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@pdonorio
Created April 26, 2019 21:25
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Testing plots
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Testing plots"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"filepath = '/app/pdfs/quick/report.xlsx'"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"# import pandas\n",
"import pandas as pd\n",
"# import matplotlib\n",
"import matplotlib.pyplot as plt\n",
"# import seaborn\n",
"import seaborn as sns\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"import xlstract as x\n",
"data = x.XslxToSomething(filepath)\n",
"# sheet = data.get()\n",
"df = data.compute()"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"group object\n",
"type object\n",
"month object\n",
"value float64\n",
"dtype: object"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['value'] = df['value'].astype(float)\n",
"df.dtypes"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [],
"source": [
"import seaborn as sns\n",
"sns.set(rc={'figure.figsize':(16, 10)})"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [],
"source": [
"def plot_group(df, names, index):\n",
" print(names[index])\n",
" tmp = df[df.group == names[index]]\n",
" #tmp.boxplot(by='type', column=['value'], grid=False, figsize=(15,10))\n",
" sns.boxplot(x='value', y='type', data=tmp, width=0.5, palette=\"colorblind\")\n",
" sns.swarmplot(x='value', y='type', data=tmp, color='black', alpha=0.75)\n"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['IL UNITS SOLD OR PRE-SOLD',\n",
" 'IL UNITS OCCUPIED',\n",
" 'SUSANNA WESLEY OCCUPANCY',\n",
" 'FLORA DEEN MARTIN OCCUPANCY',\n",
" 'Assisted Living Traditional (Blue)',\n",
" 'Assisted Living Combined',\n",
" 'PRIVATE DUTY HOURS',\n",
" 'HOSPICE BED DAYS']"
]
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"names = list(df.group.unique())\n",
"names"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## box plots"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"IL UNITS SOLD OR PRE-SOLD\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"index = 0\n",
"plot_group(df, names, index)"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"IL UNITS OCCUPIED\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"index = 1\n",
"plot_group(df, names, index)"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"SUSANNA WESLEY OCCUPANCY\n"
]
},
{
"data": {
"image/png": 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sPlCE0+3H4/EGV4g7Vex2O8OHj+STT6YCgZBpzJhLT+k1RERERM40CpVERER+BWVlpTgc0cF5jzZt2siDD/4dn88LQE7OPvr27c/evXtqHdujR08aNmzEpk3rKSkpJtZcwrD2Tj5e4sX/fZ32zWx0Savm7XJvyLHntXVxfpcy9hzxsnSzhc37q4izm7iwZzRtGlVysKCa+yZXUuZ006ydiSsGxBJrr93L6ER2HXazc2cZjeKPlnhpk5DHiB7RAMxdX87OneVYvt/bqWkEWc18vDu/BBvgrwJveSm3XpSIwWCgoMzDwx/k0yAWcopM5OfnM3PmJ4wff31Y7fopF1wwHACDwcDgwUNISal/Ss8vIiIicqZRqCQiInIK5eYe5qmnHmfXrh0kJSVz6613kJXVns8//ywYKAFs3bqFHTuy6dy5CzNmTAuWG41GunfvyYUXNuS77zYxduzF5DqL+bjUS9/MSKKsRpJizXRpGYHfDylxJnKLA+e12wy0bmjlkf/mU1jmxWiEYd0cnNuhZi6nd+aXUFYZiKa25bj5eGkp1w4KpkMnpaKq9kRHlceULd/qDNm3bpeLMmdo+HWw0ENOgYfGSRYOF9WEZUft27c3rDb9lNWrV/LEE48Fh79FR0czatSYU3oNERERkTPN6VljWERE5HfqrbdeY9euHQDk5+fx/PPP4vP5sFgsteqazWbat+/IDTeMp2nTZqSltebee++nQYOGAEye/C5ebyCM8QMrt7s4r5ODHq0jMZsMWMwG7rwwkfM72+mXGcVfxyTxzTYnhWWBY3w+mLWqPBjouNw+DheFTpS9O7c67Hts09BGvKPmRwiDAXqkRwa3I62hP15YLQZio0J7QxkAR0SgXov6FmyW0JXsOnfuEna7TuSDD94PmU/po48+wO12n9JriIiIiJxp1FNJRETkFNq9O3SeooKCfMrKShkx4kJWrFiOyxWYF6lHj57Ex8czYcL9rF+/lvr1U7n22hto1y4reGxJSUnIudzVfqo9fqzmQADj9/v5eGkpq7ID58zJr8b/gy4/Xh+UVvqIjjQRYTWSGm8mp6imUov6FlZlO1mZ7SQ2ysigTg7qxZ74xwOL2cAdIxOZu74Cp9tPn7aRNE+pmfR6WDcHr31ZhOf7zkkXdHGQ0cRG9kE3pc5Aj6aBHezEOwJBU6TVyJ8Hx/H5t+UUukw0admac84ZdMI2nIycnP1s376VNm0ycDorQ/a53W48Ho8m6xYRERH5BRQqiYiInIQ5c74A4Lzzzq+1z+l08s03ywDIyMhi0aL5wX3NmjUnNjaOnJwchgwZhttdRYcOnejSpRsvvvg869evBeDw4UM8++yTvP76O7jdbnbv3kWfPv1YtGhB8FyZTW3YI2p6AWUfdAcDJQj0OmrTKDQkSYkz0SCh5p/7cefEsjXXSXllFRmNraQ3tPLegprwatsBNw9elozZFNpz6Fger59PviljzU4XZjMkxZhCQiWbxUC/jCj8QJ+2UaTEmYPXXrHdSUYTG51aBHo2+Xx+piwrZflWJ1azgdSkOJo3b/Gj1wbYtWsHhYWFZGV1wGazHbfOV199ziuv/Au/34/BYKBr1+4cOnQwuL9//7OIioo64XV+isfjYeXKbygvL6NHj17Exsb9ovMdz549u9m0aSNpaa1o06btT9bPz88nIsKGwxFda9+J3mERERGRn0OhkoiIyEn48svZQO1fyCsrK7nrrtuCgUViYhL9+5/F5s3f0bRpM6699nqmT5/Cu+++HTymfv0GGI1GduzYHnKu4uIiFi9exOuvv4zT6cRqtdKoUSNcxfsY1tXHgHZRrN3lYt0uFwnRJmKiagc/9ePNdGgewbrdLiKtBqIjjHy2qpxebSJJijFjMBiItJkxm4x0b21izc7QFeVKKnzsOuymdcNAWFNa6eXjpaXszq2mRYqFMX1i2LCnim+/P67aA7NXl5PZxEbjJAvLt1bywdelwfOZjQZG9IhmwcYKpi8PrEa3YruLyn5++rSNYlW2kyWbA3MwOd1+cnILSW1Zxo958cXnmTfvKwDi4xN4/PGnjzvh9vvvv4f/+25bfr+fPXt2cc89f2Pt2jU0b96C884b/KPXOBl+v59//OM+tmwJrNL3n//8m6eeeo769VN/0XmPNX/+XF588Z/B+7jiiqu46KJLjlvX5XLx5JOPsW7dmu9XtruEyy4bG1Lnx97hY/l8Pg4fPkRycr3jDtkUEREROZbmVBIREfkFlixZFNIDpqAgnzZtMnj99Xe4//4J1K+fyrRpH4ccM3XqRwBkZrYLKa9Xrx6ffDIVpzMQsrjdbvLz82nboh6DOjlYv7uKt+cWs3aXi3nrK1i62RkyF5EB6NQigj5to7hqYBw7DlazeLOTOesqeHpaAYeLqpk0s5AjhRUUlTp5Z14JVdWh4+UMEByWBvD+ohLW766itNLHut1VTF5UwsHC2vMwHSwMzFc0d31FSPmi7yrweP18uaY8pPzo9r680DmeAEpLS2qVQWDy7qOBEkBRUSGffDL1uHVdrtDJwp1OJ7169eGmm25hyJChmM2/7O9qGzeuDwZKAGVlZcye/dkvOucPffTRB8FACQLvjc9Xe5J0gNmzZ7Ju3RoAvF4P//3v5OOuLHgiu3bt4Prrr+bmm//MtddeFexFJyIiIvJjFCqJiIj8Am537YClujp0AugfBgE+n4+qqiq6detJz569sdvtpKe34d57/05BQX5I3aqqqmCwsHJ7aFBypMTLZf1i6NIygnZNbVw/JD44DG3tThflrprrOt1+Zn9bHlIGYDUHejdBIFA6t6Od5GPmVNp2IPReth1w07Zx6JAzkxFaNzjx3ETeH2QhR+dbanWc4+Ljj78aXWlp6UmVAQwefEHI9vnnDz1h+8JVXV37uXs84U96fiJHJ2k/dvvHQqWcnJxaZQcO1C47kddff4X8/DwgEOy9/PILIaGWiIiIyA9p+JuIiMgv0K9ff6ZO/Yji4iIAYmJi6d//rJA6I0eO5oMP/hPc7tGjJ9dddxVlZWWYzWZuuulWzj77HAD69u3Pl19+HqybkpJCYUkpOw+7iYkK/VuQAUhLtdIlLZIf+uFqagDxdlOtsgaJFq4d5GB/vofoSGNILyWARokW9uXVhCUNEy20bWTjgq52vt3hIsJq5PzOjuBx53W0M3lRTdAzoJ0ds8nAgHZRfLW2phfTWVlR5Jd6cFX76NUmki37q7BZDETHJxMVZa/VToC2bTNITW0Q7BlmMBgYOPDcWvWqqqpo3TqdwYMvwO/3kZmZRb9+A457zp+rQ4dONG7chP379wFgtVoZNGjIKb3G8OEjefvtN4Lb55//4z2sunfvwYIFc4PbERERZGW1P6nrFBTk83//9xAHDhwAAoHZnj27yM7expEjuaSk1A/W+fvfJ5CQkPgL7kpERER+T0wTJkyYcLobIfJbNHDgQHr16kViYugPz9dddx0dO3YkNjaWPXv2MG7cOD788EOioqJIT08/6fPv3r2b+++/n4kTJzJjxgymT59OXFwcLVqceILaX6qkpITu3btTUFBA//79wz7e6XTXWl3q12K326is1JLfZ7Lfyjvg8/n4+OMP8Pn8DB06ImRfREQEGRmZ+Hw+evbszU033UJ8fEJInczMLByOaBISEhg37hqWL18a7EXi8/n47ruNjBgxCqPRSGxsHAaDAYcjmi5durF06WIOHDrCln2VWMwGvD4/7u9HjJ3bIYqYKBNen58oW03gVFnlw+n2sz+/mgpX4H/YxGgjfTOisFpgc06gt0tGYxOX9IklvzTQI+bohNpH5ZcGgqYjJR4qXH5S4kz0bB3BG3NK+G6fmwSHiWvOi6dJcs3cO42SLDRKNGMywdAuDvpnBgKiFvWtmIyQFGNmaDcHjkgjz88sZMOeKnLyPZzXyc64c+LZcNBOhTeK3r37kZwcH/L8jUYjqakNMBpNNG/egj/+8U907tyV/fv3UVCQR3x8AmVlpdxxx63MmfMlO3dmYzAYGTfuGkwmE/v37yM//0hIKFJeXkZ2djYOhyOsOYSMRiMdOnSiurqaDh06ctNNt9C4cZPgM922bSterxeHw3HS5/yhVq3SiYiIJDExiTFjLmX48JEYDMefQN3n8xEZGYHH46Vx4yaMH387DRs2CqkzbdpHuFxVDB9+YUj5c889xddfLyQ6Ohqv18uhQwcpLS3BYrEQGRlBVVUVDzxwL+vWrcHjqaZ3734/+57C9Vv5HiCnh56/6B04s+n51z2DwUBUVHgr46qnkkiYXn/99eDXX331FZ06deLBBx8M6xxHjhzhiiuu4O677+Zf//oXAHl5eSxdujSs83g8nrDnBfnss8/o0KEDs2bN4p577tFy2iI/oaCggAce+CsrVqzAYIB///strrrq6uD+yZPfY8qU/+L3+0lJqc/ZZ4f2nHG73TzyyINs2rQBCAS7eXlHQuqUl5dTXl7OP//5THAem86duxIZGYnLVTOR9t4j1dxwfiB0sloMfPh1CXPXV2Ig0PNnVK8Y1u928e6CYqo9YDHDoI52TEZYsKmS174sxmSE5o2SSIiJ5C9Dqnhzbgmb91UBgSFsNwyJx2wyMG15KQs3VgKBFeT+dnEiSTFmHvjPESqqAkHV/nwPM1aUMe6cmlXPFmyo4JMVZfj9sC3HTXKsGaMR/jWrkKJyHwYDJMeaWLPLxbEjub5cU0G7JjZWbsqhmgKuv/5PXH/9dQwePBIIzIn00EP3s23bVgD69OlH+/YdefLJx4Ir77Vtm0HHjl3IzT0cPO+OHdtZsWI533yzjKVLFwOQnt6GBx98lA0b1jNx4pO43W4iIyO5556/0bFj55N6L+bM+YJXX30Zr9dDdHQMffr0BaCwsIAHHriPgwcPYDAYGDFiFOPGXXNS5zxWfn4+//jHfRw6dBCDwUBcXBy9e/etVc/n8/HUU//HihXLAcjIyOS++x4IWRXvaJ2j/8bcf/+9PPDAw9hsNl56aRJvvfU6fr+fI0eOcNllY9m2bSsxMTEkJiby4YfvM2vWTLKzt+P3+3nnnTe5+uo/q7eSiIiIAGDwa7C8yHENHDiQV155hdatWx+3fOvWrTz55JP4fD7q1avHCy+8QEREBI8++igHDx6kqqqKoUOHcsMNN9Q693PPPcf+/fuZOHHica/91ltvMWvWLLxeLzabjQkTJtC2bWAp6fT0dMaPH8/ChQvp168ft99+O6+99hpfffUVXq+XlJQUHnnkEZKTk4977tGjR3P33Xfz6quvcumllzJkSHjDNQoKyvH56ubbRnJyNHl5P74KlPz+/RbegTfeeIVZs2aydetmqquriYyMom/fftjtdpzOShYv/jqk917jxo3JyMgMbh84kMOmTZtCzpmUlEh+fsEx20mkpqaycePGkHpxcXEcOnQQk8FLs8RAb6Krz42jY4sIpn9TyoINlSH17xuTyEufF1FSUZPWNEgwE2k1sPNwzRC2w6UWenVowlkt8nl7Xuik2GPPiqVJkpnHpxSElJ/TwU7fjEge+iB0zqf68Wb+dnESEOghdf9/jgTnSwLo2NyGyWgIrhYHgTmYoqOMFJfXtNNggE4tbExb6cHrNxEZGYXRaKBfvwFERESwd+9etm7dEnLtFi1asmvXzh98ZvHBoYhHNWnShH379oWUtWnTlr17d+N01rTL4XAEw6ET8Xq9LFy4AI+nZpLxxMREunbtxtatW2tNkH30fQnHli2bQ9psMASGRkZFRYXUy8s7wpo1a0LKMjIygr2mIPCHjLVr1+B0VmKxWGjTJoMbbxxPu3btGTlyCIWFBfj9fgwGA82aNcNsNgfnUjo6V9PRub0MBgNXX30tf//7Q2Hdz8/1W/geIKePnr/oHTiz6fnXPaPRQGJieL2s1VNJ5GcaMWIEe/fupbKyknvvvReAP/3pT9x0001069YNt9vNuHHjyMrKok+fPiHHbt68uVbZsS688EKuvjrQE2LZsmU8+OCDfPTRR8H9NpuNqVMDKx7NmDGD/fv389FHH2E0Gpk8eTJPPPEEzz77bK3zbt26leLiYnr27EleXh5Tp04NO1QSOdPk5+fXKnO5XNjt9u9/0a6970TbAImJSSQmJpGXl0dMTAwtWrTx9atsAAAgAElEQVQMzs1zLIfDETLcKdZupG3jQO/CYwOZowrLvZRWhpYXV3ipqg6di8nj9eH1+SiuqH2OonIvMZG11/EoKveS4DCREmcit7gmNTraHoByly8kUAIoqvBh/sHpvD7o2CyChZtqQrHurSIpKv/BwQR6ekVERNRazQ2goqK8Vpndbqe8vBTP9w2x2Wy1ghgAp7MSl6sqpOx4z+p4PB5PSKB07LHHa+fR9yUcP2yL3x8o++G9HBuK/dixx2tTfn4+BQUFFBUVBgMkv99Pbm4uUVFROJ1ObDYbRqORysqa5+T3+1m+PLxetSIiIvL7pVBJ5BSprKxk5cqVFBYWBssqKirYuXPnCQOk49m0aROvvvoqJSUlGAwG9uzZE7J/1KhRwa/nz5/Ppk2bgmUnmsNjypQpjBwZmJNj0KBBPProo+Tm5pKSkhJW+0TOJP37n8WKFcsxmy2YzRZ69uzNyy+/gdlsxuv1cvPN15Gbmxusf/vtdzFgwNnB7X379nLHHbfi9QZCCKvVyqRJr7B27bdMnvwuLpeLrKwO3H3337j99vHBehaLheeff4kHHvgre7Z8Q/eWLhIcJnbnVpPe0EqXtAjW7qoJD2KijLRuYKNj89DyLi0jibAamLOuZpLs+NhILGYTWc1szFxVFgyCTEbo2DyChGgTMVHGkIAqNcHE1GVlpDe0Emf3UlDmJbOJjWFdo4N16sWaaZRkJiffc8z1IzCbQntKpcabGdUrmrQGVr7b68JiNnJuRztb9lcx/7sKrNYo0tJakZbWgqeemoTBYCA7ezt//eudwdXPIiMjeeyxp7jvvruoqgqEQ0ajiaefnojNFsHcuV9RWlpCRkYWmZntuOOO8Tidzu/rGXniiWf57LMZfP31wmC7Bg0awo03jj+p9+KBB+4LDmkEuOyysVx66eV8880ynnzysWB5YmISL7/8RljzNQEsXbqYZ555IridnJzMSy+9UWvIc35+PuPH//kHn8FztGjRMlgnLy+P8eP/zObN3wXr9OrVh8aNm9CoUWP2798X7IUUExPD4cOB4YMVFRVERETgcDioqKjA7/eTlJRca2U9EREROXMpVBI5RXw+HwaDgSlTpvzkLw8ZGRm1hrkc5Xa7ue222/jPf/5DZmYmubm5tSbUPvYv1X6/nxtvvJExY8ac8Jput5vPPvsMq9XKjBkzgMAKP9OmTePGG288mVsUOSP17t2XO++8l3/84z5sNhuPPvpE8Bd7k8nEI488ydSp/yU/P5/4+HimTPkvH3zwHkOHjmT48JE0adKUhx56jNmzZ2IwGBg5cjRudxWvvvqv4DVmzZpJ8+YtePTRJ5g58xMqKytISwsMvY2LiyMp3s63O4rx+gAq6JsRySV9Y/nTuXGsynZiMUGfjCgsZgOXD4ihXqyJPUfcNE+xMqiTA6MBHBFGtuRU0TDRwo6SekBg0uxbhyewcGMlXq+fs9rbqR8fuLfbhicwZ10F5S4f9ePMzF5VwdFOWQ0TzTxwadJxJ42+8fx4vlxbwZGSajKbRDCgXaCHjtkE63a5SIg2MbhToAdWnN3Ehr1VVLj8LN1SySV9Y0hvlkRhlYNevXpz5523B6/RqlVr/vGPh/n881kYDAZSUxuwY8d2HnjgYb78cjbV1dVccMEwWrRIAwK9c+bPn8v8+XOJj0/g9tvvYtmyJVRWVpKQkMD8+XPo1q0H9eunsn37NjIyMrnwwotO+r24996/MWXKR+zdu4emTZszbFhg7qeePXtz111/ZeHC+cTHJ3DRRReHHShBYM4on8/H118v/P48lxx3Dr2kpCQee+xJZsyYfsxn0DKkTnJyMv/3f09x443X4vP5mDDhUZo3DywK8fLLb3LFFRdTVVVFQkICDRs2Jjc3N9h7qaqqivff/4i//CUQtjkc0Ywde1XY9yMiIiK/TwqVRE4Rh8NBly5deO2117j55psBOHToEGazudb8RpdffjmjRo1i5syZDB8+HAhMBrx48WLOPfdcPB4PqampAEyePPmE1x04cCDvvvsu5513HrGxsbjdbnbt2kWbNm1C6s2bN4/mzZvzwQcfBMvWrl3Lvffeq1BJ5Cf07dufzp27AJCSUj9kX3JyMjfcMJ79+/dx2203BX8Zf+ut12jYsCGdO3elvLycHTu2U1BQiMVioW3bzFrXyM7ezjnnDKKgIJ+JE59i3bq1TJ36EVarhf2Hi3Ec8y/20s1OhnR20KlFBDsPuVn8XSVrd1WR0djK1efFkxJvZukWJ9sPVHCgwMMfB8Zydns7Z7cPBDzPz6sZj+aIMFJY5mXPkWoKyr1ccVYsDRIsJMeauXxALABvzy3m2FF+Bwo87Dzs5lChlwOF1bRpaKNjiwgAoqNMxDmMrNjuIftgGYeKPFzSJwabxUhOgYctOW6cVX7+MCCWT1eUBVen8/pg+jdlRMU6KC8oZ/nyZdx8cza33np3cI6qDh060bx5C+6887bg5NwpKfWZOPGFkLD94MEDfPHF7OB2UVEhq1ev4vbb7+K5557myy8/B+CLL2Zz7bU38OCDj5zkm1DD4Yhm8OAhPPLIg6xbt4Yvv5zF9dffzFlnDaRPn3706fPLV0jr128A/foN+Ml6LVu24o477vnJOu3bdwAgK6t9sLxt2wyuuupqZs36lGHDRrJv33527MimoCAw7LN+/VTat+/E6NEXM2vWpwwePESTdIuIiEhQ7UkTRCToT3/6E/379w/+V1JScsL6zzzzDDt37mT48OEMHz6cv/zlL5SWltaql5KSwnvvvcfs2bM555xzGD58ODfddBMOhwOHw8Gtt97KmDFjGD169HHnAjnWhRdeyIgRI7jiiisYPnw4o0eP5ttvv61Vb+rUqcEA66hOnTrh8/lYuXLlSXwaInIiGzdu4IdrX2zYsJ7y8jImTnySI0eO4PV6WLhwPnv27KrVyyczMwuA999/NzjEy+/3k52dXeu8fsDrh52H3Xz9XWUw8Nm8382CjeVMXlRCucuHH9i4tyo49M3t8ePxhp7rw69L2XMkMDQtJ9/DfxbW/j5ns9TukfTl2go+XlrKsi1O3ppbzIINgWvsy6vm0xXlVFX78fpg2RYnX2+u5L0FxZRW+vD74dudLuavr6C4InQOJZfbz/a9BcGhXIWFhSE9ugAWLVpAfn5ecDs39zBLl34dUud436tLS4spLy9n8eJFIeVffDGrVt2T9d5773Do0MFA210uXnvtpWDb/5eMHXsV7dq1Z+zYq/jjH/9EkyZNiYqKwm63c/fd92EymULqiIiIiBylnkoiP2L+/Pk/WX7LLbeE7EtOTv7RFd1+qGXLlrz88svH3Xfddddx3XXXBbevv/764Nfbtm2rVX/cuHGMGzfuhNd74403jls+d+7ck2itiPyUli3TapW1aNGS3bt34Xa7Q8pzc3P5y1/uZvLk96isrKR79554vV7y8vKoqKgIqevxeGjeIIbyoprwqFOLCOLsJrbm1A4wdh2qrjVZ9r48N+8tKGb1DlcgILL5aVgvBoC9edUhdXPyPXh9fkzGmiDpnA52NuxxUVkVaEGHZjY27A299pItlZzd3s7+/NDzAWzeV1WrTXvyqumSFsnn39ZMtt2qgZUDmz0YjhktduDAgZDjjgZuoWWhQVl6ehsaNmzEgQM5wbKBAwdhsViwWCwhzyMiIrLW+U7W0UDpKKfTSXFxUa3ebL91iYlJPPvsCwAkJCTy7rsfkp29jSZNmgZ7JR1bR0REROQohUoiIiKnQHp6Gy6//EqmTfuY6moPgwefT79+A6ioqMBms4X0YGnbNiM4tGnmzE94663XmTv3S0wmMx06dGTNmtXBug0bNqRevJNr+yewaW8Vrmo/ucUeXvm8kK6tIrGYofqYhcj6ZUax+0g1LndN0OLzGViV/f3qZG4/ObkFxMcEwpSWqVY276tpW/MUS0igBJASZ+b+S5L4cm0FUTYjZ7WLYuvkPKqqa64R8X1vplYNrBgMhKyK1711BLtzq0Pqp6VaOKe9nUirgS05VURHGunSMpKNBzwU1iw2Ro8ePUPa0r//WUyfPpWSkmIAkpKS6dOnb0gdo9HIo48+waeffkJBQT5ms5kpUz5k3rwvGTBgIHPmfAGAyWTmsssu/+GjPGk9evRiz57dwe2mTZv9zwVKx2O32+nYsfPpboaIiIj8DzBNmDBhwuluhIj873A63bWWUP+12O02KivdP11Rfrd+S++AwWAgLa3VcXskHZWZ2Y4LL7yI0aMvpnv3nhgMBqxWKy1atGTXrp1UV1dz9tnnMnbsHzEajXg8Hh555B/B5en9fh9Wq5Wrrroau91BWlorNm3aSEFBHoPam0iJM/PB16UUlHrJK/WyaW8Vl/WLxeP1Ex1p4LxOdrq2iqJ5ipXDxYFz9s2IAgMcLKxJnkpdRmIdNs7JhFapVvJKvZRU+khLtXL5gFiibKGj4z1eP/+aXcT63VXsOORm414XvdpGsuNQoFeSyQiX9ouhXqwZe4SR+vFmcos82CwG+raNomurSNJSrRwoCPSC6tUmivM7OzAZDTRLsbLrsJtvtrlYvcNFidNASoOmtG7dhoEDz+bKK6/BarUG2xIZGcmAAWcTGxtHUlJycHLuHw4njIiIpEOHTrhcLj788H0KCws4cOAAeXlHeOihR8nIyOTqq/9MWlqrn/1OtG2biclkwuVy0b59B26++TbsdvvPPt+v7WTe4d+a39L3AKl7ev6id+DMpudf9wwGA1FR1p+ueAz1VBIRETkJ5513/knVO94KXZ07dyUzM4tXXnmR+fPnsnbtt1xzzfV06tSZqqrQH5ZcLidnn30OiYmJTJhwP7m5ufjcZTz/qZ+ebSJDQl2vD8qcPga0s/P+ohI+WlLGsq1OrjkvjjsvDAxb8vv9rMp2sfr7nkoABgPEOiIAF7F2E38eHH/Ce1q/28XeIzXD2nKLvdhtRv56USI5BR5aNbAS7zAF93dqEUFmExtvzilizvoK5m2s4OwsO38dk1Tr3Pvzq1m6xRncdlZ5iIiIYOLEF0hOjiYvr6zWMVFRdpYvX0p29nbmzZtDWlprHn30CWw2W626K1YsD9kuKyvF5XIxcOB5J7znk2Eymbjkkj9wySV/+MXnqgsn+w6LiIiInCxN1C0iIlIHPvlkKgsXzsfr9ZCfn8dzzz1FdbWbAQPODqk3aNAQABYtWhgyQXep04fTXXs+oXiHkfcXllBaGdiXk+9h+vIyvtvnYsIHedz+Ri6b91cxqJOdeIeRRklmMtNSsFlP/u9KTnft7onOKj8NEi10bx0ZEigdtXRLJVv2BwIznw/mra9g75Haf2384WTdEJj0+kSWLl1Mdvb24PaOHdtZsmTRces2bNgoZNtgMJCa2vCE5xcRERGRk6OeSiIiInVg+/bQSfbdbje7d+/mpptuoXXrdLZv30ZMTAw9e/YGICEhodY5uqZFUlLhY8OewBxIXVpG0DzFQqkzNGzan1/Ntnnu4BxGa3a6OK+jnYcurwfA8/NOvKrkD3VobmPWKgMV30/UbbMY6Noq4oTHHCn21C4r8dK0XmhZ6wZWoiONlB1zD6mpDU547rKy2qtqHm+lTYBRoy5i06YNbN++DZPJzKWX/oF69eodt66IiIiIhEc9lUREROpA27YZIdsRERG0aNESs9lM27YZfPvtKmbMmMb48dfz4YfvM2zYCBo1ahys3yM9kuYpVv50bhyDOtnJaGyleX0LsVEmGiSE/o2oQYI5ZFJsgD1Haq/KdrKiI03cOSqRczrYOSsrijsvTCQp5sR/l8pqFho6WcyA38+s1WUhq9bZLEZuG5FAz/RIMhtbaVQ/Fjj+Km9H9e7dj8jImlXbIiIi6NOn/3HrOhzRPPnkRF544RX69u3Lf//7AePGjWXevK9+6rZFRERE5Cdoom4RCYsm6pa69Ht6B1q3bkNZWSkHDuRQv34q48ffTpMmTQF4/fWX2bEjO1h3y5bNjBhxIRdeeBGLFs3F5C3l/A5m6seZmLa8jPkbKskr9bJ5v5vKKj+je0dTUObF64P2zSIY0SOaFdudeI4ZWda9VQT1Ys1YzAZW7gnMPdSzxcl/tlE2I20a2Wjb2IYj8qf/JpUcayYx2kSZ00dqgpnGSRa+WFPBzkPVrMp2YTFDi/qBiSDtEUbSGliZt6GCbTlVHD5SwN69uxk6dAguV+0eT3a7nW7degB+0tJaccMN42nY8MRD2pYsWcy0aVPw+31UVVWxatVKzjprIA6H46Q/A6l7v6fvARI+PX/RO3Bm0/Ove5qoW0RE5DfKbDaTltaKAwcOkJiYSP36qcF9xcVFIXV9Pi9lZWWsXbuGLVu24qws55GPITUZcgvc+Hw1cxj9d5mbA64G+IyxHK7IZ/2KcqatdJMY68BZVY3L7SE+OpLJS6t5Y14hVouJhCQrdnsUz8/7tQMVB0YHuIH5a/bg9da0+/V5br7Lr7n+gdwSduyHKg9EWiE7ezuLFy8mK6vbcc/cpElTrr/+5pNuSXZ26PBDv9/Pjh3ZpKTUD++WRERERCRIoZKIiEgdWLBgHi+++Hxwe9Omjbz88huYzWYGDjyXzZu/C+5r2bIVjRs34bnnng4Z5nWk1IDNnhCyYlxEZCRRqV05cCCHvLICjNZoAAoroUePPsTFxbFmzbe4KvMwWiPwAPlFFTRt0YaohMRf/8a/Z95Sgr+6Zgie2WYjKrVrcNtYuQOjtZpIK8F7Li8vP2XXz8xsx8KF84PbJpOZNm0yTnCEiIiIiPwUhUoiIiJ1YNmyJSHb+fl5bNu2lczMdpxzziBstgiWL1+K1WqjefPm7Nu3F4PBELJ6mclk5oYbbubll1/E5/NiNJq444676dOnH2+++RouV1XINS655A8MGjSE664bR2xsXMi+559/mejomF/vhn9g+vQpvPvu28Ht6667kQsuGBbcPnz4ELfffjNVVYF7iI6Opn///lT//KmgQpxzziAOHTrEnDlfEh0dzZVXjiMxse5CNREREZHfI4VKIiIidSAlJSVk22AwkJxcswpZ3779qapy8a9/TWLhQj8Gg4EBA85m9+5d+L+fyOyCC4Zx7rmD6NSpC9nZ22jVKj0YjHTu3IXPPpsRPJ/RaKJDh04AdOrUhTlzvgjua9myVZ0GSgCjRo0hPb0t3367EperisTEJHw+H0ZjYH6m+vVTeeqp55gz5wsqKyuJi4tnw4YNtG7dHpPJ9BNn/2kGg4ErrxzHlVeO+8XnEhEREZEATdQtImHRRN1Sl35P70CzZs1Zs2Y1paWlGI1GLr30cnr06BlS57HHHsLprAxuFxcX8/jjT2Oz2cjMzGL06DHYbBFERUXRqFFjoqKignVTUxuQkJBAXt4R6tWrxw033Ezr1ukAtGvXnoqKcsrKymjXLovx42/HbrfXzY0fo7S0hFde+Rdbt25myZKv2bNnF/36DQjuj42Nw+GI5t//fpNNmzby9deL2LlzZ0gdObP8nr4HSPj0/EXvwJlNz7/uaaJuERGR36iEhEQmTXqZNWtWM3/+XDZuXE9UVBTDho3EYDAA4HI5Q46pqnKxYcM6Zs78BL/fz2efzeD++x8iK6v9ca8xaNAQBg0aUqs8MjIyrEmtfy2ffvpJcHgbwMqVK9i7dw9NmzY7ps503O6aHyBXrVrBvn17gyvliYiIiMhvx0+vCSwiIiKnzLvvvs2CBfNYsGA+zzzzJFOnfhTcN2TIMPx+P3l5R9ixI5u4uHjee+/fFBcXc+jQQXbv3snjjz98SiewrksejweAqqoqjhw5QlFRYa0gzev11jrueGUiIiIicvopVBIREakjBw7ksG3bVnbsyCY39zAHDuTw/PPPBudMGjv2j9jtdvbv30dZWRlfffU5q1evYM+e3ezbt5f9+/ezatVK7rnnL7hcrtN8N+EbMmQYLpeLHTu2k5t7mKKiopDJuwGGDh2ByVTTkTorqwPNm7eo66aKiIiIyEnQ8DcREZE6EhcXT0lJMT6fL1jmdDrZtGkjWVntOXToINu3b8NiCYxl9/v9uFwuzGZzMHgCP4cOHWTlym/o3/+sur+JX6Bduyx69OhFSUkxFouFuLh4Nm/+jm3btpKe3iZY59lnn2f58qWkpTWlffvup7nVIiIiIvJjFCqJiIjUEYfDQffuvZg9eyZ+vx+r1Uq9einBFdCOzq10LLPZTHR0NGVlZZhMZiIiIn+07v+ChIREUlLqh5Qdvf+jmjZtRtOmzUhOjiYvr6wumyciIiIiYdDwNxERkTp0xx1306lTZ9LSWtG6dTodO3YiIyMTCKzgdu65g4Ihi9FoJCOjHS1apGG3O7BYzCQnJ9OoUWO6d+95osv8Zg0bNhyrtWZVkaysDrRq1fo0tkhEREREfi6D319Xi4OLyO9BQUE5Pl/dfNtQLwX5vb4DeXl5fPPNUmJiYunduy8WiyW4z+v18tVXn7Ns2RK6dOnG0KEj2LhxPVu2bMbtdtOkSRN69+5HZGTkabyDX+bIkSN8881S4uMT6NWrD2bz8TtO/16fv5w8vQNnNj1/0TtwZtPzr3tGo4HEREdYxyhUEpGwKFSSuqR34Mym5y96B85sev6id+DMpudf935OqKThbyIiIiIiIiIiEjaFSiIiIiIiIiIiEjaFSiIiIiIiIiIiEjaFSiIiIiIiIiIiErbjL7ciIiIiv5rNm79j4cL5xMbG0qtXH5YtW0JhYSF79+5iz549WCwWrFYbzZo15+qrr6Nhw0Z88cVs1qxZRWVlJenpbRkyZCipqQ1O962IiIiIyBlMoZKIiEgd2rRpI/fddxeVlRVYrTaeffZJmjRpytatWygpKQbA6/VisViIjIxixYpl9O7dlxUrvmHHjmx8Ph8pKfVZsGAuL774KrGxcaf5jkRERETkTKVQSURE5FeSl5fHp59Oo6SkhIEDz6Vjx868997bbN26Bb/fj9frwe/3Ex8fT2lpCX6/H5/PD4DH4wHg8OHDfPXVFwD4fD4AiooKKS+vx/Llyzj//Avw+/0YDIZT3v7S0hJMJjN2u/2Un1tERERE/vcpVBIREfkVuN1u/va3u8nPzwNgyZKvefDBR9i0aSN+v//7Wgbc7irMZjMGgxHwYTBAcPf3iouLcblcVFe7sVqtmEwmAPLzj3DTTddx+PAhunXrzi23/AWHIzrk2K+/XsjHH39IdXU1w4aNZNiwET/Zdo/Hw6RJE1my5GuMRhPDh4/kqquu/qUfiYiIiIj8zmiibhERkV/Bpk0bgoESgN/vZ+HC+SQkJGKxWAAwmUxERdnxen2YzaZg2GQwGLDZbJhMJsxmM/Hx8RgMgWFxbnc1KSn1ad06na+++pJDhw7i9/tZuXIF//nPv0PasG/fXv75z2fIydlPbu5h3nzzVdatW/OTbV+0aD6LFy8K9qb65JOpfPfdprA/g4KCAj79dDpz5nyB0+kM+3gRERER+W1TTyUREZFfQVxc7bmOYmPjGDp0OKWlJZSXl2E2mxkyZBirVq34fggblJaW0rp1OoMHX0BSUj1effVFDAYDMTGxOJ2VxMXFM2HCo8THJ3DbbTeFnD87e3vI9saNG47pFRWwfv06OnbsfMK27927t1bZ/v37yMxsd7K3z+HDh7jrrtuoqKgAYNasmTzzzPOYzfrRQ0REROT3Qj2VREREfgXNmrVg4MBzg9spKSn06zeA2Ng4Bg++gKFDR3Dzzbfx5z/fRGVlJTExMURHx9CwYSMMBgNXXjmOQYMGk5CQCIDNZiMuLp4ePXrSoUMnGjRoSHx8Qsg1MzIyQ7Zbtkyr1a4WLVr+ZNu7du0Wsm0ymenYsdNJ3zvAl19+HgyUAPbu3cOaNd+GdQ4RERER+W3TnwtFREROIa/Xy+uvv8zcuXOw2+2MGXMJ7dq1JzIyivvvvxeXywVAjx69GDFiFABZWR3YuHF98Bxdu3YHAsPjbrvtDiZNeu7/2bvv8Cqq9IHj37n9phdCEkIKJYReQuii9CqCYl3Lqrt2F9cV5Yfsrg3EBddFYS1YUcSCiog0gdAU6SVAEkhCQgIppCc3ye3398eVCdcERWUF9P08D4+ZM+ecOTNznyS+Oec9VFSU07ZtO664Yhj/+Mf/UVZWRrdu3TlxooDCwpP06zeAm2661WcsHTt24qabbuGzz5bidLoYM2Ysl112+VnHfuRIJp9++jENDfUMGzaCvLxc9Ho91113I1FR0eTnHyc4OFh2nBNCCCGEEIAElYQQQojzat26taxduxrw7p726adLGTZsJB99tEQNKAHs2PGtGrQZNOgyzGYzJ04U0K1bd2677U61/e7dO4mJac2oUaOZOHEyd999O7W1tYB3idmdd97FhAmTmh2Ly+XCbDbTvXsP2rZtzzXXXHfWXeIqKyt44onHsdls35Uc5Omnn6Vbtx5UV1fxyCNTOHYsB61Wxw033MR11934g89h9OixrFu3Rp2tFB+fQHJy73N+jkIIIYQQ4uInQSUhhBDiPPp+XiOPx0N2dhYOh6NJ3a++Ws3q1SsB0Ov1zJjxBD16NC4zmz37GTIzMwA4ePAARUVFakDptL1795w1qLRo0VusWPE5ALt27aS4uIi//nVqs3X37993RkDJa/v2bXTr1oNPP13KsWM5ALhcTj74YDGXXz6UyMjIsz6HqKhonnpqFqtXr6Rt23YMHTpC8ikJIYQQQvzGyG93QgghxHnUpUsXUlPXqccajZaOHTsTGhrG9u3f4na7ALDZbLz88nxcLpda98EH76Ffv/4AWK1WNm/e5NN3Xt4xbDYbWm3jj2+n08Hdd/8RvV6P2eznU3/jxg3Y7Y3BrJycbPLz89BomqZUrKqqJDs7C7PZTExMawCioloBUFJS5FPX4/Fw6lTxDwaV1qxZxeuvv4rb7WLnzu0kJiaRmNjhrPWFEEIIIcSlR4JKQgghxHk0dOgIioqK+OqrNfj7+3PrrbcTERFBREQET/svbDoAACAASURBVDzxNBs2rCMpqROrVi0n40gGHl1jgMda42ZX8TFcTicAFpcNj8utnvdXzASGhVBaUYHb5cIQ4E9mfi4Hj3pnMwVGtiAsLkatX+O247A3LrnT6vXsLsk96xI4rVGP1doAQPfuPRk1agwA/fsPYufOHWq94OAQdu7cwcKFrxAbG8cf/3gnkZFR6nmbzcaiRW+qAbTa2loWL17EU0/N+nkPVQghhBBCXJQkqCSEEEL8DFarlT17dqHXG+jdOwWtVgt48xhptVqio6NJSGij7si2bNknvP/+e7hcTnJysgEFc8swqmmcSaTpnUReSSXOE6dQDHp0vdrjyCsCtxvFbMKoM2N3u9DdNhJtaCC2tBxse4+Anz8AFY4GHL1i0bYIBkDpGIFjzU5wuUCjQT80mfLE1k3uxZaWg3XPEfT1dXRKaM/LL79OdHQrNm7cwJdfLkej0TJs2AiKi4sICwtHURS+/HI5gJoofN68/6r91dfX+eSPAqioKD9/D18IIYQQQlwUJKgkhBBC/ETV1VVMm/Y3SkpKAEhM7MCzz85Fp9OxePEili//DPDuplZQkM8jj0xj8eJFuN3eWUcnT57AZrPSok0stpYmXKXV6NtE4yqrxnniFAAeuwNHXhEB1w4BuxNHfjEV6/cB4Fheg3lILzyW+iZjc1vq0bYIxnmqEkfWCfTxkWgjwzAktkbjZ/LWabChaDUoBj3Okgoath30XtPloqAgn/z8fCoqKnjppRfUfo8dy2bevP8SGxvHgw/e43PN48fzKC0tJSIiAoDQ0DC6du3OoUNpap3LLx/ySx+7EEIIIYS4yEhQSQghhDiLqqpK/P0D0Ov1PuXr13+lBpTAm5x79+6d9O8/kO3bv/Gpm55+mOPH89SA0mn19fXU2Gqx5tfBd0vcPDa77wDcbrDa0UaGYflyG2eOwrb3KOZB3bAfLVDLFJMRXUwErpo6LMu/9s5QAhzHS9AnRONxualP3Ysj5yRoFIw92qMxG5vc99GjmU2WyLndbvbv30dsbBytW8dy8uQJ9VxgYBAhISE+dSdOvJqIiAhqa2tJTk5hzJhxTa4jhBBCCCEubRJUEkIIIb6nqqqSf/1rFpmZGQQEBHD33fczePAV6vnvL+0CaGjw5iKKjIz2CTgFBgbRuXNXIiMjfcqDg4PJyzwMYd6la45jJ9HFRPj0qRgNaFuGeg88Ht8LekAXF4kxpSPOglNog/0x9uqAotfhOJyrBpQAcLlw5BaiGPQ4cr4LBrk92PYdxXxFzyb30qlTZ+rrm86CCg8P5/PPPyUsLJyIiEhKS0sIDAzkgQceUgNvVVWVzJgxjcLCkwCMHDmGsWPHN+lLCCGEEEJc+ppu/yKEEEL8DlVUlKuBlCVLFpOZ6U1+bbFY+O9/X/QJsgwdOhyjsXGGT2hoGH37endtu/32PxEWFg6AyWTinnvup7a2lkmTrqV//wF06dKVe+55gMDAwCZjUPzNmHonoQnyR9eqBf7jB+CurcdxvBhDxzifuoaOsdR+lIptdyaukkoUkxFtqLfP08vczqQxG3FX1DRz5wrmwT1Q/M1o9DoSExNJSelLSkpfhgwZhkajQavVMXr0ON555w0WLXqL1au/pL7ewqxZc3nzzffUHesAvvjiczWgBLBu3RqOHcv5wWcvhBBCCCEuTTJTSQghxG/eunVrcLvdmM1+5OYeo1evZLp3987Qqa+vZ86cZzlwYB96vZ6bbrqF/Pw8n/Y2m42SkmKMRiNvvrmQEyfySU5OITy8BX5+fowaNRZ/f38OHz7EsmWfEB3diiuvnMjo0WPZseNb7rnnTtxuFzqdjmnTZpCS0peVK5ejaHz/tqNr3QJdWDDG5A4oWi3WfUex7kgHQNHrCI+JAo8H68ieOI4X466q/a6lB1taNoZO8WhDA9G3a4UuMx9nYam331Yt0LePQfEzYjt0TL2eR1FwFZXhKDiFxt9MRLt4EhLaMH/+PDZt2oBer2fy5OuYOHEyO3duZ+3aVWrburo60tL20blzZ597qKysaPL8vWXtmn03Bw8eYO/ePZSXl9GlS1dGj5ZlckIIIYQQlwoJKgkhhPjNW7t2FYcPH8JkMgPw+eefct99DzJq1FhWrPicAwe+S4DtcPDee+8wZsw4jhzJVNu3aBFBbGwcf/3rA2ouoVOnTjFhwiRuuukW9fjJJ2fgdDoBSE8/RKdOnVm06C3cbu9SNKfTybvvvk1KSl80Gg2hsdGUmTV47A50LUOxfnMIj82OYjLiNywZ6+4j6hg8Die2BguRSe0oi2mBLT23yX26LQ1oQwNRtFr8hvTCeiALjb8ZY89EFI2CPjYS8xU9sR/KBb0OTaBZzcnkarBRWm2lwBBEbq63b5vNxtKlH9G//8AmeaUAdLqmv0ZcfvkQNm1KVY9PJ+1uzoYNX7FgwYsAZGdnERMTI0ElIYQQQohLiCx/E0II8ZvndDo5efKkT9mKFcsBOHGiwKfc4/HQrVtPrrnmOqKjW5GcnMLf//4kFRUVPsmpAfbt26N+vXfvbjWgdLqfb7/9htraWp821dXVbNjwFZs3b6Ti+Ek8DTb8x/TFWVyuJur2WG00fJ3mmxcJcDtdOGw27DnN5F/yM6GL9i67cxZXUPPRBuyHc7HuTKd+3S4AHLlF2A7k4G6woY+JwGP1TQzudrkoLS1r8vxyc4/Rt29/4uMT1LKwsHBGjBjVpG6rVjHccMMf6NOnH6NHj2X27LkYjUafZ3Pal19+4XNcWFiIxVLbpJ4QQgghhLg4yUwlIYQQv3mKojTZzcxgMADQu3cfvv56i1puNpvR6XSkpx/C4/GQlNSRuLh4XC4XQUHB1NRUq3UTEtqoX0dFRTW5bkxMDFdcMYSNGzeoZYMHX84bb7yG67sd39y1dTRsT8dd65sY29NgQxcXiTO/Mbm31mCgMC0Tx4kCUDQYurbFXVuPxmzE2CsRRacFwJaW7ROQcuQW4jhRSt26Xd4d5QDrnkx0rVr4PieNhujoKKxW2xnPTsORI5ksXfohoaFhXH/9TbRs2ZJ+/QZiMpkoKSmmZctIFEXho4+W8NFHS/B4PISGhvH0089SV2fhoYfuJz//OJ06debhhx8jIsIbENPpfGc/KQpoNNomz1EIIYQQQlycJKgkfAwbNgyDwaAmoO3Xrx+PP/74eel7x44d3H333SQkJKhl06dPp3///mdvdA7ef/99PvzwQxRFwW63M3ToUKZNm/YLR9uopKSEqVOn8t577/3ivj799FPeffddAIqKijCZTISGend2evrpp+nRo8cvvsYP8Xg8vPPOOyxduhSNRoNOp6N79+48+uijzSYNFuK3QqvV+gSAFEXh2mtvAGDIkGHU1taSmrqO4OAQJk68hjlzZqk7vH3wwWJCQkIYNWosU6Y8zIIFL1JVVUn79h247bY71T579OjF8OGjSE1dh8fjITk5ha5du+N0OlEUDVZrA127dqdnz16sXLnCZ3ye2nr0CdE4cgvVMn2bVpgHd8d26Biuilr08VHYl319RiM3zoJTBN00Qi1yW+0oWg24v7dTHOAqrVQDSupz8DOhb9MKR24Rip+R8NAWxMS05vLLh7J69UrMZjOtWrVm3bq1gPf74cmTJ3n99Xc4fPggL774AjU11URHt+KBB6bw8ccf4vlul7rKygo+/vgDcnKy1cTdGRnpLFz4MjNmPAHAtdfewJw5s3B/N674+AT8/PzO5ZUKIYQQQoiLgASVRBMvvfQSHTp0+J/03a5dOz777LOf3d7lcqHVNv4VOy0tjUWLFvHJJ58QFBSEy+UiKyvrF/d7psjIyPMSUAKYPHkykydPBuD//u//6Nq1K7fccst56ftc/Pvf/+bAgQO89957hIeH4/F4WLNmDdXV1RJUEr9ZO3fu4Ntvt+Fyubj99j8TGxtH9+49iI317qZmsVjIzT2GxWIhMjKSiopyNaB02t69e6iqqmLjxg1ERERwzz3307//QPV8dnYWixa9RWlpCSNGjGbixKspLy9jypT7cbm8y74mTJjE2LHjAWjbth3Z2Y3fq3TxkWhbBINOg7u6Hl10OKaUJJwny3AcK8Rjd6KNCMbt9F0Od3r5msflpj51D46cQtBq0CdEgaIBjzdYo2vdEn2bVlh3ZACNASdNkB94wNCjHYbOCfjvzKOsrIytW7egKApXXDGUffv2+lyztraGrKyjLFjwojprq6iokLfeel3NHXXaqVPFPjvBAWRlHSUvL5e3336D4uJCBg0aTPv2iXz++aeEhYWdwxsVQgghhBAXCwkqiXNisViYPXs2R44cwWaz0a9fP6ZPn45Wq+XUqVPMnDmTwsJCbDYb48eP59577/1J/W/ZsoUXXngBl8tFWFgYTz/9NPHx8ezYsYOZM2fStWtX0tPT+etf/8rQoUPVdiUlJQQEBKh/2dZqtXTs2FE9v3nzZl555RXsdjt6vZ7p06fTs2fPJv3ecccdzJ07l02bNqnJaKdMmcLQoUPp06cPkydPZseOHQDs27ePOXPmUFdXB8Bjjz3GZZddxrFjx3j22WeprKzE4XDwxz/+UQ0gnYt9+/bx5JNPsnz5crVs/PjxzJ49G4vFwty5c2nXrh0ZGRn4+fnx3HPP0a6ddzelTz75hA8//PC75TlBPPXUUz4zwgBqa2t55513WLVqFeHh3rwriqIwduzYcx6jEJeakpJi/vWvWdTU1ADehN0zZjyhBpQA3njjVTZv3ghAWVkpRUVFKIqizrgB705nH3ywGIDi4iLmzXueN95YREBAIA6Hg2eeeUINsKxbt4bIyEj279+nBpQAVq5cwbXXXk9eXi4DBw7iwIH92CtPoXRpg/1w3nf5lBRMfTthSu6Au6aeurU71cCQddshAvz9sFnq1D4NneIBsGccx5HzXfDG5cKRcxLz8BQ8VRbcNjvuyloatuxH36E1zuMleBxO9AlR2A/l4rE7AHBk5mMPa8G+nGzatvV+b3nnnTebJNnW6XSEhYU12eWturqaNm3akpvbuLvc8OGjsNsdPmWdOnVm1qynKCvz7kx36tQpoqKiJaAkhBBCCHEJkqCSaGLKlCnq8repU6cyePBgZs+eTZ8+fZg1y7tMYerUqXz66adcf/31TJs2jfvvv58+ffpgt9u5/fbb6datG4MGDWrSd05ODhMnTgS8+UyWLl1KeXk5jz32GIsXL6Z9+/YsXbqUqVOnsnTpUgCys7N5+umn6dWrV5P+Bg0axOuvv87QoUPp27cvffv25aqrrsJsNpOfn8/LL7/Mm2++SUBAAFlZWdx1111s2rSp2X4///xztmzZwvDhw6msrGTHjh0899xzVFQ0/o9TVVUVDz74IPPnzyc5ORmXy4XFYsHpdDJ16lQ18GOxWJg8eTI9e/ZUAz8/plevXuh0Ovbs2UPv3r3Zvn07JpOJ7t27s23bNjIyMpgxYwYpKSksXbqU6dOn8/HHH7Njxw7Wr1/PkiVLMBgMpKam8ve//53Fixf79J+VlYW/vz9xcXFnGYEQvz1paftxu104nQ4cDgfZ2Vk88cQMOnXqpNbZuDEVu70xYXV2dhZJSUnk5BzD5XISEdGSbdu2curUKZ++H3jgLiIiWlJVVcXevbt9zr300gu43W6qqqp8yq+55kpKSrw5kmw2K+Ft4yiqs6oJusGDdXcmhs4JOAvL1IDSaXqzEf/wECqjA/FoNHjcbuw5J3FVVPN9ituNLimW2g83nLHsTcF/4mXoWoZiO3QMx7HG5XYem52a/CJsdRafWVQWiwWHw055eTl6vZ6EhASeeurvlJWV+tyfzWbFz689TqeD+vp6FEXDc8/NxGAwYLFYsFgshIeHc+RIOrt27fIZ68svv0RERAvCwsKb3IcQQgghhLh4SVBJNNHc8rfU1FTS0tJ4++23AbBarURGRlJfX8/OnTt9Ai91dXXk5OQ0G1RqbvnbgQMH6NixI+3btwe8S8SeeuopLBYLAPHx8c0GlAD8/Pz46KOPOHjwIHv27GHp0qW8//77fPLJJ2zdupX8/Hxuvvlmtb7T6aSsrKzZfq+++mqWLVvG8OHD+fLLLxk2bBh+fn4+97Z//37atWtHcnIy4J0ZFRwcTHZ2Njk5Ofztb39T6zocDo4dO3bOQSWAW2+9lSVLltC7d2+WLFniM/Y2bdqQkpKijvWpp56ioaGB1NRU0tPTue666wBv3qTTs6iE+L1LSGjbpOz7Sz0DAwMpLy9Xj/38/IiPT1CTc+v1eo4dy/EJKikKBAR4+/H390er1aiJt0/3GRQU7BN0CQsLUwNKAG63m+rSctzGEN8But14bHY04UFNxm7w9yMwIpzqYD3WXRkA2MlBFxvpW1GjQRcTgSOv+Ht5lDw4jxejjw5H0Tf9FUBvNGLDd/e1kJAQ4uPjsdvtZGSkk5WVRVZWFkFBQURGRlJXV0dgYCDBwcG4XG6SkjqSnZ1FTk6O2kdERATDh3tzP7lcTnQ6nc9ucLL8VgghhBDi0iRBJXFOPB4PL7/8MrGxsT7lFosFRVH45JNP1GVj59uPJW1VFIXu3bvTvXt3br75ZgYOHKjmVRo8eDBz5sxp0iYnJ6dJv6NGjWL27NlUVlaybNmyn5Sg3LvTUajP0rWfY9y4ccybN4/09HT27NnD3Llzm6135i5WHo+H66+/ngcffPAH+05MTKSuro6CgoIm71GI36rExA7ceOPNzJ79NHq9gT//+V4eeGCKTw61wsKTzJnzLMeP5xEREUGHDh3Zv38vRqOJP/zhFoYPH4XVamXevLns3LkDk8nErbfeoeZHAtiyZRNvvPEqtbW1JCV1pFWrGEpLSxk48DL8/Pxo3TqWpKRO/PWvD6htsrOzcGgVDB3iaDhVqZZrI8PQBgcAYOrbGeueI+B2Y0hsTYDDu2Od7WDjcjIAZ1E5psu640jPw6PToo+LxF1ThxLU9PunJsTbt6F9DLa0HNxV3iCSNiyIwKBw2kXFotfrsdvtXHbZ5fzlLw+j1+vZt28PTz/9T9q3bwwA3X33/eh0Wl55ZQFWq43i4hKmTp3GokVvoSgatZ6iKDz55Cw1ELd9+zZeeWUBNTXVtG+fSEBAIJ99tpSSklNkZR0lMfF/k9dPCCGEEEKcX5ofryKEd1e4hQsX4vpui+qKigoKCgoICAigd+/eLFy4UK1bVFREaWnpOffds2dPMjMz1b9qL1u2jM6dOxMQEPCjbXNycjh69Kh6nJubi8PhICoqikGDBrF161afxN1paWln7ctsNjN8+HBeeOEFLBaLOivo+2PNyclh3759gDfBtzePSBtMJhOff/65z9hOz7Y6VwaDgUmTJnHfffcxceJEdRni6Xs7fd3ly5fTuXNnzGYzQ4cO5fPPP1dnQLhcLg4dOtSk78DAQG699VZmzJihzr7yeDysXbuWEydO/KRxCnEpueGGPzB06HCGDRvOlCkPN0nK36pVDPPm/Zd33nmfW265nW++2UpdXR0VFeX8978vUVCQj8lk4v/+7x9MmzaDhIS2pKauZ8OGr9Q+Lr98CG+9tZj33vsQl8vNxo0bOHQojQ0b1hEYGMSoUWOJj0+gR4/G2ZGKAqZAfzxWG/pOCejatMLYqwP+Yxt3xDQldyDw+mHo27bCVVFLVWExHrcbRef741vRajB1bUvApMEoThe23ZlYvvga276j6JPiAW8gWhfdAldpNfWpe3CVVRN43RD8RvXF0LkN2shQ6iurSUhI4I033mXYsJFkZKQzc+aTHD+eR2mp7/I/8Oaseu+9RWr+KbfbxeLFi5rkR/Lz88NkMqvH/fsP5K233uPddz+gTZt27N+/F7fbTW1tLXPmPKvuBieEEEIIIS5uMlNJnJPHH3+cuXPnMnHiRBRFQa/X8/jjjxMbG8vzzz/P7NmzmTBhAuBdCjJr1iwiIiLOqe+wsDDmzJnD1KlTcTqdhIWFnXWGzvdZrVaeffZZysvLMRqNaLVa5s6dS3h4OOHh4cydO5cZM2ZgtVpxOBwkJyfTvXv3s/Z39dVXc/PNN/PQQw81ez4kJIT58+fz3HPPUV9fj0ajYdq0aQwcOJBXX32VZ599ljfffBO32014eDjz5s07p/s403XXXcdrr73GTTfd5FPeqVMnlixZwj/+8Q/MZjPPPfccAAMGDODBBx/knnvuwe1243Q6GTduHF27dm3S96OPPspbb72l7jjn8Xjo06dPs0sVhfgtOdvujmcKDg7hyJEMnzKPx8ORIxnExsZRVlbG888/py7bWrDgKGFh4fTq1RvwJrCur28gO/uoTx/ffLOVDh2SWLlyBTqdlrFjr8RgMLBs2VIOZB7GUe+dKWTolIC5X2dc1Rbs+SVoW4aiDQmgfsNuXN/NZKqpqMPj9mAc2JGGzfs5vZObKSUJAPuRfFwVNeq1XUXlGLu1w9y3Ex67HcuKbTiLvEuA7VknCJh4Ge7yGuzpuQCUV9SRqfXn008/VoNmZWWlzJ79NDNnzsFoNGKz2QDv7KMBAwbx5Zdf+NyvxWLhwQf/ysyZT3z3fVJLcnIK06c/il6vY/Lk6+nduw9arZbAwCAyMg77tC8rK6W09BSRkVE/+s6EEEIIIcSFpXjO3N5GCHHBffbZZ6xbt45XXnlFLdu2bRvz5s3j448/voAj8yovt+B2/zrfNiIiAiktrf3xiuI363x9BqZOnQLA88+/9IP1tmzZxH/+0xjUVhSFefP+S1xcPKmp65g/3zdQPG7cldx1133qsdVq5Y47bsZqtaplHTokkZ2djdvtnemp0+mYP/9VJk+ewMmyEhxh/qcvhnlQdxq+TsMbLFIwD+hCw7eNMw/1FXXojAaMj1yHq7waW2Y+ilGPsUsbNGYj1l0Z3uVyZzBf3hNj5wTsxwqp/2qnzzlDpwQcuUV4rDa1/2CTP8OHj/TZsQ1gwYLXqK+v5/PPP8VqtdKuXXuSk1PYtGkDa9euVusNGTIcRVFoaKgnMTGJ6Ogo5syZrZ7XaLQsWPAq0dGtvuv3RTZs+EpNDt6v3wAWLnwbjUYj3wOEfAZ+5+T9C/kM/L7J+//1aTQK4eE/vmLoTDJTSYiLyO23305hYSGvvvrqhR6KEL9LgwdfQV5eLmvWrMRoNNGjR0/mz5+HokCfPv2a1G/d2nc3RZPJxJ133sXCha/gdDoJD29BfHwCR482BnqcTic7d27njNRoXoqCde8RTs8+Ag8N+7NQTEY16AOgN5kAsGfmYz/oXTZsP5CN/4RB6Nu3xro/G75bqqwYDWgjQnDV1KExG/k+xWxEMeh8+tdqtSQktPEJKgUEBNCiRQRGo5E///kepk+fyt69u1m69ENSUvpw9933k52dRVxcPB999D4NDQ0A7Nq1kwEDfGdCut0u9u/fpwaVbr/9Tmprq8nJySYgIIBHH52ORiOr84UQQgghLgUSVBLiIvLOO+80Wz5w4EAGDhz46w5GiN+Q0aPHnVM9RVG47bY7uO22O8jOzuKxxx5W8wVlZ2dx+eVD+Oabr3G5nPTqlUxgYCD5+ceJi4tX+xg5cgxhYeFs3bqZPn36YbNZWbdurc91WraMJCGhLSdKG3eDM3ZOwH4k33c8Thd+w3pTv3EvHrsDndFAaGw0lXVWn2TdHocT296j+I/pR8CkwdjT80Cj4K6px/LpJgD0CdHo27TCkVsIgCbIH2PXNmhDA6nfsIfTwaz27RO59dbbKS4uIiMjnZCQUG699XY10LN69UqfXex2797FpEnXMnbseNauXa0GlMC701tFRePOeqe1bt1a/TogIJDp0/9JSkpfAJKSOv7wSxJCCCGEEBcNCSoJIYT4zRs5csxPbrNnzy7OXCHu8XiIj0/grrvuJSMjnf/8Zy779u0FvMnAb7zxZgBSU9czf/5/ANi8eSOjRo0hOTmFvXt3AzBgwCD69u1PVFQU0V06cCo+BG1YELrYlqDVYjvQuLmAoVMC+jbR+PsPxHbwGH4FlShaLR6Hg8YZTd+Nz+7N9aSLCEF3RU8ceUXUrdmhnnfkFeE3NBljr0Q8Nge6Vi1QtBoMia3RtgzBcawI065sGhrqsVgsPPvsXAoLTzJ//jzmz/8Pb721kD//+V5qa2v4vtNloaFhTc717z+Q8PBwvv56C4qiYfz4CXTr1qNJvZ/zjoQQQgghxIUlQSUhhBCiGfHxCU3KYmPjCAgIZM2aVT4zcj755GOuvPIqAgIC+eKLZT5tNmxYz7vvfkB5eRmrV3/JwYNpPPXUP6iursbgZ8bUM1Gta+rfGW1YIM7iCrSRoRiS4nBV1GBZ/jW4XNRU1FFXVolxVDd0rVrgLCxT2xo6+47XXV3XZPzumnoMSXFNyjUmI7aDObjKKsiraWDq1Id44YX5rFq1gszMdADq6up45ZX5TJ/+D776aq2aI+rMZOUpKX3o06cfu3Z5g1kdOiQxYsQoJkyYyJ/+dDdarZaAgMAfeuxCCCGEEOISIkElIYQQohn9+g1gxIjRbNjwFYqiMHLkaHWJ1vdn67hcTurrGwgICERpkizJu6zu4ME0Vq9eCcCJEwXk5+dh7hCH7VAujvxitCGBGJM7YEiK8wn82I/kqzmSAFx2O47jxfiP7Y/tcC6uKgt4wH40H1d5NaZeiSgGPbr4KNiRDm736UGgS2h+RzVHXhGe+sbk4na7nY0bN3D8eJ5PPbvdTkBAILNm/YsNG9ZhMBg4efIEf/jDtURFRXPvvQ/w+OP/JCMjndTU9bjdLg4c2Ef//gMJDg4594cvhBBCCCEuCZIJUwghhGiGoig88MAUFi1awqJFS7j33gfVgNGIEaN86nbr1oOWLVsCcM011/kElq688irMZjN79uzyaWO3O6jMP0nD1wdw5pdgS8tWl6vZc05Sv/WAN6Ck0zYdm16Hotdh6pmI1t+M48hxbx/7jlK33rvMThsSgP/4AejiItHGROA3qi+6iLMEdvRN/8bk5+enzkA6LTQ0jISENnTs2IkHm/RJzAAAIABJREFUHpiCosCBA/twu90UFp5k7tznsNvtLF36IevXryU1dT3/+tcsn93hhBBCCCHEb4fMVBJCCCF+QGBgUJOyUaPGEhgYxM6d24mJac24cRPUc4MHX0FMTGtWrVpBYmIHNUl4XFy8mlcJvFu2Nljqwa/xR7GruJyGb9LUJNz2w7kYOsajCTDjtniX2xkC/ECnw11bjybQD3tWgc/YnPkluK12NCYD+pgIXCWV2PYdpX7dLlxd2mAa2LXJbCp9fBTayDCo8C6Zi4yMZMSIUfj7B2C1Wvnmm620bBnJH/94Jzpd43iPHDni009tbQ3p6YfYt2+PT/m6dWsZPXrsjzxpIYQQQghxqZGgkhBCCPEzDBgwiAEDBjUpr62t4cUX/01+/nE2bFjHkSOZTJnyNyZPvo7s7CwOHUrDbDbTsWNnDmUcxlnRmPtI0Wjgm3T0zsblbmzPJL5HZ6z6WjSKmcrychyLvLvJBcdE4VdTj622sQ+NVkvE5kwUjQabpY66jGz1h717cxp+J6rxD2s6Y6mFfyjOKCetIloSEhLK/fffRc+eydx77wPcfPNtzT6DTp06k519VD0OCgomIaENWq0Ol8uplgcEBJzTMxVCCCGEEJcW7ZNPPvnkhR6EEOLS0dBgx+P58Xrng7+/kfp6+69zMXFRuhQ/A8uWfcK2bV+rx3l5ufTq1ZtWrWIYNmwEoaGh2Gw2qqoqiYmOxlJdgw4NJp2BHl26Yq+3ovGAUavHqNXjbzRzWffetGnZipKiYqwNDZj1RoxaPTTYSenWk9qqanSKBrPeQM+uPegUk0BMQChYrNRUVql9GbV64sJb0j0+kZiAUN9/gWG0bhVDfn4+tbW1OBwOCgryqa6upl+//s3ea8eOnSktPUVRUSGtW8fy0EOPEBsbh9vt5vDhgwAYjUYeeOAhIiIifvKzvBTfvzi/5DPw+ybvX8hn4PdN3v+vT1EU/PwMP6mNzFQSQgghzqOKiopmysoB2L59G6+++l+1vEWLCLZu3cnWrZs5dCiNkJAQQkPDWLx4EZ7vorc33XQrXbp0JTGxA8888wSHDqX59P3kk7No1SqGDRu+4siRTMLCwhk//ioiIiI4fjyPhx9+UO0L4J//fLpJrqTTKisruPPOW33KDh9Oa7YugNls5uGHH21SfuONN9O//0C2bNlEXZ2FoqKTdOiQhFbbND+UEEIIIYS4dElQSQghhDiPBg++gvXr16qBnKCgYHr06AXAli2bfOqWlZXyzTdbePPN13A4HAAEBgYye/bzFBQcp7CwkI8//gCXy0lQUDAjR472CSrFxsbRpk1bcnNzePvtN9UlZ1u2bGLBgteIj0/goYceYenSD3E6HYwfP/GsASWAkJBQIiIiKC0tVcuiolrx5JN/58iRDJKSOp3zrKOcnCyWLfsEgK++WsPBg2k89NAj5/AEhRBCCCHEpUJ2fxNCCCHOo27duvOPfzxF//4DGT58FLNnz8XPzw+A8PAWTeofOXJEDSgB1NbWUlBwnMsuu4JVq1aogaKammpyc48xZcrfSEnpy9Chw3niiWdQFIWNG1N9chhVVlaou81dccVQRowYhV5vYMeObaSnHz7r2BVF4W9/m0ZMTGsAunbtTl1dHQcO7MNqtXLgwD7mz//POT2HlStX+Bxv3rwRi6X2nNoKIYQQQohLg8xUEkIIIc6zkpISDh8+SENDA3q9jrvuug+NRsPVV09mz55dFBUVoigKV145kRYtmgaaAgKCqKurw2az+ZSXl5cRFxfHRx/lU1JSTHr6YR57bHqzibADAwMB2LhxA4sWvQXAiRMFPPPMP3n99XcICAhsduwdO3ZiwYLXcDqd6HQ6Jk+e4HP+8OFD5/QMDAbf9fgajRaNRpa/CSGEEEL8lshMJSGEEOI8OnGigIULX6a2than08maNatITV0HQFhYOAsWvMbtt/+JoUNH0LJlSwYPvoLo6FbY7XbsdjsdO3YmNjaOiooyOnfuAoDb7cZms5GS0pd//3sOJ08W4HQ6KSkpZsGCl+jVqzeRkZHqGHr16q0uudu7d7fP+KxWK+np6T96Hzqd9+9OiYkdfMo7dOjQXPUmrr32BjQaLR6PB7vdzrhxV6oztoQQQgghxG+DzFQSQgghzqOsrKM+ibEBjh49yogRowFYvXolr776X/Lz87DZ7AQEBBAWFk5h4Uk0Gg0FBfl89NH7aLVa4uPb0Lt3HzZu3IDdbuO552ZSXV2Fx+PBZDIRGBjE0aNHyM3Nwd8/gOuuu5EePXrRuXMXFEUBIC4u3mcsiqIQFxd3zvfzl788zLx5/yY7+yjt23fgL395+JzapaT05cknn+HJJ/9OfX09GzZ8RVJSRwYNGnzO1xZCCCGEEBc3CSoJIYQQ51Hnzl3QaDS43W61rGvXburXK1Yso7i4CJvNjtvtpqSkhMrKSvR6PQ6HA5vNikajwc/Pj9zcY1RVVdKyZSRZWUdwOJw4nd7cSQ6Hg9LSUwQHhwBQV2dh48YN3HTTLWpACWDChEkcPXqE3bt3YjQa+cMfbiUqKvqc7ycmpjVz5/4Ht9uNRvPTJjivWbMKt9uNv78/9fX1vPLKfFJS+mI0Gn9SP0IIIYQQ4uIkQSUhhBDiPIqMjOJvf3uM999/l/r6ekaPHsvgwVeo53U6PVarFfAua1MUcDqd6PU63G4XHo8Hj8eD2+1BURRqaqoJCQnB4zldX0Gr1X73Xx3BwcFq32VlpTQ0NPgsMzOZTMyY8QTV1VWYTOafHdD5qQElgJMnT/gc19XVUVVVSWRk1M8agxBCCCGEuLhIUEkIIYQ4zwYNGnzWZV7XXnsDu3btpLy8DK1Wi8FgRK/X4/F40On0OJ1ONBoNGo0GRYHExCS0Wq36DzwYDEZiY2Opr69XZyqBd5bU2fIWnVnv15KS0pfjx/PU47i4eAkoCSGEEEL8hkhQSQghhPgVDRkyjPfe+5BXXllAeXkZsbFxuFxOMjMz0Wq1hIQEk5OTg9PpYPz4q/jzn+/lvffeJjy8BXV1FnQ6HW63h7Zt2zJ+/FVkZmaQlraftm3bcdttd1zo2/Nx4403A7B7905iYlpfdOMTQgghhBC/jOL5fjZRIYT4AeXlFtzuX+fbRkREIKWltb/KtcTFST4Dv2/y/oV8Bn7f5P0L+Qz8vsn7//VpNArh4QE/rc3/aCxCCCGEEEIIIYQQ4jdMgkpCCCGEEEIIIYQQ4ieToJIQQgghhBBCCCGE+MkkqCSEEEIIIYQQQgghfjIJKgkhhBDiotbQ0EBa2n4qKsovqr4uVR6Ph4yMdI4fz7vQQxFCCCHEJU53oQcghBBCCHE2mZkZzJz5BHV1dWg0Wu655z5GjRr7k/rweDx8+OH7LF/+GUePHiE8PJygoBDuuutexowZ9z8a+cWppKSEp576O0VFhQBcfvkQHn740Qs8KiGEEEJcqmSmkhBCCCEuOJfLhcfjaVL+xhuvUlp6Co/Hg9vtYtGit7Db7T+p73Xr1vDxxx+QmZlBTU0Nx4/nYbfbePfdt7DZbOfrFi567777NtdeexXr1q2hoCAfj8fDli2byMhIv9BDE0IIIcQlSmYqCSGEEOKC8Xg8vPnma6xduxqTycQNN9zMlVdeBcBnn33GmjWrsFqt6PV6EhLaAGCzWTEYDOd8jbS0AwA4HA4A3G4P9fX16HQ6rNYGjEbjeb6ri09GRjrLln2CzWbD44GqqioCAgIIDQ37XS8FFEIIIcQvIzOVhBBCCHHBbNy4gZUrV+B0OrFYLLz55mvk5eVSV1fHwoULCQ4OBrwBoZKSYpKTUwgMDPpJ12jXrj0AISEhACgKmEwmevToRXBwyPm9oYtUfv5xwPsMFMVbZrVaCQwMolev3hdwZEIIIYS4lMlMJSGEEEJcMNnZR5uU5eRkYTKZsNlsRES0RKvVYbHUEhsbzyOPTPvJ1xg//iqOHcvh66+3EBAQQFxcPEOGDGfSpMnn4xYuCT179kKr1eHv7098fBsqKysYOXI09933F/z8/C708IQQQghxiZKgkhBCCCEumK5du7N69Ur1WFEUOnXqQlRUNElJSRw6lE54eDjh4eHccceff1YApKDgOIqikJLSl/HjJ9CzZ/L5vIVLQmRkFNOn/52lSz/E4XAwbtyVDB8+6kIPSwghhBCXOAkqCSGEEOKCGTjwMv7wh1tZvXolJpOJG2+8mVatYgB45plnmD//FSoqKujbt//P2qmtrKyMGTOmqQm59+7dw/PPz6NNm7bn9T4udh6Ph9zcY9TU1BASEkJUVKvz2v8332xlx45vadUqhgkTJuHv739e+xdCCCHExUmCSkIIIYS4oFq3jqV161hMJhORkVGAN0jx9tuvUV5eSceOnRgwYCDK6WRAP8GuXTt8dnhzu11s2/b17y6olJq6jvfffxeAoqJCZs58gtdff4eAgMAmdffu3U1q6noCAwOZNGmy+k7O5quvVvPKKwvU44MHDzBr1pzzewNCCCGEuChJUEkIIYQQF8zBg2nMmfOsepyWtp8XXpjPggXzcLm8u7VlZmawZMli7r//Lz+5//DwFk3KWrSI+PkDvkTt3bvH59hqtZKZmUFKSl+f8gMH9jFz5pN4PB4AduzYziuvvPGDO+Slpq73OU5PP0xxcRFRUdHnZexCCCGEuHhJUEkIIYQQF8yOHdt8jm02G5s3p2K1WtHrtQCcPHmCDz54j2PHsrBareTnH8dmsxEd3YoWLZoGjc7k8Xiora2hpKQEgNDQUNas+ZJ161Y3W7+ysuK7emG/9NYuKjk5OWRnZ6nHigJvv72QDz9c7FPv4ME0KisriYlpDXifR1rafvr06XfWvoOCgn2OTycEF0IIIcRvnwSVhBBCCHHBNJfbp2vXHqSmbqC62hvgaWhoQIuD2pwd7D5aSIPdO4Op4FgmXeNbEhb0w8m7W2gacJvd+Jn0tG6h0HB8z1nrltZ7fzXSV2b/3Fu6KLXwuCnTOymvrUer0RAfGYKr6BCW79WrKq+mwebyKQsL++EA2403/oH09EPU1dUBcO211xMYGHQ+hy+EEEKIi5QElYQQQghxXthsNlJT11NcXMSAAYPo2LHTWesePJjGpk2p+Pv706FDEkePHkFRFEaPHku3bt2ZMeMJli5dzLFjx3G5nERpqxjVopxjOQ1gbuwnVlPOrYmOs15na14DXxRb0AI2K7RpUcfoxMZZNIdKbGzObUABhrQ1s4WWANybWP1LH8dFZV+hFVOoDWOElpHt/IgM9ABN7/ElRwDppY3Pc9iwkbRrl9hsnzabjUWL3mTv3t0kJibRr19/unbtTuvWsf+r2xBCCCHERUaCSkIIIYQ4L2bPfoYDB/YBsGLF50yb9nf69evfpN7Bgwd44okZat6eyMhIXnzxZfz8/NXlbCUlJVgsFvz8/AgICEBjrSbA0DRRd4BB43NcZXWxr9CGQauQ3MrI5twGn/NbchsY1d4PRVE4We1k0d4a9VzeXieRMSH4mwy/7EFcZA4U2VhyoFY9zqt0Mv2KULSaxufp9nhYm1XPvpxa/MOiuf32P9GzZzLx8QlqndTU9Xz99RYiIlpy7bU3sHz5p6xevRLwvq/KygrGjBn/P7sPp9PJ5s2p5Ofn07t3Ct279/yfXUsIIYQQ50aCSkIIIYT4xQoLT6oBJfDmMlq9+stmg0qpqevVgBJ4AxIVFeXExcUDUFCQz5w5s9BqFRwOF9nZWXRt5UdkgI5+sSZ2FFgBCDZpuaJN47Sl8noXL26rosHhBuDr4w0+1wFvLqHTMkrtPuc8Hg8VtQ0+QSWX28O2fCv5VQ7ahunpH2v6WbvQXUj7i2w+x9VWF7mVDtqHN97nN8etpObUY3PocFZX89FHSxg5cox6PjV1HfPnz1OPDx48APg+2+PH86ioKCcsLBzwPs+VK1eQlrafNm3aMmnSZMxm8xl9pLFw4cvqzLb77vuLz/nvW7BgHps3bwTgiy+W8eCDDzF8+Kif/kCEEEIIcd5ofryKEEIIIcQP0+sNTYItRmPzM36ay7djMOjZs2cXhYUn2b9/H2632+d8Ra13xtHkLgFc1SmAAbEmHugXTJifVq2z64RVDSgBlNW5aBuu9+lnSFs/dZwR/lq+z8/oW//Twxa+yLCwv8jGZ4ctrDxS3+w9XcxCzU1/3Qsx+d57VrlvgK2hoYHs7KPq8datW3zOFxUVEhDg+x6Dg0N8knYvWfIeb775Grt27eDjjz/gP/+Zq56z2+3MnfssJ04U4HQ62bp1Mx984Js0/Ey1tTVs2bLJp2zlyhVnrS+EEEKIX4cElYQQQgjxi0VERDBs2Ej12GAwcPXV1zVbd8KESbRoEaEed+nSjdmzZzJz5pM8+OA9HD2a2aSNv8kb7Hlnbw1fZFj4tsDKC99UUlzrVOtomplA1C3SyF8GhDAuyZ97+wYzol1jUu9uUQaSY0zqcZ/WJsICG2fKuD0e9hT6zvLZddLa/AO4iA1pY/YJoA1t60eL7wXUYoJ8J69rtTpiY+PU4zPfF4BGo+GOO+6ibdt2AISEhDJlysPodI39bNmy0afN7t07qa/3BuVOnjxBbW2tz/kjRzLOeg9arQ6NxnfMBsNva5miEEIIcSmS5W9CCCHE79S6dWsAfJY5nSun06kGEJxOJ6tXf0l9fR0jRoymffv2pKT0Izw8vEm7jIx0li//jPj4eEaMGEVycgpLl36IxeLdh8zj8fDtt9sYNWoMW7duxOXyEBMTQ4S5npPVFaSfapxRY3V62JLXwPXdAgFvUGhbvpU6u3e2UlSgjugALZvzGiivd2PSKbT7bkgej4ft+VZqrG56RBsZ0tZM6yA9CzI9nCyrZnFdLR0jDPjpFCz2xmVe/vqzL33bW2jlQJGNELOWYW3NBJuazoQ6G5fbQ06FA4NWISFU/+MNfkK/acV2ogK0JIYbuDzBRLh/01//hrTxo6jWRWGeC71ezwMPTCE0NIw9e3axa9cOgoODadEigrKyUhRFYdiwEaxbt5rIyCgmT76efv0GoNX63m9oaBinTp1Sj/39/dVAUExMawIDA30CS0lJTRO7ezwe9u/fS1FREUOHDmf9+rUAaDRa4uLiWbduzc/6/AohhBDi/JCgkhBCCPE7tXbtKuCnBZUOHTrIf//7IsXFRfTo0YuHH57KBx8sZu3a1Wodo9HAyJFj2LJlEwUF+fTq1ZvOnbtQXFzEP/85HafTO7to37599O8/kKqqSp9ruFxOrrnmOh555CHeeWcx//nP86QVV9C1mYkpDpfH5+vL4kxU2dzEh+jpHmngxW+rKK1zAZBdbsfjgYHxZr45bmV5hkVtW1zr4pHLQsjIL6XS0oCz1smBIhudI41knLLj8XjQaBTGJ/k3GQPA7pNWPkprDJBkldl5dHDoOeVfqrO7eXlHNacs3ufSqaWBO5KDztr2eJWD1UfrqLV5SIkxMqSN+ax1v8isY9vxxmTlHuCaLgFN6um1kBiuZ0+5kZZt2jJ48BVN8iglJ6cwder/odcb+Mc/pqmzjnbs+Jbnnvs3iYkdfPq87bY7mTnzCRoaGtBqddx++58AWLFiOUePZjJw4GAOHUqjuLiYgQMHcdNNtzQZ15w5c1ixwpsMXK/X86c/3YNOp6Nnz148//xsjh3LlqCSEEIIcQFJUEkIIYQQ58TpdPLCC3OorKwA4MCBfSxa9BZff+2bbyc1dT0NDVZSU9cB8MknH/HQQ49QU1OtBpQA3G4X27dvY+jQEWRlNebv6dy5C5GRUWzfvp0PPngfi8WCy2pl1REnkQE6Sr4LvmgUhYFx3uVqh0tsLNpXqybmNuoUWgXp1IDSaQeKbQyMN3Og2HdZW4nFSXa5g0qL725xlfUupl8RyskaJ3EheoKMGrLL7ew6acNfrzA4wUyoWcve7y2TK61zUVDtbfNjthdY1YASQMYpO1nlDjq0aBpFszrdvLG7But3uaNWHXHip9fQL9bUpC7A7hO+y/V2n7Q2G1T6MrOOrXkNlDfoqDp6hIULXyEv75hPnb17d3PffX/hwIG9akAJwO128/XXW5oElUJCQhg3bgJ1dRYmTryGqKhoXn55vjpDDuCqq67mjjv+3OzYT506xZo1jXUdDgdpaft5/PF/NltfCCGEEL8+CSoJIYQQ4pyUl5epAaXTsrKOEhwcQllZqVpmNvuxceN6n3orVnzOtdfe0KTP4OAQXC4Xycm9cbncJCV1ZMKESQDs2LHDp67TDUPbmql3eKixuekZbVRzAaUe893p7evjVvrHmtBoFNzuxvJQs1b9b16lQy3XaBTC/bRoFAX3Gf0EGDWEmrVqu+xyO6/trFbPHyy289jloYSYmqapDGqmrDmnl+udydJMGUB+lVMNKJ2WWWo/a1ApwKihor4xsOavb35Mu0/6BsVSU9fTtWtXnzKtVofJZCQ8vEWT9i1a+JYdO5bN9OmPYrd7lytmZ2fzr3/9m9RU389Fauq6swaVnE5Hk7LT/QkhhBDi4iCJuoX4nmHDhjFmzBiuuuoqrrzySlauXHnWujNmzGD37t0/+1oZGRmsWrXqZ7WdP38+AwYMYOLEiYwZM4bHH39cftkWQvxPtWwZScuWLX3Kunbtxh//eCdarTe4o9XquOWWPzZJqqzVaunbtz/9+g1Qy3r2TObLL5fzxhuvsnfvHjIz07nssssJCPDOpGnTpk2TMcSF6BmcYGZ8kr9Pcmmn23d7e7fbg79Bw7gOfmi+WxoW5qdlZHtvou5R7f3UQNHpZW1hflriI0M4vZDMqFMYFGfiy8w6lhyoJbPUzp7vBV+qrC6yKxwMb+fns6PaiPZ+TXZYO5vkVkY0Z2QZ9zdo6BTRfBLq5nasiwo8+3XGJ/mrfWs0CqMS/ViXXc/i/TXsPiPpuL/Bd/lcUFAQ1113k08y7IkTryYgIJAePXoxcOBlann79h0YPnyUT/tVq1b6/EzKzj7K4cOHCAwM/N51gjmbVq1i6Nu3r3qsKArjxk3A4XDgcrnO2k4IIYQQvx6ZqSREM1566SU6dOhAeno6N954IwMGDCAsLMynjsvlYtasWb/oOhkZGWzatIlx48b9rPaTJk1i2v+zd9/xUVVpA8d/U5NJJr2SkARCQmgJNfRepAli5V0EVnBxXVexl1Vsq2DX1bWBLhYsiIJUFaT3DqH3ENJ7m8wkU98/Bm4YJqAooOjz/Ufvveeee+6980nCM895zqOPYrVaGTduHLNnz2b8+PG/akxCiD+H48ePcvToUfz8DB5Ft8/n1KksNmxYR48evdm7N4OCgnw6derMuHET2Lt3D4MGDcbf35/hw0cQEhJKZuYJFi2aD7hXCrvxxtFoNJrT7YwkJiYSGRnFtGn/Vq5RV1fHsmXfc+ONt7Bq1Qp8fTW0aZPKsWNHUatU9E004DgreORwutiZV0ep2UHLCB15VfVTyDrG+uKnU9M8XE+5xYFGrWJQkh++Wvf3aYE+ano38SW70k7XOF+ahupxOF3otVqiQowMi7eR3tiHd7ZUUnJ6Ct2uvFpSGpiSZtSr0KmhS5wPZWYH3eINxJ017c3lcrG30EpulZ3kMB1JYfV9FNc4OFhso2tjH8x2F/46Nb2aGDCck1HkdLnIyK+jwOSgW5yBHXm1WB0uksP19Glq4Hw0Kuja2AcfrZqeCb7M3mviaIk72JORX4fZ6qJ3U3eQbtZud00olUrF+PETKCsrpX//QRgMBrp370lSUrL7uTscdOrUGV9fX1q2bM2AAYNQqVQcP36ULVs2Ex0dTUMlnjQaDX/960T++983cDqdaDRaunbtwWeffUJSUjJdunTzqA21bdsWmjZtip9fIEZjAOnpXVi1agUvvzwNX18f6urqSEhIOO+9CyGEEOLyk6CSEBfQqlUr/P39ycnJYfXq1SxcuBB/f3+ysrJ45ZVXmDZtGhMnTiQlJYWbb76Z1atXo9O5/yExefJk+vXrx4gRI/j73/9OeXk5dXV1pKWl8eyzz1JTU8Nbb72FyWTiuuuuIz09nSlTppCRkcGrr75KTU2N0k/fvn0vOE69Xk/Hjh3JzMwE4MEHHyQzMxObzUZ8fDzTpk0jKCiIO+64g+uvv56hQ4cCsGzZMmbPns3MmTMv30MUQvzu7NixjalTn+XEieMAvPzytAvWqTl48ABPPvkvHA530KZFi5bMmvUVAJ999glz585R2gYEBDBy5PV06NARs9lMQEAA/fsPJC4unm+++YrPP/8UgJUroWvX7l7XstnsPPDAZMrLy9DpNPj5BdC9ew+O717P6hPlrD5hIT5Yx986BTJ7T7XHanCDm/tTZ3cRbdTQrpEPJ8psTN9WqUx/y66wc1fXYFwuF+9vrSS70j29KqPAyl1dgliTaeFwjjuA9F2tHavDpQSUznDhIsSgodzi3t8+xpcgHzWvb6hQprEdKbXzQM9g/E4HhhYcrGHD6WLZK4+7C2V3izeQV2Xn7c0VSrHxRgFa7u0egEbtHZH5Zp+JbWfVR7qxjZHWkT4E+Jw/6Xzp0RqWH6uvfeTCpQSUztiWW0uzMB0Hi6ykRenRWQJpktaLffv2smLFMqVdXFy8ElR67bWX2Lx5IwCrVq0gICAQrVbD1KnPKlMQmzdvgcFgwGJx33diYiKLFs0nM/M4Xbp0p0uXruTl5TJnzpfKNa677galmPfs2Z/z1VdfoNNpsNkc3HrreLKzs5R6TDU1do4dO0pYmOcXPkIIIYS4siSoJMQFbN68mbq6Opo0acKxY8fIyMhgwYIFxMfHe7SLiYkhOTmZtWvXMmDAAMrLy9myZQsvvvgiGo2GV199lZCQEFwuF48++ihz587lL3/5C5MnT2b16tW89dZbAFRVVfH0008zY8YMIiMjKSoq4qabbmLx4sUEBgaed5zV1dVs2LCBsWPdK+c88cQTSmbVG2+8wQcffMBDDz3E2LFj+eCDD5Sg0ueff864ceMux6MTQvyOLVq0AJd+WJn/AAAgAElEQVTLhd1uw2az8eWXn5GTcwo/P78G2+/Zk0F+fr6yfezYUUpKiggMDGLFih9xOOpr/Dz//NPMmPEup06dAtxZL6tW/Uh4eAQrV67AZquvk5OZeQKj0UhlpbtGkU6n44cfFnP8uDvYdaYekp+fgYoSE/GnF147VWHj+yNmj4ASQGaZjUnp9dOpNmRZPOopZZbbyK20U+dwKQElcGc8rT5hZm+hlbP/NNpb6DnVDSDUoKFvUz9OVthoHqYnIUTHqhNmj7pIlbUO9hTU0TXOgNXhYlO2Z7HstSctdIs3sDm71mP1uvxqO8fLvAt0m21Or5pHm07V0jXu/BlKAOtOehYd33KqFp1G5XFNrQreOSuwlWOpxO53hLVr13jUqJoy5VG6deuOxWJh7do1Hv0+8sh9qNVqSkpKlH3Hjh2lc+fO2Gw2fHz0bNmyWXnPGzasZ+XKHykrK8FiqX82b7zxCnv27EKtVrNixXLsdrvyGXjhhX8TFRVNdna20t5iMZObm3vBZyCEEEKIy0uCSkI0YPLkyfj4+GA0Gvnvf/+rBHQ6dOjgFVA64/rrr+fbb79lwIABLF68mP79++Pn54fD4WDmzJmsXbsWp9NJZWUlvr4NF1TdtWsXOTk5TJo0SdmnUqnIysoiNTXVq/38+fPZuHEjarWavn37csMNNwCwYMECFi1ahM1mw2w206RJEwB69erFtGnTlH+wZWdn069fv1/8nIQQV6eGprqdb0n68x1TqdRn/bc+oOJy4fEPf5fLRWbmCcLDI1CrPbNqNBo1nTt3IS8vh/LySuLj46iurva6VkP1cyprvfepVS525dWSV+0gJVzXYMaPWg0al9duj5pGZxh91DQJ0bHldFAo0EdNTqWdzae395zOcGrwOqefmVrlnoJ2dmltzVnHzlVjdbL8mBmNGtJjfTH6qFGrQKVyP9tz+7gQ9xjqT9Jr1fRP8GXJYXcmrI9WRXSAlpyqs1fkc1FdXe11vTOfAZVK1eCxhj4jvr4GQkJCsdlsZGRkeBwrKSlGo/GsBXX25+Pc96FSqQkNDfX4bKlUqgt+4SKEEEKIy0+CSkI04ExNpXP5+/uf95xrrrmGF154gfLycr799lsef/xxABYtWsSOHTv4/PPPMRqNvP/++5w8ebLBPlwuFykpKXz++ec/a5xnaiqdbfv27Xz55ZfMnj2b0NBQFi1axJw57qkpKpWKsWPH8sUXXwAwevRorz/qhRB/fKNG3UhGxi60Wh1arY6//e3v3Hvvg+dtf+LEMR5//BHq6tzZMh06dOLxx59Co9Ewb97XzJr1sdJ2/PgJzJr1sUeWS/PmKbz00ut8991iPvjgPWX/xIl3kJLSgmefnYKfnx+lpWWMHj2G0NBw8vPz0Ok0hIaGo9FoWLfCc9GELnG++GrV7MxzB3g0ahUOp4ovMtxBqdUnoE9Tg0dmTosIHU4XRBk1JIfpOVrqznTy0aoY0MwPX62KeUfcARa1WkXrSD0+GjWtIvWoVSpqbU4+z6gPehVU29mWW0fHGB/WnbRQcXpKXIS/hrRod7aRVq2iT1ODxzS0Ac3cGUY9EgzsyKtTVnNrFKDl2wMmLDb3eDdk1fJgz2AMOjU94n2VzCOVSkVMoIbX1pejVkH/RD/aNvLxem8Dm/mx6JDJ47rd4g2kRvtQaLLTNETH3gKrR8FujdpFkyZNGThwCAsXfnv6WagZNeoGqqqqiYqKolmzZNauXe1ur9Hy5JPPoNXqeOaZJ7Db3c8vLa0dKpWKgoI80tO7UlNjprS0PpOpXbsO9OrVm7ffflP5rIwZM46bb/4/wJ1NN3PmDGX62003jSYqKoojRw6za9dODAYD5eVlREVFed23EEIIIa4cCSoJcYkYDAYGDBjA66+/jslkolOnToB7alpISAhGo5Hq6moWL16sLNN8Zt8Z7du3Jysri82bN9O1a1cA9uzZQ2pq6gWzCM5WVVWF0WgkODgYq9XK3LlzPY6PGjWK4cOHY7VaL7iynRDij6tNm1Tefns6d9/9d/z8DEye/MAF2ycmJvH22zPYsmUTVVWVrF27mptvvo527Tpw770P0LJla3bt2kFlZQUul4uOHTuxffs2wB0AGTFiFADDhl1LUlIyy5cvJSGhKcOGXcuzzz6J2ewOuLhcLubN+5p33/2Abds2U1iYS/v2Xfn00/+R1jSaKEchNVYnzUJ1JATraBmhp10jH0rNDhJDdby5scJj3AeLbTzcK4T9RVZsDhdrT1r4z4Zy9BoVN7Ux0jXel5PlNhxOF6cq7Ixs4c8Rqy+WOhsdg6pZeNCd0aNWqRjXPoC6BhYcq7E68dereaBHMHsLrKjVkBrlg4+2/mf24GR/ksL0SqHuRgHuP78i/DU80iuEvQV1+OvVFNXYWXa0PvhUWetgb4GVznG+jGxppEWEngKTAz+diq/21P/u+Gx3FZHGEKXfM3o3NRAfrCWzzEZRjZ09BVYqap30T/QjLNIdhGoX48PmnFqyK9zTAYP8fImKimbChL/RsWMnsrJOYrfb+fTTj5R+U1JaMGXKM+zYsR21Wo3dbictrR1vvz2dbdu2EhERwQcfvK8EkRYvXkD37j05dOggZWWlNG4cxzXXDKFly1a8+up/2LdvLzk52axdu5odO7bxl7+MZcSI62jePIX8/JMUF1cwe/bnOJ3u4Nv48RO4/vqbeOihyRf83AohhBDi8pOgkhCX0PXXX8+tt97Kvffeq+wbNWoUK1asYMiQIYSFhdGxY0fl2/5u3boxc+ZMRo4cSefOnZkyZQrvvvuuUgTcZrMRFxfH+++//7ODSr169WLhwoUMHjyYkJAQOnXqxN69e5XjRqORXr16UVtb67WinRDizyMqKlpZOevn/HwJDw9nyJBhTJp0G+XlZQDs2rWDTz75iL/+dQIvvzyNiopywL1M/O23/52KinI6depMixYtAbDZbHzyyf84cGA/AGvWrFR+Hp5htVopLCxk9uwvMZurmT9/IRaLmSZ+eobF+jNjWyXLjplZfsLCyBb+9EhwZ/1YHS7UKjirhBJaNYQYNPRMMPD+1gpMdU6l7YKDNYxONbI+q/Z0pkwtGQV6QoNDcPr7sjWrWOnH6XLx4zEzkzoFsUSnxnI6s0ijVtEhxh2cMejUdI5reGozQLNQHc1CdV77A3zUdD99D6tPeEetNGfNGGwerqd5uLsA97kOF1u9gkoATUJ07MirU2oyHSu1UlLjYFx797QxvUbFPV2DyCy3s6+wju+zYN++veTm5pCW1o60tHY8/fQTntc6fIgTJ47zww9LcLlcLFmykBEjRjFx4iSuvXYkWVknPbKSAIqKipgx4yOOHz/Kf/7zGi+/PA21WsO4cX8lIiKSjz76UGk7deqzTJ8+k5SUFvTsmc6YMeOUgBLA11/PVgKVQgghhPhtSVBJiHOsXLmywf033HCDUrPojFmzZnlsd+rUicOHD3vsCwgI4OOPP26wz4CAAGbPnu2xLy0tzavfhtxzzz0N7tfpdPznP/8573l2u52dO3fy4osv/uQ1hBDibCUlxUpA6YyjRw+zbt1aJaAEUFVVicvlon37jmzfvpXCwgJ69erDpk0blICS+9wjdOyYzqlTWcq+tLR2rF69ksrKCnQ69/Tc3NxcIuKM/HCkhjKzO/DidLpYfKiG9jE++OnU6DUqejc1sPJ4faZPv0QDTpcLtUpFac3ZVY3cGUZrT1o8pukdLbHSyNeKj06Lw7M5VocLo4+ae7oFsyHLgsnqJClUR5jfpZtC3CnWlw1ZtVScrhcVZdSSGu09ra2h4FFM4Pn/pNud7xm421toVZ4LuIOK5RYH605aqLRoMeXn8+ST/2L69JnodDqvqd8qlYoVK370eHbffbeYMWPG4evrS2RklMfKbwBNmyai0WhYuvQH8vPzAHA6HXz22ad06dLVo3+bzca+fXvp1asPAHV1noXOrVYbq1evZPPmTajVanbu3E6HDp3Oe/9CCCGEuHzOvw6tEOIPZ8WKFQwaNIgePXqQlpb2Ww9HCHGViYyMIjIy0mNfmzapDRb+PnjwAFOmPMrcuXP4z39e5e2331RW/zpbixYtmTz5Abp378no0WN49NEnMJm8i3XbHU7KLZ6RHrvTRVa5jfkHTHyzr5rUKD13dgnmupZGOsb6MGeviaeWl7L8uJnUaM8V1ZqF6fDVev8ZpFKp0GjUdIz1DOZ0j3dnE0X4a4j017C3wMrc/Samriojv9ru1c8vYfRR80DPYG5ODeD/0gKY3D0YvcY7iyw1Sk+3eANqlQq1WkWPePc0t/MJ8fW8zyAftRJQOmNPgedKeuXlZRw6dBCAm266xWNlwGHDrsXHxzvYdYbBYOCee+4nMNC9El/Llq0YM8a9OmlRUaFHW4fDTnBwsFcfCQlNlP8fOvRaj2OtWrXhnXfcn6fy8nKmTXtOCVQJIYQQ4srSPPPMM8/81oMQQlwZiYmJ3HbbbfTu3fsX92GxWD1W/bmc/P19MJutP91Q/GHJZ+DyWrbsewCuuWboz2qvUqlo3boNJ09mYrFY6NatBxMn3kF8fAIbN67HZHIXhY6KiqamxkRVVX0QKSsrk/HjJ7B27SqlmLNer+eOO/5BampbevToRZs2aeh0OgwGA+vWrVGWk7da64gP8SE1qJYjJfWfh1CDhl35dZwos5FbZWd7bh19mhpwueD7I2acLnA44XipjSHJ/oT6aXA4ITlMz02tjUQatezKq1OmzLVt5IPLEALA2BQnIX4aQgwaBjTzo1Nj99S2WruTD7ZX4Th9ktXhoqLWSfuY8099uxg6jYrYQC0xgdoGV5U78x5aRurp1cSXOruLTTm1rD5hobrOSYsIndd0xgh/DfsLrdid7v5vSXXf+9myK22cqrBTbVej1voQFhbO6NFjMBqNhISEMnjwUHx9fUlIaEL//gNp1CiGLVs2KecPHz6Czp27KNtxcfEMHjwUi8VCYWEh2dmnaN48BbVazY4d25R2jRrF8OijT5CXl0tOTjZ6vZ4xY8bRtWt3wP0zIC6uGU2bNiMwMJDBg4ei0Wg4fPggZWXurLmQkBBiY+NITvZeYENc3eR3gJDPwJ+bvP8rT6VS4een/+mGZ5GgkhDiokhQSVxJ8hm4vFQqFUlJyTRrlvSzzwkJCWXQoMHceOMtdOvWA51Oh16vp3//gQQFBREZGckdd/yDHTu2UVZWqpyn0Wi59dbxdO/eE4fDSUxMLK1ataGkpJiIiEiPKVaNGsXQqlVrjEYD8fFNycw8QVFRAQMT1MQE6rA5XSSH6WkWpuNQsU05z+UCX52aqjonmeU2j3E3CtTSMdaXvYVWDhRZ2VtopVWkDwOT/Aj10xBmcJ93qMSOv4+O7lF2YgO1tIjQewRgquucrMm0ePStU6vodjqT6Uo6UebO0nK5wAXkVNqJDtASdU7AKNRPQ0ygFhXQv5mB1GjvAFhMoJbDJTbya0Cj8+Uf/7iHLl26KceXLVvKp59+xNGjh1m27AfatevA6NFjCA+PoEmTpmzdupkvv5xFeXkZ7dp1QKVS8fHHH/L994spLy8jM/M4R48e5u9/v4vg4BDq6upo0yaNf/7zXoKCgujRoxfDh4/gpptGk5pan0l75mdA48aN6dgxncTEZpSVlbJ162ZAhcHgh8Fg4LrrricqKvoyPWnxW5HfAUI+A39u8v6vvF8SVJKaSkIIIcSf1KBBQy5ZX3v27ObTTz/G4bCzfPmPDBkyjOPHjykFlocPH4G/vz/+/v5MnDiJ++77J4WFBQDMnz+XV199y2N5+NTUtqSnt+Xmm0eTn5+Po7aGGdsc3N0tiF5N3AGcvQV1XuPw16tpZNSw4rjn/sRQHYsO1nDydLCpzOzgi4wqHu8Tir9OzYJT7ro9hRYTFaZaHK2MDWYKhRg0JATryKqoD1q1jzn/VLDLqaFpd/nVdtLOqcO0/qSFBQfdWWQ78+q4JtnJoCQ/jzYBPu4V7F7J8KXYGciqVcs5eTKTiRPvICIigjlzvvRoP2fOl8ycOYuwsDDuuGMiDod7LEuWLCImpjHDhl3L1q1bPM45cGA/JpOJIUOGMWTIMK+xG40BP+u+e/fux+7du1i/fi0qlZphw64lNbXtzzpXCCGEEJeWBJWEEEII8at98slMJbDgdDrYvHkjb775Lrt37yIhIcHjH/1bt25WAkoAJpOJlSt/5C9/GevR56ZNm5QpdeBehW1XXh2lZid7CuoI9lUTH6TjVKU7wBMdoCU91geDTs3IlkbWZlpQq6F/oh9xQTpyqjxrNVXVOqmxuvs6W53NTma5jaSwhr+pm9AxkBXHzRSZHLSM1NM9/tJMfbtYyWF6wHMluObh3mNefU5m1ZpMMwObGbymyalUKgrKTRRbzBiNARQWFlJWVspLL72O3e6Z+XVm+8iRI8p7P+PQoQMMG3YtjRrFUFJSv4peSEioR22mX0qr1fLAA48wceIktFrtzw5GCSGEEOLSk6CSEEIIIX61s+snndmOjW1M48ZxXm01Gu8V0yorK3niiUc4duwoqaltueuuewgNDfVqV1zjXqXsjGijhjs7B+FwQbNQnZJd1CnWh+IaB1kVNvKr7dTanSSH6dhyevU4gEijlkBfDSEGz0LWKtwZSefjr3cHrX5rMYFaxrYLZOUJd/2oPk0NNA3R/ao+y6otoK2finjkyGFqamoYMWKUR7bSwIGD2b59K2FhYajVGpzO+ufavHkLACZOnMS0ac9SXFyMv78/d955N2r1pVsjJjg45JL1JYQQQohfRoJKQgghhPjV+vcfxOLFC5Ttfv0GemXCnJGe3oWEhCZkZZ0E3MGBffv2kJubA8COHduYPv0dXnvtZbp06cqxY0cBdyaSxeZZ1K3A5MBPr6ZRgOefNHP2mthX6M5AyquyU2N1cmMbIw4nHCq20ihAy6hW7uBJ36YGDpfYKDLZUQFxEUGE+V0dC+S2beRD20YXnn7XN9HAggP1GV99mvqd9934++qpOivxKCIiAj8/P/7yl7E0bdqMw4cPotPpWLBgHt9++w1qtZrevfuyb99eqqoq6d9/IEOHDgegSZOmvP/+THJzc4iMjLrginFCCCGEuDpJUEkIIYQQv9qECX8jOroRBw/ux9fXl6ZNEykuLiYiIsKrrV6v56WXXmfevK+xWCyMGHEdd9wxwaPNgQP7qa6upnPnrmzfvg1tVRYPtKvji4xqsirq26lUKvx1ngESl8ulBJTO2F9k5VatmtFp3lOlAn01PNQzmJwqO/Nyg/HRaYFKr3ZXq54JBmIDtOzOr8Nfr6J3k/MXFW8WE8rRMnfgLjQ0jHvueUAJQHXt2o2uXbvx4IP3YrW6C6c6nU527NjGRx993mAGmlqtJi4u/jLclRBCCCF+DySoJIQQQohfTa1WM3z4CHJyTvHDD9+xYsWPfPTRBzz11HO0aZPq0dblcvHGG68oS9IfPHiA2NjGSqYSQKNGsYwdO5aysgqOHTuKBgfTjRGYNf4U2wqw2h3urKLIYL7IDvYaT7mzBnNdfR0go6+e948G/eR9lNq0YONntb2aZBVWkFXkzlb6/ICdtMRo/H296y9VOLX06NGBJ554hqCg4Aanq1VWVnhsm0wm7HZ7g0ElIYQQQvyxSVBJCCGEEJdEWVkpS5d+r2zbbDbmzfvaK6i0a9cOJaAEcOzYEUaMuA4fHx9OnDhO69ZtCA4O5eTJYwAYDAYsFguOsOZEBgXTL8VBdnY2JlM1gYFBGGJjvQIabUPK2L17N1arFb1eT0R0I45V1RIYGEhCQpPzBkAiyssAMIZ413O6WlmtdeQeW43GNxAAJ5Bv9addq/ZebZsDzZolEXKB++/XbwDffPOVst29e0+Z2iaEEEL8SUlQSQghhBCXhM1mx+XyrHlktdZ5tSsrK/Xa53S66NSpM0FBwaSltSUz84RyLDa2MQCTJz9EamoaGRm7+Pe/n8Jg8MNms+Hvb+T551/y6tNut1NQkM+KFT8yf/5c9Ho9Lhc0bhzPgw8++mtv96qRm5tDdnaOx75WrVozderLv6i/MWPGERYWzp49u0lMbMaIEaMuxTCFEEIIcRW6OqpQCiGEEOJ3LyoqivT0Lsq2SqVi6NBrvdqlp3fxWFperdZw4sQx5sz5kl27dvDJJzOpra1Fq63/7ishoQmtW7cB4LvvFuF0OpVj+/fv8whCnaHVamncOI61a1d77N+wYR11dd7Brj+q2NjGNG+e4rGvX78Bv7g/lUrFkCHDeOSRx7npptGSpSSEEEL8iUmmkhBCCCEumYcf/hcrVy4nLy+Xzp27KoGgswUFBTNt2issXDgfq7WOAQOu4d//ftKjzaFDB3nvvfeYP38JJlM1jRvHU1xcRFRUNDqddy0gvd573xnBwcEe2VFGYwA6ne5X3OXV58knn2XhwvmcOpVFx47pDBw4+LcekhBCCCH+ACSoJIQQQohLRqfTMXjw0J9sl5DQhHvuuQ9wF+4OCgqmoqJcOR4eHk5SUhIul4vly5cBMGvWx0yZ8jSjRt3I9u1blWyjHj16KVPkGjJu3G288MJzWK1W1GoNt902scEC1H9kRmMADoeD7du3sXXrZvbt28M999zvkQ0mhBBCCHGx5C8JIYQQQvymVCoVt99+B2+++Rp2ux2DwcBtt91OdXU1ixYtAMBisVBUVMgDD9zDU089xzvvfMD27VsJDw+nQ4dOF+y/XbsOjB8/gfnz59G4cRyJiUlX4rZ+Vw4ePMDcuXMoKirEZDKRm5tDUlISI0Zc/1sPTQghhBBXMQkqCSGEEOI317Nnb1JT0zh1KotmzZLx8/PDbrfjcjlxOBxkZp7A4XBgt9t5883X+Ne/nvpZGVEAmzZt4MMPpwNQUlLM8eNHmT79IwwGw+W8pd+VU6eyKCjIp6SkBACz2cxHH/1PgkpCCCGE+FX+XLnfQgghhPjdCgoKJjW1rVLEOyQkhO7de2IymXA4HACEhoYBsHnzhp/d76ZNnm2rq6vZv3/vJRr11aFdu/ZUV1d77KuurqampuY3GpEQQggh/ggkqCSEEEKI36377nuI22+fRHh4OE2bJhISEgJAdHSjn91HQ20v5vw/gqioaHr06IWfnx8Gg4HGjRsTG9v4T5WtJYQQQohLT4JKQgghhPjd0mq13HrrX/nHP+4hMDAQgBYtWjJ8+Mif3cfIkaNITm4OgFqt5uab/4/GjeMuy3h/zx577AnS07uQlJRMTEwsd975zz9dwXIhhBBCXFoql8vl+q0HIYS4epSWmnA6r8yPjYiIAIqLq3+6ofjDks/An9u577+8vIyamppfHBDKzj5FQEAAwcEhl2qIVx273U529imioxtdFVlK8jPgz03ev5DPwJ+bvP8rT61WERZmvKhzpFC3EEIIIa4KISGhhISE/uLz4+LiL+Fork5arZamTRN/62EIIYQQ4g9Ccp6FEEIIIYQQQgghxEWToJIQQgghhBBCCCGEuGgSVBJCCCGEEEIIIYQQF02CSkIIIYQQQgghhBDioklQSQghhBDiN7B8+TIGDOhFu3YtGD/+LxQU5Hu1Wb9+LZMn/4M777ydxYsX/gaj/HmKi4uZOvVZhg0bSN++3bnjjgmsWLHstx6WEEIIIS4zWf1NCCGEEOIKy8nJ5l//eojy8nIANm5czyOPPMCnn36ptDl8+BCPPvogVmsdgYFB/O9/04mJiaFDh05e/ZlMJhYsmEdOTjbp6V3o33/gFbsXgNdff4mdO7dz/PhxAKqrqyguLiIuLoHmzVOu6FiEEEIIceVIUEkIIYQQ4gqbO3cOBQUFOJ0OdDo9Wq2WI0cOYTJVYzQGAPDMM09QWFgAQHl5OY0bx7FnT0aDQaUXX3yO/fv3AbB580bMZjPXXjvyityLzWbj0KGDVFdX43Q6UavVmEwmAPbs2S1BJSGEEOIPTKa/CSGEEEJcQdnZp/jhhyW4XC6cTid1dbU4nQ4aNYrB39+otCkrK/U4r6KijMTEZl79FRcXKwGlM1atWn75buAcOp0Og8FAYWEBFosZs7kGrdb9vWVD4xVCCCHEH4cElYQQQgghrqDdu3fh62sgNrYxGo0GUBEcHMK0aa+gUqkA8Pf3x2gMICoqGrVajUqlIiWlJb169fHqz8/PD51O57EvICCAlSt/ZN68rxus1XQpuYNjLnx9Deh0OtRqNWq1mhtuuLnBrCohhBBC/HHI9DchhBBCiCuoSZMmAMTExNCoUSPsdjsPP/wvWrZspbQJDQ1j5MjrmT9/LhEREfj7+/Hccy8pQaez+fv7M2bMOD799CNcLhf+/v4UFxfx3//+B4CvvvqCF154hcTEpMtyPw6HA6u1juTk5jidTlQqFQEBAYwbd9tluZ4QQgghfj8kU0kIIYQQ4hKz2+1kZp6gtrbW61hqaluuu+4GNBotGo2GwYOHeWUgFRcXo9fr6d9/EHfeeTcffPDpBaeSpaS0ZMiQ4dx882gefvhf5OXlKcesVitLliz2aO9yucjI2MX69Wsxm82/6l61Wi2dOnVGpVKh0WhQq9X06NH7V/UphBBCiKuDZCoJIYQQQlwEl8vFrFkf8+OPP+Dv78+4cRPo0aOXcvzo0SNMm/ZvKirKMRgM3Hffw3Tu3MXj/JiYGDp37kLTps24/vobUavrv+erqCjnwQcnU11dBcDWrZvo3LkLfn5+DY5n2bLvee+9t5XtnJycn7yHqVOfZceObQAEB4fw0kuvExkZ6dGmsLCAmpqan6yLZDab6dOnr1JXqU2bNG655S8/OQYhhBBCXP0kqCSEEEIIcRFWrvyRb7/9BgCTycTrr79C8+YtiIiIAGDmzBlUVJQDYLFYmD79HdLTOytT1z799CPmz58LwKZNGyguLuKuu+5R+l+/fp0SUDpzjXXr1jBkyHDWrVuNyWSiR4/eyvXmz5/nMb7t27fSokVLDh06CIBer2f48BHK8QMH9isBJXAHsStwRgsAACAASURBVJYsWciECX9T9r377n/58ccfAEhObs7TTz+Pv7+/17M4evQIzz47hZqaGlQqFePG3cb11990Uc9TCCGEEFcvmf4mhBBCCHER9u/f77HtdDo4fPigsl1QUOBxvKyslLq6OmV7xYplHsdXrlyO0+lUtn189F7X1On0PP74I7zzzlt88slM7r33H2Rnn2pwfCqVirvumsyQIcMZPXoMb731vke2kcXiPd3NYrEo/3/o0EEloATuwNHSpd81eK0vv/yMmpoawJ2B9eWXn/3q6XRCCCGEuHpIppIQQgghRANKS0upqTERH5/gsT8lpQWrVi1XtlUqFcnJzZXtrl278cMP9UGY9u074uvrq2wbjQFUV1eTm5uDxWLBx0fPI4/cpxy32+0UFORhMrmDNf7+/nz55Sx2797lMY4777ydli1bUl5eyrFjR7HbbQBEREQwfPhAXC7QaNQsXbqEsLBw5Tyn00leXq4S/FGrVezcuY2HHpoMQH5+PseOHfW41ocfvs/Gjeu8ntGmTRupqnJnVRkM7hXtampqzjtVTwghhBB/LBJUEkIIIYQ4x0cffciiRfNxuVw0b57Ck0/+G6PRSGVlBUFBwfTu3ZdNmzbg5+fP+PG3ERUVrZw7YcIk/P2N7N2bQWJiM269dbxyrKKinBtvvJn33nsHi8WCxWwmOSYRc16lx/WbRyeRW5SLn68fjSKiqSyvwmm1e7SxVVow51US5PKnSURj8iuKCDAGUFZSisPhbusEDu7eR4eW7ZXzXC4XcSExlGnK0Kq1RIVFojerMJvdY/Cz61A5XDgcDuWcILXRa4wA4YZgKkrKqLNbAWjTJk2ZlvdTnE4ne/bsxm63065dB7Ra+bNUCCGEuNrIb28hhBBCiLNkZp5g4cJvle0jRw6zZMlCkpKSeemlqdhsNtRqNXfdNZkBAwZ5nX/yZCYZGbvJz8+lceN4tFodDoeDt956nXXr1qBSqejZsxe+vnr0FjWPDLrb4/xtx3bx2bo5aFwqrPY6enfoQvumaby++F2yS9xFuH10Pjxw7T/Ra3W8+d10rKY6LDVmAnyMRAdEgsul9BdsDGZyb3e9pGqLibe+n0F1RSU6NLRt0oaJ/W8FILs0lwVbv6OqupKhqQMBqLPV0SOlC6kJrc77vLYe3cGH6z4jNCaCxx6b8rOesc1m48knH+Pw4UMAxMXF8+KLrzWY4eRyuVi9eiV79uwmMTGJoUOH/6IAVHb2KTZsWEdoaCh9+vTHx8fnovsQQgghhCcJKgkhhBBCnKWwsKCBfYVs3Lgem809xczpdPLppx/Rv/9ApQA3uKeuvfDCc0qh7pUrf8RoNNKsWRJr164G3EGStWvXEBQUhK+Pzutai3Z8rwSFXC4nC3f8QIfEtgztMJC9Jw8QFhhKp8R2hBiD+WbzQipMFcq5RWVF9EnpzvGCTGVfl6SOyv+vP7SZoooiZTvj5F6OF2SSEBHPjB8/ocrsnsq221TB4HYDGNbBO2h2tuOFJ/lh9wpKK8tw+agxm80NFvQ+1+bNG5WAErgDPqtWrfAoKH7GnDlfMnv25wCsXr2SEyeOce+9D/7kNc526NBBpkx5TMngWrVqBS+88OpF9SGEEEIIb1KoWwghhBDiLKmpbTEajR77unXrTmWl5/Qvk8nkMUUMIC8vVwkonbF//z5ycrK9rlNTY2rw+pa6Wo9tc62Z95d9xIxlH7PpyFY2Ht6CRq1xj8Hi3ceAtD4M63ANqQmtGd3jBoa2H6gcq26gfZWlmsLKIiWgdMbhvGMNju8Ml8vFrDVfUVpdBkBFRQX/+9/0C55zhsnkPQ6TqbrBtsuXexY2X7t2tUfh85/ju+8WKQElcAeZjhw5fFF9CCGEEMKbBJWEEEIIIXAHSRYvXsibb75G587d6Ny5K6mpbbn//odJT+9C//4DPdr37t3HaxpWdHQjr4BUcnIyHTume2Q0qdUawsMbrj3ULaWzx3az6KYcyj2ibJdVl7P+0GYAOid1gLP69fXxpbSqnFX71rH31AGO5p/AflYwJT2pPSpV/Z9/RoORlrHNCQ8IxUfnOR0sNjSaCzHV1lBu8gygHT9+4UCUco/duns8Jx8fH/r06ddg24CAAI9tg8Fw0dPfGmqv1Wouqg8hhBBCeNM888wzz/zWgxBCXD0sFuvZpTouK39/H8xm65W5mPhdks/An9vlfP9Op5N9+/ZQUVFBeLh7ZbQvvpjF559/Ql5eLpmZJ2jcuDFPPvlvEhKaAJCW1o7AwEA0Gg2DBg3m1lvHo9F4BiY0Gg2Jic04dOgAZrOZ9PQuTJp0J2q1Gn//AGw2K1FR0UyadCerVi0nY18GO49nYHfYSYpuCkBKTBIqlYogv0D6tO5Bk4g4dp/c63Gd2NBGtGqcQkRQOE0i47E57FhctcRHx7HjyC7sDvc0vfzyAnz1BhKj3CvYhfgHEx4YCqhoHpvEX3reSKBfAFqNlsigCI4WnMBqt5IUnUiwfzCz1n7FhkNb8Pf1Iya0kccYfHR6MrL2YbKYqKozodKoGTZsBF26dP3J519ZWUlAQCChoaG0bt2GO++8m9jYxh5t6urqOHhwL4GBoezZsxun04lKpeK22/5G8+YpuFwu9u7N4MCB/YSHhzdYI6m8vIxNm9YTGhrO3r0ZSmaZu6B4JCUlxURHN/II+F1qhw4dJCNjF0FBwbIq3kWS3wFCPgN/bvL+rzyVSoWfn/6izpGaSkIIIYS4qvz44w8ADBo0hKqqSo4cOUzTps0ICwv7WefX1NQwZcqjnDzprjvUrl0HnnzyWdasWenRbuvWLZjNZiUQsGXLZr7++isqKsqxWq0MGDAIna6+JpLdbmfmzBmsW7eGsLBwpkx5mg4d0vngg/f47rvFACQkNOGJJ56mvLyc/fv34bDaMVlMfLdzGY1CokiIiOP9ZR+RV5aPTqujWXRTWjVuQbB/EBU17ul3GrWGzsnuOkmFlcUs3PY9eWX5lNZWoNPqODfyn1OaB0CttZYPV8ziaP5xNGoNA9P6Eh4QCsC+UwdZfWADEYHhjEofjlql4tM1s93Pq7aGWWvnkBARR0RguEffE/uN5ZvNCyisKSEqphETJ076yee/evVK3nrrdVwuFyqVismTHyA+PsGjTW5uDlOmPEZNTRU2m4MBA66hffsOJCY2o1GjGABee+0lNmxYB4C/vz9Tp76sBAABDh8+xFNP/Qur1f0Pkp49e5OS0hKNRsOcOV/yxhuvAO4A07//Pe2yBJZmzvyATz6ZCUBUVBRPP/08rVu3ueTXEUIIIX4rMv1NCCGEEFeVpUu/Y+nS79ixYxt/+9tfmTr1We64YwKrVq34WeevXPmjElAC2L17J9u3byMkJNSjnb+/P3q9+9s6i8XCW2+9ptRLysjYxZdffubRfsGCeXz//RJMJhNZWSd55ZUXOXjwgBJQAsjKOsnixQs5cGC/V9bn8cJMvt+1nLyyfABsdhtztyzC7rBz1+Db6ZLciR4tunL/tXcRFxYLwJyN3yrtLXUW8ksK0Go8i3+nxCQBsPbgJo7mHwfA4XSwdPcK8soLyCsv4MMVszhRkElm4Uk+WzeHHSd2ew7O5SKzMMvrWZrrzKhVagw+voSGhv6sIt2fffYJLqUQuYvPP//Uq83cuXM8alOtXPkjSUnNlYBSVtZJJaAE7kDhggXfevVxJqAEsGHDOrp160FJSbFH3/v27WHv3oyfHPfFqqysYMmShZSVlVJWVorNZuPrr2df8usIIYQQvyUJKgkhhBDiqvTppx+dtRqbg48//p8SrLiQcwtuu/eVM378RAwGA+CueTRhwt+UWjz5+XlYLBaPc06cOO6xfeDAfo/t2tpaMjJ2eV2ruLiIlJQUr/0J4XEUVZZ47HM47Kw9uJHXFr3DlqPbOZJ/DF99/TSvM1lIyjWttUzodyuNw2MJNgYzpP1AupzOaiqqLPYeS2UJB7IP4XI563e6XNjPKUCOSkV8RJzHrppaM+8s/R8Hcw5TVVPNvn372Lp1i9c1znVugfKGCpaf+45cLhfV1fWFxBsq1F13ToHzc9+Xy+Wirq6W2lrP/e62tV77fi2r1YbT6fTY19C1hRBCiKuZBJWEEEIIcVWqqKjw2G5oNbaG9OzZG42mvgKA0Wikc+euNG2ayJgx4xgw4Bpee+1N+vcfpLSJj0/wymRq27a9x3ZycnOPbZ1Ox8CBgwgMDPLY37lzVyoqKkhIaIJWo0Wn1dE/tQ/tm6aRGt/So22QXxCr9q2jzuYOohRXlrBo+w/K8TNZSEp7YxBt4lvw8Mh7ePaWxxjafqAyrSs1vpVHWx+dD8mNEokKivR6Rt2ap9O7dQ90Wh1Gg5Fbuo0iOtiz3ZH8Y1htnsGdLVs2efV1rkGDhnhsDxw42KvNuUXRExKa0KxZ/b0mJzcnMbF+W6VSMXjwUI9zhg4d7rGdltaOmJhYBgy4xqNwd1RUFO3bd/jJcV+siIgIOnXyLLo+dOi1l/w6P0dpaQkPPngPZWWlv8n1hRBC/HFJoW4hfqX+/fvzwQcf8Ne//hW12h2nnTdvHqNGjSIkJIS0tLSf3ddjjz1GQUEBaWlpvPnmm5SVlZGcnHy5hv6LSKFucSXJZ+DP7Xzv//vvF2M2m+nZszeHDx9S9vfp04/u3XsC7qyUvLxcNBqNMoXtjODgEOLiEnC5XLRu3Ya77ppMYGAQDz98H2vWrCIz8zibNm2gV68+Sj0lp9NJREQk5eVlOJ0u+vcfyJgx45RC3S6XC6PRSEVFBfn5+YSGhvHPf95L8+YtSExMpK6ujujoRgwbdi2fffYpS5d+T2bmCaJDI3l97PO0iE1GpVIRERCOCxcOp5PEqCYM73gNm49s8xi/Wq2mZwt3Mexg/2BMtTVYbLW4NC6aN2lOWqNWVNea8PMxeN63n7vIuN3hIDasEWN63kR4QBguTk+dqygElYr0pA70btmNqKAIRqUPZ2BaH+LD64to2x0OiqpK0Gu0bDo9tjOFukeOHEVQUDBqtfdzP6Nduw6oVCqCg0MZMeI6brjhZq96RvHxCQQEBBAY6E+7dp24885/4utbfz8qlYoePXpht9tJSGjCpEn/8KpVFBcXT9OmiahUKgYNGsJtt92OVqslJCSUtm3bYbVa6d69J3feebfXtL3y8jJMJtN5p/OVlZVSU2P+ycLbXbt2Z/nypfj5+TF16kt06dLtgu0vl+nT32b16pVYrbV07drjNxnDLyG/A4R8Bv7c5P1feVKoW4jfSGRkJOvXr6dPnz4AfPvtt7Ru3fpX9XnvvfdeiqEB7uKxF7v8shBC/B7t2bObtWtXY7XaqKuzcu2111FaWkJycnOuvfY6AEpKSnj++afJyjqJXq/n9tvv4Jpr3FksdXV1vPzyNHbu3I5arWbYsGuJjW3M2rWryc3NUa5TVVXJihXLGD16DPv37+Pll6dRVVVJUFAwjz76BC1b1mf9nHu9SZP+zpAhw6mtreWZZ6aQkbELtVrNyJHXk5mZSXl5mXJublEepaZywgNCWbp7JUt3r8DhdJAY1YTR3Ufh5+Nede1M3SRwZxxVmquY8ePH5JTmodXouC59KLtLDpCZe5KnvpqG0+kkOSaJSQPG4aPzYfOR7XyzeQE2u43okCgmdBsDwIvz/0NBeSE6rY6RnYaS3qw9R/OP8/ScF6mz1RERFM4dA28jMshdoDurOJsPV8yiylyFn68fqQmtOZDtDuwFBQWxevVKZs36GJ1Ox223/Y1hwzwzc8rKSnnuuac5eTITvV5Pq1atvQJKpaWlPPfcU2RlncRo9OPWWycQFBTs0ebcZ56UlERKSguPNl9/PZuvvvoSh8NOcXERffv2w8fHh3Xr1vDee//FYrHQqFEMPXv2Vvp3uVxMn/4Oy5b9gMvlokuXrjz00L+U36Eul4u3336TVauW43K56NGjF/ff/7DXKoAAJlM1U6c+y4kTx1GrVRw+fMgru+1KcN/v29jtdt599226d+9NenqXKz4OIYQQf0wq188pPiCEOK/+/fszYcIEtm/fzptvvkl2djb33XcfycnJtGnThltuuYU33niDbdu2YbVaSUlJ4ZlnnsHf35/CwkIeeeQRiouLiY2NRa1W06tXL8aOHctjjz1GmzZtGDt2LFarlTfeeIN169ahVquJi4vjnXfe4fDhwzz77LNYLBbq6uq45ZZbuO222wB31pNGoyEzM/N0AdMFZGRk8Oqrr1JTUwPA5MmT6du370Xdb2mpCafzyvzYiIgIoLi4+opcS/w+yWfgz62h93/nnbezZs1KbDYbBoMfQUFBdO3qmf2xb99ecnNzlW21Wk3fvv3Q6XScOpXFwYMHPdp36dIFi8XCnj17PPYnJSXRrFkSGzasw2SqUfYHBATQvXt9tse+ffs8AlJnrpebm+uRSQUQGBhIVZW7NpDFYkaj0vDm+Gn46f2YOu81j5XbBrcbwLAOgziWf4I1BzZSVlNOm7gWDErrz7wti9hwaLPSVqPWEBgezN6j+2gc1EjZPzJ9KN1TuvDk7KnY7DZlf3qSe7rXtmM7lX06rY4pNz7MC9++Tq21vsZQ2yZtmNh/LACvL3qHrOJs5VhYQCgPjribF5e/xaniHMzm+ppBarWKPn36oj+rBtSBA/vJzs4+p00/j6ym/fv3kZOToxyHM/3Ut7nQOwYwm2tYv36dR2ZtYmIzEhMTWbNmFTabXdkfFRVFu3buYE9paSnbt3tmhrVp04bYWHemVnFxETt37vQ4npaWphQQP9uxY0c5fvw4FosZnU5Hy5atefvt6cTExHq1vZz69+9BVtZJZbW95OTm/PDDqis6hl9KfgcI+Qz8ucn7v/LUahVhYcaLOkdSF4S4BDp37swXX3xBZWUl3377LaNGjWL/fnfB1g8//JCAgAC++eYbAF555RVmzJjB/fffz/PPP096ejp333032dnZjBw5kl69enn1P2PGDLKzs5k3bx56vZ6yMve33LGxsXz88cfo9Xpqamq4+eab6dWrF82aNQPg4MGDfPbZZ/j5+VFVVcXTTz/NjBkziIyMpKioiJtuuonFixcTGBh4hZ6UEEL8cg6Hg6KiQo99Z4LkZzObzR7bTqeT2loLOp2OmhqzV/uamhqio6Px9/dTjuv1OuUf/+eec+41zWbPbafTicVi8doPEBRUH1QCMPj4khAex8Gcw5w7tzi3NI83Fr/HyaIsNGoNQ9oP4Jq2/QEorjqnoLfTQZWpinMVVhRTUVPpEVACKKoqQYVnhpDNbiOvPN8joAR4FA8vOue6paZyfHQ++Oh9vIpnO50uLBaLR1Dp3GdX30Z/gTZOamtrPdpc6B27+zB7TdU2m2uwWq0eAaVzr9fQ58nzeMOfn4acu9/lcpGfn3dFg0pOp5NTp7I8Vts7t8C8EEII8WtIUEmIS0ClUjF06FCWLFnCkiVLmD17thJUWrlyJSaTiaVLlwJgtVpp0cKdor9lyxamTJkCQFxcHN26NVxrYdWqVTz22GPKH9Shoe5ise6pFc9w+PBhVCoVRUVFHDp0SAkqDRkyRKn3sGvXLnJycpg0aZLHuLOyskhNTb3Uj0QIIS45jUZDx47pHD16BK1WR1JSMv36DWDy5Ac82s2fP5dPPpmpbEdFRfPuux+gVqvZuzeDp556XDmm0+kYPvw6du3awbBh19KkSTOCg4Pp2bM3oaFhALz00lQ2b96onNOjRy8eeugxZXvBgnl8/PH/zrpeFO+++yG7du3g+eefUfb7+PgwffpMDh8+zPr1a1i69DtCdUGoVCoSo5pg8DFgqavP9LHarZwsygLcQaMlO3+kQ9O2hAeGkRrfiiN5x5S2wcZgjKEB5BTWZ+8ApCa0Ijo4koigcIrPCg6lnS7afaZ/gIigcFrGNic2LIbcs1aVS02on+qXGt+KrUd3KNvJ0YlsOrKV8vJyEhKaoFbXTwMLD4/g8cefwm63k5Tkrhm1aNECZs6cUX/NiAjee+9/HtPHFi78lo8++vD0+9EQGhrOu+9+qNQthAu/Y3Cv/HbHHbdhMtWvLHf//Q/Tu3dfHnxwskdg5aabRnPrreMBKCws4J///DsOhzvwpFKpmDbtFVq0cBdQz8nJ5t57/4nT6VCOv/LKGzRr5l3/cO3a1bzxxiscO3YUcBeEb9WqjVe7y0mtVpOamsaePRlKplL79h2v6BiEEEL8sUlQSYhL5Prrr+fmm28mPT2dkJAQZb/L5eLpp58+b8Do13j99deJiIjgxRdfRKvVMnHiRI9vis8uIOpyuUhJSeHzzz+/5OMQQogr5d57H2DDhrVUVlYyYsQoxowZ59XmuutuwOVysXHjBqKiorj11vFKsCE1tS333/8wS5d+h4+PL1FR0cydO0c59+TJLKZPn6lkvADcffd9hIaGcujQQRo3jqNHj95YrVYl0D9y5PU4nU6v63XsmM7kyQ+wbNn3+Pj4KkWsO3VKZ/XqFeTl5ZFjPcXbP3zI3wf+lX8O+Rs/7FqBqbaGzkkdOJJ/TkaJy0VRVQnhgWH0atkNh9PBzsw9hBpDGNZ+IF/tWUha8zZEaEMx11nonpKurPh25zUTWbJjGSXVpTQOjSExqglNIuJxAXuy9hNoCCAtoTXmOguTBoxnyc5lFFQU0TquBde07acM4aau1+HnY+BY/gniwmI5VpjJN5sWkFOZj7ZMz+TJ93Po0CEiIiKorq7igQfuAdyrtT3zzFSuvXYkDoedDRvWExISwujRY7zqEY0YMQqHw8HGjRuIjY2id++BHgGlc99xREQEY8f+9f/Zu8/AqIq1geP/3Ww22WxCem8QICEBQif0jjQRQbCAr72g14YVFURsV7FdvQiKggiCIl2KglQpIXQIJb0XQnqyyaZseT+sLKyhBAWumuf3iTNnzpw5hWzy7MwzNnU0Gg0zZ77DsmVLKCsrY+DAIfTrNwCAqVOns3TpIrKzswkLCyM6uiMmkwmlUomvrx8zZrzBypXLqa+35Ow6F1ACCAoKZtq0GaxevRKz2cTo0WMvGlAC6NdvAHq9nrfemoFarWbmzLfRaDQXrXs9ffLJHMaNu5mqqiqcnV34+OPZN7wPQggh/rlk9Tch/qRvvvmGm2++mbCwMFxcXLj55pvx9vZmy5Yt+Pj4EBAQwKZNmxg6dCgqlQqdTkd2djYeHh7Ex8dTWFhIt27dyM7O5v3336dXr15ER0dbj4+OjqawsJCtW7cyZMgQ7OzsKCkpQaPRsGbNGsLDw+ncuTNJSUn85z//YcCAAURGRtocD+Du7s6cOXOIiooiKMiSG+L48eP4+Pg0SJJ6ObL6m7iR5B1o2i72/NVqB44cOURwcDAvvTTtoosQKBQKIiOjuOmm4fTq1QcXFxeb/aGhzRk8eCj9+w9k48Z1nDlzPgl2TY2ejh074+3tc8E51XTp0o2KinI2bFjHrl072br1F7p06UazZpaRRu7u7hw6tJ9jx46SkZFOu3bRaLVaWrQIo6amhu3bt7B9+1bS09NQKpX88MN3lJSUYDaaMNTX4+Hsjp1SxfHME1ToK/Fwcaelb3OOZ5609sPJ0Ylx3UejsrNDoVDg6tSM0zmJJOYmk1OST425Fq2jllDXIE7nJJJ2NgONWkOQZwBODho6hLYlKS+FAymHiUs+yMns09zW4xY8nN3YGr+TYxnx/Hp6L2G+zRkaPYBeEd1p7R+GUnE+WKOysyMyMJzebWJQKpT8esoygquiVgdKBTExPZk6dRoajYYVK5ZZjyspKcbd3YOIiDa0aRNFTk42v/66ky1bNlNeXkbnzl2tn0Xnnl9dXR2bN//Eli2/EBcXS/fuMWg0TtY6oaHNOXHiOHFxscTF7cPPz9+a+wjAyUnLiRMnSEg4xdmzZwkJCcXLyxutVkuPHr1ITExg69bNbN++lb17d9O7dx8cHS2BxgEDBjF48FCCg0MavF/+/gEMHDiYQYOG2JzvYlq1as2pU/H4+/tzxx2TLlv3enF1daOmRs/Zs2eYMOFOhgwZ9j/pxx8hnwFC3oGmTZ7/jfdHVn9TXrmKEKKx7rjjDiIjI23KHnnkEdq0acP48eMZPXo0EydOJDXV8u3zq6++SlxcHCNHjuTNN98kJubiq7E88sgjBAYGcuuttzJmzBjOxYIfe+wxli9fzujRo5k9ezbdunW7ZN9cXV2ZM2cOn332GbfccgsjRoxg9uzZSK5+IURTFhhom99GqbTD1dWV7Owsm5+P5eVlfP/9UmtZaWkJP/zwnXX/J598yKlTJzEaDZw4cZzZs/8DQH5+HgsWzKOmpgaz2UxcXCybNm1s0I/8sgK+2rqInOI8yqrK+eXYdmrr65jQ61aa+4QSGRTBgKg+pBakYzKZAFi6eyXJ+akYTUbSzqSTmJFEYWkRvxzbjr5OT3lVBd/tWcmZsrMAJJ9J40j6+WTkOcV5xCbtZ3XcemvOpXpDPWv2b2jUvbtwqtvvy0pKihvsKy62TL87dOgA69atwWg0YDQa2LhxPfv3x9nULSsrZeHC+dTVWf6YyMhIt7nfACtWLGPfvr2YzWaKigr56KP3bPIYLVu2lK1bN6PT6UhNTebf/34Tg8EyrS05OYlt2345fy9ystmwYV2jrvvvaNKke2nXLppJk+79X3dFCCHEP4xMfxPiT9q2bdtFy999913rv6dMmcKUKVMa1PH19eWbb7654vFqtZqXX36Zl19+2aZOVFQU69evv+Lx50RHR7N48eKL1hdCiKZo/Pg7SExMIDk5CbVaTdeu3Xn++aepqanB19eP6dNnEhgYRFlZmTWPzjnngiRAg1XeEhJOAZCZmdkgeG9vr7ZJOq1UKnHTujVIpp2Un8r9AyfSNqgNH62fY0nmDYQHtOLxYQ+SXpBpU79cV4Gzxtk2/bbZTHpBBn5uPpRXNUzkXVZdQXm17co65dUN611MuH9LQr2DravB2dvbM2LEKAC6du2ORqNBr9dbr7FPn76/m+R/PQAAIABJREFU3ZOMBm1lZKQRE9PDul1YWIjRaLAJXOXl5dkck5ycZLNdW1tLTk42ERGWvIUnT8bb7K+oKCc7O4sWLcKsC15cqLi4YSDsn8LT04sPP/zv/7obQggh/oFkpJIQQgghmixXVzdmzfqYzz+fz+efL+Do0cPU1FhWPysoOMPixV8DEBISSosWYTbH9u9/PtdQeHiEzb6ICMuo1aioKJsAEkCfPv1488138fPzw9PNk8k3PUCn5u1RKGx/LQvytCxTvyshlooLAj1JeSkkn0mjhY/t1Kxm2ma4ONtO9UOhoLlPKABtgyPQOGhs9nVp0YGuLTvaHNLavyWfbpzHq9+9xdJdK6itt13V7RylUslTIx/lzt7j8PX0pXPnLvj7W/rs5ubOO++8z8CBg+nVqw+vv/6WNfdQx46dGky7/n3y6BYtwvDy8rYpi4mxzU3Ytq1t0mtnZ2eaN29x/jpah9vs12q1ZGSkM3fubIqKzuLq6nrBrVDQv/+Ai16nEEIIIS5NcioJIa6K5FQSN5K8A03bpZ6/QqGgVavWtGzZ6pqdy9nZGZ1Ox6pVy23KlUolI0bcjEJhyRdkMplo1qwZHTt2Ijg4BB8fX1QqFVFR7UhLS6G4uJiIiAg6duxMRkYGISEhdOjQiby83N9yM3Vl3769/PTTempra2ntF8bN7YeiUTvipnUl7WwGBqORdiGRtA1qg9bRiVM5SWQX5dj0q0PzdvSM6E5uST6lVWU09wnBxbUZ7s3c6RLcgdySfJwcnRjbfRRRQZaAl73KnnYhUdQb6nF3duPW7qMID2hJZGA49ip71Co13Vp15nRuEnkl+dQZ6sgtyaPWUGdt4/eyi3P59tflZBXlkF+Qh5+fP5GRluTgbm7uxMT0pHfvvvj6+lmPcXf3wN8/gIKCM7i6unLvvQ/Qtavt9G2lUknXrt2ora1GqVQxZsxYbr75FptgVEREJJWVFZw5k09QUDBPPvmsNagFEB7ehpycbPLz8/Dx8SEqqh0rViwjNTWFw4cP0alTFyIj2+Lj48N99z143VZFux7va1MhnwFC3oGmTZ7/jfdHciopzJJQRQhxFYqLdZhMN+bHhre3C4WFlVeuKP6x5B1o2v4Xz//3y81PmHCnzQpzRqOR1157mVOnLAm0fX19ee+9j3B1dQOgpqaGZ599kvx8y1QtNzd3PvzwEzw8PKmuruahh+6xTglLSUkmxCuQD+94w9q+yWTiWOZJluz6gXpDPfYqe0Z1vol1B3/G+Nv0O08XD14eOwV7lWWFuvjMU3y/dxUJZ5JxdXblk7vfwUXjfNHrMxiNLN29nENpx1Cr1IzoNIRB7fpa9xdVlvDm8lk2x/i6+fDKuGcv2t7czQtIyEkipzwfpVpFZGQUCxcutVl99GJ0ukoWLPiSU6dOEB7ehgceeBg3N/cG9a7FO2AwGFCpVDz44D02uZ7s7FR8//3KiyZ7F38N8hkg5B1o2uT533hKpQJPz4v/DnHJY65TX4QQQggh/nZefvk1Bg4cTKtW4dxxx0Ruv/0um/2HDh20BpQACgoK2Lz5Z+t2bOwea0AJLAmnt2/fCliSTZ8LKJ1Triu32VYqlaw7+JNN4uw9iXE8d8sT9Gvbix7h3XjspgesAaU6Qz3f7voBnV5nbW/9oU0A1NbXUve7PE2xSfs5lHoUzGbq6mtZu38D+aUF1v1uTq44/y4gFeJ16RXOzp33nPr6eptk2Zfy2Wefsn37VgoKCti1ayf/+c+HVzzmjzoXNPp9oMvR0QGlUn4VFkIIIf4M+WpGCCGEEOI3Xl5ePPXUxUflAOj11Q3KqqvPl11sAPi5stDQ5qjVauuKZgAuTi4N6pf9LlF2WVU5SoWS45mnKNOVcSjtKHf2HkfXlp0o0ZVSU1djUz+nOI/v96wiLvkgdko7BrXrx8jOQ637fi+vJB9/d18AVHZ23NP/Tr7fs5KSylJa+7dkTLcRl7wf3Vp1sWmzXbtovL29L1n/nCNHDtlsHz9+FLPZ3CDX0rU0ceL/8cEH71pXz7vzzrslqCSEEEL8SfJJKoQQQgjRSN26xeDu7mHdtre3Z9CgIdbtHj162eQPatbMlYEDLfu1Wi3PPTcVb29vlEol/v7+hPgHNzhH1zDbxNldW3bix4M/UaYrAyyjl1bE/ki9oR6fZl64ObvZ1NeoHYlN3I/JZKLeUM+mo1tJK8gAoE1ga5u6dko7Wvq1sCkL92/JkPYDaBcSRSv/MNSqS+dWGNC2N5P63Y6nmwdhYWFMnTrtknUvFBra3GY7KCj4ugaUAHr27M2cOV/y1FPP8sknc7j55luu6/mEEEKIpkASdQshrook6hY3krwDTdtf8fnb29vTp09/1Go1YWGtePTRx20CJPb29gwYMBhHRw2BgYE888xzNquYOTpqqKgox9XVjaoqHRqFAzGhnW3OERkUjr1KhVJpR/fWnbm5yzC2HN9BVc35aWUGo4HebXqgcdAQ4d+Swopi8ioK8PP0pX1gJJmF2TZtBnsFEuodjL+7L2qVmpKqUryaeXJHr1sJ/t30tl+Ob2fN/g2cLS8kJT+NvNICuvxuhbhzKvWVbDz8C6dyEqmtr6Nv3342QbVLad06nOPHj6LTVeLj48OUKS/g6enZoN61fgecnZ1p0SLMmgNL/LX9FX8GiBtL3oGmTZ7/jSeJuoUQ150k6hY3krwDTdvf9fmvW7eWhQvnYzIZ8fLy5vXX3yIwMAiTycQTTzxqzbmUkpKMp5s7UcFtGrSRkZdJdkEuYCbIJxCArDPnA0XNtC50anM+0JNdkENaXgZ2dnaE+ASRnptxQWsKurXtjJOjJadQftEZ8gvzsbNTEeofgpuLq8259584iL7WNvdTrw49rHmcLpSQkUhB8VlqDXVonJzo3Lkr8+cvalTya7PZTGlpCe7uHpccpfR3fQfEtSHPX8g70LTJ87/x/kiibsmpJIQQQghxjeh0lSxatADTbyu1FRUV8t133/L881NJSUm2SeKt0WhQqOxwCrAN6hQVFZFdnAcqBaAgpySfTp06o/F0prCwECcnJ1q3DsfR0RGAvLxcMs5mY8KEyWgitzSfNu3akpeXg1JpR1hYS7x8LTmTzp49S0p+uuVEBjiVnUDfvv1xcHCwnt8px5na0vMJvlUqFc6B7tjZ2TW4Xn16HUq1Co1ahUZjGYVVVFSIn5//Fe+VQqHAw6Ph6CQhhBBC/H1IUEkIIYQQ4hopKyvDYDDYlBUWngWwjsg5N0g8MDCIIUOG8a9/PWVTf8WKZZSX264KN2rULQwbNoIPP3yPEyfiqa2t46GHJtOxY2c++mgWer1tsu6XXppG9+4xDfo3Z85/qay0/dZ3woS76NdvgHX71KmTvPXWDPR6PQqFgocffowRI0Zd9Hq/+upzNmxYZ9329fVt1PQ3IYQQQvwzXHWi7vz8fI4ePXo9+iKEEEII8bcWFBRM8+a2ia/79OkHgLe3N+PGTbBO9fL29mb8+NsbtNGuXXSDsvbtO7Bo0decOBEPWEZAffTR+9TX1xMcHGJTV6FQEBIS0qANS/+CLlJmmyw8KqotX3zxNWPHjmfUqFto3Tr8UpfLpEn3MmjQUJo1cyUqqi1Tp06/7gm3hRBCCPHX0ehE3Xl5eTz88MN88sknrF27lsmTJ/Pzzz/z9ddfM3jw4OvcTSHEX4Uk6hY3krwDTdvf9fl37x5DXV0tWq0zY8aMY+TI0dZAS3R0RwYMGITjb/mNMjMzCAlpjlartR7v5eWNh4cH2dmZODs7M2nSvfTq1ZvvvvuW8vIya726uloGDhxMhw6dSE9PIz8/D7VazT333E+XLt0u2rfmzcOsde3sVIwdext9+/ZHqbT9nnHhwq9Yv34tSUmJbNmyiYCAwAYrtoElMXmrVq3Jzc0hLy+PyspK2rZth719w/xLf8Tf9R0Q14Y8fyHvQNMmz//G+yOJuhs9/e21115jwIABLF26lJgYy3Dq3r178957711dL4UQQggh/sE8PDx59NF/XXJ/WloqK1Z8b90+fPggc+Z8ZZPceujQ4VRUVPDrrzuIi4uldetw2rfvQGZmhrWOr68vfn7+KBQKpk+fSXl5GQ4OjtZcSxfj4ODAtGmvU1RUxLJlS/jxx9X89NN6Jky4k7FjxwOg0+nYvHmT9Riz2cyaNSvp27f/Rdv84IN/k5BwGoAzZ/IxGAw8+eQzl79JQgghhPhHaPT0t/j4eB555BGUSqX12zYXF5cG8/KFEEIIIcSl7dy5HZPJRElJMTk52Rw9eoQ5c/5rk8R706afWLJkEampyaxfv5b77pvEiBEjGTp0OG5u7rRr177BVDNXV7fLBpQudOrUCbZs2YzBYECv17No0dckJycBXGL62sWntFVXV1sDSnV1dRQXF7Nt2xZkcWEhhBCiaWh0UMnT05PMzEybspSUFPz9r7y6hxBCCCGEsHBzcyMlJZmUlGSysjLJzMxg9uyPmTz5QQ4dOgDAoUMHqK6u5tixY+Tm5pCamszo0cOZOPFuvv76W958890GuZuuRkpK8iXLtFotw4ePsJYrFArGjRt/0XY0Gg3e3t5UVVWRnJxIXl4u6empzJ79yR/umxBCCCH+PhodVHrggQeYPHkyK1euxGAwsH79eqZMmcLDDz98PfsnhBBCCPGPEhAQSF1dLUajEbPZjEKhoLa2jqKiIlau/AGA4OAQ8vJyMRrPrSSnoKysjCVLFl+TPrRvb5sMXKFQ0K5de+v2Qw9N5pVXXmPSpHv44IP/0Lt334u2o1AoePLJKeh0lZhMZhwdHQgICGD79i0UFhZek74KIYQQ4q+r0TmVxo8fj5ubG8uWLcPf35/Vq1fz9NNPM2TIkOvZPyGEEEKIfxSNRkNgYBCZmRnU1NT8VmrGbDZRV1cPwLhxE5g3by5FRYUoFArUajUKhYKaGv016UO3bjHcd9+DrF//I2q1mjvumGizipxCoaBbtxi6dYu5Ylvt23dg6NBhHDp0EJXKHoXCkoepvl6SqwohhBD/dI0OKgEMGTJEgkhCCCGEEH9Cz569CQ1tQUFBAQaDAaPRiFrtgLu7B6NGjQbA2dmZ2bO/4K67xlFfXw8ocHFxYdKke65ZP8aMGceYMeOuSVujRo0hPv64NZdSp05dCAgIvCZtCyGEEOKvS2G+ikyKK1asYMOGDZw9exYfHx9GjhzJ+PHjL5HQUQjxT1RcrMNkujEJWL29XSgslMUAmjJ5B5q2f/LzLy0tYd26tRw7dhSFQkFoaHMGDhxsMwUNID7+GF9//RVqtQOTJ//rT+VRut4SExPYt28v/v7+DBgwGLX66pYkvph/8jsgrkyev5B3oGmT53/jKZUKPD2dr+qYRgeVZs2axdatW7n33nsJDAwkNzeXxYsXM3DgQF588cU/1GEhxN+PBJXEjSTvQNMmz1/IO9C0yfMX8g40bfL8b7w/ElRq9PS31atXs3r1avz8/KxlAwcOZOzYsRJUEkIIIYQQQgghhGhiGr36m1arRavVNihzdr66KJYQQgghhBBCCCGE+Ptr9Eile++9lyeeeIJHHnkEPz8/8vPzmT9/Pvfddx/Z2dnWesHBwdelo0IIIYQQQgghhBDir6PROZXatGlz5cYUCk6fPv2nOyWE+OuSnEriRpJ3oGmT5y/kHWja5PkLeQeaNnn+N951zamUkJBw1R0SQgghhBBCCCHEX0tNTQ2Ojo7/626If4BG51TasmULRqPxevZFCCGEEEIIIYQQ10lGRjpPP/04d911G8899xS5uTn/6y6Jv7lGB5U+/fRTevfuzRtvvMGxY8euZ5+EEEIIIYQQQghxEdXV1ezZs4uTJ09c9bH//e/HZGVlApCWlsqcOZ9e6+6JJqbR099+/PFHEhISWLt2LU8++SQajYYxY8Zwyy23EBQUdD37KIQQQgghhBBCNHlnzuTz0kvPUVFRDkCvXn144YWXG3Ws2WwmLS3VpiwlJfma91E0LY0eqQSWZN0vvfQSO3fuZMaMGfz8888MHTqUSZMm8eOPP2Iyma5XP4UQQgghhBBCiCZt7dpV1oASwN69u0lLS7nicTqdjpKSEtq2bWdTHh3d8Zr3UTQtjR6