697 lines
1.6 MiB
697 lines
1.6 MiB
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 41,
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"metadata": {
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"id": "8bPV9aEwTKC8"
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},
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"outputs": [],
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"source": [
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"import numpy as np\n",
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"from matplotlib import pyplot as plt, markers"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 42,
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"metadata": {
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"id": "jFHJbjkfeepf"
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},
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"outputs": [],
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"source": [
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"RANDOM_SEED = 0x0"
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]
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},
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{
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"attachments": {},
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"cell_type": "markdown",
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"metadata": {
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"id": "PeKVmElId1GV"
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},
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"source": [
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"# TASK 1 (3 Points): K-Means using scikit-learn"
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]
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},
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{
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"attachments": {},
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"cell_type": "markdown",
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"metadata": {
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"id": "mxVgesOod7-p"
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},
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"source": [
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"First we will generate some data. The variable `X` will contain the data used in this section."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 43,
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"metadata": {
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"id": "8x-oK1d5eDS9"
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},
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"outputs": [],
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"source": [
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"from sklearn.datasets import make_blobs"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 44,
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"metadata": {
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"id": "nVE6ffy8eM_L"
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},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"<matplotlib.collections.PathCollection at 0x7fd8f6f10850>"
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]
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},
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"execution_count": 44,
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"metadata": {},
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"output_type": "execute_result"
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},
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"X, _ = make_blobs(\n",
|
|
" n_samples=300,\n",
|
|
" centers=4,\n",
|
|
" cluster_std=.6,\n",
|
|
" random_state=RANDOM_SEED,\n",
|
|
")\n",
|
|
"\n",
|
|
"plt.scatter(X[:, 0], X[:, 1], s=50)"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {},
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"id": "zCIJgMccfP62"
|
|
},
|
|
"source": [
|
|
"### Task 1a\n",
|
|
"\n",
|
|
"Cluster the above data using the K-Means implementation provided by scikit-learn.\n",
|
|
"Refer to the official documentation: <https://scikit-learn.org/stable/modules/generated/sklearn.cluster.KMeans.html>\n",
|
|
"\n",
|
|
"* create an instance of the class `sklearn.cluster.KMeans`\n",
|
|
"* choose a suitable value for the `n_clusters` parameter\n",
|
|
"* call the `.fit` method to compute the clustering\n",
|
|
"* call the `.predict` method to get cluster labels for each data point"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 45,
|
|
"metadata": {
|
|
"id": "2GhgP1ZSjdcW"
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"from sklearn.cluster import KMeans"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 46,
|
|
"metadata": {
|
|
"id": "VU-xKgpsgfz1"
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"kmeans = KMeans(n_clusters=4, n_init='auto')\n",
|
|
"kmeans.fit(X)\n",
|
|
"prediction = kmeans.predict(X)\n",
|
|
"display()"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {},
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"id": "eXYqBlltiBmb"
|
|
},
|
|
"source": [
|
|
"### Task 1b\n",
|
|
"\n",
|
|
"Visualize the resulting clustering.\n",
|
|
"\n",
|
|
"* use the `plt.scatter` function (see: <https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.scatter.html>)\n",
|
|
"* set the color parameter `c` to the cluster labels you computed above\n",
|
|
"\n",
|
|
"* Optional: also plot the cluster centers (hint: call `plt.scatter` a second time, the cluster centers are stored in the `.cluster_centers_` member of the `KMeans` object)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 47,
|
|
"metadata": {
|
|
"id": "sXOm6omAg83G"
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.collections.PathCollection at 0x7fd90a5f9410>"
|
|
]
|
|
},
|
|
"execution_count": 47,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.scatter(X[:, 0], X[:, 1], s=50, c=prediction)\n",
|
|
"plt.scatter(kmeans.cluster_centers_[:, 0], kmeans.cluster_centers_[:, 1], s=50, marker=\"x\", c=\"red\")"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {},
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"id": "21Kp9bM8jTbv"
|
|
},
|
|
"source": [
|
|
"### Task 1c\n",
|
|
"\n",
|
|
"Try different numbers of clusters and print the average silhouette scores using\n",
|
|
"`sklearn.metrics.silhouette_score`. Refer to the documentation: <https://scikit-learn.org/stable/modules/generated/sklearn.metrics.silhouette_score.html#sklearn.metrics.silhouette_score>\n",
|
|
"\n",
|
|
"* What does the silhouette score tell you?\n",
|
|
"* What conclusions do you draw from the numbers?\n"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {},
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"_Partitioning the points into 4 clusters seems to yield the best results (see below)._"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 48,
|
|
"metadata": {
|
|
"id": "s5zTrdAIjrnA"
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"from sklearn.metrics import silhouette_score"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 49,
|
|
"metadata": {
|
|
"id": "sjDFRRvJjwZm"
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"2: 0.5426422297358302\n",
|
|
"3: 0.5890390393551768\n",
|
|
"4: 0.6819938690643478\n",
|
|
"5: 0.5769760250964397\n",
|
|
"6: 0.48062062881761086\n",
|
|
"7: 0.42347350274100487\n",
|
|
"8: 0.3918460532721257\n",
|
|
"9: 0.3822158660000981\n",
|
|
"10: 0.3489077065643289\n",
|
|
"11: 0.3514813699844034\n",
|
|
"12: 0.3459135250760061\n",
|
|
"13: 0.36579936997446943\n",
|
|
"14: 0.34922324623239426\n",
|
|
"15: 0.35848175449191255\n",
|
|
"16: 0.31167259664840213\n",
|
|
"17: 0.350269904805511\n",
|
|
"18: 0.35175163610875726\n",
|
|
"19: 0.37261697841543334\n",
|
|
"20: 0.35672042043457564\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
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"image/png": 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",
|
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"text/plain": [
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|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
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},
|
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{
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"data": {
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
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"image/png": 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BRVnpdk0Irty7ncdWL+SXNz7g4TtuLG/js0k38NC030neu59vpn/Ox8OuYkGXM9t4Xxozgiu6tKvj34UzcopK+H3HPhbvO0JeSSlNQoK4sXcXRnZqS/9WsVzfsxNzdx6odjSqrEz845cPqrf+KYpycVKBhZcGNm5BkMnH7Td9gOtadmmAHtWcI6BwP/QvBNh0e/13yEsFJaUep8/WpaSg1EK40Uhcehb/+GkBui6rvPuyEMuuSyYN6EWzAF9u/P5DgjLT+fvr/4Yrh0KsY6FjiJ8vP1w5iNJXnsEvM52n1i0h6bKRDOzUllv6dqNxiOstx1JKtsYnMm/3IXKLignx9+Xqbh3o27KZ21GOtUdO8NiMPyipUJ/keEY2a4/G0zw8hK8n38yrN15BZKA/0zbsxGqvXCa+Z2wMb42tXZl4RVGU6qjAwks+BiOTO/Thk73rnD6SNQQBJjM3teraYP2SUpJrcewCCDb7erR4r21whEcPZquu0y7k3MzD5xWXMGfnAfYmpiKRdI6J5oaenQn198Vs9DyXhEETBPo4so3+uGknkqpBRUWaEOxJTOGWG0bxxzsfcfVjDxIaF4d9+HAMq1Y5gouEBLQRl+GXcBJat6bZypXMjPVsd0Vybj6P/DiHA8npGDSBLiWa0Ji1ZQ8doiP53+3X0zS0+lXX+xJTefjHOdh0vXLJ+9N/mIk5edz5zU/MeWQS/7hyGPcN68fCvYdJzs3H32Ti0o6tK6UlVxRFqUtqu2kNWHU7D6/+lWWJR4HK3/k1wKgZ6BkZQ6ndRrDZl6ubd+S6lp3rZetpkc3CD4d38N2hrSQVObJORvsFckf7S5jU4RKXqbvTiwsZ+NvHThM1lfE3mth68+P4GU112nd3pm/axZsLV2G12csDJf10ufSnrhhKblEJn3tQql0TcFXX9rw7/hoA+r36Kfle5LnQhKBJXg7ffP8JzbMzyWrchKBZszDdNRni4qB1a1i5snwkw53c4hLGfvYjybn51S4ANWiCRkGB/PLwRML8q06nPfrjXFYeinP55yaA566+lEkDe3n4LhVFUVxT203rkUkz8Pmwm3ml31W0CY4oP24WGoEmHyy6nW3pp9iVmcza5OM8t2kBg377H1vTnO9MqImc0mJuXjSNN3asKA8qAFKLC3h312puWDiVDBcLSKP8Aniw80C39/lHj+ENHlTM3rKb//65HIvNjsSxhdcuHaMMVrvOmwtWMXX9No/a0iXcOciRmlxK6VVQ4bhekhgUwp23P8zJ0AjCU5IxDR9Wo6AC4MeNO0nKqT6oAMc0TGpeQbXbZDMLilh+6JjbYBBgxuZdHvdJURSlrqjAooYMmsaEdr1YfO19bLrpb8y/+m6i/AMptFmAMwWsyj7+8y2l3LF8JkdzXVfq9MaT6+dyJDe92kF9HUl8fjaPrPnNZRtP9RjGA50HIHAk9iqjCYFBCJ7peRmTO/Spsz57oshi5c2Fq92eV2K1edReiJ8P3Zs1Bhw5G4J8azZylBISxjPXT6h8cNo0r4IKXfcsdbh+OsW4/azCbok5eR5NX0kgMbvmdVMURVFqSq2xqCUhBI38AplzfB9JhXlO5+11JBbdxv/2ruf9wdfV+r7HcjNZmRTn8hy7lGxOS2BfVgpdwhtXe44mBM/2uozb2/VixtFdHMhORQA9ImO4tW1PGvk5FvfpUrIu5QR7MpORQNfwaIY2ae1VIiZPLdx7mCKLtQ5brNzHLjHRbIxLcHKuc41zs3lzzvTKBydN8mrEIq+klIwCz7YsZxUWk1NUQkSgf/kxb2qUmLxYg6IoilJXvAos7HY7//d//8cPP/xASkoKMTExTJ48mRdeeOGizt53qiCHt3audLu/wi4lf8Yf4D99ryDYw22rzsw7eQCDEG6HxA1C44/4A04DizLNAkN5uufwal9bnRzH85sWcqowt3xUwy4lTfyDeKXfVYxo2haAtOICZh/bxeGcdAxCo11IJF3DGxPq40fH0EbVPhT3Z6VyLC8Tg6ZxSWRTov2DOJiSjlHTPCrD7o4AmlTYnSGlJCUv3+t2Gudm8920T2mek8nJ0AieuX4Cb82dTmxcHFx6qcfBhYfJOiucX/mCNo3CCQ/wI8tNXRODJhjcpoV3N1MURakDXgUWb775Jp999hnfffcdXbp0YevWrdx1112EhITw2GOP1Vcfz2t5lhLGL/4Bm5tcEGVsUudUYS6daxlYZJUWIRC42y4qgOxSz74hV2dl4jHuWflT+XRLxUAmpSife1f+xKdDb2JPVgqf798AOB7eZ/cq3MeP29v35uEug/AxGFmbfJw3dqxgX4VibZoQXNmsPeF63W2BlMD4vt3Kf84uKuZERo5XbZwdVNw56WFSQsK4b/JjLJzznWOthYfBRZCvDy0iQjmZmePyT04ATcOCCfWv/PfEZDAwoX9PPl2x0eV0il2X3D6wp6dvUVEUpc54FVisX7+e66+/nmuucayub9myJTNmzGDz5s310rkLwYyjO0ktLvDqGrNW+yHqMLOfmw2TDhIINdcsUZdVt/P0xnlOt2aWFft6Yt0cSt3kucgqLeaTPetZl3KCO9pdwpPr/6jSqi4li08dxt9gxqqB0Gs3CqYJiAjw51RWLk//tABfk5GuTaO9asNkt/HNj59XCSo0IQjp0M4RTFx6qSO4GDkS9uwBs/M1HEIIbh/Qk9fmrXR9YwETB/SqdiTwniF9WHvkBLtPpTgNLu4afAl9z8o0qiiK0hC8Wrw5aNAgli1bxuHDhwHYtWsXa9euZfTo0U6vKS0tJS8vr9J/fyU/HN6O7sEDvkyUbwAtg8Jrfd9rW3T2aGeAXeqMaVm1sqYnlp06SkZJoct3J8FtUFFGR7I9PZGnNvzhNFixS0mR3YJsaqe2k2sGTSO9oIjvNjjSdv+2Yx//N3eZV21YDUY+Hn4Vx8OjyoMKcARBE/r3cIxQrFwJ7dvDyy+7DCrKjLukG92bNXa5PkVK+GjpOv5v7jKOpmVWes3XZOSbyTczoX8PfM8qXBYZ6M8L11zG01cO9ep9Koqi1BWvRiyeffZZ8vLy6NixIwaDAbvdzquvvsrEiROdXvP666/zn//8p9YdPR+tSDzKqcJcj8/XEExqfwlGrfabcdqERDC8SWvWphx3GmAYhKB3ZFO6ullf4czW9ASMQvN4mscTZVtHXbFLid3Pho9JQ7NqXoRtlVntjn6Xb+v0sqGyiaYFXXqxtGO38logBiHo0jSa0V07OE6MjXU7UlGRj8nI15Nv5qU5S1mw93D5vc7+fSm22vh52x5+2baXd8dfXSk9uJ/ZxPPXXMbjlw9iQ1wChaUWGgUH0K9lLEaD2uylKMq541WCrJkzZ/L000/z9ttv06VLF3bu3MkTTzzBe++9x5133lntNaWlpZSWnskbkJeXR2xs7AWdIAvgs30beGvnSq+u6Rgaxa9X3llnOSGyS4u4bcl0juRmVBk10YSgRWAYs0bdTpRfQI3a/8/WJUw7vM2jkZG6JoDbY3uzYsMJMgqKyoOxuljQ6Qmz0UCYvx+peQUYNA0pJUI4gpTBbVvw3vir66R4V0puPt+s3ca0jTucniMATRP88tBEOjSOqvU9nZFSsv1kErO37GF/choGIejbqhm39u1Om0YR7huooVKrjSNpGVjtOrHhIUQG1uzvq6Io9cvTBFlejVg8/fTTPPvss9x6660AdOvWjfj4eF5//XWngYWPjw8+Ps6zP16IViUd8zqo8DUYmTXy9jpNNBXm488vV97BtMPb+f7wVpKLHLsdGvkGckeHS5jUvneNd59klhRxLC/znAQVAAJBy0ZhrPjHKP7cd4A5J/ZTpFuw5UkOHE33uEZITVlsdi7r0Jrh7Vux7OCx0yMCgVzfsxOdmjSqs/s0DgkiLb+gvOhZdcqOfrd+O6/ddGWd3buiUquNp39ewJL9Ryv15Wh6Jj9s3MkDw/rx+MhBdbr7K7+klM9XbWL2lj0UlDryv2hCMKJjax65bCAdm9RfEKUoSv3xKrAoKipCO2sY32AwoDfQt8jzxZQDm9GEcJvkqIwAHus2hGCfui9PHWAy82CXATzQuT/ZpcVIHFVVa5NfIrEwl3GLfyC12PttmXVFR9LYP5gXty5i9rHd6FLHIBxFtEzSfHpHTP2auWU3raPC+e8No+rtHkUWK0v2H3X7d8muS/7cfZCXrx9VL1Md//59CctOl1mvGOCU/fqL1ZsJ9vPh7iF1kywtt7iE26fMIi4ju9J716VkxcE4Vh85wZQ7bqJfK7UAVVEuNF59Qo0ZM4ZXX32VefPmceLECX777Tfee+89brzxxvrq33knt7SYdSknvAoqekbGcFc9Z68UQhDu60+Er3+tggopJQ+t/pW04gKP32N9JMnyN5h4duN8ZhzdiV06JnpsUkc3Suwhdo92xNSFKWu2VMl+WZdyioo9/n222vXyb/Z1KS49iz92H3Tbj09XbKS4jhKX/ffP5Rw/K6goY5cSm13n0elz6zhRmqIoDcGrwOLjjz9m7NixPPzww3Tq1Il//OMfPPDAA/z3v/+tr/6dd/I8KJde0c2tu/HD5bfh28C1NrxmcTywdmYmsScr5XRJ9TNMNufpswc2au7VraJ83c+hF9mtTkvT26Jt6P56tcGFEBDgY66z8Yz0/EK2xSfWqo0DyWnM33OIJfuPklFQiJSSJfuPMvmbnxn13jcetyME+Jvr/u/RL9v3YvAgc1fh6dGV2krPL2TBnsMup9n00zVd5u85VOv7KYrSsLyaCgkKCuKDDz7ggw8+qKfunP9CzL4epKVyMGsG3hxwTb18o69Ts2bBiy/C0qXMTz9cZSdIk8wcfnj9G94bO5J5A7pXuXxdajy3te3J/JMHy0u3n60sS2j38CbszkquXX81sMZaMeQaMOeYkKdv2TQ0mIkDetKxcRR3T/2ldveowNMU3GdbdzSedxev5UByWvkxTTjWVSTl5GPwYjrNoAmGt2/lVal4TyVk5aI7Wd9RkVHTSMjKqfX91hzxbMRPCFi6/yhjL+la63sqitJwVK0QLwWbfRke04Y1ya7LVhuE4LqWnc//oMJicQQVhw/DpZci3vt3pZebZOYw49WvaJGWxVM/L2Vxn85Yz8qdoCHYnZnMppv+xuKEw+zNSuFwTjpHczPJLC3E12ji8qZt6RQWzX+3La2bfguwh9opDrUzb/TdtAmKwMd0pl99WjZl64najTSUCfb1ITWvgPVH4ym22ogJDWJw2xaYXNTtWLT3ME/Omnd2mRJ0CUk5jrUr3iyMteuSOwf1rlH/3fExGhFC4G6DmC4lZmPtPzIKSy0e3U9KvK5EqyjKuacCixp4oHN/ViUdc3mOBO7q0LdhOlQbZjMsXVqePfLhR59nwT8ncSo8pFJQEd8onNufu7tKUAGOhZb7slNJLy5gTMvOThNyTV4+y6P6Jt7ShKgUVAC8dO3ljPnk+1q3HehjZvbWPSw7cAxdyvLRqogAPx4ZMZBb+3avslMip6iEZ35ZCFDr3Stli4SfvnIo/Vp5XkXVG4PaNOfP3QfdnqdLyaC23k17VSc6ONBtUAGO4LxJaJDb8xRFOb+oTDo1MCC6BS/3vfJ0qfGzdskIDU0I3h80hs7h3qWPPmfKske2bk3oqSR+eGUKvQ/HVwoqbnv+XpIjQl02k+NkGgQci0JdJfOqKR+DkdjAqv1qGx1B35bNaj1ipAnB8oPHyofuy3qfWVjMy38s55PlG6pc89uOfVhs9jpZXtqnZVO+mHRDne3GqM7obh0I8vXB1W+VQQi6NY2mS0zt/04Pb9+KQB/3ycTsUnJjry61vp+iKA1LBRY1dHv73vx8xSRGx3YoDy5MmoEbWnbmj6vu4rqWF9gH4ungIqdZDC3Ssvjl5S+8CioAInzPlPfWpWRj6klmHt3Jtwe38Nja3+s8qDAIwc2tuhFgqv4h9eKYEfibTeUVWattQxNVFi6W/dQkJIjCUovT/BIAn67cxMHk9ErH1hw5Ueugol2jCNY8cz/f3T2OYe1b1bI113xNRt4bfzWaENUGYgYhCPAx8+bNV9XJ/XxMRu4b6no0z6AJOjVpxMDWtR8hURSlYampkFroHdWM3lHNsOk6RTYLAUYzBg/SdVvsdhYmHOTHIzuIy8vCrBkYFtOaSe16n9NRDlvTpjzxwM1M/ffH5ceeenCcR0EFwNHcTJr4BzMv/gBv7lhBghfpzr2lIQgy+fBQl4FOz2nbKILp993Cv35bzN7EVDQhyrNnhvj58uSowfRuHsNXa7Yyf8+h8qyezSNCGdenGx8tW+++LL0mmLF5F/+5fmT5sRKr8x00nhCnF3g2ZAbKIe1aMvWusby9aA27T6Wc6cvp1569ejgtI8Lq7H73Du1LUm4es7bsqZSQSwjH9FHLiDC+mHQDmrd15hVFOee8SuldFzxNCfpXlVFSyB3LZnIgJ61Ski2D0LBLnSe6DeHx7rUvICWlZENqPNMOb2dXZhICQa/IGHpGxLAp7STrU+Ox6jotgkK5vV1vbm7djZITxykcMpgWaVnl7Xg6YqEhGBbTmlHN2vH85oW17r87sQEhfH3ZeNqFRHp0/r6kVDYfP4XFZqdlRCiXdWxTaYdFYamFtLwCfExGmoQEsf7YSe797leP2m4aGszSv99T/vNzvyzkj90HXY50uPPKDaO4+RzthjicksHh1Aw0TdAjtglNQ+vn36mUks3HT/Hjxp1siDuJTddpFRnGhP49ubZ7R3xN6nuPopxPPH1+q8CiAelScv2CbzmQk+bym/DzvUZwb+f+Nb5Pqd3GE+vmsjDhUHnAAlS7Tbbs+2DvYp3pr07BfCKe+EbhPPXgON77/CevpkPE6f/qMw+rSTPwr94jmNSut0ejQzW18lAcD/0wx6NzGwUFsOqf95f/vC0+kdu/ml2r+w9p24LJgy9hcNsWtWpHURSlrnj6/FZrLBrQ6qQ49manuh1ef3XHcp7buIBSe82G1F/csohFCY7EQhUTXVV3Vwk0zszhveffw3winsToSCY8fy/b27fgtufvJb5ROC3Sspjx6lc0ycxxeV/p5B51waQZmNyhD8vHPMDkDn3qNagAaBnp2bC/JgSto8IrHevdPIYBrWNrtXB0Q5xjxOS9xWs92kGhKIpyvlCBRQOadWyXy4WElc/dyb0rf8Kq2726x6mCXH46ttvjB7zJZuOH17+h+emRie++eLt8ZCI5IrRScPHD69+4zMDpaeKwmrDqdlKL8glyslCzrrWMCOOSFk3dBge6lNzat3LSMCEEH982hj4tmwJUWhxa9ushbVsSFeR8DUXZNMqUNVv4fcf+Gr0HRVGUc0EFFg0ooSDH450RElibcoLfju/16h6/Ht/jVQVKq9HIe2NHEtc4kttfuI+4kAB6RZ55oJYFF3GNI3lv7Mhq81iAY41ISA0rqXpqUcIhxi/5wWmq77r2xMhBCFElx1U5gxB0bRrNiE5tqrwW6OvDt5PHMuWOG7m0Q2taRoTStlEEtw/oxYInJjPlzhuZ2L+n2z4I4MvVm9WohaIoFwy1OqoB+Xv5bVsA3x7cyvg2PTy+JrEwDw2B7sXYwbwB3cszaoYVFzBj5ERe3LKI30/sQ5eS5IhQrnrjMadBhcCxmr93ZFNWuclIWhs6cDQvkyn7N/FUj2H1co+K+rRsxse3jeGp2fMptdrKf0fLdjF0a9aYT2+/3mkGTk0TDGnXkiHtWlb7+tydB9z2QQInMrLZdyqVrrGNa/ZGFEVRGpAKLBrQqGbt2JqW4PEjXwIHc9IosVnxNZoosJby+/F9zD62i5SifAJNPlzdvCMT2vUiJsCxkMavhimXrUYjAggy+RBgMvPuoDGMadGJe1b9jC6l06ACHKMVnw29iSCTD8vdZCT1mi7xP2HFlGlHGqGotZkfjmzn0a6DMbtIqV2lGV1n++pD/DltHUf2JqAJQZe+rbl20mC69G3tdJTnso5tWPX0ffy+cz8rDsZRZLESGxbC2D5d6d8q1qvRobNlFrquQeKTXkrQgXwCEop4+oc3CQ7z54rx/bl20hCim4W7vFZRFOVcUbtCGlB2aREDf/2EUi/XTewZ/xTJRflMXDqd9JLCSmsZNCHQELw/+DqubdGJVUnHmLyi5jsSXul7JRPbO2pSTF4xi7XJ7rNlPtl9KI91G4KUkjuXz2RdarzbIlMajhGICB9/Mkurf8AG7S4halEB5pwKC1AFFHQy88EHD9CnfWuP3lNpiYVXH5rKlhUH0Awaut3RnsGgYbfrjBrbl8ffvBWDoWFnBq98/xtOZlWf6yN4Xx7h23OQAkSF30rNIDD7mHj52/vp1r/qFIyiKEp9UbtCzkNhPv58NOQGr3YLNPINxGq3M2HpdLJOP4ArPrJ1KbFLncfXzWFLWgJDm7QmNiDE6x0JGoJAk5nrWzkyhqYU5bM6yf20hgAWnnTsQBFC8OmwmxjSuCVQOd15WW+Mp/tVFiq0Dg5HQ1RZxxC6sYims/Iw5VTevCokBB608PbEb8lIyfHovX3wz1lsXeWohVEWVADYT/966S9b+PbNPz1qqy5d071jtX9OfglFhG/PASoHFQC6XVJaYuXFu74kM7X+EpApiqLUlAosGtgVse2ZfvkEGvu7L66kIZjUoTez43aTWVLo9CEvcTy4P9m7Du30w92seVde26RpTBk+lkCTD+BYaOrJUJYEThbklP8caPJh6mW3MHvU7Yxp0Ylu4Y3pE9WM61p2xig05FkhxPaMxCrrQYw5dqL/LACqXzgpdCjIKuKL//zmtn+n4tJYOXc70kWyKilhzrerycsudNteXRrfpxtGTavyHkP25Ln8vZe6xFJiZf6P6+uze4qiKDWiAotzoH90c+ZcNZlQs6/TPwCDEDQJCOL2dr2ZcWSH24e8XUrWJB8npSifruGNmTbiVo/7E2Ty4berJjMg+kwyJm/WL2hCsCopjk2pJymxWRFC0LdRLO8Pvo65o+/i3YHXMv/kIexSr5RXo6zf4AhQYgNCAAjdUuz2nrpdZ/2iPW6/tS/9ZQuaB1McdpvOqj92uD2vLjUOCeKD267FoGnl21CN+TZ8My1Od6KU0XXJ4p82138nFUVRvKQCi3OkkV8gP195B81OV+Ysy29RNn3QOjiCmSNvJ9THj+SifI/alEByUR4AfRrFck3zjh79AT/b6zI6hTWqdKxjaCOPt4/mW0uZvGIWty79kb6/fsTr25dTZLOUvz7tyHZ06XqfioYgyOxD66BwAo9YqkwBVEfXJXs3x7k8Jy0xG0+yaxgMGmmJWW7Pq2uXdWjNrAdu48ou7RwF0Uo8X3+Tm1lQjz1TFEWpGRVYnENtgiNYPuYBvho+ljEtOnNpTBtubNWF70fcysJr7qVZoOMbvI/B850evgZT+a8f6zYEs8FI1cF2B4MQtAmO4MZWVWtS+BiMTGzXy+u1GgVWC18d3MytS36k0OoILn6L2+t2rYaOZH92Gu8OuhZf6floidXiOjupr5/Zo50bupT4+jVM8q2zdY5pxLvjr2Hjcw/x2T03e3ydf6BPPfZKURSlZlRgcY4ZNI3Lm7Xj/cHX8e1l43l74LUMbdKq0gP98qZtPcrYGe0XSPsKRbnah0YxbcRtBJkdD6CyJZJlbXUIjWL6yAn4GU1VGwMe6TqIzqGNvA4udCnZl53Ku7tWAZBrKfHiakHPlp6Xyg6Lcr1Wpc+lHbHb3Fcv0e06fUd09vi+9SHQ14cBfdoS0zLSeVau0zSDxvDrejdMxxRFUbygAosLwJ0d+ni0O6O6Ghp9GjVjw42P8taAa7i8aRv6RsVyTfNOfDfiFv4YfTeN/AKdtulvNDNj1ERuadPD68WgupTMPLaLQquFYC8ycob6+OIb4Pk38ZSETJevx+1PdNuG0ATtujWjfXfPA5r6IoTg5vsu82D2RnLt7YMbokuKoiheUQmyLgA9I2P4e49hvLtrtZMKpYIhjVtwT6d+1V7vZzQxrk13xrXpXu3rrgSafHit/2ie6Xkp61LjKbRa+HD3GhJPr+VwpdhmZUtaAje06sJ3h7a6DI40BB3ComgR6FnxL3BktsxOc77+5NSxNH78cLHbdgwGjWc+usPj+9a30RMGcmhXPItnb0YIUSmdt2bQkFLy93cmENs2+hz2UlEUpXpqxOIC8WjXwbw/aAytgitnXAw1+/K3boP46tLxmLwcVfBGiI8fVzfv6AhOvJgaKbJbmdS+N5qomquiIh3JA50GIIQgIMgXobm/hwT8g5yPhsz7cZ2HO0LsmH2rnw46F4QQPPHmrTz19m20aB9d6XifSzvy1qxHGXFjn3PYQ0VRFOfUiMUF5IZWXbm+ZRf2ZqWQWlxAoMlMr8imXi3urAuxgSEkF+W5za4JEOMfTMugcD4afAN/W/s7Ellp5EITAl1KHuw8gOtaOtY4DLyiG8t+3eq2balLBozs4vT1XeuPVkqI5bQdCQe3nyDqmp5uz20oQghGjevHyLF9SU/KobiwhNDIIELCnU9dKYqinA9UYHGBEULQLaIJ3c5hH25p04ONqSddniOAVsHh9IhoAsBVzTsw56rJTDmwiT/jD2A7nc+iX6NY7u7Yj1HN2pVfO2BkF6KahJKZluc0MNAMGr2HtCemZZTTPthsnm/d9ObchiSEoFFTz6eHFEVRzjUVWFzAjuZmkFpcQIDRTNfwxhi1hpnZGt28Ix/uWeuyDLwEnug2tNJWz87h0bw/+DreGHA1OaXF+JvMBJmqLtQ0GA289NW9/PPWTygpslQJLjSDILpZGE+9M8FlP1t3iiHpeHp56m5XWrRTlUMVRVHqggosLkCLEw7z0Z617MtOLT8W5RvAXR37cl+n/vUeYPgYjEwbcRu3L5tBfEF2pTLtBqFhlzrP976cMS2r377pYzAS7SaleZsuTfn4j6eY8fESVs7ZXj6i4B/ow1W3DuTWR0cSFBrgso2rJw5ym01TaIK2XZrRunNTl+cpiqIonlHVTS8w3xzczH+3LUMgkGftDxE4cl58NuzmBhm9KLZZ+SN+P9OP7CChIAcfg5HLm7bj9va96RDqfIrCW/m5RSTHZ6BpGrFtG2EttbNt9UEK84sJjwqm97COmH2qxshSSl66+yu2rTqAXk2tECEcUw2v/fAQPQa1q/K6oiiKcoanz28VWFxA9mWlcO2Cb12eI4B/9b6ce51sPb2QlRRb+OrVuSz+aRPW0jMZNwND/Bj3wAjGPjgCrWJAZbFQYoe3n/yR9Qt3l5dJL9vCGehn4O8fTWbAqKqZRxVFUZTKPH1+q6mQC8h3h7ZhEMJlPgiJY1TjrmqSZV3ILCVW/nX7ZxzaEV9l9KEgt5hv35pH0slMHn99vGNdx6xZ8OKL+C5dyr8/v4u4/Yksmr2JpBMZ+PiaGNgphMv+9yxaVl9ABRaKoih15a/z5LkILD512G0GToDkonyO5GY0QI8azq9fr+RgNUFFRYtmbmTLygNgscCLL8Lhw8hLL2XD1/P534u/sGDGBnZtOIL9RDyDXn8M7cgRx3kWS5W27HadBh7MUxRF+UtQIxYXkGKb1fNz7Z6fe76z23X++H4t0kVQAY4tqHOnrqHfZZ1h6VL04cPR4uJo+eAEMpqMw6oFEmnL5/5lU/Cz5ZIZEEnA3Hn4mh3FxzJTc/lz2joWztxITkY+JrORASO7cN3koXTt16Yh3qqiKMoFT41YXECi/VzvpKjpuee75BMZZKW6TyGu23V2rT/i+CE2ls+HP0ayMYQmtlzeSP6JTiVJvJX6M01suSQbQ3gq/Abe+3AtAId2xnP/yDeY/elScjIcacKtFhvrFu3h6fGfMP0j96nBFUVRFBVYXFBua9fTaQn0MpoQDIxuQUxA1YU1RQUlHN59ksO7T1KY703F0XPLXWn0iuw2xxRGakIWf6yM55/RY8uDi/dSZ5cHFf+MHkuaFsia+bs4vPskL9zxBSWFpVWmWspyaEx7bwEr52yv0/elKIryV6SmQi4gt7TpwZQDm8i1lDhNpy2l5NGugyody0rLZfpHS1jy82YsJY4pEpOPkRE3XMLEx68kKub8zuwYFROGwah5VP48ulk4QgiWz9mGpmlkGIN4O+JK3kudXX7O2xFXkmF0jOhoBo2pb82jsKDE5VSLEDDjk8UMv65XpaRfiqIoSmVqxOICEu7rzw+X30ao2bfKuIVBCAxC8PbAaxnUuGX58dSELP527XssmLGhPKgAsJbaWPLzFh699l1OxaU1zBuoocAQP4Ze09NtQTEhBNfe4SglnpWaixAQacvn6cxFlc57OnMRkbb809fA4d0JbtdvSAknj6Ry4mByLd6JoijKX58KLC4wncOiWT7mAf7V+3LahkQQbPKhsX8Qkzv0Zcm193Nz68pVRF579DtyMguqrbmh23UKcov57wPfnPc7IG59dBQmkwHNSdVTzaAR2SSUK8cPAMA/0JdIa37lNRXR48unRd5K/bk8uKgYcLmTneG8TLuiKIqipkIuSCE+ftzbqZ/bJFiHdp3k8C7XxcJ0u87JI6ns2XSM7gPa1mU361SLdo15ZdqD/N89X1GYV4wQjlEETRPouqRxbDivfP8AgSF+AAztHsFVSZXXVGQYg/hn9NjyYOOt1J/5Z/RY7DExZKd5FjAEuCjTriiKoqgRi7+0jUv2YnAzfQBgMGpsWLynAXpUO137tmbahpf426vj6DGoPW26NKXviM48/9lkvljyLE2aRzpOtFho88TkKkEFUB5clI1cvJM9hyuu74lmcL9uIqJxCG27xdbnW1QURbngqRGLv7CighLHIgIPFBeW1nNv6oZfgA9XTxzE1RMHOT/JbEa8/DK2fz3Pa4HXklVggApTQRnGIJ6NGc/rqb/g99ZrjL7+Un6Zuh5dt4OzGSEBN94z3KNATVEU5WKmPiX/wiKiQ5C6+50UUkJ4dEgD9KgB3XILxgP7+c+S/3DNxEH4+JnKXzL7muh3xxWYDx8g7JH7iG4Wzj8/vB1NiCoLRMvismHX9OKGu4c35DtQFEW5IKkiZH9h6UnZ3Dn4vx4tzPxqxb9o2qruKpKeb4oLS0k8ng5A01ZR+AX4VDnn4I54Zn+6lI1L95X/njVr3Ygb7h7G6AkDKxc4UxRFucioImQKUTFhXH7TJSz7bZvT7ZSaJhh4Rbe/dFABjimUtl2buTynY68WvDjlHvKyC8lKy8PX31yeF0NRFEXxjAos/uIefXUc2en5bFt9CM0g0O2OAKNsN0Xnvq35+7sTznEvzy/BYQEEhwWc624oiqJckFRg8Rfn42vmP9/ez/pFu/nju7Uc3u3YftqmczPG3DmEIaN7YDQZznEvFUVRlL8KtcZCUc6B4sJSdqw9TGF+MaERQfQc3A6TWcX5iqKcv9QaC0U5D1lKbXz/7nzm/bCOkiJL+fHgsADGPnAZN99/mVokqijKBU0FFopSxwrzS9i0bB+5mQUEhvgxYGQXgkIDsFpsvHT3l+zacLTKYtq87EK+eeNPEk9k8Pjr49WCUUVRLlgqsFCUOmK12Jj69jz+/H4tllJb+QJZo8nAqHH9aBIbzq71R3A1+bho5kYGjOzCgJFdG67jiqIodUgFFopSB+x2ndcensqmZfvLc2Dop0clbFY7C2duxGg0uAwqwFFMbe7UNSqwUBTlgqUmcxWlDqycs61SYq2zSV1itdjctqPb9dOjGud3tVlFURRnVGChKHVgztQ1CCcl3b2l6xK7zX0qdkVRlPORmgpRlFqylNo4sjuhztoLjw5WuUUURblgqRELRaklu81eZ20JTXDt7YPrrD1FUZSGpgILRaklX38zoZFBnl/gZMZEM2iEhgcyeoKLkvCKoijnOTUVopxzWWl5LPt1C8nxmZh8jPQa0p6+l3XGYLgw4l4hBNdOGsz0DxeV7wSpjmbQGHRFV0fGzYISx0HpGKWQuiS8UTCvTXuQ0IjABuq5oihK3VOBhXLO2O06X782lznfrkbiKIwGMHfqGiKbhPDsx3fQpU/rc9tJD107aTALZmwgOz0f3V514aVm0PAP9OW+F24gINiP5b9tZfUfO8jLKSQiOoSRN/dlyOgemH1N56D3iqIodcfrWiGJiYk888wzLFiwgKKiItq2bcu3335Lnz59PLpe1QpRynz43CwWzdxYbW4HTRMYjAbe+flvtO/evOE7VwNJ8Rn8+84vSDqRgWbQ0O16eZKsiMYh/Pfb+2nVKeZcd1NRFKVG6qVWSHZ2NoMHD+ayyy5jwYIFREVFceTIEcLCwmrdYeXicnRvAgtnbHT6uq5LsNn58uXfeefnxxqwZzUX0yKSL5c+y+bl+1kxZzvZ6XkEhwUwfEwvBl7RTRUZUxTlouDVJ92bb75JbGws3377bfmxVq1a1XmnlL++eT+ux2DQsFczbVBG1yX7th4n/kgKLdo1bsDe1ZzBaGDgFd0YeEW3c90VRVGUc8Kr1XFz586lT58+jBs3jkaNGtGrVy+mTJni8prS0lLy8vIq/acoh3eedBlUVHRsX2I990ZRFEWpK14FFnFxcXz22We0a9eORYsW8dBDD/HYY4/x3XffOb3m9ddfJyQkpPy/2NjYWndaURRFUZTzk1eLN81mM3369GH9+vXlxx577DG2bNnChg0bqr2mtLSU0tLS8p/z8vKIjY1Vizcvch8//xOLZm70aNTiy6XPEts2ugF6pSiKojjj6eJNr0YsmjRpQufOnSsd69SpEydPnnR6jY+PD8HBwZX+U5RrJg5yG1RomqBr/9YqqFAURbmAeBVYDB48mEOHDlU6dvjwYVq0aFGnnVL++lp3bsq1k5ynrtY0gdFk5IF/39iAvVIURVFqy6vA4sknn2Tjxo289tprHD16lOnTp/Pll1/yyCOP1Ff/lL+wh/5zE+Mfuhyj0YAQjrwVBqPjr2RU0zDemvUIbbs2O8e9VBRFUbzhdYKsP//8k+eee44jR47QqlUrnnrqKe677z6Pr1cJspSz5WYVsOL3bSSfzMRkNtJrcHt6DW2Ppl0YKb0VRVEuBp4+v70OLGpLBRaKoiiKcuGpl8WbiqIoiqIorqjAQlEURVGUOqMCC0VRFEVR6owKLBRFURRFqTMqsFAURVEUpc6oOs6KogCgSwtZRQvJLPwDqz0DkyGSyIDrCPO/Ek2Ya9V2QekuMov+xGbPwWQII8L/OgJ8utZRzxVFOZ+owEJRFIoshzmYdidWewqOgUwd0MgpXorZ0IQOjabib27vdbsWWxpHMh6ioHQ7YCg/npw3hSCffrSL+gSTIaqa/hwiNX8aWUUL0GURJkM0jQJvISrwFkyG8Bq/T8VzFquN5TuPsmF/PCVWG80iQ7h+UBeaNwo7111TznMqj4WiXOQstlT2JF+NTc8F7NWcYcCohdCtyXzMRs/rttj0PPYmX0ep7ZTTdn2NLenS5DeMWlD50dT8HziR9SKOAKfidQKjFkLH6B8IMHfxqA8l1uOkFcykyHIAMBDk05uooFsxVxPMKGdsOZTAM1P+JKewBIMmkBKEALsuubpfJ/59+0h8TOp76cVG5bFQFMUjKfnfuAgqAOzY9FxS8r/1qt3UvKmU2hJctltiO05a/o/lR3KKV3Ai69+ArOY6iU3P42DqJKz2bJf3ltLOicz/sCtpBMl5X5NbsobckpWcyv2AHacGkpz3jVfvBaDEmkBq/jSSc78ks/BPdFnq/qIL0J7jyTz68a/kFTnen12X6FJi1x3fQRduOci/vplPA38nVS4gKrBQlIuYlDbS8mfg/OFfxk5a/gyktHnYrp3U/Gk4plRc0UnN/678IZWY8zGuP5Z0bHou6QWzXLZ6Mvt1Ugumlve94vVg52T2f0nLn+6mbw6ltlQOpt7NrqThnMh6iZM5b3E0429sT+hLUu7nf7kH7Pu/rC4PJqqjS8mKncfYcTSxgXumXChUYKEoFzGbnoNd5nt0rl3mnR7Z8KTdLKx6hkfnWuwp2GU+JdZ4Ciw78CQYSXMRWJTaEknJdz8icTLnLaejDlLayCicw56kMexMHEBuyQocoyhnRlLsMp+EnDc5mf2q23tdKOKSM9l5LMlpUFHGoAl+Wr2rgXqlXGhUYKEoFzHh5W4PIUyenul1Xyz2FI/PtdpTnb6WXvCTR/e367lkFy2uclzXSziUdjfHMp6gyLrXbTsp+V9TUPrXeMgeS8r06Dy7LjmYkF7PvVEuVCqwUJSLmEEE4Wdqj/sHscDP1AGj5tmCa6MWjtnQ2IMzBT6GWAwiCIMW6FHbAJrwd/pasfWoR20IjNWeezzr3+SWrPO4L2A4Pe1z4dOE5wGhN+cqFxcVWCjKRUwIQeOgu3AM8bsiaRw02Yt2NaKD7sSTj5jo4DsRQuBv6ojJ4MmuEwPh/qOd39vDXfQSiaiwBRYcO2QyCn/F/XRMRXbyvApEzl+dW0bjSbxg0AS92zWt/w4pFyQVWCjKRS4qcCwhvsNxPmohCPEdTlTgWK/ajQ6ahJ+pHZz18D7DgL+pE40CJzjuIgw0CbrbRT/K6EQHTXL6apBvPzwLDOynzz0js+gPD66rSkp3i18vDE3CgxnStRUGzfWfgV2XjBvWw+N2swuKWbX7GMu2H+Foomdrb5QLl9qIrCgXOSGMtG/0JQnZb5FW8CO6LMHxcJdowpdGQbcTG/o0Qnj3cWHQAugUPYNjGU+RW7ISMCDQkKd3ZoT6XUabyHcxaH7l1zQOvpu80q3kFC+l6iiKI3FXq/BXXCbrigy4npPZr6LL4mraONOWr7ElQT79Kx212tMr9NE1KeFQfDPW7uxKWnYzgn2nM7BzS24a0o3G4UFurz9f/X3spew8Op2iUkv5FtOzdWnZmKiQALdtZeYV8sGva1i09RA2+5nf084tonnshiH069i8zvqtnD9UgixFUcrZ9QJyildg1bMxaWGE+l3m1doHZ4qtx8gqnIdNz8GohRERcC2+plbVniuljZT8b0nJ+6bSgs5Anz40DXmUUL/hbu+XWfgnRzMeK2vxrFc1BCY6N55BoE+vSq8k5n7CqZwPcLf9trjUzBe/XsOh+Fg0oaNLx+Bv2bqDf95yGeOHe/6N/nxzPCWLZ7+axxEnowuaJogKDuDrf4wnJiKk2nPScwu4882ZpOcWVAlQhACB4M37ruHyXu3qvP9K/fD0+a0CC0VRzktS2imyHkLXCzEZGuNrivXq+uyiJZzIehmL/RSO0Q7HdlF/UydaRbxOoE/VB3+x9Si7k0a56Rd8NPMGDp1shpTOZ5NfvvNKWjUOx2q30ywylEgPvuGfT579ah5Ltx9xuvXUoAlaNQ5n1guTENUszHjq87ms2RPndNRDACajgUVv3E9IgG9ddl2pJ54+v9VUiKIo5yUhDASYO9f4+jD/UYT6XU5eyXqKrIcQaAT69K42oCjjZ2pLsO9g8ko24mzU4khCUw7Gux/Cf+n7RZQ9kzUhGNa9NQ9cM4AOsY1q8nYaVEpWPku2H8bV1067LjmalMmWQwlVpjRSsvJZtfuYy+slYLXb+WPjfm6/vHfddFw5L6jFm4qi/GUJoRHiN4TGQXcT5n8lBi0Iu17o8pq2ke/jY2yGs0Wna3d1RdPcD/RWfKjqUrJmTxx3vDWTLYcSvHkL58SyHUcQHuQCMWiCRdsOVTm+6eBJl0FFGSlh7Z64mnRROY+pEQtFUf6ypLSRmv8jKfnfUmqLBxzbUcMDriMm+EH8zVXn902GKLo2/p2kvC9IK5iOXc8DQBN+RAWOIz+vFbruulZJdey6REqdv38xl4Wv3Ye/b+1K0deErks27D/Bn5v2k5pdQLC/LyN6teWKSzrgaz7zOMgrKkHTBLrddXSgS0luQUmV46VW2+nlv+4VW6xevgvlfKcCC0VRzjtS2pHY0IRPjdvQpZXDafeTW7KqctvYyCycQ1bRPDo2mkqw74Aq1xoNoTQPe4ZmoU9QaktASh0fYzMMmj++5lmA94GFo0+SgmILC7Yc5Oah3WvURk2l5RTw6Ce/cTQxwxE06BIhYPWeOD74ZTXvP3w9PVrHABAS4Ot0bURFmtAIC/KrcrxpRLBHQYVBE6oM+1+QmgpRFOXcslgAkFKSVbSI/Sm3sflkO7ac7Mi2hD6cSnsbq9379NGJOR+eDirKanxUZEdKK4fS7sVmd17/RBM++Jna4m9uj0FzZPsc1LllrbJOCgErdh2r8fU1UVRi4b73fuJ4siNlt346aCibrsgrKuXhD38l7vTrI3u39ygpu13XuapPxyrH+3dqQUSw8+yoZ66X3DCoq2dvQrlgqMBCUZQGJaVOTvEqjqQ/wsnPL6G0cyQp+97gaMYTHEl/kPzSzZQFAtqpVCIGPk/C5/0pshz2+B66XkJq/ve4HozX0WUR6YW/eNX/GwZ3rVVgISUUFDdsyfW5G/dzKj3H6SiELiUWm42vF2wGoFFoIFf27eDyfRo0QYdmUdVm4DQaNB4aM8hlnwya4JJ2TVUGz78gFVgoilIvdFmK1Z6NLi3lx6z2TPal3MShtMlk5ywk6u3d+BzLJ/Tqf1Nw9NeyKwEwJ9nodGsKfnFWmrx3ikOnbkfXq87nVyevdKOHVVslmYXeZduMDAng+YkjgZqUWnM8UBuHNWwCrZ9WuS+SZtcli7cdJq/Q8Xv8woSRdGvdBEHV96kJx3t4/6Hrq91qCnDTkG48ct1ggEqZPMt+3a1VE9578Dqn1ysXLrXGQlGUOpVfspXkvK/JLl4C2B2LJf2vJjroDk5kvUSR9SAA0qxz8IfGdLo1Bd+TjiDiwMzGWGKM5UGF70kbJc2NHPwhGoshncyieUQF3uy2D56Wd3ecm+P1e7x+UBeC/X348Lc1nEzz7nq7LrluUJdqX5NSkpFXiNWmExHsj4+pbj6iT6Zle7Tmwa7rJGXlERzgi5