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@polinabee
Created February 18, 2021 18:49
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Multi-dimensional KNN Classification Exploration
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{
"cells": [
{
"cell_type": "markdown",
"id": "ongoing-oregon",
"metadata": {},
"source": [
"## Problem 8"
]
},
{
"cell_type": "code",
"execution_count": 58,
"id": "remarkable-colorado",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd \n",
"import random\n",
"import statistics\n",
"import scipy\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import math\n",
"\n",
"sns.set_style(\"whitegrid\")\n",
"random_state=42\n",
"import warnings; warnings.simplefilter('ignore')"
]
},
{
"cell_type": "markdown",
"id": "decimal-fashion",
"metadata": {},
"source": [
"#### Part 1: data generation\n",
"- first I create a function that generates X\n",
"- X values are uniformly distributed between 0 and 1 in d dimensions\n",
"- the first 2 dimensions are used to assign a label to Y\n",
"- I also plot the values of X in relationship to Y, showing that only the first two dimensions of X affect Y, and that the Y values wind up converging to a 50/50 distribution."
]
},
{
"cell_type": "code",
"execution_count": 64,
"id": "figured-senator",
"metadata": {},
"outputs": [],
"source": [
"def generate_pairs(n,d):\n",
" Xs = np.random.uniform(0,1,size=(n,d))\n",
" X0 = np.array([i[0] for i in Xs])\n",
" X1 = np.array([i[1] for i in Xs])\n",
" Ps = (X1+X0)/2 \n",
" Ys = [1 if p >= 0.5 else 0 for p in Ps]\n",
" mtx = []\n",
" for i in range(n):\n",
" mtx.append(np.append(Xs[i],Ys[i]))\n",
"\n",
" return mtx"
]
},
{
"cell_type": "code",
"execution_count": 74,
"id": "future-ground",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>X0</th>\n",
" <th>X1</th>\n",
" <th>X2</th>\n",
" <th>X3</th>\n",
" <th>X4</th>\n",
" <th>Y</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.292807</td>\n",
" <td>0.683869</td>\n",
" <td>0.807956</td>\n",
" <td>0.579204</td>\n",
" <td>0.379315</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0.211805</td>\n",
" <td>0.062368</td>\n",
" <td>0.290935</td>\n",
" <td>0.315483</td>\n",
" <td>0.610983</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0.106908</td>\n",
" <td>0.222292</td>\n",
" <td>0.279535</td>\n",
" <td>0.363031</td>\n",
" <td>0.401733</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>0.657811</td>\n",
" <td>0.849441</td>\n",
" <td>0.088188</td>\n",
" <td>0.333751</td>\n",
" <td>0.473262</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0.278042</td>\n",
" <td>0.589585</td>\n",
" <td>0.889768</td>\n",
" <td>0.652670</td>\n",
" <td>0.439389</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>995</th>\n",
" <td>0.017243</td>\n",
" <td>0.720104</td>\n",
" <td>0.254338</td>\n",
" <td>0.652505</td>\n",
" <td>0.759705</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>996</th>\n",
" <td>0.938606</td>\n",
" <td>0.259671</td>\n",
" <td>0.440923</td>\n",
" <td>0.365755</td>\n",
" <td>0.792749</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>997</th>\n",
" <td>0.629994</td>\n",
" <td>0.204212</td>\n",
" <td>0.156810</td>\n",
" <td>0.889731</td>\n",
" <td>0.673408</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>998</th>\n",
" <td>0.884549</td>\n",
" <td>0.886608</td>\n",
" <td>0.138918</td>\n",
" <td>0.937496</td>\n",
" <td>0.124799</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>999</th>\n",
" <td>0.172557</td>\n",
" <td>0.679821</td>\n",
" <td>0.459493</td>\n",
" <td>0.700102</td>\n",
" <td>0.558934</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1000 rows × 6 columns</p>\n",
"</div>"
],
"text/plain": [
" X0 X1 X2 X3 X4 Y\n",
"0 0.292807 0.683869 0.807956 0.579204 0.379315 0.0\n",
"1 0.211805 0.062368 0.290935 0.315483 0.610983 0.0\n",
"2 0.106908 0.222292 0.279535 0.363031 0.401733 0.0\n",
"3 0.657811 0.849441 0.088188 0.333751 0.473262 1.0\n",
"4 0.278042 0.589585 0.889768 0.652670 0.439389 0.0\n",
".. ... ... ... ... ... ...\n",
"995 0.017243 0.720104 0.254338 0.652505 0.759705 0.0\n",
"996 0.938606 0.259671 0.440923 0.365755 0.792749 1.0\n",
"997 0.629994 0.204212 0.156810 0.889731 0.673408 0.0\n",
"998 0.884549 0.886608 0.138918 0.937496 0.124799 1.0\n",
"999 0.172557 0.679821 0.459493 0.700102 0.558934 0.0\n",
"\n",
"[1000 rows x 6 columns]"
]
},
"execution_count": 74,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"n = 1000\n",
"d = 5\n",
"\n",
"data = generate_pairs(n,d)\n",
"df = pd.DataFrame(data=data)\n",
"df = df.rename(columns={0:'X0',1:'X1',2:'X2',3:'X3',4:'X4',5:'Y'})\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 81,
"id": "composed-shepherd",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 0.98, 'Relationships of different dimensions of X to Y')"
]
},
"execution_count": 81,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 648x360 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.set(rc={'figure.figsize':(9,5)})\n",
"fig, ax =plt.subplots(1,2)\n",
"a = sns.scatterplot(data=df, x='X0', y='X1', hue='Y',alpha=0.8,ax=ax[0])\n",
"b = sns.scatterplot(data=df, x='X1', y='X2', hue='Y',alpha=0.8,ax=ax[1])\n",
"a.set_title('X(0) and X(1) by Y label')\n",
"b.set_title('X(1) and X(2) by Y label')\n",
"fig.suptitle('Relationships of different dimensions of X to Y')\n"
]
},
{
"cell_type": "markdown",
"id": "aggregate-analysis",
"metadata": {},
"source": [
"The plot shows that the 0 and 1 labels are distributed with a 50/50 ratio. Adding more dimensions does not affect this."
]
},
{
"cell_type": "markdown",
"id": "correct-munich",
"metadata": {},
"source": [
"### Part 2: setting up knn and probability functions\n",
"- Next I define functions to find the K nearest neighbors from the training data.\n",
"- labels are assigned based on the most common value of the nearest neighbors of the point\n",
"- the process is repeated for a large number of test values to generate probability of the estimator assigning correct labels\n",
" - in this case I used 200 repetitions. Less than 200 yielded less smooth graphs, but more than 200 caused computational constraints\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "minute-friendly",
"metadata": {},
"outputs": [],
"source": [
"def find_nn(target,points,k):\n",
" '''\n",
" returns dictionary of nearest neighbor indices based on euclidean distance \n",
" target: test point\n",
" points: training data\n",
" k: number of neighbors to return\n",
" '''\n",
" distances = {}\n",
" nns = {}\n",
" for i in range(len(points)):\n",
" distances[i] = scipy.spatial.distance.euclidean(target, points[i][:-1])\n",
" while len(nns) < k:\n",
" key = min(distances, key=distances.get)\n",
" nns[key] = distances[key]\n",
" distances.pop(key)\n",
" return nns\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 84,
"id": "defined-necklace",
"metadata": {},
"outputs": [],
"source": [
"def assign_label(neighbors,points):\n",
" neighbor_labels = [points[k][-1] for k in neighbors.keys()]\n",
" return statistics.mode(neighbor_labels)\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 85,
"id": "supreme-representative",
"metadata": {},
"outputs": [],
"source": [
"def generate_prob(n,d,k):\n",
" '''\n",
" n: size of training data\n",
" d: dimensionality of X\n",
" l: number of neighbors\n",
" '''\n",
" points = generate_pairs(n,d)\n",
" probs = []\n",
" for reps in range(200): # can be changed to higher values for accuracy, lower values for performance\n",
" target_point = generate_pairs(1,d)[0]\n",
" target_point_label = target_point[-1]\n",
" target_point_coords = target_point[:-1]\n",
" nearest_neighbors = find_nn(target_point_coords,points,k)\n",
" assigned_label = assign_label(nearest_neighbors,points)\n",
" p = 0\n",
" if assigned_label == target_point_label:\n",
" p = 1\n",
" probs.append(p)\n",
" return scipy.mean(probs)"
]
},
{
"cell_type": "code",
"execution_count": 88,
"id": "excess-gnome",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Real label: 1.0\n",
"Assigned label: 1.0\n"
]
}
],
"source": [
"# demonstration of KNN functions on 1 test point\n",
"\n",
"target_point = generate_pairs(1,d)[0]\n",
"target_point_label = target_point[-1]\n",
"target_point_coords = target_point[:-1]\n",
"nearest_neighbors = find_nn(target_point_coords,data,3)\n",
"assigned_label = assign_label(nearest_neighbors,data)\n",
"\n",
"print(f'Real label: {target_point_label}\\nAssigned label: {assigned_label}')"
]
},
{
"cell_type": "markdown",
"id": "governing-pickup",
"metadata": {},
"source": [
"### Part 4: Determining risks\n",
"- I set up a function to calculate eta(x), or posterior probability \n",
" - this is given in the problem set-up, it is the probability by which Y is assigned a label\n",
"- Using the same definitions as in problem 5, I calculate the risk values for Bayes Risk, Asymptotic Risk of 1-NN, and Asymptotic Risk of 3-NN"
]
},
{
"cell_type": "code",
"execution_count": 89,
"id": "rough-porter",
"metadata": {},
"outputs": [],
"source": [
"def getEta(n,d):\n",
" Xs = np.random.uniform(0,1,size=(n,d))\n",
" X0 = np.array([i[0] for i in Xs])\n",
" X1 = np.array([i[1] for i in Xs])\n",
" Ps = (X1+X0)/2 \n",
" return statistics.mean(Ps)"
]
},
{
"cell_type": "code",
"execution_count": 95,
"id": "adequate-acquisition",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"eta/posterior probability is 0.498\n",
"bayes risk is 0.498\n",
"1NN risk is 0.5\n",
"3NN risk is 0.8481\n",
"9NN risk is 0.7001\n"
]
}
],
"source": [
"'''\n",
"eta(x) = P{Y = 1|X = x}\n",
"R* = Emin(eta(x), 1-eta(x))\n",
"R1 = 2R*(1-R*)\n",
"Rk = R* + 1/sqrt(ke)\n",
"'''\n",
"\n",
"n = 10000\n",
"d = 5\n",
"eta = getEta(n,d)\n",
"risk = min(eta,(1-eta))\n",
"risk_1nn = 2*risk*(1-risk)\n",
"risk_3nn = risk + 1/math.sqrt(3*math.e)\n",
"risk_9nn = risk + 1/math.sqrt(9*math.e)\n",
"\n",
"\n",
"print(f'eta/posterior probability is {round(eta,4)}')\n",
"print(f'bayes risk is {round(risk,4)}')\n",
"print(f'1NN risk is {round(risk_1nn,4)}')\n",
"print(f'3NN risk is {round(risk_3nn,4)}')\n",
"print(f'9NN risk is {round(risk_9nn,4)}')"
]
},
{
"cell_type": "markdown",
"id": "collaborative-asset",
"metadata": {},
"source": [
"I don't think the KNN risks are correct, but this is what I get with the current formula."
]
},
{
"cell_type": "code",
"execution_count": 96,
"id": "communist-lawsuit",
"metadata": {},
"outputs": [],
"source": [
"# demonstration of probability function\n",
"\n",
"n = 5000\n",
"d = 5\n",
"k = 3\n",
"p = generate_prob(n,d,k)\n"
]
},
{
"cell_type": "code",
"execution_count": 99,
"id": "compact-property",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"For 5-dimensional data with 3 nearest neighbors among 5000 points, the target points are labeled correctly with a probability of 0.93\n"
]
}
],
"source": [
"print(f'For {d}-dimensional data with {k} nearest neighbors among {n}\\\n",
" points, the target points are labeled correctly with a probability of {round(p,2)}')\n"
]
},
{
"cell_type": "markdown",
"id": "weekly-blind",
"metadata": {},
"source": [
"### Part 5: plotting relationships across ranges of n, d, and k\n",
"- Below I define functions that generate a range of probabilities of test points being labeled correctly for a set of k values across a range of dimensions and training sample sizes\n",
"- I plot the relationships to show any trends\n",
" - I used both continuous ranges and interval ranges to show trends at different scales\n",
" - The points were scattered and hard to visualize in some cases, so I used Seaborns' \"lmplot\" graph to show trend lines clearly\n",
"- because the calculations in a loop are so computationally expensive, I split up the visualization into parts. I show the relationships at low values of n, and at high values (with intervals)."
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "creative-updating",
"metadata": {},
"outputs": [],
"source": [
"def explore_n_k(n_range,d):\n",
" '''\n",
" n_range: range of training data sample size\n",
" d: dimensionality of X\n",
" '''\n",
" ks = [1, 3, 5, 7, 9]\n",
" probs = [generate_prob(n,d,k) for k in ks for n in n_range]\n",
" k_val = [k for k in ks for x in n_range]\n",
" n_val = [x for k in ks for x in n_range]\n",
" print('values generated')\n",
" \n",
" df = pd.DataFrame(list(zip(probs, k_val, n_val)), \n",
" columns =['prob', 'k', 'n'])\n",
" \n",
" return df"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "supreme-olympus",
"metadata": {},
"outputs": [],
"source": [
"def explore_d_k(n,d_range):\n",
" '''\n",
" n: training data sample size\n",
" d: range of dimensions of X\n",
" '''\n",
" ks = [1, 3, 5, 7, 9]\n",
" probs = [generate_prob(n,d,k) for k in ks for d in d_range]\n",
" k_val = [k for k in ks for x in d_range]\n",
" d_val = [x for k in ks for x in d_range]\n",
" print('values generated')\n",
" \n",
" df = pd.DataFrame(list(zip(probs, k_val, d_val)), \n",
" columns =['prob', 'k', 'd'])\n",
" \n",
" return df"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "acceptable-element",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"values generated\n"
]
}
],
"source": [
"# first, try a small, continuous range of n\n",
"\n",
"ns = range(100,200)\n",
"d = 5\n",
"small_prob_df = explore_n_k(ns,d)\n"
]
},
{
"cell_type": "code",
"execution_count": 114,
"id": "present-launch",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'KNN performance over increasing n - small values')"
]
},
"execution_count": 114,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 648x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.set(rc={'figure.figsize':(9,5)})\n",
"p = sns.color_palette(\"husl\", 5)\n",
"\n",
"a = sns.lineplot(data=small_prob_df, y='prob',x='n',hue='k',palette=p)\n",
"b = sns.lmplot(data=small_prob_df, y='prob',x='n',hue='k',palette=p,\\\n",
" height=4, aspect=2,legend=False)\n",
"\n",
"a.set_title('KNN performance over increasing n - small values')\n"
]
},
{
"cell_type": "markdown",
"id": "structured-chemistry",
"metadata": {},
"source": [
"The trends are not very clear here. I can see that the estimator becomes more accurate at higher n. From the regression plot, I also see that more neighbors increases the accuracy, but this patterns is not as visually apparent."
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "warming-significance",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"values generated\n"
]
}
],
"source": [
"ns = range(500,2000,200)\n",
"d = 5\n",
"big_prob_df = explore_n_k(ns,d)"
]
},
{
"cell_type": "code",
"execution_count": 116,
"id": "imported-winter",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'KNN performance over increasing n - large values')"
]
},