pdE5WVhY//vgjP/74IwqFgqeeegp/f3+WLFnC5s2bmT179vXopxBCCCGEEEII0aRVV1c3KKuqqrrsMd9/v4QVK37AaDTQpk0UHTt2IjU1laiotjz66OPXq6uiiWh0UGnJkiWsXbuWzMxMRowYwaxZs+jY8XxUc9iwYfTq1eu6dFIIIYQQQgghhPgr0Ov12NnZoVarrWUmk4nExASaNWtGYOC1Tw9z6tRJUlKSCA+PYNeunZjNZgCCgoJp27b9JY/LyEhn2bKl1u2EhFPce+8DzJjx1iWPqa6uRqPRoFAort0FiH+sRgeV3n//fd59910GDRpk85/n66+/5v7770ej0fDf//73unRSCCGEEEIIIUTTlZubQ2JiAhERbaxBm4MH9/Ptt9+g0+kYMuQm7rhj4nUNhJhMJubOnc22bVtQqewYN24Cd9wxkbKyUqZPf5mcnGwAbrppBI899gQAR48eZv78eRQWnqV37348+ujjNn9PN8aqVctZvHihdXv06DHU19fj5ubOiBGjUCovndXmXJ8ulJ3dsAygrKyUDz98jxMn4vHw8OTxx5+kS5duV9VX0fQ0OqikUCgYPnx4g/K5c+dy//33A9CnT59r1zMhhBBCCCGEEE3e1q2b+eyzTzGbzSgUCp544mk6duzMu+++jdFoAGDZsqX4+PgyaNCQ69aPHTu2sWXLJgDq6ox8//0SOnXqQlxcrE3wZvPmnxg2bDj+/oHMmvUOer0egG3bfsHb25s775zU6HOazWZWrvzBpmzfvr3Mm7fQpqy0tISvv/6KpKRE2rZtz/33P4SzszPt20ejVqupq6uz1u3WLeai51q8+BtOnIgHoKSkmP/85wPmz1981UEw0bRcMagUGxsLWF7mffv2WYfZAeTk5KDVaq9f74QQQgghhBBCNGlLliy2/h1qNptZsmQxjo4aa0DpnPj4Y9c1qJSRkd6gLD09jZKS4gblxcXF1NXVWwNK55w6dfKK59m/P45ly5ag1+sZPnwkRqPRZr/BYGxwzMcff0B8/DEACgrOUF9fx7PPvoirqxszZrzFsmVL0el0DBs2nB49el70vOnptivD6XQ6iooKCQgIvGKfRdN1xaDSq6++CkBtbS2vvPKKtVyhUODt7c20adOuX++EEEIIIYQQQjRpNTW2gRm9vpqwsJYoFAqbQQ9hYa2YO/dTUlOvvBra5RiNRjIy0iktLcXd3Z3mzVtgZ2dHYWEhKSnJ1noKhYI1a1ag11fblDs4OLB06SLMZjPJyYkYjUZUKnsATCYjzz//FGazmYyMdM6ePYtWq6Vly1ZoNBqqq6vZvXuX9bp27dqJt7c3hYWF1vYjItrw/PNPWbdNJhO//LLZ5hoKC8/y7LMvkpaWyqJFC8jKyqRLl2706tX3ktcdHd2R9PQ067aPjw/+/gF/8C6KpuKKQaVt27YB8OKLLzJr1qzr3iEhhBBCCCGEEP9s54ImjcmBNGzYSNasWWmz7efnzyOPPM6SJd9QXa2nX7/+jBgxiqlTnyUpIZ5AD+c/3LfEtCwKikoAKDyTQ3lhLhFhITgBLQI8ySsoQqlUEBrgA1Vn0QAtg7woLilHrbYn2N+HmuIsALw9PThTcBazoQZvDzd8XeyoOptOVl4BGTn5AJQUQklBLl3aR3CmsBhjne0Kb0pDNZHN/aioqsbNxRl3JzNVZ21HTTnYmdHX1ABQW2/E3d0ds9nMrFlvU1BQAMDu3b+i0Tjx+ONPXvS677rrbmpq9OzfH0dgYBAPPviI9fnodDp27NhGTY2e/v0H4e3t/Yfvr/hnaXROJQkoCSGEEEIIIYT4M8xmM19//RWbNm1ErVZz5513M2rU6Msec8899xMcHMLhwwfp3LkrAwcOxmw2o1QqiIiIJCgomPHj70Clsvx5G+jhzOMjOzRo53TGGX49moJSqWBg53BaBV08MPLSnHQCLghK2SuNPD6yA4lZBfxUWYI2wI2YqOYM7hpBTV0932yMo6q8lGYOdozs1YZ+HVsBkFtYRnxiGi5OaiYN7sjAzq2tQZqPl22j7neBrwk9w6itD+Wj70ttym/vH0WPti0u2te6egMJWQVE+XXm12PJlFXqKa2uJzIyiqKiImtA6ZwTJ45f8j6rVCrc3Nxxd3fHzc0NjUYDWGYtvfjiFPLz8wBYs2YlH374Kb6+fpdsSzQdjQ4qCSGEEEIIIYQQf8avv+5g3bo1ANTV1fHVV5/Ttm07mje/eNAEICUlme+++5aiokISExMIDg4hPv6YdUW0Q4cOkJqawptv/vuSbeScLWP++r2YTJYRUknZZ3lx0lC83RqOaHJz1lBYprPZrqyuYcH6WOp/y2e0Ye8JXJ01FJXpSMyyBG7qDEbW7jpOuzB/nDUOfLF2N6XlFQCs3xOPo1pFr/ZhAHg205JdcD54pLZXodU4UF2ro3+n1sSeSMdgNNK1TSjdIkOpqaunuqYej2ZO1mMqqmr4dPkOSiqqAGgV5M1TEwawZGcSzi4ueHp64unpRXFxkfWYiIg2l7xHy5d/z7JlSwFIS0slIyOdTz+dy8GD+60BJYCqqip++WUTd9997yXbEk2HBJWEEEIIIYQQQvwheXm5LFq0gNzcXGJienLnnZOsI4YuJjk58aJllwsqzZnzKUVFlpxCRUWFzJ373wbJq0+cOH7RhNnW/Wl51oASgNFo4lR6Pv07tW5Q99Z+HVj0cxy1dQYc1Cpu7deB9Lxia0DpnKSsAup+V2Y2mzlbWklJRTW66lqbfafS861BpRE925JTWEZRmQ61yo5h3SP5dPkOzpZWolAo6NehFcN7ROGgVrHzSDIbY09SbzASFujFA6N64uSoJvZEujWgBJCSU0hBSaV1NJRSqeS5517is88+IS8vl+jojtx334PW+jpdJQcO7MfT05P27Ttw4ECcTX9zcrLJz8/Dzs6uwT26WJlomiSoJIQQQgghhBDiqpnNZt5663XrKJacnGzs7Oy46667L3lMVFQ7NmxYZ91WKBRERra97Hmys7NttrOysmjXrj1ZWZnWMgcHB5ycLr0yuZdrw31errajlIrKdazYfoTsglLC/L3o2a4FLYO80TjYU/hbsOfCxOCB3m44OthzPCXXWqZxsKe5vye19QbslEqb9n09m1mup6CUXw4k4OLkQNc2IfTt0JJNcac5W1oJWO7rr8dS6BUdhqpWyY+7463nTcstYvvhJEb1aoe+tq7BNelr6222g4ND6NGjFxkZ6XTrFkOzZq6WPmRn8corL6DTWUZk9ezZm4CAQNLSzq8Ap9Fo8PDwxNvbh+bNW1hXv2vWzJUhQ4Zd8l6LpkWCSkIIIYQQQgjRBNTU1ODo6HjN2svLy7WZFgVw8OD+ywaVevXqw513TuKnnzbg6OjAHXdMIigo+LLn6dq1K3Fx+y7Y7sb48XeQmpqMTqdDqVTyf/93/2WvrVN4MMdT8ziRZulvlzYhRLWwzQn07c8HyCqwJOg+nXkGlcqOdi0tq595u7twa79ofoo9RW29gQ6tAunVPgx7lR3lOj3HUnJxcXJgRI+2OKrtUatUjOrVjnnr92EymQgL8GJwlwiq9LXMXb2LmjpL8Cc9r5hgH3dKK21XuDObzZRVVmM2YxPIAqzBp+6RoeyNT8NgNAGWaXqRoX7sTT4/Yuu999625lE6dOgAOl0lt912O2vXrrYGlABiY/fwyiuvkZGRTk5ONhqNhkceeZzs7CzWrl2Fp6cX0dEd8fPzp3fvPtbglBASVBJCCCGEEEKI6+iXX34GYOjQ4f+T86elpfDxxx+Qk5NNWFgrnnvuRQICAv90u56eXmg0GvT68wGRkJDQS9bX6XTMmzeHw4cPEhwcwqOP/ovmzVuwdu0qVq78AZPJxJgx45gw4U7S09OYNm0Op08nEhERSc+evcjKyiIiIpIWLVowf/4XtG4dQdeuXenevRdeXl5UV1eTkHCawrwsVmnNvwV4VGyMPcme42nYq+wY3iOKrm1CcXPWsH7vCQ6czkTr6MCwmEhrQOmc1FzLlLuM/GKWbz/C2ZJKIkJ8GDegIx7NtBSUVPLtpv3kFpbh7+nKLX2iCfByJe5kBuv3xKOvq8fD1YUWQf48cVsMAEeTc6wBpXPiU/PoFB5EfOr5EU/uLk6EBXhhNJnQOqqpqjk/KqlNcz92HkkmOaeQTq2DUamUaDUO9G4fhoP6/J/4JSXFDRJz79y5ndtuu53a2poGz8dshj59+pGbm8Pw4SPx8vLhyScfpa7Ocu4jRw7z4Yef/CUCSuXlZSQmJtKiRRje3t7/8/9jTZkElYQQQgghhBDiOtq0aSPwv/uD99NPPyYnxzKFLC0thblzZ182qfWVFBYWsmrVDxQXF9O37wD27t2FTqcjLKwlkyZdOnnzwoXz2bVrJwAJCaeZNesd/vWvp1m4cL61ztKli2nVqjULFnxJQUEeJpOJ06dP0qNHL2bP/oJ9+/by3ntvW+snJp6mf//BAHzxxWdkZmZiqtez+1gq5boaOrYOZOtBSx6nmrp6ft53ivYtA4g9kc/2Q0kA6KprWbr5AF6uzhSVnx+9E+zrjslkZtFPcZTpLIGzUxlncDmQwB2Du7B822FyC8sAyC8u5/stB7lvZE9+2HbYOrqoqLQcF+fzU+9+P+UOwMtNS6ifB0O6tSHnbCluzk4M7hqBnZ0SfV09I3q2JT41l6qaOrpEhFBSXmW9JoD2LQOZMKgzAOU6PSkZOZhySzl06CAODg7U1p7P7eTh4Ul9fT2DBg1l797dmEyWUU6hoc1ZuPAr68izvXv3MGzYCGtACcBkMhIbu+ey+a8upqqqCp2u8pqtFnfgQByzZr2DwWBAqVTyxBPP/M//jzVlElTyyWcCAAAgAElEQVQSQgghhBBCiH8og8FAZmaGTVlqavIfbs9kMvHaay9z5ky+teyJJ54hOroj3t7elz325Ml4m+38/DwOHTrYoN7x40fJycnG3v58MujExAQA4uJibepWV1cTH3+cHj16Nth3Mj0PV+eGU+Iy8ktIzS2yKTMYTfRqH8aBhEzyi8pp7u/J+AGdKNNVWwNKFx4PkHO21KY8t7Cc3MLSBtPVdFV6zGYzp9LPUFSuo0ubEI4kZWMymWkZ6E2Vvo63Fv6M2WzG01XL+IGd8WjmxMGELH7YegiD0YSTo5qHRveiub8nbyzYaNP+ibQ8ausMqO3tmLt6F3lni1DaVzFnzqf07NmbuLhYTCYTWq0WjUbDxInjsbOzo1+/ATg7u+Dh4YG3tw8ffvietU2j0UBKSsP35ErP+PfWrVvD4sULqa+vJyKiDa++OgMXl2ZX1cbvLV68EIPBAFjex4UL5+Pl5WlNUC5uLOWVqwghhBBCCCGE+DtSqVRERkbZlEVHd2Tz5p+YOvU53nnnDdLSUhrdXlJSok1ACSz5eBoTbGjdOtxm28vLm65duzWo16FDJ4KDQ2zKzl2Dn59/g/qBgZapfL+f0ufl6kxYgJdNmUKhoIW/JyG+7jbldkolHVsH8sLEIcz61608NWEAnq5a3JydcHdxsqnbIsATgFZBttfcMtCLFv5e2KtsV0Zza+bM91sOMX/9XtbuOs7R5BwmDe3Gy/93ExNv6sqOI8nWQFRxeRVbDiZgNJpY++sxa76k6po61u85AYCrs8amfSdHNSqVkuyzpdZ8S+fo9XrmzVvIzJlv8/DDj7Nv314MBgO1tbXs2LGNmJiejB07Hnd3jwb3NTw8gpiYHtbtdu2i6ddvIIcOHeDzz2ezbt0am1FQv1dYWMjChfOpr7dM90tMTGDVqhWXrN9Y5eXlNttVVVUNAnnixpGRSqKBCRMmUFdXR319PRkZGbRubVlmMyoqin//+9LDZGNjYzGbzfTq1euK51i+fDl79+7l448/vmSdcePGAbBq1aortldWVsbKlSt58MEHr1j3cjIzM5k4cSJ79uxpsG/58uXMmjWLgABLsj47OzumTp1K9+7dr9k5Pv74Y5YvX46Pjw96vR4XFxduvfVWJk6ciFIpMWAhhBBCCHH1nnnmBb744jOSk5No27YdnTp1Zu7c2db9p0+f5IsvvsbJyekyrVh4eHg2WAXN09PrMkecd//9D1FWVkZ8/DECAgJ54olniIyM4oEHHrHmVLr11nF07NiZ5557iQUL5nLyZAIdOnTk4YcnA3DzzWM4fvwop06dRKm0IyamB//978dUVJTTpk0UarWamno9Wo0Dtw3oSOtgH/KLytl9PBW1vYrhMVH4eTbD282Z/OIKDidl4+SgZnhMJD/tO8WJtDx83F0Y178jwb7uKJUK7h0Zw4rtRzhTXEFUC39u7tUOgNsHd2HljqOk5RUR6ufB+AEdcXZy4P5RPdiw9yQ6fS0qRy3urs4cTMiy3gej0cT+05l0iggmI7+4QUCkXKenzmC0yaMEUKqrttyD3u2Zv24vNXX12NkpGdOnPXZKJc2cHBuM1vH09MLT0xNPT0+WLFnU4JmkpaXQrl17oqLa0rlzVw4ftowcc3NzZ/ToW/Hx8SErKxOj0UiLFmFs3bqZ2bM/sR5//PgxXn11xkWf95kzedbpdefk5uZc+gVppEGDhrBmzUrrdr9+A8jKSv/T7Yo/RoJKooHly5cDkJOTw2233cbatWsbddy+ffswGo2NCipdSUJCgjUCnZCQQJs2bS5bv7y8nAULFvzpoNKV9OnTxxoI27p1K2+++Sbr1q27wlFXZ9y4cTz//POAJQD1/PPPk52dzcsvv3xNzyOEEEIIIa6/n37aQFzcPtRqNWlpqYSFtbzhfaiq0mFvr8Lf35/o6I6cOGE7DU2n03HiRDyhoaGUlZXRunV4gy80f/11Bz//vAFHRw09evRm3749mM1mfHx8GDduwhX7UF9fz4YN66iqqmLAgEHcc8/9uLt7kJ2dxenTJ/H29qFv336MHn0rBoOB2Ng9GI1G+vbtx8SJ9+Dm5s6ZM/ksWbKIurp6br75FoYNG8Fzzz1tzftTUFBAy5atcDRVMWVsV1R2dmQVlJBbWIavRzNi2jYnJqo5ALEn0zlbWkmbUF+Gx0Rx4HQmB05nApB5poQFG2KZdt9wTCYzx1IsCbS7tAlhVM92ODmqAUuOJjulAs9mWloGellHEOlr63FQq3B2cqCkRgEoGgSOTGYzdfUGPFy0eLk5U1R2PpdTdMsA6gwGIpv7cTrjjLW8c3gwu46lcDgxmxYBnrQN86d9WAApOYXMXrkTe5UdHVoFkltsybfk7e1Nx46dePPNGVRXVxEREWnTB4VCQbt20Zw6dZIVK5ah11czevSttG4dTmRkFKtXryAh4TSRkVFMnHgPAD///JNNGwcP7qe4uBhPT8voreLiYpYs+YbMzEw6duyIi0szKisrrPW7dbu6L+QvtH9/HOvWrQYUDB06jOrqalq3DmfUqFuYOvXZP9yu+HMkqCSu2ueff8769esBiI6OZvr06WRkZLBixQrMZjO7du1i9OjR3HPPPUyePJmysjJqa2vp0KEDM2fOxN7e/ornWLFiBWPHjsVsNrNixQqmTZtm3bd8+XIWL14MgL29PV9++SVvvPEGZWVljBkzBq1Wy9KlS+nXrx9ff/01LVtaPrgv3H7nnXc4dOgQ9fX1eHp68s477+Dv33Ao7eVUVlbSrNn5+cBHjhzho48+oqqqCoCnn36a/v37A7Bo0SIWL16Mi4sLffv2bfQ5QkNDefvttxk3bhxPPfUU9vb2F72nKpWKESNG8NFHHxEVZRka/OWXX5Kbm8v06dOZOXMm+/fvR61W4+LiwpIlS67qWoUQQgghxNXbsWMb8+bNoazMksz59ddfZd68hTg6Nszzc73U1NQwY8ar1j/sk5ISiY7u2KDenj2/8u67OzGbzQQGBvHmm/+2Tok6duwIH3/8vrWuWq3mnXfex2QyER4egUp15T8rv/lmPhs2WL6MTUtLoaDgDG+88W9mzpxOcbElv1FKShL29mqKi4tYufIH7O3tOHnyNFlZmXzwwSfMnDndOvUuJSWJ0tJSm0TSAKWlJbTyd0VlZ0eVvpbPV++2rraWkV+Ms6MD1bV1rNpx1HpM5pkSXJxsn0m5Tk9RWRW7j6WwJz4NgJyzZRSXV/H4uH4YjSa+WLOb0krL6KGsghJUdkr8PV1Z/PN+azv5pdV079CGDq0CrcEphUKBs8aB175cT53BSFigFy0DvaisqqGZs4b1e06wbOthArxc6dG2BaW6aiKCfXBQ27N822Fr2zlny/BwcbI5n73Kjg6RLdF4BPL22+/zxBOPWO9RQsJphg4dxvHjx1CpVNx22+24ubnx2GMP2dR5/fW3WLDgS2Jj9/z2vFIpLS3lhRdebjCazc5OhYOD2rr973+/ac3ZlZaWQt++A6ip0VNcXEyHDh3o1avxfwtdKDU1mXfffdManDt16iSffPIZQUHBf6g9ce1IUElclW3btrFhwwa+//57tFotzz//PJ9//jlTpkxh/PjxGI1G6ygbk8nERx99hJubGyaTiRdeeIE1a9YwYcLlv8moq6tjw4YNLF++HLPZzO23386LL76IWq1m7969fPXVVyxduhRPT090Oh1qtZrXXnuNiRMnNnpU1eTJk/HwsHxIfvfdd3z44Yd88MEHVzxu9+7djBkzhqqqKsrKyvjyyy8By/S7mTNn8tVXX+Hl5UVBQQETJkxg48aNZGVl8dVXX7F69Wo8PT2ZPn16o/p4Tnh4OPb29mRkZBAZGXnJe3r33XezdOlS3nrrLUwmE99//z1z587l5MmTHDlyhI0bN6JUKhvMQRZCCCGEENfH/v37ADAY6qmvr+fIkcNMnvwAXl6Nmy52LRQVFXHkyCGbsvLyUgwGI6WlpSiVCgICAlmw4Evr/pSUZO65504iIiyzBU6ftgR2LjRz5qsEBgY1uh+//roDvf78MvYpKcnk5eVw6JBt39577y1qa2vR6XQolQpMJjMpKcncd99EDh+2rXvmTD5VVTouHATUrJkLlXrLiKHknEJrQOmc+LQ89LW2ZbrqWvzcbZNHazUOeLo6cSLdNn9Uym9tni2ttAaUzjmRlk9xeZVNmdlsoqS8kgkjO+Hi5Ii9vR2hvh5881OcNUCSlltEZKgfY/t14PUFG6n5rX95ReUEeLny6Jg+AMxfv9em7crqGnYfT7MpqzcYKS6vwolinn56MqdOnbTZX1tbQ1RUWwA2bFjLvHlzGtR55ZUXyMmxJBI/Jy0tlYKCfEpLS0hPT8X4W66nsLAwXn/9VcASwNy5c4dNW/n5eXTv3p3Dhw+zefNPfPjhLMLDwwkNbc6V2NvbUV9vBCA1NYWUFNvcX8888zh+fv7o9dUUFRXi5XV1ScTFtSFBJXFV9u7dy+jRo3F2tiyFefvtt/PBBx8wZcqUBnVNJhNffvklu3dblqosKyvD1dX1iufYunUrrVu3JijI8iHVqlUrtm7dyogRI9ixYwdjx461Dq8814+rtXPnTpYuXYper6e+vr5Ro6fAdvpbbGwszzzzDJs3b+bQoUPk5OTYTL9TKBRkZ2cTFxfHwIEDrX2+/fbb2bZt21X199wHzuXu6dixYxk2bBiVlZUcPHiQgIAAwsPDKS8vR6/XM23aNGJiYhg4cOBVnVsIIYQQQvwxv08crVDQqLxF15KTkxMKBTaBFxeXZrRuHU51dTUqlYqKigpycmxz3dTUnA8AabUN+2xnZ0dGRgYajSPe3j5XzP/p5KS1CSo5ODig1To3yM+k1WpRqVTodOeng9nbq3BxccHOTmkNZgC4uroSHBxCcnISRqMBT08vTCYjFZWWwI6PW8O/FXzcnamusQ0qKRQKbunbnp/2nSIhswDPZlrGD+qEys4Obzdnyi9Y/a2Z1hG1SoWHi7ZBf3zcnPG+yDlLyir46DvL7/9aRzXOGocG0+HOFFdQrtNbA0rW8pLzU8e8XW3bVioVhPi6c+p3gS8HtT21tbV4eHg26IuDgwPZ2VkoFEr8/Pwu+my1Wi1OTlqbZ+Dk5ERSUiJFRUV4enrh7u6Bu7u7zd93arUae3t7a2Luc22lpaVZv9g2mUwkJibi6+t3VSP2Lvb/prKykqSkJMxmM/X1dWg0N/b/lrCQoJK4btauXcvx48dZunQpWq2W2bNnk5+ff8XjVq5cSVJSEoMGDQIsy4SuXLmSESNGXNX5VSqVzQ/rcysTZGdn895777FixQqCgoI4cOAAr7zyylW1DdCzZ09qampITU3FbDYTFRXFokUNk9/t27fvqtu+UHJyMgaDgebNm1/2nmq1WkaMGMGqVavYtWsXEydOBCwfths2bGDfvn3ExsbywQcfsGbNGmuQSwghhBBCXB+33jqOEyeOk5KSjFqtZvr0Nxg//o4b3o+VK3/gu++WYDQaiIhow7Rpr+Ps7GLdX1dXx2OPPURJSbG1bOrU6daVv2pra5k16x0OHz6IUqmkS5duHD16GKPRiE5XRWSkD6+88tpl+5CZmcE778zk7NmzaLVannzyWWJierB+/Y8sWrSA+vp6wsJaMm3a6+j1et5663WKigpQqdQMGzYSrVZL587d2LRpI3V1dYSEhDJt2ky8vb0xGAwkJSXy1lsziI8/TlG9nqWbDzDxpm4M7hrBjsPJGE0mWgV507t9SwxGI6m5hWSeKcHOTsmIHlEE+bjz8C29OZ2ez/q9J1n0UxxdIkIY3bs9Czfuo7SyGidHNRMGdUapVODs5MCYvtGs3x1PncFIoLcbQ7q3wclBzenMAk6l56NUKvDx9OBscSkBHloAqmrqSM0pRG2voq7eYL0/bZr74uXm3CC/kp9HMxb/vJ/K6hrahwUQ4uthnWo3sEs4ncODySoo5VR6PgqFgsjmfvx6PAMDKnx8/LnzzkkcPnwQk8lEVFRb8vJyrdMx6+rq+fTTL/juu2/ZuHEdJpOJzp278uKLr5CSksysWe9QUVGOq6sbrVq15tChA/j6+gHQqlVr3n33wwbPec+eXXz22Sfo9Xp8ff2YPn0mCxZ8ib292qbe448/bR0xdSne3i4UFlpWszMajXz88fvs2bMLhUJBnz79iIuLxcnJcl9TUpIpLCy8bHvi+pCgkrgqvXr14pNPPmHSpEk4OTmxYsUKa2JuZ2dnm284KisrcXd3R6vVUl5ezoYNG+jcufNl2y8oKODIkSPs2rXLGo3W6/X07duXgoICBg4cyOuvv86ECRNspr85OztTXV2N0WjEzs6yhGdISAjx8fG0atWKXbt2WX94VlZW4uDggLe3t3Wa2B9x+vRpampqCAgIwM/PjxkzZnDgwAG6dbMsi3rs2DE6dOhATEwMCxcupKSkBA8PD1asaPwymtnZ2UybNo1Jkyah1WqveE/vvvtu7rnnHsxmM0OHDgUsyfLs7e3p378/ffr0Ydu2beTm5kpQSQghhBDiOnN2duHddz+koqIce3v7/0lACeC2225n2LARVFZW4u8f0GC/Wq3m7bffY+XK5ZSXlzFgwCCbpeQdHByYPn0mBQUFODo6MG/eXJvRKAcOxJGVlUlISOgl+xAa2py5c+dz+PBBfvxxDV988RlxcXt56KHJDBgwiF9++Znt27fy6qsvMXr0rXz22TxqaspYvXo9y5ef/339//7vfmJiehAQEGhd6UylUvHzzxvQ68+PKDqYkMXQbm0Y1asdHVoF8evRZMxY8ieFh/jw9O0D2Xcyg4TMM1RW11JaWY2DvYpvft5vDfbsOpaCu4uGFyYNZdO+k1TV1GG8YDWzPtEt6RIRwo7DiSRmFbJi+xGGx0Tx0OhelFRUY69S8vnGo5wtLrG5F/VGEw/f0ptNcaeo0tcR7OtGWm4R5To9/ze8O5v3n6awVEdEqA+HE3Oo0lu+HE/JKeS+kT3w93Jlx+Ekth1M4pf9CbQLC+Dle27CUW3PF2t2U1dfj9JeRXl5GWfO5LNgwWJqamqJjd3NN98ssPYjPz+P2NjdPPjgIwwbNoJVq1ZQUlLMpk0bufnmMcyfv4j8/Dz8/QN44olHbK4hMTGBiopymjWznYnSu3dfunTpRlFRIYGBQSgUCrp1i7GuKgfg7u5B69bhl3xXLsbOzo7nn5/Kffc9hFKpwGAwsmvXTps6F46uEzeOBJXEVRk0aBBJSUnccYflAzE6OprJky3Lew4bNownnniCMWPGMHr0aCZMmMC2bdsYPnw4Xl5edOvWDaPReNn2V61axYABA2yGN2o0GgYNGsSqVat47LHHeOCBB7jvvvtQKBQ4ODjwxRdf4OnpyfDhw7n55ptxd3dn6dKlTJkyhalTp/LNN9/Qs2dPfHx8AIiKimLQoEGMHDkSNzc3+vXrx/Hjxxt1/edyKp0bATVr1izc3NwAmDNnDu+//z4VFRUYDAaCg4P54osviIqK4sEHH+TOO+/E2dn5iom6V61axe7du9Hr9Tg7OzNmzBjuvvtuwDLF7XL3NDQ0lJCQELp3725NmJibm8uMGTMwGAyYTCYGDx5M+/btG3W9QgghhBDiz7vRU94uxtnZxWZ00u/5+fnzr389ddk2fH19ARosE3+pst9TKpV8++03ZGZmALB9+1aUSjtGjx7D4sULrb9jz5s3h8DAQAYN6sP69bY5UzduXMeIEaPYsmUTNTW19OnTF3d3j4sGFOoMRuoNRr7eEGvNf3Q4MZvJt/bBZDazfNth6zmPp+YyfkBHm9FDAKl5RaTmFXEyzTI74GBCFuMHdqJX+zAATqbl8cuBRGv9jLxipt8/goz8Yk6k5XG2pAwnjcamze5RobQM9OLxcf04nprLwg3nZzY09/fkqQkDADidcYZdR1Ntjj2WkouLkyOxJ9KtZSfS8ogI8aF3dEubUU4AeXm5uLq64epKgyl3cP65zZs3l/j4Y5ZzHDtCVVUVd911N8HBIQAEBARRUFBgPc7V1Q2t9uKpSBwdHW0SaA8bNoK6ulp+/XUnXl6e3HXX/zU6/cjvXZiPLCKiDYmJCdZtPz+/P9Sm+HMU5ou9WUKIv6WKigpGjhzJqlWrrEG0a624WGeTtO96unDIq2ia5B1o2uT5C3kHmrZ/0vN//nlLsOaDDz79H/fk2jh58gQzZryK0WgJwERHd2TmzLeveFx5eRn33TfJpszb25tbbhnH/Plf2JSPGzeBKVOe4KabhtuMQLIESFyticNdXFz44INPyc7O5O23Z5KcnISpXk+vtqE8NWEApzPO8OWPe2za7hYZisls5lBClk353cO68/2WgxguyJM0oFMrdhyxTRAd5OPGs3cOBmDhxn0c/21Vt3N6tgsj9oQlgXZeiQ6tk4YJ/dpRVKbD0cEejYM9bVv409zfk3lr95CQecbm+OcnDiHAy5WCkgre+/YXm32Du0bg5ebMsi22Scv7dmjF2P4dWPRTHBvjElDaa2jVqjUxMT2ZOtWyknZJSTFTpjxJRUW59d5/9NFsjEZDg+fi7x/Ak09O4f/Zu+/oqIr2gePf3WQ3Ib0SCDUJvYYACSWCdKRLL4Kv5fWHClhABOkWRF4ERUQUUbCBgECQJmBAIKTQCSUhIbQUQhrpZdvvj5ULSwIkioD6fM7xnJ2ZO3Pn7q7RPJl55uefN2EymWjVKpB169aQmnoVBwcHxo9/ncDAIP5K9/oZkJOTzfr1a0lMvMKhQ5H4+vry8cef/aVz+qdTq1W4u1csb7GsVBLiH+L777/n888/5/nnn//LAkpCCCGEEEI0btyEhQsXs3PnDjQaDcOGjSxXPycnZzw8PElPv5n7xtfXDx8f31LX+vr6oVKp6N9/IGvWfK/UN2nSjLCwfUo5NzeX3bt/YeTI0bz33nzeeOMVVCW5vNC/PQAOlWxKje1gZ1PmH0kruzoysntrQvafJK+gGP+61ekUUJ8DJxMsAk222purbG5PzK1SqbiQkm5Rl19QSMsGNdkefpqD0eZgU+iRc4zuGYit1rpU/7TruYRHJ2Bnq6V9Mz/CTyVgNJqoXtmVx1vURac3YG2ltphTY9+qAAztEsDxC+nk69UEB3egQ4fHKSkpQavV4ubmzqJFn7Br1y9kZmYyaNAQHBwc0Ol02Nvbk59/8+Q6W9tKzJw5Fb3eHDg8dCiKRYs+wcrKCnd3D2xsSr+vD5qTkzPduvXg3XdncfHiBRITLxMWtp/27e++M0TcX1azZ8+e/bAnIYT485o1a8YzzzyDv7//X3qfwsISHtT6Rnt7GwoKSh7MzcQjSb4D/27y+Qv5Dvy7/ZM+f5VKRZ06dfHzq/Owp3Lf7Nr1Cxs2rCMm5gwHDvxG69ZB9zyZWaVS4edXh9Ono8nPz6du3XqMG/catWv7ABAXFwuo6NWrN/37D8Te3gYfn/rUr98AKysrevToRZ06dTh48IDFuI0aNaZZs+Z4enpy9OhhKqlKaNvAnDvK2aESGdn5JKebV+e4O9szpHMAtbzciE5IofD309Ya+1SlRK9HbzAypHMAT7RpTPO61bDRWmM0wfkkcyBMa23F0C4tcXMyb2ms7unChZQMrucWYm2l5ok2jdEbDFzLMq+wyS0sQaVS0a1VPTbuO2Ex7+z8Inq3a8KxuEQlQNSglhd7j8ZxKTWThOR0CopKeH14Z+xstaRm5nIk9jKuTva0beJLdn4hDpVs8K9bHXtbLa6OdthqNZxPK0Rt48Dly5fZv/83du/eScuWrXB2diY6Opqvv17OuXMx/PrrTurUqYu3dzVcXFw4cuQwJpMRJydn/P1b/P55mJlMRtzc3AkKaquk2firlednwCefLCI+Pg5QYWNjS1xcLH37DlDy7IqKUalU2Nlp733hLWSlkhBCCCGEEEL8hbp16/mwp3BfZWZmsHr1d0qOntTUVNauXcP48a/es2/jxk0YPvwpwsPD8PHxxd7efHrX8OGjGDRoKEaj0WIVjE6nY+PGn4iOPkFo6G6aN29BtWrVSUoyHxDk4OBA16497nrPkd1b41vNk0tXM3ismR/O9uYcR1NHdyc+KY0SnZ7Vu45w+oI5b1LYyQQmjeyCVm3+dblHUEOa+FQh6uwlNNbW2Ghu/hptZ6tlYEd/9p84j5uTHe2b+dIg24uEpHTyi0oAFTW9vXC0s0WlwuKPs9ZWaqp5ujD96Z7EXk7F1dGOqDOXLJKBZ2TnczwukR0RZ5S6b3dEMXF4Z/6vfzBf/nyQ347FAeYA2oQhj6PT64mPT8DX1xzEvH49i9Wrv2Py5LdYsWKZcip2YWEhX321nI8/XkqnTl1Rq9WcPHmCbt16kpGRzi+/bLN4Hz08PO/x6T54KSnJALi5uQGQl5dHbm4Obm5yKNGDIkElIYQQQgghhBDldv16VqnE3Glp18rVd8uWzUr+pKioCM6cOc3bb88FKDN584ED+5QE0mBOIj1u3Cvo9QaKigoJDu54z1ONd0WdZfvvQZmoM5d4qkdrWtSrgZWVmvo1vdh68BRFJTdPs0vPzuPMxav4162u1EWdvcz+E+ak2XuOnlPGuJCcwdKN+zD8vtLoVEIyrw3rzPT/PEF84jU+33aE1PQsvtkRSYNaXpy5YM6fZGWlpnPL+oA5MNWinjmxdfT55FLzv7HK6gaTyUTM5WsUlug5e/FmPqbsvEIOnDyPTqcvtb0vMzMDk8lEenqGRf2Nz23Fis/ZuvVnAPbuDWX8+Ndo1SqQw4ejAGjRoiXBwR3u+j4/DEFBbdm48ebp2nXq1JOA0gMmQSUhhBBCCCGEEOXm4+OHt3c1kpNvJqh+7LHyBRz27NltUY6OPkF6errFqV63ujX/0g15eXk0b96C4uJiZYXKnRgMRn49ck4pm0wmdkbFKEEcACu1ulS/W+sKi3VKLqQbY+w5eo4W9WoQfipBCSgBJF67TkJyBn7VPEjNyuVaeiYA8Ylp2GqCgZMAACAASURBVFfS8lzfdqSkZ5OSkU3okViS06/TsUVd5X7Bzf04eu4K2Xnm5ORNfL1p5leNo7FXLObn7eFEUbGO2xWX6LGrZIuTk5NFfYcOnVCpVLRvH8z+/b8p9cHBHSkoKGDHju0Wz7dlSwgffriYy5cvYTKZqFWrdhnv7sM3cuRotFotR44cpmbNWowaNfphT+lfR4JKQgghhBBCCCHKTaVSMWfOXNavX8O1a9do3z6YLl26l6uvk5OzRVmj0VCpUqU7Xt+2bXt+/HG1ctKctbU1x44dYeXKFQD4+tbh7bfnKtvobmc0mSy2kwEWQSCANo1rE3H6Ajn5RYD5dLdGtct3PL21dencPRprc4Ao5lKqRX1+YQn2tlrOXblGfKI5WBafmEZhsY7e7ZoA4Opox9TR3Tkce5krqdepXdWN+jUr066pL5GnL4IK2jf1pX5NL/QGI+7O9mRkmxNsW1mpCWxUiy1HrtCyZUv8/VuRkpKMi4szhw9Hcfp0NH379qdKlaqcOxdLw4aNGDhwCDqdjjsdCl+zZq1yvQ8Pi7W1NcOHj2L48FH3vlj8JSSoJIQQQgghhBCiQjw8PBg7dlyF+40Y8RTnzsVQUFCASqVi+PBRdwwIAVSvXoN3353Hli0hqNVq6tatz1dffaG0JyTEs2vXDgYMGFRmf421FW2b+HDg961rAI/5+1lc4+Jox+RR3Th5PgmttTVN/byxsrq5UqmSjYY2TXwIO2keQ6VS8XiLegB09K/DibhEJeF3I5+q1PQyr56q5ulSai72tloloHTDibgkJagE5m1sW8JOUVSsI/L0BcJOnueVoZ3o0qo+5xPTqOzmiEqlQmNtxYQhjxN2MoHCYh2tGtakRmVX4AparQ3PPvtfoqNPMHPmW8rYx48f5fPPv8LBwfHmvDQaevZ8gm3btijP17//wDLfTyFuJ0ElIYQQQgghhBAPRL169fnii5X88ss2rl69iqurG3q9/q4nijVo0JAGDRoCsGfPr6XaMzMzLcpJmXks3XYzD5PJBE6u7uTlF+Li7EB0Uj7RSSduH0YRcT6zVJ3JBK7unuQXFuHq5EjE+UzlOg8vbxJTrmFtZUWRqpJyb51ej7XWlvz8fK7lFFGnVjV+DDvPtewi9L+vvAIo0Kss5nv+chJJV7OUcnJmHrNW7eFi0lX0enO/qpU9qFv7Zs4ngJ8PXwYuk5SZR73K5rqwsP0W1xQUFHD06BE6dHjcov7558fSvHkAly5dwN8/gLp1693x/RHiVhJUEkIIIYQQQgjxwERHn+S771ZhMpnYtWsHhw5FMnnyW/fuCLRq1Rp7e3vy881bvtRqNY891lFp9/OrU2Y/B68/P++yxjAajZw5cpjMzDwArhcZad06UEk6HmDjSmJiIgaDAZONM/aVa9O4uS2nT5/CaDSi1Wpp7N8K+1tyIGkzi1Fr8izuk5Gvx6jSoP593NSsfOo18cLOzq7UnOpVvvk+VK5cetJl1alUKgIDgwgMDCrnuyGEmQSVhBBCCCGEEEI8MFu3hljk8AkPDyMtLQ1Pz3sfWe/o6