462 lines
762 KiB
Plaintext
462 lines
762 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## 1. KMeans vs GMM on a Generated Dataset\n",
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"\n",
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"In the first example we'll look at, we'll generate a Gaussian dataset and attempt to cluster it and see if the clustering matches the original labels of the generated dataset.\n",
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"\n",
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"We can use sklearn's [make_blobs](http://scikit-learn.org/stable/modules/generated/sklearn.datasets.make_blobs.html) function to create a dataset of Gaussian blobs:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<matplotlib.figure.Figure at 0x7f04d8d16c18>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import numpy as np\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"from sklearn import cluster, datasets, mixture\n",
|
|
"\n",
|
|
"%matplotlib inline\n",
|
|
"\n",
|
|
"n_samples = 1000\n",
|
|
"\n",
|
|
"varied = datasets.make_blobs(n_samples=n_samples,\n",
|
|
" cluster_std=[5, 1, 0.5],\n",
|
|
" random_state=3)\n",
|
|
"X, y = varied[0], varied[1]\n",
|
|
"\n",
|
|
"plt.figure( figsize=(16,12))\n",
|
|
"plt.scatter(X[:,0], X[:,1], c=y, edgecolor='black', lw=1.5, s=100, cmap=plt.get_cmap('viridis'))\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"Now when we hand off this dataset to the clustering algorithms, we obviously will not pass in the labels. So let's start with KMeans and see how it does with the dataset. WIll it be to produce clusters that match the original labels?"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 2,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"from sklearn.cluster import KMeans\n",
|
|
"\n",
|
|
"kmeans = KMeans(n_clusters=3)\n",
|
|
"pred = kmeans.fit_predict(X)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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+CVfx7nvvUVxc7OSEla9Xr14UpaZSdKj8y5mLDqRQlJ5Br169nJhMRETk/FRlUZ0C1AdaAKlAmR9XG4Zxn2EYyYZhJGdkZFRhHBERuZxs3LgRe2kp/s2aVjjOr1lTjmVkVItLYe+66y58/fw4Pn8hjjKKt6OoiOMLviQgMJAhQ4a4IKGIiMi5qbKiaprmUdM07aZpOoD3gLbljHvXNM1E0zQTIyIiqiqOiIhcZhwOxx+/sFb8rc6wWgGw2+1VHanK1ahRgxnTp1O4dx9pb04kb/0G7LYC7DYbuevWk/bmRIpTDjJ71iwCAwNdHVdERKRcVbY9jWEY0aZppp78zwHA1orGi4iIVKZGjRoBULBzFz7xdcodV/DbTvz8/YmLi3NWtCp122234efnx6OPPcbvH3x42rGGV1zBW9Nn0LdvXxelExEROTeVUlQNw/gQ6AaEG4ZxCHgW6GYYRgvABPYD91fGa4mIiJyLevXq0bNnT1asWkPQ1R2x+vufMaYk4xi2TVt4YMQI/Pz8XJCyavTr148bbriBpKQkNm3ahGEYtGrViq5du1arfWPPhWmarFmzhuTkZEzTpFmzZpfl74OIyKXGME3T1RlOSUxMNJOTk10dQ0REqom1a9fSpWtXLBHhhN5+K96xMcAf5aVw9x6yPvwUf2Djhg3Ex8e7NKtUvqSkJMaMGcOvv/562uNXNLyC1994nRtuuMFFyURELl+GYWwwTTPxrONUVEVEpDpbvHgxg265hfy8PLxjY7GGBGPPyKDoaDo1o6P5ZtEiWrZs6eqYUsm++eYbbup3E96mL7UdDYmgFgYGx0jjoGUXeeYJ5s6dy+233+7qqCIilxUVVRERkZOys7OZPXs2n8+fz/Hjx4mKjGTIkCEMHjxY+4lWQzabjZiYWBwnoJWjCx6G52nH7WYpm4xVFHjncujQIcLCwlyUVETk8nOuRbXKFlMSERFxFyEhIYwZM4YxY8a4Ooo4wccff0x29nFa0/WMkgpgNTy4wmzO2sKlzJo1i8cee8wFKUVEpCJVuY+qiIiIiNMtWbIEP6s/IYSXOybQCCHQCGHx4sVOTCYiIudKRVVERESqFZvNhofpddaVfT1MT/Lz852USkREzoeKqoiIiFQrtWvXxkYepWZJuWMcph2bJa/a7J8rIlLdqKiKiIhbKCoqYs6cOXTu0oWatWoRFx/P3Xffzbp161wdTS4xd999N6WOEg6zr9wxaRykyFHAsGHDnJhMRETOlVb9FRERlzt06BC9evdmx/bteEdF4hkfj1lcTOGO37AXFjJ69GjefPNNLBZ9virnpse1PViRtIIEsw2RxJx2GXCmmcZWy1qaNG9CcnLyBf292rdvH59//jlZWVmEhYVx8803ay9eEZFzoO1pRETkklBYWEir1q3ZvW8fof8YjF+TxqdKhaOwkOOLFnNi5U8899xzPPvssy5OKwB79+7l/fff5+DBg/j5+dGnTx/69OmD1Wp1dbRTsrKy6NWrNxs2JBNkqUGYoyYGBlmWo2Q7MmnUqBFLly6lVq1a53XezMxM7rnnHr788ktM08RiWHCYDgzDoH///kybNo3Q0NAqelciIpc+FVUREbkkzJ49m7vvvpuoEcPwa9L4jOOmaZI+aw7mrj2kpaYSFBTkgpQCkJ+fz70jRvDxRx+BYeAZHIy9oAB7YSF14uOZN3cuHTt2dHXMUwoKCpgzZw6TJ09my5YtAFx5xZWMenAUw4YNIzAw8LzOl5OTQ8eOHdm5YydxZkNiqIeP4UehaeMQezlo7KZR40asWrVKf09FRMqhoioiIpeEjp06sXHv70Q/9c9yV2ktOpDCkTcm8M4773Dfffc5OaEAlJSU0KdPH5JWrCCoezeCOnfCIyQY027HtmUrOd8sxsjN48eVK0lMPOvPHxW+jmEYeHhU7lbvpaWlmKaJp+eZ+6qeqyeeeILXXnudFmYnwoyoM45nmmlsYhVPPf0UL7/88sXEFRGpts61qOpmHxERcaldu3fjVa9uhVuJeNeJw+rlxa5du5yYTP7qww8/ZPny5YTdejOhN16HR0gwAIbVin/L5kQ9PAqHrw8PPvTQeZ87Pz+fyZMnk9C4MV5eXnh6etKkaVOmTJmCzWarlPweHh4XVVILCwt57733iDCjyyypAGFGTcKJ5t133qWoqOiCX0tERFRURUTExTw9PXEUF1c4xiwtxWG3X1TRkIszafJkvKOiCGjftszj1qBAArp2Zt3atWzatOmcz3v06FHad+jAQw89xL78PEL69CKkT09+z8lm1KhRdOzUiYyMjMp6Gxdsy5YtZGdnE0XtCsfVpDaZWZls27bNSclERKqnyr2uRkRELksOh4Mff/yRffv24e3tTdeuXc95kZprunbl04Vf4CgqwuLtXeaY/C1bMe12unTpUpmxL5jNZmPbtm2UlJRQv359oqLKnmGrLux2O+vXrSO417UVznz7t2hG1oIvWbVqFS1atDjreU3T5Kb+/dmxcydR9w3Hr3HC/3+sTy9sW7fz6+wPGHjzzaz84YcKX7uq/TlD6kHFH5ZYTx7XjKqIyMXRjKqIiFyUOXPmcMWVV9KtWzeGDRvGHXfcQVxcHIMGDeLgwYNnff6oUaMotRWQvWRpmcfttgJOLFlKfN269O7du7Ljn5djx44xduxYakZH07ZtWzp16kRMTAwDBw5kw4YNLs1Wlex2OwCGR8Ul7c/jpaWl53TeFStWsHbNGkIG9DutpAIYhoF/08bUuOkGfvrxR1avXn0ByStP3bp1AcjmWIXjcjiGYRjUqVPHGbFERKotFVUREblg48aNY+jQoRwuKSbizjuI/ffT1Hp8LAFdO7Nw0SLatmvH/v37KzxHp06dGDFiBDnLkkifM4/iw0cAMO128n/ZzNEJk7FnZjLtvfdcuo/qkSNHaNe+PW9NnIijQT0ih99F1AP3EtCtC199/z0dO3Vi8eLFLstXlby8vIivW5ei3XsqHFewazcAjRo1Oqfzzpo1Cw9/fwISW5c7JqBtIh6+vsycOfPcA1eB2NhYevfuTarlAKVmSZljSs0SUi0HuO6668572xsRETmdLv0VEZELsnHjRp5++mn8W7UkYshtGH/ZQ9M7NoaANq05OnEKw4YNIykpqdzzGIbBlClTCA8P54033+Rw8kY8fH1xlJbiKCkhrk4dZnz7Lddee60z3la57vjHPzhw6BA1Hx6JT934U4/7NbqK4O7dSJ/yLjcPGsS+vXuJjIx0Vcwq88D99/PUU09RuG//ae//T6bdTm7SSurEx9OjR49zOufBgwfxiIrE4lX+TK3F2xuPyIhzmp2vas888wxLv+/GZmM1jc22+Bi+p44Vmja2GusoMUr417/+5cKU56e0tJRFixaxaNEi8vPziY2NZejQoTRufOZWUSIizqQZVRERuSCTJ0/G6u1F+K0DTyupf/KqFU3gtd1YsWIF27dvr/BcVquVl19+mSOHDzNx4kRGjRjBo2PG8PXXX7P3999dXlI3b97MDytWENynZ5klzRrgT9idd2DLz2fGjBlOz+cMI0aMIK5OHY5Nn4Vt2w7+ur1daXY26TPfpzAlhZdfeumcZ779/PwwbQUVjjFNE9Nmw8/P76LyV4arr76aufPmkmvNZpXxLZvN1ew0N7HZXM0qYzH5Hjl8+OE8t9pLtiI///wz9erWo3///sye8T5ffvw1r7/6Ok2aNOHGG28kJyfH1RFF5DKmGVUREbkgC7/6Cp+mTbD4+pY7JrBtG45/9Q1Dhw7lmWee4YYbbqhwf8zQ0FAeuoDtTaraJ598gmG1EtCu7BVvAbxqRuFbvx4ffvQRTz31lBPTOUdoaCjLli6ld58+7H13Ot5RkXjUqoUjP5/CPb9jABMnTuSOO+4453P27t2bRYsWUZRyEO+4slfTLdp/gKKMY/Tp06eS3snFGTx4MImJiUydOpWPPvyIrOOphIaG8vgd/+SBBx44dS+ru9uwYQPXdr8WS7EHzehAuD0ai2Gh2CziMHv5ZtE39O7VmxU/rMDHx8fVcUXkMqQZVRERN5Gfn8+8efP43//+x+TJk9m7d6+rI1UoPy8Xa2BghWMsgQEA/PLrFgYMGED9Bg0uyUWHsrKy8PDzw+pf8ayeNSyUY5mZTkrlfA0aNGDb1q3MmTOHjgmNicrNpYGPL088/jh79uw57w8Zhg4dip+/P8fnL8RRxiq5jsJCji/4koDAQP7xj39U1tu4aPXr1+fVV1/l4KGD5OXnkXIwhVdeeeWSKakAj4x5BIoNWjm6EmnEYDH++JHQy/CmrtGIxmZb1q5b6/J7g0Xk8qUZVRERF7Pb7bzwwgu8OX48uSdOnHrcMAz69u3L1KlTqV274r0bXaFmdC2OpqZWOKYkNQ2AkBuvxyM4mLSFX9HtmmtYu2YNCQkJFT7XnYSGhlJqs2HPt1VYVu2ZWYSHhTkxmfP5+PgwZMgQhgwZctHnCg4OZvasWQwePJi0NyYQeE1X/JokgGli27qd3KQfKD2WyUeff05AQEAlpBeArVu38tOqn2hIU7yNsmdLI4khyFKDyZMnM3LkSCcnFBHRjKqIiEuZpsndd9/NCy+8gL1ePNGjR1Hnfy8R+5+nCe7dk++SkmjfoQOHDh1yddQz3D10KAW/7aL4aHq5Y078uArDw4OAVi3xb96UqIdGUmSaPH0JLTYDcMstt2Da7eStXVfumOK0oxT8vpfbBg92YrJL36BBg1i0aBH1QsM49uEnpPzfc6Q88zzHPvqUBhGRfPvtt9x0002ujlmtrF27FoAIYsodYxgGEY5abNu2DZvN5qxoIiKnqKiKiLjQ/Pnz+eCDDwi5rjdRw4biU78eFm9vPMPCqNG3F5EPPUB6ViajR492ddQz3H///QQGBXFsxmxKsrJOO2aaJid+Wk3u6jUEdGiLNcAfAI/QGvh1aMfXX33lFqu4nqsWLVrQpWtXcpYspXDf/jOO2/PyyfzgQ/z8/LjnnnucH/AS16dPH7Zt3crKlSuZMGECEyZM4KeffuLXLVvo2bOnq+NVO3/ui2s5y4+Bxsnjf44XEXEmXforIuJCkyZNwissjJCeZa9q6x0bg3+njixcuJBDhw4RGxvr5ITlq1mzJl9/9RXXXX89R176H77Nm+JTNx5HQSF5GzZSknYU34SrCOvf77Tn+TdtTM73y9i4caNbXtJcng/nzePqzp3ZP3EKfs2b4t+iOYaXF4W792Bbtx6juIT5CxZUy61pnMEwDDp37kznzp1dHaXa+/Oy+yzSqUV8ueOOG+nERMfosmsRcQnNqIqIuEhRURErVqzAt1ULjAq28who0wqHw8HSpUudmO7cdOnShc2bNvHQqFGwczeZny3g+KJvMTw8CL/9VqLuHYbx91V+T25l43A4XJD4wtWqVYt1a9cy+qGHsOzZS/qM2Ryd+h65ST9wQ4+erF61ir59+7o6pshZderUiauuuoqDlt3YzbJnS3PMLDLNo4wcNRLDMJycUERERVVExGWKTq5yavUrf3sXAIvvH4v3FBRUvN+kq9SvX5+33nqLo2lpBAYF4desKTGPjyWwfdsy91ct2PEbAE2aNHF21IsWHh7O+PHjSUtNZe3atfz0008cPnyY+fPn07p1a1fHEzknhmHwyiuvkGeeYIuxGpuZe+qYaZpkmEfYYl1N7djaPPDAAy5MKiKXM136KyLiIgEBAQQFB1OUUvFCScUn7+WMi4tzRqwL5u/vz4h77+XNt96iODUNr+iaZ4yx5+eTv+pnunfvTsOGDV2Q8vwVFhby2WefsWnTJgBatWrFwIEDadu2LaZpkpWVRUZGBqGhoVjLKOYi7qhfv37MnDmTESNGsLpkCSFmOJ54YbPkku/IpV5cPZZ8t4Swar6KtYi4L8M0TVdnOCUxMdFMTk52dQwREacZO3YsEyZNJOb/nsIjtMYZx03T5Ojb7xCcm0/KgQN4enq6IOW5O3LkCC1bteJ4YQGhgwfh2+iqU5c1F6UcJOvjz7CnZ7Dyhx9o3769i9Oe3bRp03jiySc5npWF1csLAHtxMTVCQ+nVsyfr1q9n38n9biOjorj/vvt4+OGHiYiIcGVskXOWmprKtGnT+Pqrr8nLyyO2dizDhg1j4MCBeJ38Oy9NcBlNAAAgAElEQVQiUpkMw9hgmmbiWcepqIqIuM7evXtp2qwZ9qAgIkbcjedfZi8cJSUcX/g1J35cxfjx4xkzZowLk5677du30/e660g5cACvsDCskeE4ck5QdCSVgMBAPv3kE/r06ePqmGc1adIkHn74YXwbNiC4dw98GtQHwLb5VzLmfYxZVIRP/br4NW0CFguFO3dh2/4bMTExJC1ffsnMGIuIiDiTiqqIyCUiKSmJG/v1w2az4ds4Aa+YWjjy87H9spnSvDweffRRXnvttUtqQZPi4mLmz5/P3LlzOZKaSo2QEPr378+dd95JcHCwq+OdVXp6OrG1a+PZsAGR99x12r22qZOmUrR/P5HD78IvodFpzys6eIiMd6YRF1WTHdu3u/0MuIiIiLOda1HVPaoiIi52zTXXsH3bNt5++21mzJxJxq9b8fL25sbrruOhhx6ie/furo543ry8vLjtttu47bbbXB3lgkyfPp2S4mIib7rhtJJalHKQwt17CO3f74ySCuBdO5bQ227h9/dm8sUXX3DLLbc4M7aIiEi1oVV/RUTcQFxcHOPGjSP96FFKSkooLChg/vz5l2RJrQ5++OEHfGJj8Io6fU/UvPUbMDw9CWzfptzn+iY0wissjNmzZ1d1TBERkWpLM6oiIm7G4+/7jrqAw+HAMIxL6nLjylRSUgJlXLZbdCAFa0gwFt/ytxQyLBasUZEcOny4KiNKNVJSUsLixYv5/fff8fb2plu3bjRqdOaMvYjI5UQzqiIiAkBGRgYvvvgideLjsVqtePv40Lt3b7788kvcaT0DZ2jYsCElR1Jx/GXv2vwtWyk6kIIj34bpcFT4fDMvj8DAwKqOKZc40zSZMmUKcbXj6NevH2PHjmXUqFEkJCRwzTXXsGPHDldHFBFxGRVVERFh8+bNNG7ShH//+99k+HgT0rsnvh3asWLdWm666SbuvPNOSktLXR3TaUaMGIG9qIgTP/0MgGm3k/n5F3iEheKw2bBtK79AFB9JpTDlIDf16+esuHKJeu655xg1ahRF6Xaa05Gu9KMTfWlAE35euZYOHTqwbds2V8cUEXEJrforInKZy8rKolFCAtnFxYTfezfesTGnjpl2O9lLl5P9zRKefPJJxo0b58KkztWvXz++XrSI0IE3YQ0KIn3GbCLuvpOsL77C8LASPfpBPIKDTnuOo7CQtKnTMNKOcujgQcL+st2QyF8lJyfTpk0bookngdZnXGZvM/PYaF1J4xYJJCevd1FKEZHKd66r/mpGVUTkMjdz5kzSjx4lfPjQ00oqgGG1UqN3T/wTW/HWhAnk5OS4KKXzzZs3j2u7dyfzswUcm/sRGAb+zZoQefcQ7CdyOfLam2R/t4zio+mUZBzjxI+rOPzqmxTt28+c999XSXWhkpISli9fzqeffsqyZcsoLi52daQzvP3223hYPLmS5mXeC+5nBFDHfgUbNiSzfr2KqohcflRURUQuc9OmT8e3fl2842qXOya4WxcKCwr45JNPnJjMtQICAli8eDFff/01dWNj/3jQMPCpG0/0mAfxrFmT44u+5fDL/+PQi+PI/GwBjsIi/AMDGTRokEuzX65KS0t5+eWXiY2J5dprr+XWW2+lR48exNSK4YUXXvhjkSw38c2ibwh3RONhlL/XbjR1AFi8eLGzYomIuA3XLy0pIiIulZKSgmeb1hWO8YqNAcPgwIEDTkrlHqxWK9dffz05OTn84x//oHD37/he2RDv2BiiH7yf4qPpFKccxDRNPKMiyZozj1aNElwd+7Jkt9sZPHgw8+fPJ9yoSTM64oc/BeRzOHMfzz77LOvXr2fBggVusbK2zWYjhIoX3LLigcWwYLPZnJRKRMR9aEZVROQy5+Pri+MsPwg7Cgrh5JoG7rS2gbMMHDiQ0LAwcpYuO23FX6+oSALatCawbSKlxzIpyjjGqJEjXZj08jV58mTmz59PQ5rRgquJNGoRYAQTYdSihdGJK2nB119/zfjx410dFYDatWuTZ2RXOCaPHBymg9q1y7/aQUSkulJRFRG5zPXt3ZvCX7fhKCoqd0x+8gYAXnrpJa648krGjx9/Wc3y+Pj48PJLL1Gwaw8Zs+ZQkpl16pijpIQTq9eQ+eEntGnbloEDB7owqfvYvn07Tz/9NHfddRcPPvggixcvxnGWbX0ulMPhYMJbEwixhFPHuKLMMbWNBoQakUycMBG73V4lOc7H8HuGc9w8xgkzq9wxB9mDt5c3gwcPdmIyERH3oFV/RUQucz///DMdO3YksFMHwm4ZeMbCLiWZWRx5YwIOmw3PiHAMoPhoOi1btWLp998TGhrqmuAu8Prrr/PEE0/gME186sZjeHtTeugQJbl5dOzUiS8XLrzsF1HKzs5myJ13sujrr7F4WPEMDsaeb6O0sJB69evzyccf07p1xZean69t27bRpEkTGtGaGKNuueNSzQNsYz0bN26kZcuWlZrhfGVlZXHVlVeRf7yAZvYOBBjBp46ZpkkKu9jNr4wZM8ZtZoFFRCrDua766/qbNERExKU6dOjA448/zquvvkppZiZB13TFp248jsJC8jf8QvayJMzCIvyaNqHw97048vLwrleXTZs3M/i22/j+u+9c/Rac5rHHHuOWW27h3XffZXlSEkVFRTS87nruvfdeunfvjsVyeV+oVFBQQK/evdmwcQMh1/UhqFN7rAEBmKWl5G/ZyqGvvqFrt278vHo1TZs2rbTXPXHiBADe+FQ4zhtfALdYvTo0NJQl3y2hV89erMlcSjhRBJthlFJChuUINkceN998M6+++qqro4qIuIRmVEVEBNM0GT9+PC+9/DKZx46ddsy7Xl3Cb70Zr+iamKWl5CxfwfFFi/GuG0/Rvv388ssvtGjRwjXBxa1MnDiR0aNHEzn8Lvybn1lES49nk/bGW3Rt245PP/2UWbNm8d60aezduxdvb2969ujBqFGj6NatW5lbtpRn79691K9fn4Y0K/fSX4CD5h52sokdO3Zw1VVXXdB7rGxHjx5l6tSpvDP1HVLTUjEMgy5duvDQQw8xcODAy+bDj9LSUqxW63n9uYvIpUn7qIqIyDkzDIOxY8dy+NAhHn74YQAC2rcl5snHqDXmQbyia/4xzsODkF49COzYnqKUgxgeHrz//vuujC5uwjRNJk2ejE98nTJLKoBHjRD8r+7I0qVLueqqqxg7dix78/PwatcGe6Mr+eLbb+nevTsjR448r/tZ69WrR7u27Ui17Mdhlv080zQ5YtlPixYtufLKKy/oPVYGu93OwoUL6du3L7ExsbRp05YdO3bw0ccfUVBQQElJCStWrGDQoEHVvqSmp6fz3//+l7jacXh6euLl6UXPnj1ZuHBhld3PLCKXjur9L6CIiJwXb29vtmzZgkd4GOGDB+FVK7rMccHXdAW7HauPD0eOHHFySnFH2dnZ7Nq5E99mTSoc59+8GQDHcnKIfuQhosc+TNiAfkTcdgsxzz1D8LXdeOedd3jhhRfO6/WfePIJ8hwn2MGGM8qqw3TwGxvJdWTzxBOPu2zW7vjx43Tt0pX+/fvzw/c/4jjiQfFBkwWffkHXrl255557LpuCtmnTJpo0bsJ//vMfbIeLqUcCtex1WZX0M/3792fIkCGUlpa6OqaIuJDuURURkdPs2bv3j4WCKpjN8YyMwOLvh6OwkICAAOeFE7f150q6xln2KP3zeEDnTvjUjT/tmMXLkxo3Xk9JZhavvf46jz32GIGBFe81+qeBAwfy/PPP8+yzz5JtPUZNexy+BFBIPmnWFGz2PP71r39x++23n/d7qwwOh4P+N/Vnzc9rSCCRmvY4LMYfX2N2RykH2MW8efMICgpiypQpLsnoLFlZWfTu1Zu84zba0YNAQuDkZwcN7E05wE4+/PBDYmJidI+uyGVMM6oiInIab29vHIXlb1UDYNrtmMUlOEpLueGGG5yUTNxZjRo1iIiMpHDXngrHFezaDYBfk4QyjxuGQXC3LuTn5fHZZ5+dV4b//Oc/fPPNN1zdvSP72MF21rOX7bTv2pYvv/ySl1566bzOV5mWL1/Oyh9X0tBsRi0j/lRJBbAaHtQzEqhNA959911SUlJcltMZZs6cSXpGOk3t7Qg0Qk47ZjEs1DUaUZM4Jk2cRHZ2xXvNikj1paIqIiKn6dWjB4W/7cSen1/uGNuvWzFLSggLD1dRFQCsViv3jRhBwfYdFB8u+3JwR3ExJ5J+wBIQgHeduHLP5V0nDgyDffv2nXeOvn378t1335GZmcnu3bs5duwYy5Yt48Ybbzzvc1Wm9957D2+LD9HElzsmjoY4HCYzZsxwXjAXmD5tOjWMcIKM8re2iqMhhUWFfPzxx05MJiLuREVVREROM2rUKBwlJWQtXIRZxv1y9nwbWV9/i2Gx8MWCBXic5VJPuXw8/PDDREVFkf7ONAp+28VfdxYoOXaM9PdmUpKegVdMrQrvEzWLi8E08fb2vuAsoaGhNGjQwG32tf1tx28EOmpgNazljvE1/AmwBrJr1y4nJnO+lIMHCTBDKhwTSAgGRrWfXRaR8umnCxEROU3Tpk35v//7P1566SXsJ3IIvvYafOrX+2MvzF82k71kKfbjx3ln6lSuvvpqV8cVNxIVFcWypUvp07cvB6e8i3dUJNbomjhy8yj8fS8enp60bduWjdu24iguweLlWeZ58pI3AtC9e3dnxq9SXl5e2Kl4cSDTNLFTiqdn2b8v1YWvjw+l+SUVjrFTiomJr6+vk1KJiLvRjKqIiJzhv//9L2+88QbeaemkTZrK/kef5MDj/+LYvI+JDQpiRVISI0aMcHVMcUMJCQns/O03Zs2aRceExsQUFJEQUoPnn3+eA/v388orr1Cab+P4N4spay/30uwccpcm0bxFC9q3b++Cd1A1unTtQo6RSZFZUO6YbI5RYLfRpUsXJyZzvr7X9eWYJZVSs/yymsoBAPr06eOsWCLiZoyyvkm4SmJiopmcnOzqGCIiclJBQQHz589n586deHp60rlzZ7p27eqy7T2qu+3btzN16lTWrl2L3eGgWdOmPPDAA7Rp06ba/J6bpsmDDz7IlClT8GvWlODuXfGuE4dZVETehl/IXZqER3ExP65cSatWrVwdt9Ls3r2bK664gmjqkEDiGX+edtPOJuNH7AHFpKal4ufn56KkVW/NmjV06NCBGOpyFa3O+L0oMPPZYPmBxi0TSE5e76KUIlJVDMPYYJpm4lnHqaiKiIi4lsPhYOzYsUyYMAGLhwdedeMxrBaK96dgLyzk5kGDmPP++9XmMkiHw8GLL77Iq6+9Rl5u7mnHWrRsyfRp06pVSf3Tf/7zH/773/8STjR1uYog/lhMKJOj7Dd2kG1mMnfuXO644w4XJ616Tz/9NOPGjSOMKGrTkBDCKKWUNFI4ZNmDV4AXq1b9RJMmFe/LKyKXHhVVERGRS8QTTzzBq6++SlDnToT06Yn15N60jsJCcn74iexvl3DzzTfz2aefujhp5co7uQXNvn378Pb2pnv37rRr167azB7/nWmavPrqq7zw/Avk2/LxsnjjwEGpo4TwsHAmTZ7E4MGDXR3TKUzTZOLEibz43xfJOJZx2rEuXbowZcoUEhLK3sJIRC5tKqoiIiKXgCNHjhAXF4dvm9ZE3H5rmWOOL1lK9jeLWbduHW3atHFyQqlsubm5zJs3j23btmG1WmnXrh0DBw7Ey8vL1dGcrri4mEWLFvH777+f+rCicePGro4lIlXoXIuqVv0VERFxoenTp2N3OAjpWf4Kt8FdryZ3+QqmTp2qoloNBAYGcv/997s6hlvw8vJiwIABro4hIm5IRVVERMSFtm7dindEBJ7h4eWOsfj44BUfx6+//urEZCLyV6WlpSxbtoyUlBR8fX3p3r07tWrVcnUskWpLRVVERMSFLBYLOOxnHWfaHX+MFRGnMk2Tt99+m5dfepkjqUdOPW61WBl480DGjx+vwipSBfQdT0RExIXatm1L0bFMig4fKXeMPTeX4n37adu2rROTiQjAk08+yUMPPURBWgnN6MDVXEc7ehDrqM+Cz7+gfbv2HD582NUxRaodFVURqVTHjx8nJSWF/Px8V0cRuSTcddddePv4kP3NYkyH44zjpmlyfMn3OEpLGTlypAsSily+kpKSePXVV4mlPq3MLkQaMfgYfgQaITQ0mtHK0Zm0I2k88MADro4qUu2oqIrIRTNNk48//piOnToRGhpKnTp1CA4J4bbbbmPdunWujidVJDs7m++++46vvvqK7du3uzrOJSs0NJRx/+//Ydu6nfTps06bWS3JOMaxDz8h98fVjB49mkaNGrkwqcjlZ9KkSXhbfGhIszK3TQoyQol11GfRokXs37/f+QFFqjFtTyMiF8XhcHDfffcxffp0vCMj8E1sjUdQIMWpadjWb8BRVMTMGTMYOnToGc81TZM1a9awdOlSCgsLiY+P59ZbbyU4ONgF70TOVXp6Ov/+9795f84cCgsKTj3erl07nn32Wfr27evCdJeu8ePH89TTT1NUWIh3eDhYLBSlp2P18ODRsWMZN26c7lEVcSLTNPHx8SGyuDZXGS3LHWcz81jNYt5++21d9SByDrQ9jYg4xRtvvMH06dMJ7nUtNfr2xvjLD9I1rutN+oz3GT58OI0aNTptW41ffvmF4ffcw6ZffgHAsFgwHQ7GPPIIYx95hBdeeAGr1er09yMVS01NpdPVV3Pg4EH8WrekZquWWHy8Kdy3n02rfub666/n3Xff5d5773V11EvOI488wtChQ5k9ezbr16/H4XDQpEkThg8froVaRFzAbrdTXFyMF94VjvvzuG55EalcmlEVkQtWUlJCXJ065AQFEDXyvjIvi3IUFnL4+Ze4tf8A5s6dC8CmTZu4unNnSjw9CezZnYDWLTG8vSk+eIicpJXkb/yFYcOGMX369DLP6Wpbtmxhzpw5pKamEhgYSL9+/ejdu/dlMdvVp08flq5YQeSo+/CJr3PaMUdxCRkzZlO0azfbtm3jyiuvdFFKEecrKioiLS0NDw8PoqOjL4t/Dy4HEeERWDK9aWZ0KHdMtnmMZFYwb948br/9diemE7k0neuMqv4VFZELlpSURFpqKoGdO5VbKC0+Pvi1bsUnn35KwcnLRO8dMYJiDytRjzxIUKcOWHx8MAwD77jaRN71D0J69WDmzJl8//33znw7Z5WZmUmv3r1p3rw5b7z1Fp8tWcK02bO57rrruOLKK/nl5OxwdbVz506WLFlCUI9rziipABYvT8L/MRjTgClTprggoYjzHThwgDFjxhAREUl8fDyxsbHUja/LK6+8Ql5enqvjyUUaNnwYGUYqBWb5s6Up7CEwMIh+/fo5MZlI9aeiKiIXLC0tDQCvmjUrHOcZXZPSkhKysrJITk5mQ3IyQddeg0dISJnjQ3r3wDMwkEmTJ1d65guVl5fHtT16sCwpiRr9rif2+X9T699PEfvis0TcNYSDWZl07dbN6YsKFRQUsH//flJTU6nqK2S++OILAALbtyt3jDUwEJ/GCXzy2WdVmkXEHWzcuJGWLVoyaeIk/HKDaURrrqQFeYcKeeqpp7j66qvJyspydUy5CKNGjcLP15ctlp8pNG2nHTNNk33mDtI5xJgxo/H393dRSpHqSUVVRC5YYGAgAPYTJyoc9+fxwMBAli9fDoB/6/IXpjA8PPBp1oRly5ZVUtKLN3XqVDZv2kTEsKGEXHsNVn8/4I+sAa1aEPnwSApNB/98/HGn5Pntt98YMWIEYWFh1K1bl1q1atEoIYGJEydSVFRUJa+Zk5ODYbViDQqscJxHSAg52dlVkkHEXeTl5dG3T1+Kcktob/akqdGOGKMutY0GtKILLejE1i1bGTJkSJXmKCkp4fPPP+fRRx9l9OjRvP3222SX8fVXXFxMVlYWpaWlVZqnuomPj+eLhV9g9y7mZ2MJW811pJi7+d3cxhrrd/zONu644w6ee+45V0cVqXZUVEXkgnXv3h1fPz9y164vd4zpcGBbv4Fu3boRFBR0qkRZfHwqPLfFx4fi4uJKzXuhTNNk8ttv49ugPn6Ny94exDM0FP+OHVj87bfs27evSvMsX76cVq1bM/P997E2b0r47bcSOqAfBwpsjB49mj59+mCz2c5+ovMUERGBabdTciyzwnGlGRlEREZW+uuLuJO5c+eSnpFOgj0RP+PMD2/CjWjizav49ttvq+xKiy+//JK42nEMGjSIiW9N4p3J7/Lggw9SK7oWzz//PKZpsnTpUm688UZ8fX0JCwvD39+foUOHsmHDhirJVB316NGDzVs2M+qhUeQHHGcXm9nHDlp1bMFHH33EnDlztPifSBVQURWRCxYcHMzdd91F/voN2LZuO+O4aZoc/+obijOzePjhhwGoV68eAIX79ld47uL9B6hbt26lZ74QGRkZ7N+3D9+mTSoc59+8KaZpVunesUeOHKHfTTfhCAmm1jNPEnH7rQS2b0twty5EPzqa8CG3s+KHH079flemW2+9FavVSu6q1eWOKTmWiW3HToZW8SzSpS43N5fFixfz+eefs3bt2iq/bFsq35z35xBkCSGYsHLHxFAPi2Hhgw8+qPTXX7hwIQMGDKAgo5jmdKSrox9dzBtpy7UEFYbx3HPP0aFDB3r27MnSb5cR66jPFTQnojiWj+Z+TLu27Zg5c2al56quGjRowIQJEziefZzMzExsNhsrV65k8ODBWjhLpIroK0tELsq4ceNo0aIF6dNnkzH3Iwr2/E7x0XTyN23m6OSp5CxfwciRIxkwYAAAAwYMICg4mBNJP5T7w3nRgRQKft/LfSNGOPOtlOvPS+UMj7N8Yu7xx45fdru9yrK8++675OfnEzFsKB5l7Dcb2KY1QZ078f6cOafuIa4sMTEx3HbbbZxY8SP5m7accdyel8exWXPw9fXhvvvuq9TXri5ycnIYPXo00bVq0bdvXwYNGkT79u1plJDAnDlzXB1PzsORI6n4OgIrXJncy/DGx+Jb6V+LxcXFjLh3BIGE0MrRhQij1qkcQUYNmtCOWOqzdu1aIoimo70PVxjNiTMa0shoRSdHX0LMcO69915WrVpVqdmqO6vVSmhoKL6+vq6OIlLtqaiKyEUJCgrihxUrGDVyJI5tO0ibOIXDL/+P9JlzCC0oYvz48UyePPnUD1F+fn48/dRT2LZuJ2v+Qhx/u5+ycP8BMqbPJrpWLYYPH+6Kt3SGyMhIaoSGUrBzd4XjCnbuAiAhIaHKsrz/wQf4XXkFnpER5Y4JvLojpSUlfPLJJ5X++lOmTKFt27akz3yftElTObF6DXkbfyHz8y848uIrmBnH+Pyzz4mNja30177UZWdn07lLFya9/TZGoyupOep+aj3xKOF3DOZAfh5Dhw7l2WefdXVMOUfBIUEUU1jhGLtpp9gsJigoqFJfe8GCBWQcy6CuIwGr4XHGccMwqE9jLFjwxAeLcfqHbB6GJ03NDnjizWuvvVap2UREKsuZ/7qJiJynwMBAJk2axMsvv8yKFSvIzc0lOjqarl27lnnfzpNPPklaWhpvvfUWtuQN+DRpjMXXl5KUFAr2HaBWTAzfLVlCaGioC97NmTw8PBhx7728+tprFKem4RV95irHjqIi8lauIrFNG1q0aFFlWY6mpeHRpnWFYzwjIzAslkqfxYE//qyTli9n4sT/j737DqyiWB8+/t3Tk5wU0iskdEIJJfTepArSBakKFwXs9f3JVfCqVwQVBUJXFBGRJr1L74Se0BIIhCSk93bKzvtHMBpTaAECdz//3OvZOTvPbpLDeXZmnpnFnJAQbqwoqO6r1el4fvBg3n33XRo0aFDu/T4N3njjDcLCw3Af9yK2df7aY1bv442xaROSlv/GJ598QocOHejYseNjjFRxN/r168fHpz8mR2SWuEYVIJ5oLLKZ5557rlz73rdvHzqVHhfZo9Q2WkmHi/AkjaQSj2skDZ5yZdavX09KSkqF+bxVKBSKPykjqgqFotw4OBTsI/fCCy/QqVOnUotLSJLEzJkzOXDgAIP6PofuahSWEyepamfPzJkzCTt/nrp16z7i6MtWsE+iGwlzF5J76XKRacum+AQS5i/CkpzM55999lDjMNrbY00vu8qynJWFkOVyH8X5k42NDe+99x5XIyOJiIggLCyMxIQEli5d+tCS1Ly8PH766Sf69u1Lu3bt6N+/PytXrsRsNj+U/spbYmIivyxfjl3L5kWS1D9JKhUugwegMRqZPXv2Y4hQca/GjRuHTqfjgnQSiyheSTdHZHJVHU5gYCDt27cv177NZjNqSV3mtGMAFWoEcqnH7XFClmXi4+PLNT6FQqEoD8qIqkKheGxat25N69atH3cYd8Xb25tdO3fSo2dPboYsQO/hjtrDAzkzk7xrUegNBn755Re6du1a5H3Z2dmsWbOGyMhI9Ho9nTp1olmzZnf8glmaAf36MX/RIqzZ2ahL2bMv80hBFea+ffveVx93S61WU61atYfaB8Dhw4d5rl8/EuLj0bu6Ijk5IIedZ+3atVSuUoVNGzdSr17Zha4et61bt2I2mXArYw9alVaLbZNGrF+/HqvVWqGriKakpLBy5Uqio6Oxs7OjR48eD3UmQUXk5eXFTz/9xLBhwzgu7cJHrooz7lixksBN4lTXsXOw5bfffrvvv/fS1KpVi1xrDtlkYCeV/EBKFjJpJGGkYC27EIJM0sglCwk1TrgUTl1W9v9UKBQVkVSRKg0GBweLEydOPO4wFAqFolS5ubmsXLmSH3/6iZjYWBzt7Xnuued46aWXcP/blixCCD7//HOmffklmf/YZ7Zho0YsXrSIxo0b33P/58+fp0GDBtjWr4vbqOFImqLPG/Ojb5IwZz7tW7Vi586d93eRFUhYWBjNW7TAYmOg0qABGGpWR5IkhCyTG36R1JVrcNBqOXH8OFWqVHnc4ZZq9uzZvPrqq1T+9GPU9qXvQ5u2a2dlmsUAACAASURBVDep6zeRkZFRuE9xRWI2m3nvvfeYO28e+Xl5IElw+3tEy1atWPLDD9SsWfMxR/lo7dixg39P/jdHjx0tfE2tUtOnbx+mTZtGjRo1yr3PhIQEfH19cTP7ECgFl9gmTlwnjOM0oCUAV7lAFn/tryqhQoOGgJr+XLx4sdyTaYVCoSiNJEmhQoiSP7z+3k5JVBUKhaL8vf7663z33XfY1q+LY8f26AP8Efn5ZIWeInPnbjQmE/v27qVJk7LXm5Zk1qxZvPbaa+i9vTC2bY0hwB85L4/s0FNkHzuBp5sbhw8dws/Pr9yv61EbOHAg67Zuxeu9N9E4ORU7bopPIG76N4wfO5aQkJDHEOHdWblyJYMHD8bz1VewqV76KHTiLyuwngsjKzOzXLa8CA8P58iRI8iyTGBgIC1btrzvhESWZQYNHsya1asxNm+KQ7s26Hy8kXNyyTp+gsydf2Cv03Pk8OGHkpxVdOfOnePixYtoNBqaNWuGj49PqW2PHj1KSEgIO7bvIC8vj4CqAYwbN47hw4djNBrvqr93332XGTNmUIVaBFAHze2iSkII4onmghSKVVjxJoBYrmGHA35UxwkXLFiIJ5oYruLg6MCZs2eoXLlyudwHhUKhuBMlUVUoFIrH5MCBA7Rt2xaH9m1x7tenWGJgSU8nfuZsavn6ceb06ftKHFavXs2UqVM5f+5c4WtanY4hgwczbdo0vL29H/g6Hre4uDj8/Pwwtm+Lc9/epbZLXPYrctgF4m/duusv+Y9adnY2Xt7eyNWq4j665D1mrdnZxEz5jDEjR7Jw4cIH6u/kyZO8+eab7Nu3r8jrdevV44v//pfevUu/n6VZsWIFzz//PM59e+PYqUOx46b4BOK/nUPnNm3YunXrfUb+dBNC8O677/LVV1+hVWlxkT3RoCVDlUqGnEqVylXYsXPHXSX6VquVl19+mUWLFqFV6XCW3VGhJl2dTI41i4YNG5KTk8Ply5dxxYsGtChW/TdDpHJadYDW7Vrxx+4/HtZlKxQKRRF3m6gqxZQUCoWinIWEhKCxtaFSr+4lJqEaR0fsu3bm3NmzHDp06L76GDBgAGfPnOH48eOsWLGC33//nZibN1m6dOlTkaRCwbRfq9WKTWDtMtvZ1q1DTnY2V69efUSR3Ts7OzsmTphA9qnTpO/dX2wPYTkvj8TvfwJZ5rXXXnugvg4fPkybNm04fPYMlfr0wnfyB/h9/CGuzw8iIjmJPn368PPPP9/zeWfPmYPO1QWHDu1KPK7zcMfYtjXbtm0jIiLiga7haTV9+nS++uorfKlGa7kn9aTm1JYa01TuRGPaER+TQJfOXUhPTy/x/bdu3WLq1KlUDaiK0c7I2jVr6dWrF127d8FQWY3kZaFlh+asXLmSY8eO0aFDB1SoCCS4WJIKBXuuVpZrsnvPbsLDwx/25SsUCsU9UYopKRQKRTnbvnNnwZY7en2pbYxNGpG8YhW7du2674JSkiQRHBxMcPAdH0o+ke52pLkizQz6O6vVyunTp0lLS8Pd3Z2pU6dy4cIF1q1ZR87xUGyDG6O2syP/Zgw5x08g8k0s/ekn6tevf999WiwWhjz/PLLRDs9XJ6Bx/KvQjn3L5tg1aUTCgu958aWX6NKlC56exbdaKonZbObA/v04du2MVMaUZGNwY9K2bmfPnj1Ur179vq/jaZSTk8Nnn32OK17UomGR329JknDGnbrWZoRG7+XHH38s9sBi37599O79LJmZGbhIHrgLP0z5+Wzbsh2LbOaLL77g/fffL/KejRs24ooXOqn0zyJv/IngHGvXrn2oe0ArFArFvVJGVBUKhaKc5efloTIYymwj6XRIKhX5+fmPKKonT/369dFoteScL3ukJ+d8OEZ7+wqTGFksFr766iuqVqtGcHAwXbp0oUGDBjRq3Jg+ffowf/58qjtVImXtehJ/Xk72gUP079WbQwcPMnTo0Afqe9OmTUTfuIHjs72KJKl/Uul0OA/qj9lkYvHixXd9XpPJVPB+Q+kJz9+PK7/Xxa1Zs4aMjHSqULPUhzCVJDecVC4smL+gyOuRkZH06tkLsiVa8gyNaEtNKYh6UjPayD3xwI8PPvig2Eh5RmYmemzKjEsn6VFJajIyyt72SvF0MpvNFfZhn0KhJKoKhUJRzgICAjBdv1FmG9ONaIQsExAQ8IiievK4u7szcMAAco4dx5ycXGIbU2wcuafPMmb0aGxtbR9xhMVZLBYGDRrEO++8Q6JOi9uIYXi++gouQwZyNSOdl156iQsXLnDm9Glu3rzJ5cuXSU5KYsWKFTRr1uyB+9+0aRMaOzts65U+MqbzcMcQ4M+GDRtKPG61Wlm/fj39+vWjYaNGtGrViunTp1PJ2Zn8a9fL7D/v9vGn8ffaarWyefNmhg4dSocOHXj22WdZsGABWVlZd/X+yMhIAJxwLbOdg+xc2PZP3377Lbk5uQTJrYttR6ORtNSlKY6SM1M+noIs/7VvqqeHBzlSZpn95YgsZGG969F1xZMvIiKCN998E2dnZ3Q6HQaDgcGDBxdb065QPG5KoqpQKBTlbNzYseRdv0Fe5LVS26Tv2YeNrS2DBw9+hJE9eaZOnYqdTk/C7HlknzuPuP0lXFgsZJ08RULIAtzd3IpNeXxcZsyYwe+//45zvz54TnoZY3BjbKpXw6FVCzzfeg2Hdm2YOXMmq1atwsfHhxo1auDo6Fhu/WdlZaG2tUW6wx6sKqORzOzsYq/HxMTQuEkT+vbty+Y9u7lszufUrTimTp1KWloaOWHhmOITSjynkGUy9+7D28eHZ555plyup6KIiooiqEEQvXr14veV6zizN4zdm/cxfvx4fH392L59+x3PodPpALBiKbOdFStanbbwv81mM0t+WIKb8MEglfwwRiWp8BXViLwayVtvvcWcOXM4evQow0cMJ1nEky1KT1ZvEolarWHIkCF3vAbFk2/Tpk3Uq1eP7779Dl2qHVUJxN3kx7rV62nfvj0fffTR4w5RoSikrFFVKBSKcjZq1Ci+nD6d+CVLcX1xJIYA/8JjstlM2radZJ88zYcffoiDQ/HpmYq/1KxZk91//EHf554jetEStI4OqB0dsaamYs7MomatWmxYv77MrUAeFYvFwnezZmFTuyaOJRQcklQqnPv1If/iJWZ+++1DeUjh4+ODOTUVa3Y2aju7EtsIWcYSdwu/f6xtzsrKokvXrly5dg23EcOwaxRUmPCak5JIWb2OnPALxM+ai8cr49D5/FW0S87LI3nNOnIjrvL13LloNE/P14vk5GQ6duhIbHQc9WiGu9UXlaRCyIJ0krmceYbevXuzZ88eWrVqVep52rdvD8AtovGlaoltZGElSRVHt45dC19LSUkhMysTb0rf1gjAERegYPT1T4GBgdjY2HI+/ygN5dbopaLTgG+JG0QTwcjhI5+aImyK0oWFhTGg/wAMFjuaipYY/vb7UENuwCVO8Z///Ad/f39efPHFxxipQlHg6fmXRKFQKCoIBwcHdmzfTpeuXYmZORubAH90AVWQ8/LJO3cec2YWL730Ep988snjDvWJ0KhRIyIjItiwYQMrV64kLS0NV1dXhg0bRrdu3cplv9HycPjwYeJiY3HvNqLUNpJKhW2LZhxev4nY2NhyTw5GjhzJjBkzyDx0BKeunUtskxt+EVNSEnm5uWRmZmJvbw/Ajz/+yMULF/B4eRy2dWoVeY/W1RX3l0YR910I5psxxHz5NTY1qqH18UHOzib3XBjWvDw++ugjxo8fX67X9LjNnj2bqOtRBNMRJ8ml8HVJknDClUZyW46ziw/e/4B9+0ufOtmyZUvq169PZNgl3GRv9FLxdezXuEi+nMvEiRMLXzPcXu9uucNIrAUzALVohDveJBLL9YsR5JOHrLFy2LINd9nv9j6qZhJUN0kTybRt05Y5c+bc0z1RPJm+/vprrBaZILkVun/8/qklNXVEE7KlTD799FNGjx5dYT5bFf+7lN9AhUKheAhq167N+XPn+Oabb/C3sSX/8FGksAv07tKVnTt3snDhQuVLwD3QarX079+f5cuXs2XLFpYuXUqPHj0q1D1MTU0FQOPiUmY7TaVKQMFIWXmrX78+PXr0IH3rdrLPnCt2PP9GNIm/rEBlY8Peffvo1Lkz2benAM+dNw9DZb9iSeqfJI0Gx07tka1WRo8ejY+kxnzsBLpr1xk+ZAjHjh1j6tSp97UvcEVltVqZN3ceLpJnkST177SSDm+5KvsP7CcsLKzUc0mSxOLFixE6mVDVHmJFFFZhBSBTpHFeHOMaFxg5ciRdu/41ouro6EjDho1IUN0ss+hNPNFISLjjjV6ywVeqRrDcESOO6PV6Ro4eSarhFuGc4DJncKvqzLfffsuOnTuwK2X0XfH0yMvL45dlv+Ah+xZLUv8kSRJ+ohrXrl3jwIEDjzhChaK4chlRlSTpe6A3kCCEqHf7NWdgBeAPRAGDhRCp5dGfQqFQPAmcnJx44403eOONNx53KI9MSkoKOTk5uLq6Fo4EPa2ioqKYO3cuPy1dSmJiIjY2BdPozIlJ6P18S32fJamgMJSra9lFde7XsmXLeKZbN058/yM6P1/sghogqVXkXrpC7sVLqCs54TVhPKa4W5z44SemTZtWsHVOeDj2nTuWeW6b2gVJbGBgID/88MNDib8iSUpK4lb8LWrREMrIv93wIoJznDlzhrp165barmnTpuzZu4dRo0YRfvEEFwhFhRorFgx6A++9/h6ff/55sWR/0qSJjB07lhiu4lvCFOBMkcZNruJ2O0n9k1bSUV2uz8nMfbRt25bZs2cTHx+PTqfDy8vrqXqooChbcnIyefl52FOpzHZ/Hr9xo+yCgArFo1Bej6KXAN3/8doHwC4hRA1g1+3/VigUCsVTxmq1smTJEpoEB+Pi4oKfnx9OlSoxZswYzp0rPqr3NNi8eTN1AgOZPmMGGa4uGDu0Q9SqASoVmQcOlTryJWSZ7KPHaN++/UOrslqpUiV27dyJvb095sREUjduJmXdRkxxt3Dq2Q2fd95E6+6GXVB9bAPrMG/+fEwmU8H+qLK1zHMLa0Exq4o0kv0o3GnzjnvZ3KNZs2aEh4eze/duPpz8IW+98yYhISHExsUybdo01CUUwho1ahQ9evTgIqe4IELJEukIIcgXeUSJi4SyFw0aahJU7L2VcMNWbceWLVuwsbHB398fb29vJUn9H/PngzQLpjLb/Xm8IlRRVyjKZURVCLFPkiT/f7zcF+hw+///COwBKkZZRoVCoVCUC4vFwvNDh7J61Sr0Xp5U6t0TlZ0tpuibLF2+nF+WL2flb7/Rp0+fxx1quTl79iz9BwxAcnfDd8xINM5/jVCkebiTumkradt34fRM5yLJgJBlkn5bjSkpmTfffPOhxhgREUFmZiauI4dhVzcQhEAyGIolJ3ZNG5O45GfOnTtH06ZNOXUuDNG7Z0HSWoKcswUPHpo3b/5Q468o3Nzc8PbyJvlWHJUpfZ/eJGIBaNy48V2dV5IkOnToQIcOHe6qvUajYe3atbz11lssWrSIGFPRiuKVcCOQ4BKrAkuShEboyMnJKfHcFouFjRs3Mm/ePM6ePYdKpaJlyxZMmDCBDh06lGtCK4Rgz549HDlyBIvFQmBgIM8++2xhRWTFw+Ps7Ezjxk24cjqCKnKtUn+ucdxAp9PRrl3xgnAKxaP2MIspeQgh4gCEEHGSJLmX1EiSpH8B/wKoXLnyQwxHoVAoFOXto48+YvWqVTj37Y1Dx/ZFvvxYe/UgYcFiBg8ZwtkzZ6hZs+ZjjLT8zJgxAwvgM/4l1EZjkWOOXTphirtF2uat5Jw9h33L5mgqOWFOSCT78DHy4+OZPHkyffv2fagx5ubmAqC2s0NVxhRstY1tYfuJEyYwYsQIso6HYt+8abG21pxcMnfvpW69erRu3frhBF7BqFQqXn7lZT766CNSSaSS5FasjUnkE6O6Rvu27aldu/ZDi0Wv1zNnzhymTp3KypUriYuLY926dVw8f4lGcltUUskPFyzCTI6UhZ+fX7FjaWlpPNv7WQ4cPICN2g4nqytWBBvWbGTVqlUMHjyYpUuXlksi+ccffzBhwgQuXbpU5HV3N3c++/wzxo4d+8B9KMr26quTGDNmDDe4QhWKfx6niSTiVNcZPvSFh7Y0QaG4F1JZC/Pv6UQFI6ob/7ZGNU0I4fS346lCiDInxgcHB4sTJ06USzwKhUKheLiys7Px9PJCVK+G++jhJbaxpGcQ88nnTJowoci2GU+qrKwsXFxd0Tdtguug/iW2EbJM4s/LyT55Gv72b2yLFi14++23GThwYLnF8+cI1bx58wg9dQqApk2a0K9fP4YMGUKlXt1xeqZLqe9P276L1E1biIqKwtvbm65du7Jv/34cu3XBoU0r1EYjQpbJvXyF9A2bscQnsH3bNjp2LHst69MkNTWVpsFNuREVTXW5Pp5URi2pEUKQSiJXVGcwafLYt38fzZo1e6Sxbd26lR49ehBIU7ylKiW2uSGucJkzHD16tEh8Qgg6dezEvn37qCUa4UWVwmTXKqzc4DKRhDF27FgWLlz4QHFu376dXr16oZdtqSLXxB1fVKhIIZ7rXCaVRGbMmMHbb7/9QP0oyma1Whk0aBBr167FAz/8qIYRR/LJI5YoYlSRVK5SmSNHj+DmVvyhjEJRXiRJChVCBN+x3UNMVC8BHW6PpnoBe4QQJZcSvE1JVBUKheLJ8euvvzJ06FC8XpuIoVpAqe0SflyGOvIqaampT/y6uIiICGrUqIHrC89j36z0f2PzY2KJ/fJrvv32W5o3b467uzsBAaXfo3sRGRnJvHnz2LJ1K1FRUWRnZaHS6zHcXiNruhyBJScHN3d30i1mvP7fu6hKGBGTTSbi/juD1kFB/PHHH0BBIj5y5EjWrl2LSqNB5+KMNTcPc0YGrm5u/Lx0Kd26dSuX63iS3Lx5kz59+nDq1Cl0Kj02wohZlU+ONQsXFxdWrlz5WJJ3WZYJDg7m/Jnz1JNb4CJ5FB4TQpBILGHSMdq2b8cff+wq8vf3xx9/0LlzZ2rRED+p5GnNl8UZoqUIIiMj7/v312Qy4efrR26yicZyO7RS0d9FWcic5xhJqlgiIiLK7e9EUTKz2cy///1v5syeQ1Z2VuHrKpWKfv36MWfOHDw8PMo4g0Lx4O42UX2YU3/XA6OAL27/77qH2JdCoVA89axWK7t37yYyMrJwDVG1asUrgD4qcXFxAGi9yv5So/PyJPXkKfLz85/4SsB/xi/n5ZXZTr499bZ69erlup7zq6++4t133wVJwlCjOqoa1dFcv4ElJQVzfAIeL49FbTSSsXc/iRu3AJC4+EdcR76A2u6v9YvWnBySfvoFc2oq//d//1f4utFoZM2aNYSHh7NkyRKuX7+OjY0NzzzzDAMGDECv15fbtTxJfH19CQ0NZffu3SxdupS4uDiMRiN9+vRh8ODBd/V7nZeXR2RkJEIIAgICymVLGJVKxcaNG+nUqROnLu3HSXLBWS74e0xSxZEhp9K4YWNWrVpZ7CHRwoUL0asMeMulJ4aVqUE0kXz//ff85z//ua8Yf//9dxISE2hI62JJKoBKUlFTNCBRxDJv3jymTZt2X/0o7o5Wq+WLL77gww8/ZP369cTFxWFvb0/Pnj1LnB6uUDxO5bU9zXIKCie5SpJ0E/iYggT1N0mSXgJuAIPKoy+FQqH4X/Tjjz/y8ZQpXI+KKvJ6t27d+O677x7L+k97e3sArBmZqMuoEGnNyECj1T4VSY6Pjw81a9XiRugpHNu1KbVd9omTGGwMtGzZstz6/v7773nnnXewC6qP84Dn0Dg6AgVTjXPOh5P0ywpuhSzA5503cOraGTnfRPqOXeRdiSBmyqfYBNVH4+KCJTmZ3DPnEBYLCxYsoEuX4lODAwMD+fLLL8st9qeBJEl06tSJTp063dP7bt26xZdffsnixd+TkZEOgJ2tHaNGj+L9999/4Poc3t7eHD9+nO+//545s+dwJSIcgHqB9Zg48XNGjRpVWPH17y5duoxRdkItFa8y/CeDZItRZc/ly5fvO76dO3eiVxtwsZZe5dog2VJJuLJjx06UPPXRsLe354UXXnjcYSgUZSqvqr9DSznUuTzOr1AoFP/LvvzyS95//30M/lVwGzUcQ7UARL6JrJOn2LXvAC1atuTggQPUqVPnkcbVo0cP1Go1WUeP49y3d4ltZJOZnJOn6dunzxM/7RcKkpVJEyfy2muvkXn0eIlFh/KuRZF94iRjRo6kUqWy9yy8W2azmQ8nT8ZQNQC3UcOR/raFiaRSYdegHiobA7dmzyPz2Akc27XBsUNbMnfv5fnBgzEajSz/9VfSMkIx2tvz4qhRTJw4kaCg4tuZKMpPZGQk7du1Jy4uDjfhTWVqARLJObeYP3c+K35dwe49u6lfv/4D9WNvb8/rr7/O66+/Tn5+PpIk3bEAkk6nReYO2xEJgRULWq32vmPLy8tDgxYzJuLEdTJIQQBGHPHBv3DfVzVa8m7PRFAoFAoov31UFQqFQvEQnDt3jvfffx+7Rg3xfG0CxsYN0Tg6onV3o1L3Z/B8YxJZFjMjRo585LH5+PjQv39/MvcfJC/yWrHjQpZJWfM7luxsJk2a9Mjje1jGjx9P586dSVr+G0krVmGKjUNYrZhTUkjdvJWEuQvxr1yZ//73v+XW5+bNm7kVF4dj5w5FktS/s6lRHX2VymQePAyA2mhE5+NNSkoK8+fPJyM9HYvFQmZGBgsWLFCS1IdMlmX69OlD0q1kgkVH6kst8JQq4yn5UVdqSjPRhZz0XHr17IXJVPbelvdCr9ffVZXe9u3bkyYlkydKTw7TSSbHmv1AW5X4+/uTbc1iP5u4wlkySCWLNK4SxgE2c0WcxSqsZKvTCKiqrE9VKBR/eZhrVBUKhULxgEJCQlBptbgM6ldigqJ1d8PhmS6ErlrL8ePHadq0+AjfwzRnzhxOnT7N1bkLsGsWjLFpE9R2duRH3yxIYK9F8eGHH971fpFPAp1Ox4YNG3jrrbf4/ocfiDl0pPCYJEn0fvZZFi5YUK5VMy9cuACAoUbpe3kCGGrWIH3XboQQSJKEMJvRaP76p15dSpKrKH87d+4kPDycujTFQSo+sm4n2VPL2ojTNw/y+++/M3jw4Eca3/jx45k+fToRnKOuaFpsxoMsrERKYdjbPdgU0YIkXOCKF9Woi1EqmLKeI7K4xgWuc5ksMsixZitb1CgUiiKUEVWFQqGowNZv3IhN3Tqoyyi8YmzaBCSJTZs2PcLICri5uXH40CFGDR+OKfQUcTNnc/OzaST+tAwvScWiRYv49NNPH3lcD5uNjQ1z584l5uZN5s2bx9SpU5k5cyaRkZGsX7eu3Ktm/plsCssdpmpaLCBJSJKE6VY8+bFx/zN7nlY0y5cvR6824IFvqW1c8MRWZeSXX355hJEVqFq1KlOnTuUWNzjDIdJEEkIIhBAkiThOSvtIFYnMnTf3vgs/JSUl8fXXX+OGNw1oWZikAthKRgIJxpeqJHOLGjVq8Oyzz5bX5SkUiqeAMqKqUCgUFVh2djYq/5KLrVhS08g8dISc82EgSSxYuBBPT09eeOGFwkJHj4Krqyvff/89M2bMYM+ePeTm5uLn50ebNm1QqZ7u56Gurq6MHz/+offTqlUrALLPnMWhVYsS2whZJufsOQwB/ghZJnXjZrQ6HS+++OJDj09RXGJiIgZhi6qMYkWSJGGQbYmPj3+Ekf1l8uTJ2NnZ8fHHUziRtQetSotAYJEtuLm48evsXxkyZMh9n/+HH37AbDZTjbolrlGXJIkAEUgM1+jQoUOR0X+FQqFQPhEUCoWiAvPz9SUiNrbY65nHTpD060qQZQw1qmHXqCEpcbd45ZVXmDJ1Kls2b6ZRo0aPNFZnZ2f69+//SPusKMLCwjhx4gRCCIKCgsr93rds2ZL6DRpwadce7ILqlzjCnnnwMJbkFIzNmxE/fzG5Fy/x9ddf4+7uXq6xKO6Ok5MT+VIusiyjkkp+YCOEIF+Vh7Oz8yOOroAkSbz11lv861//4tdffyUsLAyVSkWzZs3o16/fXa11LcuxY8cwqh0wyo6lttFLBhyFC+Hh4Q/Ul0KhePooiapCoVBUYGNGj+btt98mP/omer+CKYQ5YQVbkRhqVMf1+UFoXQq+5AohyL8aRdLSX+jcpQtnTp9W9sV7yI4ePcrb77zDwQMHirwe3LQpX06bRseOHculH0mSmBsSQqfOnYn/LgTHnt2xrReIpFZjSUklY/8B0v/Yi6RWk7Z5K3ZGI7NmzXqqilg9aQYMGMCyZctIIg53fEpsk0YS2XIGAwcOfMTRFWU0Gh/K+lBZlpG4c7VvCQlZlou9np+fz/r164mIiECn09G+fXuCg4PLPU6r1cqGDRsICQnhyJEjyLKgfr16vPzKywwZMuSJ3/9ZoXhSSUKIxx1DoeDgYHHixInHHYZCoVBUGCkpKdSqXZsMWcZt/Eto3d2Inf4NwmLB+503UemKbxthik8g5osZNKhXj7Vr11K1atXHEPnTb8+ePXTv0QNhY4OxXWts69UFlUTuhUtk7t2PNTWNNatX06dPn3Ltc/iIEcTcvInGxgaVQY85PR0hoGaNGrRr146mTZsybNgwjEZjufWruHcWi4VqVauRFJtMI2s7bKSio+D5IpdTqv3oK2m5ceMGtmXsRVwRZGdnc+HCBWRZplq1ari4uNzxPVOmTGHq1E9oTfdi1/8nszBxULWZF8e+yPz584GCh27fffcdn3zyCSkpKUXaN2kSzIIF82ncuPGDXxSQm5vLgAED2LJlCzZqO1ysnkhIpKoSyZLTCQpqyPbt25SZCQpFOZIkKVQIccenTkqiqlAoFBVcaGgoz3TrRmpqKvqqAeRFROIyqD8ObVqV+p74H34i58w5HB0d+WPXrnL7UqcokJ+fj1/lwOpA0gAAIABJREFUymSoVHi8+jLqfySFcm4u8XMXok5KJiYmBkfH0qc+3iuLxcLGjRvZsWMHubm5+Pv7M3LkSPz9/R/43GfOnOHy5ctotVpatmxZ7kWh/tecOnWKDh06kpeVh6dcGTe8kZBIIo449XXUOhVbt22lbdu2jzvUUt26dYvPP/+cH35YQlZWJgBarZbBgwfz4Ycflrl/c3R0NP7+/njJVagjNSmxTaQI4xoXCA0NLfycmjx5Mp999hkueFCZmjjhihUL8URzQ3UFSS/Yu29vuYyuDhs2jF+X/0oNgvClauE0bSEEicQSrjpOoyaNOXLk8FO/5l6heFSURFWhUCieIjExMcyZM4dZs2aRlZWFz/+9h86j9Cf8GQcOkbxyDSp7ezQmEwsXLGDo0KFotcVHYBX3btmyZQwfPhzPV/6FTe2aJbbJj75J7IyZfPfdd7z66quPOMJ7s2XLFv790UeE/u3fYI1Wy8ABA/jiiy+oUqXKY4zuyXbp0iU+/vhjVq9ajcVqAUClUtGnTx+mTJlSofezjYqKom2btsTFxuEmfHDHBwmJFBK4pbqB3kbH1m1by6ws/dZbb/HNN9/gR3UCqINO0gNgEWauc5lrXOD5559n+fLlQMGDueDgYLwJoA6NixVhyhe5hKr2UqWWH2FhYSUWabpbly9fplatWvhTi+pS/RLbxIoowjnBli1b6N69+333pVAo/nK3iaryaEihUCieAD4+Pnz++ecsWLAAAGE2l9lemAu+ELsO7IcpP59Ro0bRsVMn0tPTH3qs/ws2btyIrpIThpql72uq9/NF7+3Fxo0bH2Fk927JkiX06tWL89E3cBnYD5/338brzVexbd2SVet+p1nz5kRGRj7uMJ9YtWrV4tdff+VmzE22b9/Otm3buHHjBmvXrq3QSaoQggEDBpAQl0gT0YF6UjPcJR/cJG9qSQ1pLndB5Kp49tk+ZGZmlnqe6dOnM2nSJKKJ4KC0mVCxl5NiHwdUmwuT1B9++KGwfUhICBqVlpo0KDEJ1Us2+Mu1uXDhAnv37i1yLC4ujqlTp+JfxR+tVoejoyPDhw/n8OHDJcb2ww8/oJJU+FGj1Pg9qYxBbcOiRYvudMsUCkU5UxJVhUKheIK0atUKSZLIPnO2zHbZp8+gcXPFpkE9NG5uaL08OXT48ANtNaH4S1ZWFio7O6Q7TAWUjEYys7IeUVTFXblyhTfffBNPb2/0BgMeXl688cYbXL58GYBr164xdtw4bGrVwPOdN3Fo2xqdtxcG/yq49OuDx+uTSM3OZuiwYY/tGu7W+fPnmTBhAvXr1ad2rdo899xzbN68ucQiPY+Dh4cHXbt25ZlnnsHHp+TiShXJwYMHOXnyJNXkujhIlYodN0i21JGbkJqawrJly0o9j1qtZtasWYSFhTFh0gRqNq9K9ab+jH5xFMePH2f58uVFihVt27oNF9kDjVT67A8PfJGQ2LlzJ0II4uPjWb16NbVq1WbKlClkRefjY6mKMcOZ35avpFWrVkyePJl/ziK8evUqdip79FLpxZJUkgqj1ZGIiIiybpdCoXgIlKq/CoVC8QSpUqUKvXr3Zusfu7Bv3hStq2uxNtlnzpEfdR3n5/qgUqnQurlizcigUu8ebFu3kWPHjtGsWbPHEP3Tw8fHB8vOncj5+aj0+hLbCKsVa3wCPg0ez6jZ8uXLGTlqFLKQMdQNxCawFlnJKcyaPZvZc+bw45IlnDt3DlmWcRk6uMTCXDovTxy6d+X4qrUcP36cpk2bPoYrKZsQgvfee48ZM2agltQ4CTfUqNkWsZ1169bRulVr1m9Y/9i2gLmT/Px8JEl64K1gytuKFSvQqLR4yiXv4wzgiDP2KieWL1/Oyy+/XOb5AgMD+fjjj7ly5QoqlYrAwMASC37l5eVhoOw13WpJgwo1hw4dok6dOly6dAkoqB7sgS/VRF1spYK9pC2yhcuc5rPPPsPX15exY8eyYcMGFixYwIH9B8ix5hDOCXypVmJCDmDBolT+VSgeAyVRVSgUiifMVzNmcKBFC259OwenXj2wa9wIlU6LJSODzINHSNu+E30VP+xbt0QIgSU1DbXRFvtWLUjbuoNFixYpieoDGjFiBPPnzyfr2Akc2pa8Pi/7zDnM6emMHDnyEUcH+/fvZ/iIEegD/HEd+QIaR4fCY5aMDJJ++oWRo0bh5e2NoVZNNE5OpZ7L2LQJKWvX8/vvv1fIRPWTTz5hxowZ+FCVaqJu4RpIWZaJ4zpHDh/h2d7PsnffXjSaivG1JzMzk8WLFxMyJ4QrEVcAqBtYl4mTJjJ69GhsbGwec4SQnJyMQbJBLZV+zyRJwiDbEnMzhokTJ3L82HFkWSaoYRDDhg0jKiqKW7dukZ6ezoEDBzh69GjhCLedrR0jR41k8uTJeHt7F56zin8VItKuIWRR6vrTdJGCFQu7d+/GUeVCDRqgQUsaScQTTSKxVBf18aM6GklDHdGEHLJ4ddKrvPHGG+Tn52OQbHESLtjgwC2iiSUKP1GdmgQV6TdXZJNGMl26jC+nO6tQKO5WxfjEVigUiqdIcnIyN2/eRK/XU6NGDdRqdbmev2bNmhzYv5+evXpxY/lvBUWTbG2wZmWDLGNbvx5uLwxBpdOSf/0G5rg4HAb2Q2UwoPXy4Nq1a+Uaz/+iVq1a0bJVK45t2IzWza1YQaW8a1GkrlxDncBAevbs+cjj+/zzz1EbjbiPG4PqHyNBGgcH3MeNIfbzL0lMTETn41XmuVQGA2q9noyMjIcZ8n1JTU3li/9+gQe+1KZRkQRDJanwIQBJSBw6fIjNmzeX61ZB9ys2NpZOnTpx6dIlnFSuVCUQgOiLsUyYMIGFCxexY8f2u9r+5WFydnYmX+RiFZYyk9Vcski8Gsu8kHk4UTDD4+TJk3z//felvkeHHnWOjvlz5/P72t/Zf2A/1apVA2Ds2LFMmDCBNJKohFvhe4QQ5JKNiTxOcxCAujTFS1Thz61afQigmqjLSfZxmTPcJJKaIogs0skmE4vVgmyVqUtTPIRfYYVfszBxlXCiiUCDlmrUBUAWMlc4i1qlYvx4JVFVKB41ZY2qQqFQ/IMQgqNHj/Liiy/SJDiYZs2a8eqrrxIWFlbm+06cOMGgQYPw8PCgYcOG1KlThyr+/nz22Wfk5OSUa4x169blamQkPr6+IEkYqgbg1LUTvh++j8fY0ahsbLBmZpL4ywpUNjYYmxZsDSHn5qEvZarq00IIwe7duxk4cCBGe3s0Wi0BVavy2WefkZCQUC59SJLE2jVrqFW9OrfmLuDWdyGk/7GH9D37iJ+7gLiZs/H18GDzpk3l/qDiTmJiYti2bRt2LZoVS1L/pNLrsWvZHFN+Ppb4su+JJS0NS24unp6eDxSXyWRi2bJltGnbFkcnJ5ycnenevTvr168vHGXLy8sjOjqaxMTEYusJS7Js2TLy8vPwp3apo2+eVMZGZcu8efMeKP7yIMsyvXr14uqVqzSiLcGiA1WlQKpKgTSVO9GAlpw9fYaBAwfd1fU/TIMGDcIsm7lFdKlt0kUKWWQgIWGDkfq0QEZGIPDCn2Z0phP9aE0PAqiDCjVadBiwJYNUXPEiOT6F/v36k52dzfLly0lKSsLJyYmz0mGuiYtEi0jCRSiH2cYhtnKCPVgw40d1vKTi1agNki0NKNi6K588TnOICM6jpeBzrw7BeElVCpNUAK2koyZBeODHdS5hEvkki1uckvaTQAzTZ0zHz8+vnO+wQqG4E2VEVaFQPBGEEOzZs4eFCxdy8dIldFot7dq1Y/z48YVP4stDbm4uw0eMYM3q1agNBnQBVRBWmdD585k9ezaTJk1i5syZxZKPdevWMWjwYIRWi7F9G/T+/sh5eaSePMXkyZNZv2EDO3fswN7evsR+ZVlmx44dhIaGIoQgKCiIHj16lJnkqNVqtm3dStPmzckJv4i9gwOW9HSsmVnkXrxExqEjiPx8PMa9iMpgIP9mDOb4BDp16lRu96uiEULw+uuvM2vWLDR2dtgE1cdoa0v8jWgmT57MNzNnsnXLlhL3X7x27Rrz589nw8aNZGZl4uvjy5jRoxk2bBh2dnbF2nt4eHDk8GEWLFjAnJAQrq0rqO7r7ePD/336Ka+88spjWRd5/fp1hBDoA8reUsbg7w9CkHctivybMeh9Sy7wk3HwMBIwdOjQ+44pKSmJ7j16EHriBHp3N3QN6iKsMn8cPcK2bdto164dVatWZcWKFeTm5gLQICiIVydNYvTo0aVO2Q0PD0evNmAvlz51WSWpcJRdCTsfft/xl5ft27dz+vRpAmmKi1R0j1pJknDHhzxRjz17dnP8+PHHOkW/Xbt2NKjfgEthYTjKzhiloutG80Ue4RxHg5Y6NOYcRznPMdJIojaN8JX++ly2wY5q1MVVeBHKHkzkY08lEojBW/hz9txZnJwqYbEUrWYeyfl/RCUBBQm8H6VX3DZKDlQSbqSTjAYNDWnDVcKRseBJyQmnJEn4i1rEE80+NhScx86eOdPmMGHChLu8awqFojwp+6gqFIoKLy0tjX79+7Nn9240dnZoK/shzCbyr0aBEHz88cd89NFHD7SfHhQkOYMGD2b16tVU6tkNh3ZtCkekrFnZpG3fScbe/bz99tvMmDGj8H1RUVHUrlMHydMD9/Evoba1LXLe7DPnSFyylGFDh/Lzzz8X63fjxo289vrrXLt6tcjrvn5+fDVjBoMHDy4z7t9++614NV9JwiawNpV6dEPv54uwWLg1byGmq1EkJSZSqVLJRUOedNOmTeODDz7AoX1bKvXuWaRAkCkmlsTFSzAiER4WhofHX4nC/PnzmThxYkHhoZo1UBmNWGNvkRcbi7ePD9u2bqVevXql9iuEIC0tDSEETk5OqO5QDfhhOnnyJE2aNMFt1HCMjRuW2i779BkSfliKvYMDJoMet1fGof1HYp195hyJP/5M/+eeY9WqVfcVjyzLtG7ThmMnTuAybAh2DRsUVksWVitJq38n69ARJI0Gu+DGGKpUxpqTQ27oKfJiYunZsydr1qwpcSbAa6+9xrw582knP1vm3/9ZcRhjVQORkY+3cuvzzz/P7yvX01ruUWRE7+8swswB1WbGjR9LSEjII46wqIiICOrVrYfJZMaLyrf3UVWRQjyxRGHFSkNa4yy5c0TsIIt07HCgBV1L/XlcFKe4SSQqVMjISKgQyPw9CQXQokeLljxykbEiIaFFh4l8JCQ6SwNKjVsIwSVOc5NIgmiFm+TNAbEZJ1ypJ5Wd/O8R6xAINJKWfJGLm6sb6zesp0WLFvdzCxUKRQnudh9VZURVoVBUaFarlT59+3Lw0EFcBjyHsUXzwuTDkpZOyoZNTJkyBaPRyNtvv/1AfR0/fpzVq1bh1LM7Ts90KXJMbbTDpX9fhMnEzJkzefPNNwu3mJg7dy4mkwnf0SOKJakAdkH1yWvXhl9//ZUvv/yySOGQVatWMWTIELRenriNegHbuoEgqci9cJGkXbsZMmQI2dnZjBkzptS4Bw0axH8+/ZTwq5HI2Tlo3d1w6NgB++YF/wZknz1P2vZdmKKjefXVVyt8knrlyhX27t2LyWSievXqdO7c+a6mz+bm5vLFtGnYBtbBuV+fYl+UdT7euI0dQ8y0r5g/fz4fffQRAKtXr+bll1/GNrAOLoMHoKlUMDonhCAvIpKkn5fTuUsXzpw+Xer0V0mSKsx9rVevHq5ubmSHniozUc06cQpnFxdWr1pFn759if18OraNgjBUq4owm8k5dZrcyGs0bdaMxYsX33c8O3fu5Mjhw7g+P6hYPJb0dLKPh6L18sTzlXFoHP4q+uTYqQOZBw+zeeUa3nvvPb799tti527ZsiWzZs0ihXhcKPlnYxFmUlUJdG9z/yPC5SU6Ohpb2VhqkgqgkbTYYiQ6uvQpt4/CzZs3+eabb8g35QMUFhyCguq6bngTQB3spYK/Fxc8ySIdL6qU+dDAi8rcJJK6NEOFigjOk00GWrSYMRW2M5OPBRMqCv72VaipTWPSSSmcnvtn4aw/pYpEookkkdjbyS8kE4+tsEdChYy1zGsWQiCQ8SaAmiKIVBK5lHqKrl2f4dixo9SpU+febqJCoXggyhpVhUJRoW3atIn9+/bhPLB/wQjn30bINE6OuL3wPLb1Avl4ypQyN52/G/Pnz0dtMODYvk2pbRy7dMIqy0W+uP/8yy/Y1K1TmOCUxKF1S6xWa5FRqczMTMa8+CL6KpXxfGMSxsaNUOn1qHRa7ILq4/naBGxq1eTlV14hMTGx1HNLksT8efPQWKxoHB2wZmeTvGIlUW+9T9Rb75OweAmmmzcJbtqUmTNn3uNdeXQuXrxI165dqVmzJuPGjWPixIl069aNqtWqsWTJkju+f8OGDaSlpuLQoV2pX5R13l7Y1q7FwkWLgIIvpv/34Yfofbxxf2lUkZ+hJEnY1KiO2/ixJCQkMGfOnHK5zodNp9Pxr3HjyAkLJyfsQoltcsIvkBsWzr/GjaNDhw6cOnmS8WPHIoddIGn5bySvWounkJgxYwZ7du/G0bHs7ULKsnjxYrT29oXrpP8u88BhhNmMx9gxRZJUKLj/Dm1aYWzejAULFpCamlrs/f3798fVxZWr0gWsouQk5BoXMctmXnnllfu+hvJiZ2eHRWUus40QAotkwraEh153kpGRQUhICB07diSoQRBdunRh0aJFZGdn3/U5zGYzEydOxL+KPyEhIahvj2k0pzPBdKAJ7WlDLxpILQuTVFnI5FBQbEvLX9vsyEImVSSSIGJIEQnIQkZDwWe4QMZN8qYWQUhIyMg4447q9ldTW+wx4oh8O+GUkDjLYWwouC9xXC8Sd6QII5S9pJJQUFSJunjgRwzXOMoODNiQTDwWUfr9TyIOK9bCa3aW3GlkbUt+Tj6ffvrpXd9DhUJRPpREVaFQVGjz5s1D5+SIsVnJM0QklQrHrp3Jzspi+fLlD9TXuXPn0FapXGoBGgCtqwsGd3fOn/9r7VRKchJat+L7mf6dxs0VJKlIwrls2TKyMjNxeu5ZVCXsoShpNDj364MpP7/MCppQUIV2544d+FRyRs7OQaXRFJ5TpVIx9qWXOHjgwGOdklqWsLAwWrRsyd6jR6jUqzu+//4Av/98hPuYESSoJMaMGcO0adPKPEdUVBQAev/S930E0FWpzM3oaGRZ5sCBA1y+dAn7Dm2RSlkHqfP2wjawDvMXLCgs+lPRffDBBwQFBZH4/RJS1m3EnJSEkGXMSUmkrN9I4uIl1K9fn//3//4fANWqVSMkJISkxESuXr1KdHQ0EVeu8Pbbb99XwvR3VyIi0Pj6lHh/s06cxLZeIFqX0tfyOrRtRV5eHmvWrCl2TK/XEzI3hHSRzClpPykiobAIUbbIJFyEcp1LvPTSSzRv3vyBrqM8dO/enUw5jUyRVmqbVBLJsWbTo0ePezr33r17qVy5ChMnTiR032lizyVydPcJxo0bR4B/AEePHr3jOYQQjBkzhpCQELxkf1rRnUYUPLhLIxknyZVKkht66a/PyGyRyRG2k0gcAOmkIITgurjEQbYQyl7OcpiT7GM/G7nMWQAM2GIVVs5zHD02VKMuKSTghCvN6UIrqRvNpS60ozdVqYsFMyrU3CACOxyI4DxnxCGuinCixEWucQEv/GlDL2pLjQiQ6lBfak4bemLEiTSSsGLhKiWvVbYKC5EUFMyL4iIH2UKMuIZBssVTrszKlStJTk6+p5+JQqF4MMrUX4VCUaGdPX8eXY3qSGVM/dRXqYzGxuaOVXnvRKVSgVz21DAAIVuLJHwOjk5kp5b+xRPAmpYOQhSZHrpz5070rq7oq5SeWOm8PNH7+rBr1y7ef//9Mvto27YtkRERbN26lZ07d5Kbm4u/vz8jRowonKZcEQkhGD5iBDlCxuONV9G6/rUth6ZhELb165H483I++OADevbsSf369Us8j+H2AwY5Nw9VGZWN5dxcdHo9kiRx6dIlAGyql16YBcBQozqJYeFkZGTgVMaeoxWFvb09e3bv5pVXXmHlypWk/7Gn8JhKpWLgwIHMmzcPh3+MYtrY2BAQEFCusRgMBkRa8dFQAGtGBto7VBPWeRUcj4uLK/H4oEGDWLFiBePHv8zJtH3o1QbUaMixZqFRa3jr9bf48ssvH3gNe3kYPXo0kz+czOX8MzQUrYtt+2IWJiJU56jkWKn4uvMynDlzhh7de6Ax6WhKRxxkZyRJQsiCNJK4mHKSrl2f4cSJ49SsWbPU8+zZs4dly5ZRlYJKxAA2wg4jjlznMh7CF43016yWfJHHSfYhY6UBLUkkljiuY8ZEIjFUwo0q1CKdJBKJw4yJZG4BEhmkkUgsJvIIojUXOIEjLjSkTbGKvJ7CjzQSSSGBHLIAgYREGkkkEguAPZUIpEmxn7NeMtBQtOYgW9Bj4AZXMIl8/KmFUXJECEEyt4gkjCzSqUMTNGi5zmUuEEqeyMEFD6LNEVy+fJmWLVve9c9FoVA8GCVRVSgUFZpKJSGsdxjFEgIhyw88WtiiRQuOz5mDNTMTdSnVeU0xseQnJhUZnRk8cCAh8+ZhzcpCbTSW+L7Mw0eQJIl+/foVvpaXl4dkY7jjF2jJYCishHonarWaXr160atXr7tqXxEcPXqU06dO4TKof5Ek9U+SWo3LwH7kngtj7ty5pRaY6dKlYF1xVuhJnDp3LLGNsFjIPXOWrl26IEkSWm3Bl27ZfIfpmLePl1Z9tiJycnJi+fLlTJ8+nTVr1pCcnIyzszP9+/e/q602TCYTh/8/e2ceEGW1///XmWFmGHZkE0RABAXct1SQrLS6mpV5K7tt+jM1zUrLynvtfvN2y7xt1zLLUtPM1LK6bZpb5YKCu4giirK4sO/LwOzn98fAKMGglQvVvPzL5zlznvPMxnzO5/N5v1NSqKysJCAggIEDB/4qq51hN91Eyty5mMrKm2VOFa4aLNWtl+ybG/xbfx5UX8i9997L7bffzueff87OnTsxmUx07dqV8ePH/2ZbnctJu3btWP7Rcu6//372i62EWqPwJxiQlJDPWcUpDIp6vlv9HVqt9pLn/fe//43FaKW/NbFJtlMIgS8B9LYOYY/uB+bNm8fy5csdzrNo0SI0ClfCrV2bzBEte5DKLg6SRFfZG29hex1PcwIDegYyDE/hg5v0pJAzlJBHJN3wwY/DJGPFShCheOOHBRMFnCaTVAA0aLFgwoiBOAY069/Nkzkc5yBg64PV4EotVVRj2/yIohunSCeMKMcl/0JDsAwjn1zCiOYcWRRyBhepxooFKxbUaOjBQEyYyCGDWqoAyCGDdgQCtNmKFCdO/qg4P3FOnDhp0wweOAjDiUysRqPDMfUnTmIxGH6zlcOUKVOwms1UbNzSooehtFqp+H4TrlpXxo8fbz/+2GOPIaSk9JM1WI3NA576U1lU/7SdUbff3iRbFRERgamoGEud4yDUajRhLii87FmutsT333+PUAg8+vd1OEbp7o5rt1i+W7/e4Zi4uDiGDh1K7U/bMZWUNjsvpaRi0xZMVdVMa7CbiI+3+S3qUtMcziulpP5wGt179MDDwUZEWyY0NJQnn3ySF198kenTp180SDUajbz44ouEduzIDTfcwOjRo0lISCCyc2cWLFjwi8ufJ0+ejFKhoPzr75CWphULbt27oUs9jFWvd/j42j37EEIwatSoVq+j1Wp5+OGHWbx4McuXL+fvf/97mwpSGxk7dizfffcdHboEk8EBklhHEus5ziGienRmy5Yt/OUvf7nk+QoKCvjm628ItoY3CVIvRCvcCbJ2ZPXq1VRWOq7+2LlzF77WQJSi6YaEn2hPDwaho5p9/ESy3Mhe+RNnOUUAIXgKH2plFefIQqDAA29CCCeNFDRoSeAvdBfX0VF0JkLEMIhbiKFPw+ySGioRKPCjqWVPicwngwP4EkgCI+gjhhAn+nOdGMZ13IQLKnKwVUV40bqYmSe+WLESSCidiEWJCjNGtLjTg4EM5GayyeA4BzFhIIQIouiBP+0ppxjBtc/IO3HyZ8MZqDpx4qRN89hjj2HW6ajaur3F89JspmrTFvwDAhgzZsxvulZMTAwzZsygZmcypas/w1R8vp/UcC6P4g8/ou5oOvNemdekhDc2NpYPPviA+uOZFLz6JlU/bUOfk0vdsQyKV66meNESOnfqxNIlS5pcb8KECViMRmqSUxyuqXbvPsw6HRMmTPhN99aW0el0KFSqVnuDwRasXkwU5oMPPsBDrabo7Xep+mkbluoapNmMPjuH4o9WUrX5RyZMmGDv/4uOjmb48OHoknZhKi9veX0HDqE/l8fj06b9uhv8HWEymbjzzjv517/+hS7Aj8BHxhPyzAwCHn6AEpUL06dPZ9KkSS1u5DiiY8eOvP7669SlHaHovcXUHT+BtFqRFguqoECkwUDp2i+bBbEAhtNnqNmWxIgRI4iMjLyMd3ptGTlyJMeOHWPHjh0sXLiQd999l927d3Po0EFuuOGGXzTXiRMnsFgtDlWPG/EjCKPRSPbPbLAuxGI228WMfk6g6EAit9GF3tRRSzXlSCTtCOSo3MtutnCObKxY6EAn8snFjIlexOMqmvY5CyEIFZ3pQCcM6LG0oMYrpSSbY7jj2eIcXqIdfUi0iy1dqBjcEo3n97OVLNKxYNtU7MdQlLiQzEZ0DYJQBvTkk8tZsuhAJAMZjlpo+OuYv1JXV9fqdZw4cXL5+P3UMDlx4uRPyfXXX899993Hp59+ilVXh/eNQ3Hx9UFKiSH3NJXrNqDPyWXm88/zwAMP8NO2bZgabE0mT5rEQw899IuyYG+++SYajYY33nyT2r37cQ0MQFqtGErLcNW6Mn/+fGbMmNHscY888gihoaH8+6WXSP5mnf24h6cn06ZOZc6cOfj5NS1r7du3LyNHjmTD95tQennh0b/veX9JKak7nEbF19+RMGQIQ4cObXG9Ukq2bdvGli2nChv6AAAgAElEQVRb0Ov1REREcP/99+Pv37q4U1siNDQUi8GIqbgEVWCAw3Hm/Hw6hYa2OlfXrl1JSU7mkYkT2fXNOsp/9lq05Ln71ltvMTg+nuIFi/AaeSvufXqhUKkwV1ZRvTOZ6h+3MiQxsUkWva1hMplYv349mZmZqFQqEhMT6d//ohZ1zXj11VfZuHEjfmPvxiv+vG+kpmMo7n17U/n9JpYtW8b111/PuHHjLnnep556Cg8PD/4xezZFi5bY+icBpMTb25uqA4ewlJTikZiAJjwMa309uv0H0e3ZR4fgYJb8bJPnj4AQgsTERBITE3/TPI3lqI12LI6QDR6lrZWvduvWjb1J+5EW6bCMtjHAa0cg5RSTTw41VBJBDL4EcIgkNGg5w0naEYS7aLmNAqAjUeSRQx01SKyUU2zPqtZQSQ2VxNC3WYa3ETfhQZAMpZAz5JOLD7bvvVpZTT21KFDgRTtcUNlVgr3xJ5ROpLMPgHKKOcoetHigQkU1lTT6uRqo4zDJhBFNN3kdB/N38Omnn/6hNw6dOGlLiF+yK3ql6d+/v9y/f/+1XoYTJ07aGEajkccff5ylS5eCEGgC/LEaTRgrKnD38KBf377s2LEDF3d3XHt0Q6HRYMzOQX/2HJ0iI/lhy5ZfnI0pKChg2bJlHD16FIVCwYABAxg3btwleWVmZmaSk5ODRqOhf//+rQbKVVVVjLr9dnYmJaEJDEATFwtCYMg4gaGwkL79+rFp48YWA8+9e/cybvx4jmdkIJRKFCoVFr0etUbDY1On8tprr9l7MNsyhYWFdAwLQztoAP53t5wVN5w+Q/5/F/DWW28xffr0S5r3yJEjbN68mfr6esLDw7nrrrscvhapqanc97e/ceL4cZRqNUqtK6aaWpCSe+69lw+XLm2zZb9vv/02//fCC9Q09HI20rNXL5YuWcKAAQMuaR6TyUTHsDBqfH0ImjKxxTFSSgpe/S+x7dtz8MCBXyxQZDAY+Prrr5t8rkaMGMGaNWv490svcTIz0z5WpVZz39ixvPbaa22yhLetUFFRQXD7YPyNHYgVjsvnj8g91HlWUVhY4FDJ+bPPPuO+++6jO9fRXpwXebNIMyc5QgG5LWY/I+lGpIhFL+vYyfdE0Z1sMgglki6il8M1SSn5kS9RoETRUDLcl+tRCAWF8gxH2ctgbsENT6xYUKBs9p7Lk9lkNPSwRtGDEvKo4nx1hAIlHnhT3XCsHYH0YDDb+cZ+3g0PjA2Z3VAiCaIjSlyopJQznERHNVH0oEhxll6Du5O0M8nhPTlx4uTiCCEOSCkvupvqDFSdOHFyVSksLOTjjz/m5MmTqFQqrr/+esaMGYP6AnsWq9VKRkYGVVVVBAYGEtWgyJqTk8OyZcuaZI0yMzP573//i/fNw/C5ZbjdZ1VKif7kKUo/+oSw9u1JO3wYd3f3a3LPF8NkMvH555/z7nvvcfDgAaSEnj178tjUqdx33312NdsL2b9/P9cPHYpF64rXX27GvXdvFGoVxoJCqrbtoHb3XsaOHcuaNWvahNrpxZgyZQoffPABfnffheeQ+CZrNhYWUvLBh/io1Jw4fvwXqe6mpqayaNEiklNSsFit9OzenUcffZQbbrih2fMipWTr1q2sW7cOnU5Hhw4dePDBB9t0yWnj86bpHInPsBtwjeqMNJnQHTpM5ZafUOr1bN+2jUGDBl10rp07d5KYmEjg/3sY9949HY6r2rqD8q+/5fTp04SFtW4F9EuQUpKcnExubi5arZbExEQCAhxn2J2cZ8KECaxc8Qn9rTfiIZqLTlXLCvaLbTzx5OOteikbjUbi4xNIPZRKV2tv2hOGxMpBkqiijGDC6UAnNGipo5ZzZFFCPv4E0wvb53a/3IaBesyY8SOI7sKxdoBB6knCVvUgEEgkfrSnCz2poYqj7MEHf6ooQyJxQUUw4XQkCjdh2zg6I0+SyWEECiRWXHGnI53xwR8LZgo5SwG5CBR44UMlZYQRzRlO2tfhgTcG6unHUDxEU89gq7SSRgqlFOBPe9zDXMk9nfOLXh8nTpw0xRmoOnHipE1hNpt59tlneWfhQixmM2pvb6wmI+a6egICA1m6ZAm33XYbixYt4u0FCzh18vyPiH79+/Pcs89y7733NpmzoqKCkJAQlN3iCHz4/havW388k8JFi1m8eDGTJk26ovd4tZBS0q9/f9Jzcwia8QQu3s1/mFZu/pGK9Rv47rvvLipC0xYwGAzcddddbNiwAU1QINrePREaDYasHOqOZeDv78/mTZvo06fPxScDLBYLjz/+OO+//z5KtRp1VGeEUokxOwezTsett97KF1980WazpJfChg0bGDlyJO79+hDw4N/sZeONWKpryJ+/gEA3N86ePnNRxdL169czatQogp96AteIcIfjdKmHKV6+ksOHD9Ozp+OA1snV48yZM/Tv15/q8lqirN0JJBSlUGKRtkAtS3GUwOAA9u3fd9HsdElJCaNG3c7evXtQo0GJinpq6cEggkTz0vvGQDGGPoSKzpTIfA6TjBZ3DOhJ5DZUorlPNECuPM4pjrZ4zgUVZkyo0BBMGGo01FBJMXkIFPRkMP6iPfvkTxjQo6eedgTQi4RmpcJVsowD7ECDKyo09uwqgCta9NTThV6EiegW12KUepJYjwZXorp15sjRI60+h06cOGmdSw1UnT2qTpw4ueJIKZk4cSIrVqzAc/BAvG+6AVVD72f9iUyq1m9k9OjRxMfHs2vXLlwjwvG/7x6UPt6Yiko4mrKbsWPHkpaWxssvv2yf99NPP0Wv1xNyU8v9mwCuXaNxDQlhydKlf5hAdd++fRw6eBC/u+9qMUgF8B52A7U7k3n33Xd/F4GqRqPh22+/5dNPP2XhwoXs2fQDAAGBgTz9/PM89thjBAcHX/J8zz33nM0n9Ibr8bl1OMqGUker0URNcgqbv1nHvffey/r1638XGeeWeOaZZ0CpwG/Mnc2CVACllye+t40gf+VqfvjhB2655ZZW5wsMtFlwmIpLWg1UjUUlTca3FcxmM99++y1Lly4l61QWrlpXhg8fztSpU+1VGX9UwsLCSNqZxF2j7yL9+D4yFYdxFVr0sh6T1Ujvnr356quvLqmEOiAggOTkXbz00ku8+OKLgIEAOrQYpAKEiWgK5Rmb8JCMJECEECA7UEIeAMc5SDd5XTPbmRpZSQ7HUaGmB4PwxId66jjNCYo4ixkTHYkimp5NHquX9RxmF2mkECW7U0U5XrTDQD3duK7FflZv4UcnGUsWR6mnqSBbY7omGMfvebVwxV8GU0IBd9x5x0WfQydOnFwenIGqEydOrjhJSUmsWLECn1uG43vbedsFoVDgFhuDa2Qn8l5+lV27duF7x21NPTBjY/C6PoGytV8yd+5cBgwYwJ133glAVlYWSrUaTWgHh9cWQqDqFE7WiZMOx/ze2LFjBwDufXs7HCOUSrS9erBte8tqyY3U1dWxefNmSktL8fX15ZZbbsHTgYfslcbFxYUHH3yQBx98EKPRiNFoxN3d/RcHkvn5+bz99tt4DB6I311Nf1Qq1Cq8b7gepGTD19/Zy11/b9TW1pJx4gRusbEOvXsB3Hv3pGT1Z3z22WcXDVT79etH56go8nal4DGgX4vPu7RYqNu9lxtvvLFN9Y3m5+czYsQI0tLScFN64GHxxkwVbx15i/nz5zN37lz+8Y9/XOtlXlG6du3K0fSj/PTTT3zxxReUl5fj7+/PfffdR2JiYpPXMy8vj7Nnz6LVaomLi2vWy65UKgkKOm8VE9JKEAe2IO8Eqeipa8ik1qFBiwIFRZyjjlrCZDTe+GFu8FE9RzYg0eJONsdoRxAd6EQ3BlBOER5404Vezd6HrkJLb5nATjaQyWG8aYeOGvwJdmjPA9CBCLIasrcqNJgw4IIKIwYUKB1mfRvRoEVgs1ty4sTJ1cEZqDpx4uSKs2jRIlzc3PC++aYWzwsXF6wWM65dopoGqY3nFQr87hmDIfMU8+fPtweqGo0Gq9mM1WRC0YpokFWvR6PRXJ6baQMYGzxlhbr1H1ZCrcZkau7r2jjHnDlzeG/RIqqrquzH3dzdmTRxIvPmzUOr1V6+Rf9C1Gp1k77lkydPsnjxYg4dOgRAnz59mDx5MtHRzUv1li1bhsViwWd48/dSI54Jg6ne/AMffPDB7zJQPXv2LFJKFG6tv0bCxQWhUlFYWHjRORUKBc/MnMnUqVOp+HYdvrff1iRTKy0WSlZ9irG8nJkzZ/7me7hc1NXVcfPNN3Py+Em6M5AgS6g9uDHIejJJY/bs2fj4+DB16tRrvNori0KhYPjw4QwfPrzF89u2bWPevHls3rzZfqx9UHumTJ3Cs88+i1arJSUlha+//pqVK1fax6hp/ftTjS1AtGDGKA1UU0EU3elAJMfYTxmFdpXdC1GhQYMrJoxkk04OxwglEhNGwoh2uEmlEVqCZChFnKMXCSSxDldaFogySgPFnEOPza+6cZwJMDcoGEvguDyERKJCRQAd8BbtmsxTQyUajYaQkJBWnwsnTpxcPpyBqhMnTq44O3buRBMbg8JBYGXIPY1VV4dXwmCHcwilEvdBA9i+fiNFRUUEBQVx00038corr6BLTcNzQL8WH2fV69GnZzDmnnsuy720BRrLGA3ZOWi7dnE4zpidQ+fOnZsdN5lMjB49mg0bNuDepxft4weh8vfHXFFBTcoe3l6wgIOHDrF506YWhZyuJhaLhaeffpoFCxYglEo0HW3Z85+2beONN97giSeeYP78+SiV58v9jh07hibAH1UrFj0KtRpVRARH09Ov+D1cCVxcXMBqxXD6DFI6thIxlZYi9fpLzn4++uijpKWlsWjRIvTpx3Eb2B8XXx9MxSXU7dmHsbyCV155hdtuu+1y3s5vYvXq1Rw7doxexBMgmgYRGqGlu7wOEwb+75//x4QJE/5Qm1a/hBUrVtjuX7gSSRxe+GLGRGHxGf71r3/x1VdfI6WVtLQ0uzBRMGEUcIZaqvHGz+HctVQCIFBgwQyABQspbMKIAS/aocGVeuqopRIFCmLoS3vC7GW9OllDJqmcJQsAT1pXWPfCl0LOYMWCBLsHaiNWaeUkaeSRbfdaBdBThzd+eOJDCfn24+fIRtXQF5vLCbxlO7ozEK1wp0ZWUkUZGODFF19s0oLixImTK4czUHXixMkVx2w2I1SOv24sOpuBustFvD9dGnxIy8vL7YFqdJcunNm0BbfYrs1KIKWUVKzbgEWvZ9q0ab/xLtoOd9xxB+38/Kj6aRuu0VEt9ifqc3Kpz87h0TffbHZu4cKFbNiwAb97xuA1JN5+3KWdL66dI9HGdCVp5Wr+85//8K9//etK3spFmTlzJgsWLMAzMR6fm4fbe3LNVdVUbvmBd955ByEEb7/9tv0xLi4uSLOl1QAOQJrNKLUtZ2HaOhEREXh5eVFdVEz9iUzcYrq2OK56+06AFr1/W0IIwbvvvktiYiJvvf02e79dbz83bNgwZs6cyYgRI377DVxG3n//fTwVPvhbW+5hFkIQLrtwqHwnX3/9NWPHjr3KK7z2pKen88iER/CRAfSyDkYpzn8ftyeMIs5x+PAeFMIWQFowc5I0IoihmkrOkUWIjGjx82SRFvKwqeDuYQse2FS5T5OJGg3XMQwvYQs6G61kejCo2aaCu/Ckl0xgP1uppgIjelxxXDFgwgCAEhUgbX6oci9a3AkilCzSKSGfECLoSBQeeNvLjnPIoI4abFrDEEkcHeiEWrhilrYxWaSzn230kINIZx8q1Hjjx8KFC3n++eevacWJEyd/FlqXAHTixImTy0BcTAymU9lIa8uG9I3li+bSslbnMZc1+OC1s5VkCSH4aPlyqKmlcP5CanbvxWo02qxpsnMo/nAF1Um7mDFjBgMHDryMd3RtcXV15f/++U/qj2dSuvZLLHX19nNSSupPnqJ02QpCO3ZsZkxvtVp5Z+FCtJ07NQlSL8Sjf1/c4mJZ9P77DkuHrwZZWVm2IHVIPP53j2kiHOXi7YX/3WPwHBLPO++8Q1ZWlv3coEGDMFZUYDxz1uHclpoajNk5JMS3/By0dVQqlW3zRQhKPl6FPie3yXlptVK1bQfVO3YSFRVFjx49LnluIQR/+9vf2LN7N3l5eaSnp1NUVMQPP/zQ5oJUgIxjGfhY/VvdlGiHrd8yIyPjai2rTbFw4UKQgu7yuiZBaiNBIpRQIpHSSiAdsDZ4pbriTgRdqaGSDA5glU2/w83STBopGDHQld5IQI8OBUqsWOhDoj1IBVvW0gNv/Gl5U0EhFIRj23TJwfFrJaWkgDN4045UdjYcFZRSQA4Z7GYLJeTThV7Eif54Ch+bXoFQEyai6c+NSCQg6U0CnUQs6ob+VhehoqOIoh9DMWFkP1sxYaAX8YQRTVVVFRs3brzEZ972nbthwwbuvPNOOnWKJKpzFA899BDJycm0JecNJ07aIs6MqhMnTq44jz76KNv+9jd0qWl4tCAApIkIR6hUVCfvdujfKK1WdHv2kpiY2ETkIz4+nq0//cQjEyeSsWYtpWvWIoRASomHp+cfVkRl+vTplJSU8Morr1B/8BCucbEotFpMZ86iP5dHWHg4mzdtauY5euLECXKys/G/r/VSaI/r+lP80UoOHDhwSR6cV4IlS5aAEPjcPMzhGJ+bh1GbvJvFixfz6quvAvDggw/y7HPPUbF+A0GPTkQom6qASimp2LAZq9n8u+5ZnDVrFmvXriUrJ4eCtxaiieyENqozVqMRXWoalspK1Go169evv/hkDggJCWkzPXmnT5+mvLwcPz+/Jv6tShdlQ9DRHCklZRRyjixAsPCdheTm5jJ16tQ/1ObVxViz5lMCZAhq4bjsOZTIBl/UPHtPah01BItw6mQNORynlELay45YMFNBCXXoAEkwEXjiizse1FKNAiUBhOAumgqz1VLVau8pgD+2MvVSCqiSZXiLpiXHUkqyOYaeOvTUo0RJF3oRTDgqoaZMFpFGMmpc6UjLas/uwpOOMoocMnCjZfE4T+FDsAwnj2z8aY8RA54N2eLi4mKH67+Q6upqRo8ezdatW3FVaPG2+iOx8lnuWj755BMeeughPvzww2ZiVk6cOLHhzKg6ceLkijNmzBj69O1L+Zq11O47gLRY7OcsOh3lX36NNJnQn8ikamtzlVpptVL2xVcYS8t46qmnmp0fPHgw6UePsm3bNl588UVmz57N8uXLKSwoYPbs2b9b+5HWEEIwd+5cDh48yPgHH8KntBz1ySy6B4fwwQcfkH70KF27Ni8Hra2tBUDp2bp/qKLhfOP4a0Fqaiqa0A64+Hg7HOPi442mYyipqan2Y15eXrw1fz71J05S9P5S9Dm59syFsbCQkk/WULMrhaeffprY2Ngrfh9XCm9vb5KTk0kcMgSw9XpXbv6B6m07sFRWEhYeTmpqKl26OO5jbutIKVm1ahX9+w8gIiKCvn37Eh4ezqCBg1i7di1SSuLj4ylTFjTL9pmkkQNsJ5VdVFNBEKEoyl1ZvXI1gwYNYuLEiZjN5mt0Z1cPq9VKVVUlWtxbHdd43oSRADqgQNGgzAudRXf6MAQ3PDnDSfLIwYQRL3xQ40oBuexnK7XUoMYVKxZ8aN7KIRAONxUaaTyvQMkBdnBSpqGT1RilgXJZxGGSySED0fCvH0MJE9GohJp8eZpDJGHBQnvCWv3ub49ts6Mcx0FnEDZLniLySCOFffwE0GwDsMX7kJK//vWvbN+2nRj6EG8dQQ8xkJ5iMAnWkXQihpUrV15yWf7PKSgoYPfu3aSmptoF9i43R44c4auvvmL9+vWUlpZekWs4cdIazoyqEydXASklmzZt4t333mP79u2YTCaio6OZPGkS48aNu2Z2IFcLtVrNxg0bGHnbbRz4ZA1V6zeiigjHajRgyDyF1WTimWeeISsri6+++or6I+m4DxqAi7cPpuJiapN3Y8gv4LnnnuOuu+5q8RpCCIYOHcrQoY49Vf+I9OnTh6VLl17y+MbsmCGvALfu3RyOM+YXANChg2Prn6vCpVTGtdCLOmnSJIQQzHjqKQreWojKywuFixJDeQUqtZrnn3+ef//731dmzVeRwMBAdmzfTlpaGqtXr6aoqAhvb2/uvvtuEhISftebNFJKnnzySRYuXIinwptoeqLFnXp0pO/PYOzYsezbt4+pU6eyadMmznKKcLrYH5tGClWUEUNfQoiwi/aYrSZyOM6HH36Ip6cn8+fPv5a3ecVRKBR4eXmjr65rdVw9DVoBqFELjT2b6CP9CBbhuONFHTWo0BBDHwIIQSEU9qx1BgexYKYX8ezjJ7uo0oV44UsJBUTLng7fm8UNAkdx9KeIs5zhJKfJbDZOIgkhwl5aXCXLyGA/vvhTQSkuF/mJ23he0nJLCoASWzVGF3qiwY1sjtrsbFrQBfg527dv54cffqALvQgVTUXtXIQLnemOSZp4//33mTVrVpMqgdZITk5m7ty5bNiwwb4BF+AfwKNTHmXWrFl4tGJXdals2LCBOS/MYd/+80rNarWasWPHMm/evGv/d8HJnwbRlurj+/fvL/fv33+tl+HEyWXFbDYzfvx4Vq1ahcrLE9ce3REqFcbsHPRnztIpMpIftmwhMjLymqzv4MGDHDhwAIDevXvTv3//K/bj1mw2s27dOhYvXsyJkydRq9XcOHQoU6dOpUePHlgsFhYsWMCCd94hNyfH/rhevXvz7DPP8MADD1yRdf3ZGDZsGDtTDxE8+7kWbX2kxULBa/PpHhrK/n3NLSWuFrNnz+Y/r75K6AuzcfFtOYNhrqjk3L9f4e+zZvHKK680O19bW8vq1avZs2cPFouFbt26MX78eAICAq708p38RpYvX86ECRMII5pomgY2UkpOkMo5svjkk09Yu3Yt3377LWFEE0Y0Omo4RBIx9GkWJDSSIQ9QqDzL2bNnCA5uuWfyj8LkyZNZ/uFyEqwjHfqFnpC253MIt6ERrlikmUMkUUkZ3vghEFRRzkCG4SGaVznUSx17+AE/2lNPLWbMDOaWJq9boTzDUfYSR39CRESzOczSxN6GrGXjY/WyjkLOUkYRVZQ2UfANpytRdEcIQZpMoYIS4vkLyWzEB396Ccc96MXSliXtwxD8RMuq2LnyOKc4SiRxRIo4zNLEfrbhFezO6TOnberbDnjggQf44tMvSbCORCmULY6plzp2sZE5c164JOG6tWvXcv/9D6CSKoKt4Q2+tGYKOUMZhfTq3YutW7deUsbXEcuXL+eRRx7BTXjSwRqJD35YsVDIWQoVZwgMCiA5JZnw8Na9dZ04aQ0hxAEpZf+LjnMGqk6cXFmefvpp5s+fj8/IW/EZdiPigj9s9SdPUbp8JWHt23P0yJGrqiK4Y8cOnp45kwM/+8z17tOHN15/nWHDHPcFXmmsVptFQlVVFUFBQXTt2vV3nRlqa2zevJlbb70Vtx7dCXjobygusOuQZjMla9ai23+Qzz//nLvvvvuarTM3N5fIyEg8Bl2H39i7m70HpJSUffYFtbv3kp2dTURExLVZqJPLjpSS7t27k3e8kP7WG1v8/Esp2av4gejeUSQn72Lq1KmsWLECaZUoUKBASSK3oXAQJNTJWpLZyNy5c5k9e/aVvqVryuHDh+nbty++1kB6MrhZ4FQi8zlMCm6404sE3IUnVmnhIElUUooSFyyYCSacbmKAw+s0BrvR9CSTw802CqzS2hD8ltKJOEKJRC00tr5xSjhJGrVU0ZsEe/BYLcs5xE5MGPEnGB/8sWCmgDPo0RFACLH0I4l1dCSKLqIXJ2UaZzjJYG7BTTSvWJJSsp9tVFFOAiPQiubq32ZpYjdb0FNHND0JF7ZsfWOA+9VXXzF69GiHz0WfPn05m1pAHzGk1ddmt2Izo+4ZyZo1a1odd+rUKeLi4vAwe9NLJuAimm4ylsoC0kQK946996JztXaNmJgYfKz+9JTxzd4nNbKSQ4odDIwfyI6kHb/qGk6cwKUHqs7SXydOriClpaUsfPddPAZdh++tNzc7r42Owu+h+8l+fwlr1qxpptB6pdi4cSO333EHCm8v/P46Gm33OASCumMZHNuexK1/+QtffvEFd95551VZz89RKBT07t1cdMnJ5eGWW25hwYIFPPnkk+S9+Apu/frgEuCPuayc+v0HMdXWMnfu3GsapILNgmXmzJm88cYbSMD3luG4tLOV+ZnLK6jY/AO1KXt45plnnEHqH4z09HSOHTtGDH0dblIJIQi2RnDw4AHOnj3LsmXLmDNnDitWrGD+f+ejqnJzGKQCuAkP3BWeHD9+/ErdxjXFYrHwxRdf8O6775KSnILVaqWMQpLZSEfZGS98MTXYtZRSgBIX6qglhU2Eys5ocaeSUroxAHe82MuPDtV6GwkghLOcwh0vPPHhOIeoldV0JMoW/GLBn/ZUUkY26eSSgVZ6YMaIAT0KlPRksD1INUoDh9iFEhf6c6NdnElKSThdyCOHk6ShwCao1Sh21JEo8snlEDvpJeObZIDN0sQJUm2+qMAhkughB+Ipzmch62Qt6ezDgE1R/cL+Xn+CUaBk4cKFZGZmEhISwp133tmshUelcrGrJztCSokVS6uZ2UYWLVqExWyhuxzYLEgF8BfBdJRRfL72c15//XVCQ0MvOufPef/995FWSZzs32IW2FP4EG6NIWlnEocPH6ZXr16/+BpOWkev1/PFF1+QkpKC2WwmLi6Ohx56yO528GfDGag6cXIFWbVqFSajkcAbr3c4RhvTBU1wMEuWLr0qgWpdXR1/u/9+XIICCZz2KEq38zvJXkPi8ejfl6L3FvPAgw+Sn5eHl5dXK7M5+b3yxBNP0K9fP95++22+/N//sJjNKBQK7rjjDp588kluvPHGa71EAF599VWEELz55pvo9uxDE2L7oWzIL0AAzz77LP/5z3+u7SKdXHYahVvcaL3frvF8SUkJUVFRhIeH88ILL8q04kEAACAASURBVPDll1+Sl1bU6mOllFguMUj4vVFfX8+YMWPYuHEj7gpbCacCJUWco44aTnHUPlaFmghiiCAGC2ZyOc5ZTiFQ4EU7gkU4NbLyF11fIFChRoGSPLI5RxZCKuz9oJ740IlYyimmijKM2MSAfPBr4q+aTy4mDPRhGO7CkypZxhlOUUweEisKlLjhQRE2Kypjg7eqq3Cjt0wglV3sZgu+MgBPfDBioJg8rFiIIJazZFKPrWTZW7bDDU/01FFBCQoUuOOFEb1didgg68ngIFYs/Pjjj/z4448AeLh78Ni0x3j55ZftCr6JiYkc2H8Ag9SjabC++TnVlFNn0ZGQkHDR53TN6jX4yWA0wnHlVQciOW3N5Msvv2T69OkXnfPn/O/L/9FOBrV6jRAiOIlNZMkZqF5e1qxZw+PTHqe8ohy1QoNCKNBb6pk1axZ///vfmTNnzp+uuuyP9+3sxEkbIjs7GxetFnX7lvtfwJYVUEWEkX1BT+aV5NNPP6WyooL2D97XJEhtROHqSru/jib/vwv45JNPeOyxx67KupxcfeLj44mPj8dgMFBdXY2XlxcajWP7imuBQqHgtddeY9q0aSxZssSu7tt73HgmTZrk7JP6g9LYY6endQEgfUPGy9fXt8nx66+/nkVHFmGUBoeWLJWUorfUMWRI66WZv0emTJnCpo2b6EofQqwRlFFIHjlIrKjRYMSAP8F0IhZPvO2ZZxdc6EpvkHCWU/gRCIAWD5QoKaXAroTbEqUUIBC44UE5xYTThVCiOMQO6qi1+6vqqOEkaRgxYMGMAgVe+FFOMTpZjbuwbZAWcBof/PESvhyXhzhHFkpcCCGiQVirlkLONKxdRQGnCZM2+xtv4cdgeSv55JDPaarJQSKRWOnLUNqJACzSxFlOEUY0FZRSTrE9cDegp4BcoumJQigxSD372YYRPZ2IIZgI1LhSSxXndKd47bXXOHXqFGvXrkWpVPLoo4/y3//+l1McJU72axZgWKWVLJGOh5vHJekvlFeU057Wv+8aM79lZa17kjuiqqoKLa33t6qEGhfhQnV19a+6hpOWWb16NQ888AA+wp++JOJrDUQIQQ2V5BqO8+KLL1JbW8sbb7xxrZd6VXHa0zhxcgVxdXXFajIhL2KBIOvrr1qAsH79etR+frh2dizepA7riKZ90G/yX3Ty+0Gj0RAQENDmgtQLCQ8P5+WXX2bdunWsW7eOl19+2RmktjFKS0t57bXXuOOOOxg5ciQzZ8781WW1PXv2JLJTJAXitMMxUkoKFLnExsY2s2KaOnUqFmkhi3Ra0uKwSgvZ4hheXt7cd999v2qNbZXc3FxWrlxJGNEEEcoBtpNGCrVU4U07lNgyfjH0wVu0a7E8OoIYQFBFBWBTqW1POEWcRSdbDlD0so58cgmkAypsgk0q1GiFGwO5mRAi7KWwVizUo7MrA1uRF5Ti7qJO1tjmpA4PvEmTKZwjiwBCSGQUsaIvEaIrsaIfiYzCjyDMmKilqolCsFpoiBAxxItb6cFAJFZC6Uw7YRNTc8WWOTzDSVSoCCYMb/w4RxYF5NrFuQBOchgDevoylM6iO27CAxfhgo/wo7sYSDQ9+d///sfq1asB6NKlC88//zwF5HKE3VRL23MppaRcFnNIJFEui3ln4TuXpPzv6+NLPbpWxzRu7PzaMtGgoCDqReuWZHpZh9lqauJn7uS3UVdXx2OPTcNX+NNXJtJOBNk3NjyFD90ZSCiRvPnmm6Snp1/j1V5dnIGqEydXkOHDh2M1m9GlpjkcY6mrR59xnFuGD78qa9LpdCg83FstHxFCINzd0Ola/6PoxImTtoler6ewsPCqfYYXLFhAh9BQZs2axeb9+9iafpS3FiwgNjaWcePGYTAYftF8CoWC6TOmUyFLyJXNg10pJTlkUGUtZ8aMGc2+z+Li4njmmWfII5uj7LGXrtqChCIOiSQqZAnvvfcubi1UlvyeWblyJUgIJZJUdlJLJd0YQAIj6C4G4oYHnvjg2oKAUCMa4YoXvug4H5SGEIFEsp/tFMs8+waAlJIyWch+tmHFQjARWBrKck+TyQ75HbvYQBHnAAikAz0YRG8SCCMaBUou9KHSU0cym0iVuwBbeWwxeWhxpweDcBFNiwFdhIqexKPGVl57iiOkyl2UySL0ss5mWyMPcJhkPPCmM+dtuXTUIBB0IhYd1eRygjyyMWOmE7F2tWmD1FPEOTrQCW/RchAYRjQeCi8WvrPQfuyll17ilVdeoca1nL38yE7FepIU6zjIDqS3mY8//pjx48dfwqsKY+8bS6kowCD1DsfkkY1CoWDMmDGXNOfPefChBymXxdQ62IwAbGXcQvzhNniuJZ999hlVVZVEym4tbhwJIYikG0qhZNGiRddghdcOZ+mvEydXkGHDhtE5Kopzm7agjemC8mf+ZlJKKr5dh8VgZNq0aVdlTaGhoZiTdmA1GJqovTZZl9mMpbiEDgMHX5U1OXHi5PKwe/du3nrrLb748kssDZUct956K9OnT2fEiBFX5Jrvvfce06dPx617NwJuH2FvdbDU1FC1LYmPP/6Y+vp6Pvvss1/UX/X444+TnJzMZ599RjlFBMtOaHGjHh35IocKWcq4ceOYOHFii49/7bXX8PDwYN68eewxnMNVocUqrRitBnx9fFm1cBX333//ZXkO2hKnT5/GVelGjaWKairoxgCCRdPqg0vze5AY0dt7LLM4ikCBAkEaKajRoJUeGKhHT11DWa+VVHbaZ3DFDV/8sWChpMEfVY0rgXTAipWznMKKBQ+8aU8YLqgop4hi8iilEJBUN2R1Q+ls98L9OUqhJFRGks0xAEoppJQC+3kFSkKIIJqediEikzRSyBn8Caaz6EZnutlUiUUS1aKcHGsGxcpzeFnaoaMGiSS4ldJbIQRB1o7s3beXqqoqvL29EULwj3/8g6lTp7Jq1SqOHj2KQqFg4MCB3HPPPb9I6f+xxx7j3YXvkm7dS08Z3yxgL5NFnBWnuOuuuy7Zk/XnTJw4kVf/8yrpuj30sg7B9We9qsUyjzPiJHfffbezouUysnPnTlyVWnws/g7HqIUGHxnAjh1/LrVlZ6DqxMkVRKFQsOKjjxg2fDiF89/Ba/hNuPfphVCr0WdlU/XTNuqPHWfWrFn06dPnqqxp3LhxfPjhh9TuO4DXkJY95moPHMJUU3vJO71OnDhpnf379/Pxxx+Tl5eHh4cHo0aNYvTo0XbhlcvB4sWLmTJlCkqtFvf4QagCAzBXVrF1z242jdzErFmzmDdv3mUV46itreW5WbPQxnQl8JFxCMX5QELp6Um720ei0Kj5/PPPeeKJJ0hMTGzy+NLSUr799lvKysrw9fXljjvuIDDQ1hepUChYtWoVAwcO5K35b5F+dq/9cZ3CO/Hi0y8wbdo0FIqWgxchBHPmzOGJJ57gk08+4dixYyiVSgYNGsQ999yDq2vLAje/d7RaLWZp4hxZuOJGe5oGLV74kMNx6qUOrXBvcQ69rKeGShRKBYcsSUTJHpRTTBTdCaMLpRSQw3GqKEOFpuF4NAfZSRVlKFDQg4H40d7+fjNLM9mkN5TZqjFioIwiYulHCBH2caFEopd1HGInOmpoDKs9L9I7eeH5cLpQRy0l5BFMONH0bNKrbJYm0kjBipUgOtqPK4SCSBnHAbmdKVOmkJmZyfHjJ1AZBJRhL2l2hEvD+fr6ery9zysN+/j4/ObN6C5durBs+TLGjx/PHrGFEGtEg4+qiULOUCIKiIuLZfHixb/6GoGBgXzz7TeMum0Uu/WbCbKG2u2AisU5yinhuv7XsXTp0t90L06aYjabUaK86HezAiVmU+utZH80nD6qTpxcBVJSUpg0eTLpR482Oe7j68s/n3+ep59++qopuUkpiU9IYN/Bg/j/v4dwi41pcr4+8yQlH66gZ1wc+/ftc/gj8M9Co1T8Rx99xNm8PDzc3bl91CgmT55MSEjIxSdw8qemtLSUe8eOZetPP6FUq1H5tcOi02GqrqF9cDBrP/usWfD2a9ixYwc33HAD2tgYAsY/2NQb12Kh7IuvqEnezfLlyy/rBtSSJUuYPHkywTMex7VTRItjrEYjeXNe4p47R9v793Q6HU899RQrPv4Y4wVlwS4qFQ8+8ABvv/12E8Vxi8XCgQMHKC8vx8/Pj379+v3pv5sc8d1333HHHXegRkM7gugurmtyXi/r2Mn3BBNBHM1FfgAy5EHyRQ4ffvghEydOxGq1qfVez+1NAr6DcgflFAPgjhcG6jFjojcJ+IvmVjZSSo6yhxIKsGIllE7EiL4t3odO1pDCJvv/ezCIIOFYyClf5nIM22/IQdyMG56kkUIpBXjiSzDhqFFTQyV55GJuUBr2wJuBDLc/D1JKdirXM+6Rh/nggw8A2Lp1KzfddBM9GEiQ6NjyAoB0uY8qbQkVlRWo1a0Htb+Wbdu28fLLL9sVhwF8fHyZNGkizz//fJMA+ddy4sQJ3njjDT5Z+Ql6g63UODwsnGmPT2PatGnXpFy+urqalStX8tVXX1FRUUn79kHcf//93H333W1aX+FSmDdvHrNnzyaev+AmWlY6t0oLycqN3DZ6JF988cVVXuHl51J9VJ2BqhMnVwkpJbt27WLHjh0YjUaio6MZM2bMLyr9uVwUFRUxbPhw0o8eRdspAtdusSAE+mMZ1Gfl0DUmhh9/+IEOHTpc9bW1JTIzM7n1L38hNycHTWAAyuD2WGt16LOycVGpWLJ4sTPr7MQhOp2OhCFDOJKejs9tI/AcNACFVou0WqnPOEHlN+sQ1VXs2L6DAQMG/KZrjbr9djbv2EHI//0dRQs/kKXVSuH8dwh3cyfj2LHLtjE2ZcoUlq1aRYeXW7dNKFq2gpB6PSdPZFJfX8+w4cPZvXs3HoMH4hk/CFWDj29Nyh5qdibTt29ftm/bhrt7yxk/J46xWCx0iuhE3rk8/Ammp2jewnFKHiGXEwQTTiRx9syqXtaRQwZ55PD000/z5ptv8tJLL/HCCy8gUDBMnO99rJc6drGB9nTEjNmu+KvFg8Hc4vD9UC0r2IstyBrELXgIxxZou+UWaqnCBRU++NNbOLZx2S+3U0kJAPHcipvwxCqt5JPDWbLs/bYCgTte1FJFBzqRRw5d6EWYiLbPtUuxgfvH32fPHFosFjpHdqbqrI5+cmiL92aQ9SSLTUyc/Ajvv/++w3VeLk6fPk1ubi4ajYZevXpdkd8SOp2OgoIC1Go1oaGh12xzaMuWLdz917uprqnGU+GN2uqKXlGHzlpDaIdQvt/wPT169Lgma7scFBQUENYxjCBLR2JFvxbHnJPZHOcgmzZt4pZbbrnKK7z8XGqg6iz9deLkKiGEYMiQIW3CCiEoKIjdKSksXbqUd997j1PrNgDQKTKSx15/ncmTJ//p/VNLS0u5adgwiquqCJr8CNrYrvayRlNpKeVr/8eECRPw9fXlzjvvvMarddIWWbp0KYdTUwmaPAG3bnH240KhwK1bLJqwUArefJuZM2f+pr6jsrIyvl+/Hq/hN7UYpDZe0yNhMCfWrGX//v2/OTBuREoJgosGvkIIGvfF33zzTVKSkwkY9yAefXvbx6hDgvH762hcu0Rx4MMVvPLKK8ydO/eyrPPPhFKpZNXqVdxwww2UWgsxS5O9L7ORznQHIJcTFHAaD+mNQqGgRlYiFIKZT83ktddeA+DJJ5/kP//5D3V1dehlnV2EKQ+bpVoUPdCg5RBJlFOCL/6tvh+8hC8KqcCKFXdaV7v1wY9aqnDFjVIKKJLnWsyqFsjTVFKCCg0mDJRTjBueKISCUDrTQUaipw4rFtS4cowDGKinC73RUctpMgmVth7YWllFvUVHXNz5z6xSqeT5fz7P5MmTyeAgXWUvlBf0iOplHWmKFFQqF2bMmNHqPV0uwsPDr3ifqLu7O1FRUVf0Ghdj7969jBo1ClezOwO4CW/ZDgRIq6SMIk4UHuSmG2/i4KGDdOzoONvdlgkODuaJJ59g/vz5uEg1nYixf2at0koBp8kUqVw/5HqGXyXhzbaCs27GiZM/KR4eHsyYMYPMEyeora2lpqaGrFOneOaZZ/70QSrYBGLyzp0jYPIE3LrFNum9U/n7EzDx/6EObs8/Zs9u0f7CybXhyJEjLFu2jKVLl7Jnz55r9tpIKXn3vffQdopoEqReiNLTE4/EBJKSkn6T5UBRURFSStQhjv2awRYIgm33/nLRu3dvTDW1GE6fcTjGajRhOJlFvz59MJvNvLdoEW4xXZsEqRfi3qM7bt3iWLxkyS9WC3ZiIzExkSVLlmDFQjbHmn0OhLAp3XrgjZvWjetHJpA4Ip7Zz88mOzubN954w5498/b2ZtWqVYBN8bWRGirwxBdX4YYZE5UNvamWBgsaR1ilBdnQd2qi+etrUxEuIl3utwsw1VKFG54cYTcZ8gDVshyjNFAly0iX+0hnHyC4jpvwxIcznMIiz/fyCSHQCnfchRcG9JSSTwidUAolYURhoJ4KipFSkstx1Go1Dz/8cJN1TZw4kX/+85/kk8MuxQYy5EGy5THSZAq7xEZMaj1ff/M1MTFN22mc/Db++c9/orS40Ns6pInishACf9Ge3pYhlJeX/+79RV9//XUmTZrEaU6wS/E9h2UKR+QeUpQbyeAACQkJfPPtN3+6loc/1906ceKkGUII3N3d8fDwuGp9sm0dKSXvf/ABbjFd0YS1vEOrUKvwHJpIxrFjJCcnX+UVOvk5e/bsIT4hgZ49e/LII48wadIkBg0aRK/evdm0adPFJ7jM1NTUcDIzE9ce3Vod597TVq62b9++X32tRg9GS3Xr/oeWGps3pYdHyz1Qv4YHHngArZsblZu2IBv6GH9Ozc5dmHU6pkyZwrFjxyjIz8e9f8t9iY14DOhLaUkJqampl22tfzYmTJjAlClTOMNJ0tlHrawCbN9vpbKAg4od6EQ1q1avYv369a36E48ePZoRI0ZwmkxKpC14lEDjX4wCTmPFgi/+lJDfJEj8OcXk2QPVfJr65NbJWvbwA4dIooQ8XFDbBYrqqMEVd/I5zV5+YgffsY+tFDTMEUkc9ejwxJc6akhlF3Xy/GfC7l9KEirUhGHLFDaKMOmo4QSHKOQszz33HP7+5xVYz507x5w5c/h+/feEhobi4+9Nseos2RzD6mdg5synST+Wzq233nqpL4+TSyA7O5stW7YQbIlo0ht9Ie7Ci0DZgWXLllNfX3+VV3j5UCqVLF68mD179vDAww/w/9k7y8Aorq4BP7ObjStxCBA0eNAQvBSKS6G4u5ci7/vWoKWlLf0qFIoVKIEWirbQ4FDcLXgMC8TdbbNyvx8hKWmywRIIdJ5/zD1z77mb2WXOPWZb3RwzdyM6dH2T3bt3c/TYUWxtiy8o9joih/7KyMjI/IPU1FSiIiMp16xHsXJmHjUBCAgIoFUrw7lTMqXL8ePH6dylC8LcjHJv98S8fj1QSGQF3eLWsRN069aNzZs3079//xemU17xGelxp98Px/UGjLwnwc3NjXr163Pn4iWs27U2eOCUfuEStnZ2tGjx9G2nMjIyCAsLw8jICHd3d4yMcl8frK2t+WL+fGbPnk3cr79h16MbKgd7ILdHdOrJUyTvO0iPHj144403uHAht3Kv4jHFWPLGX+UXz7LAsmXLsLW1ZeHChUTnhGKqMEMndGj0OTiWc2T76u28/fbbTzTXpk2bePPNN7l8+QzlcEYCUklGLbJIJBYLrKhCbS5xjLv4U0M0KPQsakQO9wjAGFOMMSaEQOyFM1aSLWqRjR/H0aOjLs1wxg2FpEQv9MQTRRBXyKbovsASCu7hX+DfScRxhv3YCkdMMCWdFDJIxQQzGtEGk4etV3IeenVvcx2BYNasWXz22Wf5c/n4+DBxwkS0ulxDXIUxGYosNHoN7pXdOXDwADVr1nyaP4vME5IXaWJP8dEi9rgQnR5GeHg4NWrUKFa2rOPl5YWXl9fjBf8lyIaqjIyMzD/IewkX2uJD2MTDPpVKZeEG3a8qiYmJnDlzBrVaTdWqVWnYsGGZ9rTn5OQwcNAgsLXF5d1JBXoVq1p6Y9mkEbE//cyIkSN58803sbe3L3IeIQTXr18nNjYWGxsbGjdunP8cPAs2NjaUr1CB5KBb2LRvZ1AuKzAIgHr16uXvJysrCysrqycO8ZIkienvvsuECRNIOXIM2w7tC8lkXL1GxrUb/O+//32qoiu3b9/m22+/Zf2GDWQ/NBpdXF2ZNHEiM2fOxNrampkzZ6JWq5k7dy7hV69jWtENVCo0YeHocnJ4p18/fv3lFyRJws0tN79QHRqGed3aBtdVh4UDvLI5Z0URGhrKypUr8fX1JS01DRsbG1q3aU2PHj3o0KFDqVQuVSgULFiwgNmzZ7N+/XqCg4NRqVS0bt2aPn36PFVlWhsbG06cOMGiRYtYsXwFEZERAIQQhB5dbsEjyQE3UZVQbqMmm8qiJtaSHXqhJ5Zw7hJAFrlezhxyq8le5ChuoipqsskhGy86YCX97TlSSAqcqIClsOE8hwDQoUWBAjucMMGMyIf5siaYoSYLBQpccCeK+6SQgCnmmGBKbZrgQsUC+aVRPECSJEaPHs2sWbOoW/fvKIgdO3YwduxY7CUXatEov+hUbn5kNIFhfnR4swNXrl4p4IGVKRnyfgMFxR/k5Xno/21hsf8G5Kq/MjIyMkVQt1497qWm4DL7PYOGWvKhIyTt2ou/v3+BwhuvItHR0Xz44Yds2rwJdfbfeWOeDRvy6Sef0KdPn5eonWG2bNnCoEGDcJ40rlCrpTxyIiKJ+GYh3333HbNnzy4wJoRg7dq1fPvddwQFBuZfr+DmxrvTpjF79uxnNli/+OIL5s6di+vMdzF1LxxOqVerifpuMbVcXfls3jyWLVvG4cOHEUJgaWXFqJEjmT59+hN5CPR6PYMGD2bb1q2Y16uDVasWqJyd0CYlk37uAhl+V/Dy8uLI4cNP3Fri7NmzdO7ShczsbMyaNMKsejWERkPmtRtkBgZRt149jh09mv+CHhERwerVqzl9+jRarRYPDw8mTpxYqEd0p06dOHbxAuU/+l+BNjr5e9FoiFrwHc3r1HltmtvneeV0Oh12OGKMKWkk51eitbWx5d3p7/Lxxx+/Eq02tFot9+7d47PPPmPjxo1YYEU2WbShO0qMuEcAD7iFHh0KlAj0CAQSEgJBZWpigwM3OIcSJVo0ADhTkfpSc4PrBourhHEHJ9yIJZx6NMdFqkimSCOce0RyHwmJZrTHXLIiWoRxk/NUoTZVqVPotzxJxHFVOsWwEcNYt25dgTEhBB4eHkTfjaOpvj1KqfCBZIpI5CJHmD9/PnPmzHn+D1amAJGRkVSqWAk3fTVqSA0Myl0TZxD2OURGRZZob2qZ0kNuTyMjIyPzHKxYsYIpU6bgNGo4Fo08C41rU1KJ/n4xLTw9OX78+EvQsOSIiIigZatWhEdGYuHVFMsmjZBMTVGH3Cf91BnUUdEsXbr0uRvWlwbDhw9n665dlJ/3cbFhtpHfLaJFteocPXo0/5oQuWF+ixYtwrSiG5atWqByckSbnEL6uQtk3bpNjx492L59+zO9/CQkJNC4aVMi4+IoN+AdzBvUy9cxJzKKxG3byQ65T5cuXdi3bx/GdnaYNW6I0tICdXgkWdeuY6xSsWP7drp06fLY9XQ6HV9++SU/LllCQnx8/nVzCwvGjhnDggULnrjdS0pKClWqViXTSInT5AkYlbMrMJ4VfIvY1Wvp0L49B58yB/jo0aN07NgR05rVcRgxDKXF34azLjOL+A2byPQPYN++fU+077KOr68vb7/9dq5XTjzilROCZOK5yXk0aNCjo2PHjuzevfuVMFYh95mbMWMGS5cuBaAGDags5YbBakQOMYSRSToKFGjIIYIQrLEjlSTMsMASG+KIQoUxGtT5hqchEkUsl/n78OLRfq0pIoGLHKUWjXCTqgG5n3EAl4jiAQ64UJHqWGKDmmyieEA495AkOHf+XKFK2CdOnKBdu3bUoRnlJcPVda9wEhMXJeER4WU6+uRV5Z133mH3n3topn8z/7vzKMkiAT+O8eFHH8pVwl8hZENVRkZG5jnIzs7mjfbtuXDxIjadO2Ld0hullRVCpyPzxk1Sdu1DkZnJ6VOnCnmMXjU6d+7M4RMncJ4yAZPKlQqMCa2W2HXryboZwPXr1/NDVMsKffv2Zd/5c7i+P7tYuegVq6lraVWgaNG2bdsYMGAA1u3aUO7tnoUM3dQTp0j448/n8pbcu3ePrt26cSs4GONydiidndGnp6MOC8fUzIy+ffqwceNGbDq+iV23zkiPhJFrU1KIW+UDCYlcv3btiXOv1Go1hw4dIjY2FltbWzp27JhfcOlJ+fHHH3nvvfcoP2t6oWcij7yIgps3bxYIl3wS1q5dy/jx40GpxMyzPkYO9mgTk8i6eg19jobly5czadKkp5qzLCKEoH79+oQGhtNU/2aRXrl0kcI5/sIeFxKI5pNPPimQI/kqEBwcTKdOnQgLDaMOzXChYr7RJoQghjD8uYQdDnjSilgiCOcuKSQUmKc+3kW2n8kjScThx3FcqEQ0oVTGgxpSbkGyO+ImDwimHb0KtOPJq+Qbyp0CVYYlJBxwJYFoJk6eyPLlywus9dNPPzF58mRa0x1TyXC4/H0RzB1ukJaWVqKFymRyCQ4OxsurOdoMLdV09XGkPApJgU5oiSKUu4qbuFWqwMVLFw2mdsiUPZ7UUJWDuWVkZGSKwNTUlAP799OjWzeS9x4gfN4XRH6+gPA584hdux4XS0uOHjnyyhupwcHBHDx4EOsObxRpkEhGRjgMHoBkZFToRa4sUKFCBTQJieizsw3KCJ0OXUxMfn5kHj8sWoSJk2ORRiqAddvWmNepxdJly9BoNM+kX9WqVbl54wZ//PEHXVq3oba5Bd5Vq/Hdd99x984dDhw8iHmdWtj1PO5zOQAAIABJREFU6FrASAUwsrHBcfwYcjQalixZ8sRrmpiY0L17d0aPHk2fPn2e2kgFWLtuHSYV3QwaqQBW3s2RlEo2btz41POPHj2aK1euMHbUKKTg2yTvO4jwD2Tk0GH4+fmVeSM1KiqKr776ihEjRjBmzBjWrFlDZmZmIbnz58/j7++Pm756kUYqgKVkgyPlSSUJB1xZvmw5OTk5pb2FEsXDw4OrV6/i7e2NPxc4r/yLW+Iat8Q1zin+4iYXkJBwxR0FClylSjSiNTXJ7Ufq4eGBiYkpCUQXu078w/Ea5BoskYSgEbmfVW7eqrJQz1hJkqgi1aYN3fCkJbbYo8SI1nTHU2qJMxX59Zdfyf7Hb0h+rYLH5EfqH7bjeZ1qFZQlPDw8OH78GE5ujtzgHKeVe7mgOMQpxV6CuEyDRvU5fuK4bKS+psiGqoxMGUUIwdWrVzl8+DBXrlx5rqqgMs+GjY0NO3fuxN/fn//9578M6NaNscNHsGvXLu7euUPz5oZzqV4VfH19AbD0NlxlUGlhgVn9uvy+ffuLUuuJGTlyJDq1mrRzFwzKZF6/SU5SMiNHjsy/FhkZydkzZ5DK2ZFy6AgZN/wRusLFsyy9mxMTHf1cLYhUKhV9+/bF19cXv0uXOHbsGLNnz+bixYskxMdj1dZwpV4jWxvMPOuzdt26F/YbcPv2bW7cvIGRk1OxckpLC1SWlsTGxj7TOvXr12flypWkpqSg0WhIT0tjzZo1ZfrwR6fTMWvWLCpWrMTHH3/M9o1/sunXLYwbNw5X1/Js2LChgHxQUG6xLDsci53XDic0qHHGjfiE+Fey5ZWdnR3Hjh9jw4YNNPCqR5xpOHGm4TTwqssnn3yCs4sT/lwoYGjc4hreLZtz/PhxRo0aSYwUTqZIK3J+tcgikhAcKY+JZIY7tdCi5QonyRTpmGCGDi1ZoujKwApJiaNUHoHAHEtMJFMAbHEgIzOD6OiCRrK3tzcAsYQb3LMQgnhFFPXr13+qImUyT0fDhg25c/cOO3fuZPDwQXTo1Z6xE8Zw4sQJLl68+FoVXZMpiFz1V0amjCGE4KeffuKHRYu4fetW/vVq1asz4733mDJlSpGV7cLCwli1ahXbd+wgJTUFF2cXRgwfzogRI/6VvbdKkjp16rBgwYKXrUapkJqaCpKE8jFeN6WNDWkPK9SWJZo2bUr7N9/k+O59qBwcMK9XsKhVdsh9Erdtp1bt2vTokdtuaP/+/UyYODF3POgW2UG53zOljQ3lenbDslmT/PvzcjOTkpJKXPfw8NwXYJMKFYqVM65QniS/K2RkZDyTd/Rp0Ol09OzVC71eoE1OLlZWr1ajzczExsbmudd9ngrLL5LJkyezevVqKlCFynhgrrfMzzW9lxbA8OHDUSgUDBkyBPh7X3leN0PkjZuQa+ykpKSU4i5KD2NjY4YOHcrQoUMLjc2ZMwdfX1927txJeno6rq6uDB8+nObNmyNJEh988AHbtm7jSuopPHSNsMcZSZLyP99A/NCjoyq533EbqRwNhDc3OJfbhobcol5h3KEmhesKAKSKRFJILDCue/jZ/7MCcr169WjdqjV+Zy/joq+U387mUWIII1WfxNSpr+f/D2UJpVJJz5496dmz58tWReYF8mr8zyAj8y9BCMG4cePw8fHB1L0yDoMHPMzdSiTy7AXeffddLly4wLp16woYq7/99hujRo9Gq9ViVrM6ShdnEmJieO+99/js88/Zu2fPa+H9kyl5nJ2dQQg0sXEYOxv2oGmiYzAzf7JCPC+arVu20PGtt7i2Ovd7Y1avLpJSQVZgMFm3buNepQp79+zByMiInTt30rdvX4ycHHEcPgTz+nVBoSArKJiUQ0eJ27AJvVqNdeuWAGjicosSlUbribzCRrr0dJTWhg1QfUauh2ju3Ll8++23pVrV8sCBAwQHBWHesAGZV6+jiY1D5VS0NzDd7wp6jYZ33nmn1PQpS1y8eJHVq1dTmZoFKpBKkoQdjjQSrbkinWTatGn07dsXU1PT/J61sURgiWGDPpZwLLBGTW4LIKfHeLNfRVQqFf369aNfv35Fjru7u3Pk6BG6d+vO1chTmCssMdWbk0UGWWSgwphGtCnQusZRKk8FUZUw7mBTyYKMqBRCNbexFDa4UrlApEKmSOM651Bhgit/F0eKU4RTtXJVXFwK9+pc/ONi2rRuw2X1Carq6+bnR6pFNhHcI0QKoqV3S0aNGlVyH5SMjEw+cuivjEwZYs2aNfj4+GDbqSMuM6Zh5e2FWfVqWHk1w3n6FGy7dmL9+vX89NNP+fccPHiQESNGoHKvjNvcD3GZMhHHYYNxnZ1bCCVDkujUuTP37t17iTuTKav0798fI5WKtFOGQw018QlkBQaRlJDAqlWrXqB2T4aDgwOnT51i8eLFVDIxJWn3XhJ9d2Oflc2XX36J36VLVKlShaysLEaOGoWqQnlcZkzDsmljFCYmKFQqLOrXw/XdyZjVqUXCdl+0KakIIUg/cw63ihXzDY6S5K233kKpVJJ+0c+gjNDpSL94GaWNNYsXL2bo0KGlGgK8adMmVFZWuXm7KiPiftuM/mH/1EfJiYomeddeGjVunB8i+bqzfPlyVAoVVSi6/6tCUlJF1CEpKYlt27YBUK1aNTp37kyE8p7BkNQYEU4qSVSgCpHSfdwru/9rDxY9PT25e+8uGzdupEP39rg1cCGLDCywpgWdsZUKHhgliTiiFPfp0aMH9x/cJzk5mTfeeIMALnFRcYT7IohQcYfr4ixnOYgOLY1ohUrK9Z7GiHCS9PFMnTa1yEilxo0bc/jIYewr2HGDc5xU7OaMYj+npb3cI4DevXuxb/++V6ZKs4zMq4Zc9VdGpowghKBuvXqEpKUa7N0phCBm8VIqGBlzKzgYSZLwat6c6/dDcPnPjCJ7EmoSEohc8B2TJ0zIbyEgI/MoY8eOxWftWhyHDioQ9gqgS00j+qfVaOLiMXErj1FcAlGRkWW2uqUQgoyMDPR6PVZWVgW+R2vXrmXMmDG4vDsZs+rVirxfExdP+BdfY9ulEygkkvce4Pvvv2fWrFmlou+AAQPYvnMnTlMmFOq1KoQgadceUg4fw3n8aHKiY0jatZdt27YZ9Eo9L126dOF4UCCus6aTcfU6sb9sQGljjXXrlpjVqI5eoyHz6nXSzl3ASJII8PenevXqpaJLWaNmTQ+Sb6fjKbU0KCOE4KRiN2MnjskvPhYYGIi3dws06Rqq6OvijBtKSYlaZBHOPe4ThDXlsKEcodwus62gXhZr1qxh/PjxmEuWlNdXwQZ7tGiIJpRYKYJq1apy6vSpfC90Tk4Oa9euZenSZdy8eQPIrfBriwMeNMJSsiZbZBLOXR5It2nu5cWRo0eKzTHV6XTs27ePvXv3kpGRQYUKFRgxYgS1ahXdu1lGRqZ45PY0MjKvGIGBgdSpUwf7/n3zww6LIu3cBeI3beXatWtIkkSDBg0o17c3Nu3aGLwnbsMmRGAw8XFxmJqalob6Mk9JnkElSRLm5uYvtf9eZmYmVatWJSYmBpPKlbBs2vjvPqqXLoMQOI0bhcLEhKhFS1m5ciUTJkwoNX30ej2nT58mPDwcCwsL2rVrV2wepFar5dixY0RERGBpaUn79u0pV65cIbmhQ4fy+769lP/042I/78iFP5ITHYNQqxk2bBi//PJLkd6WkiA6OpoWLVsSFhGBRasWWHk1RWFhQU5EBKknTpEVGIxVqxbY9+8LQhD5xde0qFefY8eOlYo+gwYNYseBA5T/9CMkhYKsO3dJ3n+Q7Nt3/xZSKlEYKXmzTVv++uuvUtGjLFK1ajUyQ3KoLxXvQT6l2MOIscNZuXJl/rXr168zcMBAgoKDUKBAiQoNOYDAAmuQBBkijYkTJ7JixQq5H+c/2L9/P1/M/4LTZ07nX7OwsGTUqJF89tlnRVZ8FUKQmppKcHAw09+dzvkL55EkBSrJiBx9DpIk0a9fP37++Wesra1f5HZkZP71PKmhKueoysiUEfKKtRjZF37BfpS84i6JiYnEx+fmzxnyDuVhWr0a8Rf9iIqKokqVKiWgrczdu3c5cOAAmZmZuLm50atXL8zNzR97X0pKCqtWrWLFTz8R8jAcu6aHB1MmT2bcuHH5eYsvEnNzc6xtbUlUSOizskj4408AJJURFo0bYdO+HcauLgghUFlZcenSpVIxVIUQrFmzhq8WLMj/bADMzMwYOXIkCxYsKFAYTAjBkiVL+Obbb4kI/7syp4mpKcOGDuXbb7/Fzs4u/3p2djYKU9PHGgEKczNMFAoWr1zJuHHjSsVIDQ8P5+eff+b69evUrVOHnJwcIo8eJ/Xo8XwZpZUVdr26Y/PmG7k6SxJmjRpy4vBRdDpdqbTDeOedd9iyZQtZAUGY16uDWfVqmE2bjCY2Dk1sHCgVCLWa2LXrGTFiRImvX5apV68uf4UeRq/To5CKfibSRDLZuizq1ClY1KtBgwYEBAZw7NgxlixZwoULF4iIiAAgg1SaN2vO9PemM3jwYNlILYIuXbrQpUsXgoKCCAkJwcTEhGbNmhVbXEySJGxsbPDy8uLc+XNcunQJX19fUlNTcXFxYfDgwbi7u7+4TcjIyDw1sqEqI1NGyCvWoo1PKFZO83DcwcEhvzKk/jE9HsXD8dIswvJvITQ0lEmTJrFv374C121sbZk1cyZz5swxaNiEh4fzZocO3L51C7Pq1bDr0Q0QhPkHMGPGDNb4+HD40CEcHYtvZVFaqJwccRo9Al1KCkKjRWltVSCcXJIkJKWi1HIkP/jgA7755htMq7jjOHwIxm4V0KWnk37Rj1U//8yJkyc5dfIkdnZ26PV6RowYwW+//YZJpYo4jh6BiVt5dGnppF+4xNpf1nHm7FlOnzqVb6y6u7uTs3MnuvQMlJZFHwgIrRZteCRv9+hRKsa4Tqfjgw8+YOHCheiFwNTFGaEXqGNiACj3Th8khYTSxgbz2h5I/6iGqzA1QQiBRqMpFUP17bffpoKbG3Hb/0RV3gXVQ8+0yskRlZMj2uRkYpf+hJOzM/379y/x9csykyZNYteuXURyHzeqFhoXQnCfYExMTBg+fHihcUmSaN++Pe3btwcgPj6euLg4bGxsKF++fKnr/zpQq1atZw63bdq0KU2bPtaBIyMjU4aQDVUZmTJCjRo1aODpya0z57Fq1QKpCGNHCEHG2fPUrlOHunXrYm9vj9LIiIyr1wvltz1K5tXrVHZ3l1+GnpPQ0FC8W7QgLikJ2y6dsPRqgtLCAnV4BKnHT/Lpp58SEhKCj49PIa+IXq+ne48e3AsNxWXaJMxqPJLX91YHMv0DCVi3nr7vvMOJ48dfuFelYYMGhOzdi9BoMTLQzkgdHkFOcgr169cv8fX/+usvvvnmm9ww1359Hnn+nTGrXo2sxg0JWuXDzJkzadOmDfM+/4zw0LBcvULDSN53AJs32mLp7YVpFXcsGnoSvGoNs2bNYu3atQCMGTOGhQsXknrqNHZdOhWpR/qly2jS0hg7dmyJ7xFg9uzZLF68GMsWzbF9601UD0MWU06eIfH37RjZ2WJRv67B+9UhD3Bydi61EH6VSoXvn3/yZocORH/7A+ZezXJb/kgSWQGBZJy7iIkk8efBg/+6NILOnTvTtm1bTp08DUJQHncUUu5hQY5Qcw9/Ygjj0w8+LTL0/J84ODiUSjVpGRkZmdcFueqvjEwZQZIkZs+aRXZkJIl/7kL8w2uVV1glOzSM2bNmIUkSrq6u9O3Th8xzF8iJiS1y3syb/mTducuUyZNLLc/u38LUadOIS0rC6d3J2HXthMreHoWpKWbVq+E0ZiS2nTuybt06du7cCYBGo2Hbtm106NCBcg4OXL92Dbt+fQoaqQ8xr1sb217dOXXyJOfOnXvRW2PSpEloMzJIO322yHEhBMl/HcbU1LRUQj5/XLIElbU19n17F3lIY+ZRE8uW3qzfsIFx48YRq9djP+AdXKZMwH5gPySVivjN24jf8jtCCMw8amDh7cXGTZvyQ+Tr1q1Lnz59SDlwiLSz5wt8x4QQZNy4SdJ2X5o2a8Zbb71V4nsMCgpi8eLFWLVpieOg/vlGKoB1y+YobaxJPXa80Hc/j5zoGDIDApkwfnyJ6/YoTZo04fy5c/Tt0ZOMU2eIXvoT0UtWkH7sJL27dOHc2bOlUgW5rKNUKvH19aVdu7YEcYXTiv1cE2e4Ik5yWtpLOPeYPXs2n3766QvXTQjB6dOnWbRoEQsXLuSvv/4q1erQMjIyMi8CuZiSjEwZQgjBjBkz+PHHHzEt74q5txcq+9w+qhnnLpAdEcmkSZNYvnx5vsctJCQEr+bNScnOxrprp/yWG9rUVNJOnyP10GE8G3hy8sSJl5L/+Lpw//59qlatis1bHbDr3qVIGaHTETl/Ae2aNmPjxo10696dixcuYGxvj14I9Go1lT6fWyicMw+9Wk3EJ/MZM2JEgUIsLwIhBN27d2f/gQPYdu+CdeuWKB56zLTJKSTt2Uf6hUt88cUXfPzxxyW6tkajwdTUFMt2bbB/23Azd3V4BJHf/oBZ3To4jx9dwOsshCBp9z5SDh3BfmA/rFt6ow4NI/L7xWzcuJHBgwcDkJ6eTq9evTh69CgmDg6Y1K2NpFSQHXQLdWQU9Rs04K+DB3P7y5YwM2fO5MclS3CbN6fIvqmpJ0+T8PsOLL29sO/TK//zz9t7vM+vWAInjh/nwIEDbN++neSUFJydnRk6ZAiDBg16ojzppyE6OpqbN2/mViWvW1eOyiA3OuLIkSOsXLmSAP8AjFRGtG3blsmTJxfKTX0RHD16lHfffRd/f/8C16u4V+Hb77791/S5lXl+EhMT8ff3R6/XU7t27deyn69M2UAupiQj8woiSRKLFi2iWbNmLPzhB65s980f82zYkJlffsWIESMKvKBXqVKF06dOMXDQIK5u/YOk7b4ozczQZmQg9Hp69uzJL7/8Ihupz8mhQ4cQQhRq3/IoklKJWaOGHDp0iO49euB35QqOw4dg0bghUT8ux8hIadBIBVCYmGDk6JBfZOVFIkkS27ZtY9CgQezetZu0v45gVKki6LSoQx6AEHz88cd89NFHJb52ZmYmer0eoyKMt0fJM+7MansUCo2WJAm7Hl3JCr5F6vGTWLVoni+fnp6eL2dpacnBgwf5448/WL58ORcuXMw3wqZ8Pp8hQ4YU26biebh46RLG7pWLNFIBrFq3RJeaRvLBQ2Revoq5Z30UFhZowiPIunMXewcH5s6Zg1fz5mRmZGBasSIKW2vu+N/kyNixfDxnDnv37KFRo0YlprOLiwsuLi4lNl9ZRQiBTqfDqJjvZx4KhYKOHTvSsWPHF6BZ8ezfv5+ePXtiojenNk1wpDwSEgnEEPrgFv369WPt2rWMGjXqZasqU4YJCQlh3rx5bN68mZycHACMlEb0facvn3766Us5gJGRAdlQlZEpc0iSxLBhwxg2bBh3794lISGBcuXKUa1aNYN5izVr1uSynx/nzp3jzz//JCUlBRcXF4YMGULNmjVf8A5eT7KysgBQPMZjpTA3RwjBhfPncRg8AMumjXOvmxijTUkt9l4hBPqMzBL3ij0pFhYW7Ny5k/Pnz7Nq1SoCAgIwUqlo9U5/Jk6cSNWqhQvIlASWlpaYmZuTE110+HoemujcgkNGBlpJSJKEVUtvErb8jiY6Bu3DStqurq4F5IyMjBg4cCADBw4sAe2fHL1eDwrDuceSJGHXvQuZfpdxsbAkPeQBWZmZuFWsyNivv6ZBgwb0fvttlM5OlJ86EZMKud5NIQTZd+6SuHErHTp25LKfn1zN9Ak5cuQIS5cuZc+ePeTk5ODg4MDo0aOZOnUqlSsbzvsvC2RnZzN06FDM9VY00rdBJRnnj7lQEUdRnuvSGSZOnEi3bt1k75hMkfj7+9O2TVtSU9Jw0VfEkfKARIIumj9/92Xvnr0c/OvgvzLcX+blIxuqMjJlmGrVqlGtWvGtZ/KQJIkWLVrI/5mUEpUqVQJAHRaGeW3DVSdzwsJQGRsjTE0KeF/NatcmcYcv6rBwTCq6FXlv9p275CQm0r1795JV/imQJAlvb2+8vYvvFVmSKJVK+vbpw6atW9H17o7SgPc/9eRpJFMTzIr5/FUP2zvpMjJIO3kaB0dHOnUqunDSi8azQQMu+Pigy8xEaeAwQpOQQE5iEqOnvcu8efMKjHXo2BHJwhynyRNQWvx9vyRJmNWojtOUCUT+3/d89913LF26tDS38sojhOA///kPCxcuxERhipO+IsaYkB6fwnfffc/yZcvx3elLhw4dXraqBtm2bRuJiYk0pm0BIzUPpaSkpvDkbM5B1qxZw4cffvgStJQpy+h0Onr36k1WajbN9G9iIf0d7WGPM5X0NbiSdZLevXvz4MGDUos2kZExhFxZRUZGRuYJ6Nq1Kw6OjqQeO4mh3H5NQgKZN/yxsrLC2L0y0iPtQyy9miKZmJDw+w702dmF7tVlZJK8Yyfl7O0ZMGBAqe2jrJGens6YMWPYvGULeo2GmNVr0WVmFZARQpB8+CiZ129iWrUKCmPDbZY0CYkAZFy+SmZAELNmzsTYuPBL/Mtg4sSJ6HJySHmkV+qjCCFIPngYpULBuHHjCozduXOHI4cPY9GyRQEj9VFUjg6YN2zAul9+ITMz85n1zMjIwMfHh1mzZvGf//yHrVu35ocDvi4sXbqUhQsX4kY1Wuq7UktqRFWpDg2kFrQUnVFkq+jdqzd379592aoaZP/+/ZgpLbDDcDsrC8kaG6kc+/fvf4Gaybwq7Nu3j7v37lJd16CAkZqHqWSOh74RcXFxbNmy5SVoKPNvRzZUZWRkZJ4AY2Nj3v/f/8gKCiZxx06EVltgXBOfQNyqtVhYWODk5IRenYPQ6fLHleZmOA4dlF/gJ/X0WbRJyWgSE0k5cYrohYvRxcWzaePGf82pdVZWFp06d2bdL79g0dIbu949UD8IJeyzL0j440/Szl0g+fBRov7ve5J27sHK2hp9aprBgwIhBGmnzyIZGZF2+iyjRo3i/ffff8G7KpqcnBxu375NvXr1SDl4mBifX9CmpeWP61LTSPh9B+nnLjBz5kzc3Ap63QMDAwEw86hR7DpmHjXJSE8nPDz8qXUUQrBo0SJcXF0ZO3YsPy5fzg8//sjAgQNxq1iRrVu3PvWcZRGNRsNXX36FneSEBw1RSgX70ZpJFnjqW5KVlcWSJUtekpaPJysrCxWqx7ayMhIqMjOe/eBC5vVl27ZtmChNH4b7Fo0djlgorNi2bdsL1ExGJhc59FdGRkbmCZk9ezahoaEsWbKErMtXMWvkicLCnJzwCLL8A7GwsOD/vv6aH3/8kexbt7k/630UZmZYNG2EdZvWWHjWx2XiOBJ37iZh6x8kPDJ302bNWPj997Rp0+al7a8kUKvV/PHHH/j5+SGEoGHDhvTv379I43vRokWcPXMGp1HDsWjkCYBZjeqkHD1O6umz8NDQd3J25pt168jJyWHChAkk7dqLXc9uRVb9zQmPoFr16nz5xRcMGDDghfejLYr169fzn//+l9iYmNzWOwqJzGs3yLzhj8rJAaWFJTkPHqDX6njvvff4+uuvC82R11rq0cOPosgbf5ZWVF999RVz5szBrHYtXDt1wKSKOwhBVlAwKQcOMXDgQLRaLUOGDHnqucsShw4dIjommga0NPh8mErmOIoKrPVZy8KFC8tka69KlSqRIdLRiJwiQ38B9EJPhjKNysX02ZYpOYQQZeI350lJSkrCRJihkAw/35IkYaI3IyEhwaCMjExpIRuqMjIyMk+IJEksXryYnj17snTZMvbu3YtWo8HJ2Znp//sfAFOnTkVpZppbddbWBk1MLGlnzpN2+hyWzZpg16UTLu9NJXrhjxilpvHtt9/i7e1N48aNX/Lunp9ff/2VmbNmkZiQgNLYGCTQqXOY/t57/N/XXzNx4sR8WZ1Ox/IVKzCrWSPfSAUwqeiG04ih6Af2Q5eeQeKOnWQ9CKVfv36Ym5vj5+fHypUrUd+6jUWL5qjs7dEkJOS2bwoNyy9ElpiYyMGDB2nXrh2mj7R5edGsXLmSSZMmYVq1Cs4Tx2JWywOArIAgkg8eQv0gFPcaNvR4dzoTJ07Ew8OjyHmaNGmC0siIjIfhz4bIvH4TJ2fnpy4EFBISwty5c7Fo3AjH4YP/7mUrSZjXqY1pjerErljNpMmT6d279wutIq7VatmzZw8+Pj7cvXMXMzMz3ur0FhMnTnymgkehoaEA2GBXrJw1dsSkhZGamoqtre0z6V5a+Pn5ERsbi06vJYJ7uFN03nYMYWTrMhkzZswL1vDfgRCCAwcOsGzZMg4fOow6R03lSpUZP2E848ePx8HBocTXvHbtGps3byY+Ph47OzveeecdvLy8nslAtre3R00WeqFD8Y/IgjyEEGQrMnF0NBxiLlM2yMrK4vLly2RlZVG5cmVq1Cg+AudVQO6jKiMjU+bQ6/VIklQmTqZv3LjB2bNn0el01KlTh7Zt2+brJYRAq9WiUqnYsmULgwYNwqJxQxwG9UdhYpI/hy4tjZif16G+/wAAhZkZ+qwsfv/999emx+HPP//M+PHjMatWFZtOHTGtWR0kiew7d0k5eJisW7f54YcfmDFjBgBBQUHUrl0bh8EDsPL2Mjhvpn8AMat8OH78OG3btkUIgY+PD98vXEhgQEC+XK3atalZowanz5whIT4+/3o5e3umTpnCnDlzSjVXNc+TvHLVKoKCgzEyMqJ5s2bs2r0L4+rVcRo/ukDOMoDQaolZuQYRFk5kRAR2dsUbTgMGDGDHnt24zHoPlWPhF+Dsu/eIWrKCOR9/zPz5859K/w8++IBvvv0Wt08/wsiAUZYdcp+oRUtZtWoV48ePf6r5n5XIyEi6devGtWvXMFNaYKmzQYuGZOKRFBLfffcdM2fOfKo5f/31V0aOHIk3b2Ep2RiUuyObGlKJAAAgAElEQVRucp8gsrKyXuphx6PEx8czYMBAjh49gpHCCPSgRUc9muFMxQK/mQkimpuK89SpXwc/Pz+UyqINEZlnQ6fTMWHCBHx8fDBVmOGgL48RKlKlRBJFLE6OThz86yCenp6Pn+wJiI6OZsiQoRw9egSFpMBEYUqOXo1O6GjWrBlbt2596mrf+/fvp2vXrtTFC1epUpEyCSKaK5xi/fr1DBs2rAR2IlPSpKamMn/+fFav/pmUlOT8661atmLO3Dl06VJ07/eXyZP2UZUNVRkZmTJBfHw8q1evZtXq1Ty4fx8jlYo32rVj6tSp9OzZ84WH3vn5+fHu9OmcPXOmwPWaHh58vWABffr0yb8mhKCBpyd3EhNwmf1eIYMEQJeZRfjnX6G0tkITn0DFChW4fu1amfPUPAtJSUmUr1ABReVKOE0YU9gg0+uJ9fkFdWAwYaGhuLq6cvXqVRo1aoTTmJFYeNY3OHf2vRCiFi9j//79dO7c+e85hSAwMJCEhASsra2ZO3cuu3btwrxeHaxaemPk4IA2IYG0M+fJvHGTrl274uvri0pluBDTsxIdHU3nLl24fu0aJk6OqKpWQWg0ZF2/gV6jpcKH/8HYQC9SdVg4kd8tKmDEG+LOnTt4NW9Ouk6Hba/uWDRsgGRkhD47m/QLl0jevY+qlStz/tw57OzsiImJYe3atVy9ehWAxo0bM3r06CI9I97e3lxLiMP13SkG1xdCEPnZV/Tv1o0NGzY8xSf0bGRmZtKsWTNuB93GQ98IJ9zyQxSzRSa3uEYsEaxZs+apPIbh4eFUruxORX01akgNipQRQnBWcYBmbZpw7NixktjOc5Oenk6rVq3wvxlAVX0dKpDrWb/CKVJIwBxLnKiAhIJERQwp+kRq1arF4cOHKV/ecA7i60pycjK//PILW7duJTEhEUcnR4YMGcLQoUOxsiq+Z/OT8MknnzB//nzcqUVV6hQIn00VSdxQnsOqnAUBgQHY29s/11pJSUl4N/fm3t0QquhrUx53VJIxWqEhilBCFAE4ONtz8dLFp/pb6/V66tapS8jt+zTStyl0cJMp0rmqPIWNoxX3Qu6VmQMbmb9JSkqiXbt23Lzpj5MojwuVcg9MSCRScZ8MfRo//fRTgYimssCTGqplL+lCRkbmX8fNmzep36ABH330ETFGSmw6dcCsRXOOX7rI22+/zbBhw9D+o3hRaXL27Flat2nDpcAAyvXugdsnH1Hx87k4DB3Eg/Q0+vbti4+PT778lStXuHnjBhatWxZppEJuMSXL5s3QxMXjNGo44eHhfP755y9qS6XKunXryM7KwrZX9yL3LykUlOvVA51Wy88//wyAm5sbSqUS9YMHxc6tfpAbpvlPT4EkSdSpU4c2bdpw7Ngxdu3aRbk+vXEePwbzunUwdnbCvE5tnMeNwr5/X/bt28cPP/xQMht+BI1GQ5euXfEPCsJp9AhcP/wvjoMH4DRiKMZVqqAq72rQSIXcUGcTZ2eOHj362LWqV6/OiePHqeLiQtz6jYTP+YzIL/+P8Lmfk/DHnzRv2pTjx45ha2vLvHnzcKtYkQ8//JA/jx7hzyNHeP/996ng5sYXX3xRqCBVjkaDpCre4yxJEgoT4xdWAXjDhg0EBARQV++Fi1SpgCFgKplTj+bYSg589OFHaDSaJ57Xzc0NZ2cnwrhLqkgqUiaEIDL16UyePPm591FSrFy5kuvXr1Nf35zKUk2MJBVGkoomtKUOTVGg5D7BhBBI+ZrOLFmyhIsXn85weV04dOgQlStVZsaMGdw8G0RCcBrXTt9g8uTJuLu7c+YfB5BPS1paGgu/X4gzblSX6hXK8bSW7Kiv8yY2LrbA/xXPyjfffMPt27fx1LekslQzPyfZSFJRUapGI30bYmJi+eSTT55qXoVCge9OX+wcbbkoHeGmuECsiCBWRBIo/LigOIyxpRG79+yWjdQyytSpU/G/6Y+naEl9yRtHqTx2kiOVJQ+89B1xkFyZMmUK169ff9mqPhOyoSojI/NSSUlJoVPnziRkZlL+PzNwmTYJu25dsO/bm/JzP8Sue1c2bdrEBx988EL00el0DBw0CGFlicus6di8+QYq+3IY2dhg5dUUl5nvYl7LgwkTJxIREQH8nfNmUqlisXObVHQDvR6VsxPmng1Y4+PzXG1EygonTpzAxNkZkwqGX4hVTo6YVHTjxIkTADg4ONCrVy8yzl8q1I4mD32OhozTZ2nRsqXB3E29Xs+PS5ZgVrUKNm8UXYjKunVLzGrWYOmyZegeU4zoadmxYwfXrl6l3OD+uR7ORz3/ej2KJ3i5k0xNntj4q1evHoEBARw4cIBxI0fS580OTJs8mfPnz3Pq5ElcXV355JNP+OyzzzCpX48KH/2P8h+/T/k57+d6duvUYu7cuYVCgz1q1kQbFo6+GINPm5yCOjaOmjVrPpGuz8uKFSuwVthhT9GGvkJSUFnUJCY2ht27dz/xvDdv3iQqKgoFCvw4zl3hT6ZIRys0JIk4rouz3MMfAEtLyxLZy/MihGDZ0mXYSY44SK4FxhSSkvKSO97SW1SlDgB/+v7JtGnTyoz+L5LLly/To0cPRIYCLzrgxZt4Si1opu9AU9qTk6ylc+cuBAUFPfMav//+OxmZGVTCcA6gtWSHneTIz6t/fuZ1IDetYNXKVTjgip1UdJ6olWSLs74iv234jeTk5CJlDFGzZk0uXrrIxMkTSTNP4Dpnuc4Z4k0iGTFqOJf8Lr0WNRReRyIjI9m6ZStuohoOUuHfSaWkpK5ohgIFy5YtewkaPj+yoSojI/NSWbduHVGRkTiMHp5ryD2CpFRi26kDll5NWbpsGUlJRXs/SpI9e/YQFhqKTY9uGFlbFxpXqFSU698HnU7H6tWrAfIr2uof0wJC/9AoVahUWDZtRGpKCpcvXy7hHbx4cnJykIrpbZqHZFzQG/f+++8jsrOJW+2DNiW1gKwuI5O4tb+ijotn7pw5BucMDAzk3t27WDRvVuzall5NCQsN5dq1a4/V82lYvXo1Jg72WHgWDiE1crAnJyKyyL65eegyM9FERVOtWrUnXlOhUNCpUydWrFjBpk2bWLRoUX4xlQcPHvDVV19h2awJjiOGYOzslH+fsYsLjqOGY9G4EZ9//jmRkZH5Y+PHj0eTnk76+YsG1005dgKEeGGFeQIDA7HTOxabq55nxPr7+z/xvGvXrkUpKWlCO+xwJIRAzrCfY/jix3ESicWdWphIpqxbt+55t1EiJCYmEnI/BAfhWqycE7m/oRcvGv47vu7MmzcPNAoa6dtgLf2d9y1JEraSPQ31rVFnZrNgwYJnXuPBw0gQa8oVK2ct7HgQWnzUyOO4ffs2iUmJ+X9bQzhTgWx1dn6o/9Pg5ubGsmXLiI6Jxs/Pj0uXLhETE8OaNWue6rdJ5sXi6+uLTq+jAlUNyqgkYxz05V/ZPriyoSojI/NSWePjg6l7ZUyruBuUsX6jLersbDZv3lzq+uzduxcjczPM69UxKKNycMC0ahV279kDQIsWLTC3sCD9kl+xc6df8kPl7ITSzhbFQ+M2K6tob+KrRI0aNciJjkGXkWFQRp+djSYiskAVwubNm7N50ya04RGEf/YlMWt/JXHXXmJ//Y3wT+eTHRTMTz/9RNeuXQ3Om5qaa+AqrYvPOVPaWBeQLymCb9/CyL1yQU/qQ6xaNEeo1aSdPW/w/rRTZ9Hl5DBu3LgS0Wf16tUIwLZb5yINPEmSsOveucBBC0D79u1p264dSTt2knbuQoE2OHqNhuS/jpB69DijRo2ialXDL0UliUJSoEdfrEze+NMUCnrw4AHmCiusJFsaSq1oRVdq0Yga1KceXrShO9WlelgKG0LuhTzXHkoKvT53nxLFF5hTPBzPk/+3ERERwZ49e3DVV8ZYMilSxlQyx1lfic2bNz+19zF/joeRElqKDznXoMHU5PlCZvPSXpQU/4wrHo4/T5qMpaUljRs3pkmTJtjYGC40JlM2yDu8N8W8WDkzzElNTTXYg7wsIxuqMjIyL5UHDx5g/JiQWePyrkhKZf4pdmmSkZGB0tzcYK5pHgoLC9IfGmbW1taMHjWKzMtXyQq+XaR86plzqB+EYd06t3dj9sMKwE9bpbEsMm7cOPQaDaknThmUST19Fl12dqFqsf369SPA358Z06djGRVD+tHjmNwPZcLYsVy9evWxBSBcHuZ/aqJjipXLeTjuUky+6LOgUhkjcop+WTWpXAmzWh4k7tyTa/w9YjwInY7UM+dI3neAnj170rBhwxLR58KFC5i4VUBVzrCnR+XggKlbhQJeN0mS+HPHDrybNyd+01Yiv/iauI1biNuwiYh5X5K0ey/9+vVjxYoVJaLnk+DdwpsEZXSxL1exhAO5hx5PiqmpKRqRkz+vmWSBm1SNypIHLlIllFJu5z4tGszMC/f/fRmUK1cOJ0cnEoktVi6B3Oe8bt26L0KtMkdwcDB6vZ5yOBUrVw4ncnJyuHfv3jOt89ZbbwEQRahBGZ3QEq+IpFPnTs+0Rh7u7u6oVKrH/u2TiAN4LVqSyDwZee2PskgvVi6TDOxs7cpEJ4WnRTZUZWRkXiqmZmboHhMyK9RqhE6XH2Jbmri5uaFJTkaXlmZYH70eXVQUldz+DsWaP38+HjVrErvah4Q/d5ETHYM+Oxv1g1DifttMwpbfMavtgVWrFrm5l2fO0ap169fipaJevXoMGDiQ5AOHSDl2AvHIib7Q6Ug9dYbk3fvo2rUrXl6FW9FUr16dhQsXEhMdjVarJSE+nhUrVlC/vuFqwHlUqVIF7xYtyDh7voAX8FGEXk/GmXM0btKEWrWK7jf5rLRv1w51cHCRebaSJOE0ahgqZyfiN20lYv4C4rf+QfzWP4j84msStvyOg4MDUVFRvPXWWyxevPiZPTx56PV6eJIK2QpFIa+bnZ0dx48dY/v27bRr0hTLsAiso2Lo3bkzhw4dYuvWrZiYFO2lKg2mTJlCpi6dcO4WOa4VGkIVt6hRowbt27d/4nk7duxItj4z/8W+KDJFGikkFvm8vgyUSiUTJ00knmiDBaC0QkO44i5NmjQtNqdQCEFwcDBnz57l1q1br6SXxRB5nnXxGE+8eAZP/KM0adIEr2ZehCpukSUKR5IIIbjDTXL0aqZOnfpMa+Rha2vLwIEDiVGEoRZFR+BoRA5Ryvt07tz5mXoLy7yavP3226hUKsIxfOCSI7KJlyIZOmzoC9Ss5JANVRkZmZdK186dyfYPKDaPL/1Sbh5np07PdzL9JIwcORK9Vkfq6bMGZbICglDHxTN69Oj8a3Z2dpw6eZKB/fqRfuIUEQu+5cH7c4hc+CMZV69j3a4NzuNGo8/OJs7nFzQJicXmXr5qrFu7lu7dupG4YycRn31J3IZNxP22mYjPviJh23bav/EGW7ZsKZUT3f/997+oY+OI27ilgJEMuYZy/ObfUUdF87///rfE154yZQo6dQ5Je/cV/cIvSSgkCVs7O1o18EQZEITkH4hKnZurm5Sdzc3UFE4GBjBjxgwquLmxY8eOZ9anXr165IRHoEs3fMKuTUlFHRFZpNfNyMiIPn36cPDgQaIiIogIC+P333+nQ4cOL/w0vk+fPnTu3JlbXOOOuJH/ki6EIF5Ec1lxgmwpk+XLlz+VbnktoW5xDa0o7A3XCz3B5Ob5lXTxredh2rRpVChfnmuK08SJyALPW7pI4ZriNNlk8vXXRede5vUgrl+/PrVq1aLlwyJlnp6erFu37rUwWD09PTE1MSWWyGLlYonAxsb2uQqDrfFZg7GlCj/FMR6IW6hFNjqhI1HEco0zhHGH6dOn065du2deI48PP/wQY1MVVxSnCh1UZIhUripOoVVocvNzZf41ODk5MXz4cCK4R4wILzSuFRpuSueRlBJTphhuPVaWkfuoysjIvFQuXLhA8+bNsWrpjX3/voVy/bRJycQsXkrtyu5cuXz5hbws9+nTB99du3AYOgiLxg0LrJl9/wFxq9dSydmZAH//Ij1MUVFRzJs3j5/XrEGv12NWtzbGLi5oE5PIunETdDpWrlxZYnmJJU12djZbt27F19eXtLQ0XFxcGD58OB06dCi2n61er+evv/5i+YoVXLx0ESGgkacnU6ZMoWvXrs/kvRBCcOLECbZu3UpCQgLlypVjwIABtGvXrsDf5csvv2TOnDmobGwwb94Ulb092sRE0s9dRJuSQoUKFWjatCnDhg2jd+/eJdpPddasWfzwww+YN2yAbYf2mFSqiNDpyLwZQMr+g2hjYtm1axddu3YlMTGRJk2bEh4Tg13/vlh41s8PM1eHhZP4+w40YeEcOHCADh06PLUuAQEB1K1bF5sOb1CuV48iZRK2+5J6/CS3bt0q8x79rKwsxo0bx8aNG5EkBeYKC7RoUOuycXBw4Ndffy02h7kopk2bxk/LV6IXOsywxB2Ph/1HJeKJ5gHBpJKEOVbU8Kz6TMVpSotbt27RtUtX7oXcw1xhibneEo2UQ4pIxNTUlPXr19OvX79C9wkhmDx5MitXrsRaYYer3h0zLMginSjFfVL1yUyZMoWlS5c+129seHg4v/32G+Hh4VhYWNCtWzfatGnzQg85xo4dy6/r1tNU/0ahvqAAKSIRP+kY7814j4ULFz7XWv7+/kwYP4EzZwu2u7G1seX9D97n/fffL7G9nzhxgl69epOSkoyNZI+ZsEAtZZIk4jEzNWPL1i307NmzRNaSeXVIT0+n01udOHvuLPaSM86iIiqMSSGRaOUDNCKH9RvWM3jw4JetagGetI9qqRuqkiTdB9IAHaAtTinZUJV5HHkv0D//vIq7d+/8P3vnHVdV+Qbw77lcLnvIRgQEyYko7q24t+a21HLkNkdZltpw5aosEzdppeZeOHPmHoiTqYDK3hvu5d57fn+Q+COG5kDU8/18+lT3fc57npc7zvu8z0JPTw8vr/aMHz+e+vXrv2r13nqysrLYvn07ISEh6Orq0rJlS9q2bVuqcQP5p8ULFy7EoFpVTL1ao+9aGa1SSZbfdTJOnkZPq+XsmTPUqVOnTNaRnp5O5y5duHD+PPoOFdH3cEeQy1EGh5IdEoqjkxMnjh/Hzc2t1Hnu3r2Lt7c3mzZvJikpCXNzcwb078+ECRNeaA6ZKIpcu3aNu3fvolAoaNq06TPnYp46dYp+/fuTlJiIwtICmYkJ6oRE1FlZ1Klbl3179+Lk5PTCdC+NsLAw+vTty43r19HR10fXzBR1ejrqnFxqe3iwa+fOQu/B0aNHWbZsGYcPHy7kHZJXqIDc2gptYiKq5BRcq1ThgK/vCwsDFkWRuXPnsnDRInKys9HR10dUq9Gq1ThUqsTaNWsKjKlHBrX9lInFFhDT5uYSs/Qn3J2c8HvG5+GIESP49ddfMevQDrO2rdExzC+0ocnKJu34CdKOn2LMmDGsWrXqWZdc5ty9e5cNGzYQHh6OgYEB7dq1o2/fvigUpfd+LY7hw4ez7fcdVNN4EsJ1sigc5q+PIW64k0A0xlX0uXu3+LzzxMRE/v77b7Kzs3F0dKRly5ZP/K17EahUKvbs2cPGjRuJiorCxMSEnj17MmLECCwtLYu9Zt26dXz00Uc4Uw033AsZT/lhqre4Twg+Pj6FIkWelpycHMaPH8/vv/2ORqtBoaOHWpuHVtTi7u7Opk2b8PAoWhn7ZfDw4UMaNmhIalIaVTTu2FIJHUGOWswjlgfck92hYiV7Ll+5jI1N6bmsT8uNGzc4fvw4SqUSFxcXevXq9VJSVVJSUti4cSObN20mLj7+n4O7/owcOfKFrUXi9SMnJ4cff/wR7xXeREXnt82TyWR069aNGTNm0KxZs1esYVHKm6HaQBTFxCfJSoaqRGncv3+fzp07EhQUQjU3fZo1VJCRqeXg8RyyszV88sknLFmy5LVMFn/dEUWRRYsW8d1380lPz0QuF9BoREQRqlZ1Y82adaWGP4miyM8//8zcefNISiz8U9GkaVNWr1pVZpucRyiVSjZu3MgKb29u/tPSpJKjI+PGjmXMmDElbgjLmv379zP7q6+48X9eHx25nL59+rB48eL/lK905coVWrZqBebmVOjbC/133BAEAVGtJvOaP6m79uFUsSJXLl/GopRiPS+C6OhoGjZqRHxqCuY9umFU3xOZQpGf3+t/nbR9B7A0MeHqlSs4ODgUuvbYsWN07dYNmaUFFoP6o+fslL8OrZbsOwGkbNuJpZEx1/z8sLcvvd3HfyEtLY0tW7YQHByMrq4uLVq0oFu3bo/z5kQRRycnko0MsRs/usR50s+cI2nHbq5evfpMB3AqlYrRo0ezceNGdBQKdF0qgyiiCo9Am5fHyJEjWbly5Qv1Kr9OzJ49m/nzF9BC7IICfVJIIJ0UQMQYs4KWN5dkf9GwdX1OnDhR6PqEhASmT5/Oli1bCrVbquxcmS9nfsmoUaPK1XNIFEVq1apFdHAcDbRexeomiiJXZCdwqlmJmzdv/Cf98/Ly6Nq1K8ePHccRNxxxw0AwQiOqieUhETqB6BrpcuHCeWrWLLma+oskNDSUvn37cuvWLeQyXfQFA3LFHNTaPBo1asSOHTtwdCy9iJ+ExOuGWq0mODiYnJwcHB0dsbW1fdUqlYhkqEq8UWRnZ1OvXl1iY8L57RdrurU3KniQpqVr+HJBEqs2pvHdd98xY8aMV6zt28dnn33GkiVL6NHJiM8mVKBpA32USpEdvpnMX5ZKxEMthw8feWLBE6VSia+vL/fu3UOhUODl5VVmXtTSyM3NRaPRYGhoWK42oI+8JHp2thi3bI5+FVeUDyNJP/U3eTGxKBQKFi1cyLhx457K89S2bVvO+l/D/tMp6JgUbfeSGx5BzLJf+Oabb/j6669fxpIKmDBhAqvWrsVuykT0KjkUGVdFRRPz43I+GjGiiGewXbt2nLnmh/1n09AxMir22uily/j0k09YvHjxS1vDv0lJScHCwgKL3j0w8yr54CYvKYnIOd89s3frEf7+/qxatQp/f38EQaBevXqMHTu2XHynXiWhoaFUrVoVF2pQRSg+siFRjOU6Z/ntt98YOnRowevx8fE0a9qMiPAI7MXK2OOELgrSSSVSuEuqmMTMmTOZN29eWS3nidy5cwd3d3eqU49KQsmthR6K9wjGn8DAwP8UbbBhwwaGDx9ODerjILgUGc8Rs7gqO0ULr2YcO3bsmdbwLDxKG9i+fTspKSlYWVkxePBgGjduXK5+xyUk3kbKk6EaDv8cVcJqURTX/Gt8NDAawMnJqX5ZtJ+QeP1Yu3Yto0eP5sCminRuW3TjKYoifYbHcOqCQHR0LEbFbE4lXg7+/v7Uq1ePMcPMWLHQusgGICVVQ4ueUSjVdoSG3nvmKosShbl79y7Vq1dHr+o7WI/8AFGlIn7DH+SGhCLo6iK3tECTmYk2MwtbOzv+3LKFNm3alDhfSEgI1apVo0L3Lph3KDk3Mm7VOkxT04h8+PClvZeZmZnY2tkhq1kd6yEl59UkbN6K5tYdYmNiMDXN75P6yAip0K0L5h1LXke8z0Z0H0QSFxv7TOGjz0JaWhrm5uZU6NkN83YlH9rkJSQSOW8hv/76Kx9++GGZ6Pa20b9/f3bu3EVNsT52OBX63UoXk7khu4C9oy2BQYEFPTMfXbdn1x7qaltgLlgVmlMURYK4RhThnDx5stTvW1ny999/07p1a+rREguhZA9LkhiLP2c5e/YszZs3f+r5GzRoSIh/KI207Us0AMPFQO5xh+Dg4OcqYCQhIfFm8LSGallU/W0uimI9oAswQRCEVv8/KIriGlEUG4ii2MDa2roM1JF4HVm7djUeNfXp5FV8U2NBEJg+oQLp6Zls27atjLV7OgICAvj88895//33GT16NHv27HmuxtzlhRUrVmBoqMOCLy2L3aRUMNfhm+kVCA+/z+HDh1+Bhm8mq1atQgtYDh4AokjsyrUow8Kx6N0Dp7lfUemL6TjN/RrbsaNIRaRzly5cvHixxPn8/f0BMKxVemieQa0axMbEEB9fek+/5yEgIIDsrCwM65TensbIozY52dncuXOn4LVbt27l61mzdI+QQc0apKakEB1denXQF4mpqSmuVaqQeyegVLnsW7cBaNDgic9wiWfEx8eHFs2bc4crXJYdJ0wMIEIMwp8zXOYEVnYWHD5yuJCRGhkZye5du3HQuhYxUiH/OVSVuujJ9FmxYkVZLqdUHoXp51B6G7AcsgrJPw25ubn4+V3FWutQqpfSlvww2zNnzjz13BISEhIv3VAVRTH6n3/HA7uB8tGUTOK1IjQ0lJZN9Ep9EDZtoI9cLhAaWnzhi1dFWloavXv3olatWvz441IuntvFju0bePfdd6lSxYVz5869ahWfi5Mnj9GlrQHmZiV713p3NkZfX8bJkyfLULPXk+TkZH744QfqN2iAo7MzHnXqMHfuXGJjYwvJ7dqzB4Ma1ZCbmZJx8TKqh5FYfzgEM6/WyP4p4iHIZBjWqI7tpPGIhgZMnTbt+RUsg5C5R/09BdkTPLby/PH/byFSUMxG+4Q+io/uUYYhgIIgMH7cOHLuhZMdGFysjCYzk8wz52jWvDnu7u5lptvbhomJCceOH2Pt2rVU8XAhjADucht9ezlz587l+o3rVKtWDYDU1FQiIiLYuXMnGq2GilQucV4dQQdrrQN79+4tN+1eatWqRdV3qhItCy9RJ1EUiZHdp2bNmv8p7DcvL7+9j4zSv6s6/4w/kpeQkJB4Gl6qoSoIgpEgCCaP/hvoCNx+mfeUeDPR1ZWTnVP6Q1+pFNFoxHJVIESpVNK1a2cOHNjPt9MteHjNmdCLjsTecmanjz168gQ6dGjPlStXXrWqz4xSqcTEuPSfEl1dAQN9HZRKZRlp9Xpy+vRpXFxd+eSTTwhISiTV1pq7OVl89dVXuLi6FuqvmZ6ejo6pKaIoknHuAnrOjhjVLt6w0TE2wrhVSy5euMDNm3IoOCIAACAASURBVDeLlXmUt5gdEFiqjjl3ArGxtX2pFSbd3NyQ6+qSExxSui6BwejI5YVCCT09PREEgezbd0q5EnJu38HG1rZIIaaXzZgxY3CvXZtEn42k/30W7T/fCVGrJTsomLjlqxCyc/h+6dIy1ettRKFQMGrUKPz9r5Gbm0tmZiYPIx8ya9YsrKys8PX1pX379lSoUAEXFxemTJkCUKRK8L/RQ5+8vLxChZZeJYIgMO2TaaRpkwkjoIixKooi97hNmjaZqVOn/qfDG2NjY2ysbUil9DIkKSQASGG/EhIS/4mX7VG1Bc4KgnADuAwcEEVRiv2T+M+0auXFviM55OaW7CXZ4ZuJKEKrVq1KlClrNm7cyPnzF9m43JZZ0yyxtpIDIJcL9O5izOk9FbGsoGXKlMmvWNNnp0qVdzh/RVWq9+BOsJKU1DyqVKlShpo9RqlUEhISQkhICLm5ua9EhycRGBhI127dUBroU3H6VOynTsJ6yGDsJo6j0szPwdaG/gMGFHjg7e3sUMfGIapU5MXGYfgE75uhR37RmJIORapXr07r1q3JPHseTWZWsTK5EffJDgxi7JgxLzXX2MrKiv79+pF95Srq1LRiZdRpaWRfvkq/vn0LGc3Ozs506dqVrHMXUaemFnttbngE2QFBjBk9Grlc/lLWUBLGxsYcP3aMpo0bk7RzD5FfzSVmyY9Ez1lA3Mq1mGq1HD50iCZNmpSpXm87enp6GBk9LtI3c+ZMevTowYVTF3GhBjWoT2WqoYseN7lAhBhU4lyZpGNmZl5sj+VXxejRoxk+fDjhBOInO0WUGE6yGE+UGM5V2UkiCGbUqFGMHDnyP80rCAKjx4wmkVgyxeK/q1pRy0PhLi6VXcpN3q6EhMTrwUs1VEVRDBNFsc4//9QSRXH+y7yfxJvL+PHjSUrO47ufU4odT07RMH9ZKtWqvUPbtm3LWLuSWblyBXVq6TOwl3Gx47bWcqZ8ZMr58yV7uso7o0Z9RMi9XHz/Kt64AfhhVSp6egqGDBlShppBXFwc06dPp2JFO6pVq0a1atWwt7dl2rRpZZqb+DQsXLgQpUaDzbjRRarc6tpYYzNmFDomxnz77bcADBs6lJywcJRRMflCOqX/nD8Ko9WWEhK7aNEihOwc4lasIufuvYLDB1GtJvPqNRJWr8fZ2ZlJkyY96zKfmlmzZqEn0yHeezW54RGPdRFFciPuE++9BoUgMGvWrCLXLvzuOxRA/PJVZN8OKAjz1aryyLhwifhV63B1dWXy5FdzQGRjY8Pfp09z4cIFPvrwQzp41qNv5y5s3ryZhw8eSJv5V8ymTZtYsGABDrjQRNOJKkItHAQX3ITatKQrtjhyl9skiEV/Q5RiDglCFB9++MEr0LxkBEFg3bp1eHt7Y13FgkD8uMbfBOKH3TvWrF69mjVr1jxTKPyECROwtrLihs55UsXEQoeWSjGX21wiTUxm3vx5ZdJnVkJC4s3hpVf9/S9I7WkkSkIURYYPH87GjRv5YKAJ08ZWwL26HiqVyO5DmXy7NIXwB1r++utYufGo5ubmYmBgwDfTLZg9reSem/cf5uHaKILVq1czenTJvRXLK0qlEk/POkRH3WOTtw2d2z5u4ZKbq2Xh8hTm/pDMJ598wtIyDGe8d+8eXl6tiY6OpncXI7p3MEIQ4ODxLHYdyMLGxpYTJ04V5KG9StLS0rCxtUWvYX2s+vcpUS7lyDFSDx4mLCwMU1NTqri5kaPQRaNUoWtjhf3EcSVem37+Iklbdzyxkuzx48fp178/qSkp6FlbIZiYoElMJC89g1ru7vju30/lypWfY7VPz7lz5+jZqxfJSUnoVbRHx8ICTXIyyugYzCtU4KvZswkODi5oPTFo0CBatGiBIAhcvnyZPn37EhUZicLMDJmJMerkZNTZOdSrX589u3dLfRQliiCKInU86hAR8JBG2nbFGm5aUct5DqOPIQ2ENgWvq0QlN2TnyNXN4tatW7zzzjtlqPnTI4oit27dIjk5GUtLS9zd3Z87V/vmzZt06tiJ2LhYzGQWGGlNUaEkWYhDROSHH34oCJ2WkJCQeNqqv2Ub8yQh8YwIgsD69euxtrZm+fKf2bj1AWamcnKVWpRKLS4uzhw5sqHcGKnwuMCLQrf0DYBCIRSSf93Q09Pj8OGjdOrUge5DQqhdQ59WTfXIzhHZdySHpOQ8hg0bxsKFC8tMJ61WS69ePcjKjOfiwUrU83hcuXNof1NuBSrpMCCGnj27c+dOYJmHf/6b+/fvo1IqMX+n9NBog6pupB4EX19fJk6cyAFfX7p07UpGZiaatDRyw8LRdy3ax1CrVJJ+8m+QyTh79myphmq7du2Iiozkzz//ZO/evaSnp2PfuAlDhw6lU6dOZeoRad68OfcjIti0aRN/bt1KYmIillWr4TV6DJu3bGHatGnIDQyQm5qQl5aOt7c3nvXqsXvXLho1akR4WBh79+5lz549pKWlYWdnx5AhQ2jVqpXUR1GiWO7cucOt27eojmeJnxGZIKOS6MpdbhMq3sQAYzJIIU4WiY5cxvbt28utkQr5z1MPD48XOqeHhwfBIcH88ccf+Pj4EBkZhZmREe/3mMS4cePKxYGghITE64fkUX1NEEWR69evExsbi6mpKQ0bNiyz3n/ljaSkJDZt2sS9e/dQKBR4eXnRuXPnchdSJIoiLi7OuDklc3RbxRLlftuWzvDJcZw6dYrWrVu/VJ2uX7/O7du3kclkNGzY8IVuprKzs9myZQtr1qwiJCQEXV05rVp5MW7cONq2bVumhsGhQ4fo2rUrv6+w5b0+psXK7PTNYMBHsezZs4devXqVmW7FERgYSM2aNbEaMhiThvVLlMsJDiXWezUAnp51+PbbudSsWZOBAwfid+0aMn19rAb2w9DDHeGfHFJVdAyJO3ahDItAr4orphmZxP+rgvDrxP3792nYqBGpuTmY9eyOUV0PZLq6aJVKMv38Sdt/EHsrK65cvoytbck9IyUkiuPYsWN06NCB+rSmglByy7wEMZobnC/4fz09Pd5//32mTp362lRrjomJYe3atRw5coTs7GwqV67MiBEj6Nq1q9TvWkJC4qXytB5VyVAt54iiyIYNG1i6dDEBAY+LN9jZ2TB27HhmzJhRrgo2SBRmwYIFzJw5k3O+lWhS36DIeG6ulqbdolBqHAkMDH5pxtzx48f58ssZXL5c+PvVoUN7lixZWlDx9U1h6NChHD60lYfXnAs81v9GrRap3OABLVr1euW9d1UqFQ6VKpFta43tRyNKlEvcugOl32Xmf16B9VsyCQpVsnbtWsLCwvhu4UJ0bW3Ii41Dx9wMhb0dmswsVA8jEXR1sXpvIMqI+6ivXiMrM/OF6Z6cnExKSgrm5uZYWpYc4v68BAYGsnLlSn7/4w9S09LQd3XBtE0rDGvVQPi/Qyrlw0hily1n8qSP+eGHH16aPm8jycnJHD9+nIyMDOzt7Wnfvn25qrL+Irh06RJNmjTBncbYCSWHhkeKYQRxjUuXLuHg4IClpWWhnqvlnbVr1zJ+/ATU6jzMBUvkoi5ZsnRytNl4eHhw8ODBMq+ILSEh8fbwtIZq+XJBSRRCFEWmT5/OiBEj0JffZ833NpzdX4nt6+yp557FN998Q7duXaSWH+WYsWPHUrmyEz2HxbH/aCZa7eODoXsRKnp/GMvNgFy++27RSzNSd+3aRadOnUiKv8VP86wJOOPMzVNOzPnMkpvXT9OiRTMuXbr0Uu79qoiPj8fVSV6ikQr5lZfdKusQHx9fhpoVj0KhYMzo0WTfCSQn9G6xMsqoaLKvXuX9PsZMG2eB39FKdPIyYuzYsfnRFaKI9bD3sRn1IXqOjmgys5DpKbDo1R3Hb2dhXK8ueTGxL2zzeejQITp27IilpSVubm5YWVnRrl07fH19X8j8jxBFkVmzZlGzZk1WrFyJ0s4WQw938hISiV/3K9E/LkeT8bhdiJ5jJQw8arPex4ecnJwXqsvbSmpqKh999BEVHRwYMGAAI0eOpGvXrlRydGTx4sWlFuh63ahfvz52tnbECPdLlYuV3eedd96hYcOGODg4vFZG6tatWxk9ejRmGkua0ZkGeFFXaEFTbWfcaUTg7UDat29P5gs80JKQkJB4FiSPajlm79699O7dm/HDzfhpnjUyWeFN94at6YycEscXX3zBggULXpGWEk/i3r17dOnSidDQe7g66+FRU05SspYzl3LQ1ZWzatVqRowo2Yv2PCQlJeHk5IhHDTi0xR5Tk8LhXNGxalr3jkYtWnPvXvgrz9V8UQwYMIAL5/YSfsWpyPfmEaIo8k6Th3h4dmbPnj1lrGFR7t27R81atcjTaDDv2gmTJo3QMTJCm5tL5hU/kn0PYaSbR8BpJxzs89+n6Fg1lRtEMGbMONatX49efU+sBvYrdn5VdAxRi77nu+++Y8aMGc+l65w5c/j6669RVDDHsFFD5FaWqJOSyb58BVVyCjNnzmTevHnPdY9HLF68mM8//xzjxo2w6NkVHeP8CtqiRkPmteskbd2Brp0tFadMRPjn85vpf52EDX9w/fr1FxItkJCQQGpqKpaWllhYWDz3fK8TqamptGzVioDAAIwaNcS4cUN0TEzIi4kl48w5soOCGTFiBOvWrXtj8n7nz5/PrFmzqEF9HISiOd/3xRBCucny5cuZOHHiK9Dw2dFoNLi6uJIWmUl9sQ0yoai/IkmMxZ+z/PLLL0yYMOEVaCkhIfGmI4X+vgG0betF2N0LhF5wREen+A1A/1ExnLogJzIyGgODoqGlEuUDlUrFrl272LhxA5GRDzA0NKZbt+6MGjWKihVLzl99XpYuXcr06dO5fsKJ2jWKDxHfcyiTviNi2L17N717935pupQlW7Zs4b333uPApop0bmtUrMzJc9m07xfFhg0b+OCDV99K4r333mPnzj+pXUMPvxu5CDoydI0MUGfnolVrsLLUITFJw4mdDrRuZlhwXY+h0YTet6VDh854e3tj2e9dTFo0K2Q05CUmkrB6PQZ5akKCg7G2Ljn37kns2rWLvn37YtyoAVaD+hfkwkK+8Zi0fRcZFy6xefNmBg8e/Mz3AcjMzMTO3h6xsjM2oz4s1hDKvHadhI1/YP3BEIzr1QUg68Yt4n02cu3aNTw9PZ/p3qIosmvXLpYtW8bZs2cLXu/YsSPTpk2jU6dOz7ao14wxY8awzscH61HDMaxRuCCOKIqkHDxM2tHjbN26lQEDBrwiLV8sKpWKHj16cPToUWxwoCKVMcCIbDKJIoxEYunTpw/btm177XI5Dx8+TJcuXahNE2yFSiXKXRFO4FDNjjsBd8pQOwkJibcFyVB9zXlUNv7rTy346pOS876OnMyi63vRHDp0iM6dO5ehhhKvA61btyIr9QqXj5Sca6VWi1Ssc5+evYbg4+NThtq9PFQqFS4uzhgoUjix055KFQvn0cXEqWnXL4aUdGMiIh688kOemJgYnJwcmTTShKXfWHM7SMnWPRnEJ2qoYK5D3+7GuFdT4FQ/HK/mhmxba19w7ZhP49h/TMH9+5H07duXAwcOoGdni4FnHWT6+ijDI8i+dQcTY2OOHD5MkyZNCq7NysrC398fpVJJlSpVnqrtTJOmTbkedg/7GZ8WMlIfIWq1xCz+kRp2dlzz83suL9v69esZNWoU9lMnoV/ZuVgZUaslct4i5BbmBe15ErftROXnT1xsLGZmZv/5vqIoMm3aNJYtW4aelRWGjRugU6EC6oQEsi9dQZWaxsKFC/n888+feW2vA6mpqdhXtEdetw7Wg/oXKyNqtUTPX0SjGjU58/ffZazhy0OlUjFnzhy8vb1JSXncv9vaypqPJ3/MjBkzXssIlEeHl23ohVwo/LuoFHOIIoIMUsgknRwyiYiIwNm5+O/e/5Obm8uOHTvYsWNHQbuogQMH0rt377e28KOEhETJSO1pXnPS0tIAcHQo/S1ycsh/0Pz/g1RC4hEZGenY25Seii6XC1hb6rxR+UgKhYKdO3fTsWN76nWIYtR7xvTolN9H9cBfWaz5I5OcXDmHD+8GYOPGjWzcuIGoqIcYGRnTrVsPRo8eXWZ9Ng8ePIharWHE4PwKxe7V9XCfUdQDPrCXMWt+T6fviGgiHqrR1xOIjFZjYWGPnp4ee/bsYfPmzSz/5ReuHjoKgHmFCkybMoVJkyYVbDiTkpKYM2cOGzb4kJ7++H1v374ds2bNLrH6dFhYGJcuXsSiV/dijVQAQSbDuFljru/cQ3BwMNWrV3/mv0tAQAA6CgV6zk4lyggyGfpV3ci5EwBAXnIy2VevMey9957JSAXw8fFh2bJlmLZqgcW7PQsVazLv2J6ETVuZMWMGtWvXpmvXrs90j9eBEydOkJuTi32jkvcSgkyGYYP6nD18lLS0tGf+m5c3FAoF8+bNY9asWZw6darA+GrduvVrbXg9qo6v5XFesSiKhBNIOIGIiBhhiuyfEiaurq5MmzaNRYsWlVhZ//Lly/Tq2YvYuFgMZcYotPqodHLYtWsXjpUc8T3g+8Lb4UhISLwdSIZqOcXCwgJBELgblleqXEiYCgAbG5uyUEviNaNixUrcuRmEViuWmKuZlq7hfmQeHbvYFzv+utKkSRPOn7/I7NmzWOK9n0W/5B/mCIJA9+7dmDNnLvr6+tSqVYPw8PtUc9OjTk1dEpNimD9/HgsXfseqVasZOXLkS9c1PT0dAHvbkn+SY+PV7D+ShUYDF/1yqV9Hn/QMDVGxaoS4EJYtW8aUKVMYNmwYw4YNIysrC5VKhZmZWaENZlxcHK1atSA8PIz+PYwY2NseEyMZ5y7nsvr3M7Rr144//viDQYMGFdEhLi4OAF270tu+PBqPjY19LkNVLpcjarWg1UJpIZZqNchk5Ny9R8qW7Rjp6/PFF1880z1FUWTxkiXoOzkWMVIBBLkc6yGDyLt/n6VLl77RhuqjwysdE5NS5XRM8vOGIyMj3xhD9RH6+vpvVLRSo0aNAEggGgfy82/DCSSMAOxwxJWaGAr573eOmEW4NoilS5ei0WiKraIdFBRE+/Yd0GaLeNICC60tgiAgakQSiSEk5gZebbzwu+b3VBEbEhISEv+PZKiWU8zMzOjWrSu//nmUrz6xQE+v+JPM1b+lU7GiHa1atSpjDSVeB4YMGcLgwQc4eDyL7h2Mi5XZ8Gc6OTkahg4dWsbalU5ISAhxcXGYmZnh7u7+TH1y3d3d2b17D5GRkdy4cQOA2rVr4+TkREJCAp6edchTJnJwc0U6tjEsCFMNf5DH+M8TGDVqFBYWFrz77rsvdG3/xs7ODoCAEBXNGxUNQ87J0dL1vSiSUrT8+pMtg981QVc3X9eIh3l88nUiU6dOxdTUtKAwl5GREUZGRfNzhw//kIcPw/lrW0VaNnl8r9bNDJk0ypyeQ2MYNmwojRs3xsWlcCEZU9N8j68mLb3U9aj/Gf+30ZKWlsaWLVsICgpCLpfTvHlzevToUWIIZdOmTdGq1WTfCcTIo/jelFpVHtm374AoErt8JVbW1hw4evSZewT7+/sTEhyM1eABRYzURwg6Ohg1acTJA4eJjo5+qXnmr5JH61JFx6BrbVXwuqjVkht6F+X9h4iiSG54OADde/Tg9KlTODmV7AGXeLU0b96cmjVrcj8oFButA1o0hBOIHY7UolGhUH0DwYia1EcmCvz444+MHz8eNze3QvN98803KLOUNNK2Q194nDsvCALWVMRIY8LltOMsWLCANWvWlNk6JSQk3gyk9jTlmKlTpxGXkMewSXGoVIVziUVRZNHyZI6czGLSpMlvXC87iRdDnz59qFLFhVHTEvG/lVtk/OipLL78Lhkvr9Y0aPDEVIEyYevWrTRsWJ9q1arRqlUr6tSpQ9WqbixbtgyNRvNMc1aqVIlu3brRrVu3gk20t7c30dExHNhkRycvo0IbNBcnXXb/akftGvrMmvUlLzuXv0ePHpiaGuO9IbXY8c27M7hxR8WmlXYMG2BaYKQCVHbUZesaO1o2NmDmzC/Iyys5CiMkJIRDhw7zxSTzQkbqI0yMZfy+wgatVsOqVauKjNeoUYMqbm5kXbpS6nqyLl3Bydm5INxPFEXmz5+Pg4M948aNw2f9Clas+JE+ffpQubIT+/fvL3ae7t27U9HBgfQjf6EtoQ1X2vGTaHNyqVOjJuvWrSMiPLzAa/QsFHiNbUuPUtG1zfcal4f2Ri+LNm3aUNHBgYwz5wq+A9mBwUR9t4RY7zWkHDhE6sHD5AYGI+jq8iAqkh49e75R7WreNARB4JdffkEpy8Zfdoa73EJExJVaJeaTu1ADmSBj9erVhV6Pj49n546d2GmdChmp/4+hYIKNthJ//P5HQeSIhIRE/nPxwoULDBs2jOrVqlOtajUGDx7M6dOnX/qe43VCMlTLMW3btmXp0qXs2J9JteYPmf9jMrsOZLLCJ5WGnaL4ckESgwYNYvr06a9aVYlyikKh4ODBw+jpW9OocyS9PojG+9dUflqTgte7UXQZHE3VqjXZunX7q1YVgFmzZjFo0CCy0wNYNteaw39WZP0yW+wt45g6dSr9+/dDrVY/931EUWTNmlV08jKinkfx/Q/19WVMGWNGQEAQ586de+57loaxsTHjx0/kz92Z/LQmpchDauWGNGpWVdCzU/EVjOVygc8mVSA2Np59+/aVeJ+dO3cCMPJ90xJlKlXUpXNbQ3bs2FpkTCaT8fGkSeSER5B2svjCOelnzpETepeJEyYUVET9/PPPmTVrFh1by7h4yJHUUBfSQl3Z9as91hVS6N27N3v37i1mXXKGDR1KbmQUMT97kx0UnB8KTH4l48RtO0k9fJT3338fPz8/Ro4cWawX+b/w9F7jtELybyJyuZzpn35KTuhdUvb5knXzNnFr1oNMhvWQwTgvnk/l7xdi+9FwFJUqolXlcfPGDY4fP/6qVZcoBS8vL3x9fVFU0CGGBxhigqFQfMQNgJ5ggKlYgX8XuwwMDEStUWOJXan3s8KenNwc7t4tvke0hMTbhkql4v3336dZs2b8uWkrySEZpIRmsWvbbtq0aUOvXr3Izs5+1WqWC6TQ33LOJ598Qq1atfj++6V8tfjxw7927VqsXv0xo0aNeqaQSIm3h6pVq+Ln58/y5ctZu3Y1vkcTAHB1rcySJRMYM2YMJk/IQSsL9u3bx/z58xn5nikrF9sUasn04UBTflqTwrSv97B48WK+/PLL57pXeno60dGxTBllVapcuxb5XsfAwEBatGjxXPd8EnPmzCE4OIhpX+/h1z8zGdLPGIsKMq7dVHLjjpLJH5mXWkG3Y+t8j8bt27fp27dvsTIpKSno6cmwsyn9p7+yo5xzV4ov0DZhwgROnT7N7l27yA0JwbhZE3QtLVEnJ5Nx/hLZdwLo3r07U6dOBeDmzZssWbKE0UNN8V5kU7AGuVygV2dj2rU0xKtPNGPGfESXLl0KFar58ssvWbhwIXIzU/ISEolbuRaZgQGCrhxNegaCIDB+/HiWLVv2wnp4NmrUCFs7OzIuXcaobvEFYERRJPvSFdxr1y4SHv2mMXnyZEJDQ/H29gbZGRQV7bGfNA6Z/uMDHkP3WhjUqE7c+o3k3Alg9erVdOjQ4RVqLfEkOnXqRGRUJE2bNiX0ethTXCE8s5dHJP+6N6XProTE8zJu3Di2bNmCKzVx0lZFLuQ/kzVaDQ+5i+9+X4YOHVpwuPw2I1k4rwGdO3fmr7+OER0djb+/P/fu3ePGjVuMHj1aMlIlngobGxvmzp1LVFQMsbGxxMfHc/duGJ9++mm5MFIBli37EWdHPbwX2RTbN3jy6Ap08jLil19+LjW89Wl4lBOpVJa+8VL+E3JfFm0odHV12b59B+vWrUOuX43P5yby0bR41m9OR64DeerSdc3Lyx8vra+jlZUVSqWWyOjS/353w9VYWRXfFktHR4dtW7cyb948jJNSiF+3gahF3xO39lcM4xP4+uuvmTNnDmfOnMHf3x9vb2/09WXMm2FV7EbV2EjGnM8qEBeXwK5duwpe3759O9999x0mzZpQ6ZtZOC/4Futh72PkWQeD6tXRc62MKIp4enq+0NQHXV1dxo8bR3ZAEBkXLhUZF0WRtL+OkxsZxeSPP37jN9+PQkUdHBxAq8WiV/dCRmqBnI4Oln16AnDt2rWyVlPiGdDT06Nbt25kienkiiV7b1SiknQhhSpVqhR6vVatWujq6pJITKn3SSQGI0OjZ84bl5B4kwgJCcHHxwdnquIq1CwwUgF0BB0qC9VwoQa7du3Cz8/vFWpaPpCsnNcIe3t76tati6ur6xu/OZJ4Oejo6GBra4u1tXW5+gwlJCRw8uQpRgwyQi4vWa+PhpgSExP33KG4RkZG1K5di50Hskv1Euz0za96+v+9R18mOjo6jBw5Ej8/f4YNG4apiZy42y60bGLAvsNZaDQl67r7UL6ujRs3LlGmX79+CILAmt9LDmsNf5DH0VNZDBr0fokycrmcmTNnEvnwIceOHWPr1q0cPXqUBfPns3PndurVq0fbtm2pV68eGzf4UMVZjrlZ0cfNo799Jy9DzEzlnDlzpmBs6fffo2dri2X/PggyGYJcjnF9T6wG9sP6/YHYfzwBfSdHvv/hhxeezzNjxgw6duxI4p/biVv7K9m3A1BFRZN1/QZx3mtIOXCYIUOGFBSuetMRBAFBEJAZG6P/jluJcrpWVuhVdiZNykV8bRg1ahSCTCCcwBJl7hOMVtTg4+NDyxYt2b07v62XlZUVAwYMIFb2gGyx+PZmmWI68UIkwz4YhrFxyeHFEhJvC+vWrUMmyHCiaokyjrghl+mydu3aMtSsfCIZqhISEq+cR32AXZxL94y5/jOelJT03PccP34i12/nsHVv8RusqBg1P6/LoE2b1tSoUeO57/dfEASBbt26kZ6h5uzlXMZ+YM6DKDWrf0srVj4jU8vCn9N4550qtGvXrsR5gJNSRgAAIABJREFUXV1d6d27F0u8Uzl8IqvIeHKKhsFj4tDX12f06NFP1FNXV5d27drRv39/9u/fz+jRo9EVwlm52IZjOxzw+cmWeh463AlWMWRCLBqNSGiYiqmzE7CvHYauw12satxj7PR45Dr5eTsAERERXL50CaOmjUquvCsIGDdrQlBgIDdv3nyirv8FhULB/v37mT17NgaxccSt9SFq8Q/E//o7FbKyWbx4MRs3bnyrIlrs7OyQ6es98YBLZmhQbqI0JJ6Ms7MzkydPJopwgkR/lOLjonsqUUmoeJP7hFABa9xwx//CDfr06cPs2bOB/Kq/RqaG+OucIV6MLjg00opa4sRIrsvOYGll+cztoiQk3jQCAwMxFszQE4qvjwGgKygw0ZoRGFjyAdLbgpSjKiEh8cqpUKECAOH3Sw9JDftn3NKy+LDUfxMeHk5AQAAymQxPT8+CNjAAw4cP548/fmfYxAsE31Ux9gMzbK3lqFQiuw9l8uX8FDKz5Sxb9tMzrur56N27N/b2tsxckMzxHfZ08jLk45kJRMeqmTjSHDsbOaIocvxMDjPmJRF0N48DB1Y80Xhat249bdu2ofuQW3Rtb8TAXsaYGMs4fyUXny2ZZGTCjh07cXR0fGpdt2zZwvLly5ky2pyl3xQO8f1ggCmLf0nmi/lJ6Cni2Lo3E1EU6dXZmKquujyMVrN5VwY5uSKJiYlAvocdKNQSpTjk/4w/kn+RKBQK5syZw8yZMzlz5gypqalYW1vTvHnzMgkFL2+0bNmSq9euocnIKLGvqqhWo3zwEM/2Un7q68SSJUvQaDT8/PPPRBOOiVgBAYE0khARMcSEanhiLJjirK1GIH7MmzePunXr0rdvX06dOkXPHj25+fA8+jqG6In6KGU55GpycHNxY7/v/v/0eyIh8SYjl8vR8uTK6FpB+1Y+a/6NUJ5KIDdo0ED8d1U5CQmJt4O2bb0Iu3uBkPOOJYb/dn0vmptBxty//7DUvMTLly/z1VezOXLkaMFrcrkOffr0Zf78+QW9ANPT0xk+/EN27dqNXC5gZ6MgLV1DRqaaKlVc2LJlKw0bNnyxC/0PHDlyhO7du+HmImfqGDOOnc5m+/5M5HJwctAlPUNDYrIWKysLfHw20KNHj6eaNyMjgyVLlrBmzSri4vKNPB0dHXr37s2MGTP+c6uixo0bkpFym5unKiGTFf/ete0TydnLOTT21GPbuorY2z5+AKemafjg4zh8j2axf/9+qlWrRtWqVbHs9y6mLZuXeN/MK34k/LGFK1eulJv2Sm8qQUFB1KhRA/NO7anQtXOxMhmXr5C4aSsHDx6kS5cu/2n+K1eucPjwYbKzs3F0dGTQoEFYWFi8CNUlnoK0tDRatmzJrVu30EGOAj30MUKOnCRiEZDhSQvMBStEUeSS7C9qN6rF+QvnAVCr1ezfv5/t27eTnJyMlZUVgwYNokuXLqXmzUtIvG0sWbKEzz77jCZ0wFgwK1YmR8ziHIeZOfNL5s2bV8Yalg2CIPiJovjEB7dkqEpISJQL9u3bR69evYqt+guwbHUKn3yTyPz580ut+nv06FF69uyBhTmMGWZMxzZG5OWJ7DmUyfrNmegqTDh58jS1a9cuuCY4OJjff/+dqKgojIyM6NatG506dSrz0E6lUsnOnTvx8VlPePg99PUNqFq1OtevXyMi4kEhWT09BZ6e9Rg/fjz9+/dHv5gCN09CpVIRHByMSqXCyckJa2vr/zzHgwcPcHZ2ZunXVkwdW6FEuS27MxgyPpYjWyvSvlXRFjJKpZa67aKwsPbg/PmL1Pbw4F5qCnafTikx3DR2+Uqs1RrC7t6VNsNlwICBA9m+fTuW/ftg0rRxQVi2KIpk3w4g8bdNeHp4cPnSpaf+7gQEBDBs2Af4+eU/+2WCDK2oRU+hx7jx41i8ePFL6ROekpLCvn37SExMxMLCgh49emBlVboH/02mX79+7N61G3exMTaCQ6GxXDGba/yNCiXN6IxC0OO+GEwot4iIiMDZ2fmF6KDRaDh8+DC+vr5kZmbi4ODAsGHDqFmz5guZX0KiPJCYmIiDgwNmKks8aFbk+SaKIne4TLwsivDw8ILe728akqEqISHx2jF79mzmzZtHjXf0GTPMhGpuukTHafh1cwZnL2fTp8+7bN26rcRwmNTUVJydHXFxVPPXtopYWhQ2Xu6Gq/DqE4OxqROBgcHlKscwIiKCLl06ERQUgpuLHg3rKkjL0PDX6Vzy8rQMHz4cV1dX1Go1NWrUoHfv3ujp6b1qtbl+/Tqenp7sWG/Pu11LLpZy4WoOLXpE4vtHRbq0K77X6fJ1qUyZnYCVlQXu7h6cOnUK807tMe/SqcjDPO3EKZL3+vL9998zbdq0F7omieLJysqid+/eHDt2DIWlBfrutUAmQxkcgjI6htoeHhw9cqQgxD4vL489e/awZs0aAoKC0NWV07plK8aPH0/jxo0JDAykadOmKDPzcNZUxR5ndJCTRToPCCWaCPr168fWrVtRqVTs3LmT8+fPF3wHhg4d+tRpAI/Izs7m008/xWe9D0qVsuB1hULB0KFD+fHHH9+6HNuwsDDc3NxwFqvhJrgXK5MhpnKJY7yDB85CVRLEaG5w/oVFM1y5coUB/QcQcT8ChUwPXUFBjjYLraile/fu/P7775ibmz/3fSQkygM//fQTU6ZMwRI7XKmBKRYIgkC6mEIEQcQTxbfffstXX331qlV9aTytoSoFP0tISJQb5s6dS+3atVm6dDFTZj8uy+7m5sqyZR8zceLEUj1nv/32G+npmaz93rGIkQrg5qJgydcWvD/uLkePHqVz5+JDGMuazMxMOnXqQHxcBLs32NO9g1FBCG18opppXyXy66+/4u3tzbhx416xtoV5ZCiEPSG/+F7EP/nFxbwvj2hQN9/wruGWzYULfyMIkHrkGMq79zBu2gS5lSXqlBQyL1wmJySUvv36MXny5Be0EoknYWRkxKFDh9izZw8rVqzg0uXLiFottWrVYvycubz33nsYGOT3Ho6Pj6dL165c8/NDYWmJoooLYl4em7Zt47fffmPs2LEEBgaSm6GivrY1hsLjQw5jzKhJAwxFE3bs2MGnn37Kxo0bSU5ORiHTQybIyNXk8Pnnn/PZZ5/x7bffPtWhU25uLp07debM2bM4UBkHXDHEmByyiFKF4+PzKzdu3OTUqZMYGRV/mPImsmXLFkQRKuFaooyJYI6ZaEkM93GmKrnkt7N5EcbjjRs38GrjhZgrUJsmWGsrIhNkqEQlUYRx8MBBOnboyOm/Txd8viQkXmcmT56MXC5nxuczuJJ1En0dAwQEcjTZGOgbsOjbRUyfPv1Vq1kukDyqEhIS5ZLQ0FDi4uIwNTXF3d39qTaibdq0Ji3pMn5/lVy4Q6USsfeIoP+A4axZs+ZFqvzMrFixgokTJ3J0mwPtWhoWGddoRDoPiuZ2iCEPH0ahUChegZYl06xZExLjrhNwxrHYHFVRFGnVM5LQiDyib7iUmMd66HgW3YdEc2yHAx419Bg5LZ79RzKxsbUlPi6uQK6SoyOTP/6YqVOnSiG/5ZC8vDyaNG3KjVu3sBjcH6O6dQrChLW5uaQe+Yu0E6cBcMOdykL1YucRRZHzssPkaLMwF6xwFWtQARsEQSBTTCOCYGJ5wOTJk1m2bNkT9VqwYAEzZ87EnUbYCUXD6eLFKG5xkS++/IL58+c/x1/g9eLjjz9m9Yo1tBJLz3EPFP1IIJqWdOeK7ARONStx8+aN52511q5dO86fvkgDjRf6QlFDNF6M4iYXWL58ORMnTnyue0lIlCcyMjLYvHkzV69eRRRF6tSpw9ChQ9+K6IGn9aiWn7g3CQkJif/jnXfeoUWLFnh4eDx1iG5aWioO9qUbLgqFgK21nKSkJG7duoW/vz9pacW3fSkr1qxZRcO6BsUaqQA6OgKfjjcnPj6RvXv3lrF2T2bq1E8IDVPy8cwEtNrCh5+iKDL3h2TOX83F1FhWopEKsHlXBqYmMhp56mNpocPW1bbUqqZPRTtbLl68yMGDB7lw4QIR4eF8+umnkpFaTtm3bx/X/PywGNQf43qehVoMyfT1sejVAz3nfEPRlpIPlQRBwEabny9ZV2yBhWBbYBQZC2bUoiGOuPHTTz9x48aNUnVSq9V4r/DGUrAt1kgFsBEcsMKeNavXoFQqi5V5EzE1NSVPVKEWS4+KyCUHObqEEUC6NoUpUyY/t5EaHBzMiRMncNC4FmukQv77YiazZMWKFS+8Z7KExKvExMSEMWPGsHbtWtatW8ekSZPeCiP1vyAZqhISEm8MNja2hIapS93MRDzI416EkoMHffHw8KBevXrY2dny4YcfEhwcXIbaPiYoKJg2zUsvhuTVPN+IfVU6lka/fv2YPn06KzekUccrkp/XpnDoeBarf0ujSZcovl2ajJGRIfci8tiyO6PYOY6fyWbbvgw+GGCKkWH+o0lPT8aEEaZcv3ETXV1dunTpQpMmTSQD9SWjVqvx9fVl0aJFLFmyhDNnzvwnA2HNmjUoLC0w8qxToox+lfwwUzmlF0p6NC6jqEEkCAKu1ERHkLNy5cpS5wkKCiIqOgpbsfTCJHY4kZiUyPXr10uVe5Po3bs3oigSzf0SZXLFbJKIQ4OGcAL58MMPGTFixHPf++LFiwDY4FCqnLXWnqCgINLT05/7nhISEq8PkqEqISHxxjB48HuE3FNy4mxOseMPo/Jo0vUBoijSvYOCTSvt2L7Ong8H6rNzxyYaNWpQsHEqS+RyOTm5pfdVy1VqC2TLG4IgsGjRIjZv3oyhaU2mfpVI9yHRjP88nuw8Z4YPH05WVjbV39Fl6IRYJsyI51agEqVSS2iYihnzEukxNJpqVRR8M71wS5JmDfMN+LCwsFextLeOP/74g8ouLvTo0YMZM2bw2Wef0apVK2q5u3Py5MmnmiMwOAhdl8qFPKn/Rr+KCwCpJJY6VyqJ6GGATCj+cEJXUFBBtObM32dKnSc7Oz+nUkHpYfO6/4w/kn8baNCgAY0bN+G+LIhMsWh0iUZUc4ergIhVRQt+/vln1q9f/9zeVMiv9Asge8J2VIZOIXkJCYm3A8lQlZCQeGMYOHAgDg72jJyaQGiYqtCYKIp0ez+a7ByRM/sc2brGnkG9TejTzZgVC224daoS1hZ59OzZnczMzDLVu0WLFuw5lINaXbLXavv+fJ3MzMxISEh4qnlFUeSvv/6iT58+ODpWxMHBji5dOrNnz54XvuETBIHBgwdz5YofoaGhnD9/noCAAG7fDiAkJIiqVfS5dMiRke+Z4rMlnbptH2BY+R7Vm9/nh1Up9OhoxMldlTA3K2yQpGfkG+jlocLxm463tzdDhw4lSa6DzYgPcF48H6fv5lKhRzeCI8Jp164dtWvXZty4caV6HHV1FYiq0sNI9atVRUDgAaElemszxTSSiKMilUudS4YOeWp1qTIODvkeu3RSSpXL+Gfc0bHkkOQ3kU2b/sDcygw/2SmCxeukiklkiKk8FO9yWThOKgnMmjWLBw8fMGnSpBdWMf1R65lk4kuVSxbisbG2kcIiJSTeMiRDVUJC4o3BwMAAX9+D5CiNqdP2IR9+HMvmXels3JZOm3ejuBOsYtFXVjSuVzTM1qmSLht+tiYhIYlNmzaVqd7jx08gMlrF8nWpxY4nJWtYsCwZmQzGjx+Pra0NlSo5sHbt2hLnzM3NpW/fPnTs2JGzZ3zxappJx1Y53L55knfffZd27dq+tNxcNzc3mjZtSo0aNRAEgevXr9PZSx9jIx1WL7XlgV9lVi62xtJChouTnLDLldm6xr7YisBbdmegp6egadOmL0VXiXwiIyP5+OOPMaxVE7uPx2NUpzaCQkH6ydOk+B5Em5OLwsmR0Jxs1vr44OnpyeDBg8nNzS0yl1fr1iiDQ9DmFI1s0KryyLh8hZgffkZEJIUELnOcLLFwSHi6mMx14RwAFtiUqLdW1JKuk0yNGsUXZHqEg4MDHTp0IEbnPhqxeKNWK2qIlkXQvFlz3NzcSp3vTaNKlSpcvnKZvgP6EiOP4ConucQxgrlO9XrV8D3gy9y5c194S6/GjRtTq1YtImV30YjFH55liKkkirGMHTe2XLUUk5CQePlIVX8lJMoYURS5cOEC69at4969eygUCtq0acOoUaOwtbV91eq9EURERLBkyRJ++20DmZn5IXwGBvogqoi97YKxUfGbHVEU8WwXiYVNI06dOl1m+mq1Wvr27cOePXuZNNKcyaPNcXHSRa0W2Xckiy8XJBJ2P4+vP7HA00OfU+eyWfdHOhmZWnq/24cdO3YUCcMbNmwYv//+O4tmWzFppBl6evlrVqtFNm5LZ8KMRNq0acuRI0dfSAhfaZiYGDF8oIJl86wLvf7z2hSmfpXIb7/Y8n5f0yLXXb2eS5s+0QwYMIQNGza8VB3fdr766ivmzptHpdkz0P2n5VDK4aOkHjqKcaMGVOjaGXmFfG+WJjub9FNnSD3yF/3692fb1q2FPkN+fn40aNAA09YtsXi3Z8GYKjaWuJXrUKemYoAxJpihIpdUkgAwwxJTKpAppJIiJmJpaUlqaio2mkrUEhoWq3eUGE4gfhw8eJAuXbqUusaTJ0/Srl07LLDFXWyErvA4DFgt5nGH/7F33mFRXN8ffmeXXXpHpAoidgW7WGPvYuy9dyXGGEuMMWoSjV1j12DvITbsJfZoFGvsHQQEld7Zdn9/7FcMP4qaWDDZ93l4eJ6ZuXfOnZ3ZnXPPuZ8TwnOesHfvXlq0aPH3L+ZHztOnTzl37hwqlYrixYvj65v3WuO3wZ49e/D398eWQpQSlbJKFQkhiOMpt+QXsS1kw5WrV3B0zHvSwoABAx8Pr6v6a3BUDRRoMjIyOHbsGHFxcdjb21O/fv2POgUwMTGRTp06cujQYawsjahYTkFyiuDStQwUCiPmzZvP8OHDP7SZ/xrS0tJ4/PgxMpmMSZMmcf7sTu79kX9KX4f+T7gT6saNG7ffk5V6MjMzCQgIYPXq1eh0WhwdlCSnaEhL1+HsKGfDUifq1XypCvwsRkOjDpHcuqdiypTv+eabb7L23b17l5IlSzI2wJYfJzjker4XTuLJkyepU6fOOx1bvXqfEB56jjtnspevyczU0bzrE06dSyegnw1D+1hT3EvBsxgtqzcnMX1hInb2zpw9ew5nZ+d3auN/HT8/P67GPMd5xDAAtCmpPP72O8x9ylOod/dcJzPiDx4hYd8Bzp49i5+fX7Z9I0aMYOHChZhXqoh1w3rIrSx5MmMe8lQ1ZUUV7Hip4JsmkrnJRRKIwcTElKKenvQf0J9+/frx448/MmvWLIpQHC/KYCTpxZV0QkcUYdyVrlCjZg1OnDzxWtG2VatWMWjgICRkFNK5YoY56aTxXBaBRmhYuHCh4Tv4A7B+/Xr69++PWq3GBgeUGJMmSyZFl4RHEQ8OHDxAqVL5R80NGDDw8WBwVA181KhUKr7//nuWLl1MbOzLNUUODnYMH/4ZEyZMQKHIXy2yoKHRaGjYsAFnzpxm5kR7+ne3zors3bmvYsx3Mew9nMrKlSvfipqigewEBASwds1yoq95YGqa9wtttaYRmFhW5PTp39+jdS+JjIxk3bp1hISEsGPHDvp1tWTZrMLI5TkdhWu3MqnQ4DEWFubExsZl1VcdN24c8+bNJvSCB06OuYsvpaXpcKsYhn+brqxbt+6djmnr1q106dKFwHmO9O1inW1fapqO4eOesWFbMkLoS/FotfrfpcaNG7Fq1Wrc3NzeqX0fAiEER48eZenSpVy8eP5/NfQqMmTIUJo2bfreUxx9fH15oNNSeGBfABKPHidu1x5cvxqN0tkp1za6jAwiJv1Aj86dc0S8dTodkydPZtasWWRkZCBTKNCp1VSnEZZSznWGWqEhRHaUYuW9uHz5UpYTq9VqCQgIYNmyZRjJFNjqCiFDTpI8lnRtGrVq1iJ4dzB2dnY5+syLq1evsmjRIjZv2kxqWiqmJqZ06tyJgIAAqlR55XuTgXdEVFQUgYGBBO8KJjk5GTd3N/r06UOHDh0wMclfFd2AAQMfFwZH1cBHi1qtpk0bf/bvP0DbFhYM6G6Fl4eCB6FqVqxPJPhgKq1bt2L79h0FUgE1L7Zt20aHDh1yfVkHUKsFTTo94fZDMx4/jvioI8cFkWPHjtGgQQNWzi9Mn876NNP0dB1Bu1O4fjsTmUyikL2Msd/FMn/+fD7//PMPau+4ceOYN3cm0de9cggM/ZVarcI5fymD7Tt20qZNGwDatWvH3ZsH+PN4/g5ek84RpKp8OHv23Sodq9VqGjduxOnTp/h+nB2De1lnjen85QzGTonl1Lk0+vfvj6OjI9bW1rRp0+ZfG0HJyMigW7eu7NixE3s7BU0+MUGS4LdTmTx9rqJJk8Zs27YdCwuL92ZTmzZtOHDqJC4TxyPJ5Txbv4mMBw8pMvmbfNtFL19JcYWSq3mIK8XHx7N+/Xq+GvcV5hk2VJBq5dlXhHjAbS4TEhKSw2G8cOECS5cu5fSp06g1GsqUKc2QIUNo3rz53y5XJIRApVKhVCrfefq7AQMGDBh4yes6qh/PW76B/wxz585l//4DLJnhyOBeLx26EsWUNG9ozuJVCYyYsIeFCxfyxRdffEBL34xly5bi4W5Mr4451+IBKBQSX42woUW3J+zYsYMuXbq8Zwv/3dSrVw8fn3KM+/4OVSsYc+JMOt/OjCU+QYeJiYROJ1CpwEguYWtr+6HN5dmzZ9hYy/N1UgG8PBSEXMkgLOxlDUSFQkFaev7lbgBSU3WkqdOZOXMmOp2O8uXL06xZs7dep1ShUBAcvJvu3bvx9bS9/DA/gdLeShKTddx/lImFhRmbNm2ia9eub/W8BZWBAweyY8dOpn9jz2f9bTAx0UdPVSrBzxsSGTnxCN26dSU4ePd7s6lfv34EBweTeuVPLCpX1DturzOPLUS+Tp6trS1dunTh888/x52S+XZlh36N/s2bN3M4qlWqVGHlypWvNOfZs2esXLmSjRs28vz5c2xsbOjQsQODBw+mSJHsNVQlSTJMCBowYMBAAcYgn2agQKHValmyZBENaptlc1L/yvB+NtSuZsbixQvR6V79Ml5QuHLlEk0+Mc41hfMFjT8xQ6GQcfXq1fdo2X8DSZIICtqGkcKWyo3D+ezr51TxNebYdjdSHhYj5aE3u9Y5U6G8Mb1792bLli0f1F4HBwcSErUkJuVfRiY0XI3Q6RWPX1C3bl0ePc4k5EpORdYXrA9K4vzlTP7880/GjRvH+PHjadWqFV5enu9k7FZWVuzevYeLFy/St+8QCrvVp3yFFixatIjIyKj/jJN669YtNmzYwPgRtowZbpflpAIolRLD+9kwdbwdu3fvISQk5L3Z1bJlS8r7+BD/yzbSbt1B6eaKNiGBzIjIPNto09LJuH+fsv8rMZIXLzJfBPl/X+vQ3+t/d6Lk6NGjeBfz5uuvv+bJrWcYPTcn9l4iP077EW9vb7Zu3fq3+jVgwIABAx8Gg6NqoEBx9epVHj+OoHdny3yP69PVggcPHnHz5s33ZNk/R5IkXpVpL4Q+Hc2QhvZuKFGiBL/+uh2NRtCxtQX7NrlSt4YpkiQhl0u0amzB8e2u1KpqxpAhg0hNTf1gtnbu3Bm1BtYHJed5zI07mZwJyUAnoGHDhlnbe/bsiYWFGV99H0tmZk7nYNeBFPp9/pTiRRWsWVCY+LteJD8oxq8rnXGyj6Fr166sWLHinYyrUqVKLFq0iL1797J9+3aGDx+OlVXuWQb/RgIDA1EqZYwYmHc9yCG9rbEwl7+zzyA3jIyM2L9vH95Fi/J02c+knr8Acjnx+w4i8pgQTPztGEKtyTZJkhu2trZ4F/PmuexJvsc9Q+8UV69e/Y3tv3HjBq1atoI0OX40pjKfUEaqTEWpDjVphoXGhu7dunP8+PE37ttAwUMIwblz55gzZw7Tp09nx44dqFSqVzc0YMDAR4XBUTVQoEhO1r+UOxfOPyvd+X8CMUlJSe/cprdF5cpV2X80A40mb291/9FUNBpB5cqV36Nl/y327t2LJEnM/NYhmwLtC0xNZUybYEdiYjKtWrXC27sorq5O1KhRneXLl5OSkvJO7EpLS2Pfvn1s3ryZ3377DV9fX0qXLsmEH2NyjYzGxGrpOTwamQwaNmyAl5dX1j4rKysWLVrC8TNpNOr4hIPHUtHpBEIIjpxIo+vgKHzLGnPuQBF6drTCylKOmZmMti0sOLHTjWYNzAkIGE50dPQ7Get/mbt371KmhDGODnl/x1lZyqnso+TOnTvv0TJ9rdGQ8+dZsmQJhRUK0GpJv3GTZ6vXofrLvaBJSCR2+y4SjxxFbmPDnr178+1XkiSGBwwnQRfDM5G7s5oh0oiUPaJx48Z/q4bpjBkz0Ki0VNDVxkLKno1jKpnjK2pijAlTpkx5474NFCzOnTtHpUqV8fPzY/To0YwfP5527drh7ubOsmXLPrR5BgwYeIsY1qgaKFA4OenVJW/eUdGwjlmex928q585/ZhKVgwdOow2bQ7y84ZEhvbJGU3JzNTx408JODsXxt/f/wNY+N/gxInj1KpqQhG3vFWja1UzwbmwnJMnj+Pf1Bw7WzkXr/7JkCFDmDbtBw4cOETp0qXfij3p6elMmjSJn39eTkLCy4kXZ+fC9O7dl0WLFlCndTid2ljSobUFpiYSx06nE7gxkfhEHdbW1gQG5ly717t3bxQKBV988Tktuj3B1FSOTILUNH165ewpDlha5JyrVCol5n3nQOnaYfz8889MnDjxrYzTgB6FQkF6xqsXf6alCyzt3r+yuYWFBUOHDkWlUjFy5EismzUm8fBR0v68jqKwI5KREaqoaBACy1o1kFtZ8XT/QTIzM/Nd7zlo0CDWr1/P1cvnSBWlcaUoSskYndDxjEgeym+gMDVi7ty5b2xzYmIiW7dupbDOHWOiCpaIAAAgAElEQVQpd3VYI0mBi64ox48f5/79+3/LGTbw4Tlz5gwNGzREpjaiFBVxxA05cuJ5TljMXYYOHUpsbCwTJkz40Ka+FRISElizZg27d+8mKTEJF1cXevbsSZs2bT66ygcGDPwdDI6qgQJFyZIlqVq1MsvX3WBoH2uMjHJGvNRqwYr1ydSqVZOiRYt+ACv/Hi1btqRp0yaMmHCY2Dgtw/raYGerX4t16c8Mxn0fyx8X09m8edUH+wFKSkpiw4YNHD9+nMzMTIoVK0b//v0pW7bsB7HnXaBSZeJglX9qtSRJWJjJqNrYhG2rXAB9qtmJs+l0G/KUJk0aceXKn9jb2/8jWzIyMmjevBknTpyko78F/bu54Oas4M4DFcvWJjF9+nTatWtHWFgYW3ZcZOO27GnA1atXY/PmLXh6eubaf7du3ejQoQPbt28nJCQEIQRnz54lPOwSn9TIO12zRDEl1SuZcOTI4X+1oxobG0t0dDQWFhYUKVLkvaTc165dmx07dnD1Ria+ZXN37B6EqrhwNYNvv3239W3z44XTaVmtCtZ1apH8x3kyQx+D0GFauhSWNaqhcHAgLngPkiS98jvLzMyMI0eO0L17d/bv30+odAsTmSkqoUKtU+FVxItfgn6hXLlyb2xreHg4KpUKW3KvGfwCGwoBcO/ePYOj+hGi0+no2aMncrWCSrpPsk1KOOCMvXDiBiF88803tGvX7q1NJr4rMjIyCAoKYs+ePaSkpODq6kqvXr2oVasWkiQRHBxMt67dSE1LxUqyQSGMuXn5FsHBwXgX82bf/n0UL178Qw/DgIF3iqE8jYECR1BQEJ06daJ3Z0uWzyqMQvHy5VGlEvT/4imbtiezY8cOPv300w9o6ZuTmppKr1492b59ByYmcsqUUJKSKrj7IAMzM1OWLFlK7969P4htmzZtYsiQQSQnp1K0iDGWFjJu389EpdLRsWMH1qxZi5lZ3lHuj4WuXbty+NA2Hl8skk3I5q88idZQtOojRg+1ZerX2V9+L1zJoHrzcKZNm8b48eP/kS0TJkxg2rRprFtUmO7ts6/TFEIwbX48386MZeXKlbRs2ZJly5YRFRWFq6srnTp1omTJ/FVUc6N9+/bcubH/laVrmneN5MpNM4KD91CtWrV/1brpU6dOMXv2LPbs2ZslyFauXBmGD/+MgQMHvnXV478SFxeHq6sLn9QwInidc47JOK1W0HVINDv3pxMWFoarq+s7syU/7t69S8mSJbFp0Qzbpo1yPUbodDz5fjq1fH05evToa/d9/fp11q9fT1RUFBYWFrRu3fof1Y69c+cOpUqVogxVcJE88zwuVjzlMqc4fPgwjRrlPiYDBZcDBw7QvHlzylEdJ8k912NUIpPfpX0MHT6UhQsXvmcLX59jx47RqVMnYmJiMJWboxTGpJGCWqfCz8+PMWPG0KlTZyyENSV1FbCS9Er0Qgie84Q7sss4ONlz6fIlHB0dP/BoDBh4cwx1VA181EyZMoXJkyfj4qSkT2dzPIsoeBSmZvWWVKKfqZg6dSpff/31hzbzb3Pt2jUCAwO5f/8+SqWS+vXr07t3b6ytc1c6ftf8+uuvdOzYkTrVzZjxrT3VKhojSRLPYzQsXp3ID/PiaNq0KXv27H2nL/Hvg99++41GjRqxeHohhvTOXdBm3PcxzF4Sz92zHhTzVObY37hjJI8iC/HwYejftiMjIwN3d1dqVclk+2qXXI8RQlCxYQRy4xJcunTlrTiLo0aNYsmSnwi/5Im9Xe6fpUolcK/4kIREgUYraNasKVu2bP1g9+fbZOXKlQwaNAgHOzn9ulrgU9aY5zFa1v6SwqU/02nb9lO2bv3lnWY1LF++nCFDhlC/lhnfjLLNim6fvZDBD/PiOXgslRkzZjB27Nh3ZsPr0LhxY46fPYvTyAAUjoVy7E84/Bvxe/azbds22rVr9wEs1KPRaHB3c0f9DCpSO8/jboqLxBlHERUdhY1N3mJWBgomX375JQvmL6Cuzh+ZlPekxhXxO7beFty9d/c9Wvf6nDt3jk/qfoJSY0JxnQ+2OCJJElqhIYow7suuo1AaIankVNM1xEjK+V2UJOI5z1EmTvyG77777gOMwoCBf8brOqoGMSUDBZJJkyZx4MABfCrUZ9pP8Qz68hnTFyZQuWojDh8+/FE7qQDly5fnp59+Yu/evezYsYMRI0Z8MCdAo9EwcuQIqviacGCLM9UrmWQ5RIUcjJg8xp6ffijEgQMH2bdv3wex8W3SoEED6tatwxffxrI+KAmt9uVkXWamjtlL4pm9JJ5enSxzdVIB6tYw4dGjMLZv345Wm3/5mLw4e/YsMTFx9O2at+KtJEn06WzBlSt/EhERkbVdpVKxefNmGjasj6enOyVLejN48ODXKmvUt29fMjN1LFubmOcxm3YkExOnY8sKJ2ZNcuDIkUP4+7dGrVa/2SALGBcuXGDQoEE0qmvK/XNFmPq1A53bWBLQ34bzB1yZO8WBHTt2vvMXv8GDB7Ny5Uqu3lLSsH0ktiVCsS8VSh3/CM5elFiwYMEHd1IBlixZgpWJCU8XLCHx2Am0KakInY7Mx+E8W7+J+D376dKlyxtntmg0GiIiInjy5Mnffn7+ipGREUOGDiFWRBMrchcASxLxPJWF071Hd4OT+pGSnp6OkaTI10kFUKAkLS39PVn15oz+cjRyjREVdXWxkwpn/d7KJSPcpGJ468qTnpGOm65Yrk4qgJVkiwNOLFu67K08QwYMFFQMEVUDBZ7ExEQSEhKwtbX9T5WxeF/s3LmTtm3bsn21M22aWeR6jFot8Kr2GJ8K9dm//8B7tvDtExcXR4MG9bh69RrurkY0rWeGRgt7DqcRE6uhaX0ztq9yzjM1ePzUGGYuigegZk0/goP3vPF61eDgYNq0acO5/e5UqZC7AAzA1l3JdBsSzfXr1ylbtiwRERG0aNGMa9duUMzTmBpVlCSn6Dh4PJ2MDB3jxo3jxx9/zDf62rbtp+zeHczy2YXo3ckqS/1YCMGew6l0GxJN2ZJKzux1RyaTWLM1if4jn7J161Y6der0RuMsSPTs2ZPgXVsIu1gEK8vco8mdBkZx7IwRERFPXll25Z+Snp5OUFAQFy5cQAiBr68vXbt2xdzc/J2e9024c+cOffv14+yZM9m2m5iaEjB8OBMnTsTS0vK1ov1Pnz5l/vz5BAauICYmDgA3NxcGDx5KQEDAP3Igk5OTqV27Njeu3cBDlMQVL4wlE9RCxRNCCZXdprCzI+dDzn9UInwGXjJjxgy++uoratIMMyn33yohBOdlR/CtUZ5Tp0+9ZwtfzY0bNyhXrhzF8cFDKpHrMVHiMTc4Tw2aYC7l/c4TLu5zhytER0dTuHDhd2WyAQPvhNeNqBrElAwUeKytrf8VKYcFlQsXLiCTSbRslPfLsUIh0bKRCTsOnH/n9sTGxrJq1SrWrl1NZGQkFhbmtGzpz7Bhw/Dx8cl2rFarJSoqCp1Oh5OTE0pl7hHQv6LT6ZgyZQpXr15DqZSRmalj0/ZkNBpQqfUTd36VjfN0UnU6QVBwMnWqm9CnqzXDxp3H378VJ0+efqO06BcK1zfuqvJ1VG/eUSFJEo6OjqSnp9OsWRMeh90jKNCZT5ubZzmZcfFavp4Ww4wZM7Czs8s3Irdu3Xr8/Vsz4IsT/PhTAm2amWFkJHHwWCpXb6jwKaNk51qXrL57drDkh7kJLF265KN1VNVqNb/8spV+Xc3zdFJBX8N0255IDh48+M7XwJuamtKrVy969er12m2EEJw8eZILFy6g0+nw8fGhcePGf3t956soWbIkZ37/natXr3LgwAHS0tJQqVQ8ePCAhQsXMHv2bMzMTOncuQufffYZFStWzLWfu3fv0qBBPaKiomndxJym9R3R6QQ79ycyceJENm5cz9Gjx/+2E2lpacmxY8fo06cPu3fv5iG3UEpK1KgRQkedmnXYuGmjwUn9iOnZsycTvp7AY909SpH7fRbHU5J1iQwYOOA9W/d6vAjGFCLv+/DFlI8g/0DSi/3v6tk3YKAgYLi7DRj4j6PT6ZAkeNVvnVwu8a4TMEJCQihVqgRjx47F1jyU7u0kalRKZu3an/H19WXmzJmAXp146tSpFC3qgbu7Ox4eHjg5OfLll18SGRmZ7zkmT57MggUL+Ky/DdHXPIm6Vozkh96kPCrGukWFMTGWmL4ggdDHuae5Ll6VyKPHGob1s6FPZysWT3fgzJk/3jgtukqVKpQo4c2yNUnodLlf2IwMHSs3pdCsWVMKFSrEli1buHHjFhuWFKJdS4tsdWDtbOUsnelIqybmTJv2A6mpqXme29LSkkOHDrNx40bUusLMW57AvOXxyCSJpTMd+X23O06OL+cx5XKJ5g1NuHLl8huNsSCRlJSESqWmZLH8156W8NLvf/bs2fsw6404dOgQZcuWpl69eowePZqxY8fSrFkzihcvxq+//vpOz+3r68u4ceOwsbFh+vTpHDq4gz6dTZn2tT1dPlXwy9Z1VKlShVWrVuVoq1aradmyOarMGEIOurN9tTODe1kztI8NB7e68Ns2V8IfP6B9+7b8kywvOzs7goODuXv3Lt99N4XBwwfxzTcTuHz5MidPncTdPXcBnoJOfHw8c+bMoWSJkigUSizMLWjVqhX79+/Pul4ZGRloNJoPbOm7xcXFhf4D+hPBA8LEXXRCl21/gojhpuwCXkW9CuyE2sv7O+8MBCv0wknPyb3m8AtipCiKuBf5x+rzBgwUZAwR1Y8MnU5HQkICSqUSC4vcU18MGHgTfHx80GoFR06m0aRe7lFVrVZw8FgGPj413pkd4eHhNGvWBGuLdA4ccqdi+ZdRxrh4LQFfP2fcuHGYmZmxfPlSrl+/ScO65owbVgiFQuLwiTQWLJjHxo3r2bZtB+fOneP06dOo1WpKlizJgAEDKFy4MLNmzaTzpxbM+96Bh2Fqpi+M58YdFTIZVK9owuzJ9gSMj6F6iwhmfmtPp9YWmJrKuPdQxcKVCSxelUirJua0b6l//nq0t+LbGQksX76M1q1bv/Z4ZTIZo0ePZdCgQXzx7XPmTimEXP7y5SU9XUf3YdFEPVWx/svRAPz883LKljTJM/otSRJjh9uy51AEv/zyC3379s3z/AqFgm7dunHnzh2+++47kh8UQ6H4985dWlhYIJPJiIjK/2X+xf6ClsWxe/du2rZtS3EvI1bOL0ybpubI5bD/aBqzF0fTsWNHVq9eTZ8+fV67z6dPnxIYGMixY8fIzMzE29ubAQMGULNmzVxTeXft2sWoUaNo38qCVfMLY2H+8n6Z9a2WLoOfMnDgQLy8vKhXr162dvfvP2T7amcqlMtZkqdeTTNmfGtHwFfnOHv2LDVr1nyja/P/KV68+L+mrNLt27dp1LARkU8isZUccBVeaDUaftt/lL179+Lj48PzZ8+Jio4CoGaNmgwPGE7nzp0/euG73FiwYAHR0dEEBwcTKX+AvdYZOUYkyGJIEDF4uHlw6PChd562/3fx9fUFIIZoipB7iSQzyRKFUBLOfVyEJ8ZSzrHEiqfE8Yyxw6cbIqoG/tUY1qh+JERGRrJw4UJWrvw5a21PpUoVGDYsgF69ehkKPxv422RmZuLu7koZ7zQO/eKaa+3a9UFJ9Bnxbtcojh07lrlzZ3P9RBFKFMuZwqvRCOr4R3D9Duh0KnatdaZR3ezlcm7eyaRJ5yiexWjQagUlvU0wNZG4cScTtVpHlSpVuHDhAucPurNqUxLL1iYil0P50sao1YIbd1QoFGBmKkejVZKamo6REZibyUhM0mFkBH27WPHTD4UwNn75ctB9WBQXrhXi3r2HbzRmIQSjRo1i/vz5eLgb06ezOW4uRty5r2btLyk8j1Hro7+ffQaAvb0tnf0Fi37MuxyBEAJTj4eMGjWG6dOnv9KGF2uUd6xxxr9p7pNfWq2gZM1wPIvV4OjRY280xoKEv39rzp09SNhFD5TK3CMag758yuadKiIjC44ybFpaGu7urhR1y+TIr845UpczMnT494rm9Hk14eERFCqUU6H3/7N48WK++GIkarWGyj4mWFpIXL6uJjFJQ6NGDQgK2pZj/H5+1YiP+ZOrR91zvX6paTpK1gynQqUG7Nu3P2t7mzZtuHLpAPf/KJJtMub/t3X1DaN7jwEsXbr0lfbfuHGDpUuXcuLECdQqNSVLlWTQoEE0a9bsX+OgJSUlUbZMWWKiYimn88NGehk5SxLxXOQEWjTY44QN9mjR8lweSao2mVatWvHrr79m1cP9N6HT6di5cydLlizh1KlTaLVavIt5M2ToEPr27VvgJpn+P1WrVuPWpdtU1TXIVSwpQcRwgeMojBQohQne2vI44IwkSWiEmijCeCC7TvGSxfnjjz8M2h0GPkoMqr//Ii5dukSFCj7Mnj2TOtVUzJ3iwPfj7FGn32bAgAG0aNGc9PSCq3BnoGBjbGzMjz/O4MTZdDoMiObeQ1XWvrQ0HYtXJTBo9HNq1vSjbdu2f+scQghu3LjB77//zp07d3Kk9+l0OlatCsS/qXmuTiqAkZHE54NsSEvLoG9nixxOKkCZksasml8IrVbw3Th7bp5y5+JhNx5f8uCrz2y5cOEC1lZylq5JZNnaREYMsOFRSFEuHi7Cn8c9uHnKA/+mFiQmaVEoFLRp0wa5TKJHB0tmfutA6IWiLJtVOJuTCpCeLjAyypmgcvHiRQYOHEjVqpWpWrUygwcP5sqVK1n7JUli7ty5bN++HS/vGkyZHcfAUc+YuzQBD09f9u/fn+Wk6q+BnIzM/CcXVSqBVitee/KqVatWuLo68+NP8WRm6nI9Zl1QEo8eZzJ06LDX6rOgMmLE5zyLUTN8/LNsas8v2HUghTVbk+nVq0+BcVIBtm7dSlxcArMn2+e6vtbERMb87+3JzFSxcuXKV/a3evVqAgICaFLPmFunPTh/0J3ftrkRftmDed85cOLEcfz9W2dLJb19+zbnzoUwtLdlnk6+uZmMAd0tOHDgINHRL9V3o6OjKFnMKE8n9UVbT3cFUVFR+douhGD8+PGUK1eOZUuWEXU9hvi7KRzee4RWrVpRu1ZtYmJiXnkNPgbWrVtHRGQEZXXVsjmpGqHmCr9jhILqNKKiVJuiUmm8pXL4aZtQggrs2bOHkSNHfkDr3x0ymYx27dpx5MgRMjMzUavV3L5zm5EjRxZ4JxVg1qyZZEjpXJadJknEZW3XCR3RIpw/ZWcp6lmU3Xt2Y+1oyVXO8Lt8H+dlRzgt28cdrlC9RnWOHTtmcFIN/PsRQhSYv8qVKwsD2YmPjxeOjg7Cw91Y3DzlIbRRxbP+NE+8xc9zHYUkIfr06fOhTTXwkbNgwQJhZCQXgKhW0UQ0qG0qbKyNBCDq168n4uLi3rhPrVYrFi9eLEqVKiGArL9KlSqIDRs2CJ1OJ4QQIi4uTgBizmSHbPf4//8LveApAFG1orGoVdVE1KtpKiaOshNhFz2zPRfFvRSiUV2zHO1rVTMRxkq9DWMDbHM9hzrSW3za3FzIZJJYvny5AMT+zS552hR720uYmclF//79s8admZkpunfvLgBhbiYXTeqZiSb1zISpqf769u3bV6hUqqzjExMTxYABA4SxsTLbdbKyshBjxowRmZmZQggh2rVrJxzsFSL1UbE87dmwxElv8/79r/05bdmyRQCiQW0zcelIkay+4u96iRkTHYSRkSTq1q2TzeaPlYkTJwpAVCxvKn6e6yjOH3AXeza4iI7+FkImk0S1alVEcnLyhzYzG507dxZF3IyF5ol3vs9HZR8TUb9+/Xz7ysjIEI6ODqKun5nIDM+9v1U/FRaACAoKymp36NAhAYjjO9zytWH7amcBiK+//jqrbcOGDUX50ib5tlNFeAtHB4Xo2bNnvvZPnTpVAMKFoqIurUUjqYNoJHUQDWgnylBFyCW5qFa1mlCr1f/sohcAfH19hbXMLmuML/5K4Kv/HqR+jn0v/tzwEkZGRiI6OvpDD8NALgQHBwsLcwsBCEuZtbClkDCRmwlAlC1TVoSGhgohhFCpVCIoKEj07NlTtG3bVgwbNkycPXs267fTgIGPFeCCeA3f0BBRLeCsWbOGZ89i2LrCkZLe2SNNkiTRr6s1IwbYsH79+leKyBgwkB+fffYZYWGPmTJlCmbWfmToKtDavysnTpzgt9+OYmtr+0b96XQ6evXqxfDhw7E2C2f5bEf2b3Zh4bRCqNNv06NHD8aMGYMQIis9LTk194jeC1JS9VGwa7dUKJUS6RmCH+bF4VUtlNlL9OViYuN0WJjLuHknk217kklLe9nnkF7WZKrA1ES/ljM3ZDKJb7+0R6cTJCQkUKiQPZNmxpOentM2IQTfzYkjLU3L0KFDs7YPGjSIjRs38s0XdoRf9mD/Zlf2b3Yl4rIH4wJssyJaACkpKTRsWJ/Vq1fSu5MJ5/a78+TPohzf4UaLhjBr1izatWuLRqNh2LBhxMSqmfG/0jj/n4RELd/PiUUmg5UrVzJ58mRatGhBkyZNGDlyJDdu3Mi1XefOnVm9ejVnL+qo1Ogx5T8Jp1arCNwqhDHu+xgaN25KcPDuf8USg++++45169ah0nkycNQzqjULp1WPJxw5JWfUqC9ZtGgJX331FZUrV8TXtzxdu3bl2LFj/0jk55+Snp6OrbXslSVgbGwk0tPT8j1m586dPHsWw/jPbXJN8wfo0d4ST3djli5dkrXNzEyfwRATl3/Nxth4/f5p06Zx5n8lbdq0acO1WxlcuJKRZ7t9v6XyLEZNmzZt8jwmKSmJqT9MpRCulKYSSullWqtMkuEieVJKVOJ8yHl27dqVr50fA6GPQrHU5fyeiiIMK2yxlvIW0XGnOBqNhk2bNr1LEw38TVq3bk3kE/2SrpqN/Shdszit27Vkz549XP3zKh4eHoBeS6BDhw6sW7eO7du3s3jxYvz8/F6rHJQBA/8GDGtUCziVKlVAKd3lzF63PI95GKamuF8oM2fOZMyYMe/ROgMG8mb+/Pl88cUXfD/OnvGf22b7YdXpBCMnPmfxqkS2bNlC586dqVatCikJN7h2wi3PH+FJM2OZOj+OK0eLUK6U/iX1YZiacd/HsH1vCtUrGXPlhorMv6TH2ljLGNbHmkmj7RECzIvep2EdM/Zvds3X/iKVHpKQZMKnn37Kxo0bqV7JlMljbGlU1wyZTL/udeaieDb8msywYcNYvHgxANevX6d8+fKMC7Bl2gSHXPv+ctJz5q9IwNzcDCMjI5KTk9i+2pnWTXKuEV26NoGAr56zcOFChg8fTu/evVm/fj39u1kxaogtpYor0WgEuw+lMmlmLHceqOjkb8mm7ckA+JY1wVgJV2+qyMzU0aNHDwIDA3NduxYXF8eaNWuyxHWKFi3KgAEDqFq1ar7X6mNECMGlS5eIjIzE3NwcPz8/Jk6cyLx581AqZdSraYJSKXEmREVcvJomTRrz66/bsLS0fGs2PHjwgDVr1hAaGoqJiQmNGzfm008/zVFmacSIEQQGLiHisgc21rmvv8zM1OFR5TENGrZjy5YteZ5z/PjxzJ49g/SwYtlUo/8/w8Y949e9sixNhIyMDNzdXaldVcW2VXmX1mjQLoKwCDWJydCw0acEBQWRmJiIu7srxYvqOLTVGVub7GN4Eq2hXtsnZGrsefgwNM8JkWXLljF06FCq0QAryS7XY4QQnJEdwKmII527dKZMmTJ06NChwIrr5IdTYSekZ8aUk6pl235C7MYRV0pLlfJtf1zaxYiRnzFnzpx3aaYBAwYMvDGGNar/EiIjI/Apk38Uw8tDgaWFEU+e5C9lbsDA+0Kr1bJgwXzq+pnlcFJBH7Wc/30hShQz4aef5gMwbFgAt+5lsGxdYq593n2gYtGqBJo3NMtyUkF//29Z7kTjT0wJuZJJzw6WhBx0J/JqUY786krDOmZM+ymeKk0eM3ryc+QyvYrwqybpjOQSFqYZbNy4EWfnwtwLNaZ51yc4lA7FxScMn3qPCdqdyfjx41m4cGFWuyVLlqBUSIwakncEevQwW4zk4O2pISM9mfatLHJ1UgGG9rahWkVTFi/Wn2PVqlW0a9eOVZuTKFs3DMcyD7At8YAO/aNIStaxZ4ML6xc7MbSPNTIZBK9z4uw+dx5f9GT8CFs2bNhAz549cx2/nZ0do0aNYvfu3Rw6dIjly5dnc1IzMjJYt24dHTp0oFatWrRu3Zpt27Z90Gjj30WSJCpXroy/vz8NGzbkxx9/ZN68eQztY034JU/2b3Zl11oXHl8swrzvHPjttyN06ND+rYw1LS2NHj264+3tzY8/TuX3k7+yfdtaOnfujKdnEQ4fPpzt+H79+pGermXF+tyfDYBNO5J5HqOmX79+rxy3ELyy1JROJ/jrY2tiYsLAgYPZdSCFnftTcm2z9pckTpxNZ2gfG/p0tmDHjh2kpqZibW3N5s1buXZLTaXGEcxeEs/125lcvZHJd3Niqdw4gqcxcoKCtuUbtb958yYKmTJPJ/XF+Gx0DoSGhjJzxkx69eqFi4sLCxYs+Oju0yZNmxAri0YjspfKkiNHTWa+bTVCg1anyYqEG3j3aDQagoODmThxIhMmTGDLli1kZub/ORkwYCB/DI5qAcfCwoJnMfmnWiWn6EhL12JunnvJCgMG3iehoaEMHz6cR4/CMDeD42fSc31BlMkkBnS34OzZPwgPD6dHjx60aNGcgK+eM/yrZ9y+pxd1SkzSsmhlArVah6NWCyzNZXwx8Tl7j6RmCeLI5RITRtqj04FfFRMq+Zjg5GhEraqmODnKkcv16cLrgpLRCbhwNZPStcI4dyn3VMSbdzIJi9DwxRAbTux0Iz0tFicnJ9atW0f3HoNo07YPc+bMISIikmnTpmWVB9BqtaxevZrKvsY42OetPOpc2AifMsYYG0tkqgQ9O2YXxBBC8MfFdFasTyRwYyINaptw+/ZdQkNDMTIywsjICOqcwjQAACAASURBVFsbI6Z9bU9Hf0sGdLdm+2pn7p/zpPEn+u+BL4faIgRM+0kfEXOwl/PDeAe+G2tPUFBQVlrm6/Lbb7/h5uZC79692bVrG2fOnGHPnj106NABeztbduzY8Ub9FSSeP3/OrFkz6d7ekoXTCmX77ExNZYwYaMvcKQ4cOnSYo0eP/qNzaTQa2rVry6ZNmxgXYEvoBU/un3Mn+poHuze4YG+dSMuWLTh+/HhWmwoVKtCyZQsmzohj47akbM+TEII9h1MYMSGWatWq0KhRo3zPX6VKFbRawf6jedfZ1WgE+37LoHLl7JH0CRMm4OXlRccBUQwb94xLf2YQG6flj4vp9BsZTb/Pn9KwjikjBthQqrgSrVZLbGwsAC1btuTo0WN4elVn3Pcx+NZ/TKVGj/luTjyVqzbk9Okz+Pn55Wu7kZERAvFKh1OHDmNMqS/aUom6yBOM+fzzz5k6dWq+7Qoaw4cPR61TcZ/r2cZsjxMxRKEWqjzbRvMYgaB58+bvw9T/PDt37sTTw5M2bdrwww8/8OO0H+natSuuLq78/PPPH9o8AwY+Xl5nIev7+jOIKeXks88+E0qlTERdK5qnCMXi6YUEIM6ePfuhzTXwHyYlJUV069ZVSJIkJAlhay0TxkpJAKJMCaW4eLhIjns3KFAvvHL58mUhhBDp6eli8ODBQqHQizgplbIsYSGZpP/v6CAXZqb6fr08FOLETrcsESULc0l8PtAmSxSpfSu9WMWgnlbixkm9GFnqo2JizYLCwtPdSJiZSuKP/e45RMo6f2ohlEpJRP/vuduyQi9QtHPnznyvwbBhwwQgqvga5ysco40qLsqVUoqqFYz1z+6+lzbs2+QifMtmF1UChCQh7OxshK2ttTAzMxZlSihFzC2vfM9RxFV/HatWMBZHt7kKbVRxkfSgmLCyNBLdu3d/7c/2999/F0qlQpiaSEImQ7RraS6CAp3Fwa2uYsoYO+HkKBeShAgMDPxH99CHYtasWQIQ147nvEdf/KU+Kibs7RSiY8eO/+hcW7duFYBYNL1QnuJcxb2MRdmypbMJpiQkJIhatWoIQJQqbiLGBtiK8SNsRYVypgIQPj7lRFRU1CvPr1KphIuLk6heyVSkheYuyrXof78pu3btytH+hfCWUpH9/jQ3k8Rn/W2yhL4mjbYTgIiPj8/Rx40bN8TWrVvFL7/8Ih48ePDa1y4oKEgAogK18hQRqs+nwgiFKIx71raGtBdOuAtJksS9e/de+3wFgdGjRwtAOOAkKlFXNKCdqMwnAhBOuIuGtM9xDWrRXJjKzYSPj49BdOc9sHXrViFJkrCSbIUPNUQD2omGtBcVqSNsJf2zNHfu3A9tpgEDBQpeU0zJsEa1gHPr1i3Kli3Lp83N2bzMCYUiewrl/Ucq6raJwtW9DBcuXDIssDfwQVCpVDRr1pQTJ07w5VAbhve1xt1VQXq6jl92p/DtjFiSknWcCnbLlrY7Z2k8Y7+LISwsjCJFimRtf/pUX7M1PDw86/9n/W0YMdAGLw8FKpVg5wF9v+FPNBwJcqV6JROsvR8wqKc1c6YUYteBFNr1jWL6N/aMGZ4zVTD6mYaqTR8TE6dlSC8bhvaxxtREYtKsWNZuTWbSaDu+/VIvVqLRCIpVf0zlqs3ZuXNnrtcgIyMDW1sbVCp9qtefx4pw+nwGp/5IR6UWeHsq6NfNGi8PBfceqihVK4whvaxYti6JJTMcGdzLmqDdyXQbEk3xogpGDraleQMztDoIPpDCnGUJRD3V0LKROc9itPxxMQNHBzl7N7pQycckmy137qtYsjqBZesS0WjAyAh0OvhpaiGG9bGhXd8n3A935/r1W6/1+daqVYMrl8+h0QqC17lkRW1fkJyiw7/nE06dS8fU1IRixYrRv/9A+vTp81GUi+jXrx+HDmzi8aUi+R7Xof8T7oS6cePG7b99rvr16xH28A/unHHPs1zLqs2JDBz1jBMnTlC3bt2s7SqVii1btrB06WJCQi4CUL58WYYMGUbPnj1fO81z69atdOnShfq1zJgx0Z7Kvvr7JzZOy9I1CUyZE0+jRo3Yt29/jpqkKSkpuLo607gOtGpiTkKiFns7Oa0am2NtpT9WqxWUqBFOUe+3W3dXrVbj7uZOxnM1lURd5FLOklAPxHUecZvKfIKt9LKebKZI53dpPyO/GPle12wKITh69CjBwcEkJyfj7OxMjx49KF269Gu3nz17NtOmTSMhISHHfhscKEJxbHBAi4anhBMhe4DSQsnp06coX7782x6Sgb+QmpqKi7MLshQlFUXtHPekTui4zjliZdGEhoXi5pa33ogBA/8lXneN6gePov71zxBRzZ358+frS3qUNxFrFxYWj0I8xfUTHmLiKDthZ6sQdnY24ubNmx/aTAP/YQIDAwUgVv1UONcIzaMQT+HoIBcN65pmKwNT0ttE+PlVy7Pfbdu26Wejp+Retib6WlHh6W4kKpQzFvs366Oz6xfrbWj8iZlwdTbKswSHNqq4WDhNP9stlyNkMn3UUpIQ40fY5igF0qyBmahcuWKetu7cuVNfWqCUUkgSWWVwXJ2NRIliCiGX6/vu28VStG9lLqT/RYiVCoS9rUycDnYVZqaSqFnVRCTezxnpenbDS5QtqRSODnKRFlpMnNvvLoq4GolC9vJs5Xk2LHESCoW+305tLMTXn9uK7u0ts6LbP/1QSLRpZi7Kli31Wp/t1atXsyK640fkXtJHG1VcRFwpKozkiIrljEX1Svoon7u760fx3dS/f3/h6KB8ZfmXlo3NRfnyZV+73/v374vRo0cLDw83YWVlIby8PIVcLhf9u1nle564O14CEDNmzMizb51O94+iZWvXrhXm5vpyGMW9TETF8qbCxERfPqldu7YiJSUlz7YjR44UMpkktv7slMN2zRNv8flAGwGIbdu2/W378mL79u1CkiRhI9mLitTJiijWpJlwRX/dnPHINdJoh6Pw9a3w1m3Ki6tXr4qSJUsKQBjJFMJMbi5kkj5LpGXLlm9U8istLU1s2rRJfP/992LGjBni/PnzIjAwULi6uObIvqhXr564fv36OxyZgResWLFCn0VDvTyj/DVpJkASEydO/NDmGjBQYMAQUf13sXnzZiZNmsi9ew+ytkmSRPPmzZg3bz4lSpT4gNYZ+K9TuXJF1Om3ufxb3oq90+bHMXFGLDdPeVDcS8EX3z5n0cpENm/eTJcuXXJt06hRQ+7ePs2Dc0XQamHngRT+uJCBRisoXVxJt3aWbN6RzPCvnuNTRsmTaC2PL3libCzDvOh9erSzpF5tM9LSdbg5G9Gwjlm2khwxsVoKl3vIxFF2nDibzulz6Wxa6kRH/5zKrn7NwzG1qsqJEyeztt28eZMlS5Zw4MBeYmNjSUhIxtVJTmS0lppVTZj+jQM1q5ogSRKRURrmr4hn7jJ9VMS3rILWTSy590jF9j0paHX6qOelI0XwLZtTkRfg8IlUmnV5wvrFhenWzoqbdzLxrf8YndCX3KlWyYTTf6RTq7oJW5Y7U7jQy9n9uHgtPYZHc+h4GqYmMtq268qGDRte+dmuWrWK/v37A/DgvCee7nmL3XTo/4TzlzN5fKkov59Pp+OAZyhNCvHnn9exsbF55bly48GDBwQGBnLjxg1kMhl+fn7069cPR0fHv9VfbgQGBjJw4EBO7nKjVrXc1WETErW4VQyje/e+r7XmbNOmTfTp0xshtLRoaIaHm4L7oWoOHk1FbgRBgbmrPAOkp+uw8HrAtGnTGD9+/D8aW34kJiaybt06jh07hkqlolixYgwYMOCVUbjU1FQaN27IH3+co0NrC/p2scK5sBHXb2eydE0SZ0LS+eyzz/jpp5/eSZbPtm3bGDRoEHFxcRjLTZB0EhkiHQkJN4pRHB9kUk4JjqviLA6lrLh56+Zbt+n/c/v2bfz8/FClqPHSlsURN+SSHJXIIIJHhEq3qFCxIqdOnfxHgkcajYbDhw9z//59lEoldevWfe1orYF/Trdu3dj1y25qaJvme6+HiGOUr12aU6dOvUfrDBgouLxuRNXgqH5E6HQ6Tp06xb1791AqldSuXRsvL68PbZaB/zhpaWmYm5vz3Vh7JnyRtxrni3TX7u0tuHZLw583M+jRowfm5ub8/vsp1GoVJUqUYuDAQbRo0QK5XI6pqQmDe5pSx8+UgPHPiH6mxdxMwshIIjFJh5mpxIiBNkxfoK8ruvonR3p1subpczWuvqHIZKD9ixaZq7MRY4bZEtDfGkmSshyCqePtGd7PhjJ1QvEpY8zejdlL19y8k0n5eo+ZMWMGY8eOBWDGjBl89dVXGBvLaN7AFHtbOXsOp/A8VkdlX2OOb3fDxCTny/KMhXF8PS2Wg1tdaFRXn0L79LmGjgOiOBOSwendbvhVzt1Z0ukEHpUfUbeGKRuX6EuE+PeK5OSZdLq1t2TV5iSsLWXcP1cUS4uc505P11GmbhjhkRpOnTqNUqnkwIEDpKWl4ebmRufOnXFwyF5SZ+XKlQwYMABJAnWkd74vY2OmPGfpmkRSHnkDcCYknTr+EcybN4+RI0fm2S43NBoNI0aMYNmyZchkUK6UMWo13LybgUJhxA8/TGXMmDFvxRFKTU3F1dWZSuW07N/skmOJxYuxzV2WwMWLF6lUKf+yIMeOHaNRo0Z8UsOEdYsK4+L0csIgNFxNpwFRXLudyald7lSpYJKjffDBFNr2iWLnzp351hX9kKSlpTFp0iQCA1eQkJCUtd3Ly5PRo8cyZMiQd7oUJSMjg19//ZWTJ08SEhLClStX8i1boxM6zsoP0KhFQ4KDg9+ZXS9o1aoVR/b/RmVdPcyknBMSz8UTrnKGOXPmMGrUqHduj4F3Q/v27Tm86yjVdfmLmF0Wp/CqUoTzIeffk2UGDBRsDOVp/oXIZDI++eQTBgwYQK9evQxOqoECgVqtL51gapr/S6mZqf7rZuO2FFIzXXBxcWHDhg2sWb0CD+cwypeI5mLIIfz9/alTpxbPnz9HrdYQFqGm44Ao3JyN2L3Bhfi7xYi7U4zzB9xp1sA8y0kF+P18Bo8jVNRtE4lSITG8rw0hB915FOLJtlXOlPBSMHLic0Z9G4MQghNn0wHw9lJgaSFjYA9rDh5LIzJKk9VnWpqOYeOeYWQko3379oA+yvjVV1/Rpa0ljy96sm2VCyvmFOaHrxzQ6WDiKPtcnVSAzwfa4GAnZ9nal6VGChcyYvd6F2ytZcxaHJ9rO9ArJTvYyUlLeznBWKe6KcmpgtHDbNFoYFBP61ydVP1nJGN4XxuEgGHDhlCtWjW+/fZb5syZQUBAAG5urowYMQKV6qWaqK+vL6AvZxIarsm13xc8DFNjb/dyTWPNqqbUqGJKYOCKfNvlxpAhQ1i6dCkB/ax5FOLJpSPuXDvhzvUTHrRuYsK4ceOYO3fuG/ebG+bm5syb9xPHfk+jRbcnnL3wUqn6/iMVg758ytxlCQwZMuSVTirADz98j5uLETvXOmdzUgE83RUc2OKKuZmMmbl81hqNYPbiBJydC2NhYcE333zD6NGjWbx4MXFxcW9lvG8DMzMzZs2aRWRkFAcPHiQoKIjTp09z794Dhg4d+s71EkxMTOjRowcrVqxg586dyGQyognP8/inhJOuTWPgwIHZtms0Gnbs2IG/vz8+5X3w8/Nj8uTJREZG/m3bwsLC2LdvHy46z1ydVIBCkgu2kgOLFy3+6MrmGHhJsWLFSNUlkSlyV5AH0AotKbJEvIt7v0fLDBj4d2BwVA0YMPCPsLKywsnJkeNn0vM97tjvaQDUr1+fBw8e8uTJE5rWN6NZAzNSU3WoVIIpY2xYNsuRy5cv4O/fiuLeXuz7LZWqFYw5tt2NFg3NswRoKvua8MvPTgzsoS/tUq6UgsCNSZSq9ZiIJxoOB7ky7/tCVPIxoYibgk+bW3A4yJURA2xYEJjAgaOpzF0Wj6ODHP//pWBWq2iCEHD+UjpPojWs3pJI9ebhnDqXgVar49NP/YmLi2Py5G+pVdWUdQsLZytlcvu+CmOlRLP6eafymZjIaN7QjJAr2evrWVvJGdDDmuCDqcTE5l6SKilZy4NQNa7OL52flFT9S+7T51qEgGqVckbo/krVCvq04sdht1gwtRBxd7zIeOzN1WNF6NHehIULF9K5cye0/wtFV65cmfLlyyJJ5FvHMzJKw57DqXTyz/5iXqOKMY8ePcrXpv/PpUuXWLlyJWMDbJn/Q6Fs4y1dQsnWFU74NzXnm28mEB+ft2P/JvTt25eVK1cSclWidusIilR6jHf1cErWDGPtL6l8+eWXLFq06JX9PHz4kKNHjzG4pyUW5rn/xNrZyunX1Yod+1J4+vyl8/84Qk3nQdH8HpKOXCajUaNGTJ8+jSVL5hMQEICrqwtjxoxBo/k/9s4zLIqrDcPPzPYCC0uHpYO9izXG3nsvaLBhRWOMNaYYNRqNmqCxd2Psir1rNCgWrLGjotIREWkLLFve78foGsIuatRovsx9XfPDnTOnTMF5znvmfUqeMPgnkcvlaN68udlb97lV07vg6tWrGDZsGMqXL4tSpfzRrl1b7N69GxqNBv3790c87uIhxcBEJvMxRIRHlIgY9gqqVauG1q1bm/clJCSgcuXK6Ny5M47u/w0p19MRcy4WU6ZMhY+3D5Yte/0JFgA4e/YsiAjOKDlxjhN54P6D+3j8+PHfaofn/TNw4ECYyIQE3LNaJgUPoTMVIDQ09B/sGQ/P/we8UOXh4XkjGIbBoEFDsP+oFtduWTY3LywkzFuWBbXaHsePH4dQCKhsWBw6nodzlwpgMBCu3dJh0Jg0fDPrCT4fYouzZ6NBYFFYCEyb6Ai5vPifK4Zh8N1ER4hFwPXbenRsLUehnhA2QGXxW0OGYTDra0e4OAkwdHwajp3Mx1ej1RCLOfGbncu94HYNTYVn1QcIHZ2G7FxOsC2a5YybN2+ifv36SEhIwuihdsWytppMgEAAvOxdXShkYDIVj6LUqCKFyQQkplgWIms2ZUObR+jbw/ZZe4TNu3JQJ0hqjqI+zTRZPPY5mdnc/iU/OCJsgJ05U2uFMhIsm+uCOZMdsXPnLmzbts18zsLD5wNg8OOSp9h/rLj/Zla2EcFDU8CyDIb2LZrlNzvHBInE8je31liyZAlkMgEmjLC3uJ9lGUwe64CCAh3Wrl37WnWXxIABA5CcnIqlS5eiWYteqPtxF0yfPh3x8QmYM2dOsQy4lrh//z4ALppcEh/VlMFkAqo2SUCXAclo2jUJ/rXisOugFhKxCEI2AyvDXZB11w+59/1w+ZgXurcXY86cOejfv/9/KgpHRBg7diwqV66MNWuWwU+TgKrl0nD54hF06NAB9erVxZQpU9C5c2fcwzWcFhzATbqI23QZ59gjuIazKF+xHPbv32++hjk5OWjSuAnu3r6HiqiFOsYWqMJ8hCCmIeqiBexMjhgyZAg2b9782v19PpHAouT7hX32CvYhTTzwvB6lS5dGz549EYcYxNPdYpMkqRSPu8xV1PuoHho1avQee8rD8++EF6o8PDxvTFhYGFxcnNE6OBWRZ/KLvEQnpxrQfXAqLl0rQE5ODiqXF8NkAkQiYPNyV8Rd9MXvuzxx96wPjmz1gJ2KxbzlmXByYBETEwOVLYvG9ay/9Ds6CNCkvhwiIbBzfx6IYBZylhCLGQR3tkFishFffmaP4f1fCKsNETlQ27P4eYYT5k93xLfj1BAJGQgEwIJVmbCzZXHjxg0AwLezn6BhxwTMXfwUTzI4MVu+jBh5+YSo6BKWgRkJR3/PQ7lSxcXb0yyunhsxxQX/3iO5+GLGEzT6SIYaz75rXLwmC3fv6zGsnwplAsTQuAuxISLHatsAsH5bNhRyBm2bWV6SOGqwHXy9JFi48EX0sHHjxli3bh0AFu0/SUb7kCRs2pmDA8e0+GbWE5StF4ezlwqw9mcX+PuIzcfl55sQsT8fjRo1KbFPf+XixfOoX1sCO5X1F/0qFSTw0khw8eLF16r7ZSiVSgwePBhr1qzBr7/+ikmTJsHNze2VjxeLufHn5pU8YZCdw+0vXbYO7sZ7IkdXBuPGjUe5cmXg4swgaq87+vWwhezZkvlK5SRYPc8Vk8eq8euvv+LQoUN/c4T/PqZNm4a5c+diaF8VEi75YNdad2xc4ob70V5YPc8FV65cROfOHbFx40YcOHAAzVo3hU6djRzbdFSuXRHr1q3DuXPn4OLiYq5z1apVuHvvLiqaasOF8SySfEnOKFGJ6sKWUWPC+AkwmUq+ln/leTKjDKSVWC4Dj2FnZw8nJ6cSy/F82KxcuRItW7XEHfyBM4KDuPVskuQsexjXEY3qQdWxc9dO3j6Qh+dvwAtVHh6eN8bFxQVHjhwDK3REo86JqN4sEf0+TUWb3knwCXqIfUfy0KVLF+j1BhQUEBgGOLxFg65tbcxZeBmGQeN6cvy2XQO5jIVYzEAmY6CQMWDZl3//SngRyXR2KDmS4eLE7Z8wUm1+edh3VIu9h7UYGqJCqyYKLF6TjW9nZ0BvANo0VUBlwyIj0wSGAdR2LLw9RcgvIIyfmg6foAeI2JeL7u1toLJl8f38DIsRUwD4dXsOEpINGBJS3F/0163ZEAiAkBGP0KhzImYvzMDM+Rmo1TIeHUJSUMpPhE1L3XD7biHCJqbh0y8fo00zBXp04M7j4D4qHPk9D9v2Wharh45rseOAFr062ZgF0F9hWQY9Oshx8uSpIpGe3r1748GDODRv3gLHTurRe1gq2vZJxvTwDFQoI8bxCA26/ylbMhFh6o8ZyHiqR1hYWInX468QcffIy2AZfHCRxerVq8PWVolNO0qeMNi0Mxdubi44evQYrl+/hfPnL6Jjx464ceMWJoxQwdW5uEcoAEwcqYazowiLFi18F93/4MjMzMTMmd+jazslFnzvBLX9i2dbKGQQ0t0WS2c7Ijr6Avbs2YOWLVti9+7dSH+SjsysTJyKOoU+ffoUi+ovXrQYdqwD1Izl7NEsw8KLAhEXH4cjR468Vp+rVq2KqlWrIYmNhZEsR0u1lI3HTDJCQwdCJLKeSZvnw0cul2Pv3r3YvXs3GjSrj3z7LOSqnqBa3SrYsGEDTp46CQcHh/fdTR6efyW8UOXh4XkrVKhQAbduxWDp0qWQ21bG7+dsEZfiidGjxyAmJgaurq6wUwkRn2RA59ZKqxYsbi5CDAlRISnFCAELJD8y4u79QotlAUCvJ0RF56NukBTiZ+97V29ZLw8Af9wohI2SgVTCJcsZP/UxugxIRtUKEgwJUaF59ySkphmwbaUb7kf7YMcad5zc7YmY095o8rEMGZkm9OqoxLmDXvjjOGcn03NICiLP5MHZUYCDv+UhZMQjJCbrzW0WFJiwZG0mhox9hDpBUrRvoSjSp407chB5tgCtGssxY5IaCUl6TPzuCb78/gkuXeMirFdvFsKr2gOUrx+HVRuzMLSvCluXu5rF/ughdqgTJEXw0FSM+ioNN2N0KCwk3InlxtghJAUArC6pfY6tDfvs3OqL/K7RaHDw4EFkZeVi0qRJAACxCLgTq8fVmzrk5JpARDh3qQA9h6TihwVP0bJly9de8la5clWcOsfVZ42bMTo8TNCZkz19KCgUCvTt2x9bdmtx8qzl77b3HdXi0HEtBg8eWkSk/P777wCAnh2L2yM9Ryxm0LmNHCdOHH+7Hf9A2bBhA/LzCzBhhL3ViFSvTjbw0oixbNnSV6rTaDQi5k4M7E0lWxw5gIvAPl9F8aowDIPp07+DlnLwB3MaeZRr3kdEeEqPcUUQBbXaHqNGjXqtunk+TFiWRbt27XDgwAE8yXiCp5lPEXkyEr169TKvsuDh4Xl9eKHKw8Pz1ni+bPL06bOIi0vEzZu3MXv2bAQEBEAkEqFAZ0J+AaFVU0WJ9bRpxu3P1XKRtTmLrCfM+XV7NlLTjBgbpsaYYfZgWWDBykyr5VMeGbBtTw5ycgliTSxK143Dj4szQQRUrSjBkLFpuB+nx8617ujUWlnkO9QAXzF2rXVHxbJiDBqThsfpBlQoI8H+De7w1gjRc0gq7t7Xo1NrBTbtzIFfzYdo3DkRbfskwavaA4RNfAyDAbh0tQDDJ6QhOVWPa7d0CJuYhk/CUqGQM9h7JA/nLulw86Q3su75IzvWH2OGcR6kI0aMQLPmbQAAY4fZY+FMZ0gkf1qyKGcx8ysHMGCwaHU2KjaMh8z7HsrWi0P4shzUqfsxTCbg2u2Shfypc/lQKuUoKLC8hFkoFGLLlk2oXV2GU3s0cFALEDbxMewCYyHW3EPdNgk4+JsWtjYCFBbqXnvJ29ChQ5GrNSJ8meXrTkT4LjwDYrEI/fr1e6263wYXL17EkiVLsGjRIpw8ebJYVHfy5Mnw9fVDq+AUfPfjE6Q84qJq8Yl6fPV9Orr0T0HFChUwZsyYIsc9z7assPA99p9RKlgUFnKTCNnZ2diwYQPmz5+PdevW4cmTJ29rmB8Et27dgp1KhGqVrCcJEwgYNKgjwe3br+aPyjAMWJYFoeQlvc/3v8q3yX+lVatWWLduHXKET3Eah3ARv+ManUM0ewwX8TtUjjY4duwYNJqSEy7x8PDw/JfhhSoPD89rcePGDSxatAjh4eHYu3dviYlArl+/juHDh0OjccOyZUug073at17P3/sH9bEFywIr1mfjq+/Tkat9cbzBQFi3NRsjvniMOkFStGwkx8BgFUwmYPchLabOfVJs+e2jxwa0+yQZADBplD2+GaPGT1MdEegnhNEIrNmcjSORebBTsUh+ZIBeX3xZqVTKYuxwe05w90qCyWTC1ZuFsLMVIL+AIJMxeJJhwuxvHPHZIDvoCgmP0oxoUl+OnWvcIJNydjSrN2XDu/pDVGkcj9WbsjEw2BYpV30RPs0Juw5q8fWsDCgVLBRyFp8NtodAwGXDBQB3d3fMmPcUHfom4fT5fGjzTHgQr8e3s5+gbZ9HM3WIIwAAIABJREFUcPfwwJkzZzFgwADUqlUL9erVwzfffIOtW7dCo3FH+NIsGI2Wl8zejNHhwG950GrzUL9+PYuWKBcuXMC9e/cxtK8tqleW4cJhT5zao8HU8Q744lM1lv/ojMQrfhgzVIXffjuOR48evdJ1f07NmjXRo0cPfDs7A9/MeoKMp9y3u4WFhIWrnqJCgzhs3pmLJk2aQii0vET2XRAVFYWaNYMQFBSEYcOGISwsDPXr10eFCuWwd+9eczkHBwdERp5Co0bNMXl2BjRVHkDqeRe+NR7i+/lPoTcQYu7cwbRp08zZlQEgIICzrzgVXXIG7ajoAvj7+WL06NFwd3dF7969MWrUKISEhECj8cCgQYOQk1Py0uN/C0KhEIV6k9X79TkFOnrle4FlWdQIqoF0NqXEpeNp4CxqatWq9eod/hPccvkH+PbbyfCq5A65jwiV61TA8uXLcS/23ge3GoCHh4fng4OIPpitevXqxMPD82Fy7do1atCgPgEosnl4uNHSpUuLlf/pp5+IYRiSSgXUrb2SRg60o/q1pcSyoC5tFGRMCbS6TRplTwwDenDeh45u9TC3ZaNkqHsHJX3SzYY83YUEgGpXl9Kj635kTAkk7QN/AkASMVfeWyOkrz9X07zvnKhfT1uSiBliWVDrJnIypgRSTqw/1a8jJQDk5iyg0N62NCRERd4aru6Pakgp/ZZfsf6lXPM196l2kIQAkMqGpeDONjQw2JYC/UQEgCqWFdHyH52pWQM5OaoF5KgWkIergEQi0NGt7iSXMVTaX2Tu//OtdxcbUioYyrzrT/qkABoXxp0PhgFVKiejimWl5n//+VowDENt2rSmJUuWkLOz47NzJiRHB64/UqmE2rRpQwAopLsNZcQUbTf6oCd5uAmIZZ/XBwoKCiKdTlfk2u7Zs4cA0Jn9niVex03LXAkAXb169bXvt/z8fAoODn7Wb5bKBopJImYIACnkDNmrBASAZDIpffvtt2QymchoNNKtW7fowoULlJyc/LfvdUscPXqUJBIx+XiKaf50J4q76EOJV3xpZbgLlS8tJYZhaP369UWOiY6OJqlUQnYqAbVsLKfvJqrpfrQPXTrqRZ90s+GuQ0gImUwmIiLKy8sje3sVtWqiIENygMVzGrlLQwCoVKlSBIA+6WZDp/Zo6NF1Pzp/yJOGhKhIIGCoZs0gys3NfavnwBKFhYX06NGjd9bWli1bCADtXudu9T7LuudPNkoh9enT55XrXbt2LQGgcgiipkzXYlsDtCcFa0OVKlUyX5+3jclkot9++40mT55MX3zxBa1atYpycnLeSVs8PDw8HxIALtAraMP3Lk7/vPFClYfnw+TKlSukUtmQi5OIZn3tSA8v+FD6LT/ascaN6teWEwCaOnWqufzmzZsJAHVqraS0G0XFUP+eNsSyoAuHLYuchMu+5KgWUNvmL8Rs66ZyYlmQh5uA/LxF5OUhpOYN5bR1hRvpEl680J/e50kAyMWRpWH9VPRRTalZxAkFLwSdSARydRaQj5eQWAY0f7oTFcS/qKcwMYBWz3MhsZihxvVkxURD3EUfAkBiEVefk4OAzh96MR59UgD9ssCFhEJuv8ZNSIP62NLgT2zJy4MTwfVqSmnaBDUBxc9F1F5OjKz92YU+H6oiAPRxbSn9NNWRHpz3IWNKIN0750Mh3Tmx06hRI1qwYAHdvHmThg8fTgCoRhUJ7d/gTvokru+XjnpRj45KTlzXrs0JQAlDPTspacRAFdUJkprHsnONG339uZoUck7Yq9V2NH/+fBo5ciS5uTmTRCIiAQtq11xBd8/6WBUQc7/lxHJcXNwb3XvNmzcnABT0lzFdPOJF3TtwY2rQoAH5+7+YQABALVo0p2PHjr3x/V9QUEAuLk5UvrSUHt8sPnGRE+tPDerISSqVUFpaGhFxIqRq1crkpRFT0h++Fs/P159z1//gwYPmtmbPnk0AaEiIip7eedGWITmAjm33ICdHEanVdgSAlv/obLHeiNVuxLIMTZw48Y3Hbo3r169TaGgoyeUy8/muX/9j2rJly1sVdoWFheTm5kLVK8koJ9bf4ngnjLAnABQVFfXK9ep0Oqpfvz4xDEt+KEf10ZaaMl2pCbpQFXxENqyKRCIRRUZGvrWx/JmTJ09S6VKlX0wygZuEUSptaPr06e9MHPPw8PB8CPBClYeH561gMpmocuWK5O4qpvvRxUVJYWIA9enKCaYrV66QyWSicuXKUJUK0iLi7/mWfNWX3F0EpLJl6ddFrpQfF2AWdwc2ulOAr4iUCoYuH/MyH7My3IUAEMuiRGHUu4sNCQSghxdflMmO9afUa76UE+tP7VsoiGFA/XrYUt0anDD7+nO11frmfedEAOh4hKbI7+HTuN/LBoqoYlkxuTgJyMlBUKRvHVoqiGVBC2Y6FRHThYkBtPxHZxIKQY3ryUgkAo0Lsy9Sf+ZdLjJcJ0haLGrKsqB2LRQUc9qbDMkB1LeHDbEsS9euXaM6dWoRy3IiNfd+8Zd6Q3IADe/PCV+hUEjuLgISsCCZlKEKZcQ0e7JjESF2/pAnKeQMyWUMMQCJRQx1baekMcPsqENLBQlYkETC0JblrhbbKl9aStWrV32jl+78/HxydFRT7eoyq2Ma2pcbU7WKUlo6x5kiVrvR5LFqcncVE8MwFiP+r8P69esJAB3YaD2qd/WEFwGgWbNmERHRmTNnCAAtmmVZTBpTAinvoT85O4qofft2RZ638ePHc6JFIaCenZQ0JERFVStygtDHx5M0Gg/6uJbcar3GlEDq2EpJjo5qys/Pf6OxW2Lnzp0kkYhJJhNQ/162NH+6E339uZp8vbjVBf369SOj0fjW2tuxYwcxDEM1qsiKTFTcPOlN/XvZEgAaOHDga99n2dnZ1KlTJ+65YlhSCmxJIuD+Lqjt1RQSEkJjxoyhuXPnUlJS0lsbT2RkJInFYlKwNlQONagROlETdKEaaEROcCcA9Nlnn7219nh4eHg+NHihysPD81Y4deoUAaAls62/cKff8iOZTECDBw+m06dPEwBaGe5itfydM95kr2K5F0I7lmpVk5iX8rq5COjUnqLCcN1CTqjKZQyVKyWmuItFxao+KYBmT+aid13aWl9WfD/ah1gW9MWn9vTZYDsSi0Gp1yxHu55HyuxULPXpamP+LfWaL3l5CKlGVQn5eYuoYysF3TzpTTZKlnp2UpIxJZAuHOYiu9MmOFit+3l/HdUs9e9la/5933p3ql5JUkScKuQM9ethQ5G7NPTFp/Zkp2LJUS2gG5HeFBvtQwwDCgz0J4GAi8oc2uxhtd3HN/1IKuXOvY+nkPy8ReYXf0tbt3ZcxLLxxzJK+cu5ir/kS3WCpCQSgU7vexEVNiQH0JefcdHCNWvWvNH9t27dOgJAR7ZaH1PaDT+SShga2ldV5Pfc+/7UuqmCWJal8+fP/+0+9OnTh1ydxSWeJ2NKIFWvJKUGDRoQEdH3339PAIotr/7rNiRERba2ymJtnj9/nvr160cajRs5OtpTjRrVacmSJXTx4kUCQEvnWH8ejSmBtH2VGwGgkydP/u1xW+LmzZskkYipZlVZsWenMDGAvhrNXffp06e/1XYjIiLMy9ntVEJycxE/Wx0hpDFjxpDBYPjbdd+8eZPGjx9PPXv2pC5dulBgQOCzZ48hIcv9XRKwAurbty9ptdo3GofRaCR/P39SsLZUH+2KLTlugi6kATdRde7cuTdqi4eHh+dD5VWF6j+XhYKH5z9KdHQ0Fi1ahNOnT8JgMKBMmXIYPHgI2rZt+48mgvm7HDp0CCzLILizdcsMGyWLKuVFWL/+V1y7dg0A4OJoPVebv48Y0yY6YMQXj5GRaUL6ExNqVJVixpcKdGmjLJLJFgCORuZBIWewcYkrgoelIrD2Q3Rrb4OaVaV4mmXEuq05iH2oh0QMrFvgarVdb08RPq4lw7GTeXBxFqJMgBhOjtavgVzOolpFCe7H6WE0EvYf02L81HSkpRsxaZQ9ho5/jHFh9igdIEa/HrZY8ksmfppqwKqN2ZBJGQzrV9wr9TmD+qgwde4TZGSaYK/ixrtifRaGjkuDt0aIH75xRM2qUmTlGLEhIgfrtuXgwh86HI/QIKS7LRp0TETIiFScO+iJQD8x7tyNRa1qEty5r0fjejKr7artBWhaX4aDv+XjYYIBX41Wl+hT+yBBD427EDvXuBfLRuvhJsTeX90RWOchPvs6DQu/d0ZMrB5L12bj5Lk8DBgwAD169MCGDRtw5MgRFBQUwMfHB/3790epUqWstvlnTp48CbW9CI0+sj4mB7UAjT+W4dS5okmIZDIWGxa7wrNqHObNm4cffvgBK1aswP79+5CXp4Wnpxf69euPDh06lOhlqdVq4WAveKmfr4OaxVOtFsDrZPBlzBl8/0xQUBBWr15d7PfLly8DABzVJWeifb4/Ly+vxHKvy/z588EwBuz6xaPYsyMQMPh2nBqXr+vw009zMWbMmGL+pX+XTp06oXXr1ti+fTtOnjwJvV6PUqVKoW/fvnBxcXmjusuWLYtZs2bhwYMHqFWzFrIzclAKleEGb4hIjDzkItEUi7Vrf0FcXBwOHTr0ty1Hjh49itj7saiAmhAzxc8NwzAIoAp4xMZj0aJFqFmz5huNjYeHh+ffzIf/lszD8y/FaDQiLCwMS5cuhVIhQPOGMkglDCLP/oZOnQ6iTp1a2LNn3wdvBJ6XlweplLX6wh0VnY9PwlIRl2iArQ2L5MQLEAqAtn1S0L6FAmvmu0BlW/ylWpvHZdts0KA+7sacxbI5zrC3K17ufpwem3fmom8PW7RppsSFw174eUUmlq/PwvrtXGZTV2fuODcXQTGR+1dUtiwyMo2QiBmz72dJ9inZuSZcv1UI1wr3kZFpAssC9ioWC1dnQmXLmgV85zZK/LwyE5ev6RD7UI/ypcWwtxMgK5sT0jv25yIz2wRHtQA9OynRs4MNKpWTICq6AF3aKnH9tg7DxqehRSM5tq1wg0z2YhxtmykxoFce2n2SjGET0rBpqSuCOysRviwLY799jLTHBkjEQKCfGPFJhpcKKpmUgVKpQGZmDtR21s/X/Tg9LlzRYcYkB6vX304lwKDeKsxa8BQ1WiQAAHx8vBAe/jkCAwPh4+OFR48ew9lRDJUti23bdJg5cyZ69OiOlStXQaEo2arIYDBAKmFfanEjl7EWszTbKFkEd1Zg5YaN2Lx5E/R6Az6qIYOPG4s/rt5Ft277UbZsaezbdwC+vr4W6+b8YwuRmWWEncqyQDQYCNdvG1CrjicAwN/fHwCXwbdhXbnVfkdF6xAQ4F/i2P6Mu7s7GIbB5Ws6dGyltFruynXOe9fT0/OV634ZRqMRv/66Dt3aKeBsZYKHYRiE9Vdh35FkHDx4EB06dHhr7UskEgQHByM4OPit1flnxo4di8yMLFQ3NYSSsTX/LmeUKIXKUJIKJ06cwKpVqzB06NC/1cbx48fBMiycycNqGSEjgtrkimNHj/2tNnh4eHj+X+DtaXh43hFffPEFli5dirHD7ZF4xQdbV7hh3UJXxJ7zwup5Lrh06TzatWtbxJ7iQ8TT0xN5eUbculPce/PClQK07JkEkYjB9lVueHzTD/ejfZB4xRdTxqmx/5gWbfsko6CgqC0NEWHjDi0qViyPGTO+R3oGoUWPFFy7pStSJvJMPhp3SYReT8jINCLyTD4K9YSgKlKUK8VFwBgGSE3jzmFCshGpadbtcgwGwsWrOnh7itCwrgwP4g04f0Vntfy9B4W4cEWHAD8ROrZWYstyV0Tt0YBlGdyM0WPxLGcoFdyf0ecBFqMJZhF85HctfGs8xKivHuNplhEebkLEJRYidHQaHMvGIvpyAQQCIGxCGvqNTIVQCPzys2sRkfqcpvXl+GywHSL25aJM3TiEL8sCAIQvy0Jmtgksy0AiZpDyyIjbd637pOr1hN9P56N06bJgWZQ4/gfxXKSvdnXrHpYAUDuI2z9nzhxERUXh3r37qFChAjp0aA9Xxxwc2OiOpD+8cDvKE3EXffDlZ2ps3boVnTp1LNHeCABKlSqF5FQd7sSWPKZT5/JRKsBylKugwASDwYgGdcSIOe2NyN0a7FjjjrtnPLFtpRtSU2LRrFkTZGZa9t/t168f8vONWLkh22oftu3NRXJqodnXtVOnTrC3V+HHJZncdzYWOHUuH2cv5iM0dLDVev+Ki4sLWrVqiZUbcqHNs2z3pNcTFq/NQc2aQShbtuwr1/0ycnNzkZurRaVyJUdJK5fn9icnJ7+1tt81iYmJ2LVzF9xNvkVE6p9xgzdUrBoLFiywek1fhk6nA8sIwDIlR8SFEEKns/5s8vDw8PwX4IUqD887IC0tDeHhP6FfT1vM+toRNsoXj5pQyCCkuy0WzXLCmTNnsX///vfY05fTq1cviERCzF/xtNi+z795DHs7ASJ3adCxlRJCIRf1cnIU4qvPHfDLAlecPl+AtVuKejqu3ZKDK9fzMXz4CNStWxcRETsQc59BlcbxqN0qEV0HJqNyo0Q06pyI7FwZbGxV2L4nF406J6JSw3j0H/UIiak2mDp1Kg4fPgKxWIiqFUUwGoEFKy2LDQDYuicXSSkGDOhli95dbGCjZDFhanoxIQ1wonbslHQIhcCBDR5YPtcFXdraoGY1GdYvdoXRBOT96bid+3MBAJN/eIKLfxQgJlaPNsHJAAhBlSXw0ojQuokcFUpzL/FKBYuQbrYY2leFvALC5euFEAsZrI/INkfD/kpob1uYTECu1oSV4S5IveaLlGu+WP6jMzzdOW9WoRD4YWFx79PnrNuWjbR0I1xd3dC8eUts25ODhKTiS0+BF+I7O7dk/9usbG5/ixYtULduXbAsi5Ejw+DvI8TxCHc0b6gwR3ldnYWYOsEBC753wpEjR7F9+/YS6+7bty9EIiHmLCp+//15TKlpRgzqU3ypNRFhz2EtKpYVY9daNwT4vhCzAgGDTq2V2LnGFbGxD7B8+XKL9VerVg3NmzfFVzMzELEvt5hI+f10HoZPSEfFiuXRpk0bAIBcLsfEiZOw74gWIyc9Rs6fziER4cTpPHQNfQRvb0+zuH1Vxo+fgEePDeg6MBWZWUUnurR5JnwyIhW37xZg4sRJr1Xvy5DJZGAYBmnpJU+uPXrM7VcqrUd8PzSioqJgNBnhCusRaIZh4GTywI0bNyz6C78Kfn5+MJj0yCHrf6eICNnsU3NUnoeHh+e/Ci9UeXjeAb/88gv0egPGh9lbLdO7sw3cXcVYvnzZP9iz18fZ2RmDBg3GsnXZCF/6FEYj95J+7ZYOUecLMHqwHVycLC8D7N5eiYrlxFi4inspi7lXiFFfpSF09CM0adIYAwYMAAC0adMGDx/GY86cORDJqyDmoQZObrXQoUMHZGXlwNVJh+++cMC0iWqMGKhCzapSpKdn4Pffj6NevXoYPXoMLl/TI8BHiJk/P8WStZnmfgLci9+BY1oMHfcIVSpI0LaZArY2Aiyc6YTIs/mo3zERuw7mwmAgmEyEwye0aNY9EXsOaTFnshPcXYuOr3E9GcqXFmPtJi7CtnxdFuYu5sYoEgHVKkvh6SHkxGwewWgi3LpTiLCJj7HrkBYh3W2QcNkPy+a6YP50Z9w86Y2I1W4wETBmcjqqN4tH3TYJOPK7FulPjMjP50SOt4aLIg/obYt+PWzh5CiEs6MQA3qpEH3IC9UrScAywNrNOZgwLR3ZOS8EhcFAWLM5G2ET0+CoZhEdfRY///wzRGIpWgcnm6Onz8nPN2Hd1hywLLAhouhEw1/ZEJELd3dXlC5dGgAQGRmJW7diMH6EncVl3wAnun29JFi8eFGJdbu6umLkyE+xckM2vpieXkTwGQyEtVu4MdWtIUXLRsWX2B4+kYeMTBPGDreHVGr5v7x6tWRoUEeOJUus92Xjxs2oXLkquoWmoEaLJEz78Qm+n5eBhh2T0LhLEpxdvLF3734IBC/GO27cOIwdOxaL12RBU+UhPglLRdjENNRsmYQmXZKgULrh8OGjUKmsf8tsiQYNGmD58uU4GpkPr2pxGDzmEWYvzMCIL9LgVS0OW3fnYvbs2ejUqdNr1fsyxGIxWrRojvXbtRaXWT9n7eZsiERCNGvW7K22/y55/k2x4CVfRAmf7X9e/nUJDg6GRCxBPO5aLfMEj5BjysSgwYP+Vhs8PO+SvLw8rF27FmPGjMG4ceOwefPmv/088PC8lFfJuPRPbXzWX57/F0JDQ8nVWVxiVk5jSiB176CkwEC/993dl6LT6ahjxw4EgHy9JDR+hD21b6EgABRrwbLmz9uUcepndigwZ+kcOHAg5eXlmevPysqiBQsWUKNGDalKlUrUtGkTGjt2LAGg3l1siti7PN9WzeMyAY8bN44MBgMNHDiQq/9ZO54eQho1yI7GhdlTxbJchtDypcUUf6loptIxw+yIZbljBIIXfqtODgJaNtd6ZtXgzjbk6yWk+TM4q5qPa0npRqR3kUzEO9a4kYM9S14eQkq95kuRuzRUqZyYRCLQ/g3udO2EF9065W228Vm/2JUAUMeWCrJRMEWsaZrWl9PPz9pa8L2TxT6d2qMxe7QCIKWCoU6tFdSrkw25uQjM/qrD+9uSVCohIqKjR4+SUiknAQvq0FJBk8eqaVg/FantuczAFcuJScCCDm+xnHU3YjWXXXbKlCnm6zlz5kwCUMQH1NL22WA7EomEL73/DAYDhYaGEgCyUQqpazsl9e5iQxp3sdmyZ8VPxa9VQXwAVavElUm+aj27szElkL6b6EAASrRzycvLo8WLF1OlShXM18Xf35dmz55NmZmZVo87d+4chYSEkIeHKzk42FFQUDVavHgx5eTkvMrjZ5XLly/TgAEDSCbjrrdYLKJevXrR6dOn36jekti7dy8BoNFD7Ir5CxtTAunEDg1JpQIKDg5+Z314F0RFRREAKoegYpl4/7y5wpNsbGypsLDwb7c1YcIELus2ylAjdCqS8bcqPiYxK6EA/4A3zjDMw/O2WbhwIalUzyzOWCEJGC4rtpOjE23YsOF9d4/nXwR4exoenvfH0KFDyd6uZNsPY0ogtWuhoHLlyrzv7r4SBoOBtmzZQg0a1C9inZJwuWQB8P2XnAAYPXo0hYeHU0pKSpF6jx07RnZ2nBdipXJSatNMQWUCJWZxe3K3dVuSnp2UpFLZUG5uLplMJjpw4AB99NFHJJfLSCgUkEDAEMsyxLIgkQj09Wg1Jf3B9Tc22ofGhdmTQABiGFCd6hKaONKegipLSCwCPX2JrUjzhnKSyziRVNpfRDmxxT0+jSmBdPYAZ1UzZRzn13rugCcpFYxZEAMgV2cBffmZmtJu+JKDPUssy1nShPa2pfBpTjRxpD1pntn3MAwo7qK3xbYMyQHk6yWkKhXEdGiTO/XqrCR3FwHJpJxtzchQFekSAqhDSwVpNO7ma/Dw4UMaOXIkSSRCs/Dz9BBSreoSErDcv8UiztYnNtqHDMkBFHPamz4fakdCIUM1alSn3Nxcc30zZswgABZ9T/+8jR9hTwwDWrx48Svdg2fOnKGQkBAKCPAlHx9PatWqJW3atIlq165JDANq30JJ21a60YkdGpr3nROVCZSaz/FfLY3+un0zhptQ0el0r9SXgoKCIpMt7xOj0Ug5OTlv1bvUGiaTiUaOHMlZFtWT0/ZVbhQb7UPnDnhS2AAVSSQslSoVQGlpae+8L28Tk8lEZcqUIVvWnhqjs0WR+hFaEcuwNGrUqDdqy2AwUP/+/QkASVgpucOHPBFAtqw9N/nh50/3799/SyPj4Xk7/PDDDwSAHOBC1dGAmqALNUEXqoJ6ZMc4vBU7Mp7/DrxQ5eF5j/z6668v9bNMv8X5WQ4ePPh9d/e18fR0p8YfywgArZ5n3S/VmBJIjerJyctLQyaTqVg9ly5dIplMSuVLS+nM/qI+nMe2e5CXRkj2dizFnC4qzK4e96Ru7ZRmL1Z7e3sqV64cKRSyIiLay0tD4eHhVKVKlSLRyedR1+fCr9FHnKAp7S+i0N6caP51kavVMcVf8iUBy3mg4iUes8aUQGrWQE4ebkI6tUdDKluWpFKGBgbb0q+LXGlluAu1aaYghgH5eQmJYUB1a0gp7UZRoaxLCKDPBttx41WxtH+Du8W2gioX9WAFQP4+Itqy3JVyYv3pwEZ3YlnQp59+Wux66PV62rZtG7Vs2YJ8fb1ILpOQRMLQ1hWu1Km1osg5fH7uxGIRJSUlFaln165dBIB2rHGzek4MyQFUpbyYbG1YcnRUlxjJfBlarZa+/PJLcnJyKNK/GjWqm1+uwqdZjkI/70vFslKqWrXy3+7DfwmTyUTh4eHk4eFW5HyLxSIKCQmhx48fv+8u/i22bNlCAMgZ7sU8TmuhKSlYG7K1tX0rItJkMtGxY8eoa9eu5KB2IBsbG6pWrRotXbq0yKQPD8+HQHx8PAlYATnDg5qgS7FJnMboRGrGmRRyBWVlZb3v7vL8C3hVocpwZT8MgoKC6MKFC++7Gzw8b4xOp4Onpwf8PPNwbJt7sSyuRIRRXz3GwlVZuHz5MqpUqfKeevp6EBHOnj2LPn36IDHxPhRyFho3Ic7u97T4/d+5SwWo2yYB06dPx6RJxRO7dOjQHqejDuLaCY1Fu4sH8XpUahiHXp1ssGyuCwwGwtBxj7B6E/fNpFzOIKiSBJev66DNI/TuYoN+PW3h6iTEjRgdFq3OxonTeWBZFs0binEiqgAFOoBln48HcFSz+PIzNRzUAixYmYVzlwrAsoC7qxCn93rCw61ovwoLCd0Hp2DfES2+m+iASTOe4H60D7w9rftw/rTkKcZOSYejmoXKVoAjWzyKlT9xOg9teydDbyCkXPWD2r74t51EhCZdknD2YgEMRsKede5o0eiFvYs2zwT3iveRm0cY0MsGZUtJULGsGOVKifHDwqf4ZXM2snO5v/kSiRjBwb0xadIkBAQEFGtsNN1xAAAgAElEQVTrypUrqFq1KmZPdsTnQ7lvrR8m6LFzfy6eZnE2Ox5uQnQLTcHs2bMxduxY87EGgwE+Pl7wdHuKExEaiETFrWUOPMsI/WmoHeavyMT69evf2HZEp9Ph4sWL0Gq18PDwQLly5QAAtWvXRErSH4g+UNz7EwA27shBn+GpWLZsGQYN4r8LfFUMBgOOHTuGpKQkKBQKNG7cGE5OTu+7W2/Ezz//jFGjRoEFCzW5QgIptEw2ntJj2NnZY//+fahTp8777iYPzz/KN998g2nTvsNHaAkZY9lSLIsycB6/YcGCBQgLC/uHe8jzb4NhmItEFPSycnwyJR6ed4BEIsHixUsRfbkAjbsk4+BvWphMnED444YOfcJSsXBVFkaNGvWvEanx8fGoU6cW6tati5Tkh3BxEkKrNeHarUK0D0lG7MMXyRRMJsKew7loHZwEb29PDBkypFh9iYmJ2Lt3Hwb1Vlr1ZPT1EqFXJxtsiMhBdo4RIyelYfUmLsHPjEkOSP7DDxXLSZCXT9i+yg1r5ruiYV05ygSK0aWtDY5uc8fY4fYwmUy4ck2PAh3nuTr4ExXC+tuhTIAIj5+Y8PnkdKyPyEH7Fgp4eQhhMgHJqQYENY/HnEVP8TBBj9Q0AzbuyEG9dgnYc0iLed85wdmJE5N6Q8kTfoXPEs+kZ5jwywIXi6K2YV05pk1wgMEARF/Kt1gPwzAYMdAOukKCl4cQQ8amFUkatWZTNnLzCLa2tli9KQe/ncrH9ds6VGsWj6Vrs9C2uRKblrli20o39O0uxZbNv6BmzSBYmiD86aefIBIC/Xu+sOrw8RThsyH2mDLeASND7dCptQJlS4mwaNHCIscKhULMmDETZy8UoFtoCh4mvEjUZDAQNkRko+eQFJQvLcbUCWoIBAxu3LhR4jl8FSQSCerWrYtmzZqZRSoAhIfPR1o6g4adU7DncK75nKU/MWL6Txno9+kj1K1bByEhIW/ch/8SQqEQLVq0wIABA9CjR483FqlEhFOnTiE4OBi+vl7w8vJAy5YtEBER8VIbo7fFyJEjcePGDQwfMRxSDYtc1RO4lnbErFmzcPfuHV6k8vwniYyMhApqqyIVAGxhD4XABpGRkf9gz3j+3+Ejqjw875Dt27dj+PChSEtLh41SCImERfqTQkilEowbNx7ffvstWPbDny9KS0tDrVo1kPEkGTO+tMcnXW2hVLDQ5pkw4os0rNuaAyKgXi0pHNUCXLmuw8MEA1xcnBAVdcaizcLRo0fRrFkz/LbdAw3qFs/W+pxte3PQY1AqOrVWYNcBLUwEc5QvO8cIz6oP0KWtEqvCXS0ebzQS7ANjoc0n/DjFEWED7Mw2OkSEXQe16DM8FbpCgskENKgrQ4uGcsQl6rF2czYK/uIU4+ctxLSJjujZ0QY3Y3So2DAeM79ywLgwtdUx1G4VjxsxhSjtL8aFI15Wyz3NNMKt4n3oDUC39kos+cEZdqqikdXYh4UoVScOIwaosGBVFiJWu6F9CwV2H9Ki15BUFOoJREDdunVx794dpKenw0bJ4rftGlSpUNT/8kG8Hk27pkBnsENs7APIZDLzvooVKyIj/RYSLvtZ7S8A9Bicgv1H9dDmFRTbp1TKkZ+XDwLwcS0ZVCoWl67qkJRiQNUKEuz6xR0uTgLIvGMxadKXmDZtWoltvQmRkZEIDu6JpKQUOKhFsFcJEJ9UiMJCE9q3b4dffln32tl3ed4eBoMBoaGhWLt2LVS2QrRsLIVYxODEaR0SkgpRp04t7NmzDw4ODu+7qzw8/znq1KmDO2fvoxpTv8Ry0exRNG7XEDt27PiHesbzb+VVI6ol52Hn4eF5I7p06YJ27dohIiICp0+fhsFgQJkyZdCnTx+o1daFzYfGjBkzkJSUiJO7PVCjitT8u0LOYvU8V/TubIPWvZNx9mIBTCZuSe1HH32EY8eOQSKRWKzzuUA3lGzJCP2zYNzOA1o4OQhQqCcM68sJit9O5SNXS+jXw7rAeJigR14BYexwe4waXNQuiGEYdGylxOIfnNHv00eoXU2CtMdGLF6ThSdPjSjQAQIWMBE3JgCITzRg7+Fc1KwqRbnSEtSrJcW85Zn4pJstXJ2L/0ndeSAX56/o4OwoQKC/9eXBAGBvJ4CLsxB2tix2HsjFvft6HN+hKeLD+9zD8uPaMixfn40fFjzFtLkZuHxdB1slA7mMQbsWSvyy5TR69uyJTZs24adpTsVEKsBFrJf/6Ihm3ZKwZcsW9O3bt8j+p5km5Oebii1d/zNJKQYYTZZ9Vhs0aIgL0UcxIFiJ46fyEZegR7VKEiz43gltmiogEDCI2JcLk4lQs2bNEs/Nm1K/fn08eBCH3bt3Y//+/cjLy0MnT0/07dsX5cuXf6dt87yc0aNHY+3atfjyMzUmjLSHQv7s74OBsCEiB0PHn0eHDu2we/derF+/HpcvXwYAVK1aFZ988gns7OzeZ/d5eP6vCQwMxKXoSzCaDBAwlqWDjgqQa8pGYGDgP9w7nv9n+IgqDw9PieTl5cHd3RWtGhPWL3KzWm7g6Ef4dVs2WjeRIy7BhD9uFmDChAmYOXOmxfJPnjyBh4c7BgbL8PMMZ6v19hiUgoj9uTCZAKEAaNdCgW0r3QEA67Zmo9+nj3A7yhuBfmKLx38z6wlm/pyBB+d9i31v+hy9nuBV7QHSM4xo00wBpZzF72fykJpmBMMAndso0aGlEkIhcOREHn7dngMyEapVkuLaLR3y8wnenkLM+dYJbZspIBQyyHhqxIr1WZg8+wkql5OgUE9QyFmc3O1pdax5eSa4VLiP0N4qNG0gR4eQZHz5mRpTxr+IIg0Z+wjrt+cg4bIvfIIeIFdLKB0ggljE4NqtQiyb64wBvWzR79NHWL89F7Y2AiT/4W3VQ5SIUO7jBPgGNMTBgwfNvwcHB2Pjxo1YNc8FfbvbWjz21p1CVGgQBzc3VyQnpxTbv3fvXrRr1w4/TnEsNknwfLz1OyThSbYj7t9/WMSDlOe/Q1JSEry9vRHaW4lFsyz/LVixPhNDxj6GRCKCTqeHuyv3vCenFkIul2Hq1Gn4/PPPwTDFv4fm4fm3kZycjBUrVuDs2bMwGAwoX748Bg0aVOSThn+SkydPon79+iiFyvBiLAvRe3QNDxGD27dvmz21eXiswX+jysPD81a4ffs2srJy0Lm1ssRyndsoYTAAY4erceGIBkNCVJg1axb2799vsbyDgwO6d++BX7ZoEXPPsln4+SsF2HkgFx1aKrBvvTvsVCyMf4rAujpzwuZGTCFMJsKug7lo2TMJSt97kHjeRcUGcdh/TAsPV4FVkQoAIhGD2tWlKBsoxs417li30AUuTkIo5Ayi9npi01I39Opkg27tuKRO13/3houTEJev69CmmQJqexZxiQZ0GZAC5/L3EVj7ITwq38cX058A4ITwjduFOH2+ALfuWDdG37gzB3n5hM5tlGjTVIFWTeRYsT4L+mffuB6NzMPaLdno1dkG8UkG5GoJAhaIuafH7XuFmPedEwYGq8AwDL4arQYRwd1VYFWkAlxU2c9bgPT0tCK/jx8/HiwLTJyWjjuxxfuclW3EwNGpYBggNNRyAqLWrVujXbu2GPNtOiZNT0fKI+47QyJC5Jl8NOuejCs3dJg/fwEvUv/DrFmzBiaTEWOGWY+KPkrjHvwWDcW4cNgTCZe9kXDZG+cPeaLpxyzGjh2LWbNm/VNd5uF5JxARZsyYAS9PL0yePBlRh84i+uhF/DzvZ5QvXx79+vWDTqd7eUVvmXr16qFp06a4x1xDEj2AiV6sojGREXEUg4eIQZ8+fXiRyvNW4SOqPDw8JRIdHY1atWph+ypXBPiKkV9A0LgJ4eZSVPgdjcxDix5JOB6hQf06MhgMBL+a8ahQqSEOHjxkse6HDx+iVq0aYCgLsyer0bWtEhIJ9+3rhogcTJiWDnsVi6i9Grg6i9B/VCoi9uUi8YofbJQsDAaCb40HKB3AfXMYsU8LjbsQnVsrIZMyiDybjzMXCiASAtd+56KuF64UYOWGLMTG6SERM2hYV45+PWzRfXAKtFoTzh7wwu+n89C4SxKWzXXGwGDLy4qPncxD8+5JWDXPBbsP5mLfES3sVCwK9YRm9RXw9BCiTKAYp87lY98RLbJzTBAKGVQsK8bBTR7Fvj29GaNDo86J0LiLcOGwJxiGwYaIbHwS9gjrFrkg6hzX79L+YhyP8MCor9KxbW8OCguBnh2VmDvFqdjSY3Xp+wCA1Gu+EIsZEBFOny/Ams3ZiE80QCZj0Ky+DAtX5cDLrz4OHz5c5PjatWviwoXzUMhYDOxtiy5tlZCIGRw7mYdFq7OQkGyARCJBQkIiHB0dLZ6n/Px8DBkyBOvWrYNQyCDAV4KcXBOSUgphb6/CsmUr0LVrV+s3IM//PX379sWJ3zbjwXnL328npxrgE/QAndsosWGxK1i2aNTUZCL0GpqKnQfyER+fADc36ys/bt68iXHjxuHy5cswGo3w9vbGN998gzZt2vDRWJ73zg8//IAJEybABRr4owLkDDdBXEg6xOEO4hCDXr16Yf369f/4/ZqVlYX27dsjMjISMoEC9kYnEAgZbBp0pny0b98emzdvhlQqfXllPP95XjWi+t69U/+88T6qPDwfHomJicSyLNko2SL+ma2ayOnEDo3Zi3JcmD0JBKCkP3zNv33xKWdgn5OTY7X+mzdvUtmypQkAqWyFFOgnJrmM4fwMHQVkb8e1a2vDUuumcgJAX36mNrcxe7KjuV+zvnYkXUJAEY/MEzs0ZKdiyc2FpVaNuePlMoZqV5dS+dJiAkBSCUMMAxo/wp6MKYE0JERFNkqWcmL9KfOuP0Xt1dDJ3RpKveZbxHsz0E9EzRvKqVY1qdljdNncop6qO9dwXpOTx6ppxxo3EolAHm5CmjbBgaL2aui37R4UNkBFchlDtjYs3Tr1wjN21y8vfColEob69bSlhxd8aMwwzk91wkh7kkkZGj3EzqI/qIebiADQ+sWulHbDjxrWlZnPZe3qUirlz+1nWdCQIUOKXZvk5GTy9vYihuHKPO8LABKJQGKxmA4fPvxK99GdO3do4sSJ1K1bN+rduzetWLGCtFrt374vef5/GDhwIDk5isiQHGDxPv52nJoA0J0z3hb3G1MC6XaUNwGgqVOnWmzDYDBQu3btzPexj5eQgipLSCnn/tb4+flQWlpakWN0Oh1ptVqLHtA8PG+bjIwMkkgk5AR3i16lTZmu5IuyBIDOnj37Xvqo1+tp586d1Lx5c3J1cSU3Vzfq2LEjHTp0iIxG43vpE8+/E7yij+o7F58AWgKIAXAPwMSSyvJClYfnwyI3N5c++qgOAaAmH8to9TwX2vWLG301Wk2uzgISCEBrf3ah5Ku+5GDPUsdWiiIvjwtnOhEASkpKKrEdo9FIhw8fpsGDB5NarSah8LkQAvXoqKSvP1dTv562pJAzZkH4aagdxV30oYTLPsSyoKF9VVZfYvescyOGAQkEoO+/dKCMGD/zviu/eVHTBpyAm/OtIxlTAqlzGyUF+IpoaF8VKRWMWZwJhaDuHZT0x3EvMqYEUqsmcipXSlxEwMVG+5jr1icFkKOaJZZ5IeAjd2moSX1ZkWPEYoYc1SxVKCMu0u+JIzmh76hmqFdnJfXoqDRPGAwJUZE+KYBUtiyNHFhcqN6I5F7cnZ0dycVJRBXKiEkiYWjed06UHetvLnf2gCfVqiYllmVp3759xa5Neno6ff7556RS2Zj7KxCw1K1bN7p8+fK7uvV4/kOsWbOGANDRbR4Wn98WjeRUtYLE6vP9fKtcXkqtWrWy2Ea7du2IAah6ZQmd3K0xi+LsWH+aP92JxGKQRuNOmZmZtGbNGqpZM8h8v2s07jRlypRiQpaH520SHh5OAKgWmloUqU2ZrtQQHUjEiqhv377vu7s8PG/EqwrVd7r0l2EYAYA7AJoBSARwHkAvIrppqTy/9JeH590SFRWFhQsX4siRQygoKIC3tzcGDAhF//79YW9fPNlNaGgoVq9ehfWLXdC9vU2RfblaEzr1S0bkmXz4eImQlGLAqT2eRbLLfv7NYyxcnYPs7Jwi1icl4ezsjCfpj1G3hhRbVrjBxenFclbuu8hH2LFfC4DLyKtWs3icbsKtU94o5W85odKO/TnoOjAVS2Y7Y1Cf4kt5CwsJjbsk4kG8Hg8v+KLPiFTs3J8LgYBBz47/Y++8w6Oqtj78nqnpvZGeELp0EOm9i1JFpImAIAoqxQKKICgKiuVDQKUbqnSQXiIdpCO9pScEkpBeZ9b3x5BgTCbXqwmod97nOQ9k9p691zlnnzP7t8tadnTvbIdOq7DnQCaLV6WSny9sCfVm9Lt3iY7NJztHqBik4fK1PM7s9eeJqqZrULAc2sVJxd3LRUP03AzP5erNPDRqqFfTirem3WXvwSwiTgUBcD/FQNWmEfj7aMjLFy5ezcXNRU37lja88qIjT9W35uTZbBp1jmLOJ+68Mvjh/j4RYcCr8fy4OZN9+/bTtWsX0tMzWPO9F72eLnofATIyjTTuEkM+fly+fLXEJWVZWVlcvnyZvLw8goOD/3LMTAsWCsjKysLX15vKQTns+dG7mJfpDs9Fk5Zu5Og286GdABp3icbJvTk7dxbdanDhwgXq1KlFxUAtv+z0L+JFu4BNO9LpOSSOSpUqcf36dapWsqJPNxusrRTCjmSzKywDb28vdu/e+9gc2pQFBoOBnTt3cuXKFTQaDU2bNqV+/fqP2ywLwIsvvsiPoWtpYuxcar6zcpgKT7hx/sL5R2SZBQtlz98lPM2TwA0RufXAqFXAs0CJQtWCBQvlg4gwfvx4Zs+ejaODhu6drXF21HHiTATjxo3j889nsWPHLmrWrFn4nbt37/LDD8sYMcihmEgFsLNVsWKeF/71bhMZncfW5T5FRGpGppFlP6bTs2evQpF67tw55s6dy5YtG0lPz8DbuwKDBg1h2LBheHh4kJmZSXJyMg72Kjb/4I2jQ9F9nI4OalbMq0Ct1hHcuJ2HWgN37xlxdFCZFakA85em4uut4aV+JXuv1ekUJr7hQrcBsWzakc6Z8znY2hSPPdqpjS1jRzrTrnc03QfFkZJmRFFgxXwv7GxVdBsQy8dfJrFivmmP3JZd6Wg0kJZhJC3dWKSDXDFQR8XAhzbHxhtweJAeHZtH35fjSUw2sH5xBSp4aghpFM5HE10Z8rxj4T2d+U0yWi20avwwDu3N8FymzEpi1YZ0GjduTIsWLQgMDEDybtKzqx2nz2dz7lIOiqLQoLaeJ6rqsbVRMX6UI0Nev05YWBitW7cudo2sra2pV6+e2WtswcKfxdramnnzvuX555+ndc9YJo93plNrG1QqhV/OZhMelUdkTD73Eg24uZbsdOvuvXzOXsxh1KjiInLq1KkYjTB+lHOJIhXgmY621Kqu49cr1/n2Mw+GvuBQOGDz9mg4cyGbbgPv0LlzRy5duoKtrW3ZXYBHxLJly5g0cRLRMdFFPm/YoCHfzP2Ghg0blnmdSUlJLFmypIj32mHDhhEQEFDmdVmwYOHfR3l7/fUBon7zd/SDzyxYsPAImTVrFrNnz+bVlxyJOhPAoi+9+HyqOwc3+3B0mx+KJNGxY3sSExMLv7Np0yZyc/MYMch8jFJ3Nw29nrbH1lZF2+YPxVJWlpF+I+O5n2LgjTfeKLShTp06LFu2gBaNMhnSV4u3WyyTJk2iatXK7N69m5Ytm2PIz2dof4diIrUAnU5h9FAnRMDWxtSRTEszMuT1eI6fzqakVSJnf82hcxsb1Grzzic6trJBrYbNO9K5GZ7HrA/cSow96u2lYdFXnqSkGVGpYO1CL557xp6OrWywt1XYtCOd6Ng8Ll7NYce+DAwGUyzY0LWpZuuOiMpjz4FM7GwVug+OJbhh+INzgSvXc4mKMXnLdXpwTZKSDbz27l3WbU0nLw9qt4mgfrsIarQIp3LjCFasTwOge/fuGI1GLl26Qq3qWhp3iaJhxyiGvZnA0DfuULt1JE4hN6jZMoJjp7IACuNTWnh0xMbGMnXqVKpWrYybmwuVKgXzzjvvEB4e/rhNK3eMRiM7d+7k5MmTdOrUiau31HQbEItjpdu4VLnNU52jiL2jJi8Pvvwu2Ww5X3x7n9xcI8OHF/dAfeqUaaVWtw7mxWVBTGWjEV7s61BsVUHdmlb88I07kZHRrFix4k+e7ePjyy+/ZPDgwaTHZlGLxrTkGZrTlcrU4dfTl2jRvAVHjhwp0zq//vprvL29GTduHNvX72TP5v18NP0jgoKCeO2118jPzy/T+v7p1K1bl0xDBmly32yefMkjRXWPevUtg4YW/jcob6FaUq+wSC9SUZSXFUU5qSjKybt375azORYs/O+RlZXFp5/OoEs7W76a7o6tTdHH/sm6VmxY7Elc3B0WLFhQ+Pm9e/cAqBigLbX8kCAtyfeNfPltEqs3pfH+J/eo2CiSbXsymTt3Lo0bN2b58uW89dZb9HnGjugzgayYV4EvprmzZ60P58P8cXfJoWvXLpw+fRoBGtY17zVQRDhzweSePzVNaNLQilZNrVm3NZ0mXaPo9VIcGZnGYt/5o1y6noedrUK/7sVnkQtoVM+KGlV0BAdo6d7ZlE+tVtBbqcjOgQYdI2nYIYrYeAPD+tsTHKBh8qeJXLxaPKxARqaRF1+/A8CFyzmcu5jDuFHObF5mCsfz6rsJzPg6EbUaVmxIpfuLsfjWvc38pSmMHenE1lAvqlfWceFKLleu5wGgenCL7e3tiYuLQ0RYsymdxGQjX3/kzrWjAVw9EsBnH7jhYK/i6s1cFiw3CemtW7f+V9fLwl9j+/btVK4cwtSpU/DzjKHP00YqByYwa9ZMqlSpzKpVqx63ieXGwYMHqVKlEp06deKrrz7n8KHdpKamo9GoqVq1NgMGjmDevHnExycwYMAAZnydzLTZiaRnPHy+09KNTJudyKdzkhk0aFCJy3KNRlN7/k9OUgvSzTX/Vk2sqVnNiiVLFv2p831c3Lhxg7Fjx+KBD/WkJR6KD1pFh16xxl8JoYGxNep8Lf1f6I/ht/G//gJz5szh9ddfxz7HhUa04yljBxoZ29GUzvhIMN988w2vvPJKmdT1b2HQoEFY6a24xSWz7+AIrpFnzLNcOwv/M5S3UI0Gfhvd3heI/W0GEflORBqISAPLnicLFsqeTZs2kZR0nzdHOJl1Z1+/thWtmtiwYMF3hZ8V7FkNj8ortfzwqDy0GhXjpiTywsh4Znx9n4aNOrBv3z5GjhyJ0Whk6tQPaFDbmoWzPbl+O4+fj2RyO9JUbo0qepZ87UZ+fj6DnjOJvqRko9n6Pvk6mcWrUhnYx55bJwI5uNmP3T/6En02iI/edWXLrgxeeCW+8IfeaBT0OoWf9mRgMJgXYDvDMjEY4NzFHNxd1djYlB57tGKglojoPOITTLMCV2/kci/R1MlLTDJSJUTLjeOBzJ/lxfaVPuh0Ck26RvHGe3c5fCKLMxey+fLbZGq3juDQ8SyWzfEk/XYlbp8MYsYkN7q0s2XeTA9yc2FXWBZGIxw9kc1PuzPIyREmj3OhTTNreg+N58btXJ7paMusD1yZPdWNWtVNM8GvvjoKf38/FEWo84Sek7v8ePUlJyoG6ggJ0vHmSGdO7wmgaogOJ0cVLz5vz/79+/nwww9LvecWyoazZ8/Ss2cPKgfD5UMB7FztwzefeLDlB29unQjgqXpaBgwYQFhY2OM2tcw5fPgw7du3QzHGEDrXi/vXgki+FsT5MH8G9Lbl9OnTpKSkMGLECBwcHFiwYAF9+/ZlyqwkfOtE0P3FWLq/GItf3QimzEqib9++fPfddyXWVatWLQB+2pNRqk2bd2ZQo4oOrbbk96SiKNR5Qkt0dFSJ6X9X5s+fj4JCFeqgUoq/1/SKFcGG6oRHhBfb3/tnSElJ4e233sYNL2rTBHvl4f55K8WGqkpdAqjCggULLCs4foOzszNTP5zKXWL5leNkSnphWq7kcEMucJvL9OvXjyeffPIxWmrBwqOjvIXqL0AlRVGCFEXRAc8Dm8u5TgsWLPyGW7dMsTSbNCg9tlnjBnpu344oFHjPPvssGo26cKatJJLvG1i7NZPBL75EREQEFy9eJCEhgS1bttKqVSsADh06xPXrN6ngqaJio3Aad4miTa8YQhqF07ZXNLvCMjh5NgcRmDDKmYqBWlasK7nO5PsGpn+ZRM+udiz+yhNf74ezvQ72at4Z48In77mxdVcGe37OZMe+DDo8F0PsHQOx8QYWrSy53Nxc4eMvk1CpwEoPd+4ZyMw0L5ZFhFuReeTlwYLQFABmzzftF23a0AoENizxLnQEFRKk4+hPfnTrYMf8Zfdp8Ww0DTpEMW7KPTzdNWxb4c0LPYvvn+3eyQ53VzUebuoHy4wroFIpuLq48OHnSXQbGIeiUsjKhg3bMpgwNZEtuzKY9o4r38/2QAQqeKgwGmHupx4lLqd2c1Uz+0N3EpOMtG5qQ9/udsyY8XGRZeAWyodPPvkEK72B7Su8qBRcdI+1n4+WzT9UwNtLzfTp0x6TheWDiPDyy8Pw8VI4tNmHfj3s0etN3ZEaVfQs/MKTyeNcCA0NZffu3QDo9XpWrlzJkSNH6N6jH+GxAYTHBtC9Rz+OHDnCypUr0euLL9UH+OCDD1Cp4LNvkovMxv6WbXszOHMhh6EvlLyPvYB7SQZsbGxKzfN3Y/u27TiLB3rFvEM7d3zQqLRlIlRDQ0PJzMokmBpmB0cDqYJGpWXevHl/ub5/ExMmTGD69OncU8VxhB2cUPbyC/s5rGwjnKsMGjSIxYsXW2L+WvifoVyFqojkA68BO4HLwBoRuViedVqwYKEoBZ231HTzwqsgXa/XFf4Aenl58fzz/fhmcUqJMxFZWUYGvnaHnBzhtddew9/fn+rVq+Pm5lYk36+//opKga27M2jcwIrV33ux+0cfZoQuTIYAACAASURBVExyJTwqjy4vxLJzv6n8yhV1vDLYkUMnslm2prio/OHHVLKzhffedDH7Q/3KYEcc7FV06hdL1/6xHD2ZzZfT3KhRRceotxOYOSeJlNSHy9suXM7hmUExHD2ZTfXKOjYt9SEzU1i5Mc3stTp+OptfL+dSJUTLsh/T+GBmIguWpzK8vyPh0Xl0bW9LoF/RJdP+vlpC53oReTqIrz8yrR7x9lJzeKsf7VuWvHdOq1WoXFFL5Ypa7O1UzPwmGTEKiUlJKIppiWK1SjrmzHBn3aIKTH/HlVsReXQbEEtSspGXBzoQe8dA9co6GtQxP1DRppk1vt4aftqTwbtjXMjJyWXp0qVm81v46yQlJbFu3Vpe7GuHu1vJfg3t7VSMGGjP3r37Cgec/g0cOHCAS5euMPENR7POkd4Z7Yyba1EhoygKjRs3ZtmyZZw/f5Hz5y+ybNkyGjduXGrHvUGDBjRv3pIrN/Lo2DeGk2ezC9Oysox8H5pCn6FxqFQU2xrxW+Lu5LP75yy6dOn2J8768ZGZmYWW0rdwqBQVWkVLZmbmX67vl19+wUZti4NS3JN8AVpFh6PRlePHjv/l+v5NKIrCpEmTiIiMYMqUKTTp0Ign29XjtTGvcfHiRZYuXWp2QMaChX8j5e31FxHZBmwr73osWLBQMm3atAFg1YY0xgwvueOQmyus3ZJJ69bti3w+Z84cLl36le6Dz/FMR1sG9LbH2UnFybM5zF+axu3IHObPn0/t2rXN1r9q1SoUFaxbWIFnOto9tKuZDaOHOtF7WBzb9po6R1Ex+Ywa4si2vRm89MYdDp/IYuRgR6pU1BEVm8/CFam4u6mpXcP8D7WNjYq2za3ZezCL1DQj337mTvJ9QfdgwurdjxKZNjuJmtV1pKYZuXwtD+2DPtzCLzypX1uPl4eaCVPvUb+WVTGHSrHx+bz0+h1cnFW0bWbDt8tSmP5FEgD3kvK5c9ckDM3h4aZh5GBHxky6S1q6EaNRUKlK7mSLCLHx+TxRTc/A3g7MWXQfvQ46t7Bl6+4MPp7oyluvORd20rt3hnGvOPPi6/G8Pe0e82d5IJKKp3vJYqAAlUrBw1VNeoaRmtX0eHvp+PXXX0v9joW/RmRkJPn5Bpo1Kj1sU0H6zZs3CQ4OfhSmlTsHDhwAKNGbeAF6vYrunaxZvz2sTOrcuXMn7du35/ChgzTqHEWVilrcXNVcuJxLapoRb28vbGysmf5lDB1b2+DnU1TY5eUJr717F4MBRo4cWSY2PSoCgwI4GXUaMYpZQZ8tmWQbsvD3Lz0E0B/BaDRSsouSoigoD/Ja+D0+Pj588MEHj9sMCxYeO+W99NeChX80CQkJ3Lp1i7Q087Nrf3fq1q1L48ZPMfObVCLM7Df9+Ksk7tzN49VXXyvyuaOjI2FhB5gw4S0OntDSe2gcbXvF8Pa0e/gFPsn27dsZMWKE2brv3LnDsWNHeXWIUxGRWoC1tYrQb7yw0ps6Nd/9kMKG7Rnk5Zn2lS5amUqDDlHYV7xJ9eYRXLyaixjlPzr7MRhMToqaPmnF+CmJvPH+XdQqhX497NBqwNNdjZ2tipQUIzottHjKGn8fDQ3qWKEoCgN62ZOWbqTJ01EMeT2ezTvT2bEvg3Ef3KVmqwhi4vNZv8ibpBQDer3CvnU+PN/djq27M7G3UxF7p6g3y4xMI+FReYV7WGPjTelp6cKeA+ZnMMKOZHE7Mp8eXeyoXkWHCCz6wpNT57Np39KGt0cXn1nW6RQWf+mJl4eazTtMe5wuXs0lL8/8NcvINHIjPA9vTw0iQk5OPtu3b2PdunUWx0rlhO7ByIm5pagFFKQX5P8zZGZmsnDhQjp06EC9enVo27Yt8+bNe2zvtby8PBQFrK1KFzO2Nipyc3PLpE69Xs+BAwcI+/kAzZo1IyHJjl+v6vH1q8qyZcuIjo5l9eq13E/V8lSXWGbOSeJ2ZB537uazamMazZ+JYeP2dL744gsqVapUJjY9KoYMGUK6MZVE4s3mieIGKCaHPn+VWrVqkWlIJ13MbxsxSD6pqiTq1K3zl+uzYMHCvxgR+dsc9evXl78rBoNBEhIS5N69e2I0Gh+3ORbKEYPBIEuXLpWGDesLJi/VotGopU+fPnLs2LHHbd6f4vz58+LgYCfeXjqZM8Ndkq4GS35siBzf7ifP97ATQAYPHlxq287KypIjR47I3r175fr163+o3m+//VYAuRDmL4a4SmaPgX3sRaVC1GrT9Q4O0MrLAx3khZ72YmujiAIS6KeRKeNdBJDDW33NlpV8LVhsrBXx89aIs6NKggO0cmy7X2H6uFecRK1Gzuz1l8jTQeJbQSMatanOgjzn9vsLIE/VtxI7W6WwHWi1yPM97OR8mL/cuxwsep0iz3ayFUNcJQnb4CuANKpnJdZWiiRdDS68vlothWU8WVcv3TvbCiB6HRLkr5GoM0HFziPmXJBUCtaKk6NK0m9VlA8enPuGJRUEkHWLKpR6Td8d4yyK8rDeH77xNJt3zifuAsiBTb5yYJPpPFxdNALImDFjyuSdFxsbK1OnTpU6dWpJUJC/NGrUUL7++mu5f//+Xy77n0hubq5UqOApndva/sdnw87ORlJTU0ssp+C6tmvXTlq2bCnDhw+XEydOFKafOHFCPD1N97dKiF66tLORJ6paCSAuLk6yf//+R3TGD1m2bJkAErbB/HOcHxsidWtaS926tR+pbefOnZOWLVsUPjcFR3BwoISGhj5SW8qKrKwsCQ4KFr3KShrQStopvQuPtvSSqtQTBUUGDRpUJvXdvXtXdDqdeOInbelVpL6CI4QnBJBDhw6VSZ0WLFj4ZwGclD+gDR+7OP3t8XcUqgkJCTJ58mSpUMGzyA/WzJkzzXYcLPxzyc/Pl/79+wsg1SpZyYxJrrLwS09542UncXbSiFqtlmXLlj1uM/8U586dk1q1nihsxyqV6V+1WpEWLVrIvXv3yrzOTz75RABJu1mx1M745HEmEabTIqFzvSQvJqQwLTO8ovTvZRLTlYI0Ym2lSPuW1pITFVJiWZPeMJXV5xk70ekUuX4ssEh69Nkg8amgEQ83taxfXEFuHA8QeztFFIUieVs1sRZHB5Uc2uIrR37yk4ObfSX+gklQZkeGSO9uJpsc7BWJPhskMeeCHogBbaEg1WgQRweVvDbUUb6f7SEfT3QtTLexVgr/dXNVyXtvusix7X5yfLufTB7nIh5ualGpkGX/5ym50SHi562RqiFaWTHfSwA5/x/E/8IvH76zqlTUiqODSg5sKi4MdqzyFhtrRZo2tJLsyIrStrm1ONir5P71YHnjZScBZP78+X+pHaxZs0b0ep0A0qqJjbzQ017q17IWQNzcXOTo0aNl1OL+WUyePFkUBdka6l3iPTy0xVd0OpW88sorJX7/888/F41GLYDUr2UlzRtZi62N6e9u3Z6WM2fOiJOTgwT562XfOh/Jjw0pFIGHt/pKtUpWYmNjLWfPnn2k552RkSFOTg7Stb1toU2/P3at8RFA5s6d+0htK+DixYvy7bffypw5c2T37t1iMBgeix1lxfXr18XfzzQA56y4SzDVJYAqYquyF0A6dOggmZmZZVbfBx98IIB4EyjN6VooUFvxrFSkhigo8uyzz1oG/i1Y+B/FIlTLgOvXr4u/v68oCtK5ra18Oc1dPvvATZo3shFAatV6QhISEh63mRbKkGnTpgkg0952LdaBun+9orRtbiNqtVpOnjz5uE39r7l8+bJUqOApKhVSvbJOOrWxkRd62kmrpqb2XK1aFYmNjS3TOr/77jsB5Oy+0kVV/16mGdXvPvcwm6dHF9tCcQ1I5zY2cnrPw3IjTgXKmGEmYdW/p53Y2ynSr4d9iWVdOhggIUEmwejtpZa6NXWigAwf4FCY55edvqJRI7Y2iowd6SS/7PSTK4cDZPFXnlKvpl4AmTDKNGs5eZyLHPnJr8gMjKIgzZ+ykqSrwcVmij5617Uwz/ABDtKlnU2R2U9FMdX7RFWd5MeGyLhXTOc1eqijbFvhLWBe3BQcUyaYBHu7ltZy60SguDipBJDWzazlsw/cZOZkN2nWyDSzVqOKTn5a4S3tW5rawrefeRTa+lR9a6lUqeKf7qjv379f1Gq1NG1oI1ePBBSx8eg2P6kYqBcnJwe5ceNGmba9fwKpqalSp04t0elMAxWRp00DIXEXguSjd13F1kYtFSsGlfg788033wgg3TvbFbmuydeCZcYkV1GrFfH29hZbG7XcPBFYYhuJORckri5a6dGjxyM/908//VQAGTHIURKvBBd5Pn5a7i3OThoJCQmWtLS0R27bv5GbN2/KsmXLZNCgQeLn6/dgsFIlTZs0leXLl0teXl6Z1mc0GuWdd9558D5TiRNu4oKHaFSm926PHj3KVBhbsGDhn4VFqP5FcnNzpXLlEHF10crx3ywbLDh+Wu4tVlYqad265eM21UIZkZ2dLe7urtK1vfmleElXg8XeTiMDBw583Ob+V+Tk5EhwcKB4uGnlzN7ionHvOh+xtVFL06aNy3SEOyEhQXQ6rbz6kqPZa5pw0bSE1tpKJVkRJc+uFAhRlQoZ9Jy99O5mJxqNSdQF+ZtmGgtErJeHWjYtNS2PnT/LvPA9u880u1A5WCuNG1iJh5tpJmrsSCe5EOYvPhVMf7dual1YV8FRNUQroXO9xBBXSTq1sRE/b4289IJD4fJlB3tFrK0UuXsp2Gz93TrailaLdGhlJVtDvaVNM2uxsVZEpzXNwgLy2kuO0qKxVWG9A3rbScbtiuLqrJIeXcy309zoEPH1Ns0+R58NkpXfeolKhdSsWVP8/X2KzKq7OqvE98G52tooMm9m0Wu25GvTzOyfXfbevHkzCfDTyf3rJc+q3zwRKFZWKhkxYkSZtbuywmg0lvtMWlJSkvTo0V0U5cEM+4MZUUDat29b4uBRenq6ODraS7sWNpIbXfIzM3OyqyiKSQiWNqDx1mvOolKpJCYmplzP8/cYjUZ56623Cs+5zzN2MvQFB6le2dTeK1cOkVu3bj1Sm/6NnDx5Utq3b/+7QTRFOnToIKdOnSr3+q9fvy7jx4+Xpk2bylNPPSVDhw4tsjTdggUL/5v8UaFqcaZkho0bN3Lt2g2++8ytxLAOndrYMmOiC/v3/8wvv/zyGCy0UNbs2bOHu3cTeWWwo9k8jg5q+veyZc2a1WXm5ONRsGHDBm7dCue7z92oVb24x9xWTWz49H0XDh8+yrFjx8qsXnd3dwYMGMj8pams21rccUtGppF+r9whN09oWFePTmfeuYqvt5Ygfy25ecLq7yoQey4Idzc16VlOePs3Z+jQ4Xh7V+DOXQPPDo4DIDvbvCOgH35MRauFnzf5cmiLH7vX+GBjrTB7/n3qtI0k4Z7J8dGWH7wJPxnEym+9WPK1Jwc2+fLrgQD69TB5LG1Q24qo2HwWr0jliao6Lh0MICNTeKGnPS7O5r3tjnrRkbw82BWWzdMDYvn1Si6DnnPgtaFOVAw0eRyduySF8xdzAKhbU8eazelEx+Xz8kBHNmzLYOGKlGLlGo3C6+/dJTo2n+6dbOk9NJ5+I+Jp3Lgxhw8fJjw8iqSkJDZu3IjRCJWCdTR/yob/+9id6LNBvDywaPsv8GAcH2/eEYs5rly5wsGDh3h1iAP2diX/3AT6aXm+ux2hocvKJDTGX0VE2LJlC507d0Kv16FWqwkKCmD69OkkJCSUeX3Ozs6sX7+BGzduMGPGDEaOfJ1p06Zx6dIldu3aQ4UKFYp9Z82aNaSkpPHemy6o1SU/M80b2SAC7VuWHvOzQysbjEYjV69eLZPz+aMoisKYMWMYPnw4arU1G7ZlsOzHdJLTHJk+fTpnz54nKCjokdr0b+Pnn3+mWdNmHNx3mGCq8yRteZK2BEk1Duw5SPNmzTl8+HC52hASEsKsWbM4dOgQR48eZcGCBTRs2LBc67RgwcK/h3IPT/NP5YcffsDfV0e3DiXHNwR48XkHJn2SzLJlyywv3n8BBR3x0kKLFKTn5KRw//59PDw8HoVpf5nQ0FAC/HR0bWe+PQ/s48A705MJDQ2lcePGZVb3V199xeXLF3lu+HE6tEpjQG87nJ3UnDybzfeh6cQn5BMYGIRaVboQEhEyMo3otKaOuauLhqfqWxER58XevXsBWLJkCS+9NITqlbVExuSzelMao4c5lVjejdt5VArS4eGmISnZQNcBsdjbqRj0nC3zl6bSv5c9y9akkXTfiE8FjdlQGkn3DSgKPFXfip2rfcjJEQwGqFGl9HZUo8rDAYMP33JlwqvORYR62JFMeg+NIyPDSP3aOtZ8702D9pG06RXN97M9+eVsNi+PS2D9T+kM6eeAt6eGS9dymbs4hXMPxO3KjelUrhzCl1++xogRI7CyMg26OTs7U79+fQD6dLPjjRHm4x0WeDB2cHAo9XxKokD8tGpSegiW1k2tWbIqlZiYmMfqUTU/P58hQ4YQGhqKt5eOUS/a4WCv4sjJRN5//33mzPmanTt3lxqO6c8SHBzMO++884fynj17FjtbNc0amY+Nq3/gSTvfULrX5vx8U7pK9WjHrXfv3k3Pnt3JyMikfUtbqlVyJCY+n8077zJ58mRcXFx45ZVXHqlN/yYyMzPp2bMn2jw9dY3N0SkP24oDzvgYgziTc5CePXoSGRVpic1pwYKFvyWWGVUzxMZGU72yxuxoNYCDvZoAHy1xcXGP0DIL5UVBR/z3oUV+T0FoETu74uFW/q7Ex8dSNURjNl4ngJ2tigDfsm/PdnZ27Nmzj6lTp/LrNXsGvXaHbgNimfpZErXqtGbv3r307t2bA8eyiYkzf+1/PppFfIKBlk0ezhBFxxhwcnoosgYNGkTVqtW4cj2P0UOdOHoymw3b0kssLydXCkN/LFqZSnRsPhuXehMelU+Ar4bxo0zlhq41H2IhJ8fIyg1pVArWsmu1D2oVbHoQEiYuwVDqdSloZ62aWDPpTZdis8mtmtiwfK4XuXmm/4+fcpfkFCNxdwx06RdLRHQeVUO07D+URd/h8TR/JpoR4xPIJ5jvv/+eiIgI4uPjuXLlGq+//nqhSC3Ax8eHevXqsGhlumkfiBkWr0zFzc2FJk2alHo+JaHRmMZCs0qZ2f5tekH+x8V7771HaGgoUye4cOuEP7M/dGfKBFd2rfbm9B5/tOoUOnXqQFJS0mO101wszN9SKUiLXgcbt5fc/gvYsC0DvV5HzZo1y8q8/8ilS5fo3v0Zgv2NXDkcwPaV3sz+0J3V31Ug8lQAndpYMWrUKIYPH05qqvnnz4J5Vq9eTVJSEpWMtYuI1AL0ijWVjLVJuJvA2rVrH4OFFixYsPCfsQhVM9jbO5Jwt/T4dgaDcC/Z8I8SLBbM065dO6ytrVi80nzHKD9fWPZjBh07dsDGpvQldX8n7O0diU8ovT3n5wsJifl/aubsP2FjY8PkyZMJD4/k7NmzHD16lOjoaLZv30GrVq0YOXIkRiNM+PAeRmNxUZOZaWTiR4m4OKvo+4zpeTt9Ppszv2bTq1fvwnwJCQkkJiaCAuu3pVGlooY+w+JwqXwT92o3adA+ktnzkvnq+2QOHM0iMiafX85ms2B5Ci0bW/NkXStuR+TRsK4VNaroadvcms/mJXPlevFl3iLCpBmJJN838n8fe7B5VwYB9cMZNjYBjQaWrk4tNXbpklWpKApMe9vFbJ4OrWyoWknLvCUpbN2dwcTXnbl0wJ/vZ3vg5a7hfqqRvHzB3t6e77//njNnznDhwkWGDRuGv78/np6eZkWNoiiMHv06F69m029EPJ37xVClSTi1WkXwxnt3uXI9l+XrUtm0I4OXXx75p2ZcGjZsiFarYd3W0sXS2i0Z+Pp64+/v/1/XUVbcv3+f//u/r3ihpz3vjXVFqy163WrX0LNuoSfx8QksWrToMVlpon79+qRnGNh/OMtsHpUKFJWKtVsyOH0+u8Q8V67nErouneef74eLi/l2WNbMmjULhTy2r6xASFDRlQfubhrWLqhA5WAtixYuoH79uoSHhz8y2/4tbNy4EVuVPc64m83jggc2ajs2btz4CC0rW6Kjo5k1axbjxo1jypQpnDlz5nGbZMGChTLEIlTN8PTTT3P6QjbnL+WYzbNtbwZ37+XRrVu3R2iZhfLC2dmZgQMHsXRNGlt3F+9YG43CuCl3iY3PZfToMY/Bwj/Ps88+y7mL2WY7rAA/7TG152effbbc7NBqtdSuXZunnnoKHx+fws+Dg4OZPn06qzem0eWFWMKOZCIi5OcLG7al0+LZaE6cyWb+TA+srVUkJhkYPu4eDg52DBo0iKioKJYvX06NGtVJTk6gRxcbboXnc/VmPlZ6hc7tbOjb3R5FZRLD46fcQxB0Whg/JYEbt/No1si0PNXKSiE1zSTq5830QKNWaP5sFB9/mUR4ZC6bd6TR4tko7IJu8tX399Go4eMvE+n/SrxpZnWNDxuXViDhnoE3J98tUXjv3J/BgtAU1Cpo8qT5AQ9FUWjS0JqcXGHdIm+mveNGpYp6XurnSNhGP2LOBXNwsy85ORmcOnWKOnXq/KHZtgLatWuHq4sTP25J5/K1XOrX1hPgp+HbZfep0SKCQa/doWXLFrz//vtFvpeSksLx48c5duwYycnJZsv38PCgd+8+LFqZxuVrJe/p3hWWwZ4DJjGsVpvf01ve/Pjjj2RmZvPGyyUvFQdoUMeKZk/asHjxwkdoWXH69OmDi4sT02cnmx0MmbskhexsI26ubrR/Lo6FK1LIzDS165wcI8vXpdK6Zyy2ts5MmTLlkdmenp7OqlUr6d/LFi+PkmfQ9XoVY4Y7YRSIj4+gS5dO/yifAH8HUlNT0Rr1pb4PFEVBa9STklJ8r/vfnfT0dAYOHEhgQCBvvfUWX3/5f0yd+iH16tWjWdNm3Lp163GbaMGChbLgj3hcelTH38nrb2JiotjYWMtT9a0l+Vpxz50x54IkJEgvvr7ekpub+7jNtVBGpKSkSL16dUStVmRAb3vZ/aOPnNvvLz984ylNGpriPo4dO/Zxm/lfk5ycLPb2tlK/lnWRUBAFR+TpIAny14u/v2+ZhykoCaPRKD///LN88sknMn36dFm3bp3k5OTI119/Lc7OjqaYqjqVqNUmL5UOdiqZ9o6rHPnJT6ZMcJEKnjrR63Uyb9486dbtaVGpVEVCu1SvbIrZ+dILDsXCwxzc7CteHmrx9lJL2+bWhd5vXx/uJIa4SvLmCCfRaJCYc6ZQIdeOBki7FjZFvGY6O6lk6AsOMmaYk9SpoS+Mh3rxwEOPymNHmkLKNG5gJaFzveRCmL/sW+cjg/vai1ptqlOjRjLDS48x2+tpO7G1UUrNM7ivvdjaWktKSsofvgeZmZnyxBPVxc5WLau+8yriPTb+QpAMes4UX3HmzJmF3wkPD5dhw4aJtfVDT8QqlUqqVasmc+bMKbHt3L59Wzw93cXNVSvzZnpIyo2KhXV89K6r6PUqqVXrif/K9vLgvffeE0XBbFzPguONl53E1tb6sdoqIrJo0SJT/MtWtkU8ecdfCJJJb7iIoiDPPNNNbt26JfXq1RFA7O00UiVELw72Js/CVapUksuXLz9Su69duyaALPnas9TrfHqPySv3hFdNz9HKlSsfqZ3/dPr27StWKmtpQ8/CGKa/P9rQQ/Rqq3+cF/usrCxp1rSZKCgSQGVpSmdpp/SWljwjlaktOpVePD08JSIi4nGbasGCBTNgCU/z11m3bp2o1WqpGKiXr6a7y5XDAfLrzwEy/R1X8fLQio2NtRw+fPhxm2mhjElJSZHRo0eLvb1tEXESHBwo8+fP/8cGKN+yZYtotRrx99XJzMlucm6/v5za7S+Tx7mIu5tW7O1t5fjx4+VuR1hYmNSoUa3ItQXEy8tDvv/+e8nMzJSlS5fKW2+9JSNHjpRmzZqJWq0qkrdjxw6yYMECsbOzETdXrUx83VmO/OQnR7f5yeRxLuLqohKNBtm3zqfETvCJHX4PxKVKateuLYA4OiiyfrGXLJjtURiqxdVZJY3qWcl3n3vI4AfCbdIbLpJx+6G4zI8Nkd0/+oizk0pCgrSSdrNi4edzP/WQ4ABtEdttbRR5oae9dG1nEr8/fGO+w37vcrDo9Yq0aGxdaqe+ILbqvn37/vB9WLhwoQCycWmFEsvMiwmRjq1txNnZUTIzM+XixYvi4eEmVlYqqVlNJ1rNQ9FubWUKreLh4Sbbtm0rVte1a9cKxZJerxIvD51oNKbvdO7cSe7du1eWTexP8dFHHwlQ4kDO7wcF3NxcHre5IiIyf/58sbIyDZRUrWQl9WpZi05nelaef75vYZzKvLw8eemllwrzFhw6nVZefPFFSUpKemQ2R0RECCD/97F7qdc5bIOvALJpaQUJDtBL+/btHpmN/wY2b94sgNSkkVmhWoOGAsiOHTv+VB23b9+WTZs2yebNmyUyMrKMz8A8X331lQDyBE+WeF5P0V60Kq307dv3kdlkwYKF/44/KlQVKcWJxqOmQYMGcvLkycdtRhH27t3LxInvcOJEUbvatGnNrFmfUa9evcdkmYXyJi0tjYMHD5Keno63tzdNmjR55J4xy5pDhw4xadJEDhw4WPiZoih07tyJTz75tNwdquzdu5cuXTrj76Pi7dGO9Opqh16nsO9wFrPmJHPgWBazZs1i/PjxRb53584dzpw5g8FgoHr16vj4+BAcHIhek0TYBm98KhRdQnjnbj6te0aTlGzk9i+BWFsXv2+te0Zx8Fg23t4ViIkp6kDK3k6he2c7bG1UHDqexa9XclGr4ZmOtqxd6F3iue0Ky6Bzv1i++9yDoS88DPFiNAqHT2QzemICGRlGTu3xx8FeTXRsHjVbReDipObYNj/c3Yqeg9EojJyQwMIVqXz6vivjR5nfQ3j4RBYtno1mx44ddOzY0Wy+39K4cSPSks9zbr+v2eWBYUcyadsrhqVLlzJ9iIqr5QAAIABJREFU+oek3o+k2ZN61v2UzuC+9ox/xZnqVfQYDMJPezJ4/5NELl/PZ+vWn+jUqVORskSEo0ePsn79elJSUvDw8KB///5Ur179D9lb3pw8eZKGDRvy9UfuvPpSyct/0zOM+NWN4Oluz7F8+fJHbGHJJCUlsWTJEg4cOEBeXh6VK1dm2LBh1KhRAwCj0cigQYNYvnw5T3ew5dUhjtSooic+IZ8lq1P5PjSNqlWrceDAIZyczC97LiuMRiNVqlTC0zmeA5t9zOYb9XYCS9ekEnkqiFffTeDcFU+uXr1R7vb9WzAYDNSoXoPwGxHUNjbFQSnq2TtFkjinOkylqiGcv3D+v/ptO336NJMmTWLnzp2FjthUKhVdunTh448/LtffERGhapWqJNxMpIG0NpvvmpwjVn2bqOgovLy8ys0eCxYs/DkURTklIg3+Yz6LUP1jnDlzhl9//RWVSkWDBg2oUqXK4zbJgoU/zaVLlwrbc/369R9JvML8/HwCA/1xtE3mwCZvnJ3Uv0sX+o+KZ93WDK5fv05wcDDHjh0jNDSU+Ph47O3t6d69O08//TRr166lX79+bA31pnPbkkPu/Hwkkza9YljwhQdDni8aG1REaPp0FMdP59CkoTWjhjhy4Ggm3/2QyvhRznwwzgUbG1Vh3l1hmfR9OQ5XZzUXwgIK035fZt22kdjaqDi81a9Yes8hsdwMz2P/el9em5jA2i3pGAygKODno2Hi6y70fdYOG2sVB45l8dncZHbuz0SlgtdecuKLaeadosyck8S7HyWya9cu2rdv/x/vBYCTkwMDe6v4arr5EEsigs73Jr1792HNmjV8MMGFqbOSeGe0Mx9NdCuWPzXNQLNuMaRluXPrVvhj3XP6Z2jUqCGR4ec5tMWbIH9tkTQR4bV37zJ/aQqHDx/+U16QHwfLly9nwIABfPiWK5PeLD7YsfvnDLoNjOell4Yzf/78R2LTF198wdixYwmd61UYj/i3/HI2m9Y9onnuWTsWfelFx74x3E2pyNmz5x+Jff8Wbt68SauWrYiJjcVNvHDDFJP3HnHcIw4/Pz/Cfg77r97/P//8M506doI8hQrGwAdlCneJI04djtZKw569e2jUqFG5nNOdO3fw8vKiMrXxV8yHskqRJH5hH+vWraNnz57lYosFCxb+PH9UqP6zp4ceIXXr1mXgwIH079/fIlIt/OOpXr06zz33HL17934kIhVg8+bNxMTE8dFE52IiFUCjUZg91R2VCj777DOaN29KkyZNWLb0O65e3M62n1bQo0cPQkKCWbhwIT4VdHRsbd4RUYvG1oQEadmwLaNY2k97Mjh+OofRQ504sMmHzm1sCF2bRt/udnzynmsRIaooCh1b27JyfgXCo/JZtSmtxPoURaFxAytuReQVS8vJMXLkl2yCA7S07hnNhm3pvPGyE5cOBrB7jQ96rcLICQk4V76F3u8G7fvE8MvZbD77wI12za1ZvDKFu/dKDt2TnmFk/tIUVCrYtm2b2evxezQaDdn/IWxMbq5gNAqXL1/Gw03Lpau5ODqomPRGybO7DvZqPhjvTGRk9H9ly9+FRYuWkJ1rRZOuMXw2N5nY+HzSM4zsCsugywuxzF+awvjx4/8xIhVgzpyvqRJixcQ3So6V276lLQP72PHDD0sfmVOdhg0b4uHhwaDX4tH6XMe3zi0mzbjH6QvZzPgqiXa9o/F0V/PxRDdi4vLZfziL9u3/2EqB/yVEhN27d9O9e3fc3dxxcXahWdNmhIaGkpOTQ8WKFTl56iRvv/0WBudsLnOKy5xCXHN5d+K7nDx18r96/2dmZtKrVy+0eXoaGttSUamBo+KCo+JKiPIEDQ1tkWyFHt17lJvzq4Jy1ZQeyqog3eKEy4KFfzYWoWrBgoVHwu7du3F00NC1XckzoAA+FTQ0a2TF0qWLOXvmBHNmuBNzLoDzYb5Enwlg/eIKqCSBn3/ej5ODUmpcWEVR8PHSkJpaPJ7p/y24j5eHms+muKEoCqs2ppGZJYwb6Wx2GWynNjbUqKJj0Qrz4YtS043odcW/v2R1GncTDagUuHIjl83LvJk52Z0qITpaN7Ph8uEAft7oS++nTaF3XuhpR+SpIAb2ceBWZB7pmULHvjFcv1W00xUdm8ezg2KJis2nSUMrfvxxtVnbfk+TJk3ZvDOL3FzzYnXdTybv13q9Hn8fDcdOZtO1nW2JM8oFPNPRDp1OxaFDh/6wLX8XatSoweHDR6lSrRFvT7uHX93bOIbcpHO/WM5ctObzzz9n5syZj9vMP0xSUhLHjp1gYG/bUr2/Dn7OgczMbMLCwsrdphkzZtC8eXMyMxIZ2MeeCaOcqVtTz8z/S6ZRpyje+ySRp+pbc2CTH24uat54/y5GI4wcObLcbfsnkZubS79+/ejQoQM7tuxCl2iH7X1nzh27wMCBA2nUqBF37tzB09OTGTNmEBcfx+3bt7l9+zaxcbF89NFHuLubX6VREqtWrSIxMZHKxjroS4jNaqVYU8lQi7j4ODZs2FBWp1oEDw8PbG1suc+9UvMVpFesWJGTJ0+yadMm9u7dS2ZmZrnYZcGChfLh8UZXt2DBwv8M2dnZ2NupUatLD59yN9FAVlYue9f50KrJwxlTjUbh2U521K+lp177KK7dyiUnx4heX7Joys8Xrt/KpXFD6yKfZ2Ya2XMgi3dGO6PRmGy5GZ6HtZVC/drFO18FKIpC0yetSpyhBdOy1y07M3im48O4ynl5wtI1qbz+XgLNGlmxfX8GfbrZ075lUbGuKArNGlnTrJE1LbtH8fORLD7+KokFy1NJvm9ABG6E51G1aQRtW1hTOVhHZEw+O/ZloFLBkq89OXMhh9MX7pd6bX/LqFGvsmXLVmbPT+adMcVnSFNSDXz8ZQohIcFUrlyZPbvOoVIEa6vS759Wq6DVKOTlFZ9Z/idQvXp1Dhw4yIULF9i/fz85OTkEBQXRrVu3PxVL9nGSnm4aaHB3K30Jtrurukj+8uKHH35g4sSJvNDTnrmfemBv9/DZvRmeS48X47gVkcen77ty8lw2n8+9z+Ffsvj888+pWLFiudr2T2PMmDGsXr2aitQgwFgZlWK6h2IU7hLLxQsn6dKlC8ePH0ej0aDT6QgMDPxLdW7YsAFblT1OxuLL/gtwxQtrtS3r16+nb9++f6m+ktDr9QwaPIjv5n9HRamBlVJ8VY1RDMSobuLr7cuggYO4cvVKYZqDgyPDhg1l6tSp2NnZFfuuBQsW/l5YZlQtWLDwSAgMDCQ2PpeoGPMCJjfXyI1bebRtblNEpP4WX28trwx2JC9PmLvE/FLFzTsziL1jwN1VTcaD+JG/Xslh+Pg7AHh7PRyn02kVcvOEnBxjqeeQniFoShjeExEmzUgkI1PYtCOd54bHMWBUPP71bjNifAK1q+vJzxdycqB/r+J78n7LgN4OxMQb+PirZBrU0fPqS6b9tTtX+zBlggvRMfms3mSKSzp2pDOXDgbSv5cD12/n4eZm3uHS7+nYsSPPPfcck2YkMnpiQuGSZYNB2LIrnZbdY7l+O495877lueeeI+FeHi4upv2zJcWGLeCXs9lkZBr+8VskatasyZgxY5gwYQK9e/f+x4lUADc3N3Q6Lecumo8HDnDuQbzw38Y2LmuMRiPTpk2lQW1rFn/lWUSkAlQM1LF9pQ8Go1C/fRQ9h8QRHuvEokWLGDt2bLnZ9U8kOjqa77//Hj9CCFKqFYpUMA16eSg+VDHW4fTp02W6BD8lJeUPxWbVSfnGZh07dizWtjacVR0iXYrWkyPZnFeOkWZMITo6mtjrd6hGfZ6kLXVoinWqPV/M/oJWrVqRllbyNg4LFiz8fbAIVQsWLDwSBg8ejAh8vcD8rN/S1ank5gk9uphfHgzQvbMpffLMJE6dyy6Wfv5SDiMm3EGtgvlLU3AMuYl1wA1qt45k7ZYs1GoVl649XEbbqqk1BsPDpa4lkZ5hZPPOdNLSjSxamUJGphGjUTh0PIseQ+KYu9jUYbK1UTh0PIv9hzMp6M+d/TWH46dNYsDFufTZLSdH02s5wFfD5mXedGpji6LAxu0ZvD/WlUuHArl7qSLXjwXyyXtuBAdoiYrJY9ueTPr1G1Bq2b9FURR++OEHRo4cybfL0qncOBy/upG4Vw+n++A4ElOc2Lr1J9q1a0fXrl0JCQkmNs7I9Vt5bNhW8nUSEWbOScbW1pp+/fr9YVsslA82Njb06fMcoWszuJ9SfAk8mO7ZNwtTCAoKoHnz5uVmy+HDh7l+/SajhzkUrmT4PT4VNDzf3R69XsvatWsJD49kyJAh5WbTP5UlS5ZgNAr+mHcm5Ikf1mpbvvvuuzKr18PDgxx1JkYxP6BnFAPZSiaenp5lVu/vCQkJYfv2bajtFY6xm1P8zBU5wzk5wmFlG4nEA+BNIA2NbfBRgnBQnHFTKlBTeYpaNOb06TPFvMtbsGDh74dFqFqwUEYkJSWxYsUK5s2bx9q1a8nIKHmJ6P8qgYGBDBo0iNnz79O2dzQDRsXx6jsJ7ArLwGAwOawZPzUJ4D8uDy7o6GZlGXmqSxS9Xopl8aoUlq5Jpe/wOBp0iCQ7R1j2jQdhG3x4d4wzXdvZ4FtBQ36+gWbNmrN8XQYpD/avtm1uQ6VgLR9+nkRiUvEOvYjwwcxE0jMEd1c1w8cm4FDxJjrfG7TsHs2Bo1l8+JYLn33giqODmjt3DcQnGLhz14BaDVUraVE/eNv+cqa4sP4tp87loCgQEZ2Pc+WbdHo+Fo1GwxffJrN5Z3GBmHzfQN+X76DVav/rfXw6nY558+YRERHB9Okf0bnrAPoPeJkff/yR8PDIwlA3Go2GjRs3o9E5olHDi2PusGZzGgbDw5nV5PsGRk+8y/qf0nn77XdxcHAATKEs5s+fz9y5czl48CB/J0/z/2by8/NZv3492dnZpKUbqNMmkpNni7a9vDzhjffvcuhEFhMmvF1uXppv3LhRKJga1TO/vL4gPScnj8aNG6MpafmCBW7cuIGN2hZrxfyAnkpRYW9w4sb1sgvp079/f7IMmdwjzmyeO0STY8imf//+ZVZvSTRr1ozr16/zySef4FXFjXTHRKz9NIweM5pWrVphpbamKnVLnP11V7ypIAEsW7qM5OTkcrXTggULfw1LeBoLFv4iaWlpjB8/nmXLlpKd/XCJnaOjPa+88ioffvghWq22lBL+N0hISKBv3z6EhR1AowFbGxWZWUby8kCvh5wcqFKlEgkJCbRqbGDtwgpmy/psbjJvT7vH7A/diLuTz+KVadx7IDCt9ArZOcJ7bzoz9a2ie6kyM4207hnLzUg9qamptGpixdqFXjjYqzlwNItO/WLw99Hw3psu9H7aDisrlcn77txk1m4xicRG9fQcP51D80ZWtGhsQ0iQll5Pm2Kugin+6bFT2TR/Jpr6tfScv5zDuX3+VG8eiZ+3GhtrFWf3BaArwelSSqqB4CfDuZ9ipFZ1HZ7uGn69kkvcnXxsbKzIzMymQytbXuhph4O9iqMns1m0Mp3UNGH16jX06NGjrG5Xidy+fZuJEyfy44+rMRgEP28NLRpbk5FpZOf+LLKyjYwdO5bPPvuMo0eP8uabrxeLQV2tWhU+/XQW3bp1K1db/5cJCwtj0KABREXF4OSowcFORXRcLkYjBAdoeHmAI4n3jYSuzSDuTm7hPSttSeefISoqihEjXmb79h2Fnx3f7keDOubF6qf/l8TEjxNJSkrC2blkT8WlkZWVxfr167l27RparZbmzZvTokWLMj+3x8mIESNYunAZzQxdSz2vM3IQ75oenD9fNmF98vPzqVa1GtHhMdQ2NMVeKRp3N1WSOas6ROVqlTh3/txjiTuem5uLtbU1vsaKVFZqm82XIon8wn5WrVpVLntpLViwUDqWOKoWLDwC0tPTadOmFadPn+alfvYM7e+IbwUN127mMm9pCj9uTueZZ7qxbt36v93swJ07d9i9ezdpaWl4e3vTqVOnctuHl5qaStOmjbl+/TIhgVouXjUtu9XrFXJyTO8gjUbFrl172LFjB59/PouTu/yoVb24Pcn3DdRuE4Gbi5rTewIAUxiVqNg8RMC3goZeQ+M4fjqbqNNBWFsX7Szt2JfB/7N332FRXF8Dx79bWHrvTVGM3diw915jCSr2EgtqLLFr1EQTTUzssYHGHnvvPZbEaGyxtxgUkCoC0hfYve8f/DThpcQCIuZ+nocneZjZuWcWXObMvXNOmx6hDB06FH9/fyzMFfTubEaFshouXElh7dZ4tFqBUglqFaSmgVoNtasZUaOKETv2JxAQmE7NqkYc3+aa5fjPWX3wgPR0qFvTiGb1TZjy7VPq1zLm+JlkOrQyZfVCRyzM/57BioxKp/OAMM5eSGFwHwsWf5uxdC49XbDzYAJDJ0ShUJqh0WgID48EQKlU0rBhQ1q3bk2FChWoWbPmi5nM/PTkyROWL1/Onj27iYgIw8jIiPr1GzF06FAqV67Mzz//TOvWrXCyh9GDLWnf0hS1WsGRU0nM93vGrXta1q9fn++zLv9FZ8+epUmTxhQrouTbyda0aWqKSqUgNDydJati+W5xDM//7Ldq1ZJhw4bTunXrPI8jJCSEWrVqEBsTwZghFrRuYkqdj4IZ2teKeV9lX21WCEGlxo8xMC7FlStXX2k8IQTz589nxoyviInJ/Nxi2bKl8fdfQd26dV/7fN4lmzZtonv37lSmLrYKp2z30YoUzioOMnzEcBYsWJBnY9+7d4+GDRoSGRmJnXDBjozxowjjCaG4ublx+szpt9b27P+Ljo7G1tb2X/uspohkfuUAfn5++Pr6vsUIJUmCl09UEUK8M19Vq1YVklSYjBkzRiiVCrFrjbPQhX2Q5euHmfYCEEuWLCnoUF948uSJ6NGjhzAwUAvgxZednY2YMWOG0Ol0eT7mjBkzBCA83NXC0FAhpo62EUFXigld2Aci6EoxMXW0jdAYICwtzcWdO3eEi4uTcLTXiD3rnEVaSIkX7+fFI+6icnlDoVQiTu1yy/Y914V9II5tcxWAWLfIMcu2tJASwspSLYYMGSLOnz8vunTpItRq1Yv3QaFAuDgphZWFQhgZIsYMsRIx94tnev2SWfZCoUD07GSe7fgRN4u/ONY/32NjI4X45nNboVAgTE0Uom9XCzF1tI3o2tFMaDQKoVIhjAwRsX96Zjnmr/vcBCC++uorcfPmTTF79mzx4YflMx3fzMxEDBkyRFy/fl2sWbNGLFu2TOzfv1+kpqbm+c80JykpKcLR0V6ULWkkIm8Vz3IeCQGeomFtE2FoqBGRkZFvLa7/Ar1eLypV+lAUK2KY7XuvC/tALPveQQBi7dq1+RpL586dhamJSlw84v5ibJ8OZsLEWCEuHHbPNrbF32Z8Xv7444+vPN7kyZMFIFo2NhEndriK1MclRNxfnmLlAkdRopihMDTUiFOnTuXDmb59KSkpws7OTlgqbURD2oumik6ZvprgLZwpKgBx9+7dPB8/NDRUjBkzRlhaWr747LGxthETJkwQEREReT7eq0hLSxMajUa4UjzL+/LPryrUE4DYuXNngcYrSf9VwCXxErmhnFGVpNeUlJSEm5sLTevp2Oyf8zLVGi0fk5RWlJs3bxf48rOnT59St25tHj58gG8vC/r4WOBor+LGHS2LVz3jwLFE+vTpw+rVq/MsVp1OR7FiRVGKSB6HpXFokytN6mWt6Hv8TBKtuoYweMhQhg8fTps2rQgIeISHuyGlP1ARFqHn2q0UlEpo39KU7StdchwzLU1gVOQBlcppqFLRCLUKalQ1xqedGcbGSlwrBtK2XW9WrFgBZCzfjoqKYtOmTUyePBmFAoSAvetdcuz7Ov6rJ8zzi+XB7x54uGde2j36i0gWrXyGrbWKSSOs6drRnEdBadRr95iGdYz5cqwtqzfHsWN/AnHxemytlXxY1pCTZ5MZ5WvFnGnZzzg17xLCn4E2jBo1hlGjRlG2pBFDPzGneiUjYuP0bNwZz4Yd8ej1At0/HrV1dnZk/PiJjBw5Mt9/B5/P9hzc6EKLRtm/d7fvaanQMIhZs2YxYcKEfI3nv+T8+fPUqlWLpd854NvbMtt99HpB6TrBuLhX48yZX/IljtDQUIoUKcJng8z5/ou/f5dDw9Op0zaYmGd6xg6xom9XC5wc1Ny4o2XJ6mes3hRHmzat2b17zyutQLl+/ToVK1akXzcLls9xyNJf+Wm0jnrtQ0nVOfLnn3/l27O4b9O+ffvo0KEDpljgoS+NPS4oUBBLFIHcI4pwvvzyS6ZNm5ZvMWi1WoKDg1EoFLi7u6PRaPJtrFfRu3dvNm/YQh19K9SK7B+7uS7OobVMICwsDGNj42z3KWzS09N59uwZpqamGBnl/iy4JBW0l51RlcWUJOk1nT9/npiYZ/TukvtSy95dzLh9+y6BgYFvKbKcjR07locPH3BwozPzv7anUnlDnB3VNG9oyp61znwxxoa1a9eybdu2PBszNDSU4OAQnsak076lWbZJKkDT+ia0a2nKTz+tw8PDgzt37rF582bKfdiUJ89KYeNQi4ULF2JoaIiTQ+4Xsc/b0Vy9lcrB44ls359A/88iKFL1Id8vjiY8MpXixYuzYcMGmjdvRo0aXnTp0okfflhIxbJGVCxniKeHAa0aZx8rwLBPrFAoYP22uEzf/+1iEktWPcPBTsWFw+6MHGSNo72aGlWN8Z/rwMmzyXh/Eoazg4of5zmw+Ft7Piiu4eTZZOrXMmbmJNscx2zZ2ISgoMeMGjWKjq3NuHzMjSF9rKha0Ygm9UxYOd+Ro1tcUasVNKlnzOOrxdi91pmyJeIZNWoUo0ePzvdiRocOHcLRXkOzBjm/d2VLGeJV0YiDBw/kayz/NefOnQPAu03O/SGVSgUdW5tw7ty5fPtdOHXqFDqdjh7emT8bXZzU/LLXjdrVjPhydjRFqz7C0P0BXs2D2bRLy4gRI9i5c9crPyaxdOlSjIyUfD/VLkuSCmBro2LaOCsePgzk8OHD2Ryh8Pnoo4/Yt28f1q4W3OA8J9nFScVuLnOaVItk5s2bx5dffpmvMRgaGlKiRAk8PT3fmSQVYOTIkejRcUNxnnSRnmmbEIIg8SeRhDBs2LD3Ikm9efMmAwcOxMLcAjs7O4yNjWnatCl79uyRxeukQu/demhOkgqR51V97W1zvztv97/tBV0FOGPGcCOfdDPPtkepQqFg6mgb1m9LZMmSxXTp0iVPxk1Pz7hQSEgUdO2Qe4P1rh3N2X0onJs3b+Ll5YWPj0+WQheLFy9i294A5k23z7YgEcCm3Rn98dYvcaT7xxYIITh9Lpkvv3vKpJlPUSoVLF/ux6NHQXh6GFKxnAFRT3VERiYTFQW21ioa1zPO9qL3uSJuBtjZqNhzOJG6NTIKCm3dk8DmXfHo9DBllA1F3DLfze/X1RLPohq+WxTNNwv/rjb5vCLwsu/tMTTM+f7h8yq7JsZKVs53QKNREBicxrptcTwMSsPIUEnjesaMHGDJnGWxpKUJPmpuRttmpoyaGsWCBQto06YNTZs2zfmH8IaSkpKwtVbl+t4B2NooeRovK2Pnpef/1v4tZzDUKNDp9BnLqvJhhj05ORkAa8usv8tuLgYc3OjKnwGpTJwRxe5DicybN4++ffu+VvEkgJ9/PkbLRsa5tn7q0NIMY2MVP//8M23atHmtcd41rVu3JuBhAIcPH+bcuXMZxY7KlKFz586YmOR8o+h9V7VqVVb8uIIBAwZwTnEEJ30RzLEkFS3hyiDi9DF06NAhX2eb35Zdu3bh4+OD0Akc9G64/+88z506z4kTJxg8eDBLly4t8NVckvS65IyqJL0mNzc3IKNHZm6u3dSiVCpxcsq+6MXb8vPPP6PVpuY6A6xUKujV2ZQzZ37Js2boLi4umJpm3LU2N8v9I8fif9tTU1Nz3KdqVS+iovV8tzg62+3hkenM+iGGyuUN6dbRHMhIwhvWNuHoVlfqVDdCoRAkxIeyd70Ld8+6s+1HZ07ucuP+OQ8a1TUmMkrH3fs5xwAZy4sTk/T8cUNL004htO8dxubd8Ty/f939Y/NsX1e/ljEHNrrSuZ0pSiUYG4Huf20JDx1PynXMPYeTUKuVeLc1wchQwYDREZSo+Yiv5kZz4pdktuyJx2dgOGu3xqPXw76jiS/O/7upttjZGrBkyeJcx3hTbm5uBASlEhObfd9OyCgQdfNuOm5uRfI1lv+asmXLAnDil+Rc9zvxSzKlS5fMt6qsRYtmFDn7PZdWTB8U12BqosTCwozhw4e/dpIKkJKSgoV57uei0SgwNlKi1eb+eV3YqFQq2rRpw4wZM5g1axZ9+vT5Tyepz/Xr148zZ87Qql0LgpV/cpML3Oca7mVc8PPzY/v27e9cgcNXdfPmTXx8fDBNt6S2vhVlFV4UUXxACUV5aupaUJSS+Pn5MX/+/IIOVZJem0xUJek1VapUiQoVyrFsTVymfpL/lJCoZ9XmBD76qC22tjkv6XwbXnYG+Pn2pKTck6aXZWhoSNeu3QE4eyH3HqJnL6SgUCjw8PDIcZ9OnToBMG12NJ98Fs6NOxkXnsnJetZsiaNW62CiY3Qsm+2Q5S6yoaGSGRPt0OnAt5c5bZqaZpr5K17UgD1rXChfWsONO6mEhKXlGMeeIwkkJglWznfg8GYXbKyUfNTclLFDrVAq+dcLZxdHA5QK0KZCo0YNqVOnNgtWxPEkKj3b/Q+eSOTcpWTS0/W4OavpNjic1ZviGDHAigfnPQi8XIzIW8XZs84Ze1sVCgVcuf73RbmhoZKuHUw4cOAAaWlp7N69m65du9KkSRO8vb3ZtGlTnlzE9+7dm5QUHSs3xuW4z44DCYSEpdK3b983Hk/6W4sWLXB3d2XO0ozZ9Oyc+i2J85eT8fUdkm9xNGrUiKJF3Vm04hl6ffZxPA5NY9u+RPr06ffGCUPx4iX4/Uparssc7/7Hy3cQAAAgAElEQVSZSnRMWr5Uo33es7ZXr160b9+egQMHcvr0abnssoDVqVOHXbt28eTJE27fvk1gYCA3btzA19f3vXhOeeHChQgdfChqoVFkrpCvVCgpQQVsFI7M/n42aWk5/y2TpHeZTFQl6TUpFAomTvyca7dSGDA6gpQUfabtsc90eH8SztNoHWPHjsuXGLRaLaGhoTx79uxf933ZGeCrN7UYGxu90QzH//fFF1+g0Rjgv/4Zz+Kyn2mLfaZjxYZ42rRpjYtLzoWS2rVrh5OTA86OajbvTqBS4yDMiz/A8oO/6P9ZBDHPdBzf7ka1HHo11qtphJ2NkrDI7OMwMlIyarA1Oj30GBpOenrWi83IqHSmfPsUD3c1vTpb8DRGT3Ssnn7dLCheVINeD5ev5f4+/34lBb2Ajz5qx549e5k7dx5R0QoafhzG4Z8TX1zgx8Xr+GFFDJ0HRFCp0oc4ONhx6rcU9hxOZM6Xdsydbk/R/xVzUqkUtG1mxundbnh6GHD4ZGKmi2V7GxVpaemULVOKjh07cvrkLlLiz3Hx9/10796d4sU9uHDhQq5x/5sqVarQokUzpsyKZvv++CwX62fOJTNkfBTly5d9b5ZgvivUajUzZ37L+cvJ+AwKJzjk74tTnU6w62AC3p9E8MEHnvTr1y/f4lCpVHz++RTOXkzGd1zki2fGnwsITKNNj3A0GiNGjBjxxuP17z+Aew9SOHA856XkC5bHYGCgplevXm883j9dunQJT89ieHt7c/TwFh49OMbWLWto2LAh1at7ERwcnKfjSa/OxsaGMmXKUKRIkfdmCWxaWhobftqAg94tS5L6nEKhwF14Eh4RzokTJ95yhJKUR16mNPDb+pLtaaTCaPr06RntXWwNxMiBVmLOl3ZiYE8LYWaqEiqVSqxevTrPx7x27Zro27evMDIyfNEeoE6d2mLTpk1Cr9dn+5q0tDTh5uYiGtY2EemhJXJsq2JiohL9+/fP85hXr14tFApELS8j8fCiR6ZxH170ELW8jIVarRJnz57912P99NNPAhANapuIiSOsxShfK/H5SGtRxFUl2rc0ybFtzfMvV2eV6N0l+9Yyz1vmPH9fa1Y1EttXOouY+8VF6PViYtE39qKIm1oYGSnE6d1u4td9bsLKUinKl9aI1MclRPS94sLEWCG6dcz5+L8dcBeAGDNmTKbzOnXqlHByymgf4uyoERXKGAtT04zWOQ0b1heRkZFi9OjRGS10HFVCG5z9z1EX9oFYvdBRAOLYNtcX32vZyESo1UrhYGcgtv3o/OL1aSElxIENLqJYEUNhYWEmbt++/UY/6+joaFG9upcARKXyxmLaOBsxY6KtqFfDRADigw88RWBg4BuNIeXshx9+EEqlUiiVCtG4rrH4uI2ZKFYk47OiTJlS4tGjR/keg16vF1OmTBGAsLRQiwE9LMTkz2xE2+amQqlUCHNzU3HixIk8GSs5OVmULl1SWFmqxeHNLpk+35IDS4ivJ9gKQIwYMSJPxnvu5s2bwsLCTHi4G4qdq51F6uOMceP/8hT+cxyEhblaeHoWE1FRUXk6riRFREQIQJSiUq5teOrS+rVbPklSfuIl29MUeHL6zy+ZqEqF1cmTJ0XHjh2FSpWRVBgZGYo+ffqIy5cv5/lYO3bsEBqNgTAzVYlBvSzEkln2Yvo4G1GiWMaFaK9evUR6enq2r124cKEAxMiBViIlKHOSE3ajmKhZ1VgYGmrEjRs38jxuITISTAMDtVAqEa2bmIhh/S1F66YmQqlUCENDjdi+fXuW1+h0OnHkyBHRrVs3UadObdG0aVMxe/ZsMX/+fGFoqBGA+LCskahb3VioVQphbaUUSY+y9iF9/nX7l4z+gt98bpvjPn+e93iRqKpUmXuhAsLdVS1GDrQUTetnJF6eHgbirwt/J98ThlkLQHwxxkYkB2Z+ny8cdhcuThrh4uIkoqOjs5yvVqsVmzZtEj169BAdOnQQn376qbhw4cKL7Q8ePBAqJWJIX8tck/H4vzwFIL6ekHGeARc8hEKBMDBQiOunimT7mocXPYSVpVp07tz5jX/WSUlJws/PL1OvV0/PYmL27NkiJibmjY8v5e7hw4di4sSJokqVSqJMmZKiRYvmYsuWLUKr1b7VOH799VfRrVs3YW5uKhQKhXB1dRaTJk0SQUFBeTrOo0ePRMmSJQQgKlcwFp8NshKDelkIBzsDAYiuXbvmeT/hdu0+ErY2BuLRJY9s/z39us9NKBSIKVOm5Om4kpSQkCAAUYwyuSaq1WksALFp06aCDlmSMnnZRFX2UZWkPJSWlkZiYiLm5ub58gzMrVu3qFKlMl4V1exe44ytzd9j6PWCmQuimTY7mq+//popU6Zkeb0Qgs8++4wffvgBZ0cNPbxNX/RR3bo3ESHUbN68hQ4dOuR57M89evQIf39/tm7dxNOn0dja2uDj0x1fX98XRVieCw8Pp337j7hw4RJ2tgZ8WEZNdKzg6s0UjI2NmDdvPnFxcZw8eRKtVotGo+HIkSMs/taeIX2tsh1/wOgI1myOI/gPD5wds++xN2dpDBO+juKLL7540SvQxMSEiIgILl++SGhoOABuLmoG9bRkSF/LTBVHdTpB/1ERrN8Wj4Odmi7tTbEwU/LbRS2nfkvC2dmRI0eOUaFChdd6D42NDBncx4S507PvtwoZBYsM3R/w5Vgb+nW1oE2PMO78qaX7x+asXZRzYa9x05/ww4/xBAc/zrMCYFqtFr1e/160giiMoqKiCAgIQK1WU6ZMmQL7OYh8qjL8XEJCAj/99BPLl/tx//59DAwMqFevPkOHfkqLFi3ydOzg4GA8PDyYMMySGZPsctyvXe9QLl03ITg4BAOD7D9vJOl1NGrUiAu/XKKWLuff7bviDyI1wYSEhGBnl/PvqSS9bS/bR1UmqpJUiPj6+rJu3Y88ulgUe7usBUiEELTvE8bvfxjy+HEohoZZn10RQnDo0CEWL17E4cNHEEJgampCz569GDFixIvKoQUtMTGRWrVqEPDXXRbOtKV7R/MXrVtu3NHy2ZQoTp9LZvfu3bRr1w4AvV5P06ZN+PXXMyz42pZPulm+aGET+0zHzAXRzPOLBWCjnxM+7bNW5g2PTMereRDhkTri4uIxM8vcUkcIwbBhw/D3X8rDix64Omd/8Xn8TCItfEKpWPFD7t+/j1abSrFiRRkwYBADBgx4o4sGL68qpCbd4Y8TbjleoBw9lUirbqHUqmbIpatpqNUakpNTcjzv5079lkQT7xCOHz9OkyZNXjvGwkIIweXLl7l+/TpKpRIvLy/Kly9f0GHlievXrzNz5kx27txBenrGM9nW1pZ88skAJk2aVOAF3gqzvXv30r59e84ddKd65eyfhwdYufEZg8ZEEhAQkG0hJ71ez5EjR/jxxx/5668/0WgMady4Cb6+vvlS+El6f+zcuRNvb288KI0n5bL8LYgWkVxTnqVnr56sWbOmYIKUpBy8bKIqiylJUiGh0+nYsOEnfNqbZpukQkbxhGGfWBIVFZ1jY3uFQkHr1q05ePAQKSkpxMbG8uxZHH5+fu9MkgqwZs0abty4xZbljvTrapmpv2iFMobs/8mZCmUMGTduzIuCPUqlkl27dlOnTj0+nfiEolUD8RkURoe+obhXCXyRpFb9UEPvYeF8Pe8pkf+rspuWJti+P5767R/zNEbH80cj/j+FQsGoUaPQ6xVMnPE026qmiUl6pnwbg52dDefP/05SUjLp6ek8eBDAxIkT3/jOtq/vEG7cSeHwz9lXZtbpBN8vjkGphFv3DBg6dDjbt+94ozHfR8eOHcPLqwrVqlWjf//+9OvXjwoVKlC/fr03LipV0I4fP07NmjU4dnQnIwaYs2edM1tWONG0no6FC+dRq1YNQkNDCzrMQkuvzygQpfqXqyiVKiN5yO6z5MmTJ9SpU4vWrVtz9pd9uDsGYKa5xZw53+Pp6cl3332X53FL74+OHTsyYMAAHnGXq5wlSoSRIpKIEzHcFX9wTXEWT09P5s6dW9ChStJrk4mqJBUS8fHxJCYmUaF09hX+nqtQJmN7WFjYvx5To9FgaWn5Tpbq9/NbildFY1o1Mc12u7GxkjFDLLl//wEnT5588X1LS0tOnPiZQ4cOUadeG27cd+KvYDe6devL6tWrAejRyYI2TU2ZNjuaIlUeUrzaQxzLB+AzMBydTlC6hAY3NxeSk7PvR1miRAm++uorNu6Mp23PUM6cS0YIQXq6YOeBBOq3D+HydS0rVqzEyChjtiUvlx326NGDsmVL021wJFv3xmdqjxQWkU6vYRGcPJvM7NlziYl5xoIFC2jQoAHm5qYczKUyKsCBY4mo1SrKlSuXZ/G+i3bu3EmrVq2Ij73D4ln2PPjdg3u/FWX2l3Y8/OsCDRrU58yZMwUd5muJiorC27sjJTzg1hl3Zn9pT9tmZnRqa85mf2dO7nQlLPQRPXp0K+hQC63ny/Zzuln03KETiVhbW+Lq6prp+1qtllatWnDt2mV+nO/Ao0tF2bPWhePb3Qi4UJTO7cyYOHEiS5cuzbdzkAo3hUKBv78/3333HUo7HVc5y68c5AIniDAIonvP7vx27je5ckIq1OTSX0kqJFJTUzEyMmLMECu+m5rzjNwfN1Lwah7M+vXr6dmz51uMMO/odDrUajVTRtkwfXzOf2SjY3TYlw1g3rx5jBo16l+PK4SgcuWKpCTe58JhN4JD0lm/LY6Q8HRMTZQUcVVx4HgSv138u99r7do1GT58JD4+PpmSTSEEixYtYtq0L4iJeYZGo0SnE+h0giJF3Fi8eCkfffTRm70RuQgJCaF165Zcv36Tou6GVKtkwLM4PSfPJqPTwcyZM5k0aVKm1wwbNowVK5Zx6agb5UplveER9DiNyk0f06x5R7Zu3ZpvsRe0mJgY3N3d+LCM4NAmF8zNMt+zjYxKp9HHYcTGWxAYGIxGoymgSF/P7NmzGT9+PFd/LvLixtX/N98vhrHTo/jjjz+oVKnSW47w/dC8eTNuXj/D1RNu2GXTn/rmXS1VmwUzcuRo5syZk2nbhg0b6NmzJ5uXO9H5o6xL8XU6QavuoVy9lfEYx/MbXpKUndTUVI4dO0ZoaChmZmY0bdoUe/ucaxhIUkGTS38l6T2j0Who2bIFG3YkkpaW8w2mNVvi0GgMaN68+VuMLn9kt6w28/aM/77sbKVCoeC772bzZ0AarbqFkZom+GayHWsXOVGulIYps6K5+yCVcZ9as2qhIzMn2fIk/A+6deuGr69vpuV7CoWCESNGEBISxtq1axk1ahwTJkxi7969BAQ8ytckFcDV1ZVLl66wfft2ypZvxM0/nYmM9WTEiFHcu3cvS5IKMHHiRGxs7GjaKYzt++Nf9IjV6wWHTiTS2DsMgTHTp0/P19gL2po1a0hMTGLJLPssSSqAg52aOV/aEB4eya5duwogwjezZcsmankZ55ikAvTtaoGBgZItW7a8xcjeLzNmzCQ6Fpp2DuX85eQXnw86nWDf0QSadwnH3t6B0aNHZ3mtv/8yPihuiHcbsyzbIGPJ8IRh1jx9GsOOHXLZvpQ7jUZDmzZtGDhwIN26dZNJqvTeyP5BN0mS3knDhg2nTZvDjP8qinlf2WVJ0E6eTWL5+nh8fHrg4OBQQFG+OZVKRZUqldh39C5fTci5UuieIwkAeHn96025F1q0aMGWLVvo06c3VZoGUam8EUqVnivXUmnd1IQt/s6YmPydvIwfZs2Ub5/y3eIVlCtXjpEjR2Y6nrGxMb17936Ns3xzBgYGeHt74+3t/VL7u7m5cfLkadq1a4vPwL9wctBQrIiK4FAdj0NTcXV15tixPZQpUyafIy9Y+/fvp1J5IyqWyzmRa9HIBCcHDfv378fHx+ctRvfmnj6Noq5X7n/era1U2Fipefr06VuK6v1TvXp19u3bT5cunajT9jFlSxrh4qTkfkA6QY9TKV7cg/37D+Li4pLltbdu3cSnnRFKZc432RrXNUatVnDr1q38PA1JkqR3lpxRlaRCpFWrVhntZX6MpfHHoWzfH8+Dh6mcu5TMkPERtO4ehqfnB8yfP7+gQ31jQ4Z8yo07KWzfn5Dt9rh4HXOXPaNChXLUqVPnlY7dqVMnHj8OYf78+dg61uFhkCk21qosSSqAUqlg5ue2NKhlwrx5c9DpdK99Tu+C0qVLc/v2Xfbs2UPDxh9jYlmbGrU+YvPmzQQEPKJatWoFHWK+S0iIx9429z9/SqUCe1sVCQnZ//69y2xsbHkUlJ7rPs/idETHpmNjY/OWono/NWvWjKCgxyxbtgw3j/rEa8tTqUpLtm7dyt2793O86aNUKnNdGQOQnp6xauRVagikpqayf/9+/Pz8WL9+PeHh4a90PpIkSe8SOaMqSYWIQqFg3rx5eHp6Mnv2d/gMfPxim5GRIT179mX27NnvxcVnz549+fHH5fQedpngkHT6d7fA0kKFEIJfzqcwdtpTHjxM5/DhBa9VqMja2prPPvuMfv36YWNjw+jBllmS1OcUCgVD+lnQddBjfv31Vxo0aPCmp1eg1Go17dq1e9HW57/G1dWNC+evkZ4uUKuz/92Ji9cREJhKvUZZZ8PedZ07+zBp0iRu39NSNptnkQHWbY0nLU1Ply5d3nJ07x9zc3MGDx7M4MGDX/o1NWvWZv+xY6SmihcttP6/PUcS0OsFNWrU+NfjCSGYM2cOc+fOJiLiyYvvq9UqOnXqzMKFCwv1KhtJkv6b5IyqJBUyCoWCYcOGERDwiOPHj7N27Vq2b99OSEgoK1eufC+SVAAjIyMOHTpCw4aNGTc9CrfKgVRt9hjPGsE0+vgxAcEadu/eTdOmTd9onKdPn6LX6ylTMveCOWX/t13OUBR+vXv3JiQslV2Hcp4tXbM5jsQkHX369HmLkeWNTz75BFNTE3oPf8LT6KwrAC5eTeGL72OoW7c2VapUKYAIpSFDhhIemcriVbHZbk9M0vPNgliKFnWnVatWuR5LCMGQIUMYP348Fcsksu8nF4L/KMaV40UY9ok5e/Zso06dWkRGRubHqUiSJOUbOaMqSYWUSqWiSZMmBR1GvrK2tubIkWNcunSJ1atXExQUxAfGxnwxrSVdu3bFxMTkjccwN8+ouBkWnvtSyZCwjO2WlpZvPKZUsNq2bUvZsqUZMv4Bbs5qankZZ9p+6EQik76JpmHD+oVyKbSDgwPbtm2nY8cOlGsQzIDuZjSqa0Jyip5texPYujcRFxc3Nm7cXNCh/me1bNmSDh3aM276HsIj0xkxwAo3FwOEEJw8m8zkb6K5cSeV3buX/OvS33379uHv78+4T635drLtixUmLk5q5k63x7utGc19Ahk5ciSbNm16G6cnSZKUJ2R7GkmS/vPq1q1NROgV7vzqnmNxk26Dwzh6WklISFieJMhSwXr48CFNmzYmIOARTeqb0qqRMTo97D6UyLlLyVSsWIFjx04U6uqZly5d4uuvv2L//gPo/1ci29zclN69+zJ16lQcHR0LOML/tpSUFIYMGcLatWtRKqFYEUPiE/REPEnF1taaFStW0rFjx389TvPmzbhz6wx//V4kx6XsY758wuJV8QQHP8bJySmvT+WdJITgxIkTLF26lGPHjqPVpuBR1IOBgwbSv3//92b1kSQVRi/bnkYmqpIk/edt2bKFrl27MmGYNTM/t83yzOvWvfF0HxzO6NFjsvRDlAqv6Oholi1bhr//MoKDQwD44ANPhg4dxoABAzAzy751SGETGhrKgwcPUKvVVKhQ4cUqAundEBAQwOrVq/nrr7/QaDQ0atQIHx+fl+qdqtVqMTY2ZvynVnwzOef+2tduaanSNIh169bRq1evvAz/naTX6xk8eDArVqzAUGmEnd4FNWriFDHEiCc4OTpx9NhRKlSoUNChStJ/kkxUJUmSXtLzZ7z8/f1pUMuEwX0tKFtSQ2h4Oqs3x7FtbwK1a9fi6NHjcjb1PSSE4NmzZygUCiwsLF6rOJckFYTY2Fisra2Z86UdowZb57hfaHg67pUfsmzZslcq+lRYTZ8+nWnTplGUUnhSFqXi7+XTz0Q0N1XnsbSz4Pad21hb5/y+SZKUP142UZXFlCRJ+s9TKBQsW7aMhQsX8ijUlm6+4VRsFESrbqEcPa1kzJixMkl9jykUCqysrLC0tJRJqlSomJubY25uytVb2lz3u/a/7a6urm8jrAKVkJDAnNlzcMCVEpTPlKQCWCpsKK+rSXhEOKtWrSqgKCVJehlyRlWSJOkfdDodZ8+eJTw8HAsLC+rXry8TVEmS3llDhw5l1Sp/Ai4Uxckha41MIQRteoTxxy1jgoND0Ghyr3Be2K1Zs4Z+/frhRSOsFLY57neZ0zh8YMPde3ffYnSSJMHLz6jKqr+SJEn/oFKpqF+/fkGHIUmS9FJGjhzJ6tWraNcrnL3rnTIlq+npgi++e8qRk4l8990X732SChmF0gAsyb1YkoWwJjAw8G2EJEnSa5KJqiRJkpRvhBD8/vvvbNmyhaioKKytrencuTN169aVy2wlKQ+UKlWK7dt30KmTN8WrB9KlnSkVyxry5KmODTsTeRyayqBBgxg7dmxBh/pWPC9ClU4aBuScmKeRhqGh4dsKS5Kk1yCfUZUkSZLyRXBwMLVr16RWrVr4+y/i19PbWLlyKfXr16dq1cr89ddfBR1igdPr9Rw5cgRvb2/KlStNxYoVGDp0KDdu3Cjo0KRCpE2bNly9eo3+/Qez65CesdOj+G5xDGXK1Wf37t34+fmhVP43LvmaNWsGQDhBOe6jEzqilKE0a97sbYUlSdJrkM+oSpIkFVJCiHd2VvLJkyfUqFGNp1EhfPO5NT07WWBupiQxSc+mXfFMmhmDkbEtv/9+ETc3t4IOt0DExsbSsWMHTp06jb2dAXWra0jRCn7+NQWtVs9nn33G3Llz/zMJhpS75ORkYmJiMDMzw8LCIsf9dDod8fHxGBsb/2dnDL28qnH7j9tU1TfESJG5xoAQgj+5ThB/cvLkSRo2bFgwQUrSf5is+itJkvQeevjwIePGjcPZ2RGlUomlpTm9e/fmwoULBR1aJt9++y3BwUEc2eLMkL5WmJtl/LkxNVEyoIclJ7Y7Ex39hOnTpxdwpAVDr9fToUN7zp79hSWz7Am8VITtK13Y/5MrwVc8GNrPkgULFjBt2rSCDlUqYJcvX6Znz55YWVni6uqKpaUlDRs2YMeOHWQ32aBSqbCysvrPJqkAq1atRG2i4rLyFEHiT1KFFr3QEyOecJ1zBPEnQ4cOpUGDBgUdqiRJuZAzqpIkSYXEgQMH6Ny5E6mpWtq1MKVsSQ1hkels25tEfEI63377LRMnTnylY2q1Wnbu3MnVq1dRKBRUrVqV9u3bv1HRleTkZFxcnGjeQM8mP+cc9xs4JoLNu1MJDQ3H0tLytccrjA4ePEibNm1Y9r0Dg3plPXchBL2HRbDjgJaQkFBsbXOuXiq9vzZs2ECfPn0wNVHQq3PGv/nIKB3rtibyMEiLr68vy5Yte2dXVhSk69evM2DAQC5ezHwTz9zcggkTxjNp0iS5WkGSCsjLzqjKRFWSJKkQuHnzJtWqeVG2pJKdqxxxdzV4sS0+Qc/g8RFs3pXAhg0b6N69+0sdc9WqVUycOJ4nT56i0SgRQpCWJnB0tGfu3Pn06NHjtWK9evUqlStXZvNyJzp/ZJ7jfodOJNK2ZyhnzpyhXr16rzVWYdWhQ3t+P3eYhxeLoNFkn2TcvKulYqMg5s2bx6hRo95yhFJBu3TpEjVr1qR+TUN2rHLC0uLvfqB6vWDyt0/5fnFMofr9iIuLY+3atSxfvpyAvwLQaDQ0btKYoUOH0rhx43xJuC9fvsyJEyfQarUUK1aMjh07YmpqmufjSJL08uTSX0mSpPfI3LlzUSnTObDBKVOSCmBupmTtD05UKm/EzJlfZ7sc8P9bsmQJ/fv3p2yJZI5scSXxYXGSHnlyYIMLnkUS6NmzJ6tWrXqtWNPT0wHQGOR+0WlomLFdp9O91jiF2e3bN6lXU5NjkgpQvrQhTg4abt++/RYjk94V8+fPx9REkSVJBVAqFXzzuS2N65owd+7sF//m3mX379+nQvkKjBgxguDbYdglu2LyzJoDuw/StGlTBg4cmC+fBVWrVmX8+PFMnTqVnj17yiRVkgoRmahKkiS945KSkti8eRM9vE1xsMu+q5harWBYfwtu377L77//nuvxIiIiGDXqM9o0M+XoVhea1jdBqVSgVCpo2diUE9tdaVLflOHDhxEbG/tKser1ejw9PdFoDDjxS1Ku+x4/nYRSqaRkyZKvNMb7QK1Wk5qa+w0FIQSpaQK1WnaS+69JTk5m+/Zt9OpsmiVJfU6hUDC0nyUhIWGcOnXq7Qb4ihISEmjerDkRIZFUpQHVRCNKKipSVlGV2vpWeFCKlStX8uWXXxZ0qJIkvUNkoipJkvSOi4yMJCVFS/UqRrnuV71yxvZ/a2K/cuVK0tLSmf2FHWp11hk9jUbB91NtSUpKZs2aNf8a34MHDxg1ahT29raoVCrc3d1wdXVj9aZ4HoemZX9OUems3JRAu3btcHFx+dcx3je1atXl+JkUnsXlPIN06rdkomPSqFWr1luMTHoXREdHk5qaRrlSuRdEqlAm41nysLCwtxHWa1u3bh2BQYGU01fHWmGfaZtKoaKEogKOuDN/3nyePXtWQFFKkvSukYmqJEnSG4iJiWHBggX4+Pjg7e3N1KlTefToUZ6OYWxsDEBsrD73WP63/fn+OTl16hRVKhhRqkTOBZMqlTekVAmjf52p2bNnD+XLl2PJkh9oVDuVL8bY0K2DmqgnQSQl66ncJIjfr6RkWo78x40UmnQKJTFJxdSpU3M9/vtqyJAhJCbpmDE/OtvtWq2ead9HY2NjRZcuXd5ydFJBMzMzAyDiSe5LesMjdZn2f1etWLECS6UN1tjnuE9RSpKUnMTmzSUIiPYAACAASURBVJvfYmSSJL3LZKIqSZL0mpYuXYqrqwujRo3i8oU93LlxkG++mUnx4sUZOnQoaWnZzya+KgcHBypUKMeGnYm5Pn+6YUccRkaG1K1bN9fjpaamYmb670VLzEwUpKam5rj96tWrdOnSmUrlVARcKMpmf2e+HGuL/xxHHl/1oGtHM6Jj9dRuE0zVZkF0HhBG9RZBeDUP5u6fWnr06EmVKlX+NY73kZeXF76+vszzi2XA6Aju/5XxPgshOP1bEs27hPLrhWQWLVqCkVHuM+lSwYqMjCQgIID4+Pg8O6alpSX169dj3dZE9Pqc/82v2RKHiYkxjRs3zrOx80PAXwGY661zLZZkjhVKhYqHDx++xcgkSXqXyURVkiTpNfj5+fHpp5/SoJaKS0fduX+uCDfPuBNwoSiffmLBsmXLGDRo0BuNceXKFXx9falfvx5abSp/3Ejm24Ux2e577lIy67Yl0q1bd2xsbHI9bokSJfjjZhoJiTnP0EbH6Lh1P5USJUrkuM/cuXMxMhTsW++Mi1Pm5yjNTDMKPFUsq8HFSYW5qYI791MxMlQw7ys7GtUxZs+eXWi12lxjfZ8tWbKEsWPH8tP2JMrUDcTDKwjnDwNp7B3CzfsG/PTTTy9dwVl6u/R6PevWraNatao4Ojri6emJjY01Pj4+XLx4MU/GGDZsOA+DtEyd9TTbG1QHTySyfls8vXv3eefbOxkaGqIj99lhPTr0Qvef7v8qSVJmsj2NJEnSK4qPj8fV1ZmaVWD/T87ZPuc5+ZsoZi2K4cKFC1SrVu2Vjp+cnEyfPr3Ztm07JiYqqlXUoE2DC1eS0euhYjkNK+Y6UK6UIWGROlZvimP+8me4uBTl7NlzODg45Hr88+fPU6tWLeZ8aceowdbZ7jNj3lO+nB3NtWvX+PDDD7NsT0hIwNbWhkG9TFg4I+fxVm58xqAxkZw/5E61Sn/PDB49lUirbqHs2LGDjz/++CXfmfdTeHg4a9eu5e7du6jVamrXro2Pjw8mJiYFHZqUDZ1OR+/evdm4cSNlSxrRu4sp9nZqrt/SsnZrAvEJgjVr1tCzZ883GkcIga+vLytWrKBJPROG9rOkQhkN4ZE61myJY93WeMqXr8Dp079gYWGRR2eXP3r06MH2zTuoo2+FSpF9cbBQ8YjbXOLUqVM0aNDgLUcoSdLb9LLtaWQpQUmSpFe0ceNG4uMTmTbOLdskFWD8MGsWrYxj2bJlr5SoCiHo2bMHu3btYto4G4b3t8LKMqPqZ3BIGlO/e8r6bfFUb/n4xWsUCgXt2n2En5//vyapADVq1KBlyxZMnHkUc3MlfX0sXpxHWppgxU/PmD43Bm/vj7NNUiGjcnBqahpVP8x9Werz5DTwcVqmRNWrYsb/BwUF/Wu87zsnJycmTJhQ0GFIL+mbb75h48aNzJhoy8QRmZezThtnw8f9wunXry/lypWjcuXKrz2OQqHAz8+P0qVLM2/eHLw/+btgkomJMQMG+DJr1qx3PkkF+PTTT9m4cSMPuElJUTHLEmCtSOGR8i5lS5elfv36BRSlJEnvGpmoSpIkvaKLFy/iaK+hRi5VeC0tVDSqa8TFi+df6di//fYbO3fu4pvPbZkwPPMSXndXA1YvdCQ5RbD3SArjxk3AycmJtm3b4uHh8dJjKBQKtmzZSvv27fAde5oZ82Np0dAIvYDDP6cQGp5KixbNWbt2XY7HeP7cZOyz3PsexsRmbDc2yvykScz/XvdvhZ8k6V2i1Wr54YcFtG1uyqSRWZfYW5ir2L7SiaJVA1m4cOFLVc3OjVKpZPTo0QwfPpxTp04RFhaGmZkZTZo0eeeX+/5T7dq1GT58OIsWLSKFJIqKklhiiw4dEQQRqLyP0OhYtWpVrs+xSpL03yKfUZUkSXpFer0elUrxrxdUahW5Fj/Kjp+fH5YWaob1t8p2u0KhYPJnNqSmpmNjY8OwYcNeKUl9zsLCgmPHjrNr1y7KlGvA3mMGHDihoWLlxuzbt48DBw5iamqa4+tdXFwoV64MG3Yk5jrOTzviMTFWUKda5qT+p+3xKBQKmjVr9sqxv4sSEhLw9/enbt06eHp6UKnSh0ydOpXg4OCCDk3KQ0ePHiUqKpqhfXNOEq0sVXT/2JQtWzbnWUE1AwMDmjVrRu/evfn4448LVZL63MKFC5kxYwYpZvFc4hQn2MEpdnOHKxQvW4xTp09Ro0aNgg5TkqR3iExUJUmScqHVavn11185cuQIN2/eRAhBhQoVCA3Xcv12zoWAkpL0nD6npUKFSq803rVrV6hfyxBTk5w/nj8sa4ibiyHXr19/pWP/f2q1mg4dOnDkyFEiIqIID3/CwYOHaNu2LSqVKtfXKhQKPv10OJeuJbN8ffZ9D8+cS+an7XF0/9j8xfJlgJt3tSxcEUerVi0pXrz4G53Du+Dq1auUKvUBgwcPJj7mCjUqRmNr/hczZ87A07M469blPDMtFS7h4eEAlC2Zc2unjO2GpKRoZU/Qf1AoFEyePJmw8DDWrFnD1KlT+frrr/n111+5fv0a1atXL+gQJUl6x8ilv5IkSdlISkpi5syZrFjhz5MnT198v2rVygwdOgwjI0NmLohms79TtjOrfuueERObzuDBg19pXIVCiT73dqkA6PWiwJfIDRgwgH379jJk/GF+v5LCkD6WlCmpITQ8/X8FnmIw0iho3cyE+AQ9T2N0rN8Wx4LlcZiY2rJkydICjT8vPH78mObNm2JoEM+pXW7UrWH04ufyMCgN37FP6Nu3L3Z2drRu3bqAo5Xe1PPnQcMidbi7GuS4X2hEOgqF4p3vb1oQTE1N6dOnT0GHIUlSISATVUmSpP8nMTGRZs2acP7877RrYUrvLs7Y26q4dkvLsjV36N+/P02bNmX7vuMMMI3kq/G2uDpnfJzGJ+hZujqWKbOiadu2zSsXBvHyqs6WzXeIi9dhYZ79rObFqxnPkVatWvWNz/VNGBgYsGvXbiZMmMCKFf6s2fz3MlelUkmZMmV5/DiYj/uGZ3pdy5YtWLbM77WWLL9rFi5cSHR0NNdPFqH0B5ln2YoVMWD3Gie8WjxmypTPadWqVYHfXJDeTLNmzTAyMmTVxmdUr5z9M+ppaYL12xJp2bKF7IErSZL0BmR7GkmSpP9n6NCh+Pv7sdnfEe+25pm2pacL+o2MYOPOeHr06MGGDRtQqRTU9jJCYwi/X04lIVFH+/bt2LBhY67PeWbn0qVLVKtWjUkjrJkxyS7Ldp1O0L5PGGfO6wkJCXtnnlWLjY1l9+7dREREYGFhwUcffYSbmxtJSUns3buX4OBgTExMaNGiRa69WQuT9PR0HB3taVQ7na0rnHPcb9naWIZNfMLFixfx8vrXavzSO27gwIGsWbOS3WucadUk879vvV4wcsoTlq5+xoEDB+QsuiRJUjZkexpJkqTXEBsby9q1q+njY54lSQVQqxWsmOvAkVMppKSk8ODBA/z9/Tl37jcSU9Pp3KUsvr6+VK9e/bVmz7y8vOjbty/f/rCGxCTB2KHWL2Zrb97VMmVWNIdOJLJw4cJ3JkkFsLKyom/fvlm+b2JiQteuXYmNjWXdunX06tWTJ08isLKyxtu7M/3793+pljrvoidPnhAdHUujuva57tekbkY/1Hv37slE9T0wZ84cLl26QIe+N+jW0Yy+XS1wsFVx7XYqS1c/47eLyYwZM0YmqZIkSW9IJqqSJEn/cOTIEZKSUhjQI+ts5nNGRkp6fGzKktW72bRpE99//32exrB8+XIMDQ1ZtHw5S1Y/o1wpI7SpgnsPUjA01DBv3jxGjBiRp2Pmp7Nnz9KuXVuio2Op+qEx1T5U8Tgkgs8//5wZM75m06bNtGvXrqDDfGVqdcaf0JTk3FcmJaeITPtLhZulpSWnT//C5MmTWbNmFeu3hbzY5ulZDH//iQwcOLAAI5QkSXo/yL+akiRJ/xATEwNAkVwKpQAUdVOj0+lISEjA2to6T2MwMDDAz8+PcePG8eOPP3L79m1UKhX9B9WiX79+2NnlnES/a+7du0erVi1wdtBxaIM7XpX+fmbvzv1U+o2MpFMnb06dOk3t2rULMNJXZ2dnR8mSJdhxIIRRg3P+Hdi+L6MVT82aNd9idFJ+srCwYNGiRXzzzTecOXOGhIQEXFxcqFOnDkqlbKggSZKUF2SiKkmS9A/Pk8A/A1Jxccr5I/LPh2loNAaYm2ddHpxXPD09+fbbb/Pt+G/DrFmz0OtSOLrFPUuV1DIlNRza5MyHjR4zffo0jhw5WkBRvh6FQsGQIZ8yatQodh1MoGPrrBVeAwLT8FuXQJs2rSlatGgBRCnlJ3Nzc9q0aVPQYUiSJL2X5G0/SZKkf2jVqhUWFmb459AbFDIq+27YkUiXLj5yOWcu4uLi2Lx5Ez07meXYysPaSoVvLzOOHj3Gw4cP33KEby7jeWQvug2O4Ku5T4l4kg5AcrKetVvjaNAhFIEJc+bMLeBIJUmSJKlwkYmqJEnSP5iamjJ48FC27E7Af13WZDU5WU+3weEkJukL1XOiBSEwMJCUFC2N6hrnul/jehnFhu7fv/82wspTxsbGHDlyjNat2zJ9TjTulR/hVikQ+3KP+GRkBFY2xTl9+hdKlSpV0KFKkiRJUqEipwIkSZL+n6+//pqbN28wdMIhftqeQK/OZtjbqrh+W8uPGxIIi0jDz8+PatWqFXSoryQwMJCff/6ZlJQUPDw8aNasWb7OCL8oNpTydooNBQUFsXPnTqKjo7G1tcXb2xs3N7c3OubLsLKyYvfuPdy7d48NGzYQFhaGmZkZ7dq1o2HDhrJ3qiRJkiS9BtlHVZIkKRtpaWksWbKEJUsW8eBBwIvvt2zZgnHjxtO4ceMCjO7VPHr0iBEjhrN//wH++Znv5ubCpEmTGTJkSL4kU6mpqbi7u1Kjcgq71+TcZ3TohEjWbk0hJCQUGxubVx4nOjqawYN92bFjJ3q9/sX3VSoVnTt3ZtmyZVhZWb3WOUiSJEmSlLdeto+qXPorSZKUDQMDAz777DPu3fuTe/fuceXKFcLCwjh06HChSlIDAgKoVasGZ04f5vOR1tw6U5THV4uxY5Uznu6xfPrpp0ydOjVfxtZoNAwYMIgDxxI5/VtStvvcuKNl/fYEfHy6vlaSGhcXR6NGDdizZyfjP7Xkwe8epIeW4M/zHowebMGOHVtp3Lgh8fHxb3YykiRJkiS9VXJGVZIk6T3WtGkTrlw+w+ndLpQrZZhpm14vGDI+kh83xHH27Nl8aQ8TExNDnTq1CAx8wLSx1vTraoGNtYqERD0bdsQzZVYMRsa2nD9/AXd391c+/oQJE5gzZzYHNjjTvKFplu0HjifSvncokydP4euvv86LU5IkSZIk6Q287IyqTFQlSZLeU7dv36ZcuXJ8O9mW8cOyn61MTNLjXjmQNm27sGHDhnyJIyIigu7du/Lzz6cwMFBib2tAdGwaKSl6vLyqsHnzVjw9PV/5uCkpKbi5uVC/RhrbV+a8tLhd71AuXTchKOgxGo3mTU5FkiRJkqQ39LKJqiymJEmS9J46dOgQAL06W+S4j6mJkk5tTdh+YF++xeHo6MiJEye5du0amzZt4smTJ1hZWdGpUydq1qz52s/HXr9+nadPY+j+cc5JKkD3j805cCycW7duUbly5dcaS8rs7t27rF27luDgYExMTGjZsiXt2rWT7ZokSZKkPCP/okiSJL2nEhMTAbC3VeW6n52NiqSk/H+Gs2LFilSsWDHPjpeSkgKAhXnu5RYs/7ddq9Xm2dj/VfHx8fTt24edO3dhYKDE3UVDzDMdK1aswM3NhQ0bNlG/fv2CDlOSJEl6D8hiSpIkSe+p561Z/riZe4J29VYqrq4ubyOkPOXh4QHA+UvJue53/nIKCoWCIkWKvIWo3l+pqam0bduGPXt28+VYG4KuFOXP8+6E3yjKrjXOmBpF06JFc86fP1/QoUqSJEnvAZmoSpIkvae8vb0xNTVm0Y+xOe5z989Ujp5KpG/fT95iZHmjSJEiNGvWlOU/JZCQqM92n7h4Hf7rnlHE3R1n59yXCEu527BhA2fO/MLK+Q58McYWB7uMRVlqtYJ2Lcw4vcsZR3vByJHDCzhSSZIk6X0gE1VJkqT3lKWlJUOHDmPDjni+XxyNXp+5eF5AYBod+0VgaWnBoEGDCijKN/P555MJi0ijXa9QIp6kZ9oWFpHOR71CeRqjIzAoiMWLFxdQlO+HpUsXU66UET07mWe73d5OzWhfSy5cuMSVK1fecnSSJEnS+0ZW/ZUkSXqPpaen0717d7Zt20bxooZ07WCClaWK85dT2HM4ETMzMw4cOESdOnUKOtTXVr16dS5duohaDe1amFGsiAEBgWnsPZKA4v/au/PoqqpDj+O/nZkAARIhGIaACGiqJdQUiogSlEHLILMgPKSCEEGtoAgWa6sySMuzIlNTQWrVh1QBW0QpihaEiMwik4wyhCFhShiSm5vs9weRYkkCIeaec5PvZ62sJPfs5P5kbU/u755z9jHSnFejlfy3TO1LjdLu3XsVGFj0Nbu4XE5OjkJCQjT2yUj9flRUoeMOHfaq7s/2atq0aXr00Ud9mBAA4C8cX/XXGPM7SYMlpeU/9Ky1dnFpPR8A4HJBQUGaO3euunfvrunTp2n8qyskSZGRVfXkkyM1fPhwxcbGOpzy2mVmZmr9+vV6qHdlVa4UqL//M1OLlp5VVLUADf9VVSU9VEU31g9RYJDRA48c0IoVK9S6dWunY/udvLwLp1aHBBe9QnNI8IXPubm5pR3Jb3m9Xi1ZskR79+5VWFiYEhMTr+n2TABQ1pX2qr+vWGv/WMrPAQAoQkBAgHr37q3evXvL4/EoKytLlStXvubbwrhJenq6cnNz1bJ5BQ18oIpeebF6geNuaRwqSTp8+LAv45UZoaGhatCgvj5ZflS/ebLwcUuXn5MkxcXF+SiZ/7DWasaMGRo37kWlph75wbYOHdpr6tRpqlevnhYsWKAZM6bryy+/VF5enuLibtaQIUnq16+fwsPDHUoPAL7HNaoAUI6EhIQoIiKiTJRUSapc+cL1kkeOFn0E7/CxC9evRkQUfk9ZFG3IkCQt//Kcvlhd8CrL2dl5emXmad144w1KTEz0cTr3e+655zRs2DA1jM3Q/Deu1+HN9bVjVayefypSq7/8VC1aNFebNonq2bOndu9cpYf7hGrYwAryZm3XkCFD1Lz5z3mjBUC5UmrXqOaf+vuQpAxJayWNtNaeLOpnuEYVAFBcLVu2UNqRDdq6oo4CAgou4P2HHdGiT6wOHTqsSpUq+Thh2XDq1CnddltTnTxxUK//b3V1aldRgYEX/r33fJej4WPStOSzs5o3b5569uzpcFp3SUlJ0e23366H+0Zo5h9qXDZPt+/06Gf37Jcnx+q1CdX1SL8qF/9trbX68JOz6jv0mBrfdKu++mot11kD8GtXe41qiY6oGmM+McZ8U8BHF0kzJDWQFC/psKTJhfyOR4wxa40xa9PS0goaAgBAoR577Ant3JOt3758XAW9+bpg8RnNXXhGAwc+TEktgapVq+qTT5YpuuYN6v6rw2rU4oC6DUxV6/sPqlGLffp0RZaSk5MpqQWYNm2aIioH6X9fqF7gmymBgVK2x2r0Y9WUNKDqxZIqScYYdWxbSTMmXaf16zdq8WKW+wBQPvhk1V9jTD1Ji6y1txQ1jiOqAOBfsrKytHTpUqWlpalq1apq27btxdNxfcVaq8GDB2vWrFlqc0e4kh6qop80DlHqUa/mzM3QO/PPKCHhNi1b9rkqVqzo02xlkcfj0cKFCzVnzhs6cOA7hYdX0r333qfBgwerVq1aTsdzpaioaurcLk+zXokucPtvxqfrjzNO6rt19VWzRsHLh+TkWN3QbL9+3vxeLVy4sDTjAkCpcsOqv9dba7+/mKKrpG9K67kAAL7l9Xr14osvatq013T8+H+u6qhUKVy/+tUgTZgwwWcLvxhjlJycrLi4OL3yymT1HJR6cVvlyhU1fPhjGjduHCX1RxISEqJevXqpV69eTkfxG2fPntN1kYXPv30Hc1SvTnChJVWSgoONbmsSrH379pRGRABwndJc9XeSMSZekpW0T9KQUnwuAICP5ObmqlevnlqwYKG6dKiooQNi1KhBiA4c8mrWO6f12mtTtG7dGi1d+qkqVKjgk0wBAQEaMWKEHn/8cf373//WkSNHFBERocTERE73hePq1KmtDZuPFLo9LDRApzPzlJdnC73OWpJOn85TWJhv/p8CAKeV2qq/1tr+1tpbrbU/tdZ2vuToKgDAjyUnJ2vBgoWa/LvrNP+NGLVrXVH16gSr1S8qaM6UmnpnZk2tWpWiF1980efZgoKCdPfdd+vBBx9Up06dKKlwhQEDBurTFee0ZUd2gdvvblVBaem5+nTFuUJ/x74DOVqx+rzuvvue0ooJAK7C7WkAAFfNWqupU6cooUkF/XpItQLH9OpcWZ3bV9Rf/vJnZWcX/MIcKE8GDx6syMiq6vrQUe3c4/nBttxcqy3bsxUQII164bgyMi+/1ZLXazXit+kKCAjUkCGcoAagfKCoAgCu2t69e7V163YN6F30kcoBvSOUnn5Cq1ev9lEywL2io6O1ePHHOplRQXGt9qvbwFRNmnpCz7yQpsjGe/Ty1FPKy5M2b8tW83sP6M15GTpzNk8ej9WipWd0d/dD+uDjM5o8ebLq1q3r9H8OAPhEaV6jCgAoY86cOSNJqlG96Ps4Rudv/348UN41b95cmzZt1vTp0/X668n64OPjMvmXoyY9VEVJA6roQKpXj405poFPHNXAJ45e/NmYmJqaPXuaBg4c6FB6APA9jqgCAK5azZo1ZYzR5q2eIsdt3nZhe0xMjC9iAX6hdu3aGj9+vI4eTdPEiRNlrTRnSrReG19DcY1D1T6xonak1NPSv9fS4H4RCgw0ateunfbt209JBVDu+OQ+qleL+6gCgPvdd9+92rh+mXam1FGFCpe/35mba/Xz9geVF9BAmzZtljGFr2IKlEd5eXlq3Lihoqsd0fJ/FH7v2UEjjurdD3J06FCqqlat6sOEAFB6rvY+qhxRBQAUy1NPPa0jx3LUe8gRnTmb94NtHo/V0FHHtGlLlkaNGk1JBQqwf/9+7dq1R326F31v377dKuvcufNc6w2gXOIaVQBAsbRp00bTp0/Xo48+qtjbvlP/HpXUqEGwDqR69ea8szpyzKOxY8eqX79+TkcFXCkrK0uSVKVy0ccLqkYE/GA8AJQnFFUAQLENHTpUTZo00auvvqoZf31PXm+ujDHq0KG94uOb6vTp00pKSlLjxo3Vv39/RUVFOR0ZcI2YmBgFBwdp9fos9e0WUei41esvFNR69er5KBkAuAfXqAIASiQ7O1unTp3S559/rieeeExHj6apcqUghYYapR/PUWhoiEaMGKmXXnpJAQFccQJI0oMPPqhF/5ynXV/WVVTk5atoZ2fn6ba2hxQecbPWrFnHafQAygyuUQUA+ERoaKhSUlLUp08f1Y4+o0VvxejEjno6+k09bVxWV91/GaoJEybo8ccfdzoq4BqjRo1StidA9/U9rP0Hc36w7eSpXPUZelTbdmbpueeep6QCKJc4ogoAKBGPx6O6dWurdvQZfbYgRhXDf/geqLVWI59P16t/OaU1a9YoIeGKb6IC5cKiRYvUq1dPeTzZ+uU94bqpYYgOpnq14KNzysrK05QpUzR8+HCnYwLAj4ojqgAAn1iwYIGOHk3T70dVu6ykSpIxRs8/Fanw8EDNmDHDgYSAO3Xs2FFbt27TU0+N0votEXrlz5n61/Jg9e//sDZu3EhJBVCusZgSAKBEVq5cqcqVgtQ+MbzQMVUiAtW+dZi++OLfPkwGuF+9evU0ceJETZw40ekoAOAqHFEFAJRITk6OQkONAgKKvo6uQliAcnJyihwDAAAgUVQBACXUuHFjpR/P0eZt2YWO8Xqtln+ZrZtuivNhMgAA4K8oqgCAEunfv79CQ0M0aepJFbZA3/8tyNTBVI8GD37Ex+kAAIA/oqgCAEokKipKI0aM1DvzMzXy+XSdzsi9uM3rtfrb3zM0dFS6mjVLUKdOnRxMCgAA/AWLKQEASuyll15SRkaGXp02Ta+/nal2rcNUISxAK1Zn68Ahj5o1S9CiRYsVFMSfHQAAcGUcUQUAlFhAQICmTp2qNWvWqPcDA7RlV02lbKimW37aRvPnz9fKlSmqXr260zEBAICfMIVdT+SEhIQEu3btWqdjAAAAAABKgTFmnbU24UrjOKIKAAAAAHAViioAAAAAwFUoqgAAAAAAV6GoAgAAAABchaIKAAAAAHAViioAAH7M4/Fo3rx5ateurRo0qKebb26kpKQkff31105HAwDgmlFUAQDwU6mpqWrWLEG9e/fWzu0r9Iv4E2oYm6o5c5LVpEkTjRkzRm66DR0AAFcryOkAAACg+LKystShQzvt3bNdc5Nrqtt9lRQYaCRJx0/k6tnx6Zo4caKqVaumUaNGOZwWAIDi4YgqAAB+6N1339XmzVv05tQa6tmp8sWSKklRkYGa+Yca6tiuosaNe1Fnz551MCkAAMVHUQUAwA8lJ8/UTQ3D1Ll9xQK3G2M0alg1ZWSc0bx583ycDgCAkuHUXwAArsHGjRs1a9Ys7dmzR6GhoWrTpo369++vKlWq+OT5d+zYrp4dQ2WMKXTM7T8PU0hIgHbs2OGTTAAA/Fg4ogrA9Y4dO6YJEybojjtaKj7+p/rlL+/Tu+++K4/H43Q0lEOZmZnq0qWzmjZtqlmzZujIwc+0eeNiPfbYY6pVK0Zvv/22T3IEBwfrfFZekWNyciSv1yooiPelAQD+haIKwNXmzp2r2Ni6evbZZ+U9v0F1ovdo6+ZleuCBB3TLLXHauXOn0xFRjni9Xt1/fxd9+OEivTQ6SgfWx2rNktrasaquvvyojm67VerXr5/ef//9d5tKhgAAEJBJREFUUs/SsuWdWrQ0S1lFlNX5i88oL8+qZcuWpZ4HAIAfk3HTsvUJCQl27dq1TscA4BIfffSROnbsqDuahWn6y9V1c6MQSVJentWipWc1eGS6witGa926DbruuuscTovy4L333lPPnj018w81NLjf5af4ZmXl6a77U3X0RKT27v1OgYGBpZZl2bJluvvuu/XbkZF6/qmoy7afzsjVHZ1SleWtqZ07dysggPemAQDOM8ass9YmXGkcf7UAuJK1VqNHj1KjBsFa9Pb1F0uqJAUEGHVuX0mL3qqp/fsPavr06Q4mRXkyY8Z0xdYJ1a/6RBS4PSwsQKMfr6oDBw5p8eLFpZolMTFR/fr10wuTT2jIU0e1Y9eFU+G9XqsPPj6ju+5P1bd7cjRzZjIlFQDgd/jLBcCVvvrqK3399Td6YnAVVQwveFf18/gwtWtdUcnJM5WXV/S1esCPYd26tfrlPWE/uBXMf+vY9sIqvKV9hpAxRm+88YaeeOIJ/XXeOcW1+k41b/1OUTftVbeBh3Uio5oWLfpQbdu2LdUcAACUBlZXAOBKW7ZskSS1ax1e5Lj2rSvoX58fVkZGhqpWreqLaCjHrLUqYpFdSVJAgGTMhbGlLSgoSH/60580ZswYvfnmm9q9e7dCQkLUunVrde7cmUWUAAB+i79gAFzp+1MVc3KKfrHvyd/OqY3whfj4pvp42VfKy7MKCCi4sX607KysleLj432WKzo6Wk8//bTPng8AgNLGKzsArtSsWTNJ0sKPzhQ5buFH53TTTY1UuXJlX8RCOTd0aJJ278vWO/MzC9zu8Vi9/NopxcTUVKdOnXycDoDb7Nu3T3/84x81ZswYTZo0Sbt373Y6EuA3KKoAXCkuLk533XWnpryeqSPHvAWO+eDjM1q9/rySkobJXOl8TOBH0KNHD7Vo8QsNGpGm114/pbPn/nNt9LZvPbr/ocNatea8Xn75DwoODnYwKQAnnTx5Ut27d9cNN9ygp59+WpNenqRnnnlGN954ozp16qS0tDSnIwKux+1pALjW+vXr1arVHYqJztPLz0WqY9uKCgoyOnkqV6+/fVq/nXRSt97aRMuXf6Hw8KKvZQV+LCdPnlSPHt20bNnnqhIRpPifBCsj02rDN1kKCQnWlCmvaciQIU7HBOCQzMxM3XHHHdqyeYvq2BtVWw0UZsKVZc/rkPZov9mpGxs1UEpKiqpVq+Z0XMDnrvb2NBRVAK6WkpKi3r176sCBQ4qKDFZUtUDtP5SjrKxctW/fVu+8M1eRkZFOx0Q5Y63VypUrNWvWLO3Zs0ehoaFKTEzUww8/rBo1ajgdD4CDnnvuOY17aZya6HZdZ66/bPsJe0wbzRf69ZO/1uTJkx1ICDiLogqgzPB6vfrnP/+pDz/8UGfOnFFMTIz+53/+x6eL1QAAcCUej0e1a9WW0oPUxLQsdNxm+6XOR2Tq8OFUzghCuXO1RZVVfwG4XlBQkLp27aquXbs6HQUAgEJt27ZNaelpukXNihwXrbr6OmOVNm3apBYtWvgoHeBfWEwJAMoAa62++OIL9e3bV/Xr11WdOjFq376d5s+fL6+34MWoAAA/ruzsbElS4BWOBQXlb/9+PIDLUVQBwM95vV499NBDatWqlRZ/+Hf9oulJtbn9jLZvXa7u3burVauWOn78uNMxAaDMi42NVUBAgE6r6H3uqfzt9evX90UswC9RVAHAz40YMUJvvvmmxj4ZqQMbYvX29Ov1xqs1tevLOpozJVobNqxVly6dlJeXd+VfBgC4ZtHR0erYsaMOB+xXjvUUOMZrc3Q4YJ/uuecexcbG+jgh4D8oqgDgx1JTUzV9+nQNHVBFvx8VpYrh/9mtBwYa9e8ZodfGX6eVK1O0ZMkSB5MCQPnw7LPPKjcgR5vMSmXZcz/YlmXP62uzSh5laezYsQ4lBPwDRRUA/NicOXOUl5erkUmF34uvf48I1awRouTkZB8mA4DyqXnz5po3b57OBWdqpT7SRrtSO+xGbbKrtNJ8pIzAk/rbW3/TXXfd5XRUwNUoqgDgx3bs2KE6tUJ1Q2xwoWNCQoxaJATr22+3+TAZAJRfXbt21bfffqtnRj+jinVDdKLiEYXVDtTIkSO0fft29enTx+mIgOtxexoA8GPBwcE6n5Una62MMYWOO3feKjg4xIfJAKB8i42N1YQJEzRhwgSnowB+iSOqAODH7rzzTqWl5+jzVecLHXMs3avPVmbpzjtb+y4YAABACVBUAcCP9erVS1FR1TR2wgmdP3/5qr7WWo2dcFweT56SkpIcSAgAAFB8FFUA8GNhYWGaOTNZq9dnKbFbqhZ/ela5uVaStHZjlnoOOqxZ72Ro9OjRuvnmmx1OCwAAcHW4RhUA/FyPHj303nvvadiwJHXql6rw8EAFBxmdzvCqUqVwjR8/XqNHj3Y6JgAAwFUz1lqnM1yUkJBg165d63QMAPBLOTk5WrhwoVJSUuT1ehUXF6e+ffsqIiLC6WgAAACSJGPMOmttwhXHUVQBAAAAAL5wtUWVa1QBAAAAAK5CUQUAAAAAuApFFQAAAADgKhRVAAAAAICrUFQBAAAAAK5CUQUAAAAAuApFFQAAAADgKhRVAAAAAICrUFQBAAAAAK5CUQUAAAAAuApFFQAAAADgKhRVAAAAAICrUFQBAAAAAK5CUQUAAAAAuApFFQAAAADgKhRVAAAAAICrUFQBAAAAAK5CUQUAAAAAuApFFQAAAADgKhRVAAAAAICrUFQBAAAAAK5CUQUAAAAAuApFFQAAAADgKhRVAAAAAICrUFQBAAAAAK5CUQUAAAAAuApFFQAAAADgKhRVAAAAAICrlKioGmN6GmO2GGPyjDEJ/7VtjDFmlzFmhzGmfcliAgAAAADKi6AS/vw3krpJ+vOlDxpj4iQ9IOknkmIkfWKMaWStzS3h8wEAAAAAyrgSHVG11m6z1u4oYFMXSXOttdnW2r2SdklqVpLnAgAAAACUD6V1jWotSQcu+f5g/mMAAAAAABTpiqf+GmM+kVSzgE2/sdZ+UNiPFfCYLeT3PyLpEUmqW7fuleIAAAAAAMq4KxZVa+091/B7D0qqc8n3tSWlFvL7kyUlS1JCQkKBZRYAAAAAUH6U1qm//5D0gDEm1BhTX1JDSV+V0nMBAAAAAMqQkt6epqsx5qCkFpI+NMYskSRr7RZJ8yRtlfSxpGGs+AsAAAAAuBoluj2NtXaBpAWFbBsnaVxJfj8AAAAAoPwprVN/AQAAAAC4JhRVAAAAAICrUFQBAAAAAK5SomtUAQAA0tPTNXv2bC1fvlw5OTlq2LChBg0apPj4eKejAQD8FEdUAQDANZsxY4Zq166lZ555Rt/t/lSn0pZr9uyZatq0qbp376azZ886HREA4IcoqgAA4JrMnj1bjz76qBJbBuvrz+tq02d1lLK4jg6sj9ULo6K0cOFC9ejRXXl5eU5HBQD4GWOtdTrDRQkJCXbt2rVOxwAAAFeQlZWl2rVjdEujbC15N0bBweayMVNnndITY9O0ePFi3XvvvQ6kBAC4jTFmnbU24UrjOKIKAACK7f3339fx4yf1myerFVhSJemR/lUUXT1YM2ZM93E6AIC/o6gCAIBiW79+vSpUCFSbOyoUOiYkxKh9Ypg2bFjnw2QAgLKAogoAAAAAcBWKKgAAKLamTZvq/PlcfbbyfKFjPB6rf32erfj4n/kwGQCgLKCoAgCAYuvRo4ciI6tq3Csn5fUWvDDjX946rSPHPEpKetTH6QAA/o6iCgAAii0sLEwvv/wHfb7qnLoOPKxt33oubjt1OlcTXj2hXz+Xrvbt26lDhw4OJgUA+KMgpwMAAAD/NGjQIGVnZ2vEiCd1y13f6adxYaoYbrRpq0fnzuWqS5fOeuuttxUQwPviAIDi4T6qAACgRI4dO6bZs2dr+fLl8ng8atiwoQYNGqTbbrvN6WgAAJe52vuoUlQBAAAAAD5xtUWVc3EAAAAAAK5CUQUAAAAAuApFFQAAAADgKhRVAAAAAICrUFQBAAAAAK5CUQUAAAAAuApFFQAAAADgKhRVAAAAAICrUFQBAAAAAK5CUQUAAAAAuApFFQAAAADgKhRVAAAAAICrUFQBAAAAAK5CUQUAAAAAuApFFQAAAADgKhRVAAAAAICrUFQBAAAAAK5CUQUAAAAAuApFFQAAAADgKhRVAAAAAICrUFQBAAAAAK5CUQUAAAAAuApFFQAAAADgKsZa63SGi4wxmZJ2OJ0Dfuc6SelOh4DfYd6guJgzuBbMGxQXcwbXwp/mTay1tvqVBgX5Ikkx7LDWJjgdAv7FGLOWeYPiYt6guJgzuBbMGxQXcwbXoizOG079BQAAAAC4CkUVAAAAAOAqbiuqyU4HgF9i3uBaMG9QXMwZXAvmDYqLOYNrUebmjasWUwIAAAAAwG1HVAEAAAAA5ZwriqoxpqcxZosxJs8Yk3DJ4/WMMeeNMRvzP2Y6mRPuUdicyd82xhizyxizwxjT3qmMcDdjzO+MMYcu2b/c53QmuJcxpkP+PmWXMWa003ngfsaYfcaYzfn7l7VO54E7GWNmG2OOGWO+ueSxSGPMUmPMzvzP1ZzMCPcpZN6Uudc1riiqkr6R1E3S8gK27bbWxud/DPVxLrhXgXPGGBMn6QFJP5HUQdJ0Y0yg7+PBT7xyyf5lsdNh4E75+5Bpku6VFCepT/6+BriSxPz9S5m6ZQR+VHN04fXKpUZL+tRa21DSp/nfA5eao8vnjVTGXte4oqhaa7dZa3c4nQP+o4g500XSXGtttrV2r6Rdkpr5Nh2AMqaZpF3W2j3WWo+kubqwrwGAErHWLpd04r8e7iLpr/lf/1XS/T4NBdcrZN6UOa4oqldQ3xizwRjzb2NMK6fDwPVqSTpwyfcH8x8DCjLcGPN1/ik0nFqFwrBfwbWwkv5ljFlnjHnE6TDwK9HW2sOSlP+5hsN54D/K1OsanxVVY8wnxphvCvgo6l3pw5LqWmubShoh6R1jTIRvEsNp1zhnTAGPsbR1OXWFOTRDUgNJ8bqwr5nsaFi4GfsVXIuW1tqf6cIp48OMMXc6HQhAmVbmXtcE+eqJrLX3XMPPZEvKzv96nTFmt6RGkliUoBy4ljmjC0c66lzyfW1JqT9OIvibq51Dxpi/SFpUynHgv9ivoNistan5n48ZYxbowinkBa3FAfy3o8aY6621h40x10s65nQguJ+19uj3X5eV1zWuPvXXGFP9+4VwjDE3SGooaY+zqeBy/5D0gDEm1BhTXxfmzFcOZ4IL5f/x/15XXVigCyjIGkkNjTH1jTEhurBg2z8czgQXM8ZUNMZU/v5rSe3EPgZX7x+SBuR/PUDSBw5mgZ8oi69rfHZEtSjGmK6SXpNUXdKHxpiN1tr2ku6U9IIxxispV9JQa22Zv3AYV1bYnLHWbjHGzJO0VZJX0jBrba6TWeFak4wx8bpwCuc+SUOcjQO3stZ6jTHDJS2RFChptrV2i8Ox4G7RkhYYY6QLr7XesdZ+7GwkuJEx5v8ktZZ0nTHmoKTnJU2UNM8Y87Ck/ZJ6OpcQblTIvGld1l7XGGu5zAYAAAAA4B6uPvUXAAAAAFD+UFQBAAAAAK5CUQUAAAAAuApFFQAAAADgKhRVAAAAAICrUFQBAAAAAK5CUQUAAAAAuApFFQAAAADgKv8POKkD6PLS81EAAAAASUVORK5CYII=\n",