"execution_count": 116,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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Po0ePXnRbzdl8/PHH9O/fn6FDh2Iymbjjjjt45JFHmDx5srNDk5FpE9nEyMjIyDiImJgY3nrrLVasWIEkSYSGhnY7YxAfH8/zzz+PzWbDbDYzZ84cOYGRcRlkEyMjIyMjIyPjksiFvTIyMjIyMjIuiZzEyMjIyMjIyLgkchIjIyMjIyMj45LISYyMjIyMjIyMS9IjRydVVtZjs/XMemV/fw/Ky+ucHYZTkc+BfA6akc+DfA5APgfQs8+BQiHh69v65J49Momx2USPTWKAHn1s7UU+B/I5aEY+D/I5APkcQO88B/LtJBkZGRkZGRmXRE5iZGRkZGRkZFySHnk7qTWsVguVlaVYLCZnh9JuVCoNvr6BKJW95mWSkZGRkZFpN73m17GyshSdTo+7ewiSJDk7nDYRQlBfX0NlZSkBAaHODkdGRkZGRqbb0WtuJ1ksJtzdvVwigQH7LM3u7l4uZY5kZGRkZGS6kl6TxAAuk8A042rxysjIyMjIdCUOTWLWrVvH3LlzmTlzJh9//PFlz2/fvp358+czf/58nnjiCerr6wGoq6vjiSeeYOHChSxcuJDU1FRHhikjIyMjIyPjgjgsiSkuLmb58uV88sknrFmzhs8//5wzZ860PF9TU8OTTz7J8uXLWbduHUlJSSxfvhyAF198kdDQUFavXs2vfvUr/vjHPzoqzOvi0KED3H33UmeHISMjIyMj0ytxWBKze/duxowZg4+PD3q9ntmzZ7Nhw4aW58+ePUtYWBjx8fEATJ06lU2bNiGEYOPGjTz88MMATJo0ib/85S+OClNGRkamQwghqKk4zqkDz3Jy/+8RwubskGRkei0OG51UUlJCYGBgy+OgoCCOHTvW8jg6OpqioiLS0tJISkpi/fr1lJWVUV5ejkaj4X//+x8bN27Ey8uL3/3udx3at7+/RyvxKFCpOjdnUyoVSJKESqXgyJHD/PGPv+e5514kOXlwp+1DoVAQGOh50d8ufdwbkc+BfA6a6arzYLNZKDi7mTMnPqay7AQKpRab1Yi54QDh0dO7JIYrIb8X5HMAvfMcOCyJEeLy9scXFqp6eXnx8ssv88wzz2Cz2Vi6dClqtRqr1UpZWRne3t6sXr2aXbt28fOf/5zNmze3e9/l5XWXtV+22WxYLJ17xWS12hBCkJKSwssv/5mXXlpOfHxCp+7HZrNRWlrb8jgw0POix70R+RzI56CZrjgPFnMdRTnfUJj9FcbGYnTu4cQNeozA8Fkc/eHHpB74D2r9CCTJOeMk5PeCfA6gZ58DhUJqVU6AA5OY4OBgDhw40PK4pKSEoKCglsdWq5WQkBC++OILAFJTU4mMjMTX1xeVSsW8efMAGD9+PA0NDZSXl+Pv7++ocK+Z0tISfvvbx1i48Bbi4xOcHY6MjEwnYWgopCD7K4pzvsFqacDLfwixAx/FL3hsS8ISmXA36Uf+QnnRTgJCJzk5YhmZ3ofDLh3GjRvHnj17qKiooLGxkY0bNzJp0vkPuSRJPPDAAxQXFyOE4N1332Xu3LloNBrGjRvHN998A8CRI0dwc3PD19fXUaFeF0qlkuXL/8WGDV9z8uQJZ4cjIyNzndRUppJ24A8c2HwHhdkr8Qsez5CJ/yV53D/wDxl/kXEJDJ+Ozj2C3PQP5NoYGRkn4FAT8/jjj3PPPfdgNpu55ZZbSE5O5kc/+hG//OUvGTRoEM899xwPPfQQJpOJsWPH8uCDDwLwwgsv8Oyzz/LJJ5+gUqlYvnw5CkX3bGnj5+fPoEGD+fnPH+O5557l/fc/QafTOTssGRmZDiBsFsqLdpKftYLaylSUKg/C424lLGYxWregK64nKVREJtxNxpEXqSjahX/oxC6MWkZGRhKtFa+4OK3VxBQVnSMkpE+n7ufQoQMsX/4KH320AoBlyx4nMDCIX//6qU7bx6Vx9+T7nu1FPgfyOWjmes+DxVxPce63FGR9ibGxCJ0+jLDYWwiOvAGlSt+ubQibhYPb7kGpdGPIpLe7vEml/F6QzwH07HPglJqY3sCwYSNaEhiAl19e7sRoZGRk2ouhoZjC7K8oyvkaq6UeL79BxAz4edPtImWHtmW3Mfc02Zidso2RkelC5CRGRkam11BbdYr8zBWUFW4HICB0MuGxS/H07Xdd2w0Kn0FuxofkpL+PX8gEecoQGZkuQk5iZGRkejRCWCkv2kVB1gpqKo6jVLkTHruE0OjF6PTBnbKPi2xM8S78QyZ0ynZlZGSujpzEyMjI9EislgaKc9dTkPUlhoYCtG4hxAz4BcFRN6JqZ71LRwgKn0Fu+ofknH4fv+Dxso2RkekC5CRGRkamR2FsLKEgeyVFOeuwmuvw9B1AdL8f4x8yAUnhuK88SaEisu/dZBx5iYri3fiHjHfYvmRkZOzISYyMjEyPoK7qNPlZX1BWsAUhBAGhkwiLXYKX38AuiyEofCa56R+Rc/o9/ILHyTZGRsbByEmMjIyMyyKEjfKiXeRnraCm/AhKlZ7QmMWExdyMTh/a5fHINkZGpmuRkxgZmQ5iLAKVNyjdnB1J78VqaaQkbwOHt6+kviYHrVswMf1/Zq93UbfeT6KrsNuYppFKso3p8QgLGHJBGwEKtbOjcR71tdlodQGo1F07CWX3bIPbS6ivr+Puu5dSWFjg7FBk2ompFIo/U1D4oURDhrOj6X0YDWWcPfVf9m9aQubxV9FoPEkc9gdGTPuE8LhbnZ7AwPkuvvXV6VQU73Z2ODIOwtoAVXsk8t+RKF2joOQrCWujs6NyDsbGUo7seJiic+u6fN+yiXESqakneOWVP5Obm+PsUGQ6QPU+CUkjUHlC2TcK9H0FvlOFbGUcTF11BvlZKyjL34IQVvxDJhIet5TYvmMpK6tzdniXERgxi9yMj8hN/0C2MT0MUznUHpaoPwVYJXQxAl2EjardEsWfSwQtEqi8nR1l15KX+QkIKwFhU7t8370yiVEdP436WJpDtm1OTsIyKLHN5datW8WvfrWM559/1iFxyHQ+plJoPCPhNVrgPUpQc1BQvVfCkCfhN02gj3d2hD0LIWxUluwjP2sF1WWHUCjdCIleQFjMzbi5hwN02+RAoVARkXAXZ46+QmXJHvyCxzk7JJnrQAgw5EDtIQnDOQlJKfDoD55Dbaj97MtoQgRlayWKPpcIWijQXHnKrR6F0VBG0bmvCYqc45Q6tF6ZxHQHnnzyGWeHINNBmi2M11CBpATvUeAWKyjfKFH2tWxlOgurxUBJ3kYKsr6gsT4HjS6Q6H4/IaTPvC6/3349BEXMJjfjI3JOv49v0Nhum3DJXBlhgfrT9uTFXC6h0Au8x9rwSL68Jk4XDsG3CkpWSRR/IREwT+DWudP1dUvyztgtTGTC3U7Zf69MYiyDEttlS2RkmrnQwigumKRcEwAhtwpqDgiq98lW5nowGcopPLuawrNrsJir8fBOJHHYM/iHTkHhwP4ujkLRVBtjtzF78Qse6+yQZNqJtQHqjkPtUQlbg4Q6QOA304Z7IkhXeSuq/eyJTOlqidI1En4z7Mamp2K3MOucZmGglyYxMjIdpdnCeA69fNJ3SQneoy+xMokC3ymylWkP9TWZ5GetoDR/M8JmwS94POFxS/HyS3Z5exEUMbupi+97+AaNcfnj6emYK+zWpf4UCKuELlrgNcyGNhLa+9KpPCB4iaB0nUTFRgXWehteI9q/vivRYmHi73JaDHISIyPTBqay8xZGqbvycppACLlNULNfUJ0iYciV8Jsu0Md1XayughCCqtIU8jM/p6rsIAqljpCoeYTF3IKbR4Szw+s0FAoVkX3vkW1MN0YIMOZBzSEJQ7YESoF7P/AaakPtf23bVGghaKGg/Huo3qXAWifwnSyQetB4YJOhnOJmC+Me5rQ45CRGRqYNrmZhLkVSgvcYcItrsjLrFOiTmqzMVRKg3oLNaqQk73sKsr6goe4sGl0AfZIeJqTPfNQaL2eH5xBabEz6+7KN6UYI6wX1LmUSCjeB95imepdOmFpLUoH/HIHS3b4Pa739sQveGW2VvDOfYHOyhQE5iXE6X37Z9ePqZdqPqQwaMyS8RnUsCWm2MtUpULMfDDn2++P6WMfF2p0xGSspPLuaorOrMZuqcPeKp+/Q3xMQNhVFD+8Q1lIbc+yvVJbswy94jLND6tVYG+31LnVHJaz1Emo/gd8MG+5JV693uRYkCXwnCZQegqodCkpXQsBNrn9BYzKUU3RuLcERs51qYUBOYmRkrkpNs4UZ1raFuRRJCT5j7beTyjdKlK1VoO8n8Jt8cXFwT6a+NpuCrC8oyfseYTPhFzyOsNglePsP7VVGIiiyaaRS+nv4Bo3uVcfeXTBXNvV3OQnCIqGLshfr6vo4vl7Faxgo3W2Ub5QoXmEfgq1yYfGYd+ZTu4Vx0oikC5GTGBmZK2Aqg4ZrsDCXogmCkNvPWxljjr1Wxq2HWhl7vcsBCrJWUFmagkKhJThyDmGxS9B7RDk7PKegUKiJTLiLM8f+JtuYLkQIMObbb+c0ZgFKcE+y93fRBHRtLO6JoNTbC36LP5cIXCjQBHZtDJ2B3cKsIShiltMtDMhJjIzMFanpQC1MW1xqZUrXKnDvZy/26ylWxmY1UZq/ifysFTTUZqPW+tEn8SF7vYvWx9nhOZ2gyDnkZvyvqTZGtjGORFihIcNerGsusde7eI0Gz2R7jYqz0EVC8FL7EOziLyQC5wt0kc6L51roThYG5CRGRqZV7BYGvEZ27kSPF1mZlPO1Mm4xnbePrsZsrKLw3BoKz67GbKxA7xVHwpCnCAybhkKpcXZ43YYLbUxVaQq+QaOdHVKPw2Y439/FWieh8hX4Tbeh70e3KajVBDT1klklUbJKwn+2wN1F2padtzAzW7pmO5tu8rLKyHQvavZJSGquqRamLVqsTGyTlVmjwL2/wHeSa1mZhtqzFGR9SUned9hsJnyDRhMeeyveAcNky3AF7DbG3sXXJ3CUfJ46CUO5jYqtEvWp9noXbaQ9edFFd8/+LCrPJiOzTqJ8fVMvmWHOjqpt8jK7l4UBOYmRkbkMU7ljLMylaIIvrpUxNNfKuICVyUr9FwVZK5AUGoIiZhEeuwS9Z7Szw+oyzOVQc1jCUml/HbWhAk2ovdHZ1ThvY/4u25jrRAgwFtjrXXKyGkGy1514DrO5RK2JQgdBiwRl30HVDgXWWoHPJNEtky5osjBn1zZZmO7Ty0lOYpzI22//m23bNgMS8+bdxG23OXe8vYwdR1qYS5FU4DNO4BYHFS5iZUyGcgqyvyIgbCpxAx/rNfUurU0CqA6A2qNQe8jexUzpKdCGgCZMoA21D7WXlBdvJyjyhpbaGNnGdBxhhYYz9tfBVCyh0AlCJqtRJhidWu9yLUgqCLhBUOluHzllrQf/WaLTh3p3BnmZn2ETlm5lYUBOYpzG4cMHOXhwP++//ylWq4W77lrKuHETiIqKdnZovRpzOTSkO97CXIq22crsg5oDF9TKRHddDO2lJP97EFaiEh/oFQlMyySAh5uaol0yCaCwgKlUYCwEU6GEsQgaMuxJjaQUaIJBE2q3NdpQULqriYi/i8zjf6eqdD++QaOcfISugc0AdalQe0TCWiuh8hH4TrXh3h+CwzSUlhqdHeI1ISnAd7JA5SGo2qnA2gCB87rXRYzJWEHR2TUEhXcvCwNyEuM0hg4dzmuv/QeVSkVZWSlWqxWdTp5ox9lUd6GFuRRJBT7jL7AyqxW4D2iyMtouD6dVhBCU5G7A03dAjx8ubW2EumNtTwIoqUAbav8H9veNpU5gKgRjoYSxEGqPQO3B87ZGEzofn/py8g9vwXv6SBQq2cZcCUu1PYGsSwVhltBG2JMXt5juWe9yLUgSeI1o6iXzvUTxl/Yh2G3dnuwq8s80WZi+3cvCQC9NYopzN1Ccu94h2w6OvIHgyDntWlalUvHOO//h008/YurUGQQGBjkkJpn20WJhRnSthbkUbQiE3CGo3gs1B8FwTsJvpsCtj/Niaqa+Op2G2mziBj3h7FAchrnigqZo1zEJoCoB9An2pEZYwFQiMBbZExtTgQKvugehCPLSbWiDpUtsjQMP0EUwFtiHSDdmAhLo+4LXMBuaHvw16d4PFHpB2dcX9JK5xvmbOguTsYLCs6sJCp/R7SwM9NIkpjvx4IM/5s4772XZssdZu3YVCxYsdnZIvZYWCzO86y3MpUgq8JkgcItvGsG0SoH7QIHvROdameLc9UgKDYHhU50XhANwxCSAFyKpQBtm/9dsa0xVRtI2/QudaQga2zRqD19ga7xEk92xFwxrAi6vremJCNsF9S5FEpJW4DUcPIZ0HyvhaNz62GfBLllt7+4beJNA58TRzPlnPsNmMxOZcI/zgrgKvTKJCY6c025b4ijOnTuLyWQkISERnU7HpElTyczMcGpMvRlzRfewMJeiDYHQS63MDAFOGH1hb2a3Gf+QCajUnl0fgANw9CSAV0PjoyFwRCyZx/9I4GgPgv1G2m1N822oPGg43VRboxJNo6BA02xrHBxfV2IzNtW7HG6qd/EW+E6x17soemGrIU0QhNxqT2RKVkoEzBHoE7o+juY5z4IiZnbb2eV7ZRLTHSgoyOOdd/7LG2+8jSRJ7Ny5nRtvvMnZYfVaupOFuZQWKxN33sqIPCO6EXSplako2YvFXENw5A1dt1MHYTXY6126YhLAqxEceUPTnErv4zN+BNowqcXWCAHW2gsKhguh5hBgsyc2Km+7pREJZsyeoA6wF4m6EpYae6Fu3QkQJgltuMB3sg23WNc7ls5G5d3US2atRNk3Er5TBJ5DujaG/MzubWFATmKcxtixEzh5MpUHHrgThULB5MnTmDFjtrPD6pWYK6DhdPezMJeiDYXQOwVVe6DsgAVlmoT/TIGui+prS3LXo9EF4BM4vGt26ACcOQlgayiUGiIT7iLz+HKqyg7gGziy5TlJApWX/Z97oj25tlnAXCIwFthtjSEHctNMgMKlbI2x0G6/Gs7YH+v72ucz0oY4N67uhtINghYLytdLVG5TYK0TeI/vml4yJmMlhdmrCIyY0W0tDMhJjFN58MEf8+CDP3Z2GL2e6n0Skso5I5I6iqQC34mCsBFuZK5opGSlAo9BAp+JwqHa3WSsoKJkHxFxtyK5WHFGd5oEsDWCI+fa+8acfh+fgBFX7RujuKS2RgjwVuspPFGPsUjCdAVb01ww7ExbI2zQmGmvOzIVNs8OD55DBKqecXfSISjUEDBPULkVag5IWOrAf6ZweI1Us4WJ6sYWBuQkRqaX02xhPId336vW1vCIUhJyp6B6N9QegsazjrUypXn23jBBEa5jC7vrJICXYrcxd5J5/FWqyw7iEzii3etKEmh9FbgngXtSk60x20dCNQ/xNuRAQ1pTbY26FVvjYPtoM0F9qr3DsbVGQullv2XkPqB31rtcC5ICfKcJlB6C6j0KbA32xMZR56+5FiYwfDpuHt17hko5iZHp1VSn2C2MVzeshWkLhQp8Jwn08VD+vWS3MskCnwmd++UmhKA4dwMePv1cYmoBmwHqTjQ1ReumkwBeSnDkjeRmfEzO6ffxDhh+XV18FWrQhdM0oqWptqbmfMGwqdDeUBHRZGt8xEVJjdq/c2yNpbap3uW4vd5FEyrwnWjDLU6ud7kWJAm8R4PSw0bFJvss2EELHZOQ52d+hs1qIrJv97YwICcxMr2YFgszzLUszKVow2jdynTSBVR9TQYNtVnEDXq8czboIMxV9h/N+uamaN18EsALUSg1RMTfSdaJV6kuO9SpdUeSZC8SVXlfYmuKz9uaxnNQf+oCWxPC+SHeIR2zNcbipnqXdPtjfbx9PiN7M0CZ68VjACj1grJvJYo+tycyar/O277ZWNViYVyhoaWcxMj0WqpTJCSla1qYS7nIymyUKPmq86xMce4GJIWawLDpnRNsJyKEwNBc75IJKFxrEsALCYmaS96Zj8lJf8/hM4Er1KCLsP9rtjWW6ou7DNfs57yt8W2aE+oKtkbYoDHLXjRtzG+qdxkKnoMFKm+HHUavxS0Ggm4WlK5p6iWzoPPaLuQ1W5huNkfSlZCTGJleSU+xMJdykZU5fP1WxmYzU5q3yd4bRtN9qi+bJwEs+8JAQ74ChU7gNcr+o9md6l06gkKpdZiNaQtJArWP/Z97vwtsTVHTEO8iicazF9gazfnaGoVWUHdcwlIlofQU+Eyy4TGga4f/90a0IRB8q6B0lUTJVxIeagtcZ6H6RRbGsxu0CG8HchIj0yvpSRbmUhRq+4RybvFQ8X2TlRncZGXUHdtWZfFeLOZqgiKc2xyyGZvxgnqXWgmt//lJADt6bN0Ru42xz3DtaBvTFgo16CJpSoCvbms0wQL/uTb08XK9S1ei9mlKZNZIZH5sxHcqeCZf+/bysz7HZjW4jIUBOYmR6YWYK3umhbkUXXiTldlln4DQcNY+B5OuAy0finM3oNb64duBETOOwFJ9QVO0CyYBjBrpQVl5nVNj60zO25h/UF1+GJ+AYc4OqYVWbY0JrA32W0bdve6op6LU228t1WxSUbkFrPUC7zEd7yVjNlZRkL3KpSwMyEmMU/nlL39CRUUFKpX9ZfjNb37HgAEDnRxVz6cnW5hLUajBd4rALcE+M3bJlwo8hgh8xrdtZczGKipL9hAWuwTJScN6jAX2obmNZ2h1EkBJ0fN+OUOibrTXxpx+D2//oU61MW2h0MjDpLsDCg3E36Xl9Of11OyTsNaB37SO9ZLJz1rRZGG6/4ikC5GTGCchhODcubN89dXXLUmMjOMxV0JDGngO7dkW5lJ04RByl6BqF9QdkTBk06aVKcnfhBBWgrp4njFhg8YzTU3ReuEkgHYbcwdZJ/7Z7WyMTPdFUtrnVVN6YE9k6iHgxvbdQrZbmJUEhk9zKQsDvTSJ2VRynI0lxxyy7VlBycwIGtTmcjk555AkiV//+pdUVlZy000LufnmWx0Sk8x5anqRhbkUhRr8pgj08cJeK/OlhMcQrmhlSnLX4+GdiLtnTJfEJ08CeJ6QqHnkNfeN6eY2Rqb7IEngM1ag8hBUbLF/xgMXiDYv2FzVwkAvTWK6A7W1NQwfPpJf//opjEYjjzzyMFFRfRg5coyzQ+uxmCuhvtnCuOgIls5AF9FkZXZK563MLNHUHM1OXXUG9TVniB34mMPjkScBvByFUktEwp2yjZG5JjwGgUJvn3Op+HOJwEUCtU/ry5qNVRRmryQgbKpLNLO8lF6ZxMwIGtQuW+JIBg5MZuBAexm5m5sb8+YtYM+eXXIS40B6s4W5FIUa/KbarUz59xIlX0h4DgXvcXYrU5L7nb03TPg0h8VgLGpqipZhfyxPAngxLTYm/QM5iZHpMPo4UC62z4Jd/LndyLT22crPWoHVaiCq771dH2Qn0Euvc5zP0aNHOHAgpeWxEEKujXEg5iq7hfFI7t0W5lJ0kRB6l8BjsP02TtHHEo15Vkrzv8cveBxqTed2KhM2e3+X4hUSxZ8paDxrHyUWdr8g4IbWv2R7K821MTXlR6gqO+zscGRcEG0YBC8VSGoo+VKiMfvi582mape2MCAnMU6jrq6WN974B0ajkYaGetav/4ZJk6Y6O6weS80+CUkhW5jWUGjsViboZhvCBqVfqnAvuJOg0Lmdtg+byd58r+B9ibKvFVjqwGeyjfCHBL4TBSqvTttVjyK4z3w0Wn9y0993digyLoraD0JuFah8oXStRF3q+efyM13bwkAvvZ3UHRg/fiInT57ggQfuxGq1sXjxkpbbSzKdS7OF8RwiW5ir0Wxlslem4FV0G8bvBcZZAm3YtW9TngTw+lAqtYTH30F26mtUlR3GJ2Cos0OScUGU7hC8RFD2tUTF9wqsdTbchlRTmP2VS1sYkJMYp/KjH/2UH/3op84Oo8dTk9JkYUbIFqYtrKKKIo+nCBv+S5TpCyleIeE5rKlWpgPfFi2TAGYAQp4E8HoI6TOfvDMfk5v+vpzEyFwzCg0ELhCUfw/VexRU5RViVbvGTNVXQ05iZHo05iqoPyVbmPZSWrAZISwEDR6I22hB1Q+SfXLFbPCfeXUrI2zQmG1PXlomARwiTwJ4vSibamOyU1+nuuwI3gFDnB2SjIsiKcF/tkByM1B/uD9h/m/ipuuaFgqOwqFCd926dcydO5eZM2fy8ccfX/b89u3bmT9/PvPnz+eJJ56gvr7+oueLiooYNWoUeXl5jgxTpgcjW5iOUZy7AXfvvrh7xdlrZaYLghbbEBYo/kKi8gcJm+XidWxmqD0KhR9KlK1TYKkBn0k2wh8U+E6SE5jOIKTPTai1fuTItTEy14kkQV3wR1QEvIqqPImSlRLWRmdHde04LIkpLi5m+fLlfPLJJ6xZs4bPP/+cM2fOtDxfU1PDk08+yfLly1m3bh1JSUksX7685Xmbzcbvf/97zGazo0KU6eE0Wxh5RFL7qK/JpL46neBLOvTqoppGMA2A2oP2EUzGQrDUQdVOiYK3JSq3KlBowX+ujbD7BV7D5FmMO5NmG1Ndfpjq8qPODkfGhTGbaijI/gpdUjkB8wSmEvtoQUu1syO7NhyWxOzevZsxY8bg4+ODXq9n9uzZbNiwoeX5s2fPEhYWRnx8PABTp05l06ZNLc+//fbbjBs3Dl9fX0eFKNPDkS1MxyjJ/Q5JUhEYNv2y5xRa8JshCFzUZGVWSBS8K1FzELSRELzURvBtAve+vadgV5WWiWbrXhBd8/6SbYxMZ1CQ9QVWSwORfe9FHw9BiwXWBij6XMJUcm3brDCaeeN0Pkcru34yVofVxJSUlBAYGNjyOCgoiGPHzrf6j46OpqioiLS0NJKSkli/fj1lZWUAnDhxgn379vHWW2+1ehuqLfz9L59gpaREgUrlet+uCoWCwEDPi/526ePeSFvnwFhhIyetkaAxKkKie6YS6Mz3gc1mZn/hJkKiJhIWEXmVnUL4QEHhNjPCJggao0br59zPlTM+D7a8YkxrN4PVikf/aJQDE7pgr54kDb6P4yn/h2RNJyBkeMsz8neCfA6g7XNgMlZTePYrwqNnEh03uGklCAizkfG+gZKvBHF36PCKb9/MkUIIvssp4/8OZ2O02pibENLlr4PDkhjRytXJhfN/eHl58fLLL/PMM89gs9lYunQparWaxsZGnnvuOV599VUUimv7ciwvr8Nmu3j/NpsNi8V2TdtzJjabjdLS2pbHgYGeFz3ujbTnHJR/LyFJoB5gorTU1EWRdR2d/T6oKN6NsbEcn6CZ7dqutun3s8ZqgtJOC6PDOOXzYDTh/t5q0OtArcK4agv1AYGg7MCUwdeIh/9s1Nr3OZbyJoPG2m+/y98J8jmA9p2Dc2nvYTHXE9Tn9ouXlSBwCZSulsj4oBH/WQL3pKvvr9Jo5l/p+aSU1ZLkpefRfhGEK5QOeR0UCqlVOQEOTGKCg4M5cOBAy+OSkhKCgoJaHlutVkJCQvjiiy8ASE1NJTIykgMHDlBWVsZPf/rTlvUefvhhXn/9dWJjYx0Vbpezbt1qvvpqRcvjwsJ8Zs+ey69+tcyJUfUMLNVQfxI8Bsu1MO2lOHcDao0PvkGjnR1K90YIdOu3I1XV0HjnTWAwof9yPepDqZhHOr7Pk1KlIyLuNrJPvkF1+VG8/Qc7fJ8yPYPmWhj/0Mm4e8Vd9rzKw95LpnSdRPkGey8Zz+H2QuALEUKwvbiK/2YUYrLZeCAuhPmRASidNEmpwzzwuHHj2LNnDxUVFTQ2NrJx40YmTZrU8rwkSTzwwAMUFxcjhODdd99l7ty5TJw4kS1btrBmzRrWrFlDUFAQ//3vf3tUAgMwf/5C3n//E95//xOeffZ5fH39eOCBHzs7rB5BdYoEci1MuzGbqqko3k1g+EwUHWkG0wtRHzmJ+tQZTJNGYY0MwxrfB0t0ONqdB6DR2CUxhPRZgFrjS076B12yP5megb0Wpv6q3XkVWghaKND3FVTtVFC5XUJccAOj0mjmxRM5/N+pPCL0Wl4dmcDCqECnJTDgwCQmODiYxx9/nHvuuYeFCxcyb948kpOT+dGPfsTx48dRKBQ899xzPPTQQ8yZMwdPT08efPBBR4XTrfn731/i4Yd/jo+Pj7NDcXks1U0jkgbZryxk2qY0fwvCZiboklFJMhejKC5D+/0uLDGRmMY2NZ2TJIzTxoHBiHb3wS6JQ6nSERF/O9VlB6kuP9b2CjK9Houp9qoW5kIkFfjfIPAcJqg7IlG2XsJmttuXX6RkcLCilvvjQnhxWCwReufXGzr0squ5B8yFvPXWWy3/nzJlClOmTLnqNrZs2dLpcW0pqmRTYWWnbxdgRqgv00LaP6Jq//59GI1Gpk2b4ZB4ehvVKRJIsoXpCCW563H3isfDO97ZoXRfjCbcVm1EuGkxzJ92kWO3BQdgTk5CfeA4pmEDEL6Ob4wT0mcBeWc+JTf9feKTxjt8fzKuTX522xbmQiQJfCcJlB6Cqh0KDpaaeSO8gCg/DY8mRRDhrnNwxO3H9Ybr9DDWrFnJrbfe4ewwegSyhek49bXZ1FWfJijyBmeH0n0RAt0Gex2MYcFMhLv+skVMk0aBUoF2694uCUmp0hEefztVZQcpLz7SJfuUcU0s5loKstpnYS5ECMGR8Co+jc3Fv1rDczlJ/DkhrlslMNBLpx2YFtIxW+IozGYzR44c4ve//6OzQ+kRVO+XLUxHKcndgCQpCQqXTeCVUB89hfrkGYyTRmGNan3eBeHpjmnMULQ/7MecW4g10vGTRIX2uYn8M5+Qdvi/9B3+ssP3J+Oa5Gd9idVS16GZqqtMFt5Mz2dPaQ19w9xQ9TOh/l5L2QoIXCjQBDgw4A4imxgnkpmZQWRkFG5ubs4OxeVpGZE0ULYw7UXYLJTkbcQ3aCxqrY+zw+mWKErK0X6/E0t0xPk6mCtgGjUYm6c72s27u6QBnlLlRnj87ZQU7KWm4rjD9yfjetgtzJf4h0xqt4XZWVLFz1PS2V9Wy72xIbw8LI6oBA3BSwQIe6NLQ66DA+8AchLjRPLz8y8adi5z7bRYmJGyhWkvlaUHMBsrLptmQKYJowm3Vd8htFoMN02HtvpWadQYJ41CWViCKjWjS0IM7bMAjc6XnNPvd8n+ZFyLgqyvsFrqiGyHhakyWXjpxDleSc0lRKfh1ZHx3NwnEKXCXv+lCYTgWwUqDyhZLVF/2tHRtw85iXEi06fP5E9/etHZYbg8soW5Nkpy16NSe+MbPMbZoXQ/hED33Q6kyhoMC2a0WgfTGpZBiVhDAtBu3wdmS9srXCdKlRsJg+6hquwANRUnHL4/GdfBYq4lP+sL/EMmtlm0v7Okml+kpJNSVss9scG8MiyOqFZqX1ReELRUoA2G8vUKag45Kvr2IycxMi5PjVwL02EsplrKi3cRGDEDhULt7HC6HepjaahTMzBNGIG1T3j7V2wacq2oqUOzv2smaoxNWopK4y3PqSRzEe2xMNUmCy+fyOGV1ByCmuzLLX2CWuxLayh19vmW3OLtI5cqd0hdNX1Yq8hJjIxLY6mBumYLI0+d0m5KCzYjbGb5VlIrKErK0W78AUt0OKZxwzq8vrVPOOaEaDR7DiPVNzggwotRqd2IiLudqtL9so2RAZosTPYX+IVMwMO79Xm9djXZl31lNdwVE8xfr2BfWkNSQcBcgcdgQe0hifINEsLx4rFVeuXoJJmeQ43cF+aaKM7dgN4rDneva5u4sMpUT6GxqnODugYKlXqqajsxUTBb0H63FckPDNMHQH3hVRf3U3sQrLu8L4xx6lhUb3+OZsd+jDdM7rz4rkBo9ELyMj8lJ/0DBo75q8P3J9O9Kcj+Cqu59RFJNSYL/84oYGdJNfGebvw5KYI+Hh0fNi0pwHeKQOUhqNqlwNoAgfMEii7ufycnMTIui2xhro2G2rPUVZ0ipv/PLpqUtT3YhODbosO8c24rBpvZQRE6meZBHGe+aNfio33jWRw2kkFeUS3nU/j7YB42APXBE5hHDMQW6O+gYO0oVW5ExN3G2VP/oabiBF5+Ax26P5nui8VcR35Ws4Xpe9Fzu0urefN0AfUWK3fFBLM4KhDVVW4dtYUkgddIUHrYKP9eoi4VvDouL68LOYmRcVlq5BFJ10RJ3ncgKQmMmNmh9YoNVSw/8y1Ha3IY5hPDgtARKHHenCkA3j56qqs6x8QosnPRphzFPKAvloF9214BOFWbz9dFh1mW+ilx7sEsDhvJRP9+qBVKjONHoD5xGu3mPTTeNq9TYrwadhvzmWxjejmtWZgas4X/pBfwQ0k1cR46nh8SQ/Q12Jcr4d4PtBEChRP64MlJjIxLYqmBulTZwnQUIayU5G3EL2g0Gq1fu9axCcG3xYd55+xWJEni0bgbmB2U3GGL4wgCAz0plWqvezuK0gr0mzdjDe9D4/hZbQ+nbmK4byxLwsewtewkKwtS+GvG17x7bhs3hQznhpChqMePQLd5N8rMHKxxUdcd59VQqvTnbUxlKl6+Axy6P5nuh93CrMAv+LyF2VNazRtN9uWOmCBuiQq6LvtyJZz1PSwnMTIuSc1++4dQtjAdo6r0ACZDGUEDH23X8sWGal7N/JYj1ecY6h3NY/E3EKR1/NxAXYrJjG7VRoRGjeGmme1OYJrRKtXMCR7MrKBkDlVls7IghfdytvNJ3m5mBQzk9iA3wrfspiEmosPb7iih0QvJO/MZuaffZ4BsY3odLRYm8V5qzBbeyihge3E1MR46nhsSTYxHz2usKicxTuSjj97n22/XotFomDZtJvfe2ztn8e4opiqbbGGukeLcDajUXvgFXb03jBCC9cVHePvsVgAeiZ3DDcGDu4V96Wx0G39AUV5J423zER7t6wfTGgpJYoRvLCN8Y8muL2FVwX7Wlx7l6342JpSpWHxoJ4nDJzr0HCpVesLjbuVc2n+prTyJp29/h+1LpnthNtVSkPUFfsHjOWEK4Y0TGdSaLdwRHcQtfRxjX7oD8hBrJ7F//z42bdrA229/yLvvfszJkyfYvr3zZ+zuiRRutxeUyiOSOobFXEt50U4Cw6ejUGquuFyxoZrfn/yc17K+I8kzjDeHPMjckCE9MoFRHUtDffw0pvHDscZEdNp2Y9yD+FXCjXww/GfcFj6Wo76Cx027efTo+2wrPYnFZu20fV1KaMwiVGq5b0xvI/Pk59SarazT3MlfTpzDV6Pi/0bEc1tMcI9NYKCXmpi6k1Cf6pgX1X2AwKMdFz8ZGacZNWos7u72FrOjR49jx45tTJ48zSFx9RQstVB+0ILHAHv3SJn2U5q/FWEzEXyFGavt9uUob5/bAgIeiZ3NDcE9M3kBUJRVoNv4A5aoMEwTRjhkH34aD+7pM5nblAn8sGkFnyfU8HLGWt4558mC0BHMCR6Mh6pzqyFVF9mYU3j69uvU7ct0Pyzmer5NPcAGzz/RUGXjtugglvQJRO3g25fdgZ5/hN2Uvn2TSEnZQ01NNUajkZ07d1BRUe7ssLo9ci3MtVOStx69Zwzu3pePvCkxNtuXDSR6hPLmkAeYGzK0xyYwmJvqYNQqDDfNcHitiiYijBv9BvK/XTr+FHUj4Tpf3jm3lbsP/It/Z39PoaGqU/dntzFeso3pBdSaLbx48ABfqO/BV6vn78PjuSMmuFckMNBLTYxHf/Do79wfwREjRnHDDfN45JEf4+npxYgRozh5Uu62eTUstfYRSQHDVKi8TM4Ox6VoqMuhtvIk0f1/elFiIoRgQ8lR3jq7BSEEv4idzdwebF+