MTcuf8jJGQjRUWF9OjxhMWqmhdfnPCXzPlOIiIOcuHCBYsTx7p27Unfvv0BWLZsCdevm5Ngm0zg41OHhQuXkJeXS3JyMj4+vqVOvUtOTuKNN16loKAAAB8fX1xd3Th69LDFdRMnvomfX927zq9nz95ERUUQGxuDSqWie/eeyqovIe4HCSoJIYQQQgghhHhgrKwsfw1VqVQWOYzupWbNWowf/+r9ntYfkpOTfde6337bY9G2b98exo9/FQcHR+rVq1/mmN7e1fj44884cOA37O3teeyxxzlx4rhFUMnX1w9f37JXZd3Kzs6O999fwPr1P5KWdo327ct3Sp8Q5SVBJSGEEEIIIYQQD8yTTw7i1Klo5US3zp27Waz0+TsJCmrLt9+uJC/PvF3N2traIl+Rq6sbKSnJStnNza1c43p4eFgkHw8KasPs2e9y4MB+jEYDDRs2Ij8/zyLh9p189tkSdu3aAcCuXb/w8ssT6Nq1R7nmIcS9WM2ePXv2w56EEOLvo7CwhDucOHrf2dvbUFBQ8mBuJh5J8h34d5PPX8h34N9NPv9/ripVqhIc3IEqVarSu3df+vd/EpVKVeq6v8N3wNbWljZt2qFSQbVqNfDx8eXkyeMUFxfj4+NL5cpeREaGYzAY0Gg0vPTSK1SvXuMP3atKlaqcOnWSX37ZxqFDkezYsZUWLQJwdb1zoKqgoIAPP/zAYrvh1aspPPFEnz80hwfp7/D5/9OoVCrs7LQV6iMrlYQQQgghhBBCPFDe3tXw9q72sKdxX3h7V+P558fyzjuzlC1qBw7sIzv7OgMGDGLFim84fz4eHx9fnJyc//B9MjMz2LIlRCkXFhaydu0apkyZfsc+arUatVqN0WhU6m7P4STEn1H+jatCCCGEEEIIIYQoJTv7eqlE2qGhuwFwcHCkefMWfyqgBOZVR6bbtgzcOAXvTmxtbenX70mlrFKpGDx42J+ahxC3kpVKQgghhBBCCCHEn2BjY4tWq6Wk5OZ2LWfnPxdEul316jVo2LARZ8+eUeq6d+95z36jR/8Hf/8ALl26SPPm/tSoUfO+zkv8u0lQSQghhBBCCCGE+BNsbW0ZNWoMK1euwGQyUalSJUaOHHPf7zN9+hy2bfuZq1ev0rZtO1q2bF2ufk2bNqNp02b3fT5CSFBJCCGEEEIIIYT4k/r1e5LAwDZcvnyZRo0a4+DgcN/vYWdnJ9vXxCNFgkpCCCGEEEIIIcR9UKVKVapUqfqwpyHEAyOJuoUQQgghhBBCCCFEhUlQSQghhBBCCCGEEEJUmASVhBBCCCGEEEIIIUSFSVBJCCGEEEIIIYQQQlSYBJWEEEIIIYQQQgghRIVJUEkIIYQQQgghhPibyszMIDHxilI+fDiK5cs/Q6/Xl3n9b7+FEh4eppTT0tJISUm+4/gLFszjvffmAJCYeIV169ZQWFiotG/evInNmzf92ccQf1Mqk8lketiTEEL8fWRk5GE0PpgfG56ejqSl5T6Qe4lHk3wH/t3k8xfyHfh3k89fyHfg3lauXMHmzRsxmUw0bNiIiIiDnD59CpPJhLW1Nd9++yNdunQDIC8vj/btW3HtWioANWrUZMyYZwgN3Y3JZKJFi5ZMmTIdrVYLQHFxMbVqeWE0GpX7WVtbYzKZ0Gi0fPDBh8yYMYWcnBwAnJycOH48BgcHh/vybPL5P3hqtQp394p9frJSSQghhBBCCCGEeEjS0tKIiDhIZmZGhfolJJwnJGQDN9aJHDwYxqlT0UpZr9fzyisvKtdPnTpJCSgBXL58iRUrvlCuP3bsCKGhu5X2Ll2CLQJKN8YE0OlKmDTpFSWgBJCTk8MLLzxToWcQf3/WD3sCQgghhBBCCCHEv9HevaF88skijEYjVlbWTJr0Jm3atCtX39TUqxblnJzsUtfk5OQSErKBwsJCzp2LLdVeUFCATqfDZDKi1dpw9WqK0paSklLq+lvpdLpSdWfPnirX3MU/h6xUEkIIIYQQQgghHoJvvvlaWQ1kMOj55puvy923adPm2NnZKeVq1aqjVlv+im9vb8fKlSv48ccfKCoqsGhTqVTY2toSG3uW2NhYLl26SMuWrZX2MWOeLXVPlUqlvHZzcy/V3rFj13LPX/wzSFBJCCGEEEIIIYR4wEwmk8X2MYDc3Jw7XF2ag4MD77zzPgEBLfH1rcOkSVNYtOhTXFxcsbGxoW7dejRo0Ei53s3Ng8ceexw3N3c8PDx55pn/4uVVBUdHJxwcHHB1dSU5OUm5fuzYl3B0dFTKWq0NtWr54OTkRFBQW0JDD1C9ei3UajVqtZrq1WsxZ847f+IdEX9Hsv1NCCGEEEIIIYR4wFQqFV26dGPnzu1KXZcu3Ss0RlRUJCdOnMBg0LNnz6+8+eY0RowYBcChQ5HMnfu2xfX9+z/J2rUbAdi5cztnz57G3t5eab/1FLhDh6Jo1szfov/QoSMYMeIppfzrr78RErLh97EH4uzsUqH5AyQnJ6HRaPH09KxwX/HwSVBJCCGEEEIIIYR4CP7737FUq1aNM2dO06JFS7p371nuvhcvXuDHH39QyidOHGP79i0MHDgEgICAVtSpU4/4+HMAODu70L37E8r1LVq0QqPRKLmRVCoVQUFtlfbKlb1K3bNy5crKa4PBwPLlywgPDwPg2rVrTJz4JlZWVuWaf3FxMfPmvcvx40dRqVR06tSVceNesdhiJx59sv1NCCGEEEIIIYR4CH77LZR169YQFRXB4cNRFBYWlrvvrVvVbkhMTFReW1lZMXfufEaOfIrevfuxePFSi9VAnp6ezJ79Hi1btqZJk2ZMnvwWDRve3C7XqlVr2rULVsr+/gF06NBJKUdEHFQCSgDh4WFERBws9/z37PmV48ePAuatgKGhu4iOPlHu/uLRICuVhBBCCCGEEEKIBywrK5PPPvsUg0EPwOHDUWza9BMjR44uV/+mTZtha2tLUVGRUhcYGKS8NplMfPjhB0RGhgNw8uRx5s6dj4PDzTxJ166lkpycRElJicXWNwC1Ws2LL47Dy6sKBoOeAQMGodFolPZbT4q74fYx7qas/levppTacicebRJUEkIIIYQQQgghKiA5OYmoqAi8vKoQFNS21Klr5XHlymUloHTDxYsXytX3s88Wc/58PPb2dly9moJOp6N69eqsX7+G9evXAJCRkcHhw4eUPvHxcYwZMxxXV1cANBotBw8ewGQyt0dGhrNx43pli5tOpyM8/KCyeurTTz+mTZt2NG7chBdfnEBgYBt++OE7jEYDAGq1lcX2uXtp06YdmzdvxPT7BLRaLQEBre/RSzxqJKgkhBBCCCGEEEKUU3T0SebMmaEEhNq2bc/kyW9ZXJOXl0tiYiI+Pr7Y2NiUOU6dOvWws7OjoKBAqSvvKp3z5+NJOHcOZxtHdPlF6PQ6dDmFqHN1yjW66wWoDCaLfrqcQjL15iCQDRrQm7g1g9H1lDSqVDIHndKuJlGUV6C0lxQUc+LoUWxtbQGoUaMmM2fOYfPmTQD06zeAGjVqlmv+AA0aNGTKlBls2/YzWq2WgQOH4OHhUe7+4tEgQSUhhBBCCCGEEKKcfv55k8UKo/DwMK5eTaFKlaoAhIXtZ/HihZSUlODg4MC0abNp0KBhqXHs7OyYPn0O33zzFVlZmXTo0InevfuWex7V3bxJvZqKl9PvgZgSI0+2foJOAeY8SHmF+fx3/qvk5OcC5u1sH778Nku2fQ3A+F7P8uon0yzGfGP4eB5v0R6AnYf28PG6zy3a1TaWSbiTkpK4fPmS8rp58xblnj/AlSuXuHz5ElqthpSU5DLfJ/Fok0TdQgghhBBCCCFEORmNxjvWGY1Gli9fRklJCQB5eXl8/fXyO45lY2ODvb3D7//YV+jks6yc6+j1Oou6Y3EnldcOlexZ8NLbPNGmKx392/H+CzOoV6OO0l63hh/P9XkKO1s7NNYa+gf3oqN/O6U9uGkbqrpXUcruTm54V/ZWymfOnGb58s9IT08jPT2N5cs/48yZ0+Wef2RkBN99t4qsrExSU1P55JNFSoBK/H3ISiUhhBBCCCGEEKKc+vbtz7FjR5VcQoGBQXh7VwOgpKSEnJxsi+vT0tLKHKe4uJjZs6eTm5sDQELCeezs7OjWredd719QUEBmZiaVbGwpVOUrOYkA/Kr5WFx7JPYE+06EU1xSjJ2tHY1q17dob1XfnyvXkikuKSa4WZBFUMvOthKLX3mftXtC0Bt0DO00gOnfzeNGSO306ehSczt9OppGjRrfdf63Xnsrk8nE6dOnqFmzVrn6i0eDBJWEEEIIIYQQQohy8vOry+jR/yE5OZEmTZrRrl2w0mZra0urVoEcOhSp1AUHdyhznHPnYpSA0g2HDkXdNagUHX2C999/h+jok1iZVPynx3AOxxynqKSIDs3b0atNV+XaS1ev8PnmlUp5e8Ru6lb3U8rX87KZtHQW+YX5AIRFR7Jw/Lv4edcGwGAwsGDNEiLPHAEgLjEBg9GACvMJcHXr1is1v7Lq7qSsa+vVK39/8WiQoJIQQgghhBBCCFEOCQnxzJgxVUmu7eTkTIcOjyvtJpOJ/v0H4ODgQHp6Os2b+9O//8Ayx6pSxRu1Wm2xna5atep3vf/KlSuU09iMRiOnL8SwetYX6A0GKtnYWlwbl5hQqn9c4nnldeSZo0pACUBv0LPv+EElqBR59ogSUAI4lXAWrb0t1VzM7f7+AQwbNpKQkA0A9O8/EH//gLvO/1bBwR2Ij49jx46taDQahg4dgZ9f3XL3F48GCSoJIYQQQgghhPhHMplMhIeHcfHiBZo3b0Hjxk3K3XfXrh0AFiuH1q5dbXFa28aN6+nbtz/Ozi7k5+cze/Z04uPPAdCpU1cGDRpaatzk5CRCQjaSl5fL44935sCBfZSUlNCwYSMGDRpy1zmlp6dblLNyr6NSqZSAUkZOFj/t/Zlr19Np6tOgVNDKxd6JEwdOoVap6NSoHbdzdXS5ea/rmaXai4qLLMqtWgVy9WqK8vp2sbExbN++BbXaij59+uHre3OllEqlIjCwDZmZGWg02gon+b6hrM9JPDgSVBJCCCGEEEII8Y/0xRdL2bFjGwDr1q1h3LhX6NKle7n6/vLLNoqKioiJiSE5OZHAwDbk5ORaXGM0GsnPz8fZ2YWdO7crASWAPXt207Vrd4scQwUFBUyd+oaSd0mlUjFt2mxq1qyFp6cnJpOJb775mt27d+Lo6Mjo0c/Qpk1bpX+HDh3ZsmWzUm7fNAhrK/Ov9SaTiWlfvMuVa0kAhJ+KomdgF05fjKGwuIjAhgGs27uZlGtXAfj2l7U08WnIqQtnAXM+pu6tOyljt23Siq+3/0CJzpx03NrKGjcPd6X96tUUpk2brCQlDw8P4+OPlyqn4F25cplp095UTso7eHA/S5Z8gYeH+bS6hIR4Zs58S8lNFRl5kKVLl+PsfDOwVR6//GL+fCWo9HDI6W9CCCGEEEIIIf5xCgsL2bnzF4u6kJCNFRrj6NEjhIbuIibmLN988zW2tjYW7Y0aNVaSdKelXSvVPz3dMkn3iRPHLBJ5m0wmoqIi8PT0BMyrbjZuXE9ubg7JyUksWDCPzMwM5fqnn36O0aP/g4eHB341fXht6FilLT4xQQko3ZCWnc6ySR+yatqnuDg6o/89wAMoybk/Gv8eH4ydxccT5mJnW0lp93TxYP7YWXT0b09wsza8999pONo7KO3h4WFKQAnMScrDw8OUcljYfiWgBObE5BERB5XygQP7lYASmANut+aiEn8PslJJCCGEEEIIIcQ/jkqlQq1WccvuL6yty/8rcH5+Prm5uXh5VVHqsrNzmDp1JhERYVSt6k3v3v2UtvbtO7BjxzblNDZ7e3sCAlpajOnq6lbqPq6ursrrM2dOW7QZDHpiY2No27Y9AFlZWRw7doSMjHR0tkWkZqZRq0oNAFwcnVGpVBanwbk5uZb5+ta6ujX8StXfcOpCDEdiT2AwGqhR2duizcWl9Hi31rm5lX7WW+vKfi9K14lHm6xUEkIIIYQQQghxX2RkpDNx4niL1TUPi62tLZ07dyUuLpa4uFj0ej0DB949Z9GtbGxssLKy/JW5SpUqBAYGMWHC6wwZMhw7OzsAIiIOEha2jx49etKqVSAdO3bi3Xc/wMHB0aJ/gwYN6djx5hazGjVq0qtXH6Vcp47l6WcqlcoiefWyZUs4dSoakwly8nJZsOZTpc3TxYMhj/dHpVIB4OHsztBOA5T2zi2CaVDr5vgB9ZrTplGrOz7/2Yvn+HLLt+QV5lFYXMjq3Ru4lnFz5VVwcAeaNGmmlJs0aWpx0l3Hjp1p0KChUvb3DyAo6OZWvi5dulk8W+vWQQQE3Hk+4tEkK5X+oYYMGUJJSQk6nY6LFy9St675X9ZGjRrx/vvv37FfeHg4JpOJdu1KJ2273bp16zh48CCLFi0q1TZp0iQOHTqEi4sLBoOBypUr8/777+Pl5VWh57jbPUaMGEFaWhr29vYUFBRQo0YNnn76aTp27Fihe/wRt95bp9NRp04d5s6di4ODw70732LRokUYDAYmTZr0h+eyc+dOqlatStOmTSvc927vrxBCCCGEEBWh0+l4773ZhIXt58svlzF58rSHOp+SkhLOnYvB2toaKysrWrdubRH0uJtz52JJTEykRo2aaDQadDodXl5VGDVqDCkpyRw+fAhvb28CAloRErKBVau+Uvp269aTl14af8exX375FapVq0FmZgZDhw7HyckZk8nEoUNRGAwG2rZtR1RUFPb29jz11Bji4mI5fDiKNm3aEht71mKshOSLlOhK0Gq0AIzuMRR3Z1cSki8xsEMfvD1urrKy0dow+5nJnLx8Fiu1mrdGv4aVlZXFeElpKRyOPU41z6pcTk0sNffrudl4YF6xpNFomDp1BuvX/wjA4MHD0Gg0N+9nY8Nbb83ip59+xNpay6BBQyzuZ2dnx6xZb7Nu3RpsbSsxaNBQJSBWXtevZ3H58mXlM7r1/uLBkKDSP9S6desASExMZNCgQYSEhJSrX0REBAaDoVxBpXsZO3YsI0aMAOD999/niy++YMaMGX963FvNnDmTDh3M/2EIDw9n4sSJvP3223Tt2vW+3udu9zaZTEyYMIG1a9fy7LPP/uX3vd3OnTtp2bLlHwoqCSGEEEIIcT+YTCYmT36NzZs3YjKZ+PLLz+nTpz+NGpX/tLX7Sa/XM3HieLZt24LJZMLKyoqwsP1kZmbg5uZ+175btmxmxYrPiY+PA2DmzHdo3TqQmjVrcfp0NHPmzFRyBXXq1JUzZ6It+oeG7ua5517Axsam1NhGo5Hp09/k3LlYAMLC9jF//iK+//4bDhzYB5iDNXPmvEfDho2YNWsap06dBOC771ZSo0Ytzp2LUcarW91XCSgBzPv+Y8KizXmJ9hw7wPsvzKBBLfMCg+z8HF75eCqXki4D8Oonb/HR+LnKyXFHz51k9lcfYPg9z1HL+s1Lzd/V6WYS7by8PCZNeoXUVHPi74MH97NgwWLlD+05OdlMnPiKklcqPPwACxZ8TKVK5rxNmZkZTJr0KllZ5lPmoqIimD9/EVqtlvJISUlm8uTXOHv2DAAzZkzh/fcXVDgwJf4cCSr9Sy1btowtW7YA0KxZM2bMmMHFixdZv349JpOJ/fv307dvX8aMGcPYsWO5fv06xcXFNG/enDlz5lQoAnzjRIQbyecA1q9fz5o1azAYDDg5OTFnzhxq165NSUkJc+bM4fDhw7i4uNCgQYNy36dt27a89NJLLF++nK5du3L27FnefvttioqKKCkpYfjw4YwePZqUlBSGDBlCaGio8gPrv//9L08++SStW7dm4sSJZGVlARAcHMybb7551/vqdDoKCwtxcnICSq8+urWck5PDW2+9RXx8PJ6enlSuXJmqVc2nI+Tk5DB16lQSEhLw8vLCw8ODKlWqMGnSJEpKSli4cCGHDx/+/bjRhsyePZuoqCj27dvHoUOHWLNmDc899xz9+vX7S95fIYQQQggh7iQ6+oQSFAEwGAzMm/cu33yz5qHM59ixI0REhCv5hQwGA+np6Xz//SrGj3/9rn3XrTPPWa/XodPpmDfvHTp16gzAkSOHSU9PV649fz6OSpUqUVBQqNRZW1szdepE1OrS2WbS09M5cuSwRd3TT48gOTnZom7ChLH4+PgQGWmZuDo9PQ2dTkdxcRGuji68MeLmiqgr15KUgBJAia6Ejfu3MrXWqwCEHtlP2vWb2xITryUTFh1J11bmnR7r9oQoASUwB5nG9BzOloO/YDAaGPBYbzYf2cn583FMmjSBy5cvKwEdgPj4OJ599ilq1qwJwMWLF4mNjbmtfRTVqlUHICHhPHFxcaXab5wep9FYodPdnM/tYmJiuHTpIoWFBWg0GmJjYzh58jjNm7e4Yx9x/0lQ6V8oNDSUrVu3smbNGuzt7Zk0aRLLli3jtddeY/DgwRYBEaPRyMKFC3FxccFoNPLGG2+wadMmhgy5917kZcuWsWbNGtLT03FycmL16tUAREZGsnv3bn744Qe0Wi2hoaFMnz6d7777jh9++IHU1FS2bt1KSUkJI0eOxMfHp9zP1qxZMxYuXAhAjRo1WLVqFVqtlry8PAYNGkRwcDA+Pj4EBASwY8cO+vXrx+XLl4mNjaVbt26sWrUKPz8/Zs2aBUB2dvYd7/X2229jb29PSkoKfn5+9O/f/57zW7x4Ma6uruzYsYOMjAyefPJJ+vXrp7S5u7vz6aefkpWVxcCBA+nduzcAn3/+OW5ubqxfvx6AefPmsXz5ciZMmECHDh1o2bKlsirsr3x/hRBCCCGEKIterycrK1MJ4phMJmJiztyj11/HYDAoK2BuMJlM/PrrznsGlW49kexGv7Jem8tQq1ZtYmJilDZfX78yA0rm642l6ozG0nUmkwmj0VRGPWi1WqysrNBYW2NzyyolQxnj6A2GW17r79puMJYO4Njb2uFk54jBaMDJzjI/1O3vxe11ZT3rre1lPXdZz3wnZY2v15d+RvHXkqDSv9DBgwfp27evsixx6NChLFiwgNdee63UtUajkeXLl3PgwAGMRiPXr1/H2dm5XPe5dfvb4sWLmTlzJosXLyY0NJQzZ84ogSmTyUR+fj5g3n43cOBArK2tsba2pm/fvpw6deoPPWdBQQGzZs3i3LlzqFQq0tPTiY2NxcfHh9GjR/Phhx/Sr18/Vq9ezZAhQ9BoNPj7+/Pdd99RqVIlAgMDCQ4OvuP4N7a/6fV6ZsyYwcKFC++5qikyMpJ3330XAHd3d4ttere2ubq60rlzZ6UtNDSUwsJCtm7dCpj3hzdu3LjMezyo91cIIYQQQogbmjdvgY+PLwkJ5zGZTKjVavr06Xfvjn+Rli1bU6uWDxcunAdArVbj7OxMly7d79m3b98BrF79xbUSAgAAIABJREFUHdbWGqytNUyaNIUePXrh7u5OVFQk8+a9owRHgoLaMmXKdFJTr3Lq1EliYmI4duwIxcUljBw5Wjm17Qa9Xs/rr4/nyhXzFjQbGxvmz1/EypUrOHbsiDLXGTPm0Lx5C9544zXOnzev5tFoNNSpU5ezZ89gba0hJzeX+as/Yf6LswGoXaUG/nWbcjzOvB3PSm1Fv/Y9lHt3btmBDfu2KGVPF3eCmwUp5QGP9eLMxVjl2Rr7NGBZyNdK+ZOfvsDVww0/v7osWLCY7OzrvPrqOK5fN+/ycHFx5aOPluDsbN4il5mZwauvjiM3NwcAd3cP5sx5Dw8PT2xsbEhNTWXSpAnk5eUB4OXlxaJFnyrb4zw9HUlLy73j53Tp0kUmT35NOTGvVq3askrpIZCgkrirkJAQTp48yQ8//IC9vT1LliwhJSWlwuP06NGDVatWAeYgx9ChQxk3btz9ni7R0dHUq2c+0eDDDz+katWqzJ8/HysrK8aMGUNxcTEArVu3prCwkOPHjxMSEsLGjRsBaNWqFRs2bODgwYNs2LCBFStW8O233971ntbW1nTr1o2PPvpIKet0OqW9pKSkVAK8ijKZTLzzzju0bt26XNf+Ve+vEEIIIYQQZbGysuLrr79n2LABFBcX4+bmzrhxpf9o/aBoNBq+/vo7hg0bgE6nw9HREXt7e0aNevqefYcOHYGvrx/vvDMTg8HA9u1bWLduDX5+dZkyZTrz5y8iLGw/xcXFdO/eEwAvryrExZ1j9+5flHEWLJjH0qXL8fK6mSzb2tqaefM+ZPPmTWRlZfDkk4OpUqUqU6fOYN++PaSmppKaepVFixbg5OTEkCEjyM/PIzv7Oo891pEpUyZazPX0hRh0eh0aa3N6kln/eYM9x8K4lnWNlIxrfPDDYpztnfjPEyMIatSSJa9+wPD3/otabcVHE+biUMleGatdk0A+fPkdos4epZpnVTJzsjiVYJkYPD0rA5fqlQFwdnZh4cLFhIRsAKB//4FKQAnAzc2djz5awp49v2IwGDh27Ajjxv0ftra2jB79DL169WHhwiVs2rSeSpXs6N//SSWgVB61atXmo48+5aWXnkej0TB37v+wtpYQx4NW9po88Y/Wrl07tm7dSn5+PiaTifXr1yuJuR0cHMjNvRkNzs3NxdXVFXt7e7Kzs5WVMhUVGRlJ7dq1AejUqRObNm0iNTUVMC9NvbFapk2bNoSEhGAwGCxW5pRHVFQUS5cu5fnnnwfMOYqqVq2KlZUVMTExHD161OL6p556ildeeYXWrVsrp9JduXIFR0dH+vTpw5tvvkl0dHSZyzrv9nw1a9bk1KlTmEwmcnNz2bt3r3JdmzZt+OmnnwDIzMzk119/VdqCgoKU4Nb169fZs2eP0ta5c2e++uorJSiWl5fH+fPmv7rc/pn9Ve+vEEIIIYQQd1O9eg2GDRuJu7s7ffv2v2dC7L9azZq1GDHiKdzc3NBoNPTo0avcc2rVKhBfXz+SkpKUlTTnz8fx/ferfk8xsZvt27fw2mvj+OabrwGIjj5pMYbRaFRW0dxq9ervWLv2B3bu3MHixQspKDDnBOrSpTuenp7s27eXnJxsEhOvsHjxQoKC2jB8uDkXUe3alqkrqlf2Ju16BueuxGMymdBqtPQI7IS7kxu/HQ8jOy+Hy6mJzP3uI9KzM/h04wouJSdyIfESy3/+ttTvOvVr1mF0j6F0DniMutV9S83d0f7mFjiDwcDy5csICdlISMhGli9fhsFguYXOzc2dQYOGotPpiIkxB6iKiopYseJzkpOTWLp0Mdu2bWHDhnWsXPlVuX73ulXVqt74+dWhZs1a2NnZVaivuD8kjPcv1LlzZ86dO8ewYcMAcx6isWPHAuYVRePGjaN///707dtXSWjds2dPPDw8aN26dakfFHdyI6eS0WjEycmJuXPnAuaE2uPGjeP//u//MBqN6PV6evXqRZMmTRg5ciRxcXH06tULV1dXmjZtSk5Ozh3vcSOvUWFhIdWqVWPu3Ll07GhONPfyyy/z5ptvsmbNGnx9fWnVqpVF3379+vHuu+8ycuRIpS4iIoJVq1ZhZWWF0Whkzpw5dzw94Ma99Xo93t7evP322wA88cQT7Nixg549e1K9enWaNLl54sX48eOZOnUqPXv2pHLlyhZzGj9+PFOmTFHamjRpgqOj+Yf22LFjWbx4MYMHDwbMS2LHjx+Pn58fAwYM4K233mLbtm08++yz9OvX7769v0IIIYQQQlTEqFFPc+nSxXKtCHoQRo16WjnFraJzKioqKpWj5/LlS6xbt4acnJu5Vzdt+ok+ffpRp04ddu60HMPPr45F+fz5OLZsuXky99mzZ9i+fQuDBg0F4PRpy9QUBoOe2NgYZRvd//3fy/zvf+8THx9HJVtbvFwr89/55kTcvt61mfvCdBztHDiZYJnPSq/XsebXjUSeOaLU7T12gA7N2xLUqGWZz9+8ThOGdhrAxv1bMZlMdA/sREzqeW6EfSIiDhIeHqZcHx4eRkTEQdq3f6zUWFeuXLIoG41GQkI2cPy4+Q//JpOJ0NBddOz4OM2a+Zc5H/FoUpkqGgoU4h8iMjKSuXPnEhIScu+LHwCdTmf+64JWS25uLsOHD2fmzJkEBQXdu/MDlJGRV6EEen/GvfZRi38++Q78u8nnL+Q78O8mn7942N+BiRPHc+DAfry9qyl1gwcPIzY2hujoExbXLlq0hBo1avLFF5/x66+7sLW1Yfjwp0rllQoL28+CBfMs6rp27cHLL08AYMuWzaxY8bnSplKpWLr0Szw8PCy2dk2YMJaitGwy0jIsxhrZbTCjug1m476tfLnlZhoPtVpNrzZd2XJwJ3HJFwCo6+3DC/2epk2jlpToddSoXI3bJaWlsHH/VvQGA/2Dn2DR5s8xOmpYsGAxP/20lu++W2Vx/ahRYxg8eFipcXbu3M5nny1Ryg4ODnTo0Ilt2362uO7FF8fRvfsTQPk//0mTzO/dggWL73mtuDu1WoW7u0OF+shKJfGvNGXKFCIjI/nf//73sKeiyMrKUlYXFRcX079//0cuoCSEEEIIIcS/hUqlIiCgJTVq1CIpKZHAwDYMGzaSAwf2WQSVfH3rKNvSXnxxHL1792X58mX8+OP3nDlzirFjX8bJyXzYUfPm/tjZ2VFQUKD0DwwMorCwkEqVKtGzZy8uXrzA3r2h2Nvb4+/vz5tvvk5eXh4dOnTkpZcmoNFo0Gq1ZJeUlJpz+vUMrmWl4etdm84Bj/Hb8YM42NnzXO+nqFWlBtsidivXWqmtOB5/ii82mwND/nWbMvPpSdhobQDIzL3Oa0umk19oPvTnt+NhuHm6U8nR+fd5t+GHH75TTstTq60ICmpb5nvZrVvP31ODhOLq6sZTTz2N0Whk+/YtypY3rVZLQMC9c8iKR4usVBJCVIisVBIPknwH/t3k8xfyHfh3k89fPOzvwK5dOwBzQOR2EREH2bdvL1WrejNgwEAcHZ2UtokTJ5CQcF4pt2//GJMmTVHKCQnxrFv3I3l5eVSuXJlDh6LIy8slMDCIV199A1tbW/R6PVlZWYwd+5wStAEYM+YZnnxyMJMmTcCYVUhWeiY5+Tffo/ZNgzh4KgqTyURlV0/eeW4q1TyrKik9DsUc45VP30KlUvPqwBdYuW21xXO99OSz9G5rPiFva/hOlm78yqLdpFHh27i+siroxIljbN68CYB+/QZU+PS1qKhItm37Ga1Wy8CBQ2jQoKHSVt7P/26fk6gYWakkhBBCCCGEEELcB3cKUuTl5bJr1y8cPXoYV1c36tatR5s25oOPCgoKLAJKUDqBt69vHd58cxrXr2fx/PP/wWAw522KjIxg48b1jBjxFNbW1ly8mGARUAKIj48jJuYsCQnncbG254Oxs1i/dzN5hfkENWrJJz8tV1b+XMtK46fffuaVIf+n9G/doAWtmgQA4FCpdPDgauY15bWjXel27e+nzN2QlJTE5cuXlNcVDSpduXKJy5cvodVqSElJtggqlZcEkx4uCSoJIYQQQgghhBDl9OOPP3D06GEAsrIy+fjjD2nWzLytzc7ODm/vaiQnJynX161br8xxLl++pASUbrhwIUF5Xa9efTQaDTqdTqnT6XRMnTqJ+Pg4VAYT+0+E8/qwlwCUE+BulZ6decfnCGzQAq1GS4nOvI1OpVLRrnGg0t6uSSANa9fn7MVYAHyq1sKovdn/zJnTLF/+mVJevvwzatf2oVGjxne8560iIyMscjJ98ski5SQ38fehftgTEEIIIYQQQggh/i5uX4lUVFRkEUR6/fU3qF69BgD16zfghRdeKnOcOnXqUalSJYu6pk2bK6+dnV14881p1KpVG2dnF558cjAXL16wuH7D/q0YjUYA6lb3o5qnt0V7ZVcPXl44mWfnTWD93s0Wbe7Obrz/wgzaNgmkZf3mzHh6Eg1r3wyAWVtZ8/4L0xnWeQADO/Zl/ouzLJKFnz4dXeqZyqq7k9uvNZlMpU6/E48+WakkhBBCCCGEEEKUU9OmzTlz5rRSdnJyplat2krZz68un3yyjJKSErRabRkjmNnZ2TFt2mxWrVpBVlYWHTo8Tu/efS2uadmyNS1b3kxeHRa2z6LdZDIpq5NUKhVz/zuNtXtDSMtKp4lvQ1ZtX4Ph9y10X2/7garuXhb9r6QlEZ+UgE6n40LKZYIatVTaikuKmbR0FgnJFwGIOH0YazsNVpi3wJW1AutOq7LKUta19eqVv794NEhQSQghhBBCCCGEKKfBg4eRl5fLwYNheHl58eyzL6DRaEpdd7eA0g329va4urpiMoGLiytq9d03Ew0YMJgvvliqlIMatmTWVx+QW5BLj8DO9GrbjZcGPAvA7sO/KQGlG47F3VwddPHqFT5e97kSlPr2lx+p5VWdtk3MQaywU1FKQAkgOT0FK1sNNd38APD3D2DYsJGEhGwAoH//gfj7B9zzmW8IDu5AfHwcO3ZsRaPRMHToCPz86pa7v3g0SFBJCCGEEEIIIYQoJysrK9zdPXB398DNzR17e/s/NE5xcTGzZk0jJycbgPj4c9jZVaJLl+537PPEE72pWbMW06dPJjszk5U7V2MwmLe/bT8UyqrQtXh5VAYgNz+XuGTL7XLak/spwpyj6dXPpnEuKcGifda382nga14tdCUlsVR/JxcnauKnlFu1CuTq1RTldUWoVCoCA9uQmZmBVqutcJJv8WiQoJIQQgghhBBCCFFOP/+8iW+++RowB4Li48/x2Wcr7rnK6HbnzsUoAaUbIiMj7hpUAmjcuAndu/ckLGw/aZmZYKVS2lLzM/H0qQaAvaMb9Ro14Pz58xgMBry9valapxbZ2dcBsLKyxnTxnMXYTl5uGB3Nq648baqhSbpASYk5kbe1tTXNWwTg51cHgKtXU5g2bbLSHh4exscfL6VKlarlev6EhHhmznxLOeEuIuIgS5cux9nZpVz9xaNBgkpCCCGEEEIIIUQ5RUaGW5SvXbvGxYsJ+PrWqdA4Vap4o1KpLE5sq1atern6vvjiBHr16serr75sUT9mzDM8+eRgpZyaepVNmzZQWFhAz569adCgocX1W7Zs5scfv6ekpIRevfoyZswzqFQ3g1RpaWn8/PMm9Ho9ffv2p2rVm4nAw8PDlIASQElJCeHhYRb3v5sDB/YrASWAgoICDh2KpGvXHuXqLx4NElQSQgghhBBCCCHKqVq1GhaJuq2trfH0rFzhcTw9PXn66Wf5/vtv0Ol01KtXn4EDyxeQAahVqzbDh49i3bofMRj0tGjRkiee6KO0FxQUMHny68pqqP379/HBBx9Sp87NvEV9+vSjT59+mEwmi2ASmJOAb9iwlp07d2AymSgoyGf8+NewsrICzDmgbldW3Z24urqVq0482iSoJIQQQgghhBBClNOwYSOJi4vl4sULaLVann32BRwdnf7QWP37D6RLl+7k5+fh5VWlwv2feKI3Op2e69ez6NOnH7a2tkrbkSOHLLbXGY0G9u791SKodMPtASWA48ePsmPHNqX82297CAhoRYcOjwPmRNuhobs5deokAE2aNCU4uEO5596lSzd++20P58/HAdC6dRABAa3K3V88GiSoJIQQQgghhBBClJO7uzuLFi0hOTkJFxdX7Ozs/tR4Dg4OODg4VLifTqdjypRJpKQkA7B3bygffLBAOUHN2dm5VB9HRyeio0+gVlvRqFHjMoNJNyQmXrlrnUajYerUGaxf/yNgPhWvrFPw7sTOzo7//W8RsbExaLWaCm8fFI8GCSoJIYQQQgghhBAV5O1d7aHe//jxo0pACcBg0LNo0QJ27NhGYWEhTZs2pUOHThw6FAmAl5cXX331BWfOnEalUhEU1IbVqzdgbV12WKBFi5acPfsamZkZADg4OOLg4Mj3339Du3bBTJjwGr17dyMuzrzS6Msvl7Ft268VCpCpVKpSeZ7E34sElYQQQgghhBBCiL8ZW9tKFmWdTsfatauV8tGjRzAYDCxZ8gWFhQVs2rSBjRt/UhKD79v3G199tZwXXnixzPHXr/9RCSgB5OXlEhq6m0qVKhEbG8POnduJiTmrtMfEnOWDD97lnXfm3c/HFI+4ip15KIQQQgghhBBCiIeuSZOmNGvmr5SvXk0pdc3p06eoX78B/v4B7NixzeKkOZPJxE8/rb3j+EuWfFSqTqe7edrbuXOxpdq3bv253PMX/wyyUkkIIYQQQgghhPibUalUzJr1DseOHSEvL49Lly4yadIrFtdotVrldd26dblw4bwSWFKpVDRt2uyO47u5uZOTk1PqnjfY2tqSn59v0e7j4/OHn0f8PclKJSGEEEIIIYQQ4m9IrVbTsmVrOnbsxJgxz+Du7nFLq4rp099WSgsXLsHR0Qm1Wo1arcbd3eOuW9W2bt1dqs7e3pwvycbGhv/972NsbG6eNmdjY8vnn6/8088k/l5kpZIQQgghhBBCCPEPcPZsAl9++QWHDkXw3nvz8fC4GWTy9PQkPv4Kq1Z9jVarYcSIp+46lqenJ9eu5fDss6MpLi7m++/XEh8fx4kTR+nSpQcuLi4MHjyUDz/8AICJE9/8S59NPJpUpls3VQohxD1kZORhND6YHxueno6kpeU+kHuJR5N8B/7d5PMX8h34d5PPX8h34N9NPv8HT61W4e5e/tP7QLa/CSGEEEIIIYQQQog/QIJKQgghhBBCCCGEEKLCJKgkhBBCCCGEEEIIISpMgkpCCCGEEEIIIYQQosLk9DchhPibiIg4SEjIBi5cSECj0VCvXgNGjRqNr2+dhz01IYQQQgghxL+QBJWEEOIBios7R1JSIv7+LXBxcS13v4SEeObPn0tGRgZJSYmoVJCenkZcXCzLl6/CxsbmL5y1EEIIIYQQQpQmQSUhhHhAVq5cQUjIBgC0Wi1z5sylQYOG5ep75MhhiouLuXYtFYNBj5WVNbm5udjaViIm5gzNm7f4K6cuhBBCCCGEEKVITiUhhHgAsrOv8/PPm5RySUkJ69atKXd/k8lEXFws+fn5FBUVUVxchI2NLSqVCm/v6oB5NdOaNd+zZ8+v6PX6+/4MQgghhBBCCHErWakkhBAPQFFRMUaj0aKuoCC/3P0TEs7j7OyC0ZiJ0WhApVLh6OjIf/7zHJ6enhw+HMXcuW9jMpkAiIwMZ8qU6ff1GSoqIyODffv2oNXa0LFjJxwcHB7qfIQQQgghhBD3lwSVhBDiAfDy8sLfP4Djx48qdT169Cp3f4PBQPXqNahSpSoARqOR+fMXUq9eAwC2bNmsBJTAHFRKTb2Kl1eVPz333NwcDh2Kws3NjebNW6BSqe7Z59q1a0ycOJ68vDwAtm7dzKJFSyT3kxBCCCGEEP8gElQSQogHZMqU6axbt4bMzAyCgzsQENCq3H179erD0aOHsbY2/9hu2rS5ElACUKstdzOrVCrUaiuLOr1ez65dvxAfH0ezZs3p2LHTPe975cpl3nrrDSU