm5uc55i4JqeyMPD49iiUOVubm5Xm39ZsyYAWtrawBAeno6jh49qnac8n6vWrVqoWJUnssQ871OlI/7Jk2a4PPPP9e5zqefforq1asDAARBkP27fr169fRqfxUSEiLez2sfVRC1a9eWLCu3GisuaWlpWL9+vbg8cOBAtecG5c+lwMBAsTWbPpydnTFr1ixZMeW1sAOAAQMGoF+/fjrX+/HHH8XfKVNSUrB27Vq144rqvW4MSUlJ4v2SJUvK+kzJo/z5ZqgWn8ot1kqWLIlx48bhhx9+EH+/tLCwgJubG+zt7fOtN2jQIMydO1fvbVpYWMDV1RXu7u753ovZ2dlYvXo1fHx8xPZUukyePBkrVqwQYzxy5AhatWqFkiVLomLFiihfvjzs7OwwePBghIWFAQD8/f1x7tw58fxTGFevXpW0IO3YsSPc3NwKPS8RERERERFRgcTGAhs3AqNHA61bF3c09IZhYgsRIS0tDXfv3sWiRYtQt25dXL9+XXyuVKlS+Oabb3TOERkZicqVK0tuXl5ecHR0hLOzMyZMmIDnz5+L4+3s7LB+/Xq9/vCvS05ODrZv3y4ut2vXDg0aNDDY/MZQpkwZdO/eXfZ45Qv2z549w4EDB7SOV74IU6ZMGXTt2lXtuA0bNoj3O3XqhBo1asiKZ+TIkeL9mJgYXLt2TdZ6+ngdjjUg96JDnjt37si+iNOuXTu4u7vrHNekSRPx/oMHD5CZmZlvzMOHD3Hz5k1xecSIEbCwsNA590cffSQr1rNnz0r25dixY2FiovtXh/Hjx0sSd/bs2SNre5oSrZT5+PhIlocNG6b3Ordv35YVT2H9999/4v1y5cqhR48eOtdxdnaWJO+cOnVKcqFRk7p162pNCsqTmJiIvXv3isuffPKJrGMGkL6/jxw5IiYR5sm7MAsAt27dkiSXGZPyMQsg3wXPN4Wtra3kPHDhwgW145T3+9mzZwu1TeW5AODMmTOFmu91cePGDcnn0eTJk2Wtp1AoJAkXhw8flrXeiBEjtCYvqrp//754v0KFCrLXU2Vvby9JjFOet7js2LED8fHx4rKmxMrBgweLCS85OTlYtWqV3tsaOHCgrCTVwMBAxMbGistTpkyRNb+1tTX69+8vLss9HnSR+17PM2vWLAi5lVchCILk3FxYycnJ4n19En4BSJJAlOcpDOXPkcuXL4vJvN7e3tixYweSkpIQERGB+Ph43L59G++//75k/a+//hoHDx7Uug2FQgE/Pz/88ccfCA0NRWpqKqKiohAeHo6UlBTcuHED33zzDUqWLCmuExYWhi5duuT7vNFk1KhRePToEcaMGSOeG9LS0hAeHo6oqCjk5OQAAGxsbPDbb7/h4MGD8PT0lDW3Lv/8849kefTo0QaZl4iIiIiIiEiWlBRg/35gyhSgbl3A2RkYPBhYuRI4cQL435c8iORgYgvRO+b999/PV2mgRIkS8Pb2xsSJExEZGSmOtbKywo4dO+Di4qJz3qysLDx48EBye/jwIeLi4vKN9fPzw7lz51C3bl2DvrarV69KLgAXttJMcWjUqJFe345t1aoVKlasKC5r+vYwkPsH9G3btonLAwYMUPut6eTkZFy5ckVc1pT8oo6zs7MkHm2VRgrqdTjWAMDV1VW8LwgCoqKiZK2nfPFKm/Lly0vmz6ugo+z8+fOS5Y4dO8qOQc7F/uDgYMmy3ApLHh4ekmQo1XnUMTc3z5eAoo6zs7NkuXHjxjrXUT2HyU24MDMzg5eXl6yb8vEA5H6rW7laQseOHWUlBQFAt27dxPs5OTn5fs7qNGvWTNbcZ86cES+gAfq9v5X3dUJCAu7cuSN5Xvnn9/LlS/To0SPfGGNQTTKTUwHrdaV8XCl/PitT3u+nTp3C+PHjZV9sVVW9enXJxekRI0YgMDCwQHO9Tk6dOiXeNzExkVQf0kX5uL958yZSUlJ0riP3/ZhHuZJauXLl9FpXlfJnh/K8xWXFihXi/Ro1amhMOHZ0dJR8xqxatSpf8pwucve78vHg5OSkVxK08vFgyN9x5LzXjUG5ypjcpMc8lpaW4v1Xr14ZJB7lBJm8BF8fHx+cO3cOPXv2lGzT29sbK1eulFRpEQQBEydO1HosbdmyBcePH8cnn3yC6tWrSxKhFQoFatasiR9//BEhISGSKlb379/Ht99+K+t17Nu3Dy1atMDSpUu1xpKSkoLPP/8c1atXx5EjR2TNrY1qxSRnZ2e9EuiJiIiIiIiICuXaNcDBAejSBZg/P3dZlQH+/0vvDia2EJFafn5+CAkJQdu2bQ0674cffojDhw/D29vboPMCuS1PlL1p1VoAoHLlynqNVygUGDp0qLi8e/dutQkQALBr1y5J4o+m6hg3btyQtBCqWbOmXjEpJx7IbflSFAp6rKWkpGDTpk0YOXIkfH194ezsjBIlSuRLCKtSpYpkPbnJEnISxYD8F+PVXUxVrTxSq1YtWXPLHXv37l3xvr29vV6VBOrUqaN2Hk1Kly4tq3WNjY2NZFk10UXOOnIuTAO5F4jv378v66bamufJkydITU0Vl/VJrlLed4C8/Sf33HH16lXxvrm5uV6tZlT3ter7u0WLFpLzxcmTJ1G9enU0bdoUs2fPxrFjxyT7pKgof6seMFzlAEO6ceMGvv32W3Tp0gUeHh6wt7eHqalpvvOM8gVJTeeYkSNHSi7uLlmyBOXLl0e3bt2waNEihISEyG4LZ2lpKan+EBkZifbt26Ny5cqYNGkSdu7cKWkN8qZQPu4rVKiQ7xjRRvm4z87ORnR0tM519P0sV/7Z6hObOsqfHcVVNSlPWFiYpK2OrqpcytVcHj16pPeF/YKcB2vUqKFXdR3l4yEmJkZnC0hDvteNQblKS0ZGhl7rpqeni/cL2k5LWzxAbmLaunXrYGdnp3GdL774QvL/l9u3b+PQoUMaxzs6OsqKpXLlyti/f7/kd4rly5fna+Gmavbs2ejatStu3LgBIDcBZ9myZXjw4AHS0tLw8uVLXLlyBd99953Yzunu3bto3769pB1kQahWTBo+fHixtQkkIiIiIiKid1D16oDS3y3Vegu+VEfGw8QWoneMk5NTvkoDNWrUQNOmTdG/f3/88ssvuHHjBo4fP65XX/eKFStKyqILgoC4uDhcunQJX3zxhXihZvny5ejYsWORXGhU/Ya6agWFN0GpUqX0Xkf5QpFqVRZlytVcvL29NVa6UN2PrVu3zncBRttNubqE8h/TDaUoj7Vly5ahQoUKGDRoEFavXo2QkBDExsZKvsGsiZwxgP6l/fOo+4av8v61tLTU6/iRcyFHeX4nJyfZcwPSi39yLtIVdL8UZD19qwAUhOqxr8/+U00gkfM+kvuzV35/Z2ZmwtzcXPZ7W7VNjWpcJiYm2Lhxo+S1CoKA4OBgzJo1C23btoW9vT1atWqFefPm6bwYWFBlypSRLBf3xX1ljx8/Rrdu3VC7dm18//332L9/Px49eoTExERJJR11NJ1jKlSogBUrVkiqfaWnp2Pv3r2YOHEifH19UaZMGfTo0QPr1q3TmVw0d+5cNGrUSPLYgwcPsHDhQvTq1QvOzs6oU6cOvvrqK/FC7etO+bh/9OiRXp9pqq34DPl+zKNc3aKg58I8yu9TYySSaaNcdcXExESSiKtOt27dULp0aXFZudqLHAU5Dx4/flyv46FLly6SuTQdD0XxXjcG5cQofeNQPo4NVSlLNdGrQ4cOsv5/MnHiRMmyoSpPeXp64uOPPxaXMzMztbYB3bhxI2bNmiUu9+jRA5cvX8aHH34IT09PWFpawtbWFnXr1sWMGTNw5coVeHl5Acj9/BwzZgwuX75c4HjZhoiIiIiIiIiKlbk50Lq19jFHjgA6/lZClIeJLUTvmDlz5uSrNHDz5k2cOXMGmzdvxldffaV3hQ5NypQpAx8fH8ydOxfnz59H2bJlAQDHjh3DoEGDDLINZW9D+wl92hDlqVq1qiRJRV07otjYWBw8eFBcHjZsmMb5DHkR2FgX1QxxrH355ZcYM2YMXrx4ke85e3t7lC9fHp6enmJCmHLLJcA4yRKqlCuP6PvtaNUqJuooJwWpJjXoM39mZqbkm9zvAtWEKn32n+rPRk5yltxzR1G/v2vXro0rV65g9OjRai/QZ2Zm4tSpU/j888/h4eGBr776Su+qALqoJgY9evTIoPMX1L1799CsWTPs3bs333Pm5uZwdnZGhQoVJImnyhd1tZ1jhgwZgrNnz8Lf319t9YnExETs3r0bw4YNg6enJ1avXq1xLltbW5w4cQI//PCDeC5VJggCrl+/jrlz56J27dro1auXrComxcnYn2v6fpYrj9dVAUSXvHYtAIq1MkNOTg4CAgLE5bZt20raJKljYWEh+cxWrTahy+tyHizK93pRU04OSk5O1ut4NGTlIXXxAECbNm1krefn5yc5F4aEhBgkHgDo3bu3ZPns2bNqx2VlZeHLL78Ul11dXbF+/Xqtv69VqFABmzdvFmPPysqS3e5IVVhYGI4dOyYut2jRokgqZhIRERERERFp5e+v/fm4OPUtiojU0P8KKlFxfTtXV7kqTXbtAt6xC6qvo2rVqmHNmjXiN1337NmDxYsX45NPPjHYNlQTWZKTk7WWKn+bDBs2DOfOnQOQ2/7j8ePHksSLTZs2iRcnVNsXqVK9AO/u7g4LC4sCxaVvlQ9DKMixdvjwYfz666/ictmyZfHpp5+iU6dOqFWrltqLEGFhYfD09DT8C9CDcgKE8jel5ZDTjkf5PaVvkpLy/Obm5pJWKe8C1fORPvtP9WdjyCQ95fe3iYkJPDw8CjyXpguXrq6u+Oeff/Drr7/iwIEDOHbsGIKCgnDr1i3JuLS0NMydOxchISHYv39/gRL71PHy8kKZMmXEqgyXLl1CTk4OTEyKN5971KhRiIqKEpc7d+6MUaNGoWnTpihXrpzahJQRI0ZgzZo1suZv0KABDh8+jLCwMOzfvx8nTpxAUFCQZJtAbvuUkSNHIiwsTFJJQJmVlRWmTZuGL7/8EkeOHMGRI0cQFBSES5cuSRInAGDnzp24cOECgoOD4ebmJitWY1M+7i0tLQsVZ2Erqqhja2srJlXqey5Xpby+nATGonLo0CFERESIy4GBgXq1/AFyKw+tX7/eoL8rAtLjwcbGRnaLQHXUnbeK+r1elJQ/E7KzsxEZGZkvkVedrKwsyWs21O9Hnp6eknZ8clsilipVCg4ODuL7Ki4uziDxAMiXHBIbG6t2XFBQkKRl3/vvvy/rPenr64umTZvizJkzAICDBw8iNTVV7wTjFStWSJKkPvjgA73WJyIiIiIiIjIIXYktQG47onr1ijwUevMxsYX0Z6BqHkZTuXJxR0D/07lzZ/Tu3Rv//vsvAGDGjBkYNGhQvrYRBaU6T3R0tM5vB8uh74UYwPjl/wcOHIjJkycjIyMDgiBg/fr1+Oabb8Tnlau4tGrVSutFCtVv6G/dulVj26LXlb7H2vz588X7zs7OuHjxos4Ln69DexMHBwfxfnp6OpKSkmS3Ynj27Jle82u6cKOJ8nh7e3u91n0bKO87QL/9pzpWda7CUH5/W1hY4P79+wabW5WDgwMGDRokVmCIjY3FgQMHsH79ehw6dEgcFxgYiKVLl0raOxSGQqFAy5YtsXPnTgC51bzOnz+PJk2aGGT+gjh37hyCgoLE5W+++QY//vijzvUKcp7x8PDA+PHjMX78eADA3bt3sWfPHqxcuRI3b94Ux3333Xfo06cPateurXEuc3NzdOrUCZ06dQKQm3R14sQJbNmyBZs3bxZblURGRmLSpEnYunWr3vEag/Jx7+HhkS/Jqri5uLiIF+DlnJu1UT5/FGdLRn3bCGmbx9CJLcrHQ8uWLbF//36DzW3M93pRUG29df/+fVmJLY8ePUJ2drbGeQqqZs2aklY/+iSWKY81ZHsn1WRnTb/zX716VbLcoEED2dto0KCBmNiSmZmJu3fvop4ef+DLzs6WVEyys7NDv379ZK9PREREREREZDA1agAuLoC2tvSBgcDnnxsvJnpjsRURERnVDz/8IH5rPiEhAd9//73B5q5Vq5Zk+eLFiwaZV/kbknITVmJiYgyybbnKlCkjVigBpIkst2/fluyL4cOHa51L9Zuoyt82fZPIPdZycnIkpdonTpwo69v8Dx8+NEyghaD6s7qhR0UtOWOrVq0q3k9ISEB4eLjs+a8plQ9Unudd4ebmJjl3qF7g0uaaSulFQ+6/atWqiffT0tLEqibG4OTkhOHDh+PgwYPYsWOHpILKunXrDLqtbt26SZaXLVtm0Pn1deTIEfF+qVKlZLeWMMR5pmrVqpg8eTKuX7+OKVOmiI8LgoANGzboNZeNjQ26dOmCgIAAXL9+HY6OjuJzO3fulNU2qzgoH/dRUVHIec369ipXySjMZ252drbk9w85CQlFIS4uDrt37xaXHR0dJW13dN2Uk5KvXLli0DYygPR4MPTvOMX5XjeEunXrSpY1tdlRlZeEkUdbwpw+VJM51LWLVEcQBEkbK0Ml0QP5f8dX17INKFz1NdXKLvpWcjpw4AAiIyPF5UGDBuld8YWIiIiIiIjIIBQK3VVbTp5k5w2ShYktRGRU1atXl/Sm//vvvw12UaFOnTqSyhDbt283yLzKcyr/kVib4OBgg2xbH8oJK8rJLMpJLiVKlEDfvn21zuPk5ISaSpWZlJM+3iRyj7Xnz58jXemXJtWLOpooX7wqLqqVdJSrYGhz7tw5Wd8OV61wIfdb7Y8ePZJUhijOShnFxdTUVPLt7EOHDsm+mL5nzx7xvomJCRo1amSwuFq3bi2pQlVc7++ePXuie/fu4nJoaKjacebm5uJ9fZIRhg4dKmkvsnHjRty5c6cAkRqG8mdHtWrVZLXmevr0qeR9VFgKhQJz5syRXODVtN/lqFy5sqQyWFZWFu7du1eoGItKmzZtxPtJSUkGT5QoLOXE3MJUUbp//77kfWKo5AJ9rV27FhkZGeLynj17cP/+fdm3mzdvSqptGKr6Sx7l4+HmzZt6VyTT5nV4rxdG8+bNJZXf5P5ecfjwYfG+iYmJJNm6MDp37ixp93TlyhVZ6925c0eSDGLI1pHKFXkAaGzpp1pt7am2b6apiI6Olizrm5ij+p4ZPXq0XusTERERERG9zV69AiIjgevXgRMngP/+Ay5eBFS+n0CGpCux5dUrQOaXa+jdxsQWIjK6qVOnivfT09NllWiXw8TERFJm+8iRIwap2qL8zd6rV6/KKme+atWqQm9XX127dkXp0qXF5bVr14ptifL06NFDVquagQMHSuaR+w3Z142cY00QBMmynJ/v8+fPJQlDxcXT01OShLR69WrJxURN5FavaNasmeRiytKlS/PtL3WWLFkiGadaPeNdoZy4ERkZif/++0/nOrGxsZKkvJYtW8puLyWHo6Mj2rZtKy4vXLjQYHPrS7niUGZmptoxyt9wT0xMlD23paWlpDpJWloahg0bJuv9oU5ycjJWr15doHUB6XlGbkuM33//Xdb7TR+mpqbw8vISlzXtd7lUq0YVdr6i4uPjgypVqojLxXncq9OwYUPxfmJiIh4/flygeVSrPSnPa0zKF9W9vLz0Ts6zs7OTJEZs2LDBoK1kOnbsKCYtC4KA33//3WBzvy7v9YKysLBA165dxeVTp07h9u3bWteJj4+XfG41bdoUzs7OBomnTJkyaN26tbj877//IisrS+d6mzdvliwrf+4V1h9//CFZbt++vdpxlVXa4Son/2iTnZ2No0ePistWVlZwd3eXHV9sbKwkQbZu3bp6tUEiIiIiIiJ6G6xbB7z/PtCzJ9CqFVCrFlCuHGBlBVhbA25uQJ06QOvWwHvvAQ0bAh4egNKlFDKkdu10jwkMLPo46I3HxBYiMjofHx907NhRXF6xYkWBL+Komjx5sliNQBAEjBgxotBJGcpVMVJSUnS2bti2bZvsP14bkoWFBQYMGCAub9q0Cf/X3n2HR1G1fRz/pUMSIKGE3ntTegu9g6ggiIAFRLFgBSygNAsqiIg+DyAWiKgoYEFAioC0ICC9CwFCCxASIIT0Nu8fedg3G5ItabvA93Nde7GzOefMPbuzs8POvef+66+/zJ5ba2WIbnrxxRdNF9Ojo6P1+OOP23QhIaO8vAiVU7bsayVKlDCb8j3jxYCspKWlacSIEU5TcmPEiBGm+6dPn9a0adMstt++fbvNF+i9vLw0fPhw0/LevXs1a9Ysi30OHDigzz77zLRcr149s4tSd5Mnn3zSbNaBMWPGWE3OePXVV3Xjxg3T8siRI/M8royzbGzdulUffvih3WNk9f629ziesTxTlSpVsmyT8fGQkBCz2ZWsGTVqlDp06GBa3rlzp3r37m32/NriwIEDatmypX777Te7+mWUsSTMoUOHdPr0aYvt//nnH02fPt2msa2NlVF8fLyOHz9uWs78vF+6dMmu5zhziS1Hlb6xxtXVVWPHjjUtL1y40O4yTFL+fa61a9fObCalf/75J0fj7Ny503S/atWqqlSpksX2w4YNk4uLi+m2cePGHK03ox07dpjNPjJ48OAcjZOxX1RUlH799ddcx3ZTkSJF9NJLL5mWP/744xxte1b7Q36+12+aPHmy2esWFBRkV39rXn31VbPl0aNHW2w/btw4s9lRMvfPzN74MyYphoWFacaMGRbbnzt3Tp9++qlpuWjRourXr1+Wbe0t8TNlyhSzWRlr1KihwMDALNu2a9fOrPzPTz/9dEvyWVb++9//mpV+bN++vQoXLmxzjN9++61ZkuHTTz9tc18AAAAAuFOsXSsFBUm//y5t2SIdPixdvGi52k1EhPTYY5KNk5fCHhUqSBl+QJ4lEltgAxJbADhExgurycnJeu+99/Jk3Dp16ujNN980LR85ckTt2rUzu9iTWUJCgr7//ns999xzWf69c+fOZr88ff3117OdCn3hwoV6/PHHzS5QFaSMiSuXL18226YyZcqoe/fuNo3j5+dn9gvmlStXqmPHjlanyjcMQ9u3b9fIkSPVtm1bO6PPH9b2NTc3N3XNMBVeUFCQFixYkOVYV65c0SOPPKLffvtNrq7O8RH67LPPmv0qeOLEidn++jw4OFgPPPCAUlNTbY7/jTfeMNv/X331VX311VdZtt2xY4d69epldmH8k08+sWk9d6ISJUro7bffNi2fPHlSvXr1yrIkVmJiol544QX9+OOPpscCAwOtlg7Lic6dO2vYsGGm5bfeekvPPPOM1XIcCQkJWrFihR544AGzC403TZo0SY0aNdK8efMslroyDEOffvqp1qxZY3qsb9++WbbNWMYqPj5eb731ls0XIt3c3PTjjz+qfPnypsfWr1+vhg0b6rvvvlNqaqrF/ocOHdJjjz2mxo0b56pkjySzBLu0tDQNHjxYkZGRWbZdtmyZunfvruTkZJvep507d9YDDzygFStWWJwxJS4uTsOHDzd7bTI/76tXr1aVKlU0ZcoUqxfkN27cqA8++MC0nJezNOSHoUOHmo71hmHo8ccf1/jx4xUdHW2x340bN7Ro0SJ17NjRLGkvLwUEBJjNqJDTEmEZ+/Xq1SvXceVE5hIoQ4YMydE4ffr0MZutKq/LEb355pumElBJSUnq1auXZs6caTWxKzIyUt98842aNm2qpUuX3vL3/HyvF5QWLVqYlXJctWqVRo0alWU5uOnTp5vNAte0aVP1798/T+Pp2bOn2XnaW2+9pblz52bZ9sSJE+rWrZtZEumYMWNuKQt0U+vWrTVhwgSFhoZajOHatWt64YUXNH78eLPHP/roI7NSSRkVKlTILDk1OTlZvXv31t9//51le8MwNHv2bL322mtmj2detmbevHlmMTz22GN29QcAAACAu12GSeCRl6yVI9q5U7LwnTIgSVl/CwMA+ax9+/Zq06aN6cvdb7/9Vm+99ZaqVauW67Hfe+897d692zRrypEjR9SyZUsFBgaqS5cuKleunFxdXRUeHq69e/dq3bp1un79utkv+zNyd3fX+PHjTb/uvXr1qlq0aKFBgwapVatW8vLy0pkzZ7RixQrt3bvXFMOECRNyvS32atWqlWrWrKmQkBBJ6V/w3zR48GC5ubnZPNbQoUN1+PBhffzxx5LSZ3Zo0KCB2rRpo/bt26tixYry8fHRjRs3FB4eroMHD2r79u0KDw+XdGuJCkexZV8bO3asli1bJsMwlJaWpqFDh+qbb75Rr169VKZMGUVHR2v37t36/fffTRdL3nvvPbOkBUcpVKiQvvnmG3Xr1k1JSUkyDEOvvPKK5s2bp379+qlChQqKiorSX3/9pdWrVystLU316tVT/fr1tWTJEqvjlyxZUvPnz9cDDzyglJQUpaam6plnntGcOXPUt29flS9fXlFRUdq4caNWrVpllizwyiuvqGfPnvm5+U5v3LhxWrt2rTZv3ixJ2rZtm+rWrasBAwaoSZMm8vLyUkhIiBYvXmz2C+0SJUooKCgo3y52zpkzRydPntSWLVskSV999ZUWLFigbt26qWXLlgoICJCHh4euX7+uc+fOaf/+/dq+fbti/1ds9tlnn81y3P379+upp57S888/r5YtW6p58+aqVKmS/Pz8lJCQoBMnTuiPP/7Q0aNHTX3KlSunN954I8vxWrZsqfr165uS6mbMmKFZs2apSpUqZrPhPPDAA3r33Xdv6V+2bFlt375d999/vykh8cyZM3riiSf0yiuvqGvXrmrQoIFKlSolDw8PXb58WWfPntXatWt16tQp+5/YbDRq1Ei9evXSqlWrJKXPnFSrVi0NGjRI9957r9zd3XXu3Dn98ccfphJ6jRo1Us2aNa2+T9PS0rR8+XItX75cfn5+atOmjZo2barSpUvL19dX0dHROnTokJYuXWqWvNS7d+8skx0vXbqk8ePHa/z48brnnnvUsmVL1apVS8WLF5dhGDp//rw2btxoNsOFm5ub0yexubm56aefflK7du109OhRpaWlacqUKfr888/Vo0cPNW3aVCVLlpSLi4uuX7+u0NBQ7d+/Xzt27DCVsMrP41n//v1NSbgZk75sFRERYToHuTleQYuNjdVPP/1kWm7UqJHq1q2bo7EKFSqkfv36mWYY27Bhg0JDQ1W1atU8idXHx0e//fab2rdvr4sXLyohIUGjRo3SlClT1KNHDzVq1EjFixdXWlqaoqKiFBISon379mn37t0Wk+Ly871ekObMmaM9e/aYEtxmzpyplStXavDgwapQoYLCw8P1yy+/mO1zxYsX18KFC/MluTsoKEitW7fWuXPnlJqaqueee05z587Vgw8+qIoVKyomJkbbt2/Xr7/+apac1KVLF4vnalFRUXr//ff1/vvvm0r21KpVS/7+/nJ3d1dkZKR27typVatW3TJT39ixY62+z8aPH6+VK1eakiPDwsIUGBiojh07qnPnzipfvrySk5N18uRJLVu2TMeOHTPrP2zYsGxLHWUlODjYrHTUQw89ZCq7BQAAAACwzf79Uny8ZMfkmbBF167Sf/+b/d/T0qSNG9PrRwHZMXBbiImJMSQZkoyYmJgcjZGcnGwcOXLE7JacnJzHkcLZzJ8/37TvSDLmz5+fZ2NXrlzZNG7lypXt7r9ixQqz2IYOHZpnsSUmJhpDhw41G9/arUOHDtmOl5qaagwYMMCmcZ5//nnDMAybn/eMz+OkSZNyve3vvvtulnHt3bs3R+PNmjXL8PT0tOu5lGTUq1cv19tyU0Hsa9OnT7dpu1xdXY0pU6YYoaGhZo9v2LAh2/Xn5D24YcMGs36hoaEW2//yyy82vU4VK1Y0jhw5Yvb+sLTv37R8+XLD29vb5td/9OjRRlpamsUxJ02aZPfrau/zclNO3o852deyEhsba/Ts2dPm565ChQrG4cOH82ybspOYmGg89dRTdr+3JRkjR468ZTx7j7mSjEqVKhlHjhyxGOeePXuMUqVKWRzH2udHTEyM8dJLLxleXl452t4BAwYYISEhWY7doUMHm+K4dOmSUb16dZvWV6dOHSM0NNSm92nGfdbWW5cuXYzo6Ohbxsp8zmDLrXDhwsbPP/+c7XZnHtMSe9reZOvzf1NUVJTRp0+fHO0H06ZNy7O4Mzt37pzh6upqGsPez+y5c+ea+lasWNFITU212qdHjx5mr+PFixdzFPtNmZ+HqVOn5mq81atXm403fvx4s7/n9PMgo7CwMKNly5Y52h8WL16c5Zj59V6/KeNnp5S35/YZHTlyxObtKF26tBEcHGzTuDmN/8iRI0aNGjVsfn369etn9f/NOTl+enl5GTNmzLB6jnPT+fPnjRYtWti9nqeeesru/6sPGzbMbIy//vrLrv45wXcMAAAAABzBy8swpPy7hYc7egvvQFFRhuHqavmJf+EFR0cJK/IiXyE3nGfOYwB3nfvuu0/33nuvafn777/X8ePH82RsT09PBQUFacOGDerYsaPFmUq8vb3Vr18/TZ48Ods2rq6u+umnn/T++++rSJEiWbapUaOGFi5cqNmzZ+c2/FzJqhRSw4YN1ahRoxyNN3LkSJ08eVIjR47Mdir3mwoXLqyuXbtq1qxZppkgnIEt+9qYMWO0dOlS1apVK9txWrVqpfXr15uVN3IWDz30kPbs2ZPtzENeXl4aMmSI9uzZk6Nf0Pfp00f//vuvHn/8cRXOJl3dxcVFgYGB2rRpkz755BOHleRyNt7e3lq5cqW+++47izMZFS9eXGPHjtWRI0dUr169fI/L09NTX3/9tXbs2KEHHnhAXl5eFtuXKFFCDz/8sH7++Wd9+umnt/x91KhRev3119WwYUOrM82ULVtW48eP1+HDh63uj40bN9bhw4f14YcfqlOnTipTpozZbC228PHx0eeff66QkBC9+uqrqlmzptU+5cuX1+jRo3Xw4EEtWbLErORXTpQuXVo7d+7U8OHD5eHhkWUbf39/jRo1Srt371aVKlVsGnf27NkaPny4KlWqZLVtw4YN9fXXX2vt2rVZfpb17NlTH330kdq3b2/1Ofb29tYTTzyhI0eOOGR2kJwqVqyYli9frjVr1qhTp07ZlhG5qVy5cho6dKhWr16t0aNH51tcFSpUMCsflLEsmS0ytn/qqaesvgeTk5MVHBxsWh45cqTKlClj1zozy1guyMXFRYMHD87VeF27dlVAQIBpOSgoKMtyOLlRrlw5bdu2TYsWLVLz5s2tfm5Vq1ZNzz//vLZs2aKHH344yzb59V4vaHXr1tX+/fs1atSobM//fHx8NGzYMB08eFCBgYH5Hs+BAwc0duxYs/0is/r162vhwoX65Zdf5OPjY3HM559/XoGBgVY//6T0z+iXX35Zhw8f1qhRo2w+xylfvrz+/vtvzZkzRw0bNrTY1tXVVT169NCaNWv09ddfWz0+ZXTjxg2zWX+qV6+ujh072twfAAAAAG4nNnwNBmdTrJjUooXlNuvWFUwsuG25GIZhODoIWBcbGytfX19JUkxMjNUv6bKSkpJiKk9yU82aNe36wgy4XV29elXBwcG6cOGCrly5Ik9PT5UqVUq1a9c2lQOxVUJCgjZu3KiQkBDFxMSoTJkyqlu3rlq1apWPW+Ac0tLStGfPHh09elSRkZGmY1Pp0qVVu3Zt1a9f367n0hnd3Mbdu3frypUr8vX1VdmyZdWsWbM8K4GQ306dOqWtW7fqwoUL8vb2VsWKFdW+fXsVL148T8aPj4/X5s2bdfr0abPnqF27drm+MHo3OHbsmHbt2qXw8HAlJSWZjkWtW7e2q1xYXouPj9fff/+tM2fOKDIyUqmpqSpSpIgqVKigunXrqlatWjZfyIuOjtb+/ft16tQpRUREKD4+Xj4+PipVqpTuueceNWjQwKHbKqWXJDpw4IAiIiIUGRmptLQ0+fv7q2zZsmrcuLEqVqyYb+uOjIw0vYeSkpIUEBCgypUrq3379tleCLfFhQsXdOjQIZ0+fVrXrl1TcnKyihQpovLly6tJkyZ2lftLSkrSoUOHFBISoosXLyomJkaenp7y9/dX3bp11aRJE3l7e+c4VmcRHR2trVu36vz587py5YokqWjRoqpcubLq1atXoMf99evXq+v/6g0HBATo/PnzNu0PISEhpqTMQoUK6cyZMxYv/Evp5QXbtm0rSfL19dWpU6dUqlSpXG7B7S8yMlJbt27VpUuXdPXqVbm5ualYsWKqWrWq6tevr/Lly9s9Xn681wtaUlKSaTsiIiLk7++vSpUqqUOHDjn6f2lupaam6u+//9bJkyd16dIleXl5qXTp0mrVqlWOypqmpKTo6NGjOnnypMLCwhQdHa20tDQVLVpUJUqUMJXVyouE3fPnz2vXrl0KCwvT9evX5ebmJj8/P1WvXl3NmzdXsWLFcr2OgsR3DAAAAAAc4ZlnpK++yr/xw8MlK1+tICcmTJDef99ym7NnpXz8Xha5kxf5CrlBYsttgsQWAAAA4M7WokUL7dy5U5L0ww8/aMiQIVb7jB492jSL0vPPP2/TzHHvv/++JkyYIEl66623NGXKlFxEDeBuxXcMAAAAABwhMlJq2FC6dCl/xiexJZ9s2iRZm110/nxp2LCCiAY5QGILbEJiCwAAAHBn+/PPP9WjRw9J0j333KP9+/dbbH/16lVVrlxZMTExKlSokE6ePKly5cpZXU/nzp21YcMGFStWTKGhoVZLDQJAVviOAQAAAICjnD8vvfaatHKldONG+mNFi0rFi6ff/P3//37G5bAwadIky2OT2JJPEhPTX4S4uOzbPPqo9P3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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": {
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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": {
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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": {
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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": [
{
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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": [
{
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RT8agH5c5KmPXvcwFzzt1QF9akN32SLW6lagaJxHbTAC6Lx0S3cbnQ666vilRIQKoveWqbX7+6mp6QVb5GOAttNBdd6fN5yOW0KCWtMvT1Y2TK3/c3vx8DLIvRlv1DCdp5Lu5vdA26cAymY7nufSHZdZMXqlWNOssgmPgnOf9/F2JCvmzqxEX1nelQXWBcisfL8brEANnWT5PQks0PE1n/8amswEN/F558c9/4RPMIPiNfwFm8K5e/7A4Aylb5yKAo9uvwwz+/G9+/av/+tu/kVfw57/+m9/97ld/rx/+8//4KvKgZaqKrqWsoGCOLSj191bW56e//vg07/qm03kef/jEx8fvcYVnP/GwMq7/89m6eBIB+Zq/PDbnu3/3V88jJt90R8NUXu/7RxYx7cuFuK9e+Xyd9G8HUCXdoPTkhUKpn05SG+35C1Jj8hCmfOlZzAtLwnCMPp9/QCJnVWmDhE58+vdle0h0AA6yIxhbBgaoyOcvJHmOa4F9My9IqKKLU3GTnDL9S5UJttxPyP6ZYNzcL/QGnC5lO8Z9oF0yPuwYpSpHByfpliFJkJa++9MXMsF9WUFSC+4L59RIpvu9lgHWdbuLGyTLpF8gJWK+UKQupMar28y0ZRrmOe1manyS6WX43U7lQEiX2+0k/SY1QLLQnDj2SnvhvyANOKR1zJnmOOQtHSrLyUyiTWlGXdTne8VuLyDHEu52EmVKw2I3PX/hUrnTjUDyXFupA+3vdZG1l7P7vmycXLJUqv3A7lu2kv5rr2WTA1E0CveFzF4CDrbnse8l2WD3QUdN1qbMHzcGOf9V18qLBh1YbLJR3ELKxNMgBgah2QjZTFIVWm+7Uzqu2optb3bPjVKj7cagfZIDqWvhFqq1NTEet5VfsgL1X0wwd6sk5wsVDubfL13atatRJBxYuWdyE5YVcFT5z72tIpAHopuZmxUuRc5blwfZraZYciqljYyIPMpspbWa38wiR4BaOD+Eio/ljwvoZpmv9t9ThD7lBLgRFDw8TcOfljJ0GPQ/bpkk/haLbaW4NISOvPw+K77WhsVgV39aRpPlkb26a/oCpRRuqwrBYhDM/gUJFzkDgYzdFLE1f56SZiDxYUUoJRd6pfvN1H3IVXLY3grtpISchLkVkiyUBmG/MHTtZlnbzkJaaE/KSqwU1Z2Tz1b8Xsj4khQrVhkljXICEXc/ARtMbcWaP5SnZB3LYZcaA0nnJdmfkF0xuVp2peXDaxW8hcYqa6fsxZLs41Lof+wY6+Y02JXWkd1FXo8Xso04jYbhbqbc8K6TbxcaE1Uuuuw8+0JanRolOwQZHjt7ra0T2zuwPbuVsnJZhe71vrx3YldW3xXifyfQ4fTdkDrpXhfJT5x9bSvnZX6VLnM8e6WdpW5Ts8pIdseSudysACupdTlFu1jjRcbbGtop+xNdxrRMIH8guxZpwLViNxPHbCa/2+Teho6lXelUZSLpTFnDoa9BzZsbAoGYvGWI+lsFnrUNa4Elbl1e3ZsmEtJJnotV+9Izs51IuTlvUjMyI2UH2oVuGd/HXjtdanyasbyuyUtXL1kfVevc1kjdX1xZ0zr13Rv8Oo5E563pAUKdu2uVsi4NdUzT6txcSqo9eb1P6kjbMVIwBgqJgjONiCPGbl/QG6PvYn2vKl22ZDBHpoXO8+rWcpCv3gpkP9YKzCQT9raCXPquyBi2tybhXGotvMKkblNHangPc3G1iTm7SSSCptPLaYkPCfPR7TrpKMh961blFrmPRWtp1ZXEbJsrZetDAsSV3u7DHij5wNjTdgyE16i9y36ptQ0Sg/4LjZTBTF7jFcJDkhHeupFZkCWA/Bdk0mOJ+gPVxtQs/Hka0qlVit2+QLJNF8dK+io7k6CEHwKOSw/iKrJDqXq0c5R0a2l6OS7ZhUqzN5taS6jc7AcSsSVZD3aZRz3bYP2WLCUiI85rAp0FdNn0p0nKTA5at0qbOsgpjWpjFlqDPsYq3trOp2w2e5/hSNgxrLefSc3Kh/ULVSUbxopunS5V7X4ZCPzUHDjSGezUyDYYmTBCMZX9eRzyjaY3pmWBSXjIlPQGfUeQD+8ZFcJ0knF2kK2SlZpe50psSFJX62MigbXXgXeGh7qqN6czSXnqga0dKR9URuCOwpmdal47SOL3utnLq3WdBdnk04ofvVClcLu3p3VeZpagtcehTZ2oYSWkxHgnu+ud9SU7eFd75pGwGXXng9tEl5inXUc5X5LhPpYop0N3204y67zK2PU+6hFelBD5A6l/JyvTLkIjb66L6TUy4dKVbSIjH1qw4m0fGCAIsWdvh+o8U9ZlFQnA7rx05g5HkpT//R/ze/qxqjvWv/7JK6+DP5H/GigJ1JBunJcrCX9ge0VWWqUY3dvRIB3y8qa8tOCUs2DVkK5Kp97dbyPWawmc9ILdJHVttdAk9z288CyoSRmI3mySgVpkHlpLXtdBgod/7H3aFPSv7gepsybRaV/IXBXiKYGiW7JAfdIsVclmiUbvIRPjkyVulW0qG6FSvXWIopuREy8BnZONE+DwlEZU169jr3LdvPjmwEnhBmJlAwgZPnUo97pUb5+mNGW66TOBka1JREZ2n7p43owvBd9Ud8qHCRKB2OJ9Ln296bz6TA7MOxXMfPiFMuytwoLfHLj6kmSTJw4pm473a5KtynCt21ttcqXkrW1r4ie8yhSkbyXZZDvOGVxZiQ3AWN51xgvAmfFiY2mVkhdtxEilhQM8QcIj8wHxMnQYARbakzLlvrdqZympsrpMT2+iA32cupR2IdsklZ+9XQheb0HYYo9SQwLv7LWQdDR5bn/eybRPn5isIM9mzT5RvojDtuTj1TgqRYLDi9ekdao+mCMdiGVqLy0MRzPyhaoOm0wWr827VC3BkuDWVDxnL6DJ44ME9NCOrEu8U+Dytb1l73g/Y2yyej6NlKF2WdPeqgy8pWgxvVG2SZMnH/MaWVdbWx14MkjPAGVD3F+ukI/95SOAfHYj4dzrPAZ5RyJWe/kDKQ9futyHvMilQd5pR7CwXXUg7Rck4XXq12u2K8JQ1okMvVckvHZ5ywtbNjFCJGtTUGx3kUjW9NnnBGgD0IXHCGkP+0GeW58ZgbCXXcK+qR8IkARAT8nD+8OuC92G13OoCIl3b6BjrnWifvYFOczyQKwrpyOAz+xz6IQWtAweWKL7RAA2sDzlJ46aPdSAcJcGGaREZYvoWqcgwktodQfpSGq5pAh9VLFxmpY36/iBFYTs5DKvOr1NpmWucrq91CGnK0XsF0HLSITEmxNkTUpwWCaHcfhQFlatzIHshUYh+lo9LiV3pEp3wLsTnE0HAOTtiYYsqVb+a6GhD0w+/LuaPP/uLRbc9iUtZmfZAGP0IMGudViVqbpBSvRs6Ox82raNq6rO/gS+1ki9vSR9C1+rKb8aOJDLvJOXnZJKgPq8fivA8yXd3DbXwueT90AkGguWQnAdpHp2dNxlDU2Z5x4+mWAM1Fn1UiUfJRAg5lIBshadgwqS3ko+2cZLFkugpmFO1XH0fopsIc3TA1VbRu/uwKIC6QoKwY4BW4Eoiv0J3QWqt1/z9dLB6RAleOkwQn0g92G/dtAndQw6Fi+GyMqAfzXMf8o3SD3AHJHzz94GIFrRpz/nk4Ik2dX+lGrwfQbY0UIc0iNHU934wv77jbY0FkKX2fwceLG6Z0QIkzdEARzUYIIVM80jCnICBTiLxztN+Sw6IoHBDmluBtr6wqEoHcc+kSZ9MRgh71eevtdY1I3lIJ5/gszZAt+0xK0BkbE/QLZx5sAto9hLHonPkEsMyuvxGu9ULjRv42mSvSDRrTyfe+3kM3WJYp0+I2mrVdYsAytRVpwsqCAlIDlHEizIPScKwDxQSR40EBxvO0A/pdvk8VqYLsjjIFUnQ3UE2Z2s25ABYluRJFlNhsf/RJr6+4Hv1Gcjv+TtPI1PQssjKjK+k/bC4mew82aTnx3IJQDMzfs+RL/knXiLukgqkroN8FaEZAK5scoCJ+3hVro1PZCtWydu6nJZ4UlZQ9Iy+ai9XDcAPF5BDSA4y0dqdWZlrga3AhdQStZ7oR0ourSqVzHkuSJfHLg9nGbBGHLVr3iDUgvRKav1caMp6aPN9Jst10dSyGtieU89BdBgmQpyr7yUhuxUBqf3QUtiH4qV46hakgs+5ALbyO6BB7dlrJQg5kFdUxtBaZbk05pe0ySI6/v2uozeKjK8vfSSIy9FlX1ympJggJiRXa97n+xhkvZeWL1BIqvVrcPkN0KroGkERlXrJes0eMBYX3niLXudTePJFEAVigzZXpeXoHpD+mx62YGTKdvDp9Nk+Mlyb94LbaDeOFR2mjKgD6be/kSvtYIxtD9BZXYKgtIy6fPch/bgFYO+wETf9ouebr3Y54OkKJd6h1CJMufwJZ2JwJeEuE/tkuKGyN/bVpKN2gOr8DPI4kVq1f4EhYS7+oAFeLcxpj+N0mEEGr30gx55r+THQOlXOS0dXjKqx4aZ1Me/h5YFkO+LGcNOdYk8IT/+tAF4BsltXEW05Ev5TO36PnW4rx3DVunSYaUJNXFSTt6qLPxnBDA3qoPqDk5hk/tOOWrgCcuO6EFEqkg9w0fghYUE/6wpQNJtTok3jYGmXo0m3C9g70VA31W2BMr2IR/CdjWGRTaiXzYZqb+LYdt8xhQuE65SkFgBKpd84gFKchRg4O/pqGoh/QuY79RU+KWeCJ2ghrEd5OZ47Tof6g5IO14Ny+TLlbO7AHHpCqDOSUdR7qCHcYBLxQnxAkaql/ijX4GJBPLOogwVKtWnn0UB+akDGdis0Gj7YlaQfsfM8DZnL8BXvYsDf0kJqrMlhP2NlasKPVFQ8JthUgogdHKFB2594Cd2uvcEE5RUo8DptXM41oLF6cXQoy5IThgvr7wtp3vLhXkxw0n1rER29bZVqZvGxAEWv2NEemEHMlo2rPcWZIknaHT2a+jDpn92Wa+ZVhr50N6vIIPRaV41PJJWxivZJJ+Hybsl8vTerMFfwQK1Y8ikYoIawlEJfwb4RXQ3FQVemM/ZgpjVmHUdLigb5QBmHwAmdIbW9EX56fRHKVFsT243fZYtlEvGbSXOENzyBqupDzhlarFKEKSQKspyqTxeiyixFL9Pc+jfV8BMfiGlrE5Blf8JnOfu5XklDJ8D8wPaFNBWPlBNrSeQAb9QEwHlIym4xwOwnD2Qp+as+HAPCy1b1187+oTN007PjoEC4+RvTdGlls/hz0PtYG49BwNEExQBBmGEDXVt8cce2YL37C9mk3g6/VCsf51I2Pt1kJWygR8HUfVKj7Wgco36ZZ3JAN8hM6f7ytlDQEXJRFA9Rz1BFBejulinIsqXVxDWHvpWAAbs6G5CMBCJoDoXVrU3R+XcUmQYGIRwN80oTjrAcPvC1ly2zBmPU0ShdULSXl8lLXRegc8622HSC8rqQRlGqaIJdSc1NK9o7KFbuuCfeFFjyynptXgfERiBjmuQrYYEB5Isv4aLW1tfs6iQAqNEC4pElsf4oj1HsX6mNscf1DWo6/VYp0MJGQD7kJxg+zyQf0iklED8MvzDP+4cF9AZoDDdC0R7KA70UT3QTj35QqxMFSnk4HYSXMfua3ZZAhJIQRHU4QrxebJEwGrt6mMih4xzrEhNgRCZXiwVIlLSlr6cTOI1b1/RT+oX/hgfsKctbA+4FbBxdaEDYJtsCmAs9gMUCuAmmBfKkb3J1zMkKiQp+neL0MkYEIy2HyAH1mP8CICsYA7QsdWIqKPqIEyPdUUy1RyNAKxrUER0OsjWFmzUOS2e44IvjEPbHrxQD7+7/fcZy8w72wT8odoIfmEeGrBoEhmofbATVKYExVTHSM4BHAY225EC7quzF2n7Ew8Xa1DRew6DvOwgGwnNJyTQ4QtlBeUxLKJeiJZhQxsVnSctRBTCoyQ3Bdjhixc4wvWwFSuoSGCQXRZRdOJoxRtYn+mCBwcXM9VTlRjdK3KS4UrqA4GZjm8YAXvhp0mR0YLaHyXaTFnHVP1GyyC97X0NTbLDHBOuk1zDcBm6zKboyFZMj+ADIEuioHI6eMcgT4VvOYO6ieODBxn4cylaABM8k8CKjk7LzEE0M538cvGVQJcUjaBUxGx3UIZzhQGiwgti4ykeQ7qakwcLBZ1jdO+oggnFC8Z6NE2msCI5je2yot3UUkfFDbwBn1p0XvIKMgiceXiug2WAzKREe5VHy8t7ZCzDltMWLsPJlESTwIKKjkNvAXHnUamtBTgn4ik1RGvBDbO9/83dl0oNTQ8yJgEGFBc9KKfkFyah8GgSc9RIgMmTGytS+wVyP2+nXkI4/AkqWQKCwesTHqJ4thJscnQYWi9BNJcsaY2NQMrAA1Q7GjdgrLykS5TIRfiMqM77Ok9BpTinRe9E5w17PjouCZKy0H6iy1h4ICU7ig9KXdooKKImA7jn9BlxTpw+EB44QoyhbFgZjsLoWo0yI1s2kZ0I7ScwE/EYV0Dbcv7psa2rMxsF3kl5l0hRyJdfnvT8jKCsFsmvtFYA+LqUVQpdhko7zmidT6VdcC9zli4JQpgJfoQUDnLViGyDaydV5bNZZ5kosAoG2RKplmiQtJKIDuRqEcHgEZAjYg7AVd+emfhYBTnKuEmVNI0yMvgLPmgkG9LI4WaSXN3hF66uRtEsRw/YD7i3lL37F1qjljq6NTIRR2SZlHTQ6MELs9UAOsyZHuFC57lHUJzEOuvIBhlcnLccpU9JG46AC+PYsQHn7znzI1balNhEfk+RhI5WcQPajW5MYQTRaZz0VYlWUQ5wAG3mtMi3C18YO0KCHtctIKQ7py1Cv52ARw19GlkULcDbQLE4RxRaItIalMrRdEZmTWh1rB50QyCj12tQvYqRu+jvE6wCHYb8Qk8aJQ2PSsy0U9BKBhmedkqZgwO5JuSngUkA81b2wGHIC3WpPZ9Ggq9zwL78YhJmwBb9KtCyAOTPs72Gx6Gpwai0RXqxMBXClaD0pZ9Cq51fm9phFCY49SJgZ+KUB+wYCxhmkHDoFGlVX2mRM3ZQC9IBh0LEYwsLBOY7gBp3mAKDIvQF7rb14A7BwR6wJIP4Ah0ZRD+AX+7qS4dgANUnvMUJC1XHz7IvnDRcgEehjgyh7LNPdFJL3v0oALaXL/A+IIoRxXczjIsB4zWN5kswRAl0EKA+I9GAr9FD3Ge8F/gH2MlfyQ7vJXOjrvoihDPpEmojgtoqSj6rZ5qW3SDBU6Ns8+xUVwUVYk2iGMP/Ncj5aVhBc+xXJlj7PDVLL4LnKLQAZzlfWz1pmX5otu35alL4O/CgJYQPtMyzRUyETZRomfB0eyuatr8zKNSBbkKy3fPsJsKL2mYficBuojT6pe2bx07LL1btdknzvquHWmTs94jgG+RhL97E36epHwHQl4a/dquQ7L+mi4Ds0STC/bgOvuyMFqB6NkVSAZAMkNjKZGZeUuSNOsheXzvfCBM6cKUXuYNmWVzkF3EsnW/PFpDdSoHQdirIiYMtqD5ZwklrAXdoguwboL+HeVAIR98pe7xO//f66vGhpQhn4sXTn+BXCszxURLpJu8Y7UL5b8AVNjhBOyA3YldzQKJSoHQb2zdkkKnPCQ2ChJQ0eWoFLGWOrB+CTG36v/rMXydRIzX0Eh4rH7jJKq8qgX0OkW8Ogt9c4TUIqBUk5UbAFFl3p2VrUJND2VMNgDx9VWqnolYx6OEA+0uvPxq2BjXQ+qcGAemZE7g6T+Ulx5H+awH5wAaq3gKyMzpDyjcLKN3robV7qa5AcrnDLfOqKUWKqEWGXKJM01oLOAWQb3tdlU/b+gCdAvqxLL8HGKu6jMmCeMBfQlBlkyc1d4ote3CaC/njINdWIGs/5c2v3EbONki5F3eBzgut++ABdP6yuQK2gU5b3YAHnh4RPcDZQrJCZxTf3FMG/Ry+ex4dqsdoURR7ydHfgWM0O0Zj0NGIdtV4Cp7Go2FoV+/YYFRChBagpvsBQwR0ca1QWx3UCQ6aVvr0eJ5LJ6EGlM+rbwk9LxdljaZTIP4aJRJlA0GWGUB9a6/6XvIt4d/y9GN1wxs4A4IvwnXD9zuRbTPnhij/taps+mbTFPHVuqu0QHZatr4B4w+QvNdWl3ZomouvNqB8OkJKQeiyA/btpLUge/1iadSmMYa0hd+fQ24M3OclziuCTvTne+nXTwQI0+slLiTS4YDpfFMr+XiUTQc8pL1DY/yi0VMPIDVoZzZPP6GAsgVSF5Jkr3mBgJBXAAyFZvTAYF7a2QOdrvSTfOnXe6vQEQVUtegz2LleZKIiQq7D/NqlnOU0kn/RYb6i0itIdBzqyBoQF0Fn3YN6mUmX7hRZYVV3rCVfo0GvqnVMxddUeoW3Kij5WLXVg+d4zWDHTisRR6i8Beo2X4u4TXjTiAO+6NMdCmvP6JsLNVugvV87nLIk8nw1HFbgRAbE7cMhlcbkstRfk9mdZFLgHtO1YcicfFGjwI1Qlu9HAgmJZGLAdNJWpc44iEbSI4e09EtHBe7O6VWADIIK+/CLKoVi9k3HKHvyBpUI06dq58rokfqaB0MLLWl/H97e7cBG9ot0z22fiL41SDKRKnhaPHFD73RGtM4BvSck8IrPGpxQsRyIoL3sBgsY8PXLLh6n78JrR6D3WTyE6eAKZY2v1wQ0jpHUiY8G0EKPakEvf08ThuZZW2VkTBSiX6JJU1jd25dEjPwV+tf3V/vZ0PdtR5UoGya0MSLHYKTT1/o19SB3tNCE9kXK8kZTSN2LVz5O25sFhfuLcx+HriMACcwKq1XJL529ApKI0qYXw4W7wVtWAsIRaivJHb6073hX+hv7VeENmLo0WwR7fL0dUeDJit2NxXtlZ+YJHsOI/trOyJxfBJxf+vg4c5mvTp1tHeVVN0sXr9ND+0VTW+ogUTZlVVAavaygPzus7RA1B0W3iUZkPsBa29WP+zWtI5cfAg8brZT5OfOp5XAnBfbNA8d5cYXwXSSlfUYfLEUPuO/7IHBYX3RHQO9JjnvoBj2aSo/YxiQE6HdoVZTcaoJ9L+qU05RdJuWLLOOaLpV8LwpMSlZo+efDlunqQvdaApDm8XRQfjFLRG4ayiy71lqo1gOyRPr/ZAhCvLMKtncEcHCUZSIPZ7eTJKOMspfuP5wKdBqzYlraoVfo9F5UOvo3RDZ8q1XQg4AYfMiySuqO6vvDzd46/SW8TbXJVAbdXPtetKzx5dATepKgeJS+EEtS+UXLtxwUWXktlJUhxaNrhM+jHdISqhVfoqauE9LHICm9CX3KrnxRsc85+gqQMgfimQIajQHtUfcEOPR2nxQpR+XoQ2Zzfm39t8x0SWWvtQZUhdvTNBQCVnCy+3TKXLKk06trKIUjT8ib1QX7hJ5uXgzkQn8RX0gg5wWW99cQe6fR9KJ5zovj75O41XqRBUqnj/ZHnoL2dObJL8f7pLCokHerR/caGkp5lXcCy8sz/5SqXye3ZE9MBWUS0JOcOjbCF3Z/DmM8PSZfctQALtHX2C8hXWSDFrJ0jIDWzefzquwIjeq14AFdvduuAQsq+coUAL0XjZhre/EMQSEsg9nifkjnakjj1XzH6HlAUP2a70O1C6wIzkiUyjr96l6MfNEjS561Dthr8ovkzBx+KcdpEEmk4zUPQf9GFtJrYbU85EVmAj3urgwZn2MHrOvwQ0N3G6AzCfYXb9PMq3Vje9EGb1d/7Bf5f/fAXWztVf7ftdYO8p10zpCCKy86KOSUVw3KPjplb8VnaKVpQc29yhuL7INkP2jTOQHs+sTi7PiA5bVMk1aDyXkWYEJMBMCDmjkokqbnQD8+RAa8ZmURHWJrAHJGulZot170A2Rep9Xza6ABOgtuKGBf1W6zHTDxa/EwOQQjaMsKYyKkiVFFNI1Sor6Ch4UeOpiXNIMcePo8vXb3ZqYPp2evko6hyXyP2BTzwa26D3Sg3y1gE4fyNVPb8Cqmo/O1/dLpP+V/+oEAC0UaufqTSQ/onX3ZfoZrclNIba+rxAturm/XI82VX5Wt9DKe0MO9GLbrh602oswFNOvbwqP8lnzqoD6aAuzhm5zSQCEhjz2iDUycfM6gRET+5AwIniXAAkgdXXDoD/2iC70GrY3Ka+UwBSJQUn6+DgvS4+ZJOAhuQTIUEM/A9emL6Au14R2c22s5h7xp1xB0jyzyxtJ8DZJ12PZlOeQX1R+8qKB4XooPwfQ6ZtAIXmezwvgb0W6Q2rA5QpnssF5a8UeCSXa9N7N1vxoxKZul7JIOefjyHCnolQF+vybdAdHIs2qvxddkhOl0bn92NPfJ2YrYLMmSvni2Mo3UW04vJmtkWAC48oglChBnwGI75XZh9fsvNIjMlg32gigfUAjaDV6n7XgN+oqcvsLLq5CzAZ5fEbJvMMZBF1LAOHI+XzWOtoyj+WKXyTx3vrJAbnqaW3oxJ3wum0Thqw3kSVEF5dJy3xfZvCDSBeQs4sXtuzFDm1yA2bNFP0FMRl8Jion3Ki3gfoScUvZR0NaeKdTm1SNpxzE95yH8lIdy3ooYCIzlMdh4TQViIpM6oDSk5fGMGku33uuy8RFiVSQEA0Iu2GySr87IC0lZPHdRBg7Y6Ob+mh1JgI/e6C+CzgjQBT2SSCPr519EZhUYVyGpfK3MCGbmoIpa6heoo8/pUX9Lpba/SCdhFByxRlJgBR16ZQRgl3pNTfCsl+n9INge5W54XYVT3LlLVl7oKktZBMhAhEXyBWS1g1ULPkDhGx2eXgyUyi6Q7B4vVkxVujkG9NiQYydZJDZsn8YprfQY1Vn3qlHrWspjK/LOX+N5AB1eGw7J1F0CbxYi3RYwykEKSpPgoAHvPk3PLNSYWNZoAdBbCp0e6UEfYqoChketYEQDarTiTtfpVNMGbYYHrMP+UmsVDm+AXwZ6m0cdRHUfK3Im0K+052veNE1noyyAC7Ab/Vr8Vmkrap4jaAeRTmM4nynQHGlm4EF+UA5rq3wzMhj8dWyDgJv8U+j3vYW+TwGGxTBQNXsqAz2IKVN4u3zielI3l4KWva2uRiPTF7UbRYj9tNd9LSCde2/JZ1PAhBAFjBoCY6r7875Ou9uIdE9KSqarF/+08qLtsvXV6AoK9b6P5JK0HMXXLssPQ4CVF33ZAVHgkN56LQxJZWgLoDmHSWKOoEB4wg2UbXlmhYwCngMvWuXLHDSxva9UGmx/mUhmS4IH7bzA7O6I1ob2hM1XySOaafdjRSt89Fha9hzImzkBR+/Uk+6sQWEgECFiKkHbs04SNEgHQkNXA0pSWWNj5CAnA1U60ZLIbwDG5JGTe8EW4WEWiTrZQbMbO00qpoIKwkTDoBwED9ltEF5Bz6+tVbTYiHJ5+CUiCKJ/QYt4v8gl15BSuesSR1+AvCRwkQnhFwAI/oVyGLSjW0FGwzPnny/QgzUYw+YbEXVYgwc8+IUq6y/oI3vxO0ZEmeWgDKKVriGsB7KgTiw3GMPoKeR9xhYYEWsWNnDI/YVNEsDxjtBPMYXkXLR8CMaAXRSRU2uzAA6FJ26FtKcZSqWYFV52T3QkS67yuaPz0OX1Ry0A0pKNHb5QAWBHqbGgODcdPvagme5F6ZdjzsBa4i9MmgqHHJPpFGQFGyEpH1JIXn2yo9Oiqx102yVDO4OGQ+kQo8zo7kP8ELTJYStBt4Qc3Tvoy3H2AubBULxoqUMCx43pEXLuzRZwTJ15wp0QLPXYccMHoIQ1An9iYgV/fRIHi1qDSCvHbMbAEaJ/v2JuRErid8gmCktmpHCpgYyadB1a+xI2OWgEIcLGHXIXYhbfY/xEZyWIyDNGYBj/AtXnDBkitdMz4k4EBvsv9TcZoWipc6URKiIZRxGNpo5qyPVeW0A1xm3qchdCHbOinkSHm3GHF7ZJGUdLkE/sPeYp3lF0HtttppDYX8o4aJfOILMvXz2rCPAtGkIteM/haa4t+gmiICu8UQfyEf0E/XzCZaALctTJBlB2aFihjkPKaJh7aki0LlugR3yj8D230ERtVOBFPzH6irqJ0UIhBd2h+MIGfxGtw4yQwwxSdnosncppAefXYdMSKJIMVBaHFLlQX4ZHTuIrJObPhbZloUVQag2lw6B7Ukgov2VphxzicwWdNzmSUBNEjpnkT4/IjgGmx8T6dcLkGw5SH4jp3ssInZ50OvD5F+iJmUKVvA75R7TUnRYF0TQhho6OJG2XI8tJ8mP7OtXLsAhIKY5Ls4Pat6sDVNiXSDJs+qANy5Ry2CSB7sshkzp0rDO627IAdTdDETaT52TiC1rrUCGR1I7Iq0HIZk8glscY9fTjcl/IiMiAC0XOK+RcNqIOiuXEQsOOiuh+Hw0+XWK6P3CDI8937CQW1MTZ1xjoLPUyg3wjBN+krX2gES7TNYLCl1Wg7PT3rh4oc0BgDI346tkHXE/nyebtG63QaZMXdLOmHXWQ+tY6ZPrRBk2Y4ZkMiC2hp1paSfcT+USm4DKzCwnxBchQ90KX6SG/JIJdayW7h4KxFaMHrHqn6xrgOjuJ2THjvPlCalbXIuj7WydXz2sj8vw58IALnUfkyduMnvwFKE29rhnweI2gA1QFTryCCkt4/7RdPiCrfw+tRGBisUy7vIoYhiWwr9eq9U6DBrDuQX960tspQILkUXN443Sd24hYaPOl6YLcMJxuQUnxoDxs7wCVzinRXnvYInie4nnPqUDQZfFZeNxf+Y8zKLXVOZp7Brlf2It6QOXZMGLjwPyWT+L1EIF/WXduLws9J5u/bl3HUA663ad1qgi3P0yTas7ugwCUZ1FK7L30ArwxOivwVZSI1bxDhkCTaPsTFaLN5QMRhC9X0FVOHwCZFYl3Gm+2oE8YPVBbIL0poJUR7unzqPOhCiWAH03K1wLDa+nG7Ood3AJRZORkFxgKi0fK02y8gp8N2tenTXN3vxMErYIAIcj23Tyn0OmkrUPnlRSlB1Rm+rykDgsNE/wkVpaW8kg+aH9K2QGqN8Prd5oyvEYJUQ+T+3iN0CFXWKo8dQlZD0JCAQuy7HuJDf+F06W6Bs2KNsZKwLKA4NiB/57hs5Nr7b9ARZdEU9DMmzKo4vubyl8EGx2ctQGiY48XefggztubLg+vlR0s6X/v6mFFdYSzPWPwH5KG83IT5juvITkGi0IxfxESLAXNB5v2aRtYvAqlsqDAPudeoGE7Xoy3xmSq1KD7DbeVb9hBFqx/bbVnb4Tu7vDy+nWQK0aN0IvA3EmJFxy/L2FwKpzjgZXRqSydQSB+8G+X71qvbSSStfw+Nig8aoByozx01yCnXOkzEXDJki3ZLQeeQbuEoud8kAVMdCI6rbI0cnBS4PfbXqQAPZVZG0QmwCekKN1aYB6VYepJFbRZVAtGN4YEvz2MpWkKZQbh+nz42aP0PrBOX1CC7pgt6gtNE47VfOyj6ETDS+cN55khjfNxT8q7GGZgWU9MywDwlwE6T99JhPZpY4aRrrlOZZP9AmRqOYhaQqe4ehDiAbrEsQ4K5wCDBHXtnJYygqoEsCC9DhviAZw0R8inBWlcDbKdMOn07tm3ad7YKGTxFOE5Z2jUvYDKhUxcYLpmyPC7dzN0GODcCEowNce1Ao9zyA/SS74S5zRvCeDMZdJbJoCY0iEEzzyodW1tLN+hVld/lVNKYw/UCUumINRVzon1AT1gO3X04MTtCjtA0PcAIhxoYe0gO0HkIIXfOLE14s7uaxIF8SJqNBm5wZkdhzC7+BiOnC15SisIYzfyJgEWQjKQWHvQQZa2f5qlF/VgcukAZ2eBJ0LpjJ9FlQwbQccmXQqKQLyZTReYqKDi5Kdg9fPrIBGSgupptmLR9NP+hL6+d9C5uR3hkPwYyLqOHkUF6W+9s8/EgaidI6B67QP+3ewz1JKA0EIEFWRUaUsOBs0qaFa+vHsNjYb0sk9icW8lQLw2OEVskgEBNxdtvqM8GYBbb75gDbcdEOdjn7TmiwG1VfJ6ZpAQSPvkXb3xQGRRctbfqy5RrXWOGmYWmQ5BKyMYKBea2Z9IUoV+CBS2SClHjXpO6sRf7aaNaMk39UQuyIkO2unh2u0VHKcK3ewO2qNmOT76mah8hmzk9udFGnfW5BHYV963BGAqkiIj6JpVaCJDXzN/oistCazFfRiCd/ZNoSCtBngcZVV3kvnjt4IG2/TCCWiUl5Z5BEEfrA9J2aAtk47MDkA6Mseh7rSJW0igyGME+Beq+ZunGkk6SyAmArZ7+nudMlYzBmql5KAFcNVBUsBnVfMqVDUEOXQpq9PE2l/dLv/Gi5+dUcpBSICePIARAqDAgADDHzjSK6sFlkM7bS6DECYdqkftEQst8qH7e6VLWfIKmj3SUHAFgQ3ilDrQI0gubApisw8zEh+jVjIoLJY1XALwMtQKkNL73VwXHjTo2Zj5xx8XCC5m4EbSkA4aD98vpZEZ8NAUIL9tBkUFYEo6PFFeBpJqmz5LozsjldeCsASwNWKaPq1aZN/soMaEmltJh6DfwKQKcNitoJyptIjRocEFL83qLawlp6AGvoscrFOs441ZWnrIYw7Og6y4GbiyWgiQkN6Io8mt/n6AO2sZ8yWA7lY8m+xF/SRuHgCNDjq5BqRAlPnNGTR9Hpn0a0SQCUFBDTKLIMp0cW1AsGgfJrZosJDt+JmBE0i/t/Iq+fGgaIY+Y68lekhCLR9tzAfCGPUkA9IxcwBIzbBbQ79o97FA6p9erurVms/yGu8dt2DuoHVPhhQS18+Pfh6qdyv3KqaCpIK97xWJkIIWILWyOsWjRCnkLDnwRqrmsEqQS6PvW+0BoT0p8tkD2B/YbHDuXnKCZivFs59oHQ7BmbeKACL07ddhFymh6ttl0myTdo1WVY9csTcCcwHAXMDZy1U4ME+7CtqrtHdw4MphPPAmMp4IXJQvEnWXlmlsv1+kGa0I9Rkkrjv90gMmN11VyHyCcrFOY9UU+EJbumNEXOCnxVBUtQHNTvY5Qwr5Kaj1jGmyCXFrA5qRNa/OG84d6zRiHD462Iu8vemBthfDJpafvXG7H/7nIDuLvZSsYJVR2SS9AgxrBc1XA0oG6kKwkAPh3jblz/44yPhlITxxE+Rw+p0gCNFy8yYd1d2SGUGUpEHJ5vWr/LDRdOSs4doBaC2fsss6a9IBQRFQw3gHfGMlmywICMq9pVJS2CRNVgwcfQHxQ4G/IgVtao8dsHMQsQIaWiNseacTXtBqT1e2zx4wCabTlzFgJZAxR+Nqr0z7Fb0Min51cSk6C3pLAxscgY9AYwY6JtkxyCDsKSDj7I1ocRD47zQxHZ4ZB7gaLRV8ZA6+XJgIA/Qj7Zf7y53oFh14x4tcKvuwdQYQ29GhSgkqZyqce0HksQwSfkFEbUr+T7AnL+KjCLW2F/tQnTINeIV8hHpDbr58aLWOSZw86IgDA9TwhRoALraHdUJ7vyFl9ILzQvN5zCNEWL0EfP/S0l0Wj9fkgMAoaLFfgO+aajevgOBiqUFnNAlm/YJ18bIOQcfZDjoM7k2z+qCbTy2QX0QgKImkgHKmrw0tj+9wBzUyyQR7GLase9bJqiD9gpy+4eViBsi8guImwDFwUNu9rE1uUkDwwXnsOeg0CZuLVspzty0M9CCfwYWqEaEYgTgJFR9zgOWbvfTnbRetRBAOzGSn5vJ8YO2AKTyPFFAqosNeOMqLkgXr/eUtwdpyQFCk8ySjKpglhQVQ+kdtK7VOXoCfqmj5k/4XoAzVRAJzZBFFD4rwZVkuOMvsMlDXuHwJQQYAWopPFWRKzGYOZAPmb189svzgTl/esKtjwDDnb90hvg8KI8Gcby/FC8BHeeV+pyq08mMHHWlh90iRhQ0gbYV0MSPPGmTgTqoCZLcVDZonySc7zb51qaTtAzeAUrfA7oMQeAV1EJmm2hA9WXROpdNrVKpPKgOgtXc1CE/TwN79xNmMGSCp6K8jMRmVkA6CrtbuqxDRz+ERuXgzdZQd5DN6o12dv9o1Q8Jm4T2Uf82QT2CT6YSI1A5BzjlsAF7Q052t+JZy6fQoDuoWCdKgCazpAQc5VQBenYH12qe5kNWY2khfgwp0b2HDe07jihrwYA2Mig1UwrtLB8UfYCkWKjkHbclk4+02vAN+KsGkUHzvB9mpsJUG9eXgMH3zAEmPsjjR3t/aZAIizplJDVEPkBBD6qgE9cKVFif0wHEvSHaBLbYmnMQLZHrV18yBmMvLh5Sy5LRMi0AjYhnAVWrV9sRtTEE9QykdNnRvkBOqbi2ID0KO38bwSV+ywnhHPmOS2wiJvwZd50rAR7BOmb2/+13SQxvmxTCt7yREI7gGbkuwV2ToDpzdToIDN4Iem7Dh0zjX3kxAnKMFuW8iMQT4/LWAMSEKFxMywnOIpCgEa17bQLs/emABLWIUQXeKDPaPYnv7gXr49AKUJeHzKAN3iv+GZ9CHoqPI8bDEMNj89Oxyq0DlngzVGTHLSGlqlIE+A8zVvR1IuOfEWt0L2LI7ssirbPqoBlI24CSuE1RHEDXPxR564KwEGH1gXke+eecrAaaVfxZAToZGoDH4vaYyu3j4M81WQKPaO9HIFzcdCG/DTZz56VPnFectBQ2phlwKZL1XV5TOybQIiqNrqy3wIVlGUEQ+qFEp5Gw2SwNRPqB7Gy5u2gldOp+mIRu3de28wZ112gZddN0LUuobM81XqhAmm762Qe4VxROeceXA/kqL+LkILTZfJC7P6BTFWltVOp0uqwGsbtJ+SPaLjx9B0DM8gIjuKzJAgvItsiSJhr/mhUq8GVSdHwOxe8qj3BhAm8oht4dWVqh+YE0rBCGja7C9R52tj6EY+Lpoi+XhPeTtWsAzdNr/9BVUxlKMp1HaWRJRPcV0bqXhppjLV+yzimUH6YWs0yobanvxcMFWgruboNbqgT8uz+N0TLFF1iDEZTP7zdSRrqfjiPsCPmIK0jBahnXozt1CwkCWi+cSp4X0ltbzhmIDUD+rNW8gWiMPEiEYMRN7lNiDsCRoLSchOrDK3RfyapSZWGtYMpRu30G1+ypwkXiqIxzlEgAz4ESdowZhMhZaU7SRE5r/gLq1znarfUPuZx20CZJpLt8ljdqrLW1ixfA4nXWCJrQ6KU3GqpeR/WrCZ8tLAThW2kLbraTtdMd8cAspAwgiRfOFrIWUk9klir293djL5nEJMisWvUXcVqCRJ0Vs/kCBOxgBa6dkcIqIioixn2yHG+TM3Mvp7UjtYqGHzfMhZFoa0jIzeVYS+sNnIjRuCFAB00zBn+nJLFbAL1jRFV6lwv9FhYe16XXrRjmoKi9+iCg6bZUPVP00D3TTpJmEVI3vnocBdoCiVp+RJGzTAeR0ZikFWun7hgt/+eUvv/7T15bZLCTg11JlfGtbv+aJCnv8n9/+8ut/+vrfv/7iT+vXf/jdrVrwdOS05S8f//D1t/+gf/3f9N9//u61z3/4q7/4F77y5Z/eR9/yettwhw0aEXyt+Q07C6ycxMiZS/042SlR2LSiexNAOfe9HMjDk3fL26FYH7Kj92WhAcenxO3Hd8+nZP2sw5d0kisDaqTy9F0JEHB0c1+mAI1mKTH88dWGOyTlkK4lkutGPGE+/+ouXVbJ1aLt+BfjSnk+H610ez79sE8cVDb4ge09e/eEMVY9BczHmT+HpT19t5TJPp0COaLIUosUwj99d0J9h9JaZ7wdxi06bjwdQ97UOCOPjq++qLwyQ6BB2NgnQYhXvkGYSnU+/eyG8qAdnXRVcm/6v5mpnTLNE8rlu4QcyPc+X14SDXih13c3XQbXszHkN72W6RWV5uU/J8r2y/MxnFMu6/o6kJRutQPmeToG0ErQsF1zm2QkAQE/PZDaCfR3uvabOGcjIf/0u4UyzX1axZ3vTog3nl22k2jYx9K9jtmQvC3l6WXDyiF9fgH7L6aImd1nDzOk5N51Ig9x01jPh6uL0EBst/v0VjDv4/m7hzGN8u3z7oCEE6a559+FuGWNfV3i0zkwm9PAIbwb3pzD2zYDfr4I8n4Wzef7tQgHEFaeH14aTsnET+lsRB5E4XQizCoUbRQMr/fy5Yal9PTditjb84xWls7pdvf8OEJ517nAl3yUpawLn5x81L/OB4JxeBC3jsJTmcfE6FJXy3XKM12XJ0isp5/dfU85/7Ndi1Aysswchd4WlafrGgOD1xNzymm6TkrjusG7TApa3U2TbXx6gF6b3TelyM83DdhQp5fidRzB603W+um7/VS53oI310zZm1uHE12oo9Tr4Gg4B834/OjODn1J3fdhoNTNzI1EQd5XW0eig7BoUvDx/ODgSl1cecBK5Z1mYibP50YPRBhrznhbo3WEGYOOzUT39n7pS6qUaD/w7N1GuzrO7xkveRLdNidGaEfaZMvPWwk22pgbJUg5TTnd1y66ZaJez4fLv5lr13Et76qkpZpRQBrBmBfb7xHoNPJYz4dbsPTmvswl2s0BOWrPtyLRIXdA2HMJaSnATOPUp9+9+q6eCuAD9yU6Op8vg3YBQsKx763gRGYjHYjIn4DxfS3akEZ6/mrl2uZ8yWh8wLmX2YhyzNm9roNOWrPTvtdssMRpPsQIhAnLKT4zC3Yoe1K97wRbmNymkX9nHe5zTl5CJpqxBOhYyv9ciqDrQq9hRKQ01WKTL40tczPVUxj0/DzSUrodbOApPdYOZqdZ4Xk/aMgz3gblxDSmKfBd2rTk+9AvrGNjwNHQtY99+iYe7X661z6XpwXMFZnL65CBrm3Q9xkjssFWfinMikRNZKefK8xNY/t2XwrqK8AjmrlRX7nbrQQTfV6TUcTa/Iwnfx0zzE9dPftdbXGd8xYOOR2nwShiqq/Jp18yh9rX0+bpuW5jL9ZhTD/UNBtj1QiSUbkMp9TgkBbJ4ihG9hKSPzVXt14hBTmM0MkUCPKla1HGYdB0ZxLGWu7jtQ4dnnOqTJ7usXyDRrjm3mPq4rezpivi9AK7sceFVkfD2FpcNV25Ue4NJ0phDB2KBsamRuR6l6o3e41hs8K2ORZJktkwzavp1DLkfbk1ADNIf5p32d05H5qY7hib0PfzE3nxMudba0uFV6cxwTZzeK8dhpxPmttpV4kc+cv1VvDHPGlWnm5IpNp1eCUy5W6ajaANpCRuuTZYfw/32Lgfp8mMhOi8BEmi80+z76YTdL7vMNKpOaMXY3rn246kT7u0kTmPp9anpbVv706XFJCn2QnZFyAX750gTj+rUZib2Ew5HCCH9gQTyairCuAKK67exmq+FNJz+0mOYu6X6VLo8riT04KyrKbkzKXf6ZcB/b+bWi5SJCs/xB6cFU5VkCCYXIX7+nSKIM1WFKk2IB/XFjYOA+zVz0VD6wMMzNniCj5UGtcsAyB72r+ta0C6EcWKvV6PwV8fsYmDrXfvah+GHKHrEjPalp3p0AgRzXQfSZrQglYyopdlOhb0udEwkiQjeRNc8mVf0hR+Nyg2nw+X5GE9vd4xPwcY7GxelTmkSzvnJcrKOrAFcxYKGONxuyqlaxUoHjVnbFPbeY2A4EE5kX6zBlytke67JH8b1kbzLhwb9fI+NCU6vBvNSjUHIJFyhjs3IrgsF9Jq4MzzJZxAU1LM4QxO6ugv/lNyNSudvJpZXABgnK3bctH+We9DEnKNY2kfYQo/33TmPHTB4Psf79JctlutduWBr23r1Ny4w0CHIOReva2ReUSVsUbgfZGUvqy9So4VQLC5lnA8p9s6JUW41vYxLSybkS5rRO6HhuR04KlWmfcVPvwocKjY9R24oLf0T6f3qbUMM3jWR0Bp0pltGC9X5tCSFL9E2SLKuouzBQ6Uj/jYdc6gg+pGMkjWgiMfd8jwKssxyytzdMiGu3Q25LprO0OWsnBspn7pH5qBZGN3YxBTOHffChz41o2+hI6k38yadz8GWgGbE7kQkG3v22zoOE1mDBnIPpiRh5VDLsssGZx0M502zqe0kYiOE2aFZgSt37ZeJwzk1qHQWIaecmcMeDgFBe8UJtwved22AMBrwrPPhSSXMZ36+SPRif04RQHquL3bplpbOUXGt6KPIPwFud9Hmf5E28XAoPWgt+z1F+lLZaUkVQvSUXcc7ny4GF/lxA0WBXXXHgOyL8Z+gjpJknxcKghQPxXEbt/mwTjVa24TL0GWhLkWbUBccd0Kbh5dPswQJMNrPdAnhgBLdjU2ETBQ0mvjtkfmwA8zwuyAR/p72JCTll1ElICHpOoV8IYBDTPYXbcCHd3jZFCU19xlI6qIwXIddKI1ZnsXDDR1XQKyVFhNurnCQGlXuj1GuAOpN3HBedIOee9HdFHqxyXCYNbmIFwRjwyvGJ6A0T+6BPAS3tGR3mHYsicXa2heN+JwmW4XvU2UerXZb3+tUEa+jcQ5hgL9Oq6jIFGp++Q8fVDON0Ph22mpKhd9OuF/0Mb5jiBgHXfnOaejLMe4Iqe6H5XWHCaCTGM6ZnPdNHCXksJmHSoU4uu+wLCjEUpxwkkCp/bH8jYCV84JK6eO+I4ugnBL7uRkGB2ksK8Mmxz+DPOXOWX4gEijawiHvTS7oKW+CEvMfuiqky42qysd0aAku7Nm/fTCcDE42tlpHPcOS9qcguLn3yVfBGT91oEQobgDWeVftnnndSq18NupVkqyRq5XqOz40FpqZ+zJviuPEFEm9sF/nEc+SETtR8K1kPl+vrpEjyh2P3cCDUcS2pnHVKXvy8yiVjVzHMwZG5Rf3zODQBLsokkYoW/kblzmpi7dKQd2Xmsl8TQvyQ8BH7aTUz70lsz99oZ1NunK6ZQwoZ6DljsRF4oWnb6mtedhyrnsAEqk/bs0ir8BAImDTBMcM7V1aBevyy452nauJmSJpsT77PM6GLRwsA4FZcH7ZOuOeoF7Mdk8YxsdrNi1IuuEnswQ5PogIa8VA+oMEZe5wTpWBazifpipoIeMakefwFZ+TQ2WRzkMVvYDYqzX4rZeT3WzeZX2CGDTr9sDI9d2mjWTOYRB55ISRUcdPsznU9OXDrLgOhnoKkpvzGFopMnzJRnAXg+XPCTiUjkst07ecFC7IHpFm69xGbywbV3dip+PQQOoI9c7AzTlANnxQg8moXibAtQNdbMMnCpqVC/RoLNAUy23FYVGOxezwkEgdHqA2cCT1HTeDw8Xrq/mtPtpubYuh1y+o4R/N/YYdtPMY13GiNyrTczMfJaega3fJ0cuYKMtpbnu+IrljlhimNMe160CLkKad6R7l5MJMxsBHK+MW6sBOAOCYHAuaJC+TzMWcEKLHkhOVdFcV7Lj8selOrUNzWRmM0zK/Wq1wG3CLm0G2pCgHBrjEAKfhhwLu8GFN3Ur1s7XuxViqOJCoadQklj3DeiSq1uNh0CGV7L+hgZlIDn0lDLvSqtKVV0RQHQccTWnWalUTPk23xKw/+J0SsGsmfV2GMtBYjnnB3toXhsB0/opvnWxTXKs6YqvAi5MGAI2MFJaqXfclmYZ4FfcpnW4Ay8tnE97wGLC4sfxYKtuN18rQLDe2i2VJPW8zUlEgwnOSJoSLL7OuZxgotkuw5f0gwebdc0TlsRh404Qcb17wqet4TLCVGpNAuF2xumfSI8CE2cgokaxOK9qy6RQivPbJ1wJBLfPSuO4N2fvptMzS1r4PfuTl8v+AE0CnXblyGliNn2O8Xy3jEdujfZf0wi9U6vCBarX3KiN6S6fgkDcsNdewjQfIgB3fSjQr/t2U05J3XaYDdmiDRL4y846qcDlMnEEtNI7sm6A/LExHzgBL8F82X270iLSiQYqWdcVEc5UhGn8NvZF3f24IaSNLR9ONEgwZdrS3FgbencXA8pMZPgournjOCewZ3Ki+RAh18utgsVkNusFgiKQf3ZhQcA4QMnkQl/SOERxruM7ieIMF2iG3Uvme7kV7cBAdtY8EG34gPdtdoFss8YezOgX0zTak9o4GL6fj5eYGiWnt1G7ARo4eBIs/XL+2m3V7pOmdRKdTh3lsvYwE/XA5ZUg70W/30cdJhMnT0+Z3rzout6I/xVSnea7izRjS/UOpIwj053FCfiv1Du/JvmIjew8tqStqFc4CaYhnSMX5ZXhhG93SbMDwe8u/5KByD1CI/MqKdpOZ+v2yJ6+jEhqrwlMO8dKBly6ypYRqPXYsS7DV+gbdIODjqE1h0FWJzChmRzqZUXCveAS+vCM7HTDEWmHTq22OQvQtR176RwM6MiHs1yOX1+uY1Mn3aJtsFAmLGQh82FD4mMbiXO4eOjROi6DkibGy6Iw6JPa0533GI0EtUPPDAiMT5AlHQDCmqfawZgCKLYb4l4O+qg6p4Ysfb5aHZze3Y12Zi7VeeT/A9hAjdHcTpQR29RNu2OWYNFOMbKJ1dFFc11XjTL608nQjKEDTXr3UybtDN1hwMDY85YSEIwum2WkqzncP9fRTes0NnD6nRY+9cYmEdksw9oCUGytfTlAVxzZxcl0yDTAui4MxD6B2eECT2Q2dbzv4BdozpatVQZM70YN4tRgnZhbCfwYoPA9NfotORgGDXyBkV1RH2qMdvURInpfrsOpfyC6VF24De6UQ/Qbmlqhyt/TSRwZvAlY5mW5oFwdXBsoFKDnR+B2blAZbtdkCkhh354zbVdstPA0CSt93K9K/x2W2Ofv0pf+5Okuw5Dr5hzydQJ7N3iy7RPVcbIUlrW6bmA1NDe7JOcGnmaF6fbXMBpo7eMkpKwP7dVludR9uPiN23o4Oo5GvU5O4Uecccr5o3vcZZTJEYCi36WcyQTuG6EFaWrrRrEWwHKnMPHrBTanz7ULNlCWByLqnAYqUzN0ru5S0Jv8HoIOEAFfH9cjpHo5NRTi5GzyNARuqV1ejwKCARLMIifpsZvvxYW2ZhFZcptGqPk6N+QKWrV+M2iJch/zjJw6RR3GsTqU5ld+Ag402keYc9PofSFb5NYDh/HMGXqkDesN1s5ycDi8Dgu/TpDlHEdAv+QYncaGzB44/mWK0Ey8L3ctW0NM10v003/9NPx8LvOklxbkRmelpTn7kT5GpbQHp/9FPbcOcZMROI1irRuHTukS4UW3ujC+3kFesE5aFCcfOYS1r3Xbxg033wWEJfl3T3d0k+oaSSuXdp9tHLfniqOcWKhN6eB4UhF93x+ZR9PBAGGHbrPekCfQVz4ykjHd0w3fyYVaBjdanVaKkNKd2MJ/XO6cF/pkS63ccVuqYx1mpBJsa+kKIBTZfLLl3WWXwNvrBkcBsCcD5taLCvDHDWaopGnNURgwIo6rxuyQ6LZlj9jGbhl3ZREEOMkmf0BUlH1nvMF0j2TTE5tisTuiRkHHqTKzp7HCGXoZQ/RJ2N4ThjCFAM7ZwHEV6rgQVYGCed3gEjrSzG3GC/RkHtqKa38XwB93ctuRift2EU7gfTj0KI4GDHDXTdPVT4fk0RiFMM6sB4xK91fy3Y1BN/0Epi6pJu91uakd56jcYVDUBIlZN1qKF9qt01Y+bXLcTlx9IC7PshfsoumCelSSg2O4zFLotwFsmDFsueOp36lp8kanxvy5UgO3mdct/8j/2AoVorB93sVguJi7OZcKHio5apeb1KkLm8nbbtr7+QBJnybAFktWjki8wpVSWIu+xS5Mt4m9XUl/tEmbbhtI+7W7WKrCJ5sNupJeRuWKBR1SDMmnYg3zU8xbT9uct1PoT886Zwe1G29xDlAlaOCsV1BCrd3AUd05Wia7Ejc6H7WL9wy9Q8HwNmdGfnet8O+cpAtOO2RfTjbKGs13BeFh669OKEACMwEy81mqtVDq9vLSJHa3+yAgp5NL5AODvQm0sJ/lGiCEnddDzCtfTmUjguzFHaDS9NgyKdRR3WAbGKeZ7yhLOuLBOeEZerudb9DoAONjM5YwDOjf5/vVwdtuHw5Op93OiUT+7g6gAIsOWeBHpck+5UQOhzNPc8L9CEwBAHBKnXBcn7dCI4pOSy4X2dXuaskup0dHaBz+U6d4ihRVrw+LpNGW2yqTRNHnlfCo8MOdXh7PYzJNClrWxNHV0GGdzOzTV+X5gyk/ViZU2RtEn5N3YLi0YpfHDsx/2+9iEKP8rmAEJltzBa0HwkUhwPseUn3qZAiElvtylzNJ0WIzRAMbdOYrHoJkOoE3p/tkq447HoKw3rYeg6Y+MEXn23ZtBEAtpkOW9rhhtlAqnyCwkfobZdMP8PvIqB6kOyqESofZ87R2PD1T3SEjJNfaeL8UxOdtgC6ddgoXQG6d3r/OGqNzKOi0O1pLbWmyaR+wvvWSu5g6A4CFOejrlDRfEa9Jf3OwEM9fRYr0W/3RfBeeAEeRoPszqRQ479IhoNriTIgB0u6XspTnToWis/EOz+POF1akXj2jXBmATDwqHPtdjL2HPBSTZ06nEHLcouFUZ+xii0kJn8FicP1B17I2F8zrlEHLHmv3iTyEm9YuPv0eHuaFvJO5nbdK3Tg0aJeggPUEfkk3Xjz1kh68ErIgbEQRm0LH4EJQgfuVGe9E5Jg6gqVeqhV7izi3Ly7rFFPddh4NWKsrC2kLgOKFphug7F3JP6mGDQX0CSGh4XQqA32pN/ddCgcT+SGyfH7XaL1cy6WzySV3l2HFeCM5fyLRJLZoSW8BFZQ09DuAgwOcLcBHogA6kOsqyY+Q5eJkCFQrbdxAXyoLQCp7P4KWUZfsQd5sJxZQIrXvG6FOrJjT60STNAT9L64/UAo2vDgnE5ov8BQNc2wpkUybUvjWFSBclHAUd74aSCsJ+8cf5CskV/yrY4CveGQThcCDwmx3d2QjaFNv6w0yhemsNxZX63B5EpkGmUBnHfoDz2yWfo9XQndZHE6HlIF9vQzPBRG1y4K2yTI8sKgLfmAHeQP60+u6Kp+IaFZOpLWccrqamZ0/7ORibhyGQ7Z7xee0BIfjyPmf+Mut3ZQDNOJdTjJROQSm54ponuSFE3i9wDO5L8ib5Bks8Ia5BFiApFa5IW8cnOEWTCeGW3PlVsHxyUFwml1uOBmW29QEzJVcBJhkSwfWeu0DRZcOSiGPF5avOxuwrpIJCzaTvNsPLGyGkdJx7iTAWqeFxPkDrE472ajQOJU4/Q5MjcNs4TTwoT+5nYksQ2fRPNzG0SZMineEkJpHW5BIuecCGfb1qgaQpuwWwQyv0653kTvVCrCcmh2G8/JqoH4Qo6e6wclSqiB3X3dkipLOagX/xZV57QWd5iapRRfl2DSqvyycpZtGHxdna+Int3cyrHHKt836DtJd9YY5Qb7OAXE5Pfgc6r5wbNSb1urSOOAjqEC7HbtjL2wnTU+86TacqAGG+yVgXdgP2reDjiCTb4bQ6pVnOrdCl1jbYRnXQEPfxeiFvrGSrs5D4D/jKjMB/khPHGcLwQFS930riE6c7l3OvoFoO107jGzCobGe+2Sd+m31N+hebE0KjdUOF0A6eUVp8OZUNqUNh97l6BdqpKwzAXmLDuXlWmLFDa2Yq/ihciPd/CKZ/MRydkvHm3mURALsoOebeZdrAPvw5WDL0NCInCWPI1cfBVV7XoxYLuBzUmM93/dd0mE4ehxYLCZkYOcP+mQO/EVoHZENN3g3UQTrZC87Rq3lTXGl9evbKavThTKt/Ljv3HbHTQBHg2THDY6GKHxkl3EBfn8CDNdfpBOG1UHQAklQzztpeiCvFvfdTqnY5WPj4J64v/PstKsUrJ+9oCYemmQnR/IVyblOOkzJ2QV9Gm7UupGr/WT0g9JbHTVZTHc5U8ZAt8jkQkvjeixDat6BDVkaG/0m6aQrSKULBFjElrucaG25HIpBkNHK3jbgepw3zBWQU7dFiYXasp3uPGQuJ/NsvTUwhDeNGdyGq1uUBDYI1unRxSdNsdwyANeEZ/PeNomJZM0XoBbl5iFcmUSGuxRSgJcc46zB7ODSijR53XfKZx6KhuRittScHevpkquEzpNNFtJuYN80L0RwGyW6LpDUx76zZNQF7WazTmAHe183moN4KW0znX2xVlvjhreShrW0pzpNMoge9m7FqM5WlMrGomHoOeLUNy+rriUEKBN8WOfUFU0HYC4U1d8qDUXId53ugT4i3dATotEU+jmozMHntMu7ptfiAqThHGEa+N212kTrJt003fnC7St3qAWC6eFw3JoVkKbT7ATU/kazutgqBQ1Yho/aSZ3y7EC+lP7VfWXaM8cr+dJ9nUBwhzeOYUJ95JaB/hITB+i2ROif5JFTQA7mA6F+QsNOS1UyWjcFyIL3yFYVYLtd3WPu7iLZkn3i8LUbln16FRQnQvkSoegb/3lsQhuYYsHaDUGlk0weySV9ymky3R8Ft52Gc85iAYFarpRLPueAilKnoUjn3ohZ0FOYQqYmFH7TA0P+epjjUdTZecw0nJY6mDdzAG6lK5jAMWrE9h8SvxKAdKkcjJ+SrwKEzgbubvOwBP1KvRGKp4zJYggSnJL7AZuivK1aOjJU82FCuQa/qbl3BaTHS6WQ4PqD3OdiC6XhyW/5NmDBVi5qLZ3bAdX0bYXIqMc6N4cX9QEW4BjR9GyDzs+tmQ4V4jzdgRkddQlL5x+cds/zLoLYR5y7d/vhoyn1Ns0qtT+2EjDjRJVLOJ0GBHC6GY+V3EQ9feqx8gb0DNZ6rHDOpfkgC5lY1RZdBF1lv0nGAF6fojGzb9QC3mSqnUaz22vLAuhzXOFKCniWJ+roAHt3ue487LLDAhqpa+NKjtuCPd6lR75P6I4eNEmIYavYwL3Uq70nl0Tn7uRRnWW8Kbe8lCtcUAH5OIi8dQ1XhplcgOXqtA7lHVSn1/r1AVDNjXYS+bxvGxoGyJP5LLU+61Yq1NgXZ2WBtqQg5UyMlZ2HFtNdoGMwXfKfC5SrBaZVen/RB+nsNnxKzZbP6ErI0t2XMKOcuFmgZLq6eT2Y4Sbq0zMjyG7P99kFSwhniZPTux+KpEtO0yNmWWa4VnYD1nnODZUC7kVYtqG3v05CP+AGh9OQD9npdP3u4VPr560hSNRPeJcQtjwKi/eGyxfg1LE1dXBPiYnDzEoJn+ztETiV9LArIMVO2rs9Crvpz2H9A13B0m4iCbICc9mCpwHvFtLrDJ3I6s4OoUAgAGam49AtUF44t+7ywH877noJSjd9sBIjlrLFG0Y3TzGPqxrpp5buVGyA3r4p6a14HOXaCV0iKv6th3AwVldPTHZiH+COCzk1OXI5XykPKm42Roe7Ppg2tT8c8ZNotGptyXK5K2J2p8lUtwav9BRFMUcywI4DL47jzjx9wC8VCPQBo9Kd3kr6c99EDosS3eGOAyBVOHzOZ+m3xTI4tCYkdzUf9yfTWoOEjrUiy9UQ6ezLSWZbjiQypZDS3K06jtawNYNInH7Rp4HwRMvabcsHq3EzixQw88VezMNDvB8qBcfUx9oJZO16002vI/9dCHKdCq11WSMSvJ0uBdYawd2YN7o0U1G2XCYfatpCEfwlsuvpcOoYYSiV3+O29gjxlmbrIdHQlKNfVu8izuxcoEzZ6k1jKoEyTwGL+Sx6t9wnHfIQcOgOUV/b6dV+2XrE2t05B3zar85AF/K5JJczLEcFpqvAHYDEKUewlDSEQy4FBChLdqw556eLxyB3yW8MyLmrRaEU8Cr9DvmQPMNed2cXGF9PN6kH/PaW1YN/iILe6CXc9m6besACinC+/kCc1bWOoUh56IY9AMGyzmxd0NmJfbNvcO90K11k9fz72u5biZ6XQvRDQJ4+iNLbqVWyfhV4hgcVGKi35aGCh6b8vdEA3VYt0xrUZiWl+91yMCl2tJhujxFU4lWWDJOUbHogvuFwGNnifEkNrTtveVzYZmsh03GjbnwpNtfoNoKBJ5pvCPWZZvKhaLqTp/fWDLii04rd0+h3344zuw21lX23v9OsAZ4a3hihMwby8z66k6Icuwz0JNzrQWB9rqUtskyHba6/v1urhWweINS6jRxMIk/1dnz78gio0T/H8nGe7z6SLue7y4ZnmDq4mfd7p39s8cxBT99g8rNtMJ0Ep2Glh2TIGYvHv7tphfBYskH/WHt9Cp0I6uMgc3r91E6R47sg09nwkiEdaOB6rAmlhl4ykEV6CFMw2MmyKTG18ajIZGpSAHaHCQM86NsGrrk/vOVQZpX3Kzw9Xz226SiPQ0YI31YXMpkNL9s9hnQqdP3yyozsj9OQYEP0IL1+mrY9FAEd770ckVHR3pdXe9adqXfue3kQy5Ngs9xAR0av9n7XTjM1u7xAjvv7fQcQ5LKL53fTmu/iiWo4/13I+tdjGeTAWuaLs60PqCJNW7KvyEQ0tPWttRaR20hV4bq+66psS4741nyvLacmZNnA/FG8o+R7DJoWwAr/3fwoL0hHCdqqsoPr2DdDBVsBa26kgdJd5X/VP9u8Vjolfe/jhebTGsdnwOVmGz0DzpZF4dywlR4CilbYljGLd8f+JtIPq7YfA672+5pRJuNvG4uwHpqYGKRr+HN9ih6wjwVMnpPm7PF61xWNQorg+JLg3A/hexoxBgJ1jW99mo417y/8bg87B4JjZIXdYvp/P46OrvuqfrgZZNhNJoGaG9MLX3pjtPcrhDNvCasQZumGlxxhlp53ubyXAa/i8S6KLjAje9sPTQxbe6AyAde38mjUUdNR4VZASRzMewiAz6pfXsixd3vctpp9Oc+xg+AqeewLuVYvzYiWPqonqDe3vt3Z1gex1Cn98OI/U2KXHiIdaKGXezIrpKjLYxX26QZrDw4Jl8e7MHdYgtZD5rEfxbQEZy3I5kz82xjYl8Bhm3k9WhkhqdL0mo2307tlmOl1Gxwxijjfz1iagSGbWy/7cSXAQgRXjUzOu1tDtMF3cEuwD653gx6bMjC806PD1+Feki/tJQ6Z0Yf9hC/gc3z0nny0Gz1FVrZZ4XUlbqrCcyWKp7JD6aX5Lhg23DyRIEuPY44g6y6XgTzq+92lIE4fWOjlELG9X9DuIyNI6JIf6wVYOTpi9cG7d36lBfIGg3c+yEZP6DDwaoo++7g9pB2GA0JyVOS8P0QpDcotmUQ6HHn14QhCaF2D8yghN98dzAG5rLdGAB+8uxSbshD/LqjY+e03LMH/mdp6kFIztWTznOef/u6Lnm6xLvVx3cv1roRbc0TE19GllcjjzEcxDJj2xuMwUDK+Y7e1tXczq/n6Dc5KeV8DOMNsUfGZTHoPH5D/CQwRLf03caPttcD2dNTjGN9WJAeGiPzfB5HR6RoSufla9/SYGkk7f2ZW/UbUC87H8y0gaXRh3tXboFIl8PLJ+jxGADuM317m/XgXnq9sSXlOu7b0Hj2QV1eCu7Paexsj8PLcdz83/Nt39VdcxfZ5lZaA7yZL90R+cE3Uhxnf+YnAXCDL+ZgY3Z4tsoPdJaB2C13wcjuIM+D8vp8wWlq5fAMfXvRJfyzuCGWYvOt3/7qDRAlsPMrPH+tFO5ZI3MHr+BBSdfusQJJ0WQ8kqvakHBY1q3+pWnkcMZDd/oiVdKqV76Xup1WSfVca967LPIiFbnEzJ371vsGFnjx+0/Kkx9566OoCZbvXwLqW/XGDMyC5wMeHF+rdr+wzsG7ywPF8BMnWwdF4Ad3fe1umCyvvbV1QpQ/rkcZ4wQWG0/chdKkPCjZCR+VxLlhnSyCES7keAq+f3mWBUi8M9jHuSleVwNQmvP+4Z6VHSYEB099jx6j3iPyY1d4vBKAk784djOT4NoQcGJkEkcYjiUHuLUXh0v4odTmXp/hyG2LR9T2Aky7coF2GDFHZQ/zNEQwXGqXx6LmeQJHZ1SUDWR/M8/TN9BkiGmn2R6iHZMfyKlX+Zq+P4CMBd1tPddhU6qPzic7QgWLaMbAI78mvHubfSMD2xwZXODUcom9WyDevuqdMwP2UHz99NxdtEtUXF3Bo9Z6C2oZ2aPGuq6Zfp52FrZRek0Z3dxO/3o9v764l7SPyXZVJTnInl1ykfVKjPJk/QKYIls7SJRM+os/p16tcSf6nNbbpkqY7cVl5sDNQ62a720DtNq/wWF30nLM1fjSfpz7sDB6+vz59EyVIM8dNJwHL8SBH8/zdfqhYdr6ptkGWLMv9Tv/LO91ARczelrKsUsX6ToCV2rq45J5PbVECdsED4IvC0LOkjvC21Ku2LVOyezg+zRZjmbcrN3+qq2g4arsaI3GuqiM69CKmDfE6XY33cdilouTg6q7ZmkgaAj2ID2HKHbYXzzqOdz/3PdPpD8nrdBqtnd/7gHLbqq1PKpyv3K6QsWQE1VXWQ6H2S1+6u5RQPe2aN+TTuKlf+BpYyjOlQpY4DbDbvLgED9AFm8e8e8BDN5p6zpNHcWF2GGnQguderjXg1bVYHCBp6YobyJoeqdvmQUQa57rpAdlAKnWNyDkm9J21PGWf+QQMnw+BNk6PbrOH/tYplXbA03ex54ZxcDhbhCDbyjeU4JAC5LWNWdpA/wx60+sPp3MQ7BcOArkAzt59iutADDeTc8nQLte6jpfUjkvuWg+TIJJASjdnCsF2Gv+aO0EEpF5NWbV/OvXDdsKRppI9fkH65FXIGDkRGnPOcaPy3RlDukVmv7trMtgKxQA3Jw1oNXvX4OtH3lx6eECPug1apMLvKul/hOk8yYzp+6wSsd5XdgZiBHg7XBme/JPTnPaW0Sywc1Jg56dW7Ygc2o5M26plYg7XK7gMSh7com3rQlFQubAP1A7Q5sd20aDj7YPoezXdCduC8yoUv2u6TuO0bDxACFwh/zrBAOiRCCO42itqpEY7gdJ82Hx8NRP29kWLB6kK/attRnoek/8W0IN88HBhXZ2+ged7NFrFzbW9TDKu6qMxbiVoattZntqkXm7HdvUMj4EjEZLq1fU5YftyRtttu2p6zte7a/dpT96rrTSl3Ib7fZtQfQARd1bTxI28xPOEB8qGB+mnidF0lSxSM0DbTHdoKCi7QQ+EbgJfFaqfBJrznASqAJeLQiPvpJsup66xtnKCbQkCLDzzpk6VuoJG1wRwMsB4qq+OhBi0s6WWyCn2fsBgNxV2p8w/aFt3elI9uuxhBLjk3ynXvNuP0aIXWIMt7KbnM+m/YxFophL7toyHQF+alycOV9OGzcGsWYMo8cax0bJHf9fNDdQL7KnjtmDIBDo8ufYUzXqs0nwqU4elMD+51HJ1ItVg9gESOEOkwIZ2tXiQwVWAE9vvcir3xc5OiJ+KbOvl03Pm5jSmwmBO21mNqqgxbjteXqXUZXdkSpUWH/kq3Kj0vZ+giZ2tKXl+k4GeWvzpOhTjUnF/znALqQsqKG3HNs7YOpgdHKRKM0VXJAU4QTrvMne0uMPW0uYDHl4XmrydxoOtOcDMblfL8gs+fH7EVgkfHrabDw2bT79gUz74PuNuzAQGo1nDWA7EBBR11TdQsmx5vk+1oIzhe4N7p5OE9ZIWlG37OueEZU5MzxnGh+T8Lq/LV5W1LXuSBsw3BobIwEzW0CPO1uudV5TvI9fR0uTLlaXS5PIAZbDANmnkNBGUcuWgtcO0PNd/LdPopkq4XaxhqOQFQNfJnENjeMVWAUvyqgO/U6BWLtdHbpD0pW0dwVHNd7a/wqabLRemzItMYeFVH6QblBFPzjqnz+EdT4OmR2a0652HrJXcvRDiCAmC3raXsD7Wb8lbwAtOZ8ISYZEcSY/CV/pquV72uDMSOelgualUpqWhK92AUr/RNZR3yQCx38+/C3LuqD6+e8juTrrVrG8BcfbAqnRa7vnmeXQpftC9jYLWdsW3NMODPuK4t9ilm1SorYinnrXeS4bPPJzZT3Ntmd35UsRA+7RzrnIDFs5yNz/GhD1dLl10CITEo9csaFNbZAi2q61xOT/78Ha5EhpCmdCMsQYEwM5dem6edxqOtCuzOABGyZ0IusbRvfGmyJB4x+JzUqTjd1wea4HTUKfD4ET00UmR+ZGQrVH2uB2yJpM0KGD/ztwqDUyzo23GR6F/xfGEF5Dg4q5PISC+7jZWBA6gVLVmty4CvYCus0nBybLC/9yvcaKKVFpMnTdnlGXarsHveUlLQALLjVceDEG/o4AyqxWgmOX/pJt2r1AEcCGan08N1rT+AJtd6S13g0nJtIt6guounfHkNDbZ17bv3gISNYRenMCpm8428/BAUjxOMbpLlfXTn7lfDU7bcfKdF1joHE9n6WtFJD+aM8lO+exMN8YJxDWZRiejdbWovLrITmFWqI48VEKf7U3nkFF4CSW1DSuS1+2pPvrIQyfrvFZwDuNGyuer0YRryQfAGdLqqzJTZxj+TlfjvjG7j/9TaLSNKjK+kuT8aQLL6nbi8UBCTbCynqaPF+S64YSN4m7EJBJ9ONEPZzyMWMls8AnuzouxZEJfurJjxYHpgZLY4zhPuhZJVbrjeEor0zWEhisK76izA2Rk0Z/xEvxSm5JPjgWknvqvKzJ0TE/XxEr2mOaVLvJ5WTiQk3fH1rHoWlQu5EWR58WfLcMmlYir3mYe1WrNmmO08nrvjTVxPZoz+k8MnI6i3F/YTttB1D0fQ2+QoV5xdrpO0nnKWf0I8kd7AQzjKxDorP510D+Xlp/QVLnCgjILye0rhb4O0sh2WLiSX+u4t2XQIgyOMbtmAEnGY81OEMwZprT17A8Gg0GFu2NK1HVB7B7zhvbHwPO877N1fu+ydWT0WK7ZlBw1CYPLfJQAO42UbDk8QWMd11uaDwoiXTA6Y7rfsE5NjCCsrZE6Fne5Gl7BV0srAqdXqTRNh3PqePGL1l/GcYe8DfvygC86lNgyuCzdwWm+eTXkO7diE3MxazZPdKxd2SdttdSKg2Vhj+V5RaNxFyDpM98tpzZg1uM2z1OUOW33JDr+Spwfp5VznLolkGMMc98xn9Ppicp/K3hJne5b9LeT0DE7AVukrs1VOs+tmA4qQh04uJOT7ybZrX2xUGfym3CB3UQK5Bpta2vdiPogNyHL2GzT4U2bp3kpKvjFZPo2lxlvNMo8dO9oLcj3iuOuhhdPV/G4B5vAJsfeduqkonnOu09zpq2Ho4ORKYEOPEIaNh8sWod+JPI6oC74erkAVIw7a2hfiaFj51UoYPEszTGnmQ1tnC8rulI96TYNvg8alp8zVoFJ0LbE6ap+sDrHAyys7WjVxG0xkyYV2uVoYTkScIi52AyKYfULfbhgwQXBYqwhTGjazzEGTHr6hbpMpJyZ8ejbrSM0Ti2rO2aycMuFdq6nM8JyDg0RW5qFH9OJnsYNWjRjZk24867I14BbgqSc646B/ZEu8hh64mTYpZwxQtfudoXFc6EKD2/Jhckm5sC6UiSHNssCQSf9beeel7ZqJGqWgcNCzZ6QuP1dU8AK42wB+Kuvevh0ut0Ne4sJAUg2nG1DwdG12eYMF1GpdDOC0V6u2jI4uPXJd1waqNOW0KUzToy0HEGjPSaf04vDrMgRzotes/1rZrwFnmwne8dhML3AZLB1AHBxqY9JPxn5VrdpuHTSXa/ocqqp88U7rnnpRsNi6kQJXQPK0a70WOi0drYYjH0gbVevEo17OsIqjDak7768BCls0KDWvew0Ebnol6hGb7jzRlATk7oCrHJv5DTDaOcEdaWL+wXV66AKrVCXssZTprKdXQNeD7GO2TUiJ+SWGE8+Pm424Rlw50TQN98tYL7GaTNt1CBh/tvFBa2YiBE43w7j5uoxd8R0t9w4fR6U87nDhO1why1eZMDxVi5//HReaC4Yuw6M/mL4op8RoQYbYB0I8gfXjA7RmLZTSUWe3g2g5Yoc3iaXQJUTA41outI/k3iWC/nD45FPFTQ7ceB1hKLM/cGjvGvBuXfjMCQ4H4iuJn3e3DiY8+4Kd7Bv/WqiC7KuI+Sda0Vr2fX/V3YuS7Ikx3nen6foJbhgI+MeoZ2gC8y4IzFmWtC0wGUEGxmgEUFINL29/HP3rD4H7D/HhlgQXahTlZUZ4eGX/xJ4fZ+lF4zbVPgnZQv4HYJUNJ8URK1VH/OGcxuSmE17fBNw5okcvQzXJFM9KkugJu3uANlsPGHEDUNKj2fsnXk7uCw4WoBUH4tn3rqRbxwpkmhZqDegoK84MDfnlsxjfZrl2NHudbwbCXy+xizbL8A5/CCwvWFppWqjAMVBfZ0/7BmMztml0pGJI0A2xdFeOkP9NIeEoVDqFUUfZHAK5rMgJ80o2GwlwjiStEEO9wsAQKQ82N5pE2owEJbIphRJ47GJHhWqhnYGB7nOHvBApUZgbGyD05UqK3pq7uSkLBSorGlqpbrV6iAbxZMAqw88zGvGBdgEiItMvGv3ctnPLXJVXYuiODsiOiGLcsC6Sp9X4BUtcD6I28NPld58GBaczGPt1FqqfHeqsa3yFqU+AplzqcCLMivTrAhOZFpH1x/Vkc8h4l2oVZBVEreBk2HHTJQDGOltlV+4PGqorNA1BNYl8NQWzVd1aRX7Y+Nu1WTAQZ8ed4qYBVYAA5KphdD12AGDpBZ2MecH9v64bksP1GRkB26iNT1CCLgiuXqmklSyiIP6XiA8MTZZVhmryrkD+JrNx5F4ihBYFar8WLVkB1CiDxoNOXVQTdw/TigbUltuFz4XByB6dGV4bUc+6yBAaZhiNQGZrn9JdQVF6Svt6E+vacpyYmJVgYFMb7iCuV3CqWSTWp0bI8meOvyuBz2l0rPVopinBu7L8sFS1DSfjOKiB8wdoxDmKaqSpjuEvAb2bVCEdAnmGvS7elhl0T44GE0q/7pK7zbk19mhtt2lSWILc8gbkWORkhGFSIesGoYIUUmHCrBR20CqaUm3ewcMvyKT3biIzx+b/U9Uq4Rz+I6cA2pbWvGO6F+AbREGc9dZsS1BvzmG4HLIttM/ZH8TM5MVrAFoqrBeRUEOerWE5ZGtmkUUUf0DhF7hDHjrCTNhjxXiSdA2qaEFWch2gVyq5LhdKBlG8YMTye6q+LEAacGzxcGKPw9YSLUYwEpcQS0rmFGCkRb7hxGKpRc7wEZ29qDZqFqLOKCsUN6zko61rAbOAFGQXPIIaXFp2lnZVG2JFM6u4R1g+QO7TfGP4YtBa+jk8i5uBH5GgBqw5SjOei7vuNO7d4lSQAex6u0F72BDOZBO44eh6JorOpFt0RpVUJ8Jj7hGW42TYMD01kr0tMeu9CpBVq6r3tOkz0KH8c37EsiiLQGWqJYGIlA742wFUmZnsTxct2fEYWFQUZhU3e4LTE5FgPwtwXAF4pBYOyNmh7F2tuU5Wi2dSmqm8W3BhYtWupo8MImFqJVbE1E/iaTdViYmCMLz6nYUiRHfbPvptQcADiOYIo1GQa5gLZ22DxU7c9VCHkg01AB4oB+Mz4xK4RivJlLaTm1LQEGcqAYCP2bOFMTnkNG1HU+YZoC/F3Bm080GTt4WWmMoqYIuV2he+5/tHoTFWOf5IdensCA0etIAuDEzcfF/9dsKdgRhalhZuqWpthpVYwEEHfcP65Aqk3/+5xYUpBLjgiJFKZnjID/uX9I5ES6R6mBkjtO7h2rbSU4CVqSTPfCu8/K9F4dWy46HZTnd6Td+uQwemqKfFrcOt3zQoy9SMmdJSUhUXuqJAQgOn1RAmmqOl/pJVSW0SLS6bnNf0hBUdb9cq+DFvBO0vN1bR6bO7VaTVdpMF8u1UyEbmBIq68risiP+vUai5bZLsijsJIPkHsgvt0VxrfLPP3ZAxOphSoMwKF7wcqRRHf8R+lbkWuNIhThbhHxq8KExHqJ5K5uhFnlrSELSI0dLVG1ix5i0WOfcBTCEChlES6uEKll145KuwFSFdPCgq8RtYERgD05JgSwAX1dId1XwZ2g3Clwbh3ZK5zPj48GJj7WgOMGGlSAQWM7LnEKKiruh1BUhx5bx0qJvc8MRaQmBYxy21PbBNLWPoDwGw4mBotg+6C/Nknj8SY5cRa2PIDZCZF4prO0K50uxlRqw6tpnWLkChseTWjUtrfxbcf5Mbl1VKnlE6BhYFYgBssXrfhstBB0s2LbGWFTCMLrPA/y9dsrDNRa7t2KJ42N87sACfqxFBWnE9xRXxBcGI3ol9Iye7Ipkns2ITapsNeB0E5JdUES6ayeKg4f+UMKe7WOBoCuddJcISQTEILnAoVbl55ZNhE6Xa3OjvC0FoDjLwEeER7yl/TS7VY7F7YSV4o8XMA+y2mLn2DtXVlWWASC+rWwJCtX6zp44sa6A8NYaxxbpk0KPdn1V+uBWfGGtwqqx28GkTI1oCnuwtiiUmndWu+Jx0iPrdG19MwyrviT3Fncs/+l+lBTudFMjw44Dcvh7NkwtKX7EtI4jfOMCxxLnSKcpqizmgMcD2PDMEdw36BlxkgwHx6UvEPpEpcmgVN1GpGeqdSj41UJYDJjLFXUwyoIWHNVhtiBJ1+RDeM9hyaEwOhFrJiejWRlau7TvOSD+qo/Kqk99hxxaViAiJcAwDMLAwamFa9t70jLwdYOektQt2+gLMHj3eIdtwJHOGx0FJXwQImmzO7ako4c/3NB5mwtOlWIXABPFIsbR0fRJK14EqrfbvfEbTa8NNaaKARFIEruV4XrfQF/zbskDP+U1D0b7HZ6fijWHjmOoX8C5tWNHM+fD5z4Wha03XXyC/68hDVTIJvaUZHjv/NYEFW5ovW1obVgwwWklBbiwSjYGPrOdG+FB9HAGduXRWDGA6XkNgwY2uqxqwNpQfwznnupjem2FdiGdkPNVdo32pXXF7l6SzwvtFASNYkJwE1qPsMC4kl6wWGLgHuYKr4lK69TTls/vGL2I9EmmHwzcRk0acCADUBnxn0l6F6xmq5mASCy/AjTK0WFSZV8nVQFI9uacBDtOi9Z+h82KokgsSLt3W+EEaQADZYjdA6xkXLKIcZHTKzUdqbGXVMS28tEOlJrO0pV+R5FumUDJe4vBIrrkV5N2cNBB1wy4JKEHcLtScrC8BmTtjMeyceE6arODlikucXC5H88Zku9Z8QMK25GBpsQlfePcZvZW/KkupDtUwKsczyjrxwkPHkeikVB3QXbIsyt8we2dUiPJJ9fpqFIIlqrHQynU97hihcFdGxLUb0GAEiYmhdXda5V+XHE9dkSUuNpxnEKhCFLYbYA4TxunibySurs0gwaRwW8J6V2RNkNML2zDhJMHnDL3fheJxXRiY/AgLFR2tz36dANz1vT41I23CkNQhZzqjgKKwWYHRqAFBCrbMPV5MTrap0rQNxPlktZ5DPjOGQpJgbrs5UNw37/dzdZVK2a6RIanYrU5ekvQ7PH+wnkzBj7MhRaC/eL54pnAIRFHz6gbvSQVmZaD7gKuiaeUVEru4d6Y7IbD92thAgbFPZXn4dSBeVW9NsuTLEtKHiBQKJ0NWqCH33diRoYw2FQlIu1n7Ku8lmvgyNtU04vprdboR/HsnHWiCK8QBlOABKojqr8STFgcqp+7w+LdUMqWgNNdtyWQcXZqQkfT3mrNhT1j9/TLpenENdTmol3pee8SBrKjS6t1lRI1D9KGQGLELVukWLPmcYx9TtF5Jk+0p0wF7k1T0eXK5csmZiIFTP9QlGbasjicR1puV4p5t3rC9ssdkx2B9XKNLVVGFBhoO0fXxD+swrTOGk62M7VraJFJbRGcv2zl9GD37U6TTiHasVmF5BlsDOY3RTqGWlmEino6yILy7UoPzduyPoDl/h5Mxaoi76Px4noSnhPavyrODhXXQId6peWgd3dRaFCpsd0vxp9+QXg6d2nH0Bkj4sfkgY10YcrRUFs4agVQ0tJkq+20Tv60Ytr2TdxrUKkcVmKl21m2HOPGOYtAXJcETox/SSsye8Nu41JAEUQLVnKlAV5MBx2oTB5j1ZPtJvtxhZRTtnqwMZ6JaEeuQyamzW6XnyYeMWEWbSkEyeCNbnJo09nnIyskFQ9QQ0mjVxRUF1xCdX8R+NoxZLDgQwdf3F8kEO1U33liUs5UKV3m2nRrRtSx07UcSaJpjlMt6Vt6kAxULj+NQZA7StuxAnKTKlo9CboBSSVCDxIqnOxHDA6drG/hxfQtU14AUYCyU7us0YFTUK/jRvMZWllgXeuoo/Teb/3QQbkoS8DLWesjH7YDgpXNHbxCsn4PORAUnRSnMqLj0xOHVSJDYTFTdjrAwLSdvZbuCisylWZ4NdKY9tgHM3PWqj9AZlquDNiLcsKMEkILExpc0XFTkl7NFpRnyem5ZeiFi5ckmtBkDQSz3Q5oc1pEDvRwEFjIENuR7MWzkZxr6cK5oO3JjjHaMRNVkTzgmfeoug7a+q1SwYEIC1odrm62Euhh5FbAw2jDwQpAO5VnrVRbMvg7KD47WSxOOgIKxeZtwupxAcdKpjlaUB5r2v4Sxd7d8g29fyD63+LVOFnIB4yOPboMt7oyoiUPgtSDdvSt64tt3IOofSchvXWIF/gDLVPrZnuvi2+ta5chcpC9yv3bLNPR1jbVhdFfNgCU5A+4Ss9u7h/az5YqVChSz1uHGClkSd9H3ng7qCgu4QCbfzQkelmUIOpTnkSpQejdVobIGOjby+n6ssu0aL1lpe8a37XeZksWSKrug5LOXy/bNqw8tJQck0QUb+9ldixky3tGiflSxp4A8FUzybWdr/MSM18O9ZT3jCL4ttwADK9N8RAvu2499YKplDovqf1QH7ktHUmnHx1r6rgtRt3OV/WOfQftlxMOO2hrOzjImO02vKDjrJAf8djaa7cVz1AfBKQh0t7L1xLOri1rHBr4cnA9dMP0NWzLQu73okn1ZKXR4Le9nAOmRuCTCN7bfc05JC75cgPKdevwWw6xHkwZ0CEpL+sCp3s/2EJYiX9/LqOJ68FyCvfclxEbhj8P1iPtulUEuCCGRA9hetWX7QbaslIR2h/q+LDHAPatFeux7239dqc4wOYf7oNlY/U2vgI++2AcYCffesXTCsTpwf/kSpB4rIwnF6cNHna9vqM9eReUcxtRu9/fpeAcfvcpxV8eStQ1D/sd/auXTfCSsoJ+ANVaPw4g1a27/O72lFj2ldMvHZ18dvrhl9n7oxL++XAUtophq/zYn4OlOS/TC9y0pLwH5+UrBFcnAqsPXQwobneMCUdWXqxVMLezWgljQv3EGCvd+9eFhR/euj/cHmDFLB3E0Pc6L7sYW/DlwSIYm5Jb4R+P4vJgsTNc1+leFo421tdgy+ZleAsk6ME7qHta/tqgQyJA3WcDd8p8ElaKSHofj8Iz/3ujISKgF/m+/c8AXo+HoOvaPK+TctcHhw4YuutlcAquUe+G4h3Ve2tI7Rj+x/PhHA67+sGx1OvK1w0AZKMNoNd2i+rYYwDkJF3crgAz+DvHw+5dVyil3baXAzXTJ7epfpVXwEfb8MHib7iJ532T+4MBNf5wr6yickbrqFgBF90Uptm37JbGUdfuW3uhbKifmMtJ3g/XjpH9YFHCG87t1OKu0tqaqrgT050/j0uqRPndHfW8LFUGKhT6GoDTvmy/9oOfZ3NY86shYgn6g/kKdLPbhhuq43rYjhBG70sAUPLgYkWHeb+qCEZWDx5SjpS9Pxe7ugdzG4et38cpEpTaf4XN9bKxd5UtvXkgIr4qjoKijxTj5KaWrzzgtgQMcypZ0LqLtLVoEz640WI28jpM9vXgN49XW78LxQqC+ckKFlmPj03apcKLnzXo/75Oi/KQZALSqP0OON4x1EEfsPR9DQVRygfjnmslVc6fISO5hw2/rg+PTAuWT/5FABpeFr7oNj64SDHouA/29uCvUxFput/YkcXR1b07Ar62MAr4OgnBbuPll0qfcD/YT9dyldvqEEqOjk0FIe77Dw4pHXUnbJ2XIy/KTw939qBOcq9cdG2fHPZsz75SGzuqH/LhAZ/9Pn1oRGinUEQBx+0nRqJ/aTwU1NGXr2lnNvOwEvCDvGtPZGGnpPW5qeh6+V/P0h8c7/0W748/uoR0+G8/dXwsnP3gwTamazjFH6BVn/zFtwtR5ionR34IkABGX37dNYze5D3D3u1euzQ59FsPjJZxpyWU+foRLyDIdxcLw6enExuJ8VeMhsD01A457TaOrXPo+aYbkO3xIlRvqDkPVS1SzfcevRweJZ8Emv73Mexjqofernun3/8QLv7DkX15DpSPxUKKvgZb2xbM7l0xcYt5KA7Wdb26N7aIHppukCpemUsDMKKPbOb3L+86C0FHJ7EQ2koqpDsutqnzB1lP1GjaTQntnkV+/rmFQy002aKg22JBFrh5K4U3Ch44eBEIOtBszSeATuuwQ9M2qdrCLQgVMTTldoQywOfvdZv3Efunb5SeVZRGZmPx4fxBQ8ietvrY4hSgctKeipaP7PrZ/2xneUKtHFaJUIi4hoOKVXyuJRcHmxBF+MIyrrK/3hwOZJHpyOuFoMKqis/FHqNLwldzFmSqsNha7A1pfbXGmlWgJX0MKyKuTaWFUIzo9Ps9oZq4ZGMXUc3hgleX4/ls00mGZwEXdY1U7rTwuIqEJNn9LbbBEs9Hi2VIxaPmnibpqwKk7DSpWgYpbbMZ/B/SsabL8Plj8wFGTS0nePtu3/b5U0OFkkv0p0br3pVaP33vsDQaTEKiJEbI83x+F0DEj5GUpFrH1nAgCEkjnRM6uKFdtTvHKm6F6/unMHCpimprmQjlj+fnbsWDGq8a4tM2APLn18BcvkrHGMR6zm2BRqMHCKIifDE0ibZfocfPsFWNjtE42i0SOJQetqIPFZ9J9ZAsg0YGj0wz75jLXDnv78C4t9LzaA6fCFGgC7UO4PVqV1J3Wg0TkZ/qCxyEWDe2/jBt8z82BiHo1KrdjhBe4hOugsWcxOpjHoHnid8xEKaX5Inj4QvXNziQp7r2++dv7eCFEenP0G+LU76XaFTugNPoXl+y2UEK22d6PuEPgsKuAhCXSIeCRnUwvL8kVqWirB/6WxwaZAIKZjuRFLEY3mM12E3T6j2+cG2lhdVf5dxUNr6F46/V8H2EbWV7YkjMjsVd6Bp+DdtyM7wctazjAuScxgkdEqIajGBECs04NhvCG1MRtErsgrgNxRKNcckFiaZmvQUKx3JNCV17nFH6bSBbwPSJsQgifuDj+O/NdpEFSNX/w91i95QawpLuwS20oRh00gbHoo3GGm8XwzmhLgO5wvVwxJ1F72hkt/TgA626fyh+IOnlzUpA78CJVce6QqLKRQ76pFPcSKI8PdLUGyd5sEUh1+1xnc4e4Q8oouRcwZtiIQSk5ExLsLqW5bsYMwQQddOKv9SoxT6WIFdyDQ83h1VHtR1RpQegfnECL9k5oIjrefxeKNrbHzI0ItH78ldAB1iFUWTukNoLSzEkZkg8Jf5/Ib8SRYdFKNrWspCgSUxGE1sOq+CjdlnFHeXuKVa3HZGmIxVXjJp054b6bZV8MlsmDW7hjIu3vV4kqIWx69XCnrihoSCXOQuKHsSVTkto2ktdf5jJp9/qzuzmojo+FRs220KRszjYFltD8bkUOiRZcUHkxYoHQdNttCtopqy281Ayo8s0SjKDGlxtt7X6vD6YUAuDNWlBBMazSrEKFhNpDezyBVjIq4ShuadmUgCg0JajboNdXZ0pMueuuG1pZU2YIpj1xGNz/xcVGSYYi5DFYJA/pxPhP7+ETuNrjDQstaNPSlIAWXKYtW+84VKgyiCZuHuyV1ksg+3hjvR5GIHVfqUsn91nAG8SuAvib53wy4btOOA+q59mJw6P2P8AgzilvrTVA9iVX6H4AQEdkxKZGLv/S5wvSDvaaajOiYPq74r0sSE8P5QqHpoKllYFu9BvYFclKNk+PIWAOh+3UFAEC+RbsQyMJ2HVKohrzTW1kiTTJguBqLHJ83rDXcpINsFxWb4lcxaUF3vCZovPtJSE3yQ9r8F0AeIPkEJJAzYGf+FAg6umxXY5juZx0pPItoxHNa392L3EDs5gG06tlzyTzSfnT8M+6ShViEolbgvt9j6pw8c54hr6CfevtyhuFgWsFFvic+ZNhLA6bHQVnuycLqOHo9jlpU2X9hx2C+D+RQZrMcVKgEtm3AhOrRxgk2tOaSwzeR+auPkH7SEVG3CPxDAt/gBAXWTB2tFZbcl1sYQMPS2FfkRE6rRE8qFzRD4gNeIrFOxYDbgnNSme6jDkXqIWL4AZm6rxibx+rkQiT9Y1dO1jpSK92NhsneaPXgxz8bszcyGDEAKjlBJYY8a8AcE2CyXSy9HShFlv+5UBubmouQvwnOuGpSEmcSkklPc17B7FPbASH4ledbW2VAg08V40rZrUUO8uDplcECeuSWoqOxbJJK9tK4FyIPindg9enQnqtFsyXfJB9v6Qe43/ytRMKfaQAqwe55Q3vJhDSgqctxxrUvF571FHu7N38QSOO42oi2xa2wnFORZjNbsZ14MYN0QGflzyxDYyBwrhi+9XTyKGXaoz/dQSY2DAJyVLmRND+t0fB3SO2/2FGK2hWxZhdrlHoagcSTlHbr//9Lh23C1lTwRDlT2ydd4WdKKHlqJ9DgYW8QfgliGndZ10rSbWraNoNWVfprK/gmDvTWPQWQ/0vuFtG38UA2i96FvDE1gz5eyhRm0osFrVhK9dGRmoSlV4RCp63C4TCHSAiVWiJhzR9g+CHnvoFCkkH+Ni0IOekcHV66VIM1aKqHLyc6FZdHviqoVT6A6OgC/ZMru07oU9fSRcRxL2aJ0ruil0zb2zkdUdRiB56BOO0YmTneJ2DQX6q8U93JPFuvDWsZxbhQbG2yf5em78oUF/mIHTU9z3mQbYRonYbrTJag4F7CDCfFKk8gsNMR/0u3AaUqRT4j99pHUl/hKnHT0ZZ746fHt5KWQHcpGVEpB3dG2ibu503ZXUAMJunP0n1zmMbcmVRi0aP604DSGt6XHsCNxHNN6Qp3AvW1E2w5ovmRRC9DiSMm4pw6JtHM0/9OGnkhWhu+86cScXPemQbMq7PWJduZRpTiso23KX1N1v4/DGopTuCqka639YZIVJo8rxNplK72Q9Ae8ZctKMlzSpVdxrRnVqYkhl0vveiRziwnk04jbQPkApI26D/dD2IBLcDtaQOZCtyCqoxqKDkEdiuC0fWuRP8nBFQv4GcTPoLVK11MEttBQjg0QzQzs/NovUV79PQRAYXd4zDGjOKGmLQTdait9visST0QH9DWY/SjDEA+8V14sG8JpdFdnA0yzJrHfDkBNczongPZwSmCCMDpY7Oonwj81HbXcD4dA2k24mmLGFdR2nJ4gm6V++cRVNrZtKN1u2XGDZICKZpR1mbBrAy5mNxWwmioMxtdqaFh0sMwwsDO6I7CkVSZqLAwapGZVIe26qg+DKPL3u1PzDe7EqYIcdFlZTJh4HXZa1pD8VgrcjEako6CxJ16ZkZQoa09u13TNSvZfzqoeeEuUHPTall1UxLM+ROz2qXaSQgj1PQGqZ9M4erhPqc89kKhPXgxOC7TvVWsRzee/IMZgQMYlT8RQb53USWAjSpUifVRyGNrmhfwlCH0vGnD5AOtV7L0EzkO9EQ77FrJkzEJajZNI6/CEiZEFRHfsidQiGF3uc2Q0+sZQwtxhHazdPCv46DwYlzLFzS1T0bPpUkaxhakY+EMlUQVxadlhXJ9bmjLPaQ7nkQVw6YKtU50F3YnZ9UhRLoa7k/vbKFHPIVih4unpzIc7l9jlaet5NHf1jEZK5tM/RZFOUKFWgWNuJKcthJmuWyPdMesqR/gbucXdKyHzTiL08VqgUzqmp6XvPUXQpSj4zTnAEO6FkeNnLIN1xdd4Z0BsuCijrqg7RdneJZHdjTCu5tDQ/4a+k4O3kUJa6XVT7J5HttjaIe2qZWY2NlVRA3yaXX5WqMiL5YA8C/m2l/wX7S4IlFmEveY7NxfSkfesAmxsZMkIz9gxVPC12b/etiXbR462K1lyGe2H0oA1aLD1arAmO8OlZ4xLItMgnprFMTPcdG9DTVSNcy3HIOFMJi/6xdLvoQALGPT91tqm6Wgo/jw+RGGI1OtVZ1WGN1hL7p9Im6Zcq7wByUVq/wNd9KlV/iL6F+X18CVBAtrT6adfiyaWjpGtSq5Cz8TFrIxpgSAkVidgfAFvJFiJ/Q7RSCXI63htPt5jwodRQpJSDJyp3oxlcO/J+coDabMXOLPUdSXapgX51HdCSvVDIpABvxNqdfXOihm5Wd6sbiafm7teb8upseOlfhNoq9rj3YY9uhqqtznbAdS6zvby+UpbCLpYSt4EaFrdCtRrQ013ZAEN/lZa6inq70HDKeTqdbulfUaA/O1DSl1HHNVK/l/P9Zu/v7nmBmPfi4oQFQCyja+EEqs4J4EDrRmwUTiJFY0VfFFPGGFg1QmWTGS98F8ZxcccoooskLw7geSelJ7ChrExqVDuH27nvFhwDcwm3Ra0KhEec7+ymLiG0CyuTFJS90Eyp+JSr31ZxKIjzp3qlV1R/xMoC25fZ87CzZdvaUIu3IeNXktYEasCehDRhxmMdKHkmBhb1pC1GpwRa2bBDDdhF12RlBQ8sKiBAVxYo1CCs4zQ+kqBCDHSKqNrwhSQ96Zl4BVzSedEbQ7UktB2Y+1Ai3vaRExmbnYcywu/qljmVtd2C7sDbtGc0DC2r0ZJoh0F8O3JiVYC0pUUVX48akkoFpos8zvsAZzdp+1bbliVGVqRRuyggYgWBSSXoWSTtO3RCZbbXvVsWJxtq6VPajSPGOVwyOp4adasElqO/0e5ixY4qdC/VUAPkym53O2fAvlH6lc7EusJnm4Yye0I+NXgFN9ePLOfIRYYUNsDZLLQPyCDtIA4L/so54wmJgM9vrqUBrJvYauQPc6owgsH2GSktshdQRzlbwomDQBPvpXiXWbc9JDfSzZtQHYmtwNfkpWtF9Lek1DJ2VeM2nvwVVlaXL3KOYfFezH9sd+WzBtCl5cEBnZe72+CzVE0GoCNfbwQPfbAHRnrYraQ4ATk1au0qiURe7cUpQtxCyq3B6oWOHb9tOi5R1tkQWWoNXlPxsXNVund2f93EI+feFiOmmozCNwn7a989Tt1WUeRYYoUUfx6B2HPIymM5RM5PLYavU7nzes7Y7vElhmITizxxb+HS1JW0qu3eK3JLUq+X/F1U2F1FBci0yIYm/IDtc45irWHfyMw3pYjtmdBcFOc1UtRYJceBbNmbFP8DCltdVcXDtZWAUnDuNM7UldwjUM9IXqrYaHun9+weTNvLXbZtLSyh6j4zY7C9gx+qqm6ZQl4p/FDtjyNNwurBd2en2BpyY3hSq41md7PfGgnoxh+JS6WgtuM6f1ulm6Xm9Kh3IveWHfTtgxDp+rG9pRapfG+uc68SXgyib3N4gA3kiCK5OFbSkNaE3DV/unK8SGId9Z5i8QXkpmLohJcXZQ1fgj74JiNTDZfhxpo3GgWzBckdXyTzV55plURauSJYSdUrRrsxk5yuGaymJAgk4ncf67MfJ+yoR9zAcqcKPaoCiEHIo8rSy1WSx09lfmmRpA4iamUgsezYBTbEJsavBQ+ttygoGHRJEPjunE4ZRtDwV4kTOeA52R1Co2HJxgi1F/YVkWPR/rukhCi23qDNYu6xIH3KiDNgTuyEG7lV15FYG+YcoEvjS0CWVwl5AgjbwZfHA14YjasFad9Km/nkxBcTYlli27lgO+K2GYDxL7GxlkGTi+7E8EyQxXJkVlHsvUbm0QcQlhRU8EQTL5N4xGi7S90BRA/DHSTSNzaT1mS28xIr6NhsyCwPae5y+rB6rmQGacF1aCFgescpeuqU++NR8PPPdV73SCUbvO6W4pOOGJjlgXkA+mk1IQt7CO9kmKY0bmr6QlvvsIvfIgGvNAHVEIoKHJJfXC5tO8W4gNi2xxV2VuSbhw6rAox3BqP77lIFqVFacFreOFNZvXidv4TOCAwVjMljVoMrXO9DlkqWCuCQlI/Njs8laR/8NhqbeWwDN5Q0Cuwb+p2aQs2eqtWAggGGvjeuAIq6aM8gSIOK9bgNfA6wIul3wFgvJ1bePp7S6a+CEG85JrG9Qzmu0j0Lddi67JxPuxeWpBow4EMsK+4YFB9ZiHqWUeet0gqYSTrSUVcigRsrsqH0e1T/oAGwaeuebsUsWW1iDA/mLWiAKrRU6QPLe5KN5q2Zpp4wpSeWdSeR0vYTpdZZDV5PaqhNRP+l7zxuEqO2TF02PWo5pbcEaLgya6xNFBuVUZWTM5CWyMVg2V5Zql/o/gIj9VbQFLLAJrXk0NFugYWnRYWSv3SP3eRE2cexs93qBmUR2cDdgSH2p4K7/dTs4knyfOuXWGSHICaKbFAE6PvGdHg54F5GBkyqR2iP02/v1GzSl4cm+8oIud0UXDna477JmD4p7MvWmfSIPBt7mXaSbUfprqwc7Apaw/goIiuU50udrQVE4U5VFJLwOhSm2UHgGKfGE0Y/WB0TdquGnfD9Nm6xWC7x4tVFuXdWQBPHCMmDQp8bv/AMTpTGTZm8bAriG1NgpyUjTzXTCSrtdUd+mAZKSoBpigXEaJkirdN9Tvz5e+0CWGO5fSaJgOpXAo+2Qj+V6qrToKTRG+PoleRtyscFxPDz29Adn5uOC52ZszIAmaA7ehxUODpDD1GudEzTwlUaKAKkOHUCHzv6cDtsmUAeqz2kVATK9yfvF9lxlXqYMOLx7e4Z9otDAT6/2kLqPvIIpnq1VE99LgqA41x3tPYnrEoEHOF6DSg8pJaxJNzJfnhz6ZgIf3bTipwEEhBxlr0Foe2DJSzpIDC1kxeP0Y4D3sVtsCOs1tuzm2nK6mI4AQMAuntE3TpsL1UtIdZgYI9bBBgA6yWjOdwfzPz8UdDSw3xBnewTA5vcHNQrGmPpsLCM+zChL636BmP55GlNVYXrvDB0Lg6kSEVIIk2fkpnfpmsS7BvhYltSGr0uhJCvu76FF83ETBUTmH/d8uD4CEE0UzmW7e4277Ze8ZxArUgqRCi+cQPZQUd1TG1bkinl9eLuMhWKieODdLwkLc8iKbQ3dQ0o+mT1QxSesM/FSreib9/6ABVbqXFE3C2YXeCLkCOwsFcWZjuW/7gZy8ozGGKTatuCJrj8iPbUCYiBhPZ1Jq2n5P09DjgSx2X1BbHStcXKDsthJYzJMkK24+3ghrzrg545as3nrn7Kw9iwYW2N00Qs0On2lmosSwydMP79gpYVVUPZ6dIxRjAktyajy6W2kEU5TF5SvJk4AQ3181tmN3+95EQHZjqzKvYnRerBzi6COmr8UnAbRzykmjLHYSSqTjbwhZa9pzI2jGstzwnDr6RuFMeV5dUK325hmkQgE2nn8ykKH07FTKRXyjVMvKuUkx08DgQFYiC6MTCV5E9gaeNWJoOleGm7BSyEMFS+oz8THRX9G4lAAoQBVdBCVsZ7uCW2EfWta64BfxZ314npNzw3ZU8ULIissKSkOr56UN7FABd4Kci0rD0cDqFqd5h4lmmUzM8r3S0lSmL1Ii556dvCCWMxSp1X23ld99E2vCegwrTlSz37b9iiDykBO2CbrpQeB4CF5aZqqaFfU0ZW48xXmgIQ1enFXC4cuAxLOiDaDXJ9kQzow0UfFcqmAFhP6SrEpo7M4Fwjly5rpBhQOouUaod5U3aOBwpiFGOrlMjuPQdqQmMZ0SqzcRcSmutWPENiaKn2NTM9/hMPwllkUiQcEg8w9dyWY7hBtzxaQRdmUubGhkO1RVAh6d7B8qeNrlqVFAooC/CqIpDhvVtVc7MXWmi3pcfEq0QNA+1pWm6TKqUlXGRUr3C7MuYdSql+pPy43SJykcTNEAChTam0m+HQPeFjNl2U1Rvukvhe3L0Z7CZVglGABDknO1dDn7TUxW1g+8w0rmRKbEmO6qDjH37Wba4CrRFoikjK6N30BCIygLBIpcb5NMSZFuVqQLJiysMdeMY9QXWpuiKLOxr+tBDiuTFkBMAuz0B4ulkIQpmqSkXFZ7Ejc38vtrcUMtt0d29dvTJIrVWTucBBQh8zPpYz8Ejf1+YmQtnoBu9/JA3KJ9M3zsdl7K+h2qAusDRPzlMg1s4HhRhbO+t2JaiBjRJHK3oRbQe8hIx6w/BUaZb9MrxNfOHQ7EBPUmWbGzP7W5UYvKM0jhlMbevIrjg4zktKHNKW99lhHoGEEcWCpb48rzq747on/Q8bopW3fpVFQJI0AcCzqspT4oR92RlzoYAgrpf5dKnZybFDa2/l4AbpicFW6g8sBgCXghA1DrOsL3ulUaHoADAHLXm+WScQFFV/CGMiOyd6ubmMkx6bWpDoFtZyQ/GZGSndMxqkMP6Snd6HW9d8fr0d8B1yXDfxnuGz2kCWN9mnrtTfdkrHpWqwVrzuylrJUgLmIEphtxNDS/SD7XjfRwvw4C7aLT+uudlozmoCtSVWPftfPgy0SCE7HruDyb9Xr/NZVM7bEPLqCfCYvF0xkjmj+bQYoJ7ipdPnl2uHU4d6lEqaoPjpc4kNb9W9haeXEQjTKDUMtBCKhvFdWFmUXtK2GGobhU1uzMWZqMA+DF9WagoU5CXo84onvFE1SJls6B4WKZStu6N7eppr2IZmqK8hPEB+r5fR2gabrzw5Q4DtHjkj5nGJtMzOstbXi6jD8BQ5dtW2rJ6kZ6p1kLxSj+3Q05yJxkd2M+RFP0+m+c+Zdz+UrEx6ogCZuDDJeqWcCofemMrC04leM0JSXTaJ8LemEzjzqLBwWsUpCPzbEpuV+sEgCrpcOoUHtVceV5BngYWK+oNGr+WokWQwN1pPA1QvwrJBc2hTSNU8Rr4+ZfZdgRDNJbKMAgKlzw9pkH6GUjagHh87pdqcFdWklSopkP22PFZwgigS81uRtRntbn/ZM1Fi7M01/faVGBPkmIo8ggpSETdQAEIhniMqm150YU+G3u3aTGr8EgDsDHvEnEs6KzLLB/Ybm626gkdVYKq1aTzNnP7zy4ZyuazQlq3QjVVWgAn1JTYm4oqkJAmU3qOyT0Tbko7WlZgNzOPpRMq7u91COu5CAYwonnBz3dOafswIE61Lut7gds2kLNY5kZ8gpZqhLN+W+TwVDgD3T9+LfQtwieR/FldoVhh/JNbbSH6VPUD0wlWh3RGJvlV40K8Dw/H5zUV7nVo77h/czibOtbIDKJh164KNJIb/Ixhd8XQbchNHwiHRC263hj+EToZ4ogCiW1hvMDGgCSfGff58p1P0c/yCiHLvcqDB8wXQF9fQaZNLO3M6wBTi2ewmiRC9r874z25ZtIjsFDiUOJ9/LIqu4GUiwWh4VSw1NaNzckjwYvOwd7bqi6PhhZxLct4XR1UXlQosbOek5E7r+L6KZT4AENeU7YNGN4cycYO1ZbutpWvl4aGoy0Vlo+FqdfdyEJ5WRFGccXe9P7c5lvfTPlV5hzRuT6OWhKG7pYLYPbuzxnq7MaxYXWvYl4WjG6bGBpHi5mSEC8WgJGacuRQotYN2nbc7nGX9mP8p1Moc10tqn7k7ecvnWUB3CYG582QHAC4bT4s+7Vo1YYj2Nf4rP482wBTbzkkcEIv2OVywvFOr+9g22acItFTR3GzujUTLPY9g5E8EgAjkMIjc68bfuQ+kgows9wS/oyPdw6WRZ+QM5+WWRNwXOSzuHsg1nJuxxYBfhNKKgppzKDJxOsxqVeBnDHYnOGCEhHp9cZo1Cis5rAI5IQedB7EQS6wi7npWf6lBHCWK0+xa7jQ7jIrguzcgVyytTM9dH+SznWabEj2SfaWGf2GUPr4Fqf3jl398+5e3X/7H9vbHf7V/9Ef7Z/+T4PP2b/bXr3nlSy/7/eC6sd5qs/La1uLbn795teSrf/ry5Vf27f/25V/8Gv6ei+hlvk/uP/SC+lbGO4vmy6+++/LL/1re2tt3/+MLV/vdH77889sv7CL/7u2/v333D1/+y3d2aX4dX2x1vB+/8G++/6tXH7+/r3fqQyTf7An/1PfXT75/W9FbPPX/+vu/evXx+9e2uIA/3kbS9Ke+v//77x+lvOMxss/X3//1q0/fb6fsO7T2BR62/+T3z0++v9d3lFEsQH79/V+9+vj93SX2MfIAp/5T378/+f7V3sfwlPTr7//q1cfvX7YNLF9tgHv3T3x/+Xb9ffMYh32J+/tu5387GuP+mP7tx/zvv/zdWznv5PHj7Rff/+GH3//1+z+8ffvqj7/77e9++NMPf/1/nyy4QhwnaXxr9t8CRmUrzp7kv3v50yV3WfCxTLoR2zCX2zE7/Fmb7uMaZn13vYPz7TV8vPx0DdP+H3znfoVs+M/aeB/XcBqHGXCOb67h4+WnazjlfXvpDijzZ26+r67BqsP34/T4by/iq9efrsJu1vu+HJPSPO38OXvw68sY/d1NFcrfXMbH64+XMZrlHrZvCYflZ27Fry9j205a7Kq/uYyP1x8vY/d3NF26a+P9jB3Jh/w9H2eJFk5mZBnnvK+it+OP/+evv//xz99//Tkcel/9mFdcKYtj/f5/f/n+7b+9/a/7dKxv//DN6Xh98Zwz/m+9/dOv3375n7//vz/8/vt/+vWv3n