a0W7ciaKsksZb5yE83btkn8bJo3E/ncWkg8WMWnAHZ+qKWF24n6+LDrOu8BBj/fqyOGwk/TzDr/v8n7cxb8k2pgeTUlbDv07nUW30ZpZbKj8evbTXJC/N9MokpjvQ0FDP5MnTuO22uwD47LP/ERbWeffkeyI1+yUQEDJZTY1FTmI6QknuBpCUBIWf7w1TaqzhH5nrOViVzWCvKB6Ln0uIzsd5QXYRquOn0RxLwzhuGNbYyC7br/D2xDRqMNrdhzCNHER8WAi/TpjPfVFT+LroEN8UH2ZXxWkSPcJYHDaS8f6JKKVr/0EKjVlMfubn5KS/z4DRL3fikcg4mzqzlbfOFLC1qIowdSPzG//BbdNfwiJ6VwID8u0kp1FQUMBTT/0ai8VCXV0dX3+9hmnTZjg7rG5Ls4Xx6A9aX/lt2xGae8P4Bo5Co/NHCMF3xUf5yZF3SK3J4+cxs/jLgNt7RQKjKK9E990OLJGhmCaO7PL9m8YMxaZ3Q7t5N82z5gVoPbmvz2Q+Gv4zfh4zi1pLIy+mr+GBg/9mZUEK9RbDNe3LbmOWUlmyl9qqU515GDJOZH9ZDb9ISWd7cRW3RPpwd91f6BcYiW9A7xyJJpsYJxEfn8CUKdO4777bsVqt3HrrHSQnD3F2WN2WmgN2C+M1Sq6F6ShVZYcwGUqJHfBzSo01/DNzAweqskhusi+hvSB5Ac7XwahUGBY4vg6mVbQaTJNHoVu/HdXpLCxJcS1P6ZQa5oUO44aQIeyvzGRlQQpvnd3C/3J3MidoMAtChxPcwdcqNHox+ZkryDn9AQNGv9TJByPTldSZrbx9poAtRVX0cdfydHI02qIvOWeuJKrvfc4Oz2nISYwTue++h7jvvoecHUa3x1ILdSfsFkYekdRxSnI3oFR7clDhzVtH3sEibPw0ZibzQoah6OG1Lxei/X4XytIKGpbeiPD0cFoc5uQk1AeOo926B0t8NKiUFz2vlBSM8UtgjF8CGXVFrCxIYW3RQdYUHmC8fyKLw0aR5BnWrn2p1O6Exy3lXNrb1FadwtNHro1xRQ6U1/B6Wj5VZgtL+wRya3QQks3AgcwV+AaNxdMnydkhOg3Zy8t0e1osjDwiqcNYzHVkF+3jK99JvJq1kRj3IN4Y8gA3hQ7vVQmM6kQ6mqOnMI4d6vD2/22iUGCcNg5FVS3qg8evumiCRwjL+t7Ee8N+wuKwURyqyubx4x/yxPGP2FmehlXY2txdaPRiVGpPctI/6KwjkOki6sxW/nEqj+eOncNDreSvw+K4KzYEtUJBYfZKLOYaohIvn6m6NyGbGJlujaXObmHc+4Oqh3W7dzRCCFZnrOR/XqPBJvGTmBnMD+ldyQuAVF6JbsN2LBEhmCaNuq5tCSEoM5pJq24graYBIWBOuB9R7h3r9WKNjcQSG4l210EsgxIR+qu3gw/UevFg9FTuiBzPxpJjrC44wAunVxOi9ebOhAmMc++LXqltdV2V2p3w2Fs5d/ptaqvSevVVuytxsLyW10/nUWm0cEtUILfHBLWMPLJYGsjP/BzfoDG93q71qiRGCOFSQ0eFkM1D84gkb9nCdIgyYy2vZW0gpaqAPph4dsjPCXNr34SPPQqzBbfV3zfVwXR8XiSzzUZmbWNL0pJW3UCFyQKApqkL6tf55Qzz82BBZABDfD3a/R1jnDYO/Tsr0Ow8iHHWhHat46bUsCB0BPNChrG3IoNVBfv5+4lveFO5iRuCB3NT6PBW57YKjVlMftbn5KZ/QP9RL7bz6GWcQb3FyjtnCtlUWEmkXsvvhvchwevi6TAKs1fZLUwvroVpptckMSqVhvr6GtzdvVwikRFCUF9fg0p15fbwPR3ZwnQcIQSbSk/w3+xNmGwWZtWf5Obo2b0zgQG0m3ahLCmnYclchFfbdTBlBjNpNQ2crq4nraaBzFoDlqaLiWCdmkG+7iR66UnydifaXUeDxcqGggq+yS/nD0fP0sddy4LIACYH+7TZr8MW6Id5SD/Uh1MxDR+A8Pdt93EpJQXj/RMZ759IsaqKd1O3s6pgP6sK9jMpoB+LwkbS1yO0ZXmV2p2w2KXknH6HuqrTePgktntfMl3HofJaXj+dT4XRzM1RgdweHYRGefH7yHqhhZH7//SeJMbXN5DKylLq6qqcHUq7Uak0+PoGOjsMp9FcCyNbmPZRbqrln5kbSKnMZIBnBEsV9ZjKcgmOnO3s0JyCKjUDzZGTGMcMwRrf57Ln7ZbFwOkmw3K6poEyo31eLo1CIt7TjZsi/Uny0pPopcdXq75sG14aFUujg1gUFcCO4mrW5Jbxz7R8PswqZm64H3PD/PHSXPlr1jRxJOrUDLRb92K4pfXpINpioG8kTyUuoNgwhbVFB9lQfJRtZScZ6BXBotBRjPaLRykpCItZTEHWCnLS35dtTDej3mLl3TOFfN9kX14ZHkdfr9YnIy08uxqLuVq2ME30miRGqVQREBDa9oIy3QJLHdQdB/d+soVpCyEEW0pT+Xf295iFlYejpzM/ZCiHN9+Ob+AItLoAZ4fY5UjlVeg2bMcafr4OpvyCWpbT1Q1k1jVittkT5CCdmn7eepK89SR56Yn20HWo86laoWB6qC/TQnw4VlnPmtwyPsku4ctzpUwL8eWmCH8iWqmbEe56TOOGod22D/PZPKzR197wMljnzY+ip3FHRFPdTOF+nj+9klCdDwtDRzIzaBBhsUvIOf0udVXpePhcPv2ETNdzuKKW19Kubl+asVoayDvzGb5Bo2UL00SvSWJkXIsWCyP3hbkqFaY6/pm5gX2VZ+jvGcGv4ucS7uZHVelBjIYSovv/1Nkhdj0WC6rVGznl4cmRsaM4lZZPWvV5y6Jusizzwv1JbEpa/FqxLNeCJEkM9vNgsJ8HufUG1uaVs6Wokg0FFYzw92RBZADJPu4X3dI2jUxGfSgV7ZY9NNx383X3r3FXaVkUNpKbQoezuzydlQUpvJn9PR/l7GB24AAiNX5NNuYv13u4MtdBQ5N92VhYSYRey0vD4kjybt2+NCNbmMuRkxiZbodsYdrGbl9O8GZT7cuPoqexIHRES5v64tz1KFUe+IeMd3KkXUOF0dxiWNLPFZER3ReTQgl5FQRq7ZbFXsuiJ6aDluVaiXTX8fPEcO6KCWZ9fjnf5FfwzJFsYjx0LIgMYGKQtz0OlQrjlDG4rd2E6kQ6luTOGT2klBRMDEhiYkASp2rzWVmQwqqiw+A5mv71+dxduI/k0NGdsi+ZjnG4opbX0/IpN5pZFBnAHTHBaK9gX5qxWhrIy/wM38BRePr2zu68rSEnMTLdjpoDEthkC3MlKkx1vJiymh1FafTzDOdX8XOJcPNved5irqe8cAdBkbNRXGHYrStjsQmy6xpJq2ng7JlCjpZWU2JosixA3/oG5nvoSBgQQ6K3Hv9OsizXirdGxW0xwSyOCmR7SRVrcst49VQeH2YWMTfcnznhfnj1j8d64Bja7fvsXXw1nRtzP89wfp+4iCJDFavy97ChyMKy7K0kl2eyKGwko3zje93Qe2fQYLHyXmYR3xVUEO6m4aVhsSR5t28C0sKzq7GYqolMvM+xQboYchIj062w1kP9cXlEUmsIIdhadpI3s7/HbLPwUJ+pLAwbedkkgWWF27DZjARFznFSpJ1LZZNlaS6+PVPbiKm5lsVNQ4KnnvkRevphY+AX61D5+9Jw4wJQKtvYcteiUSqYGerHjBBfjlTWsTq3jP9lF7PiXAnTQ3xZOHE0fT9fh2bfEYfN6xSi8+GncTcwzVzIutztHFG78ae0rwjX+bIwbCQzAgeiU/beEZGO5EhFHa+l5VFmNLMwMoA722FfmrnQwnj5DnBwpK6FnMTIdCtq9ksI2cJcRqWpnteyNrCnIoMkjzD+PGop7obWG6yV5G7AzT0KTx/XU87NlqV5xFBaTUOLZVFJEnGeOm4I8yPR250kLz39Iv0oLa0FiwX9h6tQSBL1C2d2uwTmQiRJYqifJ0P9PDlXZ2BtXhnfF1ayQQjGDB/B0tRM4gYngZenw2KIi1vC+LNfMdtWQkXfu1hZkMK/sjbyYc4O5gYPZX7oMPw1jtt/b6LBYuX9zCI2XGBf+rXTvjRTeHaNbGGugJzEyHQbrPVyLcylCCHYXnaKN7I3YrCaebDPVBaFjSTE05tSQ+1lyzfW51FTcYw+SQ+7RD+kKpOlxbCkVTeQUdvQYln8tSoSvfTMC/cnyVtPnKfbFWtZtJv3oCwuo+GWGxDervPj28dDxyNJEdwVG8z6/Aq+zS3j8cQBxKdkcNPAGCYE+aBSdP7rqFJ7Eh6zhJz09xiedC+TBt1Dam0eqwr2syJ/D18V7GNyQH8Wh40k1j240/ffWzhaabcvpQYzCyIDuKsD9qUZq6WRvMxP8ZEtTKvISYxMt6HmgN3CyDNV26k01fOvrO/YVZFOokcYT8TfSKTe/6rrlOR+B0gERczsmiA7gNUmOFtvuGiYc5HBBNgtS6ynjjlhfiQ1FeEG6tp3W0OVlonm0AlMowZjTYh24BE4Dl+Nmjtigrk5KpCd2w+yymTj/07l8UFWEfPCA5gd5oeHunPtUljszeRnfUFO+gf0H/kCA70iGegVSYGhkjUFB9hYcozNpScY4t2HRWGjGOETK9fNtJPGJvuyvqCCMDcNLw6Npb9Px+xLM821MFF9e/ccSVdCTmJkugXWeqg7Zrcwah9nR+NchBDsKE/jjayNNFpNPNBnCovDRl1W+3L5ejZK8jbiEzgCrVtQF0V7ZapNlotqWTJqGjA2WRY/jYokbz03hNuTljgPtyv2xrgatrJKdN9uwxoWhHGK64+00SoVTB+XzLx/f0JKZDgr4uL5IKuIz5vqZuZH+BOm75xibZXak/BYu42pq87AwzsBgDCdLz+NncldURPZUHyENYUH+cOpL4h082dh6EimBw5Aq3RusXR35lhlHf9sti8R/twVG9Jh+9KM1dJIfuZn+ASOxMtvYCdH2jOQkxiZboFsYexUmep5PWsjuypOk+gRyuPxN9JH375mddXlRzA2FhHd70cOjvJyrDbBuXpDS9KSVtNAUaPdsigliPVwY1aYX8sw50Ct+vpvd1msmD9dCxI0LujedTAdQqfFMmEE477fyZDkvpyJj2dtbjnfFVTwbX45owO8WBgZQD9v/XWfw2Ybk5v+Af1G/vmi5zxVOpaEj2FR6Eh2lKexqiCF17I28EHOdm4MGcq8kGH4adqeyqG30Gix8kFWEd/mVxB6nfalmcJzazCbquS+MFdBTmLaiRAgLKCQL0A6HdnC2NlRdop/ZW2kwWri/qjJ3Bw+uk37ciEluRtQqtzxC5nowCjt1Jgs9jqWllqWRgxWGwC+Gnsty5wwP5K87LUs13olejW0W/Yg8oox3DwH4ePV6dt3Juah/VEfPIFuy25iHrqVR/tFcHdsMN/ml7M+v4K9ZTUkeLqxIDKABf7X/kOpUnsSFnsLuenvU1d9Bg/v+MuXUSiZFjiAqQH9OV6Ty6qCFD7L280X+fuYGtifxaGjiHbvvdOjCCE4VlnP66fzKDGYmR/hzz3XYV+asVoayT/zGT4BI2QLcxXkJKadNJ6BsvUS3qMEXiNB6iEXfd2B3m5hqswN/CvrO3aWnybBPYQnEm6kj75jPwoWSwNlhdsJDJ+BspN7w1iFIOeSWpaCCyxLjIcbM0J8W7rfBuk6wbK0gSotE83B4ygnDcfSN8ah+3IKSiXGaWPRf7ke9eGTmEcMwk+r5q7YEJb0CWJLUSVrc8v428lcPjpbzNxQP2aGXlvdTHjMLRS02Jjnr7icJEkke0eR7B1FXmMFawoP8H3JMbaWpvL64AfabQxdnQaLlYyaxpbPwumaBmotVkJ0Gl4YGsvA67QvzRSeW4vZVEmUPCLpqshJTDvR9QF9PFTvVdCQKfCfJdD03ouPTqNlRFJS77QwP5Sl8XrWdzRYTdwXNZlbOmhfmikv3I7NaiA48tomEbyQGrOl5cu52bI0NlkWH42KJC89M0PttSzxDrIsV0OqrLHXwYQGoZ03BSobunT/XYU1vg+WPuFodh7APKAvuNmTU61SwQ3h/swO8+NgeS3fFlfyXmYRn50tYUaoL/MjAghxa3+vF5Wm2cZ8cEUbcykRbn78PHYWt4aP5cHD/2FVQQqPxc+95mPtrgghKGg0XTSCLqfegK3p+Ui9ljGBXiR565kY5IOukz4LVouB/DOfNlmYQZ2yzZ6KnMS0E4UGAuYKGvoKKjZLFH0q4T1a4DVCtjLXQ81BCWEFr9G9y8JUmRt4M2sjO8rTSHAP4VfxN16Xki/O3YDOPQLPDg7BbLYspy+wLPlNlkUhQYy7jmkhvi0jhoK7wLJcPWArbmu+B6Bx4UzcVT34wydJGKePQ//uF2h3H8Q4fdxFTyskiZEBXsztF87erBLW5pbxbX453+SVMybQXjfT3m6w4TFLKMj6sk0bcykBWk9mBA5kY8lx7o2ajK+mcyyEs2i0WEmvbTz/eahpoNZsBUCvVJDopWdMYBBJXnr6euk7fcRYM0Xn1sgWpp3ISUwH0ceDNlxQuVWies8FVqZ3mNROpaUWppdZmJ3labyeuZF6q4F7oyaxJHzMNdmXZgz1BdSUH6FP0kNtJhh1ZutFjeTSaxpaLIu3Wkmit57pob4keemJ99J32pVlZ6HdsgdlYQmNi2f3uDqY1rAFB2BJTkJ98DimYQMQvq03UIrzdOPx/pHcExfCN3nlbCioYHdpDYlebiyIDGRsgBfKq/SbUWk8CYu5mdyMD6mvycTdK67dMS4KG8m3xUdYV3SQe6ImdfgYnYUQgsJG00Wfh3N15y1LhF7LKH+vltnNI/TaLhlibrUYyDvzKT4Bw2UL0w7kJOYaULo1WZkEQcUWiaJPJLzHNFmZ7vWd361psTC9pBam2tzAG1nfs6P8FPHuwbwYfxsx7tc/FLo4r7k3zOyL/m4Tgtx640XDnPMajIDdskS765ga4tMyYihEp+nWDfJU6dloDhzHNGIQlsRYZ4fTZRgnjUJ16gzabXsxLJp91WX9tWruiQthaXQQmwsrWZtXxiupOQTp1MyPCGBmqC/6K9irsNglFGR/RU76B/Qb8Vy744tw82e0bzzfFB1mafhYdN10+LXBaiOj5rxxTKtpoKbJsrgpFfT10rOkTxBJ3nr6ernhqXbOz2OzhYmURyS1CzmJuQ70CRdYmd0KGjMFfrMEmqv3I5PhEgvj6+xoHM+u8tO8nvUddRYD90ROZEn4GFSK61fR9t4w3+ETMAyzyp8T5bUtV5bpNQ00NFkWL7WSJC89U0N8SPLSk9ANLcvVkKpq0H2zBWtIIMapY50dTpciPN0xjR6CducBzHmFWCNC21xHp1RwY4R9csn9ZbWsyS3jnTOFfJJdzKwwP+ZH+BN0STNBtcbrmm3M4rBRLEv9hM2lJ7gxZGiHj7GzEUJQZLi4luVsvYGmNkWE67WM9PdqKUaPdNei7AYJvNViIC/zM7wDhuPtn+zscFwCOYm5TpR6CLhR0JAuqNjaZGVGy1amLXqLhakxN/Jm9vdsKztJnHswf+nfOfbF1lTLcjj/NCnWqZTZRlG48yQACuzt7CcH+7TUsoS6dW/LclWsVtxWfw8CGhfOgp5cB3MFTKOHoD5yCu2m3TTcuxja+VoqJYkxgV6MCfQio6aBtXllrGv6Ny7QmwURASR661uWt9uYLztsYwZ5RZLgHsKqgv3cEDykyzv7GixWTlTVk1Zd32RaGqk2W4Bmy+LGLVGBTZZFj5eTLEtbFJ1bi9lYQdTwPzo7FJehe76SLoi+L2gj7IlMs5XxnyVQy1bmMqwNdguj7+EWZnd5Oq9nfUeNpZG7Iidwa/jYa7Yv9RYr6TUNnKq2q/CMukbqzFZAgZtqMP09vJju7Umit54ET7cr3jJwRbRb99rrYBbNQvj2/DqYVtGoMU4ehds3W1GdzMAyoG+HN5HgpeeJ/lHcE2vim3x787ydJdX089azIDKA0QFeTTbmlg7bGEmSWBQ2klcy1pFSeYYxfgkdjq+9CCEoNphbDMvpmgay6wxYhf2CKNxNw3B/D5K89CR664ly13ULy9IWdgvzKd4Bw/D2H+zscFwGOYnpRJR6CLxRUJ8uqNwiUdhcKzNctjIX0mxheupM1Rfal1j3IP7cf2mHJtGzCUF+g/Gie/e59UYEdssS5a5jRmQAkSobxmO/pm9oMn0H/9Zhx+NMVOnZaPYfwzR8IJak9t/e6IlYBiViPXAc7bZ9WPrGwjXahECdhvviQlna0m+mnJdO5BCsU3NTZACTo26+Jhsz0T+Jd89tY2VBSqcmMUarjTO1jedvDdU0UGWyWxadUkGCpxt3JYURpbI3WfTSuObPWlHOOtnCXAOu+Wp3c9z7gi7CXvRbvUtB4xnZyjRjbYC6o6BP7JkWZk9FOq9ldsy+NFjsI4YuHNZZb7HXsniqlCR62XtQ2GtZ7JYlMNCTE4e+IMOSS3Bkz0xgpOrapjqYAIzTxrW9Qk+necj1J2vtid24Yde1Ob1KybyIAG4I92dfWQ1rcst4K6OQT1QKxvg/RkLRG0TVZOHu1b4iapVCyYLQEbxzbisZdUUkeIR0OCYhBCUG80UJfHZdI9am651QNw1DfT1aaln6uOtQKiQCAz0pLb18VndXwWo1knfmE9nCXANyEuMgLqyVqdxqtzI+YwSevdzK9FQLU2tu5N9nN7GlNJVYfRDP919KXCv2RVxgWZqvLHOaLIsERLlrmdCUsCR66wm/Si1LSe4GdPrwnjkM02rFbfVGsAkaF/TOOpjWsPYJx5wQjWbPIcyDkxDu+rZXagOlJDEu0Jtxgd6crrbXzWwtCWOL/k/sPXqKuweHkODVvv3cEDyYT/J2sbIghWV9b2pzeVOTZTl9waihiibLolVI9PXSsygysKW2y9tFLUtbyLUw107PfEd0EyQJ3BPPW5mqXef7yqj9nB1d13ORhelBx7+3IoN/Zm6gxtLInRHjuTViHOom+9JgsZJe00haTX1TF9xG6iz2YZ3uKnvzrPGB3iQ2FRy2t3lbfW0B1eWHiUp8wHULdq+Cdts+lAUlNC6cifBrvTdKb8U4dQyqt1eg+WE/xjmTO3Xbid56fuMdxb1xJj45to2ddYE8cTCT/t56FkYGMDLA66r1Je4qHXOCBrOm8AD395lMkPb8ayeEoMxovmj6iqw6A5amWpYQNw3Jvh4tCUt0k2Xp6bRYGP+hsoW5BhyaxKxbt44333wTs9nMfffdx5133nnR89u3b+dvf/sbAH379uW5557D3d2dzMxMnnnmGerr69HpdPzxj3+kX79+jgzVoSjdIWCeoOG0oHKbROHHEj5jBZ7DepeV6WkWptZi4D/Z37O5NJUYfSB/SroFvdKPHcU1nG4qws2pN7RYlkh3LeMCzw/rDL+O5lm5md8AXNYbpiegzDiLJuUopqEDsPRruwV+b0P4+2IeOgD1oROYhw+CQM9O30eQTsPPh4xmyKZ7yPBZwj7jCP5yIodQNw03RQQwPdT3ikP0F4SOYE3hAVbmH2Sy/+iLhjk3WxaNQiLB015Q3Jy0+PRQy9IWReeaamGG/cHZobgk7X7XVFZWcuTIEVQqFYMHD8bL6+qjBIqLi1m+fDkrV65Eo9Fw2223MXr0aOLj7V9KNTU1PPnkk3z00UfEx8fz1ltvsXz5cp5++mmefvppHn74YaZOncqePXtYtmwZa9euvb4jdTKSZO+JootssjI7FTSc6T1WpqdZmH0VZ/jHmY1UmzQM8ZyGjkD+eLSSWnMZYLcsfb30jAsMahnW2Vkt8oUQ5GSswztgGDp9x+sOujNSdS1uX2/BGhyAcYZcB3MljBNGoE49jXbLbujfxyH7UGu8iY6Zh+rM29w6eRzHDKGszi3lPxkFfJxdzOwwP+ZF+OOvtTe3K2uqZUmrrsfbNo1vz2n49lwWAME6NYN83ZsaK7oT7a5D1QssS1tYrUbyz3yCt/8QvAOGODscl6RdScy2bdtYtmwZ8fHx9i/QnByWL1/OyJEjr7jO7t27GTNmDD4+PgDMnj2bDRs28Itf/AKAs2fPEhYW1pLUTJ06lYceeoinn36aJUuWMGmSvX11YmIihYWF13OM3YqLrMxWiaKPJbzHCTyHdn8rU2cx8GHODgw2c4fXHXSqH30tcawK2UbtmbrrikOXp8Zg6HgMnUGDWUVWjY7SRiWSmIASidQKiNSbGR3gRZKX41uU11Qco742j75x9zhk+06jeV4km43GhTNB1TuvzNuFXodx/Ah0m3djTcsGf8fMexIet5TC7K8oyPiICcP/wIQgb9Kq61mdW8aqnFJW55Yy0Med/AYTZUb7Z1KjkAjXe1BtO83M4AjujR6Mr7Z7dvF1NsXn1mEyltN32DPODsVlade3xD/+8Q/+97//kZBgHzaXmprKM888w8qVK6+4TklJCYGB5ye0CwoK4tixYy2Po6OjKSoqIi0tjaSkJNavX09Zmf0qdvHixS3L/fOf/2TGjBkdOih/f48OLe8UgiB8sI1za0xU/WDFfE5B9M1adAFtZzKBDtDH7WHFyT18XXSYILeO9erQm3TMz57DsaAMdomTcL2DCLp4EIIQYLF4YzCGY7b4ATbCPASzIsMZHODNAH/PLh3WmZu2GZVKT+KgG1Gp3bpsv47GvG4b1vxi1HfPxy0xst3rOevz4GzE7DGYjpzEsnYrAU/ch+SQDsyexA24jfRj76Md/VO8fOMIDPRkYnwIBXUGVmQUsr+kmqHB3gzy92SgvycJPnpUCgUP/XCEYw0HiA2b1CndqdvC1d4HVouRA1mfEhAynIR+nTPnlKudg86gXd+8kiS1JDAAAwYMQIir1zW09vyFBYheXl68/PLLPPPMM9hsNpYuXYparb5o/VdeeYWjR4/y4YcftifMFsrL67DZXKPuwms2qPpA5TbByX824D1e4DnkylbGWUMJq80NfJa5h0kBSTzZd0GH1q3aKVFjgzlz4pnvd/01Dl11Dsw2GztLqlmdW0Z2vQFvtZK50f7cEO5/0f17Y3UjpQ6Pxo7V0khe9veEx8ygsspCl2d0DkJ55hz6rSmYhvanNiIC2vn6uvrQ2utFNWkUbqs2Ur15P+ah/R2yD9+QhShTP+PovjdJGn6+bkMN3BkRwJ0RF1ggq6CyvB6A+YHDef70SlafPsjkAMfWNLri+6Ag+ysMjWXED3m6U2J3xXPQXhQK6Ypy4qpJTFVVFQADBw7knXfe4bbbbkOhULBy5UrGjBlz1Z0GBwdz4MCBlsclJSUEBZ1vt261WgkJCeGLL74A7HYnMtJ+9WWxWFi2bBnFxcV8+OGHeHr23OxSksC9H+iiBBWbJap22PvK+M0U3aqPyqqC/RhsJm6PGN+h9ayNUOtitTC1ZgsbCir4Jq+cCpOFSL2WXySGMyXYB42T5xsqL/oBq6WBPgnzcY00vW2kmjp0X2/BGuSPcXrH3l+9HUtiLFJMBJodKZj7x4NW0/ZKHUSt9SE0ZjF5Zz6hoe+96D2j27XeaL94wnS+rCxIYZJ/Uo8cRXet2KxG8jI+xst/CD4Bzp9rypW56jfymDFjGDt2LCtWrOCvf/0rw4cPZ+jQoTz//PO8//77V93wuHHj2LNnDxUVFTQ2NrJx48aWOhewW5kHHniA4uJihBC8++67zJ07F4CXX36Zuro63n333R6dwFyI0h0C5gv8ZtkwlUPR/yRqDoGwtb2uo6kxN7K28CAT/fvRR9+xe++1ByWEGbxHd/+f3IIGI/9Oz+eB3Wl8lFVMH3cdf0yO5vVRCcwK83N6AgNQnLsBrT4U/+Ae8sVntaJb8z2S1WqfF6mbzmnTbZEk1DdNRdHQiGbvYYftJjx2KQqljpz0D9q9jlJSsCh0JOl1haTW5jksNlekKOdrTMZyovre6+xQXJ6rfmOkpaVd84aDg4N5/PHHueeeezCbzdxyyy0kJyfzox/9iF/+8pcMGjSI5557joceegiTycTYsWN58MEHqaio4OOPPyYiIoIlS5a0bG/NmjXXHIurIEng0b8VKzNLoPZxXlwrC1Iw2EzcEdmx0SKuYGGEEKRW1bM6r4z9ZbUoJYkpIT7cFBFAtIfO2eFdhKGhmOqyQ0T1vQ+pu1eBtxPND/tR5RXReNMMhL+Ps8NxSRR9QjEPSECTchTzkP4I786/8FNrfQi7BhszI2gQH+buYGVBCgO92l/n1JOxNfWF8fIbjLd/D7kYcSLtuuyx2Wy888477NixA4vFwvjx4/nJT36Cqo3RA/Pnz2f+/PkX/e2tt95q+f+UKVOYMmXKRc/7+flx8uTJdobfM1F5QOBNgvpT9r4yRf+TWmplupqLLUxg2ytcQO2h7mthLDbBrtJq1uSWcaa2ES+1klujg7gh3A9fTfccSVGatxEQBEX2jN4wysxzaPccxjSkH5YBjpswsDdgnDwa1ekstNv3YbipYwMh2kt47FIKsleSm/EhicOebdc6OqWaG0OG8XnebvIbKwh366ZXM11IUc43mAxl9B36e/kWWyfQrsu5v//97+zdu5d7772X+++/n8OHD/Pyyy87OrZeTbOVCb1HoI2Aqu0KSr6UMJR37f2lVYX7r93CHLHP7t2dLEyd2cpX50r50d40/n4yF4PVxs8Sw3lnbBJ3xAR32wRGCEFx3nq8/Yeg04c6O5zrRqqpQ7duC9ZAP4wzJjg7HJdHeHtiGjUYdWoGioJih+zDbmMWUZq/hYbas+1eb37IMJSSktWFB9peuIdjtzAf4+WXLFuYTqJdJuaHH37gq6++ahk9NGXKFG66qe15MWSuH5UHBC4Q1J8UVG6XOPVaI97jwWOwPdFxJDXmRtYUHmCif5LLW5jCRiPrcsvZVFSJwWpjsK87P08MZ5ifp8P6uXQmtZUnMNTnE5lwt7NDuX5sNnsdjMVCwyK5DqazMI0ZivrIKbSbd9N410KHfEGEx95KQfaqDtkYP40HUwP7833JMe6OnIhXD2oL0FGKcr6VLUwn0y4TI4S4aPizRqO56LGMY5Ek8BgAoXcLPGKUVG6zWxlLtWP3u6pwPwbrNY5IOtJkYZw4c7cQgpNV9fzl+Dl+sjedDQUVjAv04h8j43l+SCwj/L1cIoEBe0GvQulGQGjnzpXjDJrrYAxzJiP8u9EQPFdHq8E0aRSqvCJUp7Mcsgu11ofQ6IVNNuZcu9dbFDoSo83CN8WOKz7u7tisJtnCOIB2JTFJSUn85S9/IScnh5ycHF588UX69u3r6NhkLkHlCfH3aPGbacNUCoUfSdQesTdj62xqmyzMBP8kot2vzcJ4OcnCWG2CHcVV/PpgJk8eziK1qp4lfQJ5e2wij/WLJMbDta4ErRYDZQVbCQidjFJ1/bMWOxNlVg6a3YcwDU7CMlD+DulszIOTsAb6od26F5omGu1sIuJuQ6HUkpvR/v5dMe5BDPOJYV3hQUw2i0Pi6u4U536DyVDaVJjvGhdPrkC7kpg//OEP1NTUcNttt3HrrbdSUVHBM8/IbZKdgSRJLVZGG47dynzV+VZmVeF+Gq0m7rgOC6PpYgtTb7GyKqeUh/ee5m8nc2mwWPlp3zDeHZfEXbEh+Llo63N7b5h6ly/olWrr0a3bjC3QD+NMuQ7GISgUGKeNRVFVg/rQCYfs4lptzOKwUVSa69lW2vsGbtisJnIzPsbLbxDeAcOcHU6Pol03o//zn//w0ksvOToWmQ6g8oTAhYL6VEHlDonC/0n4TBB4JF//rXC7hTnIBP/EjluYw11vYYoaTXydV8b3hZU0Wm0M8nHnx33DGOHvGvUubVGSuwGtWwje/kOcHcq1Y7OhW7sJyWxp6gfjmgmlK2CNjcISG4l21wHMAxNB3/mtAsLjbqPw7GpyMz4icdjT7VpnmHc00fpAVhXuZ2bQoF5lI5otTN8hT/aq4+4K2mVitm3b5uAwZK4FSQKPgU1WJhQqt3aOlVlVuJ8Gq/HaLUxC11iYtOp6Xjpxjp/sPc03+eWMDvBi+Yh4Xhgay6gA16l3uRrGxhKqyg4SFDnbpXvDaH44gCqnAMPsSdgC5DoYR2OcNg6MZrS7HDMiSKP1bbIxm2moy2nXOpIksThsJGcbSjlUle2QuLojLRbGdxDeAcOdHU6Po10mJiIiggceeIBhw4bh7u7e8vf777/fYYHJtB+VJwQu6hwrU2sxtFiYGPegy563WU0olK23Nq89LCFMjrUwVptgc24ZH6XmcrqmEXeVgkVRgcyL8MffRW8XXY2S5t4wEa57K0mZnYtm90HMyUlYBiU6O5xegS3QD/OQfqgPpWIaNtAhjQRbbEz6h+22MZMD+vPeue18VZDCcN/YTo+pO1Kc+23vsDBCOH7IbCu0K4nx8fEB7PMbKZXKXjMVgCvRbGV0UYKKTRKVWxU0nBH4zxCovNu/ndUFl1sYIQRVZQcoyFxBVdlBEoY8SVDErIvWsxousDAdm5mgXTRYrHxfWMm6vDJKDGZC3DQ8nBDK9BBf3FSOnyHXGQghKMndgJdfMm7u4c4O55qQ6urRrd2ELcAXg1wH06WYJo5EnZqBduseDLfc0Onbb7Yx+ZmfUVt1Ek/fAXj5DsDTdwDunjFIist/XjQKFTeFDueDnB1k15e0eqHUk7BbmP/h6Tuwx1oYqbIazf7jqI+nYZwyBvPwgV26/3YlMQ899BC//e1vOXXqFEIIhg8fziuvvOLo2GSuAZVXk5U5cYGVmSjwGNR2klxrMbC68ADj/ewWxmY1UVqwmfzMFTTUZqHW+qH3jCHjyEuoNb74Bo08v+4hCWGS8Brduc34Sgwm1uWVs7Gggkarjf7een41PJZEtRplT76qAWorU2mszyU8/nZnh3Jt2Gzo1jTVwSyaBd20kWBPRbjrMY0dhnb7Pszn8rH26fxEOCrxAdRaP2oqjlFVeqCpqzQolG54+iTZExu/AXj69Eet9QHgxuChfJa3h1UF+/lVwo2dHlN3ojh3PSZDKQlDlvUsCyMEyvwi1PuOokrPBoUCS/94LIldb9falcT87ne/Y+nSpSxevBghBJ9//jm///3vee+99xwdn8w1IEngMQh0fZqszJamOZhmCFReV16v2cIsDU4mJ/1DCs+uwmysQO8ZS8KQJwkMm47NZuL47kdJO/AMg8b9Aw+fxBYL45YgOs3CpNc0sCa3jF2l9gKfCYHeLIgMIMFL36OnnL+QkrzvUCh1BIRNdXYo14Rmp70OpvHGqdgCulHb5l6EaWQy6sOpaDfvpuH