{ "cells": [ { "cell_type": "code", "execution_count": 2, "id": "extra-trinidad", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 3, "id": "german-williams", "metadata": {}, "outputs": [], "source": [ "train = pd.read_csv('../ventilator-pressure-prediction-data/train.csv')" ] }, { "cell_type": "code", "execution_count": 4, "id": "reliable-calibration", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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idbreath_idRCtime_stepu_inu_outpressure
01120500.0000000.08333405.837492
12120500.03365218.38304105.907794
23120500.06751422.50927807.876254
34120500.10154222.808822011.742872
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" ], "text/plain": [ " id breath_id R C time_step u_in u_out pressure\n", "0 1 1 20 50 0.000000 0.083334 0 5.837492\n", "1 2 1 20 50 0.033652 18.383041 0 5.907794\n", "2 3 1 20 50 0.067514 22.509278 0 7.876254\n", "3 4 1 20 50 0.101542 22.808822 0 11.742872\n", "4 5 1 20 50 0.135756 25.355850 0 12.234987" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train.head()" ] }, { "cell_type": "markdown", "id": "fd0577e9", "metadata": {}, "source": [ "Informationen über die Datentypen" ] }, { "cell_type": "code", "execution_count": 5, "id": "authentic-somerset", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 6036000 entries, 0 to 6035999\n", "Data columns (total 8 columns):\n", " # Column Dtype \n", "--- ------ ----- \n", " 0 id int64 \n", " 1 breath_id int64 \n", " 2 R int64 \n", " 3 C int64 \n", " 4 time_step float64\n", " 5 u_in float64\n", " 6 u_out int64 \n", " 7 pressure float64\n", "dtypes: float64(3), int64(5)\n", "memory usage: 368.4 MB\n" ] } ], "source": [ "train.info()" ] }, { "cell_type": "code", "execution_count": 6, "id": "cosmetic-savage", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "id False\n", "breath_id False\n", "R False\n", "C False\n", "time_step False\n", "u_in False\n", "u_out False\n", "pressure False\n", "dtype: bool" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train.isnull().any()" ] }, { "cell_type": "markdown", "id": "4f772175", "metadata": {}, "source": [ "Hier sind Mittelwert und Standardabeichung wie in der Vorstellung der Daten zu sehen." ] }, { "cell_type": "code", "execution_count": 7, "id": "exclusive-mineral", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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idbreath_idRCtime_stepu_inu_outpressure
count6.036000e+066.036000e+066.036000e+066.036000e+066.036000e+066.036000e+066.036000e+066.036000e+06
mean3.018000e+066.283886e+042.703618e+012.608072e+011.307225e+007.321615e+006.204493e-011.122041e+01
std1.742443e+063.633526e+041.959549e+011.715231e+017.659778e-011.343470e+014.852752e-018.109703e+00
min1.000000e+001.000000e+005.000000e+001.000000e+010.000000e+000.000000e+000.000000e+00-1.895744e+00
25%1.509001e+063.137700e+045.000000e+001.000000e+016.428995e-013.936623e-010.000000e+006.329607e+00
50%3.018000e+066.276550e+042.000000e+012.000000e+011.308123e+004.386146e+001.000000e+007.032628e+00
75%4.527000e+069.430100e+045.000000e+015.000000e+011.965502e+004.983895e+001.000000e+001.364103e+01
max6.036000e+061.257490e+055.000000e+015.000000e+012.937238e+001.000000e+021.000000e+006.482099e+01
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" ], "text/plain": [ " id breath_id R C time_step \\\n", "count 6.036000e+06 6.036000e+06 6.036000e+06 6.036000e+06 6.036000e+06 \n", "mean 3.018000e+06 6.283886e+04 2.703618e+01 2.608072e+01 1.307225e+00 \n", "std 1.742443e+06 3.633526e+04 1.959549e+01 1.715231e+01 7.659778e-01 \n", "min 1.000000e+00 1.000000e+00 5.000000e+00 1.000000e+01 0.000000e+00 \n", "25% 1.509001e+06 3.137700e+04 5.000000e+00 1.000000e+01 6.428995e-01 \n", "50% 3.018000e+06 6.276550e+04 2.000000e+01 2.000000e+01 1.308123e+00 \n", "75% 4.527000e+06 9.430100e+04 5.000000e+01 5.000000e+01 1.965502e+00 \n", "max 6.036000e+06 1.257490e+05 5.000000e+01 5.000000e+01 2.937238e+00 \n", "\n", " u_in u_out pressure \n", "count 6.036000e+06 6.036000e+06 6.036000e+06 \n", "mean 7.321615e+00 6.204493e-01 1.122041e+01 \n", "std 1.343470e+01 4.852752e-01 8.109703e+00 \n", "min 0.000000e+00 0.000000e+00 -1.895744e+00 \n", "25% 3.936623e-01 0.000000e+00 6.329607e+00 \n", "50% 4.386146e+00 1.000000e+00 7.032628e+00 \n", "75% 4.983895e+00 1.000000e+00 1.364103e+01 \n", "max 1.000000e+02 1.000000e+00 6.482099e+01 " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train.describe()" ] }, { "cell_type": "code", "execution_count": 8, "id": "painful-outside", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "False" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train['id'].duplicated().any()" ] }, { "cell_type": "markdown", "id": "96c782af", "metadata": {}, "source": [ "**Individuelle Atemzüge**" ] }, { "cell_type": "markdown", "id": "8222ad7d", "metadata": {}, "source": [ "Anzahl individueller Atemnzüge" ] }, { "cell_type": "code", "execution_count": 9, "id": "hungarian-basement", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "75450\n" ] } ], "source": [ "unique_breaths = train['breath_id'].unique()\n", "number_breaths = len(unique_breaths)\n", "print(number_breaths)" ] }, { "cell_type": "markdown", "id": "00c1b494", "metadata": {}, "source": [ "Mehrere Datenpunkte pro Atemzug" ] }, { "cell_type": "code", "execution_count": 10, "id": "6c475a87", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "train['breath_id'][:300].plot();" ] }, { "cell_type": "markdown", "id": "b66a8a58", "metadata": {}, "source": [ "Jeder Atemzug hat exakt 80 Datenpunkte" ] }, { "cell_type": "code", "execution_count": 11, "id": "1b83c053", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([80])" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "breath_lengths = train[['id','breath_id']].groupby('breath_id').count()['id']\n", "breath_lengths.unique()" ] }, { "cell_type": "markdown", "id": "759dee52", "metadata": {}, "source": [ "Da alle Atemnzüge die selbe Länge haben, können wir diese als Konstate erstellen." ] }, { "cell_type": "code", "execution_count": 12, "id": "a34ad5d0", "metadata": {}, "outputs": [], "source": [ "BREATH_LENGTH = breath_lengths.unique()[0]" ] }, { "cell_type": "markdown", "id": "9f8f083d", "metadata": {}, "source": [ "**R und C, Lungeneigenschaften**" ] }, { "cell_type": "markdown", "id": "2eaf740e", "metadata": {}, "source": [ "R und C sind inenrhalb eines Atemzuges kostant" ] }, { "cell_type": "code", "execution_count": 13, "id": "85b3ae01", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.]\n", "[0.]\n" ] } ], "source": [ "r_c_std_in_breaths = train[['breath_id','R','C']].groupby('breath_id').std()\n", "print(r_c_std_in_breaths['R'].unique())\n", "print(r_c_std_in_breaths['C'].unique())" ] }, { "cell_type": "markdown", "id": "1b3bb861", "metadata": {}, "source": [ "R hat 3 paarweise verschiedene Werte. Diese sind 5, 20 und 50, wie in der Datenvorstellung schon gesehen." ] }, { "cell_type": "code", "execution_count": 14, "id": "e24ab17e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Unique values:\n", "50 30126\n", "5 24860\n", "20 20464\n", "Name: R, dtype: int64\n" ] } ], "source": [ "r_values = train[['breath_id', 'R']].groupby('breath_id').mean()['R']\n", "print('Unique values:')\n", "print(r_values.value_counts())\n", "\n", "r_unique = np.sort(r_values.unique()).astype(int)" ] }, { "cell_type": "markdown", "id": "00bc2c2e", "metadata": {}, "source": [ "C hat ebenfalls 3 paarweise verschiedene Werte. Diese sind 10, 20 und 50, wie in der Datenvorstellung schon gesehen. " ] }, { "cell_type": "code", "execution_count": 15, "id": "2220b51b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Unique values:\n", "10 28059\n", "50 24646\n", "20 22745\n", "Name: C, dtype: int64\n" ] } ], "source": [ "c_values = train[['breath_id', 'C']].groupby('breath_id').mean()['C']\n", "print('Unique values:')\n", "print(c_values.value_counts())\n", "\n", "c_unique = np.sort(c_values.unique()).astype(int)" ] }, { "cell_type": "markdown", "id": "69da520a", "metadata": {}, "source": [ "Wie hängen nun die verschiedenen R und C Werte zusammen? " ] }, { "cell_type": "markdown", "id": "11da73cd", "metadata": {}, "source": [ "Für R = 5 sind die drei C Werte gleichverteilt. \n", "Für R = 20 kommt C = 50 am häufigsten vor,\n", "Für R = 50 ist C = 10 am häufigsten." ] }, { "cell_type": "code", "execution_count": 16, "id": "d46e28b4", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "rc_values = np.array([\n", " [r, c, len(train[(train['R'] == r) & (train['C'] == c)])//BREATH_LENGTH] \n", " for r in r_unique \n", " for c in c_unique\n", "])\n", "\n", "x = range(len(rc_values))\n", "plt.bar(x, rc_values[:,2])\n", "plt.xticks(x, [str(r) + '_' + str(c) for r, c in rc_values[:,:2] ])\n", "plt.xlabel('R_C')\n", "plt.ylabel('Number counts')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "a8af6ecf", "metadata": {}, "source": [ "Für C = 10 kommt R = 50 am häufigsten vor, \n", "Für C = 20 teilen sich R = 5 und R = 50 die meisten Counts, \n", "Für C = 50 sind die drei R Werte gleich verteilt." ] }, { "cell_type": "code", "execution_count": 17, "id": "54a6e1a8", "metadata": {}, "outputs": [ { "data": { "image/png": "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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cr_values = np.array([\n", " [c, r, len(train[(train['C'] == c) & (train['R'] == r)])//BREATH_LENGTH] \n", " for c in c_unique \n", " for r in r_unique\n", "])\n", "\n", "x = range(len(cr_values))\n", "plt.bar(x, cr_values[:,2])\n", "plt.xticks(x, [str(c) + '_' + str(r) for c, r in cr_values[:,:2] ])\n", "plt.xlabel('C_R')\n", "plt.ylabel('Number counts')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "afd1d853", "metadata": {}, "source": [ "**Individuelle Atemzüge**" ] }, { "cell_type": "markdown", "id": "57187835", "metadata": {}, "source": [ "Wie viele individuelle Atmenzüge gibt es??" ] }, { "cell_type": "code", "execution_count": 18, "id": "d4c782b9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "75450\n" ] } ], "source": [ "unique_breaths = train['breath_id'].unique()\n", "num_breaths = len(unique_breaths)\n", "print(num_breaths)" ] }, { "cell_type": "code", "execution_count": 19, "id": "38919f64", "metadata": {}, "outputs": [ { "data": { "image/png": "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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "train['breath_id'][:100].plot();" ] }, { "cell_type": "code", "execution_count": 20, "id": "114dc33b", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD4CAYAAAD8Zh1EAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAATp0lEQVR4nO3dfaxkd33f8fdnH2zT2LIxuyJbe9fLg6MoQfEDVy6IiLpUtMaluFEcyZGSkIhqVUpUUBNFQCQHUPsHlUoq4ghrW6MYgsDEkNRBEMUNTgEprLPrrI0fQlgaqG058doONg6BZGa+/WPOXd9e7t177+y5PmfOvF/SaGfmnHvne+bMfPZ7f/Obc1JVSJLm346uC5AktcNAl6SBMNAlaSAMdEkaCANdkgZiV1cPvGfPnjp48GBXDy9Jc+nYsWNPVNXetZZ1FugHDx7k6NGjXT28JM2lJN9cb5lDLpI0EAa6JA2EgS5JA2GgS9JAGOiSNBCbDvQkO5P8WZLPrLHs7CS3JTmR5EiSg61WKUna0FY69LcDD62z7C3A31TVy4FfB95/poVJkrZmU/PQk1wM/CvgPwP/cY1VrgPe01y/HbgpScpj80rawO3HHuH/Pvm3XZfxvFo6eCGv/aE1vxt0Rjb7xaL/BvwKcN46yy8CHgaoqlGSp4EXAU+sXCnJIeAQwIEDB2YoV9KQfPcfxvzy79wLQNJxMc+jf/dPX9ZNoCd5I/B4VR1LcvWZPFhVHQYOAywtLdm9SwtuNJnGwLuv/WEOvfZlHVcz/zYzhv4a4E1JvgF8Anhdkt9etc6jwH6AJLuA84EnW6xT0gCNm0DfucMJd23Y8FmsqndV1cVVdRC4Afh8Vf3MqtXuAN7cXL++WccOXNJpLQf6rh0LNN6yjWY+OFeS9wFHq+oO4Bbgo0lOAE8xDX5JOq3RZALATgO9FVsK9Kr6Y+CPm+s3rrj/u8BPtVmYpOGzQ2+XA1eSOjMaL4+hG+htMNAldeZUh77TQG+DgS6pMyNnubTKZ1FSZxxDb5eBLqkzznJpl4EuqTN26O0y0CV15rkxdAO9DQa6pM4816EbRW3wWZTUGeeht8tAl9QZ56G3y0CX1BlnubTLQJfUGWe5tMtAl9QZZ7m0y0CX1Jmxgd4qA11SZxxyaZeBLqkznoKuXT6LkjozskNvlYEuqTNjpy22ykCX1Bk79HYZ6JI64yyXdhnokjqzfCwXD87VDp9FSZ051aF7LJdWGOiSOuMYersMdEmdcZZLuzYM9CTnJLk7yb1JHkjy3jXW+fkkJ5Mcby7/dnvKlTQkp47lEgO9Dbs2sc73gNdV1bNJdgNfSvK5qvryqvVuq6pfbL9ESUM1nhQ7Ajvs0FuxYaBXVQHPNjd3N5fazqIkLYbRpJzh0qJNPZNJdiY5DjwO3FlVR9ZY7SeT3Jfk9iT71/k9h5IcTXL05MmTs1ctaRDGk3L8vEWbCvSqGlfV5cDFwFVJXrFqld8HDlbVjwF3Areu83sOV9VSVS3t3bv3DMqWNASjcTnDpUVb+lunqr4F3AVcs+r+J6vqe83N/wG8spXqJA3aeDJxDnqLNjPLZW+SC5rrLwBeD/z5qnX2rbj5JuChFmuUNFDTMXQDvS2bmeWyD7g1yU6m/wF8sqo+k+R9wNGqugP4D0neBIyAp4Cf366CJQ3HdJaLgd6WzcxyuQ+4Yo37b1xx/V3Au9otTdLQje3QW+V8IUmdGU/KMfQWGeiSOuM89Hb5TErqjPPQ22WgS+rMaDJxDL1FBrqkztiht8tAl9QZ56G3y0CX1Bk79HYZ6JI6Mz2WizHUFp9JSZ2xQ2+XgS6pM6PJhF1+sag1Brqkztiht8tAl9QZZ7m0y0CX1Bk79HYZ6JI647Fc2uUzKakzdujtMtAldcZjubTLQJfUmfG42GGgt8ZAl9SZcTnLpU0GuqTOOIbeLgNdUmech94uA11SZ8bjYqfTFlvjMympM6NJeSyXFhnokjrjGHq7DHRJnXEeers2DPQk5yS5O8m9SR5I8t411jk7yW1JTiQ5kuTgtlQraTAmk2JS2KG3aDMd+veA11XVZcDlwDVJXrVqnbcAf1NVLwd+HXh/q1VKGpxxFYAdeot2bbRCVRXwbHNzd3OpVatdB7ynuX47cFOSND8rDdJfPvG3HP7C1xmNfZnPYjnQneXSng0DHSDJTuAY8HLgN6vqyKpVLgIeBqiqUZKngRcBT6z6PYeAQwAHDhw4s8qljv3B/X/Fx+9+mH3nn4M95mz2X/gCLrv4/K7LGIxNBXpVjYHLk1wA/G6SV1TV/Vt9sKo6DBwGWFpasq3RXBuNJwB88Vf+Gbt22mWqe1t6FVbVt4C7gGtWLXoU2A+QZBdwPvBkC/VJvTWaLA8Z2J+rHzYzy2Vv05mT5AXA64E/X7XaHcCbm+vXA593/FxDtzyHOjHQ1Q+bGXLZB9zajKPvAD5ZVZ9J8j7gaFXdAdwCfDTJCeAp4IZtq1jqiZFfilHPbGaWy33AFWvcf+OK698Ffqrd0qR+G/ulGPWMn+RIM7JDV98Y6NKMxh76VT1joEszmnbovoXUH74apRmNx3bo6hcDXZqRY+jqGwNdmtF4MvHkDOoVA12a0WhS7PRLReoRA12a0aQcclG/GOjSjEZjA139YqBLMxp7gmP1jIEuzch56OobX43SjPymqPrGQJdmNJpMHENXrxjo0ozs0NU3Bro0I78pqr4x0KUZ2aGrbwx0aUbTeei+hdQfvhqlGdmhq28MdGlGo8mEnX6xSD1ioEszskNX3xjo0oyc5aK+MdClGdmhq28MdGlGHstFfeOrUZqRHbr6ZsNAT7I/yV1JHkzyQJK3r7HO1UmeTnK8udy4PeVK/TEaeywX9cuuTawzAn6pqu5Jch5wLMmdVfXgqvW+WFVvbL9EqZ/s0NU3G3boVfVYVd3TXP828BBw0XYXJvXdaFLOQ1evbGkMPclB4ArgyBqLX53k3iSfS/Kj6/z8oSRHkxw9efLk1quVesQOXX2z6UBPci7wKeAdVfXMqsX3AJdU1WXAbwC/t9bvqKrDVbVUVUt79+6dsWSpe1XlLBf1zqZejUl2Mw3zj1XVp1cvr6pnqurZ5vpngd1J9rRaqdQjk5r+a4euPtnMLJcAtwAPVdUH1lnnB5v1SHJV83ufbLNQqU9GkwmAs1zUK5uZ5fIa4GeBryQ53tz3buAAQFXdDFwPvDXJCPg74IaqqvbLlfph3LToBrr6ZMNAr6ovAad91VbVTcBNbRUl9d1yoDvkoj7xEx1pBnbo6iMDXZrByA5dPWSgSzN4rkP3LaT+8NUozcAOXX1koEszGI8dQ1f/GOjSDJbnoe/yWC7qEQNdmoGzXNRHBro0A8fQ1UcGujQDZ7moj3w1SjOwQ1cfGejSDMYenEs9ZKBLMxiN7dDVPwa6NANnuaiPDHRpBqfG0J2Hrh4x0KUZOMtFfeSrUZqBs1zURwa6NANnuaiPDHRpBnbo6iMDXZqBs1zURwa6NIPn5qH7FlJ/+GqUZnCqQ3faonrEQJdm4Bi6+shAl2bgLBf1kYEuzWC5Q98ZA139sWGgJ9mf5K4kDyZ5IMnb11gnST6Y5ESS+5JcuT3lSv3gGLr6aNcm1hkBv1RV9yQ5DziW5M6qenDFOm8ALm0u/wT4UPOvNEhjx9DVQxsGelU9BjzWXP92koeAi4CVgX4d8JGqKuDLSS5Isq/5WfXQB//oa/zpN57quoy59fBT3wEcQ1e/bKZDPyXJQeAK4MiqRRcBD6+4/Uhz3/8X6EkOAYcADhw4sMVS1aaP/Mk3gWL/hf+o61Lm0gt/4CyuvOSFnLXTj6HUH5sO9CTnAp8C3lFVz8zyYFV1GDgMsLS0VLP8DrVjPJnwry/7x7zvuld0XYqklmyqvUiym2mYf6yqPr3GKo8C+1fcvri5Tz01mpTDBdLAbGaWS4BbgIeq6gPrrHYH8HPNbJdXAU87ft5v40n5gZ40MJsZcnkN8LPAV5Icb+57N3AAoKpuBj4LXAucAL4D/ELrlapV0w7d8V9pSDYzy+VLwGlbuWZ2y9vaKkrbzw5dGh5btAVUVYwdQ5cGx0BfQH4pRhomA30BjfzaujRIBvoCskOXhslAX0CnOnRnuUiD4jt6AdmhS8NkoC+gkSdnkAbJQF9AdujSMBnoC2j5jPV26NKwGOgL6FSH7rRFaVAM9AW0PMtlh+fDlAbFQF9Ak1oeQ3f3S0PiO3oBOYYuDZOBvoCc5SINk4G+gE7NQ/dDUWlQDPQFZIcuDZOBvoCeO5aLgS4NiYG+gJ7r0N390pD4jl5AdujSMBnoC2jcfCjqGLo0LAb6AnIeujRMBvoC8lgu0jAZ6Ato5LRFaZAM9AU09hR00iBt+I5O8uEkjye5f53lVyd5Osnx5nJj+2WqTXbo0jDt2sQ6vwXcBHzkNOt8sare2EpF2nZjT0EnDdKGHXpVfQF46nmoRc8TO3RpmNoaRH11knuTfC7Jj663UpJDSY4mOXry5MmWHlpbNfaLRdIgtRHo9wCXVNVlwG8Av7feilV1uKqWqmpp7969LTy0ZuE8dGmYzjjQq+qZqnq2uf5ZYHeSPWdcmbbN8hmLDHRpWM440JP8YDI9OWWSq5rf+eSZ/l5tn5EH55IGacNZLkk+DlwN7EnyCPBrwG6AqroZuB54a5IR8HfADVVNC6hecgxdGqYNA72qfnqD5TcxndaoObE8hu4sF2lY/Jt7AY0nExLYYaBLg2KgL6DRpOzOpQEy0BfQeFKOn0sDZKAvoGmH7q6XhsZ39QKyQ5eGyUBfQKPJxDF0aYAM9AVkhy4Nk4G+gEZjZ7lIQ2SgL6DxpNjp+USlwTHQF5CzXKRh8l29gBxDl4bJQF9AznKRhslAX0B26NIwGegLaGSgS4NkoC8gO3RpmAz0BTT2aIvSIBnoC8ghF2mYDPQFNHYeujRIvqsXkB26NEwG+gIaOw9dGiQDfQGNxnbo0hAZ6AtoPCl2eXAuaXAM9AU0nYfurpeGxnf1Aho5D10apA0DPcmHkzye5P51lifJB5OcSHJfkivbL1Nt8pui0jBtpkP/LeCa0yx/A3BpczkEfOjMy9J28miL0jDt2miFqvpCkoOnWeU64CNVVcCXk1yQZF9VPdZWkSv97784yX/6zIPb8asXxhPP/j07DHRpcDYM9E24CHh4xe1Hmvu+L9CTHGLaxXPgwIGZHuzcs3dx6YvPnelnNfVDLz6Pn7jioq7LkNSyNgJ906rqMHAYYGlpqWb5Ha+85IW88pJXtlqXJA1BG7NcHgX2r7h9cXOfJOl51Eag3wH8XDPb5VXA09s1fi5JWt+GQy5JPg5cDexJ8gjwa8BugKq6GfgscC1wAvgO8AvbVawkaX2bmeXy0xssL+BtrVUkSZqJ3xSVpIEw0CVpIAx0SRoIA12SBiLTzzQ7eODkJPDNGX98D/BEi+V0yW3pJ7eln9wWuKSq9q61oLNAPxNJjlbVUtd1tMFt6Se3pZ/cltNzyEWSBsJAl6SBmNdAP9x1AS1yW/rJbeknt+U05nIMXZL0/ea1Q5ckrWKgS9JAzF2gJ7kmyVebk1K/s+t6tirJN5J8JcnxJEeb+y5McmeSrzX/vrDrOtey1gnD16u97ycPX2db3pPk0WbfHE9y7Ypl72q25atJ/mU3VX+/JPuT3JXkwSQPJHl7c//c7ZfTbMs87pdzktyd5N5mW97b3P+SJEeamm9LclZz/9nN7RPN8oMzPXBVzc0F2Al8HXgpcBZwL/AjXde1xW34BrBn1X3/BXhnc/2dwPu7rnOd2l8LXAncv1HtTA+p/DkgwKuAI13Xv4lteQ/wy2us+yPNa+1s4CXNa3Bn19vQ1LYPuLK5fh7wF029c7dfTrMt87hfApzbXN8NHGme708CNzT33wy8tbn+74Gbm+s3ALfN8rjz1qFfBZyoqv9TVX8PfILpSarn3XXArc31W4F/010p66uqLwBPrbp7vdpPnTy8qr4MXJBk3/NS6Cassy3ruQ74RFV9r6r+kumx/6/atuK2oKoeq6p7muvfBh5iek7fudsvp9mW9fR5v1RVPdvc3N1cCngdcHtz/+r9sry/bgf+eZItn8l93gJ9vRNSz5MC/jDJseak2QAvrufO8vRXwIu7KW0m69U+r/vqF5uhiA+vGPqai21p/ky/gmk3ONf7ZdW2wBzulyQ7kxwHHgfuZPoXxLeqatSssrLeU9vSLH8aeNFWH3PeAn0IfryqrgTeALwtyWtXLqzp31xzOZd0nmtvfAh4GXA58BjwXzutZguSnAt8CnhHVT2zctm87Zc1tmUu90tVjavqcqbnWb4K+OHtfsx5C/S5PyF1VT3a/Ps48LtMd/RfL//Z2/z7eHcVbtl6tc/dvqqqv27ehBPgv/Pcn++93pYku5kG4Meq6tPN3XO5X9balnndL8uq6lvAXcCrmQ5xLZ8pbmW9p7alWX4+8ORWH2veAv1PgUubT4rPYvrhwR0d17RpSX4gyXnL14F/AdzPdBve3Kz2ZuB/dlPhTNarfe5OHr5qLPknmO4bmG7LDc1MhJcAlwJ3P9/1raUZZ70FeKiqPrBi0dztl/W2ZU73y94kFzTXXwC8nulnAncB1zerrd4vy/vreuDzzV9WW9P1p8EzfHp8LdNPv78O/GrX9Wyx9pcy/VT+XuCB5fqZjpX9EfA14H8BF3Zd6zr1f5zpn7z/wHT87y3r1c70U/7fbPbTV4ClruvfxLZ8tKn1vuYNtm/F+r/abMtXgTd0Xf+Kun6c6XDKfcDx5nLtPO6X02zLPO6XHwP+rKn5fuDG5v6XMv1P5wTwO8DZzf3nNLdPNMtfOsvj+tV/SRqIeRtykSStw0CXpIEw0CVpIAx0SRoIA12SBsJAl6SBMNAlaSD+H664pKlllZI8AAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "train['breath_id'][:300].plot();" ] }, { "cell_type": "markdown", "id": "3dbc0c13", "metadata": {}, "source": [ "Es sieht aus als wären alle Atmenzüge genau 80 Datenpunkte groß. " ] }, { "cell_type": "code", "execution_count": 21, "id": "f0fb3bea", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([80])" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "breath_lengths = train[['id','breath_id']].groupby('breath_id').count()['id']\n", "breath_lengths.unique()" ] }, { "cell_type": "markdown", "id": "b94aa42d", "metadata": {}, "source": [ "Ja, es gilt: Alle Atemzüge sind genau 80 Datenpunkte groß." ] }, { "cell_type": "code", "execution_count": 22, "id": "26f0e5de", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.]\n", "[0.]\n" ] } ], "source": [ "r_c_std_in_breaths = train[['breath_id','R','C']].groupby('breath_id').std()\n", "print(r_c_std_in_breaths['R'].unique())\n", "print(r_c_std_in_breaths['C'].unique())" ] }, { "cell_type": "markdown", "id": "4fdd756e", "metadata": {}, "source": [ "Keine Standartabweichung innerhalb R und C. Daraus folgt: inenrhalb eines Atemzuges sind R und C konstant!|" ] }, { "cell_type": "markdown", "id": "e0db0ef0", "metadata": {}, "source": [ "**Time steps in individuellen Atmenzügen**" ] }, { "cell_type": "markdown", "id": "7e4ee061", "metadata": {}, "source": [ "Wie sind die ersten beiden Atemzüge (als Beispiel) auf ihre Zeitschritte aufgeteilt?" ] }, { "cell_type": "code", "execution_count": 23, "id": "7f5dafc6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "first_breath = train[train['breath_id'] == 1]\n", "second_breath = train[train['breath_id'] == 2]\n", "\n", "x = range(BREATH_LENGTH)\n", "t1 = first_breath['time_step']\n", "t2 = second_breath['time_step']\n", "plt.plot(x, t1)" ] }, { "cell_type": "code", "execution_count": 24, "id": "70a14467", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(x, t2, ls = '--')" ] }, { "cell_type": "markdown", "id": "94a9dcba", "metadata": {}, "source": [ "Sieht recht gleichmäßig aus. Trügt das?" ] }, { "cell_type": "code", "execution_count": 25, "id": "9e3ba8fb", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Zeitdifferenz')" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(t1.values - t2.values);\n", "plt.xlabel('Datenpunkte')\n", "plt.ylabel('Zeitdifferenz')\n" ] }, { "cell_type": "markdown", "id": "fa248376", "metadata": {}, "source": [ "Die ersten beien Atemzüge haben Unterschiede in ihrem zeitlichem Verlauf." ] }, { "cell_type": "markdown", "id": "d80871cc", "metadata": {}, "source": [ "Keine Standartabweichung beim Startwert des Zeitschrittes: Alle Atemzüge starten bei 0." ] }, { "cell_type": "code", "execution_count": 26, "id": "1d16b02d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.0" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train[['breath_id', 'time_step']].groupby('breath_id').min()['time_step'].std()" ] }, { "cell_type": "markdown", "id": "b5225749", "metadata": {}, "source": [ "Wie lange ist ein Atemzug?" ] }, { "cell_type": "code", "execution_count": 27, "id": "8fb9d230", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "count 75450.000000\n", "mean 2.614803\n", "std 0.087102\n", "min 2.496809\n", "25% 2.523674\n", "50% 2.655257\n", "75% 2.689902\n", "max 2.937238\n", "Name: time_step, dtype: float64" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "time_step_max = train[['breath_id', 'time_step']].groupby('breath_id').max()['time_step']\n", "time_step_max.describe()" ] }, { "cell_type": "markdown", "id": "ad63c3ec", "metadata": {}, "source": [ "Alle Atemzüge sind zwischen 2,5 und 2,9 Sekunden lang. " ] }, { "cell_type": "code", "execution_count": 28, "id": "aaf82188", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.hist(time_step_max);" ] }, { "cell_type": "code", "execution_count": 29, "id": "013e1fda", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.hist(time_step_max, 50);" ] }, { "cell_type": "markdown", "id": "9384df1b", "metadata": {}, "source": [ "Alle Atemzüge haben 80 Datenpunkte, aber nicht die selbe Länge. Daraus folgt: nicht alle Zeitschritte sind gleich lang." ] }, { "cell_type": "markdown", "id": "e68b6e0e", "metadata": {}, "source": [ "**Zeitschritt-Längen**" ] }, { "cell_type": "markdown", "id": "daeca03d", "metadata": {}, "source": [ "Wie sind nun die Zeitschrittlängen auf die einzelnen Atemzüge aufgeteitl?" ] }, { "cell_type": "code", "execution_count": 30, "id": "f033249e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "count 5.960550e+06\n", "mean 3.309877e-02\n", "std 1.232990e-03\n", "min 3.144002e-02\n", "25% 3.189349e-02\n", "50% 3.345442e-02\n", "75% 3.404546e-02\n", "max 2.510931e-01\n", "Name: dt, dtype: float64" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train['dt'] = train['time_step'].diff()\n", "time_step_size = train[train.dt >= 0]\n", "train['dt'] = time_step_size.dt\n", "time_step_size.dt.describe()" ] }, { "cell_type": "markdown", "id": "77ec378a", "metadata": {}, "source": [ "Negative Werte: entstehen bei einem Übergang von einem Atemzug zum anderen und sollen nicht betrachtet werden. \n", "Warum der eine Ausreiser bei max? -> ist tatächlich einfach ein großer Sprung." ] }, { "cell_type": "code", "execution_count": 31, "id": "0bcc6cac", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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idbreath_idRCtime_stepu_inu_outpressuredt
212895921289604424550102.9372384.99640516.1890020.251093
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" ], "text/plain": [ " id breath_id R C time_step u_in u_out pressure \\\n", "2128959 2128960 44245 50 10 2.937238 4.996405 1 6.189002 \n", "\n", " dt \n", "2128959 0.251093 " ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train[train.dt == train.dt.max()]" ] }, { "cell_type": "code", "execution_count": 32, "id": "9131f2b7", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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idbreath_idRCtime_stepu_inu_outpressuredt
212895521289564424550102.5910044.97969816.3296070.031732
212895621289574424550102.6227474.98267816.4702110.031743
212895721289584424550102.6545034.98522116.1187000.031755
212895821289594424550102.6861454.98738416.5405130.031642
212895921289604424550102.9372384.99640516.1890020.251093
212896021289614424850500.00000028.25815106.118700NaN
212896121289624424850500.03178127.46505809.0713900.031781
212896221289634424850500.06348627.178008011.3210590.031704
212896321289644424850500.09517326.335851020.1791290.031688
212896421289654424850500.12788725.066763027.4202500.032713
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" ], "text/plain": [ " id breath_id R C time_step u_in u_out pressure \\\n", "2128955 2128956 44245 50 10 2.591004 4.979698 1 6.329607 \n", "2128956 2128957 44245 50 10 2.622747 4.982678 1 6.470211 \n", "2128957 2128958 44245 50 10 2.654503 4.985221 1 6.118700 \n", "2128958 2128959 44245 50 10 2.686145 4.987384 1 6.540513 \n", "2128959 2128960 44245 50 10 2.937238 4.996405 1 6.189002 \n", "2128960 2128961 44248 50 50 0.000000 28.258151 0 6.118700 \n", "2128961 2128962 44248 50 50 0.031781 27.465058 0 9.071390 \n", "2128962 2128963 44248 50 50 0.063486 27.178008 0 11.321059 \n", "2128963 2128964 44248 50 50 0.095173 26.335851 0 20.179129 \n", "2128964 2128965 44248 50 50 0.127887 25.066763 0 27.420250 \n", "\n", " dt \n", "2128955 0.031732 \n", "2128956 0.031743 \n", "2128957 0.031755 \n", "2128958 0.031642 \n", "2128959 0.251093 \n", "2128960 NaN \n", "2128961 0.031781 \n", "2128962 0.031704 \n", "2128963 0.031688 \n", "2128964 0.032713 " ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "max_id = train[train.dt == train.dt.max()].id.max()\n", "whats_up = train[(train.id <= (max_id + 5)) & (train.id > (max_id - 5))]\n", "whats_up" ] }, { "cell_type": "markdown", "id": "b3cb99d8", "metadata": {}, "source": [ "Gibt es viele Ausreiser neben dem offensichtlichen Peak? Minimum bis 75%-Quantil haben alle ungefähr die selbe Größenordnung. Wieviele Punkte liegen jetzt also ganz außerhalb? " ] }, { "cell_type": "markdown", "id": "9fedc8a1", "metadata": {}, "source": [ "Bis 0,05 sind es nur eine Handvoll Werte, diese können weggelassen werden? Gehen vielleicht noch mehr?" ] }, { "cell_type": "code", "execution_count": 33, "id": "59e86483", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "30" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(train[train['dt'] > 0.05])" ] }, { "cell_type": "code", "execution_count": 34, "id": "c2b7051a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5438" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(train[train['dt'] > 0.0355])" ] }, { "cell_type": "code", "execution_count": 35, "id": "3c889425", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([181995., 166064., 146773., 119601., 109638., 101371., 95779.,\n", " 84728., 79611., 75781., 67464., 50582., 32272., 19995.,\n", " 12730., 8395., 5604., 3712., 2568., 2085., 1893.,\n", " 1807., 2187., 2846., 3829., 5394., 7660., 10127.,\n", " 13587., 15953., 18765., 20982., 23525., 28244., 30174.,\n", " 32922., 31189., 28117., 24195., 20090., 16785., 13839.,\n", " 11207., 8456., 6135., 3995., 2481., 1588., 885.,\n", " 608.]),\n", " array([0.03400016, 0.03403015, 0.03406014, 0.03409014, 0.03412013,\n", " 0.03415012, 0.03418012, 0.03421011, 0.0342401 , 0.0342701 ,\n", " 0.03430009, 0.03433008, 0.03436007, 0.03439007, 0.03442006,\n", " 0.03445005, 0.03448005, 0.03451004, 0.03454003, 0.03457003,\n", " 0.03460002, 0.03463001, 0.03466001, 0.03469 , 0.03471999,\n", " 0.03474998, 0.03477998, 0.03480997, 0.03483996, 0.03486996,\n", " 0.03489995, 0.03492994, 0.03495994, 0.03498993, 0.03501992,\n", " 0.03504992, 0.03507991, 0.0351099 , 0.03513989, 0.03516989,\n", " 0.03519988, 0.03522987, 0.03525987, 0.03528986, 0.03531985,\n", " 0.03534985, 0.03537984, 0.03540983, 0.03543983, 0.03546982,\n", " 0.03549981]),\n", " )" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "points_between_75_and_100 = train[(train['dt'] > 0.034) & (train['dt'] < 0.0355)].dt\n", "plt.hist(points_between_75_and_100, 50) #np.arange(0.0, 1.0, 0.2))" ] }, { "cell_type": "markdown", "id": "129583f2", "metadata": {}, "source": [ "So werden unter 0,1% alles Punkte als Outlier weggelassen. Das ist vermutlich ok? Mal sehen was noch so passiert. " ] }, { "cell_type": "code", "execution_count": 36, "id": "413e4234", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([1311783., 1054878., 78776., 257882., 296109., 662230.,\n", " 1652829., 256879., 228584., 155162.]),\n", " array([0.03144002, 0.031846 , 0.03225198, 0.03265796, 0.03306394,\n", " 0.03346992, 0.03387589, 0.03428187, 0.03468785, 0.03509383,\n", " 0.03549981]),\n", " )" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dt = train[(train['dt'] > 0.031) & (train['dt'] < 0.0355)].dt\n", "plt.hist(dt)" ] }, { "cell_type": "code", "execution_count": 37, "id": "e22f5149", "metadata": {}, "outputs": [ { "data": { "image/png": "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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "# reshape: soritert Array um, in diesem Fall ganz explizit die Einträge aus dt\n", "# (-1,breath_lengths) meint: egal wie viele es werden (-1), die einzelnen Array Einträge müssen nur breath_length Länge haben.\n", "# median: berechnet den median entlang einer Achse, axis = -1: median über eine breath_length hinweg. (Für alle Atemzüge, gibt ein Array zurück)\n", "# ~train.dt.isna(): Entfernt alle Nan-Werte (entstehen weil vorher negative Werte weggenommen wurden)\n", "dt_median = np.median(np.reshape(train['dt'][~train.dt.isna()].values, (-1, (BREATH_LENGTH - 1))), axis = -1)\n", "plt.hist(dt_median, 90);" ] }, { "cell_type": "markdown", "id": "dd02d725", "metadata": {}, "source": [ "Wie hoch ist die Standartabweichung der einzelnen Atemzüge bezüglich der Zeitschrittlängen?" ] }, { "cell_type": "code", "execution_count": 38, "id": "d459a7a5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Na-Werte werden nicht geplottet\n", "first_breath = train[train['breath_id'] == 1]\n", "second_breath = train[train['breath_id'] == 2]\n", "\n", "x = range(BREATH_LENGTH)\n", "dt1 = first_breath['dt']\n", "dt2 = second_breath['dt']\n", "plt.plot(x, dt1)\n", "plt.plot(x, dt2, ls = '--')" ] }, { "cell_type": "markdown", "id": "35a1de40", "metadata": {}, "source": [ "Die meisten Atemzüge haben eine kleine Standartabweichung: Wenn sie in einem der Peaks von oben beginnen, enden sie auch in diesem." ] }, { "cell_type": "code", "execution_count": 39, "id": "3955aac0", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dt_std = np.std(np.reshape(train['dt'][~train.dt.isna()].values, (-1, (BREATH_LENGTH - 1))), axis = -1)\n", "plt.hist(dt_std, 90);" ] }, { "cell_type": "markdown", "id": "706ff34f", "metadata": {}, "source": [ "**u_out Ventilator Attribut**" ] }, { "cell_type": "markdown", "id": "f0ccee85", "metadata": {}, "source": [ "Zwei Beispiel Atemzüge. u_out verändert seinen Wert innerhalb eines Atemzuges." ] }, { "cell_type": "code", "execution_count": 40, "id": "46866371", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "first_u_out = first_breath['u_out']\n", "second_u_out = second_breath['u_out']\n", "plt.plot(range(BREATH_LENGTH), first_u_out)\n", "plt.plot(range(BREATH_LENGTH), second_u_out)" ] }, { "cell_type": "markdown", "id": "b331d00f", "metadata": {}, "source": [ "Wo innerhalb eines Atemzuges schaltet u_out um?" ] }, { "cell_type": "code", "execution_count": 41, "id": "ba6cd415", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([1.0000e+01, 3.0000e+00, 0.0000e+00, 0.0000e+00, 1.2300e+02,\n", " 2.2803e+04, 0.0000e+00, 1.8260e+04, 1.7923e+04, 1.6328e+04]),\n", " array([25. , 25.7, 26.4, 27.1, 27.8, 28.5, 29.2, 29.9, 30.6, 31.3, 32. ]),\n", " )" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "u_out_diff = train['u_out'].diff()\n", "# an dieser Stelle ist der u_out Übergang\n", "u_out_transitions = u_out_diff.index[u_out_diff == 1] % BREATH_LENGTH\n", "plt.hist(u_out_transitions)" ] }, { "cell_type": "markdown", "id": "9576cb94", "metadata": {}, "source": [ "Wird u_out irgendwann innerhalb eines Atemzuges von 1 auf 0 geschaltet? Nein." ] }, { "cell_type": "code", "execution_count": 42, "id": "c80efd0e", "metadata": {}, "outputs": [], "source": [ "# assert gibt einen AssertionError, wenn Aussage falsch.\n", "u_out_decreases = train['u_out'].diff()[1:].values < 0\n", "breath_id_remains_same = train['breath_id'].diff()[1:].values == 0\n", "assert(np.max(u_out_decreases * breath_id_remains_same) == 0)" ] }, { "cell_type": "markdown", "id": "2aa11089", "metadata": {}, "source": [ "Wie verhält sich die Lage des Übergangs zu der Länge des Atemzuges? Könnte es sein, dass u_out immer nach der gleichen Zeit umgeschaltet wird?" ] }, { "cell_type": "code", "execution_count": 43, "id": "923d393a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.scatter(u_out_transitions, time_step_max, alpha = 0.01);\n", "plt.ylabel('Lenght of the breath')\n", "plt.xlabel('step of u_out transition');" ] }, { "cell_type": "markdown", "id": "e30c0844", "metadata": {}, "source": [ "Hier sind die Zeiten der letzten u_out = 0 Werte." ] }, { "cell_type": "code", "execution_count": 44, "id": "029dd23f", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "u_out_still_zero = u_out_diff.index[u_out_diff == 1] - 1\n", "times_before_transition = train['time_step'][u_out_still_zero]\n", "plt.hist(times_before_transition, 50)\n", "# gibt Fehler, falls u_out = 1 dabei ist.\n", "assert(max(train['u_out'][u_out_still_zero]) == 0)" ] }, { "cell_type": "markdown", "id": "cf92b8e0", "metadata": {}, "source": [ "Hier ist der erste u_out = 1 Wert." ] }, { "cell_type": "code", "execution_count": 45, "id": "1c8b2035", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "u_out_first_one = u_out_diff.index[u_out_diff == 1]\n", "times_after_transition = train['time_step'][u_out_first_one]\n", "plt.hist(times_after_transition,50)\n", "# gibt Fehler, wenn ein u_out = 0 dabei ist.\n", "assert(min(train['u_out'][u_out_first_one]) == 1)" ] }, { "cell_type": "markdown", "id": "10acbaeb", "metadata": {}, "source": [ "Schaltet ungefähr bei 0,99 um." ] }, { "cell_type": "code", "execution_count": 46, "id": "2521eb94", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(times_after_transition[:1000].values)\n", "plt.plot(times_before_transition[:1000].values)\n", "plt.axhline(0.99, c = 'k');\n", "plt.ylabel('Time');\n", "plt.xlabel('Breath');" ] }, { "cell_type": "markdown", "id": "53d917ed", "metadata": {}, "source": [ "**u_in Ventilator Attribut**" ] }, { "cell_type": "markdown", "id": "0807b3ce", "metadata": {}, "source": [ "Wie spielen u_out und u_in zusammen?" ] }, { "cell_type": "code", "execution_count": 47, "id": "d57b5bf2", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for idx in range(3):\n", " plt.plot(range(BREATH_LENGTH), train[train['breath_id'] == unique_breaths[idx]]['u_in'], marker = 'o')\n", " plt.plot(range(BREATH_LENGTH), train[train['breath_id'] == unique_breaths[idx]]['u_out'], marker = 'o')\n", " plt.show()" ] }, { "cell_type": "markdown", "id": "40bc9e05", "metadata": {}, "source": [ "Hier ist noch mal der recht gleichförmige Verlauf nach dem Einschalten von u_out zu sehen. " ] }, { "cell_type": "code", "execution_count": 48, "id": "6543a55b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Int64Index([30, 29, 32, 32, 29, 29, 29, 29, 31, 32,\n", " ...\n", " 29, 31, 30, 31, 32, 29, 30, 30, 31, 30],\n", " dtype='int64', length=75450)" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "u_out_transitions" ] }, { "cell_type": "code", "execution_count": 49, "id": "b8c653d3", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for idx in range(15):\n", " u_in = train[train['breath_id'] == unique_breaths[idx]]['u_in']\n", " u_out_transition = u_out_transitions[idx]\n", " step_since_transition = range(BREATH_LENGTH - u_out_transition)\n", " plt.plot(step_since_transition, u_in[u_out_transition:])" ] }, { "cell_type": "code", "execution_count": 50, "id": "f663cd5b", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for idx in [15,16,29]:\n", " u_in = train[train['breath_id'] == unique_breaths[idx]]['u_in']\n", " u_out_transition = u_out_transitions[idx]\n", " step_since_transition = range(BREATH_LENGTH - u_out_transition)\n", " plt.plot(step_since_transition, u_in[u_out_transition:])" ] }, { "cell_type": "markdown", "id": "0fc6150a", "metadata": {}, "source": [ "Zeit als x-Achse auch nicht besser? (Was wollte der Mensch aus dem Notebook damit sagen?)" ] }, { "cell_type": "code", "execution_count": 51, "id": "b78428d5", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for idx in range(50):\n", " u_in = train[train['breath_id'] == unique_breaths[idx]]['u_in']\n", " u_out_transition = u_out_transitions[idx]\n", " time_steps = train[train['breath_id'] == unique_breaths[idx]]['time_step'].values\n", " time_since_transition = time_steps - time_steps[u_out_transition]\n", " plt.plot(time_since_transition[u_out_transition:], u_in[u_out_transition:])" ] }, { "cell_type": "markdown", "id": "fe6eb3bd", "metadata": {}, "source": [ "Maxima-Verteilung der u_in Werte. (Maximum pro Atemzug)" ] }, { "cell_type": "code", "execution_count": 52, "id": "859df913", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'max u_in')" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.hist(train[['breath_id', 'u_in']].groupby('breath_id').max()['u_in'], 100);\n", "plt.xlabel('max u_in')" ] }, { "cell_type": "markdown", "id": "4a8cc959", "metadata": {}, "source": [ "**Pressure**" ] }, { "cell_type": "markdown", "id": "e44c77dd", "metadata": {}, "source": [ "Durchschnittlicher Atemzug. (Durchschnittlicher Druck über alle Atemzüge an jedem Datenpunkt einzeln)" ] }, { "cell_type": "code", "execution_count": 53, "id": "e4fe9b2f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "avgs = np.zeros(BREATH_LENGTH)\n", "for t in range(BREATH_LENGTH):\n", " avgs[t] = train['pressure'][t::BREATH_LENGTH].mean()\n", "plt.plot(avgs)" ] }, { "cell_type": "markdown", "id": "1d45e176", "metadata": {}, "source": [ "Negativer Druck" ] }, { "cell_type": "code", "execution_count": 54, "id": "3ca54363", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3713" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(train[train['pressure'] <= 0])" ] }, { "cell_type": "code", "execution_count": 55, "id": "7e5c3632", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 542, 851, 3928, 7949, 11216, 13594, 16599, 19236,\n", " 20075, 22164, 23710, 27195, 27731, 30127, 36474, 40431,\n", " 40753, 43103, 43630, 44309, 45099, 45681, 45877, 46018,\n", " 46020, 46486, 47325, 49376, 49941, 50459, 52137, 53057,\n", " 54206, 56152, 56760, 57119, 58835, 59101, 60949, 65596,\n", " 67080, 67788, 70753, 71461, 72011, 74977, 77803, 83713,\n", " 85391, 86508, 90584, 91132, 91464, 92955, 94037, 97520,\n", " 98041, 98080, 101951, 106703, 108406, 109424, 109761, 110499,\n", " 111419, 112036, 113323, 113639, 118131, 119582, 120445, 121570,\n", " 124575])" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "negative_pressure_breaths = train[train['pressure'] <= 0]['breath_id'].unique()\n", "negative_pressure_breaths" ] }, { "cell_type": "markdown", "id": "2de35db7", "metadata": {}, "source": [ "u_in für alle nagetiven Druck-Datenpunkte" ] }, { "cell_type": "code", "execution_count": 56, "id": "51b53ade", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'max u_in for negative pressure')" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "max_u_in_for_negative_pressure_breaths = [train[train['breath_id'] == b]['u_in'].max() for b in negative_pressure_breaths]\n", "plt.hist(max_u_in_for_negative_pressure_breaths);\n", "plt.xlabel('max u_in for negative pressure')" ] }, { "cell_type": "markdown", "id": "dd435719", "metadata": {}, "source": [ "Initialer Druck (bei Datenpunkt 0) für jeden Atemzug" ] }, { "cell_type": "code", "execution_count": 57, "id": "46c08ac3", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "initial_pressure = train['pressure'][::BREATH_LENGTH]\n", "plt.hist(initial_pressure,20);" ] }, { "cell_type": "markdown", "id": "22046af2", "metadata": {}, "source": [ "Woher kommt der?" ] }, { "cell_type": "markdown", "id": "8aee90d9", "metadata": {}, "source": [ "u_int reicht nicht aus. " ] }, { "cell_type": "code", "execution_count": 58, "id": "cc793959", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "initial_u_in = train['u_in'][::BREATH_LENGTH]\n", "plt.scatter(initial_u_in, initial_pressure);\n", "plt.ylabel('Initial pressure')\n", "plt.xlabel('Initial u_in');" ] }, { "cell_type": "markdown", "id": "050fe392", "metadata": {}, "source": [ "R und C Werte gegen Initialen Druck geplottet." ] }, { "cell_type": "code", "execution_count": 59, "id": "bad29498", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(len(r_unique), len(c_unique), figsize=(14,14))\n", "for i, r in enumerate(r_unique):\n", " for j, c in enumerate(c_unique):\n", " foo = train[(train['R'] == r) & (train['C'] == c)]\n", " axs[i,j].scatter(foo['u_in'][::BREATH_LENGTH], foo['pressure'][::BREATH_LENGTH]);\n", " # macht, dass alle gleich skaliert sind\n", " axs[i,j].set_ylim([-2,8])\n", " axs[i,j].text(35,-1.2,f'R={r},C={c}')\n", " axs[i,j].set_ylabel('Initial pressure')\n", " axs[i,j].set_xlabel('Initial u_in');" ] }, { "cell_type": "markdown", "id": "b32ea016", "metadata": {}, "source": [ "noch mal ohne u_in. War wie oben schon gesagt, nicht so wichtig. " ] }, { "cell_type": "code", "execution_count": 60, "id": "9f6c5890", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(len(r_unique), len(c_unique), figsize=(14,14))\n", "for i, r in enumerate(r_unique):\n", " for j, c in enumerate(c_unique):\n", " foo = train[(train['R'] == r) & (train['C'] == c)]\n", " axs[i,j].hist(foo['pressure'][::BREATH_LENGTH]);\n", " axs[i,j].set_xlim([-2,8])\n", " axs[i,j].set_ylabel(f'R={r},C={c}')\n", " axs[i,j].set_xlabel('Initial pressure');" ] }, { "cell_type": "markdown", "id": "e9095906", "metadata": {}, "source": [ "Viele Atemzüge über die Zeit mit verschiedenen R und C Werten." ] }, { "cell_type": "code", "execution_count": 61, "id": "a298af68", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(len(r_unique), len(c_unique), figsize=(14,14))\n", "for i, r in enumerate(r_unique):\n", " for j, c in enumerate(c_unique):\n", " foo = train[(train['R'] == r) & (train['C'] == c)]\n", " for k in range(600):\n", " kter_breath = foo[k*BREATH_LENGTH:k*BREATH_LENGTH+79]\n", " u_out_diff = kter_breath['u_out'].diff()\n", " u_out_first_one = (u_out_diff.index[u_out_diff == 1] % BREATH_LENGTH).max()\n", " axs[i,j].plot(range(79), kter_breath['pressure'], c = 'g', alpha = 0.005);\n", " axs[i,j].axvline(u_out_first_one, color = 'r', lw = 1, alpha = 0.005)\n", " axs[i,j].text(20,5,f'R={r},C={c}')\n", " axs[i,j].set_ylabel('Pressure')\n", " axs[i,j].set_xlabel('Timestep'); \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Wie hängt da jetzt u_in drin?" ] }, { "cell_type": "code", "execution_count": 62, "id": "a3fb1b89", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", 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Bays8is3Iu+QrKnv37uUzn/kMQ0NDLC4ucv/+/UwucGBg4JkrKr1kq1582DgU8JIZio2M73uejk+v211BoFJ8/MxQqPdKeRHpSRGnnAktfcwNQ6y0CUjTtMTVFAKhG3idDmc/93lsx+LMqZOc/+xn6XZCmjJCPlyg2+2geT62rqE7GkuLXRynSKfVQgK2rqPpELgdYtkPUmIIgSSpyghdz1xbde66rmc6Evv3789mhczOznLz5k3iOKZSqVAulzct+feyeBQbOebAwAADAwPAslygqqioAUz9/f1Uq9UNGav1Qo9tj2ILsVFuxLN6FAtzc1y9fpVXDx1mcHAQdfT1DI8kIWQRhmAYScUhjpPOT00DlYQTAq/d5Z3PfI5Drx7E0TTaCwtEmsD1OxQ0m0hCM+ggTIFlW8hAoBVjZCwJooTHoZuSsJsQt/xuF6tcxm21MNKch1MoZCpN+V6DvIdjmiajo6OMjY0BSbI2CIIVdGq1eJ5F8n+rkpkvwktZTS5wcXGRx48fc/36dWzbzgzHk+QC1zMUrVZr26PYCjwNN+Jpk5lZr8b8PKdPvYVlWcnNk6NGy968hPpdCPxuNylxxjGa72OXSmipNxGTGBJN17l75w7tVoO3z7yF0HWW5udx223aRMSGg4ePpVfQrUG6vofhOHSaSwizn3qjgVGwCF2fIPJpd5tYGkQsu7mmaSJ6jFpe16K3JToPwzAol8uMjo5mdOqFhQUuX75MGIb09fVlAjUbYUW+zKHH0x5ztQFMKkxptVoUi8XMW1MVlfVyFK1Wa9uj2Ew8y/g+XdezSdnrYcUIv9OnCcMwe61pmhmrMo7jleFGaiSUZoRhGIjUmAnXxXYcojhOKh1RxNUrVzB0HcuwEs/C8/Bcn26nix8KWqGLhoXjRAwPT2A7FrEWU6qUKToGbsvDbQfoEaALEBFeq0PX7aAZBoZpEgYBtmWha1ri5aSLQJ2/WrhPWsDKqOTp1Hv27CGKIpaWlrJyo1L2zs9CXe1YH4TQ41mMT6FQoFAoMDExkckFLiwscPPmTbrdbnZN1kqKftjo2/A+Goqn0Y3IY6MeRW9buOd5RGGYLLT0vR3HybgQwHuqHWHaUeqnoYep68nr4xhJEotevnKJHWMTDA4OcuPGbVzXRcQxYRgRASXh0Gg38EMX37ewQohNA8OTyFjQWOiilYrELQ/dNsD30Q2T0HaSPGqqcaBZFm4qkmva9jJ/I+cGrymWk7vuvcnhfAyvXPE8uUntqEqAdytCj/fLo1gLQizLBe7atQspkwFM9+7do16vMz8/v+oApufNUQghdOAd4KGU8quEEPuAXwcGgc8B3yql3NhuuUl4XwzF89Cw1yuPSim5dfMm83NzvPnGG5kCleLeq+arLGEKTzyebhi0Wy1sx4G0O1RL6dkPJye5N3mfVw8dTkqiQQBCS4RM2l0s22Fxvg7So2wX6YgKui4IvCW8xRDLMglDHy3UCBabaJZOO4goWRJdgivjhIkZxXhegIgkg6PDiZcTRVmIkM/AK6OXF5NVBkX9nyeLrYa8K67axRcWFjIB3mq1SrFYfN8bzTaCzTY+QiQDmGq1GkNDQ4yOjr5nANP8/Dxnz57N8kPPiL8BXAGq6e8/Cfy/pZS/LoT4Z8BfBn72+T7N0+GF8oBVwtLzvOTNn6HOv1Yy0/M83vnsZ4miiNNvvYXtOAkpimVPJI6ipMyZQsstptVQLJezEMMsFBCaxuVLV5h8OM0bJ05SKpVwXTchXQmD0AuoL9XpuE2MsoUfxfidkEgXRA0Tr+1SHBgG2+LxwyUWG038dpfA7xLFXSIi3ChEGE6igqUbWAUbu2DTbreTnEjOEOSNQK/noH7vbVnfKFS7+M6dOzl27BhvvfVWNkR4aWmJd955h5s3bzI/P//MJLj8+b7shkJBeXEqTNu/fz+nTp3ijTfeoFKpcOXKFX7u536OP/kn/yR/8Ad/8FTHFkLsBL4S+IX0dwH8GeDfpU/5ZeBrN+/TbAwvzKPYDN0IeHKVQoUahw4eZCjtEQAyMpRpmriui6Elu35eA8H3/Yz9mdc+1HU9eU3awdlsNLh67RoDtRonTryetJmn5Crf8/D9gMgw0R0HTbPQOh6mL8BbImq2wNIIwiZzD+8Td0IqAwNoogB6iC+gVi4jYg2hm8QEoJmgaQhdJwhD7DQ/o85bLYT89eitgvQaiOdpklIcBfWer7zySjaZ7Pbt21nz1rPI4cVpLmgzsR7f4VnxpGSmYRi8/fbbfPKTn+Tbvu3b+PIv//JnOfz/B/hhoJL+PgjUpZSqb2ES2PEsB34ebLmh2Ag34mnQ61H0Eqhsy8rasmG5M1TTNIqFAlEQUC4WEyakSlrmPArVKp6vKEgpE07CjSscee0YfdVqwphMmaOFQoFWq0UQRPhul3KxhNdu0m65NH0fSwiE9LGtCt2mTtd1CTxBuNjC70Q4A5JioYwbSKRI+kCkXkAKgZQaYRQnyllhiGXb6JqGgBXnp/5Xi015FEKI5HOm2MwdtrfUmJfDazabWQ/GwMDAumpPW+FRrFedeFZslHD1tDNehBBfBcxIKT8nhPhTz3WSm4wtNRSbIVHXi/wO2it2q6WJRr/bRTeMxE1PX6dyEZmKVBQRpToSytNR56wo0Grh3bp1i/n5BU6f/mJMw8B1XQLfxzZNorRiYzkOBUNDM3TCKGJyqoFlGOjCIJYOIRZN16cTxQyIAq7ZxtYEmujQXupgFgvUIkmhXKDug5AhpqbhuR2EjLAdkyAM0U0TPW0/tx0nc4Pj1HOKgiC5RlIm1yBX7dis3fVJi7pXDk/1YChVq7Umr7+MycwnYSOEq2esenwp8H8VQvwFwCHJUfw0UBNCGKlXsRN4+CwHfx5smaFQCcvPfOYznDlzZtN2C+VRPEnsNo4iNNNMBHIhqXSkXoaUkigMkeqLVn0aqRETQmTdn8oTevfds5RKRU6depMoDPFcN1mIYUiz200SjlISBwFhZOC1O0gExYJDa3ERITRm5hqEQYcw1vCli+vWscwyXuQS+QKrahFFEd3Yg7aPUyrT7XYJowjbsimUC0SdDlhW4kkAVur15JOyURwjoyhTgSYt+ypjsVm79kaOs1oPRm/iT3kbfX19H8gcxZPwrOVRKeWPAj8KkHoUH5NS/t+EEP878HUklY//CfgPT3/WCYQQQ+l7zQkhdCnlhpJLm24oerkRimm5WRBC0G63uXXr1hMVqPI3Rz5Glzmp/DiK0IXAyIUyede90Whw5epV9u/bx+DgIEEQoAmBaSWLWpC43l67TQS0Wm3aC120fUPUWx7CEEQSFh4+ItaaxJokii2KYZNQhDRa9yiZBQoFKIpxTC1CRKBZId1Om1CALvSEuu356CnPIwwCHMsiTj+bbduJoUoNnJ4ayTCle8dxnCV0n1Q+fVo8y6LunbyuxGmU3L/iuDiOs2k08600FC+YcPU3gV8XQvw94F3gXzztAdKk6Gng6wGbpLLyihBiQkr539d7/aYaio3SsJ8VKtSI4zgLNXohdJ3I89AMIyFQpZWVKKVdh4q7ARiFAoZhEOaSgkIIHjx4wOTkQ44dPUqpVEJKSbFYpNvpLAvHAG3PI45jPNfF1DWEJ3BsEzvyWJzrMjN1H19ENOMOnbhLQTNw9T5M2SbwWljVPjqdJcK5e8x7Rfr6BhkoT6CXi+hBTBx6oOvEkY3p2ERBkFRX4jgbD6BCpnzJVKb9KVqOH7KZ38VmlEZ7xWmuXLmCYRibRjOHF6fA3Yt2u02lUnni3zcCKeXvAb+X/nwbOPNcB4Rx4O8AnwH+ZPqYA/x94EuEEEKu8cVumqGQUuJ53jNxIzaCrKpx6BA3btx44g2gaRpxqluJEEnFApYbu9IvWM3dMC0Lr90mTpmWly9dxjB0Tp16Ey3tBE0/IIViEbfTwYsiAimJggAZS/wwpGBZxLrHUqvF0myTdruObul0Gou4skMchXS9DpOtmxwaOs1QX5GiblIcHUGzbKyiQ+RC0/IIHyyiOVVMHjM8MYxeKBJ2u2imiReGxICVy9UYhpGJ+cZhiKFpaGl1Q6YJW/Udbdb3stnfr67rWbfrZtDM4f0NPZ7XUGwBhoFYSvnjuUSpByjilopqV8WmGYp8nN+L57lBe6sajuNw4/r1FdL6eUalKv/p6S6UxeYp3Vmm5UZN8QyEQJOSbrvNpQsXGN+xgz379hH4fmJM0s+kqii6aWLEMYWUdNReWsISgla7Raglsndu0AHNI4p8hGZQlCXm3EmW3Mf06ztBxvgheKGPGetoAYR+iYGxEtXKGHEsabkNbMtmfmGJxXsPwbAYqZUY37kjG2MXhSGarhMEAU6hkCRowxA0Dctxsqlk+QrIi8pRPC16iWLPSzNXx9zskmvvua6Gl7R71AMeCSG+GbKeyLeBmY28eFOv4moch3wr9NNitapG0vadhBGQlDjzytT5xB0s73wiNSg6SbOV0HV0w0DXNJqtNtMzFzjy+us4tp1VRgw11EdKwjjGIPFINF3HME3MNCEaSsnSUhNP+LRaXaQf4HVbGHqAG/l0l27iypiqPYGhxfiuhMjDNUtYQhCFOo6pEfo2XTcmjAMi36S2bxi7WOSAYzM/O0uz3uDa7Uk08ZChWpHx8XH6UtdcGUMjVX5WvwNZl+lm7a4vutfjWWjmsLVS/Wt9/nwY+BLhHvDfgP8ZiIUQv0ISjnwPgJRyTe2GLf80qkrxtIbiiSP8pARkZhKjOE60IFKDFKZDeAzDWGGkdE0jTnMVaFrCRRCC6cfTLC7V+aIzZzAMA5mGIKqF3PO85LVxnFU4dF2n024TA74f0Gm5OE4BXQboQqCbUDDK1LtdvE4DwiJOoYQZRcSeIDA6RLJJwdeI7Aq6oaMZGpWCQblQoOVpNDsNdF1DR+J2uwl1uK8Pz/dxCgWQktm5eR5MPsCwLAZq/fQPDlIplRBpP4uetr/nPYleI/osC/797vXYCM28v78/SUC/YAXurbg2m4RXgRD4CPBVwDTw/9toz8iWGwrDMAjDcMMzDlYLNXr/ThQnLjapZH7yh2WCkbY8cStvoLTUi4DEWzn72c/i2A5D/UNYqXKUTPkGsXKDWaaaqzF/vu8T+D7dZpPAD4hlRBxD5GsEvgtCI/J8Frtz9Fk1NKufpY5HJCJk9za+NYI0DTSp0XBbjA3vxNZ0olCj6bpouqRgGRTKFYIwIgoDoijEtEzsYhEJ1Pr7GRkfxzRNfN9nenqaW7fuEAQ+tWqVWq2PkdFRrFwisNfLep4qyMvSPapo5opqnh8uNDMzw/z8PPV6PZPCexFalluRo9sE7Af+tJTyN4Bfe9oXb6qhWO3iPI3QzKqhRg+SmztRpBJCEIQhlq5nWZh8qNF7PiJ9PNFTvMjh115H13Ue3Lu/fOwckzOMIvRUB0LN7Gg2Gsg4JgwCXN/H0DUMGeFKKNgawtDxOxFzs4u8UnsFKWGuXkeLO4jODDOGi6kv0aCLowt000HKLnFs41ggZYQbBbSCGL/rYlomUtfQhSAOI2ISYlM+nCsUCuzatYvdu3cjhEgXyiLnL1xY0ecxODj4nmv6LMbiRYceT4O8FF4QBAwODiKl3BSaef5cn+fv7xMC4KQQ4oeBPwI6QBt4JKVsrffiFxZ6rIcnhRq9SL5YDV8pPOVu/Dy7srdvQ1U97t25w/T0NCdPnqJULlOv1wl7kn6QdI6qvorA94llIsmv6XrC8kzft+u6hFLDjSWejJmcXkBvtnn99eO4M4+Zrrfx2/NI9yGNuE5dRES+T1GXELcRUQHbrBJGMUudDlbZIYp1wqiLRMMPQpAxwjCyEmmYkqpUd6jKQajrXKlUMj3IMAy5fv161sRl23ZWXSgUCtkQo/fbUGwVM9M0TarV6qbQzNUx1/rsvu9vioDvFsEAvgH4jvT3A8CPA//P9chXLyT0WMtQrBdq9EIoxmVKeglTWrPKRyg6tlKyUl9qFEVcuHAB0zQ5feZMthtrQhD4idp1MrdrmXqumyYyHQvYbDaTkCSKMKIIGYYUdJ0mGkVDo+26eG2fPtvmwOH9BDOLtL2Q0GsThlMsRo+pxxqe6FIRNqEdogkDmwKdpUXMYhXD6mJrbbRY0F5KPoft2KBJvK6HIZIbtZjqaCi6uaJwZ58pVz0wTTPTVBgaGqLT6TA3O8vNVL27VqsxMDi4aQrVz4qtMj69ocbz0MyfdMw8XtKKB1LK/xP4P9f4+5q7+fsaemwk1OiFlJJILpdBw7QFHCFWaFx0u92Mudhutzl//jx79uxhfHw8O1eVzxDa8vlraSXD9/0stAmCgNDzsMtlus0mmm0ThSGdbpdapcSjuUUuXrqHLjSGqgUaCwuYfsTc3H2aS3M0wpDZrseiDJm1QvYXO5TCIjIsoNkBllbEa3VB6uilPjrtGK0iQAPdEAhNh0L6mSV02100TcuISMqDUopX6rH8NVOfr1QqUSwW2bV7N1LKhFa9sMC9u3fRctUF5Zb3Ur/zXambia3wKNZjUD4tzVzlvj6ICtxCiK8EvgSYIymVxiQFwN+RUt5b7/UvJPRYbbLXRkONXkRxnOhMkHSGmmnZUwnOWpaVuYdBEDA3N8e9e/c4duxYRoLJ3+Tq/NSXHwZBlvBUi0RVD7x2G8uyEo5FHFMsl7l/5z7Xb0/x+mvjXDz7gDAy6c52WKrPMuvBUlBnKXyINAM8GTMcgyb6sDULYerIrkug14kii8i3iYOIYrWA2/SJwgjTshCaRuD7iFgSRZKCo2MoenZqIFQYkn9sI1A7qEgN7Wpu+eDg4HIJdosMxctgfNajmVuWRSUd//ik831ZPQoS2nY/UCZhZJ4CdgN3gHtCCG2tEukLz1E8baix2vEkItOUyIwFZAIzYRgipeTmzZtIKXnzzTdxHCfrQ1GdlMqDyIvtWradPUeFMXEUYaXhjYiihO2paVw7f41m3efk4f20ul2iOKT9eIFWqwM+tMI5PAJmaNPwJVKHrmWyO9Cp6uAETQpGiW63BVY/FUPDa3kYQsPUoFgpJlwPXcdyHAIvwLI1IsXtCIJVr2/ecKyledm76C3LWjG6T1UPLl++TBiF9NeS3XWz+3fy57SZeF4vpZdm3u12mZqaotPp8JnPfGZVmvmzGgohhAP8AcmCNoB/J6X822ITZPBSevZvAr/Z8/g/YpmNuWYGdstDDyNNCsKzhRq90DQNwzDxgyDjUCiX2zQMfNel0Whw88ZV9uw7yP4DB7L3Ue3uMg0tVC4ijKIVPSHJexjZ3zVNI0yl9DzXxe10OP/uTYZH+jn82iDzjQZ+08OTHTodk/nOPIQmgdsCWixEIAywcHBijVJZw49BmA5tN8aKXRxC4iCm0G9TLBfQXBPBMlnKsiyIY3zXxyrYhGFIu93GzuUr8sOTFfK8CfW7+n81Y5H/LnvZkQsLC8zNzTE3N5d5YGqk4fvRaLYeNjucKRQKWYPgoUOH3kMz9zyPT33qU0+9+aXwgD8jpWwJIUzgD4UQvw38AM8pgyellEKI14AiSaUjAB4DJ4FPbOQYLyz0eNZQoxdSSsxUvt5xnKxHQxmK+uIiN69e5cCrrzI2Pp7dKHlZOMWx0DQNy7JwvW7Gkci78L7vE4YhjuNQrlQIXZf5ep3bt+6z7+AYhVKR+lILr+ERuRFhsEQU9SNlFWjRJQYKDOtlXM2iq7nYekTXHCKMW4ShQI8DwjjAdwsE5RJ9lsSxC4T4WWJVeTdhGEGOYaka1hTyiyKr3qQhivo9fx3WW0j5HIWmaQwPDzMyMkKlUsHzPDRN4/bt25k69eDg4BOTgBvBy24oYLnPYzVDevnyZS5cuMBnP/tZLl26xMc+9jG++qu/ekPHTRuyVJnSTP9JEhm8b04f/2WSKsWz6GX+j8BhoJse9xVgnkSbU73/E7HlhkLTNObm5p451OiFSHszAs8jDoKkzyMt8d27cYPFZpO3vuRLMDQN0kHCSsAlTy9fSfPVs3Jqflq6IolpmoYbx9y5dYs792d57dAeZBTR7bSRvk/Q9en6PlpYoqELgqiOoEtZmjSljxZ1MCMXx65S0fqwXJ8SMfXWTaxYoOs1JnaUEIGBxMK2HLwoyHgfpmlmVRylJK7relLy7YmX8x6DYRjvMX6qHJo9TyX85PIsk/x1Wk3XVEqJZVnZoOA8yenBgwcAWRJwo9O3tgqbbXyelMzUdZ1jx47x1V/91Zw+fZrv/M7vTEZEPgVEor79OeAg8E+AW2yeDN6/AiZIQpsYWJRSXtzoi7fUUHiel+UJzpw5s2k3jC4SQRopJZpItBfOnz+PHkWcPHUKGUVIwMjlH1R4ovIUURRhWVZC+Q6jFa44kJVefT+Z2vXOpz9DEEa8cjDJjvtdD7cT4HX9pOM76CA0nzBMGsKMWMOREJo2fVY/024HLdLQ4wah4VCXi4xIiDUbxyqw1HIZHS3ilEpomk7LI6OMq91bE4I4TTpaaQa+V2i3l67dW61QPwshVhiH9AXEPSHAartyb7I0T3Lat29fNtJQTd8qFApZLL8RrsLLjI1WPZ7Fa05LlG8IIWrA/0HiAWwWRoDPSSkDIcRR4KAQYk5K+XgjL96yHIUKNXbv3s3i4uKm7iqmbRHFMULTWGo0kvbzw4epVavZzqmbZsKqVAuC9/ad+L6fdJoaiSupkqD5xddqtbh04RoFx+DAoYN0Fup02m2asw0wdCyh4Yce9XaIHQsILYhitNDHcmxc2aYbdihIDT2CZuTS5yzR6cxCZQdxpIEWEYU+leECllFAGibFioWu63ielyRtWTn0x0o/W5aU7fEU4L2GojcnIVMC2WbDNE1GRkYYGRlByuUhOoqroIYEP03L+MuCjUwyHxkZea73kFLWhRC/S1LOrInNkcH7JeBrhRALwP9O0usxI4T4dille70Xb4nCVb6qEccxc3NzT30c1dylEot5qPLl5OQkjx494o0TJ6jUaomXkSY4SUuaQPZ/vkwrpcS27dSQkGlfqilcQgjm5uY49+5NDu0fw7Rt/HaH9tIimm5jFRyIYvxuB48QhEkYu0S6hYYgFg0a8TTCN9HCKg+CRay4iyZi3G7Mot/BbtwnKoRUursYcSCOPIoFiyiOaDW7tDodisUivudlVRcl/Kt6UJQYcG8buTJ4vZL9eWOuOCP569TrqK/muj9N4lFxN9QQnTiOM+Vu1TKuKilbkdDcbKzXuv4cVY9hIEiNRAH4cpJ5Hr/L5sjgaVLKm0KIvwn8vJTyp4QQZ+E9X/mq2FRDEYYh77zzzoqqhu/7Tz3zwXXdbNdXmpD5L0dqGg8fPqRULHHmrbcS+TfSG1/X0Qwjkb3LLQDVWararVU+wjQMdEHS15EmSQlDrl2/w71HUxw9thcNWFpawl1s4QWCuNPG7/j0EeFHHlagIaIQNAt8H7Q2gRYRaSZuFNAIZzHjEFcINDdgPvYxPYlnBMwtxYhaC8ce5tz1z9BoS/Yc2o9tmVhpN6tpWSmD1M9amAPfx8kRgKIcrVshI5T1GIn8c6SUmccltGV1794wJo/nWdDKMKiWcUWpVvqqm6FstZWIomjN83oOwtU48MtpnkID/q2U8v8rhLjMc8rgpbgmhPg24C8A3y2EsNP32VAiZVMNhWEYHDp0iL6+vuyxp50+noUOqUvdW+7rdDrcffCAgmXz2pHXEu3I1dzt9PVxHGfCuur4+QXgui5uugB1XafZbHLl2jW8UHDq+GG6rQ4RktAL0Awdiwi7VGa6PkNLxgShTrsVgdDQZYxJjOvVcaXHve4DLF9DSBsbgd5xebAQUCnrBCLmQRAR6TEt2WBCBhStMpqtEwlB1/O4fO0a/X3DjI0N4DgOjm0TpF4TPQZBJWuzhZ83CqkHssJ7SK8VuddqsMKw5LEiARqvKV3wVFCU6snJSU6fPv2ekqNKitZqtfc1KaqwhcK650nKlb2Pb4YMHsDHgL8H/Bsp5SUhxBjwh+tRtxU2PUeRNxLw9NPH8xTk3p1LMeRGh4Yz7UpIE5vKJe/hBSj3PB/HK3cdwDBNLD2J+xcXFzl/7gJ9AwPsGOnHc138MEaLI2QXnJKFbFroxNgFjbJjsdQMwfcpRhqR7LIQLYHsEMc+Vd8k0CLcsEu7GzLXDtBigRdK/FYbd6BAjEufp3FXXMYsCPaLoxzcPYr1yOPgngNMz80z+WCSdtenUigyMFhlcGQk+5yKYKaStqHvZ7oafhimSljL5dG8schXSNS1eVLyckVlZRMNRR69JccwDKnX68zNzXHr1i0sy8q8jfW4G2uNnXwebCRH8bIxM4UQGokM3kfT318FIinld2/0GJueo8hn19XvTwu1uNXPpmly/fp1Go0Gb50+zePHj1lcXEqoZGFILARxGCaKTukOmhkNVhdr0dISo5SSSErmZme5cvU6EyMjVPv7aLVcoigkCH0MBL4f4jVddCnxnYSzEQQSKcFzl6h3JXEg0WRIO2ohzAIxEi+2qXsunXqI4YBvCbRYQgix24UAZpwIPwrZp1UJIglCo9tNxg7s3bcXx3FwXZfm/Dz1epOLj68hZczoaD9DIyPJEGNVOk0b14DkOsQxQstVQZKLkIUbG/2OVjwnlxR9TyXlGfCkEn7vgKG8QM163I3eysxm4QPa69EP/L+EEN9AUnr99ySEzf9VSvlLGznAS5lyVl+6KmO+8847DA4OcurUKQSkfQdxIlWnJUKySnU6DMOkjCiX28zVzgvL/ALlYqtd9Oadmxw9egQZRbRbbVwlkR+FtBpdSo6JpznU2y0GIjthnHoh0g2JqBBGbTpRHT9axDdDwtDDExGLUYdCF6pVi3YrYtGtgwXZdKIOuEZEq+ATth+hm0UMXaNYKlPt68sWn2maVAYHscpldpgmbrdLp9vl0aNHXL9+g/5qhVqtRn9//3Ilo6eqkRmKNHQRUmay/5mH1lsyZZmc1etR9Hp8q+Uu8obkSdhozqNQKLyHuzE/P7+CuzE4OEilUnnfFLhbrdbLKKw7AIxJKUMhxNcB/xT4ReD3gV8S6/R5wEtqKICMMnz12jVeO3yY0dHR5A9SYpnm8gQywEwbllTiU7EX4zjOhhCr1nTDNLPnaZrGhfMXiGL4oi/+ErrdLu2lpUR+P71vOwsd0HXqLY+iY9FXdDAtjUYrAKnR6XSZby7SaiwgogBPD3ADg9ib5V57HlsvUbM03BBEJ0aLQAgNnBh0A9wQyiEtAbcX73BoZhLbeRvD0Fbkd5QXZKS9H9W+PgaHhrLEWqPRYHFmhosP7qHpOn21QWr9NfotiziKl41EcrDEG0ivp2qvJ+8V9OQz8p6iGpS83uLOG5e1Fu6zJEfz3A0g424oHU3btgmCgG63u6ncjQ+oArcAOkKIbwK+GPh2EsWr5kYPsOWhh8LT3AxBEHD75k2mZ2c5fvQo1Vpt+TjJm4AkE61RlYAo5w5nTESRKGjLlHfhuy5aOhbw/IULjI2M0FhqJjoTKUdB0zSiICCIIkzTotNsohkxHdfDMkyWXA+34xJ5MXP1DlFrAdl9jGu3aXkRhjfPvfk6e6t9hOgsipBmWxI6OmHHwNZ0KEqIkh4YoUFBGgjDZmFxHhlFhJ6H125nClue52XJXSCr3igXu1ar0V+rsWffPlzPSwlP09y6ewchklb6gcFBzFxyWIULcS45+qTvaUVoId7bI7Ked9H7/Ge9N56EXu7GwsICt27deg93o7+//7nk8DZiKIrF4jMff4vwkKSs+n8H/ruUclYIcQK4udEDvBCP4mmUuMMw5POf+TzFosMXnT6dKE25bsYfCMOQKI7xgjAJO4RYTpaqGziOCdNpZU6hgCYEbprw0zQt6Qe5fZNXDrxCpVrl/p1HtOr1RMpfCAyRivAGkiiMcGolPK+DY9iAoKKb1Lttph8+ZmHhEVHk4+subtyl6U7RpsPYYAHftxDSohS0aTRDNF1i1WyKQqPT8lA9gHIOglGDLh3ccI5u2omq63piJNLRhV6q1Wmm1PL85HKVZBO6TqFQoFQqsXPXLhCCa9eu4afsVaSkVqsxNDREpVxOhHhJZ7TmQguxhtveS+pS57DuYs9vILnnbnaYIESiQ1Iulzly5Mh7uBt5Ve9yufxURmq9ZOZWTVB/HqSEqn8shPhNYC4twb4DfDL9+7qZ3xdiKJTK1XoXsNVqcf78eYaGauzeuzfzDNTXqJiTuq4TyqRbz7ZtDNNEstwA5acehEyTmb6f5Bt8z2N66jGz9TpHjryO7/t0u110U0cYBlG7TahpWLaNkDGa56PbJroOkZkMHDY0QWdhkdbMIgQhoSWQUZt65DG19JBm7LLTGKQj24iwi4Nk0Q2JdYmxFFOoCNwoRPq5TuEYgqkWU+Ui1h4PQ9MQepInCIOAWCZK07phZAONlHHMk6rUzyqpqxavbduZHFwQBMzPzWWaE+VKktsYHh7GSo8tWTunkCdx9T6e52yskI3Lhz7p7+t5Mc+DvPF5Enfj/v37tFotyuUyg4ODDAwMrCsCvV4I9TJCCNFPwp/4FuCPZTIE6ItJhWs2cowtCT16oTpI1/oSpqamuHPnDseOHcMQImNmwvJA3vyCCINutpOGYYht2ysMCboOYZh1hUopuX79Bo5tc+TVQziOs2xA/IDY95PFFcdIkmPYFZO41SSMNTTNxBSCzswSuDGWKVj0mnhui5g6S+4DotjjoF7DEzZe7BEEPl7QxF3o4OklnD6DqaUOWKsbzJE+k1anSRgESD8kcN2kZ8UwEs3O1Niqpiyll6HyBXkOxJNuZtM0GRsfZ3RsjDiOabfbzM/Pc/HiReI4ZmBggMHBQfpyidRe9OpG5s8hM+49HkZWbVHIGYpVF19PjuRpsdaC7pXDa7VaK65BnmLee4z1PKfnqf5sIb4c+LMkhK2x9LEDwJvA74gNDCt+IR7FWqSrOI65du0aruvy1ltvYZombqeTDN1VhCBy0ndKVFc3Vki/wTJnQ/EmlBZGq9Xi2tXr7N45wdiOHXS73WyxddttAtcn8Dw0oFous9RsgmHgeR6Fch8ijlmqN6gvdTAaklbsUu96hFJAPMVN/wGDYgiTiEbcxI49nDig3WlBVyco2ThxxBIhEGJFEe9RHhGwq2RRdYbwXJcoSOakGo6Dpus4hkGz1cq0KfR0QpjqEFV5mhUehngv4Sx7uzTfUa1WqVar7N27lyAIWFhY4OHDKa5cu0a5WGJoaJDBwcH3GPleQ5HPVfT+fb2F8x6PQuVM4jjLST3t4ttoOJPnbuzdu3cFd+PmzZvYtr2Cu7He53hJvYo9JF2pF4CvTR/TgMZGD/BCQ49euK7LuXPnGBkZ4fDhw8sZcpaTdbA8JzTjPUQRceS/50vJLxJ1883OznL/7gNeP/Y6tVoNIQR+ECClxLFt/G4XQzNB16kODOB3OsniiyL0Qhmv22b2YZ1QSsJAIw5c3MAncJvU/evcD+6zw96NF7SITYdHXhc7aFPoNFlqSAqFAp4nqTgFAq8NhMho5aLTHIEwNYa1Cnv3vo5dKECqaqVbFmgavudhmmZG1e52u9jpVLMwJVbJnNcRRxFBOnIwUkpdayweZVjzik6dTmfFTqvKj/nrnic2rVkKTRf+it9zx1it2hKn4UrvKIaN4FnzHutxN1zXZWZmZlXuhu/7LyXtHLgGHCHRtQhF0ldyBLi60QO8sNCj11Co7tLXXnstix0VpJRoOS0FwcpavmmaGClFOw8l0ab6Qm5ev8lcfYETJ49jW1ZCSDIMrLSc6rouQghKtkYUxwTdbjaWL+x2iYMQr+OiywBN6sR+wJLfoLXQZb55nXowT39xN524jGCRhXCJyA3oNF2kntzkLSsCV9DpuNiexCkU8ByLYDEE3QHDY0+1jwEb9u/7Kg4ceZ04DJGCxEikCVyEoFAorCAS5XM+6vqopK9MBYchWXDKq1hLHq+3iqGEeHfv3o3v+ywtLTE1NcXs7CydTodut5vpaSqDoQxZRvYSYrlBb43YfjU2aEY/X6Ni8iRsVoK0l7vxx3/8x7RarYy7obyNarX6PA1hu4BfAUZJ7OLPSSl/WggxAPwbYC9wF/gGKeXiM3yMP0yPcZxErOY/Av+dVABnIzTuFxZ6KKallJI7d+4wNzf3RCEbIy1fKgOzooaf3uxBpGXsyryCEyQ3yeVLVzANmzeOH0fTNII0X1ErFDLBF9u2MTQNy9GSvAhQKpfpzswQpRtbo+kSeCFaBI1Wi7bbYG7pNrHQKOt7WHQfE7JA15thrhthdJoMeDpNW6NrxIyhIR0QTgFDE+zSDJq+hzfaTxxETPTvZ3xgL0NDO9n/Rccp9VUxbRsjktmYRA0wHScLqYBs51Jj857Uy6IMQH63f9Kiy5Kh6euzsnP6/+BgEoZAskA8z1uhp5mRnXIKYiIvivMEvOd8nlAdeRpsFeHKNE32798PkIVqjx494tOf/jQf//jH8X2f+/fvs3v37qc5bAj8oJTy80KICvA5IcTvAN8G/Dcp5U8IIX4E+BHgbz7DaX898Ekp5ceFEG8DV6WUC09zgBeaowiCgAsXLlAsFtfVzMx3i+Zv3KzxKSITn1HJuyAIaLfbXLx0mT27djKYuo/Km1G6ho7jEAZBloUXup4pPbndLpquJ95Ey6dStGkGPkHTZXGxyb3Hf0yfthNdxnSkhyCm6zd41AywFzo0BThmRCeEUtnAFQalksNuZ4KiHlAZPM5OCeHCVYzyQUYnXqFvosruVw8wNDJEqVxKXO20AzYm2WJkGNJJwyIlAajyLPlcjbrWqnIhpUymmm8gzs/3fKjFq5LK+ZkhUiYh1ejo6ApvY/rxY25ev4bjFBhIjYqTanr2Gove8CW7F3IhiJTLg5a3KkfxNOit3Jmmmc1AffXVV3Fdl5/+6Z/mO7/zO3nzzTf5+3//72/ouFLKKWAq/bkphLhComT1NcCfSp/2y8Dv8WyGQqlivSOl/OQzvP7FhR6tVou7d++yf/9+xsbGVnnlyucrfQKVrAOyxSGEAD25iVVCL4oi5ufnuXHzDq8dPkR/f3/CucgxG9WwHCCL94UQ2GkoE3gexDHNhSVC30ciCVohWttjenaBev0Gw4WdBJGHH3q4wQyPg8e06k1YarHoSUJbo20IvChiLNAoFU2KxQmGa0cxoiaWFuGYJcZO/lmGdh+kumOEUrGEU3aS5GsYUigUiEUyNd3vdolTqrVy8fOVjV5PSonxkuv50AwjmXCWGo7VFtCTkpEbIUhZlsXQ0FDmbXTabRbn57l29SpBEFCr1RgcHs6qCL08jN4qSlbaXeV8NoqtMBRrcSQ0TWNiYoITJ07wC7/wC8/8HkKIvSRdpH8MjKZGBBIx3NFnPKwLfFQkreUXAJ+kEHVOSrkhduYL8SgajQZzc3O89dZbG4rh8toRqt8DlndIKSWaXP7Soiji9u3bNBpNTp96I/MydF3P8hD5GzKKIsy0QiClRERRkr+wbUj1KWLNYH5qHsvUmZ5p8Wj+FtVKmW7bR8SCqDuHJx/SqDcRdIgtnSEjZrERI7HYXTYZKZQpFvYhi7voq/XTXxhl98GdVAaGKVbKGE4BYeqYtkmn7WLpGoZjJeSnOKLb6Sx/5igi1jS0NKGrPl8cJ9PRMk3NnPeg+jzM9HoA7108MqdHIUS2g2dNdbmwpTc0ySPPnSiVyxSLRXbs3ImUkvrSUlZFcBwnI3wVCoXs+1h1UT8Hv2I9gZlnwUY6R5+nIUwIUQZ+A/g+KWUj/9mllFII8awllVkS5e0fAPpI8hQFkgrIZ4UQQq5TrtlSQxFFEVeuXKHdbjMxMbHhRI8QIhvko3QpglSBSu2kmm5mhuTSpSsUiwWOHTsKsOLGLhQKmaFRx7RtO8ukG7qOadvoQJRSpoOui4xBapLLlyZpuzPs69/N7MJjOt4SzeYMHrMsNjr4Cw1cXcOPQwxTQ3MM7JLJUKFCsThOobAbu9zP+MQu+koalYFhSkODOAULEKBryCjG0nXQBMIPaXe6xG6A2+0idB2Rkqji9EZV5VCVuLRMEy1HdMoTjfLX9D2LThmJfMUBVnTcqu7d/DyUte4pZSwgSaJqmpaEIWkY2Ol0mJub4/r16/i+R19fLfscq55XHD8xCboWNkLw2+xjtlqtZ24xF4lE/28AvyqTGRwA00KIcSnllBBiHJh5poMnyUsb2Eei7r1EonJ1HxIjtN4Btiz06HQ6nD9/nomJCUZHR1lY2HjuRO0ysLzo1e6Q3007nQ7Xrl1l167dDA0NZRTvbrdLuVzO3HAVmqhQJju+EHi+T+yH+JFPYaifyHWRbkyI5P7NGUSoMVrpp7vUwQ9d6p0pbvl38ZshTrtNiIVjaBiNmKYUOMWQHU4F0yziFBLPoVDVqBZN7HIB07QwpESTEs3Qk3xJFBEaEZoQdFttbt5/xO7xUWQU4Xk+pVKRIIqw0s+tpO+SMnGUdNGqkCK3wNW1i6I4EyN+j7HocfllukDzHoJKGm+EG5H3RPJGRT1eLBbZtWsXO3fuJIoilpaWePjwIc1mk3a7nRC++vspqgW3Sn5jI3gROYpePKtHIZKL+S+AK1LKn8r96T+SyN/9BM8ng/evgPPp/w3gK4H/QwjxF6WUdzdygC3xKJTAzOuvJ9yFer3+1HJ4+Wx9Xuw2cydlxNWrl3n99WOUy+UsRFH8i/yYQHXTqqSfqsCopjGimFhIoo6L3+myuNDh6v17jFaGkGWX2dk6rXiGJa9DvbtI6IfMthcpWwZGqBF1Y1xCyn0mjtOHXhymWNqFXRpmtNbPyGAJy4BSsYpVLlIqF7EdmyjVrDTSc3Jdjxv3pjh8cA+mZVJwHHBdEAKnWEy8iRx1O4oirJS1qUqResqQVJWKMAgQ6SKNwxAtNZS5C/0ejyKP1TwRlSt6UhiiXvck5D2foaGhpBpVqzEyMsLCwgI3b97ETQcGK70JrceTWc8IvB+G4lnVrYAvBb4VuCASHUuAv0ViIP6tEOIvA/dIJpE/C3zgx3P5iI+LpN18wxPHNt1QuK7Lw4cPeeuttzI235Pmjz4J6ibqLfEpXL96Fbfj8+ZbbzIwMJBNIlNGRBkJdZzeBF5ezclzXaQA14+w7Ji5Zocbd6fZe3gX7bklbk8tEPpdWt0mk607xHIJq9NBDwWtQGB0I8w+nbJw6K/0oes2w2KQcmGAgeoA/eUBMA0qtWEKRQMDMA0dDdBtm8j3MU2T2blFHk8/5vihveip6ra6FspACm155EA+f6Mej+MYPfd5oyjxUpQhUOFLvpKQVSSSB7Lrrf6ukKfQ5xdhb4JPvSbfD7IeB0L9PeMsTEwsN3LNz3Pnzh30XHm2WCyue8ytSmaudcxWq8XExMRTH1dK+YfwRJHbP/vUB3wvQhLhmv9AMqT4NZK8hS2EcKSU7noH2HRD4TgOJ0+eXPHYs+hmarlFoXgSUkre/dznKZcrVPuq2XNN08xGBKp/vcrU6me1oFzXTUq2nkcz8InckPZik0fTi7z2xm4Wljq0Z+eIApcgbLC0cI8gmGbB8+gYGrFm4EeAIRjAQpZNqsYwkQyx+6uUCxX6TRNZEAyMjVCulZKqhQ5+u4OsVpCui21ZXLt5Dy/wOHb0CEa6sFXrt+04CF1HS8MONUIw45bIZAapMgJhGGKmFO+8B5LPHWhiWcynN6+RF6XJhzBBbs5pbzUpv9OuZhjWK82+ZwGm55M1cglBp9NhcXExY0iqJrf+/v5Vk5bvl0fxssngpZgkkf4/RpKj2E0yXOg3gLIQ4vh6xuKFlEefROF+EvK7lfq93W5z6eIldu7cwfjEBJcvXiIIgiypZ6fDhfMNSnkegDI8+dBDnWsYwdxiF5uY/Yf3Ul+sg9/lgb9EszOH7C5Q1zvc7wZ0Q5dSJ8I3dMw4pK9apq+oE9v9lMwagYwxrBFKTpnSxAilSoGhoRGkjBDEREFIaBYJuh6WY/Hu5ev09w9y4MDuTAE8iGOCKEKPkpmohhBYtp3lIlaULtOwRMZx0hrPctVIeQtRmFaOpEw4Ijk6d96Q5q9JfsErD00ZW5ka7XzSuPe8nqZasW7uhGQDmpiYYGJigiiKEqGexUXu3buXtY0PDg5SKpVW5FY2ExtJZr6EMnhIKb9H/ZzmQwTJRHMdsN8XjyI9mRWhwtOGHno+OQdMP37M/QcPeP3o61iWlRoEmXWLqufmv0S18ynmIiyHJFJKoiCgs7REZ6nJ5K0prKrJ6MQ4Lb9NfX6RxaU52t1HBK1pum6DwKujNdoITeBGGqaI2VmwiCwoGmU0q0KpXKEbh9Sqw9BfxCw69NUGMInwidCKBUo42AWHuXqTa7dusWtsnB17duD7fqL7ScJ7QMqsfd52nOQmTZmOalEpjokiJilRGk0sN9L5vk+zucTwyFDCx1C6FeliUgYAWC6TKso1yySs1VrLn8QryH/3GzEYT+J25JFPzub1JGC5bfzu3bu0222q1SrdbncFx2QzkNHTn4DnyFG8MKQVDgl00odeHh5FLzFoI1BeyM0bN2h3Opw5cwbDMGg0Gkk1Q0CYyuxb6ei9fHycv1nVbJHsS5aS7tISzdk5zp99QH+lRBD6dIOQ7pKP25lnqT5L2OoSBpL5+jQdCbZmE8ctQnQcx6Yp4BWnTMGpENRGKRoVTFOjVCuwa6xGpb+PguOgF21KZpKfiOOY6el5bj98wP7d+xibGKWbCvNEacesljIuDcNApM1eKlwgjhM90LSkqLpIFcxcyOF5HhcvXmTfgQMMpklDZUB7E5FayqGIoghNyqy/Jm/0My8iLV+rPFB+oefDP/Xdr2csNsp5eNJx8m3jcZxoaV6+fJmrV6+u8DaeVqSmF1EUrTk792VU4N4svBBD8Sxfju/7nDt7lv7+ft54443sRlSDezTJCuamcpHzN66Ukna7nfwcx4nOQ6FAFIY8fjDFg/tzHD40yuxik+mHLoVilwf37vPw8X2CeAGtMwNhRF3GOIFGMwyQtokTCgwMRnQdvdiPrvdRMQcY7BumHnWYrt8jcF0OSIk9bGJYFYRp4nsejYU6D6Ye88bJ41imSSfVnHAKBaLUXVYaFGhJs1rBtjN3P06rGYHnYeQMpAoJYikRUtJoNrl6+TKvHT2a6UoqToQKPZTuqExfoylWJyRkpxwfo9do5Csfei4k6jVAqvqyFtZLTD4NNC3R0nQch6NHjyKlZH5+PhOpUcrdAwMDTz11fT31qna7/TLqZW4KXkjo8bRoNBqcP3ueg68cYDjVQFQ3k6Zp2LaNXSqsSHbCctJUeTBhukP7atZFuqPevHgNr+Xy+rE9xL6PNieIgg537yzhtucRgUfUbPA4mKUbRziiS0NILGHhhYKKaTCChVEuM1LZSaE8TMEuojtlTo7txnZKyDjGMODeg1s8nJ9isDiA1wlpR3X2H3yVgm3jhyGWaeJHy1PKZByjSZlJAOqGAUKg57ggsJzHWVEdSi4+8/Pz3Lx5g9ePHqWUKlLnS8WqimKmIsVxHCdGJo6zayWEyAYCqe80n7BUz8nnA571O9/KCoWu6ytEahqNBgsLC0xOTgJk3kalUlnXWH1QcxSbgZdOhfvRo0fcu3ePYyeOrbDOeUOhPId83iNP0MrvmFEUUSqVksnknse7f3yO8cEyY+NDtKcX0IC469NodnG7d3CjkKhTp+5NsdDpUPT9hCYtDSwERdNiCIdCeYhycYyKtLEpU3TG6Bvrp+jomEUbs2hTLRcZ03YS+SF37twkEBGaJZmbnycMY/pqFTBNHMchCIKkYc00MW070ca07STkiGPCtPKgdCdgeVfPyFBCMPngAbNzc7z55qlkx8zlGvJJyzy3JCNGpR6LBOLUqOaToPny7GrVjd7HN+opbKZHobCa8RFCvGfq+vz8/LIs4DqSeB9QBe5NwQs1FGvdEErpyvM83nrrrRWeAqzcQW3bTvISLOc/FCsz7w4rubs4jmk1Glw8d51XDu5keHyMpelpzLLD1N05phcatDrTRLqPuzhL1J6n5bVASu6ZOpqr4SIplQyKCGytglPZQclysIvjlPvGGRwsI2IBuoVuGlQMM5lALuHWzGP6qoOMTYygGRq4EY/bHaabs2iYjFT6qQwk2pXqNvR9H90w0NPQKgjDxKilPR8IgZGGCurz3717l067zcmTJ5MbOiViAUghshke6rvIN2MpQ6NryfxRFJErva5KE0OQlFBljlrdW+1Yj4zVc1Ms61ZsMtY7pmmajI2NMTY2hpSSZrPJwsICFy9eREqZCfVUq9WsDLyW57PZowFeJrwwQ6Fu6NUssud5nDt3jqGhoUzpKp+gyyMjFhkGvudl7eW+72cNYHEUYaV6DbZt8+jePSYnZ3njzdcoV6t063Vs2+bB41la9RbtVp1OWMcJlgj9JR427yGEZCH08CMT3Y8p1AqERNTMYcr2PsrFGv2mRqnaT7nfIbZM+koldMvARkdH0Gq5PJydYWSoRl+xDFKiRzGiYLKzNIAX9qHpGp4XcufWQzAeMVitUCrZ9NVqCXkKQKRiPTlvInl4eWFevpz0u5x8880VCzVTh5LJkKRevkNvW3m2uORKRqzqk5l69Cj5cxwT+H6WT1HhSL4KteZClcv9HBlD9n2EEOI9soBqTsjVq1cpl8t0Op01y/wbqd58ULFlOYpeqPxBr6FYWlri4sWLvPrqq5n8GLy3oan3cSPVtFTGp9NuY+ZUrLxuF8uyuH/vHvX6EifPnEBPjUq71aFZb+A1XYyCRMYtPK+Oo1ks+A1aMcRSoMcmhVjHsDT6JFTMPgZLuxms9lPRypSKA5SGhrDKRWxdQiwgjgiEZKYbMDs7z549e6gUrSQH0AnoajG6bmBYJqWCTaGvipSS4ZF+TMNgaanBzOw89+89pFK2GRwaoTY4QKFYXNHvoq5FovFxkcHBAfbv378clkRRlhztXbT5qkTe8KxgZIplxmYcRUghuH/3LvMLC5w6dSoJV+KYSC4PR/ZSw63eb92QIh8WPflZ7wt654S0Wi0uXrzIjRs33uNt9PJInhZCiP8N+CpgRkp5NH1ss9StNgUv1KPoVeKenJzkwYMHnDx58j3Cpb03dp4LoUp0YRBk+QohBFHKQ4BEfeji+Qs4js2x48eSxRFFdJpNFufmWJxr0Wy2WJiZwQ9DGp06WhwQdJdwY4+FWCKloCpBOCZVMcSAtBgqFCkbJYoDI8hiiXLRoly0kiYvR0eUdFqLbZa8JV7Zt5++WhVMg6jZJDJ0TNNAAKEA0044IbbjgOdRcBzsQoHBwWR6eaPVYnZmhps3bqDrOrVaPyNjoxmpyPM8zp47x/59+zL3OUsu9qiDqbAjr+mRb9rKhySZoUi9MykEt2/fptNqceLEicyDUKEKkLW7K8anIr+Zppnllp6ErVKj2iwIkQjwmqbJyZMnieM4HbD0mOvXr1MsFvnMZz6zfF2eHr8E/AyJHJ7Cj7A56labghdqKJTbFscxV1NRkzNnzqwajuRLbQrq5lM/e37CzLRtOxNmicKQoNvlysUbvHLkAMPDwwghcF2XOIqYuX0PaQjanUUac4s0/EXcTpe5zk3syKbp+fihhFijULQwAp1Bo0J/cYCxyiiVUj+DQ7vRqkWsfhtLKxHbgkJfiaDbYe5hE192OLR/P3HgIwWggSg4mLpHGASYhRKaTPIOtmXhtttYjoMUIqFqpxwKNf1L13XCOGZudpb79+7RarYplkssNRscOXyYoaGhFVWHLL+TJ0elXIxe2bxed7nXE4jimCtXrqBpGkePHUsSnnG8PIIw590oo5BXIvN9PzMUqmFNS3MsStdzvYFDLwvyFSMlQqxyG7/xG7/BvXv3OHPmDN/wDd/Axz72sac57h+IRLAmj81St9oUvLDQQxGoPM/j7NmzjI6OsmfPnida4PwNrG7efCyd8SdIXONCoZA0Ei0scP3OA4698Rq1gQG63S6aECzMzaHrOt1Wm1CQSNjJFrHXxY0W8APJZOwyLSCQgqph0a8JKnaJUbtCX2WMgdoExVqFYl8JrValWLAIfYmpa2hC48b0HANOjUM7J5BRjOE4dF0PWyRCO1IIhGUhdIEWCcxULNcqFBLGaboD6ypBKxL1LTQNNC0p801MMD87y/XrtxgeHOD27dtMTk4yOjqaCd0qaLq+ojM087xy7ExlVPK/q+seRREXLlygr6+PvXv3AomnpiuPg5WhS55Yp1r8s+8tXtY1jcIwI41ppGrbPYQt9b1n330+sb2OzsTzlObXQ+/9qnIbP/RDP8Qf/dEf8Tu/8zvcunVrM95qs9StNgUv1KOo1+tcunSJw4cPZ7JpG4G6mVXYEUURcRjidb3sBtc1jemHD5meneeL3j6T9X4Evs/SQp1WfQG/06HdnKMdCsJuQKvTpdWZZqE5w5LnEoc6xDGmJnCIMWSFmt2HUxmnUhlkcPdutHIRr92kHMWIGGpDFWJDcunuHXb0DzExPoouJH4YgW4hkPiuR7lYIFI6mHFMZaCfSEp0y8Ky7YSZmbru5HpcPM/DdJzME5h6+JDJh1OcOnMqc3Vd12VxcZGrV6/ieV7WZalq+moX19K8Qz786CVRqffxfZ9z586t6K8AspLrkxrB8t5JPlmaeRHp90cQEIUhkRAEaVUla1LLvR5yVRbIysXrjTzciirKWlCszHK5zIkTJzb12FI+l7rVpuCFGYpWq8XMzAynT5/eUAkp70UoaJqG7/sJJyIM8SMv69+4ef0GUgjOfPGZ5CaRksDzWFpYxDR0HKdAFIXogDvfoN6cwV2aYXrxNo+W5pmJW5S1CnHcpaiVsUwDU3fos8cZHNlDf2UczSqh+xa6baDZDrpTpFlvcn9hgeOv7KVULSOkhiZDLF0jJMS0DISwCNJd3LIsDNsGXUdImbWFKxddxjFSCQYbxoqZoHdu3aLdbnPy1MkVu3+hUKBQKLB79+4sWz81NcXS0hKlUomhoSGGh4bQ08qFSAldwIohQircc12XCxcusG/fvix0U1yNfMn6SQsyn+/IOBW57l0hJYZtE0vJ5MOHKya9keZXMsMmBHEQJGFZyqEx1mFUvh85j+dRt3oCNkvdalOw5aFHHMdcvnwZz/PYt2/fhuvMvcm1vCyeaZqYpomGQavR4NKd+wyNDLJ7377Mw4jSmZ1ep4NeLhH5AXG7w/zcEu3mIgtLLdz2LPPeLPPESC+GQkRZlBjCZFfxIFVrgIHRvZSHJrDMGkJqVAZKSCPAtIq02w3uPZrm6OG9BIKkkcsQaLqN2/GQYYhedJIGLU3DSkuchq4TS0mpXE521dxnUz0c5Fxx0mtoaBqHX3/9iaVHdY0GBwezClKr1WJ2dpZ3P/95DNOkr6+P0dFRiuk59KLVbHLh/HmOvP46/bl5K3muRG+Jttdg9JZehRCg+Bnq+0yNxOzMDCffeAPTsoijKDOYURQRkXgTcRiiq+uSuxeehK0wFOuFM1vQ57FZ6labgi31KNQksLGxMarV6lM3huXHA8LK9nPLsgj8gHPnr/D6oX0M79iBlMlQH9/36bZaaLpOsVKms9SgNTPPravX6DbnaXUDmu17PGze5n4UEUUCGerYgcAyDQbsESqlGv39g5SqJYpmEbuiUag4FIo6XjeiUZ/n8azL64f2UynZBFFEHARoBQc0Dc0I0QXJKAAp0YXAKRSQJMQc07LwPS+T6lPJQBlFhDm1rjA1EgODg+xMxWrzmpnquuS7O/PuvmIiHty/H9fzmJ2dTaab+z59tVoWpui6Tn1xkStXrnD02DH6+vqycQEK+ZyReu8ncQdWELmSH0i/PKQQ3L17l2azyYk33sjKvpqmYVvWsh4HSZUrDIJkjmzqKRqWxVpZiq2ihK8VzjyPsK4Q4l+TJC6HhBCTwN9m89StNgVbZigWFha4cuVKNgns0aNHeJ634dfnp37lWZeGYdDtdmkvLtJtu7zx1nH6+voIowgRx7SaTaIgSMhYqetqCGg2XBotFxmaLHQe87j9iBnXpSxjggAiS2dfwcbWygzZQwyYfdQG9zA+MZxI52ugaYJYgztTCwRezMEdIxiGpOV7FItlIiRB10VzbDRDwywkIr66YSCkJPL9ZFSgZRFLidvpUKxWV6hNC03DSD9/u9Xi6rXr7D+wn9HR0RVVH9XcpbDCy5BJk5dUalbpdXAch/HxccZGRwmjiMV6nfn5eW7fvoWuG3jdDifeOEm1Wl0mbeV6RPK6HgpPmwuQQnDj2jWCMOT48eMJMzM9Z3U8mSpzCSHQHSfxHuJEbyNK+SGk+Zy8kpnCVhmKrdDLBJBSfvQJf9oMdatNwZYYina7zY0bN1ZMAntalSuVmc+Ti1Ty7uG9+7QaHZyiQyV3U3ueR2NxMVmIJArbfrOJ2wmIREwUB8x0blNvTDLlLxAKQSfWqergGTq6WWO3c4Ti+ABOsR9rsASmTlErYhkQBnD5ykMGh8vs3TlGt9NCswwqxQJmsUgchJi2RZDOAo2lROh6MgrQ9zMZOttx8IMgibWlzD6vWnSmaeL6PhevXOXIa4fp7+9fUU1Q//fucnEcr2A8Khq3GggUpd6ZbhiYus7w8DAjIyNMTU3xYPI+Ezt2cv36dYDE0xgYoJQ2S+UrJLC2OM2qTM/08StXrqDrOkeOHFkZkkDWIauMkyqd6qrVXkrsnH5G3nCGYZgZsfdDtObD3GIOW2QoyuUyZ86cWXGTPIvKVW/sG4Yh58+do1QqcepLjvDp3/8Uhq7juS5d103KbmEIto3bbuMimL1zn8f36jQW5nG7Szyoz3LHm8QLBJoEJw6pFmyGCkOMiBGEHWMbNUZHdmEYIaZdIvY8fMNi6uEM+w6MM1irolk6faV+vFTanyjCtC1iVWFIh+5IIHJdnEolmSmaLm7TshIeAcuLXhGUZmZmuHv3HieOH8v0ITMNzNyOvlr7d5hS3wXLCmFSJvRt0txA/nZ/8OAB9XqdLzrzxUnuIIoI02ap23fv4nltyuUaw8PDDAwMrPheVuvn6CVwqUUbxzEXL16kXC6zb9++J3si6Tmqz5CRv0i8LeVFqOum3kMZjSiKcN1EsEkZ380wGl/InaOwhaFH743wLCpXeWm7IAj4/Oc/z57duxkfH096EQyZUZWFSNqidV3H7XTwXI/642lc16UbdnjYnWFucZEFd4Z6aKAHHkORjq4b9BnD7DP3UxnZS59ZwRqsMj8/j9dqUhmuU7EcmpHBwWMHsDULGXhoug2aoFSpYAgJhpGESUIgTDPzHqIgQLMsNMNIxvylC1YD/DR3oVq7kZL7d+/ycGqaM2dOr2gNV2FXnm2pFmneUGhqh06vf6SUt1kOH1TC8PbNm0RScuLEiRUkLaHrjE1MML5jB2EYsri4yMLCAnfu3kLXbEZHE7KRGpq8XvgRRRHnz59ncHBw7ZmcIlUKVwYgitBTEpfCaos+bzy73S537tzhwIEDK8rAyqg+q9HY6uE/LzveF2bmeshq7enrFhcXuXrtCseOHqevWk1cVAAt6TfQ9dz4PF1HMwyMVptGvUsgY6ZmHzM7dYPr4R2E51GMAjRhoJV1dogiA/Yw1doOqnaJ2o4BjHKJkjFEwXZozM8wNT2D41S4ffEu1eE+BvprlC2TkhAQhYhCwqpU+g4ijal1w0iGDfk+oedlYYduGIRhSCk3BVxKyb07d2m125w+/WaWm8kLw+SJUqtVPlRVQKY5CmD5d7GsIWoYBpcvXsR2HA4dOpS9Pl9dUt6CpmmMjIwwPDwMJK3U8/PzXLlylSAM6K/1Mzo6Ql9f36oGIwxDLly4wPj4+IYUqvNkqvzPG8mFqOT54cOHqdVqK8R18tIDqtz7NEZjvRxFp9PJpPk+jHjhTWHrYUXtXUpu377N7Owsb51OSFRKxSkMQ0LPI0iVtG3TpJve6IHnM/t4gcd35ul06sw0JnnQnaQuXAxdUhEGhUhQ1suMW7solndj1gah5GAXbYQh0HVoz0/SkoKTb51Guh6RFDS7HaYWGjDfZKBUZqCmMVhKFkAQBMg4TiaP6TqR5yEAs1jETD9/kO7wpmVBuhh1XefKpcugaZw4+UYWs+cZkmqh5z2sbM4oy5WPLG+RfgdG6smpBWMYBufPnWNgcDBrIsuHEPlcxGpSd6VSiWKxuIKz8ejRI65cuUKlUmEo1XMwDAM/CDh37hx79+5ldHR9YqEQIvHIekrjG0G32+XcuXO89tprKxS91L0HZNdH9aKo+3Ej3sZ2jmKL0FtvN9JddCNQxuLy5ctIKXnrrbeyclwYhpnrHIYRAjAsi263C7qOUywy++Axsw/mcYMml1s3mWpcQYYtSqakFenommDMchg1xij37aDYV8MQiZBMsdqH0E0eT96jYBc5vHsCaYDEouBo9I9Wk/KnEDQWWjyebnBjcp7RgTJ9JYtipQ9T09AdB8txiEn6JVRyMQpDPNfNSE66rnPh/HkGB4fYuXtX1t6tcgxZD0vOWKgFlPe6YPmG76VAK+8kiiLOnj3HxESyu68Wvigj1HucfLJVwbKsbJq3lJJmo8HszAz3798Hkh1+/4EDjIyMPNV9s9rPa0FNpTty5AjVavWJz1MhSl6UWBkOWJnT6DUaG8lRfFhFa+AlDT0UM3BkZITdu3ev6BxV+YjA9yFI4m2Z7ph+t8vc7CxLswv4XpuFmYd03HvMhF1CQ1IMBSNSpyZ0+u1BygOHqJRqjI7tRCuCZZu4jSWm23P0FwcZGB3G9wN0zUBzdAzTwikUkjEBvs/wjmF27t9Jp9OhXW/QWFjiweQMhm2xc+c4YxMToGmZmxu4LrFImIaKoXj56g327t/D+Ph4UpXQtGWtypQ3QG4xq+ugKkCqdJwPR3oXmKYl4w7OnTvPwYMHMrdc8Tfy5Cgpl2eiqOv+xA7THIQQVCsVqtUq450OZ8+eZXxsjLm5OR48eEB/fz/Dw8PJ1K8n7Nwbqaj0ot1uc+HCBV5//fWnWqh5byM/ojHf/Zovv27hlLAPBF6YociTgtZCs9nk/PnzHDx4MIuL8ztanNbTwygi9EL8ZhPdsgh8n+lH0yw1Okxee8it6WvMN2/S8mYw9ThpZNJiirrO3sIEwyPHqThVipUKxaqBXaviLja4NXeTVw4cpVjuQ7cMCEOKhQK6BMu0Ep1LXUcUCknfhEyam8qVEjv27iYWgvrsLM3FNpcuXwdiiqUSlUqFSqmANAx0XafdanH9+n2OHj/E4NAQIuU55HdutetJlkcY9DbL5cOGfIlQ/V11N166dJHXXnst40jkF32+ZyPvSfTK5in0Nm7l0Wq1uHDhAkePHqVSLies1LQte2ZmhuvXrlEsFhkcGmJ4eDhrYvM8b8Ux1UT6taDe69ixY8+9SPPXTV33fPnV9/01S6/bocczYjWq73qYmprizp07nDx5klKplL0+iqJsyK7qiyCK0HWNjutRsSwa9SXaLY/m/DzzjXka7VnuhXN0jJiCDAl8nWqpyCFzB+XKbpxSlZFaFewi0izRWexyd+Yhhw+doNo/hCSk4BTQzKQaEUQRfhRhWQZ6qmWpyp92oUBoGIRpEnFoZIT+/gCnXKa1tMTs/CKP5mZp3g2pFBz6KgUeTC1w4th+yuXyMu08jrNqia4n08FiIbL2cFiOs/NQDVNCyqzRSlVIGo0G165f49ix4xQKKwWJ1XfUu1uu5kHk80ZPet5So8HlS5c4fuIEpdzYP6HrDKZTvdA0ut0us9PTnD93Dgn09/dTrVbp7+9f4SWtpZLdbDa5ePEix48f3/QF2pvbaDQaPH78mCNHjjwxt/FhVuCGl0RcV0rJjRs3aLVa2fwOWN7RuqkEWRAEGCmzMYzjpE1ZS2TzPNfl0a37PLhxmYf1OyyEs8RRiGWBFghG7CK79UHKtQlKTo2SZULZodpfY2lxgenFJm+88SaFaiJZJ9AJwoA4ljimgWE5FEtOcvNDInybJhOFWtC6jghD4pReHYchTrnMgaEhdqdyfXfvTHJ38hGWZfHgwSPCKGJkdDTR1Ej5FygWpK4jVUdpGpKoGDsb6QdJZSP9X/VFxHHM43Rw0hsnTuA4zns8BVjmq1QqFV5//XXCMGTvnj383M//fKYVmdffVDqlydsli/ov/aW/xDvvvEMcx7z99tv803/yT4hJyps/8qM/wif+y3+hUCjws//4Z3jzzJkkGbp3L7v37iUMQy5dusQPfOz7uHLpGn19VUbGRvgHP/EPOXbs2Kr3S6PR4PLly5w4cYLv+Z7v4d1338UwDE6fPs0//sf/OKHCS8kP/dAP8YlPfIJCocA//+f//D2jLjeCdrvNpUuXOH78OOVyeVVvIwxDFhYWPtShx/uuFhKGIe+++y4AJ0+eXGEk4igicF38bhcZxwnLM81PmJZFLKC52OD2pdu88/uf5/bZTzJZv0EznmNBdrBFTCXQqOlVdhT7Ga7tYXRghPGRIcqDQ1jlGu1uh7YecOTkcYp9VaIo0W/UNT3p8EQSITBNLaFgy+XOS9txMNM28UqlQrFcRlgWRqGA4TgIw0jUq0iSubMzizR9ly/9klO8/fZpdu/ZSafZ4t3Pvcv5d88yOTmZuOAk0vtRFGXMxEyvIedR5JOXKqZW7vHk5CQPJic5fuxYFtIokVylRpVv7S4UCnzyk5/k05/+NP19ffzCP/tnyyVYRd0WYlXJuq/4iq/g53/u5/jcO+/g+z6/+Iu/SBzH/M7v/A43b97kc+98jo//9Mf5gY/9QPIZcqGPaZr84A/+IH/+L3wFFy9e5Ld/+z/zHX/pL/NHn/ojPv/5z/PgwYMkUZ2iXq9nRqJYLPKN3/iNvPvuu3z2s5+l2+3yS7/0SwB84hOf4ObNm5w/f56f+Zmf4fu+7/ue+t5st9ucP39+RWijpd6eZVk4joNlWXzuc5/j1q1bL7xj9UXihRGuFPI3SafTycpn4+PjK56jFkkYRdmgm8DzEjovEEQRoSZZWFzg8Z1HzN67z6znMi0aNN0moXDxZMiI5jBmDjFSnKBaHALdpjwwiOk4PJh8yPjOYQ7uf50oTjUPdANhaOimiVOwkWGEJiD0AyIpk/xETh27l9egjJmMIjRdT2jkQcClK9coOA7/wxe/RbfbTeZqDA4yNDyc9a8szM5y6eJlYiEZ6KsxODRIOZUIzCjcOVYmsKKEKUSi7fDg4UPq9SZvnDiRGY58dSMvHwgrRx0AnDpzhqsXLqgvY5nPIBJFq3wY8vjxY/bt2cMbJ09iGganT53i0aNHCCH4T7/923zjN3wjAviiM2dYarZ49OjRCtm+3//938c0Tb7zL38XnudRKpX4mq/5H7NrMjc3x5UrV/B9n1KpxNLSEqdOncq6kP/8n//z2X1z+vRpHj58CMBv/dZv8c3f/M0IIThz5gxLS0tMTU2tuM/WgjISR48eXdNT+PznP88P//AP8+lPfzrLqX0Y8UJDj7wS9/z8PFevXuVobpIVpPMyPS9pE085E6qcKOMY3/MwbRsZRbheRDC3yNLUIq2gSUvM4/uzmHqHgtGHE1WoOcOMFPdTGhiiXKpiWkUizeLW1Zvs3LOD/rFhSuUSSIlTLuG7AUKDSqWM53noxWVdyzAIMByHYqFAoCZsiST0Ucm3MAwppvkVGSdydxcuXmV4uJ+9+/ZlLMxe0RfHcdixeze79yW8h4X5ee7fu0+71aK/VmN4dCSJ8XuSjXFq4FQe4+atOwRhxIkTR4HlJF0+qx+n3lme5akQRRF/+Ie/z0c/+i1AsmC+/P/y5blvUaIc0Z/4iZ+gUi5z8s03swlu//rXf41/8JP/gDiOefToEbt27UKm/IiJiR1MT08zOjKSzYS9cukib6TMUJXYVDmRMAz5+q//eiDxPL202zaOY/7e3/t7vPXWWwwNDWGaZvLe//pf8w//4T8EkvkwO3fuzM56YmJiw4ZClVuPHj26Zt7h7NmzfO/3fi+/+Zu/yZ49e9Y97gcZL9xQBEHA5OQkjx8/5vTp0yuk2yClGafUXdVIZRgGcRAkArFpWbCxtMT8wxkWb91nunGfR92btGWL+djHwmRYFBiv7qVmVqkWhqkUqxiWRqfrM33nNkdePYhhCpxiiTiMcEpFTMPAKBu4rkvk+1hp3oC0lKjrOna6w5vp7E21WBW3Q7nqURjidrtcvnKFPfv3Z7tonkSVz7SryoKqboxPTDA2Pk4YhszPzDA3M8P1m7eolMsMDCSlxqy0mb7m4qVLFIslDr36ygovR3loqqSqzjnvjXS7Xb70S7+UqakpXn31Vf7cn/tzCJGIyn76k59aob+JSNrE6/U6x44ezYze933/9/GlX/olvP32lybcEZl4hfnmvjiK8DqdJJ8ChGE364+RuZAqjuPkvT/96XTy2U3eeOONhHSXVnLm5uZ499130TSNj3/845w5c4a33377ue7RjRqJixcv8l3f9V38u3/37zhw4MBzvecHAS/UUGiaxtWrVzEMg7feemvVmE7Gy6KwUgh0kQzP1Ww7SVp2u8xOTXP/2k0eXb1P13vMjDdFQ7pIPIYNiyKDDJd3UTWGqdVKVMo17IJDa6lOo93h6MFDFKoFykMDaI6N6Th0Oy5CE4Suj2lomLaNEALX9xOhnDTJqHZ0yzQzbkgYhhQKhYRUlgrmuJ7HlevX2X/gAKNjYxmbVC1YNScjH6vnk4RqtzdNk+GxMSZ27SKKIprNJjPTM7x79hwCwfBgP/2Dg9y+dZvBwQF27tq1Yr6GQj7UME1zRRlWTztc/+iP/ohOp8NHPvIR/sXP/zzf/df+Gs1mky//8j+X+4ZENlTp137t17JE5//yE/8rc3Oz/Oq/+rXk+wImxid49Hgqe+9Hjx4xNDiY5FvS8zu4/yD/4T/9NqHvL8vbpRtFs9nkT//pP43v+xQKhRXh7C/+4i/y2muvsX//fv7u3/27LC0t8f3f//1JjqW/n4GBAR48eJA9/9GjR+t6E91uNyNurWUkrly5wnd8x3fw67/+6yso8B9mvLAched51Ot1duzYwaFDh56Yw9ANA9KaupDpGD0r4S/MPnyI9AKmJ6e5efEBs+4dGt4UUoSYwsEVHYrmMAO6k4jjGjA0MIJllnk8v0gcw+tHjiQVBsvCdhwiTcM0DIST0K6FY2GmC560emGZJrqdaEsoDygIghXTwfOlxMV6nbt37vD6669TKpUSajfLojKw7FEo5iTk8hA5zoQyLOpv1WqVSqXCQSES9arpaT5/9l0sXaPoFGjU69T6+xPillgW/MnnKaSUq/IUNE2jVCrxkz/5k3zzN38zf+W7vivd1f84+2zXrl1DSpkNagL4pV/+Zf7rf/2v/Mf/8B/Rcm3gX/EVX8HP/cLP83Vf/w2889nPUq1UGB0ZIYoi3v5TX8of/e4f8vaX/A/8L//oJ/nFf/kr/KX/6dsAOH/+Iq7b4dDhw/zsz/4sb7zxxhNLpb/0S7/E7/3e7/Fbv/VbmcDy4uIiX/RFX8TP/uzP8uqrr/Lw4UMqlcqahiJPAV+L3Xn9+nW+/du/nV/91V/lyJEjT3zehw0iv+usgmcW9FQLCJaH/BQKBfbt25fE2msgjmOiICDwfQLfRzdNZu7fZ/LuJJ2ZBreu3WJ+YZZJ7zJT7izS9CjKCo5uUDMdRstHGC2PYtg2gzsGmXkwB6bg8NFXMUolhKGjOybVWg1IqxeqzJkmUWO1A0cRhVotGWEoZbao1fAh9VnVvJK52VkePbjP8ZNvJjqQQZDwItLFnm+26mX65ROO7/kiekhScRwnrMTLFzmwZx991SoLCwsszM3RbLWp9FUZ6O9nZGwsKxeuRVEeGRlhZmZZlvHrvu7r+MhHPsJHP/rR7P2uXLlCoVDgwIEDK86xWq2ye/fuJNcDfM3XfBU//IN/kzCK+NG/+UP8zn//XQq2wz//+Z/n6JEj3Ll5k6//lm/gD/7rHxBFER3X5Uf/Hz/K58+ew7Ft9uzexQ9/7IcxLGtNI5F/b5Vw/Jqv+Rp+9Ed/FCkl3//9389/+S//Bcuy+NjHPsahQ4cYHBxkeHh4xVBi13U5e/bsij6R1XDnzh0++tGP8su//MvPVGpdAy9WCfgZsOWGQpGo3njjDR48eLBCz3EtxGFIGEXMz8ywND2LOzPD43qH+VsL3Jy8QtN9RFcELIQzzEbTVKSkaAwwUHiVPYM7GXZGMAZ02vMNxicmqA0PUuivJjwJK/EanDRzHkVR4lWkDVtSLOsfaCnNGRJvJ5+0zNOepZTcv3OXpfoSJ958I9NSUKQsWPYolKBt3lAoA9ErRqNyF72PNxoNLl2+zGuHD1OtVLIwQ53L0tISszNzLDbqFJwCIyPDDA0NZUJC2XXOcSpWM1LKuF24cIFarcbevXtXNWT584tznBf1uJl6Yr7n8Vv/4T9y9/5N/ufv+KsITcMplRLl8fT1U48eMTU9vaJcvhlQQ4nn5uZoNptUq1X6+vp48OABr732GrV041gN9+/f5xu/8Rv5hV/4Bd56661NO6cUX9iG4vLly7RaLY4fP45hGNy8eZNKpbKhTkK33eb+tRsszNdZejzPw+v3aSx18Lwmt/3reP4SAnClh47B8OBOyvo4BQnC0NFCA1mK2De+j4l9eyiWC/SNDOGFIYVSKdFSSFmQWXlRUZVTliSpQTBT46B6I1RS1rbtRE7fNLl66SrImP2HDuI4TrbolaeRF1dRRiJPyVbfQ/5neC+tWgiRJPdu3OD4iROJu53roVHJYC2nrN1utxNvY2EBKWWiyj08TLFYXJEPyfc2qGOFYcj58+cZGRnJqgi9hiz/T9d1oiBISGsqzApDrNQoh0GQhHU5w+akzEqZVkoep0Zird6K54WUktnZWa5cuYKZTpRX16VXAPrhw4d8/dd/Pf/0n/7T506WPgEvvaHYshxFvV4HEhKVurE2qnJVn59n+vZt7l28S/fhHAutNp12g3p3EUuzsYnRYkFgmtSsIo49wrg1xujgAQK3gV60mVt4zO5dB5F+yLXLd9n5yg6kbTE8NkqhUMDz/UTYNjUMWpqAs0slwjDMxuMZaZJRLSi1qHRdx/O8xCBevEytVmV3OiQHWJF7UMi70CqUUMpVCqpsmG/wUhRrxVt4cP8+J998c7mcCCtmdtCz6FVeY+/evfi+z9zcHLdu3aLV7lDrqzEyMkRfX98K9Sopk1min3/nXXbv2cnEjh2rflf5DlQVosRSIlTZNk1c5q+LnjNi+UnmD6emmJmd3XIjAUnvxu3btzl+/Dj9/f0ZZyM/G6Xb7dLf389HP/pRfvqnf3qrjMQHAltmKPr7+99DVNmoytXi9DRxFLP4eAEjgMBvE8Ymrr+AafVj6gZdu0jZqdKnVTHL/QyXhymaMbFZoiVdTn/Z21T7yvhBSKlWIvI86ottHjy6yMBAHzt3jlMslxOXOL2hvTDESvMQ+QWqJqurXd113VT3wuPatZuMDvUzMjJCGARZOKM8hXx3pkJvrqG3e1N1h/ZicnKS6elpTr755gqjI8QyhVvPqWP3NtMZqZCOGuoThiHz8/NMT89w7foNioUiY2OJSE0QBJw7d559+/cwNDycndNa7EP1PrqmEcbJFDc1KDl//fLXQ5G57t+/z/z8PCdOnNhyI+F5Hu+++y6vvvpqli8rFArs2rWLXWl1aWFhgZ/5mZ/h3//7f8+xY8d4mM4f2cxQ6IOEF8rMVLvwk9But5m9e5frv/cp/IddOl6Xue5jWp371C1o0WUhaOBrHpow0GmhmxX6I4ktIrrtBfS+IU4eP45RdNBNnUqxP5OCq4wIDqbknKWFBR7cu4tmGIwMjzA0OoplWcuDeORKgdgoSmZOqEE1oe9z4fwNXnllJyOjo9nu6XseYZrclFGEVDkKsVJGv/fYwIrKhApVVIv6tWs3cN3Oqsm9/OLNhy29qkz5hapepwR289yE+/cT8eLxiTEq6bTu9Tp/8yxVQcogFSvne0CS99Fh2dtIORlLS0ucSJmkWwnf9zl79iyHDh16YlJdeWJnz57lV37lVxgfH+e//bf/tuUG7GXGluUosi7PHGZmZmg0Ghw8eHDF467rcvmPP8P5//yHRL5Lo1NHSnC1mGa3gRctoRcGaIVdvLhLHCVMxuHCGFXdor9/gth32XVgL/te2QOOg26a6MVi4sFEUZZM0w0D27JwikU818XzferzCyzWF4GIvtogEzt3Yqc8ClXRUJ/FdV06zSY3rt3j1df2USyVEqKUpuGrHUdKDE0jlpIgLZ2qae2KWCTTRKdKVOY7OrMOzyiRrb9y5SpC03jtyGsrJPDyxrh3IecN0GpGO0s8xsvit1ra2XnhwgX27tmD53nMzs4RhCGD/TWGR0ezhJ96fRiGdJvN5HdNo1SpLM8JzYccOXKaMpK6rnPv3j2azSZHjx59IUbi3Xff5eDBg2uOtFxcXOQjH/kIP/ZjP8ZXf/VXb+k5pXjpcxQv1FDMz88zOzvL4cOHVzz+if/t3/Cf3vk33Fq4wXzYpmZaHK4cpt6ZxbJH8KIuA84Qul2lgI4Z2ximjlWo0uc4NLstdu/dw76D+6jWKmipXD+2nTAsLYsoXbxKHbtQKCTxcS4zHwQBc9PT1FtNoiig1jfI8PBQtvNEUcT0w4fcvTvN68cOrqCkG3oyrMfQNDRdJ/L9JHegyq5hiFUsZj0gKlzIWso1jSgXlkkg9H2uXb9BqVRi3769SSizSkm114vI5wzynlHecORZm2qBtlotLl68mDVBKY1JxU2YnZ2j3W5QrdYYGhpiaGiIVr2OnfIXlGvuFIvZ2AChadlNlOebRFHE5OQkruty5MiRl8ZILC0t8Rf/4l/kYx/7GB/5yEe29JxyeOkNxQsPPVZLZv6nT/0rdhR3cUdeY1x3OD8zx4TZpoFPTQp822RB1qlFBgW9QrHajxEl8vgzSzMcOnyE/r5BLCtJlkauj9VXQaaLPyQpy8WOg6NpmLpO0O1ipHRglVC0bZvxnTvZlSbblGz+5atXGeirQRzTdV2OnTyMaZpJDB5FiaJ2GOI4DpqU+CkXQ8slb2UYJloRUYQWx9iWhUh3cpl2ZkplPITA7Xa5cPEyIyND7EinoKlEJaysjuTFVPLXPZ+jgJXJ5KzSkxqVer3O1atXs65M9R6KgzE+Ps7o6ChxHFOv15mbm+P2ndv4nTYTO3YxMjKScU3yORP1edQ5KsN1+/Y9wtDn2LGjTyTfbRZUuHHgwIE1jUSz2eQbvuEb+Bt/42+8SCPxgcAL7/VYzVA03AVaQZOuHzLrdwgWYG6kiaZVCA2HYb1Kx68TmgGh4dAKOpR0E+m1eOPMn2CwVqJgm2hmMjxYilSRSCT070hKjEIByzASefx0+E7o+0hNI4widE1L/ul65gmNjo6ya9cuAtfl4qUL+K6HYVpMPnjA8EjSpFVMqyRW6lIjJYYQhClpzND1hLyVNrVlsmtpIxcsL3rVs+F5HucvXGTP7l0Mj4ysWjLN92vkwxZYmafoNSD5Ran+lu+lyPMsenMmarEPDAxkIjPTDx+yuLTE+QvniKKI0ZExdqYEqNU4GUIIbty4SRAEL8RIBEHA2bNn2b9//5r8nXa7zTd90zfxV/7KX+Ebv/Ebt/ScPojYUkPR6xY/qTx6dPRP8YdT/xnHdvADF2OsQF167CrupGoMUdYK7Bx6hVLFwS5YxG6A0Iu8+vpeBkeGMGwLw0xCCqTEUwsoipApK9KybXSZTKGyDCPpOPT9pKMyikDT8DwPQ6lWOQ5xHON2u5y/dIWqU+XIkd0Ymkaz3WZ+YZE7t+9SLDoMDSdkJiP1MgRAOltUApqU2WRyISWRTOTtAt9f5jukoUCn0+HChQscPHCAgcHBzCeNpczKirByzkRv8lU9pha4+ltvuznA9PQ09+7d48SJE5lHAOsP5VUYHhmh6DjsGh/HD0PcMOTWrVu4rsvAwADDw8OZlL+UksuXryCE4NVXn0zj3ywEQcC7777Lvn371jQS3W6Xj370o3zLt3wL3/qt37ql5/RBxZblKCDZ1fPH932fc+fOvYfZ9rnf/QP+1b/9Re5376HrkiF9iEJlLzW7nyjyMEVM0ShjWib4Lcr9NU6fOZWU6woFnKJDd2mJwPOojI4Sk2TVLdvGC8Os38JKd3XbcRKGpO8jUg9Cuciqocq0LDqdDlevXGR0cILhsSE0LRmiK/RkErhpmriuy+PHj5mdXcSydIaHhxgdHc2IUGoX9n0/yYnkOBnqGGqBNup1rly9ytHXX6dULmd9E3mD29sroqDYnnnkvY3eJCIk0oNTU1McO3YsI4blDU7vvZFPtpJeLzXQaIUwbhrKzc3NMT8/z9LSEsViEdf1KBaLmZFQ1YWtMBjKk9i7d++aOhGu6/LN3/zNfO3Xfi3f+Z3fueXG6wl46XMUL9RQRFHEZz/7Wb74i794+Q2kZOrBA373Nz5BKHQiN2aqfp8jx09SLppIL6LebrLU8mk/nmKoVmPf4Vcoly1sQ0crFBC2DbqG9H0i36dQLhP6PnqhkA251XSdQrFI7PuYqu9CJHqOcRgSy+UGLCARm7l8iT0TO6j29WW7uYwi0JMJ5GY6xUpP+QW+7zMzM8Pc3DxxHDE8PMzw4CC242THVYN28wtO0zTm5+e5des2J44fSzolNe09XkBvv0d+QefPHch4E3kDoV4nhMh4C4o1m39db4m21wtR5yxE0lKfv0mESEYCqvAtTsOtCxcu0O12s5zQ2NgYY2NjSV5nkxOZSjVtz549a44K8H2fb/3Wb+XLv/zL+d7v/d73y0jAF7qhCFLxmexgUvKpT30qY7hlYipxzMzUFJ//g88yv9hkeGKYHeMjOGUH3TRoN1tcv3iL8YlBdMOkYGjoho5p2XhugFEugB9gFW1008QSglhPpoj5UmLaNsVSCdM0MXQ9yU+kGXhVhpRxnFC1gYV6nZs3r3Hw4KsUi0UMTSNIxXQ0yyJ0XcJUzEYzzaSUmpKrlKZlGIbMzc0xOztLu9VKqgTDw+8hoWmaxtTUFPfuPeD06TezsmyejJWvUqjrqP695wvtSVL2hiRRFHH37l06nQ5Hjx5dQSPPV0Z6eSR5oZ38/6HvZwlWQVLl8VOCmvruz58/z8DAAHv37iWKokRcd3aWRqNBEISMjAy/p1HrWaGMxO7du9dsFQiCgG//9m/n7bff5gd/8AffTyMB24ZipaEA+OQnP8mXfMmXrOikzBZA+rufiuXGUcTs9DR37t5nz+6d9PX3E6UTwqJUv8B3vUR4VteJgwDbMtHSTD1CoNt2IqeX8ieiOKZcKiUlyjR5KYTIpn5Pz8zwcPIBR48dzxJ7auiQ2+0ifT/RsExLmqpkqfQrAt/HSBW0dV1HS43SwsICs7NzLDWWqJQrjIwMMzg4yP3795mbm+fkyTeyCkPvYswbC2BFOJInVeX7QfJEp7zs/vXr14njmCNHjqxqbPLfSRAE2Tmt1sCmWKRqWJGeXtNmo5Fpe16+dIVKtczrx45lrFxlAO10pGJybWZptVrUaisHIj8NwjDk7Nmz7Nq1a00jEYYh3/Ed38GJEyf4W3/rb73fRgI+AIbifeGjrmYkgKyJyLIsLMvi0aNHLDQavP0/fClSSlzXzUp2KhY2DINWp0PQ7RJoAs00MYBIT+aRqjxBlE45N00Tz/cx03Ck225TKBbRDYN79x/QbDQ4dfqt7CZWizSOY5xCgThV1xaaliUvVbUiDEM0KRM1LiESFqpIOif7+vool8vouk6j0WBmZpbLV66gazqHDr2ywr3PL96899Dbi7EayzNvLNT/qtp07do1NE3LdBTU58obmjy/QjFAe98jT9bKbwR+KgkYpYOaLl+5TK3az/j46Apjp2jxyvtSYYgqvc7OznLjxg2KxSLDaaJY5VCeBGUkdu7cuaaRiKKI7/7u7+a11157WYzEBwJbXvXIQ93cU1NTDKeisqtBSsmtW7dot9ucOnUqu5GVMEkcRSAlnVRSrVQqoVUqSYIyDRG6zWaW1DRME5kajKwXQSaTxGMpcbtdrl6/SRxLXn314Ip+i7xKte/7+On5IXOj/9KSqExDKWU4ZNo9qh6XKSGr4Di4bsDY6Bg7dkwwOzvL3bv3ME2DoaEhxsbGVnISclULdV3znoe6ZquFJ8oYXLp0iXK5zL59+4DccKGe0uqTvsPV6MtSykQvJGdcVL7kyuXL9Pf1sWPXjoyurc5FHa/XY1Cl14GBAaSUCaV/dpZz584hhMi6O3vneERRxLlz59ixYwdjY2Orfg71vL/+1/86O3fu5Md//Me3jcRTYEtDDyX9BsvK2q1Wi8ePHzM/P0+hUGBkZCQTSIXky7x06RKFQoGDBw8+8ctUN7gSjM0vHi11m7uum80DQSbydbGU2On/mq7T6XS4cu0GRdPkwKuvZJJ0dup9CJYH7MRpWTOOkoFEuq6jGwZRnMjfB76fdE1CprWpGQaGZeF2u4mCuJScPX+ZWrWUeBLJh0nKs2kydHZ2FkPXGR4YoD9te1YVjN4wI4/8YsxyCGHIxYsXGRwcZPfu3e+5fvmfVZiRf1w1yPVCMTG77XZWyVGe3mc+9SmGBhMqvEpu9vX3r2gIVBWmjcLzvCzn47puJkBTLpc5d+4cExMTaypYxXHMD/zAD1Aul/lH/+gfbUoC1XVd/sSf+BN4nkcYhnzd130df+fv/B3u3LnDN33TNzE/P8+pU6f4l//yX67nEb30FuuFGAq1Q8NyeU/tGNPT08zNzWFZFgMDAzx+/JidO3ey4wltzWtBeQz5/gVlPIIgSHon0l6LKIrwfJ9z588zMjjMyPholnPI5jbYduJRQLagjVQSL2+YVPt54PuJ3oLvY6SJU6WUpbRAP/fuOSbGRpgYH8e2LILUc9E1Lev/gCS/Mzczw/TMDH4QMDQ4yODQUDZZrJeElfcQ1CLMDyXuvZ69fIl8qNL7WC+UlxWFIZ1OJzufMAy5duUKIyMjDAwOEqbG1HEc7ELhPQnSZ4Xq7pyenmZmZoZKpcKePXuyKeqr3Rc/8iM/AsDHP/7xTauyqHu4XC4TBAFf9mVfxk//9E/zUz/1U3zkIx/hm77pm/iu7/ouTpw4wV/9q391rUNtGwolxLrezTE7O8vly5cx0yrCyMgIIyMj71Hp3gjyiyDfcKWMQBzH1BcXOfv5dzn4ykHKlUqWqS+mo/CUjoJGOmYgipKSq2Fg2El1JV9+zL35ciWF5bxLp9XiwqUr7Nm9k7E0htbS3TZ7L02D1HNQi08phS0uLPD48Qydbov+/kFGRpIqgeJ9KC9AGZAgCLhw4SK7dyf06t78Qm81JPvMuWvYy93IX1MhRNZFK0kW48V332Xnvn2JLmaet6FpWD3KWs8LFW6MjIxQqVSYnZ1lfn4ey7KyvIaTkub+9t/+2zSbTf5ZOtRoK9DpdPiyL/syfvZnf5av/Mqv5PHjxxiGwac+9Sl+/Md/nE984hNrvfylNxRbmqP41V/9Vfbv388bb7yx5hc0OzvLrVu3OH36NKVSKSufXUiH0KhW6F7loSchvzvmPRi1qJeWlrh67Rqnv+hMpu7cbrcBMj6CqSjecTpbxPMIPC9hdqYNXrDs7iuhm6xKkFPVbrVaXLt+nWNHj1CtVLKJ7DLXRh5HUabdkA8h1N+HhocZHBoijmOW6nWmp2e4eu0qlXIfg4P9DA4OZhWcTqfDxYuXeOXAfvpSqnWvp5A3EPlrttpjvb0kK8I8w8D3PC5duMDOffuY2LEDP52/kfe4NhPKSIyOjmaeUl9fHwcPHqTT6TA3N8elS5f4qZ/6KbrdLpZl8Zu/+ZtbYiSiKOLUqVPcvHmT7/me7+HAgWRavPJsdu7cmQ0l+iBjSw1FtVrl4x//ONeuXePP/Jk/w9d8zdeskOmX8v/f3pmHRVXv8f817ILKKmgsbiwKgqKmLaapufxMBXfS0hazbLFN05arXntK63rtep9fdbtl6k+TElApTNNcKq2uLRrilgqEbDMgMzDss3x/f8yc04Bso4ygzut55mFmnnPOfM9hzme+38/y/gguXbpEUVERAwcOlNdxHTp0ICQkhJCQEGpqalCpVJw+fRqDwZTEFBAQIBcutRTJ+69UKsnKypJ7ikjGQ6qWlJYsBoNBriytNQvVIOVgGI0mpXDzcZ3M1aMCrtDS1Gg0nD1zhgGxsXIOhaMUyXB0BINBFs5RWCw9pOsjIUUuXFxc8DXnZAgh0KjVKAuVXDh/kU6dOuLp5UlBgZK+EWF4+/peEWKtf00amuU1tG39/aS/tbW1pGecpHv37nTt2tV0HvXqSxyt8EU0h9FolKX5Glqeuru7ExISQnBwMH369OHnn3/Gy8uLO++8kx9++KFJod6rwdHRkRMnTqDRaJgyZQpnz55t1eO3F2y69JCoqqpi7969JCcn8/vvvzNixAjuv/9+0tLSSEhIYODAgS2y9rW1tRQVFaFSqaitrcXPz5Qu7eHh0aI1b05ODkVFRcTExDT4hZEcrpa/hLU1NVRptbLMnJO5QbKzszNu7u6mnlmKvxrYSJoUQghKNRoys7MZYK7IbO4cpc9vSA3LchvJGEkOU+mfVFBQwNkzZ3Fzc8HV2Y2A27ri6+dXZybWEv9A/e9E/WWJhFS6LdVSSMe2bGEgOURbQ/TFaDTy+++/4+fnR3BwcJPjX79+PcePH2fbtm1yHxNbC8+sWrWKDh068Pbbb990S4/rYigsqampYdeuXSxevBh/f39iY2OZOnUqd999t1XWXqfTUVxcjEqloqqqCl9fXwICAhrM7pMSjXQ6XbPaB/X9GmDKPqwsL5cVm3TmtoEuLi6yE0/aV6fTYdDrKSosRFVYwu3DhshhXWk6Do3fsJZl4fWXA5bhRTkcaQ7HlpaWcubMKaKj++PRsaNJUPfyZYqKitHr9fj5+RLQtWuDVZ2NXYeGfBQSNTU1cum2j49PnXOyvHbS/tcaipRmEr6+vs0aiQ8++IAjR46wffv2ZvMvroWioiKcnZ3x8vKiqqqKsWPHsnTpUjZv3sy0adNkZ2ZMTAxPPfVUU4eyG4qGWL58Of3792fSpEkcOnSIlJQUjh49ypAhQ4iPj2fEiBFW/YOlAiSVSkV5eTk+Pj4EBATg6elpcrJlZODh4XFFP4qmsJx+Swlbep0OvfSLr1DgbI4s6PV6nJ2dqaiowFBbS2F+AZdLyojsF2FyOJrDsVKCmKWRaCzXxNIPYJmjYLmPECbl8BK1mj/O/0F0VD/cPTxkgyYZJ0kbUzKqPj4++Pv7y1WdzV2H+uOU+mCEhYXJ5eaW18xyvNca4ZCu/8mTJ/H29q4T4m1orBs2bGDfvn2kpKRclSPcGtLT05k3b56srj5z5kyWL19OZmYmCQkJlJSUEBsby9atW5sbi91QtBS9Xs/3339PUlIS3377LbGxscTHxzNq1KgrelE0hRQ6U6lUlJaWotfrCQgIICws7KqdWdKXXpryWzroDDqdqWDMnCOSefocBgcHwvqEYdTrTfkY5sInaVkhhJALySSnl+XNZpmUVH8c9V8XFxeTnZVF/5gY0zEt8iwsnbkNXZ+ysjI8PT1N4cwGUqaNFrMbyR9TVVXF7+np9O3Tp9FmOY35Q64GyUh4eXk12wh406ZNpKamkpqaatV3ph1gNxRXg8Fg4IcffiA5OZmDBw8SGRlJfHw8Y8aMabETs7KyUvaMV1dXU1pa2uRN0VIsr5cUInQwO/WOHz+Bk8FAz4hwXFxcqKmqooO7u9xESFdTg6M5KUmv05lEf81OVimZytIRKvshqBuBkJ4XFBSQl5cnC+5aLpss920My5TpkpISPDw85AQ4R3PIFslQGI1UVldz8mQGERHheHbuTFVlJUajqWzfxawW1lTWqLVIs8HOnTvTw6IVQkN8+umnfPbZZ3z55ZdWO7rbAXZDca0YjUZ+/vlnkpKS2L9/P6GhoUyePJnx48c32ki2tLSU06dPExUVJfeRlCIQSqUStVpNp06d8Pf3l8OK1zK+2tpaMtLT8fb25rbbbsMgtREEFBYNgITBgJG6ug5G8/V3dHSUu4s5m9O3dTqdHPK0zJAUQpCbmys7ZltDQl4IQXl5ublMvhhnB0f8A/zx69IFV1dXtGVlZGScIbKfqTdnkVKJ3qIVgJ+fH64WjY+udUYhGYlOnTrJaeeNkZSUxCeffMLu3buvqM69QbAbitbEaDRy4sQJkpOT2bNnD8HBwUyePJkJEybI6tBKpZLs7GxiYmIazbsQQpgLs1RcvnwZd3d3+ZfU2ptOEuMJCgqiW7dupiWJlHRldjYCoDBVlloK1whhSiN3cHAwqXEBzublg3QTWoaSpfTy7OxsNBoN0dHRNvPkV1ZUUKRSUaQqRm/QU1VVTVS/SPzMIjBnTp0yVeGaw8mdPD3xMetR1venWGskhBBkZGTUqU1pjF27dvHBBx+QlpbWZN/Qdo7dUNgK6cuUnJzM7t275YIhFxcX1q1b1+IIivRLKqWSu7m54e9vaoLT3DGkDtihoaF1pNYsM0Hhr/Rqo9k4GI1GeelhMBhM3cr4K6vSyazpIMn5Szg4OJB58SK1LYjetApGI1qtlvTf0wnoGkBpqRadQY+PtxcFuTmEhfcxjcEs5tP1KtLu6yOE4NSpU7i7u9OrV68mt929ezfvvvsuu3fvbrbxdTvHbiiuBwaDgQULFvDbb7/h6upKp06dmDx5MpMmTaJLly5W/aJZ1p84OTnJqeT1ozBarZaMjAwiIyMb/CVrrCJTKjCTCskUClMHdck/YakhYdkX1WAwkHnhAg6OjoRHRDQccrT4JacVog1lZWWcOnWKmJgYPDw8MJrHfFml4udffwYFeLp3omPnzvTs1QvfJiTnWoIQgtOnT+Pm5kbv3r2b3Hbfvn2sXr2ar776qkll7RsEu6G4Hmi1WjZs2MCiRYtQKBRcvHiRlJQUUlNTcXFxYfLkycTFxdG1a1erbp7Kykq5mtPB4a+uWlVVVZw7d47o6OgrSp4lGlun11f8kq+/0WgSxDEXkAmLxCWDwcCFc+dwc3end2ionNBVZ0Yh/tKtkJ2hDZRytxRTXsYZYmJirnAOCiHQFBdTXllJmUZDSakGhULg5e131X4fyUi4uro2G8Y+dOgQK1euZPfu3U1K3d1A2A1FWyKEICcnh5SUFHbt2oXRaGTSpEnEx8cTZC6BbinV1dWoVCry8vKoqqoiJCSEwMDAJv0gVq/TLWYD0qxCp9ORcTIDL8/OdO/Zs06UxNJ/IcxiMXIKtRCmatR6WhEtGYtlj4+Gzk8IkzhPTWWlKa3c1RVnd3e0Wq3s97FmCSeEkLuKNyUtAPD999/z6quvsnv37ia1J24w7IaivSCESTAnJSWFnTt3UlVVxf33309cXBy9evVq0Y2cm5tLYWEhffv2Ra1Wo1Kp0Ov18kyjsdnF1SIpSUvFT5aZknUSm4xGFEajqQ2ARYhSmM9JriOxMCyNzTTUajXnzp27oseHJUIIMP7VjEhCYXHMiooKOYIizca6mLU16h/r7NmzODk5NWskfvzxRxYvXkxaWtpVyRC0Y+yGor2iUqnYuXMnO3bsoKSkhAkTJhAfH094+JX9JoQQZGVlUVZWdkWkQafTUVRUhFKppKamRjYaLU2VbgzJSNx2223yL6esS1m/+tN80xrNyxQFYFQoTJqh9WYfkhGpbygUCoXcCKh///5yJmFjfhbLXAn5eI2cb3V1tVyjYzAY8PMzLVHc3d05d+4cjo6OhIWFNXm9fvnlFxYtWsQXX3zRZHamNVy6dIm5c+eiVCpRKBQsWLCA5557jpKSEmbNmkV2djY9evRg+/bttnaW2g3FjcDly5dJTU0lJSWFwsJCxo0bx5QpU+jbt6+cGejq6kqfPn2aXPNLytsqlYrKykp8fX3x9/enc+fOVhkNqY6ioe5WDRkxackiK1OZfRzS9pYCPpJ/A6gTlVGpVGReuED/2FjczC0OGvtMMGWkyjkgDuaeqC04R8saHbVajZubGxEREXh5eTV6jU6cOMHChQvZuXNns5EQa5D6mgwcOBCtVsugQYPYtWsXmzZtwsfHh2XLlrFmzRrUajVvv/12q31uA9gNxY2GRqPhyy+/ZMeOHVy8eBEnJydGjx7N8uXLrXLQGQwGub5Cq9XK9RVN3RDwV8g1PDxcLrZqDqk4TP6VVyjqCMcIIUySfuZffoWDgyxuC8ianQMHxtZJ8ILGlymSvKCcBWqF41Qq0pNmF5J0f0OZsxkZGcyfP5/k5GTCw8NbdPyrJS4ujmeeeYZnnnmGw4cP061bNwoKCrj33ns5d+7cNR+/odR2M3ZDcaOi1WqJi4ujR48eaLVazp07x+jRo4mLi2Pw4MFWRRMkSXqlUklZWRleXl74m3uXOtRb1588eZK+ffteXfKQMGl6So5LaSbhaC6Bl30IQlBrLmTLz88nJy+XAdExcpWr5M+wXKbUL1arrKxEb1YFc3Rywt3dvUWGVAjB+fPnMRqNRERE1Fm+aDQaVCoVJSUl/Pzzz1RXV5OUlERSUpKsHG4rsrOzGT58OBkZGYSEhKDRaORxeXt7y6+tQSptl4Sam8BuKG5UKioqOHr0KGPHjgXqamqkp6czYsQI4uLiuOOOO6yaaUj1FUqlEo1GQ+fOnfH398fZ2ZkzZ84QHR3dqmnIRqPxyqWJ+XWhUsmfeblE943E1dVVThO37DpmWTYuGQyDwYCqsFBeejgoFPj4+TVbYyGE4MKFC+j1evr06dPozEoIQVpaGm+99RZGo5GgoCDWr19vsxlFeXk5I0aM4LXXXmPq1Kl4eXnVMQze3t6o1Wqrjildr/z8fN544w0AZsyYQVRUVEPtBG5dQ7F3716ee+45DAYD8+fPl8VNbwaqq6vZv38/ycnJ/Prrr9x1111MmTKFu+++26oUcCFMsnySoI6Pjw+33XabqSirFVOzhbFuEyajwUBeQQH5BYX0i4qUO6xLhWnOFjJ+gJwYBibDoS0rQ1mgpIOHaQair63Fx89PTuFu7FwvXDB1Me/bt2+Ty6+srCxmz57Npk2biI2NJSsrCz8/v0Zre64FnU7HxIkTGTduHC+++CIAERER17T0kGZepaWlTJ8+nbFjx6JWqykvLyc4OJgFCxbUnzHemobCYDAQHh7O/v37CQoK4vbbbycxMdHm08e2oLa2lkOHDpGcnMyPP/4oa2oMHz68RZoaxcXFXLx4kZiYGLl3qWUrg6b6n1iFhbHIzcsjL7+Afv2iTI2eLTJCJQNhGUqVitOk18VFRVRUVMjtDw0GAx06dKBLI8lPQpj6tNTU1BAZGdmkkcjJyWHWrFl8/PHHVzSzbm2EEMybNw8fHx/+9a9/ye8vWbIEX19f2ZlZUlLCO++8Y9WxdTodK1as4LfffmPv3r2AKZt0w4YNvP7660RHR1tu3u4NhU2KBY4dO0ZoaCi9evXCxcWFhIQEUlNTbfFRbY6Liwvjxo3jo48+4sSJEzz44IPs2bOHYcOG8cQTT7Bnzx6qq6sb3FepVJKZmUlsbCwdOnTA09OTsLAwhg4dSu/evamsrOTXX3/l+PHj5OfnmxyIV4uDAzg4cCkvD1VREYMHDzL1VW2kb4cllspc0rrbUF2NrrZWdmo6N2EUMzMzW2Qk8vLyeOCBB/jggw9sbiQAjh49ypYtWzh48CADBgxgwIABfPXVVyxbtoz9+/cTFhbGN9980+LZsGXWbWlpKZ07d+b8+fNs3boVgLFjx+Ll5cWBAwdscj62xCbiunl5eXXkyoKCgvjf//5ni49qVzg5OTFq1ChGjRqFwWDg6NGjpKSksHLlSqKiooiPj+e+++7D3d2dU6dOUV1dzcCBA6+YMSgUCjp27EjHjh3p3bu3nLx0/Phxuf6ki7n82xpycnIoKSmRVdHre+Etk7jqj0d6X11SQkF+PmWaMhyMBkJ698LZzU0u569PZmYmVVVVREVFNWkkCgsLmTVrFuvXr5ebWNuaYcOGXXGuEtbezJIBra2tJT09nc6dO/Pyyy/j5eXF999/T2lpKQsXLuTUqVPcfffdrTH860qb9B69FXB0dGT48OEMHz4co9HIsWPHSE5OZvXq1XIP0s8//7xFywoPDw969uxJz549qaqqQqVSkZ6ejkKhkIvWmlN0ys7OprS0lJiYmCvEcCyNQ/1waH2Zu/NnzuLl2Rkfb0+qtBXU1NbSLSiowRsuKyuLiooK+vXr16SRUKlUzJgxg3/84x8MHz682evRHpH6qY4cOZIRI0bw4Ycfsnr1aiZMmICDgwNvvvkmO3bsID4+nrlz57b1cK3GJoYiMDCQS5cuya9zc3NvtpRbq3BwcOCOO+7gjjvuYNWqVRw5coTY2FgmTJhASEiIrKnRkpBohw4d6N69O927d5dbGZw6dQqDwSAbjfrRh8zMTMrLy4mOjm4wI9Pyb0NYZoLqa6pxcfPHaDTS2ddbbjVQn6ysLLRabbNGori4mBkzZvDmm28yevToZs+/PbNkyRKmTZvGiy++SEpKiqzx+dBDD+Hg4MCJEyeaVepqr9jEUNx+++2cP3+erKwsAgMD+eyzz9i2bZstPuqGY8iQIbz22ms4OjqyZs0aMjIySEpKkkvi4+LimDhxYouSrVxdXQkODiY4OFhuZXD27Fl0Op1cW6FUKqmuriY6Ovqay84BHJ1dcTSL1WjLyvD09jZpaFjMjLKzs2Uj0VS+iVqtZsaMGSxfvpzx48df89iuN2VlZXWWXLfffjsKhYLhw4ezcOFCZsyYwW+//YYQgtmzZ6NQKNi1axf9+/cnLCysDUduPTYLj3711Vc8//zzGAwGHn30UV577TWr9m9HefjXBak4Kjk5WVZrmjx5MhMnTrRaU0OqP8nKykKn0xEYGNhoKwNrKcjJobi4WG4rENanD+4WeR9//vmnrL7VlJEoLS1l2rRpLF68mKlTp17TmNqCS5cucejQIaKioti6dSvTp0/n2LFj/Pvf/2bp0qU8+eSTAIwZM4Z77rmH5cuXU1RUhFqtbigfpN1HPdptwlU7ysO/7kjhRElTw9XVlUmTJrVYU0NKkTYajYSGhspZoRUVFXL9SUuk+htCr9OZepwAbh061OkpmpOTg1qtbtZIaLVapk+fzjPPPMOsWbOsHkN7QKVS8emnn/Luu+8SExNDWloaAA888ABOTk6EhITIRX0fffRRc4ezG4rWwtZ5+O0VS02NnTt3AjBx4sRGNTWkmYmDg8MVlbCWXcC1Wi3e3t5yKvm1zjSkiIqls7QhKioqmDlzJo8++igPPfTQNX1mW2DZcSwlJYW//e1vjBo1ijlz5nDnnXcCsHnzZlxcXCgvL+fxxx+/Yr8GsBuK1sAWefg3IpaaGjt27KC6upqJEycSFxdHz5495W5aHTt2bFbbwWg0olarUSqVciuDgICAK+pPWsKlS5coLi6mf//+Te5bVVXFzJkzmTNnDo8++qhVn9EesLzZX3nlFZYuXUppaSlpaWmcOHGCefPmMWzYMPbt2yen/kPdJs+NYDcU14ot8vBvBoQQdTQ11Go1Tk5O3Hvvvbz22mtW3exCCFmIR2plEBAQgI+PT7Op5FLbgOaMRHV1NbNnzyY+Pp4nnniiVRyrbcWcOXOoqakhMTERZ2dn8vLy+Pzzz/n999/JyMhg2LBhrF+/3ppDtvuL0a4NhS3y8G9G9Ho9s2bNknuMKJXKOpoa1tyUUv2JlEru4eFBQEBAg/Unubm5qFQq+vfv36RBqa2t5cEHH2Ts2LE8++yzrWYkHn30UdLS0vD39ycjIwPA5s7ugwcP8vHHH7Nt2zZyc3NJSkoiIiKCvn37kpOTw5EjR6x23GM3FFePLfPwbza0Wi07d+6UE3k0Gg1ffPEFO3bs4M8//2TMmDHEx8c36z+ojxBC1sGUWhlIRkOlUqFUKps1Ejqdjocffpi7776bl156qVVnEt999x0dO3Zk7ty5sqF4+eWXW9XZXX/Z8MMPP/DSSy/J+SHl5eVkZGTw3nvvcc8998jbWdk93W4orpYjR45wzz331PGgv/XWWwwdOpSZM2eSk5ND9+7d2b59e4sFXiQMBgODBw8mMDCQtLQ0srKySEhI4PLlywwaNIgtW7bYtAv29USr1bJ7925SUlL4448/ZE2NQYMGWe2LkDqJ5efno9fr6d27NwEBAY1eK71ez2OPPUZsbCyvvPKKTZYb2dnZTJw4UTYUrTnjtDQSqamp+Pj4MHDgQA4fPkx+fj6TJ08mICCAxx57jLvuuovHHnvsak/DbijaI+vWreOXX36hrKyMtLQ0Zs6cydSpU+U29f3792fhwoVtPcxWp7Kykj179pCSkkJGRoasqTF06NAW//oVFBSQn59PeHi4rODl6OgoZ4VK9ScGg4Enn3yS0NBQVq5caTOfRH1DYenDai1n95IlS7hw4QL9+vUjMTGR48eP06lTJyoqKnj99dc5efIk33zzzbV8RLs3FDZuNdX+yM3NZffu3cyfPx8wfZkOHjzI9OnTAZg3bx67du1qwxHaDnd3d6ZNm8a2bds4duwYY8eOZcuWLdx111288MILfPfdd+j1+kb3l4zEgAED6NSpEz169GDIkCFERUUhhODkyZPs37+fv//97zzxxBOEhITY1Eg0x9W0M6zPvn37yMvLY+fOnahUKkaNGkWnTp3Q6/WcOXOGoqIivv76awC5w/3NyC1nKJ5//nneeecdeUp5+fJlvLy85BTkoKAg8vLy2nKI1wU3NzcmTZrE5s2b+fXXX5kyZQopKSncddddPPvssxw4cIDa2lp5+8LCQvLy8hr0Sbi5uRESEsLgwYPp378/Z8+e5aeffuLbb79l48aN1/W8AgICKCgoAEyGzdoGQfVn2L6+vgwYMIBFixZRXV3Nf//7XwA2btxIbGwsW7duNZXdW+eTuOG4papHJQ/5oEGDOHz4cFsPp93g4uLC+PHjGT9+PHq9nu+++46kpCReeeUVBg4cSEBAAFqtlnfeeafJalej0cjatWsJDg5m586daDQasrOzr9+JAJMnT2bz5s0sW7aMzZs3ExcX1+J9LcvuS0pK8PHxoWfPnmzatAmA06dPA7BixQpOnjzJI488Iu97MxsJ4C8h1kYeNxXLli0TgYGBonv37iIgIEB06NBBzJ49W/j6+gqdTieEEOKHH34QY8eObeORtg/0er144403RFBQkBgwYIBISEgQiYmJoqioSFRUVNR5aLVa8cILL4jHH39cGAyG6zK+hIQE0bVrV+Hk5CQCAwPFxx9/LIqLi8WoUaNEaGioGD16tLh8+bLVx33jjTfE4MGDxbJly8TRo0dFdna26Nu3r3j88cfFY489JkaOHClKS0uFEEIYjcbWOJXm7sM2f9xShsKSQ4cOifvvv18IIcT06dNFYmKiEEKIJ554Qrz33nttObR2g06nE4888ojQaDTCYDCIH3/8Ubz44osiJiZGTJs2TWzZskUolUpRXl4uli5dKubNmyf0en1bD9tqLG/29PR0MWfOHPHjjz+K9evXi/nz54u9e/cKtVottm7dKrZu3So0Go0QQrTmuba5IWjucUtGPQAOHz7M2rVrSUtLIzMzk4SEBEpKSuR1p7XqURqNhvnz55ORkYFCoeCTTz4hIiLipqx0NRqNHD9+nKSkJL7++mtqa2sJDw8nOTn5hpuCC4vlxt69e0lPT6e6uprly5eTn5/Pvn37OHr0KCNHjmT27Nnyfq3sk2j3UY9bdkbR2sydO1d89NFHQgghampqhFqtFkuWLBGrV68WQgixevVq8fLLL7flEG2CwWAQqampQqvVtvVQrEKaRUh/N2/eLMLDw8X8+fOFr6+v+OOPP4QQQhQVFYkPP/xQLF26VFRWVtpqOG0+Y2juYTcUrYBGoxE9evS4Yr0aHh4u8vPzhRBC5Ofni/Dw8LYYnp0GKCoqkp//9NNPYuTIkSInJ0cIIcSKFStEVFSUOHnypBBCiJKSEtlItJJPoj5tbgiae9xy4VFbkJWVRZcuXXjkkUeIjY1l/vz5VFRUoFQq6datGwBdu3ZFqVS28UjtgEk05+mnn6aoqAghBGfOnKGgoEAO5a5cuZI5c+Zw3333kZGRgbe3t9yF/UYuZrsW7IaiFdDr9fz2228sXLiQ48eP4+HhwZo1a+ps0xrJP3auHb1ej6enJ4mJiWRmZpKYmMjDDz/MqlWruHTpEv/5z38AUxn5q6++2qpd225kbqk8ClsRFBREUFAQQ4cOBWD69OmsWbNGTv6R6g6sTf6x07rU1tby+eefM2bMGP78809WrVrFmTNnqKiokAVmDhw4wNq1a1m8eDGLFi0CWqQncdNjNxStQNeuXQkODubcuXNERERw4MABIiMjiYyMvOrkHzutj4uLC15eXnLDpWPHjlFYWMhDDz2EXq9n4cKFGAwGjhw5QnFxMX5+fgC3vJEA7M7M1uL48eNi0KBBIjo6WsTFxYmSkpJrTv5Zt26diIyMFFFRUSIhIUFUVVWJzMxMMWTIENG7d28xc+ZMUVNTY6MzujkpKioSMTExIjQ0VGRkZAghTEl2d955p/jnP/8phBBynsR1pM2dlc097IainZKbmyt69Oghe9tnzJghNm7cKGbMmFEnOez9999vy2HekGg0GpGSkiKio6PF3r17hRBCbNy4UYSGhgqlUtkWQ2pzQ9Dcw770aMfo9XqqqqpwdnamsrKSbt26cfDgQblHyrx581i5cuVNWRJvSzw9PZk6dSoVFRU89dRTzJ07l8OHD7N9+3a7H6kR7IuvdkpgYCCLFy8mJCSEbt264enpyaBBg27aSte9e/cSERFBaGjoFREjW/HQQw/x/vvvc/HiRVasWEFsbKxpmm3nCuyGoh7Lly+/VhGSVkGtVpOamkpWVhb5+flUVFSwd+/eth6WTTAYDDz99NPs2bOH06dPk5iYKFdq2ppx48axYcMG7r33XoQQ9hB2I9iXHvVYtWpVWw8BgG+++YaePXvSpUsXAKZOncrRo0fRaDTo9XqcnJxump6ux44dIzQ0lF69egGQkJBAamoqkZGR1+XznZ2dgVs3maol3BIziuzsbPr16ye/Xrt2LStXrmxw24cffpjk5GQAevTowYoVKxg4cCDR0dGcPXv2egwXgJCQEH766ScqKysRQsgh15EjR8rju1lCrnl5eQQHB8uvb6Yl1c3CLWEorgU/Pz8563Lt2rXX7XOHDh3K9OnTZSNlNBpZsGABb7/9NuvWrSM0NJTLly9fi6CrHTstp63DLtfjAfQAMixeLwZWNrLtJmC6+Xk2EGh+PhT4pq3P5RquwSeAqt518AH2A+fNf73N7yuAfwMXgHRgoI3HdifwtcXrV4BX2vqa2R9/PW6VGYWeurMnt8Y2bIAa818DN7ZPZxMwvt57y4ADQogw4ID5NcD/AcLMjwXABzYe289AmEKh6KlQKFyABOALG3+mHSu4VQyFEvBXKBS+CoXCFZjY1gO63gghvgNK6r0dB2w2P98MxFu8//+EiZ8AL4VC0c2GY9MDzwBfA2eA7UKIU7b6PDvWcyP/QrYYIYROoVCsAo4BecD180q2bwKEEAXm54VAgPl5IHDJYrtc83sF2AghxFfAV7Y6vp1r45YwFABCiH9jWnc3t93DFs97WDz/BbjXBkNrFwghhEKhsGcb2WmQW2XpYadhlNKSwvxXZX4/Dwi22C7I/J6dW5Rb1lAoFIr3FArFiXqPR5rf86biC2Ce+fk8INXi/bkKE3cApRZLFDu3IM2pcNu5SVAoFImYlk5+mJy7K4BdwHYgBPgTmCmEKFGYUhT/L6YoSSXwiHnpZecWxW4o7Nix0yy37NLDjh07LcduKOzYsdMsdkNhx46dZrEbCjt27DSL3VDYsWOnWeyGwo4dO81iNxR27NhpFruhsGPHTrP8f4Jfqb/M2J61AAAAAElFTkSuQmCC", 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", 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", 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", 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from mpl_toolkits.mplot3d import Axes3D\n", "from matplotlib import cm\n", "from matplotlib.ticker import LinearLocator, FormatStrFormatter\n", "\n", "for i, r in enumerate(r_unique):\n", " for j, c in enumerate(c_unique):\n", " foo = train[(train['R'] == r) & (train['C'] == c)]\n", " threedee = plt.figure().gca(projection='3d')\n", " # den ersten Atemzug für alle R-C-Möglichkeiten\n", " for k in range(600):\n", " kter_breath = foo[k*BREATH_LENGTH:k*BREATH_LENGTH+35]\n", " ys = kter_breath['pressure']\n", " xs = range(35)\n", " zs = kter_breath['u_in']\n", " threedee.scatter(zs, xs, ys, alpha = 0.005)\n", " threedee.set_xlabel('u_in')\n", " threedee.set_ylabel('timestep')\n", " threedee.set_zlabel('pressure')\n", " threedee.text(80,5,20,f'R={r},C={c}')\n", " plt.show()" ] }, { "cell_type": "markdown", "id": "f035418b", "metadata": {}, "source": [ "hübsch, aber nicht so viel