+PiS8ev5nf1+9jxoodxKc61pVEBPtzy6U9GT+sB8Fu8k/cM7ofI3q15adVu9hwIB6rzU7rJhGMHdadwV1aYtC8+25r13XW7j3O9iOJ2Ox2WkSHM7pvB4L8VR6M84kKLBRFqTMp+d8Tn/V/OAZDHXkgJDYyi/4ks2hulfMtMUYOzKwcXBx7P5I2T2aUBxVlwQZoZBT86lFgYdIiPeyxwGyI8vTtVXJZz7YM796aZ7+az9IdRzy6xqAJ2sZEMqBji0rHrXY7v6zZw8wVO8oDFR+TkesGduaOUX1oGll9dktPGTQNu+5ZPRNjhYe92WRk/PAejBvWncISC7ouCfL3cTvKIKVkd1wyP6/ZzeFT6RgNGsO6tebmod1p3ii0Ru9h6+EEXvh2IWk5BRgNjj7a7Trv/byK+68ZwF1X9lWjH+cJFVgoilIn8ko2Ep/10umfzn6IOa+9cXZw0eVmRxrvykGFow2LnuZRX4J9+2PUIrDpmW7OlEQGuA9UnFmy/YjHQQVAi+gwPnr0BrQKUwMWq40nPpvDpgMnK51barXx69o9LNh8kM+fGEvnFp5Ufq1en/bN2HTwpNudHqGBfrRoXHWXhhCCQD/PduiUWm08/+0Clu84ikET5fc8fCqdH5Zu46Exg7hndD+vgoAdRxN5+KNfyxedVqw7YrHZ+WTOOkqtNrfrOpSGodZYKIpSJ5LzvsR5JVPXLDFGjr1feZTh2PuRFYIKAIFJ82xrohBGYkIedHOWhoYfmYVzOZR2L8l537jcIVKdH5dt92ghZ6CvmRdvH8UPz04kKqRy7ZVP5qxj08GESntXjHYb4Jg2KSq18ugnv1XO92Cx4I1bL+vlNqjQhGDcsO6YDDX7Myzzf98vZuVOx66Xive06xIJfPrHemZ5sOajjJSS12csQ9el0/TiAF/N30RSpnd/fkr9UIGFoii1ZtPzySleibviXc6Yk2y0ebJywas2T2ZgTrJVOhYRMMbjNhsH3VNekr36gEdHx0Je6XpyipdzMvsVtp/qT0bhHI/az84vYu+JFJcPuzJFpVbGDOxcKQkVQGGJhZ/X7KZiyaYrju5g9uy3iS5wrGnQpSSnoJjFW0/viklIgG7dYNYsj/oJMLhLS8YMcJ4eXdME7ZpGcueoPh63WZ1jSRks2nrI7e/JZ3PXY7HaXJ5TZu+JFI4mZbptUwjBr2v3etxXpf6owEJRlFqz67l4lmexqrMXau77pTElzY3lay4cwYWGQQQSEXBDlesttjQKS/dQbI2r9IAWQtAy/BXaR00hxHcQZXsbBGbO7HMoC4Qc4wWSUo5lPEl20VK3/S4s8XzUQJeSW/47jXvfm81Pq3aVX7th/wlKLGcesEa7jQe3LKRlbjpfzv20PLgQAhZtOegIKi69FA4fhhdf9HjkQgjBi5NG8cA1A/D3MZUfA8f6i6v7dmTKU+NqnQ30t3V7K+0AcSa/uJSVuz3L5bEvPhVPZk10Kdl7PNmjNpX6pdZYKMo5JKWd3JLVZBT8jsWeglELJdx/NOEBo2uVdbKhGbRg8DiJ8xlnBxVlayrOXtB5aFZLWvf8BqN2ZptmXslGEnP/R17J2vJjvsaWNA52jFQIoSGEIMx/JGH+I5FSJ790OwdSx7nt18nsVwn1u9zlOoCwIP/yDJaeiEvJQqTA9iOJfDJnHR88fD25hZW3z9oMRh4a8yBfzv2U2LxMvpz7Kfdf9zCpgWFoiYmOoCIuDlq3hqVLwex5IGDQNB64diB3XNGHtXuOk5FbSICfmSFdWhHuQTIrTySkOc+VcXZfTqXX/bRFg5bqVpxSIxaKco6U2hLZkzyaQ2l3k1k0j/zSzWQXL+VY5pPsPDWEwtI957qLHjNqwQT7DPTqGmGRdLy9YlDRFL1ZI8yGZuXBRUlzE74nbXS7w06QdiYFdnrBLxxInUBeyYZKbZbY4jmR9W+OZTyJlJUXjAqhkVHwM+7XgUhKbCfIL93i8qwAXzOdm3u3oLLswVdYYuGRj3/Faqs6dZQaGMb91z1MQnBEeXDRM/UEL3372pmgYuVKiPWujHwZP7OJUZe057YRvbhuYJc6CyoAfMxGj0YXpJSYjJ6t5egU28ijgmaaJuhSiwWuSt1RgYWinAM2PY8DKbdRbC2r7Fj2gHE8DK16FgdSJ1BijT8n/auJQJ9eXp0vzYJTT4ZR3NoRVAS1vZ7uMUvo2XQ1PZuup1OftZhW74X27dH++zqFHCUl7ztOZr9FXObTOB7TZz+YHU+gzKK5pzNvVubIoeHZOpAS61GXr89YvoO9J1I8autsupRYbXb2nkghoJrph7ODi29++4iojNRaBxX1rV/H5h4FAbqU9O/ovvQ8QPfWTWjVONxtwCJ1yU1DunnUplK/VGChKOdAesEsSu2ncP6Q07HLYpJyP2/IbtWKo9S4d7LGBHJk6VC69NtC26gPMRnCEULgY2yCr6kFhhbtKdo2m73DZrA3+Rris/9Dct5nuB/0FiTnfV3NqIXJ4765OvdkWg7v/LzS47aqY9clS7YdZvyw7tVm8EwNDOPfIyZUPjht2nkbVABc3bcj/j4mlxlJDZqgW6smtG/mWf4QIQTP3TYCTQiXwcUdV/ShWVSoV/1V6ocKLBTlHEjNn4b7h6OdjMLfsOuFDdGlSmx6Hsl537A76Uq2JvRkx6nBxGe9Qon1BBZbKmn5M0nO+5rMwj+x68UAmI2NvbyLAYMIoF2zL50mqSq07Gdf1gQKLWWr/T2dRZdY7Kcoth6qdDTEdyCefuwF+ZzZIZGWU8DuuGSOJGZg13V+WbO7VvVCyljtOtf078yoS9oDVGozuiCbV5ZPr3zBpEmOBZznKX9fM6/cNRrhJAgwaAJ/XzMv33mlV+32aR/LR4/cSGiAo5KqUdMwGjSEcNQlue/q/vzt+iF18RaUOiCk9GTgqu7k5eUREhJCbm4uwcHBDXlrRTkvSGln88m2Hp/fPWYJfibPz6+tIssBDqROwqZnnT5S9hFh4EyiK4njAa2jiQCaBN9Pk+AH2Jk4qMJ1rgWYu9M64m38ze2rvFZYupci6wFO5XyIxZ5ETZfldY6eTZBv3/KfS23J7EwcgquEXSUWX/YcvpIte/tzKiOXEoutUg6JqJAAbHad7ILiGvXpbH++cjeNw4JZsu0wM1bsYPfxZKILspky91Oa5WWSFt6IXf/3Jpe//zLa8ePn/XQIwKaDJ3nv51UcSTyzhVgAAzu34J+3jKhx9k2r3c7KncfYduQUNrtOy8bhXNO/E2GBVUu3K3XP0+e3CiwUpYFJKU8HFs4fbhX1iFmBr6llvfapjNWeze6kkadrbXiXkyIqYDy+pvYk5Lzi4iyBUQunQ6OvCfTpUeXVvJJNxGf9lyLrPu867kSPmJX4miqnz07J+5b47JerPT85I5IPZ95AbkHdLWh0pVFoIPNfvbc8E+fJtBxefGUK//3uTWLzMkkIjuCB07tCWloL+XHxFHwTTl4QwYWUkgMn04hLzsSgaXRv3aTWqcmVc8vT57eaClGUBiaEIMinL55kqTQZGtVo7UJNpRfMwqZnU5NEV+mFs/E3t6dx0D2nj1R8f44amT7G5nRtMqfaoCKneBUHUidSZD1Qk66fRSPA3LNKUAHQOPguWke8hVGLKD8XBAXFvnw4Yyz5RQF1cH/PpOUUMPntmWw5lEBeYQmPvDOD/0x7uzyouP+6h0kJDEMC8eZAbrn8bqwtWjp2h4wc6XUGzoYkhKBzi2iuHdCZ0f06qqDiIqLyWCjKOdA46E7ySze5OUsjOmgSQjTcP9O0gpnUPBuAgdT87+nQaAph/iNJzZ9GbvFqJDZ8jM2JDppEZMCNGLSqD25dlnI043Ecozh1MYiq0zTkYaevRgWOIzLgRnKKV1JiO47AzNx9jcgrOkgDD+KyPz6Vhz78hdH9OpJUUMJnfa7iwS0LeWjMg6QGnklhrktJkn8I7z3yfzzz1Wvw8ste5bFQlIaiAgtFOQfC/K8k3P8asormU/2DVCPA3LXCt/+GYbHXbPukg528ko0ABPsOINh3gMdXZhXOP529s7YMgJ3mYf8mzH+UyzOFMBLmP7L857nrv/Zoq6Q32jeLIjU7v0oirIp0KRHAvE2OkZrFbXuxvFU3bIaqH892XfLziWwe2riF4DA1laycn9RUiKKcA0JotI38gJjgh9BE2cIzxz9HgZHIgJvoFP0jBq1hF6Wd6UtNeVb/4Wy5JeupaQEzB4EmAogMuIEujefQJPjuKmdIaUEWz0fPfgg9cxx61gPI4rlI6ZhOSM3Or8X9nZCSac/c5v60s36uLqgoY9clKYWlteyYotQfNWKhKOeIEEZiw54mJuRhsouXYrVnYNCCCPMbgckQ6b6BehDudwXphb9Qs2JiAl9j6xrd1/Fwr8lwgSAq8BZaR7zuun3bMWTWPaAnUbabBTSkZQXkvwlhX2M2GitXEK0DBSUWth1JrNM2Ab5duJnHbhpKk3A1aqGcf9SIhaKcYwYtgMiA62kSfA+NAsefs6ACIDr4DmpaoRQk0UGTanSlY5GlN3khHKMbkX6X0iLgGqQ9w+mZ0p6OzLod9NTTR/TK/9czkJkTGNq1sUcFtLwRHRZEqdXm1TvzxKJthxn38vfsq2HmT0WpTyqwUBSlXIC5C83DXjj9k3cPej9TOyICrq/RfaMCx+NZQKMRZO5FtLkNXU2+tNLXInLuRqYPQc/+G9JWtWKmLJoGLne6SKCA8b3/8KiAljeuH9SFmIhgj8ZivI1pikqtPPrJbxQUq2kR5fyiAgul3kgp2Z19ks8OL+a9A/OYfmItmaX1MI+t1KkmwffQLuoz/E0dKx03iBA04Xv6p7KnoGPkwN/UiY61WBNiFmaiDO6vbRY0mY6GFJqLk/hpFQMFHUqXIjPHIivkwJBSh6KZeJIzpGfTDdxzuWe5RdwRwjFaccUlHRjQqQXhQe7zYugShnf3biopt7CE+ZsP1rSbilIvVIIspV7EF6Tzr10zOJKfgkFoCE6vfheCm2L78WTHazBqtVmspzSEIssRrPYUNC2QQHM3pLSRWfQnWUWLsOv5+BhjiAy4mWDfQS5LjLuj572OXvgdJ2wWMp2MGjQxaDQ1NUPINJyPPmigRSOiliOEAannItP6Ojm3Ogb+ODaVrxbuIzHjzC4VbwvCR4UE8MUTY2nZOByAX9bs5tXpy5zfVRN0bx3DlCfHMvntWV4VN+vWsjHfebBAVFFqy9Pnt1q8qdS5xKIs7tn0OYU2xxCtvWIhKCn5+eRGciyFvNLj1lo9jJT6529uB7Qr/1kII1GBY4kKHFtn95DSAsU/oQmd1iYj0bokzW6n6PQ2zEBNo5Gm4asJkMluWtNBT4bSVeA7AvC86FjZ9df13MuYgXez90QKGXmFBPia6dGqCS9+v4hl24+4DDBiwoO55bKeXD+wC8EBvuXHbx7anez8Yj79Yz0GTZRPuWiaQNclXVo05v0Hr0PTNJpGhngVWGTmFbHml40c23UCTdPoNLA9l4zqjqZVHZCWUmK32TGa1Ee/Un/U3y6lzn12ZDGFttLKAUUFEliSsofrY/vSL6LhamAo3pN6Hlg2gSwGQxMwXYIQdTyDak8FWVD+Y4AmaKXV5qPJiCxdjvAdgdD8kcbOYNvv4bUGpC0OTRN0b92k0iuv3nU5w9vtJ9pvPk1Dc7HYjaw93Jyft3SlZbPevDjpCpc1K+69uj8jerVl9qpdbDwQj9Vmp1WTCMYN7U6fNjFs+XMb6aeyKD5yEq3Uiu7rWVCUeTSFl19fiMFkAAl2m51GLaL4+1cP0ftyRxnxuN3x/P7xfJbPWEdpUSm+AT5cPnEYNz42mhadnacFT0vIYO0vm8jLzCc4MohhYwcQ2TTC6fmKAmoqRKlj2ZYCrl7xhtOgooxBaAyN6shbvW9voJ4p3pB6ATL/TSj+DaiQNlqLQQQ9jvC7se7uZU9Epl9WZ+2BBr7XoIW+62i/+Fdk7rMeXmsE//Fowf93Vh/TkNl3ge0IEg1xes2GLjWEkGhBzyMC7vC6p7quM/3VX5n9zhyK80vQDBq6XUc3CLLv6AtmNwGWlPivP4Hf3sojOUITaJrgtfnPk5WSw1uTP0HTBHbbmX+XBqMjQHzuxycYPm5gpesL84p4//7PWf3TRhCU9wtgxG1DePyz+/BThb8uOmoqRDknjuSluA0qwDE9sifnpFdt2+06WzYeY96c7STEZ2I2G+k7oA3X3tibJjFh7htQPCL1AmTWbWA7SpW1DHoSMvcZsKchAh+omxtqjUGLBN35llGvGSqUcPe9Hgp/BNseDy60Icz9Kx2R0orMvhtscQDlQQWAJhy/lvmvgBaB8LvG4y5KKfno4SnM+3Jp+bGyh7dml/jtSqS4T3OqrT8OoEuE1Y7P4bSqbesSHXjjjo/JSctF6rLKjpeyIOP1iR/QrH0T2vRoCUBpcSnPjHqZI9uPO9KbS7DrZ/4erJi5juTjaby97CXMPt5ONSkXA7UrRKlTsk7qPFSVl1fMkw9+x7+fnsXmDUdJTMji+LE0fp6xkTvH/Y/ff9pSL/e9GMmCj8B2BFfbP2XBu0jroTq5nxAGhP/t1N3HkV55RKXoR7Ad9qQnoIWDz8jKh0uXn77e1XZYgSz40Ks6IztX7K0UVJzNb0ciprjM6l+UEuw6QQsPoFmq75fUJdkpOQgPtg3/+sG88l//8dliDm+NKw9yzqbbdQ5sOMSCr5wvRlUubiqwUOpUm8BoNA8+yAxCo2NIU4/a1HXJC/+YyaEDSY6f7bLSa1LC/95fxIoldVNq+2Im9SIono377ZkGZNGPdXdj/zvB2A7nab29WeRrBC0aAFn4tWM0AXe5HjRAQ4S8ixCVv4XLotm4/6iUYD+BzHkSWfSjY22KG3P+t7B8OqI6QkLQ0sMEromr9O6NBo02No2w3/ZgSnG/fVvXXf9Z2m06y2esxWa1IaXk908WeBQgeXqecvFRgYVSpyJ9gxke3RmDmwV+dqkzvvlAl+eU2bY5jgN7E9HdJC/69osV6oOutmx7QRZ5cKIdSldWOSqlDVm6Dln8G7JkKVIv9Oi2QgtAhP8APiNwBBEajpna0782ebNl1IZMG46edqljnYgnjG0Q4d8hfAZXfc1+Ek/yYABQuhCZ9zIybRCy4H8u/z7uXLG30pqH6gjAZ38KP0y+huVvP8iC1+5lzfuP0LtEYMxzXtjMWzaLjaK8YnIz8kg9ke72fCnh1KEkivKL66wPyl+HWmOh1LmH213BpoyjlOgW9Go+WDUEA6Pa0z/Ssx0h8+fuKN+W50pyUg57dyXQrWfzGvVbAaQXWRzlmUWdUkoo+g5Z+AXoFYfvfZH+tyKC/o4QPi6bE1oIIux/SNspKF2M1HMRWgT4jgZZiMy4wos3UgB6gfvTygQ+jzD3c9Ix98mtzigLFCzIgg9BFiGCnq7+TDdBRUV2m05ohcWSrbq1YMXMdV70yzWhCXwDfSnI9uL3DJxOlygXNzViodS5FoFRfNn/fhr7hgKOaY+y/wCubNKDN3pOQPNw22JiQpbboKJMUmJ2jfqsnGZwvvWwMg2MjgBOSonMewWZ/9pZQQVACRR9j8y6p7yKqDvC2AwRcDda0JPgP9GxKNLYEozdK59ocfN3wt3r5QwIVws7fUZQ44/KwilI24lqX4rt2BThQR5voQmatm1c6diVky9F8+Bag8mAZnDdd4NRY8C1l2D2MRESFUxwRJDbdgHCm4QSEOJN0KVcLGoVWLzxxhsIIXjiiSfqqDvKX0X74Cb8OuzvfHjJZG6K7cfVMb24q/Wl/DbsH/ynx3h8DJ6vJvfxcD8/gI/P+T0IZym1sWTBbp57cjoPTZ7Cc09OZ8mC3VhKa1ZuvK4JY0sw9cb9R4OO8D+d7dGyHoqnuTwX6xYonOpRH6QsQRbNQE+/BpnaGZnaCT3jJtAq7PyZk48YEQ+JTqqRJlodr8/xNIW88yBE+N+Cd2s8KjIgi2ZU+8qYh65EugmYNYPG4Ov7EhYdWul4WHQoE19wn6TsxseudjuqYLfp3PzEtY7eGgyMefAKt8GI0ATXPXRVtUm4FKXGn8Jbtmzhiy++oHv37u5PVs57iUVZLEzeSWZpPoFGXy6N7kLnkGa1alMTGgOj2jMwqn2t2uk3sA2HDyS5HbXQDIIevVvU6l71Ke5oKs89OZ2szEKEEEgp0TTB1k1xfPXpcl5//zZat40+191EBD6BzJ6M80TWBjC0AN+rgdNFvjDgeteEdJwXcA9COE/lLvUcZNadYDtQ+f62/ZRPM1gk4u1MxDEr3JyI/KUpNK0QfCZaETcnIuKt8HYmcnQgmF0FBnYwda7aF9tRsB0HYYbgFyDv5fL34jk7WHdU+8qI2wbz6wd/En/gVLXTIpomMJqMTHppfLXX3/7vsSDhx1d/RtdleRZbqUtMviYe+fBurr73cgKC/fnupVmVclHAmdwU9715Oz0u7VJ+/MbHr2bx9yvJSs6udg2IwagRFRvJdY9c6cXvg3IxqVGCrIKCAnr37s2nn37KK6+8Qs+ePfnggw88ulYlyDq/FNssvLL3F5ak7EFDoAmBxLG4sktIM17vOYHGfqHntI+ZGflMvPFj7C6+eWkGwbDLOvH8yzc1YM88l56WxwOTvqSwsLTaAEnTBAGBvnw57T4io879vwtZPB+Z+zSOYKHs911z/NrYFhH2DeJ0rgg9pSuVkmi5ICIXIozOC23pWZMdmT7dVTqtEDzIFqYzwYWz4857BFpjRNSK8oyisnQ9Mv89sO2ucJ4ZzP3AngF2L4t+mXqSY/2CBV8tZ9n0NeRnFRAaFcyoO4YzYEwf3p78CQc3H8Vg1LDbdIQmkLokKDyQl3//J12HdHLZfHZqDgu/WUHcnng0TdCpf3tG3TGMgJCA8nPWz93C7LfnsG/dmS3CPS7twvinr6ff6F5V2kyNT+eFMa9zYm8CBqMB3a6jGTTsNjtterbk5TnP0Cg20rvfB+WC5+nzu0aBxZ133kl4eDjvv/8+l156qcvAorS0lNLSMwvC8vLyiI2NVYHFecCm23lky9fsyo5Hr+ZbmEFohJsD+X7QI0T4eDbvWl8Wz9/F26/8gRCOFekVaQZBVKNgPp5yN2HhAdU3cI59/tESfpu92eWoi6YJxt42gPseubwBe+actKdD8c/IkiWOnSKGZgj/ceAzonxLppQSmdoRT7/Fi4g5CFP1D0pp3Y/MvMHzDp4dRHwcjfhbqndBBSBCP0f4OjJ/ypKFyJwnTr9+diBrAEMMBL/u2D2T/4YHnTSwbeN1/GfiKSyl1kpTH0IT+Af58eq8f2Gz2Fj03QrSTmYQEOzP4Bv6MXz8QHz8qi54tdvsbPxzGytmriM7NYfQqGCGjx/EoOv7uq0BkpWSTX5WAcERQVWmV84mpWTnir2smrWevKx8QiKDuey2IXQb2knV+LlI1VtgMXPmTF599VW2bNmCr6+v28Di//7v//jPf/5T5bgKLM69BUk7eGn3Ty7PMQiNcc0H8FSnaxuoV85tWHuYrz9bQfzxM9vhDAaNy0Z14f5HR563QYXdpnPTVe9QVOT+W31AgA+/LPw7Bjdz3OcTPX0E2E95cKYB0WgDQgutvp28N6FoKm5HKyqqOO1xmmdBBYA/IvQthK9jt4nUs5BpwwArzgMlA/hciRb2AXrGDWA7iKutqCcO+vLo6M7YLHq1W081TeAT4MOU3e8R3SLKTX/h1JFk/jX6VZLjUsunMjSDQLdLGjWP5LX5/3JZ+0NRaqNeUnonJCTw+OOPs2TJEnx9fd1fADz33HM89dRTlToWG6v+4p8PZsdvOF31wHlsaZc6c05t5eH2V+BrMDdg76oaOKQ9Awa34/DBZJJOZWMyG+jaPZbQsPMzoCiTl1fsUVABUFhYSn5e8Xn/nioSfrchC97B9aiF44HsLKgAQHefP6GKpqdHKq47E9jIj6M9CCoEYKm8ILT4V1wHFeDI37EQaU9HBP8bmTWprPNVzpTA1He6YbNaneaz0HVJaZGF3z9ewAPvuK41kp2Wy98vfYmcdEc5d92uY5Q6NrsjCM1IzOLvl77E5zvePlMozGIB87n9d6tcfLz6WrRt2zbS0tLo3bs3RqMRo9HIqlWr+OijjzAajdjtVb9p+Pj4EBwcXOk/5dyTUnIwL8llUFGm2G7hVFFWA/TKPSEEHTrFcNmoLgwZ3vGCeACbTM4XK1Z7vrvCU+cb//GgNcJ11kwDIvBB1+1owXi9+yLRivhbauW7/S3V+W6RchLQkXmvnjlSsgLPpnR0sKxHmC9BhH3tSAMOOL6nGQENXdeY/b8YNswvdbvzQ7frLPh6mdvkbnM+WUBOWm75Qs/hMoEvWUzU6YRmul0nP7vwTHruhATo1g1mzfLgPSlK3fEqsLj88svZs2cPO3fuLP+vT58+TJw4kZ07d2IwePcBqigXg8AgX1q3beS0llQZIQRt2kUTEOA6kdT5RmghiPBpjmJiQOWPFQHCDxH2JcLU0XU7PlcCXmy7rbTGwg+5djWyVQwi3nHcfXChg20/0rrX8aP0IoukLDnd54GIqFWI0I8cAZbfDWzbMJLbenbkm1ej8DRQKswtorjAeSZNXdf58/PF5bs6jFLnTvYRSwHvsKpScDFvyjJsccfh0kvh8GF48UXHyIWiNBCvAougoCC6du1a6b+AgAAiIiLo2rVrffVRqQdCCNoHNfGoQJGfwUwz/3C35ynO3TCub5VFp2eTUnLDOG9SV58/hLElImoRIuRdMA8AQxsw9UIE/cvx4PUZ5L4Rcz8wtsf5yEcFVXZ/RMMlFsSqjdC6tRfBBWA94Pi/IdazewMYztS5EcKE8L0KLfj/SEp9lH/dnEpOhndVP4UAs4t8LY5022dyctiExjMMI4kAYiisFFwE5GYgRoyAuDho3RqWLlXTIUqDunBWiCl1bnyLgW6rkRqExnXNLjnn6ysudFdc3YOBQ9o7HbUQAgYNbc+o0RduXhghzAi/MWjhU9GiFqBFzEIE3InQQjy8XiBCPz09teDiAW+RiFvO3lLqiyyeC7GxsHIlsmWAI7i4JdGDDJynd4f4j8OjhaNaNJirr3Pzx2eL0VwUFqu2OYNG75HdXe7oqK5YWbrw5x8MrxRcdJYZvMMqDPEnHEHFypWO3xNFaUC1DixWrlzpcQ4L5fxyRZPu9Aht4bQaqUFohJkDuLPV8Abu2V+PwaDx4ms3c8vtg/Dzq/zN1M/PxC2TBvHvV2++oHaD1AdhbI6I+A38Jzmv0WEWyKcjkG0q7v6wn1n8GRuLnPcoso0Z+XSEm+RYgKnH6XYHgakn7kYtRODjTpN87Vq1z6saIOCYvrjxsatdnuMX6Efr7i2qpAA/O7j4kJXEUIg8HVQczbDxzj2fcmPEZK72u41JrR9h+mu/li8AVZT6UKM8FrWhEmSdXwptpfxnz8+sTN1XqSKpXep0CIrhjV4TaHoRTIPY7TrJidlYrXYaRQcTEOjZrqeaKC62sHVTHHk5RQSH+tOnf2v8/NSI0NmkLEEWfg8F71R/gkVWCBo08LkcLex/jmttJ5BJo9wEFRqYeqBFnFncKPVsZNa9YNtDeUIwoCyzqAh8yuUi1Pu6P8WJvQkevkOH6x+9ikc+vNttboiF3yzn3Xs/q/a1zjKDD1l55sC6dfy6OZvPnppannirjNAEQWGBvLnk37Tt2cqrvioXt3rZbqr89QQYfXir10ROFmawMGknGRVSencLjf3LJ8KxlNr4ZdYm5vy8hcwMR2VHo1Fj+OWdue3OIbRoWffZBf38zAy91PVCRgWE8AX/cciCD6h2UWeloEFH+F6NlMVQPAdZNBPMpuqvAxxBgwkR/FLle2phEDELSpc72rAdc6T09hmK8J+AMLquyNu2VysSDia6LYdeUVZyjkf/zkbdMZxVP21g25JdlXaaRMkinmFLpXOLbxrPz6k9QPhX6YvUJQU5hTwz6r98e+hDgsPPbfI75a9HjVgo9ep4QRo/n9zIqtT9lOhWmviFcUOzvoyO6Ym/8dzufigpsfLM4z9yYG9ila1+mkFgMhl54/3b6NpDlWE/l/Tcf0PxTzhPRGUALQLCZ0D2PWA/QfV1TrTT/9nA0AIR+i7CVLdrWvatP8QTQ17w+rpPNr1Oh76ugxYAS6mVKf+cxrwpS7GWWIkWJbylryCGQnKCI/H//SfM994DcXEkEcA/GE66kykloQnue3MS4/4+xuv+Khenek3pXRsqsLh4zI7fwLsH/kATGnbpeCiUfdxH+4bwad97iQ2IOGf9++idBcz7fbvTNNtCEwQE+DD9t8fw81dTFeeKlMXIrLvBur3sSIVXDSACIWwq5P0TbHG4XIBpHowIuB/MA+plNE5Kycvj3mXtb5u8qlV25V2X8Y+vH/b4/IKcQrZPnU/vVx4jMDMFvWVLtNWrITaWxBVbECMuI4ZCt8FFsw4xfHvgQ887qlzUPH1+X9wrxZRymaX57M89xbH8FGy6FymVnViRuo93DvxRXtCsTNlnbUZpPo9s+Zpi27nZX1+QX8LCP3e6rN0hdUlBfgnLF+9twJ4pZxPCDxH+HSLoWUetjvIX/MB/AiJyDkJPBtsR3O7qsB0Ec596m+ITQvDcD4/R76qqhb1cidsV79X5gf4mhn32AoGZKdC6dXlQAZAmfSst6HyT1Rhl9aM9afE1yHbqhfgDp5j64kw+fOhLvnl+Osd2najX+ynnB7XG4iK3LyeBr4+tYF36ofKtp5E+QYxrPpCJrYZg1rz/KyKlZMqRpQiE0+2sdqmTUpLDouRd3BDb8Lkbtm46htXiPoASAlYvP8A1N/RugF5dfKReAHomiECEwfnolRBmCLgL/O8EPQ2kFQyNEMIxnabnvYL70u047mVZDz71t9PJ7Gvm7tcmsHlB9eXSq2PwMjsrZjO8/LIj+dXSpZW2lPoH+Tl2i8jhvMlqvqMLNlH9d0hrqQ2rxYrJ7F3eDXfysvJ5Y9LHbFmwA82gOXazSMmM13+j+7DOvDDrSbdF0JQLlwosLmJr0g7yzx0/ALJSAJBRms/nR5awOfMIH1wyGR+Ddx86S1J2c7Qg1e15AsGcU1vOSWBRWFDq/iQclVTz873IyOhCdlYhO7Yep6TESnTjEHpe0vKi3V4qLbuQhVOgdCllayekqQfCfzL4Xu10REEIDQyNq75gT8Tj4mV29383ayumbWPMviYsJR4k6AJ6DO/s/U1uuQVuvLFK8qu2vVrh42cmvRjul1c4DSrA8SVg45/bGXpTf+/v70RJUSn/HPkyx/ecBBzbaSv+0exdf5Anh73IJ5teJzDUdUr+vMx81s/dSn5WASGRQQy6vq/ba5RzTwUW55HM0nx255zEpttpGRhFu6AmHl9bZCtlYdJO1qQfpMhWShO/MMY0vYTe4a2q/ZDOLM3nuZ3T0WX11UIkkh1ZJ/ji6FIe6zDa435MPbaST48s9uhciSSlOMfjtutSWESgR+dpmiAyqnar5vPyivn0/cWsXLoPu/3MkHRkVBCT7hnG1dd5N2x+oZPFfyJz/4FjxU2FIXrrHmTuk2DZDsEveDddoQVR/YLNajjLj1GH/AJ8ufKuEfzx+SKPunTNA6NqdqNqMmoajAbCY8JIPpbqMqgAx9/v1BNpNbu3E/OnLCVuV7zzwms2neRjKfz20XwmvTiu2nNKikr5/KmpLPp2BTarvbySq8nHyDX3j+K+tyZh9qnbURal7qjA4jyQVpLLhwfnszx1X6X1CJ2Cm/Joh6voG9HG5fWbM47yzM4fKbSVln+07s45yfykHXQPbc47ve8g1Fz5w3TuqW1YdbvLzzwdya8nN3F/28s9yry5MGmnx0FFmXOV0bNP/9YEBvpS4KI+AziqT9YmG2Z+XjGP3z+VpFNZVdZzZKTn8/4b88jOLGDiXUNrfI8LibTFIXOfpvodHqePFU8DUxfwv8njdoXPKKRli/sTMYHPEI/brY0Jz9/EqtnrycvMd3le254tyU3Po0mr6Dq7d/OOTUk+5n5kRkqJTx3mUJFSMud/C91m9NV1ydxPFzHh+Zuq1JiylFr519Wvsm/twfJ/M2U1UqylNub8byGnDifzyh/PYjCq+lTno4tzHPY8klqSy+QNn1YJKgAO5iXxty3fsCJ1n9Pr9+ee4oltUyk6vQiy7J9zWVv7ck/x2NZvsOqV9/MvS9nj9h8/QJHdwvas427Pk1Iy5egyt+dVpAnBZdFdvLqmrpjNRsZNHODyHINBENM0jIFD29f4Pt9+sZKkxKpBRUVTp6wi7mjVh4CUEput9gtpzyeyaLoHZwlk4Vduq31W4nejYzGny9o3BvC7wXXp9joUGRPOxxtfo1n7GJfnHd97kr8N+BevTfwQq8WzqRN3+o3u7VH9MwlcckWPOrknOEYako6meDRKk5OWS3ZKTpXj875Ywt41B53+m5G6ZOuinSyZtrqWvVXqiwoszrHX9v5GtqWwSlABjqkCHcmLu2ZTYK3+m/Xnh5egS+lykeTBvCRWpu6vdLzA5vqbekWFNvfrEQ7kJZJQlOlxmwBIuKl5P++uqUO3ThrMVWN6Ao68FRUJIQiPCOKNDyZgrOG3osLCUhbN24Vud1OPxaDxx2/byn/euukYz/9jJqOHvc7oYa8z/tr3mTplJVmZBTXqx3ml+A/cr4WQYD96Oh+FZ4QWjAj9GMcCzur+vDQwtkcEPedxm3Uhpk1jvjnwAe+vfpk2PVtWe05ZAquVs9bx0cNf1cl9R04ahq+/j8uKugajRp8rehLTppo1K+eIlJLfP57v9kuP0AS/fzSvgXqleOsvEVgcyU9mVvx6fjy+lvXph6p9SJ+PEouy2JBx2G1/LbqVeUnbqxxPLs5mY+YRql8lcYaG4OeTGysdi/YN8aiyKUCUbzCpJbl8cWQJj235lr9t+Yb/HVpEYlFW+TlpJXketVXRv7reSDP/c5fHQtMETz17Da+8fQu9+7TCaNQQAho3CeG+R0bw5bT7adI0rMbtH9qfiMXivgy43a6zZcMxpJR8/tESnntyBls3Hitfj5GdVciM79Zx78QvOHo4pcb9OS9IL4IjvfLfKXcjGMJnKCJiFpiHUunrugiGgHsR4dMRmmdra+qSEII2vVqReCTZ5XlSlyz8djlJx2r/Z+wf5MfzM55ElO3IOItm0AhtFMJTU5ynJ68JX38fmrSJ9mi0JLRRCGGNQysdy0nLJelYqtsRD6lLju2Kp7jQ8y9ISsO5oNdYHMtP4dW9v7E3NwFx+jGpI4nyCebxjqO5okndDfHVh00ZRzw6TwIb0g9zS4vKpacTCj0bIdCRHC+ovEBrTNNL2JF9wu21jXyC2Zp5jK+OLi9vC2BL5jG+P76KSa2G8XD7K/D3Yq2EWTPyVq+JDIrq4PE19UUIQf/B7eg/uB26rrN1UxxzftnK91+t5tsvVtKseQTX3XwJI6/qjq+LstbVsVo9D3CtVjt//r6dX2ZuAqgyDKzrksKCEp59Yjrf//QI/gHnNmtpjWmhZ4qFuT03HGnZgSyaBiXLgBKkFgl+4xH+tyEMjapcIkzdEOFfIu2pYE9wpOM2dijflnqurP5pAyWF7kf+NE1j4TfLufvVCbW+54BrL+HtpS/x1XM/cmDD4fLjBqOB4eMHct9bk4iMqds6QEIIbnh0NJ8/9Z3LUQdNE1z30JVV1lfYvZz60/9iU4V/FRdsYHEsP4V7Nn5BiV62tuDMX+P00jxe2DWLIpvlnGxl9JRFt6Eh3I44ABTbqyaSMmqeDzgZtcr/gEc26c4XR5eSUZrvcsSkW2hzvqxm7URZn78/vhqTZuDO1pcSYPRxO22iIZjUamiloKIgv4SU5ByMRgPNmofXeOqhNux2nfde/5PF83djMAjsp6cvTsSl8eFbC/ht9hbe/vh2wj3cTQLQtJlnox2aJmjWPJwZ361zeZ6uS3Jzi1i2aC9jbrrE436cV/xuhMKvcJ6eGxzTFl2hZD6y4F0q5afQ06HwM2TR9xD+rdOU3MIQDYa6WwxZW0lHUzCYDNitrh+EUkqS4+puO2z3YZ35aN2rxO9P4OTBJIwmAx37tyOskWel7Gvi6vtGsnjqCo7vTShfdFmRwagR3bIRNz5etaJraKMQ/IP9KMpzv8U7JCoY/+D63+GjeO+CnQp5de9vlOgWdBfDo2/tn0u25dzMS5fYrWxIP8zSlD3syDqOXs3Du6l/uEdBhUFoxAZULYbV3jcSH835t2jj6Q8xg9Cq7CzxNZj4pO89hJsDqkyJlFU5ndhyCGvTD7nt39S4VRTbSxkbO8BpCXZwjI5qQnBDrGNdRUJ8Jm++PIdx17zHQ5O/4r7bv+DWMR/y3VerKC5q2IycP367hsXzdwOUBxXgyGMBkJiQyQv/mOnVgsJmzSPo0q0ZWjVD0RXpuqTnJS1JT3M/nSSARfN3edyH843wnwCYcD1WroO5z+mgAqquydBBFiKz7kbqWWdffF4y+5orFQ5zRgiB0Vz33/dadI5l6E39GTimT70GFeCYDnlr2Uv0HuUI+gxGDYPJgMHo+FzpPLAD769+udp8FEaTkdH3XI7mJr+LZtC47qEr//JFEi9UF2RgcSQ/mb25CS6DCnAsXPzjVNW1CfXJotv49PAiRq94jce3TeVfO2fwwOYpjFn5FrNPrK/0YBoY2Z4ws/tkL3apc32zPpUPzppFYK++3KbFYqjmH1ej9DxmPPQVI1ftxy51xjUfWOWcFgGRzBzyBI91GE2sfwRGYcDfYGZEdBe+7H8/LQKisOjuV6nrUjIvcQf3th1Bz7CW1a7d0E5PVv2n+3iifUM4uD+RR+7+mhVL9mKrUH0xN7eI6VPX8uRD31HoZitoXSkutvDTjI0uz7HbJUcOpbBj2wmv2r7rgUsBnC6i0wyCNu2iiW3uWRVVKSEr48JdxCkMMYiwz3EEF2ePTJ3+OfBJsKzDbfAh86Hol3rpZ13rNbJbtd/ez6bbdXqPrNvCaOdCcHgQr89/nq/2vsetz9zIVXeNYNzfr+OzbW/x3qqXCW/sfDRv7N/HEBQW4DS4MBg1whuHct0jV9ZX95VauiCLkDmKW/3p0XbJQZHt+aDP5Brdx1tW3cYT275jS+Yxp+dE+QTzRMerGdm4G0IIfjm5iTf3z3F6voagb0RbPuoz+Ux0brFAt25w+DD2Vq148M0J7A0+s8W0UXoen//zR5ql5BDfNJw587/hse7Xe/1+3j8wj59ObsDmZnGpQWhc07Q3L3S9CYtuY9rx1cyO30C2pbD8nL4RbbinzQh6h7fCUmpjwo0fkZ9X7HRLmaYJLhvVhWdfusHrfoNjSPnY4VTS0/Pw9TXRpVssZp8z3wRzc4rYuO4IhQWlJJ3KYs4vW922aTBoXDaqC8+86N3v5ZqVB3nj/37HarWVj4BoBoFul7Tr2IRX37mVE3Fp/POxHz1qr1WbRnw57X6v+nC+kbYTjrUTxb+ALAIM4HMZImCyY21FRtVh8moZWqFFLarPrtYJKSUP9n6aE06mB8Cx0yEwJICZiV9g9r24i97F70/g+WteJzU+vTw5Vtn/Y9o25vUFz59Xu1kuFp4+vy/INRY2afc0xx422XCLe2bGr3cZVIBj/cfzu2ayJv0gL3Uby83N+5NrLeLzI0swVKgCWvbr3uGteL3XbZWH/MxmR32ASy/FEBfH589M541PHmeulkZUem55UJHYJIyPPnmKJkbB2rSDDIxqXz7N4QmjZvC4QGNZu2bNyD1tRnBnq+EczU9xlEr3DSXaL7T83FXL95ObU+SyPV2XrFi6jwf+NpKwcO9W8q9efoDvv15N/PEziwQDAn0Yc+MljL1tAF99uoylC/dgs+kITXg0RA2OdRieTFecbeilHekx5zEWzdvFhjWHKSqy0KRpGKPH9KRP/zZomiAwqDlBwX7ku5lbFkIwYtS5yf1Rl4SxJSL438igF0AWg/BBCMeIhe7NKISnC0HPMSEEz057jCeGvEBJYWmV4EJoAk3T+NeMJy76oAIcUzffHfmY9XO3smr2OnLS8wiLDmXEbUPod3WvKos+lfPLBRlYtApo5PHahNaBDbOAyy51vju2yuPzFybtpGVAFHe3uYy721zG5dFd+SVhE5syjmKTdtoERnNT8/70i2iDVl0wEBsLK1eWBxfP/+0jHvrqU8wv3ENgSg6nGofy0JsTyPQrhoTNzD65kca+Ibza8za6hTZ32z+LbkOXukdbd+1Sp3dYq0rHjJqBjiFNqz1/7cqDCCHcrlfQ7ZKN644weozzlNd2u86Wjcf449etHDuSSkmJtdo6IIUFpfzy/Rrm/LKVkmJL+chBxaDCqNuwuSi6JoQjQKmJ4BB/xk0YyLgJVaekAEwmAzeO78u0r1fj7LdFCDCbDVx5bc8a9eF8JISolGJbFk6F/Ne8aKB26dYbUquuzflow2t8+vg3bF+6p9Jr7Xq35sF376Tb0E7nqHfnH4PRwNCb+tdpHROlYVyQgUW/yLZE+QSTXur626NjbULD7Ao5kHuKPJt3xaqmn1jL7a2GYtaMtAiM4qlO13p30wrBBXFxhI+4CoBTjUN58K2JpEUFQ4XAIK0kj4c3f8XXAx6kfbDzbIC7s+P5x/Zp5FhdjyqAYxY8yOTHZY3df4vWdUlSYjbp6fkeLYLUNEFRofNFnMVFFl56djY7tp5A04TL7JbDM/ZwZ8Iynul8F8U+VRevRZXm8ub+b/ku9nJWRXartg0poe8A1+nVa2PCHUM4cjCFDWsPV3nNYBAITeOl18cRFv7XLMIki+chvQkqMICvh1Mm54kWnZrx5uIXSTyazKHNR7HbdVp1a07bnq3cX6woF4gLcvGmQWg80dH1B4pAcE1ML9oENcyIxfIU52m3ncmzFrPVzdSJW7GxMG1apUMvPT3GEVScRUdi1e18cHC+0+aO5qfwyJZvyLO6D5LKFmleHt2V+Yk7KiXMqshms/PLzE1MGvsJd93yKUcOuk4UVN5fXTrd3qnrkv977id2nl5M6SqoMOo27kxYRmxJJu/s+5qo0txKr0eV5vLOvq+JLcnkzoRlGHXnSa1KS90nvKqJ3Jwi5vyyhchGQfS6pCURkWfet8GgMWxEZz756u56DWzOJSklsuBDPMqsVIHwv61+OlTPmrZtwogJQxk1abgKKpS/nAtyxAJgVJPuFNktvLlvDnaply/kLFubcHXTXvyryw21ukeJ3cLi5N0sS9lDrrWYKJ9gro7pydBGnarkhThWULNseVkVFjjWSEICTJpU6dB/3v7jzIjFWXQkW7PiOFmYQfNqtrB+cWQJNmnzaKqprDbl76e28NspRwGoAZHteL7LjeVrKqxWOy/+czbbNh9zOsTvjK+fiQFD2lU6VlJi5ffZm/ll1iZyst2PqADYNCPPdL6Ld/Z9TUxpNu/s+5p/dLmHdJ+Q8qAipjSbJJ8wnul8l8vpkFXL9nPzLXU3NKvrkm+/WMHPMzZit0tHanHpmOKJbBTE/Y+OpN+ANgQE+tbZPc9L1t1epfAGDRHyNsLoflpPUZSGdcEGFgDXN+vD8EadmHtqG9uzj2PTbbQOjOaG2L61XluxNyeBJ7d9R661CIFAItEQrErbTzP/CD7ucxdN/StmravZfuoQk1/NO5mQUD4NQuvWvPD3a3jwv9NolpLD5//80WlwAXAoL6lKYJFRksfqtIMe7baBM0myKp69OeMokzd8ytSBDxPtF8prL/7K1k01G5W5+db++FWovFhYUMLTf/uBo4dTvStQBaT7hPCPLvdUCi7ebDeWZ478XB5UlAUbruS5WXTqrU/fX1RpR4rdduZ9ZWUU8M6rf/Dh55Np2+EvvgLenujFyb6I8G8R5gs0SZii/MVdkFMhFYWaA7ij9TA+uOROPul7D091urbWQcXJwgwe2fI1+aenA8oetGUP0uTibB7cPKXSdEGLgCiXyaGqE2DwoW9E25p18qyggpUrOdytFQ++NZFTjUPLg4tG6Z7vYjhRmO5xUOGMjiTbWsj7B+fx+UdLWLvKfYKt6lx+ZVcm3T2s0rEP3prPsSPeBxVlyoKLJJ8wYkqz+XDvFK+CCiEgNKzu1jccO5LqcpurrktsVjuffuhdKfoLkvAiwDa2UEGFopzHLvjAoj58F7fKsSvCRcXQtJI8fk/YUn7s+mZ9PJo+KCMQjGsxEF+Dd/UnAEcei5EjKwUVxMbSPbQ5mY1CKwUX/3tuRnkGzoo6VbNjw5utqK7oUrIidT8//b6hRtcPv7wzz7x4PYYKCXIy0vNYtfyAy7UUnkj3CeHNdmMrHXuz3Vi3QQU4Fm9eflX1Cztr4s/ft1V6j9XRdcmenSc5eSKjzu57XjL3BTyZ7tHAZ2R990ZRlFpQgcVZCm2lLEza6XabpURWqhjaJiia0TE9Pa4YOjiqA/e3vbxmnTSb4eWXoX378qAC4ObmAxxBT1QwD741kfim4XwxaSg205n1IJoQ9I1oQzP/CGy6nRxLEdbTixXbBTfBx8X6Am9IJDKqZkFATnZhlVS9a1cd8ixxiRtRpbk8c+TnSseeOfJzlQWdZxMCgkP8uPyKrrXvxGn79ySWVzB158ghzxa8XqiEFgj+N+P+I0kg/Mc3RJcURamhC3qNRX1IK8nF6mFSrZSSHGy6vXwh5/Ndb8IudRYn766U7KqilgFR3NpiENc161NlAahXbrkFbrzREWSc1imkKTc068vvp7aQFhXMbZ/dWzmoQGAWRq5r2od/75rFspQ92KSOhmB4dGcmtBzCNU17M+fU1jopPa8bZZWkzR5dV82oREF+CZomKtXx8NbZCzUrrrGouKCzOv4BPrz23m0XblXRC4AI/DvSsh1sh6hapEwDJCLkdYShyTnonaIonlKBxVlMXjzsNUSl6QOzZuSVHrcyqdUwfkvYzNH8FIyage4hzRke3ZnGfqGEmwPrrnCOuWqGvme6XE+A0YeZ8euxmwRGIZA4pm9i/MK4umlvXto9GyFEefCgI1mddoAVqft4pN0V5TlCahtcaMXeD4iV1c44W2iYP7rueX+EEGgGx/iRzaZXCSrKgoizF3RWF1xcd1Mfbrl9II0a123xpk5dYog/nu7RqEXbDn/9h6nQAiH8R2TBR1A8+3Sq79OMXRFBjyN8hp67DiqK4pELslZIfbJLnetXvkWam+RbGoLe4a34tN+9DdQz72RbCliQtJPEoix8NBMDItsRZPTlro2fuV0L8kaPCcxJ3MqGjMMIBNrpIMTZKEx1RB4EfeDn8dRQRV9Nf5AWLSvvWMnJLuTW6z706CGsaYLmLSORUnLyRAYGu40vd31CbElmtQs1KwYdCb4R3N/j0UpbTq+9oTeP/7PuEzEdPZzCQ5O/cvteunRrxnuf3Vnn9z+fSb3IsQWVEjA0QxhruMhZUZQ685euFVKfDEJjXIuBfHp4scsdEjqS8S0GNWDPqmeXOlLKKtMqYeZAJrQcUulY2UiFq4QSBqHxR+JWPuwzmVNFmaxNO0ix3Uoj32Bi/MJ4bNunhPiUYBJ2dCnIt/pSYDVTebutJHi/OF2Hw7v3c831vaoEFeDYjXHVmJ7Mn7PD6a4QR80NX/Jyizl5IqN8SsWmGfku9vLyzJtnj0iUjVyUZd48O4/Fgj92cse9w+s842Xb9o259obe/Pl79RV4NU1gMGo8+PgVdXrfC4HQ/MFnwLnuhqIoNaACi2rc2mIQa9IOsjfnpNNv91fF9GR4o3OT19+m21mcvJtZ8es5mJeIBGL9IxjffCBjml2Cv7HqOgC71FmSvMftiINd6qzPOEyBtYRm/hHc2nIwAIW2Qv539HNah2RViktCfUuw2DVOFYRSajcBEj+DhYgOJWQu9sOb/B7BIX787e+jnb7+8ONXkJKUw7bNcVVqjQghCA71JyfLkXDs7HUaqyK7sS68k9PkV+k+IVVGKsroumTV8v3cMLbu08M/+ver8PUz89vsTUhJ+TSZ3a4THhnIC/+9ifYd//rTIIqi/HWowKIaPgYTn/S9iw8Pzmdu4jas+pnFnAEGH25rOZh72o6ou7USXii1W/nH9mlsyjyKhigPe04VZfLewT/59dRmPut7L+E+lVNhF9ssHld6lTjSjQeaHNv/rLqVdw69z4nCeMCxQ6Iik6bTIiib43nhmISd2OActBAIuyuVkt0BIAWWeB/smW621pp0DEbn6zLMPkZeeecWli3ay+8/beHoYUe200bRwVx3cx/m/rLNZfOuMmq6el0zCDIz8l33vYYMBo0H/jaS8RMHsGTBHpISszGZDFzSrzV9B7Rxux1VURTlfKMCCyd8DWae6XIDD7W/kvXphyiwlRBhDmRgVIea5Z6oI+8c+IPNp+uLVBxNKfvVycIMnt7xA1/1f6BS4ONrMGEUGjYP5iYchcXO5BTYlLmZuMLjzs8XoCFpHpSNSdPLAw+/HsX49TiTRKzkkC95v0ZgS62uLLSkxC+fIlsR/kb/al53MBoNXHlND668pgdWqx1d1/HxMbFrRzxffbrc7XurCalLAgJ8KSwsJSUpB6NRI6ZZOCZT3ZVuDgsPZPzE6iufKoqiXEhUYOFGsMmPq2J6uj3veEEac05t5VRRJkZhoF9EG66K6VnttERNZZbm82fidpdrP+xSZ0/OSfbmJlQqj27UDIxo3JVlKXtdTodoQtAvvC1BFVKNL01bXp7W3BkhwGxwHbT4tC0h8skkMj6MwZZcNbjw65fHuswNjIr2LL+H48HueLgnJ2Z7dE1N6Lrk4P5EvvtqFbbTycaCQ/y49obe3HL7ILUFVVEUpQI1zlpLFt3GS7tmc8vaD5gVv7582+Yb++cwesXrrEj1vuqpM8tS9qJ7sInHIDQWJu2scvy2FoNdXC/xM1po7J+NMO7nX3v+zfcnfuBUUSKnihJrneobQBhAmCRhd6RRKduVkAh/nYA+RRwriPv/9u47Poo6feD4Z2Y3u9n0XoBUeu8g1YABRKUKdsSOiv6Ow1NPvbOdd1juPO+wnr2hYEFEqSK9t0AooQbSC+k92Z35/ZECYZMtySYbwvd9L15eZmdnnqyYefItz9Oka+t0LZcjy7LErm2n6pIKgMKCMr79cgd/mPcZRYXWO8EKgiBcLURi0QyqqvLi4e9Yk34IoG4koPYhXGaq5JmDS9h94ZRD7pdbWYzGhnUdiqqQU2G+JqC3TxjP1HR8vbT+hoRKJ48CIr3y8NFXkl+VS2pZGhuzNvPckedRzIoVNZ2kAZfQKnRRFdUHZBXJVcH/4Qwkg9LkPiD9BkYgyy235qWhba6KUr2d9a3XG29DLwiCcLURiUUzHCtI4beMeIu/zavAWwmrmvzAvJSn1tWmEQtZkutNZVxqethQPhw+jzGBPeqapoW6F+Cpq6iJ9+L1axMKk2pqUj2Kxqgm0HcvQzKY8BhXQNDTqejCKwEIc+vUpGsGBHoy+toe1W3HHcxSfxJFUdm6KYHsLNubvQmCILRnYo1FM/yYvMdq0SgVlTPFmRwtSKGPT1iz7hcT3Jv/nFht9TyTqjA+uPGeFv19I+jvG0GZsZJTxef418nXrF7TEVMhdWTwiM3HY1J+vR0mEhJjA0c3/j4r5i+cRMKxVHIuFFkt/a3RyKiqWvOn4XMkWQIV60mhqrJz60mm3jyk3uETx9I4Gp+CoihEdQ5i4JCoFh1VEQRBaAtEYtEMJ4vSba5EebY4s9mJRUc3P8YE9WRH9olG7ysj0cnNn+EB1isVGrQ6jhXGISM7dLrDGkmiwb950ztOxcul6dVY/fw9WPzRfbz3n3Vs3Xi8XnIRHhnA/Q+PY+DQKEpLKvD0NJBwLJW//Gkp5eVV9ZIHWZZwcdEQHhXIqQTrzb9kWaa0pKLu6xPH0vj3a79y5lQmkiQhSdUjG0Eh3sxfMJGRY7s3+XsUBEFo60Ri0QxaO9qMO6ol+fN9buahPf/jfHF2A8W7VCTJxCB/LVVKFXqN9d0KWRXZNiUVMjIR7hEklZ5HUVVkqfo3fgWFbh5dcde6cbTgOJVqpU3fh1TzP5Xqa03rMIWpHW6y6b2W+Pl78NzLM8nLLSY+LpmqKiMdOvnRo1eHuu23BkP1jpR+AyP44vv5rFkZx7rVhynIL8XLy8B11/dl8pQBfPrBJs6eyrRaRtxkUvD1r64bknAslSce/QKjsWa9zSUjIlkZBbzw5+949qUZjJvQu9nfqyAIQlskeoU0w+ITa/g6cavV3hsAP4x5gjB3f4fcN7E4mQUH3iKrzAWTWp2wSCj46MvxN5Sgk1V6evXgye4LkS0kNKqq8mrC6yQUnbR6TxmZWZ1mMCZwDHty95JfmY9B40pHQyc+OfcZhVWFNk+XDPDpj7vGHRWFTm6dGBMwGi8XT9u++VYUt/8cTz7+ldXzdDoty35ZgJu7nvvveJ/U5NzG12VIoNe7sGzlArFNVRCEK4roFdIKZoYN46vELRbP0UgSg/06OyypAFiTsRo/10K89QpVigYVcJFN1E7fq8CxwuMcyItjiN+gBq+hqAofnv3YpqQCqhdy9vHug5eLJ7HB4wGoVKp4+vCzFFUV2ZxUuEguzOo4kzB3+xZpZpRlcKL4FCbVRAfXULp7dmvxyqf9B0XQtUcoZ09lNLpmQ5Jg+uyhuHu4Eh+XRPL5HMsXVaGivIoNa48wZebgFohaEATBucSukGbo6ObHw10bbxClkWQMGh1P9pzisHsWVRWxN28vCkpNUSoTes3FpKKWjMxvmRsavc6PKT+xI2eXTfeUkYl2jyLCPbze8b25e8mtzLVrfYZJNfGvU29RpVTZdH56WQavHn+Dp+Of45PEz/j83JcsSnidpw4/y4G8OJvv2xSSJPHKG7fSoZMfSPVLmdcuwhw7rif3zRsHwOG4JJt2pciyxOG48y0SsyAIgrOJEYtmurdzDJ4urrx/cj2FxjI0dWsPVHp4deD5vrOI8Ah02P3Sym1bMKqgcL40qcHXykxlrM1cb9P9JCQMGgPzos3bw2+7sMNqRc6G4sqrzGNf3gFG+A+3eG5aWTovH/s7FaYKs9eyKrL4z6nF3Bt5N+WmcjZlbyWvMhedrGew3yBig8bRqYlbVy/l5+/BO5/cz2+r4/np+72kJOUga2T69AtjxuyhXDO6W12SoZiUmlEUy5+HqqpWd60IgiBcqa76xEJVVeLyzrEiZR/nSrLRy1pGBHRjaqchZo28GjMr/BqmdhrC5sxjpJTm4iJXl/Tu5tXB4fHaU0+isXMP5MVRqdi2yNLHxYdnej5FsGuQ2Wt5lflN2oYqIbErZ5fVxOLjxE+pMFVYHBH59NwX9b4uVyrYnLWFjVmbuCviDpvLg1tiMOiYMnMwU2YORlXVRqdgwiMDMBlt6MUiSYRHOm5qTBAEoS25qhOLEmMFfz74NbtzTterRxGXd57/nd7Ac31mcGPHhtcoXE4na5kQ2q8lwwWgo6EjWkmLUTVaPE9GprNHdIOvFVQV2LzFNNQQ0mBSAeChdbcecANUVAqrLHcLTS5N4XTxmSZdv/b7+ur8Evx1/gzyHdCk6zTE0rqOEWO64enpSlFRucVrqKrKDVMGOiwmQRCEtuSqXWOhqipPH/yavTWdQi+dXlBRMaomXor/ni1Zx50VYoPctW6M9L8G2cq/OgWlbpHl5Vw1rjavizhZdIpXj7/B3tx9mC5ruz7Ud0iD79FUWW7Prq1SrO4COV6YYFN8lkhIrEj9udnXsZVOp+XBx6yPkEyfPYygEO9WiEgQBKH1XbWJxf7cs+zJOW1xq6gELD6x2iHluB1pRqdpeLh4NJpcSEgM9h1EX++Gq28O8Olv85SKUTVyougkb59+j38cf40SYynJpSl8kvg536X8YHb+sPVn+fsdy/HLLG7wen6Zxbxyx4/cuNnyiIWtizstUVE5V3qetLL6Ra4qTBVsyd7K4lPv8s8T/+bbpGUkFp9r9v0AJk8ZyKMLJqLRyNWVO2vUrsOYdvMQ5j0e65B7CYIgtEVXbR2L5+K+5fdMyy3Ea300fB79fCNaISrbZVdk887pD0gsSURGRpIkFFVBQiImaCx3ht+OVm58puud0++zL3e/XTs6ZGRCDSGklaUjIZm9V1Nl4u93LCc0qZCsjp4sem8yucEX16n4ZRbzzCOrCUotQu3WFSn+COjM26cDrM1Yz5Kkb22OzZKnuj9Bb+9eKKrCz6m/8HPaL5gwH1WJcAtnfpdHGp36sUdebjGrV8Zx9HB1Se/oLsFMnjqQTmF+zb62IAiCM4g6FlYkFmfZXI47qTSnzSUWgfpAXuz9FxKLz3EwP44KpQJfnS8j/Ifj7WJ9mP2eyDmklqWSVpZu8wJMBYXUsjSg4d4hJhcNr799fV3y8Mwjq+uSi0uTCmNUONrfNjSaVABEu0fZFJMt9Bo9qqryaeLnbLmwrdHzzpcm8fKxv/NS778SoA9o1j19/Ty4Y27T+54IrUdVVbJyiqioMOLv6467myhcJgjNcdUmFjoLv81fzkXStGAkzRPlEUmUR6Td73PXujMn/C5ePfG6Q+PJDfZg0XuT6yUXH7w4lnkvbiEotQhTVCTazVsgzHLfFEeMGgB4aT2JdIvgSOFRi0lFrRJjCd8l/8AjXeY55P5C22UyKazcEM93v+znfGouABpZImZEN+6aOZyukY75OygIV5urdo3F8IAudW3DLZGRGOAX2fIBOcGGrN+tLgJtitrkIqujJ0GpRfz1wV8JSi2iPLIjGhuSCgAvFy8G+gxoVrt2CYnY4OvQylp+y/zdpveoqOzJ3Wd114pwZTOZFF54cyX//GA9SWm5F48rKpt2nuTBp79i18FEJ0YoCFeuqzaxmBE2zOo5GklmbFBPgl3b3wr+UmMp+/LsW2Nhj9xgDz54cWy9Y2fefdGmpKLWtI5TLPY6qU06Gko+JCR6e/XixtDJgH27TBQUkhopLia0D0tW7GXzrlMAXL7KzKSomEwKz72+gpy8EidE13oKi8pY9fsRvvl5L6s3HqGw2PJWaUGwxVU7FRJi8GFhz5v45/GVDb6ukWR8de480ctx5bhbS0FVAZuzt3Ks4DhG1UgHQwfGBV5bN2WSX1nA+2f+16TiVrbyyyxm3ov1+6j0mP8KbJ5kc3IR5R7Jgq6Ps/j0u1QpVXXx1lb7DNAHMK3DFDZnb+FU8em693m7eDMh+Domh0yqW8CqqJa3wF6ure0EEhzHaDSxdOU+i3/7VRWqqkz8siGeubOuabXYWktFpZG3P9vIyg3xGI0KsiyhKCouWg1TJvRl/t0x6HVX7eNBaKar+m/OLREj8HIx8M7JtWSWF9Qdl5AYGdCNp3pPu+JGKzZlbeaL81+jqErdg/hM8Vk2Z29hiO9gbg+/hX8cf53cylwrV2q6SxdqZnX05MMXY5j/8g58Es9DTAxs2mRzctHPpy//7v8GWy9sZ2/uPkpNZfjrfBkdOJohvoNwkV0YEziKrPJscitz0ct6wt3D0Fy2LibYNZiUslSb7ikh0dHN8VVThbbhyIk08gvLrJ6nqCrrtx1vd4lFVZWJp/7xIwePJKPUJNC13XirjCaWrzlEcmoebzw3E6227a4vE9quqzqxALi+wwAmhvZjX+5ZUkpy0MlaBvtHE2rwdXZodtuds9esxDVcrES5P+8A50rOkVeZ12KjFZcnFa+9dyMlHfwo37AGrr8Vzp61O7nwcPFgcugkJodOavScINdAglzNe7KUGkvZfmGnWXEvS/r79MNPJ7aFtlfFpea9ZxpT1A6nBn7ZEM/++Man+lRVZe/h8/z6+xGmTezfipEJ7YVdaywWLVrE0KFD8fT0JCgoiOnTp3PixImWiq3VyJLMMP8uzAwfzk2dBl+RSYWiKixNXmbxHBWVC5U5LbauQlNl4qnH1tQlFYvem4whsjt/6fksIV2HVCcT0dHVyUVsLFRW1sVeZipDsXH7r63iC46wIO5PfJ20hPTyDJve4yK5MLvTTIfGIbQtPt5uNp/r59O0svVtlaqqfL/qABYq0wPVnXy/+/WAmBIUmsSuEYvNmzczf/58hg4ditFo5Nlnn2XixIkcO3YMd/f29R/gleZ4YQI5LTi9YQuTi4YfHxrErA/j2L30H8zvPZHO7tEX+2uEhVUnF7Gx8PLLnKg4x9rz6zmYF4eCgk7WMSpgJBODY+lgCG1WLGeLE/n3yf/WTAnZxlPrwcJuCxzSFVVou3p1CSUk0IuM7EKL50kS3DCu4eq1jqKqKqp6sTJrSysqLq/bWmuJqsK5lBxKSivxcBd1PQT72JVYrFmzpt7Xn332GUFBQezfv5+xY8c28i6hNaSXZ9jdwtwSGZkHou/jw7Mf23XNPROiORgTRah7Jje6R5o37QoLg/h4VuX8ztLjr9VrhlapVLI5awtbs7fyeNf5DPBp+jDs8tQV1T+0rcTupjEQ5hbGdUHjGOI32GxthtD+yLLE3Tdfw+vvr7N4joebnskxvR1+f0VR2bb3ND+sPkjcsRQUk0LHUB9mXj+QG8f3adECXUaTfaOCRpN9i54FAZq53bSgoHrBo59f4/PRFRUVFBYW1vsjOJ5W0jgsqZCQ6O7ZjVEBI+jt1cvuWhdVLhJJpckcyo9v8PW4kuMsTf4OwGxaRkHBqJpYfOpdMsszmxR/bmUehwvirU75SEgEuwbzbM+nGe4/TCQVV5EpsX25fWp1Ez3NZaMFsizhZtDx5vOzHP7butGk8PJ/fuXZ11dw8GgyJlP1iFpqej6LP9vIfU9+SeaFlvsZ6eVpsPl78vJwxdPdtcViEdqvJi/eVBSFBQsWMGrUKPr0aXy4cNGiRbz00ktNvY1gox6e3R12LRW1rjPqxJBYjhQetfsaMjKbsjY32LL8l/RVVkdXFFVhQ+ZG7oi4ze57Z5Vn2XSeikqGjWsvhPZFkiTmz41haP9Ivl91gF0HE1EUFW9PA9Mm9mfm9QMI8POwfiE7fbJ0Bxu2VddUqd2JAVT/l6BCRlYBf3rlBz5/854mT4+oqsr++CTWbz1OelYBRcXlBAd60b1zCLGjejBtQn+++XlvvftfTpYlpk3sj0Zz1ZY6EpqhyYnF/PnzOXLkCNu2WS6T/Mwzz7Bw4cK6rwsLCwmzo0iSYJsQQwg9PXtwouikxd/Ua0cfVBqeJpCRiXKPZGBNQtDPuy8Tgq5jfdYGu+JRUMisMH/A51bm1as5Yen92y7saFJiYan52uU00lW/MeqqNmxAJMMGRKLUFMVycWm5UavSskqW/bLf4riiSVFJTM5hd1wiIwZF232PzAuFPPWP5Zw5n13v+Klz2Wzbe4aPv93O0P4ReHq4UlxcjqmB5EIjS3h7uTH7xkF2318QoIlTIY899hi//PILGzdupFMnywvd9Ho9Xl5e9f4ILePeqLsxaAwWpy7mRs5hYbc/oJerh0Nrq1bWvqerZxee6L6gblpAkiTujLidORF34uti324ZvWzeZKzIjlLZJaaSJq1KD3cLw1W2PoQrI9PHq5fd1xfaH1mWWjSpANi+7wzlFVU2xbJ28zG7r19YXM5jf/2WxKRsi+ftj0/Cx9OAv79H3f0u/WdwoBdv/+3WdrcjRmg9dv26pqoqjz/+OMuXL2fTpk1ERTmuA6XQfMGuwbzQ+zk+TfyC40X1S1j76/y5NWw2w/2HAvCfgf9iZ84u4vIPU24qJ1AfwNjAMXT16GK24FKSJGKDxzM+KIbD+fH859TbNq1fGOgzwOy4h9b2H1YGjcF88acNdLKOcUHXsjZjvcU4FRRig6+z+/qC0BS5+SXIklRXlKoxiqJyIbfY7uuvWHeIjOwisxLlDV0/KS2XR+ZcS8cQHzZsSyC/oBQfbzdiR/dg5JDOaMUUiNAMdiUW8+fPZ8mSJaxYsQJPT08yMqrnp729vTEYDC0SoGCfYNdg/tzzSTLKMkgoOoFRNRHqGkJPrx71+m64alwZFxTDuKAYm68tSzIDfPszKmAk2y/ssPjQlpC4Nsh8p5C/3p9ItwjOlyZZXGMhI3ON/3CbY7vctI5TiC84QlpZeqNxTg6ZRFfPLk2+hyDYw91NbzWpgOptrp4e9i2aVFWVH1YftHmET1Vh+Zo4lr37ANcO72rXvQTnUlWVfempbDl/jgqjkTBvH6Z264G3a9tZaGtXYvHee+8BEBMTU+/4p59+yj333OOomAQHCDGEEGIIaZFr3xY+m9PFp8kszzJ7aNcuyrw/6h78dA1PnUwOncR7Z/5n9T6xQeObHKNBY+DZnn9mSdI37MzZhemS4lueWk+mdriRCcGxTb6+INhr1JBoNLLU4LqGS6kqxFzTza5rl5VX2T3KkZ5VQFFJBV52JjFtSX55Gd8fO8rPJxPILSvF3+DGjB69mNmzF176K/f7akzChWz+b82vnM7NQSvJSBIYFYVXtmzkwUFDWThiFHITRnkdze6pEEHw0Hrw117Psiz5B7Zf2E6Vaqx7LczQiZvDZlisQTHcbxjnS5NYlb7GbHeIjIyKygPR99HJrWOz4nTXuvFg9P3cGnYLRwqOUqGU46vzpY9Xb7sWeAqCI/h6uzNxbC/WbjnW6I4MWZbw9jQQM8I8saiqMiFJNNi/4/Itsza7gn+m701L4f6fl1NSWVn3EyS9qIgjWZm8tXsHn027mQEhzSu015acyc3hlu+/payqep2OUVWo/carFIV39+2moKKcv41z/i9MktrK2UJhYSHe3t4UFBSIhZxXoFJjKaWmUty17hg0BkqMpZwuPk2VUkWgPpAI93Cbr7Uv9wBrMtbW7RKRkBjkO5AbQibRRUxRCO1QSWkF//fCMk4lZplNi2hkCb3ehf++eAs9ulSPNpaWVbLyt8P8sPogaZnVdYO6RgUx64aBTBrbq16SMXfh52a7QSwJ9PPgx//Na9I6JmdLzM/jpiVfUGEyNTi9JEsSbi4urL5jLh3byXPmvhU/sjXpHCYrj+wVt91F36DgFonB1ue3SCwEmxwpOMqq9DUcLaxerS4h0c+7LzeEXk8Pr+bV0CiqKqLMVI6niwcGjVirI7RvZeWVLF25nx9XHyS3oBQAF63MxLG9uGvGcMI6VE8h5uaX8PjzS0lKywW17pdTJElCVVUG9QnjjWdnote7APDLb/G8+t5am2KQJYkH7xjNnJlNX8d0LiWHTbtOUlxSgZ+3G9eN7kFwQOv8TP/Lxt9YeuSwxYesRpKY238Qfxkb0yoxtaTUwkLGfvah1RKIGkni5p69eTW28YaNzSESC8FhVqWvYWnyd/XKbwN1X8+NnMN4OxaBCoJQXYUzLSMfo8lEcIBXvVLeqqry8LNLSDid0eiaDFmSuD6mF88+Nrn6ekYTT7zyAwfikyw+gDSyRIcQHz589a4mVRbNzS/h5f/8yr7DSciyVL3TRamuizNhTE+enDcBg6v5VnNHqTAaGfDBO1SYjFbPdXfRETdvPhrZtl0uFUYjW86f40JZKd56PWPCI/HUO79XyprTp3h01c82nRvt68dvc+5tkThsfX6LiWbBoiMFRy2W3wb4/NyXhBs6iekLQbCDViMT3rHhdghHT6Zz9GS6xfcrqsqazceYd+dY/H3d0Wo1vP7MDN76ZCO//h5vto5DkqqXVPTu1oFXnpzapKSisLicR//yLemZ+dUxKCqXtvn7bVsC2TlF/Pv52Q2uBXGEvPIym5IKgJKqSooqK/BxtTwSalIU3tm7m48P7qOopusygKtWy219+vH0yDHotc57XNqym6hWW1gLKRILwaLV6WvNRiouJyOzNvM3kVgIgoOs23IMjUbGZKVpmKrC7ztO1FXJ1OtdePqRiTx0xyg27zrFqcQsUtLz8PZyIyjAk9jRPejRuem7xb5ZsZe0zPxGF58qisrBoyms23KcG8a3TGdYVzsf8HqN5fNVVeXJ9Wv46cRxs9fKjUa+OHSQhOxsPpt+MzqNc/oJ9QwMtOk8jSTTN7hl1lfYQyQWQqPKTGU29QlRUNiXux+jYhS7LQTBAfIKSi328qilkSVy80vMjvt6uzN90gCHxlRVZWLFukM2xfXBkq0tllj4uBroHRjE8QvZFn+TlyWJgSGhGFxcLF5vzZlTDSYVtRRVZXdqMl8ejuP+gYObHHdzRPn4ck3HMPakpVj8nk2qwl19B7ReYI0Q5dWERpUaS20+V0GhQqlowWgE4erh4e5qUxMyRVHtLqbVVBnZhRQWl9t0bk5eCXsOnWuxWO4bMNh6BVNV5d4B1vudfB530KbaD5/HHbBrSsLRnh1zLS6y3GisEnBj1+4MDu3QuoE1QPx6KTTKTetmtQtpLY2kwVXT/grSCEJLq+1GumH7CQqLyvDyNBAW6mN1GgSqH54x17RO5Ux75+6/+2U/w/pHtkgs03r0ZPP5RH4+mdDoOeMioxgbbvn+JkVhb1qK1Z9wKpBSVEh6cREdPZ2z6aBPUDBfzZzN/F9XklVaglaW6/6dKKrKLb378lLMdW1i+7BILIRGGTQG+vv043B+vNU1FsP9htU1LhMEwTbpWQU8vWg5Z5MuoNFImExqXXVOjVy726JhsiwxcnA0HYJ9WiXW4EAvDK4ulJVbb6QGsOtgIlVVphZp7iZLEv+aOJkeAYF8fHA/OWXmo6sbzyUy/OP3mdWrDwuGj8S3gbYTRkWx4demi6pMpmZE3XyDQzuy7b6H+D3xDJvrSnp7M6tnnzZVr0MkFoJFk0MmEZd/yOI5KiqTQia0UkSC0D7kF5Yy/y/fkpNXXYrbZKp+xNVuL7VU+luWJCI7+fPs/OtbPtAaep2W60b14JcN8Tadr6pQVlHVYl1jNbLMw0OGcf/AwXx5OI5Xt29BUdV60xVlRiNL4g+x+Xwi38++gwA3t3rX0Gu1BLq5k11qvk7lcnqNhiB3D4d/H/bSyjITO3dlYue22+NFrLEQLOrh1Z17IucAmLVjl2v+91D0A0S6RzgjPEG4Yv2w6iAX8oqt9g65nIebjrtnXcP7/7gDL8/WLSg3Z+Ywm8/VuWhwNzStnoWiqhxMT2PtmVNsTz5PhbHh7aVqzcLK13dsxagoDa6BMKkqqYWFPPf7+gavcVe//lbXWGgkiek9euFmZSGoUE2MWAhWjQuKIdwtnLUZ69mbuw8FBY2kYbjfMCaFTGh3SYWqqpwrPU9ORQ46WUc3z65i/YjgUCaTwo9r4mzaYXG54tJKvl91AL1Oy53Th9m0yNNROob4MnJwFDv2J1o8TyNLXB/TG00T2q9/d+wIb+/ZRXJhQd0xL72eu/sN5LFh19Rt+cwqKeahX1ZwODPD6jVNqspvZ0+TWlRotkbiuqjOfLB/L6VVDU/xyJKEXqtl3uChdn8vVyuRWAg26ewRzaNd5mFSH6DcVIFB41qvDXt7sTd3Hz+m/ERa+cXiRDpZx7WBY5jVaaZIMIQGFRaVsXJDPCvWHiLjQiE6Fw3DB0Zx8+SBDOpj3j+nsLiMgqKyJt+vuKSCD77eSkZ2IX96KLZVF+zdd+sodh5IbLR/mSSBJEt1tTWOZmVyICMdVVXpERDI0A4dkSSJcmMVKxKO82X8IRLzctHIMkFu7pzNzzO7ZmFFBe/s3UVcZjofT5lBhcnE7T8sI6kg367YN51L5M6+Fxskrj59kgVrfsWoNL6GzEuv55OpM4n0abhbs2BOJBaCXTSSBnetm/UTr0DrMzbwVdISJOr/kK5UKtmQ+Tunik7zTM+nRHIh1JOUmsvjLywlN7+0bpV+eYWRbXtOs3nXKe6YPpRH7hpb7+Ev21hi2poV6w4Rc01XhrbQ7ouG9OgcwksLp/DSW7+iqmq9URdZltDIMn9/airFehPTvv2K+KxMoHo7pEp1TYYFw0fy9t5dnMrNqTsOUHxJ1cvLqcD2pPN8GncAWZI4l59n18JLSZIorbp4/f3pqTy++hdUtfEFsm4uLqy87S46ennbcSdBJBaCAKSVpfNV0hKABrfXKqgklSazPHUFt4ff2trhCW1URUUVf3hpGfkFpWbbMWvXTiz5aS8dgrzrFazy8nClY7APaZn5dj0cL6eRJX5YfbBZiYWqqhw/ncHZ8xeQZYk+3Ts0Wmq81viR3ekSEciPa+JYt/UYxSUVeHm4cn1Mb2ZMGsAFyrjlu2+pUi7uoqj9Ps/l5/GHtb/Wrdiy5/tXgc8PHUQjS3Z/boqqEuLhWff1O3t2I4GF/W7VlTd/PpnAI0Oa3qztaiQSC0EAfs/aaLV0uYLCpqwtzOw4Hb3G+Y2JBOf7bXsC2TnFVs/7/IddTIntV7fmQJIkbr5hIIs/22jfk/UyJkVl3+GkJr3XaDSxde9pPv52B+dScuq9NrB3GH984DqiwwMafX94Rz8W3D+eBfePr3dcVVXu/vJHqpSGW5rXHrFepaNh6cVFTXqfh05HbFRnALJLSth8PtHqR6+oKkviD4vEwk4isRAE4GDeIYtJRa1ypZyzJYn09OrRClEJbd2qjUfr2phbkp1TTHxCKgN6h9UdmzaxP79tSyDhTEaTFnHWMtlZWyEx+QJLV+5nzaajGBspwhV3LJl5z3zN+/+4g84RtvWpACgtq2TJjgMkNrBOwtnmDR5aV947vbjI5nwus8R64uhI2aUlrEg4TlpxEW5aF8ZFRTEopEObKHxlK5FYCAJQpTY+t3s5UbpcqJWdU2RzRcqcy3p66HVa3nphNq+/v44N2xMaXQxpiYtqpGOIhaZTlZWgu7jlc+eBszz72goURbG4zVVVoay8iof+/DXPPT6Z8SO7W4yjrLySD77exi8bDpMVYoRwoIV2q0hAN/8ATuXkYGt5q7v69mdOvwEcykjH3UWHTra9tobOQethrKkymfjHts18dTgOleotroqq8u6+3XT3D+DtyTfR2c+/VWJprva3rF8QmiBQH2i2aNPSuYIA4Olu+0JetwZqOrhoNfzfveP46q17mTFpAFqt7T+Sx6fE8fn6N7ljcCPdSpOToW9fWLoUqO718dzrKzCaTDbXzqioNPL8v1by/ldbGj2nvKKK/3thGT+uOUh5hREb/zNqEo0kMT4qmvsHDrYpqejm589fxsSwKyWZAR+8w4xlS5j49WdMXfoVrla6ntYyqSpv79lFYYVtfVKaQlVV/rR+DV8cOoippshXlaJgqsk2T+fmMOu7b+3eBeMsYsRCEICYwLGcLj5j8RwJiUj3CDoanN/kR2gbxo3sxsnELKujFm4GHQMvmQZJTstj6S/7WL3xKBWV1cWfencL5cl5E6morGLrntNcyC3mfEouKqrZaIZWMfLAsXWEF2fT6cX5MG4zhF28PsnJEBMDZ8/C88/DjBmsWHcIo0lp0sjIV8v30KNzCDEjupm99vn3uzhxNrNuOkdbSoskF7WXnD/0GnoHBrHixHF2piQ3uI5DI0l08fPn5p69eWXrJrPXjYqC0cZVHhUmE2/t3sEPx4+ybNZtBLq7N/2baMSulGRWWuh7YlJViisreGPHNhZPvsnh93c0MWIhCMBw/2EE64PNqoteSkVlRsfprReU0OpUVeXQsRQ+WbaDD77eyuqNRyivaLw3xo3j+6Jz0WBp+luSJKZP6o+rvnp+P+5oMvc88Tkr1x+uSyoAjp/OYNE7a0g4ncm//jKLL9+6l/++dAtuBn3NdarPk2UJo6zln7OfxhgZiZyYWJ1EJCdXn3BpUhEdDb/9BjodazYfbfJaDlmS+HblPrPjFZVGlq+tX+jL9QJIDm6pIUsSLhoN794wlQEhobhoNHw4ZTqzevZGI1WPNWprOn9KQGx0F14eNYZ/bNvc6DVdGqnm2RBFVUkpLODRVT83/5tpwJeH49BYWUNhUlXWnD7JhVLbu047ixixEASqi2A93eMJXj/xLzLKM+t1da1NNu6Lmkt/n77ODFNoQQlnMvjbf1dxPiUXjSwhSRJGk8K/P9rAfbeO4tYpg80W0Pl6u/HKk1N55tWfUFXVbIpBkmBQnzAeuG0UUN0f5KlFy6msMpmNctQ+nFdtPELniABunTKEAb3DWP6/eazfepzNu05SVFJBUIAnk2P6MGJQFJq0Wy4mETEx8OWXMGfOxaRi06a6kQxbW543RFFVjpxIIze/BD+fi7+xn0rMorik/pojWQHPc1DYpWn3koEAN3eCPTzILi3BS6fnhq7dua1P33q9Oly1LrwaO4knRo5m9amT5JSV4qV35frOXem4ejUZo8cQ+uB9pPv6mN0jNC+fL9/9gH9PnsSvgwbgrtVSYiXRMKkq+9PTOJSZQf/gRqafmuhARlrdtIe1GI5nZzEmItKh93c0kVgIQg1/vT+v9HmJfbn72ZS9heyKC+hlPYN8BxATdC2B+sa33glXtlOJWcz/y7dUGat/1a5OEKp/0JeWV/H255soK6/k3ltGmr13xKBo3l90B198v4tte8/UDc0H+Loz68ZB3HrTkLpGXL/+foSy8iqrUyffrNjLrBsGodHIuBl0TJvYn2kT+5ufGBZWnTzUJhejqhOYy5MKAC93V7IrmrfD4cSZTEYMjq77urKy4YexeyqoskpRVM0BG3c0eOr03N6nL/OHXoOn/uKW7ryyMladPklmcTHuOhdiozrXLWQMdHPn7v4DL16kshL1+ecJSU1jyeL3uOPxR+olF6F5+SxZ/B4ROTn8cfVa1vXrQ+egYI5kZzU4rXIpjSTz68kEhycW9kxPNafuSWuRVFuXNDtIYWEh3t7eFBQU4NWG2rwKgnD1evjZJRw7lW5xqkAClr77gMU25XHHUvju1/3sPphIeYURN4OOSdf24ubJA4ns5M/chZ9x5vwFm2K6++bhJJzJJL+gFF8fdyaO6UnMiG7odQ38Prhjx8WkAmD7dhhZPwl678stfPPz3mZtbQWYOLYnf350EjoXLWmZ+dzy6EcNnqcCWUPA5IbFxEJCIsrHhzcn3UB3/wD02ovfX5XJxGvbt/Dl4TiMioJGlus6mI4MC+fNiZMb7Dhade4caUOGEJGTw3l//7rk4tKk4tLjEd4+pBUVUmWhtDdcbEb2xgTHdpV9cOVyNp1LtDpqIUsS2+99iGAP53RZtfX5LdZYCIJwVTublM2RE2lWH7iSLPHz+sONvv7btgT+8MJStu05Xb07guq6Dj+vO8TchZ+zcecJ8gtt7w/yxQ+72XvoPCcTs9gTl8jf/ruKWx/9iLNJ2fVPTE6unv641Jw5F9dc1JgxqT8ajWzr4EGjftuawN/+swpVVekQ7MOA3p0abISmasHkLlkdrVBROZufR2dfv3pJhaKq/HHdKj6NO0CVUr0H5NIOprtTkrl52TfkNLDmQBsRwZw/PMp5f38icnJYsvg9BiWeazCpAKg0NVzMy5yEr6vjS/rP6TfQalKhkSQmRHd2WlJhD5FYCIJwVTt6Mt36SVSvgTh8PLXB1xJOZ/Dyf37FpJivszApKopJ4cU3f8Hgal/b7doB5dpnTm5BCY8/v5QLuTVTGpcv1Ny+vfqftWsuLkkuAv09mTNjGM3dsqGoKht3nuToqerP7YFbR4FqflXVzqdL5WWFvjadS2TVqZONDv2bVJWM4iLe3rvL7DVJkug/ZCh3PP5IXXLx/VtvN5hUQHXBLNvWOChM6d7Tnm/LJqPDI7guKrrR9u0aScJV68KfRow2ey3hQjZ/2fgbYz79H8M+eo9bv1/KihPHG2013xpEYiEIwlXNnqmBxn6r/ebnvRYf17XvcjfomjVioCgqRSUVfPfrAfOkYtOm6umPTZvMkouk1Fzu/L9P+GTZTuzvsmFOI0usWHsIgAG9w3jpiZvQajX1Hoxak4RktO1esiTxx7WrWHY0nrKa9uVfHDpo006JZUePUNJA87LHho0g3deHJ+bcXu/4E3NuN1vQqZEkIrx9LN5PI0kMCe1A3yALBcmaSJYk3p48hendeyLV3EsjSWhrinN18PTi25tvMSuQ9c7e3dyw5AuWHjlMalERF0pL2Z+eyh/XrmL60q/JLi1p4G4tT6yxEAThqnbkZBoPP7PE6nkaWWLaxP4sfDC23vGKiiom3vVfm4pOaTUyLi4aKiqMNg69N8zHVcPKfe8jnTzZ4ELNS5MOY+cuzBr5GHllRpsLY9miS2Qgn/1rbt3XOXklrNxwmM27TlFaVklIoBel3TVsunDeptGA2p1Yvq6ufDRlBnOWf0+psfGtvpdafssd9A8JNTv+j6+/4s4/LCAi52IvlIZGLAD6BYVQpZhIuJBtlnrJNYnHtzff2iJ1LC6VXFDAjwlHSS0qxE3rwviozowOjzAbzVh2NJ4/b1jX6HU0kkT3gABW3HoXGgdVD7X1+S12hQiCcFXr3TWUqDB/zqXkWFydb1JUpk8y35lRVFJh8wPbaFJ45cmpvPjvX6iqql8B05aeI7Xyy02UPfMX3Ba9Ul2n4tKkAi7uFomNZd24W8jNMTZ70eblLn9Y+fu6c8+sEdwza0TdsdSiQm5c8gUllZVWk4va7d0FFRXM+el7ymxMKqCRkaTkZP7vz8/gUTP98cSc2/nXl9/Urbm4PLmQJPhu9u0siT/EF4cOklJUCECwuztz+g3krn4D8NK3fPPBMG9v/jDcfPfRpUyKwlu7d1g+R1U5lp3NpvOJXFfTfK21iKkQQRCuapIk8Yf7xiNJUqPTFJIEU67rS3S4eTn3hkp1N34vGNo/ks/fvIfpkwbgqr/4u13PLnYOsd96K8THmycVtcLCqNh/kH8XBTg8qZBliYF9GrnvJTp6erFk5i34GgzV77NhHkhRVcqqqmyesNFIEpE+vvUP1ozYeKSk1I1QHIiKrLfmYsni9wjNy6+7Rs+AQNxcXHhg0BA23/MABx+az4GHHmX7ffN4dOjwVkkqbLU7NYWMYutbhzWSxLKj8a0QUX0isRAE4ao3pF8Ei56ejntNlUuNLCHX/JEkmHH9AJ6YN6HB97oZdAztF9HgzohLybLEiEHR6HVaOob48McHrmPNF4+z8pNHWPfV//HBojuJCvO3ugZDkiS6RQVVJzQ6y0nNheJKyspt/83fVoqiEhLoxbOv/cS8Z77myb//wOpNR+tVEq3VKzCILfc8wJMjRtPNP8Dqugmwr1ZDj4DAusQFqG68FhsLZ8+iRkfz7F+fIaNmZCLd16decvHlux/gYjRiUlXu6HtxNEqSJLxdXfFxNdiUDLW21JrRFGtMqkpSQUELR2NOTIUIgiAAo4Z0ZsVHD/P7jhPsP5JEVZVCeEdfbhzfl5BAy+vBbp06hL2Hz1s8R1FUbrlpcL1jWq0GX++Lc/azbxzM6+83Pm8O1FT4VJi78HM8PfTEXNON66/tjYe7+W/ULfVM9HTX89bHvyPLEoqiIkmw80Ai736xmTeem0mPzhcLSO1PT+W1bVvZl97wjprmyi4tQVHViwmATgcvvwzPP4/02288rJjY/fOPoFZPttQmF7WVN41aLdO696BPCyzKbCluWtt3F7m72D6i5ihi8aYgCIIDfLpsBx8v3YFc0+66Vu3Dd96dY5gzc7jFaxhNCs+89hO7Dpy1uN5DkupXazS4uvDqn2cwuG+42fXG3/YmVuo+2cXdTUd5eVWD60pkWcLg6sInb9xNxxAftp4/x/0rl9cVtWop6+66hy6XtxS/pGX82jOneGLdakqrqpBr1rLoTSbKNRpm9ezNK+MnoNPY3krd2XLLSrnm4w8wWvkXKyHx5MjRPDxkmEPuKxZvCoIgtKJ7bxlJ54hAlqzYy5ETaXXH+3TrwB3ThzF6qPUFdKVllQzo2YkjCakUXdaD41KXP6PLyqtY+Lfv+Pj1u+kSGVhzjsqr76x1aFJRG2NjOYKiqJSXV/HNir3Mvy+Gx1avxKTY0uC8eT45uJ8eAYFM6twVT72ebUnnKKiowM9gYHRYBJM6d2X0/RH8fDKBnclJVComIn18ubV3X6IuX59xBfAzuDGte09+SjjW6KJYCXDRyMzu1ad1g0OMWAiCIDjchdxiCorK8PY0oKgqK9cfZuue05SWV9IhyJubYvtx7fCudT1EAE6dy+Lxvy6luLR+QmHPbpEenUP46PW7gOp25h9+s81x35QddDot9z8Vw1+3bmiV+2kkqe4Be+n/B/DS67l/4GAeHTLcYdsu24KC8nJmf/cNifl5ZslF7bTQf6+/iRu6mre6bypbn98isRAEQWgh67Yc4+9vr0FV1bqdGbVTJREd/fj3C7MJ8vfk1w3xvPreWruaUTVm2bsP4Ofjzo33vNPgYsrW0nN2FBuzz9s9BSJLEj38AziRc8Gm+he2mtqtB29OuqFNLsZsqsKKct7cuZ3vjh2h7JJKm4NDO/DEiNFc08n6zh277iemQgRBEJxn76Fz/O2/q8yShdoHbUp6HgteXMZdM4ez6N21DrvvT2sP0S062KlJBUClqtidVOhq1jw8NyaGnSlJPLjyJ4dNo/x8MoHY6M7c1K2Hg67ofF56V16MuY4/jRzD4cwMKk0mwr29ifb1c2pcIrEQBEFoAR99u72ummRDTIpKUloe//rfbw6979mkC3h7GayfeBm9TktllbHRURNZlvD2cKWgqNxqwhAS6EVUqB87LiTbNOowq2dvRoVHEBMRhXdNk6/xUZ25o08/vj7SeOM3e727d3e7Sixqeeh0jAwLt35iK2k/E06CIAhtRFJqLkdPplt9AEsSDh9Z2B9/ns+/N2/MZUnHEG/+8dQ0NLLcYD0OWZaICvPn4bvG2vQ9zbphELf07mtTUuGh0/HyuOuY1r1nXVIBsDM5yaFJBUBCzgVu/2Ep+eW2d5kV7CcSC0EQBAdLzcy36byWWOFWZVQoLTNvymVJgJ8nwwdG8d4/bmfYgMh6r7m76bhtyhDefeV2Jo/rQ8yIrjRawkpS8Q/PJbvL3zhe9gYz+4LGypKGx4ddg2sDdRk+PrjfpmJa9tqbmsLcn35wavfP9k5MhQiCIDiYXndl/WgN9PMAoGeXUP753M1k5xSRllmAVquhS0QAev3FB//4O1LI0J3l9M4IjJVaqpMMCVljImpICv0nn0CRFVJLDxEWepC7vTry5a5eqIqL2c6NeYOH8sDAIWbxVJpMbDx3tkW2qSpAfFYmv546wcyevVvgDsKV9bdfEAThCtCraygGVxer5bTt2UrakmJH96z3daC/J4H+nmbnVZiKOVb0C30nVtEz5izpJwKoKNGjM1QR0i0bneHiKIBKdQENb/d0npsYyq6TIziWnY1WlhkRFs6dffvTM8C89wpgV6+QppAliS8Ox4nEooWIxEIQBMHBXPUuTI3tx3erDlhsAKaqKq56LeUV1oflB/YOY8KYHrz1yUYqK41m1TebQpYgNMiHEYOibDo/sXg3JrU6WdLqTIT1zbT6HhWFfNM+Fk14HB9dR5vu467TodNoqDSZbDrfXoqqcuLChRa5tiDWWAiCILSI+28bReeIQIvNyebPvZYF919n9Vpjh3fhzb/OYuqE/