+Wzpd9yuVWiLiboW4WxFCYGwsoqbiBLWVqdRUppKX+SmcsQ/11rlHtJiaqT5RbCpL5b4+k/HTeHRqTN0Fm9VEXpOF8QkY4exwOgebDVVaFpqUoygLSxA6LaZxwzAPG4jwdG97fQfQriSmsbGRW2+9teXx3XffzYoVKxwWlEzn0Gxl6o4Lqn6wWxnfiQL3gZd/l9VZDKwuSGGwUqJs90+w2Uz4Bo0mLHYJPgEjWq4iFEoNA0a/wtGdPyN13zKSJ/wL47EIhEnC+zotjFUI9pXVsCa3jFPVDbirFCyICGBehD+ButbrcHoqVquR0vwt+IdOQuWCvWGUZ/PQ7DqIeVAiluQkZ4fTe1GrME4ZjdvazaiOn3boayFJEjp9KDp9KEERMwGwWhqpqzpNTWUqtZWpVJbsoyTvO2IUeiw+k3jnwMss9YvG03cAnr79UWuucpXlYhTnrsdoKCF+8G9d38IYjKiPnkJz4DiKmjpsvt4YZk+0j35zsmFtVxITGRnJoUOHGDbMPr49PT2diIgIhwYm0zlIEngmg1sfQfkmiYrNChoyzlsZIQTV5Yd5N2MtDULHqJp9BEbMJCx2Ce6eMa1uU6PzZ8CYv3Js5y84ueuPBJ15C7frqIVpsFjZXFTJ2twyig1mgnVqftRU76LvofUubVFRtBOrpY7giDnODqXDSHUN9joYf18MsyY6O5xej6V/Atb9x9FuT8GSFNelPzpKlRveAUPwDhgC2L9vDA0F1FamsqvgCHvMOoaf+QyNMAHg5h6Fp1//FmOj94xGklzvO8BmMzdZmAH4BLquhZGqatAcOI766CkkkxlLVBiGWROwxkc7pYi3NdqVxBQXF3P33XeTmJiISqXi5MmTBAYGtsxQvW7dOocGKXP9qLwhaLGg7pigaqdE4UcSykEnKLb9H+V1Z9nhO5UhWi3zpr6LRtv2EFi9RxQDRr/EuXWHECYFnsMbgI71oyg1mPg6r5yNhRXUW2wkeem5Py6U0YFePb7epS1Kcjeg1QXhHeBi7cmb+8EYzTTePt/pV2kygCRhnDEO/Uer0aQcxTTBeT+qkiTh5h6Om3s4d3v14zcnPqZ26PNM1mqpbbI1FcV7KMndAIBSpcfTp1+TqbEXDqs03X9gSXFOs4X5jUtaGEVeEZr9R1GdzgZJwtIvDtPIwdhCO9Y3rCtoVxLz29/+1tFxyHQBkgS6fjUItmDcF4/2UDKeno9zdHAqRlM2D/W7o10JTDPubv3xqk2iwX07Z86upX/QiyhaGZFwKRlN9S47S6tBwLggb26KCCDJ2/VumzgCY2MplaUHiEy4y+V6w2h2H0J1Lp/GuVOwBTpx4iyZi7BGhGJOikWz9zDmwf2cVr9wIQM8I0j0CGVN8RHmDX0Yn6aE3W5r8qmtSG25DZWb8T/AfrvazSMKL9+B9sTGbwB6jz5OPIrLsdnM5J35H56+/fEJHNn2Ct0Fmw1VejaafUdRFhQjdBpMo4dgHj4Q4dV965balcSMGjXK0XHIOJjGujwKsr+gOHcDNqsBn4Ej8bI9AkcGMXZPItp+x4nVB3domzWHJTCr8JokyDqbQsbRl+k75HetXnlYhWB/WS1rcstIra7HTalgfkQA88L9CXbrXfUubVGa/z1gc7neMMpz+Wh+2I95QF+5DqYbYpwyBlXGWTQ7UjDe6PxicXvzu1G8mL6GvRUZjPdPbPm7m3sEbu4RLVNtWC0N1FaltSQ25UW7KM79FgClygP/4IFo3ZOabkP1Q6V2nq0pyV2PsbGY+ORfu4aFMZrO17tU12Lz8cIwcwLm5CSXMKntSmJkXBMhBDXlR8nPWkFF8W4khYrA8BmExy7B3SsOgK/89+O1O5jxJ0ZQWttUK9OOz7/NALWHwS1eEDhoEhbtg+ScfgetLoDofj9uWc5gtbG5sJK1eWUUNpoI0ql5MD6UmaG9t97lagghKM5dj5fvINw8XKfuTKpvQLdmEzY/HwxzJnWb++Uy5xG+3piHD0KdchTziEHYgh3Q0KmDjPdPJEjrxaqC/S1JTGsoVXp8Aobh0zTvkBACQ31ei6lpqDlFSf6H2G2NhN6jD55+529BuXlEdYnVtNnM9r4wPt3fwkjVtefrXYwmLBEhGKePw5IQDQrXMcByEtMDsdkslBVsJT9rBfXV6ajU3kQm3E1o9EI0uvOKv85i4LOaHxg0LooxxsiWWhnfyQL3/lf/Hao5LF00Iiky4W5MhjLyznyCRuuPNnwBX+eV811BBXUWK3293Lg7NoqxAV4oFfIP3JWoq0qjsS6H8OTfODuU9mOzoVu7GclopPG2eS5x9dZbMY4fjur4abSbd9trlpycbColBQtDR/Lfs5s5XVtAomdYu9aTJAk3j0jcPCIJjpxDYKAnhYXF1FWeaklsygt/oDjnG/t+1B54+pwvGLbbms6/RVKSu6HJwjzRbS2MoqAYTcoxVGmZAFiS4jCNSsYW1jET312Qk5gehMVUS1HOOgqyV2IylOLmHkV88hMERsxGqdRetvyawgPUWY3cETkeTw/QRQsqvpeo+P6CEUytfM4vtDCapjovSZKIG/QoZxsE/zxTzelzpxBIjAn0YkFkAP28nX8P3hUozl2PQqElIGyKs0NpN5o9h1GdzcNww2RsQXIdTLdGp8U0YQS673eiPHMOa0K0syNidnAy/8vdycqCFJ5KXHjN21Gp9PgEDscn0N4ZVwhBY32uvWC46TZUTvr7gAAk9J7RF3UZdvOIvC5bc7GF6WYlGDYbqoyzqFOOosorQmg1mEclYxo+COHd/Qulr4acxPQAGuvzKcj+kuKc9disjXgHDCc++df4Bo264oey3mJgdcF+xvolEO8RAoDaB4JuEdQdbRrB9GHrVqb2CBdZGJsQHCyvZXVuGccbZ6FRmxhi3sHtA8fRN6x7Fd11Z2xWI6UFm/EPneiQq0RHoMwpsNfB9E/APLifs8ORaQfmof3RHDyOdsseGmIjQenc27p6pZYbggezqmA/xYYqgnU+nbJdSZLQe0Sh94giONI+7YLFXEdt1amWxKascBvFOV8DoFJ74unbvyWx8fDph0rd/osvu4UpIm7Q493HwpjMqI+lodl/DEVVDTZvTwwzxtvrXbQ9oxZRTmJcFCEENRXHKchaQXnRTiRJSWD4dMJil+LhHd/m+msKD9otzCUzVUsSeA65xMqcEfhNt1sZmwFqDkm4xQmEn431+fb+LvmNJgK0au6PC2FagJrMlNcoP/otde7/bFc8MlBevAuruY6gSNfoDWOvg/ke4esl18G4Ekolhmnj0H+5HvWRU10+101rLAgdwerCA6wuPMCPY2Y4bD8qtQe+gSPxbapXEcJGY11Oyy2o2sqTVJakcN7WxNhNTVN9jZt7ZKsJSrOF8fDph2/QaIfF316kmjrUB4+jOXwSyWjCGh5M49QxWPrGuFS9S3uQkxgXw2azUJq/mfysFdRVpaFSexIRfyehMYvQ6tpXqFdvMbCqIOUiC3MpLVbmiKBq1/laGWuN3cLsjCjhy90l1FqsxHu68ev+kYwL9EbVVO/S3NX35L7fkjzhX+j0oZ11CnosJbnfodEFthQvdmuEQLduC1KjkYalN/aYq7regjW+D5Y+YU2jyRJAd/nt5q4kUOvFRP8kvis+xp2RE/BQdazn1LUiSQr0ntHoPaMJibLP42Qx11Fbeapl6oTSgq0U5dh7oanUXudtjd9APH2SUKr0lOR+1y0sjKKwFE3KUXu9ixBYEmMxjUzGFtH693xPQE5iXASLuY6inG84uGUljfVF6NwjiBv0OEERs1Gq3Dq0rbVXsDCXIkngORR0MYKKjRIVGxUIBMe9q3m/qpDRAfZ6l/7e+ss+uFq3IHtX312/IHXvb0me8DpqTQem0+5lmAzlVJakEBF/h0t0KNXsPIAqOxfDnMndYpSLTAeRJIzTxqF/70u0uw9inDbO2RFxc9gotpWdZEPxUW4Jd57NUKk98A0a2TLB7WW2piKVypK9TUsrcPeKxWQox8MnyTkWRgiUZ85iXJGKe2YuQqPGPHwgphGDED49ZxqHKyEnMd0cQ0MhBVlfUZzzNVZrIwEhI4ju/0v8gsdeUxFavcXAysL9jPGNv6KFuRSVt+DEhEpO7TYyptSf6kGNvNm/L2H6q1+9uXvG0H/ki6TufYKTKU8ycMxylF10heVqlORtBGwtfTG6LUKg2b4P7Z7DmAf0xTxEroNxVWwhgVgGJaI+cBzT0IEIX+f+4MV7hJDsFcWawgMsDB2BStE9kvnWbU0ttZWnqKk8QW1FKmZTFdH9fty1FsZkRn38tL3epbLaflt3+jh7vYuTzVpXIicx3ZSaihPkZ62gvPAHJEkiIGwa4bFLiEkYcV0zOK8tPEidxcAdkRPatXy50cwbp/PZX15L/1g9YXN9GaEPavf+vP2T6TvsGdIO/IG0Q3+k/4g/I7Wjq29vQghBSd539rliPKKcHc6VsVrRfbsN9Yl0TEP6Y5w9Ua6DcXGMk0ehSstEu20vhkWznB0Oi8NG8ce0L/mhPI2pgQOcHc4VUak98Q0ahW9Q149Ckmrrz9e7GIxYQ4NoXDATnwmDqa2o7/J4nI38a9KNEDYL5UU/kJ+1gtrKkyjVHkTE30Zo9CK0bu1PHK5EvcXIysL9jPaNJ6ENCyOEYFtxFf/NKMBsEzwYH8q8CP9rmtMoIHQScYMeI/P4/3Hm+P8Rn+ya84k4irrq0zTUZhOf/ISzQ7kyRhNuqzaiys7FOHEkpvHD5QSmByA8PTCNHoJ25wFMeUVOr50Y6RtHhJsfKwtSmBLQX/6euABFcZm93uXkGbDZsCTGYB41GGt4CEgSkrJnFey2FzmJ6QZYzPUU53xDQfZXGBuL0OnDiR34KMGRc1CqOm8+obVFdgtzZxsWpqLJvqSU19LPW8+jSRFt3jpqi9DoBZgMZeRmfIhG60+fpAeva3s9iZLcDUgKDQFhzm8F3xpSXQNuK75BUVJO49wpWOSh1D0K0+ghqI+cQrd5Fw33LHZqcqqQJBaFjuK1rA0cr8kh2buXt2gQAuWZc/bJGM8VINQqzMMG2OtdfOUaQ5CTGKdiaCimMPsrinK+xmqpx8svmdgBv8AvZFynF3fWW4ysLEhhlG/cFS1Ms315K6MQk83GA3EhzI8M6LQZpaMSH8BkLLcnMroAQqMXdMp2XRmb1URp/ib8QyY4db6XKyGVV6H//GukhkYab7kBa3wv/1HpiWjUGCePwu2brahOncHSP8Gp4UwPHMAHOdv5qiCl9yYxZjPqE+moU46hrKjC5umOYeoYzEP696p6l/YgJzFOoLbyFPlZKygr3A5AYNgUwmKX4OnjuCvcdW1YmEqjmX+l55NSVkuSl55f9osg4jrty6VIkkT8oF9hMlaQefxV1FpfAkIndeo+XI2K4j1YzLUtzbi6E4r8Ity+WA8SNNyxAFvY9d/SlOmeWAYlYj1wHO3WvVgSYkDtvJ8GrVLNvJBhfJK3i9yGciL1vacLtFTXgPrgCdSHU1E0GrCGBNJ40wwsSbFOb0rYXZGTmC5CCCvlRbsoyFxBTeVxlCp3wmOXEBq9GF0HZ4/uKA3W8xamr8fF/VqEEOwoqea/6QUYbTbujwvhpk60L5ciKVQkDfsjJ/Y+zulDz6Me83e8/ZMdsi9XoDhvPRpdQEur9O6CMuMsbqu/R3joabh1HsJPVtc9GknCOG0s+k/XoTlwDNNY5/Yqmh8yjC/y97KqcD+/jHON5o/Xg6KkvKneJQOsNiwJ0RhGDcYaGSrXnrWBnMQ4GKulgeLc9RRkfYmhoQCtWwgxAx4hOGouqk6sd7ka6woPUduKhak0mXnzdAF7y2pI9HLj0X6RnW5fWkOp0tF/5Isc2/UIJ/c/RfL413H3jHH4frsbLb1h4m7tVr1h1IdPov1uB7bgABqXzkW4d837VMa5WKMjMCdEo9l9CHNyklNfdx+NO9MDB7K59AT3RE3CR90D34NCoMzKtScvZ/Ps9S6D+2MaOQjh5+Ps6FwGOYlxEMbGEgqyV1J0bh1WSx2evgOJ7vcT/EMndOkPVoPVyFcF+y6yMBfaF0MX2JfWUGt9GDDmFY7t/Dmpe3/D4AlvdMoILFeiJH8TCCtBEd2kN4wQaH7Yj3bXQSyxUTQumiXPSN3LME4dg+rtFWh+2I9xzmSnxrIobCQbSo7yTdGhNgcjuBRmC+rUdNT7j6Esq8Tm4Y5xymhMQ/qDm9xHq6PISUwnU1d12l7vUrAVIQQBoZMIi1uKl69zeh40W5g7IuxfApUmM/9OL2BPaQ19vdx4LCmCCHfnfHB0+lD6j36F47t/Seq+35I87jVUmu5X3OoIhBCU5K7H06c/es9oZ4cDNhvaDdvRHE3DnJxknwtJvgff6xD+vpiHDkB96ATm4YOwBfo5LZYofQAjfeL4uugQS8LHoHHx/lJSfQPqQ6moD51A0WDAGhxA4/zpWPrFyZ+168C13xXdBCFsVBTvJj9zBTUVR1Gq9ITGLCYs5manzhnUXAsz0ieOvh4h/FBcxb8zCjBYbdwbG8LCyACUCufeb/XwjqffyD+Tuu+3nNz/OwaM+RtKZc+vvq+vzqChNpu4QY87OxQwmXFbvRFVZg7G8cMxTRwp34fvxZgmDEd94jTaLXtovPVGp8ayOHwkT6V+xpbSVOYED3ZqLNeKorQC9f6jqE9kIFmtWOL72OtdosLkz1knICcx14HV0khJ3gbys77AUJ+P1i2YmP4/IzjqRlRqD2eHx9eFh6ixNLIgZCwvp+awu7SGvp5u/LJfBFFOsi+t4RMwjL5Df8fpg8+Rfuh5kkb8qVvViDiC4rz1SAo1gWHTnRqH1NCI24pvURSVYpgzCfPQ7tslVaZrEHo3jOOHo9uyB2VWLtbYSKfFMtirD7HuQawsSGFWUDIKV/nRFwJldp69v0tWLkKlwpyciGlkMsLf19nR9SjkJOYaMBrKKMxeSdG5tVjMtXj49CNx+EMEhEzqNi31G60mvipIIV43mOUna2iw2LgnNphFkYFOty+tERg2DZOhguzU18g68U9iBz7WY7t12mxmSvM223vDOPH2mVRZjf7zb5Bq6zAsno2lb+8rrpZpHfPwQWgOpaLdspuG6CWgcE43WEmSWBw6ir+d+ZoDVVmM8o1zShztxmJFdTIDTcpRlKUV2Nz1GCeNwjy0P0LfsYl6ZdpH9/jFdRHqqjPs9S75WxDChn/oRMJjl+LpO6Db/eB+kXuI+sZ+nLOFEu+p4bFuZl9aIzz2FkyGMvIzP0WjDSCy793ODskh2HvDVBMU4byho4rCEtxWfItks9Fw+01Obzcv081QKTFOHYPbqo2oj6XZm6w5iUkB/XgvZ1tLm4juiNTQeL7epb4Ra5A/jTdOtTcOVPVsq9yMEMIpv4NyEtNOKor3cjJlGQqlGyHRCwiPuQWde5izw2qVLUXlfJmtRkkwd8UGs7ib2pfWiO73MCZjOedOv41a59cya2xPoiR3A2qtH76BI5yyf2XmOdxWbUTo3ai/9UZZb8u0iiUxFktECJodKZj7xYNW45Q41AolN4WM4L2cbWTWFxPn7ti+Wm0iBFJ1Lcr84qZ/RShKypFsNiyxURhGD8baJ7xX1bvUWgw8lfopC0NHMCNoUJfuW05i2omHTyIJQ57CP2R8t2wPD1BtsvCfjAJ2llRjkxr4df8+TAlyrWHLkqQgYfAyzMYqzhz7OxqtH37BY50dVqdhMlZSWbKXsNglTrn1qDqWhu7bbdiC/O09YDzcuzwGGRdBkjBOH4f7ByvR7D2MafJop4VyQ8gQPs3bxcqCFH6TML9rd26xoCwqRdGUsCjzi1HUNQAg1CqsoUGYRg/GMrAvtgDnjeZyFkIIlp/5hnMNpUTpA7p8/3IS0040Wl+CI7tv58jdJdW8mZ5PncWKSp1Jf18TU4ImOjusa0KhUNFvxJ84vvsx0g78gUHjXsXT13k6uzMpzd+EEFaCuvq9JASa3YfQ7kjBEh1B4+LZTruylnEdbGHBmPsnoEk5innoAISXcwYseKp0zA5O5uuiw9wfNYUArYMuJIVAqqlrMSzK/GIUxWVINhsANh8vrH3CMYWHYA0Pxhbk77R6oe7CmsID7KnI4OHo6Zd1hO8K5CTGxalpsi8/lFQT7+nGRL9yVhWlcWeUa9eTKFV6+o9+iWM7f0HqvidJnvA6eo8oZ4d13ZTkbsDDJ6lrOxTbbGg37kRzOBXzgL4Ybpwi96WQaTfGKaNRpWeh3bYPw03OG023MHQk6woPsbboIA/0mdI5G7VYUBSVtSQsdstSD4BQqbCGBmIalYytKWmRu1dfzOnaQt45t5WxfgksDHXO7XE5iXFh9pRW88bpAuotVu6MCWZuuDcPHf6G4T4x9PMMd3Z4141G68eAMX9t6eqbPOFfaHVdrys7i7rqDOprzhA78LGu26nZgm7tJtTp2RjHDMU0ZXSvulcvc/0Ib09MI5PR7jmMacQgp00EGqLzYZx/X9YXHeb2iHG4KTtuEi+2LEV2y2JtsizenlijQi+2LHKyf0XqLAZeTF+Nn9qDx+PmOm1wi5zEuCA1Zgv/TS9gR0k1sR46nhsSTYyHG1/m76PG0tijWnS7uYczYPTLHNv9KCf3LWPQuH8A3bMmqS1KcjfYe8OET+uaHTYY0H+5HkV+EYaZEzCP6NqCO5meg2nsMNRH09Bu2U3jnQuclggvDhvFzvLTbCw5xoK2rvwtVhTFpRcX4NY2WxYl1pBAzCOSsYYHYw0PQXjIlqW9CCF49cy3lJlq+evAO/FUO2/4uJzEuBjb88t5aX8mtWYLd0QHcUufIFQKCYPVxJf5+xjWQyzMhXj4JNJvxPOcTFnGqQPPEHTjG84OqcPYbGZK8r/HL3gcao3jZ4SWqmpw+/wbFNW1GBbNwpLUPYemyrgIWg2mSSPRbdiBKj0bS2KsU8Lo5xlOP89wVhfsZ17IMJTS+XoUqbbu4oSlqPRiyxIRiqkpYbEFy5blelhbdJBdFek81Geq039v5CTGRagxW3gro4DtxdXEeOj402C7fWnm66LDVFsauDNivBOjdBy+QSNJGLyM9CN/4eCOZ4ke8BSS5DoFdZUl+7CYqrukOFxRXIbb598gWS003jbP3t5cRuY6MQ/uh/rAcbRb9mCJ7+O0JGBx2EheOL2avRn7mVKlQ1lQjKGwBI+qWgCEUok1NBDziEFYw0OwhgUjPOVReJ1Fel0hb5/dymjfeBaHjXJ2OHIS4wrsLa3hjfR8as0WHhoQydwAb1QX9H250ML094pwYqSOJShyNiZjBWdP/RuBFzEDftHtmgxeieLc9ai1fvgEOvZDrzybh9tXGxBaDQ23L3LqBH4yPQyFAuP0ceg//wb1wROYR3XdXEZSbX1L8e30/CLeC1ewKmsHcw57YPPyQBEbToO/v92yhATIlsVB1FsMvHh6Db5qd56Iv7FbfP/KSUw3ptZs4a2MQrYVVxHjoeOPydGMjg2itLT2ouV6uoW5kPC421AqashM/QSNLoCI+NudHVKbmI1VVBbvISzmFhQO7A2jOpGO7put2Px9aFx6o9OGw8r0XKyxUVhiItHuOoB5YCLoHdAF3GpFUVx+fsRQQTGK6mbLosAWEshiZQyvu2WScv8M+oUkEBjoSfUl34synYsQglcz11NqqnF6HcyFyElMNyWlrIZ/nc6nxmzhtugglvQJRN1KPwKD1cRXBfsY6h3doy1MM5IkMWjUr6iuLOLsqX+j0fkTFDHL2WFdlfO9YWY7ZgdCoN53BN3WvViiwmi8eQ7oev5M4DLOwTh9LPp3vkC76wDGmdc/iECqazjfkyW/CGVRKZLFCoDN0x1reAimEYPsI4aCA0GlZJrVxPsH/sVXVSd4OiThumOQaZuviw6xs/w0D3aDOpgLkZOYbkad2cpbGQVsLa4i2l3Hs8nRxHleOeP9pugwVeaGHjUiqS0kSUHfIU9hNlaSceQl1BpffINGOjusK1KcuwF37764ezmguNZmQ7t5N5oDxzH3i8Mwb3qvmatFxjnYAv3t9TGHUjENG4jw92n/ylYripLyi5vJXWhZggMxDx1gr2UJD76iTXRTapgbMpQv8/dRaKji/9u777gor6wP4L9pMFRpM/SiFAsKFsAajEkUkKKCGxONJtGU3fVNjMmu0Y3JJtmoMWV1N+6bRHfjm2Q1q24UO/aGWLBiQcUCUmeGJnX6ff8gEAsoyMw8U87389nPJ0x5nnPPPAvHM/e5V2KhdyxaiusNFVhZuB9x7qFmMQ/mbkYtYrZu3Yqvv/4aGo0GL730EqZNm3bP84cOHcIXX3wBAIiIiMDHH38MJycn1NXV4Q9/+AOKi4vh4eGB5cuXQyKRGDNUs5D7S/elVqPFlGApng1pv/vSSqnT4L+/dGEibaALcze+wA59Yz/BhZw5yD/1fsuqvm59uA7rAY11N9BYV4Be/d80/MG1Woi37oPoyk2oY6OgenoErQFDTEIdHwvR5QLYHzwOZUbHk9V5jU2/dlhKZRCUK8DTagEAemcn6Py9oR7S/9e5LMLO/0lK8x2CjWUnkVmWi6jAwG6PibSvUavC4muZcBM54p2wFPDN7HeM0YoYmUyGZcuWYePGjbCzs8Nzzz2HoUOHIiwsDABQV1eH+fPn48cff0RYWBhWrVqFZcuWYeHChVi+fDliYmKwcuVKZGZmYtGiRVi+fLmxQuVcg0aHVdfLcKCiFsFOYrz/iO5Lqx2yli7M1EDrnwvTHqHIGZFDP8P57N/j8on5iBr1Dzg4mU+bE2jpwvB4Qkj8DLvSKWtSwuE/2yAsLofyqeHQDB1o0OMT8jDMyRHq4YNgf+gkNLfLWu6A0+sf7LLU1rW8ns+H3tsLmoF97+2ydOMPoqedC0Z79cNueR7eUicZamjkLowx/P3GTsiUd/BZ/2lwNZN5MHcz2j2qOTk5GDZsGNzc3ODo6IiEhARkZWW1PV9YWAg/P7+2ombMmDHYu3cvAODgwYNITW3Z5CslJQWHDx+GRqMxVqicOlVVh/85eQ2HZLV4NliCv8aEdqqAUeo02FB6HAN7BKO/q+3+K8RO7InIYZ+DMT0uHf8j1KoarkNqo9droSj5ZW0YezeDHZdX1wD1irUQlMrQnPYMFTCEE+rYaOhdnSHefgAOazbD+a//gtPq/0K8+wgERaXQeXtC+dRwNE2fiIZ3ZqHppQyoxo6Ctl8YWA8Xg3QN0/1iodRrsLHwpAFGRO63XXYWh6uu4MWg0Wbb7TdaJ0Yul9/zFZBUKkVeXl7bzyEhIaioqMCVK1fQp08f7Ny5E5WVlQ+8VygUwtnZGdXV1fD27twW7J6e5n9XRr1ai7+du4XthQr0cnXAF/H90Nejc3FLJC749/Vs1GqaMHvAOEg8be/7YInkrjFLIuHi9Ddk7/wtrp1egCfGr4JQxP3qm+W3D0GjrkF4/0n3xtsN+nIF1P/eBKZSw+7138AhPNggx7VkhsqtJeMqB7pJT0OzZjsELo7gD4sGP8QP/GA/wN3VJLffSiQuiCsNxbpbxzAtbCREHOwMb04MeR1cvVOGVYX7MUIagd8NfBp8M12Xy2ifOGPsgcfuvqhdXV2xdOlSvP/++9Dr9Xj22WchEok6PB6/CzuFVlU1QK9/8Pzm4nRVPVZcLUGNWovfBEvwXIgUIh174Nbp9kgkLiiuqMb31w5jYI9gBOg9O/U+ayKRuDw4Zl5P9B7yZ1zOXYgjWXPRL24J+PyOrydTKLi4CSI7N/DtowzyGQlul8HhvzvBREKIZ09FlZ0DYGOf/f3avRZsDKc58PMD/vDKvV0VHYDKBpOFkCIZjA8qN+C/+SfxjNR2t9Yw5HXQqFVhXt5auAgd8EZwIqoqGw1y3MfF5/M6bE4YrbTy9vZu66wALd0VqfTXjcN0Oh18fHywYcMG/Pzzz+jfvz8Cf5mcJZVK296r1WrR0NAANzc3Y4VqMo1aHf5+pQQf5RXCUSDA54NDMb2Xz0Mn77Znp+wsajSNNnVHUmd4eI9AWNQ7qFXkouD8Z+0W0qaiUd9BtSwHkoCxBlkbRph/HQ7/2Qq9sxOaZqSD78/NJnyEPIDjiZ4xbr3Qy0WKjWUnOf3/vLVgjOGrm1koV9ZifkQa3Mygq/0wRitiRowYgWPHjqG6uhrNzc3YvXs34uPj257n8XiYOXMmZDIZGGP47rvvMH78eADA6NGjkZmZCQDYsWMHYmJiHtqlsQRnqurxxskC7C+vweQgCZbHhiHctesXh1KrxobSE4i28bkwHfEJSkZQ71lQlOxG0ZWVnMWhKN0HxrSQBnR/mwFRbh7EmXug85WiafrElvkEhBAALX9LpoaOxK0mBc7dKeI6HIu3U3YehyrzMSMo3iL+xhi1EzN37lzMmDEDEydOREpKCqKiovDqq6/iwoUL4PP5+Pjjj/HKK68gMTERLi4umDVrFgBgzpw5OHfuHJKTk7F27Vp88MEHxgrT6Bq1Onx1pQQf5hXCQcDHZ0NCMSO0692XVhuLclu6MDawOu/jCgyfDp/gCSi5vhalN//LSQzy4iw4uYbBuUfY4x+EMdjvz4F471FoI3qi+blUwMEIK6QSYuGSAqLhJnLExjKa4NsdNxtl+ObWHgxx64nf+A/jOpxOMeosqNTU1La7jFqtWrWq7b+ffPJJPPnkkw+8z83NDd98840xQzOJs9X1+OpKKapVGmQESfB8iBR2gsevG1U6Db4vOIxo1yAM6BFkwEitC4/HQ+iAOdCoanDr0grY2XtA4v+Uyc7fWHcTDXeuomfkG49/EJ0O4m0HILpcAPXgyJaVUR+z8CXE2tkLREj1GYIfi4+gqKkSwY5eXIdkcZp0Kiy+uhmuIgf8wQzXg+kI/VY0giatDiuulODP5wshFvCxdHAoXgz16VYBAwA7ZedQpWrAVJoL80g8ngARgxfC1aM/rp1bjNrKMyY7t7xkF3g8AaT+zzzeAVRqOKzfDtHlAqieHArVuCeogCHkEZJ9BsGOL8Qm6sZ0GWMMX93YhXJlDd4NT4ObneXs+k2/GQ3sbHU9/udkAfaW1yA9yAvLY8LQu0f3J0apdBqsLz2OGK9eiKIuTKcIBPboF7sEDk4ByM9diIY7141+TqbXQl6yG+7S4Y+1NgyvvhGO/86E4HY5mlOegnr4YM4nThJiCXqIHPGMpD/2KS6hRs3t3TSWZpc8DwcrL+OFoCcsrstPRYyBNGl1+MfV0rbuy6eDQ/FSqG+3uy+tdsrOoUbTiFd7m+5rEWsgtHNB5NDPIBA64vKJeVA2lRv1fDWKXGhU1fAO7PqEXn5lDRx/2Ah+zR00/yYJ2gG9jRAhIdZrkl8stEyHrRWnuQ7FYtxqlOPrW3swqEcIpvgP5zqcLqMixgDOVTfgjZMF2F1WjUmBXlgWE4Y+Bui+tFLpNNhQegJRrkEY4tXTYMe1FfYOUkQO+xw6vQqXjs+DRlVrtHPJi7MgtOsBd++uTYoTlJTD8cdNgFaHpmkToetlWf8aIsQcBDh4Yqh7GLZXnIVSZ52rvBtSs06Nxdcy4SSwxx/DUy1mHszdqIjphiatDv97tRQfnL8FOz4PSwf3wsthvrA3UPelVZb8PKo1DZhmo3skGYKTS0/0i10CZXMFLucugE6rNPg5NOo6VMmOQuo/tksL7Qmv3YLDT1vBHMRompEOva/1b3ZKiLGk+8WhTtuM/YqLXIdi1hhjWHFzF8qaa/BuRBrcLWgezN2oiHlM52sa8GZuAXaVVWNioBeWx4ajTw/DXwRqvRbrS45jgGsgonrQEvPd0cMzCr0Hv4/6miu4cuZDML3WoMevLNsHptdAGpjQ6feIzlyEeOMu6KWeaJoxCczd1aAxEWJrBrgGItzJBxvLcqGnxe86tFueh/2KS5gaOBLRFvy3hYqYLmrW6vD11VK8f+4WhDwelgzqhZlG6L602ik7h2pNA16gO5IMwss3HqED3kKN7BiuX/irQVf4lBVnwdE1FE6u4Y9+MWOwO3QC4l1HoAsNQtPUNDBH89shlhBLw+PxkO4Xh1JlNU7WGH8yvyUqbFTg61t7MLBHMJ4LGMF1ON1i27tldVFeTQP+fqUECqUGEwI88UIvH6MVL8CvXZj+1IUxKN+QCVArK1Fc8APs7D0R3GdWt4/ZVF+Ihtor6Nlv9qM3vtPpIN55CKILV6Ee2BeqhHi6hZoQAxrl2RvfFbliY9lJDPPoxD8qbIjyl3kwjgJ7zAtPg8BMN3bsLMuO3oTOVNVj4blbEPzSfZkV7mfUAgagLowxBfWeCe+gZBQX/IDywsxuH09WnAXwBJAEPGJtGJUaDht2QnThKlRPxEKVOJoKGEIMTMgXYILvEFyoK0ZBQwXX4ZiVf9zcjZLmKsyLSLXYeTB3o9+enRTsLMbr4X74e2w4+rkZ/4NX67XYUPpLF8aV7lQxNB6Ph7ABb8PdezhuXFiOyvLDj30sptdCUbIbHtKhsLP36PicjU1wXLsFgsISKJNGQz0qhtaAIcRIEr2j4SCwo60I7rJHnoe9iouYGjASA3uEcB2OQVAR00me9iIkB3gavfvSKkt2HlXqljuSHvn1BHksPL4QfQZ/CBf3vrh65i+4U5X3WMepUZyCWlUFaWBSx+eqrm1ZA6ayBs0ZidAM7PeYURNCOsNJKEaiNBqHK/MhV93hOhzOFTUp8I+buxHtGoTnrehOVypizJBar8X60uPo7xqAaFeaC2NMAqEY/WKXQOzgg8u5C9BYf6vLx5CX7IJQ1AMe3u0vFMUvk8Hxh02ASoOmqWnQhYd0M2pCSGdM8I0BAGwut+3F75Q6NRZf3QwHgR3mRVj+PJi7Wc9IrMgu2XlUqesxNWAUdWFMQGTvhshhn4HPt8Ol43+Eqlne6fdq1fWoqsiGxP+pdteGERQUwnHtFsDeDk0zJkHv723I0AkhD+Et7oFRnn2QJTuPRq2K63A487+39qC4uRLzwtPgYefMdTgGRUWMmVHrtVhXehyRLgEYSHckmYzY0ReRQz+HTtuES8f/CK26vlPvU5TtB9Or4d3OV0mic5fh8HMW9J7uLWvAeLgZOGpCyKOk+8WhSafCbvl5rkPhxF75BeyRX8BzASMwyC2E63AMjooYM7NblocqdT2mBVIXxtSce4Shb+wnaG4qxeXcP0Gne/S/3OTFWXB06QmnHhG/PsgY7I7kQrzzEHQhAWiaNgHMyXDbUBBCOq+3iy/6uwYgs/wUdEzPdTgmdbupEitu7sYA10BMs9K7XKmIMSNqvRb/KT2GftSF4Yyb12BEDPwT6qrzcO3MX8CYrsPXNtUXob72MqSBib8WnHo97Hcegn32KWgG9Ebzb5IAu85vQUAIMbx0vzjIVXXIrrrKdSgmo9RpsPhqJsR8Ed61snkwd7POUVmo1i7MC9SF4ZTE/yn0jHwDVRVHcOPC8g5X9ZWX7AJ4Akj9x7Y8oNbA4ecs2J3Ph2rEYCiTxwACgQkjJ4S0Z6h7OPzE7thYdtKgq3Sbs29u7cHt5kr8MSIVnnYuXIdjNFTEmImWuTDUhTEX/r0mwz/0eVQUbUFxwY8PPM+YDvKSXXCXxMFO7AleUzMcf9oCwY3bUCY8AfXoobQGDCFmgs/jYZJvLK41lONSfQnX4RjdfsVF7JLnYUrACAxx68l1OEZFRYyZ2C3PQ6W6ntaFMSMhfV+DJGAcbl/9Fypub7/nuVrFGaiVlfAOTASvpg6OP2wCX14FZXoCNIP7cxQxIaQjz0gHwEUotvrF74qbqvDVjV3o7xpgE6u9UxFjBtR6LdaVHEM/F38MspJVFK0Bj8dHePS7cJPE4nrel6iW5bQ9Jy/ZCaHIBV4sAo4/bASvWYnm51OhjbDuf/UQYqnEAhGSfQbjeHUBSpuruQ7HKFQ6DRZfy4QdX4h3wydY7TyYu1n/CC3AHvmFX7owNBfG3PD5QvSJ+RjOrmG4cupD1NVcglZTj6ryI5A6x8H5p+2AUICm6ZOgC/DlOlxCyEOk+gyGgCdAZvkprkMxim8K96KwSYE/hqfCy95658HcjYoYjrV2YfpSF8ZsCYWO6Df0U9iJvXD5xHwUX/sRer0awaeF0Lv3QNOMdOi93LkOkxDyCB52zhgj6Yc98jzUaZq5DsegskrOI0t2HlP8hyPGvRfX4ZiMkOsALIZKDVH+dUBv2HUGsrRFUGjr8A7rC7uzlx75eq2zGKIGpUFjsDRc5EAEYKDLqzit+BKlN9fBWekKJ0kkmtITAbG9SWMhhDy+dN847JFfwHbZWTwfMILrcAyipLkai/MyEekSgOlBT3AdjklREdNJwqJSiHceMugxNTyGn+LqEakWYOTZfPBw5ZHv0QIQGzQKy8NVDsQAYsXDkRtyEAH2T0CZnkK3UBNiYUKcJBji1hNby08jwy8OdnzL/jOo0mmw5GomRAKhVa8H0xHL/vRMSBvRE/VzXgbPgCs+bq+6AHnJAbzZNwWNT3TutmpPT2dUVTUYLAZLxGUOBACGsjmAs3XtP0KILUn3i8N7l9fhoOIyxnlHcR1Ot6ws3IebTXL8bdgMSPiuXIdjclTEdIWjGIZaJkmj12Gd/DT6OPthsE8fsE5O6OW5OIEpbWvp7PtRDggh3TGoRwhCHCXYVJ6LsdIBFntDxcHKy9ghO4fJfkMx0rs3FIrO7flmTWyr72RG9sgvQK6uozuSCCHExHg8HtL9YlHYpMCZ2ltch/NYSpur8ffrWejn4o8Xg+K5DoczVMRwQKPXYV1JDno7+1n9aoqEEGKORnv1g7vICT9b4OJ3ar0Wi69lQsjnY37EBAj5tjs3j4oYDuxVtHRhaI8kQgjhhh1fiDTfITh7pxC3GuVch9Mlqwr342ajHO+EpUBib3vzYO5GRYyJafQ6/KckB72dfakLQwghHEr2HgR7vgibynK5DqXTDlfmY1vFGWT4xWGoRxjX4XCOihgT26u4ALmK5sIQQgjXXEQOGCcdgAOVl1CtNv+7Psuaa7D8xk70cfbDS0GjuQ7HLFARY0Itc2GOIcLZFzFutrOiIiGEmKuJvrHQMT22lJ/mOpSHUuu1WHItEwIeHwt62/Y8mLtREWNC+xQXIVPdoS4MIYSYCT8Hdwz3iMB22VkodWquw+nQPwv343qjDO+EJUNq34PrcMwGFTEmov1lLkyEsy9iqQtDCCFmI90vDg1aJfbIL3AdSruOVF7B1oozSPeNxTCPcK7DMStUxJhIWxcmYCR1YQghxIz0c/FHb2dfbCrPhc6Aq7IbQrmyFstv7ERvZ1+8FPwk1+GYHSpiTECr1+GnkhyEO/kg1j2U63AIIYTcpWXxuziUK2txovo61+G0Ueu1WHI1E3wACyImQETzYB5ARYwJtHZhaF0YQggxTyM9e0Nq74qNZrT43XdFB1DQWIG5YcnwFrtxHY5ZoiLGyFrnwlAXhhBCzJeAx8dE31hcqi/B1foyrsPB0aqr2Fx+GhN9YzDCM4LrcMwWFTFGtk9xERV0RxIhhJi9BO8oOAnsOe/GVChrsez6DkQ4+2Jm8BhOYzF3VMQYUUsX5hjCnXwQR10YQggxa44CeyR5D0R21VXIlLWcxKDR67Dk2mYANA+mM6iIMaL9ikuoUNViaiDdkUQIIZYgzXcIeDweMstPcXL+74oO4FpDOeaGjYcPzYN5JCpijKT1jqQwJ28Mdaf9LQghxBJI7F0R79kXu2R5aNAqTXruY9XXkFl+ChN8h2CkZ2+TnttSURFjJAcqW7owNBeGEEIsS7pfLJr1amTJzpvsnDJlLf5asB3hTj40D6YLqIgxAh3T46eSHIRSF4YQQixOmLMPolyDsLn8FLR6ndHP1zIPZgv0ABb0ngg7vtDo57QWVMQYwX7FRZQra2ldGEIIsVDpfnGoVNfjSNUVo5/r/4oO4mpDGeaGJcGX5sF0CRUxBkZdGEIIsXyx7qEIcPDAxrKTYIwZ7TzHqwuwsTwXqT6DMcqzj9HOY62oiDGw/YpLKFfWYhrdkUQIIRaLz+Nhkm8crjfKcKHutlHOIVPewZfXtyPMyRuvhDxllHNYOypiDKilC3MUvZykGOZOO40SQogle1oSiR5CR/xshMXvtHodPr22GTqmx4IImgfzuKiIMaADrV2YAJoLQwghls5eIEKKzyCcrLmB4qYqgx77/24fwpWGMrwVmgQ/B3eDHtuWGLWI2bp1K8aPH4+xY8dizZo1Dzx/6dIlZGRkIC0tDa+//jrq6uoAAHfu3MGrr76KtLQ0TJ48Gfn5+cYM0yBa58L0cpJiuAd1YQghxBqk+AyGiCfApvJcgx3zZPV1/Fx2EsnegxDv1ddgx7VFRitiZDIZli1bhrVr12Lz5s1Yt24drl+/d4vzRYsW4c0338SWLVvQs2dP/Otf/wIArF69GhEREdiyZQt+//vf4+OPPzZWmAZzUHEZZcoaTA2guTCEEGIt3Oyc8LSkP/YpLqJW09Tt4ylUdfji+jb0cpLitZ5PGyBC22a0IiYnJwfDhg2Dm5sbHB0dkZCQgKysrHteo9fr0djYCABobm6GWCx+6OPmqm0ujKMUwz1ot1FCCLEmk/xiodZrsb3iTLeO0zoPRqvX4080D8YgjJZBuVwOiUTS9rNUKkVeXt49r5k/fz5efvllLF68GA4ODli/fj0AYObMmZgyZQpGjRqFxsZGfPfdd106t6enc/cH0AXbi8+iVFmDz2OnwlvqavTzSSQuRj+HuaMcUA5aUR4oB4BxcyCBC0aWR2CH/Cx+F/0M7AWixzrOV5d24XJ9KRYNmYKBAcEGjtI2rwOjFTHt3Vd/99csSqUS7733Hr7//ntERUVh9erVePfdd7Fy5Ur85S9/wbRp0zBjxgycPXsWc+fOxfbt2+Hk5NSpc1dVNUCvN959/XfTMT1WXt6Pno4S9BMGQqGoN+r5JBIXo5/D3FEOKAetKA+UA8A0OUjxGoyjsmtYn38Cid7RXX7/yZob+P76YYz3HojB9j0NHq81Xwd8Pq/D5oTRvk7y9vZGZWVl289yuRxSqbTt52vXrsHe3h5RUVEAgClTpuDkyZbb2Pbt24eMjAwAwKBBg+Dp6YkbN24YK9RuOVR5GaXKakwLHAU+zYUhhBCrFO0ajF5OUmwsOwl9Fxe/U6jq8GXBNvRylOK1EJoHY0hGK2JGjBiBY8eOobq6Gs3Nzdi9ezfi4+Pbng8ODkZFRQVu3rwJoKVwGTBgAACgT58+2Lt3LwCgsLAQcrkcPXv2NFaoj03H9FhbnIOejhKaC0MIIVaMx+Mhwy8Oxc1VOFV7s9Pv0zE9ll7bAo1ehwW9Jz72V1GkfUb7Osnb2xtz587FjBkzoNFoMHnyZERFReHVV1/Fm2++iQEDBmDJkiV46623wBiDp6cnFi9eDAD49NNP8cEHH2DVqlWws7PD0qVL4eJift/1HarMR6myGu/1nkhdGEIIsXLxnn3xXdEhbCw7iTj30E6958fbR3CpvgTzwlMR4OBh5AhtD48Zc1MIjphiToyO6fH62X9CxBfgH9EzTVbEWPP3np1FOaActKI8UA4A0+ZgQ+lxfFd0ECuiX0aok/dDX3uq5ibez1+PRO9ozAlNMmpc1nwdcDInxtq1dmGmBY6kLgwhhNiIRO+BEPNF2PiIrQgqVfX4vGArQhwl+G3IMyaKzvZQEfMYWteFCXGUYIRHb67DIYQQYiIuQjESvKNwqDIflar2Ox86psfSgs1Q67X4UwTNgzEmKmIew+HKfJQ0V2NqAHVhCCHE1kz0jQVjDFsqTrf7/L+Ls3GxrgRvhCYg0NHTxNHZFipiukjH9Fj7SxdmpCd1YQghxNb4iN0wwjMCOyvOolmnvue507W3sK4kBwnSKDwl6c9RhLaDipguOlJ5hbowhBBi49L94tCgU2G3/NeV6KvU9fj82lYEO0rw255jOYzOdlAR0wWtXZhgBy/qwhBCiA3r6+KPfi7+yCzLhY7p29aDUeo1WBAxAWKaB2MSVMR0wZGqKyhursJUuiOJEEJsXrpfHCpUd5BTdQ1rirNxoa4Y/9NrHIIcvbgOzWbQFpqd1LI671EEOXhhlGcfrsMhhBDCsWEe4fCxd8M/i/ZDoarDWOkAPCMdwHVYNoU6MZ2UW3MDxc1VtC4MIYQQAICAx8dEvxjIVXUIdPDC72kejMlRJ6aT/MTueC5gBHVhCCGEtEmQRkOhqmtZBE9gx3U4NoeKmE4KcvTCi0Hxj34hIYQQmyEWiPBKyFNch2Gz6OskQgghhFgkKmIIIYQQYpGoiCGEEEKIRaIihhBCCCEWiYoYQgghhFgkKmIIIYQQYpGoiCGEEEKIRaIihhBCCCEWiYoYQgghhFgkq1yxl8+37r2NrH18nUE5oBy0ojxQDgDKAWC9OXjYuHiMMWbCWAghhBBCDIK+TiKEEEKIRaIihhBCCCEWiYoYQgghhFgkKmIIIYQQYpGoiCGEEEKIRaIihhBCCCEWiYoYQgghhFgkKmIIIYQQYpGoiCGEEEKIRaIixszs378f6enpSExMxCeffAIAyMnJQWpqKsaNG4dly5a1vTY/Px8ZGRlISEjAe++9B61Wy1XYBrV582YkJycjOTkZS5cuBdDxWMvKyjBt2jQkJibid7/7HRobG7kMvdsaGhqQkpKCkpISAF3/7K0hH/fnYN26dUhJSUFqaioWLFgAtVoNwLpzADyYh1Zr1qzB9OnT237uaLx1dXV47bXXkJSUhGnTpkGhUJg0fkO4Pwdnz57Fs88+i+TkZLz99ts2cS3cn4Ps7GykpaUhJSUF8+bNa8uBNV8HD8WI2bh9+zYbNWoUKy8vZ2q1mj3//PPs4MGDbPTo0ez27dtMo9GwmTNnsoMHDzLGGEtOTmZnz55ljDG2YMECtmbNGg6jN4ympiYWGxvLqqqqmEajYZMnT2ZHjx7tcKyvvfYa27ZtG2OMsRUrVrDPPvuMq9C77dy5cywlJYVFRkay4uJi1tzc3OXP3tLzcX8Obt68ycaOHcvq6+uZXq9n8+bNY6tXr2aMWW8OGHswD60KCgrYE088wV544YW2xzoa70cffcS+/fZbxhhjmzZtYnPmzDHdAAzg/hzU19ezkSNHsvz8fMYYY3Pnzm37zK31WmjvOoiPj2fXr19njDH2xhtvsPXr1zPGrPc6eBTqxJiRPXv2YPz48fDx8YFIJMKyZcvg4OCA4OBgBAYGQigUIjU1FVlZWSgtLYVSqcTAgQMBAOnp6cjKyuJ2AAag0+mg1+vR3NwMrVYLrVYLoVDY7lg1Gg1yc3ORkJBwz+OWav369fjzn/8MqVQKAMjLy+vSZ28N+bg/B3Z2dvjwww/h7OwMHo+HiIgIlJWVWXUOgAfzAABqtRoffPAB5syZ0/bYw8Z78OBBpKamAgBSUlJw+PBhaDQaE46ie+7PwdGjRzFw4ED06dMHALBw4UKMHTvWqq+F9q4DnU6HhoYG6HQ6qFQq2NvbW/V18ChWuYu1pSoqKoJIJMKsWbOgUCgwZswYhIeHQyKRtL1GKpVCJpNBLpff87hEIoFMJuMibINydnbGnDlzkJSUBLFYjLi4OIhEonbHWlNTA2dnZwiFwnset1SLFi265+f7P+NHffbWkI/7c+Dv7w9/f38AQHV1NdasWYMlS5ZYdQ6AB/MAAF9++SUyMjIQEBDQ9tjDxnt3joRCIZydnVFdXQ1vb28TjKD77s9BUVERHB0dMXv2bNy+fRsxMTGYP38+Ll++bLXXQnvXwYcffojp06fD2dkZAQEBSExMtOrr4FGoE2NGdDodjh07hs8//xzr16/HhQsXHvg+HAB4PB5YO5uP83iWvw37lStX8PPPP+PAgQPIzs4Gn8/H0aNHH3idNeegVUfj6+rj1kAmk+HFF19ERkYGhg4danM5OHr0KMrLy5GRkXHP410dL59vub/ydTodsrOzMX/+fGRmZqK5uRkrV660qWtBoVDgiy++wLZt25CdnY3o6GgsWbLEpq6D+1nPSKyAl5cXhg8fDg8PD4jFYjz99NM4evQoKisr214jl8shlUrh7e19z+MKheKelqOlys7OxvDhw+Hp6Qk7Ozukp6fjxIkT7Y7Vw8Ojra169+PW4v7P+FGfvbXm48aNG3j++ecxadIkzJ49G8CDubH2HGzbtg0FBQWYMGECFi5ciIsXL+Ktt9566HilUmlbjrRaLRoaGuDm5sbVELrNy8sL0dHRCAwMhEAgQFJSEvLy8mzqWjh16hQiIiIQFBQEPp+PZ599FidPnrSp6+B+VMSYkTFjxiA7Oxt1dXXQ6XQ4cuQIEhMTcevWLRQVFUGn02Hbtm2Ij4+Hv78/7O3tcfr0aQBAZmYm4uPjOR5B9/Xp0wc5OTloamoCYwz79+9HXFxcu2MViUSIiYnBjh077nncWkRHR3fps7fGfDQ0NGDWrFmYM2cOZs6c2fa4LeUAAJYsWYKdO3di8+bN+OSTT9C/f38sX778oeMdPXo0MjMzAQA7duxATEwMRCIRV0PotlGjRuHSpUsoLy8HABw4cACRkZE2dS1EREQgLy+vrSjZt28fBgwYYFPXwQO4mU9MOrJhwwaWnJzMxo0bxz766COm0+lYTk4OS01NZePGjWOLFi1ier2eMcZYfn4+y8jIYImJieztt99mKpWK4+gN49tvv2UJCQksJSWFLViwgCmVyg7HWlJSwl544QWWlJTEZs6cyWprazmOvvvGjBnTdidCVz97a8lHaw5Wr17NIiMjWVpaWtv/li9fzhiz/hwwdu+10Or48eP33J3U0XhramrY66+/zsaPH8+mTJnywHEsxd05OHDgAEtLS2MJCQnsrbfeYk1NTYwx678W7s7Bxo0bWVJSEktJSWGzZ89mVVVVjDHrvw46wmOsnS/TCCGEEELMHH2dRAghhBCLREUMIYQQQiwSFTGEEEIIsUhUxBBCCCHEIlERQwghhBCLREUMIYQQQiwSFTGEEEIIsUi0ASQhxKKcOHECy5YtQ2BgIAoKCtp2dx42bBjXoRFCTIw6MYQQi5OXl4eZM2ciMzMTkydPxooVK7gOiRDCASpiCCEWx8/PD3379gUA9OvXD3fu3OE4IkIIF6iIIYRYHLFY3PbfPB4PtHsKIbaJihhCCCGEWCQqYgghhBBikWgXa0IIIYRYJOrEEEIIIcQiURFDCCGEEItERQwhhBBCLBIVMYQQQgixSFTEEEIIIcQiURFDCCGEEItERQwhhBBCLBIVMYQQQgixSP8Psh/AkId70OcAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 648x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"a = sns.lineplot(data=big_prob_df, y='prob',x='n',hue='k',palette=p)\n",
"b = sns.lmplot(data=big_prob_df, y='prob',x='n',hue='k',palette=p,\\\n",
" height=4, aspect=2,legend=False)\n",
"\n",
"a.set_title('KNN performance over increasing n - large values')\n"
]
},
{
"cell_type": "markdown",
"id": "sought-fiction",
"metadata": {},
"source": [
"At higher values of n, higher k continue to perform better than lower k, with the exception of the 5NN estimator. There would be a clearer pattern with more data points. I expect the risk to converge towards 0 as n converges to infinity. There should be a ratio at which more neighbors no longer increases performance."
]
},
{
"cell_type": "code",
"execution_count": 119,
"id": "developmental-enzyme",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"values generated\n"
]
}
],
"source": [
"ds = range(2,60)\n",
"n = 500\n",
"diff_d_prob_df = explore_d_k(n,ds)"
]
},
{
"cell_type": "code",
"execution_count": 120,
"id": "intended-thriller",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'KNN performance over increasing dimensions of X')"
]
},
"execution_count": 120,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"a = sns.lineplot(data=diff_d_prob_df, y='prob',x='d',hue='k',palette=p)\n",
"b = sns.lmplot(data=diff_d_prob_df, y='prob',x='d',hue='k',palette=p,\\\n",
" height=4, aspect=2,legend=False)\n",
"\n",
"a.set_title('KNN performance over increasing dimensions of X')\n"
]
},
{
"cell_type": "code",
"execution_count": 133,
"id": "ignored-sucking",
"metadata": {},
"outputs": [],
"source": [
"converge_d_1nn = generate_prob(500,100000,1)\n",
"converge_d_9nn = generate_prob(500,100000,9)"
]
},
{
"cell_type": "code",
"execution_count": 134,
"id": "statutory-maintenance",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0.495, 0.525)"
]
},
"execution_count": 134,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"converge_d_1nn, converge_d_9nn"
]
},
{
"cell_type": "markdown",
"id": "sapphire-schema",
"metadata": {},
"source": [
"Performance decreases with higher dimensions of X. This makes sense because only the first two dimensions of X affect the Y label, so adding more dimensions simply increases the noise of the training data. The higher k estimators' performance decreases less rapidly with increased dimensionality when compared to lower k. From visual inspection, it appears that as d increases to infinity, the risk would converge to 0.5. I confirmed this by calculating individual probabilities at very high dimensions for 1- and 9- nearest neighbors.Below is a graph of individual probabilities for 1- and 9- NN. It appears that the real value is a bit below 0.5.\n"
]
},
{
"cell_type": "code",
"execution_count": 142,
"id": "pending-steel",
"metadata": {},
"outputs": [],
"source": [
"c1nn = []\n",
"c9nn = []\n",
"ds = []\n",
"for d in range(2,1000,10):\n",
" c1nn.append(generate_prob(500,d,1))\n",
" c9nn.append(generate_prob(500,d,9))\n",
" ds.append(d)"
]
},
{
"cell_type": "code",
"execution_count": 145,
"id": "federal-isolation",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Risk for 1- and 9- NN models over increasing dimensionality')"
]
},
"execution_count": 145,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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jR+PUU0/F6tWrAQDt7e344osvAABjxoyBWq2Wg46Ojg4sW7ZMzk5JXH755dizZw8uuugi3HPPPfB4PCnnLdvzA8Cll16Ke+65Bw0NDaiurpa3ef755xGJRCAIAu644w48+OCD/ToPEqeccgo2btwoB60vvfQSHnjggZT1pPftoUOHAIhZiPPPPx/hcBjr1q3DtddeixUrVqC0tBQbNmwAz/M5Pze5WLJkCV555RUAQHd3Nz744IOkAEki09+tLyxcuBBvvfWWfD5efPFFXHvttVm32bt3L5YtW4Zx48bh+9//PlauXJnyOhctWoR///vfCAQCAIB//OMfmDNnTladUl8+uxzHycGMVqvF+eefj9tuuy0pc0M5NqCZDgoA4I477sD555+Pzz77TH6spKQEP/zhD7Fy5UpoNBpwHIff/OY3SduVlJTgV7/6FW677TasWbNGvjPqzfjx4/GrX/0KN910E3ieh0ajweOPP550NzyQLFu2DO+99x7OPfdcKJVKzJ8/H263Gz6fL+M2SqUS//d//4e77roLDz74ICZNmpRRfHb33Xfj9ttvx//93/9Bp9PJ/xbK3LlzsXLlSjz++OMZ17n99tuxefPmgvedyMKFC7Fy5Upce+21EAQBJSUl+Otf/wqWZfGrX/0Kv/zlL3HOOeegsrISjY2NAMQ75L/85S+499578dRTTyEWi+GnP/0pZs2alXSB+5//+R/cd999ePjhh8GyLG666aaUjFm25weAFStW4MEHH0wKKm688Ubcf//9uPDCC8HzPCZNmjRgbcMNDQ245ZZbcP311wMQxcD33XcfmpqaktabMGEC7r77bvzsZz8DIQQKhQKPPfYYdDodfvSjH+H3v/89/vKXv4DjOMycORPNzc15fW6yIWUely9fDrPZjOrq6qSMgESmv1tfOPXUU3HDDTfguuuuA8MwMBgMePTRR9MGOxKNjY0455xzcPHFF0On00Gj0SRlOQDgkksuQUdHBy699FIIgoDRo0enCMV705fP7tKlS3HllVfiL3/5CyZOnIiLLroIL7/8ctYMIWV4YEi6vCeFQqFQhoXnn38ekydPxowZMxCJRHDllVfixz/+sVxmomSHEIInn3wSbW1tBZVlKEMDzXRQKBTKMcT48eNxzz33QBAERKNRfPOb36QBRwGceeaZKCkpSdHQUI4NaKaDQqFQKBTKkECFpBQKhUKhUIYEGnRQKBQKhUIZEmjQQaFQKBQKZUigQQeFQqFQKJQh4ZjoXunu9kMQBlbPWlpqgMORua+bMrDQ8z300HM+tNDzPbTQ8z20DNT5ZlkGxcX6jMuPiaBDEMiABx3SfilDBz3fQw8950MLPd9DCz3fQ8tQnG9aXqFQKBQKhTIk0KCDQqFQKBTKkHBMlFfSwfMxdHfbEItF+rS91cpCEIQBPqoTB5bloNUaYDAUZZ2vQKFQKBTKQHHMBh3d3TZoNDro9ZV9uigqFCxiMRp0pIMQAp6Pwet1obvbhpKS8uE+JAqFQqGMAI7Z8kosFoFeb6J34YMAwzBQKJQwm0sRiYSG+3AoFAqFMkI4ZoMOADTgGGQYhgVA1eEUCoVCGRqO6aCDQqFQKBTKiQMNOgrA7/fh6qu/hY6O9rTLv/56E04/fT4OHz6U9PiiRbPzWt57X0uXnoqVK6/EypVX4pprLsOll56P1157BQCwbt1aPPXU4xmP9emn/4qnn/5rQa+PQqFQKJTBhAYdebJr107ceOP1aGlpzrnufff9GjzP93m5REPDJDzzzAt45pkX8Nxzq3HffQ/goYcegN/vw6JFS3D99T8o6DVQKBTKcCMQgof/tQ07jziG+1AowwANOvJkzZr/4Gc/W4WyMkvW9U46aSqMRiOef/7ZPi3PRkdHB7RaLZRKFf773zW49967AACPPvowrr32Clx33VX429+eSNqG53ncfvsv8Je//Kng56NQKJSBxuUNY/shB3YdcQ73oVCGgWO2ZTaR9Ts6sG57R0HbMAxA8tBILppWhYVTq3Kud+utd+T93KtW3YHrr/82Fi1agrFjxxW8XGLfvj1YufJKhEJBeL0ezJgxCw899H9QqVTyOp2dHfj88w345z9fRjgcxv33/wbhcFhefv/9v0F5eQVuvPGneR8/hUKhDBZ2t9gx5/L1zYOJcnxDMx2DQGVlJb73vR9lLKPkWi4hlVeee241Zs6cA7Vag0mTTkpap6zMArVajR/+8Dq8/PILuOGGH0KtVgMAXnvtVXzwwbu48sprB/YFUigUSh9xxIMOty+cY03KichxkelYODW/bEQiQ2EO9tprr+C11/4NAFix4iKMGlUvLzv//Avx8ccfZCyj5FqeiEqlwqpVt+OKKy7C+++/g6VLvykvUygUeOKJZ7B169fYuHE9fvCD7+CRR8QSy5Qp09DQ0IiHH34Av/nN/f14pRQKhTIw2N1BAED3CZrp8AYiiMYElJg0w30oxyQ009EPVqy4RBZ6rlhxScryVavuwMsvv5Bx+1zLEzEYDPjud7+Hxx57BOFwj6HX/v17cdNN38PJJ8/ATTf9P9TXj0Vz81EAwPjxE3DVVdfiyJFDWL/+swJfHYVCoQw89hM402HtDuCuv3+FR17dMdyHcsxCg45BRCqj9HV5b5YtWwGtVosXX/yn/NjEiY2YMmUarrnmMlx33VWorKzCvHkL5OVKpRI///mtePDB+xEIBPr2QigUCmWAkIKOUIRHKBIb5qMZOKzdAdz/whZ0e8PocPhB8hEVjkAYcgycGYfDB0FIPozOzqOorBzd533S2Sv50d/zLGGxGGGzeQfgiCj5cqKe825vGH9+dTtOnVaFM2bWDvfhyJyo53uoufXxjXB4QuAFgt9+bx4qSnRp1zuezrcUcESiPGY3lmPt1nY8dNNCFBnUw31oeTNQ55tlGZSWGjIv7/czUCgUygDR7Q3j9y98jaOdXuxvcQ334VAGGEEgcHhCqCsXL0quE6DEYu0O4PcvigHHLVfMwIwJoq2CzUXnWqWDBh0UCuWYQAo4XP4ISk1q2lJ5AuLyhcELBONqigAA3cMUdESbvkb08Ff93o8nEMHvX9yCcEQMOEZVGGExiwJSmyuYcbsOhx9vrDsyIkswNOigUCjDTrc3jN+/uAUufwQ//9Z0jKspOiGFhiMdSc8xPh50uIcpsIxsfRPhL17u9372Nbvg9ITxwxVTMKrCCAAoK9KAQfagY92ODry27gi6ujOvc6JCgw4KhTKsuH3xgMMXxs+/NR3ja4tQpKeZjhMRh0cMOurKDVAp2GErr5CgB8RrgxBwF7Qd72qHEOrRPXgD4nu0pkwvP6ZUcDAb1VmDjk6HKOo/1FbY8/cVmysIp+fYKPfQoINCoQwrH2xuhd0VlAMOADAbVQhHeQTDJ053A6Un01FWpEGRQTUsmQ5CCEjAAwDgrQcL2jb41gOIbHpN/t0biAIA9Fpl0noWszZ70OEc2qDjiTd24em39gzJc+WCBh0UCmVYcXnDMBtUcsABAGa9qPo/EYSGlB4c7iBMehVUSg5mg3p4/r7REMCLwY7QdSjHyj0QPgri74bgtcmPeQIR6DUKKLjkS6nFrIE1Q9AR4wVY42WVg22eQo++T9g9IRxqd4MXhr+jkwYdFAplWPEGozBoVUmPmQ3i78NV86cMDnZ3CGVFotCyyDA8JTQS7Mku8F35ZzpIvBRDEkoy3kAURp0qZV2LWQuXL4JINHXMhd0ttguXFWnQZvdlzOYJ7i54n/0ReGdr3seYdj8CgccfQSQqoNXq79e+BgIadOTJP/7xDK644iJce+3lePbZp9Ou09HRjkWLZuOrrz5PevySS5ajo6M95/Le+zrttHlYufJKrFx5Ja699nJccslyPP30XwEAe/fuxu