7/r1++PiJtw9L6snPYblZrULMsObZXJ6bSLJxucXKCfLB9Wx1kX6u/PNEM2la528uA96zCspcHbiQDA0L7tAKPc/vLthQX5B5ePi68y6vLB2ZWlLTOw7nfbCcozRH7DHtmB6qVvWr7uruC4lub9hFnxJunra4Oz/Ot7Xe4IjPevbCcoSvS7CEc+h7+sq2HQUvZ7rLd2g6/wl5eHrdQE+iN9LPEZ1sohzZixXYf76BrS/GXB/WoZW12hJ/l1ua8ukDjwo+ze0BTbsbLJ1bDshPnHYzo9J/upzTtPrsHVktBqOVV4sZBn9p+LR2PuE+2JuEq2I2flrTYMyp+1dv+KeJF7W3ZmQeXxK96n3ccXsqbfTVSls1fPfUd5RArg+yfneNKRLzMD8Ox8+3sd0gFvHlcdqhMN4K1rNMqyT6Gv7wBHtA5K3b7Lvs1FxHOkt13q36wXCvcEpwDlr/efHhRi+9ufMF7vD58ZDRIe5Y9Pvv53V9fwXe3dGBabHTBJ3/d7qGXePa6XW/DEJ3X7YAF12j33x7YO66u0z/Htk3ZFzOvYk/2QrWw+OvDnieSTfa6PWd3qOblxaJAytQKiXckEnzF2ZJ+R0qEy+fhdrpgvM72ALdjL9s9qz6Z4eXuQzM+nAWM9rq/PN/pElr1b8sD0Blil7x+2G1wyO0UBDXUPVMgfwFeaNUirx+UAfxbbQnOg0ylvW6h8nI+Iq/b4+6utEvsahXDPl635ea+F9Nft+ut8fnT6+dre0Ssl7tG8bI9iDmQTON1Cp/ur3+kM7zuGXN7eP3Lb75O3AlNH0n7t2HoszD3528iuZ2i48r86Tdfht09XAC+ff9Xr/7N+z///M8+5W/f/vFBT59/8duyMCn+C//4zYEyKouAf3byn30cBOfbg+A//fZPP/zuL7/9649kYrapZ8n/e/vFf3j7zQ9//POPP/zhm1Piy/8HZnOCFAplbmRzdHJlYW0KZW5kb2JqCjEyIDAgb2JqCjQxNjIxCmVuZG9iagoxMCAwIG9iagpbIF0KZW5kb2JqCjIxIDAgb2JqCjw8IC9MZW5ndGggMjY0IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nD1SuZEDMQzLtwqWwF9SPb65cWD3nx7APTsxMUsRAEH3blE5Gz9tJcuP/NhlZ0nklvegbfK6ouoGqZsgc8lxyRVilvK4EiQWLWUm1meqg/JxDWoVvvATMxPTIUnEEnJSjyKsj6+D1/Uc3F836fwaGR90bFB6S5KroFTDvnK0EjuW6l2D7IOmm9LqM9Ou7ICl8Yas1KROfx31vyMswqTeSEUHIRa/08sdsiykHNTbuX4D4V3tglhPrTzsEGneVnpLFczmzARMGW07rIC1WWPCVAnwFs0h1FqIzBc6rYj55NzRwTRVeRoiw1KFg+09ozVc6BoSS8P5ScYE5r/w+qzIbX//AHBoZ7oKZW5kc3RyZWFtCmVuZG9iagoyMiAwIG9iago8PCAvTGVuZ3RoIDIzNSAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJw1UUluADEIu+cV/kClsCfvmarqof3/tYZRLwMD2Ngk78FGJD7EkO4oV3zK6jTL8DtZ5MXPSuHkvYgKpCrCCmkHz3JWMwyeG5kClzPxWWY+mRY7FlBNxHF25DSDQYhpXEfL6TDTPOgJuT4YcWOnWa5iSOvdUr2+1/KfKspH1t0st07Z1ErdomfsSVx2Xk9taV8YdRQ3BZEOHzu8B/ki5iwuOpFu9psph5WkITgtgB+JoVTPDq8RJn5mJHjKnk7vozS89kHT9b17QUduJmQqt1BGKp6sNMaMofqNaCap7/+BnvW9vv4AQ01UuQplbmRzdHJlYW0KZW5kb2JqCjIzIDAgb2JqCjw8IC9MZW5ndGggMzQxIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDVSO9KbQQjrv1PoAp5Z3st5nMmk+HP/NgI7FSywQgLSAgeZeIkhqlGu+CVPMF4n8He9PI2fx7uQWvBUpB+4Nm3j/VizJgqWRiyF2ce+HyXkeGr8GwI9F2nCjExGDiQDcb/W5896kymH34A0bU4fJUkPogW7W8OOLwsySHpSw5Kd/LCuBVYXoQlzY00kI6dWpub52DNcxhNjJKiaBSTpE/epghFpxmPnrCUPMhxP9eLFr7fxWuYx9bKqQMY2wRxsJzPhFEUE4heUJDdxF00dxdHMWHO70FBS5L67h5OTXveXk6jAKyGcxVrCMUNPWeZkp0EJVK2cADOs174wTtNGCXdqur0r9vXzzCSM2xx2VkqmwTkO7mWTOYJkrzsmbMLjEPPePYKRmDe/iy2CK5c512T6sR9FG+mD4vqcqymzFSX8Q5U8seIa/5/f+/nz/P4HjCh+IwplbmRzdHJlYW0KZW5kb2JqCjI0IDAgb2JqCjw8IC9MZW5ndGggNzIgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicM7MwUTBQsABiM3MzBXMjS4UUQy4jCzOgQC6XBVggh8vQ0BDKMjYxUjA0NAWyTM2NoWIwjUBZS5BBOVD9OVwZXGkAdDISoQplbmRzdHJlYW0KZW5kb2JqCjI1IDAgb2JqCjw8IC9MZW5ndGggMzA3IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nD2SS24DMQxD9z6FLhDA+tme86Qoupjef9snJemKHNkWRWqWukxZUx6QNJOEf+nwcLGd8jtsz2Zm4Fqil4nllOfQFWLuonzZzEZdWSfF6oRmOrfoUTkXBzZNqp+rLKXdLngO1yaeW/YRP7zQoB7UNS4JN3RXo2UpNGOq+3/Se/yMMuBqTF1sUqt7HzxeRFXo6AdHiSJjlxfn40EJ6UrCaFqIlXdFA0Hu8rTKewnu295qyLIHqZjOOylmsOt0Ui5uF4chHsjyqPDlo9hrQs/4sCsl9EjYhjNyJ+5oxubUyOKQ/t6NBEuPrmgh8+CvbtYuYLxTOkViZE5yrGmLVU73UBTTucO9DBD1bEVDKXOR1epfw84La5ZsFnhK+gUeo90mSw5W2duoTu+tPNnQ9x9a13QfCmVuZHN0cmVhbQplbmRvYmoKMjYgMCBvYmoKPDwgL0xlbmd0aCAyNDQgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicRZFNcgUhCIT3nqIv8KrkVz3PpFJZTO6/Dc28JCtaheYD0wITR/ASQ+yJlRMfMnwv6DJ8tzI78DrZmXBPuG5cw2XDM2Fb4DsqyzteQ3e2Uj+doarvGjneLlI1dGVkn3qhmgvMkIiuEVl0K5d1QNOU7lLhGmxbghT1SqwnnaA06BHK8HeUa3x1E0+vseRUzSFaza0TGoqwbHhB1MkkEbUNiyeWcyFR+aobqzouYJMl4vSA3KCVZnx6UkkRMIN8rMlozAI20JO7ZxfGmkseRY5XNJiwO0k18ID34ra+9zZxj/MX+IV33/8rDn3XAj5/AEv+XQYKZW5kc3RyZWFtCmVuZG9iagoyNyAwIG9iago8PCAvTGVuZ3RoIDIzMiAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJw1UUluxDAMu/sV/MAA1u68J8Wgh/b/11LKFAhAJba4JWJjIwIvMfg5iNz4kjWjJn5nclf8LE+FR8Kt4EkUgZfhXnaCyxvGZT8OMx+8l1bOpMaTDMhFNj08ETLYJRA6MLsGddhm2om+IeGzI1LNRpbT1xL00ioEylO23+mCEm2r+nP7rAtt+9oTTnZ76knlE4jnlqzAZeMVk8VYBj1RuUsxfZDqbKEnobwon4NsPmqIRJcoZ+CJwcEo0A7sue1n4lUhaF3dp21jqEZKx9O/DU1Nkgj5RAlntjTuFv5/z72+1/sPTiFUEQplbmRzdHJlYW0KZW5kb2JqCjI4IDAgb2JqCjw8IC9MZW5ndGggNzMgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicMzY2VzBQMDQEkUZGBgqmQFaKIRdIwNDIRCGXCyQIYuWAWQZAGqI4B64mhysDzAZphagHsSDqjS2NoSoRLIhsBlcaAKfIF68KZW5kc3RyZWFtCmVuZG9iagoyOSAwIG9iago8PCAvTGVuZ3RoIDIzMSAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJw1TzmSBCEMy3mFPjBVGNtAv6entjbY+X+6kplOkPAhydMTHZl4mSMjsGbH21pkIGbgU0zFv/a0DxOq9+AeIpSLC2GGkXDWrONuno4X/3aVz1gH7zb4illeENjCTNZXFmcu2wVjaZzEOclujF0TsY11radTWEcwoQyEdLbDlCBzVKT0yY4y5ug4kSeei+/22yx2OX4O6ws2jSEV5/gqeoI2g6Lsee8CGnJB/13d+B5Fu+glIBsJFtZRYu6c5YRfvXZ0HrUoEnNCmkEuEyHN6SqmEJpQrLOjoFJRcKk+p+isn3/lX1wtCmVuZHN0cmVhbQplbmRvYmoKMzAgMCBvYmoKPDwgL0xlbmd0aCAyNDkgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicPVA7jkQhDOs5hS/wJPIjcB5Gqy1m79+uA5opUEx+tjMk0BGBRwwxlK/jJa2groG/i0LxbuLrg8Igq0NSIM56D4h07KY2kRM6HZwzP2E3Y47ARTEGnOl0pj0HJjn7wgqEcxtl7FZIJ4mqIo7qM44pnip7n3gWLO3INlsnkj3kIOFSUonJpZ+Uyj9typQKOmbRBCwSueBkE004y7tJUowZlDLqHqZ2In2sPMijOuhkTc6sI5nZ00/bmfgccLdf2mROlcd0Hsz4nLTOgzkVuvfjiTYHTY3a6Oz3E2kqL1K7HVqdfnUSld0Y5xgSl2d/Gd9k//kH/odaIgplbmRzdHJlYW0KZW5kb2JqCjMxIDAgb2JqCjw8IC9MZW5ndGggMzk1IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nD1SS27FQAjb5xRcoNLwm895UlXdvPtva0NSqSq8iTHGMH3KkLnlS10ScYXJt16uWzymfC5bWpl5iLuLjSU+ttyX7iG2XXQusTgdR/ILMp0qRKjNqtGh+EKWhQeQTvChC8J9Of7jL4DB17ANuOE9MkGwJOYpQsZuURmaEkERYeeRFaikUJ9Zwt9R7uv3MgVqb4ylC2Mc9Am0BUJtSMQC6kAAROyUVK2QjmckE78V3WdiHGDn0bIBrhlURJZ77MeIqc6ojLxExD5PTfoolkwtVsZuUxlf/JSM1Hx0BSqpNPKU8tBVs9ALWIl5EvY5/Ej459ZsIYY6btbyieUfM8UyEs5gSzlgoZfjR+DbWXURrh25uM50gR+V1nBMtOt+yPVP/nTbWs11vHIIokDlTUHwuw6uRrHExDI+nY0peqIssBqavEYzwWEQEdb3w8gDGv1yvBA0p2sitFgim7ViRI2KbHM9vQTWTO/FOdbDE8Js753WobIzMyohgtq6hmrrQHazvvNwtp8/M+iibQplbmRzdHJlYW0KZW5kb2JqCjMyIDAgb2JqCjw8IC9MZW5ndGggMTM2IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE2PQQ4DMQgD73mFn0AgQHjPVlUP2/9fS9h20wseyYBsUQaBJYd4hxvh0dsP30U2FWfjnF9SKWIhmE9wnzBTHI0pd/Jjj4BxlGosp2h4XkvOTcMXLXcTLaWtl5MZb7jul/dHlW2RDUXPLQtC12yS+TKBB3wYmEd142mlx932bK/2/ADObDRJCmVuZHN0cmVhbQplbmRvYmoKMzMgMCBvYmoKPDwgL0xlbmd0aCA5NCAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxFjcERwCAIBP9UQQkKCtpPJpOH9v+NEDJ8YOcO7oQFC7Z5Rh8FlSZeFVgHSmPcUI9AveFyLcncBQ9wJ3/a0FScltN3aZFJVSncpBJ5/w5nJpCoedFjnfcLY/sjPAplbmRzdHJlYW0KZW5kb2JqCjM0IDAgb2JqCjw8IC9MZW5ndGggMzQxIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nEVSS25EMQjbv1NwgUjhl5DztKq6mN5/W5tM1c3gCWBseMtTpmTKsLklIyTXlE99IkOspvw0ciQipvhJCQV2lY/Ha0usjeyRqBSf2vHjsfRGptkVWvXu0aXNolHNysg5yBChnhW6snvUDtnwelxIuu+UzSEcy/9QgSxl3XIKJUFb0HfsEd8PHa6CK4JhsGsug+1lMtT/+ocWXO9992LHLoAWrOe+wQ4AqKcTtAXIGdruNiloAFW6i0nCo/J6bnaibKNV6fkcADMOMHLAiCVbHb7R3gCWfV3oRY2K/StAUVlA/MjVdsHeMclIcBbmBo69cDzFmXBLOMYCQIq94hh68CXY5i9Xroia8Al1umQvvMKe2ubnQpMId60ADl5kw62ro6iW7ek8gvZnRXJGjNSLODohklrSOYLi0qAeWuNcN7HibSOxuVff7h/hnC9c9usXS+yExAplbmRzdHJlYW0KZW5kb2JqCjM1IDAgb2JqCjw8IC9MZW5ndGggNzIgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicMzK3UDBQsDQBEoYWJgrmZgYKKYZcQL6piblCLhdIDMTKAbMMgLQlnIKIZ4CYIG0QxSAWRLGZiRlEHZwBkcvgSgMAJdsWyQplbmRzdHJlYW0KZW5kb2JqCjM2IDAgb2JqCjw8IC9MZW5ndGggNDcgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicMzK3UDBQsDQBEoYWJgrmZgYKKYZclhBWLhdMLAfMAtGWcAoinsGVBgC5Zw0nCmVuZHN0cmVhbQplbmRvYmoKMzcgMCBvYmoKPDwgL0xlbmd0aCAyNTggL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicRZFLcgQgCET3noIjgPzkPJNKZTG5/zYNzmQ2dpeo/YRKI6YSLOcUeTB9yfLNZLbpdzlWOxsFFEUomMlV6LECqztTxJlriWrrY2XkuNM7BsUbzl05qWRxo4x1VHUqcEzPlfVR3fl2WZR9Rw5lCtiscxxs4MptwxgnRput7g73iSBPJ1NHxe0g2fAHJ419lasrcJ1s9tFLMA4E/UITmOSLQOsMgcbNU/TkEuzj43bngWBveRFI2RDIkSEYHYJ2nVz/4tb5vf9xhjvPtRmuHO/id5jWdsdfYpIVcwGL3Cmo52suWtcZOt6TM8fkpvuGzrlgl7uDTO/5P9bP+v4DHilm+gplbmRzdHJlYW0KZW5kb2JqCjM4IDAgb2JqCjw8IC9MZW5ndGggMTYzIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nEWQOxIDIQxDe06hI/gjAz7PZjIpNvdvY9hsUsDTWCCDuxOC1NqCieiCh7Yl3QXvrQRnY/zpNm41EuQEdYBWpONolFJ9ucVplXTxaDZzKwutEx1mDnqUoxmgEDoV3u2i5HKm7s75Q3D1X/W/Yt05m4mBycodCM3qU9z5NjuiurrJ/qTH3KzXfivsVWFpWUvLCbedu2ZACdxTOdqrPT8fCjr2CmVuZHN0cmVhbQplbmRvYmoKMzkgMCBvYmoKPDwgL0xlbmd0aCAzMjIgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicNVG7bcUwDOw1BRcwIH4lzeMgSJG3f5s72qlI07wfVV4ypVwudckqWWHypUN1iqZ8nmam/A71kOOYHtkhulPWlnsYFpaJeUodsZos93ALNr4AmhJzC/H3CPArgFHARKBu8fcPulkSQBoU/BTomquWWGICDYuFrdkV4lbdKVi4q/h2JLkHCXIxWehTDkWKKbfAfBks2ZFanOtyWQr/bn0CGmGFOOyzi0TgecADTCT+ZIBszz5b7OrqRTZ2hjjp0ICLgJvNJAFBUzirPrhh+2q75ueZKCc4OdavojG+DU7mS1LeV7nHz6BB3vgzPGd3jlAOmlAI9N0CIIfdwEaEPrXPwC4Dtkm7d2NK+ZxkKb4ENgr2qFMdyvBi7MxWb9j8x+jKZlFskJX10ekOytygE2Ieb2ShW7K2+zcPs33/AV8Ze2QKZW5kc3RyZWFtCmVuZG9iago0MCAwIG9iago8PCAvTGVuZ3RoIDIxOCAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJw9ULmNBDEMy12FGljAeu2pZxaLS6b/9Ej59iLRFkVSKjWZkikvdZQlWVPeOnyWxA55huVuZDYlKkUvk7Al99AK8X2J5hT33dWWs0M0l2g5fgszKqobHdNLNppwKhO6oNzDM/oNbXQDVocesVsg0KRg17YgcscPGAzBmROLIgxKTQb/rnKPn16LGz7D8UMUkZIO5jX/WP3ycw2vU48nkW5vvuJenKkOAxEckpq8I11YsS4SEWk1QU3PwFotgLu3Xv4btCO6DED2icRxmlKOob9rcKXPL+UnU9gKZW5kc3RyZWFtCmVuZG9iago0MSAwIG9iago8PCAvTGVuZ3RoIDgzIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nEWMuw3AMAhEe6ZgBH4m9j5RlMLevw0QJW64J909XB0JmSluM8NDBp4MLIZdcYH0ljALXEdQjp3so2HVvuoEjfWmUvPvD5Se7KzihusBAkIaZgplbmRzdHJlYW0KZW5kb2JqCjQyIDAgb2JqCjw8IC9MZW5ndGggMjM5IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE1QyW0EMQz7uwo1MMDoHLseB4s8sv1/Q8oJkpdoS+Kh8pRblspl9yM5b8m65UOHTpVp8m7Qza+x/qMMAnb/UFQQrSWxSsxc0m6xNEkv2cM4jZdrtY7nqXuEWaN48OPY0ymB6T0ywWazvTkwqz3ODpBOuMav6tM7lSQDibqQ80KlCuse1CWijyvbmFKdTi3lGJef6Ht8jgA9xd6N3NHHyxeMRrUtqNFqlTgPMBNT0ZVxq5GBlBMGQ2dHVzQLpcjKekI1wo05oZm9w3BgA8uzhKSlrVK8D2UB6AJd2jrjNEqCjgDC3yiM9foGqvxeNwplbmRzdHJlYW0KZW5kb2JqCjQzIDAgb2JqCjw8IC9MZW5ndGggNTEgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicMza0UDBQMDQwB5JGhkCWkYlCiiEXSADEzOWCCeaAWQZAGqI4B64mhyuDKw0A4bQNmAplbmRzdHJlYW0KZW5kb2JqCjQ0IDAgb2JqCjw8IC9MZW5ndGggMTYwIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nEWQORIDMQgEc72CJ0hcgvesy7XB+v+pB9ZHoukCNBy6Fk3KehRoPumxRqG60GvoLEqSRMEWkh1Qp2OIOyhITEhjkki2HoMjmlizXZiZVCqzUuG0acXCv9la1chEjXCN/InpBlT8T+pclPBNg6+SMfoYVLw7g4xJ+F5F3Fox7f5EMLEZ9glvRSYFhImxqdm+z2CGzPcK1zjH8w1MgjfrCmVuZHN0cmVhbQplbmRvYmoKNDUgMCBvYmoKPDwgL0xlbmd0aCAzMzQgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicLVJLcsUgDNtzCl2gM/gH5DzpdLp4vf+2kpNFRg5g9DHlholKfFkgt6PWxLeNzECF4a+rzIXPSNvIOojLkIu4ki2Fe0Qs5DHEPMSC76vxHh75rMzJswfGL9l3Dyv21IRlIePFGdphFcdhFeRYsHUhqnt4U6TDqSTY44v/PsVzLQQtfEbQgF/kn6+O4PmSFmn3mG3TrnqwTDuqpLAcbE9zXiZfWme5Oh7PB8n2rtgRUrsCFIW5M85z4SjTVka0FnY2SGpcbG+O/VhK0IVuXEaKI5CfqSI8oKTJzCYK4o+cHnIqA2Hqmq50chtVcaeezDWbi7czSWbrvkixmcJ5XTiz/gxTZrV5J89yotSpCO+xZ0vQ0Dmunr2WWWh0mxO8pITPxk5PTr5XM+shORUJqWJaV8FpFJliCdsSX1NRU5p6Gf778u7xO37+ASxzfHMKZW5kc3RyZWFtCmVuZG9iago0NiAwIG9iago8PCAvTGVuZ3RoIDMyMCAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJw1UktuBTEI288puECl8E/O86qqi777b2sTvRVMMGDjKS9Z0ku+1CXbpcPkWx/3JbFC3o/tmsxSxfcWsxTPLa9HzxG3LQoEURM9WJkvFSLUz/ToOqhwSp+BVwi3FBu8g0kAg2r4Bx6lMyBQ50DGu2IyUgOCJNhzaXEIiXImiX+kvJ7fJ62kofQ9WZnL35NLpdAdTU7oAcXKxUmgXUn5oJmYSkSSl+t9sUL0hsCSPD5HMcmA7DaJbaIFJucepSXMxBQ6sMcCvGaa1VXoYMIehymMVwuzqB5s8lsTlaQdreMZ2TDeyzBTYqHhsAXU5mJlgu7l4zWvwojtUZNdw3Duls13CNFo/hsWyuBjFZKAR6exEg1pOMCIwJ5eOMVe8xM5DsCIY52aLAxjaCaneo6JwNCes6VhxsceWvXzD1TpfIcKZW5kc3RyZWFtCmVuZG9iago0NyAwIG9iago8PCAvTGVuZ3RoIDE4IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDM2tFAwgMMUQ640AB3mA1IKZW5kc3RyZWFtCmVuZG9iago0OCAwIG9iago8PCAvTGVuZ3RoIDEzMyAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxFj0sOBCEIRPecoo7Axx/ncTLphXP/7YCdbhNjPYVUgbmCoT0uawOdFR8hGbbxt6mWjkVZPlR6UlYPyeCHrMbLIdygLPCCSSqGIVCLmBqRLWVut4DbNg2yspVTpY6wi6Mwj/a0bBUeX6JbInWSP4PEKi/c47odyKXWu96ii75/pAExCQplbmRzdHJlYW0KZW5kb2JqCjQ5IDAgb2JqCjw8IC9MZW5ndGggMjUxIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nC1RSXIDQQi7zyv0hGan32OXK4fk/9cIygcGDYtAdFrioIyfICxXvOWRq2jD3zMxgt8Fh34r121Y5EBUIEljUDWhdvF69B7YcZgJzJPWsAxmrA/8jCnc6MXhMRlnt9dl1BDsXa89mUHJrFzEJRMXTNVhI2cOP5kyLrRzPTcg50ZYl2GQblYaMxKONIVIIYWqm6TOBEESjK5GjTZyFPulL490hlWNqDHscy1tX89NOGvQ7Fis8uSUHl1xLicXL6wc9PU2AxdRaazyQEjA/W4P9XOyk994S+fOFtPje83J8sJUYMWb125ANtXi37yI4/uMr+fn+fwDX2BbiAplbmRzdHJlYW0KZW5kb2JqCjUwIDAgb2JqCjw8IC9MZW5ndGggMTc0IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE2QSQ5DIQxD95zCF6iEM8DnPL+qumjvv61DB3WB/OQgcDw80HEkLnRk6IyOK5sc48CzIGPi0Tj/ybg+xDFB3aItWJd2x9nMEnPCMjECtkbJ2TyiwA/HXAgSZJcfvsAgIl2P+VbzWZP0z7c73Y+6tGZfPaLAiewIxbABV4D9useBS8L5XtPklyolYxOH8oHqIlI2O6EQtVTscqqKs92bK3AV9PzRQ+7tBbUjPN8KZW5kc3RyZWFtCmVuZG9iago1MSAwIG9iago8PCAvTGVuZ3RoIDE0MSAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJw9j8EOwzAIQ+/5Cv9ApNgpoXxPp2qH7v+vI0u7C3oCY4yF0NAbqprDhmCb48XSJVRr+BTFQCU3yJlgDqWk0h1HkXpiOBhcHrQbjuKx6PoRu5JmfdDGQrolaIB7rFNp3KZxE8QdNQXqKeqco7wQuZ+pZ9g0kt00s5JzuA2/e89T1/+nq7zL+QW9dy7+CmVuZHN0cmVhbQplbmRvYmoKNTIgMCBvYmoKPDwgL0xlbmd0aCAyMTUgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicNVE5DgMhDOz3Ff5AJIwveE+iKM3+v82M0VYewVyGtJQhmfJSk6gh5VM+epkunLrc18xqNOeWtC1zgLi2vC+tksCJZoiDwWmYuAGaPAFD19GoUUMXHtDUpVMosNwEPoq3bg/dY7WBl7Yh54kgYigZLEHNqUUTFm3PJ6Q1v16LG96X7d3IU6XGlhiBBgFWOBzX6NfwlT1PJtF0FTLUqzXLGAkTRSI8+Y6m1RPrWjTSMhLUxhGsagO8O/0wTgAAE3HLAmSfSpSz5MRvsfSzBlf6/gGfR1SWCmVuZHN0cmVhbQplbmRvYmoKMTkgMCBvYmoKPDwgL1R5cGUgL0ZvbnQgL0Jhc2VGb250IC9CTVFRRFYrRGVqYVZ1U2FucyAvRmlyc3RDaGFyIDAgL0xhc3RDaGFyIDI1NQovRm9udERlc2NyaXB0b3IgMTggMCBSIC9TdWJ0eXBlIC9UeXBlMyAvTmFtZSAvQk1RUURWK0RlamFWdVNhbnMKL0ZvbnRCQm94IFsgLTEwMjEgLTQ2MyAxNzk0IDEyMzMgXSAvRm9udE1hdHJpeCBbIDAuMDAxIDAgMCAwLjAwMSAwIDAgXQovQ2hhclByb2NzIDIwIDAgUgovRW5jb2RpbmcgPDwgL1R5cGUgL0VuY29kaW5nCi9EaWZmZXJlbmNlcyBbIDMyIC9zcGFjZSA0NiAvcGVyaW9kIDQ4IC96ZXJvIC9vbmUgL3R3byA1MiAvZm91ciA1NCAvc2l4IDU2IC9laWdodCAvbmluZQovY29sb24gNjYgL0IgL0MgODMgL1MgODYgL1YgOTcgL2EgL2IgL2MgL2QgL2UgL2YgL2cgMTA1IC9pIDEwOCAvbCAvbSAvbiAvbwovcCAxMTQgL3IgL3MgL3QgL3UgMTIxIC95IF0KPj4KL1dpZHRocyAxNyAwIFIgPj4KZW5kb2JqCjE4IDAgb2JqCjw8IC9UeXBlIC9Gb250RGVzY3JpcHRvciAvRm9udE5hbWUgL0JNUVFEVitEZWphVnVTYW5zIC9GbGFncyAzMgovRm9udEJCb3ggWyAtMTAyMSAtNDYzIDE3OTQgMTIzMyBdIC9Bc2NlbnQgOTI5IC9EZXNjZW50IC0yMzYgL0NhcEhlaWdodCAwCi9YSGVpZ2h0IDAgL0l0YWxpY0FuZ2xlIDAgL1N0ZW1WIDAgL01heFdpZHRoIDEzNDIgPj4KZW5kb2JqCjE3IDAgb2JqClsgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAKNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCAzMTggNDAxIDQ2MCA4MzggNjM2Cjk1MCA3ODAgMjc1IDM5MCAzOTAgNTAwIDgzOCAzMTggMzYxIDMxOCAzMzcgNjM2IDYzNiA2MzYgNjM2IDYzNiA2MzYgNjM2IDYzNgo2MzYgNjM2IDMzNyAzMzcgODM4IDgzOCA4MzggNTMxIDEwMDAgNjg0IDY4NiA2OTggNzcwIDYzMiA1NzUgNzc1IDc1MiAyOTUKMjk1IDY1NiA1NTcgODYzIDc0OCA3ODcgNjAzIDc4NyA2OTUgNjM1IDYxMSA3MzIgNjg0IDk4OSA2ODUgNjExIDY4NSAzOTAgMzM3CjM5MCA4MzggNTAwIDUwMCA2MTMgNjM1IDU1MCA2MzUgNjE1IDM1MiA2MzUgNjM0IDI3OCAyNzggNTc5IDI3OCA5NzQgNjM0IDYxMgo2MzUgNjM1IDQxMSA1MjEgMzkyIDYzNCA1OTIgODE4IDU5MiA1OTIgNTI1IDYzNiAzMzcgNjM2IDgzOCA2MDAgNjM2IDYwMCAzMTgKMzUyIDUxOCAxMDAwIDUwMCA1MDAgNTAwIDEzNDIgNjM1IDQwMCAxMDcwIDYwMCA2ODUgNjAwIDYwMCAzMTggMzE4IDUxOCA1MTgKNTkwIDUwMCAxMDAwIDUwMCAxMDAwIDUyMSA0MDAgMTAyMyA2MDAgNTI1IDYxMSAzMTggNDAxIDYzNiA2MzYgNjM2IDYzNiAzMzcKNTAwIDUwMCAxMDAwIDQ3MSA2MTIgODM4IDM2MSAxMDAwIDUwMCA1MDAgODM4IDQwMSA0MDEgNTAwIDYzNiA2MzYgMzE4IDUwMAo0MDEgNDcxIDYxMiA5NjkgOTY5IDk2OSA1MzEgNjg0IDY4NCA2ODQgNjg0IDY4NCA2ODQgOTc0IDY5OCA2MzIgNjMyIDYzMiA2MzIKMjk1IDI5NSAyOTUgMjk1IDc3NSA3NDggNzg3IDc4NyA3ODcgNzg3IDc4NyA4MzggNzg3IDczMiA3MzIgNzMyIDczMiA2MTEgNjA1CjYzMCA2MTMgNjEzIDYxMyA2MTMgNjEzIDYxMyA5ODIgNTUwIDYxNSA2MTUgNjE1IDYxNSAyNzggMjc4IDI3OCAyNzggNjEyIDYzNAo2MTIgNjEyIDYxMiA2MTIgNjEyIDgzOCA2MTIgNjM0IDYzNCA2MzQgNjM0IDU5MiA2MzUgNTkyIF0KZW5kb2JqCjIwIDAgb2JqCjw8IC9CIDIxIDAgUiAvQyAyMiAwIFIgL1MgMjMgMCBSIC9WIDI0IDAgUiAvYSAyNSAwIFIgL2IgMjYgMCBSIC9jIDI3IDAgUgovY29sb24gMjggMCBSIC9kIDI5IDAgUiAvZSAzMCAwIFIgL2VpZ2h0IDMxIDAgUiAvZiAzMiAwIFIgL2ZvdXIgMzMgMCBSCi9nIDM0IDAgUiAvaSAzNSAwIFIgL2wgMzYgMCBSIC9tIDM3IDAgUiAvbiAzOCAwIFIgL25pbmUgMzkgMCBSIC9vIDQwIDAgUgovb25lIDQxIDAgUiAvcCA0MiAwIFIgL3BlcmlvZCA0MyAwIFIgL3IgNDQgMCBSIC9zIDQ1IDAgUiAvc2l4IDQ2IDAgUgovc3BhY2UgNDcgMCBSIC90IDQ4IDAgUiAvdHdvIDQ5IDAgUiAvdSA1MCAwIFIgL3kgNTEgMCBSIC96ZXJvIDUyIDAgUiA+PgplbmRvYmoKMyAwIG9iago8PCAvRjEgMTkgMCBSID4+CmVuZG9iago0IDAgb2JqCjw8IC9BMSA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwIC9jYSAxID4+Ci9BMiA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwLjQgL2NhIDAuNCA+PgovQTMgPDwgL1R5cGUgL0V4dEdTdGF0ZSAvQ0EgMSAvY2EgMSA+PiA+PgplbmRvYmoKNSAwIG9iago8PCA+PgplbmRvYmoKNiAwIG9iago8PCA+PgplbmRvYmoKNyAwIG9iago8PCAvTTAgMTMgMCBSIC9NMSAxNCAwIFIgL00yIDE1IDAgUiAvTTMgMTYgMCBSID4+CmVuZG9iagoxMyAwIG9iago8PCAvVHlwZSAvWE9iamVjdCAvU3VidHlwZSAvRm9ybSAvQkJveCBbIC0wLjUgLTAuNSAwLjUgMC41IF0gL0xlbmd0aCAxMzQKL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicbZBBDoQwCEX3nKIX+A0tMo1X8Bomxkwy99+OqCXBuiHlw38FSvoSp4WOAM6afsS5SP1wvXLOVec2WzJNTUo7FFFRFZPu10peRTeYGc46UWefIV10ZPfcwEDuNW8OTIsrxZ8wmPCGxjAAwnzoUyMug3FbvF4F4/XwpONaYCfa6A+dM0oxCmVuZHN0cmVhbQplbmRvYmoKMTQgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtMC41IC0wLjUgMC41IDAuNSBdIC9MZW5ndGggMTM0Ci9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nG2QQQ6EMAhF95yiF/gNLTKNV/AaJsZMMvffjqglwboh5cN/BUr6EqeFjgDOmn7EuUj9cL1yzlXnNlsyTU1KOxRRURWT7tdKXkU3mBnOOlFnnyFddGT33MBA7jVvDkyLK8WfMJjwhsYwAMJ86FMjLoNxW7xeBeP18KTjWmAn2ugPnTNKMQplbmRzdHJlYW0KZW5kb2JqCjE1IDAgb2JqCjw8IC9UeXBlIC9YT2JqZWN0IC9TdWJ0eXBlIC9Gb3JtCi9CQm94IFsgLTUuNzA3MTA2NzgxMiAtNS43MDcxMDY3ODEyIDUuNzA3MTA2NzgxMiA1LjcwNzEwNjc4MTIgXSAvTGVuZ3RoIDEzNAovRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxtkLEOwyAMRHd/hX/gkAGBkzVjfiNLVan/vzap1AsRXhAc9jufs77FdJfzgCU3z+b6EUt58VZ8EC3V7nVdLqnX0q2cUrteTQ+hBtaxE6TdsF8LyfwmmIymfwNKLJqpvB4SuGKG4HbAbI95RjwyIAiJYBcYVoVgkwj5GOK8RDb5Ait4UOoKZW5kc3RyZWFtCmVuZG9iagoxNiAwIG9iago8PCAvVHlwZSAvWE9iamVjdCAvU3VidHlwZSAvRm9ybQovQkJveCBbIC01LjcwNzEwNjc4MTIgLTUuNzA3MTA2NzgxMiA1LjcwNzEwNjc4MTIgNS43MDcxMDY3ODEyIF0gL0xlbmd0aCAxMzQKL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicbZCxDsMgDER3f4V/4JABgZM1Y34jS1Wp/782qdQLEV4QHPY7n7O+xXSX84AlN8/m+hFLefFWfBAt1e51XS6p19KtnFK7Xk0PoQbWsROk3bBfC8n8JpiMpn8DSiyaqbweErhihuB2wGyPeUY8MiAIiWAXGFaFYJMI+RjivEQ2+QIreFDqCmVuZHN0cmVhbQplbmRvYmoKMiAwIG9iago8PCAvVHlwZSAvUGFnZXMgL0tpZHMgWyAxMSAwIFIgXSAvQ291bnQgMSA+PgplbmRvYmoKNTMgMCBvYmoKPDwgL0NyZWF0b3IgKE1hdHBsb3RsaWIgdjMuOC4zLCBodHRwczovL21hdHBsb3RsaWIub3JnKQovUHJvZHVjZXIgKE1hdHBsb3RsaWIgcGRmIGJhY2tlbmQgdjMuOC4zKQovQ3JlYXRpb25EYXRlIChEOjIwMjQwMzE1MTMxNDI5KzA0JzE4MDAnKSA+PgplbmRvYmoKeHJlZgowIDU0CjAwMDAwMDAwMDAgNjU1MzUgZiAKMDAwMDAwMDAxNiAwMDAwMCBuIAowMDAwMDU0MzQ4IDAwMDAwIG4gCjAwMDAwNTI5MzUgMDAwMDAgbiAKMDAwMDA1Mjk2NyAwMDAwMCBuIAowMDAwMDUzMTA5IDAwMDAwIG4gCjAwMDAwNTMxMzAgMDAwMDAgbiAKMDAwMDA1MzE1MSAwMDAwMCBuIAowMDAwMDAwMDY1IDAwMDAwIG4gCjAwMDAwMDAzNDEgMDAwMDAgbiAKMDAwMDA0MjA1OSAwMDAwMCBuIAowMDAwMDAwMjA4IDAwMDAwIG4gCjAwMDAwNDIwMzcgMDAwMDAgbiAKMDAwMDA1MzIxNiAwMDAwMCBuIAowMDAwMDUzNDgxIDAwMDAwIG4gCjAwMDAwNTM3NDYgMDAwMDAgbiAKMDAwMDA1NDA0NyAwMDAwMCBuIAowMDAwMDUxNTA4IDAwMDAwIG4gCjAwMDAwNTEzMDEgMDAwMDAgbiAKMDAwMDA1MDgyMCAwMDAwMCBuIAowMDAwMDUyNTYxIDAwMDAwIG4gCjAwMDAwNDIwNzkgMDAwMDAgbiAKMDAwMDA0MjQxNiAwMDAwMCBuIAowMDAwMDQyNzI0IDAwMDAwIG4gCjAwMDAwNDMxMzggMDAwMDAgbiAKMDAwMDA0MzI4MiAwMDAwMCBuIAowMDAwMDQzNjYyIDAwMDAwIG4gCjAwMDAwNDM5NzkgMDAwMDAgbiAKMDAwMDA0NDI4NCAwMDAwMCBuIAowMDAwMDQ0NDI5IDAwMDAwIG4gCjAwMDAwNDQ3MzMgMDAwMDAgbiAKMDAwMDA0NTA1NSAwMDAwMCBuIAowMDAwMDQ1NTIzIDAwMDAwIG4gCjAwMDAwNDU3MzIgMDAwMDAgbiAKMDAwMDA0NTg5OCAwMDAwMCBuIAowMDAwMDQ2MzEyIDAwMDAwIG4gCjAwMDAwNDY0NTYgMDAwMDAgbiAKMDAwMDA0NjU3NSAwMDAwMCBuIAowMDAwMDQ2OTA2IDAwMDAwIG4gCjAwMDAwNDcxNDIgMDAwMDAgbiAKMDAwMDA0NzUzNyAwMDAwMCBuIAowMDAwMDQ3ODI4IDAwMDAwIG4gCjAwMDAwNDc5ODMgMDAwMDAgbiAKMDAwMDA0ODI5NSAwMDAwMCBuIAowMDAwMDQ4NDE4IDAwMDAwIG4gCjAwMDAwNDg2NTEgMDAwMDAgbiAKMDAwMDA0OTA1OCAwMDAwMCBuIAowMDAwMDQ5NDUxIDAwMDAwIG4gCjAwMDAwNDk1NDEgMDAwMDAgbiAKMDAwMDA0OTc0NyAwMDAwMCBuIAowMDAwMDUwMDcxIDAwMDAwIG4gCjAwMDAwNTAzMTggMDAwMDAgbiAKMDAwMDA1MDUzMiAwMDAwMCBuIAowMDAwMDU0NDA4IDAwMDAwIG4gCnRyYWlsZXIKPDwgL1NpemUgNTQgL1Jvb3QgMSAwIFIgL0luZm8gNTMgMCBSID4+CnN0YXJ0eHJlZgo1NDU2NwolJUVPRgo=",
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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": {
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",
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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": {
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",
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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": {
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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",
"![\"ml\"](\"https://raw.githubusercontent.com/fum-cs/machine-learning/main/notebooks/img/07_r2.png\")
"
]
},
{
"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": {
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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": [
"![\"ml\"](\"https://raw.githubusercontent.com/fum-cs/machine-learning/main/notebooks/img/03_bias_variance.png\")
"
]
},
{
"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",
"![\"ml\"](\"https://raw.githubusercontent.com/fum-cs/machine-learning/main/notebooks/img/03_Bias-Variance-Tradeoff.png\")
"
]
},
{
"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": [
{
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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",
"![\"ml\"](\"https://raw.githubusercontent.com/fum-cs/machine-learning/main/notebooks/img/03_Bias-Variance-Flowchart.png\")
"
]
},
{
"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",
"![\"ml\"](\"https://raw.githubusercontent.com/fum-cs/machine-learning/main/notebooks/img/gridvsrandom.png\")
"
]
},
{
"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": [
{
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",
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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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"text/plain": [
""
]
},
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],
"source": [
"mglearn.plots.plot_threefold_split()"
]
},
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"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"
]
}
],
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