vz80SP88f7xXDeqBwG+Hk2OT5YlfLzd+edfbkajse1RUG4qRML+dQ8SMscLLPdAuZRWlpnevaddayzsfZi1p3oWbY0YsRAEQWgBbgYd7/ztNt7/agu//n6k3u6PTiE+3H/bKCaMqZmCUOGtT36nvKIKjUauK6ilc9Hwf/eOY/qkAXXv9XDXc/MNg7j5hkG89NavbNieYLUtugR4exnIL6zeDeHp4cr0if2ZfeMg/HzcLb73Uq4ar0a3z1omUWS0b4Tg3oGD+THhGJLa+B1lSWJ8ZFRdN9Kx4ZE8sW41VVbqmGskiSEdOtgVj2A7kVgIgiC0EDeDjoUPxjLvzjHEHUuhvKKK4AAvencLRbrkN+abYvsyflR3ftuWwImz1dML3aODiR3do7o9eiNGDo5m/dbjVuNQgXf+dhu+3m6YFAUvD4PNoxSXivIYjkZyqZsOsZUE6CRXq+ddqrt/AO9MnsJjq1eiqGq9rau1IxlvTrqBKZfVpTiYkc4Xhw5a3OpqUlXu7jfQrnjaOlVV2ZeeSlxG9TbnXgFBjAqPcMrIjEgsBEEQWpi7m55RQyw3IXMz6Jg6oZ9d1732mq74eBkotFC0SiNLDOgdRkQn/wZft4de40FfnynE5S2n0S2nDVAwEe050u77TejchdV3zuWrw3H8mHCMwooKPHU6pnbvyd39BtLV3/x7emzoNWw4e4bUosIGkwsJuL5LN8ZFRdsdT1u1Ny2F5zas53ReLrJUPVllUlU6enrx4rXjuS7aegM8RxK9QgRBEK5ghxNSWfDSdxiNJrMpEY0s4efjzgev3klQA7s8msKoVLIy5XmSSvdR/Zi2Ng0j4+0Syt3RnyJJzVvWp6pqvZGexmSXlPDk+jVsSTqHLEnIkoRJUdDKMnP6DeDpUWNxuYLapFuyJzWFu5Z/12Br+tpPavHkKQ5pRiaakAmCIFwlTp3L4sMl29h54GzdThEXrYaJ1/bkwdtHN2uRZ0MU1cSxgjUczF1ObuU5C2dK6CQDsyP/Q4Detp0njpSYn8dvZ09TXFlJsLsHN3Ttho+r/eXO2ypFVbn2s49ILyqksVUlEtW7bHbf/zAGF/NCZPYQiYUgCMJVJiuniPMpOciyTNeoILw87FvXYC+TYmRl6l85X7KPxkYu+vpMYXzIH1o0jqvV5nOJ3Pvzjzad+1rsJGb36tOs+9n6/BbbTQVBENqJIH9PhvaPZHDf8BZPKgDi81daTCpqz0kpiWvxWK5G+9JT0crWH+MaSWJvWkorRFRNLN4UBEFoRUVV2RzJX0VW+UkAgly70sfnBjxdgpwcWX0lxlwqTSW4ar0waLzNXldVlbi8H7G+xkJDXN5PdHIf0DKBXsWMVrbVXspkZUuyI4nEQhAEoRWoqsqenK/ZfeFzQKoreX2+ZC97cr5mmP9dXBNwt02LEy3fR+Fs8U7i8n4ivewIiqrgpwujn+80enpPwEW2PJJxumgr+3OWkVF+cRtruNsQhvjfRtglyUFBVToFVenW48FEYol93VYF23T187cpuVCBLn5+LR9QDTEVIgiC0Ar25y5l14XPUFHrkgqo7amhsifnS/bmfNPk6yuqiaSSAyw7v4BfUl8gtfQQJrUKFRM5lefZmPkflp57nFJjXqPX2J79Mb+mvkRm+Yl6x5NLD/Bj8p+Iz/ul7phRKbcjNiOqavtv14JtJnfphoeu8TontSRgVjPXV9hDJBaCIAgtrMJUzK4Ln1s9b0/Ol5Sbiuy6tqoq7M9Zxsenb2N58lNklB+rPl5vn0D1MHhuZRIrU55vsPHZqcIt7KtJbNTL9hjUfv175ltkllUnHR4uATaX93bX+jd7q6lgzuDiwlMjx1g97+Ehwwh0s73CanOJf9OCIAgtLKFwAybVeqMxk2okoeA3s+OqqpJRlsCG9Df5/vxClif/mQO531NmLGBd+utsy/4fpabGRyLqroOJjPLjpJUdMXvtQO73SFYeCRIaDmV+B1SX9472GIVE/XoQcqVy2Xtk+vjcaDU2oWnu6jeA58bEoKmp11GrtlDWw4OH8cdrRrVqTE1aY/HOO+/wxhtvkJGRQf/+/Vm8eDHDhg1zdGyCIAjtQl5FEjIaFCwnFzIyuZXn6x2rUspYlfp3zpXsQkKDSnXHz6SS/WzL+rDua1tJaEgoWE9Ht751x0qMuXUjHZZ0WZXG0MWLUDffjRQeztCAO0gs3olaUyjLI72cmfcdZOfj0Zy6IRgJGb3sTl+fKXbFaE2ZsYBjBetIK4tHRaWjoS8DfGegkZtXp+FKdf/AwUzt3oPvjh4hLiMdk6rSOzCIW/v0paNn65d1sDuxWLp0KQsXLuT9999n+PDhvPXWW0yaNIkTJ04QFNS2VjULgiC0BZKkwdYS2LJ08ceyqqr8mvoySSX7q7+ul0SodicVtdcoNubWO1ZhKrYeV6XCiMVn8T1XijouBjZtJjisGzd2fJFVaS/jllbCzLkH8EkuY8Tis5yJDURv8GZG2Gu4a33tjrPB2FWFHdmfsj93ab3pmsTinWzP/oiBvrMYHfRgsxfAXokC3dx5dOhwZ4cBNGEq5M033+TBBx/k3nvvpVevXrz//vu4ubnxySeftER8giAIV7yObn1RbEgCFEx0MFxcZJdadpjzJXvN1jw0h4SMXuNW75hBa76d1Cw2ncyPnwykIMwN6WwixMRAcjLRniO41+VV7rjvBD7JZRSGubP5qxmM6fQ4c6M/J9C1i8Ni35L1Pvtyv2nw81BROJC3jLVprzrsfkLT2JVYVFZWsn//fmJjYy9eQJaJjY1l586dDb6noqKCwsLCen8EQRCuJtEeI3HT+ILFxY4SBo03nT1H1x2Jz/vFbA1Dc6kodPYYXe+YQeNNuNtgq2ssikNd+eHzwRijOsHZs9XJxY4duE+Yieu5LIiOxmv7caaP+ooBfjPQaxxXSjy3IqmmboZlJ4o2cL5mhEdwDrsSiwsXLmAymQgODq53PDg4mIyMjAbfs2jRIry9vev+hIWFNT1aQRCEK5AsaZjY4emaXRQNJRcSEhITQ59Gc8lUSE7FuSZNdzRGQsZdG9Bgp9Eh/rfZNDJSFKpjySfdUKIjq5OLUaOq/xkdDZs2QQv9jI/P/8X6STX2XPiqRWIQbNPiu0KeeeYZCgoK6v4kJye39C0FQRDanAj3IcwIew0fXUeg+iFfO0Lg49KB6WGLiPSovwheIzuuhqGEBhfZwLROr9RLXmqFuQ8kJvhxm66VHyJz4u176h/88ssWSyqABneyWDq3ldtgCZew629tQEAAGo2GzMzMesczMzMJCQlp8D16vR69Xt/0CAVBENqJMPeB3B31KWll8WTWlvTWd6GjW/8GFxyGuQ0iu/xMs9dYyGjp4R3LUP878NF1aPS8QH1nm67nnl5Gp4f/Vf/gnDktOmJhX4EtFQUjGq7OXSLOZteIhU6nY/DgwWzYsKHumKIobNiwgREjRjg8OEEQhPZGkiQ6uvVjkN8sBvnNopP7gEZ3MfT1uQnV6m4SqWYdhvk1tJKBCaFP8VDX75kQ+ieLSQVgU3Euj/Rybp57AM+kourpj+3bq/9Zu+aihUalQw29bD5XJ3ugkURS4Sx2T4UsXLiQDz/8kM8//5zjx4/zyCOPUFJSwr333tsS8QmCIFy1vHWhjAl8qNHXJTQYNN7cHvkuYwIfIlDfBQ9tIIH6rowNeoT7uyyhl/dEmxdRWtsdUptU+CSXURTuWT1CMXJk9T9bOLkY4DfT5nP7+051+P0F29k9gXfrrbeSnZ3N888/T0ZGBgMGDGDNmjVmCzoFQRCE5hvkPxu9xpMd2Z9QaspFQqobxQhzG8B1IX/ESxdCoGtnBvnPbta9Qlx74KENpNiYbfaaXKkw876D+CSXkR9mIHnla/StnfYIC6tOLmJiqpOL2FiIjwcb+ljYylfXiZ5eEzheuN7ieS6SK/18Wj+xKK66QLHxAi6yAT9d2FVdwlxSW3mFS2FhId7e3hQUFODl1foVwQRBEK5EimrifMk+CirT0EguhLkPrFsI6kiH8lawKXNxg691XZXJiMVnWfnZKGaP/s68nXpycnVS8fLLcOutDo9NVRXWpC3iZNHGBl93kQzcHP5Pgg3dHX7vxqSUHmLPha9JLj1Qd8zTJZiBvjfT33casuTY7cLOZOvzWyQWgiAIQh1VVdmY+V/i81ciIddbOCoho6tyYWrn1+ng1rvhC1RWOnSkoiE5FefZmvUBGWXHMKlVuGl86O87nd4+kx1aO8OahILfWJv+Ws0okvni0s4eo7ih4/PtJrkQiYUgCIJQp9xURIWpCFeNl9WHr6qqnC3eQVzej6SUHgKqRwN6+0xmgO8MvHWhrRFym5ZXmcKXZ++zsmNHYnTgAwz2d/zojTPY+vx23CZpQRAEoc05X7KfAzlLSbpkqD7CfSiD/GYT7j6owfdIkkRnz1F09hyFUanEqFagk93azW/ejhCft9KGs1QO5v3IQL9ZV9VnJxILQRCEdupAzndszf7ArFR3Usl+zpfsZWzQowy0sttCK+vQ0rJTG1eiU0VbbKovUmLMIbv8dKuu+3C2q3fZqiAIQjuWXHKQrdkfAJg9AGu/3pL1Lqmlh1s9tvagUiltkXPbA5FYCIIgtEMHcr+z2lRMQsOB3B9aKaL2xV3r3yLntgcisRAEQWhnqpQyztnQbl3FRGLxToxKZStF1n709r4ey91qq2uiBuq74KcPb52g2giRWAiCILQzFaYSsFoKvJqKctUN1TtCb5/rcZU9LY4KqagMC7irFaNqG0RiIQiC0M7oNR5Wp0FqyWjQa9xbOKL2x1XjxYzw19DL7kiXjVxU926BMUEP08VztDPCcyqRWAiCILQzLrIrnT1H1T3gGiOhoavnWNGwq4mCXLsyJ/oTrgm4B09tEDJadLIbPbzGc1vEOwzym+XsEJ1CbDcVBEFohwb5zeZ00TYrZykM8Lu5VeJpr9y0vgwLuJNhAXc6O5Q2Q4xYCIIgtEOhhl7EhjzBxbbqF0lokJCYEPoUIYYezglQaLfEiIUgCEI71dvnegL0URzM+5FThZtRMCJLWrp7jmOA30yCXLs6O8QGVZpKqVCK0cse6DRuzg5HsJPoFSIIgnAVUFQTRqUCraxvs+Wlk0sOciD3O86V7Kk5IhHlMZxBfrPp5NbfqbEJoleIIAiCcAlZ0rTp3/4P5v7Ilqx3L5u2UTlXvIfE4l3EBD9Of99pTotPsJ1YYyEIgiA4VUpJHFuy3gWqi3ZdqrbI16bMxaSWxrd6bIL9RGIhCIIgONWBvO9tKj9+UJQfvyKIxEIQBEFwmiqljMTi3TaVHz9bvEOUH78CiMRCEARBcBpRfrz9EYmFIAiC4DT2lB+X0KCT2+4CVKGaSCwEQRAEp3GRXYn2GGlT+fEunmPQyrpWikxoKpFYCIIgCE41yG+W2W6Qy6koDBLlx68IIrEQBEEQnKqDWx+uC/kjQIPlx0EiNuQJQgw9nRCdYC9RIEsQBEFwuj4+NxKgj+Zg7g+cKtqKigkZDV08xzLQ72bR0+QKIkp6C4IgCG2KSTVSpZTiIruhkcTvv22FKOktCIIgXJE0khaNRvzieaUSaywEQRAEQXAYkVgIgiAIguAwIrEQBEEQBMFhRGIhCIIgCILDiMRCEARBEASHEYmFIAiCIAgOIxILQRAEQRAcRiQWgiAIgiA4TKsXyKot9FlYWNjatxYEQRAEoYlqn9vWCna3emJRVFQEQFhYWGvfWhAEQRCEZioqKsLb27vR11u9V4iiKKSlpeHp6YkkSa15awoLCwkLCyM5OVn0KUF8Hg0Rn4k58ZnUJz4Pc+IzMdcePxNVVSkqKqJDhw7IcuMrKVp9xEKWZTp16tTat63Hy8ur3fyLdgTxeZgTn4k58ZnUJz4Pc+IzMdfePhNLIxW1xOJNQRAEQRAcRiQWgiAIgiA4zFWVWOj1el544QX0er2zQ2kTxOdhTnwm5sRnUp/4PMyJz8Tc1fyZtPriTUEQBEEQ2q+rasRCEARBEISWJRILQRAEQRAcRiQWgiAIgiA4jEgsBEEQBEFwmKs2sZg6dSrh4eG4uroSGhrKnDlzSEtLc3ZYTnPu3Dnuv/9+oqKiMBgMdO7cmRdeeIHKykpnh+Y0f//73xk5ciRubm74+Pg4OxyneOedd4iMjMTV1ZXhw4ezZ88eZ4fkVFu2bGHKlCl06NABSZL46aefnB2SUy1atIihQ4fi6elJUFAQ06dP58SJE84Oy6nee+89+vXrV1cYa8SIEaxevdrZYbWqqzaxGDduHMuWLePEiRP88MMPnDlzhlmzZjk7LKdJSEhAURQ++OADjh49yr///W/ef/99nn32WWeH5jSVlZXMnj2bRx55xNmhOMXSpUtZuHAhL7zwAgcOHKB///5MmjSJrKwsZ4fmNCUlJfTv35933nnH2aG0CZs3b2b+/Pns2rWL9evXU1VVxcSJEykpKXF2aE7TqVMnXn31Vfbv38++ffsYP34806ZN4+jRo84OrfWogqqqqrpixQpVkiS1srLS2aG0Ga+//roaFRXl7DCc7tNPP1W9vb2dHUarGzZsmDp//vy6r00mk9qhQwd10aJFToyq7QDU5cuXOzuMNiUrK0sF1M2bNzs7lDbF19dX/eijj5wdRqu5akcsLpWbm8vXX3/NyJEjcXFxcXY4bUZBQQF+fn7ODkNwgsrKSvbv309sbGzdMVmWiY2NZefOnU6MTGjLCgoKAMTPjRomk4lvv/2WkpISRowY4exwWs1VnVg8/fTTuLu74+/vT1JSEitWrHB2SG3G6dOnWbx4MfPmzXN2KIITXLhwAZPJRHBwcL3jwcHBZGRkOCkqoS1TFIUFCxYwatQo+vTp4+xwnCo+Ph4PDw/0ej0PP/wwy5cvp1evXs4Oq9W0q8Tiz3/+M5IkWfyTkJBQd/6TTz7JwYMHWbduHRqNhrvvvhu1nRUitfczAUhNTeX6669n9uzZPPjgg06KvGU05fMQBMG6+fPnc+TIEb799ltnh+J03bt3Jy4ujt27d/PII48wd+5cjh075uywWk27KumdnZ1NTk6OxXOio6PR6XRmx1NSUggLC2PHjh3tasjK3s8kLS2NmJgYrrnmGj777DNkuV3lnk36O/LZZ5+xYMEC8vPzWzi6tqOyshI3Nze+//57pk+fXnd87ty55Ofni9E9QJIkli9fXu/zuVo99thjrFixgi1bthAVFeXscNqc2NhYOnfuzAcffODsUFqF1tkBOFJgYCCBgYFNeq+iKABUVFQ4MiSns+czSU1NZdy4cQwePJhPP/203SUV0Ly/I1cTnU7H4MGD2bBhQ92DU1EUNmzYwGOPPebc4IQ2Q1VVHn/8cZYvX86mTZtEUtEIRVHa3bPFknaVWNhq9+7d7N27l9GjR+Pr68uZM2f461//SufOndvVaIU9UlNTiYmJISIign/+859kZ2fXvRYSEuLEyJwnKSmJ3NxckpKSMJlMxMXFAdClSxc8PDycG1wrWLhwIXPnzmXIkCEMGzaMt956i5KSEu69915nh+Y0xcXFnD59uu7rxMRE4uLi8PPzIzw83ImROcf8+fNZsmQJK1aswNPTs279jbe3NwaDwcnROcczzzzD5MmTCQ8Pp6ioiCVLlrBp0ybWrl3r7NBaj3M3pTjH4cOH1XHjxql+fn6qXq9XIyMj1YcfflhNSUlxdmhO8+mnn6pAg3+uVnPnzm3w89i4caOzQ2s1ixcvVsPDw1WdTqcOGzZM3bVrl7NDcqqNGzc2+Hdi7ty5zg7NKRr7mfHpp586OzSnue+++9SIiAhVp9OpgYGB6nXXXaeuW7fO2WG1qna1xkIQBEEQBOdqf5PogiAIgiA4jUgsBEEQBEFwGJFYCIIgCILgMCKxEARBEATBYURiIQiCIAiCw4jEQhAEQRAEhxGJhSAIgiAIDiMSC0EQBEEQHEYkFoIgCIIgOIxILARBEARBcBiRWAiCIAiC4DAisRAEQRAEwWH+H0jkkxYK4gHuAAAAAElFTkSuQmCC",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
|
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
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]
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},
|
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"metadata": {},
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"output_type": "display_data"
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}
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],
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"source": [
|
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"for i in range(2, 21):\n",
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" kmeans = KMeans(n_clusters=i, n_init='auto')\n",
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" labels = kmeans.fit_predict(X)\n",
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" fig = plt.figure(i)\n",
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" plt.scatter(X[:, 0], X[:, 1], s=50, c=labels)\n",
|
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" plt.scatter(kmeans.cluster_centers_[:, 0], kmeans.cluster_centers_[:, 1], s=50, marker=\"x\", c=\"red\")\n",
|
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" print(f\"{i}: {silhouette_score(X, labels)}\")"
|
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]
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},
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{
|
|
"attachments": {},
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"id": "YGMDRdH1fp2P"
|
|
},
|
|
"source": [
|
|
"## 📢 **HAND-IN** 📢: Report in Moodle whether you solved this task."
|
|
]
|
|
},
|
|
{
|
|
"attachments": {},
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"id": "7wCCr_SqjGb3"
|
|
},
|
|
"source": [
|
|
"# TASK 2 (2 Points): DBSCAN\n",
|
|
"\n",
|
|
"First, let's setup the data used in this section. We will redefine the variable `X` containing the data to be clustered."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 50,
|
|
"metadata": {
|
|
"id": "kAkWhmjYlwJc"
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"from sklearn.datasets import make_moons"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 51,
|
|
"metadata": {
|
|
"id": "JeZgx1Rnl1iS"
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"X, _ = make_moons(\n",
|
|
" n_samples=200,\n",
|
|
" noise=.05,\n",
|
|
" random_state=RANDOM_SEED,\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 52,
|
|
"metadata": {
|
|
"id": "MmdUwMF8l9Vg"
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.collections.PathCollection at 0x7fd8f7625f90>"
|
|
]
|
|
},
|
|
"execution_count": 52,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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3TkpHVzeqGr4Ueo499S296qsYRS1PKNo9rfQI95j1dkE3IhgUDZTfPfyFcDC1p74Fj5cfxO563/NtfM4A3F88wpJBKhF9jcENRZze5M5wk0KNCDa0FIHTe8GPpmgccziBldZAedXssarB1LqdDVgSpPfV7rovcWNZJVaw2B+RpTG4iVPRHFVQkjtFAhXv5E69jzOq3H4stleIJXoCKz0Bb6hgak99S9DAxtuD/D0TWRqDmzhjhb46epcg63mckeX2Y7G9gt3pDXiBwMHUmu2fCD2vBPD3TGRhXC0VR6zUsVrvEmQtjzOy3D6LwFmTEQUFFR1d3aoJxwoZ4O+ZyMIY3MQJq/XV0bsEWcvjjCy3H4vtFeKFUfWF2jvOaFqMx98zkXUxuIkTVuir499iQW+dFJHHGT3SwiJw1mVUfaGkxHOgoZ8nf89EFsa/zDigd+m1/z70JiCLLJ3Wun+1xxldbj8W2yvEEyOWlCtVkzcJTE1JAIv9EVkYg5s4EM6FPtwEZNGEXr1LkIM9LpxE02DC7adE5jKivtD8yUOFghsZ4O+ZyMI4LRUH9E6p6ElA9p56imaej5GJpopYbK8QjxL7ODEwSV814XHZqVgxc7Tqdiv4eyayNI7cxAE9Uypaa7oEGuFJOz8BkoSQ/YPMXDptxkhLLLZXIG2U3/Hjm2qxq8438C7IScV9xcP5eyayOAY3cULrhV5LTZeaxvaAU0/H2jtVjytUnk+4jOpd5C8W2yuQNjKA/v36QMLX7cyKRg5CydUXMbAhigGSLKv15bWftrY2pKSkoLW1FcnJydE+nIhZf7asfKgLvbLSKLe0XChfRZmcCfck2vPLIgxMSghzL4FV1bf0GmmZNsrFkRYKyDtPLNjfyY15FzKwJYoC0es3g5s4Cm4AsQt9c3snxj28VXifTpURHjUOCTiwbLrpFwmOtJCaPfUtmFVWqRqsK9Ot0ajwTRTPRK/fnJaKMyJTKlpWGgG9c3K0iOTS6VhsZEmRJTIdC3ydR6a3lQcRmYurpeJUqBUloiuNjOB2y/jBhG/4FPcjigbRwo/+olHhm4hC48gNBSSSgBwOZSprZEYyfvDM7qg18SRSaKkHFQibphJZB0duKCDvmi7hDuA4JCA9OcGnVcLw9CQAQG1Te9SbeBIB2upBBcKmqUTWwZEbCkqp9/EfL72PY23qy7qDkWVg9fevwOjBKWjvOIP/a2rHnDW7AIjV0CGKBNF6UKGItPIgIvNFZORm9erVyM7ORmJiIgoKCrB79+6g215zzTWQJKnX14wZMzzb3H777b3+ffr06ZF4KXFn9OAUHBeoVxOIf9VeJc/nhcr6qDfxJApEpMN4KGymSWQNpgc3r7zyChYtWoSHHnoI77//Pi677DIUFxfj2LFjAbd/7bXXcPToUc/X/v374XQ6cdNNN/lsN336dJ/t/vznP5v9UuKS1jwEte7eRnfrJgqHf6f6UC021Ghp5UFE5jL9FuPJJ5/EggULMG/ePABAWVkZ3nzzTTz77LNYvHhxr+1TU32nIV5++WX069evV3CTkJAAl8tl3oETAO0NKN9fMhVd3XLQWjJGd+sm0iNUQ9hALTa8KxUHw6apRNZhanBz+vRp7N27Fw888IDnZw6HA0VFRaisrBTaxzPPPIObb74Z5513ns/Pt23bhkGDBmHAgAH41re+hRUrVuCCCy4IuI/Ozk50dn49tdLW1qbj1cQnrX2p+vfrG3J/ZnTrJtJCtFN9fnYqTnx1Go2tHXClJOKND48a3sqDiMxh6pXj+PHj6O7uRnp6us/P09PTcfDgQdXH7969G/v378czzzzj8/Pp06fje9/7HnJycnD48GH84he/wLXXXovKyko4nb3v8leuXImlS5eG92LimJENKPU08SQyimhDWFmWsePQ8V4jO8uvH4Udh79g01Qii7P0bfEzzzyDMWPGYPz48T4/v/nmmz3/P2bMGFx66aW46KKLsG3bNkyZMqXXfh544AEsWrTI831bWxuysrLMO3CbMboBpRnduolECFUgloAlf6vuObeDjOysmj2WrTyILMzUhOK0tDQ4nU40NfleyJqamlTzZU6dOoWXX34Zd9xxh+rzDB06FGlpaTh06FDAf09ISEBycrLPF2kzZ8IQbCgpxNTcdNWkYTWhkjb9V1gRGUU0mV1prRBoZEepRLz/81YkJZ6D9o4zTHonsiBTR2769u2LvLw8VFRUYObMmQAAt9uNiooKLFy4MORjN2zYgM7OTsyZM0f1eT777DN88cUXyMjIMOKwKQiRvlSiAiVtcoifzBRuBWKFJAH/8eL7OH6yk5W1iSzK9GmpRYsWYe7cucjPz8f48eOxatUqnDp1yrN66rbbbsPgwYOxcuVKn8c988wzmDlzZq8k4ZMnT2Lp0qW44YYb4HK5cPjwYdx///0YNmwYiouLzX45BOMaUBoZLBGp0doQNhi3DBzzqv3E5plE1mN6cDN79mw0NzejtLQUjY2NGDt2LMrLyz1Jxp9++ikcDt/ZsdraWuzYsQObN2/utT+n04kPP/wQzz//PE6cOIHMzExMmzYNy5cvR0JCgtkvh0zAbt0UCUZUIA6GlbWJrEWSZdnYv/IY0NbWhpSUFLS2tjL/RieOtlAs2lPfgllllao1a/RSVvmVzckz6RmI4pvo9dvSq6XIekIVP+PdKlmd2sq/brcc1tSVd2VtBv1E0cOu4HHGv9y8Fut2NmBWWSW21hxjJ2+KWaFW/i2/fhTCHctWKmsTUfRw5CZOhDviIlr8jPkGFAtCJbNLkhRwZEcUK2sTRR9HbuKAESMuSvGzUNjJm2KN0qneewop2MjOoKQEqPwJaGqeGc4oKhGFxtsLmzNixEUpfqZ2E8t8A7KLQCM7H33eillloXviiVTWZt4akfk4cmNzRoy46OnkTWQ3RlTWZt4aUWRw5MbGwh1xUe5a+zgldvKmuBJqdGVDSaGuytrMWyOKHF