9+d0/G402cQkuhHMuIX9zJ6WnJ34BmOk4sEoMOs0E1LH9fIShmF9jiavC2JhAhvxIeCbji/3bLj/kCkZT3LiAGHUBPOSkRSc+xcGoVCAGaOtJnO3jbYSDsB9+2K6/jy4Q3GJWHnx5qH5pyTjZo0JEHX331BT744B089dRz+Nvfnsfu3Tuxdu1HaddVKBS4//57EQikjyhzLU+krMwi26w/++xLePzxv+HFF/+BpqYjaGycXNDk2+OZNpsPz7+/P8VAjnJi4A1EYOj1xW2Wgw6a6RgKNu7qxIeb+3dHnQuBEDjcIZTKQYd6WFxJpUyFon4WwEcgOPJ73YIUdAS9IIKYwfAEojClyXSUx4OOdLoOSc+xYEolAOBge/qgQ/CIZRze1pTxmAghePmjgziSIXABku3mh0pDko3jYuBbdP96RPd9WtA2DMPk1QOtbFgM5cSFWdc5cGAf5s6dD71eNLQ55ZQF+PTTT7BkyRkp65aVWTBnzil45JGHsWrV/xa8PBt2ux2EEOh0Onz99Sb87W9P4NFHn8BLL/0Tb7/9FliWwaRJJ+EXv0je75///Ec4HA7ceec94DiuoOc8FvhqrxUfbm7FaTNqklTilBMDXzAKY6/yilbNQaUcvu6GkUQ0JuDFDw5AqWBx5qzBc4B1+yLxsoJ4QU4soWlKhu5SJJVXFKNnILJlDfiug+As9bm387uk/4EEPWD0xfAGIpiYoEWSsGQJOjocfhh1SljMWlSV6jIGAlLQIdiPZjwmhzuEd75sBgCMqTKlXcftFwP3Ir0Kh4ZIQ5INmunIg4kTG/Hllxvh8bgRDoexbt2ncDodGde/6ab/hy+/3JhSRsl3uYTdbsPKlVfiyisvxnnnnYknn3wM9933B5SXV8jrxGIx/POfz+Dpp/+Bp5/+J1iWhc1mlZc//fRfYbVacccddx+XAQcAOD3ihafFenxYIlPyJxoTEIrwKZkOhmFg1g+T0HCEseWADb5gFN3e8KB2C0nTZRM1HUD+JTRCCLYetPdbDEmCHoBhwJbVg9GZ8+5gkcorAERBqUDgC0ZhSJPpMOqUUCu5tK6knc4AquLW7+NqinC43ZP2Bpl4xe9xwdUBEk3f7trUKX4nZjNZk3RRMyZaYHUF4fEPb/bwuMh0KCcuzJmN6M1Azl6ZPXsuzjlnGX784+/DaDRh9uy52L17Z8b19XoDVq26Hffffy+ee+6lgpdLSOUVQRDw6KMP4dChg5g1a07SOgqFAlOmTMP111+DU09dgosuuhQWSzkA4PPPN8Dl6saTTz4HheK4+FOnRertb7X6gcnDfDCUAcUXFFsO09XFzcPUUjnSWLu1R0/W1R1AfWX6O+b+ktguCxReQjva5cWfX9mOH104BbMayvt8HCTgAaMxgmFZcOXjwOfZwSIkBh0BN/whUSuR7r3LMAwsZk3G8sqMCWUAgHHVJqzb3oGu7iAqe82gETw2MBojSMgL3tEMReXElH0d7YoHHd4sQYdfXDZzYhk+2dKGQ+1u2ap9OKCZjjwIBPxYsuQMPPvsS3j00Seg0WhQXV2LdevWykLPp556PGmbuXPnyWWUdORangjLsrjxxp/C6XTgxRf/kbL8t7/9I/7nf24FIQQ///lPsGXLZgBAZWUVVq36Xzz44P0QjoFWqb4imdq0WH3DfCSUgUYyVzJqU7+4i4arpXIE0eUMYM/Rbsw7ScyeSiLHwUAKOkpNPUJSIP9Mh9Rmmk6cWQgk6AajFUsiXMX4vE3CSMAFRl8MABAC3bJHRzpNBxD36nAnBx2+YBTeQBSVJWKZWLKD711ikdpzFfWzxOfLoOuQMh2ubEGHLwKtmsPEWjM4lsHhDBqSoSKvoGPNmjU499xzsXTpUjz//PMpyx999FGcfvrpuOCCC3DBBRekXed4pr29Hb/85f8gFovB5/PhzTdfxxlnnIVFi5bIQs/rr/9BynZSGcVut6XZa+7liSgUCvzoR/8Pzz33dzgcdvnx7u5uXHXVJRg7djyuv/4HmDPnFBw6dAAAUF8/BsuWrYBWq8W//91/y9/hgBACR7y80mqjQceJhlfOdKR+cZuHqaVyJLF2WztYhsFFi8eCYXpEjoNBokcHAOjUCigVbN7ZLCnYkMqtfUUIusFoxWwOWzEeAMBbc2c7SMAFtnQUAAYk4IZPCpjTZDqAHoOwxNKJdH4rS8WsRnWZHlo1h0O9AgHidQAg4ConiCUg25HU4yFE7nzp9oUzahjd/ghMejVUSg515YZhF5PmDDq6urrw0EMP4YUXXsDrr7+O1atX4+DB5BrYzp078eCDD+L111/H66+/jquuumrQDng4GD9+Ak477QysXHkFbrjhGlxyyWWYNm16zu2kMkoslr5Ommt5b+bNW4CTTpqCJ598TH6suLgYF1xwEW644Rpcd9234fV6ce65y5O2+/nPb8UzzzwFq7Urr+c5lvAGoojxAkpNanR7w3I6nnJi4IvfLRrSZDrMBupKOphEYwLWbe/A9AllKCvSwlKkRccgZzqkLAcQ1+0U0DYrBR3d3v5mOjxy0MGVjQZYDkIefh3E7wKrLwGjNYEEuuEJZA6YATHoiEQFeT2gJ5MkaTpYhsHYKlNKICDE9RyMyQK2rD6tmNThDsEfiqGiWItoTIA/lP5z4vZHUKQXj3FcTREOd3iG1SQsZ6F/w4YNmDdvHsxmMwDg7LPPxjvvvIObbrpJXmfnzp148skn0dLSgjlz5mDVqlVQq9WDdtDDwcqV12PlyuuzrlNVVY1XXlmT9NjcufOwbt0m+fdcy7PtCwAefvgv8v9nzpwNALjssqtw2WXJgd655y6Xg49Ro0bjzTc/yHrsxyqSnuPk8WX46Os2tFh9mDS6eJiPipKONrsfr316GDcsnyzfzeZCKq/0FpICiTX/MLTq41eTNNw8//5+VJXqcMbM5M4USUB62vRqAOLd92BmOuzuEEbHh6JJFFJCk4SoziylhFxIFuiMTixrMAoV2NLROTMdhI+ChH1g9GYwOjOEgFt+75oyZjp6ps1KF/1OZwAcy6DM3BN8jaspwpoNTQiGY/L7XPCIQQdrtICz1CPSvA0kGgKj7NlOKq1Mn1CGd79sgcsXThu8u31hjK40xp/LhA83t6LV6pcfG2pyfpKtVisslh7RSXl5ObZv3y7/7vf7MWnSJKxatQo1NTW49dZb8Ze//AU333xz3gdRWmpI87wsFIr+SU76u/1IgGVZWCwD8+YbqP0kcqBD/GAtnlWHj75uQ3cgOijPc7xyLJ2L1zY0YfN+G66MEdRU53dcAsOCYYD6uhJwLJO0bHStGHAyCsUx8zqPlePIF0II1m5tR4wXoFIrceFp4+VlG17ZjvJiLZbMGQ2WZTC21oz/bmhCaakBbK+/RX8RBAKnJ4RTp9ckncOKUj2a2j0Zz2vi41Kpze2P9PnvIISD8PERGC3lMMf3wdRPgnfL+ygr0YLh0l8So24rfABMFZUIuMoQ8zohQDxH9aNKUmzQAWBiPJkQ5ol8vE5fGNUWPSoretpsZ06uxBvrm9AdjGFUrXhD5Yi5EVGoUD66FoHoJHRtfg0m3g5N9SR5O9tXLeBYBqfOqMO7X7aAsFza8+IJRFFZZoDFYsTcqRyeeGM3ujxhzJ5anbLuULy/cwYd6epEDNPzhtTr9XjyySfl36+77jrcdtttBQUdDocvxfhJEIR+dZ8MZPfKiYwgCLDZ+t+KarEYB2Q/vTnS6gIAlOiUMOlV2HvYgQWT+q5cH26au7yIxgRZQNYfBuuc95Uvd3YCAPYfcaBYm19mosvug16jhNORRq8TEw2Ymlq7UVk0/JnToTzfoUgMX++3Yf5JlUnft4XiC4rlSaNOib+t2QWfL4xvnjIKXc4Ath+048LFY+GIn3uTVoFIlMe+wzbZS2Og6PaGEeMJdEo26RxqFSwc7mDa85p4vgkh6HIGwEAUlnd2ucGxhd9UCm7xPRrg1YjG9x011oHEIujatyejXwff1QYA8PMaxBR6xDwH0GH3Qa9RoNuZ3uiRixuIHWruxkmjzACAox0eVJbokl5vqV7MTmze3YnqeAYk2NUGxlAGu90PQSWKfB0HdkOl6clW7T7sQE2ZHkpGvHY2tXajrjT57xaOiOVJJQvYbF4whMCkV2HbPivmTixLWneg3t8sy6RNJMjLc+2goqICdnuPcNFqtaK8vOdLv729Ha+88or8OyFkwNoz8zH3ovQdQgQAA3tHM9A4PSGolCz0GgXqLPrjvoPlpQ8P4Ll39w33YQw4NldQTs1nm67ZG28w1QJdYiS7kn6+qwtPvbknRWBYKFJXwxVnTsDsxnK8/PFBvPNFMz6NC0hPnVYlryvpDAajxOKQOld6BTNmY36upJ5AFNGYgBqLHoT0fSaPZIEulVcAsYMFyD6HRWqXZXRmMLpikKAXPn84o54DEEfcFyeMuOcFcdCbJCKV0GuUqCrV4XCCrkPw2MCYxAoDqxNLOry9SV5OCMHRTi9GVxrlz0k6rw6pXVZah2EYjKs2Dasdes6gY8GCBdi4cSOcTieCwSDee+89LF68WF6u0WjwwAMPoKWlBYQQPP/881i6dGm/D0yhUMHvT2+aQukfhBDEYlG4XHaoVJrcGwwjDo8oPmMYBnXlRrTZ/cfEpMS+0ukMZO2pP17ZcVg0y1NwTEFBhy8QSVuHBuKupIqR6Ura7hDvnvc1d2ddTwhm/450xS86JSYNvn/+ZDnw+GBzK6ZPKJMvRgBQWSq2cQ5G22xvYzAJSeuQK4iQtp9QawbQd12HZIEutcwCAGMojZuEZdZ1SG6kYtBRBIBA8LsyBswSlqIerw67Sxz0VlWS6qo8rroIh+ImYYQQCF4bWFPPzT1bNhpCQtDh8ITgC0ZRX2mEUsHCoFWmbZtNdCOVGF9TBGt3EJ7A8ATzOVMSFRUVuPnmm3HNNdcgGo3ikksuwbRp03DDDTfgJz/5CaZOnYq7774bP/zhDxGNRjFz5kx85zvf6feBFRdb0N1tg8/n6tP2LMse194Ugw3LctBqDTAY+p/mH0ycnhBK4or32nI9YryATmfwuLRDD0d4+a49GhOgPIE0RzsOOWAxa2DSqwrOdFQU69IuE7sbRqZXh3Th39vswnnz068jeGzwv3wrNGf8AMqxc9Ku4/KK7zezQQWOZfH980V3vU17rThtRnJN36RTQqtWoGMQMh2yR0evoMNs7BELV5Skfx8APZmSCXVF+HhLm+jd04cSJZEyHdoeAzSGYeImYZkzHSTgAhgWjNYIVlcc35cbxtLsonaLWYvdR8XAsaNXu2wi42pMWLejA9buICzaGBANgTX2aCm5snpEWraDRMNglGo0xbVuo+NGbsVGddqbGSmYMyUEHVJp93CbB9MnlKVsM9jkVQdZvnw5li9PbsNM1HGcffbZOPvsswf0wDhOgbKyqtwrZuBYq3dT+obDE0ZduVgfrLWI/7Zafcdl0GFNuBi7/eEBr5sPF9EYjz3N3Vg0tQrBcAz7W/JP3XoDUYyrzny3OFJdSaUSx8FWN2K8kFaoGGvbBQg8Ys3bMwcd8YBNshyXAo/lC+rlz5UEwzCoLNENUqYjBFPcGjwRs14yCMuV6RCDjonxTEdfs4Uk6AYYBowmWTDJVYxHrGkzhKAHrDbVkVUIuMDoisAwLBi9eAxc2A19rkyHWYvunZ2Ixnj5vPZ2HgV6AoGDbW6UVYjrsaaEoMNSDxASdyadgKNdXnAsg7py8Xuw2KjOUF6Rgs6ejNboSiM4lsGhdvewBB0nzq0W5YQjGuPh8UfkTEd1mR4cy+St6/hwcytu+cuGpJ9fPLYBW/bnNmMbDKzdPV/m/b2Qdjj8+MUjnx0TpZr9LW5EogKmji2FxayF0xtCjM+dZSSEwJdmrH0iw+VK+snWNvxx9VbsOuJMW75w+8J46cMDuPcfm5L+rgNBJMrD4Q6h1qJHOMrjaGf6mye+Y2/Sv+lw+yLQqRVJF3uOZVMCDomqfrbN2t1B3PvcJrT2+ow63MEUPQfQk+lw5/gbO9whGLRKFBvVUCu5vgcdCRboibBpdB1f7unCI69uj7fZusDozAAg/6uKetPOXUnEUtwz4r7TKQ56S1dOrC7VQ6Pi8MmWNthbW8TnMSaWV+oBAELcJKyp04vqMj2UCvHvajaoM5RXwmAZJuk51UoOtcNoEkaDDsoxi1S3lQyFFByLqlJdXs6kgVAU//70MLRqDo2jzPKPNxDFtkOZh/UNJl3dPZmO/l5IX/vsCPY0ObE3R81/KNhx2AEFx6JxdDEsZi0I6fFXyUYwHINASFoLdAmzQQ3XMAyo+mJXF3YdceKPq7fit//8Wg4+3P4IXvrwAFY9vhHvb2pBq82P37+4ZUADj67uIAiAJdNrACDt35gQAr59L8AqRBtvrz1lHUB8nxUZsl8YE6ks0aHbG+7zuPkNOzpxqN2Dp97anRR42t2hFD0HILqSKjg2r0xHaZGo7So2quXRCIVCEtxIE+FKRwEABKd4wY/GeKz+6CC2HLDDH4qJbqRS0KE1AWBgYoO5NR0J02Y7HYG0WQ5A7Pj41unj0Wb346NPtwIAOsI9QRqrLwajLQJvb0oSkUoUG9XwxI0UE3H7IjDqlSkt0OOri3Ckwzss+jgadFAKhhCC975qyXl30l+cvWY1AEBduSGvTMd7X7UgGI7h+mWT8d2EnxqLviDNwUBi7Q7IafL+dGS02nzYtFc0D2q3p2/XG0p2HHagYZQZaiXX8yXbnfscS7Mr0hmDSZgNKrntbyjpdAYwb3IFrv7GRDg8Ifxx9Vb8vwfXYtVjG/D+phbMbizHfTfMwy+vmolwhBcDjwF6X0mZhvE1Raix6LGv2ZWyDvF0gQRcUDaKon6+I31HlMsfTkqt50K6KHY5+/ZavtprhUmnRHOXD//9XHTRFAiBw5M+6JBdSf3Zv0vs7iAsJhUi299GuaHv5RUh6EkSkcrHoVSDMZZB6BaH3326rUN+DpsrCBJw92Q6WA6C2gATEygg6Aih05k56ACA02bU4Pc/XIAZVYBH0OLOZ7fisdd2IhASPyespR6CvUkWkY7pFXQAqTczbn8EZn3q339cjQnhKI8229B/f9Cgg1IwLVYfXvrwANZsaBrU55FmrpQkfFnVlhty2qEHQlG8v6kVsyZaMKqXA6I0D2E46HIGMbrCAI5l+pXpWLO+CWoVhzKzdtiDDrsriA5HAFPHlgJIvrPLRba5KxLSBdM9hNmOQCgGtz+C2nIDTp9Zi999fz6u/sZECIRgVoMF994wD9cvm4yKEh1GVRhxyxUzxMDjha8HJPDojHeuVJbo0FhXjANxXUcisXaxpKI86SxArZd/743LG5EHq+VDVVzk2JHBeyIb7XY/2ux+LFtQj1MmV2DN+ia0WH1w+yKI8SRt0AGIJZZsA8sIIXC4QxindiL8+WrM5Pb3vXslQ6YDANjiGgjdbYjGePz386Pyhdzm9IKEvHLQAQAxtQlFbDDjsDcJk04JlZJFU6cHnkAUVaXZtWgGrRKjdCGYKqqxbMFobN5nw4sfiLO0uLJ6CK4ONLeJmdrRCdOAM7WXu32RtJmuyfUlGFNlTNHYDAU06KAUjGS/u3FXJ8IRftCex+EJgQFQnHCnJtWis2U7pCzH8oX1KcssZg2cnnBemoOBxuoSx1eb9H0XR0pZjrNm12LiKPOwBx1Sq+zUsSUAgCKDCgqOhc2VO/0tW6BnKa9IX5jZLkoDjTyUK35XqlSwOH1mLR75n9Nxw/KTUu5WBzrw6HAGUGJSQ63i0DDKnFbXwXfsBaMtAmuugqKqMa2uQywHFZbpKC/WiYPf+iAm3bTXCgbArIZyXHnWBOg1Cjz91m659JRO0wGIYtJsmT9vIIpITEC5StxPXewoXL5wwaWB3hbovWHN1RBcnfh0ayu6vWF8e6k4St4TH8gpCUgBIKIwxssr2YMOccS9FjsPOwGkF5H2RvDaoCgqx0WLx+Hc+aOwfmcnth20y2LS7qMHk0SkQMLEXm/vTEc4qXNFwqRX4Y5r52TtGBosaNBBKZijnV4wAIJhHl/uHbwhcg5PCCaDKqm1tC6hgyUd2bIcgHgnLhDSr/kNfSEc5dHtDaO8WFvQkKverFnfBJWKwzfmjMKoChOsriCiscEL/HKx47ATZUUa+cuUZRhYzJq8Mh0+eWBWdk0H0H8NTCF0xu/yq9K0NmYiMfB45JXtiPbDDTmx9j+xzgwgWddBCAHfsQ9cdaPY7lndKOo6fMlaJX8ohhhP5M6VfFAqWJQVafokJv1qnxUTaotQbFTDqFPh6rMb0Nzlw4sfinfqGTMdBrVsYpUOqXOlmBX/LiWBo1CQWOGBezQE8JG03SkAwJXUAEIMX3yxExNqizB9QhlMOiUC3eJ5ZRMyHUFWn5emAwAsRVo5U5euXTYRwsdAfE7Zo2P5gjGosejx7Dt7ETKKbqRR25EkESnQU15JLDsJAoHHHy0o0zUU0KCDUjBNnV5MrDOjqlSHT7e2D9rzOD3JUykBsZvBpFNmzHS8v6k1Y5YDAMoL0BwMJNLzVZTo+uw90SZlOWbVimnYSiMIwaBOBs1GNCZgz9FuTB1XmmTVnW8JSy6vaHOXV4bSlbTTGYgHT4W1NI+qMOL6ZZPRZvdjzYbUUeT5QAhBpzMgG0iZ9CrUlCXrOojHCuLvBlfVAADyv3yvEov0Hiv0olNZoi8409Fu96PN5sfsxp6Oi1kN5Zg7qRzNXeJntbdHh0SRQYVgmM+YNZWMwQyCmO1hSQwTlJ0F3zj0eHRkyHQUi8JdXciGCxaNkbMUEY+YpUgsr/igh5EJQq/OfQmV3kccy2QMvORj9NoBELldVqlg8d3zJsHjj2L1RhsYbRG0vraUYW0GrRIKjk1qm/UFoxAIQVEaTcdwQoMOSkHEeAEtVh/qq4xYcnI1DrV7Bs2a3OEJy+2yidSWG9CSpoMlEIriva9aMDNDlgMoTHMwkHTFU8zlxdp4G2jhF9E1G8Qsx9lzRaW99BqlEkt4638R/PjJjNtn4sk1u/CfTw8XvN3+VhfCUV7Wc0hYirSwuYM53YR9gShUChZqVea68nC4knY4Alhm3ofoJ08UvO3J48uwcEol/ruxGU2dhVuYu/0RhCJ80h1xwyhzkq4jFi+lcNWNAAC2pBZQ61NKLD1BR2EXHaltVijADTqxtJLIVUsnwqhTpvXokJADywzZDskYTBN1gzVXgXAqTFK2FSwmFYJxN9IM5RXeIM44OakkJE+ytpi1SRboEh5BC5YBuEju7z5p2mx5sTat30rSMUoj7ROMweorTWKZZUcnulWVqGZsqO8VdMiC3IRzks6N9FiABh2Ugmi3+xHjBYyuNGLB1CooOBZrt7YN+PMQQuKZjtQvzLpyA9psqXboUpbj/AxZDkD8givUqnsgsMYzHeVmHcwGlTyIK1/abD58tacnywEA1RYDWIZBWzzoiB3YgFjT5oJGB3Q4/Ni4qwtrt7YVdJEBRBdSBcdg0qhkV0aLWYNgmIc/lL3jxBuIZO1cAXpcSYdSSNrpDOBkxRHEDn8BEin8fXL5WRNg0ivx9Ft7Ci6zdKQxkGocVZyk6+Db94LRmsAWieaJDMNCUdWQIiaVyg+FZzp0iMQEdHvyv6gnllYSMepU+Mkl03D12Y0Zt5WDjgxBhN0dgl6jABPoBltUCaayAZOU7QW3zfZYoKcvr6zf44SDN2BqaVjO3JWZteDCHtmNVMLJa+P7dOV8XulGJy89h0fUjyRaoAM9ZZaPO4yo5NwYa0h9X/Z2JXXLxnA06KAcx0hffPWVJhi0SsxutGDjrs4+9/VnwhsUBzylzXRYDIjxQlJb3+F2T84sBxCfgFg09B0sXd1ie51Oo+jpyCgg29E7ywGIqdeKErGDhUQCELrbxLp1OH9x6dp4ecwTiKK5qzAH3x2HHWioM6dkKvLNJnmD0aylFYmiXndwg4kgENidPpTwdtEB0lZ4mUSvUeLabzaizeZP2+HFWw8jsueTtNtKWopEPUmirkPUc+wFV9WYVNLiqlJ1Hb3dSPOlssDBb+lKK4mMqy7CrAZL2mVAT1CUKbAUPT60EHwOMIYSqEafDAvnRdjRkdfxSaSzQJeI8QLe3HgUXmUpjJEezxOLWQMTGwDRmMAwPZdLR0Q8p9JMlmzIQUceGiHBawM4RUo2RiqzbIvUAwDKPbtTtu3tSkozHZQTgqYuLzQqDuVxp70lJ1cjGOaxboC1HdJdTG9NB5DcwXK43YOH/7UNv3luEziWwYWnjsm5b1Ho2Ddzob5i7Q7KM0ZkpXmeJYNojMeWA3YsmlKV0ulRXaZHu90P3noEgJipEHzpjaLS7Xf9jg40xsdu7yjANK3bG0aHI4CTxpSmLJNcGHMFHb5gNGemAxhagzC7JwQLnGAh6guyDQHLxsnjy7BgSiX+u/FoSudJZPs7CK/7BwifGqh3OgJQKVnZqRNI1nXIeo7q5MyB9HuirsPljUDby400H+S2WUd+wWum0kq+FOXMdARRZWSASACsoRTKUdMAAIbuwqY1k6AnboGeGnS02/3o9oZhqBoNwdUBEh9LX27WoogJIqJMvpGxhsTPsJBHpqO8WIuTx5VixoTMgZd8jB4bWGN5UoAjUV9pwtmnnwyHqgbk6KaU5ZIrqZTp7Ak6qKaDchxztNOL0RVGsPG7LElQ+s7nTTm3JYTgYKs7r/S/w53sRppIValoh/7ihwfwm+c24VCbGxcvGYv7fzAfNZb09s6JDIdXR1d3UA7UCu3IONzuQTQmYPKY1OFSNWV6sYOl84D8WCZ3yt5s3meDPxTDeQvqUV9pxI54W18+SNNPpdp3IpaiPDMdgUhe6v+iArp9DrW7sWmvNeknk414OjodAdQp4sGXSpt1CFgurjhrAox6JZ7u5c4pdLcDhIfgSg3UO5x+VBbr5M+XhKTriLTtAYCUoCOdrkM0Biv8LtekV0Gr5lIyHeJcHVfK5/erfVaMT1NayRe9JrMrqeTRUa0XlzGGUrCmcrgYM8oD+f1tBIHgSIdHNPhKY4EO9LxXNZY6QIiBxMscFrMWJjaIIJvsr9EZVIAgv/KKgmNx0xnFGFeRe6K34LXKI+3T8Y05daietRiCowWCqzNpWbFRjUhMQCBupOfyhaFRcVk1U8MBDTooeRPjBTR3+ZKU0wzDYMnJ1dh3tDunoPTz3V2475+b8fX+3BdFKdNRkkbToVSwGFNtAs8LuHjJWPz+hwtw3vx6aNV5zS+EpUiLQDgGfyizwdhAIrXLVsSDjqICOzL2NbvAoCfNnkh1mR6EAMHW/WD08emX3vwyFmu3tqPcrMWk0cWYOrYUh9rdWU3XEtnb7IJWrUg7w0Ot4mDSq2QdSyZ8wWhWjw6JYoM6L1fSbQftuPe5zfjLazuTfu5+5ivsb3HlfB5ALCnUcQ4QlQ6K+pkQrIcL0sgkotcocfU3GtBq82PTPlEgSIQYBLdYFhAcLanP7wikTcM3xHUd3iM7kvQcEul0HS5fYR4dPfuKD35LCDr8oSgeeHELfvf81/j137/Clv02EELQ4RBLK3MylFbyfb5MrqSSR0eFSnwvsQYxs2bVjUMN3wYSyx2MfrXXinue3YSgx5lRzyFlPk3V9QAAvlvUqZmNahSxAXiEnr+JQAg8QR4RTp9X0MHbjiDw6p0IvPVAVo0QIQSCx5Y0XTYdijHicL/o4S+THu/dNuvxR4650gpAgw5KAUgi0t7KaUlQmqt9du0W8YOcj/DU4QlBpWAzXpR+/q3p+OOPFhYUbEgMdQeL1C5bHi+vGHVKsEz+rqR7m7tRV2GAXpNmUFSZHgwIGOcRKOqmAkpNXuWVDocf+1pcWDy9GizDYOq4UhAC7G7KL9uxr8WFhjpzykwHiVxeHdGYgGCYzzp3RSIfV1J/KIpn3tmLGosed183F3d/V/y56ztzUFqkwd/+uwfhaG4/k05nAKOVTijKRoOrmAAS8oJ4+u5FM318GbRqTm55FTxWIJ66553JQUc0Jg56Syc4bKgzAyBgrAdS9BwSvXUdbl9hbqSJVJboZVGrPxTFH1/aiharD8sW1CMU5fHIv3fg1898hX9/erhfpRWJTAPLJI+OUk4s9TDxoMNX3AAFwyMaz/xkQyoTxXyujO2yNlcQeo0Cuoo6ABD1UQAYgYeBDcMZ68lS+INREALEVKa8yivhza+Jn0vrYQTe/mPGwIOEfeJI+yyZDgBgDSVgK8YjduSrpMd7Z1Ddvp6go6+B82BAgw5K3khp6nQ94gunVWPDro6Md6Ntdj/2t7pRatJg1xFnzgu+09Mz4CkdahUHVR8tfKUWtoHWddz3j814+4ujKY93yR4dYrDDMgyK8hzZHo3xONTuQeOo1DIGIIr+KjgvFLEguPLxYI1l8V7/7Kzd2g6OZbBwqnjHPLbKBL1GkZeuo9sbRpczgIa4FiQdYgkr8/n15WGBLlFkUKGWc0Dzxirxop2Glz44AK8/iu+eNwm15QbUWsSfURVGXHfuJFi7g/j32txtwVa7B1VcNzjLGHAV4wAAfFffdB2AKFyeWGvGXinocMYDboUqJdPR5RQHvaXLdJj0Kkwu5aGOelJKKxKJug5CSHzYW99KHpWl4uC3bm9YDjh+dNFUXLR4LO694RR897xJCIV5bN5n61dpRcJsUKUNKiWPDiN8AMP1BA0VExEhHAKHtyatL7g64V99KyK7P5Yfk79rQt6MmQ6rKwiLWQtGqQFjKJVnsJB4m6013PP6PHFTO0Fjyikk5W1HwDdvg+rkc6E584dZAw+ppMMacwdwyrFzxBKLu6fE0jvT4fJHUGRQg4R8CLx2D/z/+l9ED30BQobejTkRGnRQ8kYSkaazzl2xZByCYR4fbG5Nu+2n8YvcTRdNBRjg023ZsyKZPDoGgsHIdESiPA62ufHx120pdxWSDXS5uee85etKKuk5Ml3gFRyLaUUuAOJ4bsZQllPTEY3x2LCzEzMmlMl3QizL4KQxJdhxxJmzdXZfi6jnyBp0FGUfcZ+PBbqE2aDGGIUNXMSL6MGNKcu3HbRj/c5OnDt/FOorUy8qjaOLccbMGnywqSVnmUVwtYGDALasHqy5BlBq+iwmlWgYVYwuZwDd3nD8YsZAMWq6PNFUQu5cKUk/n2OhRbwAhkvGp12eqOuQ3Ej7Ul4Rj0F8r973j01ywDF9fBkAgGNZLJxahXu/dwpuXDEF134zcztsvhRlMMyTPDq0MTcYQ7Gsxyg2G3AgWgnStlNeV3B1IvDm7yC4OxHd95n8uBj8Eiii3oweHbZ40AH0zGABAOIX3+vt/p5sqi/+3mV05pzllfDm1wC1HqopS6EcOydr4CEF1Nk0HRI9JZaebEfv1mOPP4wyDY/AWw9AcDQDAo/Qh48h8MrtiB76ctiCDxp0UPKmt4g0kfF1Zpw8rhTvfdmcku0QL3IdmNVgwehKI6aNLcW67R1ZfSoyeXQMBFq1AkadckCDDmmUu90dwtFeradd3UG5XVaiSJ+fQVg2PYfEBI0TQajAmivBGsWgI1s6dfN+G3zBKJbMqEl6fOrYUnj8EbR0Zdfm7Gt2QavmMKo8c2tyrhH3PZmOfIIOFUo58ZzGDienlP2hKJ6Nl1WWL8jcuXTJaeNyllmC4RiKI+KdI2epB8Oy4MrH9UtMCvQEZ/tauiF0t4ExloGrGAcS9ECIe0cA4swVILOfw3hlF7yCBls702f4GIaFonIiYu174PKK573v5RUNlms3wxxsTQo4EuFYFrMby1Fdln2IWT6Y466kvVvvJY8ONtAt6zkAoNiowZ5oDRQBOwR3pxxwQOChGD8fgu0IhHiLrM0VhBoxKEgsrQW6IIhi1Z6goxqCW+xgkf4+1rBK1oBJ05EVhmKQoEfudOmNnOWYejYYlbjvpMDjrQeSWrIFr5TpyB10yCWWhM+DMl6O7vZFEI7yYCIBLLS+BKG7Ddpv/AS6S++D5swfAgQIffgXBF65Uz5HQwkNOih5wQuiE2nv0koi5y8aA38olpLt2BTvklhycjUAYMn0Grj9EWw7mD6VH40JcPsjg5bpAAa+g0WqPQOicC0Ra3dAbpeVMBvzs0Lf1+LKqOeQqCKdaIqWIcYTsMYyIBoEIpk9Fj7d2g6LWZPSeTIl7iy6/XD2EsveZhcm1mbWcwCJJaz057hnrH3ui6JWrYCFEwMhwdkKwdXjz/DShwfgiZdVEmf09EajUuA78TJLJvdVUUTqBK/Qyo6QXPlYCM4WkGjfS3GjKgyyrkPobgdbXA22JK4dSMh2dDr8KDaqM3Yb6IJd6GDK8dV+W8bnUtTPBPHaEW7aBqBwN1KJcmLHWdpduMn8Iabo82+l7itjq8UMxMZdyfqZJI8OfYn8eIlJjd1RMWiO7PxADji0y1ZBNfUbAAj41p0IR3m4/REYWfF9mE7T4fSGwAtE7i7jimsAXuxgIQEx0+ERdPJ72RPPdKhMJQCI7P/Rm/Dm1+UsRyLKsXOgOetGCJ4uBP7zawTeeRi8rQnEYwOjNYFR5vc3E0sszUklFkkb43Z240bj+9CHrdB+4ydQjJoGhmWhHHcKdJf8Bpozfwi2qELWFw0lNOig5EW7PYBoLFVEmsiYKlPabMfaLW0oL9aiIX6RmzquBMVGNdZuSy8o7fZm9ugYKAYr6Ki16PHVHmtSpiGxXVbCrM/tShqNCTjY5s6o5wAAEgnCELahKWpBhyMAxijekUollm0H7fhkS5v88+6Xzdjb7MLik6tTMlZFehVGVxrlybHp6NFzZD4mILGE1f9MB8MwsCj8cCpEm2oppbztoB3rd2Quq/Rm0uhinD6zBu9/lb7MIrXLkuI6WUvEVYzvs0mYBMeymFBrxv5mBwR3B7jiGrCl8aAjQdfR6QxkHTIn+OxQmcuxp6k7Y5eRYsJ8MMYyGA68DYD0fdiXTQzMOJ0JwbcfRKyjME+MQmkcZcb4miK8tbEpycXV7g7CYlKB+JMzHTq1Al6uCD5lCaK7PpADDq6kFmzZaDBaE2ItO2CPf8brzeLnkVeldltJ71FLfC6KNIOFd7WBBNwgDAsfUcvrSQGzpkg8nnQlFt7WBL55a1KWIxHlmNkwXPEAVLMvAt+5H4H/3IXowc/BmPIX5KYrsRQb1Yh4nFB8/DCqOBdsJ38HiriviYQUfGi/8WOw+uyf48GABh2UvJDmSGTLdAA92Y4P49mO9riAdEnCRY5jWZw6rQq7DjvlL4VEHHH75cHNdGjgcA/ciHu7OwiOZXDmrNqkEkvvdlkJyfwpm5j0SEdcz5GltMJbD4MBwZGYBe0Ov5jpgBh0HOnw4E+vbMdz7+6Tf1Z/dBBqJYdFU6vS7m/a2FIcanNnbCeW9ByNozMfk/T6stnNewMRMAAMWTI4EoQQFDNetKAKXMUExA5/iUNtbvz1jV2ozVFW6c2lp41DsUmNf6fJdnQ6vKjmuqGpHCs/xpX3X0wKiFbmvEvsXGGLa8BqjGB0ZrmDRRr0lqm0QsJ+IBKEpaYWvECw5UD6bAfDKqCasRw6fxsmK9v6LCTlrQfB6MzQXXA7WEOJGHh07u/TvvKBYRhcsGgMnJ4w1u0QM1myR4chBhBB7lyR1i82anBQ1QhGZ5YDDnEZC652CvjWnbDF9VSTysXsUXcs9TtFeo8mllcAUfQr+F1gNCYQsLI2yxuIiN4ihniLehoxaaKWI+NrVumgnnk+DFf+AarZFwGcApxlbMb1e9O7xCIEXFgS+xTXRf8BztuJp3ynQzX65Lz3N1TQoIOSF0c7M4tIE5GyHe/Gsx2fbkvukpA4dVq1KCjdnioo7XEjHXhNByEEhBBYigobcZ8rOHG4xW6bWQ3l4FhGLrFIX2jlvcsrebiS7m3uBgNgQtagQ9QbtAgWtNv9YA1i0EG8dryx7gj0GgXu/8F8PHjTwqSfTBcjqXV215H0rbP56DkAsUOnLIvdvDcYhV6rzFqikSAhL1SIoiumh2LsHAjOVjz78lqY9Cr8v0tPzlpW6Y1GpcAZM2uxv8WV4rgZ7joKBSNAUd4TxDAaA9iiygHRdVRxLgA9d9Js6Sg50+H2RxAM8xmDDilzVVpdg7IiTUoJLxHlxIXwK4pwrm47VAWcm0T4rkPgKsaDjV/QWUMJgv/9Y16BBxH6FshPri9Oyna4fRFEYgIq1eL3QWKmAwBKjGp8GpsB/ZUPygGHhKJuGkjIi0C7GCzWx2/obcHU9nqbS7xhKI5/3yR2sJCgC6yhOK4B68l0GHQq2Rend9tsrixHb+Tg49pHoZ5/Rc71E1GOEUsswU+ehv/FWzDO9zU2hcdg66QfY0+0ps9B52BCgw5KXjR1ejEqg4i0N1K2490vm7F+RwdmTrTA1MukprRIg6ljS/FZGkGpJD4sNg5spoMQAf4X/weBf/8KdZGDAEheJZY2mw83PfxpVg8LsfasgUGrxKTRxdi0VyyxSPNhpHZZCcmaOJuYdF+zC3XlhqwdHnzXIbDF1SgqLkK7PQCo9YBSA1dXO7YdcuDsuaNgMWthNqjln2y+JnLrbIYSSz56Dony4sxBhy+QnzEYII5yB4DWoBZtWnGM+xxdC35xxYw+ZcMWTq0CxzLy3BkJhVsMALiy+qTH2YpxEKyH+uV1MKrCgFq1BwQAWywG4FxJLQRXOwgfk0fJV5WmF2VK3ius0YLZjdlLLAyrwDbNXNRxdvAt2ws+ViHgBvHa5CxPUuDx1u8RWv9PCPGujkR4RzOC7z0C39M3gLento7ngmEYnL+oXs52SJmFMoX4L5Mm6HD6ImkdRhW1UwCGgcq6GxoVhzJ1BAIB2v3p3UhLTRpwCfthi2sguNpA/KK3R2I5VnLSFdtvmaTyCiEE4S9fzpnlSP/62YwWAZlQjJ0NgEHswHoox8/H7mk/w0uBBTjgUoJhkJcPzlBDgw5KTiQRaTY9RyJjqkyYNq4Ua9Y3iQLS6dVp1ztteg3cvgi29/KGcLhDKNKrCrqDzQcS9IL4HBBcHSjd8jfcYnoTkSO5p7K+vr4JkaiAQ23ujOtIQQcAzG4sh80VQnOXD1ZXarss0FNeyZTpkPQc2bQThAjgrYfAlY9HdakebXY/GIYBayyDtbUFeo0CZ86qzbh9OuTW2cOprbMuX356DglLPNOR7vzmM2FWQmol7Azr8MAbTWghFVhS3N7n8luRXoUZEy1Yv6MD0ZgopBMEAlO4A1FWnVJX58rHg4S8iHV3pttdXnAsi/F6P1wwglGIf3u2dBQg8BBcHXK7bMbyilcKOsowp7E8a4kFALbEJsDDmBDe/FrBwZLUIsxW9LTmsjoztMt/CeWEhYju/hj+l26Rgw8p2Ai8eidi7bsBIiDWvLWg55Q4qb4E42pMeGtjE9ptonjYxIj/soaSpHWLTRq4fZGUadNAPENlGYti7wFYzFoooz4EoIHVlfp5s7lCsvBZfr3F1RBcHRD8TrB6M8qTgo4oTDoVGJYDozUmBR3RvWvBt+2Ges7FeWU5+gtrKIV22SroL/sdNEuug94iBrRHO70w6VR53RwMNTToOEEJhmN47LWdAyKWzEdE2psLFo0BgTgwqTHNfA6gR1D6xvojaE2wUHd6QoOi55B67jWnfw+qJddDzcQw/sDzCLxxLwif/q6x1ebDpngquyPD1M1IlIfHH0FpfObIzIkWsAyDL/d2ocuZ2i4L9LiSutNYPwM9eo7GLF4YUWcHEPaDrRiH6jI9rN0BRGM8gkozFMFunD13VMFurUBP6+y+o8l3s5KrZi49h0S2Efe+YFS+C4se2IDQp89k3I/USugUDDDpVKieuRiMqy2pi6VQlkyvhj8Uw+Z94r4dnhBqWAdChpqUu00ufvENteUWU4a3vplxgmwF50JbpEgONBM7WDocAagUrJzi743gtQNKDaDWo77SiLIiDTbtzRx0OP0x7DGJraOFZjuEroMAy4ErG530OKs1QbP4O9Bf9jsoJywQg48X/0cONlSzVsBwxR/AltYlDZ4rhERtx+oPxFKOLuYB1PqUi3iJUQ2BkIy6KEXdNFj4TtSaCEjAjRCrl436Ekn06JCQOlgQ9oPRmVFm1sLpETVgiTODGJ1ZLq8IPgfCn78ErnoSlJNO69Pr7wuK6kaw8UBZ6lZqd/iPuZH2EjToOEHZtM+Kr/ZaM9bmCyFfEWkiY6pMuPDUMbjszPEZSzIcy+Jbp4+HtTuIO//2Jf7y2k602nxweMKDoucQ/GJGhTWWQd2wCE+xl2Obbj6EroOyA2Fv1qxvgkbFob7SKKfAeyOVg6RMh0GrxKR6scRi7Q6kdK4APa6kLm/6L8x89BzhVvEiyFWMR41FnMHS6QzikEuBUs5XcJZDYsaEMpQVafDof3biSEdPO+C+5u689BwS2UzYvIEojDolons/RejjJxHd+wmEUPrBbILHBqI145SpdfjFlTNgmjQfQLJqv1AmjS6GxayRSyyddg+quW4wpfUp67LFoklYuO1AyrJESCyCyOY3ENn0nxRdAxF46MIOdPJFcvDGmisBVgHe0SKLSDN9VojXDtZQCoZhwDAMZjeWY3eTM22JRXQjjaDbMhOMsQzhza8XlO3grYfAlo4Go0h/0WJNFmgWXycGH5PPhGr2hTBc8QeoZ60Ao9aDq2oE33UwYyCfi5PqSzCu2oRWq0/06Ah2p2Q5gFQHzpTjrJsCBkCjsh1C0IOY0iCXbCSC4Rh8wWhK0CHpbgAxsLCYNRAIgcMTgjcYTQo6SEAcghda+zeAEGiWXJd2SuxQIJ0TQo696bISNOg4QZGEZk5v/62+8xWR9mb5wjE5xzmfMrkCv//hAixfUI+dhx248+kv0eUMDE6mwyfeuUv9/mXFemyPxO8207h4SlmOs2bVYImpBU5n+gm5UrtsdeSIfFc+J15iOdDqTvHokCjSp3clFfzdiBzalFPPEWrbD6i0YM1VqI5rAdbv6MD+bg4aJgoN8hPJ9karZHDr/BBMGuAPL22VA49C9BxA5qCDEAJfMIqG6G6EPv17T5tvmgFoAEC8NiiKynHdeZNQYtKkNUYqFJZhsPjkauyLC0o9bU1QMAL01eNS1hVNwsYi1Jo908F37AP4CEjQDb6X4FLwdIEhPJxsiTyhl2E5UTvgaEaHw5/W/lze3meXzxOArCUW0Y1UQJFBC9WM5RBsh/POdhAhBt56RLaAzwZrskCz4EqoZ14ARt2jReGqGwE+Ct6a23Y+HVK2AwDKirQgPgcYfWnKetJ3RCYxuE9TDa+gQV20SfTS0Jrg9ITlkhqQ2rkivzZzj/BdKq8AQFOHF4T02PezOjOI34Xovk/Bt+2Cet5leZl7DRYGrRIKTrysH4vD3gAadJyQ+IJR7GkSv9i6PX278CSyt9mFMVWmvESkfcGgVeLCxeK02GUL6mHQKTGhNr1dcX8gficQr8MC4hfNEY94UU83r2TN+iaoVRyWTuAw0/4GTue+Tiv8tLtDsLAeFG96ApEtbwEQswUswySZDvXGbEh1JSWCgMD7j+Ls0FuYWpP9SyPctg9c+TgwDIuK+F3y+1+1wM+J5y7fEfe9iWx5A8ovn8Mti1joNQr84aWt2HrAjs4C9BwAUJbBICwYjmG2Yj9O6nwTXO1J0C1bJR5vhqBD8Nhksy4J5dg5EJyp470LYdG0allQytuaAAD6mvQXW658HCLWoyDRzJ+nWMt2gFMAnColIJJmrqjK6uQ5LADAltYh0HkUdncI42oyv+cFr13uTAKQtcTijgeyZqMaygkLwejMSbbg2RAcrQAfkUWkfUFROREAA76jbyUWADhpTAlmNpRjQl0RBJ8jpXMFSMh0ZHC9tbnD2Buthtl7ECTghkJfBALAmuAdkynoYFRaWbgqZjrE5YfbxQBcznTozSBBD8IbXxzysko6pIm9AGh5hZIfMV7IOcI7F1sO2MALBDq1ImdLaDAcSyvEkmiz+dBu92PmxMGP3g1aJS5aPBZ/+smp/Z5amQ7B7wSjL5ZTn5YiLRwhFlBqUyaztsWzHGfOqoUmJC5bpNkHa0fqxFG7O4izddvBEAIhPpHUqFNhUlz7kCnTkc6VNLrjXZC4kG9KUWY7chIJImJtkS8OSgWLihItCICGyaIGIZ9ps73h7U2IbHkTAKCPOPCLK2dAr1HgkVfFO+Vs81Z6o1EpYEpjNx/YvRaX6zfCZx4P7Td+AtZYBkZrSpm6CoglC+LvTpm8KRkjRfZ+Ar67Tf4RXJ15z5Qo0qswY0IZNuzshMLdgjBUoktjGriKcQARwNsy373HWnaAq2qEYtQ0xI5sSiqxCC6xjFMxeiw6nQG4fGEQQrDbpYOa9+HMk0wZy2GSRwebkOlILLH09lSRAlmzQQ2GU4CrmQy+Y19eJRapBZtLEJEWCqMxgC2t7bOuAxBf3103zMMVi+uASCClcwUA9BoFVEo243eczRXEnmg1uKgf4COymVdiiUU2BjOnZlalEgujM8NsEH1nDreLYnIp08HozACIWFZZPHxllUSkYIxmOih58conh/DTP3+G59/bn7FWmYtNe20oK9Jgcn1xzqDjzqe/xL8+zmx89NVeKxgAsxuGL2U4UBB/N9gEK2Xx7oVBTFuckulYs6EJKhWHs+eOAomXTBQQwO55L2W/EUcHZimPAAwjl1cAYO4k8QKWaTZFb1dS3tWO8KZX4dSJqeVqNnPQIDpkkqSLQ125AXqNAqfMniy+3gIzHYSPIfTJ02A0RjDaIgiuDpQVafGLK2egtEgDvUaBURWpjo7ZKC/WoSVBJCz4nFBteh77YlVwTP+urBtgS+rSZjqIzwGApKSsWUMJuIoJiG5/B4F//a/843/5VkR3vJv38S2ZXgNfMIqicAdcqsqMLYtcuXie+fb0o9QFjxXE3QlF3TQoxs4RSyxdPRoQwdkGxmjBhDFiML2v2YXX1x3BewfFQOBbMzQZM4lSxiqxvAL0lFg29fLskAJZ6U5XUdUIEvLKgU82+K5DYHTmtBf5QuivrgMQAw/BJ2rS0mk6JIOwbEHHvmg1APG8GkvEfUht7NI6eo0CujQmdVzpKEChBqMxgWUZlBZpcTQ+l0gSQUuBoPqUb+UcST9USGLSY9GjA6BBxzHH3qPd0KgU+GRrG1Y9vqHg4MMXjGJ3kxOzG8tRYtKg2xvKeIcTCEXh8ITw2fZ2hCPpPfg37bNhQp35mH0DF4LgcybNb5DuboJKc1Ipos3mw1d7rDhrVi0MWiUEjw1Q67ElNhYW6+cpQ5LGd68Dz3BQNiwG8TlABDFTtXBaFW67ehbqytNfqBNdSYkgiEI0hRovBE+FmymCwpW+3ABANqviynscDK84ayJuv2Y2tKYiQKkpuLwS2bIGgrMFmsUrwZbWQXCL3SFlRVrcuXIObr92dpKXQT7MnGjBkQ4v2uLtj4K7EwwIPghOhcHYkwFiS+sgdLelDM8S4uO+09lDa878ATRn3pj0w1VORGTrf7OWQRKZVF+MCrMS1Vw3IqbMwltGY4B2zMmI7luX1vwqFtdMKOqmQTHqZIBTInb4y57X4RJnrkhzWF7++CDeWN+EugZxQitJk+WRt/X1tMsmUl9pRHWZHp9uS+7ikYIOc1xImDjyPhd818F4ya5/pVRZ19EP+3hACjpTjcEkSoxqeWxCb2yuENTGIrBxszeNqQR6jQJWV3LQUWZOX/5UTT8PuhV3yj4gFrNGvkGQfIe4minQnf+/UE4+ow+vbnCgmQ5K3kRjPNrsfiw+uRq//d48LJhSFQ8+NqbczWRCKq3MaSxHiVGNSFRI27II9Aggg2EeX+5JLRu02f1ot/sxp3HgSx1DDSFCfH5D70wH4IVRnszKCwJWf3xQznIAYssmayrHNu0pYAiPyLb/yvsQ3J1o5PfjiHGGPKeDSHdnDIPxWer00peCyxdGdOe7ELoOIjD1EhxwADHzKPD2pozb8l0HoSyrTRLwFelVqCjRiV4dhrKCMh28/SgiW96EYvx8KEbPAGuuipcqxIDVoFVmLBNlY+HUSii4HiMu6SLSLeiTjIu4kjpAiCUNrwIAwSu+79PdRbKGUijHzU36Uc+9FCTkRXT3h3kdH8swOHc8EZ1ILdnt1I0zl4L4neBbU0WZsZYdYEzlYIoqwCg1UNRNQ+ywWGIhAg/B1QmuuEaew9LtDWPR1CpcuWymaIfuaE3zjCIkQ6aDYRgsmV6NIx0eNCdMNnb5ItCqOXlwHGO0gNGX5NRYCEGPaArWj9KKhKKyAQCTNtAhfBSBdx5CaMMLKW6eKccUf79kyryUGNVwZtCt2dxiK6yiTpw9wmhNqCjRocuZWF5JbZeVYFRacCU9XSyJ60kCb4ZlwVVO6HeQNpD0ZDpo0EHJQavND14gokjMrMXKcxpx3/fmoapUh9UfHcxrTohUWqmvNKI4ru7OlCmRgg61ksPabamp100nUmkl5AOEmGxdDIjTSw1aJey8HogGwYd8+Osbu7HzsBOXnjZO/mIRPDawRgvUpdXYKYxHdNdHcrYjuPkNxMDCVr1YFjtKZla5kL4c/NZWhL/6NxSjZ+Bz/2gwAIpHTxCNzNK0kRJCwFsPQVMzMeO+GWNp3poOwscQWvsUGI0BmgVXAYir92Nh2dukrxh1KsycaMGGnZ2IRHkIPgcIGLgEnVwXB+JGWUgVkwoeG8Cp0k4HTQdXOQFc7RREtr2dV7aDCDymuz9CmNOhbvqcrOvqJ8wBozUhumdt8j5iEfBte6ComypffBJLLIKnCxBiskbggkVjcNkZ47Hy3EawDCNmeZzNGZ9X8NrFNL86NWM2/6RKKBVskruq2xdOmi7LMAy46kbw7Xuz6jqk7Bk7AEGHrOtIE+hE934Kvnkborveh//FWxDa+GLG4IP4HADDxrUTqdRVGNHtDadty5ayGMpJp0M1fRnYklpUFGthjXt1CAKB3R2SO1NyYYn78OjUCrlD5Fhk7qRyrFg0JmMwNdwcu2fuGOZIhyfrJM6+0tQpXmASTbgsZi0uXjIODk8I63dkN0Pyh3pKKwzDoETuY0+ffnTEg46lc2pxuD35bgkQ9RwnSmlFyj4kllcA8fx2hsUP57/e/BKb9lpx2RnjccZMMdVOBEH0SDCVo7JEhzWekwAhisi2/0Jwd4E/9DnWhxpQVGqRDXqkkkAuzAYVOPAo2/0SoFBBfeq1cjlLXxMXg8a7KpJei7sTCPuhrmnIuG/WWJZ3eSWy9U0IjhZoTl0JRiNe2NiiSvH53fl3h5CQD5FdH6Rc2JZMr0EgHMOmfVYQnwNhTg9WoYRKmWA7ba4CWC5p1DsgtsuyJktBd5LqmRfEsx0f5Vw3su1twNGEotO/A63RnHVdhlNA2XAqYs1bZa0BALE9lo/Id9QAoBg9XS6xSB4w0iCxMVUmnD13VM8AxJI6cc6HkD4jSXwOUWyb5hwYtErMbijHxl2dconU5YukpNbz0XUI1kMAk2oK1le4qkbwncm6DsJHEdn6FriKCdB/63dQjDsF0Z1i8BH+8l8pImBxpH1xWqtzAJg6Vvw89/4+Dkd5uH0RWMxasLoiqOdeAoblUF6sg9MTQjQmDmLkBZJWRJoO6SJuPEbLFhIlJg3OXzRm0LoN+wsNOvrAK58cwtNv7u7XLIZ0NHV4oNcoUFqU/CGYOrYEY6pMeHPD0azZjq/395RWgJ7aXqb0o90dglrJ4RtzRkHBsUnZjhOptAKInStAqiDNYtagySuep67mFlx2xni5rALE22wJD8ZkQVWpHlbBhEjNbER3fYTQxhdBGA4fhk5CaZEGjN4MsApZeJoLg5rFSsOnMPpboFl4NToCSrTFz7n0xZ+uxCLZVGtqM2c6WGMZEAmKnQ9ZEAIuRLb+F4qxc6Gon9GzfdynoBDXz8jO9xBe/08I3cmlgsZRZlQUa7F2azsEnxN+1giDVpl0EWU4BVhzNfg0mY7e7bK56Ml2ZNd28M5WRDa/BsXYOVCOzZ7lkFA2LgEISWpBjTWLrbKSdgJAT4nlyGYITvF8sOb04wDY0jrZDj0dgteeUlpJZMn0aoQiPSVSly8s64Uk8tF18F0HwZaNymgKViiiriOSpOuI7vsMxO+EatYKsEUV0J52PfTf+i0U9bMQ2foWYkc2J+2D+J0Z9RyAaBtfVqTBjl6jFOxyK2zyd2lFsdjhZXOFMrbLZkLalzFP+35KemjQUSCEEDR1euEJRPvcXZKJo51e1FcaU+5oJLMchyeEDTsz33kmllYAMX3PMkxGdbfdHZSHlM1ptODz+N2S4O+WSyuzToDSCpCY6Uj2mbCYtTjiFb9EzmjQJAUcQI8FN2u0yHMxWiuXAEIUfPNW2Cxz4SValBVpwDCsmGHIo7xC+BgiHz+GaaoWbCk6C8rx85LOOaPWgzGVp8108F0HAZUWyrIswkdDz4j7bES2vQ0IMajnXJy8vc4silHzDDoIIT0jtntlekTtQQ0OtLoRcdvggSHtFzdbUpuU6SCExPU0hb8Hc2U7iMAjtPZpMCot1Auvznu/rKkcXM1JiO5dKwtK+Zbt4Koa5ZkqEoqxc0ACLkT3rwNjLAOjTJ8xZEvSl5Ykent09GZCbRGqSnX4ZGu77EZq7uVGmUvXQQQevO3IgOg5JHrrOggfRWTLm2ArxoOrmSyvxxZVQHP698AWVSLy9etJ2Q7B58jaScMwDKaOK8We5u5epl9SK2xyQCFNe+7qDvQh6IhnOo7BIWrHEzToKBCrKyj7aBztTG/b3BckEenoSlPa5WK2w4g3NzSlzXb0Lq0A4vCuIoMqo3mONI4dEFPgwTCPvRs/gf/5m8HteQcTaouSasPHMz3GYMnnt6ZMjwBRIcaqMbEktYNHCiBYU0/Q0RzUQzF+AaBQYbd+LjiWkc8TYyrPWV4hfAyhD/+CWNPX+Jg7FZuYKQBEDU3iOefK6tNnOroOyaZgmZBaTLPpOoSAG9HdH0Mxfn6KPwXDMGCLKvMurwjdrXKAQtK8/gVTK8GxAPxOOHuJSCW40joQf7eov4E40h7RkFy2KoRc2Y7I9rch2I5AvehqsNr0n7lMKCedFheU7oDgsUGIt8r2RiqxEK89yVa7N6y5AuAUaSezih4dgZTOlUQYhsFp02twpMODvc0uxHhBNohKXIerasjo1yE4W4BY/0zBUo6rl65DynKoZ61IvbFiWahmXQDB2SpnO4jAg/i6s2Y6AHFWUCQqYH9Lz0DGTAGFNO3Z2h2EzR0EyzAoyXPkglatQFmR5pjVShwv0KCjQBIDjaYBDDoSRaTpkLIddnf6bMeW/fak0opEiVGdJdPRMxlVulvyHNwGAFhCvsByc9/NfY41BH93kjGYxJxJ5bj3hnlQmS1puz2IxwYwHBh9CdQqDiUmNTqdAWhOvQb6S+5Fu59DqUkjW4OzRovo2ZCh9CYGHI8h1vQ11AuuQlPRHLi8EbTb/WJpZVLPxZ8tqxdbcEM9PhckEoTQ3Zrz4iBdpLJ1sES2vw0IUahnLk+/D3Nl3pmO2OGvAIYBOJXccZKISafCggkGcCQGa0SbJCKVny8uJpVMwqSR9n21lZazHXuSsx28sw2RTa9BMWY2lGPnFrxfxegZcUHpJ0mtsr2RSixAfIBYBhhWAa58nGij3gu5eyNL0AEA86dUQsGxeGOdWMroXV4BxHIHCXrS/k3lFuwBzHQACbqOSDAhy3FS2nUVY0+JZzveECco+1xiaTONR0cik0YVQ8ExSboOmysItYpLCW71GiX0GgW6uoOwuUIoLVIX1Ab+y2/PwopTs3c5UbKT19les2YNzj33XCxduhTPP/98xvU++eQTnHHGsdOvPBg0dXqh4BhUluhwtGvggg4pgMk2VG3q2NKUbAchBDsPO/DW50eTSisSxSZN2jJQIBRFIBxDWVyRLaXAi8Nt6FLUYFN4DEa1v4/w1jf7/JqCH/wFgXce7vMMBolY6y74X7sbJJp5jozgtcH/yh0ZL5LE70wyBpPgWBZVpXowhvTCS8FrA2MsBcOK7YeVJTp0OgNgFGqwJktStgiIt3ZGg0AGLUX4i9WINW2GesFVUE1ZCrNBnL+SrpzFWeoBJOs6eNsRgJDcszHU+qxeHULAjeiuj6AYv0AWjfaGNVeJQU8sexlRKq1wVY1iq22GTM+p48Tz1BZQp50pw5aI5SLBIXZySKUtpo+mS1K2I/zFK/A++yP5J/Cfu8SyyqJr+rTfHkHptnjpxAImg5OpIq4VkUSkGY+1qhGC42iKBkfwpvfo6I1UIt3X4gKQ3qNBUT0JANKWWPjWXWC0Rf02BeuNpOsIrXsuY5ZDgmFZqGaeD8HZgljT14jF30e5Mh1qFYeGUcUpQYelSJv2uSpKdLDGyyuFZi2KjWpoVIVPbqb0kDPo6OrqwkMPPYQXXngBr7/+OlavXo2DBw+mrGe323H//fcPykEeSxzt9KLWYsC4ahOaOr0DJiY92imKSMuKMiupE7Md63d0YOdhB+77x2Y8+PI2xGI8vv2NhpQPmZjpSDUIk9plE59vfmMJajkntnuL8aX5XCjGzUPky1f6FHgIPidih78E37wNgdfuRuCdh/psFBQ7ugWC9TCih77IuE5k10fil1XrzozH07tzJRGp26P3eZLaZSUqS3TocATk9RKzRUDPBVLIICaNNW+DYvQMqKYsBSDqbnzBKD7f3ZVSzpLFpAm6jh5TsOxBRy6vjlxZDgBgi+JiUneqh0siQrc4Zl4xdg5Yk0XOUPRmtEG05+4W9Ok1HTqzaIce96yQgpdcF9xsaBZ8G8qTzoBy/Lyen8bF0H7z5oLLKomIglIBgu0IFHXTMl5IFWNmQ33Kt6Con5V1f1x1I0AI+M7kSbaZPDrSsWR6TzYlXaZD1nX0EpPGjm5F7OgWKCedNuB+E5KuI3ZwY9Ysh7z+uHlgiioR2fw6Yq540JlHIDR1bCk6HAFZQGpzhzJ2pZQXa9HlDMLaXXjQQek/OYOODRs2YN68eTCbzdDpdDj77LPxzjvvpKx3++2346abbhqUgzxWIITIYs/RlUZ4/JG0A8D6QlMGEWlvpGzHP97djwdf3gaXL4xrvtmA335/PqaNSzOJMW4QFgjHRAOouLBOapdNvEvX+tvBMQRNsTLMmlQJzek3yIFHpABraQCIte4AAOgu+F+o5lwMvusgAv/5NQLvPJyzo6I3krgwuueTtMsJH0Vs/7qkdZOWEwISL69kgjWWiRmKSPLoa+KxJgkZq0r1CEV4uP0RRKLiv4lBB2vM3DZLwn5xfwkBg2Tg0+kMYHav0pgsJk3MdFgPgTVXJ5mCZUL06kht7c4nywHER68DOYeqSaUVRf0sMEZLPHhL1R2ReAdRt6CHIU15BYjbocf/hoLHJlpyK/quK2LNldAsuAqahVcn/SQ6ufZpv3FBKQAoRk3NuB7DKaA6+VwwquwXN658HMApEOuVhcjm0dEbqUQKIEVICiTqOnr8OkjYj9Bnz4AtqYVqRuYAtK9Iug4AWbMc8vosC3U82+He9DaA3JkOILl1lhCSNYtREW+bTTfSnjL45MwTWa1WWCw9X7rl5eXYvj3Zke+5557D5MmTcfLJJ/fpIEpLC5vnkC8WS+ZSRV/osPsRCMcwZYIFoypMeOGDA+gORDFxbN/vxABRRNpu92PFkvF5HfP3LzoZT72xE984ZTTOmjMKSkXm2HF0rRkAQDgO7MGPEdj+CSpmLUaIF790GsaWyT4crkMtCAJQVk7AOYvGwWxUg3zrZ+h8+bcIbX4NVYvOA5vlyzPx2DvX7gZnLEXFSdPBTJkBYckKuL/6L7o/XQ18/S9Yzv9xHmcmHuh1t4JV6yDYjsAUs0FdlXzB8O1eD1/IC1atA+vpSDmHvN8NnxCDqbIaRRnOr7+mDl0AihQBqC3xi23ID2/YB2NVHczx7RrGiF+AIR7QKsSSy5i6Yvk5BdMYNAHQCW55G4lgUxN8AErGT4Iuvmx0jRmAKIf4xoIxKC1KPr9CzXiE2w/CYjGK58J2GPqJc+Tny/Z+sZdXw7fzYMo6jg/+DQgxVJ11OZQlmbcXzOPRBAbaqAPFGZ6HEILW5s3QjDoJFaNr4bHXwb49hhJNDApT8sXCIXgRVqhQX1+NuVOr0x67o3YcPJveRlmpDh0hJ7iSygH/HPeHxGMJnv4tdH/2MiqmzQWboTOlEGI1DSC2A8mfo4gLKC5HeXl+WZlrzpuMT7e0oTb+vuqNp2E67Ac3wsx6oCqrhXXNMyBBD6ovvw3qyvwnCBeCes43EWrbD8v0eXllUkjpWWjd9ibCbfvAavQor8ktJC4rM6CiRId9rR6cNX8MojEBY2vNad8740cVg0DMuo4bVXxMvb+Gm6E4FzmDjnTlg8Q3zv79+/Hee+/hmWeeQWdn38ZMOxw+CMLAel5YLEbYbAOnuQCAr+N98KV6FYxqFgwDbN9vxdg8h2DZXUGolJzs2y9xpMODGE9QblLndczlRhVuu2omAMDVnT1rwMX/foebnRjXIarjrds+R1NbBdRKDuFAGLagmK0JHtoFxmjBj69YiGgoAlsonsU56VyQQ1vQ8cWHUDUuSfs8ieeb8DEEDm+DctwpsNsTJqU2nA2VxwffljXgq6eL6v4cCD4HhJAfqjmXIPL167Bu/C80p16btE7gi7fBGErB1c9EeM9aWLvcSWZCvF3UCPiJDpEM55cnYubA0dwMJWeJbyeerwBrQjS+nZYT3/t7DtthiWc4VAyS/m6MxghvR6u8jUTk4G4AgE9ZAX98GRPX5kyoKYIQiaX8/aPGWsTcG2Bt6QAJ+yAEvYgUjYbN5s35Ho8oTBBCflhbO+XMiBBwwb/pHSjGz4OLNwI53m+MoQTe9qOIZTpvzlZE7a1gG8+AzeZFjBUvjramI1BUJb/Pg9YOsPoS/Pyy6eI6afYZ1VaA8FF0HTyIsKMDXHXjgH+O+0rK+daNhvLsW+BwRQD0P+MplI1HZMsbsLZ1gVGJGYuQoxOMviTvc9BQbUJDtSnj+oJRFEHadm0GaziC4PZPoJqxHB5Fec73Qp8ZtRDMqIXJ3wU54E5ehujHTwC6/F/75PpibNjRiZ37xO9prZJNu6024SZNzaZ/H45EBuqaybJM1kRCzvJKRUUF7PaeurDVakV5eU/k+c4778Bms+Hiiy/G9773PVitVlx55ZX9POxjE0lEWmPRQ63kUF2qz7uDhRCCB17agj+9sj0lkDuah4i0r5TIBmFB2Rkx1rxd9uiQAkjJWjudep2rGA+2uDrF/jkTfNcBIBoCl0bRr5p5PtjiWoQ+eyavMovkXcBVNUAxbi6iBzcmCUoFdyf49j1QNi4Rp0LykRRNgTypMlt5xZDa7SF7dCSUV4pNaqiULDodgbS6GEDUdaTTdPC2JjCGUtn1ExDLW0oFi/lT0pc5EsWkfJdoCpZvW6Ps1eFzgEQCCH/9Bvz/+l+A8FDPOD+vfUgzWDKRWFoBejpN0uk6BJ8zpzaBLa0T17UdFmfl9LFz5XikR9exX35M9OgYOHGnpOuINX2N0KfPgC2uhWpmfu+FoUQx7hQoLXVZW417M3VsKcJRHuvj3X2ZSiflxT2P0/LK0JMz6FiwYAE2btwIp9OJYDCI9957D4sXL5aX/+QnP8G7776L119/HU888QTKy8vxwgsvDOpBDxeSiFTy3R9dacxbTNruCMDmCsUt1J1Jy5o6vTlFpH2lyKACwwABhw2IhQGFGrG2XXC6Akl6DuJzgARcabsiGIaBctLpEGyH03oJ9IZv2QEwHBQJBkDyvjglNKddDxL0ILQx9/uEj3cycCW1UDWeBkRDSYLS6N5PAYaFsnFxQstl8hwLSUuQtfVO6vZI8LUgspCx58LHMgwqi8UOFrs7lOTRIa9jTO/VwdubwJXVJz1m0CrxwA8XYPHJ6bsbEsWkfNdBQKnN2QnRcxzicUc2vwbfi7cgsunfUFROhG7FnbJeI+c+zFUQ3J0Z3+Oxw1+Bq2wAqxNnozCGUoBh0gZdxOdIO6K89/OB4RA7uhUA6ZNHx/GKrOuQzLTy8OgoFFnX0boTJOiB5rTrwXDHntkVw3KoufY+aJZ8J+9tpNbZL/eInWClpvTfpwat2DarUyugTzPSnjK45JXpuPnmm3HNNddgxYoVWLZsGaZNm4YbbrgBO3bsGIpjPCZIFJFK1BcgJpVsek16FV5fdyTpS/xopxej8xCR9gWOZWE2qEHcbQAAZeNiIOyH1teSFORI1tqZ+vSV4+cDnBLRvbmzHbGW7eLkxQz6D85SD9X08xDbvx6x5q1Z9yU4W8W7M5UWbMV4sMW1sqCU8DFE930mTkXVmeMXLDbF2ZH4u9MagyXCMAxYY1lqpkOtTxFtVpbq0On0w+4OJnl0SLAmS9KIeyBBRJpmkqlJr8rcRpggJuWtB8GVj81qCpZ0HPGLVazpazHYuPAuaM/+aUGzNdiiSiAaAkkzkIt3tkFwtcttoYAonGT0JSlBF+GjIEF3zk4EhlOCLa6S/S/62i57PMIoVEl+Hfl6dBSKZImumn6enEk7FmHVuoJExGoVh4Y6M2K8gGKTOqvWrbJEB0sxzXIMB3k1HC9fvhzLlycrm5