Erkenntnis. " ] }, { "cell_type": "code", "execution_count": 63, "id": "57a6c2b4", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", 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VUl6mvUiP4iSfSwhBpVKhUqlMm9sGg8EXmtty4MgrHS/To8jP8+fFXnmgOEmooQhBEkWgKMRRRBCGKeFFVRns7jLJMtDbDzYYJx5OuURn/TGPNjZZmj9Lf3uf0bDLhcsf4I3HPH74iO+8/w6+iFnfeYjb1WhX2/T3u5iGzmK7xmQYYqJRqVXZ3RngJTqzs2XcIKKUAUMOboqiTHsI/MmE3d0uZ8/O06xW2d7bZzAcMBgMqNfrtFstSuXyl5YLv+mb70XulM/qrSiKQr1ep16vT3VGe73elDWaN7e5rvsCzvrAcqA4Chg/D/bKAsVJuBFSSpKMvx9nCcooCFANA891UYRA6Dobj9a5deMWTtkGKfAnfebbbd794H1u//QmSRiz+PoVDKEz2Otw7o1LTKSgu9NF1R1sR2VtdQ3LaWJWq3TXXWozJmESMRmO0XWFmVqJUWeAM9tGMQySMCTMukfz6kyv0+HurYc0G1WWzp8nygDNcWzOnjtHr9tlY2ODwWCIbad9FM1W69gy21HS1ssCkBcdejyPHV9V1S80t/V6Pba2trh+/TqGYUwTo+Vy+bl5GTlATCYTHMd5Lsd8VeyVBIqT6EZMd2shiIKQjY0Nyo6TupmZ0G0URXiTCY9WV5ldmGfc63B762dcqr9Be3Eef5xm05cvLNMZ+0gt5sKbrzHxxzDSqNfLrDxaZdgPaLbmSALY3Vjj7XeuoCogXSiXKkxCn8erPebO1IhkjDsaUWk00DQN3/dRVZXNtTV2t3e5ePkMo06POOsBQUqUOMY0Tebm55nJGrAmkwndToeVu3fxg4BqtUqz2aSRHfeovsXPA1AUczDP03RdZ2ZmhrW1Nd5++22SJKHb7bK+vs5wOHxuzW05UPT7/Z8rDgW8gkBxEhp2HMcEQYCu6/Q7HTob25Rti5Ku40cRkZQ4joM/mZCMJ7RKNe48+IQH/dtcaX/E0PVTkJidxa5O2LvTYebyMlVDZ3OrQyJB1k0G+z0sRae80OTRvVVkojO/vEwcJMgIEktnNB7jTXxa81WURJAAlmXhjccomoZuGNy4cR3bNnn/u99h1O8zTFIuRSIlJAkJgigMkaQAqOs6pVIJx3E4c/bslB7c6XRYXV0lSZJDkv1F9axvs73oBG2eo9B1nfn5eebn56e5o06nM21uK5VKU4/DsqwTX9ccKPIGuZ8ne2WA4iS6EXk4krvcm6urdLd2CYOI3cdbuP0RlXoldfPDEKdaJUHym/evUQ5jvvf676PX7SINl1pjjsD36Hb61FpNVKHweH0fBQW7WsMf9lCSGCkN1tfWsMpV4sRge32T+pVLVBoq4foYGfqU22X2tiY0F8pUqg7eZILuOIx7A+6vP2a+NceFKynnX9F1pALkpVEgDsK07m5Z0zIqME3CFWNwSGv0nf19dnd3WVlZQdd12u02rSxMeZGA8W30KIrHP3pfCSGwbZulpaUvNLfdvXsXz/NO3Nx2ChQv2E4SauRAIqUkDALWVu7T7w0olW1812cYQ6VZYTwYsfeww9Lrc2xv7PLgzhpXzr5BMNrm8cMbVJwmS8vn2dlYo7UwT6tV59HqLsZE5exik73dPp3NTc6+9QbuoIvbXaNUajAYBcSjfVr1JroO3a0xAg0hVcY7Y2bmKqiazmQYUG+V2Hy4xf6wx9vvXKVUrU4JOIZhkAiJN5mknkAYEk0CkkKlpviZi5Wc/H9d12nPzNBqt6eJ0l6vN90RK5XKC2MhvsiQ52V4RU86/tdpbsuBIieI/TzZNw4UURSxvr5OEAScOXPm2C8y5yEAdHd2GOzu4449UDT8sY+jGSiGwe3fvEOiSJYvLHPvx5vs7a3z9vfewJMhD27s8733fpEoTvj09s/4+Mp3ScKEzbVtkmBMw17g7qMNSrbBmbkm7riH58YszpxhbXeIacTQqhN6CdvrLmffqGJ3E1QBc2fn2NzZx1RianM17t1fI4o83n/7TXTTJApDShkNOclCDtUwCDyP0PeJVYU4DKct6cAhDcejXadHOxdt2z7U7j0cDrl//z7r6+tsbm5OBwTV6/XnAh7HdcQ+L4r1qya3d1xzW16KzZvb8jAwP/9Tj+I5WjHUgNSdPnqzJVGUVi8UhQTYXV9nZ30XXVPo7/dJogRhKkg/4ief/ZCP3/4+o9DnB//0HzNXv8R3v38VmYCp6yxduMLmxj0mUcKl5ctEMmKwu4NuaezvJzx8dJMzSxcYDTwePFrh/be/g9XUWFl/hLRNdFljtN9DtWs0lxziSUJi2JRn2nQ7A1rNMn4I1z6/Rbtd563XL6cNYWGIZVlMhkM000RT1TQvkf2LFAUpQShKmtfQdSzLOuRJ5CCR8zGK5LKjFHYhxHTIcT7TtNfr0el0uH///qHmrEql8tQL/CjH43lSyb8NeRZVVb+gM5pf38lkwt/8m3+TH/zgB9TrdYIgeKomNCGEBfwLwCRdm39fSvkfCiEuAH8HaAE/AX5FShk878/2VfaNwHeesMxdbU3TiOP40HO8yYTxYJCK3CYJW/cfMur2KJUsxoMh7miMoglkGLGxtcnrV97n8eoGP/vhP6UiDOZmmuxtjpBSUqpXiP2AM2cucOncBZI4wPdGmE4FfxLjxXtYdpmd7gRvOKHSXCCMJP3OgGalCVJhOFlDmumi7+xMQBNoCMKRS6VssLXW5Sc/ucmlc8tcvvwaUlUxHAdNCIJMvHW6E2fXIMoo3VEYTVmaiqKk5d7C9Sh2mxb1PE+iu5GXCi9fvsx3v/td3n77bSzLYm1tjR/+8Id89tlnrK+vn5hj8KJzFK+aR/Eky5vbLl++TKlU4pd/+ZeZnZ3lxo0bfO973+Nv/a2/9TSH84HfJaV8D3gf+GUhxG8D/vfAX5ZSXgK6wL/7vD/Hk+ylehRHadj5TZGTVHL7R3/7v2DUG3L5wzeoVCvIJCEMfLZXOwz6Q0ScUG5ZyDCgvTDDYH6Gm+t3iHr7XDj/Idt7d1lZfcj3fuF9FCS93SFCVfD9gMl+D92y0FUb14uJkViVGQy9zGi9T2VuhlhJkIlkZrbO6u4evjumXV7GnQj29x9w4fLbmJbCcBJh6TrrW7usru/y/jsXUQ2TyWiMYRqomoaiqiRxjFAUlCRB1TSCMJm2nauqmorleB66aU49rfza5KBxFDxyKyYAc9CQUqYDi44hRxmGcSjjP5lM6HQ6U1WqJ835OFqZeJ7A8W3wKJ5kMzMzXLhwgffee48/8Sf+xLHf2ZeZTN21Ufarnv2TwO8C/mj2+F8H/jzwf3tuJ30Ce2lAkXdQHidRl5OS/uHf+nv8zX/0f2Kp8Tote561ew956zvvcfa1BX76a5+x+miTWr3EOEgQK4K3v/cGQZTQGbuE/S7Li+/SmXTBaLDUmoMIuuOYxhkDt5dAGGE5JfyJz6i/T/PiIpqq0feGqEOL2UuLyO4EPw4x542pjPv87DzbWzt4vkutvkg0CUlChUqrzLXbd3AVjY++9waxlBgqqCJbSHHMeDCkVK0QRxGq4zAZj5FJShTTdZ1R1uqumSZK5lkdndp9ND8BHNKzKErsHdeZ+lX9I3kPRZ64y8VlVldXAY6V6z96bs8TKF6UR/Giey+Kxx+PxywtLQE8dU5ICKGShheXgP8rcA/oSSkz4g1rwNLXP+Ons5cCFE/iRiiKwj/8a3+Hf3Dr7zJTrrLRucWwvIep1KjfqyFjn7WNHWaW24wHA0Zuh0b5Et29Cdc+v8Obb11NoXfo08JEOg5bwy1mwllaCyVkAL3RkLn5NuFoTC8eY1oqSegTRi4tfQbLNOjc2kUSMH/xLEPXpWpq6LbOxuY6OhbStul31jC4jBfp9Pe6vP3GJZpzLQa9AZptoBomSImVxaaObUGSoBsGcRgikoSEOCVaCYGi66CknkZ+fY7rGcj/Vkwe5gnN4k16qNpRvM7FhfIlC/vonI9crn97e3s6ANm27Wle6Xnv/i8y9HiZpdfJZPLMyUwpZQy8L4SoA/8v4OrzOsevYy8UKE7CjQD4tX/wA67v/SbvNC7xXz2+TjxwURqPOWeXCYIRb0++h/Rdtte2mcRjyuYsW/v3mDDH97/7DlrJYLJhUlms4QZw695nVEolhr5L71YqfHvmzBkGuzv0Bj2qpoWvaMSaoNKss3N/leFDj+ULV6jZBg9u3uH9X3wf0ykhu31q1Trd/S5Bd4xmtxmHXe5+cofqmTaNmQbxaIiuQsm2SOIEzdRTdSspsRwHz/cRqoqiadiVCoamoeo6/miEqmloykEjWBJFad4iW4xFLkUOCvm/Ikh8pWJWHobkCyVJ4AQLMpfrb7fbCCFwXZf19XU6nQ4//OEPqVQq08To81COetH5jxctWpN/V89D3UpK2RNC/DPg+0BdCKFlXsUysP51z/dp7YUBxUm4ET/7td/g137jN3C7LsJU+bXtu8R9F0yVZN/jgany21+bJ1HGrI1+k4p1lqrV5p9v/ypv1q/wwaXfRjj2EbbO/LkFgjimc3ODheY5wsRlsNVh4WwbVVFZWb/P2foM82WHze1VFKFiUiOIQ8LE57U3rtBfG9CVCRffu0BMjDeeUKvW6HQ6EMQ4zTkmnW1iBB985x3ub69iGAaapTP2PII4odZqkQQuYRShmSZBEKT/+z6aqhJLieeHxBkDM4pjSGQ6WEhKDNNE0/WDqkj2vGLIlic3iyIpeTk1SZKDuDhfeEWQ+Bpm2zatVgspJZcvX2Y4HNLpdPj888+J4/hrl2FftEfxojtHizJ4z+JRCCFmgDADCRv4V0kTmf8M+O+QVj7+GPD/ftbzFEK0s/foP83rXghQnGR83//2z/17/ItHP+Ct+rtoaoV7OysM3QFqSSMeRWAB53T2wx3m5Ty1+iV6o/vc2vspV0vLzJcbrK92ufjGIqamsecOKOuCc++d4f7tNbZ2dphtLTEejonCiIpmMB6OGIyHmIqBaTvEUYghwDQsdlZWaZ87g47J2vVVrnx8lcZcg8cb60RRjFmu8vDhD2mVLjAzf5k4AhlHxFKShDGqqqMaBpPRENs0ENkuLhUFQ1XR8gaxMETVdYIgSPs9koQwyJKdmkYMKAWOQrGvoxia5EAMB97GIb7FE7yGL2tlf5IVX1epVCiXy5w9e3bKL8jLsPlUsacpw36bKyrFcHE0Gj1r6LEA/PUsT6EAf1dK+Q+FEDeAvyOE+N8APwP+06c9sBDiMvD7gSYQCCF+Cvx/pZThSV7/XIHipKHGn/qjH7MXj6mjstr7FFttcNluseaOiP0IdVal4jj0Hg+RTYXyTI3+Zz/Aly6/fOVfp7e3Q390i8uL76CrgiiWaLbG/GKbW7/5ORN3TLnWRvUh0gdYpRYjNwDFZGZ+HncwpLfbZenqa1jjKoFYZ2ZmltFgRLK3TvXcArph0t3tE0uBH3XZ23hAq34WobTwOz76uTJGT4NYYjoWSRzjhzGGIQjjGBmGlC0rBQBFQdc0kDL1KpIY3TCIwhABRHECOaBmXkSutZmL9B4NMYoLNi+XFrkVSeE5ZMfNLXlKduXRPMhRjgekIVKz2Zx2bPq+T6fTYW1tjeFwSKlUmja1fdlwoG+7R5EDxWQyeSa9TCnlNeCDYx6/D3z8rOcmhKgCf5m0ovKPgRngf5G91184yTGeG1CclIb9V//y/5mGs4AMxvxa7xpxH0rtfTStxILRYPt8iBEp9AZ9Lp9fZEaf47N7P6Fdusz87DK7u7chkSzPfowXBexs9pi7aBJGEfsbe9TPzjLsezzeWcOZXUC1DJRIYJsWtm7R73SQUcLMTJNoMMYN+5iKTaxIZBJQnmmhxTreOKA5W2X3xl0GO6ucXXqPMDDo7nfR5x2iWOK6gjiOSCKVMIpRNAV0E9PUMa20JyBOEuIkQUQRURyjGgaKohIHAUJRMk8ivcGSJElLqbm2RnYdi+XSPHcBHKpC5KXnnJfyBTtCBS9+TycBi6OVji+7B/K/mabJwsLCVMpuPB5/oQxb7IY9+vrnbS8TKF5BBe42MCOl/H35A0KIvwb8/4C/IIQQ8glloecGFPkX/GVfRt6l5/Z3GAcDfvXhdTQbRiGMOhHtWZff0XiTR8Euga3wu9/9t9nsrbAt1/lDv/uPUa2U+PSnP+G1hbfx45D19Z+gL/4OFs8sEsUSKWIMp8b+2joDGdCoNVFxmPQm6DMBcSIYRx5CN7E1hd3dHc5cfo1ZfYEbDx5SCgW1xXmUEELPxVcsrn1ykzDWOHv5A4b9mCAcMX/+LIkLSaLQbDdRhYaua6jlEooikWp6SUPfR5ESs1QimEzwMnKVJiXeJB1LF2ceRRwl6c8Z50I3TWSWW0iiCE1REOlFnpaSi+XQvJ1d07QpPyPPUxSrJXCwYL7KozhEDhMnEy8u3gPHPZ73T5w9e3Zahu10Ojx69AghDoRl8orLSS0/1/x9vuwcXrYC9ytI4R4KIX4X8BhwST2UO9nfFOArCR/PNfTI4+TjLL8hL1x6n09X/j7ttsFoECDHcLYNi0YLooCGIqlZi6xs/RTTafI//eN/AdswWL9/n7Jdxh312dq+j127jCRi9/EOtQtzeCOX2PKx4oS2ovEoHCEShZnlJqpiMo4mNEwTXTXo9Ts4VYfYixgMOrS0MtV2g/5mB8UqocUe9z7/EZfPfkBtocGtWw+YaS3g2jW2N7q02y2cks7mqod8LSZWBCKJiaSCY+tEYxcViWGZEMeoQqTUbSPNXQhVTFvQkzgm1gRJHKMJgciIVVqmp2FZVqqrmSSoun5oIeQ3Z3HgUB6GFPkWR3NFxd31uKE4R6sqRXAplhmLVZin4VN8WRl2d3eX27dvH2rzdhznKz0Y4CtBr3itXpZH8aLnhzyDhYAg5WX8Gmnl5CrwAyHEfwrcAv6jrzrAS2Vm6rrO1e+8ycw/u8yj0WfUgTffKLPvefR6Xd5//Zewxx32x/u81r7Cv/E/+HewHAdd1zlz+TKd7X2CQY/5+Ut0By6D/hat1hks1cAd7DPRLMxWHXUYU5nsYVgVpFAJPZ9SpYQfSXr9baQiiGRCw1SYa82y+miDwdY2+myLyJ/waP3HvPPmf4vaQh3pJyyfW6az7zLYHdGs16lWbca9gFCHOAEljkBTMUtWmncQoJgmimURBwGe61Ku11NQAHw/LYHmHkQUhWkfSDZKwPd9ZMbYNDSNSEpMyyKOIhRVncrkweF8QW7FpGcOFPlNfJTUdHSXLSZOj/5eBIqT7uQnvS9mZ2fpdrssLCygaRrdbpf79+/juu60zfvrlGFfZujxosldz2A94D8AJsAiKWgAlIAqsPmkA7z0prCl117jg4/+APJfxrjVCevBOnXNolGeZbjzkO3oEe/M/14Wrr7OqDuk3k7nOLhSEkQe5fYCvd0tRqMNZqtzuF6PrW2JqZmYJZ39jT26g11sZ5H+pEM9NDDrZdb7PeqKyVy7jee7jMceuCGREuMnERdfu8SN67fxwgGvn/0+pXYZBQW16dBf38HRLIyzDsNhSH/PY+m9BhvbCeNJwMxCCy+MGXWHlKslNMskDhPC8Zgga43PF2ycJKhJnPawxDGKlKhKthNJie/7QLr4tKx8auk6Mo4RhUV9XPt5ceEWF8XRHbfoMRy1YnIUDlz2IhA8zU7+NJaD0NHhx3k15fPPP5+K9jSbTarV6onDiZcBFMWk86tERZdSDoUQm8BvB25LKT8RaQNaVGB8fqU9V6D4qouT/01VVT7+vb+Tzv4W+5s3WTLeZfbiOX711/86Fhq/5+M/jpQJvYfrRFfeTHfhJAFV5Y2PP+bzf/5fM/R2mG+dw4tcJuMxcwsLPNzYYXdlnca5eQQ6N+9/Rmv2CollEPRdWnYFGQds7m9TVstULAcU0HUHxVT45PPPKNWrXD13Ga83Jup7aLUatmaimiUiKehtT9AUjda8Rr/roxgCXVMJJi5auYTQFFSRaUZYOpHrokURiaYReh6KpoGioCoCbzxmd6dDrWyhkmpsSEDL6dhCIMkGBiXJNLGZX8tiIvLozl6sUhwlZh332HE5iqNexVc9/9iE6AmYoEft6Pvmx87bvC9cuDDt1tzb25uOIiyWYb/MXrYC96tgeZJSCPEu8CeBPwj8l8CfIPUwbODPCiEUKeXxOYPMXqpHke9Os0tL/I7f//t4ePdN/FGfz394jYutX2bh6jL7q6uoepmzb17FdV0818VyHGzb5ic3biKFxnz7Ivfv/RBbq1JtlemOh0QSZs7O0t3rsrvbpV09TzgegFlGWDbjyRjpjjgzfwbP7dPp7DLTvsL+aMjE73Dx7BK+WmHr0SbV+RnKdZ3xeEISxui6wB0GLM9ZuEHI5prH8jkTXfgoEQRBiANEUYxRrTAZT5BhiKooiGoVDRCqShiGaIaBRHDn+h3aMy0er28z8lzurdyjUa7SXJhFAUSSIBUFzTCI4hhNUSCrauRW3OmVzBNQxEEHavE5OfdCZAnRohUXeTHfcDT3UPz/KPAcOmaRCVos0Z7g/vgy0Mrt6CjCYhl2NBpNy7C5jF1uLytHEUXRCxuE/AwmSJvK/jXSnpE/DPyh7G87wBuF532lvdRPVEy8nXv9dSIUfnZzhd/zb/2brD7aIfD2OPP6O+hqwvb927SUtPsyDEMmQUCz3eLexjZbW6vYjSWEF7Pf3WR57g0mUcSgN8aplKlKm53thwi1hGmbJKhYKohqnfFwyGjkYlfLrG3tsj0YULIXsEpVRuMh9YVZwkiy3R/y9uVZFE1na20bp2rhd0Mm45j5BYdKTaXTLeMrknIMQkoqtUrWUp4QRhCSgOfh2HbqGQAPb9xiNHT53i99B5KE9sIst+/fpz07y2gw4c7NuyRBQrNuM9NuIep1jIyPUaxGHBK1kXKaso4L5dOcrVlMeuZsz+LCLh43f16evDxaFi3u+kdnqUyfW2SCPgUz9LjY/klhzZeVYfPBQLmoTBiGL3TEX1EG7xVUt8qTmW8DneyxJdLcxYnspbeZ5zfZ2oMHdEcuf+Bf/z1EUUQgYPA4QEYxWw/uUpk7i6EYPL6/Sm2mTqNexx2METKhVa6wvfeQgABTezddDEqMohmM/RC/P8BRHQyrQjCJMGsWjl2i2x0QqQmqrXP/8V2WF6/wwZtv8Ws//VUmcczs3CKTfkgQhSzMNhh7AbpIWJqrs7c5wTKhPldhPIDYTyg5GoaqIzUYjz2CKEEzNEzLIpq4KIaR8ieCgMj3Wbn/iEq9immYqIpCIgSGrqOh0Gg2aLaaqEIwHA6JhyO2tvYY3N6k2ijRapepNBpYWdmtuHNJKdPk6FFPgMNhQ16VyjkveVK0yP7Mq1ZFV7pI5CqGOsXxec8jT/FleZOTvvZoGTaO42k37NbWFqqq4nneNEx5nh5Gfr16vd4rUxothBP/Avgl4N8AVoQQfwq4DPxfsr9/ZdgBLzlHkWSzN65fu06jWeN7H3+AEALf9zE1A03V8CZj2hdepz/yCPe3sGo1fN8nCEOSMEJRTGKhEygGtt7EbDisrm9DLAkVA3d7iJJoSGA4GbFQqyEVSWdvgO+NsHST+3sr1O02Z9uzRFGAio1jlfFGHkkS09I1+r2IZtvAUlVG3T4zcxaBK5mMQqp1DcfS2N6SBIGP0CxMQyVMYkQkUBWBZpmEvp9Osdrvs7qzzrnFs8wuL7C//ymKSAVtdE0jiILpbh5n0v1mtUp5Nkz7iaOIYb/P7VsPSISk5ti05tsYhnGwWI8sZpLCxPRi8vLIIs/fs8gz+CpOzNHFXORn5B6MKHoRJ/Qm8mMczac8CXyK5dmjZL+impeiKFPlsI2NjalMf/73Zx18nNurKqyb5Sl+KoQwSSseb5Ou+78gpfwcpjoYX2kv1aPo7O1x5/YKV65eppk1FwmRqiA71RIDW2fGmWG3N0AZb0GlzXgyAVViGwamY+KFE8aRS6taT0f0+QFLF89z6/4dRjsdqjMtpO8z3H5M00jVtYNJH7ts0u/u8LD/gIXyIjPVGcIYyuUypl0mcSfYzRkiYjq7+8w3ysgowp9ElCo2QQxlXWDWNCZuQC8Eo2IQkmCoCmGcYJcdEinTcCmIEEKhs9tjdXeTd65epVypIOMYFAXDNFNSlKKQkBzU3jPXP87mpBqGgaLrNE2T9rKBpmkMej32dvZ5uLpGybGpVirUazXKlQpJdkxEyuiUcUyUq3pnXkbR+8jp9kdDkWIJFr5I285BKAeOYmlQZO8/BYkTLvYi2JzUip7MV3k2+bVstVrMzc0hpcR1XTqdDisrK1O17Zwt+rRl2CJQvEqszCyZ+e8CvyGl/A/yx4UQv5yByGcnOc5L06NYWVlh0O3x4Xc/xMyUnIqEHVVVaLZbRIMhbn+PyKghQx8in7FrUo1jept7WNUyZdtkZeUWmhaAYbCzuUcUxcxeWWC8tkfoRlh6g0Hs0zZKqFaDx/evsx92eWf5fdQ4pNffYW52HqkK8CWvvXGeu4836Y1dZu0KNWEg/JhKo4znummIoKrIkUfJMjCbZcaTCbEUjKM09neqClqSEPshqoDbazsEozEfvfsOmqFPE44kIvWQogjVMNATSclxpnM9yDgWSk7pzprFiGMioFKrUW82MU0T13Xp9/s8Wl1jMhlTLVdoz7RTvc4MEPJFHGYJ1qOLXsna2nPwyBOgxy04IbLxjRx4iUeFdqaL9YQJzKNhz4uwo1WPYhl2eXl5qrbd6XRYX18/VIat1WpPrGgUFbhfFaAQQswCDvDfI21V75DyJu4Cfwr4a8BnL73qcdyN5Xke165do9Vq8cFH3/kCqy9Pnpmmyd5ghALMnDnP9uOH9PsBckYgiPAmLtXlBdxHj1nfX8WpmIRxjfFwj3ZrHlTYuHeH2fYyVkWwcf8GZXuWyXjM/cePscolrlQW2N3ZRLVslmYWIQhRBFSaJXr7HVq1GlapjOyNcKOQqq0x6I6oNBziQBIHHpRSdqXnJwglwi7pJFFMqezgeQG2qSNlzM2VbSplm4sXGyQCopz8lCUfkyAAKfF8n0SmIUF+M8dxTBCGWBmPwg8CkjDELpWmO31Rgdu27Wkyr9/v09nfZ2tjC0WAP5nQbLVwyuWUvZkkqeaFECgFLyCfJ5JXTI7jTUCWLC1UPfLvrzgr9aQu/NGEaBw/PVHpqBfxZe/9JAp3UW37uDKsrutTb6OcKaofPf4rqMC9CPy3SZu/fOA8aUlUAA3gYfa8bzb02N3d5c6dO7zxxhs0m80vZLWP1t0VXcfWNDZWH+NGIbWqSRwNiceSqOLg9QeEic/S3Gs82nqM399i6eJ3EELDlBGVWpX97X382KVZXcAPBzzY3mZp6SLScVjf2GJhbhlhCPb2dpittjFVFZHEGIZNpzNkOPZYqJWRikRGMXathGHquFqMhsbIC5kMfXRLwwtDKnFEuVbOQEfg9kdcf7DB5fML1OoVxsMJ0vMx9bQPQ9d1IhIM205JV1EEMiYJQxRVJUoSLMsiSRJc10XGcUr3tqypt5HH2sVqRn4tS6VSOm8i6/kAWF9dZTjoU6pUaTSbzMzNpZRy0rKqhC/s5kXCVTHUoAAmxcRnDvonySkUv/vD+ptPT1Q6jtNxnD1tefRoGTafJvb48eNpG3me38irKUKIr6Vu9QLsAfB3ARW4RloSNUi1OH9DSjmCbzBHkSQJd+/eZTgc8t3vfnca7x1Hpsl/11SV8WTMOEhozswz6HbpjsZUmgsIq4LnRqiqxNIdOp0NqprJZGaR8ahPSS0jUBl7HokUzMwscn/zBmN3yBsXPsRoaHhuQLs1w6DfZbw9Zn5+jiCKGez2mLgeiQDV0FhozOGPR8jMm7EtjRiBadrs7++T+BLT0ojjEMIY1TZRorQ82e/0WN/u8ObFZaySTRBGaJaeLto4BQPX91FkWqIMwxBVCGLSBjFVCAxNI87KmLbj4OeDl5V0FF4chrhxPPUQ8jEHeZ5ACJFqkyYJTsYpmF9cBGA4GNDvdlOhGRnTrKciM7VMaGYKBvAFj2JK5Eq/4ENJxOI8kq9a6EUwKnofB63zX95U+FV2EnD5uoQry7JYXFxkcXERKSWj0YhOp8PNmzcJwxDXdbl79y6dTueZQg8hxBngbwBzpDv8/0NK+R8LIZrAf0bqDTwE/rCUsnuSY8pUnKYvhPh7wH0pZSCEeINUj7PKgZDvE+25hx7FUOM73/nOVyL+IdBQFEigbGvs7e4iZIzTbhKigu9RnWnSD1T63hDdNBn4LpPeGvXqZWzbJB4LRCwomwafPfgZhlR4ffF9bNtExhG2aRF5I6KSQaNk0xkOqWolnLkWumEgogTTtuj1RsSuy5XLy0QBqEJFsQ0CwHAccFSUJAIM6s2EcOgTVxM2NvaYuCFvXz2PFCBVFRVS1e3JBF3TSKREdxzUUMGfTIjDkFhVmYw9yPgiIl+MMhXg1XR9quQdBEEKCJqGO5kQmyaqqk7DhrwFPdcECTNhm7z8WalWqVYqnLtwgTiO6XY67O3ucvfuCrZtU6/XaGQTvouWhzpTL0DTDoWOJ7FiLuJowvGgSvHVi/7r0KOfBBTHMVy/zIRIRXsqlQrnzp0jiiJ++MMf8i//5b/kr/yVvzLNVfzKr/wK58+fP+kpRsC/n1UoKsBPhBD/FfDfB/6plPIvCiH+LPBnSVmVT7RC7uE/A/5tIcQKqUrWENgWQvwPTwo6zxUoPM/jJz/5yTTUOIlJmYrdkCRouoFVshG7XcxWG3fsIRKBbhm4bpAqVVklokQj2N1GGjUcx2E0HpCELq5f4kH3HucrZ0Bx6Iz61FplyvU6Wzt7jMIANVAIwhA1SXDjBCWKKesqhuUwcj3qzTK22mA0GDN3Zh7hWBBL4jhCUVSCMEQmoOoawyBkpqKzcusBdsnk3Xcv4gchQsbYjpPqcwCqrpMAiRBEvk9MjMwUrUq1GrpmE0ZRyq1IEkLfx3TSCooqBFGSEGeK4FaplHoYR7tG43gqfpNXDrQCr2LKhUgvOooQzM7NMTs/P03kdbOqVJyE1GoNWq3GIVm7JI5T8NI0BIf5FUX18KNeY1Ger/icfEEeeCMH98RRhuhx7NFjbqaDn78kh/BV9+GxCdkT3L+5yNCv/MqvsL21xeLSErVajfF4/MTXF46zSdacJdPejJukpKg/APzO7Gl/HfivOSFQcJB7UIHPgf8x8Lcz0PkRaQhyInuuQGFZFt/73vdOTGHNbzAhRKr4FEWMBgOcRo3+ox2CgYtsJhAFmEYF3zCp1hRu3b5F2aqjEON7HrZTRfUn7PXuc77xDtWZKhtbG9hxepOOR2OMkk4zLrPjbqPaOo5RgsmEOG6T6OnzyoaOYQqUOCQp28RCS2nYuoIYJyDAVBV63gTdF5TthM3NLS6cO0N7to2fhQhOqUois47POGY0meA4Drqi4E88IqFhGkb6LQqBJF18WpYvUDUt7e+IY6SqoqkqZqWC53nTxSDzEqqup5RvkbaqJzBV1ZJwZCFmCy17j/yxJEkolUqUy2UWltMmtl6vx87OPvce3MdQdVr1dN5HHEUIy0rLrNn5w+Hy6VHmaDHPcXTK2VE7CgrHCSEd+1p5RED4CH/jq3IUX5csVnz9ZDJhaWmJ3//7f/8zH08IcZ40AfmbwFwGIgBbpKHJSc8rB4obwL8D/JvA/yR7TCftJj2RPVfyuxBfoq70JVas1ydxjKIq2I7DcGcLKUyarRaxGxC6KSComobrR5w5cwbDMgjG69TqdXY3t/EDlzfOv4tlCva3tnFUBadUwvUDhK4TBhH7UZeaXaOu1Njf3cWslgijMOVCVBzMskEsBNIqIyNJOBnhT3yiMMSplai1GyiqQqtWZUjC+u46JceiVK6haCqmZVKqVggzQVyRCc5Y5TJBFOEHEZpt4lRTLyD0AwLfx3UDAtdN9TKzaoSqaQexf4FjkHsOSnadA88jjA4mjSVZdSWvTuSJxmJHaJEjkS+gozM72u02ly5d4Lvf+Yi33n4LRVV5tLrK2sYWGxsbbGxs4GeEsuL3mS/s/P2Kg5ePY3V+2X30THYkOV60r/IojnpBT/eW4hAlfvzsepn58crAfw78e1LKQfFv2cJ/lhP9XwLfAf6GlPJnQogl4NeBE7s832j3Su5RAOimSex59Lwhzfllot1Ntu6ucOadj9ANm9EowNAikLD+eI2QCKd0hs/u3aDlzNKwHHzXp1KfpVQv0dnuMPTHXGjOYQiVxLBwaous7m5gahPOnDlPFCfESGy7RBIHGKZF4Afsj/ZRVZ2K1UIxNWKhoJLu4iqC9Y0teoMRc41FLD29P0dDl0rVIYrjQ9PBUBRMTUPTdfzxGEXTSGI9ZUSKtNXcUDU0K53/kWQgEQVB6mVlVY98wUeZaHEURZiOg5RySvLJF5iu69NdW8vyCbkdl6wsCvMWF1Q+6tE0TZaWllhcXOTRo0cowKjXY211FSTU6zWa7TalSuXYxHUx9s8X1VEwKIJI8TX564rnB8d7Gk+yrwo9iuf7tMct5mrGrvvMQCGE0ElB4v8ppfwvsoe3hRALUspNIcQCaeXiqUxKeVsI8X/kgKq9LaX8U09zjOfeTvcsu4EQqbKTatrMLywx7nbod/ZYPHeZwIsZeRMsXQMU+r09ls8sIsOQW49+g9faiyzNtJh4LjGCUa/P7toOEQLbLuH2fOIgwLRMNvq7zJZrVIwaG51tfBmlOZHQI0HgRyHDiY+palRKZYSMicMQRU3j/SRJuLXygMAPuXLpNZJEJU4giUJM2yROsp07SzxGQYCQaV+F7/uEYUQURsRRjD920TUFW1UpGWmIo2oaMopS+TtVRWZsTSXzFMJM+j8BoiD1QiRgZNWPqOBFHN3Fi3mB4gLOF0VxhGEOLkUPMd/KkjBE1zQWz57l3Q8+4Orbb2HaNpsbW3zyk59y/do1NtbWplPWDjgSKdDpmUrXUVAoAkXx9+LzimFM8fMVDnTw/zOUWY/jkJzE8pkeQoivI9UvSNW1b0op/1LhT/+AVKIfnkGqXwihCSH+OOkIwn+aPfwdIcT/4WmO88r0w2qahiRhNByil8tUwzk2Hjxm4eJrGGYZd+LjlATlSp0Hq/dwO9ucWXoL3dbpDUeUzBoIDTRJs15jOHbZH/ZpLtQxHYOhHzBnlwlCDw2d5cYcmmGDlES6ge+HaFLSrFWIfZc4cImVMpppomf9ELev32V2fpayrqEISbXi4E0mqLpBFERESUhsmTjlMqKQpLVLpVQgVwgUIVANhSSOiJO0SSkJJL7rQlYe1QwDNROriTLgIIpQkwQFkBlFWtX1tMSqqimgKApxkmCo6jT/kVsu0FtcZEV5u3xR5+Ir+e4/3c2zUQMiC3sUTSMMQ3Rdpz07y9KZM8RRxGQ8ZjgYcOvGTaIootaoT0cSHkfPPrqL5+BwtJ/kKDh8YTEL8UTa+NepmnyVPSe9zF8EfoWUKflJ9tifA/4i8HdFSsN+RNoq/jTWJh1q/AeBv5c9tgL8XjjQrHjSQV4JoMjRPJIxSSLQNQXX7dFo14gTlclwzOx8C9cb8XhvG1BpzZ9hEIzxo5iFVpvV7X2iJKFmlNNOTiJmnRrhWCGuQq1aZaSAPrbRLIXJTodwFBG16piKiVAkRskmGkdoloWi6KnYa6uB3+9z+/46b719GVQVGUWEYYTu+gQTiSBBSRICmSBdF5nt+qqmoQCh56WU7azq4EUBuqoQBwEySfD84FAnaCLTuRyKoiDiGCOrMkQyFbhRVJUwjsHzsB2HOAwJOIj7U/WsVP07B4jjKhJFO9ohmocoxXxGoqrpCMTMaznkuWTnW65UqDcanDl7lgTo9Xrs7+9z78EDLMOk2Uy1Mh3H+UJ/SfF+KNpJko1HtUGLz05DtcPksefZOVpUSR+Px88q1f+rfLkuxO9+9rOjRNpO3gGC7LE5IM9/CL4JZubTJoaKcbFQJJV2i8ef3cEp1RmPfeJwRL06T29/wP21NRwtpLkwz87mOlJXsWyTvu9h6Aa6BoNODxWBFidEiYuqJBi2hemYjCeCMBnz8GGHRrVKvdYg6k4YBTG6kmA7AqVsEwqFsTuh1Zqhu91ld2+Hy1fOpfNDoyx8CCIMVScyU51M1TaRUcquDD0Pw7bxhsO0UUtRsC0rbTcPAsqqkTZqSYmlquiqknbQGgZKLrib7Ypq1mOSJyrzqedOqYSeeRR5eBLF6UzTOI6J4niaz5BSfmGCfJ7nONr/cHSHL+Y08hyJ4jiHkp95xUVkHkluikjVqarVKhdIy+e9Tof79+7j+z7VSpnWzMx0ALLgiwBRXNzHlUuLlbPi64rnnAIDh0Aif32e83javET+Pjmo5oA6mUxemV6PzEbAj4E/A7SFEG+ThjA/epqDfOMeRf7F6bpOHMWsP7rH7Nl5NnY3GN55xPylNxit79NxI65emWM46tPd3UaXkrKq0usNmWsvkZRsRnt7zJgNIpngTwIQEjQ13fEBp1ph1OlxtjWLFBEjd0S90UCPdTQpUrc+CZBhRN20eLCyiq7A1Q9SSb4gijAtCzSNxPNRgohABUVRsUyDQABxnGpfBgHlRiOV31dVvKy3Q7UsgsRPJfGiCKmqyCzZKbMbWVUUjKzs6fv+tBSqKgolXUezbWIp06RnBg5JkqRbgxB4kwkyCEg0dQoGufqSmonzwsHCmfZ45L8fWZT5c1VVTftEsr/now51XU+5GVlStJiXKDaN2bZN6cwZljPJ/kG/z/7+Pg/vPwQBgefT7/epVqvT955yOArh0WHa9xe7R4/+Pf33xXvvqKLWs5RJc6CaVu+SL6qaf5V93dLsCY6/LYT4q8B/SJoI/avAP5FS/s+yv5+oE+8bB4rpThVFCFXlwoU3eXTrLv7YY+7SRbbur6FZDhfffR0jCdkar9Nsz6FHMdfv/AYXLr6LYkgmO2MMmZKpfG+IjoamlVB0HadWRklUkmiUyupZJpPRhDia4IcxIg7QDQdV1TBMg7E34ebtu7Tn5mgvzhF6HpppEoch/mSCWS5ncbuCrqoINe3M1DQNP4ywTBPLttFUlUQIfNdNhxYnCcQximoQ+z6KbadamFoaUmhZSVUqClEco2saVqZulbhuOgndMBCmiZ55EIqipI1e+QLNVoQilGk4EGXl01x7Il/QeYdpnI0UkHkSU2at4gXLF4Oi62mOhINwJV8c+RjFXM0L0oWQjz7MwUVVVYSUVCsVqpUKr72mMByNuHn9Bhurq9yZTCg5Dq2Zmany9tHyLYXjF0Ekf6z4/NyjKCZLj+pe5I8/y6ItAsVJvemjfJEXaVLKe0KI/xFpGDIBYiFESUr5zZVHn9V903UdRShsra5SrpaIgc//yT+idf59ll6/gDty0eo2M615OrtbRMGEN69+n53REExJqWUw2RmgGhWqRptYJnQmHWbNZYQfg6mh6iaVRoVxp4euqiRhRMUwgYDYVIhVje31Xe493uDCG+fQTAffC1AUlaplQRxTnZ0lDALCsctk4jIajGk1axAnaLpOvdlIW7k17aA7U1EIkyxn4PuEgYemKCSej+rYyERiZOXRMAzTTtPMpbVtG5kk6JY1bRMPsjDCsCwMw8AdjxFJQpR3pxbCuTzkKJYkpwrg+YLPwpzpzpyBT07YOrqwVFVNX8NBfkmIlCxW9EDiKDoYmMxB5cPIyrfT+yX7/i3L5OpbbyFEqvK1v7fH5+vrJFJOBXTr9fohQDguQXn05/RaHHyOr+JTPI3lxy5WPU56nJcFEiJtNf/vAu8WHq6QMjz/7+IELebwCngUuSVJAoqg1Why87PP2bz5UxbefAOzXMcfjSk366iaxsbWFktzbSJ/zJ3HK5yfPUOzUuHh+h6JtNAk7A4e4xh1GuU5ZCIJBDglEyf28eOYUrVCd7fD7PwMqqax1xljxzHDXo/ttS7nX5vFAiKRYJg2SSIZTSa0Zmbwsw5OqQj8MEAqKpZt4fohtq4jDAORLUpFVVENgygLJ4JsxzdQGA8mPNrboVqqEHg+wWRCIhQ0TZ2Wi4VIG7wUVYWs70OS1rRzbYv8uVLTSHwfCeiahjcJMI306y1OQy9qTeReRlIoRU5zDgWgyGegCiHSsCR7X4U01CnG+nD8Ag6CYOpNJEcSpcVcRP6vUi5TLZc5f/48YRDQ7fXY3t7l7soKtmXRarWo1+tTZar8/Y4rb+YAUXy/HOC+To6C7HuIwxCz0Bh3Eiteoxeh3l0AgN9HWk35s9mfdFLP4mF2Ht+e0CM3VdG4/3iD/cGIM9/57Qw7Q8LYpzbTxg8EmvBZnp+ls72LTCa0yjVC6dHpdDFKEI8jAt+nWV9GoDAa9qlETTTbRNU07GqV0chjMB5hNkqYpRKOVabat9noblOSFt/96CqTcAJCQ4tjoiSiXK5gVSsp9TmL9YVhUHJMJmFIGMVomoqfkW3yrs5819VUlSDrAhVCkOgqK5sbLM8toGgKgehw7doDTEuhUa/QatYxdB0viiiVywelVZmqZ+kZOOReB6RpayXbqTVFwTIOJyNzgMhvUK1A4kIIhDzQBokz0tjRxGGSCemQeydCpFPas6a0HIyKycL8dUUiFhyEDNmD03sg93TUvMQpJYZpMjc3x1zWl+L7Pvv7+9y5cwfPC2g0alOBmeMEdIvly2JiFJ6tW3VqeaiVXc/A806kjPWSvIk8BhoD/6WU8gdf52DfeOiRWxzHuF6APwl4/5232NzdQ4YuitLC7w0xGxXiSDCJfRRToqllgskIJMzNzbE5GNDTAhSnjOyP8UREqVJDhiGJH4CdTu3SdY32zDxe6OMPR/hDj4d3V6nMNLl8YYkgiVIeQyIJgarlpJL5YUjJcSBJUAHbsXFth3inQ6lWxQ+CNCeRJCmlGgjiGBEEaUhA2hx288Z9PM/l4uIi1XoFNA1jvcvrlxeYTFx6+2PWVu9jWNBq11k6u0S92SSRkiBJ0t1cUTA0DSXjN6iKgue6aTIzSdJp6iiohoFlWfi+P43zj2b9p0BSKM8iDvMZDu18mYcx3cULO+PR3byY1Mw5F7kHhJRTLQyloPydv1/OcJ3eUzmgiS8OCOp2u3Q6He7ff4BppnJ3zWZzylY9OnPjy0KWZzJx0BCXKnAfP6m9aMUy9IuyAjfiN4FfEikz8weAR6rKfVtKuX3S433jHgVAv9/n059ew7Ic3vtX3mTlxk0S38eq1FHwUEsOketSbpXZ35pg2w2kjAjDAfVSqlUhAEuFasOhnyiU1RjXDYhJ8OOEsmEQBQGKphKHMSW7TG9zj1trfRbPzhFq4I9dzKpNHESoUsWx0hs78gNUO81R+GGYakVkXAu9ZOBNfHRDRdN1RqMRlWo1zfiHIbphpNWJMOTGz65RqzUhqaCbBqpp4o4nSEUSI3DsEuaMyvxsBatSYTAes7axxa2796g6JZq1CrOLC1imSZLpYULa72FoGn4GImEYprt+dn2L2f2c9CSzpKOakbeANASBaUL0uPLotA0epvqbxb+nLz/wQIpMz2KYoWdhVH5+SXbu03MteCPF5rOi5Z8pF5ARQhAEQVpJefhwymmwsua845KXxeM8q+U5im6nQ7n8ZA7F0+QyntUKoccHwGukylYfAiaptsX/CvhPhBCqlPIrBxTDNwwUUkrWV1dZfbzOBx+9z+fXPmft/j00XaVWabK58RDDMCEWOE6VOIop1er0tjcJ/IC646Cqkmq9hB2bjHoTItcn9n22gi4lo4FuKvQHA8rNGrppIlDRNYWHDx/ycGefD985z7A/IpASs2Ki6waGplGqlpFhSCyUdFG6HhMt3b317MYv1xycvkG54qSaEKSxuOu6mKaZNm5JiTeZcO/+PS5cvkSlVuH6J3dwKiVkkqBZNkLEqJqGSCS6XUISYzk2umWyZNsoisKg26e/v88nP/kMEMy0KszMz1Eul1FUlThJ0Asj7dQkQWa0bj2jg+uGgRRiGspMa4ZZIlTTtEOkraM9GalEX8r/mC5imU5czwHoqCp3MYFYrE4cfV5ypE29GBokBbA6mqg8uthM05wKzMRxzGAwYHNzk8FgwI9//GMajQYzMzOHSrDPsmCnXonMuCVCMCn0eRRB6ejxiyHdcX9/TpYf9PcBf1dK+deOe9JJQAK+wdAjjmNu3LgBScJ3Pv5OehOFIfVWm+7mJuNel0qjjaqoeJMYTZU4VZO966vMzy4hFcHa2l0Wqw1CVSHwQPoSs2Uz2elRU8toJYdhN6DpmITjCTIb9Hvz1gqRN+Gj776NqZvIMKE36qEaOpoCumXj98foVQdNgKYoBEDgekihYFsGJdtOJen0VJAmyERnbMc50IuIYzp7e6w+fsDVq29hOE5aqbCsaQ5Ai2OIBWXHwvfDVOpft4izqWKqphFHEbplsHzxAmeyBTrp99lc36I37FNyStTLJartVprcUxRUI6VZK0KQCJFWXDLOhWYYJFGUlmCzkqwiD8hDxcV9wEM4nHMI8+RmRuvOv/ti+HG05yT/v+jhHCJ8FZ6nZJ5OnHk9h1rm5ZN7OfLzrdVq0x3/3LlzdLtdNjY2uH37Fo5TmgJHMbfxVYs8//sUYIQgzq7pOJMTOFr6PK5z9VmTp09h+Ye4D7wthHiftDTqkork7MoTzh2Fb8ijmEwmfPrppywvL0/jzCiKcMoOw24Xx3YI52YY7u7hJz7lxhyxSAi8kPbsMnv7q5AoNBptoiAGJcYwJEoC44HLzOwsiozY2+5ROdOcEpEi3+f+2gYLs3PMtlpMXBff95BSQWKBljIcpaKgOxajkY/jpBPLI2IsTcPQVExdJ8x2xyRWCIMAyzAIfH/a1Rn4PqsPVxiNXN5+9wOcSgVd05Ai7fUQUqIaBuOxhy4j3OEk7SwlIYnTGzDnU2iahh6nQ4qjIEBTFKrtNtVmk0tC4A6H7HQ63PzsNqomaDXqBIGHoqQT0XMCUC7fPyVOkfI/8gUOB8nEPByAdGHkPSVhGCKPPC83XT/QQSkCQj5sqAgkRdARGZDl4FkMY9QjYDXNmRTA6bgqx9HfFZFyOObm5pidnQVgNBrR7Xa5ceMGURQdq7r9ZR5H8bH8M4wKLeYvo/T5BFNIu0V3gX8LuApskAJIC/gLwKdCvKK9Hjs7O9y9e5e3336bWq02vdHShibSZJmq4u310E0bKRLiIEKoMUpkMuh2MSp1ZtuL7G1vIzWJ5ZRIkjGBiJGWSdRz8TwozzaJAh2jZDHYH7C+vsml1y/QqNcY94ZEpFWEWFMRpkqtXsX3fNA0YiSVpo3nutiWSeKG+KMxiWWhGzqJ7xP4PkHgYpsmE88jDiLssoM3dnn84B6KELz57ns4jnNQQlQU5uab3Ll5D6Eb9PsD3rx8DsM2iGNJEsa4ExcMHTNbg3EubZeV4VCUNJ6PY2JFodxuY9XrLJ2NmPg+3njC3n6P7d0R/cGAdqtBbXY21beAQw1jeZk1SpI0/Ckk5/L7p6gOLmW6oKNs7ogQYrobF59fDD10XZ8mWo8usPRUDhKjX3y/VOVL5s/PKj8SpuFKnhDNrQgsOcgd1dyQUlKpVKhWq5w7d444jun1euzu7rKycg/TNKa5j2IL/3GWT20bfU0tiudl2eLPvYX/D/BPAIuUP2EAdWANDiU9v9JeGlBIKbl79y6DweALgrtApnugM54IgomH5ui4PY+ABNPR8JIE6SqYtk3oDlm9d4fZ+QX0kpPlBGwQCk7JQLMN/EnIcBLSmLfY3xvRG/Z5641LaIbGsNdHRpCoEEUJliIYy4TuYIhuGtiKIExiYj/BUDTCMCYGSo6FlKkQrswWQcjBrk8k6XUGbD68R6VR5dLVN9Hy+nqSDh1WFYXZuTnCyYR7q+ssL8+xurlFECU4VZtWvU29VU3dWUUhyBrH8hxIKCU66TAf07KQQJj1dhiGgZMJ3rTGYwxNQ9U0+oMRDx9vYjo2M606zZk2TqmUKnwLgcio4Pk9k2ts5vTsfOFLKZFJ2tGq6/rUgzgqhV8MLZIkHQ+Q50eklNNQoggmxXuh6KnEcTy9blNPQojpueevjcNwyl+Zvi7zBsIwnFZ1cju68FVVnVZLIPV6O50Od+/eJQxDqtUqrVaLRqMxvT7TayLTc84VuI/ySl62dyGllEKIPwT8Y2ABmCFtDBuTNofdA7pPc8yXkqMIgoBr165Rq9WOFdzNbxjdMPB9D8cq4ZQtxmOX2PeIjWaqWYlKnAiGgUujMoNQFNyRy9ziEiKRIAPK1TK9rS7SjWnMWPSGI7xwzMXz51ClJBmOUyUp1FRRy9aYTCBCoFsmfn9Moglsp5RK01sWhqmjBgGKlo4qTIRAFQJd09DiJO3ejBMCP+L2nTtcWJylvbSUNnIlCVJV0xtZCIhjbt9eIQx9PvroQxApxTsKQ3b399nv7nN/dQNTUViYa1Nr17FKJULfT8u0WeIwSRIiKVOF71wjU9OIff9gqrZQaMw1abRbnM1EficTl/v37+P6Ps16nXq9Tr3RmC7OKIowTXPq0heZlWnj3gHD8ajk3VGa9ZTjISW+7x+acVrkaeQ08+lE9sJxprwMQMuJYzkzs3DPxUnawRvLA/p2sRycCw+f5P7NxXoWFxenofFwOGR/fz8V7lEU6vU67XY78yDSz1GcElb0yL6hMOQ8EAP/a6BJChL59OTXgY9JAeNE9sI9il6vx/Xr17ly5QozMzPHPkdV1VR2HjAMiySKmAwH6EKg2hWiIADVwXIMersuVaeFqgoCP8Qql5CKQDd0LN0kmEywTQOzqfHTT26xPH+G85fOU2rW8Ny0XEkYopdMElUh9gJKJYvuaEDse5QqdpasC9EVFWJJNPZRTY1w4qHqOsJSpwlLL4xIpKS/O+Dh2iOuXnoNu+wQRxGu66a7bnLgrn/62SfUqg2uvvkuruelYYSuowILi4vTLlCvN6DvBXx+/S5KEjLbrNNamMewLCaTCYaRjhdMMhIXpAsp7ygVioKmpvoXYRSlHkiphFOpMLe0CEnCaDBge2+PR48fo2s6tUadVqt1KAGZ/5x7FjIR05/zha9p2pRbkS/sPDQ5Oui46HkcSpbmTW0ZqORVlOnzs+fknk5S4EZEUTQlPhXPqwh2T8N+LOZscqtnoArpxre3t5fN+Bjj+z6f/Oxn7Gxvc+HCBeCLXtUT1LX+Kml1YkdK+Xb22DPL9ANIKf+j7Dh7wB+UUvqF9/vrPIUMHrxAoJBSsrq6yvr6Oh988MFXjoLPY2LDNPFHHqWqQ2Nmno1H27jeCKdew1Bj3NGQUrlKrz/CsEtYM1Xk2Mcw00VjOyqaY+B2B3x28z6vXzhPZb6MOwpBHaOrKpGUKKZFFMYEYw+rZIKMkVGCYZippH4mHqOJtFEqCUO6nRHVqoVURCqJZ5p4nkcUSh6sbrGz2+PSmWU020LVU/ffyF1oIQgmE27eWWF+4WA2hJJ5EyJP0gmBUFVsw8DQdWzPY2GuhTsa4bse6w8e4wUh1WqJmfk5Gu32lF4dRRHuZJJ5EgJNSxvSoiBAZPG+AEzbJgF0w6DeblPOVLZ9z2Ov0+Hhw4e4bki9XqXRqNFqtaZJzOLOaBjGFAgEIKQk9H0UVU3/FXZzpcDpyD0CUchH5PdLPgYgVxYv6qnmoYeaHU/NvDTIelUKfJDc8txBztt44j2bn0uSIL/CCzAMg/n5+el0tt/8l7/BzZu3+Pt//z8niiNW7t7lT/zJP8nZs2eBL7JBj7G/RjpZ/G8UHvuzPKNMf/aeHwFvAL8L+MNCiMek08J2SPkU4UmPBS8o9IjjmOvXr6MoCh9//PGJ0Dwn1ghTBaHQ3d7FtBUENnGUxrnlWp2d3h6VUgnbsdh+vMpMe47JeEylWkVaFv31Phtbm7z7zmtIL2Z/dUhzuUQ8cZkkUKk4+MMhimlhli0Uw0B1fbxxwsR3sQyLOEqIvTFGu0Ecx/gjl5Kjo+galuOkO5+qpju/H+COfT548wKRF6GLjK0YRQRJgqrrjLpd7j18wJUrr1Ot1dAy3oOqqmimmeY3skRnFIbpolKUtFNUUag0m5SFYPZcSuoadDr0+wNW19ZRNI3ZVpNGq4VdKk3b0kfdPpWyk5ZtASMrmwZBgJ6xNYU46OPQNI2FhQWWlpaIooju3h79TpeHDx5gGiatdisdFCQO6OBaxhPJd3M128lzcZ08P1Dc3XPLPYOpi54ctKMXmaNkyVAoVFribDSBqk7fW0p5aIRAXunJ8whPav2WWcdr/p4yT5p+Sa4vX/xJlgT+I3/0j3D79i2+//3vT4HupCal/BciVd4u2h/g2WX6IQ03fgcpweqPkPZ4GNnj/xzoP8Wxnj9QJEnCj370I5aXl1leXj7Ra/KLqus6iRsh1ZBau8HewzUmcUS93mKUGIyDCXMLSwx2N3m8couzy+dwKg6KojLod3EnY/p+zNtvXiSWMW4c0px1UBQdoUscBHEwQag6URQS9kKE4aEAqgDhRcSEhICKYNjrYzo2RrUEiCm1Ocxc3Tv3N1EjnzevvkXoB6l3IiAOgukUsFF/zP54zJWrVyhVKoS+Pw1HyHZIpESoauqpZCVQKQSqohAXFlleCWjNzdGcnUUIQb/fZzIa8ejhY3zPpVpyUj6GadBYXDzEsgwzKrfveemiSJL0PLJFJ6VMRwIAjWaT9uwsiqLgui57e3s8ePCAwXjE2oOHtGZnaLRa6TkmyXRkgBCCKAzTa5W/b1ZazSsPeY6lyJmQMO2NyT0RIQ6a4/LnTRWvCyGFIg/6RopEsSLoFIHiKNkpBweR/jF9PHvuce3oxdclSYKmHqhbzczM8Ev/yr9yKL9TLAc/hT2zTH/2Gf8J8E+EEL8opfy17DxO1Cl6nD13oFAUhQ8//PDEY+MPXTwhiJN0EpUMXBTbooTFZOwjNQ3d0hmPhySaxuXX3wDLwBsMKFUrrN57jGIovPnWa0TumHgYYpdT3UnN0YjDCEUFxa7ijsd4kwDFUFHjEG/i4XsJUk9p1UQxw+EYU9PxwxCnUkFVFVRUvImL7tjcvHOfswszPJyMUHSd2PORUYSqKsggYrS3j+tDQMLrr59LJ4XFMVapxMTzEKSZ+jBJUITAsqwp7VqREhnHhFFELCVSpDqVfhBMJfzzSoTjODSbTZayRX7z2g0UTSEKfNYfr1EplSjVq5iZFoXneSkNO4owSiXCOD7U9q1nCVuyhRwEAbZts7S4yLnz5/nkp59Qb9TZ393j3sp9TMui2ajTbLeoVCrITKxGzeX7MmLW4SqBPAQGkNLHi5qahxKBWbVjKq5DNiyZg/Ai91qPCzGKLND8mIeIYDkQ5NyM7JqfZGHHcTz1pMajEaUj6l/558zf/1ma0LIqxjM1huQgkf38zOPiX0iOwjTNp3K98p1S1zSssk3geSikcWIcR9gVh7Er8BMFXVexpEmYQFlTCDSN27euceX8VTZ2OsggQGgqolJGeAGQoOgpwUiiELkeQRxiWinZicjHdMpESQ+37+GPXSaei21ZyDgh8CWm7aAbOlEUYVgW9+/d5/1330TTNFY31pFSYpdLeKNRqrodBuzuDnCqZd58+xKQpp9twyCREsuy8Fw3bR5LElTDIPA80HVM05y68YZlgetOfxd5Ii8vlxbcdc/zuH3zFvNLcywsLBBFEePxmO7uHvdXHhJMQpr1Mk7Fojkzg1RSzc6ENCZXwxAlC0OMTNg3kQft2VompiuFoN5u05qbQ1EUvMmEnd19bt+5QxKHVEtVmjPtae9FFIZpAlgcSNYdLYvGcTzN+xR38BxcFEWZysUrhQTqUQ3Mo5Wa/G85j+I4gBJCTJOkMmeSSonIwofjEpu55URBNcutTDyPcrV66Dlfo+LxtWX6n6e9Ek1h09ZiTcMf+zQX60SDEYRDAm+CrqoEYYRjt5C+gu2U0AyBP/JYeXyb3/b930mlUmF1q0soEmIUlCTAbFSRcUA08bBLJYQqCKIITYJQBXaoIpw6ozDISm8h+7s7aFYZEUlcTTDXrBOHIZZVZ7/bZWu/y3e/+xFKRrApWRp2qUTgeekiD0JWHz6g3WrRmG/jjUb4YUh1bg7f90EIDF2fSvJHQkz1KlRxMBIw9rz0Js5AVI2iVJkb0t4CmHarjkYjbt68yeXLl2k3m4RRhGXbmJZFqVxm6QJ4oxHdvX22dzo8eryLZanMLs4yNz+Plrn+k9EoZX+6LmRanbZpTvMnQohp4jXfwUuVCudKJc6dP5vOM93fZ293n3uPHqBrFq1qjdmF2UPVj2IPSBLHqa5FVsnIgRAOQpCcS3HIC4Bjfy++Nvc6ZGEnz8GiWJGYhhtZyJJkHI3iexx3zwLTEBNSpmelUjl0/K8BFLlM/1/kGWT6n7e9EKCYMu1OaLlEG0Cspci+19kkUhOcko5umKjSJI4jZmZauKMud29uoWoR777/PexyFdf10gYlRYEkptRu4AU++AH1xSUCN81FGLZNjEBF4OsS1wtpVstsJ10SGTA3P0t/5BPFEl1RSGSCaRrcuf8AVdX54MP3U5KSyKd4p1L5IkkY9vqsPXrIuYuXMM10eE8SBFi2TZDlJgLfn7rS/nCIYhhp70WSoGQ3mKZpSMNIw48wTBOjYYhqGGi2PWVXxkmqO3n79gpvvv0G9Xr9UJfkdEpYGCI0Dbtc4vVGnShKdTu6vRG3928hgPZMk0qtlnamZlRzXdcJ4pjIdTEsK13gipgSnfIdPF98qqoyMztLq9UC0q7gTrfPZzduQBRTr1SYW5inUqsBmZiNqqaeY5YjyEcpwmGpvaNeQLH8mCcyZdbLkp9Tnj+Jo2gKQofyIrJACc/+xVmitKgAdnSxF/khRS9pPB5Pm83y98ifV/z9mPXyt0kTl20hxBqpvuXXlel/rvZKeBR5vG1YFqEf4E085pYvMtzf487KI+YWHSqOzThKb6Lrt3eZbahceeN1FMNBURUajRpS0dBKJfQwwO90EJaJ1Ex2H66jVcuYpoEaRJRMk1hRsCybhhDIOELECeVagyjyKdmS7e0uJcfAHZs8WH3I0lKD869fIo5SvYq8aiFUjU9/9jmWrtPr7XHp6lUcw2DcH6DbKSdDMc0USDqd1A1XVaIwxA0CrIJrKzKiU64upQmBpevEqkroByk4hCFJVnbt7e/zeHWDDz98DysrPydJMu2tiOM4Fc3JkpZSylT4NwwxymWWazUqtRphGNLb22N7c5PRaEzZtKnNtpiZm0tzKRl9PAxD4iQ+5OLnC3baK5Lt6JqmUa3VqDebnE/O4fs+nb091h6vMxrepVIt0Z5t0Wy1plUCJTvnYkhxdMPJf89JZVLKVKVcygNqelZFkVnyNIlTryEHnGnIUKR95689kgQ9akc5Jvk1llLiuu6Urn/0fPPv5jiwkFL+kS9ZGl9Hpv+52isBFPkXoygKqm5Tn59lZ2WF/cGQheVFFBRCKTETn598+oiFuTaXLi+g6ia+OyIwdRRFECteKhnnOEhdJ3B9JhOXUtkhiSMCFwzHzmZ76piqgDAmEQa2KamUbHoTcLt9bFNgGYJrD3f44K2zLF84i0q6aILcZdY03nrjCquPH7PbGWCVLO6u3KVdbaGq0CyXUJKEyWCAXi6nVOQkSV1VJVXa1lQ1DSmy8vA0aw/Txi2RvSYcjTFKDlgWD2/fZjDxee/9d1JOQxRNtSK0DIjUjNNgF3IMSIlTqaRT2TUNdzymVC7Tnptj4cwZ/CBgMhwy2Nvj808/I0lgYbZJc36ezc0ddEWbuvV5rqB48ysibWMnI2Hlbn+pVMI0TRay8utoMGDQS/tvEplWXhQhpqSmfLfOqxXFxVfkJUyl9YoJRNLkaM7VyCn2xfPMX3+canj+M3BItfxoiCMKnsfUizlCBTjKn3gCn+KVtRcWejytHVzkhMHOPrXZWYIkYfvRNuffvcL64w5ra3tcuFCjZFfo90boTghhQk3XieKEkmEQByGRrhH6AXGSYBka4XCUql3bFrbiYNgWShwTD8YIUycmm01q6oRRRGQ7RKHg8c6YN1+bx7bMdLfJmpGCjDkYex737z/A0FS+/9s+yvQaQrr7Hba2tnj4o39J2WrSKFmYUUS1Vks1KjJXWJEp3yL0PPSsmjHlWChKSv2GjIiloJccJHDj2g0UCVfevEwiZarhmSRT9WxBmv2fTgdTUjGbcqmE63m4Wf5DU1VQUrFe0zSnknVmu0291eJMViUZDYd8+umnxEnCTHuGfr9PpVqdyt8V6dE5Iao4M0RVlAOuQ7YplKtVqvU655S0+/b657fY3euxur6FbZvMz8/RzMheRRm//F7JKyh5ojJX/lYz74Is15B6GMm0aSw/1zzEK4YzR/tOchHio/d1MTEaxzFqVuEreg/F6k6xcnMUKJ61EvKy7ZXwKOBAYFSoClatTH9nDy8OaS62uXHjHv4YLl89j0hCIt+lVqtjWhadQQdV11IiEKncnO04qbS9O8YNQhAKIomJe0PiUgklDHH9CF1C5HqYlRKWqWHYFg3HZmNnn1GQ8PYbr6FoCmEQMer1cDOClG3beOMx9x88oj3TZmFxgTiKGE8maIZBo92i1mwQhpfo7e7S3dlmf2WbVWnSrFdpLy1QrZURqopummimiarr08liummmEvdxnIYqhkEShriex62bK5TKZRbPL061JHLp/Zy9mPdETGNkUsXu4XCIpmd9K6pK6Ptp3iPTzzR0PZ1ABpAtPE3X2d7ZZX5ujnMXLtDZ22N/v8ud26nA0PzcDK2ZmUOLOVf+zgcTHSVc5Ys/CAKklJi2Tals02g2qNXrjEcj9vb22NzYBAVarTatVlp+LZaGi+3zSgZ8UTaRTdP1lDCVJETyQG7v6K5/dKEKIaZUck1V8TOKfFGYtyjEU/Qo8tcXhYJlks6iFYoCSfKt9CbgFQGKPLMNkAjQLQvHMEjKVW5++in1mTPMteuoKAinhBb5dLZ2KdXrzJ9fQqjplyBJh8jkN4mmK6hBWpqMNR2nZGPZJt5wTKJqYGgIqeC5PqgCvVTi9rWbRIOQi+fbhJGHpdmEoU/gmeimQNNiurv7PHzwgPMXLzC7MD8lDJn5DI4sTyCEoDk3R9kpQZwuZq8/4Nbnd9DMEvXZEjPVKo2ZdOfUFSWlXYfh9AbU9dTLCaKIu7fu0WzWabWbqJmYa+6JmKY5LXfmw4KUPPbPFoJt2/gZzVpAOkskazRTFIVxGKLpeioZKFLF7RuffMrs/ByLy8soQtBoNGi121x4LSQIAna3t7l1/RZxElFvNmi1WpRLpamClp/LAWZAcrREmudSwjAdrqSqKuVKBScLVXzfp9fr8fjRY0bjMdVKlWbzoJFtWh5VUzVxoaYjH49THc/5FvmCL/IqIGNx5gxh0uRoHr4UPYsiYMCBmvhxuYlpW38Oli9kBb14e2VCj6lbB3j9PoEiePTgEbXmGeYXGoBB6CcEYcRg6LIwN0OpXmJ3Y4/2bIRjWkRBiGLoJEGYDsXRVEozdfy9PkrZxLHLJKhEEjQtnXUq4wRd14gJufHJDdr1MhcWZlMRmiT9ohNT4AchqIJgd8j9tR3eee91SuVy6t5mXYtxkqSlxix2z5NtQkCiKYBO89wyc+eWCcOQycRjb9BjbWMd3TZZWFhkdmEhdZPlAYXY7XT49NNbnFuew2nUUDNJ/yBjgFYyMpdUUqUqSMVykygi4XAVyrKsFBRGI1TTJPDSGSNCiJQ4lCQYpsloOOT6Z59x5swZZufnCQthzLR3QkqWzp5l+dy5lPbd7bK5scFgMKBcKjM7N0s9a8vOd18pZTohPjtWMRFaLG3mC0/XdWZnZ5mdnSWOY8bDIb1ul7WHa6imyszMDI5tU65U0mNymAlZBAwKf4Mvsi5zVS2ZfZeqqqJmwJEUPJEiKERRNAVg40gIUlwHU6+lmCCVclqGfdXtlfAo4OALjGVClEju3rzL4vIShioQlsmo6yEVBc+P8QKPUMYkcUSjZkMsiYMQy7SIw4gY8MMoLZW6HrEMCYcRIggpVSroWkr7lYAXJ4RKQpjA+UtnqTTS/g4xGKB4HpNJgOeFOBWH7Y1dHm/0+P733khnikJ6s6vqNOGYd1IqOTVbCGJFIQkCZCIYD4bouobjOFQti9ZMC6Gks0f7oxGfXvsEIRTKpTIz7Tau53H77gPefOcKtmmmJK3MLZZCpGFKpjqlKOnksjCrUmiqOiUq5W563nthO046yCiOEbqOO5lQKpdRNY3RcMjNa9e5cOE81XpaTlU0jTCKDjFDhRDT/IcQgma9zky7TRAExEFAp9vl+vomiiIy9mabSqlEXBgVEGdJWEURh7yO3MvMF3Mcx8RRhO04VGs1zr+mpI1se3tsrK7iegHVaplavU47o7dPk54c5lEc1c/IbRqWCJEqnGceQJTR3IteRDEZKoSYtpjnIDG9PnkJNjkQDc5LsdOfvwVg8UoARTFJJcKQRw9X+egXP0aGIWsP7qGoKoat4I4FpgaNSh0VgSkUJq6LagtUx0YFFC0dzmOXy7heqvMQRWDXHISm4WfMwyABmcSMA4/eXg/T0qm2WggpccOQWAhCL8B1fXRD4fPrGxiK5OqVeSajIXbJximV8DI2nqKq+JkUXpzV803LSvkTeUOW7wNpM9loNMIqlaagUqnVmJmdJYrPEUQR6+vr3Lpxh16/x2y7SRiGNOp1DMAdj4myBGS+kDzPS/kdmftOHKfiOhmdOg8vig1WiZJqgY5HIxzHwR0OGcUxD1bu89qVSykzNOM4KHAkQSinVGqRVSxk5m2oqopRLnOuXue1y2m1pbO3x+rqaippb5fSEKrVStXMggDX91Ay0MnPsVgizbUz8wntuq5j2zbLZ86kk9OThH6/z97uLhubG2iGSavRoN5sIsVhz6VouacDBx5F3qCWZGCWe4g5yOTl3DTETCnk3W6Xcrl8iDMhCu+Rbxzk/+fg8C0ACXiFQo8wDLn2yTWkbvDBL3xMb3UNz3WZO/8ag8GQ7t4ooxYbiHiCEmtsrG9i2CZmpYw7GhEFIe5kTEu0iRWBEsfoqgYVGzfwUV2PWrNBEEegqewOOvhuyDsffMid27dRciFbRUnVpFQV3dC4fneDWsXgwtI8umFg2AYiiohz5aTsi9eznokkSYfUeK6bfrYgSOPjbFeJkgSREamS7IbUVBUvI2VphpF6BIbC93/pF+jt7LC3vc+jlceYdZOGU2N2aWGaG0EIrEytO4ljRJwqciVZDiKvCOTfS64nEQRpZSjvyxgMRqzubPPOW29gWxaaaeIHQZokzpu6ss+rZ+cYZYnLKE6HMeeVh/z5ebl3fnGRmbk5ZBzT7fXo9fp89vl1pEzwPI+LFy/iZGSyXMsiyfoo8n6OvOSbC+xoGd09TxY2Gg3qtRpCVXFdl26nw8MHD3DHY1bu3KGRTRdTC8nH4v0axzEiEwLKNUSkSJm0RQ8if036uhREXNfDyYBiGvIUjy8OVMu/HdBw2F4Jj2I8HvP5p59z7uwSwTgkHAwoL8xjjkbsrz3GUzQUHQIvwJMai7MVQt+jXK9hWAZK1r0XGypeHKKaJnGSkABRGCETia5rINKWZNMpcfvBPWyrwoWzS5AkaCK94QzDSOv3loXwPO7dvs+ZuRr19gxhHBF6LmEUUK6UiJK0JBsGwZS5OC2pJQmWbU+1HoKcvm3bSNdNSViqiqJp05ImpIvk1p07qKrKW+++m7r0MzPUms3MO4oYDUfcvnMPvIRms0ylXsGpVlMNjSxEME1zmuMIoygdR5i51vmOrKgqZHoVm6sbbHb3+W0ff/eAxZh5IXlJMV+k0+7PnPkZx2mVKfM04nwHFWkHbB7uSCmnc0RbzSYzwzafXb/O/NwCnb0ODx88olWr0JqZoVqvH1rMw8EAVdPQZSqPb9v2VOEqSpKsIU+d9l04joNt2ywuLfGTH/+YRqvF/n6He/fuoykq7ZkW7XYbyzSn9HTIvFpFgTynwUGYcfR/OGg/GI/H2AXNlaMjCOCILsW3JOTI7RsHip2dHVburPDmO2/iOA4PH26iqCper4fv+qiVOkyGmJaBF0dUVJX+/pB6u0yl1UxdXymRSjpBylDBm0wIfZ84jrEdE4HJeDhE1dIE3GefXKO1NMe5s2fQNS2t8yeF7sYkwe31uXbtFpcuLFIqVRhOPOIwwLQdkjAgSQ6PkQs8Lx3Km+UP7FLpQDglV6NKkukOHPoh6AmYJiIbURiFIZ/fukmr1WZhaWnqigtNQxep9F4cRTRqNZbPnsHzfbq7HVZXt3HdDQwdls8vMDM3l/Ib4vjAy8mSiEWSkabrVE2Th3cfstft8cblSyno6XpaPcm8gTxJd0j6LtvF1WxHzyecT3UpOCJKoyiHFlh/OOSzGzd4+803qVerkFV7et0uO1tbrNx5iGmbtNppbsN2HMKs9ImipNPQssqSzDycYphynEJVs9lEJqkHs7u7y82bt/GigHa9SXumRbVanYYZxYQocNAVm4VzObjEUfpew9GIUrl8qKU+n4g2tWK4kYPFt8S+sdBDSsm9e/fo9Xp8+FHalh4EQRrCqSpGtYpaivH29ig5ZYIoRDNVokASyIhAQOx5mJUKvutimCa6ahL4g5R5qSg05uYY7e8DoOgmIpJcv3efs6+dpV6pItRUBUpJEnTdoNfp0Gq36e3tcf/2Ch+9/yZ6qYQ3HmOVHEjS+SDpbFEfbTIBUrWoMAhSmb04TvsLMu9kSjLSNDQhcCcTiCVKVrkYjEZUSyXG4zE37tzkzPI55hcXp/oQeU5AylQBSpAOZZDZ0JnGbItSvZKWIkcTdvc6rD1cx66UaLUatGdn0HQ9BdOsASq/iVVVZeX6bbwo5r3334bMEwqyieqGYZAUyopw4FUIDoDAMIxprkLLxHbyJZCDS77Ioiii3+9z684d3nv7bUqlUhqiZCFQu91mZmYGKQTj0ShVxb5zn4Hv0SxXqdVLUwFcYFqGLlK7i52kURRNRXTye9OyLBYXFzl79iyB79MbDNjZ2uHOnbs4tsNMu0mz3T6gY8u07TxXKadQHs3Zo+PRiIpdPsSxUFU1vRbHeCLAdPr7t6Hy8Y14FFEU8dlnn+E4Dt/5znemiSFN01BULZ2TUS4T+T5V2yaWEm/YJ4wkCjG1ShldUdEcB280wnIcTNvGtF3Go300RUHJ3H6rUiH2PBh43Nna4+3XL+HU6+immZYThUDTdZaWltjb2mHl5i0SVeHca2exq9VUnVpVUeIAwzQgivG9gErZSZuQwpBht4uSSdIngJUPgcl7WAwj1YHIEoNeGCBQUG0Dwoj9vQ5r6w+4fPkN2jMzaSye3WCmZRGGYaojmbvFZKW9KCIOAlQh0opArcLrC2n7d+D7dPb2uXX7LkGYXrPZmSb1RoMkSfBcl/s37hLEMecvLE+7IGMpIWdVxnGa+8i8obxyku+4Uw8j+1ucZfOVjO2ZA4lWeH232+XBw4d89OGHqQYHmfRcBhQySaaLyymVOFsqce5CWgre3d1lZ3uXR49WsW2LxblZTMehVCoRBMFBS3oGFAdyfYfVrqajFLPr2zaMQ+rb/V6PmzduksgkDZMaDSrV6kFCMvMoAKRMAWEyHqf8kQIwFD0SOFyazasip8zML7HxeMy1a9c4f/48CwsLwEEMmDczSQGB66aEItsmiWPKTgXBiCRSiGNBFMU45TKiXGbSHxC4PqPOTkrhjiLULBOvaRqDnsvOIODtty6gmmY6MStjJSZCEMZxKg+XRMwuLTLTarG7tc0nn1/HUHUs3aYxWyNRVaSuYpGJoyQJmmWh6Ho6VDfLrCc5TyDbeULfR1UU/CDAnbjEcYxlqASuz6DfZ29ni48+/BC7XE4JUZnnkMf6hmEgyuU0dChkzWVWvpsMJ5i2QRwEuEC90UDXdaq1Gq8pqYz81uY2q2sb3Lm7QqVUod/t0qo1eP3qxal3ILLFmgNNPiKRKMLIGtbynTRJErRMqSsPM5I4xshZpeKLuhMbGxuphur77x+ARBZK5BRrJStP5h6QIG2rR0pmZmaYn59HSslkMmFve5tH6xuAQtV2aM+3p70iefXJdd0vMCjzfA15eJAcdKeWy2Ucx0mFjhWFfr/Pzu4ud+7exTIM2jMzNBoNTMtKk8QivXdHwxElp3QozCq+55f1e3xbmJovFSh2d3e5c+cO77zzDtUjAh95ok0A7mjM7PISipEqWElVxQt9wjBCiySJK3C9GHc4JAojdMtC1zWMcpnxaJzu5Goqvvrwzj1UReeNd88TJ+nYQkXXibLdz7Ysojjm1o0bLJ85w9LSEkkYUms2OeN5uJMJq2tb3Hu0RjIJ0AyVZrVG0zBIlFTmzQDMUonIdRG2nY4CzIk7WWIwzNx5XddR4pjAdRnsbbPX2eW9dz5McxpZWVXPdu7iIiPja2hZcjEMAoSuo1sWZcPA7fXRbAslSRjt7WHXaiiZh2CaJmfOLLE4P0ucJPz4xz/D0BT2B336N27TqlVptZsIRZlOIgszopKe5SByuf1p6JF/vvx8M7JZ3pUZZ4ucLMu/vbPDxsbGF9TPpqFZdtwkjqd9IaqqTieb5dyRKDloMitfvMjZC6nX1tnfZ3tjk/v37uE4DnOzs1RqNR7cf8jc3Aw5tTxftEVpg9yjzUOV/O+KotBqNmlnuY3xcMhet8vNW7dIkoRmo0ESp7yWiTeZglie/M09sCILFDj081FKuRDil4H/mLQj4T+RUv7F57D0vraJIjPtGHvmbIvvT9XBkVLy4MED9vf3ee+9974gk1dk7d349HNUkWBlhCBF05BxzP7uDqEfMe6FhGFEe6GMpigkUUKpUUOGIW4QsbezxZW33oQw4u7KPc4sL9JeXiYap/M8iGPCiYtScrBKJXzX5cHKPS5dfZ3mzAwqaRNWmMW+gesiM0KUO5mwu9dle6uD546p1R1mG3Va9TpGpYKdDQyWMh3ekyTpBK7xeIyu67iuy3g4Qtd1Vj9fYeQOeeej91KXlXQ3NSwrvXmOTKcKs5xEXtbMpfolEHpeusNn11XRdVQpMUslDMuaXt/Adbn2ySdcuHSJUrmcdsJ6HoNOn93uEDf0aDfq2IZKqVJBSEm5XkfP2uoty8IqHG/adZlRxiFNZoZRNH1MkHoS+50u73/w/iHPpHjv5eMORU5OyuL/ow1UZNcp/1sx9s/Dm36/z972Nmsbuzglk5lWi/bszJQQVSR0FbtDo3y8Yr5w5YHqt8j4FXk5OooiOp0Od+7e4Qc/+AH/zX/zq3z88cf8uT/355idnT3U0p7edvHBvJWC8C+AYRgiPaxQgTvAv0o6yetHwB+RUt542vX3vO2FAUXe8BNFEZ9//jmmafL6669/Keklv/nu3rhFNBnRWFggCkP8LGE4GAzwXZfEi4lVQehBq+3gT3zKrXpan9/t0x/ucunSFe7ducvV996h3W6nZdIoore1ne7aioKmqQxcj8Ggy9XLr1Oq1zFtO40/ATISUxxFU+ZiziRMpCRxfXZ2ekwmQ8Y9l3qtzOxSk9biInYpnVSuiFRRK8z4ClGm6XDr+kNMAs5dPk/ZNNPYPI4xNA00DcWy0qlaZP0j2Y2pKelUsjAMiTPimKbreK7LZDyeJsUM20aBtDyb9Vn0ej1uXr/OG2++SaVSmc4GCbJj5Yuh1+2ytrbOaNjFVi0WlpeoNepYto1xBCiOiseYpskkHxkAaIbBw5UVBqMxb739FqZloRS8kmKSL46iVMgml82Loi+wIfN7RcsqOXnzWZGwlzebXf/8OufPnaVcrdLvdNjtdJhMxpRKZdrtNu12e3o8SKs4udeka9oULA51mJLlU7KFIYGf/vRHfPjhd/n3/8yfIU4SHjx8yF/+S3+Jd999N33NkSRmUb8j92gKQPF94M9LKf+17Pf/efa5/nfPtAifo73Q0CMfRnz27FmWlpa+8rnTxJeuEgH+eEzgumm1wDQxLQtN1+kOO7iuxDQUXNdHaCoqgKIiFJVYqqysrPDmu29TKpfxPS9VtQpDFFUhDhIsTbC62SHG5Z1330+ni2cor4iUfRiG4TTJlmR06CRJsLKdeByGzC21SPwqyjmBVATdTp/NH9/CsFXq7Qa1Zg0rC21ULZ3idefOA+ZmqrTmZ1DiGMWyiH1/2l6ei6BEWSKxSGPOCVyKqqJZ1nS303QdQ9OmLnvkeQcj9JKEXr/PjZs3eeett6a7qpqBDkna25Ev3lo9ZUz6vs/u1g69fp/Ha49xSlVmWw1ml5am+YVinC1EqtupKMo0UXj75i2iKOK9999L2YzZtS3O25hSnvOmwGzTyFbO1IvK2Z85oBWTgHnOJIoifN/n+rXPOX/+LDNzqXC1vbTE4pkzxHHM3t4eg16Pxw8fYphmOiaw2aSUEdaiKMIPgrTTU9OwstJr8ZyS/JyTBCEOwsQ/9sf+GL/wi794qA0dDpeHj+YnjlDJl4DVwu9rwPeetM5ehr0woNjb2+PWrVvTYcRfZfmNlrdKK4oyrUqI3NuQ6Wh5p25B30NzNEzLII4TFE1NNQE6+0hF8s6HH6b5Dk2b9l8o2ZfiVHVW7mwgiHnj3asHTUBxOkZOZDFylLEZ3ckE1TCwHIcgCBiPRtMs//j/3955h0lWVvn/c2/dyqFDdZ7pyXl6IoO4uksaQWERhkXCDAguIIgIhlXWgIJpRQQB48/VVdRVd2GGIBIERWV3JYhMzqkn9HSq7q6unO69vz/e9719q2cIOgwzI32eZ57pVFVv3brvec/5nu/5nlQGw/Dh9RliUlk4xMTpAbBthodT7N6zn2KpSCQYo7Y2yJYdnUxvaaZ54ngxeLhYJJ/PQ6VCCdHSbWgaVqmEz+8XTsLjwSvbxj0+n5iapur4Ho9IkXSdcG0t+UxGCBNror05nUpRLhbZ19PD4sWLndO6JOd02pblVDSUgK6maeSyYohUc2sztfW1hEMhTNsm0dPDlg2bsG2N2poodfE6orW1B5GKAHbs2AmWxbz586rKiQpjUKeqapyzwUlfVGrlke9RV4+RDsGd87s3nm3bbNqwkWlTJxOrr6/amOr0bmpqorGxkekzZ5LL5RhIJOjcvp1isUhtvZADVMOzDanpYZdKWKbpdOq6N71ieWazWSKRSBWu5OBubmfnqoq82qyRY8mOyEpt22ZwcJAlS5Y4k65fy2PUqVHMlKlrEzoNVqkkqgTBoJAzsy08IQPNb1CqmHh8QkNh95btBLwewl6B2qsmLd0wxKxRrxdT09i8aQ/1tRFaWusplkrYui4EXBA5qleerMjw1+vzocscPRKJYHg8ZNNpAELhMFQqFHNCr1PziDbxQCxGayTC+EkTKZfL7Nq5h83bdmNoMJBK400kiNbWonk8FHM5Al4vuqZRyGbRNI2g3Jiacg6yXGnbQrtB8SE0Wyh6l/J5Svk8Hq8Xn8eDVSjg8fno7eqhr3eAk/7+RLxq4rgrd1ZRhDtn9/v9ImWSg4SCfj+VchlfMEh9UxMNLS3omkYul6O3t49t23cQiUSprxfEKE3T2LZ1G36/n2nTpoq8XBKl1Ik8mvfgKFnLw8IrUyqnvwIcDoM771dfK8r8xvUbmDZ9GjUu7VA3ljI6AvH5fALAHj8ebJtEfz99Pf3s3LKbcDhIvLme2vp6/IGAEEGWDFR1v6rPxbIssrmcGELlSuXdKdPoUYovY11Au+v78fJnR92OGOFq5syZVejuq5ny0LphoPmEhBuWkHDP9fRgBIMUSyVMbFLpErWGgdfwkB7IsWuwk+lT22lubmbbupewSmWMcEjk88Ui4WCQbCrF9s69TJjURNjnpZTLE4gJwK5SKqEFg6JKIMNxD6J/QZeIfiAYxKxU8Pt8+BoayKZSAgnP5vB6PWiabPE2TQrZLL5AgKDXS6K/n+6+Pk5asgCPx0MhnyfZN0h3oh+7WKY2EkGvrSEqp2CbCDVoJXGvgD2HPCQ3kzqR7HJZbCSvl1IuJ665YdC7t5tsvsD8xXMpFApijKBsDVcbSJ20jnCNJIh5DIMAOB2bpm2THh4WrdzyFIwYBk0tLZiywW14YIB1f15NLlcgWlfDpCltgoAGQvoeHPn/0feK3+8XeIMkNSmnoByK2mQOmOlwGGynorR2zTpmz57pOInRzkE5mSqq9qivG5uaiNXUYFoW5WKRob4+tm3YiolFvCnuDCVWUU1K0sotyyKZTBKSMz3caZFyZLquj04zDloHArycrmnaZISDuARY8Zo30RG0YyL2GU3xrViyPdfrJdnbixEOCzKPpqHrBhF/mfRQjt6CSTI3xOxxEwj5A5i2TbkiwsSKvMlDPh/Dw8Ns3rmHmRPbCYXDlGXork7eoqyuEAphy34K2zSFgIssQZak3oCjq6jrFDNZdL+XUqlMeniAWCSIPxJ2gLbBvXvpHRjgrUsWihNVE41joVCI8YZBNpulb89uOrduw2N4CIWCNDQ2ixDWNNF8PodjoG62UrEoHJZ0XLrkUmia6JjNZbNs27Qdw2swbc4MUVJVvIxKRYCk9ggXQkMMvFF/YyMqLAq7sMCZkF6qVPBYlogSddGJqkqm4XCYZDJFa1srHo/O3s49bCkWqYnFaGlppk72brhLoVA9JMe9kRXmoP5GhfBuXoL6LNatW8+s2WJco/s5y+VyleZm1fvWtCpnovpQvD6f0DX1eGibPJkJ0w2HTbpvXxfpTJpwKEQ4HCKRSDB//nx2797tjNAcnZqo11bv6ZXIVbZtVzRN+xDwa0R59Ie2bW98/XbaX2/HhKMAnDAuGA5j+EV3Yz6dJhAO45HIvtcw0LEIhAIMpPo50N3DtCnTqW2JgSbAwIrHwOPzUiwWCQUC7DvQRTqZYeHcmfh8PsrFIsVs1tGXLKRS+OvqxEmdzQpOhs8nmJBeLxgGXo/H6S/QgVKhQCGTBa+XcjqN3zDQA15K5RJewnh0nf2de8gVSsxdOE9saFU+tEa0DSLhMOFZc0ilUlgVk+EDXfQPDdHV1UMsFqB5XDs1DQ1VAJ7X53OASrfkmiJM7dm7F7/fYNykCRQk1hCIRgmFQqhhw+qGVoN+vT6fgxcogldFpnwgKi+FfF60rlsW+UqFaE3NiGOvVFj35zW0tbfR3NqKZVm0T54sUtBEgkRvHzu2b8PvD9HUJCjaCiB0nITL4Smw0H0CKyxD/cwwDAqFAmvXrmfWzBlEpUy+m+Oh0irlLNzqWqOrLur1SqUSyHV4Vaesx0NTYyPNsoemt7eXbTt2kOgf4iMfXUo6k+Fb3/4OzRI8dSo55stL/r+c2bb9GPDYX7OHjqQdMUfxlzLOPB6PmHtp25RsC93rpSYcppTLOd2QpWKRaG0dmzbspWvvADNnziTeFCKXyRMKB7FNG7NQpr+vn1Asxrbde/EGDDoWzhPlLFMI2hoeg1wqheHz4feJzR4Jh0VlQoayhtcrhuz4fKAJNp9HdmYKvANK2SymbVPJiyY0fyBIIZdj+8ZtBGpjzOyY7YBi5VJJYAsyvDakKpUFNDY1kc9mqa+tEZUIIJvN0d/Xz869e/B6fTS3tFBXV+eoX2FLRS2/H0olrEqFjRs3Ud/YQPukSaQzGTGeUGIc6eFhaiRj062ZoetiMHIgGHS0MWzACATErFLDoGiahOUAZFMCeJZlUSoW0XSdDevWM37ieKfKoLAFwzCINzaKErVtk8lkGBwcZPVLa9A8Gg3xOA2NjUTCYQe7UNwF9ymsNr3bcSiG76yZM4hEo1XTwar0Ql1YghvUdD+n24kr3MYyTad/R5VrNV0nm8uxZ+9eTjzhBBKJBIbfz+XnX8CDD6yit/sAH7rhBuc53cOK3Q7pcPbJ0bIjxqNwbsbXYGompq7rZNJp1m3YwryOWYK0ZdtCit6yKJkm6/+8mXzOpG1cDMOj4/MbmJZGMBIkGAiQGhqmu7+HTCZPtKGByS1NxGIxcWpKdLqcy6MZBqV0GiPgJ1RTIxiTXi9I0o9X5p6abKhS6yxXKuSLRSzLIp1MUs4W8Ooalu4haGjs3L6XSH2I8VOnEQyFBCBrjUjAW5K4ZMvN7nGh+ZbceBZCnCYaixEIhchms3T39pIcGgJbozEeF9WISMQRQ1n34p9pa2sVo/wMQ8zX0DSKhYIj++8JBBxxFU2T4/4kX0OxQVWqYtu2bNLThVCO3ChKuAWgUCyydft25syaRW1dXRXnwR3aY1nV+IRtUyiVGBwcJNHfTzadobaulsamJurr60Wp2FWtUBGAqigUi0XWrFnDnFmziNXUONPTbUYiD0egR+I5gIN/OHiYKw0Y3d1qu6IdFbWlUik2bN7MgnnzGBoa4uJLLuE73/4OJ530liq+hHrM6OqM+/VG0bqPeW9xTKQetm2PNE7pOjqag0pb0kFYHg+b129hfFscI+Qnl8kAGtlcCb/fwOcx0DSdaE2MnoEE06ZNpaGpke6uXjr39xMKGtRHY8Sb4liWqBgEa2opZ9MUcjm8tbUgy6JqMreTw8rTHwk2+gyDYrlMpKaGElDIl6iUcqzd2sWUieNoGNeGrk7nSkUw/jwCoM1JApnajIAQyjFNKppGKZdDB/xekT7Ztk04FGLmjBlUTFN0VPb0s3XrDipmhUg0TGY4zdTpU2mS08ctyxKMUktMyVJKVYq2rDAUn2oHl05dpTjq9HQ3c2m6TqlQwLJtSpYQCt62cydTJ00iKh2WOkndTFv5AYsqjYyGTLmRm5ubaWpqwjZNUuk0Q4kEO3btIuD109AkSFEKgDXk2oulEqvXrmXenDkE1YAl+byWjB6c+ayye9PRupSkN8X6VGnW6MNS13WBYUmnow6wTRs30tHRwfDwMMtXrOCeu+/mrW896aCowZ3SjAY1q4YOVQOZx7QdsYhi9LyHV7KSzIcVgLV69XoWLJjr5ItDg4Ps2L6N1ngDNc3NJPv7GegZxrIqBCJ+tJJNbWMdlmnT03eA9kmTaGhuEpwMTdCwLdOkr2+Q3sF+CqUKUT1Ia1MMX8CHVSwSjEbxhMOUKhXC4TAgTtlKpSJ0Hk2TopzuZZVK5EslyoUCtmmSSWXYvW0XHXOmEqmtwzIMfFKGv1QsilDeMPDIsN+yxNwOr0T3bZnn59Jp0aBVLjuK1F6vF38ohO4RIjcViTHouk4ikWDd+o3URsPkixWi0RBtbW3E6+uxNU3wKHI5vH4/mq7jD4UcKrGu6w5lWjlFpy3aFTWoqK5iitmgpWKR4WSSHXv2MGvyFOqbGtF0nYBkmKL4MK7Sq8fjERtd9oHY2kjDmFKCUlPKdU0jl8+TGBigvz+BVSlTX19Pney32LRpE3PnzSMSCjn6DqZcm3pehbcY0vG5ZewUZ8OtOaHwEfVchtcrUiGQla0sGzduoGP+AtLpNBdfdBFfvf12li5d6kQ77khKXc8q5qorQsHlHOTvj3lvcdQjCncO6vDirZETvberi669ncycOZtAKERqaIhKuUwk5KGQtcinSsRqA/QNDpIcTDB/0UKCknOhyQ9b1zS8wSDjJ7QxbkIbw0NJevsH2bmvl3K2QF1DPTX5IvG4iScUEsK7mibKjjKktSS24AeKloVdLOINBOjb30VfX5KOJQsI+32i2Uy+rlUQw5GRJ50CyJTEm5O3yuqDx+OhmM0K+Tc5BdxCVCUwhTiMITkXB/bvZ+fuvZyweCFBGTFks1nRxr1rOz5fmIbamHASUp8jNzyMNxh0BHJBALOaxyPIZtpIv4QqzeqaJt67xGn6+hNs3bmLOZMn4wv4KeZy+EMhkVqMCr2dzSP/KdUnlUIoNqabRYquE45ECIXDjBs3jooU6d27Zw+DAwPU19VTKBSIRiKinK1Kph4h169KvY4sv2VhKfBW10Ufj3RkzslvWSLik5vYMsU8FdsW4wY2bN7EzFmzSaVSXHzxxfzbF7/E6aeffsiSK1SXZJ33Je91DRy9jtH07mPZjqqjcDy8vMD5fF6Evpb4fv+u3SQHEsxdvEQIlABmqYRP10mkKoTq/GT78uzcPYRHz9AxT/YTyM2tvLvhF5O+zGIRIxCgoaWZaF0t5fY8ZqXC/s4eegb62L+/k3CsXjSSjRsn9CY0jUKxKF5bpkimZRGybboPdJPOF5k1e4oI0ysVyrpOQEYPmirDSXq2c2qCQ0dWGgeFfB4dBNkqn8c2TUqZDOFo1Okr0CXu0N3dTedeMXNUkZiwbQJ+P+3jxzNh4kSHgt27r5tcLkeNL0q8Oeqg8bW1tdi6LtISBIXalMCrKkWiaRgy2rFtm3379rGrs5PF8zoccSBd153ZpD4J/Lo/W8uyMOT6FFHMMk0h2CujKWezuDacOn1VObmQz7PkLW/BNE36e/vY29mJx2NQV1tHvDFOTW2taNGXJ7mKIhTwqjg6qM9Qph6WZTlK2U4VSeIVuVyOjRs3MHfOXHK5HJetWM4Xbr2V0894RxX7Uj2X+qfMnYrgimxsWXFzV2mOdTtiqYcl89iXfWL5uqVSiVwu55wCpmny4vNrCQf9hINeJs2c7gBYqm9BkxurZ08P27f0UBMP0RBvoG1SHaFQiFA4LJqh9JE5D4ZHqF/btu10WaYTCXSvl3K5jN8w0GzBzhvOZ8ins8Tq47S2tFDf2OjoQJi2TaFYZMe23VTKBSZPmUS5WBS6lHLj67ouNB0tC6+kYpuywqGajqqmXAFFSQ/XdR3dsrAqFWfqmccw8Ph8aB4PXXv30psYZMGCeSNRgaRxq3RBtXorIC2fTtO7t4tUsUQ2nSXs89HU1kjLhPYRbUdwxHfUICP3Z9nV1UXn3n3MnTXTaT6z5Tp1jwc8HgLBoOhtcaWclmVhIEBSW0YQqtHOvYnU2tVjQJzMw8kkmzesp2P+AtHxao0oZWWzWYYHBxkYSlI2K8Tr6onVxJyJYopp6gYlq8qsrqhTEadUhFEsFnlpzUt0zJ2HaVlc9J5/4hMf/wTvXna+49jcdG0FhrojDOf9SMzHfe+rpjOZthzznuKoOopSqUShUKAiAT9Tkp2ee2kDHdMm09jWjM/no1gokMtm8ch0YKA/QaVUZP363TTEG2ho8BOSKkc1tbWEolH8srJgy5kXfr8fjya6OQ15olQqFSoS9PNLjoElsQC/YZDL5xlOJkkOJgkEA8SbGgnX1LBxw1YCAYMJEycIbCGfF6G7PJ1U16fSnrRkpyeSjxEIBATQKN+vV+plqhbyQjaL1+cjFA7j1URvhuH10tnZianrzJw1ywELVRmyYlYLuarGK9M0KaXTQk1bAqxDiQESg2nKZoGAL0hrqxCz9UlVML90SiCc7P79+9m3bx8LFixA0zShSVooCH0N2U0akjhOKBSq0mHQNE1UkqRDUIK8eL3OoGc3nVx3RQDDw8Ns27aVOXPmEpHMVXe3p3vDlUolhoeHGUgkGEgMEImEaWpupq6+3tENVeuxZHSH62TXEepktvwMXlqzhlkzZ+I1DC665EI++MEPceGFF1WVX1XEeii2p7p2mkxlNNc+s12RhzwgxxzFK1k2m3UchlkuMzAwwPZd3ZTNMm89cb7TiahySrNSAdtmMDHA5g27iYaCeDw2ubRJIKLT1BanPh6nYtsEgkG8hkEhn8enNr/P5witmK7wNjMwQDGXIydTjFhdHcFwWIB0UtYunU6T6O1l954ePD6DpoYaGhobBTlJ3rSaJai/lqR66x4Puqbhk9oSKj9FRjqKt2HbNqZsy7csi3KhgE+e6plkklA4TOfu3Xi8PmbPn1fVgm1bVtV7ccvk6xKYxLYZ7O8XEY9tYwQC+MJhPJpGemiIwYEBhlIZwXuoq6Fl/HgCUi+yq6uL3t5e5s+fL254+dmWikVyuZwgpSEcsT8QcAYgwUgKgdyYmiYYt6Ysl9oy3Rgt7W/bNkNDQ2zbvIl5CxcRDAadk169HzWUyDJNR19UYSumaZJKpejv66O/P4Hh8dLS2kRjU5OYh6qPiN66AU000QG7Zu1apk2dSiAQ4KJLLuLqK6/m4ksuOagE6q5wKAfkpG0u02BkHgoi7UQf6VnRjoPc44g5CuUAXskGBgZIJpOUSyWGB1J09w/QMWcqW3fs4y0nzhdsSaXlIDdU77597OtKMntWO30DA2T6S3hsmxIaNfVeJk+b7Ezv8nm9WFKWze/34zMMKrI0VzZNKsUi5VKJQi7H8EASAwjGwlQKRXSfl4Zx40S51uMhl8+zddtWJrZPIBQOk+jtpbu7n7JZpqE2RiQWIyApzQoY85RKlHUdzTAIR6OCFYmYheoxDKfkByLq8CC7Vb1ewQQtlSjlcmzetJ3m1kamzJgufidPQNM0qVjVcnMK5VcOSEc4p2IuJ6K2XA4TCMXjgoqtcASPh3yhQHpwkL7BJGWzhEc3wIbFSxajaRqlQqEKhFMyc8iKVSQaFU1rULWZnPKoNtK/YTMi9efmHei6LgRhtm1hwQLhJJRDxBWVqI5i9Z4VBuC6AZ0vC4UCA4kEvXLwdWNdPfH6OiKRETFcpR2yds1aZsyYjt/v5+IVF/PeFZfxvvf9s+OY1eu5W+XV/a6ey427AY7+qdupwMjmGnMUr+Io9u7dC8CGP21iKDXI3Hlzqa0Ns2HTDt5y4gI0j0ew/2wbzTDYvXMXyaE006ZMIFfI079/gFTegopNMAx1dSGaxrURrakRZTdZLfBoGprXKyeJGQ5JqZTPk8lkKGSzZJIZ7FwFI+wjEgtSyOeJt7cTiUQYHh5m1+6dzJw1B68cOuO0SJsmib4+ksMpMqkUMV+QuuYGYrGoUKS2bTTFBZBYg7uEaEqMolQs4g8EROObbLfPZjJsW7+WxpZxtE2aiOH1Ot2jKmQul0qiH0TejIp56YTzsnSoQu1MKiWa3jweSqZJpKbGKYs63A5No3PXbtLpNF6fj2w+T31tDXW1tdTU1jpCOB59RHxFyfp7dJ1AOFxFz1bRlsIBPFI7Q90nap+oku+OHVuZN2+h4yRUBOB2GBVFx5bPo3pplNNUEYybu6Ac1IAsvQ4PDhEO+GloaiRWV8eWTVuYOn0qoVCIy957Keedt4xr3n/NiEyfZR3kCNwb3+2g3e9Jzfdw9oY1Ivcv39+Yo3g5q1Qq9Pb2cu83/53tB9ZQ54lR1zyBZRe8h67+AWZNn+jUs/1eL5s3bgbdw9SZ0ygUCuTTabZt70I3dTSzQqUCjc1BZnTMEmG77GMwy2U8EvH26ELnQm3UUrlMPpejlMvRv6cfA4ti0SQcMYi1NOANhSgUi3Tt20fH/Pl4XCVE0xrpKVD/KoUC5VKJA7v20TeUJxIN0BqP0jhhPAEpvKOUq9yt3Ro4pcVKpULFNElLgk9r8zjijXUO0NvY1OSkGkq3QdGu1SZxRIqlc7KkWrfm8QjSFKJ0qwUCaAjVcK/XKzQzKxV2btuBrsGsjrkOZpDJZOjv6aG/P4FH16mJRQmEw0TCYWeAry03rxEIEJSUcOVMkeG9R9eFqLFV3WHpOImd21m4YJFDf1ahvC1p1bp8HVNyQGxbSO+p968iGdUFrBwgMtVRG1jThJhzOp2mr7ubngM9FIpFnv3Tc6xfv453/+O5fPBD11c/n9o02sjwY6eyY4woYbnBWIfkhqsKAiNyexwfEcVR6/UolUr87J4fksr1sGTiqVTMIl29G/njky8QbQmRCHoJ19YRigTZsH498ZYW4k1NDgPQYxiMi4fp6cmSy9uEwgYVU5TbAsGgEGcxTVFS1HUhax8MCt1MFbYq5Nu2qWsMM7Anga8mgNdvYAG9XfsZTGU5YeF8oQYtG8VUOO3MvpAEpQLgDQQYP20i8UKBYjLLcDLL9n3raWgI0dQcJ1pT44jgBGROb5ompgQsPR4xw3T79l1MmTKVYCQssA5wBg3pgC2xAOUY1ACcouz0dEBOWYHwGIacnCbauW2V8yNPdcQNvm3LFoLBIJOmTKFcLjtrjMViRCIRJk2ZQjKZJNHXx649+yjmitTUhGlqaCBeX4c3EBCdtVIz1R39aDI3VyMOVfiuaRoDAwPs2LmDRQsXO0I9ypyNJyMwtTEtW3SIel3lTveJrkBrBXo61RpXNBAOhxkeTjOnYw6VSoX/+PEP6e3t40c//hGx2nouv/xSp4rkZlw65V4E5uCoe7kqX8j3KD4AwfNwl4CPJx7FEYsooFpg121Dg4NseHEtW/53A32Fbjx6iKDmJWeVxCDguXMYzBUIhg0yhRwzJ06kafw4kMSgXDpNJpPBLpcpmyZmBTSvh9pYhGA0SlzpIRaL4nT1ejFlgxOBgDNc17TEfIvs0JDI1UsVPOUSFnCgpx/N0OlYMI+QFCQpFIvY8ga0wOnEdC6WLbQf89msELwFwobQwSzkC5SKJQayOWwNWpoaqY/X4/P5BI1YPldyYIAde/Ywfdo0vH6/M9zINsVsT0FxR6RPPp+z2UEOxpUdkIFAwInovF6vU8osFArkZfesbhj4w6Lb1evzsXXzZuricSZMnOjc4EoVSz1/sVgU1SG5SXK5HL3d3fR094Dtob62hrb2VoLhMMFQSOBE1oguiTqh3a3zAwMD7N69m3nz5uGXvTHqn3KkowFEtR7HEegjIjajsQLVDgAjpCekk1m7ei0TJrYTq6vjA9dexQlLTuKmm/6VYrFIMpmkubnZWb8DVMrHOhFcsUhFHhZqncqJa5rGtGnTiEaj4AGP4eWlF15kcHCQS5YvZ09nJzt27PgNcJFt20OHsd2OqB1RR6EEdt3WtX8/uzZtZ+a8WezbsoOf/vf/o7FmGqZpsrN3Nee/4320T2wml0qzpz9BTTSKWbHRfT7q66LE40IZSvN6ySeTpIbS6H4fHl0jEg1TExentq5pUKmIkfW2HJxjmpiuG7UsuwrLxSK54WFHqn7D2m3Em2uYPnUK3kAAXyjkjAIslkp4pNCKOslAAoulkhhlmM9TQaQT5UIJW9OI1NUIMdxAAAtIDQ/T29dLxSwRr2uiqSFOsVRi377dzJ7VQVCG9JZpiihC5eW6UOTSNaHepXs8jnNQmIQmS72qLKhu6EKhgM8wSKVSVIpFccrLPo7Ozn00NQkn4Xz49sFlS6UmpSj36vmHk0k8Hg/pxADJdJayWSIWjVEbr6ehoQGf1yuut4xm1MmbkFPOFy5c6DgF5aRUpKYcheI+qNKoihjU5lSCPsBB6YJKARS3pmKarHlpNePaWmlqbeWD113DjOkzueULX3T4FOr9ji6D6toIH8N9HRTQCiL603QxynHGjBn86U9/Ih6PO87rXz/9SWpjddz8mU+j6/qngDrbtv/1cPbbkbQ3zFHYts22bdvIpFLMnDFDqDWXy7z0m+f5n42/o5wbpiHawrzZb8WjWyQKGWZOm0I4GMKIhsgOp+nrSzA0mAJNo6WxlmAkTLlUoVwyidSFMCsVAuEwEyZNIihb1BU4p/J4B53W5Hg/eQp7PR6GOjt5cc022se1Em+KUReP45f0aEvTsMplLImbAFWnCojUpFQqYWgaid4E5WIZf8BPNlegriFGtLYWj+wD8Xq9zujBRG8vBw7so1woUF/bSFNLE/VyRoTCLYpSJk/1NQRCIWe4sZLkd/gB8uT3S9Fctckrsgu3UqkIcpdhUCkW2bhpJ5OnjGfK9GlVYjFuDEGdzIAz5LhQKIyc+IihTUoTMxIOiw7RRIL+/gSabdPQ1Ei8qYlIJAJAz4EDdPf2smjRCCbhriK4owcVCbgVvA3pJN1/ozQl3JGFu3ypNvm6tetobW6iua2NGz58PePbJvDFL33J+VvVk+N+DhihoWvgfH6lYlFgX6rsawtFcg3BzZg6fTp/ev55R/lb0zRmzZ7N755+mpaWFgzDaAN+b9v2zMPZb0fS3hBHUalUWLduHZFIhClTplApFEimUmDbpBMD5NIZMSm8WGDrxh1YAR+zpk3ELFtE6+sIRcNU8gXKpkkunQOPRWYoy/6BNKVSgZpgHUHdS9OECMGIAObGT5qE7vGQz2YxJKbhaCnIk0WBYJqmkRseZt1L22hpihFvqMXw+Sgkk9Q2NQkuha5jy9JnuVRyyoq6IQYHV0olAqEQ6VQKU4rmajbkMllC0SjliklzW7NDxlLDjizbZvvmbaRzg5yw6C0MJRL09vRRqOTw+iLUxeuorasTp6NpUpRiNGga/mCQsBRsseVJGwyFBEvUxTR0wnAZXZXLZYYHBzFNk23bd9Le2kYgEqShpcU5wW3bdliWDihpj0joucuZxWJRRDhAWebzIHs8DENoiZRK9HR309fXT8Ws4PcFqFRKnLBkieMk3I5CRQCmaQpNU1sMIkI+t3L2bj4CVEvPKUdryjZ7BSSuW7OW5pZmmpqb+cQnP04sVsPtt31tpAdFPt49V8RdelWOUdHny/LaKEehUhBFKJs2fTo1dTVomsb7r76G6669lvr6evr6+hRNXQeGbNuuPZz9diTtiDqKcrlMNptlzZo1TJw4kba2NienSw8PkxkcpFSqkC0U0GyLHVs7CfqDTGhvwh+L4PEapIbSaB6NaCREKZ8XU6zLFUwbMvksZrHCgQM5hopJMMs0B+qZNreV+vHjhaScPqL87NHl+DiZa5qmUGwaGhxk5449TGxrxBcMYkm9CWSIX9PURFDK8SnQzwHPZHkSuWksRKPVcH8/wUgEy7YplkpiJkYwKIhJSujWttm+bTvFQpEZ06cKQlilIliRus5AIsGB3l5yqSFy2TJ1IR+1dQ0EIyEMqa8RiEZF2dTvF5tanvSO/qWqGsiNpumia7S3p4ftW7YxceJEYvE6SsUikZoafD5fVbivTlM3E9RNV1YRxXAyiW6LVu9CoUAsFhNYjtw4boBvb2cnB7p6iEaC5IolamJRMaqvvr6KLGZZI0OVVdqALdrVFYENV9Sj3qd7g9uuXgrTNFm/eg3xhjht48fzmc99Bk3Xufvr91Q5VDfxC0ZSIGXu1ARGeBXu11LvVfd42LdvH21tbfT39/POs97F3Xd+nfdceCEDAwPquTVN04Zs2647nP12JO2INoUNDQ2xYcMG5s6d68yE1DTNCed1KXGX2r+f7Vt3M7Gtlbq6KIFoGK9UWGoaJ8Akn2FQlA1ZZqlEvlAg7NGx9CLxOo1a24tP95ArVtjS2U1o/x6aG1vFhCg53KdcqWDm82JeqARG+3vFTM5Fb1lEKZcjn8kIwd1iCU8kjBEMCqUjvx+P10tZamaAyFU9Uj8SEBqbIARlNCEME/D78UqVaa88XVWvwrp16wmHQsyeM0vM5XDlw6ZlUVtXRzgWI5vNkk4O079rF5u6N1AqVZg0YRwNbeOEdiZger3orrBbbRYFuOq6mBjuMwzS2Sy7du1hwrg2auprqZTL+F09KYq05WxWqlOR0boKmqYJwNUSXbWGwkgCATF+wBqR6O/at4/+vgSLlixyXjObSpHo62Pnjl0EAj7i8Ti19fWCkckIiUzxIwAnGrPNajUr9b9ykrgcwPq1a2lobKBtwgRu+dzNmGWTb3/nW47T01xrdTsrp5t2FIiqzBlDKPkyZRlJ2wicqqWlBU3TaGpq4vxzl/GnP71Ac3MzXV1djBs3Dk3TWoG+138Hvn52RCOKrVu30tzcLNq+1RPK0E5tiqGhITZt3syMKVMI+v3kcznyxaKzsQyvF4/XOxKeWhb5fJ5COk0mm8UslNA1GBocJhwL4TFNvLGYmAKeydA3MMBQpkxtNERrWxN18bjTmNW1dy/DqQwdixdiyxsiNTzMcG8vmjyldV0nEouJpix5wzm0clXxkDiALcN6Q4aeRRmZKNqwZVlOFWDtmrVEwiEmTpniDFS25eDkguzLKJXLoItBuZppUszlMPMFiqUS6eQQmVwJTyBAvKmexpYW6hsaHMeg1qg2kSFPxHwux8YNa+joWIim66RTKVHj9wjl74DkQKiN4SYRqdMdRsb6qbREvVfTFIOBbUuI8Pokld3r9dLd3U1fbx8dHXOdE9rdRWnbomOzr6eHRGIAW4NmOYcjLGnwCgx1m/t+Gh0JKGX1TRs3UVdbw/j2dr70pS/R19fHd7/3PVENcWEhjOJIuKOqqo3hKrG6HaybaObxeBgeHsayLGpra8lkMpz9j2fz6U9+mmee+QPxunr+9dOfwuPxfAqot237psPZb0fSjqijGC2HN9pJHDhwgAMHDjB//vyq+R+KD6Aoz2rjOaGhBOQs0yQzPEw+k6GiTnqPh0Ashgfw+v2U8nnRM5FK0d+dIFPIEwkEsTAJhUPMmj8Pny7o0hU5HaxQLlPMZgn4fBheL5bHQyQWE0OIDENMHQNsuSaHZWiazoRs3eNxIgfV96IAxe0bNzNxyiSaWlpED4AuJp8rrQZL5eqaaHkeGhykkE6LELdQxMwX8PkMApEIdiAgJnsPJChXygSDUZoa49RLaTrV/m1pQspt1+7tLJi/mFAoJFLDdFpgLnKTh2IxR6jWIWxJIFEBeOpktxiJNFTfjkdiOIVczunNqK2tpaenl6FUijmzZznqX5VyWTgRmSa5oxd1//T395Po76eQz9PQ0EBjczOxWKyqHOpOjdw6lWrTbtqwkdqaGOPb27nja19jd2cnP7z3XgcnciIRyflQYLXbObgdh0pP3H/j5nEosFfXdbZv28YFK1bgwcIsVVi+fDmf+tSnSCaTXHLxxezdt48dO3b8FlEeHTyc/XYk7Q1zFOriqtfbsWMHhUKBuXPnHnLegbMAycgDEWoqzcNyuezcKOVyWXADXIi4JvPlgN8v+kXyeUdvYdOmjXi8QcoViNUEaa6rJaLk5EFUOaSIriZTpIDP58zaKMvT00Y4MVNyNRw+gybYl0qcJpVKYRgGxUKBjWvWMWnSBNpkGXI0D0N971aJKpfLZIaHBS9CdqJqlQq234/hkeMFpfjv4MAAvT29JJMDeL1BWlubaYjHSaXT7N7byYL5C51OzEKhQHp4GN22ReWkUsGqVIjU1wu1b1crtKIhq2uvNqSKsgAymYw41SWAmJPK6f379pPMZFn0liViNKOMDJ18XkYXihbvgKHaiFqUGgqcSCRIpVJEw2Hq4nGhsWlUq5LrrjVtXLeemtoaxk+YwDfuuof1m9bxk5/8p5NOWDItdOMOuuv13c7LXSJ1V4fce0gR3typjLtJzjRH5qeox76pu0dhxFG4nYRpmmzcuJFoNMqUKVP+Ylaayj9V/Vp976ZTO4NypNaFRzqAUqHA5k3baB/fwrjJk7GAXDrNvr27GEpkCRpeGhrqiNTGCEUjAjBUjVuVChiGUKxynTy6rjtyd+4ynCE5Drquk06nRd/Ghi3MnDMDfyBA0O9Hk9JxhiG0K32uAT1qXmlZkqZ0XaeYzQrdx2JRqGuXywSDQdFiLnUXLMsS0Y5tkxoeZmBwkESiF8s2aZ8wlfb2dgcbKJfLDPT0oJXL4r0Fg3j8omXfK9MuhXOodalNa8j8X/VcuKsUZdls5zEMunbsZjibYdqsGYKE5eIXOPRmSSR7uY3p3qDqfk2lUvT29JIY6MfweGlsahRjAFzA6aYNmwiHAkyYPJnv/L/v8vxzz/Ffv/ivqlkfjp6GNEseJm7Sl5ua7XYCTllcRo3qOd3rHE2+Gl1ylj8bcxQKXANRLl23bh3t7e20trYezlM7DsFda3cL1irHVCwW8Wgaw8kkGzdsZsqUidTF45RLJaLRKJVymUIuh1kqUcwX6B8cYCiRRPcGaWyspaGhTtTIZahslcvUNDQ4jVQez4h6ldKEUCrS6mTr2b+fHbv3MGvmdHxerzNc2KxUhFK3ZA3qLtBOlf0cVSj1Ps2R6V2KXeqTCuKmaTozSy2JT/T29tLT28v0GTMYHBxkcGgALIuWWC2B+nrKlQrFoSFsj4EO1Le1Eg6FqvoilAOyLctRjPIYQunbcYouQpZZqVAuFtm9bTvFXJ5ps2c61zAQCAhmqUyrNImnqDRGOYvRB8joVMNdfUmn0wwMDNDX1w9AfW2NGPEXjTJx0iT+40c/5HdPP819/30fgUBgpAVfVrHUNHdLVpyU41b3kTqQFP7hNJ7J51Bq5SoFcjsE9T7cP1Pfu0DXN7ejeOqpp5g2bRqNjY3s2bOHnp4eZs+e7VRAXk9zI95A1YnQ19tL564dzJo1ZwRY1DSnFdkyTaxiUbAqLTErwzJN+vfsJzE4TLFQoqahnsaGegIxwdMIx2KO5J4Sj9UQF0ydSrZtc6Cri859+5k5ZbJISWR5T8nj20A4GnU2jwMWyk0EOFGF+nu7XKZcLouoQ96sfqmbYUungm3T09VFb38fCxYuEpUmaYVCgYGuLnoO9JHJZImFQ9RGAkQaGzECAWJ1dU6HrOkKsS3JE1CaE4oJOTp9sm2bLRs3kkwkmTShDcPrJRiNikaxQEDMd7VHyp6A817dzmI0MOnwRaRzGl2mBLGx161bR7lU5uc//xl79+1jMDnI0795mlo5blBxQ5RZlhAccosL2/LzcGMg7k3vJma5Iww3h8P9v/u13JoV8vfHvKM4ouXR7du3c8stt5DP58nlcqxcufJVJ5v/teb+EN1Oo+fAAfYf6GbBohMw5I3nla3eTjOWYVCybfxer6jRS2Bx3KzpxHM50gNDpFJZdm8/QKFSpi4eY8qMdmricafj0pBphMInNE1jz5499Pf2sWiBAGvNcpmiVIaqyKjAkJTqUCCAT4b7MAKsqZzZfSPahoGhaWim6YwCqFQqDoJv2jZ7d+4klcmyeMmJeGWzmbqpA4EAzRMnEo7HyedyFJNJevoS7OhNUhsN09baQKypiWAg4AjYKuKSqjiMple7sYudO3dSqFSYPX8OpkxbzFKJkscjptRr2ggnQtOcz0J9fqP1Ndw0efW5lkqlqqhDVWd27thJNBJh2vTpbN+xlV27d/L2t72Nk087mV8++Eva29udioubF6IctXxRB6x20mbp/EeTzbyuXhZ1MClzp8Jqje4S7F+adh9NO6IRBcBtt93Gb37zG04//XQef/xxbNvm3e9+N8uWLWP8+PFH7GLZts3OnTtJp1LMmTvXyVsdHQh1QsjNattiWLHCB8xSyZFGG+rpxTItjIDQW+gfTFHMFMiZFvH6CA1NcWJ1Qq9T3cS7duwkn8+zYNHCqpurUiqJoTzy5FdOICBLiWoGKLZUArer2ZDqRnNCYgl2qvcX8PvZtnUr5VKZ2fM6RsqjciO5rVwuM5xMYkmiFppGIZ1mcGCQVLaA3+eluaWROplqKTTfK6ePqcjCkhvJsiy279hBsVRisuoZsQXBTkdogQTl6AGflCp0TmY58dxRz7ZHyGLuzefGpZxNLk/uXVu3YWka02fO4MEHVvHjn9zLr371OKFQqCqdUdwM0xxRnUJWmRSArIEjAKyEhzVwhJJP+ruTGDeunUcfeYSdO3eyYvklDA4lWbx4IT/5yX9WcVAORSeHqunqx7zHOOKOYs2aNcybN8+5Abq7u1m1ahUPPvgguVyOc845h/POO++vAjZfzixLzH/wer3MmDGjKswzTdPpqvTIfNT9wVnylC5LbKVimuRyOQq5nDhRkAK5Xi9lyyKXztDbPUAmn6MmGqa+OU5ycBBdN5g5a4ZD7FKkHIWbpFIpQPSH1DU0YEipPh2clMYByyTe4u6CLJVKzti7SqlEQA7D2bV9O/5wmOkzZ1YBZ+5uSrVB1Y1cLhYdQM4n9ToAUgMD9Pf1kRxOY3g91NXVMW7CBDHZXZZy5QVH03W2b9+OZZpMnzGDUrFINp0WEY9t4/F6BTis66KrVE1LA6dCpQYPaaPW7WZMAgc5D03T2LVtBxXTYsbsGTz6yK/43g++y68eeZxoNFrlkJCv45H8D9XMpUY+qnZ0Jf+vPg8n9bEs7v7mN3jxxRdJpdL88uGHWb78Es47bxkrVqzgA9d9gAXz53P11e+vup9N0zxoxOBY1eM1mG3b9PX18eCDD/LAAw8wNDTE2WefzbJly6o2919q5XKZdevW0djYyIQJE172td3EGKhWKkJGFcVCwTl5TMtymqAUmaZSqVSV8wYTCbZu3I434CdWE6alqZF4Y6PoBLVGGqrS6bSIBIpFQpEIlmkSicUEYg9VQ4mVGlKlXBalPOlELJfTMzweKsUiO7Zuw/DozJg3D69sPFPmBs/UNRh93RTPwydLo+q5PZIn0dPTw1AyiWWZNDY00tzaSjQSEZHEtm1ous6MGTMwTZOCTDczmQzlQolwOCgqRvLUDkUi4lpqWlWUgG078n7uz8bdLObGKwB27+ykXCwyY85MnnrySe755j08+MBDNMhIyM14ReIPzuPl6+m6aLBTgjgeic9oElNSzmLf3r1c+f6r+cxnbubrX/86Dz34IK2trXR1dWEYBs8//zy3fP4WHn/08ao0w+3kRjeqHQ+O4qjN9dA0jebmZj7wgQ/wgQ98gIGBAR5++GFuvvlmenp6eOc738n555/P7Nmzq8CgV7J8Ps+6deuYPHkyTU1Nr/jabnm0g5yS/L1PlhwNV51fhZTqw3eXa7u7upk0ZTwTJ09mOJkkkRhgx569BMNhmuL1NDU1EZQDeJzTG7BldUgphbvxFtMWMnKK4FQqlx1ZO7/sGi2XSmzbuIlINELrxIkiVJZAo3IWas3qeZUpAWR12hmG4URcalCQpmmEo1GmRqMOr2MwkWDXzp3kc2KwdDQWYfacOVXNVOFIBH8gwHAySaVUxkKMSlSnuaaJpi5VhVClZlXxGV0xUBvekI14Hl1nz67dmMU8M+fO4bdPPc2d99zFLx98mIaGBscZuA8A2xRt+A5fxqqWytNGOQzLNNFNUwxB0nX+5aZP8NXbbmc4NYwN9Pb2EqutdTZ/W1sb3V3dVfeJO5U61L14PNhRnxSmLB6Pc+WVV3LllVeSTCZ55JFH+PKXv0xnZydnnHEG559/PvPnz39Zp5FKpdi4ceNfXFV5uQ/KDaqpE09N03IDbJomJnRt2biFyVMm0tjQIOT5/X7aJ7Qzbfo08vk8Xd0JVq9di6Zr1MfqqIlFiESjTu9CMZ3GLBYJhUIEAgGxOdxAn8QzFImrLFMPXdfZsHoD8boY9a1imrhiHOqjnY4rhVEntqoeuOv8CmtR1QWnmiK/NwyD8RMmMK69nY0bNgjgFXj++Reora0l3hAXBDUZfQVDIUp6AWAknNdGxhgqANgp77ocsbsU6T6FfV4vO3ftIpfPM2vObH7/+2f4yh1f4VcPPyKmp7vIVypaUCxYVe1S16giVc1VJFeW5U7bFhIFtnQwjz/6KM1NzSxatJCnf/d757qqO2gkWhvREQWclFFdQ/U4Vd5X6eSxbEct9Xitlk6nefTRR1m1ahVbt25l6dKlnHfeeSxZssRxGv39/ezcuZP58+cTCoVe19dXoKFbPEVtOkWmWifl3WM1NaLUWiqBvMEDsm/ClFWBbDZLIjHAvq4eNNOitaWR+toY4VAIw+OhUCwSjkYJSc0Gla8r4Rxd3ehyDevWraO5uZn62lrBRUBsCL9rlKBH3qTutEO9F+UkRiPx6to6Unqukp7arJs3bCDg9zNp2jTnBE0mk/T3J+hN9INp0RiP09DY4FROsG0i4TCG1OVA5v1q4yhuiorSVKoHI5J4GrCns5PhZJLZc+bwx+ee53O3fJaHHnyIpqYm530dNDbQlX5pCHVsxeZVIxA0XbSvO99LR2BrGp+9+WZ++p+C1VkoFEilUpz77n/kN7/9Hfv27cMwDJ7932f5wm1f4olHH6u6xm6czM31kVHfMR9WHPOOwm25XI4nnniCVatWsW7dOk455RR0XScajfKJT3ziiHtmtalAfODDw8Ns2bKFjrlzBXlLYha2bQuRGxfLz+v3k8vnnZve4/FQyOXo7enhQOduPKEQNYEgdfX1BAIBahsbncHGyA1WKhTExjcMCqUSa9evZeqUadTVie7kcqEgelVkm7kuQVfLFDoObnEYlZa4owl3Lq9pmoNbqNJnOBx2SqIb168nEo0yecoUYESjwbk+CCe/d+9+hoYS+Ayd2kgtjW2tDpfF8Ih5K1Wt8C7g1f1zdzSxt7OToYEBOubP59n/e5ZPfu4mHl71COPa26tSDfemZFRFRVMVJ12v+kxVNKMh2wdclSl3+vPUU09xzze/wQMrV3HppRez7LyLuPCiC7jxwzcyv2M+11x7TdU1Hh2FujEywzDGHMWRslwux+WXX866desIBAK89a1v5fzzz+ftb3979XyHI2Qqiuno6BB8A8mncHQJwGk/VydaUTZoOZRfGYYnBwbweL30dh0glUySKxZpbmmhra2VeFOT2EyyvGlZFul0mq1bNjJj5hzqlKiNfJ28VA5TOEM0EnGmjKsP0x09qE11UNelrlexaitSnCdaU8PWLVuoqalh4qRJzvWoqG5a6dTcfTnFYpF0Oi2qKAMDmEWTeH2M5vZ2AsGgsxHd+phuHMlte/fuZXBggHkdHfz5xRf5yMc/wi8f+KVwEupajwrxLVc0o4FT6VA4hdsZWaMcDYywQt0b/Onf/Y57vnEPD6xcxZ49e7j0sksZHBpi0cKF3Pujex3RH9U57Rb9dQByGTGNOYojaHv37uUHP/gBt956K5VKhaeffppVq1bxxz/+kZNOOolly5Zx8sknH5Eo48CBA3R1dbFw4cKRyoItSFqFQkE0GckavVOCRciiqaE5Tvivy/kiw8NYgE+ecrl8nt7eHvLFIg1NzTQ3NVFTV0epVGLjxvXMmDmbmpoa55RTN2KpVMIslYQ+JQL8rJESfKbLQajTzA3kKT6G2ij5fF6E2fm84A+USuzYupOmlgYn3VCPtVyhugrtcdGaVVu+akNPDw4ylBwmVyhQX19HQ3MztRIUVFZViQL27dtHIpFgwfz5rFmzhutvuJ4HVz3IxAkTnCY8tandws7uyEI9n08KE+N2ELpeFTXCSMql3odyFiq1cWuKKtanksvzeDwOScvN7ISRNMoUaeKYo3ijrVKp8Mwzz3D//ffzzDPPsHjxYpYtW8Zpp51GwEVj/mvMtm327NnD0NAQ8+fPP+SJp04KUxKSdJnzqhPd3fXq5MqaRqVUcjam4fM5fQeqRT7R38/gYIJSucSE9ik0t7XgDwarIoNKpUImkxE3sS0YgaZkUEblJhxdx1c3OlCVS2uaRj6fd0rEVqXC9i3bqauLMWn6dAw5Fc0RwnV1Ydr2iJ6l2kSq70dVbDyy5GhaFon+fpJDQySHh6mpraWxsZH6+voqjKGnp4eenh4WLFjApk2beP817+e+X/wXs2bNcq6t28mo/gu1HsVjGC246+4hGa1sNdqRqmvkpo57DcNxNjaS8yIb3XSJeajrop7H7ahlVDHmKI6mmabJ//3f/7Fy5Up+97vfMXfuXJYtW8Y73vGOvxj0tG0hDlypVF5zydbdSq3Qc7Wx1A1akV2W2LZgbMobWeXPhoxIBgcG2Lx5I+PGtTM8mCKdGcDW/bSNa6Vt/HjHYZRKJXJSJ9SUHah+v5+ABDfdN+poHMDNIFTXL5fLUcxm2bZlO/G6GC0TJ+L1esW6XO3Sai6sDSMpiKvqoK4hUOWYRvc9CDC0n6GhIQKBEM3NjZimSW9vHwsWzGfr1q1cffXV/OIXv2DWrFmHLPkCVQ2Dyjn4XPM/lLmB0nw+70SI7vKmqvyMZoiqNMZ5bUk8UxPX1UGguZyN2wmpSON44FH8TTsKt1mWxQsvvMD999/PU089xfTp01m2bBnvfOc7HVXoV3rsxo0bCQQCTJs27bBq3+4bzlQSaq7qg/N7Fb5bFsPpNNu2bmPGrJkCzNTFoONUKkWif4BUZhif4aeltZn6hgaH1m0YYjqaIW92kNoPrhPNTVxyEYCqOixfeP556kMhmiZMQNM0MY1dOgjFNbFl6qVAPzdHYTRDVF1TZe5IR63DtkVX6O7dnSQGEqxft47unh6eevJJ7rvvPjo6Og6Kjtyfi8JzRl97Z32un7n/3u0kR7N2D0rPlLOV4KfSI7VlqRWoSsHUdXKvQ77mmKM4Fs2yLFavXs3KlSt54oknmDBhAueeey5nn332QU1rSkG8oaHhZZmef405SLvEMlTVQJXo1E3b19fH7l27hMCPNiIjb1uWUxFRczWSyRRDySF03aA+HCESryHo84kGMikraFsWATmcV7ycdtCGUuuzbZt1a9fR0tJMPB6vAhqdCoCrnOkOp9V19soUxQ3kuasMlVLJ0aRQHa7qubq7u9m7v4vFCxfw/AsvcPPNNztSgt/4xjdYsmRJVYTkTgXdKYL7fbqdisIUUA5s1GZWjsINZjrX3+UgPLrQ11CfH5bliPHYluWIAbuxKbeNOYrjwGzbZsOGDdx///089thjNDY2ct5553HOOeeQz+dZs2YNJ5xwAi0tLUfm9eWmB9lCzsjJ19fXx/79+wXRTN7EhXyeQjaLreuOpqfuGRGRBchmMgwODHKgpxezUCISCdE6rpWamhq8ug6y+cyddrhDaBWur1u7jnHj2mhqbhabulxGA2eQj2lXzwZ1hG91MUPF7SDcKYbasKqt37IsB/wLycFHiUSCzs49zJvXwYEDB7j0ssv4jx/8gEWLFpGWsoCqJH0ocHb0ZlS/d+MLpimGK512+skUSgVM02bZey7klk9/ls7OTlZcfhlDA0MsOmExP//JTw+qpjnphy14LaqUqsvPEVvoijjyAy4H6Y6AxhzFcWa2bbNlyxZWrlzJypUr6e/v59JLL+X666+nsbHxsFKOv2QNtm2zf/9++vv7WbhwYdXPbdnfoTogNU2jLKMP90wO9blmhoc5sHcfg8k0ZtmkPh6hbdJk4TRc4wLdm6BUKrF+3XomtI+nUToJtYZcNutsskq5TCAUIiSnjrtBVaWArR7rrj6p9RVyOaeciqxUBIJBUqkUnXv3sWjRQnp6erjokkv43ne/y0knnVSVHignMRpzORR+5P7slCNUfSbZbJZgMEi5XObkpady99e+zt3fvIfz/+k9XHLhhVz3oQ+yeMEirr322ipn6pC6pLNXZC3nPbnvF1v0lKi1qOsiHegx7yheWxPFm8Q0TWP27NlcfvnlAHznO98hHo+zYsUKzjnnHL73ve/R09PDqzjXw16DqqwsWrToIGTetoWehj8YFI1fPh+BQMCp6Diy9vIxoWiU1nFtdMyfw4LFHfj8IXbt3MmadS+xbdt2BgcGHMlCVcZcu3atcBJNTVU5fblcFmCd7IPQdJ1CLjfSt4ErWnAxSd0bA6pFhlToX5Jt5n19fWzfsZuOjrn09fVx8YoV3HPX3bzlLW9xnk9dJze24e6pcOM9o7EL9Vh3FBKRjW3lchmzVEbXdP7wuz9wwbJl2LbN+957BQ8+9OBB78OJXmRUp9IXXmbfj+4vOg78g2OvS0TxxBNP8OEPfxjTNLn66qv55Cc/+fqs7iiZaZp0d3czfvx4YKQs+sADD/Dggw8COJoaci7D6/K6tm2zY8cOisUic2SDldsUNqE4Gqr8prk2CYwME1b5tGma2HIqmq1pjpDNQH8//f0DZNJpamprqW+oZ+/efUyfMpl4Y+NIOuKqiuRyuaqeEYWt1NbUOHiJWalQlLofqhNVrct9v5mmSS6TcQDATCbD9p2dLFrQQSab5aLly7njjjs4/dRTqzCQ0aClunajqzbuqsqhUhHLssASUgInnnQCu3bu4YPXXsONH/0Yp5x6Clu3bEXTNPbt28c555zDhg0bnMce6vmUKaDTiSrk//Yh/lau9Zj3GIftKEzTZMaMGTz11FOMHz+eE088kV/84hfMmTPn9VvlMWS2bXPgwAFHU6NQKDiaGpMnT/6rnYZKezRNY+bMma/6PMpZvNLJpDZyWUrnwUgHrEL1VRg+mEiwfedO7JJFY3MTzc0N1NbX45VjFFWkUKlUGB4aQpclXWypNWEYBORwI9u2HaxFkZKgmrqsvrdtm2wmQ3JwkJ2d+1g4fy7pdJpLL7uUL3zhi5z9j/9YBUqq9+WupLgBTRXNKIfidlKHuuaAI7ozlExy4Xv+iZs/dyvXXnsNmzZuQtd1uru7Ofvss1m/fr2zbvdrux20+rnTkwMMDw/T199PXV1d1aBiV7R2zDuKw+Y6v/DCC0ybNo0pkvN/ySWX8PDDD//NOgpN0xg3bhw33ngjN9xwg6Op8bGPfYxkMsnZZ5/Neeed9xdpaqjyazAYZOrUqa/pcW7l6FdaqwItFTlKlWIV4q9pQl2qs7OTubNnE4lEyOXzDCYG2L59N0Gfj9ZxzdQ1NhIMBvF6vfiDQYr5vCBdyeFMugQwR6tUuddyqO81Tczu3HOgh8WL5pPJZLjsfVdwy8238o4zzhCaGC5Q1J22qOcZzW9wp2uHOv3da5Bf4NF14nV1nHbqP/DnF15gODnsOKT9+8VEL2WjHZP62UGvpWn09vayYsUKpk2bRqFQ4Nxzz+X888+vinpeCyfnaNthr7Crq4v29nbn+/Hjx9PV1XW4T3tcmKaNaGo8+eSTPP7447S3t/OZz3yGU045hS9/+cts2rTpFTEN1QEajUYPm6PxSut0WrplRKFGG5bLZVa/+BIzZs4kWlOD4fNRE4sxddpUFp+wgMkzppDN5Vj94hpeeP4F9nR2Yng8RGMxxwmBFCiW6tuq09UtbT96LerrVCrF9u3bOWHRAiqmyXvfeymf/JebeOc/vsu5biqieCXehJsS7e6reDXr7+9nOJnEBgrFIr95+vfMnDmTU089hQcfFLjET37yY8479zznMSoKG/2+3Gbbgk5/ww3Xc+ONN3LllVfyv//7v0yQXJSXe9yxaseMHsXfgsXjca666iquuuoqkskkv/zlL/nSl77Enj17HE2NefPmVaH2a9eupbm52cFDXk9zVwPcp5ba3IVCgc0bNzG3Yw618bjze3UaGz4fdeEwtXV1TJ4mmtEG+/vZsG49mkenvraWeDwOuo5VqQiA1eulLKMAZLkQRjaXu1yqum8XLFhAuVxm+fLlfOTGD/PuZec6a1GPc2tjKEKY+z2qvz0UL+SVNmN3dzdXXPFeTFOkHxdd8B7OPfdcOubPZ8WK5Xzuc59l0aLFXHnVlc5rqNdRpDT1tXotXdfJ5/P09vYyccIkgsEgN910E1/60pdYsmQJW7ZsIRQKva68nCNth41RPPvss9x66638+te/BuArX/kKAJ/61Kdej/X9TVgqleLRRx/lgQceYNu2bSxdupRTTjmF+++/n1tvvZW2trY3ZB3qJjdNk2KxyNo1a5g5cyYxSTJzt52rv1ebrFgsOo1Uui6k8Qb7+zmwp5tCMUdjPE6sKU5tXR1+OTXNI5vh3FRvBSJmMhm2bNnCwoULMU2Tiy66iPdffTUXX3IJhUKBSrlMRSptR2tqHCm60arXyjG4oxQ3ZvCawnrXHnCcjOKEaNWzRtTv3ZUod4SjKjn/eM45fPpTn+LZP/6Ru++5h89//vNcd911DA8Pc9a73sUtt9zCGWeeqRzfMR9WHLajqFQqzJgxg9/+9reMGzeOE088kZ///OfMnTv39Vvl35Dlcjl+/vOf86lPfYpp06axZMkSzjvvPE466aRXHK34elo+n2fN6jXMnDWTWjlK0W3uvFv1TABVAJ3CN8qlEqlUiuG+fgYHh8lVCjTEG2hqaiRSU+OkJx5XmpLJZFi7fj0nLFoEwMUXX8xll13GFVdcgaaJVvl8NktJyvkZuk6svh7gkBWUV6JqHyR683LgrwRmFelN2Wi692hMYTRWUiqV+PCHPkR7+0Q+87mbeeGFF/jRj3+MbduceeaZfPMb3+CUv/97bv3CF9yv8bfvKAAee+wxPvKRj2CaJldeeSWf+cxnXp/V/Y3atddeyyWXXMLf/d3f8dRTT3H//ffz0ksv8fa3v53zzz+ft73tbUdMUyOXy7F27Vrmzp1LLBZ7TY9RG8TBCiSPwrYsCpJdqcR/y+WycBxDwxTLJaLRCM3NzdQ1NOD3+8lkMmxYv56OefPw+XysWLGCCy64gPe///3Opsum01VzawuFAuFwmFAkUiUYDNVOTf29O7p4VSDzL7TRfBA3qFmpVBgYGGDSpEmcfPLJ/OpXv8Lj8fDii3/mj88+S39/P83NTdx4ww1AlS7Im8NRHEmbNGkS0WjUQe5ffPHFo72kw7ZDAW2lUomnn36alStX8txzzzmaGv/wD//wumlqZLNZ1q1bR0dHB9Fo9K9aN4wI8ZimSUFOna8aBmSazuyPgb4+BoeGyebz+ANBsplh5i9YQDgc5r3vfS9nn3UW13/oQ86GU9wK9Vy5XA5sG5/fT1SySUffs25tytGAp1r3aGbmqxGeDuJFvMLvlCNdtfIB/umC8+np6eGEE07gsiuu4Gu33XbQ49ydqRI/GnMUh2uTJk3ixRdfpKGh4Wgv5Q2zSqXCH/7wB1auXMn//M//sHjxYs477zxOP/10/FK5+y+1TCbD+vXr/2on8XJm26KjUg0EUsBeRcroafrI4KW169YTC4f52Cc+TiadZsmJJ3LP3XcTjUarmJaVSoXkwICzoQzDIBAOO5yMV6Jou/UmFPCpvnYL/Cj6+ivxKw71/C9nGzZs4OqrruLCCy/ixg/fSHd3N6ecfhrvPufd3HXnnQdVOkY5tGPeURz7Bdw3oRmGwdKlS/nud7/L2rVrueqqq/jDH/7AySefzFVXXcUjjzxCPp9/zc+nnMS8efNeVycB4kb3+XwOx0INR/L5/RiSAVoul9m4aTPz53Uwc/Ysxo8bx+mnn05LczNnvutdFIvFqrZwj64TrakBXcfw+fBJgWJlL3e47du3j3e843Tmzetg/vx5fOtb3wRgcHCQd5xxBtNmz+ass95JKpWqonm7n1elWG57lcOUYrFIR0cHd999N8/84WnuvuPrtLW18cKzz/Gj//gPfvaz/3KulaqSKPzkOPARwHEQUUyePJm6ujo0TePaa6/lmmuuOdpLOmpmWRbPP/88K1eu5KmnnmLGjBksW7aMM88882U1NdLpNBs2bGD+/PmEw+E3bK3qvsrlcqxes47Zs2YQiUS47vrrmTl9OjfffPNodqJDqUalNtbI/NXRVQW/HHDkLv12d3fT1dXFCSecQDqdZsmSE3jwwYf40b33Ul9Xz003fYLbv3obQ8kkX/mKSAncYwvVpnW/nnovL1c9+f73v8+WLVu45ZZbiMVivPD883zkox/hbW97G7ff/jXy+TyhUOggR+euLL0pqh5H2rq6BCuur6+PM844g29+85ucfPLJR3tZR92Upsb999/PE088waRJkzj33HM566yzHE0NNetkwYIFr/sYg9dihUKBNWvWMGvWLMLhMB/+8IdpbWvji1/4QlWp0eEluKaM27YY/ae0LJWD0DTRq6IGJvmlcI77uqhNvWzZuXzoQzfwwQ/dwNO/+Q0tLS10HzjA6We+g80bNjl8jtGOYnR141DCOsqeeuopHn9cjC684YYbqK+v5/777uMjH/0oP/rhDznjzDMd3odbZs/9OmNSeK+z3XrrrUQiET7+8Y8f7aUcU2ZZlqOp8fjjj9PU1MSiRYtYvXo1P/3pTx0l6DfSisUiq1evZtasWcRiMT7ykY9QW1vL7bffXgVcqp4TwBloBCOq1Q413BoZ6Qg4WEg4HK7auArX2Lt3L6eccgobNmxgwoQJDA4OYkkN0eaWZhJ9/eijZoa8XJl4tBPRNI0rrriCU089lX/+53/m6aef5rHHHsO2bT7zmc9wxx234/f5+dwttx4UiYzeb5Jyfsw7imMao8hms6TTaefrJ598ko6OjqO8qmPPdF1n/vz5fPGLX+RPf/oTl156KT/60Y9IpVIsX76cH/3oR/T3979h6ymVSqxZs4YZM2YQi8W46aabCAaD3H777VU5ulf2iTgUczkqUJkjL+dq9lIYwqH+KeeTzWZ5z3vew9133z1SApYsUTUm0fB6HaEdqGaxqu/Fw6orJpqm8d7LL0fTNFasWIGmaZx66qlceuml2LbNGWecwa5dndz6+S84Tuug8rIr7Xg1/ONYsWOawt3b28v5558PiErAihUreNe73nWUV3Vsm6ZprF27lhdeeIFx48axY8cOVq1axfLlywkEApx77rmce+65NDc3HxEgrVQqsXr1aqZNm0ZtbS2f/exnsSyLb33rWy9brVDr0DQNw+cTHalS+Ma9YQOBgBDtkT8LyqnqisOgZqZceOGFrFi+gn/6p38CoKm5me7ublpbW+nu7qapqXGEjTmKgXmo9bkjioGBAUzT5D9/+lP+8Ic/8Otf/5o1a9Zw++23c9ddd7Ft2zZmzJgBHKxq7v6Z+v94aAiD4yz1OFy78sor+dWvfkVTU5OjLTA4OMjFF19MZ2cnkyZN4r777nMmb/0tmW0LTY1Vq1bx0EMPoWmao6nR1tb2ujiNcrnM6tWrmTJlCvF4nC984Qv09fXxgx/84BVZpy/HmnSfvJVKBV0XQ4ncPAg3j8Hj8XDllVcSr63lzrvvdsqp//KJT9BQF+dfb/o4t33ldobSg3ztK191BjTxKu9dnfxr1qxjwYJ5LF26FE3TaG9v5x3veAfPPfccoWCQr91xh/M+FMYxOqU5FKdjjEdxjNkzzzxDJBLh8ssvdxzFTTfdRH19PZ/85Ce57bbbGBoa4qtf/epRXumRNduu1tQoFouOpsakSZP+KqehnMTkyZNpaGjgtttuo7Ozk3vvvfd1oaYrfoSai6LMrQHx7B//yOlLlzJ39mwxpQz4ypf/jRNPegsXLb+Y/Xv3M3HieP7rZ/9Fo5p2b9sjDuMV7BOf+ATJZJLvf//7DA8Ps2nTJhYtWkQgEOALn/88A4kEd3/jG0B11WR0KnOo3405imPQOjs7q9SKZs6cye9//3snLD311FPZunXrUV7lG2e2LeTnHnjgAR544AFSqZSjqTF9+vTX5DQqlQqrV69m4sSJNDY2ctddd7F+/Xp+9rOfvW5UdHcD1mgOhPuUVn+jOk2VOb+Xg4qc6OU1OIqvf/3r/O53v+Ohhx7C4/GwZ88eJk6cCAg6/q6dO3n8iSec6oZKKdxVHQXMHqr3ZMxRHIM22lHU1taSTCYB8YHW1dU5378ZLZFI8PDDD7Nq1Sr6+vo466yzOO+885g9e/YhnUalUmHNmjW0t7fT1NTEt7/9bZ577jn++7//+6C+jMO10WVLtfnc0nzAIcuazn1u246EIPbBEnXqOdV7rVQqfPzjH2fatGl0dHTwxBNP8OijjzJhwgQee+wx7rrrLq6//voqCjtUsy/dDsMdXam/OR6qHmOOwuUoAOrq6hgaGjpKqzu2bGhoiEceeYRVq1axd+9ezjzzTJYtW+Zoaig9jXHjxtHc3Mz3v/99fvvb37Jq1aojOll+dDjv/vnLbcqDfi6dhKJ1K3M7iVwuRzQaZfPmzZx//vksXryYCy+8kDPPPJMVK1Zw7733jkySlxqhox2Zu6dDrdtNKz9emsKO6arHG2HNByHiTUd7SceM1dXVcfnll3P55Zc7mhp33nkn27dv55RTTuG5557jzjvvpLm5mXvvvZcnnniChx566Ig6CXj5vgtFoBpto8FPkDM2XBGE09Amf/aNb97Nn/+8mkkTJ/H3b/97Vq9ejd/vR9M0vvvd75JIJKqYrip6Gl3+fCUg89Ua044le9M7inPPPZcf//jHfPKTn+THP/4x55133qs/6E1osViM5cuXs3z5cgYHB1m6dCmxWIzrr7+e5uZmSqUSjz/++GEPgj4S9kob0u0kQGzm7/3gezz++BPcc/c3uO66a8G2eNdZ7xITyu75Bj//xc958sknnXTDneK4S54q6lJfq9+r/48XDgW8yVKP5cuX8/vf/55EIkFzczOf//znWbZsGRdddBF79+5l4sSJ3HfffdRLkZQxO7Q988wzbNmyhWuuuYZCocDdd9/NlVdeeVxFYypycKcEpmmSTCb575W/4JyzzuVXjz7Cb576DQ899DDlcpm9e/ag6zqxmhri8XjVPJPRoK3b8bh1MkZVO5w/P/Lv+PDsTeUojqQdiqNx66238v3vf5/GxkYA/u3f/o2zzz77aC7zuLE3ivPixi7+44c/oFQpk0lnuOvOuzjhhEU8+ujjWJbFnXfcgY7Ohz/2EYclOjrFcpOn3GnMaJbnIaKbY95RHB+0sOPA3ve+9/HEE08c9POPfvSjrFmzhjVr1ow5ib/ADnU9b7vtNpYuXcr27dtZunQpt7lEYf5aUyXL//u//+PZPz7HBcsu4MYP3cjZZ7+LqVOnMDw8zPe+9//4r//+Be+56D2OMzAM4yBKNhzcyzEakzhebcxRvE528sknj6Usr6Md6no+/PDDXHHFFQBcccUVPPTQQ6/La2UyGS666CL6+voIBoN4PB4++MEPoWk6y5dfxOOPP8Z9962kfcKEg0qx7hb00RHDqzmRl/vZsWhvejDzSNu3vvUtfvKTn7BkyRLuvPPOv0l6+Btlvb29tLa2AtDS0kJvb+9hP+dvf/tbIpEIH/vYx/j3f/93Hn/8MS65ZDlLlixhyZIl5HI5DMPA7/dTLBadVnG30tYr9WwcQs2q6veKen6s21hEcQTtuuuuY+fOnaxZs4bW1lb+5V/+5Wgv6W/GXo/S4pNPPsl1113H3XffzcDAAKFQiI9//BP85Cf3On8TCoUc+UE1Ec09JvHVVKqORzWrQ9lYRHEErbm52fn6/e9/P+ecc85RXM3xb68n5+WZZ57hrrvu4qGHHmLOnDls2bKFhoYGXnrpJT72sY8zPJzihhtufFmNitFf/7V2vHSPHh+rPE6tu7vb+frBBx8c09I4TFOcF+CwOS+dnZ38+te/dlTdJ0+eTEtLC4sWLeLZZ59l6dJ3HOQI3AzL0eSpv9aOmyhjdD151L8xe412ySWX2C0tLbZhGPa4cePsH/zgB/Zll11md3R02PPmzbPf/e532wcOHDjayzxu7FDXM5FI2Keffro9bdo0e+nSpfbAwMBhvcZ3v/tde+rUqfaTTz5p27ZtP/DAA/bf/d3f2blczrZt2zZN87Dfx2u0V9uHR/3fGI/iOLF9+/Zx+eWX09vbi6ZpXHPNNXz4wx9+0+hpHCn78Y9/zAc/+EEuuOACcrkc119/PaeddtobvYxjPqwYSz2OEzMMgzvvvJNNmzbx3HPP8e1vf5tNmzYdEW7Bm8muuOIKvve97/HSSy9x2mmncdpppx0k1z9mjKUeo+2zn/2s/dRTTx3tZbyqnXvuufaTTz5pz5gxw0lpDhw4YM+YMeMor+z4tIcffthua2uzf/nLXx6Nlz/qqcWr/RtLPY5D6+zs5OSTT3YUpsf0NF4fe/zxx5k7dy4TJkx4o196LPU4Fqyzs7Oq4nDHHXdw6623HvJv3/e+97Fy5UpAjDO85ZZbWLx4MfPmzWPLli1vxHJf0TKZDBdccEG1wrS046lt+Vi0s84662g4iePCXi2i+JswTdMmAb+ybbtDfv9xIGLb9q2H+Nt75d+u1DStE7jTtu1vapr2QWCxbdtXv2ELP3htXuBXwK9t2/66/NlW4FTbtrs1TWsFfm/b9syjtcYx+9u0N0VEcZj2gPz/z8Cko7UIqYL0H8Bm5SSk/RK4Qn59BfDwG722MfvbtzcLM7NCtVP8S9RVivJ/k6N7vd4OvBdYr2naGvmzTwO3AfdpmnYVsAe46Ogsb8z+lu3N4ih6gSZN0+JABjgHOLgn/Bg227b/l5cHvZYe7vNrmtYO/ARoRoDY/27b9j2apt0KvB9Qo8Y+bdv2Y4f7emN2fNmbwlHYtl3WNO0LwAtAF3D0UcljzyrAv9i2/ZKmaVHgz5qmPSV/d5dt23ccxbWN2VG2NwWYOWZ/uWma9jDwLUTKkxlzFG9uGwMzx+wgk1WiRcDz8kcf0jRtnaZpP9Q0bYwf/ia0N21EoWnatxGnpdvusW37R0djPceKaZoWAf4AfNm27Qc0TWsGEgjc4otAq23bVx7NNY7ZG29vWkcxZgfboXgao34/CRcfZczePDaWeowZ8PI8DUniUnY+sOGNXtuYHX0biyjGDABN0/4e+B9gPaDaJz8NLAcWIlKPTuBa27a7D/EUY/Y3bGOOYszGbMxe1cZSjzEbszF7VRtzFGM2ZmP2qjbmKMZszMbsVW3MUYzZmI3Zq9qYoxizMRuzV7UxRzFmYzZmr2pjjmLMxmzMXtX+P61VjNK6zcHZAAAAAElFTkSuQmCC", 