6FbEzPiEtiH2fAD/a08xM85eaDYSdvsoN1OxtQejahOFjjzLI5eZprPa3Z/gkkCSFXYymjqAxuiMLD4MbGtJSbV0Zcgn2wqwU2ADt5U+zTOroiGsh3dHVjc3WTavFA5q0RGYM5NzaW2MeJKSMG9coP8Kes8Pjo89agH+ze3/rvjp28yS7MWhW4/ePjwlWRmbdGFD6O3NiUMrW0teaY6oeqMuLy9NkP9lC1PRwSMDApAc3tnZryDYiszsxVgX/Z86nwcTBvjSh8/AuyIe+ppVCf006HBLdbxvKZozF6cIrQB7tbBprbO/H+kqno6pbZW4psQ2+OmpqOrm5UHDwmfBxTRjJvjShcDG5sJlTOgDfJb8RFGYkR4ZaBrm4ZA5PYhZ3sQ0+OmggtQRMAzM6/UHxjIgqIOTc2I5QzIAFFI3s6FytTScoHuwgOm5MdJfZxYmpuunCOmujoipa/LQnApIsHim1MREExuLERJWdArR+OWwYqapp8yr6b9cFOFEvmTx4Kt9rfj8ZVgaJ/Ww4JKB7Nvy0iIzC4sZFwKwmb8cFOFEuMqEIciMjfliyDf1tEBmFwYyPhTi2Z9cFOFEuCNc6cmpuODSWFmDNhiOZ98m+LKLKYOGEjyvD31ppjIaemQlUSnjNhCEa4knSVlyeyi0CNM8OdLuLfFlHkMLixmfmTh2JzdVPIbUJNLXV0dWPIBedh1eyxAGDYBztRLErs4zT03DcjaCKi3hjc2Iwy/L3kbJ0b7xEc77o2/neJoRoF8o6SyFhGB01E5EuS5VBt3Oypra0NKSkpaG1tRXJycrQPxxRV9S29hr+njXIFHP72LvoXLBjSk2dARERkJNHrN0dubEp0+Ftro0AiIiKr42opm0vs48TApISgQ+BmNQokIiKKFgY3cUy06J93o0AiIiKrY3ATx7QW/StZX4Wq+hZzD4qIiChMDG7imJaifwDwzv8dx01llVi/s8G8gyIiIgoTg5s4JtrzRuGWARk9CcYcwSEiIqticBPnRHre+GOCMRERWRmDmzgXqudNMEwwJiIiK2NwQ55GgVddkib8mEBdxYkocjq6utHc3smbDKIAWMSPAPQU/fvjrXkYuaQcIpNUgbqKE5ExQhXfZKsUInW8OpFHYh8npo0Kr6s4EemnFrh4t0pR/kTdMrC15hg2VzexVQrRWQxuYkgkOgmH21WciPRRC1zmT87Bmu11bJVCJIDBTQzQOgwdThCkt6s4iYtEkEqxRaTH29Pb6+CQgFCtjpWVjPz7pHjH4MbitAxDhzsXr1x0b8y7ECNcSb26ik/NTQ/YVZzEMFeCglF6vKm1QlGr2tDtllG+vxHvHmrGlcMGGniERLFFkuVQ9wH2JNoyPdr21LdgVlllyARfCcCGkkLUNLZ7gqBgoy3B5uJDXXRHD07hKIMBvINUrb8fsreOrm7klpYLt0IRtYLnFNmQ6PWbS8EtTKRjtyQBj2+qDTmkHaqq8LqdDZhVVomtNcd6jQzdVFaJV/d+FrKrOKlTm3Jg1ef4EWj5tpYeb1rwnKJIsGpJAk5LWZTSsVvtQ88tA7vqWqBWfi/QXLzIPD8TFMMnMuXAXAl7UxsddUjqU05a8ZwiM1l9xJ/BjUVpvZtT29S7qrBysvGiaz7RIDXQ74fsQSRvbsqIQdhSc8zQ5+U5RWYJdk5vOdCETdVNkNBzTYpmXiGnpSxKa8duEd5VhZWLrloCI1sthEdLkMqqz/YjOiV5xTcGmPL8PKfIaKHOaeVb2et7JcVh/c6GiB5nRIKb1atXIzs7G4mJiSgoKMDu3buDbrt27VpIkuTzlZiY6LONLMsoLS1FRkYGzj33XBQVFeHjjz82+2VElNaO3SK8qwrzohsZWoJUVn22H5G8OYdDwgf/PKE6tawHzykymsg57S1aeYWmBzevvPIKFi1ahIceegjvv/8+LrvsMhQXF+PYseBDsMnJyTh69Kjnq6HBN+J77LHH8NRTT6GsrAy7du3Ceeedh+LiYnR0dJj9ciJKT8fuYJwOCdNGuTzD07zoRoZokOr/+6HYp2V0dGtNE6aMHGToaC3PKTKa6DkdiJLiECmmBzdPPvkkFixYgHnz5iE3NxdlZWXo168fnn322aCPkSQJLpfL85Wenu75N1mWsWrVKjz44IO4/vrrcemll+KFF17AkSNHsHHjRrNfTkQpBfWM4F9VmBfdyBEJUln12X60jo7OHpcVskCfN5EgiOcUGS2clX2RTnEwNbg5ffo09u7di6Kioq+f0OFAUVERKisrgz7u5MmTGDJkCLKysnD99dejurra8291dXVobGz02WdKSgoKCgqC7rOzsxNtbW0+X9EmunxuzoQheHH+eN3P43RIkICAVYV50Y0MJUiVgF7BZKjfD8U2raOjky8eqHqerJg5Gq+WFGLaKFfQaSyeU2SWcHNBI5niYOpcw/Hjx9Hd3e0z8gIA6enpOHjwYMDHDB8+HM8++ywuvfRStLa24oknnsDEiRNRXV2NCy+8EI2NjZ59+O9T+Td/K1euxNKlSw14ReHTU6X2ymEDUSzQ0NIhAQOTEtDc3ilUVZitFiJnzoQhhlZ9ZgsH61NGR7U0ohU9T/KzU9HR1Y0dHzfjlarPUFHTFPY5RaRG9JwOJpIpDpZLpCgsLERhYaHn+4kTJ2LkyJH405/+hOXLl+va5wMPPIBFixZ5vm9ra0NWVlbYx6pVOB19RRpayjKw+vtXaKoxYPRFl4LLz071XJT0BiZs4RBb9DSiFT1PEvs4UZTrQlGui8EuRYzIOR2IdxAfCaYGN2lpaXA6nWhq8n0jmpqa4HK5hPbRp08fXH755Th06BAAeB7X1NSEjIwMn32OHTs24D4SEhKQkJCg4xUYR0/BPO8PLK2jLFpOICMuuiQusY9T1/sbTnBM0RHO6KiW80TvOUWkVahzOpRIpziYmnPTt29f5OXloaKiwvMzt9uNiooKn9GZULq7u/HRRx95ApmcnBy4XC6ffba1tWHXrl3C+4wG0SWha3bUYU99C+5aV4Xc0nKMe3grckvLcde6KoxwJWFDSSGm5qZ75j2VO/cNJYVhX9gS+zjZasGi2MIhds2ZMMSQv1urlrmn+BPonFaubv6XuWjlgJk+LbVo0SLMnTsX+fn5GD9+PFatWoVTp05h3rx5AIDbbrsNgwcPxsqVKwEAy5Ytw4QJEzBs2DCcOHECjz/+OBoaGjB//nwAPSup7r33XqxYsQIXX3wxcnJysGTJEmRmZmLmzJlmvxxdtFSp3bS/EeX7G3vu6oLcnZfNyeMoS5xhNenYFs7oKKciyYoCndP7P2+1TIqD6cHN7Nmz0dzcjNLSUjQ2NmLs2LEoLy/3JAR/+umncDi+HkD68ssvsWDBAjQ2NmLAgAHIy8vDe++9h9zcXM82999/P06dOoU777wTJ06cwKRJk1BeXt6r2J9VaFk+p2wmMnXFoCY+sIWDfWidPuJUJFmd9zmdn52K0YNT0NzeCUkC0s6P3kyAJMuilRXsQ7RlulE6urqRW1puSGM8JSmrbE5e+DujmNDc3olxD28V3n7PL4swMCm6OWYUvj31LZhVVhmyb5wEYENJIUdwKOoiNcIoev1mb6kIMLKVAns9xR9Wk45PWvL0iKJp3c4GzCqrxNaaY71GGKPRVwpgcBMxRrZSYK+n+MJq0vGHjW0pVlh1sQODmwgRqVIrOq7Du/P4w2rS8YWNbSlWWHWEkcFNBKktCZ02infn9DXvpb9s4RBfOBVJscDKI4z8i4iwUEtCZUBzNVOyn1CJeRtKCi2z1JLMo6d1A1Gk6RlhtEWFYgou0JJQ9noikaW/rHMUH/S0bvDGc4TMpowwigQ4kR5hZHATRYE+fNjrKX5pbdHBC5a96b3ZYdE/CsXIoNfKI4wMbqJA7cNHbzVT3qnFNlYhJn9ab3ZY9I+CMSvoDXeE0Sws4heBIn7evD98gt2Jaf3w4Z1a7NNS6NEhAQeWTWcAG2fUbl5Y9I+CMeO64+25d+uw9PUDvaaojNq/N9HrN0duIijczuCBPtB4p2YPVk7MI2sI1rpB+Yz409uHOfJHvei57mjZt3JjDfgGNtFOp2BwE0Faph3ks9uHGo0x86SlyLJyYh5Zk/+IrQj2H4s/Zk13B7qxBnpGa7rdMkq/k4vbr4zeyl7WuYkQLfUANu1vFCplbdXiSaQdqxCTFoHK3Yti0b/4YVYdGpEb66WvH4h4VWJvDG4iRGtncLVS1u8dOm7Z4kmkj5YqxN4F/ii+hLqwiODIX/wwq9J1LNxY8wyPEC3TDmocDglP7/iEORo2I7L0947JOXiayeNxTWSaIRgW/YsvZkx3K6NBavuM9hQoR24ixOjO4G/XNgtvzzu12BGqRcf8yTl4ZnudpTrvUmSJTjME080K53HFjOnuWOl7xiteBInUAxAlenLxTi32BKpz9NHnrZ5lvkwej19aLixEgPF1aLTOQnzc1I6BSQliGxuIIzcRFKr5oVnYiyp2JfZxYmBSAhL7OPFfZ5f5hhLtOW4yn5aGmoE4eY7EHaOb7mqZhZAA3LpmV1RGlRncRFigaQczsFO0Peypb8H85/dgi0p5c4DJ4/Eg3OntQOcIk9PtL9R094aSQs210EQWPwBfL45ZsnF/xFdOcVoqCrynHeqPn8L03203dP/RLp5ExlDqSEgarmNMHre/cKe3lXPko89bWdk8juht6xOI9+IHkdmpaBSPZHATRYl9nMhOO8+wVVRAzwfU+0umon+/vsbskKLCe7mvlgYpTB63v3HZqXjoulz86vUDuh7vkIDXPzyC5a8fYGXzOBSs0rVWcyYMQU5aP9y6ZrfqttFYOcVpqSgzchUV0PMB1dXNjMNYJ1JHwh8L/MWPGZdm6nqc0yH13HW/fkC1llY0C7BRbLgkXbw3Y6RXTjG4sQDR+UsRvHOPfXqX+zJ5PH7oTSx2u2XIkJmcTobQch5G+trE4MYCRLLZczOSWZo/Tmhd7svk8fijdcRXOUceui4XVfVfMjmdDGHltjEMbixCLZt96fWjhEvzU2zTeld+xTf661rxQLFNdMRX8vocmXFpZkwUYKPYoaVtTCRx/sJC1LLZ1Urz887dHpS7oU2CK2IuOD+Bv/c4pNauo9stY/H0Ebj9ymzP50hHVze7z5OhRNrGROPaxDPXgoJls8+ZMAQjXElYs6MOm6sbfZZvctm3vfygcIhwcBPN/i0UXVo/E5TAeatK3SRWNicRyo34jXkXWu7axOAmxowenILl14/GI98bg65uOaxaBWRdw3WsQuB5EJ+01i8xuhw/xZ899S1BayStmj027Do6RmBwEyNCnUwcsbEfM7r5kr2J1i+x6jQCxQaluKjVayQxoTgGrNvZgFlllewGHUesvAqBYp/R5fgpPngXF7V6jSTe7lmc2skEsBu0XZkxfWBE6XWyByPL8VN8UIqLhsrXikarhUAY3FhcLJ1MZCwjpw84rUnBGFWOn+xNKS6qNlUejVYLgTC4sbBYO5nIeEaskIuVOXIisi4txUWtsMiBwY2FxdrJROYIZ/qA05pEZIRYW+TAhGILs3LfDoq8xD5ODExKAAA0t3cKlcYXacDJPkL21tHVrXq+iGxD8S3WFjnwamhhLLhF3rTmzXBaM76JnC/MxSIt5k8eqlpc1Co1khjcWBwLbhGgL2+G05rxS+R8kQHmYpEwJRCWAAT6WLFajSROS1mcSMdwq5xMZA69tSU4rRmfRM6XBzfux5IYqVdC0edday3Y/ZJyHm3/uNkS5w2DmxjAglvxTW/eTKzNkZMxRM4XkZiXuVgEhA6W/cmwTnFZ3qrFCBbcik9a8mY27e+dN8Npzfgier6IzFYyFyu+BLu2iNRa82aVVZgRGblZvXo1srOzkZiYiIKCAuzevTvotk8//TQmT56MAQMGYMCAASgqKuq1/e233w5Jkny+pk+fbvbLCItRqxGUFTP8sIkPWvJmZACr3zrkc45xWjO+aDlfRCi5WGRfe+pbcNe6KuSWlmPcw1uRW1qOu9ZVoaq+xRMsiwY23qI98mf6yM0rr7yCRYsWoaysDAUFBVi1ahWKi4tRW1uLQYMG9dp+27ZtuOWWWzBx4kQkJibi0UcfxbRp01BdXY3Bgwd7tps+fTqee+45z/cJCQlmvxQh/tEvVyNQOLTUlgCA3//jEP7wj0OYNurrc8yIQoAUG7SeL2qYi2VvaonnP58+Qve5FO2RP0mWZQPj/N4KCgowbtw4/OEPfwAAuN1uZGVl4Yc//CEWL16s+vju7m4MGDAAf/jDH3DbbbcB6Bm5OXHiBDZu3KjrmNra2pCSkoLW1lYkJyfr2oe/QEHMcFcSao62wxmidD7zZUjNXeuqVMsB+At2jnFa0/5EzpdgK168KSUmyubkGXp8ZA176lswq6wy5HmgjPWGEyTs+WWRpz6XEUSv36ZOS50+fRp79+5FUVHR10/ocKCoqAiVlZVC+/jqq6/Q1dWF1FTfu8tt27Zh0KBBGD58OO6++2588cUXQffR2dmJtrY2ny8jBevaXXO0HQBXI1B45k8eqnlYONg5xmlN+5s/eSjcAomfapiLZW+iCxUGJiWoLkoI+vgojvyZGtwcP34c3d3dSE9P9/l5eno6Ghsbhfbx85//HJmZmT4B0vTp0/HCCy+goqICjz76KN5++21ce+216O4OnM+ycuVKpKSkeL6ysrL0vyg/WjLJ/UV7TpJiw7jsVCyePkLXY3mOxR+RPKsVM0djBXOx4pZoLk23W0bzyU5dOTfRXoVp6cnURx55BC+//DK2bduGxMREz89vvvlmz/+PGTMGl156KS666CJs27YNU6ZM6bWfBx54AIsWLfJ839bWZliAozWT3Fu05yQpdtx+ZTYe3XQQWieReY7FJ9E8K+ZixSdNCxVkYPH0EXi0/KCma120R/5MDW7S0tLgdDrR1OS7FLWpqQkulyvkY5944gk88sgj2Lp1Ky699NKQ2w4dOhRpaWk4dOhQwOAmISHBlIRj0WWXobhlYMfHx1GUm66+McWtxD5OTBNoxREIqw/Hp1DlI5SfjR6cgrI5eczFijNam2DefmU28rMH+ATCSt6W/36sUqnY1OCmb9++yMvLQ0VFBWbOnAmgJ6G4oqICCxcuDPq4xx57DA8//DA2bdqE/Px81ef57LPP8MUXXyAjI8OoQxdi1LLLBS9UMbmYVInUrAmEK17iW2Ifpydg8V/4IAGYMnIQSq6+iCM1cUS0byHQE7j8+OUPsGDy0F6B8P7PWy078mf6aqlXXnkFc+fOxZ/+9CeMHz8eq1atwl/+8hccPHgQ6enpuO222zB48GCsXLkSAPDoo4+itLQUL730Eq688krPfs4//3ycf/75OHnyJJYuXYobbrgBLpcLhw8fxv3334/29nZ89NFHQiM0Rq2W6ujqRm5puSEBjgRgQ0lh1E8Isrb1Oxuw5OzSTZERHK54IYWy7FcKcse+YHIOfjkjN/IHRlEhslpKobbCN5Ijf5ZYLQUAs2fPxhNPPIHS0lKMHTsW+/btQ3l5uSfJ+NNPP8XRo0c92//xj3/E6dOnceONNyIjI8Pz9cQTTwAAnE4nPvzwQ/zbv/0bLrnkEtxxxx3Iy8vD9u3bI17rRrS8vQgmfpII71YcksBpF+15b7IG74UPwWLip7fX4eE3D0T0uCh6QiWe+1Nb4WvFVZimj9xYkZF1brREv2ocEnBg2XRLnSBkXR1d3Vj7bj0eKT8YsJZSt1vGr67Lxe1XMriJd3etqxLOD1xzWx4mXTyQn0Nxoqq+BWt21KF8v/oKZiuMBFtm5Mbu1JZdasFS56RFYh8nSq65CK/6NVUFvi5LsPT1A7j9uV1491BzlI6Sok3rwof5L+z1KcFP9pafnYpVs8cKNVP1Xn1pdQxuDBCqa/eL88dDNMZh4ifpkZ+dirI5eXjwOz35Et7nmwxgW+1x3LpmN779u+28WMUhPQsflBL8VujuTOZr7zgjPPsQKzfhvJIaJNSyS5GsdGW4j0PBpMee+hYsf70nXyLYaXbgaBtuLKvECq7MiytJiecItVvwZ5XuzmQ+LUvDJcTGTThHbgwWKLFKpBw6Ez8pHCKl1BVs+xFfEvs4MWVk7ybForjYwf60LI6RAby69zPzDypMDG4iQKQcerQLHlHsEi2lruDFKv7cdfVFuh8bS3kWpJ/ITbgiFm6QGNxEiJKXM2XEoF55ORtKCjlNQLppzangxSr+jMtOxfzJ+keGYyXPgvRTbsJFxMINEoObCNlT34Knt3+CrTVfVwb91ohBlqjkSLFNmS/Xgher+PPgjFws0BngcLFDfLgx70Kh+lmxcIPE4CYC1u1swKyySmytOea5w5YB/KO2masRKGzKfLmWAIcXq/j0yxm5eLWkENM0nC/R7u5MkdPecUa4Oa/Vb5D46WYy78qg/jkRXI1ARtHSd4or8+Kb98rO7R8fx50vVIVcScXFDvFDa0NNK98gceTGZCKrWGJh/pKsTct8OS9WBHw94sfFDqQQXTUVC6N5DG5MJLqKJRbmL8n65kwYgldLCpGbGbgkOS9WFEioIqRc7BB/7FK6xLpjSjagZRWLMn9p5UiYrC8/OxV//9FkvHfoOJ7e8Qnerm2GW/76YsUEdgokVBFSii/KKPCSjfvh8OtZ5+3p7Z8AgGU/TxjcmMhO85cUWyYOS8PEYWm8WJEmiX2cPE8IcyYMwQhXEtbsqMOm/Y29crJk9LTn2FzdhOUWrXjOaSkT2Wn+kmJToIrZRERq8rNTcceknKDJ5t1uGTJ6FsRsPdBkubQKDhWYTGQVSyzMXxIRUXxZs/0TOENMTQE9ozjzX6jyTH0vmDzUElNVHLkxGVsvEBFRrNHa1sVqneQ5chMB3vOXm6sbmeBJRESWprWtC2Ct2m0MbiIk2GqEjq5uNLd3MuGTiIgsQ8uCGH9K7TYGN3FEWY2wp74Fa7Z/gi0HmnxGcqwyX0lE9sPVcyRKWRCzteaY8NSUwrt2W7TOMwY3UbBuZwNKz9YQUM4ZZb7SykvriCg28WaK9NDS1sVftGu3MaE4wtR6TSlL66rqW6JyfERkL4Ea91ot+ZOsKdSCGDXRrt3G4CbC2GuKiCKFN1MUrkDtOdRYoXYbp6UiSFlapzZ9aYX5SrIP5lnEL+VmKlTOhBWSP8nafDvJN2PBC3tDbm+F2m0MbiKIvaYokphnEd94M0VG60kydmFFkN5TTocEt1u2RO02BjcRxF5TFCkiSes35l3IER0b03MzpTyO5wSFEgu123j1jCDRpXVOh4Spuen8cCFd1PIsAODBjfux5Ow2HNGxJy03UxKAX7z2ISoOHuMoHwmxeid5JhRH2PzJQ+FW+bQJNV+pFP2zWpMysg6RpHUAnoZ4XDljT6KNeyWp51x4q7aZq6lIM6s25+XITYQpS+u0zlcyf4JEiOZZ+LNS2XQyjkidEvnsuRJslI/nBMUijtxEQaCldUqwsqGksFcBP9apIFF6+sF48y5DwFHC2KfWuBeA6vJelqagWCTJshzGR2FsamtrQ0pKClpbW5GcnBzVY1Gbr9xT34JZZZUI9UuSAGwoKeSdFaGjqxu5peVhBTgSgKKRg3zyL6aMGITZ476BSRenWW74mXrz/1ypqm/Bn975BFsPNHnyrKaMTMfWmiaIXAEcEnBg2XT+7m3Mqrkz/kSv35yWijKl11QwrFNBWoTTD0YRKP9iS80xbKk5BgnAtFGcDrWqQNPX+dkDAABV9V9+HdiMGITZ+RdiywGx0vosTWFf4aY8WDUo4shNlEduQtFyF847K1KIjPaFwyH15GmwB5q1eC//VwtsnWe3kQCh84SfL/YU7Jzxzv8M9jcerTxQ0es3c24sTG+dCopv4fSDEeGWwbL9FhNq+X8gyjbKSE4oViilT8YLpzVHLOSBMrgxmJFJmEqdChEs+kfeAiWtSwbHOUw0tQ7R5f/+ROrgWKGUPhlPb5/DWOlXxquhQcwYomPRPwpHoCJbr+79LGAZAtHpCW8s228Nepf/Az2BjXJ5s3IpfTJWOK05YiUPlCM3BjBziC7con9E3kW2Ao7oQHtgo+B0aPSFu/xfBvD0bfnCpSko9mlNeag/fgodXd2eoEht6tM7KIoWjtyESaTUfThFsPQW/SMKxn9E5xevfYi3apt1ra5SpkOtumIiHmhpsxCIQwImXZyGotx0/h7jhNZzZvrvtsMhAVddkhYzzZ8Z3IQpEkN0sdCkjGKP8qGj1LPRyumQkD9kAH788gesnB1F4Sz/95/SVitNQfag55xxy8A7/3dc+DminQfK4CYM4cxbamX1JmUUm8KZ0uh2y9hV19Izghik8zinNCJDpM1CIJzSjl96zhnRzwor5IEy5yYM0ViqbdUmZRSbtKzIU/gvL7fyiol4oXX5v9MhQQI4pR3HzCwZYYWgOSLBzerVq5GdnY3ExEQUFBRg9+7dIbffsGEDRowYgcTERIwZMwZ///vfff5dlmWUlpYiIyMD5557LoqKivDxxx+b+RIC4lJtimXKKOCUEYM0fbhdcH5fjMxIUn0Ml4pHVrCedQU5qSjISWWyMPUS6JzRIlC/MqsEzaZfbV955RUsWrQIZWVlKCgowKpVq1BcXIza2loMGjSo1/bvvfcebrnlFqxcuRLf+c538NJLL2HmzJl4//33MXr0aADAY489hqeeegrPP/88cnJysGTJEhQXF+PAgQNITEw0+yV5cKk2xSL/sgVaV0t9cfI0jrV1qm7HpeKRF2r6mlPaFIj3OVN//BSm/2678GOvuiQNb59t1WK1PFDT2y8UFBRg3Lhx+MMf/gAAcLvdyMrKwg9/+EMsXry41/azZ8/GqVOn8MYbb3h+NmHCBIwdOxZlZWWQZRmZmZn46U9/ip/97GcAgNbWVqSnp2Pt2rW4+eabVY/JyPYLbGxJsSRYuXXpbEuFcFbdBLPnl0UYmJRg7E6JyHB6Wv4AiGjQbIn2C6dPn8bevXtRVFT09RM6HCgqKkJlZWXAx1RWVvpsDwDFxcWe7evq6tDY2OizTUpKCgoKCoLus7OzE21tbT5fRgk1b2mlITqiUGULZK+EYCMrGXM6NjYZWWmdYocyG6E25ezdksOqeaCmfuocP34c3d3dSE9P9/l5eno6Dh48GPAxjY2NAbdvbGz0/Lvys2Db+Fu5ciWWLl2q6zWI4FJtigUiZQucDglXXzIQ22r1LQ/33xenY2NLtJohknWIrKKyQsKwmri4pXrggQewaNEiz/dtbW3Iysoy9Dm4VJusTEvZgn8cPGZIR/FY+ACkr3lPWXJpf/yyS+FYU4ObtLQ0OJ1ONDX5RoFNTU1wuVwBH+NyuUJur/y3qakJGRkZPtuMHTs24D4TEhKQkBCZOX8WwSIr0lK2QOkULbq9/7ax9AFIPcyutE7W5n9TbofZCFODm759+yIvLw8VFRWYOXMmgJ6E4oqKCixcuDDgYwoLC1FRUYF7773X87MtW7agsLAQAJCTkwOXy4WKigpPMNPW1oZdu3bh7rvvNvPlEMUsLeXWHRIwZcQg1ZYMSoXiAef1jdkPQOoRK80QyVhq05CxPBth+rTUokWLMHfuXOTn52P8+PFYtWoVTp06hXnz5gEAbrvtNgwePBgrV64EAPz4xz/G1Vdfjd/85jeYMWMGXn75ZVRVVeG//uu/AACSJOHee+/FihUrcPHFF3uWgmdmZnoCKCLypbVswR2TcrC15ljIfbrdMu4rHh7TH4AU2UrrZB2i05CxOhthenAze/ZsNDc3o7S0FI2NjRg7dizKy8s9CcGffvopHI6vF21NnDgRL730Eh588EH84he/wMUXX4yNGzd6atwAwP33349Tp07hzjvvxIkTJzBp0iSUl5dHtMYNUazRkiiYr3HePVY/AElfpXX+rmNbPExDml7nxoqMrHNDFEvW72xQDVi8k0ar6lt6zbtPG+XitJON6KltwuAmtt21rkp4FLdsTl4Ej0yd6PU7LlZLEVEPrYmCsT7vTupYaT2+xMs0JIMbojijJ2DhtJO92aW2CamLl2lIdgWPIFb9JCsxurIoz+/YxUrr8SNeGj7H5lHHGFb9JDvj+W0PdqhtQuriZRqSCcUmJxQHa1QYLIGTyErUpq54ftsTc6zsLZYbPjOh2ALiYbkd2ZPIaAzPb/tijpW92aXFQijMuTGRUvUzFKXqJ5FVrNvZgFllldhac6xXca+byiqxfmcDAJ7fREaLZN7anAlDsKGkEFNz0z05OMpNzIaSwpgfceXIjUniZbkd2YvoaMzQtPN4fhMZJNJ5a8q04+jBKSibk2fLaUgGNyaJl+V2ZC+iPYae3vEJz28iA0SyG3s8Jf9zWsok8bLcjuxDGW0MFdgAPaMxb9c2Q/D05vlNFITaSKmMnpHSqvqWsJ9LdLrZLhjcmERZbudfM8Kf0yFh2igX72op6rSONl49PI3nN1EYjM5bC5azE8kgyip4O2UiVv2kWJKUeA4kIOTyUIVD6jm/3649HnI7nt9EgRmZl6k23SQ63bxmR51tpqc4cmMiVv2kWPLR563Cgc20US5MGjaQ5zeRTnryMgNRm25a+26d8HSzEkTZAUduTMaqnxQr1mz/BA4Jqh+4bhme0Rie30T6KHmZot3YA+Wtiaxu/NXrB4SPyU7J/wxuIoCdlcnqRIfIgZ7KpaMHp3i+5/lNpJ0RbRDWbP8EkgQY1WfATsn/nJaKIKMbFRIZRcsQuYzAQ+Q8v4m0mT95KNwqf3jB8tY6urqxWfCGRITdkv8Z3BARSxcQRUE4eZntHWcMG7EB7Jf8z+CGiFi6gChK9LZB6OMUrTQVml2T/3n7RUQAwitdwHwbIv305K11dYc/bGPn5H8GN0QEQF+n4Hgq505kNi3d2LXUpQrm7fu+iazUfmHswbo4LUVEHlqGyOOtnDuRlST2cWLaqHRIOmenHBIwMCnB2IOyEI7cEJEPkSFy0e7hI1xJHMEhMonIVHIgoZaX2wVHbogooFBLu43uiUNE+ozMSNL8GLutjAqEIzdEpImRPXGU/TEZmezKrPN73c4GlJ7NjwvGvwJysNw5O2JwQ0Sa6OmJE+hDncnIZGdmnt+hpoW9jctOxZ76lrhsi8Lghog0MaInjvddp38y8ubqJiyfOTpofQ8iqzP7/Bbp8u10SBhwXl8cWDY9LkdGmXNDRJqEW/BPLRlZRk8yclV9i8FHTmQ+s89vZVpYtMs3gLhsi8Lghog0C6cnDpORyc7MPr/1TAvHIwY3RKSZ3p44Wu86O7q6DT5yIvNE4vxmHzgxDG6ISBc9PXF410l2Fonzm33gxMRnSEdEhtDaE6e2qU143/F810mxyYhkexHh9IGLFxy5IaKwhSr4521dpVhLBgmI67tOik2RGlXROy0cTxjcEFFEKPkIImQAt3EpOMUgkWT7bgNGVfRMC8cTjvkSUURoyUcAgIvTQ5eVZ2VjsiJlVGXJ2To3gZKLJQBPb/8EADSPrnif91qnheMJgxsiigij8hFY2Zisbs6EIRjhSsKaHXXYtL8R/qe8DO0F/dTOewY1vjgtRUSG6ejqRnN7Z8AlrkbkI6zb2YBZZZXYWnOsV+XXm8oqsX6nWE4Pkdnys1NxR4ipJy0F/Xjea8eRGyIKm+hoSjirPNQqvwI9F4oRriSO4JAliLRJUAr6BTtned7rw5EbIgqLlrvKcFZ5sLIxxRKjCvrxvNeHwQ0R6aanj46eVR4dXd3YXM3KxhQ7jCjox4re+pkW3LS0tODWW29FcnIy+vfvjzvuuAMnT54Muf0Pf/hDDB8+HOeeey6+8Y1v4Ec/+hFaW1t9tpMkqdfXyy+/bNbLIKIQ9N5V5menomxOHg4sm449vyzCgWXTUTYnL+CIzZ76Fty9fm+vpMxgWNmYrMCINgms6K2faTk3t956K44ePYotW7agq6sL8+bNw5133omXXnop4PZHjhzBkSNH8MQTTyA3NxcNDQ0oKSnBkSNH8Oqrr/ps+9xzz2H69Ome7/v372/WyyCiIJS7SrUPX++7Sv8k4cQ+zpCrPNbtbEDp2SW1oljZmKxASaDfWnMs5MiL0yFham56wL+DSFU8tiNT3omamhqUl5djz549yM/PBwD8/ve/x7e//W088cQTyMzM7PWY0aNH47//+78931900UV4+OGHMWfOHJw5cwbnnPP1ofbv3x8ul8uMQyciQXruKrUsVw015RVMqAsFUaSF2ybBiAApXpkyLVVZWYn+/ft7AhsAKCoqgsPhwK5du4T309raiuTkZJ/ABgDuuecepKWlYfz48Xj22WchyxoqgxGRIczuTiwy5eUv3vvpkLUY0SZBpOIxz/veTBm5aWxsxKBBg3yf6JxzkJqaisbGRqF9HD9+HMuXL8edd97p8/Nly5bhW9/6Fvr164fNmzfjP/7jP3Dy5En86Ec/Crqvzs5OdHZ2er5vaxNv3kdEgZl5Vyk65aVwSIAss58OWY93Qb/N1Y0+pRLmT8pRPV9DVTx2OiS43bLPec9qxT00BTeLFy/Go48+GnKbmpqasA4I6Ak+ZsyYgdzcXPzqV7/y+bclS5Z4/v/yyy/HqVOn8Pjjj4cMblauXImlS5eGfVxE5Mus7sRaWzVcPXwg7rlmGAMbsqRw2ySIBEis3O1LkjXM6TQ3N+OLL74Iuc3QoUOxfv16/PSnP8WXX37p+fmZM2eQmJiIDRs24Lvf/W7Qx7e3t6O4uBj9+vXDG2+8gcTExJDP9+abb+I73/kOOjo6kJCQEHCbQCM3WVlZnmkvItJv/c4G1btKrU38Orq6kVtaLpxIeWDZ9Li+S6X4EShA8k68N+pv0Kra2tqQkpKiev3WNHIzcOBADBw4UHW7wsJCnDhxAnv37kVeXh4A4K233oLb7UZBQUHIgy4uLkZCQgL+53/+RzWwAYB9+/ZhwIABQQMbAEhISAj570SkX7jD7gr/D20mUhL15r/CkBWMAzMl52bkyJGYPn06FixYgLKyMnR1dWHhwoW4+eabPSulPv/8c0yZMgUvvPACxo8fj7a2NkybNg1fffUV1q9fj7a2Nk9uzMCBA+F0OvH666+jqakJEyZMQGJiIrZs2YJf//rX+NnPfmbGyyAiQeEMuwcbTp80LM2UKS8iOzGixYMdmbYo/sUXX8TChQsxZcoUOBwO3HDDDXjqqac8/97V1YXa2lp89dVXAID333/fs5Jq2LBhPvuqq6tDdnY2+vTpg9WrV+MnP/kJZFnGsGHD8OSTT2LBggVmvQwi0kCtbo0/7+F0/9YNm6ubcN1lmXj9/x0RSqQkijdG1JqyK005N3YhOmdHRObZU9+CWWWVISsPSwCWXz8KOw5/4TPlNW2US9OUF5EdNbd3YtzDW4W33/PLIgxMiu0UDVNyboiIjLJm+yeQzi7hDkaSgB2Hv0DZnDwucSXywwrGwbFxJhFFXEdXNzYLDKe7ZWCT13D6wKQEBjZEZymJ9/4FAv05HRKmjXLF1d8Ogxsiirj2jjMhR2y8yWwISBQUKxgHxuCGiCKuj1NbWwWt2xMZoaOrG83tnejo6o72oQRlRIsHO4qfCTgisoyubm3rGLRuTxSOWKv2a1StKTthcENEEZeUeA4kIORKKYWE+EqEpOhSK09g1Wq/4bZ4sBtOSxFRxCX2cWLaqHRIKrNNkgQUj46vREiKHrVqvzJ6qv1W1bf4/JuVpq+YeN+Dt0NEFBUiTTchI+4SISl6tFb79Z++kgBcPTwNCyYPxZXD1FsVBcKRF2MwuCGiqFASIdWabkYjX4AXmPijtdrvs+/WYfnrB3ymr2QA22qPY1vtceRmJGPZ9aOEz99Yy/OxOlYoZoVioqiqqm/plQgZrQrEvMDEL63VfkWtEMjRiaeu3uESvX4zuGFwQ2QJ0R4t4QUmvnV0dSO3tFyo2q8WEoANJYVBg2PRNiSh9hFPRK/fTCgmIkuIZiKk3kRSsg8t1X61UHJ0glHyfMLZB/XG4IaILE/LahQ9K1fMvsBYaTVNLDP7fRSp9hsq2TjY9kpHbn9Kno/aPkPtgwJjQjERWZaWHBi9+TJaE0mVPldGHz8FF6n30TvJXfJrSKlMT/7i2yPw8N8Patqv+2wLEf/zpr3jjPA0WLB9UGAcuSEiS1q3swGzyiqxteZYr2JqN5VVYv3OBl3b+tNzgTH6+Cm4SL+Pw11JyM8e0OucyB8yABtKCjHz8gs171PpyO0/8qR09dayDxLDd4qILEctBwboyYEZ4UqCDAhvG+guX7nAiAQ4ohcYLcfPEZzgIv0+rnjzANZs7z316JCA3XUtONjYjtGDUyBJEG786nRIyB8yAD9++YOAI09Tc9OxteZYyKkpp0PC1Nx0jtpowJEbIrIcLTkw4ebLaEkknTZKrFoyk0SNEcn3MVhgA/QEvkpS+f7PWzEtN114xKXbLWNXXUvQkaes1H7s6m0CBjdEZClakyw3V4efkCmSSCp6gWGSqDH0vo96ko57cnrUAyRJAtbsqMP8yUOFR268j9P/exnAM9vrMH9yDrt6G4zBDRFZitYcGNFrTKh8GSWRVAKC3pHPnyxWVNCsHJ54o/V93P7xcdy1rgq5peUY9/BW5JaW4651VULL9//09mHh59lc3Ygxg1M850uwEb/cjGSMzxmgOiLocEj455f/woaSQkz1GhFSpq42lBSyvpIOzLkhIkvRmgMjCwY4ofJl9tS3YPvHzZAROJfCIQFrttdhyAXnqV5ozMjhiWVqxRmD/buW91ECcOcLVbo6eXd0daOi5pjw61EC0jkThmCEK8mnurYE4JoRAzF/Ug7yhqQKFQVURp5WzR6Lsjl5US9maRf2/qsiopij5MCIJlnKshxWQqZSmThUh3Jl1yLJq1qP364XMLXl28q/b65ugoyewGDaqK//XfR99A6A9CQdt3ecER79U55PCUjzs1ORn50aMCBpbu/Utcxb+aLwcFqKiCxHSw5MOPky3qtxhEZaBJNXjczhiUVqy7d/+OcPcFNZJTadDWyAntG3TdVNuNFrebfQ+ygHn0pUhPq9aVmODQBFI3sHpIGqa3OZd3QxuCEiy/HOgVFLstSyrT+R1TjeRJOAx2WnovS6XAC9L7x2TxIVaWXx+v87EnIfD55tdaH2uwV6Rny0FGD0p4wQiZ4Gd141VGg7M1bhkTgGN0RkSXMmDBFOstSyrUJ0NY4/tSTgPfUtuGtdFZa/ccCzvSIekkS1BozBPL6pFkDo3+2a2/IMSSgXXf20QDCp3Hu/8TyCF00cByMiywqV0xDOtgCw/eNmXR2gQ00heHcW9y/d3+2WUfqdXNx+pdiFLBYTS0VbWYjYVdfiaXUR7Hfb0dVtSPJ2qLYLigWTc/DLGbmaXoP3fkN1m7fjCF60MbghIsvTkmQpsu26nQ1YsnG/5uMIlQQsUk136esHMHpwSsiLWSz3o9KyfFtEc3snslL7eb73/90ambwdbPVTUW467rpK/3sfaL/K73T+JG0jQSSOwQ0RxRUlCNEj1BSCMh0TcmXP2cTWYBe0QCM/okuarUDL8m0RoVawKeZPHorN1U0htxGd+tE6+ifKrP1ScMy5IaK4oicnxCEhZBKwEVWJRRJxl5xNtLUq0SRaUWnnJ6huE05CeTCBVj8Zwaz9Um8MbogobuhJIu6pv+IKmQRsRFViM/so6WlJoJdIEq2IgpxU4SBgzoQhWHb9KFxwfl+fn19wfl8sv36UpUe7yBycliKiuKE1J+Q3N12KGZdmql5kw61KLJqI6z3yI3Lhj0b+jloSrWhgeV/xcOHnXLezAaV/q+4VHH5x8jSW/K0akCQGOHGGIzdEFDe0FlYTCWyA8GuaaB35OX6yU3UkRq2QnlIozwyhlm+/WlKIFTNHA+gZFfOmfL9CwzSSHabzyHgcuSEiWxBJ1jS6NYL3c4aT2Ko1EXfyo/+AjOAjMSIrt5Zs3A9XciImXZymOwck1HseKok2Pzs14AqiaaNcmlcQGZHITfbD4IaIYprWqRcjVtcEe875k3OwZnud5pomokGXQtki2EoqkQu+DGD+C1W6pqq0vOfBluYbsYLIrOk8in2cliKimKVn6iXc1TWhnnPN9jrMn5yjqVKyQm8irv/Ui9akaa1TVUZPd/mvIPJOflZLhDYikZvsiSM3RBSTRKdeAnWD1ltYTeQ512yvw4aSQqyaPVbTiESoRFwJUG0zoEy9LL9+tOY6MyLds4Hw3nM1/qNB3oKNDIWbyE32xd80EcWkcHMt9EyLaHnOsjl5mqdAggVdIhdvZerlke+N0V1ITy03xaz8lmBtKxTBpt+MzqEi+2BwQ0Qxx8hcC9HWDpHK7/APunbXfYF7XvpA6LFuGejqljXl74geu5nL1YONBvnvF+g9MmRkhWKyD+bcEFHMiUauRaSfU8lF+esHn2t63P81tYVVSC/YsZv1+rVWjPYvZGhGhWKKfQxuiCjmaK1XY0SuRTSes6OrG28dPKbpMXPW7EZtY3vQC74a72P3Tug14/XrqRgdqIVFqLo6aonckazeTJHDaSkiijnRyLX46PNWpJ2fgGPtnSG3M/I59XTZVlZObSgpxIaSQp/8HTXKsX/0eWvApd752QOwt+GEYe+53i7iysiQ93NozaGK5e7rpM60kZuWlhbceuutSE5ORv/+/XHHHXfg5MmTIR9zzTXXQJIkn6+SkhKfbT799FPMmDED/fr1w6BBg3DffffhzBku7yOKNyJTL0blWijLn4+fDB3YGPmcgLbRIm/eSb1lc/JwYNl0PH1bnurj3G4ZWQPODbrUe3fdl0LNQSdddIHQcep+fSFGhkSaU0azejNFhmnBza233orq6mps2bIFb7zxBt555x3ceeedqo9bsGABjh496vl67LHHPP/W3d2NGTNm4PTp03jvvffw/PPPY+3atSgtLTXrZRCRRUUq18I74TXUdV2tc7geerts+0/d9OzHhRUq79cdZ4sQhlrqrZCCHJJDApb8rVooQNDz+oK1sBDFdg3xwZTgpqamBuXl5VizZg0KCgowadIk/P73v8fLL7+MI0eOhHxsv3794HK5PF/Jycmef9u8eTMOHDiA9evXY+zYsbj22muxfPlyrF69GqdPnzbjpRCRhYWTayFKNOF1YFKC5ucUyffQmxwcKKlX7f36Z8tXqq/V6ZCQm5EEOcghuWVoChC0vr5wR8bM7L5O1mFKzk1lZSX69++P/Px8z8+KiorgcDiwa9cufPe73w362BdffBHr16+Hy+XCddddhyVLlqBfv36e/Y4ZMwbp6eme7YuLi3H33Xejuroal19+ecB9dnZ2orPz6+Hktra2cF8iEVmEEWX8gxFd/gwAze2dGD04RWi/WvI9QhX3CyXY1E2w90vLUu8DR9tVO3yL1rsRfX1qLSxEsF1D/DAluGlsbMSgQYN8n+icc5CamorGxsagj/v+97+PIUOGIDMzEx9++CF+/vOfo7a2Fq+99ppnv96BDQDP96H2u3LlSixdulTvyyGiGCBar0YLPcuf1Y4hUMG6YEXqFN7F/cr3B/+sU4gk9fq/X1qTe0Vyb0QDhEDFC72JVI8WYcbvk6xJU3CzePFiPProoyG3qamp0X0w3jk5Y8aMQUZGBqZMmYLDhw/joosu0r3fBx54AIsWLfJ839bWhqysLN37I6L4YHR5/3DaFygjLjsONWPOmt0hn0fP1I3WzuQitAQIgUaUABg6Gsd2DfFDU87NT3/6U9TU1IT8Gjp0KFwuF44d863NcObMGbS0tMDlcgk/X0FBAQDg0KFDAACXy4WmJt9KlMr3ofabkJCA5ORkny8iIjWiCa+iSa5G5HtMGjZQNTFYz9SN6GvVktusJ0DwXu0ksvJJ676N/H2SdWk66wYOHIiBAweqbldYWIgTJ05g7969yMvrWX741ltvwe12ewIWEfv27QMAZGRkePb78MMP49ixY55pry1btiA5ORm5ublaXgoRkRCjyvsbme+ht/GnGpHXKsvA+Bz1ejcAMMKVbLkAge0a4oMky8Fy3sNz7bXXoqmpCWVlZejq6sK8efOQn5+Pl156CQDw+eefY8qUKXjhhRcwfvx4HD58GC+99BK+/e1v44ILLsCHH36In/zkJ7jwwgvx9ttvA+hZCj527FhkZmbiscceQ2NjI37wgx9g/vz5+PWvfy18bG1tbUhJSUFraytHcYhI1fqdDQETXr2TXNVWSTW3d2Lcw1uFn3PPL4swMClBdTujE6lFXutwVxJuKqsU2t+rJYWWK4pnxO+TokP0+m3ahOKLL76IhQsXYsqUKXA4HLjhhhvw1FNPef69q6sLtbW1+OqrrwAAffv2xdatW7Fq1SqcOnUKWVlZuOGGG/Dggw96HuN0OvHGG2/g7rvvRmFhIc477zzMnTsXy5YtM+tlEBEZMlJiVr6H0YnUoq81NyMJB462h9yXU0eH8Egwa+SLrMO0kRsr48gNEekVzkjJXeuqhFtGlM1RryhstmCvtaOrG7ml5cKB2oFl0y03PaUwo4QAmUf0+s3GmUREGoST5BrJlhFGCPZao9GV3SxGJy2TNTC4ISKKkEi1jDBbNDqkE2nB4IaIKIIi0TLCm0iLB624pJqsjuE0EVGEmdkyQqGlxYMe0VxSzTwZUsOEYiYUE5HNeLd4MHOpc6SXVJsdsJH1iV6/GdwwuCEiG9lT34JZZZUI9cEuAdhgUP2ZqvqWXkuqp41yGb6kOlIBG1lb1OvcEBFR5CktHozo2C0iUlNsentyUXxiQjERkU0oLR60dOw2iplLqo3oyUXxhcENEZFN2Kn+jCKaARvFLgY3REQ2Ycf6M3YM2Mh8DG6IiGzCjvVn7BiwkfkY3BAR2UistXhQY8eAjczH4IaIyEbs0uLBm90CNjIfgxsiIpuJdIsHs9kxYCNzsYgfi/gRkY3ZqVVBpAoGknWxiB8RESGxjzPmgxpFJAoGkj0wuCEiophip4CNzMGcGyIiIrIVBjdERERkKwxuiIiIyFYY3BAREZGtMLghIiIiW2FwQ0RERLbC4IaIiIhshcENERER2UpcFvFTOk60tbVF+UiIiIhIlHLdVuscFZfBTXt7OwAgKysrykdCREREWrW3tyMlJSXov8dl40y3240jR44gKSkJkiSpP8AEbW1tyMrKwj//+U827wyC75E6vkfq+B6p43ukju+Ruki8R7Iso729HZmZmXA4gmfWxOXIjcPhwIUXXhjtwwAAJCcn8w9FBd8jdXyP1PE9Usf3SB3fI3Vmv0ehRmwUTCgmIiIiW2FwQ0RERLbC4CZKEhIS8NBDDyEhISHah2JZfI/U8T1Sx/dIHd8jdXyP1FnpPYrLhGIiIiKyL47cEBERka0wuCEiIiJbYXBDREREtsLghoiIiGyFwU0EPfzww5g4cSL69euH/v37Cz1GlmWUlpYiIyMD5557LoqKivDxxx+be6BR1NLSgltvvRXJycno378/7rjjDpw8eTLkY6655hpIkuTzVVJSEqEjNt/q1auRnZ2NxMREFBQUYPfu3SG337BhA0aMGIHExESMGTMGf//73yN0pNGj5T1au3Ztr/MlMTExgkcbWe+88w6uu+46ZGZmQpIkbNy4UfUx27ZtwxVXXIGEhAQMGzYMa9euNf04o0nre7Rt27Ze55AkSWhsbIzMAUfBypUrMW7cOCQlJWHQoEGYOXMmamtrVR8Xrc8jBjcRdPr0adx00024++67hR/z2GOP4amnnkJZWRl27dqF8847D8XFxejo6DDxSKPn1ltvRXV1NbZs2YI33ngD77zzDu68807Vxy1YsABHjx71fD322GMROFrzvfLKK1i0aBEeeughvP/++7jssstQXFyMY8eOBdz+vffewy233II77rgDH3zwAWbOnImZM2di//79ET7yyNH6HgE9FVS9z5eGhoYIHnFknTp1CpdddhlWr14ttH1dXR1mzJiBb37zm9i3bx/uvfdezJ8/H5s2bTL5SKNH63ukqK2t9TmPBg0aZNIRRt/bb7+Ne+65Bzt37sSWLVvQ1dWFadOm4dSpU0EfE9XPI5ki7rnnnpNTUlJUt3O73bLL5ZIff/xxz89OnDghJyQkyH/+859NPMLoOHDggAxA3rNnj+dn//u//ytLkiR//vnnQR939dVXyz/+8Y8jcISRN378ePmee+7xfN/d3S1nZmbKK1euDLj9rFmz5BkzZvj8rKCgQL7rrrtMPc5o0voeif792REA+a9//WvIbe6//3551KhRPj+bPXu2XFxcbOKRWYfIe/SPf/xDBiB/+eWXETkmKzp27JgMQH777beDbhPNzyOO3FhYXV0dGhsbUVRU5PlZSkoKCgoKUFlZGcUjM0dlZSX69++P/Px8z8+KiorgcDiwa9eukI998cUXkZaWhtGjR+OBBx7AV199Zfbhmu706dPYu3evz+/f4XCgqKgo6O+/srLSZ3sAKC4utuX5Auh7jwDg5MmTGDJkCLKysnD99dejuro6EocbE+LtHArH2LFjkZGRgalTp+Ldd9+N9uFEVGtrKwAgNTU16DbRPJfisnFmrFDmb9PT031+np6ebsu53cbGxl7Duueccw5SU1NDvt7vf//7GDJkCDIzM/Hhhx/i5z//OWpra/Haa6+ZfcimOn78OLq7uwP+/g8ePBjwMY2NjXFzvgD63qPhw4fj2WefxaWXXorW1lY88cQTmDhxIqqrqy3TUDeagp1DbW1t+Ne//oVzzz03SkdmHRkZGSgrK0N+fj46OzuxZs0aXHPNNdi1axeuuOKKaB+e6dxuN+69915ceeWVGD16dNDtovl5xOAmTIsXL8ajjz4acpuamhqMGDEiQkdkPaLvkV7eOTljxoxBRkYGpkyZgsOHD+Oiiy7SvV+yp8LCQhQWFnq+nzhxIkaOHIk//elPWL58eRSPjGLF8OHDMXz4cM/3EydOxOHDh/Hb3/4W69ati+KRRcY999yD/fv3Y8eOHdE+lKAY3ITppz/9KW6//faQ2wwdOlTXvl0uFwCgqakJGRkZnp83NTVh7NixuvYZDaLvkcvl6pUEeubMGbS0tHjeCxEFBQUAgEOHDsV0cJOWlgan04mmpiafnzc1NQV9P1wul6btY52e98hfnz59cPnll+PQoUNmHGLMCXYOJScnc9QmhPHjx1v6Ym+UhQsXehZ7qI10RvPziDk3YRo4cCBGjBgR8qtv37669p2TkwOXy4WKigrPz9ra2rBr1y6fO0+rE32PCgsLceLECezdu9fz2Lfeegtut9sTsIjYt28fAPgEhLGob9++yMvL8/n9u91uVFRUBP39FxYW+mwPAFu2bImp80ULPe+Rv+7ubnz00Ucxf74YJd7OIaPs27fP1ueQLMtYuHAh/vrXv+Ktt95CTk6O6mOiei6ZnrJMHg0NDfIHH3wgL126VD7//PPlDz74QP7ggw/k9vZ2zzbDhw+XX3vtNc/3jzzyiNy/f3/5b3/7m/zhhx/K119/vZyTkyP/61//isZLMN306dPlyy+/XN61a5e8Y8cO+eKLL5ZvueUWz79/9tln8vDhw+Vdu3bJsizLhw4dkpctWyZXVVXJdXV18t/+9jd56NCh8lVXXRWtl2Col19+WU5ISJDXrl0rHzhwQL7zzjvl/v37y42NjbIsy/IPfvADefHixZ7t3333Xfmcc86Rn3jiCbmmpkZ+6KGH5D59+sgfffRRtF6C6bS+R0uXLpU3bdokHz58WN67d6988803y4mJiXJ1dXW0XoKp2tvbPZ81AOQnn3xS/uCDD+SGhgZZlmV58eLF8g9+8APP9p988oncr18/+b777pNramrk1atXy06nUy4vL4/WSzCd1vfot7/9rbxx40b5448/lj/66CP5xz/+sexwOOStW7dG6yWY7u6775ZTUlLkbdu2yUePHvV8ffXVV55trPR5xOAmgubOnSsD6PX1j3/8w7MNAPm5557zfO92u+UlS5bI6enpckJCgjxlyhS5trY28gcfIV988YV8yy23yOeff76cnJwsz5s3zyf4q6ur83nPPv30U/mqq66SU1NT5YSEBHnYsGHyfffdJ7e2tkbpFRjv97//vfyNb3xD7tu3rzx+/Hh5586dnn+7+uqr5blz5/ps/5e//EW+5JJL5L59+8qjRo2S33zzzQgfceRpeY/uvfdez7bp6enyt7/9bfn999+PwlFHhrJs2f9LeU/mzp0rX3311b0eM3bsWLlv377y0KFDfT6T7Ejre/Too4/KF110kZyYmCinpqbK11xzjfzWW29F5+AjJND743+9stLnkXT2oImIiIhsgTk3REREZCsMboiIiMhWGNwQERGRrTC4ISIiIlthcENERES2wuCGiIiIbIXBDREREdkKgxsiIiKyFQY3REREZCsMboiIiMhWGNwQERGRrTC4ISIiIlv5/0VBIgHkQbv7AAAAAElFTkSuQmCC",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.scatter(X[:, 0], X[:, 1], s=50)"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {},
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"id": "AtivNvrGoF9v"
|
|
},
|
|
"source": [
|
|
"### Task 2a\n",
|
|
"\n",
|
|
"* cluster the new data `X` using `KMeans`\n",
|
|
"* set `n_clusters=2`\n",
|
|
"* visualize and analyse the resulting clustering\n",
|
|
"* What do you think of the result? Did something go wrong?"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 53,
|
|
"metadata": {
|
|
"id": "Bf5mqNILoXVz"
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.collections.PathCollection at 0x7fd8f753d210>"
|
|
]
|
|
},
|
|
"execution_count": 53,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"kmeans = KMeans(n_clusters=2, n_init='auto')\n",
|
|
"labels = kmeans.fit_predict(X)\n",
|
|
"plt.scatter(X[:, 0], X[:, 1], s=50, c=labels)\n",
|
|
"plt.scatter(kmeans.cluster_centers_[:, 0], kmeans.cluster_centers_[:, 1], s=50, marker=\"x\", c=\"red\")"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {},
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"_As the K-Means algorithm finds fitting places where points are centered around and the groups are not spreaded in a centric form, the algorithm yields an unfitting result._"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {},
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"id": "yBr9_643pOMG"
|
|
},
|
|
"source": [
|
|
"### Task 2b\n",
|
|
"\n",
|
|
"Let's use `sklearn.cluster.DBSCAN` instead. Refer to the documentation: <https://scikit-learn.org/stable/modules/generated/sklearn.cluster.DBSCAN.html>\n",
|
|
"\n",
|
|
"* cluster the data using `DBSCAN`\n",
|
|
"* try different values for `eps` and `min_samples` until you can cluster the two half-moons"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 54,
|
|
"metadata": {
|
|
"id": "42OURwFappgN"
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"from sklearn.cluster import DBSCAN"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 55,
|
|
"metadata": {
|
|
"id": "mNVoC5AbpuHc"
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.collections.PathCollection at 0x7fd8f754e2d0>"
|
|
]
|
|
},
|
|
"execution_count": 55,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"dbscan = DBSCAN(0.2, min_samples=6)\n",
|
|
"labels = dbscan.fit_predict(X)\n",
|
|
"plt.scatter(X[:, 0], X[:, 1], s=50, c=labels)\n",
|
|
"\n",
|
|
"plt.scatter(\n",
|
|
" X[dbscan.core_sample_indices_, 0],\n",
|
|
" X[dbscan.core_sample_indices_, 1],\n",
|
|
" s=50,\n",
|
|
" marker=markers.MarkerStyle(\"o\", fillstyle='none'),\n",
|
|
" c=\"red\")"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {},
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"id": "jLTk8tewf_Ec"
|
|
},
|
|
"source": [
|
|
"## 📢 **HAND-IN** 📢: Report in Moodle whether you solved this task."
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"colab": {
|
|
"private_outputs": true,
|
|
"provenance": []
|
|
},
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.11.3"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 0
|
|
}
|