4FBTUtlwroH79dafSByAlJZnIyHA6dHj8nn3vt7y8XAwGA87OLg/83kIIIYQQQvyTSVBJCCEegLy8PObNe4fTp0+h0WioUaNmhYJKLVq0ZMKE1zl+/BgNGjTk8cc7A5CWlkZ09HFatWrNyZMnMBjMuZQ6duyEp6enxRiffbaE0NBdAISG7iI19SpDh4646303b95kERyKjAwnISEeX986d+13e5ALwMrKqowr/5ikpES2bfsZvd5Ajx5P4OvrV+Z1K1Z8wbZtWzCZjAQHd2DChNeVwJwQQgghhBDiz5H/sxZCiAdg8+aNnD59CgCdTse3366kXbvgcm1PKykp4d13ZxMdfQKAwsJ8unXrwdGjh5k79x0lkNSjRy+8vb2pUsWb1q0DS42xd2+oRd2uXb/cM6hUXFxUqq6oqBiAs2fP8O23X5OZmUHHjp0ZPnyUsjWuS5fubN++lf9n787joqz2B45/hmXYdxAQEVBBBHdBc8t93zVNM3Mp+2V7aZa2WNlyM5eudbNcbmpdNXdSyy33DXNnURRRQWXfGcYBZub3x1yeHMEtuGr6ff/Vc57nfM95honXi6/nfE9+fh4A/v61iYxsddt3vRO5uTm8/fabaDSmmlS7dv3OnDnfULOmn9lzMTEn2bgxSrneu3c3TZs2o3PnbtUyDyGEEEIIIR51klQSQoh74PLlFLNro9HIlSuX7yiptGfPTiWhBBAdfYjDh6NZt26VklAC2LlzO0uWLMfW1rZCDEtLS+zsbJVEDICDg8Ntx+7evRf79+9ViozXqVOXBg3CKC4u5pNPplFcXAzAypXLcXFxpXfvvgA4OTkxcuQznDuXQEhIKG3btketVt92PIPBwJEjf5CenkpkZCu8vJwqPHPo0EGz9ygpKWHPnl0MHz7S7LnLly9X6JuSklKhTQghhBBCCPHXSFJJCCHugcjIVhw8uF+5dnR0pEGD8Nv2mzdvLlu2/Mb58+fN2mfN+geXL6eYbU1TqeDtt9/A2tpaaTMajWRkZKDRFFFSUkpy8kWMRrCwUAFGnn32adzc3Csd22g0kpOTTWlpCaWlpTg4OFBWVspbb71GdnY2p06dNHt+1qx/sGPHVnQ6HdHRB9FqTauc3N3diYiIVFYx1a1bjwkTXq10zDlzvmTfvj0ALF36A3PnfoWvbxBgOgGvoCAfe3v7Cv2cnV0qtDVt2gxLSyuzxFtERMsKzwkhhBBCCCH+GkkqCSHEPdCpUxc0miJ27tyBm5sbI0aMxM7O7rb9zp9PpKiokLKyUuV0NwsLCywswNnZidzcHOVZDw8PcnOzzfpfuHCBzMxM5drf3x+1Wo2TkxOFhYWkpaVSWlpyk7HPk52drYzZoEEDJX5JSYnZnACMRgMZGWlcuXKFgoICpT09PY1z5xJwdXUlJyeHm0lPT1MSSmAqLP7zzz/z+uvv8PXXXyn1oDw8PAgKqsOFC0kABAYGKTWmyun1elJTrzJkyBOcOnWKsrIy+vbtT3h4w5uOL4QQQgghhLg7klQSQogq0Ol0aDRFuLt73PSZkpIS5s37mj17duPu7s7QoU9St27wHY/h5eVFREQEly9fxtrammbNmuHj40NpaSnHjh0jPz8fX19fwsLCzIphFxcXs3DhQjw8/pybi4sLw4YNA2Djxo0A9O3bl9LSUhITEykpKSE4OBidTsf58+cr9O3Zs6dyXb9+ffbu3YtOpyMwMJBevXqhVqvZs2cP166Z12Jq2bIl3t7ebNq0SdlKdyO9Xl9p28WLF5SEEkB2djaPPdaWceOeR68vo1GjJmaFwXU6HVOnTiYpKREwbdn79NMZlW4LvBtarZYDB/ZSUlJK27btKl0dJYQQQgghxKNEkkpCCPEXbdu2mR9+WIhWqyUsLJx33nkPJyfnCs+tX79GKZKdlZXJ7NkzWLhwyR0lJVJTr3LixAmSk5OxsbGhf//++Pj4kJqaSlRUFDqdDktLS2rXrl3hdLXy7Wa3o9frWbVqlbKi6dChQ3TrVrGYdWlpKWBaQbRv3z6SkpLw9PSkdevW+Pn9WSQ7LCyMU6dOKUkiR0dHMjIy2Lx5M1lZWVy5cpXU1Kv4+tY0m4O1tZrmzSM4duwIYFodNWTIEKXY9/UKCvJp2LBRpe+zb99uJaEEpm1ze/fuolu3npU+fyd0Oh2TJ7+h1Mb6+edlzJo11yzpJoQQQgghxKOm4pnPQggh0Gq17Nz5Ozt3/o5Wq61wPz8/j++/n6fci4+PY9WqnyuNdfZsgtl1aWkpFy9euO0c9Ho9Z86cUbaY6XQ69u3bB6CsECp/bvfu3coKoIKCAg4ePMjx48epU6eOEk+lUtG8eXMA0tLSyMnJQa/Xc+nSJbMtcteuXSM1NRVfX1+zvo0bNwZMSaeTJ09SWFjIlStX2Lp1qzLHzMxM4uPjCQsLIzw8nJYtW9KnTx+OHTumPHPt2jWzzyouLpbx48fw/PNjSElJZtiwETz55FPMnPlPIiMjCQ9vhLe3t9lcOnXqctPP7foi3uWurz31Vxw+fMis2Hp+fh7bt2+pUkwhhBBCCCH+7mSlkhBC3ECj0TBp0mukpaUCsGrVCr788iuz09KuXr1qVgAaIDn5UqXxwsMbcvToH8q1Wq2mTp16t51HSUlJhXpHhYWFQMUkybVr1ygtLUWv17NixQol2aVWq+nSpQtarZbAwEC8vLzYvn07cXFxZGdnY2VlRUBAQIWxjUYjvXv35sgR06qh0NBQfHx8/vueyWbPFhQUkJeXh06nY9WqVUpyy83NjZEjR5KVlWVWewkgJ+fP2k/ffPOVUhsqMzODmJiTfPbZl8p9KysrPvlkBqtWLae4uJguXbrRtGnzm35ubdq05+eflykn09nZ2dGuXYebPn8nbpz/zdqEEEIIIYR4lMhKJSHEQ6esrIyYmFNcuVLxSPk7sWfPLiWhBKYtaHv37jZ7pm7dehW2r7VoEUlBQT4JCWcoK/sz4dSDmjYqAAAgAElEQVSv30B69eqDvb09tWr58/bb7+Lo6HjbedjZ2eHlVcOsLSQkhKKiIkJCQszaAwMDsbGx4ezZs2Yrq0pKStDpdERGRuLl5UVubi5xcXHK/bKyMtLT03F3//MEOLVajYuLCz/++CMnT57kzJkzytY3MNV4up6NjQ2Ojo7ExcWZ1UvKzc3l8uXL1KhRwyw+QNu27UhPT6e0tNTsswZISTFPWuXm5jBnzgy2bt1MbGwMJSWl3IqzszPjxo2nY8fO9O3bnxkz5lSYc2Xy8/PMVmwBGAwGTp48jr29HT4+f67ccnR0pHPnilsEhRBCCCGEeJTISiUhxEMlMzOT5557hry8PNzd3enbtz/PPvt/dxXj+oTQjW379+9lyZJFFBQU0LRpM3Q6HVlZWbRr9zg2NjaMG/cMen0Zbm7ufPDBx9SuHcCqVSs4ceI4desG88wzY6lX7/ZFunNzc9iy5TfUahs8PDwICAjAycmJxMREjh07hpOTE40aNaKgoABbW1tsbGw4dOgQVlYVf61bW1sr/31jAW0wbcd78skniY6Oxmg00qxZM1avXk1JiWmVlE6nY/fu3Tz99NMAtGnThry8PK5evYq9vT1dunTB2tq60rFVKhVnzpwhKCgILy8v4uPjcXNzZ+nSHygq+pqAgEDq1g3m/PlzSp8WLSLNYvz001Li402JsLy8XObOncWiRT9iY2NTYbwrVy7z/vtTyM3NQaVSMWzYCGrV8r/t571w4Xf89pupiHjLlq2YNGkKer2e9957R5lbYGAgo0ePw2g08vjjnTh2zLT6rCq1moQQQgghhPg7k6SSEOKhsn79apKSzgPg7u7Oxo2/0LNnH/z8apk9V1ZWxvz589i163dcXV0ZO3Y8rVu3BeDxxzuwZs1KpUC0i4sr7ds/TnZ2NrNnf4nBYCpAHR19iPHjJ9C7d190Oh1jx45UtsTl5ubw009LaNy4CStXLgdMK56mT5/GggWLUavVN32Ha9eu8fbbb5KZmcnlyymUlZUycuRItm7dSkFBAWDaBpeamkrPnj1ZsWKFkvRycHDAzc2N3NxcwLQFLTQ0FK1WS2JiItbW1ri7u5OTk6OMFxwczNq1a0lPT0elUqHX65VtduUKCgowGo3s3buX2NhY1Go1HTp0oHHjxsrJa02bNiUhIUFZKRUQEMAff/zB5cumFWNWVlb4+vpy6dIlbG3tALh06SItWkTQoUMnzp07S8OGjRk9epzZ2BcvJpldazQaMjMzKk0WrVy5XNlKZzQaWbVqBd2797zl6XxxcbFs2rRBuT58OJodO7ZjYaEyS3ZdvHiR/v1dlXpOW7b8CkhSSQghhBBCPLokqSSEeKhcnyy5vu3GpNKmTb+wbdtmwLS6adasGSxcuJicnGy2bNlM8+bNsbMzJWg6d+6Ki4srhw4dUBJK5c6ciad3774UFhZWKOidmZnBsWNHzdoKCvI5fz6RBg3CbvoOR4/+YbYNy2g0Eh8fX+HdsrOziY+PN1tZpdFoaNOmDWq1GqPRSFBQEFqtluXLlyvz8/DwoGXLlhw5cgR3d3fy8vJIT09Xxjp16hQ1a9bk6tWrStzg4GDi4+M5fvw4YFrdtGfPHgIDA3F1dSUrK4sTJ07g5+eHm5sbfn5+qNVqVq5cqcQoKysjNTWV0lLzlWBZWVm8995HN/08GjduqiQKAWrUqEHNmn6VPnvjZ2QwGMjPz79lUunKlZRK2i7j6upaob2wsOCmcYQQQgghhHjUSFJJCPFQ6dChMz/9tES59vb2rjSBc/p0vNm1Xl/GwYP7+eGHhUr9IEdHR7755ntcXEzJheDg+lhYWJollkJDTbE9PT2pXz+UhIQzyr22bduj0Wg4efK40mZlZYWfX+UJkXJ2dnYV2qytrQkMDOT8+T+TK4GBgZWueLKzsyMoKEi5jomJMUt4ZWdn06ZNG+WZ8tVP12vUqBG+vr6kpaXh5+dHREQEu3eb15UyGo2kpaVhZWXFqlWrlO1ylpaWhIaGKtfXs7CwwNHRwawtIqJlpZ9DuREjnqakpITDhw/h51eLsWOfU1ZH3ahjx07Exp5SrgMCAgkMDKr02XLNmkVgZWVllpyLjGxFjRrerFq1QtkyaGdnR5s27W8ZSwghhBBCiEeJJJX+5jp37oxarcbGxgadTkdERATTpk0zq6FyJ9555x0aNmyo1Ey5Xv369ZWiwCUlJYSHh/Piiy9Sr97tT6+qqvKxLSws0Ol09OjRgzfeeOOu44waNYpx48bRqVOnvzyXxYsX069fPzw8Kq54eO655+jSpQsjRoxQ2oxGI127duXzzz+nZctb/9F8vfT0dCZNmsSPP/74l+f6KHvssdY0btyY1NRU+vTpx4ABQ8xq/RiNRgoK8gkLCyc6+qDSbmVlxdWrV80KUhcVFREdfZDu3XsBpq1kzz8/gTVrfqagoICuXbvTo0cvsrOz2bZtM3Xr1qNGDW/y8vKIiIikX7+BpKWlkpR0ntjYUzg4ODB27HMcOnSAY8eOEhRUh/79B1VIIgUF1SEsrCHx8bGAKaFkb2+PpaUlRqORnJwcfHx8ePzxx9FoNMTGxiqnwfn5+WFhYUFUVBRg2pJ2ffHscuVtZWVlhIWFER//Z5LNxsaGoKAgQkNDlbbi4mJ8fX3NinyrVCp8fX05f/68WQJJr9dz9uxZHnvsMfz8/Lhy5YryGXt4eODjU5OAgCAuXrxAmzbtGD58JABJSec5ezaB0NAGSiLozJkzTJ/+GcnJl2jSpBmvvfYmrq5ugKmwtrOzCyqVShm7S5fuGAxGDh8+hK9vTQYPfsLsfmW8vLx466132LhxA6WlJfTu3Y9GjRoD8MUXs4mKWou1tZo+ffrh6ekJlJ/MV3rXv2uFEEIIIYR4mEhS6SEwd+5cQkJC0Ov1jBw5km3bttG7d+9qHWPFihU4ODhgMBj4+eefGTFiBGvXrsXf//YFcKtrbK1WS58+fejcuTNNmjT5n497o6VLl9KmTZtKk0pDhgzhhx9+MEsqRUdHY2FhQWRkZIXnb6asrAxvb29JKFXBDz8sJDY2RrkuTwIAnDt3llmz/kF6ejo1a/rRqlVrTp48jouLK2PGPEdmZkaFeOUnvB0/fpSvv/6K3Nwc6tUL4dNPv8TLy4uiokImTXqNvDxTDSN7e3tmz/4GW1sb3nvvbeLj43B2duGll16jQ4dOrFu3muXLfwIgOvogiYnnePfdaYDp1LMZMz7j8uUUatSowTPPjGPNmhWcOXOaXbt2AaYE07Bhw7CysmLdunVkZmbi4OBAREQEfn5+ODo6snz5ciVplJycTO/evVGr1Urix9XVlZo1axIVFUV+fj5paWmEhYWh0WiwtbUlIiJCKYKdnZ3Nr7/+Sk5ODk5OTtSrV4/k5GRsbGwICQkhKyur0oLZRqORHTt2YGtrS5MmTXB0dKRevXrs27cPjaaIM2dOk5eXS2zsKfLz84mOPsiCBfMAU7LqxRdfoUuX7nz88cckJ5tqMp04cYyFC79n6NDhzJz5Dy5fTsHb24eJE98mODgEo9HId9/9i+3bt2JpaUFAQKCSgLoZrVbLnDlf8scf0djb2zN69Djat+8AQFFRIQsXfk9MzEmcnJwICwvH378269at5ueflxEfH4uPj68kl4QQQgghxCNLkkoPEZ1Oh06nw9nZGTD9S/qcOXP4448/KCkpoX79+nz44Yc4ODiQnp7O5MmTyczMVFY23AkLCwtGjBjB4cOHWbZsGW+//TYbNmxg6dKlygqPt99+m9atW/Pbb7+xbt065s+fr8ync+fOrFy5krS0NKZPn47BYKCsrIwJEybQt2/fW46t1WopKyvDyckJqLj66PrrxMREpkyZQnFxMSEhIeh0OiVO+T2tVktoaCjJyclMmDCBTp06kZGRwSeffMLVq1fR6XT06dOHF154gXnz5pGRkcGrr76KjY0Ns2bNMlup1aVLFz788EPOnz9P3bp1AVi7di2DBw9GpVJx8OBBvvrqK3Q6HXq9nhdeeIE+ffoo8w4NDeXkyZO4uLgwbdo0hgwZQnR0NAATJ07kwoULlJaWUrt2bT777DNcXFyIjo7ms88+o0mTJhw/fhyVSsWcOXOU8VevXs3SpUsBUyLi+++/x9PTk927dzNv3jxKSkqwtrZmypQpNG3a9I5+/g+648eP8ssv65RVJP/852x2796Jt7c3APv371NW9CQmnsPNzY2QkBBOnjzO88+PwcPDA61Wi0ajAUyFvleuXMbKlcvYs2cXOl2J0vfEiaM0adKUy5dTzFbvALzwwjiuXdMqBaoBTp06QYcOHTl06AAaTbHSnph4joyMNKytrTl8OFopsJ2YeI5Tp07g7OxMfn4+NWrUAEy1jE6cOPHfYtWmuksajYaEhATatGnD0aNHzVYmGQwGsrOzGTx4MCdPnsTd3Z2GDRty7Ngx8vPzAdPvjjNnzvD0009z+PBhVq1ahbu7O506dWLPnj1KnaLCwkKsra2ZMGECmzdv5uhRU70oe3t7fHx8SEtLA0w1j67fcqdSqRg0aBCurq5oNBri4uKwtlYr73n8+FGys7MoKflzldiUKW/x2GNr2bNnFwaDUWm/cuUyUVFrycvLU/qfPHmctm3bkZqayqlTJ5VnT5+OZ8eObbi7u9/0O5OYeM5sS+GkSa/z+OPrsLW15cyZ01y6dEm59+qrL9CiRSSHD5v+39Rqi0lJSWbr1s306dPvpmMIIYQQQgjxsJKk0kOgPNGRnJxMu3btaNeuHQALFy7EycmJ1atXA/Dll18yf/583njjDT755BMiIyN5+eWXSUlJoX///rRvf+e1Qpo0acL+/fsBaNeuHX379kWlUpGUlMSYMWPYs2cP3bp1Y8aMGaSkpODv78+vv/5KkyZNqFmzJtOnT+fZZ5+lb9++GI3GCidNXW/48OEAXLp0iREjRlCnTp3bzm/y5MmMGjWKQYMGceLECbMVRJMnT2b06NEMGDCAmJgYhg0bptx7++23efHFF4mMjKSkpIQxY8bQqFEjJkyYwKpVq5RVYTdSq9X069ePNWvWMHnyZIqKiti+fTu//mo6HSosLIxly5ZhaWlJVlYWgwcPpl27dri4mFbBpKSksGzZMqysrMwSEQDvvvuu8kfxnDlzWLBgAZMmTQJMCbLPP/+cjz/+mHnz5vHtt98ya9YsoqOj+f7771m2bBleXl5oNBqsrKxITk7m22+/ZdGiRTg6OnLu3DnGjx+vrIL5u7t48UKFtqKiQry9vTEYDEpCqVxBQQEnTpxQko5ZWVn4+fkRGtoACwsL3NzcUKlUaLVaJaFUrvw7a2lpWWFMS0vLCt/psrIytFotarWNWVLJyspKiXFjn6IiDY6OjhXiG41GsrKyKsxHp9Mp36nr5efns3r1asrKynBwcCAgIMCsEDiYkk87d+4kJcVUtDotLY2NGzcq9YTK5eTkkJaWRkJCgtJWXFxMcHAwHTp0wGAwoNVq2bhxo9l8ExIS8Pf3p7S0lLKyMiWpVD53vd58i57BoEetVmNvb09RkUZpd3NzIyMj/YbPqeimv0cKCwtvmVS6sY/RaKSoqAhbW9sK9/R6A9nZ5p87VP69E0IIIYQQ4lEgSaWHQHmiQ6fT8corr7B48WLGjBnDjh07KCoqYsuWLYBppVB5jZTo6Gjee+89APz9/WnduvVdjWk0/rlyICUlhYkTJ5Keno6VlRVZWVlkZmbi5eXFk08+yYoVK3jrrbdYtmwZr7/+OgCtWrVi3rx5JCcn07Zt21tuZyvf/lZQUMDo0aPZvn07Xbt2venzRUVFnD17lgEDBgCmmjLliaDye/36mVYVNGrUiPr16wOmP4wPHz5sdnqURqPh/PnztG3b9rafyRNPPMFzzz3HxIkT+e2332jevDk+Pj6A6Q/xqVOncunSJSwtLcnPz+fChQvKCqF+/fqZ1f25XlRUFBs2bKC0tJTi4mICAwOVe0FBQYSFhSnvuXPnTgB27drFgAED8PLyAkzHzAPs3buX5ORkRo4cqcQoKysjKyvLbJvY31WTJk1RqVRYWVljZWVNvXrBfP75TEJDGwDw/vtTzIo4N2rUmJiYU2Yx/P1rM3fuPIxGo1KLx2g08uqrE7h8+c9Twrp160H9+qHo9QY2bdpAcvJFALy9fZg58ys2bIhi5crlyvMeHp58/PE/OHfuLN9++0+0Wi0WFhaMHz+Bnj1N21W//PJzDhzYp/Rp2LARxcUaZfUSmBJWjRub6v1cXwfJy8uLy5cvU1xcTEBAgLLCJigoiMTERKUItUajYf/+/QQGBiorjcBUR+nGpFthYSG1atUyS3TWqlWr0gLcOp0OCwsLCgoKsLW1rXC//Dvo4uKCp6cnvr5/Fivv338QlpaWrFu3Wmnr2bM3Hh6edOjQnj179pOSkkyzZi146aVX+de/5prVw2rcuCkfffQpMTEn+eCDqUq7SqVi9uyv8fevXWE+5X77bRPz53+rXNvZ2fHttwuxt7dn9eqf+c9/lir3nJ1dmDFjNi+99H/o9WUkJp4DoGnTZjeNL4QQQgghxMNMkkoPERsbGzp27MiuXbsYM2YMRqORadOm3XXC6E7ExMQQHBwMwJtvvsk777xD165dMRgMNGnSRFn5MWzYMAYNGkTnzp0pKChQ5jJmzBg6d+7MgQMHmD59Om3btr1tAW5nZ2fatGnD/v376dq1K5aWlmbbfK7f4nY7lRXuNRgMqFQqVq9e/Zfqo4SGhlKjRg327NnDmjVrGD16tHLvww8/pHPnznzzzTeoVCp69OhhNl97e/tKYx45coTly5ezYsUK3N3d2bBhg9kR7def/GVhYWF2etXNtG/fnhkzZtz1+/0d1KlTj9dfn8Q770zEaDTyyitvKAklgDfemMTChd9z7txZwsMbMnbsc0ya9DpZWX+u2vHxqcnEia+RlJRIWFg4r746EW9vb6ZMeZ9Fi+aTknKJ8PBGHD16hG3bTAnbmjX9eP31t7CwUBEZ2QpbW1uGDh2OVqslOvoA3t6+WFpaMmHCsxiNRpo3b0HPnn0IDKyjJP4AJkx4GbVaTWxsDLVr18ZoVLFjxy9YWKiIiDCdUBYSEoKbmxsdOnRApVKRnJyMp6cnxcXFbNq0CTB9LwYOHIiLiwtqtZoFCxaYfU75+fk0adKEQ4cOkZ2djZ+fH23btiU2NtYsgWVvb0/Pnj3Zt28fV65cwcPDg+DgYJydnXF1dVW2oKlUKnQ6HcuXL1fG9/f3V1Y9ubm5ER4erjzbtGlzatasxeXLydSrF0JWViZFRUV0794LGxsbXF3d+Pnn//x3i6YlgYF1WbFirfL/7UsvvYqtrS1xcbGEhNTn2WefB6BRoyZMmPAyGzZEoVarGTx46C0TSmBKXhUU5LNz5++4u7vz9NNjlP8fBw16guLiYg4c2IuXlzdjxozD29uHqVPfZ/ny/3D16mVq1vSjbVs5EU4IIYQQQjya7qyQjvhbMBgM/PHHH8pKls6dO7N48WJl+0pRUZFSO+Sxxx5jzZo1gGml0cGDByuNWdkYK1euZO/evcqWsvLVDABr1qwxW8Xg7u5OmzZtePPNN3nqqaeUPwovXLhA7dq1GT58OM888wwxMTEVB7tBSUkJx48fV96vdu3aSr/ExEROnz4NmI6BDwkJYcOGDQCcOnWKs2fPKveCg4OVrTlxcXFm91q0aKHUgAJITU1Vtgk5ODjccpsemAp2f/3111y8eJEuXboo7YWFhfj5+aFSqdi/f79ZnZZbKSgowNHREVdXV0pKSpSf2e107NiRqKgoZYuURqNBp9PRtm1b9u7dy7lz55RnT506dbMwf0uPP96R2rUD0Ov1/PTTEtav//Mzc3f3YPLkqSxYsJjXX5+Ei4srkydPpU6duqjVatq0aUda2lWSkhIBiI+PY968rwFT4uj99z9i/vzFBAXVIScnW4l79eoV9Poy/P1rs23bZmJjY7CysmLcuPF8//0P9O8/kBMnjikr/I4dO0pRUZFZQgnA0dGJ116byIIFi3F1def48SOUlZWh0WhITEykZcuWuLmZCk+r1Wq6du3KuHHjiIyMJD39zy1hJSUlJCYm4urqir29PX5+fmbjBAcHo1KpUKvVGI1GpVh3u3btCAgIQKVS4erqSq9evXBwcKBHjx5069aNK1eusG3bNpYuXUp4eDiRkZGEh4fTq1cvLl68aDa+Wq1m5MiRdOnSBZVKxQ8//MCKFSu4du0ajo6OfPDBx/zzn/OIi4vlwIF9nDp1gq1bf6Nhw8akpaWa/R45d+4scXGxyrWTkzOvvz6JBQsW89ZbU3B3/7N4fvfuvRg5cjQFBQXMnv0lc+Z8ecuEs0ql4sknn+K77xbx2WdfEhYWrtyztLSkXr1gnJ1dKCnRKb8LmjePYNy48RiNpt89kya9Tnp62k3HEEIIIYQQ4mElK5UeAuU1lUpLSwkODuall14C4Pnnn+ebb77hiSdMR2qrVCpefvll6taty7vvvsvkyZPZuHEjtWrVolWrVrcco7yuUUlJCWFhYSxfvlw5+W3KlCm8+OKLuLi40L59e1xdXc36PvHEE2zevJlBgwYpbT/++CPR0dFYW1ujVquVrXg3G9vCwgKdTkfLli2VZNb48eN57bXX+P333wkLC1O2gQHMmDGDKVOmsGDBAkJCQmjUqJFy74svvmDq1KnMnz+fkJAQQkJClOLfM2fO5PPPP1e2xzk4OPDpp5/i5eXFM888w9SpU7G1ta1QqLtc3759+eKLLxg2bJjZKqKJEyfy0Ucf8fXXX5ttubud9u3b88svv9CjRw/c3NyIiIi4owRcq1ateP755xk7dqySPPjuu+8IDAzkyy+/5N133+XatWuUlpbSvHlzZTvVwyApKVFJQOTm5rBkyb8JCAikWbMWlT4fHBzCrFlzAdNWwKFDB5jdP3cuoUKf8qL01zt58jjffPOVkjgaNmwEI0Y8DZiSkzdKS6vYdr34+Fiz67y8PM6ePcuRI0coLCwkODiYjh07YmlpiV6vr9DfYDAoiZnevXtz+PBhsrKyCAwMpHnz5qSlpSmJoKKiIvbs2YOHhwcDBw4kKSmJ/fv3s3HjRho0aED79u05cOCA8t5Go5EjR44wfvx4LC0tyc3NNdsSC6aVg56enmzZskXZUpqenk5JSQm1awcCEBt7ioKCfLN+Bw7sxcam4va5goJ81q5dhVptQ8eOnXB0dKr0cysqKmTOnBnKu+/Zswtf35oMHz6y0udvJTHxHDNn/kN5txkzPmP27K8JCAjkn/+cqRQiP3/+HAsXfq+c4ieEEEIIIcSjQmW88S8BIarZt99+S2ZmJtOmPRh/cGk0Guzt7VGpVCQmJjJq1Cg2b95caYFjUVF2dpHZaVz/S15eTmRm3np12I02bFjP1KmTAahXz7RFc8iQYTz99OhbdVO89dYbJCaeVa4jIlpWSBZkZ2fzxhsvKSvXPDw8UavVpKZeVZ5Rq9X8+OPPSvsrr0xArzdtT1SpVMyYMUeZX2XmzPmSPXt2kZh4jtLSEmrXrq2calfuscceo1WrVhiNRlasWEFGRgZgWmETFBREUlISYCoU37lzZ7Ntn8eOHWP9+vX/nb9ppU/Lli1p2rQpixYtMktUPf7445w4cYKCggKlTaVSMW7cODIyMnB1dWXHjh1cuXJFud+zZ0+Cg4P5+uuvzd4rLy+PXr36MHPmXC5dusjrr79kdn/o0OG0bdued96ZyLVr17C2tqRWrQAyMjLQaEw1n7y9vZkz51/Y2dlV+NxiY2N4//13zNqaNWvBBx98fNPP+mZ+/nkZK1b8x6xt1KgxdO/ek1Gjhis1lerVC8bd3YNFi5ZWFkZUwV/5HSAeLvIdeLTJz1/Id+DRJj//e8/CQoWHR8WDgm5FViqJ/6k+ffpgaWnJokWL7vdUFMePH2fGjBnK6oPp06dLQukhEhxccRVYvXoVT+y7mTfffIt//eufnDt3loYNGzNhwssVnvHw8GD27G/49dcN6HTXGDp0OO+++7bZM3q9ge3bt/Dbb5uwtrZmwIBBJCWdR6/X07fvgFsmlADGjn2O/Px8EhPPYWtrS2RkZIVT+sqTOCqViiFDhnD69GmKi4txcnLi999/V56LjY3F39+fvLw8Tp48iZWVFXXr1q0wpre3N+np6RVWPl25coUGDRoQHR2ttPn4+PDTTz8pW8uaN29OQEAAeXl5qFQqzp49S05OjhKzXPmqQICAgED69x/Ehg3rMRqN1KlTl379BuDk5Mzcud9x6NB+atf2JS7uLKtWrVD6paenEx19kI4dO1d4hzp16mJra2t2at31W9ruRu3aARXaatWqjaOjE3Xq1FWSSmAqEi+EEEIIIcSjRpJK4n+qvHDwg6Rdu3a0a9fufk9D/I+EhjZg6NAn2bdvL2q1mr59B/DYY3derN7XtyaffPLFbZ/buXM7UVHrMBj0xMfH0aVLN378cbFyv1GjRixY8J1yffHiBb766l+VJioq4+rqxsCBg9m7dxc63TW8vb2xtrY2W6nk6urKgQMHKCkpITw8XDlF8dixYxXixcfHm9XyOnHiBDVq1CA7Oxtra2uaNm1KnTp10Gg0WFhYmBXB9/HxoUWLFjg4OJCSkoKnpydpaWlmtYqOHz/Oc889R0xMDIcOHQIgKSkJX19fAgICSEtLw8fHh6ysLLKzs5XT9caOfY7u3Xvxyy/ryM/PY/fuXfTu3RcvLy/69RuIl5cTZ89eqPA+lpaWlX5u9vb2vP32u/z73wvIzs4iIqIl4eGN0Ov1N+1zM4891oYuXbqzY8e2/xYYb8HatSv5+uvZNGjQkBYtIsjMzKRjx848++z/3VVsIYQQQgghHgay/U0IcVce9O1v5YxGI0ajEQuL6j+PID09XTnJrVy/fgOJjGzJyZMnCAqqQ1LSedauXWXWb9y45+nXb8CN4SoVHx/He++9zblzZyktLaFmzX3KqtcAACAASURBVJp07NiRAwcOUFRURJ06dUhNTaW4uBgwJVmGDx+Op6cnWVlZLFu2zGx+gYGBZsW0wbRqyMvLiz59+ph9TgkJCezduxetVktoaCidO3eukJBZvXq12XY3gFGjRrFhwwblVLhyzz//PMXFxaxatYqrV69iba1mzJhnmTjRtLrrq69msnv3TuX5AQMGM2bMs4DpO5CQcJGJE18jL890Ml2tWv7MnPlPbGxsbvkZ/vLLOpYs+QGDQU+NGjX48MNP8fWtecs+lSkoyMdgMDBp0utkZ2cp7X37DlBOnhP/G7LsXch34NEmP38h34FHm/z8772/sv1NTn8TQjyUVCrV/yShBJCRkV6hMHVaWiqNGjXh6adH07Zte4KC6lToFxgYdMdj7N27y2wMnU6n1DF6+eWXCQ4OVhJKAHq9XjkB0dPTk169euHl5YWnpyddu3YlNDS0whjXrl3jxIkTLFq0iCNHjijt9evXp1u3bvj7+6PVaklLq3iy2fWF8cG0msnd3R0HBwezdrVajbW1NceOHTNb2bRv3x6Sky9RVlbG3r17zPrs3Pm72bW7uwdz537LuHHP07Vrd5588qnbrjoqKMhn6dLFGAymrXwZGRn8/POyW/a5GWdnFzQajVlCCSAu7vZF84UQQgghhHiYSVJJCCHuUmhoA9zc3M3aWrVqbZbkadu2PT169MLCwhJra2see6wNCxbMY9iwgcyZ86VyctjNeHh4VmhzdDT9q4GFhUWlq3SuP3HQw8MDR0dHDAYDBQUF1KtXj+bNm2NlZYWNjQ2NGzcmLS2N0tJSiouL2b9/v7I9LjMzk6ioKC5dusSFCxdYt25dhdVHYWFh9OnTh3r16tGiRQsGDBjw3/duq8xDpVLRrl07rKysKj0xT6vVYmlpaVZnCcDNza3CsyqVBZs3b2L79q3MmvUF77wzSTnhrTI5OTlKYfRymZkZN33+dmrU8MbJydmsrW7dW9fFEkIIIYQQ4mFn+eGHH354vychhPj70GpLuFebZh0cbCguvnni4H6xtLSkRYtIiooKcXJyonHjJmzdupn//Gcpp0/HExERiY2NLRERLenXbwD9+g1k8eKFZGZmYjAYuHTpImVlZTRt2vymY9SuHcCJE8dISjqPwaCnefPmNGvWTLnv7OzM1atXlRPZnJ2d6dy5M9bW1hgMBlasWEF6ejparZYrV65gaWlJmzZtiIyMJCIigpycHBISEgBTHaLyGP7+/sTExHD58mVlLKPRiIuLC76+vmZtMTExJCQkkJGRgUqlwt/fHycnJ5o0aYKPjw8Ap0+f5sKFCwQFBXHp0iWKi4uxtLQkIqIlI0Y8jUqlws3NnT/+OIzRaECtVhMZ2ZL169dw/PgxgoPrYm1tx5Ytv7Fnzy5l/NzcHPz9axMQEFjp5+fi4sr+/XvNTqwbMGAIISEVC7nfCUtLS+rUqcvp03EUFxfTrFkL/u//JmBjY/uX4ok786D+DhD3jnwHHm3y8xfyHXi0yc//3lOpVNjbq2//4HWkULcQQvwFtWr58+abk7l27RrPPjtKWaV06tQJ/vOfpbzwgunUOHt7e5KSzlNYaL4f/MyZ+FvGd3R0YtasuYwf/wyJiee4evUqS5cupWXLloSGhmJhYcHgwYNJTk7m4sWL6HQ6zpw5Q6NGjcjPz68w3sWLF2nZsiUqlQrALEFUrjwR5OzsXOHejSckJiYmcvLkSQAMBgOHDx/G39+fWrVqoVaruXLlCmfPngVAo9FQUFDAE088wbp16/D09OLjjz9X5tKhQycaNWrMhQtJZGZm8v33/1LGOXfuNHPnzkerLeZGt1rtpVKpmDbtE1atWkFaWiqtW7elZ8/eN33+TjRp0ozvvvs3paWlWFtbVymWEEIIIYQQDwNJKgkhRBWkpaWabXsDSEo6b3bt51cLR0dHioqKlLaQkIo1jm6kUqkoLS0jJSVFSWIkJibSsGFDZXVRRkaGWQHuXbt2UbduXXJzc81OcAP497//TVlZGe7u7tja2uLq6kpOTg55eXl4e3sTFxdHXFwcBoMBvV6vbHlzd3cnLi6O+Pg/E2EpKSlkZ2ebxd+8ebOSmIqJiTFL+mRnZ3PgwAGcnJwICqpTofaSu7sH7u4e/OMfn5i15+TkcOZMPB06dGL9+jVKTGdnF1q3bnPbzzA9PY24uFh0ums0bNiIWrX8b9vndiShJIQQQgghhIkklYQQogpq1fLHzc2d3Nwcpa1x46Zmz9jY2DB58lS+//5b0tLSeOyx1gwfPvKO4ltaWmJvb56AsbCwpEYNU/Lm/PkkrK3/XKKq0RTj7u5J06bNOXMmntLSMpydndHry7hy5SpgSvC0avUY4eENASrUhwLw8alJTk4OV65cRq/XYzSCt7fPdfOyJivrz6SSSgVBQXWV+kje3plmp8NZW1tTq1ZtLCwsqFu33k3f18fHfAWVSqWiRg1vvL19mDnzn2zbtgVLS0u6d++Fs7PLTaKYfPfdN5w8eRyAhIQzzJnzJbNmzb1lHyGEEEIIIcSdk6SSEEJUgZWVFe+9N41Fi+aTmppK69ZtGDZsRIXnGjVqwtSpH7B06Q8kJ19i7dpVDB8+EiurW/8aHjt2PLm5uWZt06d/Qf36ppVO778/hdjYU2bz+cc/ZuPg4EBJSQmFhYWkpFzio4/eN4vRokVLxo+fcNNxjUYjr746QUloaTTF9O8/mMcf76g8s3nzr/zyyzqsrKx44oknze7l5eUya9YXxMbG4OHhyYsvvkLz5hG3fFeAQYOGEBNzkqSk81hYWDJ69Ggl0VSzph+jR4+7bYxyN24xTEo6L1vXhBBCCCGEqEaSVBJCiCqqU6cen34645bPGI1GPvnkQ1JTTauFUlKSsbKyuu2KpXbtHich4TRbtvyGtbU1gwcPVRJKAE8++RRnz55RTkIbMmSYsrVMrVbj4eHB5cvJFeKW1zO6mcTEc1y+nGLWtnv3TrPEUc+evW9ap8jV1Y2pU6exYsV/SEm5xKVLF2nSpBmWlpa3HNfFxZVZs+Zy6dJFXFxcCA6uTWZm4S373Ez9+g04duyIcl2nTl1JKAkhhBBCCFGN5PQ3IcRdkdPf/porVy6zcuVyszatVkuPHr1u2U+lUtG8eQTt23fg0qWLHDy4j4SE04SHN8TOzp4aNbzp1q0HdevWY+jQ4bRv36FCjBo1vDl+/Cg5OabtanZ2djRt2pw9e3ah0RQREBBYIcmk1+vZtOkXs7YGDcJp1eqxO37nWbO+YMeObaSlpXLy5Am0Wi3NmrW4o76urq7Y2tpV6TsQHt6IixcvkJWVSXBwCK+++maFguPiwfYw/Q4Qf418Bx5t8vMX8h14tMnP/96T09+EEOIB5enphZ2dnVnx6tq1a99x/2+/nUtsbAwAhw9Ho9cbeO+9DwHTqqDKkknlLCws+OSTLzhwYB+FhYUkJ19k2bIfAdi69TdSUpIZNWqMWZ8aNWowcOAQ1q1bDYCHhydDhz55x/PV6XQcPnzIrG3fvj2MGzf+jmNUlaenJx9//Nk9G08IIYQQQohHjSSVhBDiHrC1tWXChFf4/vt/kZ+fh5OTCx07dr2jvkajkdjYGPR6PUVFRahUsGfPLtLT08yKZ9+KWq2mY8fOAAwfPtjs3pYtv1ZIKgE888xYunbtTnZ2FqGhYXe1dcza2hpnZxfy8/OUNg8PzzvuL4QQQgghhHjwWdzvCQghxKOiffsOvPbaJCwtrdFqi/nww6lERa29bT+VSoWXlzcJCWdISjpPfHwcSUmJTJjwHL//vvWu52FnZ3/L6+vVrOlHo0ZN7roWkYWFBc89939KIXJ7e3vGjHn2rucqhBBCCCGEeHBJUkkIIe6h1atXcH35ouXLf0Kn0922n7e3N9bW1pSWlmBhYYnRaESn07F06WKMd1nkauTIUUoNJZVKxVNPjbqr/neqXbvHWbRoKdOn/4OFC5cSHt7wfzKOEEIIIYQQ4v6Q7W9CCHEPFRUVmV2XlJRQWlqKjY3NLftZW1sTHBxCfHwcer0eMBXTLi7WYDQab3ua2/W6du1BgwbhnD2bQP36odSs6Xf3L3KHnJ1daNiw0f8svhBCCCGEEOL+kZVKQghxD3Xr1sPsunXrtjg6Ot5xP3d3D8C0nczOzo4uXbphYXH3v8r9/GrRqVOX/2lCSQghhBBCCPFwk5VKQghxDw0cOAQPD0+OHz9GYGAgPXv2uaN+rVu35YMPPmbfvr1kZWXi6OhIw4aN6d695/94xkIIIYQQQghROUkqCSHEPda+fQfat+9w1/2aNWtBs2Yt/gczEkIIIYQQQoi7J9vfhBBCCCGEEEIIIcRdk6SSEEIIIYQQQgghhLhrklQSQgghhBBCCCGEEHdNkkpCCCGEEEIIIYQQ4q5JUkkIIYQQQgghhBCPpJycHGrUcKZGDWfq1w+s1tjlcWvUcObixYvVGvtBIUklIYQQQgghhBBCPJJCQwOV/87NNSWYqsONcVq2bFwtcR80klQSQgghhBBCCCHEI6dPn273dLy6dWvd0/HuBUkqCSGEEEIIIYQQ4pFTUlJyT8fT68vu6Xj3giSVhBBCCCGEEEII8chZv/7XezpebGziPR3vXpCkkhBCCCGEEEIIIR45Dg4OTJkyTblWqVQcORJTLbFvjPPqq2/g6OhYLbEfJFb3ewJCCCGEEEIIIYR4OCQlnefEiWP4+9cmIqIlKpXqfk/pll5//U3CwxuSkBBPnz79qF07oFri1q4dwKFDx9i0aQP164fRrVv3aon7oJGkkhBCCCGEEEIIIaps//69zJr1BUajEYDevfsyfvyE+zyrW/v66zns3Pk7ALt27WDq1A9o0SKyynGPHv2Dzz77GIPBwI4d2zlzJo5XX32zynEfNLL9TQghhBBCCCGEEFW2bt0aJaEEsHnzbxQVFd3HGd1aTk42u3btUK4NBgPr16+tltjr16/BYDAo17t27SAnJ7taYj9IJKkkhBBCCCGEEEKIKrs+ofTflvsyj6qpnjlX/Cygkqa/Pdn+JoQQQgghhBBCiCobOHAwc+Z8qSRUunXr8UAXp3Z396B9+w4sX/4TWq0WlQqcnJyYNOnVKsfOyMjg/PlzlJaWolarGTPmOTw8PKph1g8WSSoJIYQQQgghhBCiytq374Cnpydbt26hUaNGdOrU9X5P6bZee20ihw7t53ziGRo29MDFOYtSXVaV47q5QItmXhw/mYWLiyuvvTaxGmb74JGkkhBCCCGEEEIIIaosKek8M2Z8Tl5eLvv27Qagc+du93lWt7Zly2+cOXMavb4IQ5mRcaNCqelrV+W4V1O1zPpnCkVFhWg0xWze/Cu9e/ethhk/WKSmkhBCCCGEEEIIIarsxx8Xk5eXC0BZWRmLFs2npKTkPs/q5jQaDYsXL8RgMG3Xy87Rse6XlGqJvTYqhewcHWCqr7RkySI0Gk21xH6QSFJJCCGEEEIIIYQQVZaZmWF2XVxcjEbz4J7+VlCQXyHplZWtq5bY5QmlciUlJeTn51VL7AeJJJWEEEIIIYQQQghRZW3btje7DgsLx83N/T7N5vZ8fWtSp05ds7aWEdVTTPvGOHXq1KVmTb9qif0gkZpKQgghhBBCCCGEqLInn3wKOzs7jh49QkBAAMOGjbjfU7qt9977kNOn4ygsSGHk8Jp07eRdLXF7dvPFysqCL2anYGvryLvvTquWuA8aWakkhBBCCCGEEEKIKtNoijhz5jQJCac5ffo0WVmZ1RZ77dpV9O7dhd69u7Jx4y/VFjc9PZ28vDzyC4o5l1jItWuGaol77ZqBxPOFaDTXKCoqIiMj4/ad/oYkqSSEEEIIIYQQQogq++GHhURHH6S0tJSkpERmzPgMo9FY5bgnThzjxx8Xk5KSQkpKMosWfc+ZM6erHLesrIwvvviUwsJCDAYjh49ks2Z99RTqXrM+heg/sjEYjGi1Wr744lPKysqqJfaDRJJKQgghhBBCCCGEqLLTp+PNrtPT08nJyan2uKa2uCrHTUtLVU6rK3fufGGV4wKcTTSPk5eXS1paarXEfpBIUkkIIYQQQgghhBBVFhrawOy6Ro0auLtXvVB3/fqhlbQ1qOTJu+Pj44uLi6tZW906jlWOC1CvrnkcZ2cXfHx8qyX2g0SSSo+AoUOHMmDAAHr37k1YWBgDBgxgwIABTJky5Zb9Dh48yIEDB+5ojFWrVvHGG29Uem/SpEl06NCBAQMG0LdvX8aNG0d6evpdv8etxhgxYgRdu3ZlwIABdOvWjXHjxrF79+67HuOvKisro23btrzyyitVjpWamsqYMWOUuPXr10enu/WxlpcuXaJt27Z3fU8IIYQQQoi/g+zsLCZOfIWcnOz7PZVq9zC929ixz9GiRSRpaamcPh1HvXrBqFSqKsdt3jyCESOextraCmtra8aMeZawsPAqx7WysuKtt6bg6OiASqWiRTN3hgz0r3JcgCED/WnRzB2VCtRqNZMnT8XK6uE7K02SSo+AVatWERUVxfz583FyciIqKoqoqCg+//zzW/Y7dOjQHSeVbueFF14gKiqKjRs3EhwczPz586sl7vU++OADoqKi2LZtG+PHj2fKlCls37692sepzK5du6hZsybR0dFVXt7p6+vL4sWLq2diQgghhBBC/M3t2LGNZ58dxY4d21mw4Nv7PZ1qlZ6eziuv/B9bt27mk0/+/qeDOTk507RpcwoLC7C3t2fz5k3VFjs8vBEeHp54eHjQoEHVE0rlatWqhYeHJ+5uDoSHuWBvZ1ktce3tLGkY7oK9vT329vbUqlWrWuI+aCSpJPjuu+/o27cvffv2ZerUqWi1Wk6fPs3q1atZu3YtAwYMYOHChZSUlDBu3DgGDx5Mnz59mDp1KqWlpXc1lsFgQKPR4OzsrLStXr2aJ554gkGDBjF69GguXrwIQElJCe+++y49evTgySefJDY29o7Had26NS+++CILFiwA4PTp04wYMYJBgwbRp08ffvzxR8C0Kqhdu3aUlJQofcePH8+vv/5KZmYmzzzzDP369aNfv3588cUXNx1vzZo1PPXUU3Tu3JlffjGdRGA0GunSpQvnzp1Tnlu8eDHvvfceAJ999hlDhgyhf//+jB07ltRU0/7aW60sulmfcp9++qky36NHj1Ya4/jx44waNYrBgwczePDge7qiSwghhBBCiLuxbdtmZs/+kpiYU+Tn57NkyQ9kZ2fd72lVi7KyMiZPfoPo6ENoNBqiotbx22/Vl4S5H1auXM4nn0yjuLiYvLw80tLSWLJkUZXjpqQkM23au6SlpZGWlsb7779DenpaNcwYpk//kEuXLpGdU8TS/1xg6/bqibt1expLfrqARmP6LKZP/7Ba4j5oHr61V+Ku7Nixg02bNrFixQocHByYNGkS3333HW+88QZPPPEEer2eSZMmAaaE0OzZs3F1dcVgMPDWW2+xfv16hg4dettxvvvuO1asWEFWVhbOzs4sX74cgOjoaLZv386yZctQq9Xs2LGD9957j59++olly5aRnp7Opk2bKCkp4amnniIoKOiO361x48bMnj0bAH9/f5YsWYJaraaoqIghQ4bQrl07goKCaN68OZs3b6Z///4kJyeTkJBAt27dWLJkCXXr1mXaNNO/GOTn51c6TlZWFkePHmXWrFn4+fkxffp0xowZg0qlYuDAgaxbt47JkycDsG7dOiXeCy+8oOwvXr58ObNmzWLmzJm3fKdb9cnKyqJx48a8++67HDx4kIkTJ7Jt2zaz/nl5eXz00UcsXLgQT09P0tPTGTp0KL/++iuOjtWzd1gIIYQQQojqsmfPbrPkgU6n4+uv5/Dhh5/ex1lVjzNnThMfb/4P5wsWzKNXrz73aUZVt3fvbjIy/ix1otVqWbJkEaNHP1uluAcO7EOvL6OsrJTS0lLi4+N46aXnCQwMrFLc4mINe/fuRastxsrKdEpd9B/Z9OhW9dpH0X+Yb2c8f/4cqalX8fWtWeXYDxJJKj3iDhw4QL9+/ZSEwrBhw5g5c2altYsMBgMLFixg3759GAwG8vLycHFxuaNxXnjhBUaMGAHA3Llz+eCDD5g7dy47duwgPj5eSUwZjUY0Gg1g2n43ePBgrKyssLKyol+/fne1Wul6xcXFTJs2jbNnz6JSqcjKyiIhIYGgoCBGjRrFrFmz6N+/P8uXL2fo0KFYW1vTtGlTfvrpJ+zs7GjZsiXt2rWrNPb69evp0qUL9vb2REZGotVqOXXqFI0bN2bgwIE89dRTTJw4kYSEBK5du0bz5s0B2L17N8uWLUOr1VJaWoq1tfVt3+NWfWxtbenbty9gWqllYWHBpUuXzJ45evQoly9f5tln//ylrlKpSElJoUGDqhe6E0IIIYQQojp5eXmRm5ujHEtvNBr5449D93lW1cPDw6PCu125Uj3H2d8vnp5eZtcWFhZYWFR9g5Snp2eFNltb2yrHtbZWV5ifm5u6ynGVOBevH8saJyfnmz7/dyVJJXHHoqKiOHXqFMuWLcPBwYFvvvmmwvarO9GjRw+WLFkCmH5xDhs2jJdffrm6p0tMTAwhISEAzJo1C19fX2bMmIGlpSXPPPOMUvy6PBF04sT/t3fncVVV+//H34dBUHAAp3AIw5tTzoJaDiUOIDJpGQ5Z1jXrmjmlhsM3b2om+rXu1zLTW7e6ZVJXUVJDzXBKC1DLNNM0h7ipqDgACiKc/fuDh/sngiCKnIO+no9Hj0d7r73X+uy919nlx7XW/kmxsbFasWKFJMnX11cxMTHavn27YmJi9OGHH5rT5q4VExOjtLQ0+fv7S5LS09O1fPlytWzZUvXr11eDBg303XffaevWrerXr58kKTk5WVFRUVq2bJnq1aunpKQkTZ48ucjruZlzilsEzzAMNWvWTP/+979v4g4CAAAAtvXkkwMVE/MfJSf/IcMwVLNmTQUGlt+RPNfy8qqjzp27auvWzTIMQxUquKhfvydsHdZtGTLkGS1Z8olyc3Ml5SXOSiOp1KXLY9q8eZMOHTooJydnDRgwWJGRU+XoePvrH61aFaspUybKas1QtWoV1C+sdNY+6hdWT78fyZCULYvFoiFDnr0rZ4ewptI97pFHHtGaNWt08eJFGYahZcuW6ZFHHpEkubu7Kz093Tw2PT1dHh4ecnNz04ULF7Rmza3N901ISDCHKXbr1k0rV640vwaXm5trjkbq2LGjYmNjlZubq8zMzBK1l5iYqPfee0/Dhg2TJKWlpcnLy0uOjo7av3+/du3ale/4p556SqNHj5afn59q164tKS+JU7lyZQUHB+vVV1/Vnj17zL9FuOrHH39UVlaWtm7dqvj4eMXHxys2NlZxcXFm0qpv3776z3/+o7i4OIWHh0vKu5cuLi6qWbOmrFaroqOji72m4s7Jysoy79EPP/wgq9Uqb2/vfMe0bdtWv//+u5KSksx9u3fvLrZtAAAAwBbuu89LX3yxQt7e3vL29lbNmrU0ePAztg6r1MybN18NGzZU3bp11bBhQz3//Ahbh3RbGjZ8UM89N0yVK1dWrVq1VKVKlVJ5XhUqVNCECZFq0KCBHnjgAY0e/UqpJJQkKTg4VE2bNpPXfVU15qVGqlunUqnUW7dOJY15qZGqVMm7F8HBoaVSr71hpNI9zt/fX7/99psiIiIk5a1D9OKLL0rKG1E0cuRIhYWFKSQkRP3791d8fLwCAwNVo0YN+fn5mRno4lxdU8lqtapKlSqaNWuWpLxpWiNHjtQLL7wgq9WqnJwcBQUFqXnz5ho0aJAOHjyooKAgeXh4qEWLFkpLS7thG9OnT5ebm5syMzNVt25dzZo1S48++qgk6aWXXtKrr76q6Oho+fj4yNfXN9+5oaGhmjlzpgYNGmTu++GHH/TJJ5/I0dFRVqtVr7/+eoGRQMuXL1dISEi+/XXq1NGDDz6odevWKTQ0VAEBAZoxY4batm1rJqyaNWsmf39/BQUFqVq1auratat+/vnnIu9hcefUqFFDu3fv1vvvvy8pb3TW9VPqPD099d5772nu3LlKS0tTTk6O6tevr0WLFhXZNgAAAGArtWvfp/Dwx7VmzVcKCOgtT8/qtg6p1FSvXkPBwWFas+YrBQYGlftr27Ztq5KSkpSenq709HRdvnz5ttdTkqQLF85r3LhR5kedxo8fpXnz3pGbm9tt1/3OO29r375fZBgXNf3NXzTmpcZq2aLabdf7857z+seCA0pLu6y0tHS9887bGjVq3G3Xa28sxvVDL4B7UEJCgmbNmqXY2Fhbh2L3UlMzZLWWzWujZs3KOn06vfgDcdeiD9zbeP6gD9zbeP64tg+kpp7RrFmva8qUv5f7xMv17qZrGz9+jLkg9alTKbrvPi+tX7/5lqZ9Xfv8v/pqhT766AMdOpT3Ze2//OVBjRjxsnr2DLyteM+eTdWwYc/o4MHfZBgX5V3fWU2bVNGr45rdVr2SNHvePu0/kKZfD+R9abx167b64INP7PoZOzhYVL16yZ4VI5Vwz4uMjFRCQoLmzp1r61AAAAAAFKJ69RqaN+8dW4dxR9xN13Z1zIqXVx15edUplfWUrq23uH2l09adq+duHNLDmkq4582ePVsbN24sMCUOAAAAAHDzwsP75VsapGfPgFJZnPrRR7vJw8PT3K5Zs6YeeaTLbdfr6VldXbo8am5bLBYF9PC67XolKbCnV7570aXLo6pe3X5HKd0qpr8BKBGmv6Es0QfubTx/0AfubTx/0AfKp19/3af16+PUokVLdevWo9gvVN/I9c//woXzeuedf8jBwaJRo8bJ3b1yqcRrtVo1cGA/nU39TTOn+cinQel9oe3I0Qy9OOqgKrlV1pYtiaU2cutOYfobAAAAAACwicOHf9ecObN0/vw5fffdFkmSv3/PUqm7atVqmjr176VS17XWrYvT/v2/Kjc3QwveP6hXRjdRHa+Kt13v8ROZevf9g0pLT1d6xiWtXfu1goKCSyFiXPkxBwAAIABJREFU+2LfaTIAAAAAAFAufPrpxzp//pwkKScnRx9+uFjZ2dk2jurGLl68qI8//sCciZF69rJWfJVcKnXHxCYr9exlSXnrP33yyYe6ePFiqdRtT0gqAQAAAACA23b69Kl825cuXdLFixk2iqZ4aWkXCiS9zqReLpW6ryaUrsrOztaFC+dLpW57QlIJAAAAAADctk6d8i+e3azZQ/kW2LY3Xl515OPTMN++9r6ls5j29fX4+DRUnTp1S6Vue8KaSgAAAAAA4LZFRAxSxYoVtXPnDnl7e+vJJwfaOqRiTZ36d/366y/688+jcnGtqh0/OmvnT2duu17DcJaLq6dcXS/Izc1dU6ZMK4Vo7Q9JJQAAAAAAcNsuXszQ/v2/6sCBX3Xp0iWdOXNaVapUtXVYRUpJSZHVapXkrPQMdzk4NZaT0+2nSnJycpRx8RcZxgU5O1fQqVOn5OlZOqOg7AlJJQAAAAAAcNs++ugDJSR8L0k6fPiQ5syZpYULP5TFYrFxZIXLyclRVNQbqlixkjkN7qGHWuj55/9223X/858LdezYMTVq1ESSFBX1hv75z49LJWFlT1hTCQAAAAAA3LZff92XbzslJUVnz561UTTFO3nyhPm1uqv27/+1VOq+/l6cP39OJ0+eKJW67QlJJQAAAAAAcNuaNGmab7tWrVry9LTfhbrvu89LVatWy7evUaPGpVJ348ZN8m1XqVJV993nVSp12xOSSgAAAAAA4LY9++wwtWvnJwcHB3l7N9D48ZPsduqbJDk5OWnChEmqV6++HBwc1aHDwxo8+JlSqXvw4GfUocPDcnBwVL169TVx4uS7buqbxJpKAAAAAACgFFSpUlVTp/7d1mGUSL169dS6dRvVrFlLrVu3lZubW6nU6+bmpjZt2ik7O1t169ZVvXr1SqVee0NSCQAAAAAA3JMefPD+fNuPPeavL79cedv1+vm11B9/HDO3J02aoFOn0m67XnvD9DcAAAAAAHDPWbbsiwL7Nm2KL5W6r00oXTV79oxSqduekFQCAAAAAAD3nP/5n8ll2t5bb80t0/bKAkklAAAAAABwz3nvvcVl2t60aW+UaXtlgaQSAAAAAAC453Tr1l3Ozs759g0b9mKp1N26dbsC+1566eVSqduesFA3AAAAAAC4J/35Z+odqXf9+o13pF57w0glAAAAAAAAlBhJJQAAAAAAAJQYSSUAAAAAAACUGEklAAAAAAAAlBhJJQCAXapfv7YcHPjPFAAAAGCv+L91AIBdSU1NVa1aVXT5cqYMw1CtWlX0r3/9y9ZhAQAAALgOSSUAgF1p2vSBAvsiI8fYIBIAAAAARSGpBAAAAAAAgBIjqQQAAAAAAIASI6kEALAr+/cfKbBv377DNogEAAAAQFGcbB0AAADX8vSsrp9/PqCvvlohNzcXdesWqBo1atg6LAAAAADXIakEALArhmEoNjZG69evk7Ozg9LSMvXiiy/JYrHYOjQAAAAA12D6GwDAruzYkai1a7+W1Zorq9Wq9evjlJDwva3DAgAAAHAdkkoAALvyxx/HbmofAAAAANsiqQQAsCtt2rTLN9XNYrGobVtfG0YEAAAAoDAklQAAdsXHp6HGj4+Uq6urXF1dNW7cRP3lLw/aOiwAAAAA12GhbgCA3bFardq792dJeQt3AwAAALA/jFQCANiVw4cP6a235igzM1NZWVl6++25OnTooK3DAgAAAHAdkkoAALuya9fOfKOTDMPQjz/utGFEAAAAAApDUgkAYFe8vRsUsu+Bsg8EAAAAQJFIKgEA7Iqvb3sFBQWbX4Dr3buP/Pza2zgqAAAAANcjqQQAsCsWi0V9+oSqcuXKqly5soKDw8wEEwAAAAD7QVIJAGBXzpw5owkTxuj8+fM6f/68JkwYozNnztg6LAAAAADXIakEALAr27dv1aVLl8ztS5cuadu2LTaMCAAAAEBhSCoBAOyKm5vbTe0DAAAAYFsklQAAdqVTp67y8Wlobj/wgI86d37UhhEBAAAAKMwdTypduXJFI0aMUGhoqEaOHKmcnBxJ0tmzZzV48GBlZ2ff8Ny4uDiFh4crLCxMgYGBeuWVVyRJb7/9tqZNm2Yet3HjRjVu3FgHDx40973wwgv6z3/+I0nKyMjQjBkz1LNnT4WFhalfv356//33C23T399fgYGBZptTp07VlStXSnzdkZGR+uyzzwota9y4sUJCQhQSEqKAgACNGzdOhw4dKnEbt+LChQuaPHmyunfvroCAAA0YMEA7duwok7av9e233yoqKqrE58XExGjUqFF3IKLC9e/fX2FhYaVSV1hYmLKysiTl9bPffvut2HMaN26sixcvlqi+KVOmmM90w4YN+vnnn0sjfKDMuLq66o035sjDw0MeHh6aNWuuXF1dbR0WAAAAgOvc8aTSd999p6pVq+qrr75S5cqVtXXrVknS3LlzNXbsWFWoUKHQ806dOqXXX39dCxcuVGxsrOLi4vTXv/5VktSxY0clJiaaxyYmJqpVq1bmvtzcXO3cuVMdOnSQYRgaPny4DMPQmjVrFBsbq6VLlxY5lWL+/PmKjY3VmjVrdOjQIX3zzTeldTtM0dHRWrVqleLi4uTn56eBAwcqOTm51Nu53ujRo+Xu7q7169dr3bp1GjdunEaOHKljx47d8bav1b17d7366qtl2mZJHTx4UGfOnFFmZqb27t172/XFxsaW6h+Mb1TfG2+8IV9fX0kklVA+ZWVlKTLyFZ07d07nzp3TpEnjzQQqAAAAAPtxx5NKTk5O5h8GsrKy5OzsrMTERDk4OJh/8C3MmTNn5OTkpGrVqknK+8R0s2bNJElt2rTRf//7X/NrQElJSRoxYoQSEhIkSfv27ZO7u7vuv/9+ff/99zp+/LgmTZpkJrBcXFw0ZMiQYmO/fPmyLl++rCpVqkiSsrOzFRUVpSeeeEKhoaGaMGGCOYokJSVFzzzzjIKCgvT888/r3LlzN3V/HBwcNHDgQHXu3Fmff/65JGnVqlXq37+/wsPDFR4eru+//15S3sit4cOHm+dmZ2erc+fOOn78uHbt2qW+ffsqLCxMffr00erVqwu0lZSUpCNHjmjChAlydHSUJLVv316PP/64Fi1alO8ag4ODFRoaqpdeesk8f9GiRQoJCVFoaKgGDBggq9VaYOTQtdsxMTF69tln9eKLLyooKEhPP/20UlJSChwnSStWrFD//v3Vr18/Pf300zp8+LAZz2uvvaZevXopIiLihgmS2NjYfLHm5OSoc+fOSk5Ovql7U5jly5crLCxM4eHhWr58ubl/6NCh2rBhg7m9ceNGsz/961//0uOPP67w8HBFRETo119/NY+70aijos6RpA8//FBhYWEKCAjQunXriq1vyJAh2rhxo7Zu3ar4+HgtXrxYYWFhWrlypYYPH664uDjz2PXr1+u55567qfsBlJWtWzfp2LGj5vbRo0f03XebbRcQAAAAgEI53ekGOnXqpHXr1ik0NFStW7eWn5+fnnvuOS1YsKDI85o0aaKWLVvqscceU4cOHdS2bVuFhYXJw8NDrq6uatmypRITE9W1a1dlZmaqS5cumjVrlqS8kUvt27eXJP3yyy9q1qyZnJ2dbzrmUaNGycXFRX/88Yc6d+6szp07S5I++OADVa5cWcuWLZOUN9pq8eLFGjt2rGbOnCk/Pz+NHDlSycnJCg0NVZcuXW66zVatWmnbtm2SpM6dOys4OFgWi0WHDx/W0KFDtWXLFvXs2VNz5sxRcnKy6tevr6+//lqtWrVSnTp1NGPGDP31r39VcHCwDMNQenp6gTYOHDighx56qMC9aN26tRYuXChJWrx4sZKTkxUTE6MKFSro7NmzkvKSPvHx8Vq6dKnc3d117tw5OTgUn5PcuXOnVq5cKR8fH7377rt64403NH/+/HzH7NixQ3FxcVqyZIkqVKigzZs3a/LkyYqOjtYXX3yh//73v1qzZo1ycnI0ePBg1atXr0A7vXr10qxZs3T27Fl5enpqy5Yt8vHxUf369TVr1qxi7831rly5olWrVmnp0qVydnZWeHi4IiMj5eLior59+2rlypXq0aOHpLwE2eOPPy5JCg8PN5M027dv17Rp0/Tll18W2VZx5zg4OCg2NlaHDx/WwIED5evrq+rVqxd7DV26dJG/v7+aN2+up556SpLk6empf/7zn+rdu7ckacmSJTeVYAXKUmZmZoF9134NDgAAAIB9uONJJQcHB82cOdPcfvfdd9W/f38dP35cr732miRpxIgRatKkSYHz3nvvPf32229KSkrShg0b9OGHH2rVqlWqVq2a2rdvr4SEBLm5ualdu3ZydHSUt7e3Dh48qMTERPXq1euWY54/f74aNWqky5cv6+WXX9bHH3+soUOHKj4+XhkZGeZokezsbDPuhIQETZ06VZJUv359PfzwwyVq0zAM89+Tk5P1yiuvKCUlRU5OTjpz5oxOnz6tmjVrKiIiQtHR0ZowYYI+//xzjRkzRpLUoUMHLVy4UH/88Yc6deqkVq1aFdnGjWzcuFGRkZHmqC5PT09z/8CBA+Xu7i5J8vDwuKnrateunXx8fCTlrU8UEhJS4Jj4+Hjt379f/fv3N+NMS0uTlHdfw8PD5ezsLGdnZ4WGhmrXrl0F6qhYsaJ69Oih1atX6+mnn9aKFSvUr18/STd3b663adMmNWjQQPfff78kqVmzZvrmm28UHBysXr166c033zRHoyUmJprrQ+3du1eLFi3ShQsXZLFYdPTo0WLbKu6cq/fFx8dHzZo1008//aTu3bsXW29hriZff//9d0l5fa1bt263VBdwp3Tq1FVffrnU3HZzc1OnTl1tGBEAAACAwtzxpNK1jh49qt27d2vkyJEaNGiQ5syZI8MwNGnSpBsuat2oUSM1atRIgwcPVlBQkJkw6tChg15//XVVrlxZfn5+kiQ/Pz99//332rlzp5ngeeihh/T5558rJydHTk4lu1wXFxc99thj2rRpk4YOHSrDMDRt2rQSJ4xuxp49e/Tggw9KksaNG6fIyEj16NFDVqtVrVq10uXLlyVJTz75pPr27St/f3+lpaWZsQwdOlT+/v7avn27ZsyYoU6dOmns2LH52mjSpIk++OADXblyJd9opZ9++kmNGze+pbgdHR1ltVrN7atxloRhGHr88cc1evToW4rhqr59+2rWrFkKCQlRYmKi5syZI+nm7s31li9frkOHDsnf319S3iiJ5cuXKzg4WBUrVlT37t3NaXTdu3dXpUqVlJ2drdGjR+uzzz7TQw89pJSUFHXtWvQfhG/lnNthsVj01FNPmVMtIyIizKmQgL2oXr265s79h3r3zvv9zZ37j5sanQcAAACgbN3xNZWu9eabb2ry5MmS8qY3WCwWOTg4FDqtISUlRT/++KO5ffLkSZ09e9ac+tSmTRv9+eefWr9+vTnVzdfXV0uWLFGVKlVUv359SdLDDz+s2rVra/bs2eaX5rKzs2+YxLqW1WpVUlKSGjRoICnvC1sff/yxuUZURkaGOeKjY8eO5ro7ycnJ5jpIN9PGl19+qa1bt2rgwIGSpPT0dPM6ly9fnu8LeZ6ennrkkUc0btw4DRo0SBaLRZJ05MgR3X///RowYICefvpp7dmzp0Bbfn5+8vb21ty5c5Wbmyspb52lZcuW6YUXXpAkdevWTZ988onZ5tXpb926ddPSpUuVkZEhSeYoHW9vbx04cEDZ2dnKzs7Ot+aPJO3atcscebN8+XJ17NixQFz+/v6KjY3VyZMnJeUttH51YeyOHTsqNjZWOTk5ysrKKnI9JF9fX2VkZOitt95Sjx49VLFixZu+N9c6ffq0EhMT9e233yo+Pl7x8fHavHmz9u7dq+PHj0vKS2CtWLEi34io7Oxs5eTkyMvLS5LMxE1Rbuacq/3q6NGj2rdvn1q3bl1svVe5u7sXmO4XHh6uDRs26OuvvzZHQQH2xDAMffXVCqWlpSktLU2xsTE3NdISAAAAQNkqs5FKsbGxatGihR544AFJeesWXV10euLEiQWOz8nJ0TvvvKM///xTrq6uslqtGjNmjLlYt4uLi1q1aqWUlBTVrl1bktSiRQulpKQoMDDQrMdiseiDDz7QvHnzFBQUZCYaCpuGddXVNZWuXLmiBx980FwAevjw4Xr33Xf1xBNPyGKxyGKxaOTIkWrYsKGmTJmiiRMnavXq1apXr546dOhQ5P0YMGCApLykQrNmzbR06VIzETZp0iSNGDFCVatWVZcuXczFyq964okntHbtWvXt29fc9+mnnyohIUHOzs6qUKGCOVLrevPnz1dUVJR69uwpZ2dnVatWTfPnzzcTZ8OHD9e8efPMKWfe3t6aP3++wsPDlZKSooiICDk5OalSpUpasmSJWrdurYcfflh9+vRRrVq11KRJE50+fdpsr23btoqKitKxY8dUo0YNzZ07t0BMfn5+GjNmjP72t78pNzdXV65cUWBgoJo3b64nn3xSBw4cUFBQkDw8PNSiRQulpqbe8L6Gh4fr//7v/7RkyZJi783SpUt16tSpAiOkVqxYoa5du5pT/aS8/tajRw/FxMRo5MiRZgJLkrngvLu7u0aNGqUnnnhC1apVU0BAwA3jvOpmzsnNzVV4eLgyMzM1ffr0Eo3YCA0N1aRJk7R27Vo9++yzCg8Pl7u7u7p06aKsrCxzeiNgT5KSErV27dfm9rp1cWrTxlcdOhRMSgMAAACwHYvBX/+WO++9955Onz6tadOm2TqUIsXExGjTpk0FFuaGbeXk5Cg0NFSzZ89Wy5YtS3x+amqGrNayeW3UrFlZp08Xv7A67i7Lln2hJUv+rd2780artmrVRoMGDVH//gNsHBnKGu8A0AfubTx/0AfubTz/sufgYFH16u7FH3jtOXcoFtwhffr00dq1azVixAhbh4Jy6Ntvv1XPnj3VqVOnW0ooAWWhbdt25tReKW/Eadu27WwYEQAAAIDCMFIJQIkwUgllYdu2rRo+fKgkafHij9WpUxfbBgSb4B0A+sC9jecP+sC9jedf9m5lpFKZfv0NAICbYRiGHBzyBtNe+4VJAAAAAPaD6W8AALty+PAhvfXWHGVmZiorK0tvvz1Xhw4dtHVYAAAAAK5DUgkAYFd27dqpa2dmG4ahH3/cacOIAAAAABSGpBIAwK54ezcoZN8DZR8IAAAAgCKRVAIA2BVf3/YKCgo2vwDXu3cf+fm1t3FUAAAAAK5HUgkAYFcsFov69AmVh4eHPD09FRwcZiaYAAAAANgPkkoAALuSmpqqiRPHqmJFN7m7u2v8+NE6ffq0rcMCAAAAcB2SSgAAu7Jt2xZdvHhRnp6eql69ujIzM7Vt2xZbhwUAAADgOiSVAAB2xc3N7ab2AQAAALAtkkoAALvSufOj8vFpaG43aPCAunR5zHYBAQAAACiUk60DAADgWi4uLpo1a66+/HKp3N1d1Lt3X7m6uto6LAAAAADXIakEALArly9fVv36Na/Z84KOHUtRxYoVbRYTAAAAgIKY/gYAsCv5E0p5vL1r2yASAAAAAEUhqQQAAAAAAIASI6kEAAAAAACAEiOpBACwK+3a+RbYV6lSJRtEAgAAAKAoJJUAAHYlLi5e48dPNrf79AnT0aMnbRgRAAAAgMKQVAIA2J2JEyN16lSaDMPQRx99autwAAAAABTCydYBAChfHBwsd3V7sD/0gXsbzx/0gXsbzx/0gXsbz79s3cr9thiGYdyBWAAAAAAAAHAXY/obAAAAAAAASoykEgAAAAAAAEqMpBIAAAAAAABKjKQSAAAAAAAASoykEgAAAAAAAEqMpBIAAAAAAABKjKQSAAAAAAAASoykEgAAAAAAAEqMpBIAAAAAAABKjKQSAJuLjIxU165dFRYWprCwMC1cuNAsO3PmjJ577jkFBAQoNDRUu3fvvqkylG9HjhxRRESEAgICFBERoaNHj9o6JNwB/v7+CgwMNH/7W7dulST99NNPCg0NVUBAgJ577jmlpqaa5xRVBvsWFRUlf39/NW7cWL/99pu5v6jf+62Wwf7c6Pnf6D0g8S64m5w7d07PP/+8AgICFBISopEjR+rs2bOSbv050wfKl6L6QOPGjRUSEmK+Bw4cOGCeFx8fr8DAQPXs2VNjxoxRZmbmTZWhDBkAYGOvvvqq8emnnxZaFhkZaSxYsMAwDMNISkoyevbsaVit1mLLUL4NGTLEWLlypWEYhrFy5UpjyJAhNo4Id0K3bt2MAwcO5NuXm5tr9OjRw0hKSjIMwzAWLFhgREZGFlsG+5eUlGQcP368wHMv6vd+q2WwPzd6/oW9BwyDd8Hd5ty5c8YPP/xgbs+ePduYNGnSLT9n+kD5c6M+YBiG0ahRIyMjI6PAORkZGcYjjzxiHDlyxDAMw5g8ebLxzjvvFFuGssVIJQB2be3atRowYIAkydfXVxUqVNCePXuKLUP5lZqaqn379ik4OFiSFBwcrH379pl/m4W72969e+Xi4iJfX19J0oABA7R27dpiy2D/fH195eXllW9fUb/3Wy2DfSrs+ReFd8HdpVq1aurQoYO53bp1ax0/fvyWnzN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"text/plain": [
"<Figure size 1152x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"index = 2\n",
"plot_group(df, names, index)"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"FLORA DEEN MARTIN OCCUPANCY\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1152x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"index = 3\n",
"plot_group(df, names, index)"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Assisted Living Traditional (Blue)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"index = 4\n",
"plot_group(df, names, index)"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Assisted Living Combined\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1152x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"index = 5\n",
"plot_group(df, names, index)"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"PRIVATE DUTY HOURS\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"index = 6\n",
"plot_group(df, names, index)"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"HOSPICE BED DAYS\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"index = 7\n",
"plot_group(df, names, index)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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