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WAmUMuq6JH2Em+uedLRa88+579Ht9xuMRGxv3mU72mE2n9Pt9VtfW6PV6DWFnmTj2qGGO1hqtFGaJ3FVXFUEYPlS5LP/9n7cieJp3ys/73KSUDIdDhsNh4zO6t7fXsEa9uC3LsqfwrA/CJ4qPS/rf9PjaJorlVuOTxFzLjlP2UGnquiaKIiaTCUWWIdwHN59ZDKHdSvjhxR+jjeDbv/xLqMogRMipcwPu3N5HqZKjJ09QF5r9acbq0WOWN1FVJFGECALCKLIH0Bg0dvxZ1xXKGJs8PJdCCNQSb2J7a4v3P/iIl158gX6vxyLLOHJklU6nxfHjx62B7rUbLPIFSRSzsrrC2pEjdLvdnxmf+r+/3JL4/y5XLv6i9T8PB6sC+RyH8mm3Hl/EHT8Igp8Rt+3t7XHv3j3ef/994jhugNFut/uFVRn+vV4sFp/Jk+SbEF/LRPFpvhE+tFJUZWm/LyVCSjD257e3tpjt7dHudMgWCxZZQRBKbl69zQ9++NucOfM8x/o9ZrOCQb/DeHVEls1o9QeceOYcBiuAGh1bxbgRbBJFZEVBq9ulyjJkGNrpRxDYSYcy4EevQOiwA+Fez/WrV7l//z7feusN0jTFGEPs+lk/AVlbW2MwGBBFEVmWMd3f59Kly1RVQafTZTwes7KyQhRFNkFieSFGKTuWdW2PkBIBPwPuei2K99jw7lyfpSX5ssDMLzKiKGJtbY3bt2/z6quvorVmd3eXO3fuMJ1OvzBxm08U+/v7v1AcCvgaJoonoWGXRYGqa2QQIKRs+vSyUmzcukWR5wjg3sYGRht6gz6//YMPuXXzMi88/ypxKLj54DbHjp4iig2LPKPTGxBnGQZodzokccz9u/dBCNqDLlVZkiYJ2t2VVVkiwpA4ilhkGbXSlMYgjSGKYzR2A3Rd17z77rukScJbb72FcGzQymEdURQh3deMMcRxjJSSdrtNt9vlxKlTSCHY3dlhb2+P2zdvYhAM+33GwwGD8dgmCNdyVEohjIGlikO7ka02Bl8Q+ymMWMJ2pJSIpYoEIQi+RPOaL6qi+KTwGEUURRw9epSjR49ijCHPc3Z2dhpxW6fTaSqONE2fOHEs+5c8zqT5mxZfm0TxJL4RjVeE863ce/CAYrGg2++TtFrs7S6Izycs9va5eu0uvXaKiQX/4O/8Fv1RmzdffZnt/Rmz3QXHTx+nmwRoFCdPHrcVyt2JlZILwWQ6ZTAeUBSFnVgIYdWkVYUwxgKIQUBZFJZcFYUkcUwAGCEQxjCfTnnnvXc5c+Ys60eOECzxLPCsTKVQdf1QX+txAGOMxRykpNfv0+50OH78ODII2N3e5sGDTS5cvEIcRaytjRmMRnR6veaQw0G1oLRucJTlNsW4u7hx2Ir3Aw3D0OIf8BDt2WjdJCJjDCz5O/y88bQqiuXHf/S6EkLQarU4ceLEz4jbLl26RJ7nTyxuO0wUTzmMMdy/f7/h/3/cxaKUoiiKxivi5keXaHfbxGnCbH+f+XRKnAZs3rzLpY9uELfabDzY5tbVDzh67FnWjq2xvTmh3+8gum3ubW1z6sQ6K+M15pMJSadDFAs0liwTgD1YDrwMhBWOYQxKa4IwJFAKCVRKYWplxV3ue3fv3OHW7Vu8+trrtFsteweX0k5MXEtS1TV4wBLb7sSOgyGltGM+x7vwd8K6rtFaM1pZYTweI4OA+XTKbDbj9s2bzLKMdruNAEbD4QG24SoH4w64r4x8ovDTElXXhGFoJyjYdkUvgaVGa9u+4IhixjQ8kJ/3kH8ZnJDHPf7PI27zicITxH6R4itPFN4sZjabobVutAAP/YxbOyeEYLq/z969BwQIZyhj77gYw/btHYZ1yLDf5v0LF9iabvCr3/0VTBISBQGDUZu6rnhw7z7PvvgMvc6Ava1tTp45TStNKTI7XUFr21a0WggpKYqCUmta7gAibEIRbgFvnKYIpanzHCUEVz66TF2UvPX2t5sJCUA+m9l/BwEGiKPI3eVlwxUwrh1pQEqtUXWNcaNYAZR1TRgEln5elqRpSqvTYe3oUQQwnUy4eeM6d+7eYeP+PYajMeOVFfr9PtKPCl17hyOD1WXZTEuMwzIQwrZ1dW3NefgYkNklmS/ikD/t8eXniY8Tt/lRrBe3+c1t/vkfVhRfYDzaaoRh+JApCMCDu3fZuXeP4XhMbzzm6oWLPLizRa+bsFgUrAx7JGtjjNLsbu2jTIlsh/yd/+a/oidbnBs9y2R/n3baYXB6hSBRKBQnTpwADIt8xqnTp2i125RVRa2qZsQppGTfuTklaUpvOMRISSglYRBgyhIJxEmCqipqbSiU4v13P+DIkRVOn38WKQSLLEMag3ZknLIoIE3BYQYCGi+LMsuIHPeiIYphCVuha0u01kQu0SilCMKQ0FUhfjTX7ffp9wdEacra2hr7bsfHlauXCaS1u+t1Og2JzFsABs6EpVgsiNPUYhpSIl3VY5zTl5/oGGOotSZYShA/z0H/JkjtgyD4GZ/Rvb09dnZ2WCwW/If/4X/Ir//6rzMcDinL8jOJ0IQQKfD3gAR7Nv8zY8yfFkKcA/5jYAX4IfDPGWM+n6Xa54yvJFF8HDfiUWblb/x3v86Ni+9x8pkX2drdYfr37jE+dpLeqMfOg12quiaSkFclSsLR48eZ/ea7/Gf/5d/kTKtH0jvC5myDVu8YJ8+eppWGjI+MiaOIe/ceIAycPfccZZYxXyzsB681dVURJwlVURClKZ1+394psK1CmCQEWlMrRe2SnQgCdK358Q9/xEsvvch4ddWW9v7Cd5hFUZYEwgrSlGdnKoU2qpmO1GVpS3shmsoiiuPmPVNOZ+IPN2VpqwJzoEYNpcQIC/IaY2yPvbJisR2t2dra4s7du1y6fIVWK2UwGLC6skLiKqW41WqEdmhNpVQDHHtmbCNoMwahFKEbC3uQeTme9PB/HSuKx8WyuG1vb48/+Af/IO+99x4/+clP+N73vsef/JN/kj/+x//4kz5cAfw+Y8xMCBEB/0AI8beBfxX4t40x/7EQ4t8F/gXg//F0XtHHx5eaKB6lYS9fFMuJ4v/zn/4N3vnoRzx78jnef+cD4taAoMoIoy2UiTGiJpECkpCk16O/Oua9H7zD9u4GLx1/kdneLju7txm0j9OKu0w3dxiOh/TabUqlWD+2bnd0zOdUdU2/16PIMsrafvBlWTbAH64VWUynyDhGCEHiNByLPEdoza3bd5hOJ/ze3/erGGPI8pyk1aL2ic/18X6Uq13Jr4WwI1ZXXRiHXwRCYNwUxDhg0WMIpdYo97UwDCmLogEfPZahjaEuK+IkJggCyrq2rYVD8NdWV1lZWUEIQbZYsL29zYWLl6iKkuGwz2g8ZjAcWvAVGgxFKYV27ZYfs3oKuYGHqemPOHw9SbL4JlQUj4u1tTXOnTvHG2+8wZ/4E3/iZ2QFnxbGZt+Z+2fk/meA3wf8s+7rfxX4M/yiJgpjPt2iTkrJnZv3+X//J3+LuN9DmZjf/PHfoBKCfucMqY6Z7decPHOaIiuZbU05/8tjiqrmN37zHxEBK6M1VCXZL6esDU5QFRWTxYJzzz9Dz5WK7U4HA0z29uh0OpRhyGwypdVuEQYwn80IHamKuqYoCkv/jiIC7Ew+y3NUlhFEEe+9+x5RGNDq9wjjuBnVFllmx55R1Bw2f/CTNKV21YtRGiVd+V9VFhtw4jLjVLH+gAZhaL+/rA0RgrIoLIgaBBaIDQKqsqYuK8o8t+2B1pR53rQ2/ne7/T6dXo+TJy2wOtnbY2d3l5s3byGEZDwa0E5ThisrSFfd+LYRIHTYif/3sgXgZx13Ps3x6NPWXiw//nw+d+0tn5mhKYQIsO3Fc8BfBK4Ae8aY2v3IbeDEz/+MP1t8KYniSbgRf/nf+kv8g6t/kzPt5xBScnd+CSlg3B5wM/sJZ+IXaJ98nrv3HlDvLHjptVMs7u/yw9t3eOm5s6wdGXPxwj0GHcnJtZPc291m1D/JudPHyIo5dZYxOn4cbQx5UZA6VFrXNWEcoYXAENCOIiqtyRYL2mlKPp/b/j2OiaKoYXvO85wrP32XYysrrB1b50fvf4jW2grDqsoCmFISBQHKGGJXtsdRhHKze601IgwQSKTWlEohnLFO3G5Tu1YjbbdtgsCSqdRSy7YsLqurqmGNiihEYPEWoBmRltMpYRwTx/GB0hG7Bc0Yw3A8pu+mJQjB3s4O9+5scP36DcI4JklihFuW45Wvqq4b30//nLxA7bNUCU+z9fgyR6+LxeJzg5nGGAW8KYQYAn8DePGLeo4/TzzVRPEk3AiAf+1f+mNcm14gli0uZle4u9hlvd0COlzYv85rw5ch6bL1YJtOK+H4+WN8ePEaAsUv/+r30Lpm/94mR9fGpGHAnbsbjNbWOXZqldu3Jrz01mniwcASsZZs6IrFgjAIyJUiUoqgtuYy1WJBu9Np2oTEsfWKPCcrCvLJlCs3bvPy+WdJWi1MGBIGEdJLxsOQwBiktkY5YZKg3NSkchMc48p0pRSqqpgXhR1LGis4q4oCrRRhHFPmua0Sqsp6XkBjHec5JdJNZ3wike5MVFVlHxfAu3tFkeVLuO9JX8W48IkDYHVtjfF4bBPsYsGdO3fY3tnmH/7mbzAYjhiPRgxHI8shcexQzxL1rYt4wrvq02Z9Pm3TGs83+SLcrYwxe0KI/xb4XcBQCBG6quIkcOfnfb6fNZ5aongSGvZf/dP/Z/7rd/8qt0rDsJuwpXbIhCIIIrYWc7SZ83bnFKqccqX8+7wc/mMcWzvNP/zRf8fxzjFefeEVZjtT+r0W7X6CkgGFCXjuhVepqHiwMePsiS5RElPnOVG3a++kxrCYz+n2es32sCgIQFjOQpymCG2TRpSmlvuAPTy3PryIjEPe+NbrBMZQK0UnSQjc7xKGGNdWJK5MV3Vtqd3ub4VRZI15s8xWAEJYPENKkihqwM5Wu92MYKWUDV3c+y8URWH1Jh7YxF2wUWRVrklCHMf274QhoRAES7Rxz8vwWpAwCBoA1vt9ekA0CAJa7Taj8Zi6qnjhxReZz2Zs7+xw7+4GGs14OKI/GtHvdg8qNq2piqLBWB4VuC3H064onrZydNkG7/NUFEKINaBySaIF/AHg/wT8t8D/CDv5+OeB/+LzPk8hxKr7G/uf5feeSqJ43Po+gH//3/y/87d/9FdIugnbu/tcu7sFw5DRoMu+LjgWwXoy4MeLW5zRMS+e+wNM9ib85g/+C54//rs5OjrK3Rs3ePZbLxN1U2KlGQ1S2qMe1Uwx2Vzw5msnoDRkk4KV47Yk90BcnCTkiwVhFJF2OmSTCaH7el0U1G7hj4witFKUWvPjn/yA1cE6554907QZwhjiIAClaaUp8yxDBgFxkiCUwjhcwZfmDdvSgaa1UmAEoeNU4MBBrTX5YmEp1O79TFotK22XksIt3zXugPvxpRGCKs9BG7Qz/I2iiHyxQLTbllGpFEmSNK2Bxzu8x8ayRgUhEEDtlahugmOA3mBAr9+HsxZxm06n7Gxvc+PyNcIkYjgcMHT6CePISJ6qDj8LcC5XFF90dfFlSsxns9nnbT2OAX/V4RQS+GvGmP9SCPEB8B8LIf6PwI+Bv/xZH1gI8Tzwh4AxUAohfgT8HWNM9SS//4UmiidtNX78D36L67ff4/TgPO/c/4jJjgN6d2p25xNOnevzRucY78/ucTptcWbwArs3LzKPS37l7O9H13B/5xanWmepZ0C/ot3vs9JrU6uKXj/l5NHT7M9zTF7w7LkjzKZTuv1+82FWRUHitBulIw8hQLgKyGMScZpy8/Ztrt68zPPnzrO6uorWmiRJLNDoKN5hO6BwHAellCWDgeUYGIOMIktOcomzKgqkEMRJQiAE0gGRVVGgHBtUuFJWuJak8tiHO+B+yc5isbAisLomCkOMEBhdIY29y8k4Js+yxlzWVzmlE9X5Q+ktBeGAgSmltAIy93VVFNbKrywxUWRHuDip92BAr9vl7LlzZFnG9uYmN69eJ88z2v0ew9GI0Xj8M2W5TwhKqYNk7r72Se3CsjnMk4javsxEsVgsPpdfpjHmHeCtj/n6VeC7n/e5CSH6wL+Nnaj8bWAN+Dfc3/qzT/IYX1iieJJWw/Poi0VGOx7wW7f+Pte3t4liSVVqaAm+e3qVpJuykVWcSIYkQczV+x9xfu0NXjz6PJPFBETKc6dfp5xnlDv7tF8+TmdlRHB7i8FoQJzE3Lq9Q5oGrKwNmO/s01tfbS7COE2J4pjdra1GkFUbQ2XKZhyZu+W1t65f5/7OLm+++iZxmjYgXlEUVjDklKtSWlJUVdeWqh2GUFU2IUhJYAzKGAJnpBPGMYkxZIsFtTu0nlotHCNSCYES1pAmjiIwzhynrhHQLNMNOh3KokA4QZmVkAfkRU3upi9RGJLGMdJhG1VZUjsOhq9uIlc9he5AqbomimP7nD05zCVWz+ZM4hjpXpMG+z+XsI4eO8Yxp02ZTqfsb29z+cJFyrKg2+2ytr7OeGWlwVsaMRoPe248esAfldx/UoWyHF9movgaOnCvAmvGmF/zXxBC/BXgvwb+rBBCmMeMhb6wROE/pE/6MPyFIIRgvL7Knf2r9CX0Wl22Z7aiiDpd7myXDNC8tnaardkmd/a2ePv47+eVI2e5UzxgHK2ytnqO+aygNegyPDlCVbaKaa90KY0hKhWrow5ZWbKxuc/aSo+uAw09U64oCkQY0nU7OvR8ThrDwvESyizn2uWrJMMeb731pqVSO/7HfDZDSGm3XweBFXXNCqoss36ZWlNkGXG7jSpLix84izxprEJUCEFd1xavCESzmq4siqb813WNwRK9Wr7n97oPhyeoskRjx5QeZ5BBQJKmJGHQVCxTh3uAVd+KMLQ6k7qmKEvCMGxwFeUqDiEExuELgRvLSilJ0tQmLqwAzihl25UlkplPSJ6D0XFq2NNBgCpLpvM5e3t7XLtxDaNhNBo9dCd+HPj4cRyNT0sYX7YD99eQwj0VQvw+4CaQYSuUi+57EvhUwscX2no8zuB2eQnOifXXmNZTJnc+QEQpkTKUm1NGJ1c5OzxPvjcl0V3+0Nt/CFUqNnXFm699j3YZ8WB7wfhoj/XjI7bubnPk7BEGgwG79+8zKTVRL6HYLtFFydqgQ9pOKWYzwvGYqiwJ3Z03TRJ7d3QchTwrMUqR70/40btXef7MOqunT6CrqmEn1lVFFIYoY8iyjCoMiaREC2MTg5tACCGoswyjtdVkOC6GqiokNBjDfDZrSm3jKo4izymyjI6zqZfGMJtOSR1jEmOo3V018AzOMLSkKueMVdc1rZallyMEbVf9lFVlzXXcYfIMUv/5VKVdOxD4fZrGKkS1sSY9dVlanMEls9oJ9bw2RAph3yv3WUdRZJOMa628Z0a326U/GPBM+Ky16t/eZnt7mw8+uMBgcJfhcMDKykrjD/E4PGOZg/Fx+ManLSj+ImI5UTzt/SGfIyrsMOsvAr+BnZy8CPy6EOIvAx8Bf/7THuBLZWb63j7udgjjmPVwxPmTAy7mc8q5YpB2GaUxWzvXeDZ9mSNrL1DPK06uHeflXzqPqjSTvTlHVzsEhWLz1jZHTg6RgbQaijAk1CVxFNEZ9ghbMdNZQbmzx9kXn7MtgThYZ5/nOWEUUdU1s719ojhl4/Y9bt3a5s1XztoWxd1dcaQnjNU3lFrTdhoRFYaINKQoywaHUGVpORqO4IRSlHVNezCgdpTnCmylEB4QqypX1rc7HfKiIHI4gHLiOekEcKVSB7b1QqDrmqTVsn6hdY2RAUqbJrkFYWg/bAeGaserwBwsH4qThGKxOAChsSClb8cCZ0xcL/KmTQiwGIp2ILGARlHp2yDpKhetdQOSGmNIHPYShiHr6+vs7Ozw3HPHiOOY/f19rl27TlmVdDs9VlasP4SvxpYximY141Lb+2iy+DJbj6dN7vocsQf868ACOA6NTrED9IGNxz3Al5oo/Ae3fvw4r774LH9/+xLDHc3xGsZrXfb2Cn608YB//Nm36Y2Ps7V1ifOvfI/nv/UM2f6Cdr/H0XPHWNzfY6oUZ14+gTSGuijt7B6oKkNZ2pJ9c2vCuNeh0+2S7e/b8WiakuV5Mx7Msow4iuiPhkyrK8Q7gu9+90XKrCCfLRBKoeIIakXS6yKkJN/bQ7hEI7Sm1ekgatcqSMl0OrVjSUcR9x4G/i6s3LjTYEeuviVYLBaEYUiSJA2AaJbu+P5QR3GMLgqAhsItw5AIrAJUCOL4YBwpg8DK5KsKheU1KMeSNUqROFFZkecgBKE73PhJiDGULjHIIEBGof2+e05+fKu1ttMb1xY1Jj+Odo4xjVdH6PQr2mE6gR+fAu1Wi163y+nTpzHGsL+/b017bt+mrg2DQZfV1VUGg8EBDwT/dD6+/fgyEoUHij/u73+VYYyZCiE2gN8DXDDG/MQJ0OolxuenxheaKJ70zYmiiFd/9bvcv7uP3r/JoLvHB/MFMjD80Wd/H1OzQO/dYm31GTpxQDlf0D+ySu/IERY7O4gQjpxcxVQ12bykn9iyOwRSYQ/izr0pSRyzqBSze/c5efYEUkrLiHQ4gXTjOozhB9//PkloWF/vUWuNEYbeqN9oHMIkZr4/QwiJUppA2hJahiH5YkGxyMizzKpLwxDCkKjdZr6723hUtDudBtzcn0zY3tql3+9gtD3wfmSZ5zlpmtq7tks+kaOH13VN4d7n0lO+pbS2duLAo1PVFSIMiIKAvLJ+ngZrMiyFaAxnoiSxWEkYEgBBklBVFbVSGDcJqR04Wdc1eV5SVbqZfABEj3IkjDkwyvHTnCXehpaWieoXJHkxmXGAqv9MvHVfv99n0O9z5vRpiqJgMp2yvb3N1avXCKRkbW2V4XBIt9drqolHk8KX7cD9dQgPUgohXgf+JeAPA38T+BPYCqMF/CkhhDTGfOqavS+tohBCNH2inzIMeh2eef1/yA8u/S2eT9cZH0mYlneIS4k89W0WWUaRK/pHjxAEIfnODkkcI3ptyqJGlyWDfst5VlpmXFULTFEzHKfM89xqN6IQVWsWe3tErRZhu90QlCaTCR9c/IAXnz3Pxo07pJ02dVnS7XTswTOGSAjmOxOCVkIQSQIRQRiAv3MqhQkM2XxO3GpRVhWxO2zCGKTzttBSIo3hzs2b3Lm/yYnjR7m/eY+9vT2uXr7I6soRWt2OnW74sWsYNizJKI6Jhd1+XirrjBXHMaVSGPf3pLRSeKWUVZDWtS39tSaNY3RVgTuM/u7nsQkhRGOV54FO/LoDp+VQtUIpTenaoDrPUVrbz0VK62XhgU5oAGDhnref+gghkE4d6z1AtDq4Vj2nI3TjWf88AcajESsrK0gpybKMidsoNp3O6XZarB450tjY+fiyMAqfdL8m4bvHfxyrGfkjwD/tvvcAeGnp5z41vlRR2PLav263S7QSsnXrJr/8wj/FJFvw0Uf/OeP2Udor56im9+j1jrF6bEy9yDBRTPvIKmkYsr+xQ3vcQccBO1tTumt92u5iV0Yz6iRM9uaoWtDq9RCVZmd3m/X1dQsWTiZ0h0NuXrnKg+193nj5ddqdDvdv3SVqtazwySU0UxQUhbKLg9zdUkYhpdGEXog1m5FN9qlmM6I0pcxziCIrmGq3bXlelqAU167eoqwrvvOdtzHAkXqdfPE+o/EqxTxj484d8nnGcGXMkWPrxGHY8C1qJ833CH5VVY2StK5rO9qMImpAaytAk35a4RJ1UZZE2OkJnvdR16iiQAcBufMN9VqVLMse8poUAgIhD7gyrppA2qVICIFxlnoeR/AtiHfvSpLESvqXBIKVE7r5JPJQv29Mo3XxvI4wjlGOOLa2vs7R48etonexeGgxkDeVqaqKxC2Qhi++NVi2wfsault5MPNVYMd97QQWu3ii+FJTn8/qSilu3rqNCjq8+crb7N3ZpsgLTp75/Rwd97l76wLR+BjRYMDWgy3OvH6esNvF1DXzLKN7co3F9j51XtDrt4nSlDzP6QwG7M83LY3BCII0JMtKTBjQb3coHOmoqip+6ycX6a10+fbbr1OVpeVFdGOEk29HQcD+/oQwiVFlRa0FAmnl7QJ67Q5ZljGbzBDaoGtBWeTE8zlpu03opgRpkqCUYjGZ8N7lm4y7HV569bwlZTkrPCk0o/GYopUxXF+lcmrQe/c2mcwm9FspK4MBcbdHmMQHd29td5gsC7xiKZ2RjBtbujt5GIY2gbk7uLeyK0s76QnT1FK2nWI2dN6hnt+xPLEKA5v05RLPwbM2pcMZGkm6soY9saOVSz/6dbwMD4pGcUwQhZZl6oBR/M+6ydEyx8L/fw8Ce/DS29idOXMGpRT7+/vsbm9bDxIhmE2njFdWGnzji7y2gyBgb2/vazMaXWon/h7wK8D/ALgshPiXgeeBf8d9/9O3e/MlYxS+VPzpT39Kr9fjl37vd9jf2WF2f5tv9Xv85J2bXP3gx6yePkMUBty/fY/20WOAoNzZJxr2rOv17h6qyInaKbN5TqQNKyfWKbIMhKa/ssJikrE9qZDa0E4luzu7jNdW2Nuf8uH7N3j+mWOcev4s2f6U1rCPFoLFvKYqS4aDAYvFgiiJUWVJ2k2Iak2ZVVRG0Oq2HceggqokX8wJsIKzuqxI2m06/T6L6RRlDPt7e1y9fJOz506ztr5qWxNnXiukpK7sHbTb69mJiJR0+32OHDtGWRTMJxO7l+LmbeZlRSvqsDLu0mq3kAKC1ArCwB6cOIoQWj3EXSny3Hp+OrcsKSV5VdFqtVBFgXEJBSz4GAlhqwljaLfbDb4g0ATSViTKHU7P4Wik9MpuLJNBQBqG1qTHtXphHDdSeL/AuSgK6xSmzUPtkHf6Ch0RzGtPPPDpX59PNt6TY/l69BUFQpCmKVII7t27x8WLF2m326w479HPu/jYx9fVWNfhFD8SQiTYicer2HP/Z40x70Hjg/Gp8aVWFFtbW3z00UecP3+e8XhsNzeNretUOc/od0LOv/AM+w/uc3+2w+rRNXrdEXev3KTf69JWCiUgm+ekox75LINAkiYBVVk2FvgIQdJOWIsiisWc6X5Ot9vm3p0tLt25yyvPnGK8vsJkf0orTZhPp4RJQrffQQKLLCNttaiLgqKuKcuKYlEgjcZU9k5eZhlpEmGCLihNHHWpDaSBBRD3trYJk5jtjW3u3LnJM8+cojcaUBvr4F075+0wCDChc80WgigMKZSiWCwQQUBgDGmrxal+n1NCWKPX7R129yZcub5BmkQcOzKk1e0RhJZIVhQFhdHECGp39649D0QpZpOJZVQCKsuo6tpqWjzomqYgrbmvF4XVzqdTK4V0ora6KJBxTOVUqVJYw52iKOwEZikZwAEd2xPKpDvYcZLYxKBN44JeOacvj2nUWltbPk8Uc88LaPCW5ZWSfmLkcR6ttV38Mx6z7hYf+43ply9fbty2x+Mxo9HoM/MglhOFZ2UuM0i/qimIAzP/BeAfGmP+df91IcQfdEnk3Sd5nC/Nj+Ly5cvs7Ozwne98hyRJGsqwpxNHScJgfZ/p3dvIKOb1U6+xv7HBxvYG60ePoOqa+d6cpB0TpxHZ7pwgCYmikGye01pZIVEKU1uT2ziNiYIatQgYr8RcuvKAvdkm337tRWQUsDedkCRtqqKk1esQxYZKGcosI0nTZieHqhXZNLcTg3YMdU2ZZRbAS1KCMCBKW2higjDG1DWL7V1EGHDlymWUjHn5lRfJi4J8OiNqW1l6JARxFFkGo7Z3x8hNHPwkQwiBEVbxWSvrip1GEStrq4zX4LnAJsidzW2uXr1JWdZ0+jErw5GdOEhBIIQ143UVgXQcitqV/kIpmxTd3lTlDrAUopneSCmtE1cYErg+PwgCRBxTOg+MyI10y9quUyzc+6jq2lY4jrnZcB6MsboarCeob2OayYl//e53/J5X/28vyffJAA7ATn84/fe9/uhRirhvU06ePNm4be/s7HDnzh201gyHQ8bjMYPB4LETjWUHbm+SDAdV9ldh8yeEOAK0gT+GlarvYHkTl4B/GfgrwLtf+tTj47Jmnue88847jMdjvvvdA12L7w+DILDIfVGQyIAj6310uMLFi5eQoWSlP2RntmBgAlZPrlBVCjWriNoRUsBkc0p71KaYziCJEQGEacp0c5cwlFRK8uP3LnNkOOStMy8xm88wMiAMA2RYEwdOHVpViLqmVlYMlTniURhHdIZt6qymrq0jFUiSxE4+wiBAxTWy26LU0AkDgjjhww8u0o9DTjx7xkq7wbp7uxJZcgDwhqFsLnyttfWnDIJmTBpg24HCmdgYxw7Ni4I0ihgN+6wePYI0hrKu2bi/w95kn+3tPfa3d1lZG9vSvq5RVY1AEEp7h/bjyzhN7R3eHUrhSvXSUdDjOHalvSYMD+7WHk8onZ+GwI56cbyNcOnQV1WFcczQyLFjvW9oaQxCHOg9GvxCHywn8t/zzFd/+JrJCQc8Ck9Oawxr3Ejc/86jB18I0bhtnzt3rjHN3dra4sqVK0RR1FQbXceYXY5HHbi/aPXr54zjwD+BFX8VwFnsSFQAI+C6+7mvtvXY3Nzk4sWLvPTSS4xGo59585YzbKvdprs6Qi+m3Lh1l9XRiCwvub+3zfnhKqrSbF3coztsE/VD5nsLTBgQpwGEEbnWdMOQIluw2N/HJBE37k159yeXePX8acarbYoqJ253EIFB1dZYptQVdVXRNoYgsMa3xo0GjUPmCQIINaY0VLUije0dkrqGICDudog7PeIwoCgLrl66xLkTx2l1e+T7e8gobsxnjWNGBkFgq4UgIAyg1WpRVZWlPLvDm7ZaVgDm2JlxHFsnLmPFYdJLxtMU4Q55EoacOn2M5J79O2EQcmfjLtNZRhwF9Do9VgcDTGAxAF1ZTMVPSIwDJKUb9Rk3cQiCoNkaZhzmoIyxln1u7Jm7vST+0GpjUNBskg/CEO0PcF1Tc+CIFQQBBtuWeTxCej2LazN8BbrcyvwMfVsfLFfy/46ShErpZgP9sl0f8FCS8RXNsmku0GwTu3nzZiMjH4/HjMfjhlAnhGjcrZaT11cY14C/BgTAO9iRaIz14vyHxpgZfIUYhdaaS5cuMZ1O+c53vvNQv/doXwkH1UUcx+xMJvQ7bfa1YZ5tEScR+/OcqJAkQpLUmnKvIuqHdFa6qNpQzBYM1oYWtJvMCeKY+9c32Li3wy9/9wV67YjZoiAKE2QoWZQVRjgNQ1URRzF2mCGojAPdkoQyz+mPRmSLBTovyKuKIAwQWiGlIEwSkk7Hcgxqxf7ulMn0Hs+fe45Wu21Vn0kK7i5qlELUikApKlfil3lOlh+Uxt5kpigKyqJkNBzYSsTpLfAVhwMo4zgmSVNm0ym4r0shMEISpyn9fpfheICUkr3dfSazGe9dvUGsDf12wsrqCiMpScKQsNWyvAh3mKQjQoVRZEfPTj4fRnZlonGfmRDWhNjzFrzlX+Ck9aqqLJjpWKNaKSJhPTg8YGmMwSAaXUkQBM1WtUCIxrwXflZ67q+fqqqa98ePZb3z+LJXq7/ulqclcqnV+bhKIE1Tjh8/znE3hp3NZuzs7PDhhx9SVRV5njfttccolv/W46oLIcQp4D8A1t1b+/80xvwFIcQY+E+w1cB14I8YY3Y/9cFcGGtOsy+E+E+Bq8aYUgjxEtaPs8+Bke9j4wtvPXyrsbKywttvv/0zKr9P499LKUnaXep8gVpM6HXGbM13KMoaSYwKCnLVhbpEzGPmUYEKBK1QUi1ydFBjjODdH7xHK23xnW89TznNmezM6a32KOoaIQ1JGNgytyoI3Zwwy2o0hlAZqvmceDBoeuwoCKDTxgSy8ZeojSGUktqVtvN6n8AY3nj7e1TzBaHb3ZGGIcXuLjoIKLOCODRkWUFnZWRVm1ISBrIRb3l/0cjJyo0DIsM4bqz2AjdCbHW7qKqicmsAjB9RSok0ClXkKN22qweiiDgKOHP2NKdOnySfzcnznP3Zgls/epd2u8va6oDB6ph2HNvVidi9JSw9tm87/IHy1UBd103F0Wq17IRFuZUGi4Wdrjicw097Qq0tY1RrjJTWD8TdzRs/DO8uzsEkxF9Hj/pg+mtJeR2Kq0iqqqKuyoeuuWV9iG/5lrd+Pe467/V69Hq9Zgz727/92/zWb/1D/p2/9JcIgoDp/ox/7p//45w9exZ4Iv1HDfxJN6HoAT8UQvx/gf8p8N8YY/6cEOJPAX8Ky6p8kufpsYf/BPifCCEuY12ypsB9IcT//EmTzheaKPI854c//CEvvfTSx278+rhYLs/sB6ig1rRXjpDPF1QTaPXaqB2Yziv6cUmlFFFY02uHVLVmur0gGY8wecHuYsKrz56nN+wwm+ZEgaS3PmC6N6fX72AiiZnPqXEHKkgQRhEEUJUVdS0R63Y0iNaNEa2pKkJjKBcLgiSxrlbGsjHfv3QdIWJOra+Tdrt2YY8QjVt2NZ+hw5SqyAgdSzLLMlsypym10s5iv2wqLc8tYAngQ0p0aXUtgatQwjimzDJLtup0Gs5BbRQtaScbsaODR2lKvljY5xdHrPR7rK0LwmfOUFYVezv7XL18iyyf0hsOGPWHjFdHjaTc7yQJHbPTcxj8egPMAanO3/ULZ2SstLaOX1VFkCTNXb721Za2e0uadgd7IGsvhHPXij9uHkdpSF3+fZJ20bJ9OraVCT3Pw1UoeVFYgHVpMuJfy+cBHKWj7f+xP/bPsrGxwYkTJ+j1+kyn0+ZnHldRGGM2cOIsp834EEuK+ieB3+t+7K8C/x1PmCg4wB4C4D3gfwH8Ry7pfB/bgjxRfKGJIk1Tvve97z0xkWW5LPN9ppSCzuqY+x+8j8oVa/0hZaYJA0EnCtneK+m1YsIkopgUSCPoHOmyc2uDB/M92u0evaMrVlQVBZRaU2c1SZogwwCFoA4CikUBypCkxprr1pogCO2uT2NInaq0KormApOB3V4uhN3JMb3/gPeu3eO5U+vs5xVlXpA7wpWoaypjyCcT6iDAVAUYgYwjTBRhHC15vlhQVZbkhNaNfFy6UalwytHI3VlNGFI4qTp1Te14Be1ej9zRvo2UJDKirh3LUUoqrdFVRcc7L7kWBW2FXFGrRdrtsn7cksC2t/e5f2+DKzdvEmjN6mjI6rF1yko9pA71oKE/pJ6IVWhtzXKiiDCKKPKcyI0pjX+dWK2MX5uIPtjqLoRo5P/GtVxGykafs4xNLE85PHDaJFeztLFdWFWvHxMLNzL21+DnjeV2ZZEtOHHiBL/2a//9h6qIz/L4QoizWADyHwHrLokA3MO2Jk/6vPwT+AD4nwH/FPC/dF+LsGrSJ4ovvPX4LGy35TuC/11Vluzu7jM+eoLp5n2ub9/jyKhHGKYEi5BuGpEkNXWuSIcJMgy5cvEe3U6L17/1Ghd//BFFXhCFAWmvzXRrj047RaYxs905QSfFIAgjQWkgLyrEtCIcBxgZUBWlNYtxfpSWEGVBRhw6r7Tmwd0HXLv1gJdePsf68aPMrt6h1e0Qt9u02m2K2YzAHR4TxqgqI2y3wfszYEvkcjKxKwfLEi2st0SR55TamtAYIGm1rHOUMXYKEoZWgdpqNZL2yrmLpWlKHIZsBRJRHvBKjFKNcMyDgkLYnSCF1kR1jXbcjrjVYm1txKDfJhSCsqrY3tvj6tWbTOdT2qkFXIfjcbOIyLh+3y93ChwFXjpDnMhRrgkC+zqdh4UfbdpKRDXXxaMHWMYxRqlGk2KgaXWAhvFrjGl+VyllWzI3UQl8onGOXh5b8RL65fHpcjzuwP+su1W7+dnPmoCEEF3grwP/K2PMZPn3HSfi82jY//fA/xr4D4wxPxZCnAB+E5g/6QN85eoV/0b4u4OWgv6gx/bmDllVM45HxKnA7IAIciqj0XsGmeaITsDdW/c4cnzMsedWbckZCOJ2C+oaUxS02im1AV2U9I4MqZXd5BUGATpQxDIiGwZoJHWRWbl4VVkxFICbJBhhbekqpbjwzodszPf51iuvEEgrN09DgaotaKeqilaSMMsyCAI67TY5jkRUhtBKUXlOiV3fJ9ykxY8Eoygi9hwCZS3xfOlc4g6VEKg8xySJ5TfUtd12VlXoICDLSnpxYM1yHCDpiU0eAynd3VVXFco5W/m7rZ+AaCDtdjk9HHLkaM7VK1ctdyXLufqDH5MkIePxGv1+h1a73Sxelv7gYQ9xIO2Kw8AxM4UHGL2GAzBRYOnjjrsRhmHzfe/H0ehQsBONeolTgXv/Qsfc9K5dgRDU2k5mAikfGgEv/94y9uFxjI+zdnz08PtEIYRgtkS4Wr62P+l3HzkLETZJ/L+MMf+5+/J9IcQxY8yGEOIYdnLxmcIYc0EI8X/lgKp93xjzL3+Wx/jCE8Xym/+k4T+MMAzRRtMerbI3mdLXPXbVlHYcYTow3cvpVAGtXsQkq7n27i1e/+4Z1tf61NJusaqVQmcZSbuNaLXIpnPCuibqdylnC4yyfgb5dE4lNUYKQkBr2y+XlSVahe4O7I1fVFEQSsl7P/oB0OO7r71GbRTz+YQwjqi0oSsswSnPc1t5CEEcx+R5SRBZcpjSGpPnhJ02QV2TTWd2mmdMs9Q2jmMWrlQ3xlALQex66OZC8zRpr9jEtn6eLh0I0I6jkjv2I1of2PO7EaSXpQOkDnBUSqFxW7+wPhplUVgrwShiMOgzHo04e/YMuq7Z2tnh7sYdtnYX9FsJR46sMBgO6XS7SKyU3etHPMjYYAOuPSi0hiBupjZVWSK9kzmWul07wHe5kvB38kaR6l6Lvw4D19pEoWvHpUQsEbSWx8DLYOaywS88TOL6tESRzef0+/2HksSjY9KPI28J+wt/GfjQGPNvLX3rb2Et+v8cn8OqXwgRYtuOP4KddpwF3hZC/NPGmP/Nkz7OV1pRLI9KwY65QilZbG4yGA3ZKDYx1MRpTL3QKAFlpLh17T5ZWPP2L71C3EuYTTL6qzHCXYRRu41xisoojSG3h7PX71qGZ1GRpglVWVJWNYSGJEpI44Baa1LH1U9brcbMRS0WXH7/I9aOn6QzGrm7YUicSFppSDAT5GVOEscPeSmUeU6aRNRSMM8yItfKhEqTZQVCCuraIfgOxJtMJvaObAxVEBCHIUWWWbdu9z7JMKSqa8o8t8QwYSngodt0FgQgZECV5xY0dKxMz46M4ph6sWgWIdfu+XrKsxAC3HQFbLKI0xRwX5PWM0JKyaDXo91q8fxzMYvZjO3dXe5dvGKT8rDLsePHaLfbzQJjP/4NHGfEGIOsa0SZE+K4EMZWdtInS9dC+bZiGXL0U5dlbOKhsaT7X+RHua56w5hmdCvd9bLMpPT/f/lxP64iqJyLu9aa+fxhq/5HE8tyq/1I/G7gn8MyJX/ivva/wyaIvyYsDfsG9sB/lljFLjX+w8B/6r52Gfjvudf2WGNd+IoTxfIH2oCZUUxn1OPqxatk+YReb8D+boGu7d352u0LrHYGnD9zCqEteyRZHzdEmkTYkjeWEhFFiKqypin9vq0Mqop2mlDXkq6yxilZviAwgnavQ1bOreiosns74zhm6/ZtLv/ofZ599XmIYsqqII1a1BiqsiaQAZQZSdKlcMpPgNAnQoBAupV8CSLPKasarSoG/ZHdDFbWJG6pcNpuW5dtr3XAelF48xi0Ji9LjCujQz829OW9lNSlJpCFrTRarYd4AnmeW69Q4zQc7vcUNPtN66IgcroPf5hLrQkj2dx5/Qg1kBKZJNaCLwg4duIEp89GVEVBUZY8uHePxWxGHEUMx2OGKyuNx4bnR1hsy1ApRSzcKkSnG/E4CI7XIYVASQkOVzHaOmj5pLd8fS2PP/3fCQK7iQ2HdUTLJLEl5qbHT/zhbp7HUiw/rhCC+Xz2ea36/wGf7Avx+z/zAx5EBysn3wFK97V1YOL+v/es+NT4SluPR7O3NWkN2by7wYmzJ9nbn3L3+gV6o1NkhWRj4yLHh+sMeyN0LqilIDCCcmeC7HdcFeEowXlu717GEHY6lmFZ1bYUdgerPx4ym8/RSCpq8kVBXdo7e9RqkS8W3Lx0le2NBzz72gu0+n17IGeavFhgVEk77ZLN56iyYneyy6g+inAXW+aFVEEAtSFGWGKXgLooiWSAApJ2CJJmOxfGKirbaUo+myHCkCiyBy90u0iqqkJDA1AGDmvQThYexUGDF/iWZrlEjqKIPMuI09RWXkliKd3SyrvDOG52j9RulaF3yRJBYP1AA2epp7XVhAjLt5hN5/QHPaSUrIzHHF1fR0rJYj5n88EWFy9epq5L4qTFuN9jdf2I86KwQGjpRrCVey2le91hFNlWZelOH0hp2yRhfUON+14Qhg8J0nxbstwG+GvVJwd/1S7/nL9G/Y3o4zALVdd2faKxfhjLVv3+/VuubH6eCcvniBnwA+BfBVaFEK9iW5jvf5YH+cpbj2X6rRUfFRx/5hx3Ll2nLDJWxyfYzRfsbkw5d+o8kQlRlSboWSR/saiJUreNqyhRxtriozUySVhMp6AMMpAEgURqg4xj4iCweo5agXZeGYFE1SXZfMEcw40rt+lGklffegXhLtLQVSmD8Yi6tCKoIJDIOKIqrSw7DALLAwhDTHOYFGVVorM5UZoSxxFCBpaPISxJKQhDqrIkzzJLeXbMRREElpbsLsaqronS1AKSzsxGucoAR/OWwm31CkNih01IKW0r5d7v2O01bXU6jYw8CkPKqrJJQ4iGgu0Px2Ixo9NKCVyLJaLIrlasKoossxT00FBkGWkcU87n1FFEu92m3Wpx8tQJjp8+abUUu7vsbG1x4YP3UMagtSRzWgnf8oRxbA18wfppOH6JNJbZ6klpfnzqE6EXmTW0bA7wAulaONwY2l+LzSLopaTiDYE9Dd2zSZcJW55/YR/fNFWHb6H8AmizVLV8nonI5zxj94UQ/z7wp7FA6L8P/F1jzL/mvv9EPPOvvPWAA6widHeluq7pHxmR5x3eu/gRZRbx2mtnUfOK6XZGFLYpgbBQ0BFIbcgmUzrDAa0wQec5Sb+PrioWszntdgsZ2vm+CUMCt6Q3kJIwTegimC8UaSzZDQKEqrl8+TZH18cMe23rwK01stWiynPibte5UReUdU1tIkQQWk1BXdPq90mShN2dHXshaU2YRIBBtFJQinavx2KRoaoatF0XWBSFBeDA4hKLhZV0B3YjeggNb0LXNUpayXuR57TiuFkAZKqKSFrzHQFWK6KtbsWTr7RjUqqqsroLV5XkrtQvyrLZ0xG4gxZIicB6ZWrcjhEhmt2qrW7XOnlnGRhDkqZ2FOw4DBpHsHNJqNvr0e3ZyiNbLPjg3Q/YuLPBIpuRhjErK2PGx47ZhJhlBE7v4lcnendxfw0tK1ANFlcRwknSMY2sH2OaHbF+PWKDfSwlC0/4EvYLjSNX4CT5/u8WzgdVa412ZYlPMCw9J5+IWAZF3fvxNMMYc0UI8S9i25AFoIQQHWPMVzce/SxZcrns8/+WUUyr02F/e5vf+ulPWev1ePX5Eyx2dqmKhMGxEfm9Cflc0+23KCpDmEIrSchmM8q8hryEjt2qnbRaGCExUiKSxKoX3YcWJgnlImts9ksD83zOT967zfnnj1pFZRJCUVqyllJWvSmtV2QYBsjFDAIFRYEKo4ajMJ/NGh6ECQKqrCCQILFekfMswxhNnKRI6baAu0PXkJCMlWJ7VygjLMuwLgqbKLRuXL5DV2ZHkd2qnpcFIoxsKa6tz0SUJGRZdkDecuNQP90QuIPipjVobWX1VUWaJBgpicOIILLfM8ZYIpWjq+PuxH4E2WgslKJycnbpKdy+XXKff5wktPpdXnnrDWviu1jYauP99zAC0qTDeGXEcGXFAsZY7MdXO56p6gFPrbWtevDsX3FAznIJ0Jv7+q3ry9fw8pgUHq6qvDuY9+pQSjWmwGbpMTAHDuqebbqcFIzWT72qEFZq/j8GXl/6cg/L8Px3xRNIzOFrUFEsM+vsARZksxnvfXCJN597nkgIdqf7DHodWrGizjNMv42kYjatWGu1COKIMi+I2i2SJERhMHVtF+LEdgNXEIZIrQmSBKSk3W4zn80IohAZhdRlxq1bW+zu7vNL3z5Du9dBKUNVa8LYgmSe6KS1ptyfAoak1UYLSSUXxO2W3QfqenzhgEMLNEKtIUIxWxTszjK2drfodjqUpdVzlHneiL+MsEuDklbLYgxBQOUubBkEtkoJrA1/4ME4x9TUxhC3OvbgYxWiSsqGH1G6zWBg94f4sasydrdH7aYTBBZDMVVFUVV2dcGioGq1rDZFSqRLjA046ZKPP2hg+/QwSWxFE8cotwzJu3L5itKDpFEUkQyHDPp9jp84QZZl7E9m3N/e4uatq0Rpl/WVVVaPHrWu4g6M9SIyZawgzLiKQwjRJFLczcmvghRao3gYxISDkWflAE3vnmW0tkpd58NRlSXKyf6Nq06WLnD7X199+GnLUnzCBOTnjqUE8GvYacqfct+KsJXFdff3v/6tBxxcJB6vKMqKazc/4s1vvY4ucnbubxEkKbmGQEOtBUFoaKmQ9FiH2gioFUQBgYQ4EATKkpFIksYjwRjTMAJVVVltQVlS5QUhcOHGPcqiYnU8Ik5TlDYEoQQpaHc6zLZ3EUojjUEYjTKWHxCGIRWCVqdrLzRXDSAEZZbZlX5BQGYMQVkRtNvs3N9if77HM6dOUVUVezt7XHznHQwxK8Mu7ZWRvetjJwthFFmjGWN7/ziObSJyI0yguZNKLBioysomQFd5RObAKi5wLMdAWrl3FMcUZdmsCBBY78wwjlFCkKQpuq7J8pzcKPrSamGadQcuCfu7auDaA+84prFu3EJYFimO+5FEUcMAUlWF4GAE6d9H6aq4VqfD2pFVyqLAAPPZnI8uXKAqC4a9Ab1+j/FoZCvFIED69srxYIxRBzwSh234seqyvsPrVJafR+2uF7+u0bhRrU+QShsCR2DzSukmAQjRAKzG2BtYI3P3rcdTOlruv3Pgbxpjfv3nebCvtPVY/p2iKHjnnXeQwCvf+yX2NzfZn1Ssro7Y3J2RdlOSoGZeB8hckawk1gPRGOpaI/PakpxqRS2cGMiX7FrblsFYIBPvWB3HkBV8/ycfcnJ1zGhtyE/e/wAjJe0koigrQhky251Q1Io0CkFIjAaDteKv65ruoMdsMkPXCpXnBE5uHcexnRa4nacmCLh25Tr5IuOFF85TlDW9VosoDDn/2mvM9ifc3XjAxoNdUIJBL2J4dI3hyorTQuiDO3dd26XHgd3bETkmZY1dIqmMphW5naFuOmC0tdU3WtvxogOS66qy/ApXuqul3t+X1bXWxI61Wdc1dVmjTUUQh7SDgLIobNXmgEIdBEilGjYm0AC8gTlYR2CwgGVd19b/c1nsxUF57iccnV6PIAjoDwYcObqOd6aa7Oxy9cp14ihi7cgqw36P7mBgE1aeEwZR41ju1z5qHFD8Mdeur3aXSVbeUs+3aP7rVWV3liwWC7rt9sEUxRx4Zyw/pm+5gyB4avjEEjfiHwG/4piZvw7kWFfuC8aY+0/6eF95RSGEYHd3l/fff5/nn3+eqw5xl0HAeH2NzXtbdFoxqRDIbotuadBhSKfdsoQmpWnFIbqlLQ24LjGTBWG/g3R34tBhAnEcY7yHQxSxdfMW7354mddffZ5YQ1GXpMSoSqHKGhlbqXdRKeI0biz7hIEgips2oK5qWmnMLCuaXRWqqpq9GxLr+vT+h5cYrPY5e+KcpYRrRSUCTBg5q70WZ589QxTH7O3uUu5PuXNzg5tXb9JKUgZrY1ZXRsSuF/brC1M3/UAIhNZuSiDcIiNbdoPDH9y0oHbAaRyGDeDmxVkCGgeq1K0p1FgdtDKCMI4wwmC0Qgrrrp26A1I4erxcelztqiLhpiORwzCkwxZqJ5XH8zrcgZRSkrbbZIuFnYhpO/r2UwbtHLaG/T4rwyHHjx+jqCqmexNu377L7Mplht0+SSulrquHJiTaGOsZ6ohmvuV7FMz0uI8/9IEDiBtzHfdZxHHM7vY2XWeD96jtnv/vMnHraU4/llqPt4BnsM5W3wISLDvz/wD8e0KIwBjzqQuK4StOFFprbt68yd27d/nWt75FmqbcuHGDVqfD3sYG21s7SKC3toaaZdRVRdxpkemMbDdDGYGoDfNWQLvVQk1zAgSZMojZnH4UESYJ+WJBq9ttmIfGGC5ducLO9j7ffvNl8tmc2tTUhQEV0I4Di3IXNQZNGAd2MVCeo2pFGIdorVBaEaYJZa3QUhAFtqRWruz1vXJdFFy+dJ3nzp6iNRo2AJd2ScxyhywoWRaF3UERx7TW1+gfWSWKY6bb2+zuz9je3kIYWFldYzge2B0SSjXbtryeoZIKU9RNcgvc+40xiPpgD6hyHp2eyOQdr5fdrKU7SHYHaWS9IRxQrI1pGJZlZd3CwlaLMs8PfDCSxDmUl9bbQykCsLs8jLFgZ1miCjuBMUHwEOFJOHzFa0CUUo2iV2Dbs1rabWmplHSOH+WYPE4Qhkz399nY2GC2t8+Pf/xD+p0+R46uMxwOGzzFL5ASnhL/SBWwvGPEuM8UKa1lgFL4Kn82X9DuPmysu/xYB8Qymp95iuGzz68Bf80Y81c+7oeeJEnAV9h6KKV4//33Mcbwne9852D+7UphhGD9zCkWe3vs3L1Pt98nDATlYoFUmjKOkXVNHQYk0l7cWZZjTI3EEES2H6/duE8btxu0LPnooxvEkeaNV1+kriry+cJOR1TmWJTWTVqXGUGSEoWS/b0JQila3ba7UxrbYi7mRHFM5cxpxdLsXtc19+7c5ebtu7x2/jk7sq1rKg+KuTuskFZSrhzhysuxvTGtdoa1Z8ZjC5QKwWQ65c69B+zsbpO2U8adMeNRl067jRKCAEkUR6Rtu/lMuJ5fc2AXF8TWDLhyjNXQ/TtutT6WmBQnCVFk+R2+NQkdH2U2n9Pv9TDAbD4ndoa7ATYJSmgs/P3OD4RdqCSCgLqsUNqCujixmr+DL0/FvFBO64MVAFJYjY12j4U7/EopeoOBtTdUilOnTzOdTtm494BLFy/SSruMx33Ga2uWdi0epn4/RAPnYcs86aoi6xdqlzZPJhO6bgudT2jLHheNHN899lNeQeiz0FXgVSHEm9jRaIYtDjfNE+4dha+oolgsFvz0pz/l+PHjnDhx4qF+Lo5jijynOx6Tz+corRmtDKlFCPOaAEEVxOiiRvbbtOOQuiopF5J00MbMJna3hneIqjVFXRG7D+jDDy6zsjrm+RefQ7o7bNqyawnDSFKbisoYYmPHe1Ir8kLR63cpspx2x678KxcLhDFkWlPPZlRGUFZ2k3jkxGTbt25z8/4mb736kt1SVdfWcSm3F1ZZVsxnCxazGdP9faelsGVtFIZ02m1rkVfXaOft4JWga6urrB89Sp6dYG8y4f6DLW4/uEMahQyGI8eqDNFlSeiWEAljEI5Q5U1w5FL/Hbhxbu3aj8B5Qfo7oVXP2vFulCTEcWwVnS4pzqZTOv2+lZy7z1omSQMEaiwPBGnl515vUTnSml9SJJwreOJYox8XflITuQlQoxtyiWgZ66iBME5o93pEacrq+johMJtM2N3f5533PiKUhvFwyGhtlX6/30xgmqS/lDiXKwVvD5gkSWPVv0zAWpb0+9+Fn8//4glDYtWim8A/A7wI3MUmkBXgzwI//dpqPR48eMClS5d49dVX6ff7P1OeWfMau0xYSEmr3WZ/ex8R1HTSmDIv0aoiSAKSyGbkKAqRtSW+TPOcdq3It/eQvTYibRFGIZP7W1y4eY83Xn2OoyeO27uS608rbaXkwhhyVWGUYl7VGCRBGFDlJYGUrKyt2j58OkUEIXWe2bLYGKraoGqnDBSCD9//AK0l33n7TcrFwjE/Lc06AmopyYuC27ev88zZM6TOnUrVCoTjA7jSOnLekzKObW8fRXZygy3LxysrjEYjtNYsJjPm8wX7e5tsZptMJ7scWTnCaH3NJU7Lvixcy1Fp3SxsxmEa0nEF/AHxilOAOLL0by/t9q7igeMj+O1grdhiOh5vCJIEXNunHfIfBIFdAyClAzNFgz1Iaf1MtdaNSlYI0YxuZW3XFiqt7RYyl5y8VaDnc3j+gn9cv6yoqGvSTocT3S7Hjx2j0ppFlrFx5x6XrlymlbQYj0d2+fGS6/YyvuDDYxWL+Zxut/OQzB1+tsV4tEL5oisLd/h9hv2vgL8LpFj+RAwMgdvuuT1R//Ol7h69dOkSk8mkMdz9uOfoiTNxFDGfz9m694Dx6hhMhMpzlBDINCYJAkylSFox80lB3Itpx132A0mhtCVIlbbXv7e9zdaDjLdff4HeaGi3fwd2uU6R53R7XaosozSatNOhUvbOG0hBpQzdfvchnr4IAlSW2cmDsK1CEkM2yymLgiuXLtPrDzj17DmUUrT7fVRdU2vd3OHv333Ava27vPzKq7RbLWYObI2ikHarZR2gfAnrDsVsMrF3qqKwF6sDTAMHzlVKEaUxxwY9MJpK1YRBxM7uLtdvb5AYycrKkMH62L4+jx+IA+9Lz24MnACtkXG7KgOzVHq7SYzXX9RaUzuxlTKWC1I66nPlqikpBJHTqzSy8SCwfIgob2TfLSeZr8oS6aY9vpz39PZI2BUAMoqa7We1A8P9/lflMKLQeYoYsKPruqbT6VhJu5PPd3o9VlZX8TT5ra0trl69Rp5ndLs9jhxZa1YRLicOsIliXlqMwidBTzhrpiVLeMey4e8XnSiMMUYI8U8Dfxs4BqxhhWFzrDjsCvBEXpk+vhSMoixL3nnnHQaDwUOGu76aWP63FKLxVFzMZnSHfbKyJNC27Wi3U8qyppplFkmXgl4/IWglGGGI08iSgjCorOD29S1E0ua1t16wRBljKPPcGrq4A2aMIa9rgjSlqucESYTEukILN7ILjKGYTu3zA8tfUIpA10RJh2JRUumKjz68wLlnzzFYWWkYiFVVIVz5nYchly7dYpHPOP/8eZS25iu4gxO6aUMiJZFD0MuiYO7+tvGgpQP8Kmhcun0rUNQ1ebYgihPGwx7Hj69TFQXzPCefZdy9dY+8WNAf9OgOhw3/oHSA6rIu4iG5tbF7Q7x2IgpDKn2w6Fi4Ki1pty0Jye1EFdIukMZVK83IkYOpgQLCwF6OAhrwMpCSyBHm9CNTA3fBNToM5SjllZucCIsSW0xI6YdejxR2r2rsq7WlyZBvgZddt6fTKQ8ebHHt+nXCIGBlZYWVlRXaS+PQbJ7R6/SbJLFcVfiz4Rcx++v+KQKaZ93b+m8CY2yS8NuTzwPfxSaMJ4qnXlHs7e3x/vvv88ILL7C2tvbQ9x4twbyRiCpLyqJgbX2d2WTCZHefIExJYjt26wYhJo3IAoMUBgKJKirAUGoo9kt6RcVHP/qAE6fPcezZlYa5F8WxZQmWJUkUWfPborA8AqAKJGiDlhBFdvSJMUhjKOqauNNBaG2XD0cRtVZkVcWsyJjM9nnz7bcYu7tS6V6Xdoekqio+fPcK47U+z59/hWmW2cOnVMOijNPUKkKhofwKR3EWYFsGbLlbu4rCT09UXTdfr2qFEHbvSOEmHy1j6A0GHHOl+mwyYTqZcv/OTUSQ0O32GK2OGQyHtvznQAPhdQ+YA19LhGjMbsLA+kxox13xSSBbLA4Shn0gq+yV0ip509QBrMbiFK4KEEK4KcvSRjA3rVk2w/VYhD+sUojGvMffeIwyzWpCn6hiv9ncVUMPAaYcKEh9UhoNhwwHA5vUlGJnZ4cbN24wmexRVYqf/vSnbN7b5JnnnmmuZf++LeMcxphmf4v/vhNt/RrwwBjzqvv657bpd6/jz7vH2QL+sDGmWDp3f5XPYIMHTzFRGGO4desWd+7c4a233vrYVfCPaj2a8ZFSJJ0Oi60tAikZjIdsbWzTDntQ1VR1hYgDkrCNqjVFXtqRpRBUhaAWmgs/fo9TZ84yPtYnW+TEMiRKIjuic8SgLMss009KwjBGiZpUhpTZgpUja9ZBupViqoosrxGRJJvMwBnKmqpE1Zrd7R2muaLbGjJcWbEzf2fMouqaME2pq4r3f3yJk6fHHDt71vIbHN26ynPSdrvxm/QMvyCwRjreJ1I5DEEB3TS1F7Wz7TPGULr9Emma2lLeEXqM0074A+uVoYPRiHavx8mzZ8jznNn+Pndv3+LGjWukrT4rwx6ra2vN6wikRGFdt1tulcG8KOj1ehY89YdXCEwQMJ9OLYXat0WuuojSlLosrTzdjXRFaDkpQkqiJGncuYWrOPxo17NLlycLy4dO+9GpMSjXBpVFSSzbzXY2wIHXkf17bsdq7fCSZbKV/7ue9o2rDNfW1lhdXUUIwW//9j/iww8/4q//zb9OXSuuXL7Mn/gX/0VOnz7dJLnlsWsDvMpGzv5XsJvF/4Ol4/Gn+Jw2/e69+DbwEvD7gD8ihLiJ3Rb2AMunqJ70seAptR5+9Cml5Lvf/e4n9mDLTDVY0vxje+K426UsCrbv3Gc86mOCyHphBgIZRGSzBVpIJAItBdJAlpXs7O3y9tuvIpwLVLfbaebfdZ5TupGjcXeYxSIHY1V8UsaMxyMAuzl9OkXIEIkg1rbtyBaZpXFruHFrgzCNee6Fczy4v2mfv5+1O0LQfG+PK5du8PLL50j6fXuBG7sXRNU1cbvNYpERJ5aWHQbW76FyZbS/cyZJAktVhK5rUre+rqpr6jwncYa7eVnTQqHKEl1VBK1WM1qs1cG28XanQ+k2fB05doxjp05RlSXTyYTd7Qk3726SRCErowHj1TEC02xQE0KQxLElb2Ft9dBWO4EQRGlqKxGtm92kzd2ag2oFpRDaEEZh45sRStksPo5c5efp6LGbJEghGtOZ5nC79065JGzbmJpOYnUx/rWbIGg2oyulLB7kWhK1BOAKIRp+im9dIvcZH9zoAv7oH/1nuHDxI37XL/0ySRI3yWy5ooADfMe+7MYY5+8J67y9HP8kn9+mH2y78atYgtUfxWo8Yvf1/x+w/xke64tPFFprvv/973Py5ElOnjz5RD//KK21rmv6gwH39vaY7OwwGPeROqCqSvKqIpGSarZAdFqEUcRiviAl4t61+8znOYPBAC2sjiAsa3RZomIITUSR2Qqi1elQ5zl1paiyksoo2p0WqrIfbpqm7O7uUS4KgtSKvLLFgnarRavXR1U5771zg2PHepw6eZwKQWVcaVkUtmcPAnY37nPz+k1efPE5Ws7QpCyKxpNSS7uQGK1RZYkJAoxz6jbCEqACb+BSliRpCmna9NWhlMwXC6QQjAYDyrLkyqWbSKNpjbrWW9MxMmvlvDONJUnVRWFNeqvKfh1sxRVF9Hs9+v2+JS1NJsymMy5cukyWL7hx6y4nj6+zurbWsCn9QVDuDgw2EYRBgHZ356quaXsn8PBgz6ndYG6l9X6NgXBJQBi77wRjGgGcwCbxuq4bd/LKsWD9+xalKcpVfpqDCYhPDGEQWB6Jw4b8zax0wKZHDjxBr3Q7V/z1iQeZtUYY+3OzRcb6+hF+5Vd+pXkN/r/LBLaGkv7pIObntukHMMb8XeDvCiF+tzHmN9zffSKl6MfFF54opJR861vfeuK18Y8y4TwQVBUFRikGq6vU0zl7010G7S5hu0NgjK0mqgoQaCV55wfXODJu88LLJ7l98xZIQRoGEEmUO3BGK5JOagHDICBttdidbhOE0gqUypJ2aoG46WRCFEh0mqADSZllRHFEUZQEGH58+SbrRzocP3UCGcfoLKPMy4O5vxDcvnCFnfmCV9981VKEQ7sXpCrtuFU6jUORZfbClNKCpMbu7IyAKs+tu1VZIr0KVsoGcPRjzFBKRBhy6aMrtOKQ5188T+H+TuF8M42xojIccCmlROZ5s6g4cu2KbyOEsTTnNEno9nocP3WSd957l2FvyOb2Phdu3CWWkmMrfVZWVmg58NWPiLXjGPiWIE6SRr8RBAHStRJ1bZcnB5EVa/nqQDlSGsLaAui6RrllQ16QVjt8J/HTG1dFKKXskuQwRGCrt2bviLQb37R/D7VuxsSexh7EsR3Ri4P9J40ZMDTP0wKolrWaz+eNDd4yqL9s5++veXjYl/PTwk0xPhfq6ZOE+/+fW4H2VDCKxANFnyOCIKBcLAjBkq5mM3QUWAxBSgJtS8e01aKQMM9qLn5wldNnjnL01Bq6UogwojdoUwvbjqhaobUhSGIMHNzZ85y0nZDNNFVREScxtYKd3R3anT7aaIIwIMSav1CV5GXFrbubvPX8KUtAcjs5jdbISjeCqqsfXsQoxWtvvYpaLOzI0N3BjTEkYchssWiQ/DCwF1vpcIowDC3I6oRY3suymaIIQRrHDXZQK8WlDz/i2MqY42fOUDsX72w2Q0YRhVJWAq8UnV7PKkzr2trMtVoNl6EhMmkrpxbG0G63mzGnQbJ2xG6BeyYIyBcLNu7fZ/fyNaqqottrM3DcgyRNGzq4X+9XVpWl27vXYNzdXWKTo8c5cAmndizNwHEnPD+icl6owk1DfCUSBIFlmFYVhfaTDuvxoTy46dqjxtvUGdF4SjjYyspXu7UHQY31npBh2OhXSiAM40YU5m3wli3/l3EK/z04mPp9QmXxc9v0f5HxtbDCW86q0o3SZK+HyrLGUCUrMkbDIfPFgkREIGFnss/t7R2+87teIe60LWgVS6QSaGM9IEQgCTAICTovMGHQbAAnDFFZRtKKkZmiyHO0LoiCmHanRVGWLLKc0BiiNGW+v+Debs5rb7xI4PZzak9PTlOG4x7v/PQ9JtOS9bUux04eQ1d2TZ4IQwIhmO7tE7dbVK4PLhYL2wa5C9iTqHy7AHYMKZx4ym8Q81McPw786IPLnDu1zmh9vTkAdZ7bu6FS9jC499fTthOnbo2dnX7lhGJRHFMqZVWeZUnQ7TYXvVdgancHjqKITrdr8RaleHDvHltbO1y6fJVBq8NoPGD16PpBFYRtvfyoVGOnQmVl2bSlaxf8uBho8AmPb3gSWhjHlE5PgqtMPbYQhKGtcIAgOFBoBvLAiVy6SsVgd+4ZR4rzu0KEu+MbR+wKhJWMGz9lcuPgMLJV8GQ2oeveK1XXD2Ey/nU8Ct4vS9wfiZ/Lpv+LjqeSKJ50Pux/btnINHBcfXDboYqCyeY2K6Nxc3cviwX3tvYopOJbr7xImERUi5y028IsCoJAECb2YCzmC0QYIYuKtNexhjbOaCRyrk3zvT2UkZi6hCgEYctTVSm00pg44sYHNzAkvP5L52m1WlYeXdfWE7IoiNptVoZd9m/PeeWVcxiluH71DqWqSaKIldGA0eqQME0arwbl7tq1UuR5TuiSgCcUCTdq9MuMl92cImeeMp1OufDRVc6/9Cw9J3QKgwCRJA0Bqi4KtG9ZwpD9yRQZhcyyzP4N95giiiiLwpq5aLdA2Bgi38MbQygtuOcVsgbspjOX3NbW1zmyvo4G9ra2mOUF7733IUZr+t0u47UxK+Nx40KltF09OM8yq8zFjndluLS9S1kRmXKtigiCRm2apCmlGxl7MLJRdjrNh1a6SR6Vq8BCD4Ia0+Asfupilqog7b7XarWaROKTldTWYcz7kMzmM3rdriWhOa2KcM8bHqZv+/+5Cu4/wgKXq0KI21h/y5/Xpv8Lja9cZv4oCuy58e1ejwe3bjHd2SHutKjzOYXL/u98dJUTR9d45rmzFLVC1CXSWB5C2E2ptUXalatUZvsT0nYHZXQzhkz88uGioKztwQ3iiEBYE15rQWfoRAEX37vJylqbtbMnrUbC+A3Zlu4dxDEP7mxw7/4mb3zrddqDAXEcc/TkSfL5nP2tPR5s7XD33iZBHNDtpqyvrRHHMdqYxkxXuTFirDWh1taqL8+RbtQXYkVYvgJ7cG+Tjc17vPzK83R6PVuyC0GW51ZKXdcYZ7oSGEtxL51AKpDiYO2fOxxSiKZdiMOQ2pjGsQt3URthJdWVb6NctSTdgWs8HLSmPxgwXAk5dcqa6W5v7XDr7n0uX71Jt52yurrCcNBHOGNhzxXxnqZgdSd+B6lwWpTKGQQHLhEYY5rkZrACh8ADqkJQqerATFfKRvzlORW1UgfuU8bqMzy9P5IHgi7jvm9cC+IPehjbNnGeLUjcqNXjKjh8w/Cw3PwRGfof/YTj8fPY9H+h8ZUnikfHo8aYRuGYpCnp6dPsb25S7s8w8zk/vXiP504dY3VtRDWbM5nVtPspRhtkUUIrQaapVWFKySIrEbX1SUhkC10pTFQ3XgQ6y1B57saFAqFCwsgKoFCKCx/e5szzR+h2uxb5dv19O00psZyHuzfusruX8frbrxB3LIVXO3pzFMf0Rz26PYsDzHYmTBYzrl+6Sl5VtHpdOp0Ww+GQ2Kkyq6qi5bgXQggraXalsAffrl66xO50wWuvvoyqKlvOOxCxrCpaYWjdk7R12zJ1TbvdZmd3nzgMCVCYCGpjrB2e01VELkEIIaxhryNSeV5MEoQN0BlojXFj1sYz05jG0UkEga2Y3OtYXVth9cgqwgGsW1s7vHv3Q1D27h+nLVbW1iw+4zCHKIqa17XMyAyEaNYS+r0meunrlTEEZWkl9E645nd5JEliTX9cZeD5O8YlO2NMY/XvMQR/sAPXgmloBG3oRw4+lsW6rJXxlYiq62a07MHVb0I8tdbjSWMZo9BaNzPzoiisCCrLSOKY7e0drs00b716hnbaAanJCoMMocgsSi9LSdoNoLKlZ16WJIMO0SKjcmWqUjWSxBreLhbWbj6JoaoJwshd2Ipqb59rl+/w7Bkr7Z5Pp7RGI3DqTREEGCm5desuaqF547sv2761supTaudAhb3YaykbB+xk2OXkc8+gioLbt26y/eABGzdu0+70GI37rB4/ZvdzSkvLjl17ouoaXVVcuXodYQyvv/Kife+iqNnvUZZlwy1Qyvo9BG7sWBcFvV6HsrAby2e7E+KO3YYWu5Fs5XZq6Nr+jK7tVvYLH10gCANeeeUVW/VpbbUuzjOyLkurwnV3W+24EsrRpIuqsiQw3zr1erTabc6cPU1dlnxw4QIbm1vcvb/JqN/l6LGjDAaD5k7uBWaBtOxN7/8ZRHZ5tHFtmpe0+5bKOI4EYBmqYUiW5xb7EraqUsYQuArDk67iRw6wMVZ74/kT7kJvKouGL+GSgQdIvQmQ57D4VscbJn9T4iuvKJaVeMtveJwkFHt7yFaLOxevcntjyu/5lTcxVY0qCmQaUimNLg2tfoipDFVWomqFiRPrqTCfU1Q1gRAkIqAucstODO1KO6G1033YKsJoQ9wK2dncQdWKl15/jjLLrKLSUZAXiwW9wYBsNuOjH19ktNJhfO5Is5LPL3zxW7yVm05EQlDnuR0ROt5EEEUcO32G8fpRVFWxs/WAncmCuw8uEHfaHD8yZGU8tFOCumaRZXz07kesHRlx4rnnmrk+HJSzjTmsAyUN1kE6ShLm0ymVcXfU2lkBygPSmwwCK+2uKgvWOiHXxUuX6LXbnDt71gJ6WlsTXkdaArvIWDoOQ7lYNIIv6pq8rmm12/a9ccDqsjFNGIa00x5rqwNWx2Nm8zn7kyl37txCK8WgN2C8umrv+jgMw7UEdV0jtG48KEI3kVh2raqMtraIbkIi3YQndrtqjQNtE5fIvVDMS+MjZ1nQmPb6ysNVKQJn24dN5sZ9zyc5394F7jn4RKPrGv0NqSq+8kQBD6PClpln7z6LToff/o3foEXIr/6B71CX1oVIq4Iit8KdIKyps5qkk5B0W8hAYiKcRNkQRyG6rpBJhJahXVOXF3aBjCu3YynJsgwNzOYzWp0uL772HCrLUErRSlMKpwlpdTrksxnXLlzj+Omj9MZDe7dXyjIM3Sw/cByEKIqs2lMe2NgH7mLxF2kYhpRFQX84pjeyZr5SSna3d3n/g8ss9nY5fmSF7Z1dnn/xeQYrK/ag6YMFNb4kDt0dUrpkGDrQtqwquoMB83lmnbmkQGvoOi/RWuuGrYljrZZZxuUrV1k/eoxTx4/ais9NBTzoKqUd60rHd1BVZce22ordSmPI96bNYU4cscvfiSt3lxfKLjCSUUR/OKTX73NCnHTmwzvcvHWT+WxOu9Ni1B+yurbWPAeEVYUGUdRsoveYBC5xl1lGmCQWJF6aOngBmQePPU/Fs119+5H4qsBValrZdRBGGyJnYiyFxVGapUIctNYeOPVgdFVVzXXyTYivTevRSJeVAq1YLBb88Df/Ic+cOMFgdZUqL4mSGKGgVBWDQY+8qkBBGIUQ2MU3UgiCQqGEdXgCKGQIQUDkdA6qUsQt6x5tXM+IkFy6cZdW0uLsmTULBgJxkjCdzYhaLcIwJJ/NuH3tPm9++2WUm0TgSDp1URKmSTPr11oTAbLTsXoNR2VuNBhFAW4EGIDd8OUu2DAMOXbiGEePH6XMcz76yU/pD/vcuHaT9N4m42GP0cmTdvpR1xgpmwXAETSJYTGbEUURqWtf0raVXZelBQizRYYILPW5cOSuwNg75EcXLnJifZ311bGtlrAsSGEs+9S40t63OGht+343IZFBAFlG0rKycqqaAouLxHFsKz13V6/MAYdCKdU8TpIkHDtxgvVjx1B1zf7+Pjvb23z44XuEQcx4OGS8vk7qNqdVoXXy8hWNHUlaclvg6OE4IlXpiWWu5YhcklheM+CXFpVlacfgrjpQ7ntlVdJqWd1NGB84vi+zMhspusNyPNYRuCnUNyG+ch4F8JAjkP/Q3vvt3+TV114h6XaZ37tHXdQoDYGqSMOEunQ05FxhjCAI7CHLZzUYhZSCqnJWJoGEokYFChPHFIsCjCLutNHGMJnMuH7zDs89d5adydSCcHFMubuLqjVBGFOXNfv398h1zWvffZWo1aLKsma0WGY5xo12lTtIfpQXhnZ3aF1VtvoATG23a7U7HWazmSUYOeCtdlhBr99nsr/PrWs3efmtN+l2u2hjlwvt33vAh+99RBSHjEdD1taP0HHmN8YYUncA292urZZcjw3WuUpou0w5LyrSVmLv5g40ne7scvXabV566Tm6w6F103aVkHbTFOWmMsYYiyO1241jdu3eF+Wxg9DStGVg96H6kt0EVp5uSWa68Z/w3hPN6DE4kG2vrKwwHo+b62Z7a4sb169TOHFar99nPB7b6qKu3dJm225paEhT2lVdZZ5Th2EzgQr8iNXdKJq/r5R9TDfRMGFo2Z7Ym8lsOqXX6bkpy4HnqBf3CSGaFYja4SBe7PYpXIqvTXxlicKXdMvZt65rbly/TlkWnH/tLVRdU81mhGlKttgFUxIG0jIsoxAVSoIOBEYjIstcjNoCrRaovHTgkiBMYoTS6KJCiBoVBcjIvvTp/pRLFy/x2puv0+p22NqdkBUFiRCk7Taz6YwwCvjop7dJOwEvf+dlS8N2gJhRChzvoSpLIn+BhyFJmjZ7JwN3Rw6jCCUOuP/eE0Mb4w6YbJD2Bzdu8mB/n/MvvUC317MGuEHAeGWF4WjEM2FIXhTs3b/P1YuXyMqSQX/A2uqYwXjcgMOlI1P5mX6RlY08X2jHegwC6qKgmC+4dPEyL7/+Cu1+31Y3cdxMBbxfpZfCS+nUl044ZYxpViNUs5nVaziiknavtdPpsFgquXWeM59bQDXPc1JAOYzBg9vKMUv9lMJXXSdPn+b4yZMopZhMJmxtbnPz5nUABv0x45URQRQ3N6PGkZyl9ifPiRw47asO41pHP+r1vhrN0mFX/XqJ/c7+Pv1Or8GJ/HMs3b6UZbtHszTp+yzV91cZX1nrsfxGaa0pioJ3nblNEqe0Ox32d3cJ05TFzg4UGd0j6+i8oMgztGhTZyVBKyTLasK6xCxq0m6CzgxVpRABoAQiDFC1xgRurm0969i8c52t7Snf/eXvWTpuWVIWti9VZdnc0S6+f4V2kvD8i6cIHaGndvwJVVX2kAFpu9VUGIFD5P3qgUZD4ZbvmCgiFoLpdIpw4O1iOqfTbVMUJZt7M8rFglffft0SwxzHwZe+ftdGFEUcO3OGk2fPUtc1s8nEOjNduUYSRozHA9Jul06aMl8saLVajSVfXlT29RhDMVtQZhl3727y8msvW/t9hxkZaWnMtTOj8YfE7zb1d2A/BvVJJE5T8qKwidBNRoy2axXA3m3zxYKPLlzm/PPP0O527dJlV/14Y97AVWV+qtFwSVzrFwQBURQxGo3odbucPXOKxWLB5uYWFy9eZTGdcu3KFTpJwnh93RoDC+sQhsOIDIDWFFlmVzSGIbU77MpdB56HETnPDHDCtygiy3L6ndQmCWgS3LLV/7Ii1V/3v6MTxZOGB4YWiwXvvvs+586d4dixY2w9uGtBISmZbG5SzhYM149CVRMlMVoLiAPanQQF5HmBqhSttkQZTdLqkiRhQ66p6trqRdyH20oTbn34IWG/w8tvvUmR5dRlSVnWpFFEldvdnsUi48qVW6ytrzIYdSnrmtS1Bf7Ag20jwihs3KBVGDZyb7OUKGS7TeFMbAwwn81sP6yt0Uqr3aKuFHfu7yIDyUuvvdiw/kI3RQmhkXR7BN+XxkIIeoMB4/HYqhmzjO27d7l24QqVqhn0u3RGQ0YrK8y1BmUFYaGUbNy7z/bunO/9rjetJNz5QSAONnuLMGyUrl70JR2wqRy/QzoOhN+IHrjKYFGWzbIdL8HPleLdDz/i/HPnGK2tWVq2Gys2FZfXn2BNh8MwtLiBdw03BwSohgMhJUmacuzYUY6sjHn3/fcYra2xt7XJxo/fIWgndNMWg/HI7nhJEqRrFz3tW0rZJFEpLe3bU+yDJRJWUVmWal5ktDu9hsnZbFHjYCK1fN17YtphonhM+Ddue3ubCxcu8dprrzAaWR8IESXN7LzV7ZI4gVQcB2hlKZi1Y2JmRUGn22a6PUFpMBKMkQTWq40qy4kSa0PvR5bXLl3nyNExR0+dodjfR8QxYZxg9ILVQcqDvZwH715h9/6EY0f7jAZdagPKldDSoepGSpIkocpzjFJE7ba1hnNaDO0owJ5AppWy/IQgaO4u3jw2qGvmecXFKzdZGQwZj/rNng2g0TrgJycOGJNCkOe5VUPqA68GpKSdpgTHj7N26hRFnjPZ2eHm1Q0uXb9FK04Z9locWT/C7Vu32VuUvPHGC02b4YFX7w9ZOE1F46EANoFxYMdPEFh1ahQ16mFZ2eU+wlhiVxTHYAyT+ZyrV6/zyssv0natij84jaK0mYKppuUondrVbzRfHgkDTdsmpQUwrXYlYbyywuraGlWWkZclm7fvcvPmLRazgvGRDiu9sXXpjiJL2nITHA1ELtEb7B4U5aoCpRRVbQ/9ZDqn1+k2lU/TaukDA91l16xlduayXd7XNb7S1uPSpUtsbW3x7W/b5T8H+hBDlmUkrRaqKOziHRlRViWpTBBhjAwlWVagyposXxAnIaasMZHAqJp6Udtt5KmVH8dBwGyWce3aJY4eP8HK+jELyLUs4Ug58lDU6dDPK8oy4uWXT7Jxb4sPfvoRYRAwPDKk0+vR7fcP5vlheGDQ4u54SilCJ3v2Zq5ejRg7C3qvYUicP+j+bMaFG9dYO7rO2qhHK3H07qIgcgzPMAwpncZBujunn7rUHmST1hXc+EPnhFZRFDFaW2M4HqOMYT6Zcv3mBldufZ9QRBxbWcE4oLTVatl9IlVlE5/72/5z86V+KAT5YkGcJGSLBZXfvenupGWe27tvGFoznJ0dWr2eneJcuMybb79p1ZZujLnMkHzIms4cOKGl7bZ9D8QBSS/Lsua689iDp2in7TZGaaosa8bTSZJw7oXnOG0M2WLB3uYm23vb3LyzQZrGrKwdYTwe0RsMCD0fwl/TDsD0o2dfJ+zuTul0ugeiOtcSLW9sl1JaIqGrApdNer/u8ZWksrqu+fGPf0yr1eJ73/vez5CFwsDqMBZFYefccUy+N6XVbhGlEUoLIg06kNRggUkjKI2mG4QEoaQWkDq8IGm1eHD7Dpc+usr5V18gdtu1jLIbxOuiQCYJcRRx4/J9VA0vv34aBaTDjiUR5TnbDzb58MIFZBTS7/Y5vn6EME0RYC3/45iisntGBfbuo5WzhsNe9F5IZZb4FLP9fT68eJmzJ0+wtrZqFwnFcUMO8+BZ7QRNGCvXDgO7ncvfhUNH//Z6CaS0xjXujlgsFkhXBah2i6qsWeuucfzEKts7u1y9dI06CBj3+wyGPY4eP4aU0krRvVpSHwieajcZKMvSYhhKEUnZSMNxIC3CmtCU84y7166zNdnhzTffJglDOwFw1ZH3kFheBuX/baBxJQ+kJHDVjuckRJHdju4nCUJYt/S6riGIiFotiwtUFaauKbEVaZqmHD99miPGkKYpi+mU3Z1dLl6+DEIw7PdZO3KEXr/fvG6gSZy1cisr8zmtdsv6VLikgPvMfYUED3tplmXZJN2ve3zpiWI+n/POO+9w8uRJ1tfXG+T5Ua1+URQEcUxYFCx292n1O0gjMco4aXFKXWnCOKKczlGhNcVFGpJugqrqxmPy/XcvssjnvPb2awRJfGD8mhfUlbPR39njzt1d0lDwxi+9CWlKub9PmefEaUq326Xb6zEYjyEMuX//Plcu36CoCvrdHqujHqLXc6rTihpHgipLCkc28v6XSZraVqjVYuv2bS7fvMv5Z8+RtlrUynIvIikbKXkQWBu3qq5tr+wu1sKV5MFSKex1EtrRiHG9MNBI48u65qMLV+h2I06fPgVScqLfs7JzY9jd2ubB/R1u3b7NaLjCaNxnMBxaxewSNVm5wy3deNEDeVJaUV2cJGRZRpFbG/792Yy9yS6vvPoGSadjfSgcDuC5E48Krjw7VDqQVLsqyb+myLE8wR56oGlb6rK0KlPpdBcu0VTGicjcjQQpMWXZYCAnTp/i5LmzGGPY39tjc3OTKxcu0+626HV7jI+sOTmAoijsZ1TM53TaXcDeBJZHnt4Lddms17uC1XV9mCgejc3NTS5evMhrr71G261eW5bb+j6u8UR0s+ao20YiHK3Y7uyoa7vZK5vMEGjL2kSQTzKUMgROZv7Bb39IFYS8/OozCE/AqhSVcUKqqmYxybl+9TrH1lc488I58rIkltL2pkKAK8HDNG38CtbXrRWcqmu27m9x/8Em2d0NImNYGQ3pj8eWXIWd3ZuypHBTg7KqiFot7l29yo3727z04vPEYcB8YhcLETumn1KkrRZJp2PdlqBRiKqydGW1XSBsHMOwrms7jXC048pxHqIoIi8KqsWCn753mSOrXdYdgBg4P4owiqjz3PIyVles7DzP2d3d58at95FCstLv0+62GKysWKWk1uRlicEe1Mo5UHm5tslz6umU3b0Fm5sbvPT6qw34ahypSjniU2Me48pyX72EniruEr8HRf3IsRETupuMX1BUliUfXL3K0bU1y7LU1m5QuimH14oIYZctZXlOHNpNajGAEIxGI1aPHLH0/fmczfv3+ejCRaqyZjQaIIxl985n+xw/ccJWwI6jsdwyPToO9cDooyGE+IPAX8By8P49Y8yfexpn8bPGl4JRGGO4du0a29vbzfKf5VVxjxKutLbO1EJK2r0eC62psgKpK5JBm/mixCiNEQFBFCK0IRIBSRxCWaN1jaoKPvzBLcarXVZP2pGYDAK7P0IpjBYkYcj+Ys7tWzd45twxRisrFoCSkmqxsDLrrvWdDJOEsqyo3F18NpvZJBbHDFaG9FeGJEnC3sYG+zv73Nq4AgZOro8YH12z0nNjVYlaKa5fvEyW5Zx/7ixG2S1VSjmLfBmTtNuNxX1VVc2dVgYBQrmVfe7ffuav69o6ZgtB6P5WGNlFOWBL9w8u3uDc6XW63Q6BSwTSGHr9vj3k7oALKa0UP4roj0Y88/yzzKZT9nZ2uXdnkxs3bjMaDVlbGdEaDpslPx6ANUrZtigM2dnd59a12zz/6nn2d/fpauuA3XJs17Is7XXgfh5XeXkZeW2M5a7UNYnjZXjPkmVatf+3L+vffe9dThw/wfr6ujXmcY9vsBMUj02FQYCMInpparEeBzI2xjauEmi3Wpw+d44TrkXa3dnhweZ9/tyf/3P8g9/4+3znO9/mn9j5NY4ePdpY5flq+eDa1s2IF/Gwb4sQIgD+IvAHsJu8vi+E+FvGmA++6DP6WUM8xmDmcxPRS2cIW9c17733HkmScP78+Yd0HZXTWjzq+HPxwgVCIUg6HerFAlPYcWVYa8KkjU5C5nkNBkSdMy0LukkHKUFgeHBjg/s7e7zyyjmGR9cbPkRV2U3bHqi7e+U6N6/e5NkXn7E9fhSSttvNnVskicUF/Acex40M23MRpBsZageSSfviiKOI6e4u2/c3mRUVRVHQ6XU5enSNWzfvECQJp8+dps5z9vdnja9jiCHpduj2eo2bUu00Cc0iHLW0YcoYaz3oRpZGa0LHdfCahiAI2Nra4t2ffsizz5wkduAiUpJ2u03rEgR2qZHRdoGxv9DjKGr2e/pt7VJKppMJO1tb7O5MiFsJ45URR9bWiOKY+XRKNptz5+4G+zsTzp44ZlcqtRPriOU0HTgAsyyKpjJQyvlPuIPluSnetyN077kHjmGJQemSxg9++EOeOXeO1dXVxjvTGLv8SbvkosuSwO9GdZiDtxtcbofB+oBgLLXda3RQih/84Pt861tv87/9N/41tBBcv3aD/9v/5S/w2ptv2qStHjbV9YKy2l2TWmvSVsutPBG/C/gzxpj/f3tnHiZHWe3/T1X1Pj37nkkm+z5JSADXe3FfL0IQEAKKKCoCesX1gstPVFRcAK+i93rVK7hdhYRF2SRuuItC9n2bSTL7TPdMd08v1VX1/v5437emZgigkJBg5jzPPMnM9FRXVdd73nO+53u+5zXq+2sBhBCff7rr8GjZMU099DDi9vZ22trajviagMqP/+H4eWu5TMSycKJR3LIH8QhGxJLMQtejUC4rHcQQZXsMK5SA4iipsRzzF86krqWZgtrlLMuSvRSeR3lsjJ6ew6SGRpi3dCGGJ5l/dqEob4oQ4Eg0XTguRsgikUwSMWWruCiVZFhfdnxhk7gCy4QjlaFdtfu1TmtBRCJY4TAjQ0Ns29OJXbBpbI6QzWSIRiLEomE8V6YJoXCIYiYrw2cF2OmBOLbjEFNRAuBP63KUTqdurda5tl546XSabZt3sHD+TBLJJGNjY5Rcl4R6kLWT8PENz8NQUYxhGBiubMZzFTZhyg+OyupqauvrEUAhn2eov59tu3fhlkvErASFTBbPNJgzewauXSYUCWGqdviIGpxsWXKoU1gBn0IxPFElXl0J0RRyV33m2jQuoysd5XKZjZs3M3/ePGpra/0U1rKkKpbutzANg1BlpX/PNEZSUjNUtBiwFvK1y2VfGs+0LOyiHB8ZslQnsOlyyUXv4CVnvFSmRzoyA38uiE55dIqtI+mAtQGHAt8fBp7/TNfh0bBj5iiGhobYuXMnHR0dVFdXP+73PkmGCYNQ0NOhceRcj2ImI2d8xCN4rodXsJGEOslXoDSGGY5hCZOxoT7SOcHM9iYi0RBeKEQiLGXprXAYt1Qiny/QufsAkTDMnjdbdknartpxPMquixmLQcjDLJeJVCQwLItwNEq0osKf3i13QstPaUqlEjFF2fbKZTkdzDQJq/F65VKJrp4+Fi+YTUVVFZl0mr7+AUbHsuBFSMQi1CYriFRVIBIxX7vCsCyZVqiF66hjRcJhYsFJ4Z6cS2KXy8TUsCXLsujr62Pb1p10dCwkHAoxOjyMGQ4TDclF6yh+hD+SLyTVqoTn+VJyWBbCkdPF/VBfLRpHsQ8TFRXMmjePGa7L2NgYj27ZRqE4RjlfJpOzqa9M0FBfjVeQU9lKlpTzE4EqgFDRQFiVFQn8ziuXMYWcTK7VrDwVBRSLRb/is3HbNubPnj1hKl0wukXIlnKNe0S044rFJLlM3cuy4/gShCgyF0KNDDAUK9R1wQMjFCJXKJOMxv3r8RQDVZfHdRVIl4INIWn9TzSt/USzY+IohBCkUilOO+00v634SK8JAlG+KKplYZohXGQrL46DsMuY0SjhRIJSNidvcNGTubpdxghZ9BwYJhpymLtkPk42hWEYxBMJciMjlMplEuEw+dFRDuztoraulobmBoRhUCyWsCKSDl0q2SRcAzMaJVcoEolFMUIh4mrqul0uE4/HpQJ0uSyjCUXp1fl0OBzGsSzMZFKyPQsFCvk8e/Z0Mn/ZImpqa3Ech5q6Op9TUcrlGegb4dDAMH1DfTQ3tmAA8USCbC6HFZLCvAjZoYmSnwsCvp4nxV/DSnLeAA7s309fXz+nrlru72pYUqQ3oiXvwuHx81ephTBNDNeVjthUw25ApnCWhVARQdC5B3Uxdu3eRzIWY/miBYyms4wMpxjNjNCz8zCmCDOttYU5i6r8qodmU5oqffNcV7a9q7Ku3jx0qdV1XVl6VteqO3U3bt3G/NmzaGxs9NNY/W+hUJDDfVxX4hxIkDmkUixX4Ttak8LSXBd1L/UksbLCXnyyVCwGQlAoSp2SCcrbjOt8Ar68HyDvq3rPgHUDMwLfT1c/O+52zMDMhQsXTqCtHuk1GjfQPAC/vdeEfG4MszJJKB6XyPpohki2CNEQY7kxLMPEEC4F2+Hgzt3Mm9FM/dy5WJZJWUgPXi6XwbKIWBb5fJ4d2w8zc54ELYuZrAyzMXAKYwjLwnRc8vkRhCFr+4W8VIeyQrJ9WLMEo0pqz/M8Kioq/F0hpMhOjm1LTMWyyGWy7OvqYcniecSTSUqqk1PnqVYoRKKminm1cq5lOBxmNJWi8+AhsrkiVZUJGhrqqYjHfPwkFItJwE9VOMpqsbg6pA6F2LNzJ5lcjuUdHb5jGxsbk6Iu4bAcmqxKmmEN8KmuxlAohFMqybROSA1J/TnpVCCos6BD6XK5zPZtW6mIxWhpbZKEtrBFMhGnuUnOY3WLBYayGfbu2AUIauvrqWlsoLq6mohKbyydbqnjCnUOTqBcGlPPBUC5VGLrrl3MnzOH6qoqCSSqe+wqYDYWi2EXi7KsqbtK1TOiqf76uQxuYo5yTjHV31EqFvFcl3KxSH40i1MqkctmSY1mqKytlRPeddSB1O4U2skJqebtK40jSxsBZulfgfmGYcxGOogLgYuO1rp8JnbcuKP6AdDsND2JSbPrisW8HIeXz2MZBiXbwahNMjbmEA2FGCvksYsOB7t6WLxoJrFkBZYB0ViUomkyVsxTo0hJI4PDdB3oYe6iNurq68hmsgjTQsihH0pwxSFeEZNDikOSglwRlfqbOHJ0XzgSIT82JglFKu/1c2D1YBSLRblAgEP7uuhPZ1jaMR9LRSLFUkkOG1K7aNm2Zfu4WqSxSASrvp6m5mZczyM1PMxQ/wBdqSyJqgrqqqtpnt4qowDkLhVSVHHhOAjLYtuWLbiuy+JFiyjbNnnFkPSEwAiHCZmm3+wVjkTkZG9FcdfEp1hFBWW1KGz1OYV1W7lKGYMTwgqFAtu2bKGlqYl6BSA6to0pBNFoGNdxMUMGFVVJqutq5LBnw2A0lWKwp5d9u/aRTFbQ0FRPdW2tFLMJVAysUAivUJDMz1DI516USiV279rNkiWLSVZWjpejkS0AhmX5c0/KpZLvIHS1SPfNaKKUJrDpheyPKVB4TTyRkCns2Bi9qUEWLFjAocM97Nq6S94XzX9Rjg6Q82ED+JEGoT0xcaaHEMIxDOM9wM+RPuR/hRDbnoXl+JR2XNvM9b8aUIPxfFMYUM7m8AwTLPCKDk7RxbQMhO2QSY0yNJhh6dJFJJMxbLuMqbpDrWiUVF8vIbMX13VJj2RYumoxTklyJ6TatkEEOQzXNg1CJRvDKROy5DyIUChEuLJSVkM0hdkwJK1cldD0oCNLUXM1c9CwLA51dVHyypxy+nIcx/FncljAWDaHbr02TKlL6XeFxmJYkQjlYhHLsmhubaW+sRHPtinYNoM9vWzeuBlDGDQ11lLf3Exc9Up4QrBn+w6E6zB/0SJKxaIcDWDbcniSoh9Hw2FJZlNK5K4i/XiKp2AiO0JjCpMBiGqaupKQ00CcjiQ2b/gbDfVNNDU2YivuRqlUJmIZUkQoLBeHFQ77IKxlmjQ2NdE8YwbCdcllswz1D9DZeZhwOEx9fTW1DQ3+UJ1INOpjRCFVjt2+dQcLFs6jIpmUqV8sNt6shxTbLZflvFZTRa3asRtK90ID6n4qJ8YVwEENFVI6oZ7jkB0bY8+B/SxasJDBwWHe8/4ruOvO+6mvrx8XREaCzXpDQAg1A2R82JBOuYOEKyHE/cD9x3LtPR07ZuVRzY57ItOt5frD0C25pVKJdDrNQOdB6qsrGe0bIFZRQdgMky0WKDqCnoFBUoMpViyaT1VNBZGKBMK0MC3V9ace/v1dh8lnChjCpaq2itqGOmLRKKYhAa5CqST1I3JjOGNjRCJRLE8gYhEi8QSxhjoqKyt9HQLMcfFZHapG1HzMYrHoD8fds3UboWiE6bNmYQDFTEaStQwpalIuOYQqYnilMmbYIpZIEAmFfO0GwzAojo35k60MU448BEnUcT2PkuMwMjDAQM8g+TGbupoYqUyBltY6WqZPl4OJo1EKxSKZTJZYPCajNxVNREMhElVVUlDXcWRvjdLLBHz2o04rgqU9rc3gauDyb48wrbmV5mnTEIr5qbs5HduWYj6qryUajWJYFslIBM+QKlG4ru9ATJV+jI2NkU6nGR5KYZfK1DXU0FBfTyKZlASnbJa9u/Yxf9E8klVV8rNQizCkUgk9TNlT4b/reX5PkedKzVBdNQlGt47jSE1Vlcbp1McyTVKpFLu3b2fR0qX0dfdy6RVv45abvs7KVSt9eQFf7l/dPy2VqCMbraoF6LTohG/4OG6OQn8YpmmSz+elenQoRLFYJDeaZWBfN9WVUcIVMUIGFPsGGfU8OnsyROMWs1obMWJRopEIFUk5s8MrO0QSsqS1r7Ob2ppqGpvrKds2uUyWweEUqb4B6mpraGiswxUQiUagVKRcKmOGTEzZFokwDGraplFVU0PYsnwwzUDK0E9o7jEM8oUCQgi2bdxIXXU1LTNnyvGCliVDfxVyeoZBPm9jhUzMkJzSFVFlUJClR8M0KRUKEjtQFRYNQGoehaW0HASQHR1l5+btRMIx8sUStbVJIlGL2qZmXxHacV0qKiowQyHiqjoT1uxBVVbUOJHmhAQlCvXsD087LyCby7F1x1ZmtLUTj8dlKqLukY/yI6njpUKBWDwuHUIAxLYsOX3cVPdYE6sMa1x81/M8sqOjZDIZRlIjhMNhcpkx5i2YTXV9vXxQ1S6dqKigpBrADNOkpErHmlYdUvdP4zIoRwzjc2/1e05YCEKQz+XYsm0bHUuXMpoe4eJLL+TmL97M857/QinRj5LKU8B2yJLzVX1BXc+jpEq0WkDHkq31J7yjOG6ph945C4UCWvnYLpV8xLiQLlGVjOKlMuQ9h6GBPLsHepnZPp2m5gY5OjBkEauIYoRNTAciVRW4ZYfte/czu62V2qZG3JLsMK1pqCeWiNM+cwbp4WG6D/eRGsoQj4eorK2iLhElEq8GDKIVcckGVItFE2z0/E8Y76IElOBNiR1bdjJr3mwqlRpVKBzGLhTURClXjjC0y8QrpK6m1scMRyIyhLdt6RiUarYGCw0hiKrpZJM1DDIjI+zddoAFi+ZJSrdC+HsO99C5cTumFWfmjDqqq6ukkI5l+deFIWXfhAJF/a7MAEipw2NT5e2eK+XtxrJZtmzbxsKFC6morGQsm/VLqhYyhUwkEv45x+JxCcYqxxcOh31gUnMqHMdRk80Nv9FL4wWhUIj6xkayDaPs3LGTpsYa9u07iLf3IM0t9dTX18mKlJrd4WlOjmn6c05NS84y1aVXXS0xUBofKp3yUw7FyvQ8j1wux649e1ixbBnDqRRvefsl3PTlr/HCF75Q3ivNvmR8ToivMyofGLkZqKZATRp7rtgxcxRP1T6rEXTXlR2c2dEMju0SS8bAdrDyRTw3xphbJtNTYF9/N3PnzCKhQnbPCuFZETzHRQgH1/UoZrN0Dw0xq62VZG0NWBZmLEbYUMNfLIt8NktVdTXRaJTamlHyoxlGB1L0ZPKEKxK01tXTOrOJZEuzTI8UZhJRnAXNqNMhqWWaMmfdu5clK5bIbk9Vt7dLJen8HA/LkjuNZzr+g6q1IV1HybarY7pqx3MUgo4hu08Nz/MFbF3XJZfLsWdXJ4uWzfXTFq9cxgJmzmqnqbmRUqlMbizD7r3DhCIGjXXNtLa1UFlZKdMKwAG/YiKQEZN22MEcXofPI6kU23buYcnC+T42oElSWlsyUVUlByUpKrpt2/7i17oOOj3QwF5MNVqZmrvAxCpENptl987dLOlYSkUyyRykkx4eGmLvvgPk80Vqq5I0NTdSVVXlK1lZujzpeX5vR1l1+cJ4E5epaNWWZU2YHVrI59mxcyfLly8nm8txyWVv5Qs3fIkzzjhDYhs62lTPtAZiy7aNIyRxMBSJSKKXwnr+3nVyotgxSz38zr8nMK1sfPjgQUrFMl7ZwSkVCWHiOh7bH95I+5wm8lmH7sNdzFuxiNq2RrKZHJFwiGiiCiskcMsekWSUwd5ehoazLFgwh8qaSgmYVVT4Ogl2uUw4FqOUzxOLRsmMjCByeVwkccorlDAdh3TJYLRcJhoK0dbeRNO0VhJqUfmplGbyGQZDvb3sP3SYpUsWE49GKZRK2Oq6SyMjUiq/UCIaj2JEIkQrKvDUuQRD70QiIcVh1Eg6JxB2Wwq8E+DLsqXSafYfOMiSRfNxPA9RliMObdsmFo3KVuxEQjaMCeH315QKBUbSo+TzeaqqqmlqqqeyulpyBNSQnbBuk1d5ts7l7WKRfC7H7j37WLRwvux/KZVkq3k+T0IxHW11HQL8xWgYBnFV0tTOx1OpCsb42D1DlXl9TQq162azWfbu2MnCJYuJxuP+cW3blsxUFS2kUilGRzIMDo0Qj4VpbG6koVGWZmPRKLFEAse2JV4RjcomMdMEBVgaoEY6yA2iWCyyedNmlnYsxbZt3njB+Xzquk/zb699rV+tC6ZogD8RXSilL92LY6qNIRIK+RURAMOyTnhvcdwchRCCzMgIPQcOMjaaZWR4iEKuQE1VJfHqJNv/uJ+ZDbX0lQrMbqkg0VKH7QlcIBoKEaqoUNJwJpm+PkYKHrPmzyAeDxFKJDCE7ODLjI3JMNe2lbx6mYpolNHhYbySrRqvBMIVxEIm4epqzGgUMxIhm0qRTqUpuTZ1dQ00NDfLEpxlUS4W2bNjD+n0IEsWLyYSiUgmXzQqS3F2GVyXcESG+5YiB1VUV/vAWalUkqKu6p6EFF/DVii91lt0HMd/+EKhEAMDA+zd2ckpp3VIzoHn4RYKhJQ4rS4xm7EYITVxXFO6dbrkOA75XI7+w4cZSo1QEa+gtq6KusZG4rGYXKBqtzNVvj/Q18fuPQdYsmien4eHo1KK3y4W5TgAFRVEIpEJg36CXBkNIJqmKSeNBYhbYcVdCIKoY/k8O7dtY7Fi+QYrFCCdhVsu+x2ZTrlMKBwmPTxMITfGUDpD0XFobainsbWJqqqqcVq/OjehmK3hsJwCVy6XcctlNm7axJIlS3DKZc5bcwHXXvsx3vD610/Qm4CJatraCXqenGmrMRnPlWMNorGYBFwtSwO4J6+j0DfpCQ8sBKmBAXr3HeRw10G8kIVhuxR6RmmaXsvuHX3MmjGdhrYYrjAoCTAjISprqxGmXNzFsTEGDh2iIp6kaeZ0rJBBJCaneJeV5qMRClHI5aSAbTxOqVDwS2B2Lkc5X5AU5GiMUDJBOB6X4i5qcG40HKZQLJIdGaGnpwfbgWRFnNzIGJ7lMG/2bDzHwc4XSNTWSFzBLmOXyxSKNtVVFcQqKqQYbyjkC+QKxmdk+L0bamf1AhUGodqjUcShQ11d9HWPsnT5HNlKbhiUPQ/TtiXmoRawYRh+CTQajfo7MOCzIXVps2zbjOVypAYGGB4awbAM6psaqG9okOI5lkUmk6Gr6yBLli7BsqTknZ4PqgFIwOcIhCMRIoqVa6sBSBpzKJVKUmbAkUOUbU1+sm1/mlYoJOUGC4UC23dsZ+my5cRU2K7p2kGn52ilr0JBppymKccnqOt1FJ9kaCjFSC5DMlZJa3MdVdXVfiu77Tgk4nE8FSls3LyZpYsW4Xkeb1pzIR/50Ec455zVPnakn2P9r6/7YUkhZcdxfHEaLUKsK2hmKORvBFOO4ikcxZ5NWzi4dR9DI2nZNxGLkRgLcXigh1iiilOeNwfDFJLSHY7I0llZ1sOF67B3y1baZ88g2diEGQkRMQxQLMJwOCwVnaJRxjIZyeWXJ0ZZzckslUpYto1dtElUV8oQPx7HMU1iFRW+KIzneX7o7pTLbN26l7Kdp5AvEg2FaKivIxmNEK1MYIYsv5PTA4QriMajqjs1TETtuJoHoHdOR6kzgawYOK6cU6mBXqdcZtf2vWA7zF00yy+dhkIhjFBItr8r52JaUkAmpsBEy7J8Z2Go32sg0VFpjhNYeOVSicH+flKjOYr5ImHTwPNcOk49xZf/LyqGaVQBkTq90eMJdNTkua5/Dr5MoCUFfbVzEYoabRiG35djqkrS3v17WdqxXE2FG2eEarWtkHJ2pUKBeEL25djFop/GmQov0O+tCVR2qcTQwADDvf1EYjFqa6qpqpVShy6wdcs25s2bQyQa5fw1b+Lq91zN+eefN6GJS1+3/tKOwi/5l0q+kncxnyeiyuDagYZCUuHLikSmHMUTWX5sjF2btlLKlti9ax+5gSzxijBmoUxb+3SGR8oseN40Kk0Ds7YWxxGMjWYwMCnYOTr3HaZ9RjN1zS0BnoME4gzPI5JIYOfzhJQoS7BqYZdKRPUszELBn2kRVf0PRjgsnZFhjLeYq9bsHTv20tRYS1NdLcWSTSaVYXAgxWg+TSSSoL6uhpamehJVSu1KLWhThf+OBraQA3yFImEh1GxLFFFHAWlCcQAO7DuAU3SYu2CWDy5apklIpRemwjo8IYjEYj7PIaLnagip6RDUQfDBZBVV6AqEJgSZlkXnvn0MpkaoTFQwnBkhHotTX1dHY2P9+OIQwidvlVS7uG5d12VXUDJwQjZW6XPQFRWtP4HCY3p7eujuPsziZct98V1TRwjmeO+GrjCUFa7kCOGT2zxFwNKq2a7r+hUm3Zvj2jZFBYgODA5RGCtQcgSVVQlmz5zBW9/9Dt556Tu45M1v9nkRMK6DoQFM7SyC2himafosXg/Zqu731CjHynMkojhuVQ+nXMa1XfZt3UkuPUoq1Y3ozbNsySuZtqCRwsZhaqqrZGNVqYxphYhXJhka7KO3b5TFHUtIVCUojeWJRiOEQpY/4k9rVwKMZLPEo1EfDDQM2SkoPE/OqLTk4JdEdTWmYTA2Oko4kZBaEI6c5mVZFtnhYXbuO8j8ebJVW+fV8eok85vrJLKfz5MeSLF3zz5C4RBNDQ1U1tdSWVcnG9xUSB5Eyl3bxlXOqKwWv+u6eLbNWKFIsiLB1s27qaiMMHteu89h8NFzRfv2DEMORFZ8BLdclueoFgbIyoYmHukUwPM82d+hgTxlwjDYt2cPubESy1csIxQKMVdRyoeH03R19xKxQjQ11NHS2uSL0GiVLb14tTwdSCxBy+1pHooe24cpx+sJ12UolWJ/136WLztlXFWc8R3cMAwJNprjTXnRaBShIqMgfmIynhZEFGZimONq2EYoRMw0aWltpa6+no0bNtM+o5Hb1v6YO3/4Y5pmtCI8OX8lmUxOeL71goeJjkNHPSqtkP8ahpzHqngdIdUyr0uoJ7odNx5FNB6nd+derFiYR7t+Q9fwPubVtNM+NszYWB1exEXYNlZlJaXsGHYmx1C6m/6+PPOXzCUcDZPPFQiHLDxTqiSbQk6polyWlQDXpaa6WvYrlErE4nGJUusKQrlMyDTxSiVJigHCyaRsvY7FiKjIYnRkhJ37DtKxYDZJ1fgjDINYbY10AGqHqqqro66pifaypIpn0qP0Huxm9+69VNbWMK2hnmRNDZZKFTBNwtGo6jWRoriOaqeWEv+CrVt3UFdbSWNrqwyjVUlTS7bpSEKrVaGqDY7iB5TL5Qm6pHouqFbNskslvxFL58y2bXOw6yB20WXB4rnjhCshqK2ro6GxkZnFItlsltHREnsOdCHwaKqrp6GulkQy6b9fkPIdUdJ5ICncuvfB1SzJcpnRkREOdHZyyvKVEoBVwKBOl6xQiPzYmNylhSCkStYR7SwdRwoIBXghuoFMp3k6TDYMqcalW/c3bdzK/PlziMRibN6yhY985FrOOOPFPPDAA35ZWpdB9fXpezu5W1U7Dt9h6N+pVMiv9jx5RH/C2DFLPfQD90SWz+d57Je/479/8jmGckO0183hULaLFzSfzouedyYDh3vpeOECPFNGCv29w5Rcl5kzZyGEh+k6CFc94LEwkXAEKxYhXlWFUyxKwg1yFy2q4buGJTslc7kcIUW4sctlRKkkw1bHwTMtYskKOTW9XGYkk6G/b4hFi+YRjcexkO3WlilneuhW4qhS43YKBVmlUA8VivAz2N9PJp0lnRolWV9LQ201VXWSz6HLgZYqLVqGwVixxPZtO5nW1Mi0thY8xS0wQ1KFy7LkPE9cVw6vURyLoookTFVBCenFqcBUoaKaYqEgJ54r4VvdlCeEoPvQIfA8Fi5dOuEz0xUM/dqIqqiAjBay2Sz9vYOMlcaIR+I0NdVTW1fnh9u+81BT2FAOylTYw/DwMAf27mThog6iSl3MNGRPTEQJA6OeK838FEIQDoWoqKryp7vrBeq6LiHT9AFZf6YG4xFvSFU4/vrXR5kxrYVkdTVvu+pyXv2vr+aKK95BTJHT/CqH5/nKY8HGMaGcr+5I1T/XkVuQJu4PMlIOMByNTqUeT2Se5/GXRx4jneqluTLGSL6Taclq9mT205HOUyhb/PUPO6lvrWIoU6KxoYYZLfUkIhZlx8MRBmBghS0Q4AkZrjujo36TVSyRkIsJiV0I9fOweshKpRJhtTNjWdiOi+c6hGNRLOBwdx+lfIGVp3TInUeBhXgeLlBWoXA0kfAXoxa19cplX1fBsizq6+upra2lfbYcijySzbP7cA/RSJjW6kqq6mupqKyUzMp8nm3bttAxfxHRioQMUxVeEkok/EqG5ziEYjGJZ6i2cE/lx3qRgGxd9xQuAFAsFKQ6k/yg/F4G0zTZvW038WSMWXNm+w99RUWF/5Drnhydq+ucPBKJUFtbK4lOlsVIOk1/3xBdnQeIJyqob2igoaFhQidmOB4nn88TNU1SQ0Mc6Oxi0ZLlxKJRH1zVaYIO1fWoA8d1icRifjXHVaBpsCLhj+8Dv6PTVD0b2pmUikU2bdnMnDmzqKio4B1XXcHLX/Qy3vved8vrc8d1Sf10AyY6ngB4C/hOTv9NkK6uTVemnkyK4USy45J6jIyM8Nc/P8Li2W38fkeMgmERjzcSAfYXuhhJjdI0p5lMLsOOQ4MkLYN+YVAuF6nMZonGEwgMcD2amqKqUStOoqICJ7BjDB/qJhyPYsXicuSfaUqFZA0quS5OqSTBRVUZkKG8S8/BboQJHcsWE1UTp6KmSUnVwjVVN6x2bM2k9AFcM9AeXSxiRSKYSnqutqGOmsZ6pjutlEolhtOj7N5/iEK+RGNNBZnRFKtOWUVVMimVlhS/IKrG3fm7kmoRL6uuxGKxKNMYxwHXpYQk+QghJCFLyfQ5jkNEUaiD6mL7Nu8hWmExvV1qp5TLZV94SC8MDVTqxaFbzYOphmma1NXXU1dfL9vNHYfhoSG2b9+OcMpU1dRSV1/vVz8Gens5dKibpUsXS4zGtn2xnLBabOXAbJFoPO47fd1I5qdWauHqNAPwVav01qVfa9s2mzY8Slv7LGpqarjsyst43qrT+fCH3g/qPmn2rO5d0oQsfc0aj9GRuU7TgtO/gq35gK9vgnJWzwU7ZqkHjEuQBa2np4fOzk7mzZnD0KFD3P6T2+hM7SFswP7e/Sydezr/svQccMY40NtD+/TptNXXUQgLunoHSeUyVEWiREWIupo6mqfXYZQFVY2VxOJxiET89MA0TZyiTSgmyU5lx8MTSi3JLlNRmcQrFOXQW+EhQmGE47B7zyGqa+PMWTCfuCo/llQ6USwWcTwP13FIqIqDn/MqR+F6HmHDGMdOQAq5xuP+AgurlmnUw26ZJgP9A+zZ10lFVKom1dVU0tBQRzgelwtUKTDp/hD1AUqdBZVilRRVHWTdPqycnI/HoKoq4J+Dbdt07umktrqC5vYZE5rCYgHKsf4sgyK4QYRfp5u6ZKqVr/wxAuEwhUJBll6H0xRyecKRMGOFEqecstQHekFFKo7jO+l4PC5TPt1FqwViVIRgl8v+PYGJWpo6ZdLnr4lfmzdsomVaC02NjVz57+9h/vx5/MeHr/EdEEiVdUM5RECJ8YzzXoJRhY4YgiJMwaqIvoc6+hAK4A49B1KPZ81RCCHYvXs3+Xyejo4O7GKRgcOH6d7fyc7texke6mbOvA4ilUkyIwW8wggt7W1QhlhFBCscIltwCcdMkpZBX/8oPX39hEMW9XVNVDYkaamrxozGKOfyRCujEigUYIYsv9nIVfyBsdwYY7kcNcmk2ikMcF32HOhmensLTc2NPhFHGIavsQBypw2FpbhNqVgkXlEh8QVHjiUU6j2EQtU141Io+m6xUJB8CiEVjyzDoPdQN4PpDKesWCL5E0Iw3NfHcDpHqZAnmUjS2FpPdVOTrx2hS3yhUEhSuy2L0XQaMxTyF6ymY5dLJcnidOVcEJ23l8tldm7ZzrTprTQ0N/u7cLCTVEcTmjAVlL4r2zYlpZ2hS7JCX5dyEqYiMOlhRvqh6j18mO6DvSSrExTHJPGttq6G+uZmn/aMwkJC4bAv8qsdl636NXTjHoxHPkFMRC9k7TyKxSI7t22nrX0GdXV1vO8DVzOtZRqf/tSn/KjBBz49z+9k1e8bTLd0ZKExC5+W743PHQ32zAQp7NpM05xyFDo83bx5M8lkkvnz5/uU2czICAe27WDo4GFc1yPe0kg2XyI/VmTevHaKpRKJeBS7UCQSClMcGyMzWqKyuoLUSB7Xtamvr6WQL9I/kMKMWoTCMZJxi7qaaqIJWTKrqK709SnD4bDPfizmckQME6/skS8W2Lytk0WLplNbWy2nkZsmUcvCikYZK5UAfKkz27bHm5gUTpFTaHxYd41aFlEldAv45TmN4LuqF+BQVzdjpQLzZrXLndwLDOANhfBsm0w6zcBQjlw+S7y6kmlN9TS0tPh8AcuSre8oJ6Ml76Ph8Lj4r+pFCSpb79q+nVnt7TROm+bPRIXx8BzGd+cgj8C/F8ipbkIRw8qq9Ou3cINPGkOnYkIw3N9Pb18/S5cvIxKJSHbo6CijqTTpTBrPMGmuraOxrY1oPO6PaAypcq9pmtiKsAZqsrgSCg4K6gSrDjrN2rJhE63Tp9E2fTpXX/0+ElWV3HD95/zr9VQXq04tYFzvUh9nAsCp15D61whUPbQT0a8PllD1vQ0/B9rMj6mj0DqNGzduZObMmUybNm3C77VgqV0uUyoW2fDYBpKJBE3NTURjMSLRKLlcThKBIhE8x2Ggtx9DmBQKeSzDBOERDcv+gEQyyUhmjJ7DGfLuKNWxSqprkjQ2VROtSJDPjlFRWSEnaYVC5EZGCYcjpNMpevpStDbUUNtQpyZ5y5A3FA5TUVVFLpcjGov5TT6eekgF+LtdSZUrtbCN40jlalM5RpA7tUbObdtm1/ZdeMDCebP935uW5fdaCN16rxZ2NBolPTxMNpNlaHSMeDxMdVUl7TNmyAdSVVs0V6NSNWpp/Q9dqSkUCuzatoMFixdSWVXl9+ZIiBi/cqOVt3W4rBe+pwBboR4SV6Uwlo521GLBceTQJXVddqnE0NAQIyMjLFuxwk8Lyo7UGLVt2ydgpQcHGRnJUnYFddUJGpuaSNTU+BFVyBofYRgsT2rMQDs+nfo4jsOu7Ttoammmddo0Pvaxj2GaJl/84hcnOEFPlWH18TT2A+MM02APi6bb+3oWKpoMsjhhnHvhczjGgeST21EMDAywdetWli5dSk1NzYTfaQqu1qTYvHkzc+bMoampST44tu1HJBrAKxWLvlZC2bbJZ3Ng24QTcVzFBDU8D8cBKxpiKJVhNJWjbJeprolSEY+RqIhLSX7DJBqNkR0eoXtgmPlz2jDCYbkDh6TjqUgkJGMSfFl+4XnYir6crKjwadi+qI1a1IbiVmgNB59cpHLvsuuyfecewsJk3sLZ/gwJnero13qeRzGfl7uqevDK5bKkKyMnlvX09JBJZcETNNYlqW9rkxPX1U6uyVSah1Aqldi0cRMLFsyntq5uXIhYV3WUYzFQuyP45Vtfys2RVPqS0qEEuRBKZalU7rmubK4qFv3ISAhB9+HDpEdG6ehY6vMt/HRFLbxiLid7IZSgj+c4jA4PMzg0RC6TI1lTRW1VFS3Tp48Dxqpyo5u8XEVN1w7Atm02P7aVppY6Wtva+OxnrqdULPCft9ziR1f+rh/AXVwFAOtFrdXig2kYQkxY+Kh7jTFxkJA/2DgQCSkHfHI7il27dtHc3Ew8Hh8/oFro+oNJp9Ps2rWLpUuXUqUkzYLmuq6UmVOv1+3Iuq24oBh6ZijEaDqNWyzhYhCOyrF2joBkZZJcOk3f4BCpwREqqitIhA1KZcHYmM3ypfPJj+UJK+l1KyL1HMOqqSocjVIsFKS4bi7nq1JrZSrNdNQPZFSRqPSOpPUOHMchZJrkRkfZubuTxvpqGluafGHXsGX5PAmtDq0dEODL1AkkUGlqR6REhG3HYWhggL5DvThCUNcoqwtJJQzs2DalUomdu3azaNFCEkobVCtVa55CSC08PbNUq1r5JUHwF0mpVPLZpBhqkDIyytLKUlor8vD+TgYzI6xYtoyYEuLR/INgD4dj275CuPBkP4fut/Fcl0w6Tf/QEKO5LNGI7NNobGmhQvFL9CakNxnP89j42EYaG+ponz2bz1z/GYaHh7nla7f45dWwqqj4aYWKIArFou/AtCPQQK8PZgae1QkVIVVKDoLAwdeBn+Kd3I5ishzeZCfR09NDT08Py5cvf8L5H5PNVSxLLR8PUvNAqJ23qDoVDUOy/pxSCSMSkfMqFM/ALpfZuXMPJVtQlYzSUFNNVTIhwU9TTn4yw2ES8bicbKUWOUL4FGHbtnEVIzAcjUrykKWGysTjvnqUvg8go4WxbJbNW3fRXFNJ04w2nFJJjiq0xofe6MWrRwW6nidnsSrQLhqNymYoRcASZTVnQt0fPXhmdHiYoYEhcoUCVbW1JBIxBvoHWLR0iazYWBYlxdyMx2L+lDBL9YR4KvUy1XUFHYVt27LxToGUKJ6GBlV1eK6Vuw51dpEeyXLKquV+tKUBUr0ZBKsTGseKKOKbpaj2hv58lDMrFoukh4YYSo8ghEt9fQPNzc2yP8TzsB2HTRs3U12VZNacOdz05ZvYd3Av3/rvb09IITQwGeSHaCemIwn1EEtauvpsfQxCYUO6n0WrWmkuh3aK2sHo91D3aMpRaEehdwv9fnv37qVYLLJ06dIJANk/ajo39jzP50doMREdUnuuHCZULBQo2zY7d++isrKK2TNnYpdKjKZHSQ8O4do2dTVVVLe2EInFJCtP7fIGkhatdTCLxeKEXV14SrgV6bhMhTForMAuS6n+Xdv2sGD+TMmuDMmZmzpsDqmuSdOSbcnBHVEI4ZfTzFAIQ91PUy0k3bPhKF0GTBNL4ToIQV9vL92He4goB1hVUyW5DKHxmZu6N0I/8JGobNnXi9lRlGhHVXciqmzrOI4vF6j7PWAcj+nc30kmm2XxkkWyQSsQbVmh8anlWkvDtm0iipIeiUblYCOV5jgKmwjpxj113RiS6j04NMTwcIpsNkNlooJcsUB1VTVt09v4+n99i227t/I/X/s6FWpcgCab6Q5T/awGUwg/Qgm8t8H4QKRg5KgVvAzwHahWDtNpapD+rXQ5phxFMP/U/27bto3KykrmzJnzlAzOv8eC1zC5tyFYns3lcjz6t0dpqG+gdVqLrELovNyyKBWLpHt6GEiNggl1tbU0t00jnkxKLUuQA3wCwKShSqjB99SRRDgcllL5nkd+bIyd23YwZ/ZMGlpbfTBU9zlITV/ZXWqa48N87FLJZ0NqdStPSAm+kGlKxqXKxx3b9ueCOkLpb+TzUvejf4BTTl2FZRgUxsYY6u2lfzALFjQ11VJbX091XZ08riqpmjotCeTnWvnKVYClpRZOMH2AcXHanoMHSY1mWL58mc+S1DwOnZLosq12GBov0ZL2mhynW/N1JybqWk3lnDzHkbR9hQ/89bHHcByH793+EzZv3YLwPO7+8e00Nzf70Y4mkE3mgwSrFH5UrEBcPxJxHBzP8/9Of+Y6wtBOXld9NNahKyf674yjsQiOsR1zR6F3e5Dh6ubNm5kxYwatra3P5NBPasEdQSP+mUyGrVu3M3/ubKqrq/1yl6Fe67quHCunPL3juoykUgyPjlIq2DQ2yaE8+sEGfPDMUbMsdTiMAv50ypIaHmb//v0sWbKEaDwuKeRqB7IsSxKkAjuTTzpSvQ6uAkBDofEp5KYhKd2mikJK5TKW2rk8la5EwmH6+vroO3SIJStW+Lk1qsLhgXQaA4MMpHOETYPm5jqap02jIpn027p1qqhZp1pvUkc6momoz13vzvv37aOQz7N4yRJA5eiu6w/x9YFeBXQGgU3P8yQwLCST1lUt9JimH/UI5TD1rq6HW5vAjh27MAyD9lntfOc7P2D9737Bv5z6An7121/wX1//BkvUOSHE+LEDfAhd5tbPred5fnu8jjxcx8EVghe+6AVMa2vjrnV30X34MBdcvIbU8DCnnXoqt/7vrfI4QvgT6TXrVFdQTnpHsX79eubNm0djYyNdXV309fWxePHix1VAjrUNDg6ya9cuOjo6SCaTfj6py1qmYVAsFPzwUOtEGIbhi6hkslkGBobIF8aorpRy/zXV1ZjgswX9PNY0MdRO0tPTw+GeHjqWLJGVDdOUUvGajIPcYcOqbKkfwnK5LFMNxT9wXVdK7YXD/oAe3fWpmYPaSWn6eN+BA6SzWRavWEFCDy5CPuCeI5WzPMZTDQGk0mmGh4YolmwaamtpbGmmpqZGpnCq1Kg1J7RD0CG0jggcx6HzwAEKhRLLlnf4i9Gy5KxRQ71GO1qt6xksH7pqUVnICKbseT44qLVO9ELWP9M9Fnt27sK0LGbPmc3/fveH3PerB/jhd/6XZDLpOwDDMPzhzvq9bdv2qzN65w+yULUSub6HGAZf+9rX+Nvf/ko6k+ben97PhRet4Zw3nMMFF57PVe+9imUdy3jnZe/wcQudxmntDXUfT25H8Y1vfIMf/OAHFAoF8vk8a9euPWrpxt9r3d3d9PT0sGLFCv/B0qBmsPznqIVQdhw/vfAH/hpyQph+gNLDwwwPpRjNZ6lNVlFXV0tdQ4OPVXjICVXd3d0MDQ4ze+5sH5jEMIhGIlLUVZVcdRVBy/eDKh8HSmx+v4D63g1QlvXO7ONBQG9XFyOpFAtPkapU4clpRFlO3AqW6oKUZyEEg4ODcsDwWI54NEFtdZLahgY/HQgCgMGUY9++fZRLZRYtWeRzGvz+CwUy+/NXFTFM/60IVHmE6/oUau0odFivd/+QYoQKZHS4Z89eDAHz58/lRz9ey9p77mDtj28nqnQxfLaoafoRmI5i9AhCzcnQ92QCHyLg0A53d3PpZW/n4x/9GDfdfBN3rbuTtrY2Dh06RDgc5o9/+APXf+6z3Puze/2ZKNq5CgUaq8/vhHcUx7Qp7MorrySTyfCLX/yC888/nyuvvBIhBG94wxtYvXo106dPP2ZOQwjB/v37yeVyrFq1agJgGkSe9YNpWpavgKXLY55amDqc11ZdU0N9QwMGMJpOMzQ8zP4DB0jE4zTU1VHb2Mj+/Z2UigWWLV+GVjgyVFXAJwFptFxFBrrByD9HVcfXO5vupAySi/zrMgzZu2HbHNy7l7Lr0nH66YBqD9ckH3UNpiKLBSnP/vuoe9Pc3OxPBh8dHSWdSrN95w5ChkVDYwP19fW+HL/u7ejcvx/hCZYuWzrBQeh7rQcp6Zxd903oay6XyxL7UPfM1mmdYfgiNp7jUMzn5SIOhSRuIQSdnV2EQhZz585l7do7+cm6/+OudXeRTCZ9J68dl65OBDs4PSFkO75lTbgPk6/BUFHe1R+6ms995gbyxRwCg5GREaoVIcy2bWbMmEF3d4/fNBh8jizFdH2KjfqEsWPePfra176WD3/4w1iWxbXXXktvby/r1q3jiiuuIJ/Pc+aZZ3L22Wcf1UjD8zy2b99OOBxm+fLlRzyu/lnw3yC1WVcthHqog2FxKCRnWAigqrqamupqrFCIwVSK/p4+9uzfD5bFrLbplB3HJ1Pp9mwdWlvKGYUUVyF4/rqmr7Ua3IBT0KXasFr4OlJxXZe9u3eDECzq6PCBuWAPgl68nuNMGHsnAosm2COhf9/QIB0DSJLX4OAg27ZtxzCgWQ0mPtjVhWmazF+wYMJCCzo2nxKtrtV1XX8Ohqs6UXWlKNiVaahoDaT6VkxR4zVlvLunF4Rg9pw53HvvvXzvh7fx07t/SlVVlX/Nwc/PTyEUB8VVn0OwiSvYnxH8bEzT5N7776OlqZXTT1/J737/hwnPlh+VBUBvAT7QrAFp3Ilq4ieyHdPU40kPLAQDAwPcdddd3HnnnaTTaV7/+tezevVqFixY8LSdRrlcZvPmzTQ2NtLe3v60zkvXz4PVDb3Y/AdO8Tg06xLDIDc2xp7dO6mra6S6toaB7n4y+SyYFrVVSZpbW6lQbMTgA6j/r3NnXbvXFgztJ5N39MKybZudO3aQrKhg1pw5E3obgqW/4N8ExwgGqzbB3g4NButoQ/NXtCMoFAoMDg7S1dmJ67q0tbXR2CQl8YMLXYf3vqPQeIZqZfd0d6brYmqGpedJCQBdLdE9FIEUyvM8DnR24ToO8xfM54EHHuRrX/8KP/vp/dTV1U1wVsFIUt+HoIP0y+ymOcFR+mSrQBXm2o9fy/e//yNCoRB2sUgmk2H12Wfz0Pr1HDp0iFAoxB//8Eeu//xnue9n905oBJtA1jKmCFf/kA0PD3PPPfewbt06+vr6eM1rXsM555zD4sWL/26Pq6ngs2fPpqmp6aicl34YtfnRhgqhUQ+/Uy6zYfMGpje10treLmXwlWZkybbp7+4hNTIKhqC+ro6m5mZi8bi/OLXph0mXGw3wB/Po1EhHGz4u4Lps3bKFZDLJzNmzJ0ZFjC8IbRqLCAJ5fqTEuLOcrEzl4ySMd5eWy2V279hBOBxm1ty5pFMpBvr7GSsUqK+vp6GhwQevg05Q77qGmCiIo8vJmnim+STBSWSO6gsB2LtvP47jsHDhAh5av54v3vxF7rv7Purr6mTZWYyX5rUDCF5zkC8RJERpsFX/jRlwOHqBa2Wy3/3xj9x8003cc9ddrLnoAt54znkq1X43y5ev5PLL3zV+HHNc/yPg9KccxdOxkZERfvazn7Fu3To6Ozt51atexTnnnMPy5cuf0GlkMhm2bdt2zKsq+kHRfRSGEOQLBbZs3Ur7zJnUVFX5QilCCCyFcuuHq1QqMZpKMTQ4jIdLVVU1jY2NJKuq/F1HYxVakLfsSB1Ine5oQNMyTfJjY+zYsYPGhgamzZjhL+qgoIr+0otDcwhcxYvQxwz2pvh4hjFROg7GJ4i5rsvOHTuIRaO0z5r1OOAynU7T399POp0mkUjQ1NRETU2N36QViUT8Co7PKlXYjO4MDX7eGk/SAHPn3r1kx/Is7ljKww//jus//xnuufNumpqa/GHSwWuf3Dzmt8oHuDfaqUQUhdyP3BTwGjgZX73sd7//PV++6Sbuvece9u/fz8UXX0wqlWLFyuV879bvj6uIq2sJppaKpDblKJ6pZbNZ7rvvPtatW8euXbt4xStewdlnn81pp53m3/jBwUH27dvH8uVS2v3ZMiEE2UyGbVu3sGjxEsnP8Dz/pgkhJvBItBPwF6TnMTQ4yGhqhLHCGLU1NTQ2NVFRUeHv8K5C/vX3Wi9Sh7ybNm2mbXqbH0HpUqejnItpmv45BCePRRUuIgKv19UHQwifZm2oYxKoxujX7961i0QiQfvMmRN2Y83Q1EQjIQSjo6P09vaSyaTBNGmobaChqYloJEJIUbO9QAWEwM4PEydxARzs7GR0dJTFS5fyxz/+iU9e9/+4/cc/Ydq0aX6aoPVCg2F+0FHq73WXqf5MSqUSccU61aZp8dp0BSqYAk5OJ4PONYgVTSalRU7muR7HwvL5PA8++CDr1q1j8+bNvOQlL8E0TSorK/nwhz88YRrWs2EjIyPs2LGDjqVLqaioAJgw7RzG55tMIBIZ412FwYdnNJViuL+fbHaMikSc+vo6apuaxlvPGS/nlstlNv7tUWbNnUODKlm6qqMzmJboRQ3jFQ7XldJ62ql4nud3e+oZGJpE5V9H4DkRQrBl0ybJrp03bwKrcsLi8DxfLt+nORtysE9fXx+Dg4MYhkljYwMNdXXyHqroQp9vMCICyTnp7u4mnU6zZOlS/vKXR/joxz7KHbffzvS2Nr+7WCtRBf8+Eon4PSqTS7ragqmV/sz0PBbLHBfBEcbEGR/afDJWICrzsY1JlQ8dwURPdoWrY2n5fJ5LLrmEzZs3E4vFeMELXsA555zDi1/84gnA3bGywcFB9u/fz4oVKybMrtAWLGMG81/90OocPUhS0h2aQgiG+vtJDwwyMpIhkYjS0NJCU2urPxdz06ZNzJs7l8bGRh/gE4wzFvWC9TUSJp0bnuczGjWwiQI9LRX+B+9jcFr3lk2bqK6p8SOJYN4dxDNQThEmLiZMcwK4OTg4yODgIKV8ibraKuoaGkgGwFANrArXpbOri+zoKMtWrOCRRx/jAx/8AHevW8f06dP9Ra67e/WU9aCj1BbEY/SC1YtbO7xgN6k+33BAa1Rf5+QqiU/PDkRY6s2kjoeYyByeiiiOoR08eJBvf/vbXHfddTiOw69+9SvWrVvHH//4R57//OezevVqzjjjjGMSZfT09NDd3c0pisz0ZDa5NBe830HHIYSkI/sPk3IuQggymQxDAwOkMlmi0Qj5QoGOjg4a6ut97QRPpQtBUlUQsdeLJdjA5KlIwFQ9FD4RSX2FlQBPsGdh86ZN1NXWMr29fUL5dXJVyDCkJIB2YMFzQZ/DJOdZLpfJjIww0N9PLlegKhmnvrmZqupqopEIhw8fZnBwkFNOOYVNGzdz1dXv5a6165g1axYwvoujQWaF8WAYE7QhtAPXUQZMdOzaJreX6/Qt+PkBvkx/8Ho0EO2XYd3xcYba6Wo76YVrjoc5jsNvf/tb7rjjDn7729+yatUqVq9ezcte9rIj7vz/iAkh6OrqIp1Os3z58n+o63VyCA0TH0R/oanF5agpUhpsNAyDQrHIpo0bqW9sJJuR6lx1dXXU1tQQV92oevfTD/3k3TEYXejFqaMeveB101MwonBdl40bN1JTXc2M9vbHlRmDFRYfEwAfkDXUYhWB6wm2lGtMI1hOzabT9A8MMDScVnRrh3kLFtDf3887r7yctT++g/nz508ACTXgqb/Xrf9CVVyC7Fx9n/S0d2BCOqFHUerFHxzPqM8xyFFxAs5dg8+atAeMT0VjImV9ylEcZ3Ndlz/84Q+sXbuWX//61yxdupTVq1fzyle+8h8GPYWQ4sCO4/xDJdsnO55etMGdOfg7TTMvl8tkczl2797N8mXLiKs5IqVSif7+foYGh/A8h8amZhoaG4krvc9gKVC/TzDi0ItFP/DaJjgK9ZpNmzbR2NTEtGnTHqcxEuQd6EXjX4e6Br9yEkhF9ELW/w86smD/SG93Nwe7DhGLRXnXVe9mJJXm7e98J5e/453MmDHjcUIwmvoexDUwzQm8EX3tOr3Rzi3oXP3PIeBcg+lFkGMyOVL0Hae8WP0L//pRn6thGFOO4kQyz/N45JFHuOOOO1i/fj3z589n9erVvOY1r5kwU/KJ/nbbtm3EYjHmzZs3YTc9GhZczNqCOh6poSH27t1LR0eHlMAzTX+2qH4gi8UigwMDjKRHcByb+voG6hobqaqqetyxJ4f8xWJxws5oWZY/y9MTgg0bNtDc1ERbW5u/oFxV3TkSMBskF02OYIKYRTCqCGIRwb8Z7O+n+3AvK1atYO/u3Vx62aV8+Us3snvPHnp6B/jMpz45wTmpg4+L6ahzdAPRSpDHoCOBUqnEK1/zKsolG9dxOfesN/DJ6z/rlzuHUilOW7WK2267zXekwesKrqOg45jMYQkCtIFzmHIUJ6J5nseGDRtYu3YtDz74IO3t7Zx11lm8/vWvp7q6esJrtYJ4Q0PD02J6Pl3Tn8vAwACdnZ2sPOUUf0aHTlG0NJ7uItVKTcVikXQqxVBfPyXXo7qigrqmBirVFC/dwajvhR+ijzMFZb9CscjmLVtoaWlhWmurDNXVeTnlMhGVyulFH4xggszG4MIPLhyd+gR3c81ONQyD/r4+DnYeYsWqFRw6eJCL3vxmbrv1VlasWPG4+xQM/YHxnhZznIofjBL87tWAAykUClRWVlIqlXjZy1/Cl79wI1/9+lc58w3ncsH55/Dv738/K5Yu4x3vvMw/z6DpMmswndLXfKRoS9//KUfxHDAhBFu3buWOO+7g/vvvp7GxkbPPPpszzzyTQqHAxo0bOfXUU2lpaXnWz623t5fu7m6/83UyWOgqluKRAEWN3tu2zUgqxeDgELmxMZKJClpam6lvbPTfJ4jaB9OBDY8+Stv06bS2tvoj+TAm0Y8tqV1qKi6E3sWD4B5MxGO06bKxfj34VQAGBwfp7OzklFNOoae7mwvXrOE73/kOq1atGo9qNLsz4Hz05DJ9rGDapU2/1rbtcfJZIA3J5XK8/OUv46tf/TqrV5/F/v37CYfDPPLnv3L95z7DfffdN+H4+lq1spq+bs1lmUyjD0Zbz5WI4rhNMz9RzDAMli1bxrJly/jUpz7Fzp07Wbt2Lf/2b//G4OAgF198MaeffvoR04NjaYcOHWJwcJCVK1dOWEQwkWIdZEMCvlZEcEevb2yksbkZz/MYVPyFvfv3U1VZSb2iWAd3PI1JtM+cSWNDg2RCMk7mMlV1xlACPFZgAQhVfQlGDcGcPciIDHZyBqOKoaEhDhw4wMqVK+nv72fNRRfxzW9+k9NOO80/JuADk8GKxWTsKEhN1+eozyGiIjR9LNu2ef4Lnse+vfu56t2XM3v2TCpr5CBpIQQt05rp7ul5HAAdNP3+uhKif6ajmOC5HOnvT1Q76R1F0AzDYPHixVxyySWsXbuWb3zjG+zcuZOLLrqIaDTKWWedxdlnn01zc/MxdRoHDhwgk8lwyimnPO7BD+5g2oIgqK9ipSz4WsMwqG1ooFmxF1OpFD3d3ezds49INExTUxPV1dXs3r2buXPn0tTU5IN+AsarMJ7nt+MT2LE9T820CICDwfeeHPEEAVC90NPptO8khoaGuPDCC/nqV7/KC17wggn3IHiNR1pwQUcF48xO7Zj0OQSjkVgsxmOPbiCVSvGmN53Pnj17JxxT954EzyNoE5icAZzmiT634L050e2oOIoHH3yQ973vfbiuyzve8Q6uueaao3HY42bTp0/nvvvuY/r06QD8x3/8B11dXdx555289a1vBfA1NTTAdzRMCMHevXsplUosW7bsSSsrR3rPyQ8+jKs/6RA/qHZeUVHBwkWLEEKQzWbp6+1l9+7dJBIx8vk8pVLJFwr2lHPQFlwIggBQqVKQyZgATARR9d8GI6KRkRH27t3LqlWrSKVSnH/++Xz5y1/mjDPOOOK1Bo83oUnOmzi2b3KkEcQRgsfSP6upqeElL3kJf/nLH8mOjPol1N6eXtqmtU44TtCCuhzBPpXJ1/1cchDanjFG4bouCxYsYP369UyfPp3TTz+d//u//xvXJPwnMyEEPT09rFu3jrvuuotisehrasyePftpf/hCCHbu3IlhGCxcuPAZHSf4IB7pOMFWb71oCoUCmzdtYd78ucTjcVKpFENDQ5imSVNTE83NzRPmWUw4rgJXNb1cn4d+r8lp22SSmnYSu3fvZsWKFYyOjnL+m97E5z77WV7zmtc86fVO7uXQjimY0hyJ7xLsngUYGhoiEolQVVXF2NgYZ551Jh/+4If5wQ+/z7lvPI8LLriAK6+4gmXLlnP5uy8/YlQ02bHrcxkeHmZ4aIia2loaGxuPFG2c8B7jGTuKP/3pT1x33XX8/Oc/B+Dzn/88ANdee+3ROL8T2oSYqKkxMjLC61//es4+++x/SFNDl1/j8Thz58495jtNcId3XZexsTE2bNjAvHnzZOdlYAEUCgWGh4cZHBzEKds0NjTS0NREZWXlBGxBHze4cwZ5BhoX0JWZIDCbSqXYvXs3K1euZGxsjHPf9CY++fH/x+te95oJ53Kk69Dvp5vtfHYmE8HGyeanVOr537J5C5e+4xKEK6/nvPPO5RMf/390dnZy0UUXkUqlWLlyJbfddpsflU2OZo4UAfb19XHxRRcyb958isUiZ/3bG1h93rkTnO1J4Sh0ifHb3/42AN///vf5y1/+wi233HKUTvG5Y8PDw9x9992sW7eOgYGBCZoaT/QsuK7Lli1bqKmp8anIx9qCIXqxWGTjho3MnTfXb88/kg6FRvWHh4cZHBigWCjQqKTy9HxTvXCP2MwVCLmDacLo6Cg7duzglFNOoVAocN4Fb+LDH/gwq1ef9TggdDJ3QVswBQhWQ/T7a12JoE2m0werJZMrNkdKG4IWZKUGzXEcLlqzhrdcfDGNTU1c/Ja38OMf/pBTn/e8yffjhHcUU2DmUbT6+nouu+wyLrvsMkZGRvjpT3/K9ddfT1dXl6+pEcQeHMdh06ZNNDc3+3jIs2H6IbVtmy1btrBk6RLfSQQX0OS+h0gkwrRp02hra6NcLpNOp+nqOkhuLEddTS2NDfXSaYTDvhy/LuPq9w3m7ZlMhu3bt7Ny5UpKpRJvuugirn7v1ZxzztmPY39OxjYm94oEnY92KJOVwZ7IWU+OCoIRV5DJGaw2PRXekM/n6evrY+aMGcSiMf7jmo9w/ac/xSmnnirb8ysqnlVezjO1ZyzWp1WHtR0+fJi2trZnetjnvNXU1HDJJZdw99138/DDD7Ny5UpuuukmXvziF/Pxj3+c9evXc+WVV9La2vqsOgltxWKRTZs2sWjRImprayfsnhr801+apBVMASzLoqWlhY6OpZx+2mnU19XS3dPPI489yo4dO+nr7fXVrDTbMxgRZLNZtm/fzooVK3Bdl4vf/GauuvzdXHDB+RNa8Sfv4kLjITChAiGE8IWE8Dw5ryWQmky2yThLUFBXX/NkejcwwZHo6GmykyiXy6w++yw6Dxygtr6Wi996CWsuWMMFay4il8vx9ssuY+fOnc/o83u27RmnHo7jsGDBAn75y1/S1tbG6aefzo9+9COWLl169M7yn8jy+Tw/+tGPuPbaa5k3bx6nnXYaZ599Ns9//vP/oSazZ2KFQoFNmzaxePHixzFRn6h8Fyx3BndVf/cNND+l02mGB4dIZ0apTCZpbGqioaHB/5tcLsfWrVvp6OgAYM3FF/Pmi97M2972Vv99NYag39vnHwjhzzdFjCt+maaUJ8QYH21gIIV4/bbvI2AdTxZpBCOLyWnUkRwEyPVw1RVX0D5zBtd+9OP89ZFH+N5tt+IieOXLX8PXvv5VzvjXM/j0pz/1nEo9jgoz8/777+fqq6/GdV3e/va387GPfezonN0/qV1++eVceOGFvPCFL2T9+vXccccdPPbYY7z4xS/mnHPO4UUvetEx09TI5/Ns2rTpCafH/70W5D4IIfyWdX86uiE1LXK5HP19fQynUsRiMSorK+nr62P58uWEQiEuuvgizjv3PN75zndOKFMGm8SClQU9qk+b57pyephp+irXvqNxHDk7dlJl4u+pDOlr1E5ncqkzmEYFXzswMMCsWbN4yRn/wgMPPgTA3x55hD/86U8MDQ3T1NTEe95zlf936txODkdxLG3WrFlUVlb6oeDf/va3431Kz9iOtIvZts2vfvUr1q5dy5///GdfU+Nf//Vfj5qmxtjYGJs3b6ajo4PKyspnfDydIuj/EwBJtZSe/t40TQYGBti2bTsAn/rsdZiYvOHMN/DRaz86YSE+kRmG4Ucu2plobUzDMCakGj64+iQsUf2zyTjDkaoX/hS4wLkEHZDrutxz1zpWv/E8+vr6WLVqFZde8hY+/4UvTvg7fQ5BScQpR3EUbNasWfztb3+joaHheJ/Ks2aO4/Dwww+zdu1afve737Fq1SrOPvtsXv7yl08gTP0jlsvl2LJly1FzEjC+yDRgGUydgjiD5mls3LiRjo4OIpEIb7vsbRimQWYkQ1NzEz/+0Y9lP4mqWuhI4HGRlYpetMYmhuHLBAohOHzoEG+99K309/dhGHDZZZdx1VX/zujoKBddfBEHOruYNWsWd/zkJ9TW1j6uz0Wf7+TUYjLLNBhZAGzetIl3v/tyzj//fN539fvp6+vjjJecwZlnnslNN940Tk4LOKZASjTlKJ6pnYyOImiu6/L73/+edevW8etf/5qOjg5fUyMej/9dx9BOYtmyZU/ZUv+P2mRM40iLKJ/Ps3HjRhYvXkwikeAd73oHp556Kh/50EewLItisUhUcSt0mdJADgnSqluPwxZ01WNSdNDf3093dzcrV64km83yvOedxu23r+WHP/g+dQ2NXPMf/8HnvvAFRtNpbvj85ydUTyaRoB4XeQQjqGBUqBmsf/nzn/nCF27gRf/yL3zwAx8knU4zZ84cvvFf/83FF63xr21y38uUozgKNnv2bB+Vv/zyy3nXu951vE/puJnnefzlL39h7dq1rF+/ngULFrB69Wpe/epXP6EDyGazbN26leXLl/sCwMfSJofxxWLRdxIVFRW8693vYtHCRXzsox+b0LimtS981SjP84cXB5urHifge4QdOgiEvvGNq7niqvfw7+99L7/59W9oaWmht7eXl7385Wzfts0/TrCSEUwrjMD6cCeVZy3L4lvf+ha7duzgE5/8JMlkkkf/+lfe98EP8OIXvYgv3PAF34kcyYGCX8qdchTP1Lq7u2lra2NgYIBXvepVfO1rXzsi9/9kM62pcccdd/Dggw8ya9YszjrrLF73utf5lQw962TFihXP6hgDbUEnkUwmee9738u0adO4/vrrH6e+pdvYNeXbdRxfbj84PHlCj8kkQDL4c8/z6Orq4qUvfSmbNm1i9uzZpNNp/9xqa2tJpVITyGfBoT+e5/mq29qEJwcT6debpsn69et58MEHqUwmec9730tDQwM/vv0nvP/q9/O/3/kur371KwEmpGZBTQrl3KYcxdG06667jmQyyYc+9KHjfSonlHme52tqPPDAAzQ1NbFy5Uo2bNjA97///b87RTmaViqV2LBhA4sWLaKqqoqrr76ampoavvjFLz5hs5uvF+o4eEwEFXVjlt75g2SqydURwzDIZrO89KVn8NGPfow3vvFcamtrGRkZ8Y9XW1vL0NDQhEqLNt/xTEptEMKfN/LWt76VM854CW9/+9v41a9+xQMPPIAQgo9//ON88UtfIhKO8slPfmICS1TbZCbncwHMPKGno46NjZHNZv3/P/TQQ37tfcrGzTRNli9fzmc+8xn++te/cvHFF/Pd736XTCbDmjVr+O53v8vg4OCzdj62bbNx40YWLFhAVVUVH/nIR4jH40/qJEC2sZuhEOFo1J+9cSSgFMbBRZ1mBK1QKHDeeedx8cVv4dxzz8MwDJqbm+nt7QWkIFBTU9MEADNIJPPPcVKKo1Ojt1zyFgzDYM2aCwE444wzWLNmDa4QvOKVr+TA/v186lOf9AlrQWp7MPoJslZPdDuhKdz9/f2cc845gOLNX3QRr33ta4/zWZ3YZhgGmzZt4pFHHqGtrY29e/eybt061qxZQywW46yzzuKss846Zpoatm37DWY1NTV84hOfwPM8brnllid1EpOvYXKvBkykWk+mcwfHA77znZexcPFCrr76av+YZ511FrfddhvXXHMNt912G2efffaE95lcnvWdh2J46nEIQ4ODOK7D97/3fR5++GEeevAhHtu8kS/dcAM3fulL7Nq1y+/+DUYTQUcUtKeI6E8Ye06lHs/U3v72t3PvvffS1NTE1q1bAUilUlxwwQV0dnYya9Ysbr/9dmpra4/zmR59E0KOGli3bh133303hmH4mhp6DN8ztXK5zIYNG5gzZw719fV8+tOfZmBggG9/+9tPa7RBsLwaZEnCuFLVZG7E73//e1760pfSsawDwzQwBHz+s5/jeS94ARdccAEHDx5k5syZ3H777dTV1f1d56PfZ9OmTXR0dPCqV78KwzBon9HOy17ySh7525+JxxN8/vOfnYA/aPlCbZNLpNqZTM0ePcHst7/9LclkkksuucR3FB/5yEeoq6vjmmuu4YYbbiCdTvOFL3zhOJ/psTUhJmpqlEolX1Nj1qxZT8tpaCcxe/ZsGhoauOGGG+js7OTWW289KtT0yc9pcJeeTLHWTuNImpp/b1QTNNd1+cg1H2F0ZJRv/vc3SaVS7Nq1i5UrVxKNRrn+059jKD3MzTd9eQK9fbLy1mQAN+AMpxzFiWadnZ2ceeaZvqNYuHAhv/nNb2htbaW3t5eXvvSl7Nq16zif5bNnmnZ85513cuedd5LJZHxNjfnz5/9dTsNxHDZs2MDMmTNpbGzk5ptvZsuWLfzwhz88ZlT0I9Gwg9qZ+ryCu7r+myDo+ffYjTfeyK9/82vuXHcnlmXR1dXFnDlzAEnH37d3L/f89Ke+Q4yoag0wIVWanIZom3IUJ6BNdhQ1NTU+Gi6EeBw6frLZ0NAQ99xzj6+p8brXvY6zzz77CTU1HMdh48aNzJgxg6amJr7+9a/z5z//mZ/85CdPOW7xWNhkebrJvztCxcH//eQ0QZdrP/ShDzFnzhyWLVvGz3/+c+677z7a29u5//77ufmLN/Lu917pi/PqTtvguUzmUAS/V7+fchQnmj2ZowBZNgvW209mS6fT/OxnP2PdunUcPHiQV7/61axevdrX1NB6Gm1tbTQ3N/Otb32LX/7yl6xbt+5Znyx/JAtiG0dYnI9rOJuMg+TzeZKJBDt37uSN572RVatO5fzz38SrX/1qLrroIm699Vaqq6t9sRwdPQUjmmC0o6MLXenQFPXngqM4oasez4bpsplOPZqamo73KZ0wVltbyyWXXMIll1xCJpPhvvvu48Ybb2TPnj285CUv4c9//jM33ngjzc3N3HrrrTz44IPcfffdJ4STgPHqSbCH40jYweSURQjBf954M49t3sDM9pm86EX/wqaNm4lGImCafOMb32BoaIiKigr/PYI4TLC5LJh26PcJRhU6PTrR7aR3FEcqm03Z462qqoo1a9awZs0aUqkUr3jFK6iqquKqq66iubkZ27Z54IEHnvEg6GNhRwIRgyXRyT//5je+yYMPPcjNX/kKV151JQg488zX4zoO//mVr/CjH/2I9evX+1jEE9Gzg+8bBFwn93o8Jyx4AUf4+qeyCy+8ULS0tIhQKCTa2trEt7/9bTE0NCRe/vKXi3nz5olXvOIVYnh4+Hif5glvDz/8sPjmN78phBCiUCiIz3/+86K/v/+ov8/b3vY20djYKJYuXer/bHh4WLzyla8U8+bNE6985StFKpV6Wsd2XVd4nud/ua4rSqWSGBoaEl+7+T/Fnj17xFdv+k/xhjf8m3AdR9ilkti9c6fYu3ev/56ObQvhuvLL8474PsH3cBxHFAoFUSqVhG3bIpfLiXK5LMSTr8ET4uukwyiOlR2Jo3HdddfxrW99i0Y1vu9zn/scr3/964/naT6n7FiWs/0FEIgG/ueb38JxyuSyWW76ys2ceuqp3HfvvQB88YtfJBQO8/73v18fYELZ1QA50+QJ4Ab9fnoMpI4+1MDjEx6jOKkiimNpDz/8sHj00Ucn7H6f/OQnxZe+9KXjeFbPfTtw4MCEe7pgwQLR09MjhBCip6dHLFiw4GkfW+/0QsjP79JLLxWHDx8W+XxeXHrppeI9V71HjI6OiltuuUWsXLlSdHV1jUcg5bJwHUc46l+3XBauiiw8xxHlUkn+znWFEOMRjOM4wnEcYdu2/zNxAkQMT/V1Qvd6PJfsjDPO+LuZflP29K2/v5/WVjmtq6Wlhf7+/qd9LL2r53I53vSmNzEwMEAymcQ0Ta688koM0+CCCy7gwQcf5Cc/+QkzZswYnwUyqbwqhJAaGp6H63lyeprqSA3qWAQFi59oXsmJaCc9mHms7ZZbbuF73/sep512GjfeeOM/JT38eNk/Qpp6IvvlL39JMpnkAx/4AP/zP//D/fffz5o1azj99NM5/fTTKRQKPjciyPT0pf+00whUOCbwNYRU5ApZlu9AJo84fC7Yc+tsn2N2xRVXsG/fPjZu3Ehraysf/OAHj/cpPeftSF2gT9ceeughrrjiCr7yla8wPDxMIpHgQx/6ELfddpv/mng87gvPKM4DoCIJw0AYBp4YZ4hOUMVSPSI6ynAcB6dc9qMMeO40hU1FFMfQmpub/f+/853v5MwzzzyOZ/PPYUernP3b3/6Wm2++mbvvvpslS5awc+dOGhoaeOyxx/jABz7A6Ogo//7v//6Ef38khiUgQU7AKZfBkJJ+hmlOUO6CcTKWaRhYx4jmfjRtKqI4hqZ3PoC77rprSkvjH7Q1a9bwwhe+kF27djF9+nS+853vcM0117B+/Xrmz5/PL37xC6655pqndezOzk5+/vOf+6rus2fPpqWlhZUrV/KnP/2JV7ziFX/XcR6X+hgG4WiUUCSCFQr5mp9BhiioSEKIJ6Wcn1D2FGjnlP2ddiSOxpvf/GbR0dEhli1bJt7whjf4aP2UnRj2X//1X2Lu3LnioYceEkIIceedd4oXvvCFIp/PCyGEX7F4OubzNFxXuOWyKObzolQoCNu2RbFYFIVCQRTzeVG2bSFOgKrGU31N8SieI3bo0CEuueQS+vv7MQyDd73rXbzvfe87afQ0jpXddtttXHnllZx77rnk83muuuoqXvaylz3j4+oFFjStB+qDsArcjESjJ3zpY8pRPEest7eX3t5eVq1aRTab5dRTT+Xuu+/m1ltvPen0NI62/eAHP+CGG27giiuu4KqrrppQtTgWptec8DzKtk00Hj/hHcVU6jHJPvGJT4j169cf79N4SjvrrLPEQw89dFQJSCez3XPPPWLatGnipz/96bPyfkECljgBUoun+pqKKJ6D1tnZyRlnnMHWrVtpb2+f0tM4SvbAAw+wdOlS2tvbn5X304vwuTAA6KSoenR2dk6oOHz5y1/muuuuO+JrL730UtauXQvIKWWf/OQnWbVqFcuWLTshRtXncjnOPfdcvvKVrzxuyPDRICCdzPa6173uWXMS8HjexYlsTxVR/FOYYRizgHuFEB3q+w8BSSHEdUd47a3qtWsNw+gEbhRCfM0wjCuBVUKIdzxrJ/74cwsD9wI/F0LcpH62C3ipEKLXMIxW4DdCiIXH6xyn7J/Tnhvu7PjanerfR4FZx+sklArSd4Ad2kko+ynwVvX/twL3PNvnNmX//HbiU8KOjjlMdIr/iLpKSf3rcnzv14uBtwBbDMPYqH72UeAG4HbDMC4DuoA3HZ/Tm7J/ZjtZHEU/0GQYRj2QA84EHjy+p/SPmRDi9zzxjMq/j0b4JGYYxgzge0AzEsT+HyHEfxqGcR3wTkCPGvuoEOL+Z/p+U/bcspPCUQghyoZhfBp4BOgGjj8qeeKZA3xQCPGYYRiVwKOGYaxXv7tZCPHl43huU3ac7aQAM6fsHzfDMO4BbkGmPLkpR3Fy2xSYOWWPM1UlWgn8Rf3oPYZhbDYM438Nw5jih5+EdtJGFIZhfB25WwbtP4UQ3z0e53OimGEYSeBh4LNCiDsNw2gGhpC4xWeAViHE24/nOU7Zs28nraOYssfbkXgak34/iwAfZcpOHptKPaYMeGKehiJxaTsH2Ppsn9uUHX+biiimDADDMP4F+B2wBdBqKh8F1gCnIFOPTuByIUTvEQ4xZf/ENuUopmzKpuwpbSr1mLIpm7KntClHMWVTNmVPaVOOYsqmbMqe0qYcxZRN2ZQ9pU05iimbsil7SptyFFM2ZVP2lDblKKZsyqb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", 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", 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", 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from mpl_toolkits.mplot3d import Axes3D\n", "from matplotlib import cm\n", "from matplotlib.ticker import LinearLocator, FormatStrFormatter\n", "\n", "for i, r in enumerate(r_unique):\n", " for j, c in enumerate(c_unique):\n", " foo = train[(train['R'] == r) & (train['C'] == c)]\n", " threedee = plt.figure().gca(projection='3d', xlim=(0,25))\n", " # den ersten Atemzug für alle R-C-Möglichkeiten\n", " for k in range(600):\n", " kter_breath = foo[k*BREATH_LENGTH:k*BREATH_LENGTH+35]\n", " ys = kter_breath['pressure']\n", " xs = range(35)\n", " zs = kter_breath['u_in']\n", " threedee.scatter(zs, ys, xs, alpha = 0.005)\n", " threedee.set_xlabel('u_in')\n", " threedee.set_ylabel('pressure')\n", " threedee.set_zlabel('timestep')\n", " threedee.text(80,5,20,f'R={r},C={c}')\n", " plt.show()" ] }, { "cell_type": "markdown", "id": "f168656d", "metadata": {}, "source": [ "mehr u_in Plots." ] }, { "cell_type": "code", "execution_count": 64, "id": "b25f3829", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(len(r_unique), len(c_unique), figsize=(14,14))\n", "for i, r in enumerate(r_unique):\n", " for j, c in enumerate(c_unique):\n", " foo = train[(train['R'] == r) & (train['C'] == c)]\n", " for k in range(600):\n", " kter_breath = foo[k*BREATH_LENGTH:k*BREATH_LENGTH+35]\n", " axs[i,j].plot(range(35), kter_breath['pressure'], c = 'g', alpha = 0.005);\n", " axs[i,j].plot(range(35), kter_breath['u_in'], c = 'b', alpha = 0.005);\n", " axs[i,j].text(20,5,f'R={r},C={c}') " ] }, { "cell_type": "markdown", "id": "ab03f8ba", "metadata": {}, "source": [ "**Erste Lineare Regeression**" ] }, { "cell_type": "markdown", "id": "55a0275a", "metadata": {}, "source": [ "u_in vrs. Pressure" ] }, { "cell_type": "markdown", "id": "59c2a197", "metadata": {}, "source": [ "neues Feature: fortlaufende Summe pro Atmenzug über u_in" ] }, { "cell_type": "code", "execution_count": 65, "id": "2b868b59", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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idbreath_idRCtime_stepu_inu_outpressuredtu_in_cumsum
01120500.0000000.08333405.837492NaN0.083334
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23120500.06751422.50927807.8762540.03386240.975653
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" ], "text/plain": [ " id breath_id R C time_step u_in u_out pressure dt \\\n", "0 1 1 20 50 0.000000 0.083334 0 5.837492 NaN \n", "1 2 1 20 50 0.033652 18.383041 0 5.907794 0.033652 \n", "2 3 1 20 50 0.067514 22.509278 0 7.876254 0.033862 \n", "3 4 1 20 50 0.101542 22.808822 0 11.742872 0.034028 \n", "4 5 1 20 50 0.135756 25.355850 0 12.234987 0.034213 \n", "\n", " u_in_cumsum \n", "0 0.083334 \n", "1 18.466375 \n", "2 40.975653 \n", "3 63.784476 \n", "4 89.140326 " ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#feature engineering\n", "train['u_in_cumsum'] = train.groupby('breath_id')['u_in'].cumsum()\n", "train.head()" ] }, { "cell_type": "markdown", "id": "1f9d5471", "metadata": {}, "source": [ "Die Prediction soll nur auf dem Einatmen passieren, dh, alle Werte wo u_out = 1 ist werden weggelassen. " ] }, { "cell_type": "code", "execution_count": 66, "id": "068abdc0", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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idbreath_idRCtime_stepu_inu_outpressuredtu_in_cumsum
01120500.0000000.08333405.837492NaN0.083334
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" ], "text/plain": [ " id breath_id R C time_step u_in u_out pressure dt \\\n", "0 1 1 20 50 0.000000 0.083334 0 5.837492 NaN \n", "1 2 1 20 50 0.033652 18.383041 0 5.907794 0.033652 \n", "2 3 1 20 50 0.067514 22.509278 0 7.876254 0.033862 \n", "3 4 1 20 50 0.101542 22.808822 0 11.742872 0.034028 \n", "4 5 1 20 50 0.135756 25.355850 0 12.234987 0.034213 \n", "5 6 1 20 50 0.169698 27.259866 0 12.867706 0.033942 \n", "6 7 1 20 50 0.203708 27.127486 0 14.695562 0.034010 \n", "7 8 1 20 50 0.237723 26.807732 0 15.890699 0.034015 \n", "8 9 1 20 50 0.271776 27.864715 0 15.539188 0.034054 \n", "9 10 1 20 50 0.305732 28.313036 0 15.750094 0.033955 \n", "10 11 1 20 50 0.339675 26.866758 0 17.296741 0.033943 \n", "11 12 1 20 50 0.373680 26.762803 0 17.226439 0.034005 \n", "12 13 1 20 50 0.407650 27.993274 0 16.171907 0.033970 \n", "13 14 1 20 50 0.441804 26.789898 0 17.367044 0.034154 \n", "14 15 1 20 50 0.476103 25.634070 0 18.070065 0.034299 \n", "15 16 1 20 50 0.509996 26.280195 0 17.156137 0.033893 \n", "16 17 1 20 50 0.544041 24.726714 0 18.280971 0.034045 \n", "17 18 1 20 50 0.578179 23.467889 0 18.773086 0.034138 \n", "18 19 1 20 50 0.612109 23.858434 0 17.859159 0.033931 \n", "19 20 1 20 50 0.646055 21.883404 0 19.124597 0.033945 \n", "20 21 1 20 50 0.680176 20.701046 0 19.335504 0.034121 \n", "21 22 1 20 50 0.715327 20.843610 0 18.491878 0.035151 \n", "22 23 1 20 50 0.749344 20.269191 0 18.562180 0.034017 \n", "23 24 1 20 50 0.783241 19.693681 0 18.632482 0.033897 \n", "24 25 1 20 50 0.817397 18.927285 0 18.843389 0.034156 \n", "25 26 1 20 50 0.851411 18.093826 0 19.054295 0.034014 \n", "26 27 1 20 50 0.885488 17.193955 0 19.265201 0.034077 \n", "27 28 1 20 50 0.919468 16.419253 0 19.335504 0.033980 \n", "28 29 1 20 50 0.953547 15.744684 0 19.335504 0.034079 \n", "29 30 1 20 50 0.987487 14.931596 0 19.476108 0.033940 \n", "30 81 2 20 20 0.000000 12.184338 0 6.048398 NaN \n", "31 82 2 20 20 0.033998 13.980205 0 7.524743 0.033998 \n", "32 83 2 20 20 0.068151 12.574163 0 9.282297 0.034153 \n", "33 84 2 20 20 0.102062 11.730537 0 10.336829 0.033911 \n", "34 85 2 20 20 0.135917 12.124229 0 9.844714 0.033856 \n", "35 86 2 20 20 0.170010 11.055636 0 11.180455 0.034093 \n", "36 87 2 20 20 0.204087 10.774428 0 11.531965 0.034077 \n", "\n", " u_in_cumsum \n", "0 0.083334 \n", "1 18.466375 \n", "2 40.975653 \n", "3 63.784476 \n", "4 89.140326 \n", "5 116.400192 \n", "6 143.527677 \n", "7 170.335409 \n", "8 198.200124 \n", "9 226.513160 \n", "10 253.379918 \n", "11 280.142721 \n", "12 308.135995 \n", "13 334.925893 \n", "14 360.559963 \n", "15 386.840158 \n", "16 411.566872 \n", "17 435.034761 \n", "18 458.893195 \n", "19 480.776599 \n", "20 501.477645 \n", "21 522.321255 \n", "22 542.590447 \n", "23 562.284128 \n", "24 581.211413 \n", "25 599.305239 \n", "26 616.499194 \n", "27 632.918447 \n", "28 648.663131 \n", "29 663.594727 \n", "30 12.184338 \n", "31 26.164543 \n", "32 38.738705 \n", "33 50.469242 \n", "34 62.593471 \n", "35 73.649107 \n", "36 84.423535 " ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# reset_index vergibt einen neuen fortlaufenden Standartindex und löscht die Zeile mit dem alten Index.\n", "in_df = train[train[\"u_out\"] == 0].reset_index(drop=True)\n", "in_df.head(37)" ] }, { "cell_type": "markdown", "id": "ee09affd", "metadata": {}, "source": [ "Erste Lineare Regression mit sklearn" ] }, { "cell_type": "markdown", "id": "ef0137bb", "metadata": {}, "source": [ "Daten einfach so wie sie sind." ] }, { "cell_type": "code", "execution_count": 67, "id": "5226ed13", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((1603677, 5), (687291, 5))" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.linear_model import LinearRegression\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.metrics import mean_squared_error\n", "\n", "x = in_df.drop(['id', 'breath_id', 'u_in_cumsum', 'dt', 'pressure'], axis=1)\n", "y = in_df.pressure\n", "\n", "x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.3, random_state=1)\n", "x_train.shape, x_test.shape" ] }, { "cell_type": "code", "execution_count": 68, "id": "ca7ee074", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "R_square: 0.25457101403514726\n", "RMSE: 7.990441158725457\n" ] } ], "source": [ "lr = LinearRegression()\n", "model = lr.fit(x_train, y_train)\n", "# R-square geht von 0 bis 1 und sagt wie gut das Modell an die Daten passt.\n", "print(\"R_square: \" ,model.score(x_test, y_test))\n", "\n", "prediction = model.predict(x_test)\n", "print(\"RMSE: \", mean_squared_error(y_test, prediction, squared=False))" ] }, { "cell_type": "markdown", "id": "2262e198", "metadata": {}, "source": [ "mit u_in_cumsum" ] }, { "cell_type": "code", "execution_count": 69, "id": "a4eac431", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "R_square: 0.475502396523253\n", "RMSE: 6.702539370232877\n" ] } ], "source": [ "x2 = in_df.drop(['id', 'breath_id', 'dt', 'u_in', 'u_out', 'pressure'], axis=1)\n", "x2_train, x2_test, y2_train, y2_test = train_test_split(x2, y, test_size=0.3, random_state=1)\n", "lr2 = LinearRegression()\n", "model = lr2.fit(x2_train, y2_train)\n", "print(\"R_square: \" ,model.score(x2_test, y2_test))\n", "prediction2 = model.predict(x2_test)\n", "print(\"RMSE: \", mean_squared_error(y2_test, prediction2, squared=False))" ] }, { "cell_type": "markdown", "id": "669d1f8a", "metadata": {}, "source": [ "Lineare Regression mit Pytorch" ] }, { "cell_type": "code", "execution_count": 70, "id": "7f735a12", "metadata": {}, "outputs": [], "source": [ "import torch\n", "import torch.nn.functional as F\n", "import torch.nn as nn" ] }, { "cell_type": "code", "execution_count": 71, "id": "b2dd77d2", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " R C time_step u_in u_out\n", "0 20 50 0.000000 0.083334 0\n", "1 20 50 0.033652 18.383041 0\n", "2 20 50 0.067514 22.509278 0\n", "3 20 50 0.101542 22.808822 0\n", "4 20 50 0.135756 25.355850 0\n", "5 20 50 0.169698 27.259866 0\n", "6 20 50 0.203708 27.127486 0\n", "7 20 50 0.237723 26.807732 0\n", "8 20 50 0.271776 27.864715 0\n", "9 20 50 0.305732 28.313036 0\n", "10 20 50 0.339675 26.866758 0\n", "11 20 50 0.373680 26.762803 0\n", "12 20 50 0.407650 27.993274 0\n", "13 20 50 0.441804 26.789898 0\n", "14 20 50 0.476103 25.634070 0\n", "15 20 50 0.509996 26.280195 0\n", "16 20 50 0.544041 24.726714 0\n", "17 20 50 0.578179 23.467889 0\n", "18 20 50 0.612109 23.858434 0\n", "19 20 50 0.646055 21.883404 0\n", "20 20 50 0.680176 20.701046 0\n", "21 20 50 0.715327 20.843610 0\n", "22 20 50 0.749344 20.269191 0\n", "23 20 50 0.783241 19.693681 0\n", "24 20 50 0.817397 18.927285 0\n", "25 20 50 0.851411 18.093826 0\n", "26 20 50 0.885488 17.193955 0\n", "27 20 50 0.919468 16.419253 0\n", "28 20 50 0.953547 15.744684 0\n", "29 20 50 0.987487 14.931596 0\n", "30 20 20 0.000000 12.184338 0\n", "31 20 20 0.033998 13.980205 0\n", "32 20 20 0.068151 12.574163 0\n", "33 20 20 0.102062 11.730537 0\n", "34 20 20 0.135917 12.124229 0\n", "35 20 20 0.170010 11.055636 0\n", "36 20 20 0.204087 10.774428 0" ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x.head(37)" ] }, { "cell_type": "markdown", "id": "80897c3d", "metadata": {}, "source": [ "Splitten der Trainingsdaten. Parameter nach Vorlesung gewählt" ] }, { "cell_type": "markdown", "id": "08ad48e2", "metadata": {}, "source": [ "macht aus dem DataFrame ein NumPy-Array" ] }, { "cell_type": "code", "execution_count": 72, "id": "6e3848de", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[2.00000000e+01, 5.00000000e+01, 0.00000000e+00, 8.33340056e-02,\n", " 0.00000000e+00],\n", " [2.00000000e+01, 5.00000000e+01, 3.36523056e-02, 1.83830415e+01,\n", " 0.00000000e+00],\n", " [2.00000000e+01, 5.00000000e+01, 6.75144196e-02, 2.25092778e+01,\n", " 0.00000000e+00],\n", " ...,\n", " [5.00000000e+01, 1.00000000e+01, 9.00917292e-01, 1.30443410e+00,\n", " 0.00000000e+00],\n", " [5.00000000e+01, 1.00000000e+01, 9.34308767e-01, 1.73382969e+00,\n", " 0.00000000e+00],\n", " [5.00000000e+01, 1.00000000e+01, 9.67742682e-01, 9.58726214e-01,\n", " 0.00000000e+00]])" ] }, "execution_count": 72, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x = np.array(x, dtype=np.float64)\n", "y = np.array(y,dtype=np.float64)\n", "x" ] }, { "cell_type": "code", "execution_count": 73, "id": "82433190", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([[ 5. , 50. , 0.23809552, 72.24390251, 0. ],\n", " [ 5. , 50. , 0.17262459, 45.52866754, 0. ],\n", " [ 5. , 10. , 0. , 0.6707207 , 0. ],\n", " ...,\n", " [20. , 50. , 0.37357545, 18.09892463, 0. ],\n", " [ 5. , 50. , 0.74006844, 41.70495903, 0. ],\n", " [ 5. , 50. , 0.25748038, 18.39939487, 0. ]]),\n", " array([[ 5. , 20. , 0.51006842, 92.71631375, 0. ],\n", " [50. , 20. , 0.63998961, 0. , 0. ],\n", " [20. , 20. , 0.28914309, 23.22665454, 0. ],\n", " ...,\n", " [50. , 10. , 0.41107917, 0. , 0. ],\n", " [ 5. , 20. , 0.79777145, 30.35417041, 0. ],\n", " [50. , 10. , 0.63510108, 0. , 0. ]]),\n", " array([13.5707277 , 10.68833974, 6.32960672, ..., 23.20212163,\n", " 25.73299887, 10.19622472]),\n", " array([26.7172289 , 38.17647861, 17.4373457 , ..., 45.76911032,\n", " 31.21656621, 25.02997741]))" ] }, "execution_count": 73, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.2, random_state=0)\n", "x_train, x_test, y_train, y_test" ] }, { "cell_type": "markdown", "id": "8cb490e7", "metadata": {}, "source": [ "Um PyTorch nutzen zu können müssen die Daten in eine Tensorform gebracht werden. (mein Laptop hat keine Cuda-fähige GPU, daher verzichte ich auf den to-Anhang)" ] }, { "cell_type": "code", "execution_count": 83, "id": "be1e0b98", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(torch.Size([1832774, 5]),\n", " torch.Size([458194, 5]),\n", " torch.Size([1832774, 1]),\n", " torch.Size([458194, 1]))" ] }, "execution_count": 83, "metadata": {}, "output_type": "execute_result" } ], "source": [ "\n", "train_x = torch.tensor(x_train).float()\n", "test_x = torch.tensor(x_test).float()\n", "train_y =torch.tensor(y_train).float()\n", "train_y = torch.reshape(train_y,(train_y.shape[0],1))\n", "test_y = torch.tensor(y_test).float()\n", "test_y = torch.reshape(test_y,(test_y.shape[0],1))\n", "train_x.shape, test_x.shape, train_y.shape, test_y.shape" ] }, { "cell_type": "markdown", "id": "6546401c", "metadata": {}, "source": [ "Model-Definition der Linearen Regression" ] }, { "cell_type": "markdown", "id": "05c72fa0", "metadata": {}, "source": [ "Modell-Training." ] }, { "cell_type": "markdown", "id": "77439555", "metadata": {}, "source": [ "Bemerkungen: epoch: Maß, wie oft alle Daten verwendet werden sollen. " ] }, { "cell_type": "code", "execution_count": 97, "id": "6c4a409d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loss in epoch 0 is 205.49844360351562\n", "Loss in epoch 100 is 129.74435424804688\n", "Loss in epoch 200 is 126.83937072753906\n", "Loss in epoch 300 is 124.0652084350586\n", "Loss in epoch 400 is 121.41573333740234\n", "Loss in epoch 500 is 118.8852767944336\n", "Loss in epoch 600 is 116.46849060058594\n", "Loss in epoch 700 is 114.16029357910156\n", "Loss in epoch 800 is 111.95576477050781\n", "Loss in epoch 900 is 109.85020446777344\n", "Loss in epoch 1000 is 107.83910369873047\n", "Loss in epoch 1100 is 105.91829681396484\n", "Loss in epoch 1200 is 104.08367919921875\n", "Loss in epoch 1300 is 102.33130645751953\n", "Loss in epoch 1400 is 100.65747833251953\n", "Loss in epoch 1500 is 99.0586929321289\n", "Loss in epoch 1600 is 97.53152465820312\n", "Loss in epoch 1700 is 96.07278442382812\n", "Loss in epoch 1800 is 94.67936706542969\n", "Loss in epoch 1900 is 93.34829711914062\n", "Loss in epoch 2000 is 92.0767822265625\n", "Loss in epoch 2100 is 90.86212158203125\n", "Loss in epoch 2200 is 89.70173645019531\n", "Loss in epoch 2300 is 88.59320831298828\n", "Loss in epoch 2400 is 87.53417205810547\n", "Loss in epoch 2500 is 86.52240753173828\n", "Loss in epoch 2600 is 85.55579376220703\n", "Loss in epoch 2700 is 84.63231658935547\n", "Loss in epoch 2800 is 83.75\n", "Loss in epoch 2900 is 82.90699768066406\n", "Loss in epoch 3000 is 82.10155487060547\n", "Loss in epoch 3100 is 81.33196258544922\n", "Loss in epoch 3200 is 80.59659576416016\n", "Loss in epoch 3300 is 79.89392852783203\n", "Loss in epoch 3400 is 79.22246551513672\n", "Loss in epoch 3500 is 78.58082580566406\n", "Loss in epoch 3600 is 77.9676513671875\n", "Loss in epoch 3700 is 77.38167572021484\n", "Loss in epoch 3800 is 76.8216781616211\n", "Loss in epoch 3900 is 76.28646850585938\n", "Loss in epoch 4000 is 75.77494049072266\n", "Loss in epoch 4100 is 75.28602600097656\n", "Loss in epoch 4200 is 74.81871032714844\n", "Loss in epoch 4300 is 74.37201690673828\n", "Loss in epoch 4400 is 73.94503784179688\n", "Loss in epoch 4500 is 73.53684997558594\n", "Loss in epoch 4600 is 73.14664459228516\n", "Loss in epoch 4700 is 72.7735824584961\n", "Loss in epoch 4800 is 72.41692352294922\n", "Loss in epoch 4900 is 72.075927734375\n", "Loss in epoch 5000 is 71.7498779296875\n", "Loss in epoch 5100 is 71.4381103515625\n", "Loss in epoch 5200 is 71.13997650146484\n", "Loss in epoch 5300 is 70.85488891601562\n", "Loss in epoch 5400 is 70.58222961425781\n", "Loss in epoch 5500 is 70.32146453857422\n", "Loss in epoch 5600 is 70.07205200195312\n", "Loss in epoch 5700 is 69.83348846435547\n", "Loss in epoch 5800 is 69.60528564453125\n", "Loss in epoch 5900 is 69.38697814941406\n", "Loss in epoch 6000 is 69.17813110351562\n", "Loss in epoch 6100 is 68.97830200195312\n", "Loss in epoch 6200 is 68.78710174560547\n", "Loss in epoch 6300 is 68.60415649414062\n", "Loss in epoch 6400 is 68.42906951904297\n", "Loss in epoch 6500 is 68.2614974975586\n", "Loss in epoch 6600 is 68.10111999511719\n", "Loss in epoch 6700 is 67.9476089477539\n", "Loss in epoch 6800 is 67.80064392089844\n", "Loss in epoch 6900 is 67.65995025634766\n", "Loss in epoch 7000 is 67.5252456665039\n", "Loss in epoch 7100 is 67.39624786376953\n", "Loss in epoch 7200 is 67.27273559570312\n", "Loss in epoch 7300 is 67.15442657470703\n", "Loss in epoch 7400 is 67.0411148071289\n", "Loss in epoch 7500 is 66.93257141113281\n", "Loss in epoch 7600 is 66.8285903930664\n", "Loss in epoch 7700 is 66.72895050048828\n", "Loss in epoch 7800 is 66.63347625732422\n", "Loss in epoch 7900 is 66.54197692871094\n", "Loss in epoch 8000 is 66.45427703857422\n", "Loss in epoch 8100 is 66.3702163696289\n", "Loss in epoch 8200 is 66.28961944580078\n", "Loss in epoch 8300 is 66.21234130859375\n", "Loss in epoch 8400 is 66.13823699951172\n", "Loss in epoch 8500 is 66.0671615600586\n", "Loss in epoch 8600 is 65.99899291992188\n", "Loss in epoch 8700 is 65.93358612060547\n", "Loss in epoch 8800 is 65.87083435058594\n", "Loss in epoch 8900 is 65.81060028076172\n", "Loss in epoch 9000 is 65.7528076171875\n", "Loss in epoch 9100 is 65.69731140136719\n", "Loss in epoch 9200 is 65.64403533935547\n", "Loss in epoch 9300 is 65.59288024902344\n", "Loss in epoch 9400 is 65.54373931884766\n", "Loss in epoch 9500 is 65.49653625488281\n", "Loss in epoch 9600 is 65.45118713378906\n", "Loss in epoch 9700 is 65.40760803222656\n", "Loss in epoch 9800 is 65.36572265625\n", "Loss in epoch 9900 is 65.32545471191406\n" ] } ], "source": [ "input_size = 5\n", "output_size = 1\n", "model = nn.Linear(input_size , output_size)\n", "\n", "# definiere Parameter welche für das Training erfordlerich sind\n", "num_epochs = 10000\n", "learning_rate = 0.0005\n", "loss_func = nn.MSELoss()\n", "optimizer = torch.optim.SGD(model.parameters(), lr =learning_rate )\n", "\n", "for epoch in range(num_epochs):\n", "\n", " #output\n", " y_pred = model(train_x.requires_grad_())\n", "\n", " # Berechnet den Verlust (loss)\n", " loss= loss_func(y_pred, train_y)\n", "\n", " # Backprooagation, hier werden die Gradienten berechnet\n", " loss.backward()\n", "\n", " # hier werden die Gewichte aktualisiert\n", " optimizer.step()\n", "\n", " # setzte Gradienten wieder auf 0\n", " optimizer.zero_grad()\n", "\n", " if epoch % 100 == 0:\n", " print(f\"Loss in epoch {epoch} is {loss.item()}\")\n", "\n" ] }, { "cell_type": "code", "execution_count": 99, "id": "6c030fb4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[26.876518],\n", " [19.279354],\n", " [16.240982],\n", " ...,\n", " [17.355171],\n", " [22.032223],\n", " [19.94165 ]], dtype=float32)" ] }, "execution_count": 99, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prediction = model(test_x).detach().numpy()\n", "prediction" ] }, { "cell_type": "code", "execution_count": 100, "id": "09e271fe", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RMSE: 8.086692\n" ] } ], "source": [ "print(\"RMSE: \", mean_squared_error(test_y.detach().numpy(), prediction, squared=False))" ] }, { "cell_type": "markdown", "id": "77419e90", "metadata": {}, "source": [ "**LSTM**" ] }, { "cell_type": "code", "execution_count": null, "id": "7afc98b7", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "interpreter": { "hash": "aee8b7b246df8f9039afb4144a1f6fd8d2ca17a180786b69acc140d282b71a49" }, "kernelspec": { "display_name": "Python 3.9.7 64-bit", "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": "3.9.10" } }, "nbformat": 4, "nbformat_minor": 5 }