988smU9Wpra/HRR7mHLB2P2FxBBMKxpBJIfdw9tKnTg+IcaeAdhx2osehx1qxaPPvOPuw47MS0caWIxgS02nwp9tsDSYlRDaVPrHOqpixFdNcHGItm6It6jJH4roMAp5K9EnrDaAxQjJ2D6IENUJ9yWUZLZ8HnhOBshWrut7Iek2rm+Yg1bUHo02egv/TejN0YgqMZXDzlLmZcliC84Xnw9qMQ3F0gIS+Uk0SdCaNQgTVXps7v8DnTGoOlvMZeXh2Cx5r2TruyRIev9lihVaXOyQHEzgYQAcTnBBPfXsoQ9eVLniurF50kQx6o8iyLAOLfTHPWj8AaLX2+uCTOYOldnood/hIAA8WY5HZQ1lSekumQptXmUyoQO1ji80pGUHkFEP06IlveAIkEejw6slig9wXl+HkAIVBOXDSg+z0WmDq2FLuauuWJsJm4culEDPDoLEqeUEfSPOmZANtzt1xXYQDD5LZDD0ViONDqwtSxpVg4tQqlJg3eWC9mO1ptvqxOpPkSPbAB0UNfpl1WbFRDH7aB0RaBNZUjVjwGk5TtsjEYIFlrjwHDZo5DlZNOA6IhxLL4ZUitstnaCAGpzPJdkKAH4c9Xp12HxMIQPF1gS+p6jmHCAjHjsucTRPd+IgpIa6bIy9mSUamTSjMYg/Wmt1eH4LWlvehVlupAALRYfWlLYulG3Ettr73LK/nAltWDBN35mYL1Qjl2Tr/uZjMNfusxBJsIttfY8XReHfJdex5BhxRkglOC0eU30v5EIVHXUYhHRyEwCjVUk04Dw514JldT47YBubQaY6pMGFvdd58WSt+hQUeeHE0QkUrkKybdc7QbMZ5g6thSKDgW5y0YjcPtHuw84hwwEWl4038Q2fTvtMtKTBqYeYcsynIXTcQohQMWjVgWIrEIBMfRnAJFrmIC2OJqRDL4ZQAA37wdjL4YbHHmYWTy/ixjoGxcLIpDY6klKsHZBhAiiwsBsdygGDsX0f3rwbfthrJxSVKnCltaK5Y2EkSqUqYjF4leHT0j7VODjqoS8T1AkCoiBXqEp4klhnQi0nxJDBoGcjZGPsiD33rNYOFbdkBwtae9W2aM5SBBT9LMExIPOvLNdABiliPfUtKJAlc+DmBFXYfo0aECo6EtnflSWaLD4pOrMWfSyNECHW+MrE90P2jq9KImQUQqMbrSmDPTseOQA2oVhwm14l3boqlVKDWp8fq6IwMiIiWRIIhXHDyVOKdDotigRAXrAm8SxYNtalFXUOITdRyC/Sgg8GBzzF1gGAbKxtMyCkqJEEOsbTcUdVPz1qco6mcCfDTtyG1pBgeXkOkA4hkXPiIKSBtOTVrGlUhiUjE932MMljvTId1RCl47SKAbEPi0Y9WloVEAkrJF8n50xSkj7nn70T5lOYAeMSlrrsrLFGwgEQe/VSRlOgghCG9+DYyxDIoJ81O2kYOuhBkscqYjn+BPKqeNID2HBKNQgasQdR3EZwdrLBsUrdeJCsMwWHlOI6aOHVg7d8rAQYOOPEgnIpUYXWmE2x/JOOaeEIIdhx2YPLpYDljEbEc9Drd78MWern6LSKULLNAjCE2kXB2GmokhqBaj/5ZIMbyCBsqu3fFt8rPWBqTyhiKtoJTvPAhEg2lbZTPBVTUCnFIWDiYiOFpEN8ZeFx+uYjxYyxgoxs5N0RnILZdxXQcJeQEhlrNrAugRXgpee8J02dQ7Jo1KgeJ4K3I6TQfDsmASRtyTSADE0wW2j2UORq0HW1Zf0HkdSMS22Z6gg2/ZAcF2GKoZy9OW4+QJtwmZHuJ1iLM98uiUYLRFYIsqwVn65xp6vMJVNYrCYUeL3PZMoZwo0KAjD9KJSCWkQKSp05N223ZHAA5PWK41SkjZjnCE73dpRRqQBaQPOkqJeJfZrRCPwe4Jo4kdjVjrThBBAN91CIzRIrc9ZoPRGKAYMwfRAxtTRobzLdvjrbLZ5ysk7U+hAlc9CbGW1E4owdkCtqQ2JcXOMAx0598Gzek3pO5PZwajNsi6DrldNh9NR4JXR7p22USkMfeZMlRsgleHLCLtY6YDAHQrbof6lMv6vH1/YIuqQHxOkFgkKcuhnLAw/frxQC1xxL3gc+Q9TIxhGOgu+Q1UWebCnMhIug7itQ1ouyyFcixAg448kDQbYypThUejyo1ZxaRSq+zUMclfuFK2I9N+C0FwtgAqHdjSOtlAKhFTVBSkWYkZAGB3B2HTjwPCfrFU0nWwIIGicvLpQDSI4DsPIpZgZBRr2QGucnzOORO9UdRNBfF0JQ0WI4SAd7b2iAp7wXBKefJr0uMMI54HKdPhi3dN5JHWT/TqEDxWgGEzenvUlOmhVLApHh0S4oh78aIrxAe29TXTAYjjz5kCRnAPJKKnB4Hg7krOcmQSIqr1gFKbVF7Jx6MjEYZTjDg9h4Sk6wD6N+yOQjkWGZmf6gJJJyKVUKs4VGURk+447EB1mT5tGn7xtGrcuGIKZkzs3xcL72gBV1oHrnw8eOshECF52JbK3wW3oIU9IF6kHe4QgiUTAYZBZM/HoilYeXY9RyJcxQSoF14NwdWB4Bv3IfDWA/Dt3QjB2dKnEoAivk1iiYX4nUDYn9S5ki9sSR2E7lYQQYCQjzFYnESvDsFrE4WfaQIbADhvQT1+ftn0FI8O+RhMFlGQGvaDtx0BYygFe5wKAqWhcIKrQ8xyGEozZjmA+Hk09QRdhBBRzDvAY9NPVCRdBzDwnSsUynBDg448yCQilajPICbtaZVNf8FjWQazG8vB9eMOlhABgrMVbEmdaOwVDUFwtSWv42qHA8VwekMIhGLwh2IoKikGWz4OsQMbAGQ2BUsHwzBQnXQm9Fc8APW8yyE4W2B99Q8AegKIQmCLKsCYKpJKLFJ5RHIZLQSutA6IiXboxO8EmOzGYIlIXh2Cx5bVDbNIr8LEOnPm/cjTZq39EpEeC0jupdGd7+fOckjbGC2ykJaEfQAfGVA77xMdrko08Bpojw4KZbihQUcOCCFo7kovIpXIJCZNbJUdtOPz2oFYGGxpnXx3lFhiIYRA6G6HR1mGbm8YDo80L0QrBgiEiKZgpblbXHvDKNRQTfsm9Fc8gJIzr4VyytKM5mK5UNRNBd++R26dlcojXB/2J4lJeWdLvF3WXJCLp+C1i+6h/TCmkjo4ePvRfolIjwUYhRqMoRR81wExy5GHqZQ0f4YQQW6XpZmO/FFOXARlw+KkdnEK5USABh05sLlD8IfSi0glpIBkf4sr6fEdh51QKzlMiI+XHwx6ZpPUgTFVgNEYk4MOnwOIhRHSlsPpCcPuDgIQBZBSVoKz1Gc1BcsFo1DDPO98aBZc1ecuHMWoaWLrbIfYOis4WmT780JhzdVxO/Rm0RisgIsdaywFokGQsK9fLZtSwBI7sglA/0SkxwJSiSWfLAcQF5PyMZCAW26XZY006MgX1mSBZsl1x+RcFAqlP9CgIwdtVtH3YlR55qBjVIURJr0KT6zZhSfW7EKHwy+2yh5yYNLo4qwzAPqL4GgBGAZsSY1YSy8fCyHeAgtAniwrGKvQ7Q3D7hIzHaVFGrBlo8AW10JRP2PQji9felpnxRKL4GzpU5YD6LFDF5ytEPzdeXlDyNsmpLP7M2yMUWnFALBNbEs+njMdAMBVTwJbXJu3dTab4MpKfJKuhgYdFMpI58TzwR1gpPHlFnNm8y61ksPd183FO18246OvW/HF7i6cPK4MDk8I587Pf7hWXxCcLWBNFfJgJK58HCLN20BCPjAaA4RuUd+hKK1BONqOFqsPKiULo1YJhmGgv/Q3g3p8+dLTOrsdJHYpBHcnFGPn5t4wA2xJHfiug+KQsfqZ+W+XOFG2n+ZUjMkCYvUe1yJSCfWMZVBNPy/vTJbcNuu1iZkOTgVGXbgbK4VCObGgmY4c2N0hqJUcDNrsaU6TXoVvnT4ev//BApw9dxR2H3WCATKKSAcK3tGSVPeVBKG89bD4b3cbGG0RjMXi3f6BVhfKirTHpMuhom4qiLsLsaNbRPvzPmY6ADHoID4HwMcKLK8kZDr6OWyMjYtJj/fSikQh7xl5xL3HKrfLHovvOQqFMrTQTEcO7O4gyoo0eX9hSsHHN+eOgs0dTGuTPVBI9udsghU4Vz4WYBjw1oNQjJoGobsdbHE1SkxipqarO4hp447NNLeibhrCeB6Rrf8FAHB96FyRSPT3KKS8Inl1gOX6bTkuZUrYAkbJnygkjrgvxBiMQqGc2NBMRw4c7lBaj41cmPQqjKse3AmZ0vjvpAusUgO2pBZ81yGxc8XVDra4BiXGHhOrvryeoUBqnRUcR9Panxe0rwR/j3wmzEowDAPWUDYgI9WlffRnyuvxjDTinvgKE/NSKJQTFxp05MDuDvVrGNtgwmfwshBNwg6D+OxANAS2uAZFBhWkZM2x+noAscQCIK39eSEw+mIxa4H8jMESUc26YEAsuLn6GVBO+6bsuTDSYI0WCK4OkICbZjooFAoAGnRkJRCKIhCODWqJpD8IDtH+vPdcEa5iHBANInZYbNdki6vBsT2W3cfq6wF6zMV6T5YtFIZhxH0wHBhNYTbzyrFzoKyf1a/nBwBWY4Rm3uVgFKp+7+t4hDFZgLAfACnIAp1CoZy4UE1HFqTOlWM1M8A7Rfvz3noTydJcmgTLFdcAAIqNanR7wyg1HZuvBxCHXbGldVCMOrnf+1KMmSW2rg7TzJKRTmKJimY6KBQKQIOOrDjcPZ4WxxqS/blyYuoMDKaoQpy06u4EozWB0YitiiVGNQ7j2A2iALF1Vn/xPQOyL9WUpcCUpQOyL0rhJPqcUE0HhUIBaHklK3bPsZvpIN64XiNNhwfDMGDjluhsPMsBAJWlOhi0Shh11OWQMvgkCoEL6iCiUCgnLDTTkQVHnh4dw0HPbJL02geufBz45m1JQcd58+qxeFo19UugDAmM2gAoNWAUqhGra6FQKMnQoCMLUufKsXiRFqewMklBRSKSSRhbXC0/plZxUPdhlgmF0hekEffox1wfCoVyYkG/DbJgdwePST0HEB+IVlQBRqlOu5yraoBq7iVQjjtliI+MQulBfcplQD9anykUyokFDTqy4HCHML5mcA2+ckEIQXTn+2AMpVDUz5C9K8TOlcyOnQzLQT192VAdJoWSFkXtlOE+BAqFcgxBg44MBEIx+EPD79HBt+9BeOMLAEQTMNWsC6CongzisYLNc+InhUKhUCjHAjToyIDDM/ztsoQQRDa/BkZfDPXsixDe8iZC7z0iex7010CLQqFQKJShhAYdGbC7gwCGt12Wb98DvnM/1Au/DWXDqVBMWIDYwc8R/voNgOXAjtCZHhQKhUI5PqFBRwbsw2wMlpjlUDYsBiDqNJQTF0Ixfh5I0AOWeh9QKBQK5TiCysoz4HCHoFKyMA6TR4eU5VCdfF6KxwHDcjTgoFAoFMpxBw06MiB6dGiHxaNDznLozFA2Lh7y56dQKBQKZTCgQUcG7O7gsOk55CzH9GXUyZFCoVAoJww06MiAwx0aFj0HIQSRr1+nWQ4KhUKhnHDQoCMNPR4dQx908B17wXfso1kOCoVCoZxw0KAjDQ55uuzQGoMRPobwhhfEjhWa5aBQKBTKCQYNOtIwXB4dkS1rIDhboFl0Dc1yUCgUCuWEgwYdaRgOjw7efhSRLW9CMX4+FKNnDNnzUigUCoUyVNCgIw1D7dFB+BhCa58CozFAs+CqIXlOCoVCoVCGmryCjjVr1uDcc8/F0qVL8fzzz6csf//997F8+XKcd955uPXWWxGJRAb8QIeSQj06CBEQ+uwZ8LYjfXq+yNY3IThaoDl1JRiNoU/7oFAoFArlWCdn0NHV1YWHHnoIL7zwAl5//XWsXr0aBw8elJcHAgHcfffd+Pvf/4633noL4XAY//nPfwb1oAebQj06iNuK6J5PEFr/TxBCCnou3n4Uka/XiGWVelpWoVAoFMqJS86gY8OGDZg3bx7MZjN0Oh3OPvtsvPPOO/JynU6Hjz76CGVlZQgEAnA4HDCZTIN60INNoR4dfHcbAECwHgLfujPv7YgglVX0tKxCoVAolBOenAPfrFYrLBaL/Ht5eTm2b9+etI5SqcTatWvxi1/8AuXl5Vi0aFFBB1FaOjglBYvFWPA2gVAU/lAM9dVFeW/fvc+OEADOWAJh+xqUzZifV2nGv/dz+BwtKL/o5zDUVRV8rMcafTnflP5Bz/nQQs/30ELP99AyFOc7Z9CRrlyQ7oK6ZMkSfPHFF3jwwQdx11134Y9//GPeB+Fw+CAIhZUlcmGxGGGzeQvertXqAwBoFGze2wdbj4AxlEIxfTnCnz2Dzi0boaibmnu7LWvBaIwIlExGsA/HeizR1/NN6Tv0nA8t9HwPLfR8Dy0Ddb5ZlsmaSMhZXqmoqIDdbpd/t1qtKC8vl393uVxYt26d/Pvy5cuxb9++vh7vsCO1yxai6RBcbWCLa6CcuAiMoRThza/l1HaQWASx5m1QjJkFhuX6dcwUCoVCoRwP5Aw6FixYgI0bN8LpdCIYDOK9997D4sU9bpmEENxyyy1ob28HALz99tuYOXPm4B3xICMZg+Wr6SCCAMHVAba4GgyngGr6MlHb0bYr63axlu1ALAzF2Ln9PmYKhUKhUI4H8sp03HzzzbjmmmuwYsUKLFu2DNOmTcMNN9yAHTt2oLi4GPfccw++//3v4/zzz0dTUxNuueWWoTj2frPnaDf+/Mp27DzskDMT9gI9OojHCvAxcMU1AABlw6lg9CU5sx2xQ1+C0RjBVTX0/4VQKBQKhXIckFPTAYglk+XLlyc99uSTT8r/P+uss3DWWWcN7JENAV/s7sLWg3ZsPWjHuGoTLlg0pmCPDt4ldq6w8aCD4RRQzViG8LrnwLftgqJ2Sso2UmlFOX4+La1QKBQKZcQwoh1JO50BjKky4ppvNsDlC+PBl7dhy35bYXoOZzzoMPd0n+TKdvSUVub0/0VQKBQKhXKcMOKDjhqLAadNr8Fvvz8f13yzARUlOkwaXZz3PgRXOxhDKRhVz0RahlNCNfN8CF0HEdu/LmWb2OGvxNJKdeOAvA4KhUKhUI4H8iqvnIgEQlF4/BFUlegAAAqOxWnTa3Da9JqC9iN0t8mllUSUjYsRO7gRoY0vgKudAlYvBjIkFkHs6FZaWqFQKBTKiGPEZjo6nAEAQGU86OgLiZ0rvWEYFpol3wV4HqFP/y6XWWhphUKhUCgjlREbdHQ64kFHaT+CDm9y50pvWFM51KdcCr5lO2IH1gOgpRUKhUKhjFxGbtDhDIBjGVjM2twrZ0CauZKuvCKhPOlMcJUTEdrwPAR3F2JHt0JRP5OWVigUCoUy4hi5QYcjgDKzFgqu76dA6BYN0RI7V3qTWGYJvHk/La1QKBQKZcQycoMOZ0AWkfYVobstpXMlHWxRBdSnXArid4JRG8BVT+rX81IoFAqFcjwyIrtXBIGgqzuAqeNK+7ef7ra0ItJ0KE86E3zHPrClo2hphUKhUCgjkhEZdNjdQcR4MiCdK8qak/Jan2FYaJfe1Ofno1AoFArleGdEllc6B6JdNkfnCoVCoVAolGRGZtARb5et6ke7LC+JSPMsr1AoFAqFMtIZmUGHMwC9RgGjTtXnfQhSu6yZBh0UCoVCoeTDiAw6OhyBfpmCAfHOFX1Jzs4VCoVCoVAoIiMy6BDbZfX92ofQ3Q62hOo5KBQKhULJlxEXdARCMbj9kf7Zn8szV2jQQaFQKBRKvoy4oGNgOldsAB8FR/UcFAqFQqHkzQgMOvwA+tu5EheR0vIKhUKhUCh5MwKDjgBYpn+D3mjnCoVCoVAohTPigo4ORwAWs6afg95o5wqFQqFQKIUy4oKOTmcAVaX97FyxHwVbOmqAjohCoVAolJHBiAo6BIGgyxnMKiKNbHsbsZbtGZeTSBCCqxOcpX4QjpBCoVAolBOXERV02D0hxHghY7ssIQThr19HZPs7GffBO5oBEHBl9YNzkBQKhUKhnKCMqKBDmrmSMdMRCQDREHjrYRBBSLuKYG8CALA000GhUCgUSkGMrKBD8ujIkOkQfA7xP9EQBFdb2nV4WxMYnRmszjwYh0ihUCgUygnLiAs69BoFjFpl2uXE65D/z3cdSruOYD8KlpZWKBQKhUIpmJEVdDj8qCzVgWGYtMvlTAenAt91MGW5KCLtoCJSCoVCoVD6wIgKOjqcgaydK4LPAXAKcDWTIKQJOqiIlEKhUCiUvjNigo5gOAa3L5I16CA+Bxh9KbiKCRDcnSAhX9JyKiKlUCgUCqXvjJigwxOIAADMBnXGdQS/E6yhBFzFOAAAbz2ctJyKSCkUCoVC6TsjJugIR3gAgEalyLgO8TnAGErBWcYADAPemlxiEUWkowf1OCkUCoVCOVEZMUFHSA46uLTLiRAD8bvAGkrBKDVgS+qSOlhINCSKSKmeg0KhUCiUPjFigo5wNEfQ4e8GQMAYSgAAXMV48NZDskmYLCKleg4KhUKhUPrEyAk64pkOdYagQ/A5AQCsoRQAwJWPSzIJE2xHxOU000GhUCgUSp8YMUFHMBIDAGiUGTIdcY8OOeioGA+gxyRMFpHqiwf7UCkUCoVCOSEZMUFH7kyHGHRI5RXGVA5GY5SDDioipVAoFAqlf4ycoCOXpsPnAKMxglGILbUMw4AtHwvBepCKSCkUCoVCGQDyCjrWrFmDc889F0uXLsXzzz+fsvyDDz7ABRdcgPPPPx833ngj3G73gB9ofwlFeLAMAwWX/iULPieYeGlFgqsYD8HVAb59D6iIlEKhUCiU/pEz6Ojq6sJDDz2EF154Aa+//jpWr16Ngwd7/Ct8Ph/uuusuPPHEE3jjjTfQ0NCARx55ZFAPui+EIzw0Ki7j3BXic8h6DglJ1xHZ9SEAKiKlUCgUCqU/5Aw6NmzYgHnz5sFsNkOn0+Hss8/GO++8Iy+PRqO46667UFFRAQBoaGhAR0fH4B1xHwlF+Yx6DkIIBJ9D1nNIyCZhrTvBaIuoiJRCoVAolH6QM+iwWq2wWCzy7+Xl5ejq6pJ/Ly4uxllnnQUACIVCeOKJJ+TfjyVC8UxHWiIBIBpKyXRIJmEAnbdCoVAoFEp/yewJHocQkvJYuhKF1+vFjTfeiMbGRlx44YUFHURpqaGg9fPFYjHK/ycA9DpV0mMS4S4HfACKqmth6L18dCO8jmYYRzegJM22lB7SnVvK4ELP+dBCz/fQQs/30DIU5ztn0FFRUYFNmzbJv1utVpSXlyetY7Va8d3vfhfz5s3DbbfdVvBBOBw+CEJqcNMfLBYjbDav/LvXF4aCZZIek4i1NAMAfIIOwV7LoyaxTTasq0q7LUWk9/mmDD70nA8t9HwPLfR8Dy0Ddb5ZlsmaSMhZXlmwYAE2btwIp9OJYDCI9957D4sXL5aX8zyPH/zgBzjnnHPwv//7vxmFmsNNKMpnHPbW26MjEcXY2VDPuwxc7dRBPT4KhUKhUE508sp03HzzzbjmmmsQjUZxySWXYNq0abjhhhvwk5/8BJ2dndi9ezd4nse7774LAJgyZQruvffeQT/4QghHsghJfU6AVYDRmlKWMQo1VNPOGezDo1AoFArlhCdn0AEAy5cvx/Lly5Mee/LJJwEAU6dOxd69ewf+yAaYUJSHOoMFutS5wjAjxiuNQqFQKJQhZ8RcZbN1rwhpPDooFAqFQqEMLCMi6BAIQSSSOdNBfM60eg4KhUKhUCgDx4gIOqJRAQTp564QIQYS6KaZDgqFQqFQBpkREXSEsgx7I34XQEjK3BUKhUKhUCgDy4gIOsKRGID0Y+2ldlma6aBQKBQKZXAZEUFHKCJmOtTK1GYdQoMOCoVCoVCGhBEVdKQrrwg+J4D0xmAUCoVCoVAGjhERdITjmo505RXic4DRGMEo1EN9WBQKhUKhjChGRtAhZTrStMymG2lPoVAoFApl4BkRQUe28grxOameg0KhUCiUIWBEBB3ZyitipoMGHRQKhUKhDDYjIugIxVtme2c6SCQARINgaXmFQqFQKJRBZ4QEHTxYhoGCS365PSPtaaaDQqFQKJTBZkQEHdJYe4Zhkh4nXurRQaFQKBTKUDEigo5QNP2EWcHVAYBmOigUCoVCGQpSLTpPQMK9xtrzjmZENr+OWNNmMKZyMFrTMB4dhUKhUCgjg5ERdETFsfa8swWRTa8h1rQZUGmhmnkBVFO/AYYZEQkfCoVCoVCGlRERdITCMRQpowi89huAZXuCDbV+uA+NQqFQKJQRw8gIOqI8ajQBIBaG5qwboRw7d7gPiUKhUCiUEceIqCuEIzwMiggAgNEYh/loKBQKhUIZmYyIoCMU5WFgwwAARmMY5qOhUCgUCmVkMiKCjnCEh56JBx1qGnRQKBQKhTIcnPBBByEE4QgPLWimg0KhUCiU4eSEDzoiUQEEgBYhQKEGwymH+5AoFAqFQhmRnPBBR0iaMEuCNMtBoVAoFMowcsIHHeH4hFkVH6R6DgqFQqFQhpETPugIRcRMh5KnmQ4KhUKhUIaTEz7oCMfLKwo+SB1IKRQKhUIZRk74oEPKdHDRAM10UCgUCoUyjJzwQUc4woMBARMN0EwHhUKhUCjDyAkfdIQiPLRMRAw8aKaDQqFQKJRh44QPOsJR6kZKoVAoFMqxwAkfdIQiMegY6kZKoVAoFMpwc8IHHeEoDyMrTZilQQeFQqFQKMPFCR90hMI8ilTxoIOWVygUCoVCGTZO/KAjysOkiAKgmQ4KhUKhUIaTEz7oCEd4GLkIwDCASjvch0OhUCgUyoglr6BjzZo1OPfcc7F06VI8//zzGddbtWoV/v3/27vbmKrr/4/jry9wQEn/8dfOOTm72ppbs2nuvzKghkNnB7lYDdmqtbhh0WxtNG40MSnv2FBzccc71VqtDTcpnQzHiDZzCw7LZDW8oZtuXhQRB8Ey4HCu+PxvmPx//NEAPef7PXx7Pm7xvRi8ee+zc177fL4XR48mrbhkiMQSWpIRkZWzRJbl+owFAEDamvVbeHBwUE1NTTp06JBaW1t1+PBhXbhwYcY527dvV0dHR8oKvVMT0YTuyYjwYDAAABw2a+gIBoPKz89XXl6ecnNzFQgEZoSLtrY2bdq0SVu2bElZoXdqIhpXriIS13MAAOCorNlOCIVC8nq9U9s+n099fX3Tznn99dclSb29vUku7+5Fogkt8kRk5Sx3uhQAAP7VZg0dxpgZ+yzLSmoRy5enZhbC612qWGJSiz0TWpz33/J6l6bk7+AG+ms/em4v+m0v+m0vO/o9a+jw+/06ffr01HYoFJLP50tqEcPDo5qcnBlu7obXu1RDQ39pfCIujyesiHI0NPRXUv8G/s/NfsM+9Nxe9Nte9Nteyep3Rob1jxMJs17TUVhYqJ6eHo2MjCgcDquzs1NFRUV3XZgdjDFKRKPKMjEeDAYAgMNmDR1+v191dXWqrq7WCy+8oPLycq1du1Y1NTU6c+aMHTXesWh8kveuAACQJmZdXpGkiooKVVRUTNv36aefzjhv7969yakqSW7eLiuJW2YBAHCYq5+WFeENswAApA1Xh46JaEL33AwdXNMBAICjXB06IrH/WF5hpgMAAEe5O3RMm+ngmg4AAJzk6tBxc3nFZGbLysp2uhwAAP7VXB86cjMiErMcAAA4ztWhIxL7e3mFi0gBAHCcq0PHRDSue6yIMriIFAAAx7k6dERiN5ZXMhcTOgAAcJqrQ8fNJ5Jai3hTIQAATnN36IjElasot8sCAJAGXB06TGRcGZbhwWAAAKQBV4cORcck8Qh0AADSgatDR8bN0MFMBwAAjnN16MiMEToAAEgX7g4dibAkllcAAEgHrg4dnvi4JGY6AABIB64OHdmTYRlZUvZip0sBAOBfz7WhwxijnMmwYpmLZFmu/TcBAFgwXPttHIkllGtFFM/MdboUAAAgF4eOiciNR6AnPIQOAADSgXtDRzSuXCsqk80j0AEASAeuDR3hyI3X2hM6AABID+4OHRkRntEBAECacG3omBifUI4V5xkdAACkCdeGjsjYdUlS5uKlDlcCAAAkF4eO2OifkqTMXEIHAADpwLWhIz7+lyQp+x5CBwAA6cC1oSMxFTr+y+FKAACA5OLQYSKjkiQPoQMAgLTg2tChiRuhI4O7VwAASAuuDR1WdExRkyUrK9vpUgAAgFwcOjJjYwpbi5wuAwAA/M29oSMeVkSEDgAA0kWW0wWkytK1GzV6/S+nywAAAH9zbej4n+cCGhoidAAAkC5cu7wCAADSC6EDAADYYk6ho62tTaWlpdq8ebOam5tnHD979qy2bt2qQCCgXbt2KR6PJ71QAACwsM0aOgYHB9XU1KRDhw6ptbVVhw8f1oULF6ad88477+i9997TN998I2OMWlpaUlYwAABYmGYNHcFgUPn5+crLy1Nubq4CgYA6Ojqmjvf392tiYkLr1q2TJFVWVk47DgAAIM3h7pVQKCSv1zu17fP51NfXd9vjXq9Xg4OD8ypi+fLUPKrc6+UNs3ai3/aj5/ai3/ai3/ayo9+zhg5jzIx9lmXN+fhcDA+PanJy5u+5G17vUm6ZtRH9th89txf9thf9tley+p2RYf3jRMKsyyt+v19Xr16d2g6FQvL5fLc9PjQ0NO04AACANIfQUVhYqJ6eHo2MjCgcDquzs1NFRUVTx1euXKmcnBz19vZKko4dOzbtOAAAgDSH5RW/36+6ujpVV1crFoupqqpKa9euVU1NjWpra7VmzRodOHBADQ0NGhsb0+rVq1VdXT2vIjIy5rcc4/Tvxa3Rb/vRc3vRb3vRb3slo9+z/Q7L3OqiDAAAgCTjiaQAAMAWhA4AAGALQgcAALAFoQMAANiC0AEAAGxB6AAAALYgdAAAAFsQOgAAgC0IHQAAwBaEDgAAYAtXho62tjaVlpZq8+bNam5udrocVzh48KDKyspUVlam/fv3S5KCwaAqKir03HPPqampaercs2fPauvWrQoEAtq1a5fi8bhTZbvCvn37VF9fL+n2vf3tt9/0yiuvqKSkRG+++abGxsacLHlBOnHihCorK1VSUqI9e/ZIYoynUmtr69Rnyr59+yQxvlNhdHRU5eXl+vXXXyXNf0wnvffGZX7//XdTXFxsrl27ZsbGxkxFRYU5f/6802UtaN3d3ebFF180kUjERKNRU11dbdra2syGDRvMlStXTCwWM9u2bTMnT540xhhTVlZmfvrpJ2OMMTt37jTNzc0OVr+wBYNB8/TTT5sdO3YYY27f2zfeeMMcP37cGGPMwYMHzf79+x2pd6G6cuWKefbZZ83AwICJRqPm5ZdfNidPnmSMp8j4+Lh56qmnzPDwsInFYqaqqsp0d3czvpPs559/NuXl5ebxxx83v/zyiwmHw/Me08nuvetmOoLBoPLz85WXl6fc3FwFAgF1dHQ4XdaC5vV6VV9fr+zsbHk8Hj366KO6dOmSHn74YT344IPKyspSRUWFOjo61N/fr4mJCa1bt06SVFlZSf/v0B9//KGmpiZt375dkm7b21gsph9//FGBQGDafszdt99+q9LSUt1///3yeDxqamrS4sWLGeMpkkgkNDk5qXA4rHg8rng8rqysLMZ3krW0tGj37t3y+XySpL6+vnmN6VT0ftZX2y80oVBIXq93atvn86mvr8/Biha+VatWTf186dIltbe369VXX53R58HBwRn993q9GhwctLVet3j//fdVV1engYEBSTPH9s3eXrt2TUuWLFFWVta0/Zi7y5cvy+Px6LXXXtPQ0JCKi4u1atUqxniKLFmyRG+//ba2bNmiRYsWaf369fJ4PIzvJPvggw+mbd/q+/GfxnQqeu+6mQ5jzIx9lmU5UIn7nD9/Xtu2bdOOHTv00EMPzThuWRb9T5KvvvpKK1asUEFBwdS+2/WWnt+9RCKhnp4effjhh2ppadGZM2em1sD/E/1OjnPnzunIkSP67rvv1NXVpYyMDHV3d884j34n13w/Q1LRe9fNdPj9fp0+fXpqOxQKTU0t4c719vaqtrZW7777rsrKynTq1CldvXp16vjNPvv9/mn7h4aG6P8daG9v19DQkJ5//nn9+eefGh8fl2VZt+ztsmXLNDo6qkQioczMTHp+B+677z4VFBRo2bJlkqRNmzapo6NDmZmZU+cwxpOnq6tLBQUFWr58uaQb0/afffYZ4zvF/v/YnW1Mp6L3rpvpKCwsVE9Pj0ZGRhQOh9XZ2amioiKny1rQBgYG9NZbb+nAgQMqKyuTJD3xxBO6ePGiLl++rEQioePHj6uoqEgrV65UTk6Oent7JUnHjh2j/3fg888/1/Hjx9Xa2qra2lpt3LhRjY2Nt+ytx+PRk08+qfb29mn7MXfFxcXq6urS9evXlUgk9P3336ukpIQxniKPPfaYgsGgxsfHZYzRiRMntH79esZ3is33czsVvbfMreZPFri2tjZ9/PHHisViqqqqUk1NjdMlLWh79uzRkSNHpi2pvPTSS3rkkUfU2NioSCSiDRs2aOfOnbIsS+fOnVNDQ4PGxsa0evVqNTY2Kjs728H/YGE7evSoTp06pb179962t/39/aqvr9fw8LBWrFihjz76SPfee6/TpS8oX3/9tb744gvFYjE988wzamho0A8//MAYT5FPPvlER48elcfj0Zo1a7R7925dvHiR8Z0CGzdu1JdffqkHHnhAPT098xrTye69K0MHAABIP65bXgEAAOmJ0AEAAGxB6AAAALYgdAAAAFsQOgAAgC0IHQAAwBaEDgAAYIv/BZUmGpChvY3fAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 648x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df = pd.DataFrame({'1-NN Risk': [1-x for x in c1nn],\n",
" '9-NN Risk': [1-x for x in c9nn]},\n",
" index=ds)\n",
"\n",
"lines = df.plot.line()\n",
"lines.set_title('Risk for 1- and 9- NN models over increasing dimensionality')\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.5"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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