|
|
"text/plain": [
|
|
"<matplotlib.figure.Figure at 0x7f04a907ccc0>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure( figsize=(16,12))\n",
|
|
"plt.scatter(X[:,0], X[:,1], c=pred, edgecolor='black', lw=1.5, s=100, cmap=plt.get_cmap('viridis'))\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"How good of a job did KMeans do? Was it able to find clusters that match or are similar to the original labels?\n",
|
|
"\n",
|
|
"Let us now try clustering with [GaussianMixture](http://scikit-learn.org/stable/modules/generated/sklearn.mixture.GaussianMixture.html):"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# TODO: Import GaussianMixture\n",
|
|
"from sklearn.mixture import GaussianMixture\n",
|
|
"\n",
|
|
"# TODO: Create an instance of Gaussian Mixture with 3 components\n",
|
|
"gmm = GaussianMixture(n_components=3)\n",
|
|
"\n",
|
|
"# TODO: fit the dataset\n",
|
|
"gmm.fit(X)\n",
|
|
"\n",
|
|
"# TODO: predict the clustering labels for the dataset\n",
|
|
"pred_gmm = gmm.predict(X)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f04a8c15080>"
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]
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},
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"metadata": {
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"needs_background": "light"
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},
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"output_type": "display_data"
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}
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],
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"source": [
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"# Plot the clusters\n",
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"plt.figure( figsize=(16,12))\n",
|
|
"plt.scatter(X[:,0], X[:,1], c=pred_gmm, edgecolor='black', lw=1.5, s=100, cmap=plt.get_cmap('viridis'))\n",
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"plt.show()"
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]
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},
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{
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"cell_type": "markdown",
|
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"metadata": {},
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"source": [
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"By visually comparing the result of KMeans and GMM clustering, which one was better able to match the original?"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
|
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"# 2. KMeans vs GMM on The Iris Dataset\n",
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"\n",
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"For our second example, we'll take a dataset that has more than two features. The Iris dataset is great for this purpose since it is reasonable to assume it's distributed according to Gaussian distributions.\n",
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"\n",
|
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"The Iris dataset is a labeled dataset with four features:\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th {\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
|
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" <tr style=\"text-align: right;\">\n",
|
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" <th></th>\n",
|
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" <th>sepal_length</th>\n",
|
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" <th>sepal_width</th>\n",
|
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" <th>petal_length</th>\n",
|
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" <th>petal_width</th>\n",
|
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" <th>species</th>\n",
|
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" </tr>\n",
|
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" </thead>\n",
|
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" <tbody>\n",
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" <tr>\n",
|
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" <th>0</th>\n",
|
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" <td>5.1</td>\n",
|
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" <td>3.5</td>\n",
|
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" <td>1.4</td>\n",
|
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" <td>0.2</td>\n",
|
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" <td>setosa</td>\n",
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" </tr>\n",
|
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" <tr>\n",
|
|
" <th>1</th>\n",
|
|
" <td>4.9</td>\n",
|
|
" <td>3.0</td>\n",
|
|
" <td>1.4</td>\n",
|
|
" <td>0.2</td>\n",
|
|
" <td>setosa</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2</th>\n",
|
|
" <td>4.7</td>\n",
|
|
" <td>3.2</td>\n",
|
|
" <td>1.3</td>\n",
|
|
" <td>0.2</td>\n",
|
|
" <td>setosa</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>4.6</td>\n",
|
|
" <td>3.1</td>\n",
|
|
" <td>1.5</td>\n",
|
|
" <td>0.2</td>\n",
|
|
" <td>setosa</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>5.0</td>\n",
|
|
" <td>3.6</td>\n",
|
|
" <td>1.4</td>\n",
|
|
" <td>0.2</td>\n",
|
|
" <td>setosa</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" sepal_length sepal_width petal_length petal_width species\n",
|
|
"0 5.1 3.5 1.4 0.2 setosa\n",
|
|
"1 4.9 3.0 1.4 0.2 setosa\n",
|
|
"2 4.7 3.2 1.3 0.2 setosa\n",
|
|
"3 4.6 3.1 1.5 0.2 setosa\n",
|
|
"4 5.0 3.6 1.4 0.2 setosa"
|
|
]
|
|
},
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"import seaborn as sns\n",
|
|
"\n",
|
|
"iris = sns.load_dataset(\"iris\")\n",
|
|
"\n",
|
|
"iris.head()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"How do you visualize a datset with four dimensions? \n",
|
|
"\n",
|
|
"There are a few ways (e.g. [PairGrid](https://seaborn.pydata.org/generated/seaborn.PairGrid.html), [t-SNE](http://scikit-learn.org/stable/modules/generated/sklearn.manifold.TSNE.html), or [project into a lower number number dimensions using PCA](http://scikit-learn.org/stable/auto_examples/decomposition/plot_pca_iris.html#sphx-glr-auto-examples-decomposition-plot-pca-iris-py)). Let's attempt to visualize using PairGrid because it does not distort the dataset -- it merely plots every pair of features against each other in a subplot:"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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7Im/JrGtf3DAlWi6xWBWGBrvzKgaZ4UY6HEGwA7OY+Y2rnykZg2mWKq2zI4XW6XVQDZePJaKxKU4on53vrzZs53S+w6nf76HXt5lmS91HOjuMf9Hp282Oy+/0iANspQ+lsCsm+EEADxLRQmZebsc5Bft544m7sHH1M5gyxzwfYCYEQmaAw4JyihoDWmfOy3N6t6xbmVdlSKsqWIp4VQNmnXxw9nn703uND5QwYSEgmMVaFpsB1jBLlTbQm0ZzS41ybLBZvKUQXfQhDEahEGbkalqv72KaLYbq/aeS2PZK4+Ltjgk+nIi+p2vbB2AtM79l87UEC7zxxF2GyyJCuFGNySqF0fKvaconHUP9e5CX3cgsJZQkjBACQnVtQ3Y52Spm4yZ3tUTlxi7xwEIuRjbaCrn7PfQOdCnNmlFxTLAClY4Du0dRG4AlyMQHtyBTx/skAPcR0bVF3ic4zMbVz2T/P9i/u2DTBjODU/vd7pbgMJOnjSpIMxOLW48lVE35pNdVOtWPqsSGvLbxk4yTBJu1C4LfsJITOxZPZOPkAfNUadqYNBqzheeUeGAhH9V0aEbo93voK82V0qwZqvcfFc2DMnHwVvtQCrud4HEAvsjM1zDzNcg4xc0ATgSw2OZrCRbIXabbuvbqrCOcfaT24/izj/Cug4IjNLfUoHV6Xd4sU+v0OsuxhGYpnz7ddD8G+zrAnMZgXwc6P34+53kSMV6DOWefkfe+KdMbMH5y1cjMLwHjJ0t2CCE49PeozwLP/frVOH7hd7Px9Ty0CY3jPjYdk/oxq6fcMSyEG6sV34rt99DvCSmlWTNU7z9Gx42fXJX3fOqMOkyZUfm9TI/d4RCTAQzkPB8EcDgz9xJReT9RhIp44/c7kU7VYurchwAA/d3bsf3t67F17dUAAKIYvvXvT0JSoYWX5paasgxFbnyZWcqn0eNPyMaLJWqaUFV7CDo23zxcYXAcgCMNU7RNmd6AKdMr+7sEwStU4y3rG5uzzkXrzHnZsbC/Mw1Q4fKvfqxMPSZzk88vTy4IhViJAa6pK5YeNYN+T4imwVJsXt+V2eSck/4yd09I7rn0qc5U7lN2//izeyb4YQBvENGNRHQjgNcA/IqI6gG8a/O1hBJoDjARZR819ZMwacbN2WOOPPZ0D3so+BUtvixjVNlww89hn7sO9Y3T8/RV3zgdk4+5KXuMlqJNu3lraW06dspvYiG46JeLzWg56tjs//VjAbpUT5vXdxmOFbN2GUNCLkaapFgcsXj+XGcsnsBAX3fWtmsp0rasW2l6blU7vnl9VybdpTZfMpz+cvP6LsvncgtbnWBm/jdk4oA7kdkQt4SZ/5WZu5n57+28llAazQHORXOEiWI4avYCHPe173jUO8HPmMWXZSrAZZbQ6sd83lBfQ4MjswzlpmgTBD+jXy42q4yYm6KqWJnxdCqTItBorJi1yxgScjFKa3n8wu9i7tevzmtLVNeCdYLSp0jTo2rHzdJc5rb77Z5gdzgEAKwD8JF2biKazMzbHLiOYEL7k9vBVF/0mEwIhCBk0C9PUeJINH3mK2g85JRMeTdOo/OTF5H8YClU0jhoVX4qSdEmCH5En4bqqNlfMc28o1JmPItZikCTdhlDggr6sIal159heFyxmOJidnztS/uy941iGla5J+Sey45qcCrY6gQT0RUAbgTwKYAURpIhfcHO6wjmaA6wld3LQrQxqio34ch/AlFsREcUR+Oh8wEAyQ+WoruzA8yFu3VzyRi74cAwPTRk698gCG5glIaqWOpJpTLjZSIp0oRczKoYAshzgmvqRqO/pzATVE2deSnleJV5XurcsIZSqOYVtqsanAp2j6KrAExj5qOZ+QvMPJ2ZxQF2kVIOMDMjFu91sUeC3zFanorFjKvBNR5ySvZ5d+d6w81y+RhrMTUoS7lC8LCShkqfdkopDZQikiJN0GNWxVAf5mBms4vZcvIgibtbIRJ2h0NsRyYWWHCZ1363ExSrNX1dE3gs3ovjvtLiVrcEB9Evy86cf2HeL36Nd15bhz27DkK8agxSg3sxdvx+HH38zOzrlmanKIapcx/CUH8Sya2PAgAaxlj/nRuL1+PVxzdn+9RwcAppTHB9KUwQrGAlDZXmgHy6rRspzEAsnglRy/y2LN+pSFQRGIxNb/Vg24Y+GSsCAHNt6tsHervQ0DQHTYefg0RNU9aWdyXbsfT6MwzvJUODFst5mhVEsshAbzobRqH96DPKKlEJdjvBWwC8TERPA8j+JGFmtfqqQlloDnCpEIi5Z0gatLCguvT1zmvr0Ln7UCSqM4YiUT0Wnbvr8c5r67KOcLGlLj2axqpGNWPC1Iux76NHMef8vwGAbDyXKonqsdl/e3sYRO4vhQmCFayWoqXEVKRjsxGP2VMIZuoxdQWhSzJWBMC8imF1bX7+9cbD5mHc5L9HLJ7Ri2bLgUzud6N7SSwO002deuJVwOwvjwFg/Z5gxkBvGpvf7sn41bqsKkBl2rc7HGIbgOcBVAMYnfMQHKSUA8zMIO52sUeC06gufe3ZdVDW2GnE4jXYs2skg0O5S12xeA3GHXFu9rnxcm8a6XS+h83MhqEWee+S3e+CD1FNjabRdPg5iNnkAAP+21kv+AczH0DfPqblbMN7QtPh52Sf6+8lqg4wkH8/MbwnGFR+I0LJxRFmFMwu26F9W2eCmfkmACCiembxurxGC4Eg7sacMyd53BvBTlSXvuJVYwyPy223vNSVQzpVnf2/9ms8f7mqDrs+fDcvHMOsT3pk97vgN7SZsT889iOl47VCMkoQMHpMDAf2mOtesq0IZphVMdS3x6uMV4QTNePynlutQKeRez8xvicYhzXktlmhUu3bnR1iDoCfA2gAMJmIZgD4J2a+zM7rCBnaf/cGmKZmUliZkAmBkDCIMKBSwS13NzoApAb3ZsMO9O2aLirZta7foW5U9ae5ZWbOs7F49fHNhn0qdW5B8AtEMcMCMrk0NM0BOA1Q8d1wmhOwbUNfUQcYBFSPMh6rMlYEs1Ad1XvCUP9u8/dZiPFVuSdo7bnkFcuo4HpWsXvk3A7gNAC7AYCZ3wZwos3XEDDsAMeOAhns4gcys8CcliwQYUGlgpt+NzoAjB2/H+lUfthEOtWPseNHUuSo7lrXO93pVD9G1WxR/yOK9MnIoW9stmkrvSDYhDYOVRzgCVMvBpUYWLF4Rud5leRMGD+pynCsSqYIAcivTlisPRF7z/CeoG10BgrvJaPHqLmK5WrRrJpiLkYhE3Zo3/afj8y8XddkIZpEUIVpqrnzO+wAH3+WZIEICyoV3OZ87YqC7BBHHz8TjeM+xtDAHjAzhgb2oHHcx3nZIZpbatA6vS77i7q6NoZEVaG2iAicToE5jcG+Dny66X785bU7LP8t+j4xpwy13NkhpkPwF6op0poOP7cg7hLQfuxl7vDVtTG0Tq9DZ0eqeMwlAeMnV2HK9AbDsdo6vU42xQl51QmLtX+0YRk+3XQ/Bvs68mx59+43YXYv6TeZT4tXwRYtmlZTHL4tVNfGMGVGHabOsF/7tqdII6K5AJiIqgFcCeA9m68RaV785dOoPfhLCiEQQpgwi89iZlxw81NF35vr8AJj0bGz37AyT64xaX96r/HJiLDp9QuyTxua5uSlOtOnX1Ppk9m1JM5R8Bp9GkLVzBD6+EoNIsLUY/Jv3Jve6il6rupRMRw0dmRzndnyshA9cvVpFj9Aial4ZflGJGrGYah/NygxFV3JdnQl2/VHmt5LzGxxahCY/eWDK/gLip8fDMz5av4eEru1b/dM8BIA3wHQAmAHgGOGnws28OIvn0Zt4xzTEAgAmRg0IXTo47pKtZuhX3bS0szkxWMBgMm+1ty4MW3JN1E9FkQ0nH7tULzz2jpLfTKL6ZI4R8FL9CFIVlKjDfWbbyrSj7dSOjcdo0Kk0evTCM1GV41qAhGhalQTJky9OBOvrqPYvSRukuDErN0qXt4DbL0CMyeZ+e+ZeQIzj2fm85l5d+l3CirUHvwlhVRom1zskeAWRqmZjGKAS6GaYumTjUtLxo01HX5OyfRrKkico+BHrFSH05Pc+mjB+NHQjzeVmHxJgyboUdGnmY3OTYcGlL6XmKXRtKuSnJf3AFvCIYjoThTZy8fMV5Z4fyOA+wF8fvg8FzGzfq5eMAmBYGaA0yDehDlnHedyp6KLm7rV4rNUKsQVQzXF0oGO18CcHq4qlFlG06oKaZilf1JNgaZhlkZHlnydQeytGsVSRNU3NmfHYctRx+L9VSvyXtfGySFHXWY4cZE73vT6NyPK4UGi2UJUUpiZ2ehEzbg8DZe6l5il0awkvWYuXt4D7IoJXlPh++8A8AwzLxqOJa6zoU+hQCUGGJzG3DObAFhbGhcqxlXd9vY0YvyRP8jG3/b27C/9Jh1m6dBi8QEsv3Vx1igCMIkbG2GoP4mqUc0F7bnp11Q5sOt1fLhmxMEfM+ZCNLdYc/AFZcTeKmCecqoZC699IPv8jSfuMj+JSYq0ocH9WH7rd7POR26cr1mVrYiHB0VKs/pYdCMnVSVG3dRGD3Xl3Us+fOc1vLbsTDCnQRTDkceejuO+NhLJanbfsFOTXsW62/IXMPODxR7accMzxnkQ0UHIpFH7+fC5Bpi5045+BR19DLBRblhmRu++Nz3qYXRxW7cj5Y8ri781ruCTxscbHsiLfaRYadPQtWedoR4bDraW1cEo9rL9iTuxZd1KS+cRSiP2Vh2VlFNvPHFXwSwwUDpFWixeC0pMNdS5hAflEzXNqtpDleqFyW2PFYa1pQcRi9fm3UtqDvoy6sd9CQDAnMb7q1bk/bgzS1cZhjSWbv+0PN6grRVAB4D/IqJ1RHQ/EdW73C9fYhQDrDnCmTRoKfR2tuOU87/qUQ8jjau6VSl/rIJRiqW92/4b+z99Je84TqeRqB41nILNmIaxMw31mcYES31SLQEt2ILYW0VUUk5tXP2M4TFGsZi5xGJVaDr8HEOdSxq0AiKlWVV72DpzHuZ87QrUNzZDS2121OwFec+POWkuYrwGg33J4XRoSaRTvQWlvI3ihHO1bZauMgxpLO1OkVYOCQBfBHAFM79JRHcA+GcAP8g9iIi+DeDbADB58mTXO+km7b99CoND00zT7AC5adDEAfYIV3WrUv5YFf2y09IXnjM8bmigP5syZ+n1Z0Af9m8Wb6ZfNiu1tKdaAlqwhZK6jZKtLYa5Ljuw/NbFmDn/QtOiGSrlkhM1TWhomoOu5BsFr0katDwi5SNYsYetM+eV3BfSmpexchxef2qP4XF6fyNX22Eu1+2HIKMdAHYws7amvwwZwefBzPcycxsztzU3F8a4hIX23z6FNLVlU5oYImnQ/ICrus3E2aq3W0El/ZrRMalB41r1oKHsf1WW9uxK/yYoUVK3UbG1pSimP03HMLHR+hK0RhARJky9GE2Tv1x2HyNCpHwEp+1hatDYCdZrNm8VMMem5x9k0h4g3HaCCywGM3+CTJGNacNNpwB419Ve+YjBoWlFl9EkBtgfuK1blfLH5aKSfs0w/szkN1pqcCSVk8rSnl3p34TSiL1Vp1TMZWqwH/FEteFre3b8xjRFWi6xeA3GHXFu2X2MAlHTrNP2cO/O35ZMfwkARx57evb/uTY9F7P2IOF2OIRZjdUrAPz38K7PLQD+wb0u+QuzEAgtDVrvvjclBtg/uKbbo4+fiXdeW4c9uw6yXJ2tFCrp14yOiSdGG54vFh8J11NZ2rMr/ZugjNhbBfJ1abwLPzU4gKNmL8DG1c/k7ax/f9XvkU4NZlMMpoa6EE+MNlzdS6eMHWkhj8ho1ml72PnRSgwN9JqmvzTKDpFr03Mxaw8SduUJfhLF8wSfNfzvAyavvwWgzY6+BJUXHnkTdfVHmr4+1L8bJy48EhID7B/c1q2+/HG5GMXofrq9Fod+9keZVHycxqfbN2H0+H5d3sa5WHjtiCF+9fHNSFQX9iM3RZp5mqn8pT2V2DY7Wf7Ky7j54aXYuTuJlnFNuP68C7DwxJNcu76XOKXbMH2mI2OkwzTkAcjo+LivfSfPYQAym+f0KQaPmPUTw3RVEU99poSTtjbIun3jibsKfoDptainvrHJMP2lPvVfLqnBvYa2ntP9aF+xN+P+o+EdAAAgAElEQVT9ETB+UhWmTG8o98/Jo2On/v7jTN5gu2aCf2TTeSKJ5gCbxQCnU/2oSmwAYO4kC4IKWoyuFqLQ3dmBDWs7cPAhp47oj+JgPgqb1nVl81NrpVuBkcTmY8fvR+fu+rzwHX2Ixsz5F+ZdD/A+1GH5Ky/jmnt+it6BTJ92JDtwzT0/BYDA3Pz8Rpg+U/0YARvP7xTTsZHu06k+ZL2FHCgmezy8wo+6NbLR7U9kssvmThTo0/Npqc0AFHWEy7HJRrae06nMc214MLBr2yCArood4Y6d/diyvidb3dTo/mMXduUJ/p9iDzuuEWbMHGBmxmBfEjFegzlnn+FBz4SwYRSje/CEkw1TnekLtOhLtx59/Ew0jvsYQwN7wMwYGtiDxnEf581YG6XxmfO1KzwNdbj54aXZm55G70A/bn54qUc9Cj5h+kxVytESxYrq2Ej3NfUTYRRI399tQ6eFsvCjblVTpJml5zNr1yjHJhvZ+kwu+UI979o+WPT6Kmzb0Jd1gDWcKh1ua0wwER0J4D8AfA5ANrM3M7faeZ2w8OhP/hOHTP560XQ6mRAImQEWyid3Wal5yr+Atj6SvxRWrBqhjv6eFJZef0Y2jKK2Dti18Y6RErJHFM4m+C3UYedu4zhls/ZKrxcFin2muZ9PY30DiIC9XV2eflbF0vappOZjTmPX1nfROnOe6blydd+xsx+b3upx9G8SrGOm2x3JDsxaclHemAbgyjhXTZFmlp6POY2l12fCJg9pnYEvX3xzwTHl2GR9OF770yaZiXik6mG5YQxupmSze2PcfwG4EcBPAMxDJnjdPKAqwjz6k/9Ey5TFRTNBCEKl6JeVqkY1YcLUiwFgxBE2Ke1qxFB/Elqqs9d/c3u2aAtgvmznJirLmy3jmrAjWRin3DLOegoiPy6neoHZZ9pY35D3+eztGkmr59VnVWq5WaUcLQC8v2oF9id3omP7X4ouXWtjUPAfZrolINu+I9mBq392R2ZlNpXKtjml3eraBgz0FqafrK61HmLwyZa38dz91xs6whVDMN0Jpjmr5YYxuFGmWcPuM9Yy84sAiJm3MvP/B+Bkm68RCg6Z/PWSqdB6uje62CMhjBgtK+mrA3V+8qJh+eN0Oj8HpD6NTjo1lHWANbyu9KayvHn9eRegtjp/7NVW12Rne+y+XhQw+0yJUPD55OLFZ1VquVmlHK3GJ1veLrl0bTQGcxk9VjbGeYWRbo18u4GhoawDrOGUds32BunbE9VqZbQ/2fJ2xX0yYvykqtIHobwwBjdLh9s9E9xHmQzLG4nocgA7AYy3+RqB5qm7b8dB4xeYhkBozkhP90aceu6X3OyaEELMlo9yU/ElP8gY8sZDTslmh+j85MWCtn2f/k/BjmIjvKz0phLqoM3c2LG0aXdoRVAx+0y/c+ePS77X7c+qWCW4LetWonXmPOza+m52132l1yi2hDt6bAyfn3NwWdcQKsdIt0Yzw2Y4od3+HuMiRP09+7H81sXZsJuhgfLjY0tV8VQhs/mtKxMDrO33LDEzrIo2axyk7BAaVwOoA3AlgH9DZhZYMt4P89Tdt2NMyzeLzgAP9Sdx4sKjAIgDLFROLD5gmIdUXx0o+cHSrDMMAA1NczBh6sUg7ec4xXHwhL9B34GNJR3hRLV3IT6qoQ4LTzzJlmVMO0Mrgo7RZ3rzw0tLOhVuf1bFwh3an7gTu7a+i83rXizbAQZGlq47dprPglfXigPsB/S6nbXkImVH2AntFtOn1q4SrmOGavYJFaZMb8CU6SPPVz23FymDfXFxtUnjPNwqHW7rOgwzr2bmLgD7AVzJzF9n5sLC6BHloPELijrA6VQ/Ptn2Gxd7JISd3R8+olQdSE/T4ecUaFUfRmFGJTMUlWJnqIMfrxc0jD6fXLz4rIqFO6QG+7Fx9TMls0OUQlu6LrYM7MTSrlA5RpqtTiRQFc9fn3dKu1bCccpBNftEOZDJFjCzdj9gd3aINmQ2x40efr4PwEXMvNbO6wSVYiEQQ/1JfLLtNzjnu//scq+EMJPc9hz6evabVAci01kHM62aVTT0C3aGOvjxekFD//n4ITuENtv1h8eM09tXMgOsoS1pF1sGdmOWS7CO2Zg2anNCu0YV44rN/NY3Ng+H35jWK8tDNftEOQwNGvfBrN0P2B0O8QsAlzHzqwBARH+NjFP8BZuvEyju/5e/RVV6AJ9pM64YNBICIQ6woI5RXFduLCNRDPGqasPqQESxbPx5Td1B6O/Zn/f6UH/SRKu7C9r0kIWUa8UoN/WYXaEOqte363phQfvcdiQ7EI/FkEqnMbGpGXdd8T3ffE6tM+cVLYdcKVpFRDd3uQvlcd19d+Oh559BKp1GPBbDt+afjlsuudR0rHtBde1ok4wRxqXri6FaxbMcgqh3u3t2QHOAAYCZ/wDAOMo7ImgOMBGQ3Pqo4dL0/l0rTN4tCMZocV0ZY5ZJWfaHx27D+6tWZGeymNOmy7qZYzLvG+jrRiye/3t4z47HAco3ZoVhFMZLXEcee3q5f1YWLfXYjmQHmDmbkmj5Ky9XfO4gXD+o5H5uAJBKZzTkx8/PqWXn3Opbbu5yF6xz3X1344FnV2R1mkqn8cCzK3DdfXd71icj2z5oUlFlsL87e5wZo0bnlzs20r1dVTyDqHe7neBVRPR/iegkIvobIvoZgJeJ6ItE9EWbrxUINAcYyORl/XTT/Rjs6wBzGoN9Hdi789c449Krve2kEDiMq1qVt+TE6RQS1bV5FYS+cOJsTJ3RkP0FX10bQ+O4j8FDm7LH/PU3rsFRsxdkZ36JYjhq9oKStetV8Dr1mNfXDypGn5uG3z4/rXJWOSsXZu/RV5JrbqlB6/S6vHHUOr1OQiF8wkPPG1dXM2t3AyPbzmmTwhgm7bn0d3XmPXeyimcQ9W53OMQxw//eqGufi8wdOjI5g8+9/FzMre1Co+4T1pammYEL/+NpAEd50j8h2Nidhmygtwvf/MGvC9rzjddMHH38AwXH7Hx/Nbo7k6g7eBzGH/65sq6vX5JMmRh3fUoi1ZAFsyVPMyT1WXmU+nx2JDswYdGZAKD0PThN68x5+MNjt1l+nz6v9kh7oW7d2uUuWMfMzhi1L7rpBry6fiTn7gnTZ2DZjT+0vU9223Y7YtytEDS9250dYl6RR6Qc4PkNXRhTBZjkvRaEirAjfqvS8xkt27U/cSe2rFtp6TxGS5Jm5KYkUg1ZKGfJ0yz1URRTn1lhTIN6VSs/LD0D1rVPFCv6nnLGgOANZrdnfbveAQaAV9e/jUU33WB7n+y27fpVC7vsdliw1QkmoglE9HMi+v3w888R0T/aeY0gMLe2C9VFPllmYDBWmLtVEFQxjmc0SU8TKz7My40HsyvVjurSoz4lkWrIQjlLnpL6rDxMJkiL4uXSM2A9NvjIY08vmWbNy6qJgjpmctW36x3gUu2VYKStWDwxkrN9GIrFC/ZyGKHfo+FkirQgYndM8AMAngVw2PDz95EpoBEp9CEQGswjDvDF//64u50SQoVRXJdZjO7xC7+Xd9xRsxfYEg9mV6qdYjO/E5uaQUSY2NSM25ZcnhfqoBqyYGXJU2PhiSfhtiWXF72+UEhnd5fl9xT7HtwgfyyNzJzVNzbjkNYZhjHv2nvM8LJqohBsjGz73K9fjeMXfjev7fiF38Xcr1+d12am11ycTJEWROyOCW5i5keJ6PsAwMxDRFSkanq40OITLxgNjDGokNI5BFz1v592v2NCKGmdOa/AeW2dOc9wY5odmx702JVqxywGOB6LYe09vzB9n2q1tmLnL4akPrOO1bKzQOnvwQ2MxpLKe8zSrNm9pC04Q7m2wWnM9KjaVgwnU6QFEbu/6W4iGofh1QQiOg7APpuv4Uty4xN/nwQGdONqIA283qseLycIfseuVDvfmm+cUs2sXePUWccqtZd7fsE6pSrEGRHk78HJdFOC88w9erpS+wnTZxgeZ9buZ0Sz+djtBH8PwO8ATCGi1wAsBWC+ZhQicuMT1x2IYdmnwN7BTPjD3kHg+a4GPPLTRzzupSDYh12pdm655FIsPm1BdvYlHoth8WkLSmYNeGHtaqX2cs8vWEcfRlJsRi0M34OT6aYE5/ng44+U2pfd+MMCh9ep7BBOI5rNh8xSvZR1MqJvIBMTPAnAQgBfAvADZv6jbRcB0NbWxmvWrLHzlGVz1Q8uQ2vfVjQmMuEOv09mnGANIsInj/3Owx6GlsDl3fCTbvUYVZ9z0ygapToDipcpPeQbZxmmqip3zJVboc4igdJtJZpd/srLuOz/GKcf87td9Ho8+IxAaRYortvccW7m//hdn1aIsJaVdGt3TPAPmPkxIhoD4FQAtwG4GxlnOHRc9YPLMH1wK6qH43/HVAGLJgBAOusIS0olwe9oKXO0HcNayhzAmVhiPVookbaSsiPZgat/dgeYGYOpVLbtmnt+CmCkdKlqTHC5fdBfT1BH+zzNqKvxbx5Rr8eD4Bz6cW6Gn/VpBdFyaewOh9A2wX0VwD3M/FsAoc0F1tq3tSAVWnUM+MrwPVhSKglBwOuUOUapzgaGhrIOsIY+/ZmdacykQpy9FKscBwA9fX0u9sYaXo8HwTlK6VLDz/q0gmi5NHbPBO8kov+LzCzwLURUA/sdbc9ZcNGZOG1c2jQVWmMik9rJoeVUQbBEqeUwL1LmqCxJGpGb/mzhiSdh1Yb38irBnTvvFPxq5Qt5y/AqsXtSIc5eSn1uDGDWkotw6qxj8cLa1baGoFS6/CsppMKL6nhmAIedc3ZehUkAebZm7tHT8cHHHzkdPpWlHF2LlktjtxN8DoDTAfyImTuJ6FAA/8vma3jKgovOxNfHp4sWw+gcQtHUToLgFirLYW6nzFFdkjQid5ly+Ssv45GVL+ZVgnvw2RWGie4X3XRDUUfYztAKIfM9dZeYTduR7MADz67Ie15pCIody7+SQiq8WEnhp68wqX8tt1CG0+FT5epatFwau8sm9zDzb5h54/Dzj5n5OTuv4TWnjSvuAA+kgS2jDnevQ4JQBJXlMLdT5qguSRqRu0xpdB6zOeVSlZ2kQpy9lLucXGkIih3Lv5JCKryUk8JPFSfDp8rVtWi5NHbPBJcNEX0I4AAyccVDzNzmbY+MKVYNrnMo4wDf8W8/c7dTgicEQbMqy2HaTIJbO4grCTHIdXLtDFXQZm9cyA7hOW7otpKcQ5V8r3Ys/7o9HoTS2KVZ/Ti3MzsW4Fz4VLm6Fi2XxjdO8DDzmNmXwSpLLvsqvnSw+dS5VIOLLLZotpx4L5X3qC6HlVMxC1BLK6Y/prG+AXu7Dli+FgDEiDBryUXYuTuJGBFSNt7EIlYhznZbq33PVivG6akkBMVM7zV1o7H81sXZsdJy1LHY+f5q07FT7ngQHMUWzeaO8wmLzqz0dHk01jdk7VMlP6TfeOIubFz9DJjTIIohUV2DoYHC1RWVsAbRcnFCt2nNCZZc9lXMORiIE0AGmecG0sCzu+WjFMpDi/fK3Lw5G++1Zd3Kit/j5HJYbpVEZs7GxS1/5eWix+zv7ir7munhczCzYblTs8SQQazsFCRyv+dKqDQExUjvsXgCA33deWPl/VUrLI03IZwkYnHbzlUVj6O7r7eoPVThjSfuwvurVoA5Y9+Y0xga6APpCs9IWIM9+MlzYwDPEdFaIvq2153J5UsHGzu/WjW43+yKYcUvnnS/Y4LX2KLZcuK9VN/jZHUglbRiRsfYOXsLZCqPEREmNjXjriuvCU1lJwex3daWG+e9+LQF2epyE5uacduSyyuajTfSe6K6FpxOFX2fpI3yPY74B0MldFGKXNszuq4OA0NDea+XEye8cfUzhu2cTkuVNwfwUzjE8cz8ERGNB/A8Ef2FmV/RXhwW/rcBYPLkyY535t9uvQMnTPkKqmuaMKXtJ0hufRRdyfaC467630/jKsd7I/iUopoF1HRbTryX+Xs68pZ9Z86/EKPHz8URbV/EQG8a1bUxjB4/SuVvK4lZ/NuOZAcmLDoT8VjMcLbWbtLMedWdIhTSUC6229pyYyFvueRSwOayyfrl36XXn6H0vnLTRnXs7Me2DX3Z8TV52ig0t4Sj2IKPsMXWAsB1992dTXVWKbm255BvnGV4jNWxoc0AG7Hw2gcsnasSoqJr38wEM/NHw//uAvA4gNm61+9l5jZmbmtubna0L/926x04+a/ORc2ozAxF1ahmTJh6MRqa5uQd5/ztXfAzpTQ7/FpJ3ZrFdRWL9yr2Wu4y759eWYVNb3dhoDej1oHeNLas70HHzvKyM+QypqGh6OtuOMBAJg5PUMcJW+vnVHI1daOVjisnbVTHzn5sWd/jyPgSRrDL1l5339144NkVttmmXN2bjQHLY8No2blYuwNESde+cIKJqJ6IRmv/B/BlAH/2qj8nTPkKYnF9XFkNmg4/J/ucGXhzn9s9E/yCnZotJ27X6D1GjJ34twDnD/N0Cti2ofKKSOVGNVTF46hO2LcI5eK9IfA4ZWvLST3lVpy2SgaAcuMrt23og35F3a7xJWSwU7MPPW8calCK6kQCVfH8+GF9/LpdaRbjCeMiu2btThAlXfslHGICgMcpczdLAHiYmctTqw1U1xj/ckvUjANzZgb4zX3APT+TbBARxjbNlpPGxug9RrviEyZa1n7hV0KnhQ1uE5ua83ZMA/npyD5z6GF4/Z31RSs0mc3e7O0qf6NdBHHE1uamnlLdHOdWnPZAbzF9UEVpo8zGkR3jS8him2atzACXsln6zA92pVlMDQ5YaneCKOnaF04wM28B4Pn27RmXXIhP9u7BI393G2pGFS6nDPTvxoX/kXF8/8Htzgm+wm7NlpPGRv+eTCxwvgMy1J9ElYGWq2srXwRSrb4Uj8UMKyjm3hyuu+9uvP7O+rzXb7nk0kzM6DCzllwkVd0qxElbm5t6Sis5a4Y2ea+SYq9SzNMENlccY1ldGzN0DOwYX0IGOzWruk/BaHFJJYWiHWkW/VDlLUq6Dt9fVCaaAwwAT739KNKp/NiXdKofr27+vRddEwQljEIk9ux4HKB8YxaLA5OnVb457jOHHqZ03Nyjpxd9XR+np5Upve6+u/OOk6puwWHqYS1FX2cAi266oWSKPTtwMk3g5GmjoM+yZdf4EuynlC3SYMBxXZrhhypvUdK1OMHDaA4wADz07pt4fM396O/rAHMa/X0deOkvj+AH10oeCMG/GKWH+sKJszF1RkP2F3x1bQyt0+ts2eWrn7k144OPPyr6ulmcnr594Ykn4bYll9uaUktwhk0f7Sx5zKvr3y6ZYs8OnEwT2NxSg9bpdY6ML8F+StkiM5wsiazHSb2qEiVd+yIcwku0dCl6Hnr3TTz07psAgE+XPYmTcJTbXRMEy5iFVThhvFTj63YkO7LL41q8b26Yg9l5jNojVtUtkCx/5eWKdt87UXrWyapZzS01oXQOwkgl2nKqJLIRfqjyFhVdR3om2O50KYIQJeIxdfNRLNTB7DxWzi/4A61yXCVIjLfgFJVoS3QZTiJ9l1FJl3LImLEu9EQQgoeWwaEccsee2XkqOb/gDVYqx1UnEhLjLbhKOan8ANFlmImkE3zi1ZdhwqIzS84AHzJmLN6+T0ppCoIRt1xyKRaftiA7YxuPxTBt4qS852bkjr1bLrnUsNTxLQaVxJa/8jJmLbkIh3zjLMxacpFrm1WEQoy+CytLxoOplMR4C66i31dQjFw7du68U0SXIYVUEon7jba2Nl6zZk1Z7z3x6suwYcf2osfEYzF89Ohvyzq/4BqBK5FQiW6DgLYUrjITSAA+Wfak6ftqq2sKHCLV43xOoHRrplmz72JUdTX2dh1QOvfEpmbD1HmC7wiUZgF1Wzth0ZlK5wugnREUdRu5meBSDjAgy7CCUA5WlsLrRo2k2jF6n9FubNXjBOcx+y6IoLTcTIAsLwuBQexMeImcE1yMeCyGxactMFyGFQShOFaWwnv6Rxwos/fp21WPE5zH7DPf29WF25ZcXvL9DMismhAoxM6Ek8g4wVr8WjE+evS34gALgcFv8bFWdk/nHmv2Pn276nGC81T6XUxsKqxiKAh+RuxMOImEE6zFrxUr8Tpt4iQXeyQIlZGraS+qGhlhtPO6Kh5HdSI/Hbl+p7VqJTipGOcfzL6LU2cdWzJFmnxngl/Qb8gtxqmzjnWwJ4JXRMIJLhWrOG3iJLxy+89c7JEgVIYf42ONKrrd8Z2rcftlVxXNAKBaCU4qxvkHs+/ihbWri9pa+c4EP7Hsxh8WOML6H+0aL6xd7UaXBJcJdcW4RTfdgFfXv236OhHhk8d+52KPBMEevIiPXf7Ky7j54aXYuTuJlnFN2dk8fZt+x7/K7LRqJTipGOcfjL6L79z5Y9Pjf3blNfLdCb5nYGjIsF1igsNJaJ3gUg4wIDE+QnBpGddkGN7jlKb1KbF2JDtw1V23g4iyNw0tJAMY2fRk9D79MUJ4qKuuRne/8UywfO+C31DxEzTEXwgnoQ2HKCVsiUsTgozb8bFG4ReDqVTBrIk+JMOPYRuCc/QODBR5Tb53wV+oOsDiL4SX0M4EF2NiUzOuP+8CmZEQAoumXX0oglOatrIUmHuspDWLFukSxZfkexeCwsSmZldsq+AtoXOCtbjFYkiVIiEMuBkfaxZ+YXZsqffJ0mJ4yI0VL4V874LXqOpV/IRoEKpwCJVUaFZSogiCkMEo/CJGxlUpc1MJSVqzcKNP1VcM+d4Fr1HVq/gJ0SFUTnCpVGgnTJ+BZTf+0MUeCUI4MEqJ1djQYHhsbiohSWsWblRLZcv3LvgBFb2KnxAtQhUOYba8IanQBKFy9OEXh3zjLMPj9ONQ0pqFF7G5QpAQvQp6QjUTLGVVBcE9ZLwJogEhSIheBT2hcoIl/lAQ3EPGmyAaEIKE6FXQE6pwCLfTRglClJHxJogGhCAhehX0UKkdvX6kra2N16xZ43U3BG8xTk3gY0S3AgKmW9GsgIBpFhDdCgAUdRuqcAhBEARBEARBUEGcYEEQBEEQBCFyiBMsCIIgCIIgRA5xggVBEARBEITIEciNcUR0AMAGr/vhMk0Aihc7Dydmf3eSmU93uzOVQEQdALaWOCyo37P0W41A6VZRs3biVx35sV9u9SlQmgUMdevH70+FoPYb8L7vSroNqhO8hpnbvO6Hm0Txbwai93cH9e+Vfgt24Nfvw4/98mOf/EpQP6ug9hsITt8lHEIQBEEQBEGIHOIEC4IgCIIgCJEjqE7wvV53wAOi+DcD0fu7g/r3Sr8FO/Dr9+HHfvmxT34lqJ9VUPsNBKTvgYwJFgRBEARBEIRKCOpMsCAIgiAIgiCUTeCcYCKKE9E6InrK6764BRE1EtEyIvoLEb1HRHO87pMbENF3iegdIvozEf2KiEZ53ScnIKJJRLRy+Lt9h4iu8rpPKhDRKCJaRURvD/f7Jq/7ZIUo2hK/4ucx4EedRPWeUA5EdDoRbSCiTUT0z173RwUi+gUR7SKiP3vdFyv4eRybETgnGMBVAN7zuhMucweAZ5j5rwDMQAT+fiJqAXAlgDZm/jyAOIBvetsrxxgCcA0zfxbAcQC+Q0Sf87hPKvQDOJmZZwA4BsDpRHScx32yQhRtiV/x8xjwo04id08oByKKA7gLwFcAfA7A3/lIV8V4AECgcjMP4+dxbEignGAimgjgqwDu97ovbkFEBwE4EcDPAYCZB5i509teuUYCQC0RJQDUAfjI4/44AjN/zMx/HP7/AWRuaC3e9qo0nKFr+GnV8CMQmwyiaEv8jF/HgB91EvF7glVmA9jEzFuYeQDArwGc7XGfSsLMrwDY43U/rOLXcVyMQDnBAG4HcC2AtNcdcZFWAB0A/mt4Se5+Iqr3ulNOw8w7AfwIwDYAHwPYx8zPedsr5yGiIwDMBPCmtz1RY3ip+C0AuwA8z8yB6DeiaUsCgc/GgB91Esl7Qpm0ANie83wHfO6UhQWfjWNTAuMEE9EZAHYx81qv++IyCQBfBHA3M88E0A0gEHFNlUBEY5D5xf4ZAIcBqCei873tlbMQUQOA5QCuZub9XvdHBWZOMfMxACYCmE1En/e6T6WIsC3xPX4aAz7WSSTvCWVCBm2BWK0KMn4ax6UIjBMM4HgAZxHRh8gsaZxMRL/0tkuusAPAjpwZtmXIGMCwcyqAD5i5g5kHAfwGwFyP++QYRFSFjNH4b2b+jdf9scrwcuzLCEYcW1Rtia/x4Rjwq06iek8ohx0AJuU8n4iQhtX5BR+O46IExglm5u8z80RmPgKZDVIvMXOoZwYBgJk/AbCdiKYNN50C4F0Pu+QW2wAcR0R1RETI/N2h3Pwx/Pf9HMB7zPxjr/ujChE1E1Hj8P9rkfnh8hdve1WaqNoSP+PHMeBXnUT4nlAOqwEcSUSfIaJqZL7H33ncp9Dix3FcisA4wRHnCgD/TUR/QmYX/s0e98dxhmc5lgH4I4D1yGg1EBVoyuB4AN9CZqbpreHHAq87pcChAFYO63I1MjHBvkkjJQSKoI4Br4jcPaEcmHkIwOUAnkVmEuVRZn7H216Vhoh+BaAdwDQi2kFE/+h1nxQJ3DiWinGCIAiCIAhC5JCZYEEQBEEQBCFyiBMsCIIgCIIgRA5xggVBEARBEITIIU6wIAiCIAiCEDnECRYEQRAEQRAihzjBgiAIgiAIQuQQJ1gQBEEQBEGIHOIEC4IgCIIgCJFDnGBBEARBEAQhcogTLAiCIAiCIEQOcYIFQRAEQRCEyCFOsCAIgiAIghA5xAkWBEEQBEEQIoc4wYIgCIIgCELkECdYEARBEARBiBziBAuCIAiCIAiRI5BO8Omnn84A5BHtR+AQ3coDAUM0Kw8EENGtPKCIK04wEcWJaB0RPWXw2mIi6iCit4YfF5c6XzKZdKajgjCM3ZoFRLeC84itFYKG2FrBSxIuXecqAO8BOMjk9UeY+XKX+iIIKohmhSAiuhWChmhW8AzHZ4KJaM2zUE8AACAASURBVCKArwK43+lrCYIdiGaFICK6FYKGaFbwGjfCIW4HcC2AdJFjFhLRn4hoGRFNMjqAiL5NRGuIaE1HR4cjHRWEYWzRLCC6FVxFbK0QNMTWCp7iqBNMRGcA2MXMa4sc9iSAI5j5CwBeAPCg0UHMfC8ztzFzW3NzswO9FQR7NQuIbgV3EFsrBA2xtYIfcHom+HgAZxHRhwB+DeBkIvpl7gHMvJuZ+4ef3gdglsN98g3LX3kZs5ZchEO+cRZmLbkIy1952esuCaJZwSI+Gce+1a1PPh/Bf/hWs0aIjsOJo04wM3+fmScy8xEAvgngJWY+P/cYIjo05+lZyATIh57lr7yMa+75KXYkO8DM2JHswDX3/FQGlseIZgUr+GUc+1W3fvl8BP/hV80aIToOL57kCSaifyWis4afXklE7xDR2wCuBLDYiz65zc0PL0XvQH9eW+9AP25+eKlHPRKKIZoVjPD7OPZat37/fAT/4bVmjRAdhxe3UqSBmV8G8PLw///fnPbvA/i+W/3wCzt3G+cxNGsX3Ec0K5TCj+PYT7r14+cj+A8/adYI0XF4CWTFuDDQMq7JUrsgCP5DxnFx5PMRwoDoOLyIE+wR1593AWqra/LaaqtrcP15F3jUI0EQrCLjuDjy+QhhQHQcXlwLhxDyWXjiSQAysUY7dyfRMq4J1593QbZdEAT/I+O4OPL5CGFAdBxeiJm97oNl2traeM2aNV53Q/AW8roDVhHdCgiYbkWzAgKmWUB0KwBQ1K2EQwiCIAiCIAiRQ5xgQRAEQRAEIXKIEywIgiAIgiBEDnGCXUDKLQpC8JBxWxny+QlBQHQabSQ7hMNo5Ra1ajNauUUAsrNUEHyKjNvKkM9PCAKiU0Fmgh1Gyi0KQvCQcVsZ8vkJQUB0KogT7DBSblEQgoeM28qQz08IAqJTQZxgh5Fyi4IQPGTcVoZ8fkIQEJ0K4gRXSKmgeim3KAjBIHcsd/f1oTqRv2VCxq06RnYPALr7+mTjkeApMs6FXGRjXAWoBNVLuUVB8D/6sby36wCq4nGMHT0ae7u6ZNxaRPucbvive7HnwIFs+96uA7LxSPAMGeeCHnGCK6BYUH3uIFp44kkyqATBxxiN5cFUCnU1o/Defz3sUa+CzcITT8LNDy/Nc4IBYxspCG4g41zQI+EQFSBB9YIQDmQsO4N8roKfED0KelxxgokoTkTriOgpg9dqiOgRItpERG8S0RFu9MkOJKg+vIRVs4IxYRnLftNtWD5XwVnc0q3oUdDj1kzwVQDeM3ntHwHsZeapAH4C4BaX+lQxdm56k6o1viOUmhUy6MfbqbOODcsGVs90a2TDZGOwoIgrujXSY3Uige6+Prn3RhTHnWAimgjgqwDuNznkbAAPDv9/GYBTiIic7pcdLDzxJNy25HJMbGoGEWFiUzNuW3K55Vg3LVh/R7IDzJzdYCeD0RvCrFnBeLw9svJFnDvvlIrHspd4qVszGwbAFhsphBc3dau/Z48dPRrMjL1dB+TeG1Hc2Bh3O4BrAYw2eb0FwHYAYOYhItoHYByAQATp2LHpTXWDneAaodZs1DEbby+sXY219/zCo17Zgme6LWbD1t7zC7FjQjFc1W3uPXvWkotk42bEcXQmmIjOALCLmdcWO8ygjQ3O9W0iWkNEazo6Omzrox+QYH3/YKdmh88XWt0GlTCON69tbRg/U8F5RLeC1zgdDnE8gLOI6EMAvwZwMhH9UnfMDgCTAICIEgAOBrBHfyJmvpeZ25i5rbm52dleu4wE6/sK2zQLhFu3QSWk481TWxvSz1RwHtGt4CmOOsHM/H1mnsjMRwD4JoCXmPl83WG/A3Dh8P8XDR9jOKsWJK67724cds7ZmLDoTBx2ztm47r67TY+VzSP+IcqaDTO54/Gj3UnEdSGFQR9vXuvWrEJcT39+hTjZACzk4kfdmtkCK/d0ITh4UiyDiP4VwBpm/h2AnwN4iIg2IfPr7pte9MlOrrvvbjzw7Irs81Q6nX1+yyWXFhwvVeX8T9g1G2b04zE9fP+sr6lBz8BAqMebW7rVPrt/+cW92Ns1EmO558BIhTgAJStsCgLgvm5L3Xut3tOF4EBBnMBqa2vjNWvWeN0NUw4752yk0umC9ngsho8e/a0HPQolgcvG4HfdhhWfjcdA6daqZmctuQg7koXxmBObMsvTZq8FfENi2AmUZgH7ba3PbIighpJupWyyAxgNlmLtgiA4h4xH9yhno5FsQhL8jtiQ8CJlkx0gHjP+WM3aBUFwDhmP7lFso5FsQhKCitiQ8CIzwWWw6KYb8Or6t7PPT5g+A8tu/GH2+bfmn54XP5TbnsvyV16OZBxwx85+bNvQh4HeNKprY5g8bRSaW2pM2wXBCrfdvQJfmjgbMYohzWksmbMYd71WuNyuH49C5Vx/3gV5cb8AUBWPY++B/eju7y84PkaEnv5Mta4o2UAnMbKjAMS2mmB0H1614T089PwzSKXTiMdimHpYCzbs2F7wXrEhhajcx/10rxcn2CJ6BxgAXl3/NhbddEPWEdYC5XMH0bfmn54XQK9VWIraJpGOnf3Ysr4H6VTm+UBvGlvW92D/nkEkdw4WtAMQYy0oc9vdKzBn0nHQCkrFKY5Tj/wbAMA97Q+YjkfBHvQbjRrrG7C/u8vQAQYymxS1YgVRsYFOYmRfN7/dk0mqyyNtYlszGN2Hr/jpT/LCHFLpNDbs2A4iQu4eqngshtnTPut6n/2M2f0dGNGayjFuIhvjLDJh0Zmmr3267Enl8xTbQBLmTSJrX9qHgV6DOCqCYbmJ6toYZp18sNGpIr9ZQyjkD08mEY/FC9pT6RT++kxfLLsHSreVatbMzhUj7DbQSUztqwFFbKueQGkWUNdtOfrMRbSaj5n+crWmcoxNKOlWAlo8IqqVakwNtMlvMVWDLggAECNjk2bWLjhLOfYs7DbQSazYS7GtlWtNtJqPmaZy21WOcRO5M3hEVDeJVNeaSM7kN5vp8YJgQJqNDalZu+As5dizsNtAJ7FiL8W2Vq410Wo+ZprKbVc5xk1kFFjkhOkzTNtzqyF99h/Ow18tPs+0MlJUq8RNnjYK+tXqWBwYP6nKsF3b1CEIRiy66QZMWHRm9vH8+/8DfYgXM+PNHas86mG0sWrPomADncTIvhKhYJJBbGuG68+7oKB6pBkx3XHViYRoVYfZ/T1XayrHuIk4wRb5u3mnFkxaEoAph7Xgmnt+ih3JDvDwZo+9XQfAzNkNH7mO8MITT8JtSy7HxKZmEBEmNjXjtiWXh35DSHNLDVqn12V/9VXXxtA6vQ5TpjcYtkd944ZgjtEm1XvaH8CzG1YilU6BmZFKp9C+/Q1cc+kCj3oZbX618gXT1yY2NWPxaQsiZwOdxMi+TplRh6kzxLYasWrDe0gZ7IuaNnFSNv1ZPBbDCdNnFKRDC+J+Kqcxu7/nak3lGDextDGOiOYCOAI5WSWYean93SqOlxuMzALp47FYycTZEkRvK6HdrCGoYdcmVZcJlG4r1WxAvyMhn0BpFlDXrWoluKhuZA849laMI6KHAEwB8BaA4eQWYACuO8FeYhYIr1I5RoLoBUEQBMEfqFaCi+pG9ihgJU9wG4DPccTXAFrGNZU9EyxB9IIgCILgD8zu2/rQB7P7vtzTg48VJ/jPAA4B8LFDfXENlUpt+mNOnXUsXli7GjuSHQUpbWura3DuvFPwyMoX8yolQXdMWILo/VTtRYgWN9z5Sxw7/ktoqh+He7/xYzy05jG8+kF73jFmm1cFeyllR6+7727T98p3VDlih8sjV7d11dWGhVz0leCMKiGG6Z4eFJzQfEknmIieRMbnGw3gXSJaBSCrBGY+q6IeuIxKpTajY3LLIDNGajtMbGrOGv/Z0z6bHVxjGhrADHR2d4WqHKjfqr0I0eGGO3+JUyafilGJjM7GNzThO399EQBkHWF9CXPBGUrZ0evuu9uwdDwg35EdiB0uD71uzSoZ6tFXQgzTPT0oOKX5khvjiOhvir3OzP9T9tXLpJLNGioB7qpVZKIYFO9itZdShHazhmDMbx/ZiPENhcuPu7qSOPvcIz3oUVkESrdmmi1lR1U3HAnl4bIdDpRmAeu61SM69R9laN6ejXGak0tEtzDzdXlXILoFgOtOcCWoBLirBrtHMSjeb9VehOjQVD/OUrvgHKXsqOqGI6E8xA6Xh+o9W3TqP5zSvJU8wfMN2r5S0dU9QKVSm2qwexSD4v1W7UWIDsnu3ZbaBecoZUf1G4s0zNoFa4gdLg/Ve7bo1H84pfmS7yaiS4loPYBpRPSnnMcHAP5U4r2jiGgVEb1NRO8Q0U0Gxywmog4iemv4cXH5f05pVCq1GR1jxI5kBw5ZdCZaz/+GaWU4AHmV5MyOCQp+q/biBH7UbRQ58oJv5lWD++Wax9A3lB/D1zfUj9W73vSoh/7Bbc0Ws6PX3Xc30kVmgj/7D+cF2gb6gbDYYT/o1oiph7XgsHPOxoRFZ+Kwc84uuskzlzDd6/2GU5pXyQ7xMIDfA/gPAP+c036AmfeUeG8/gJOZuYuIqgD8gYh+z8xv6I57hJkvV+51BagEuOuPqa2uRo9JAD0D6O7rA6C+yU5/TJDQAtBDvivZd7qNGkde8E3s7+nOa3tlePPb+W3fQFP9OCS7d2P1rjfxwyvO96KLfsNVzZrZ0VUb3jPdEKex58ABXP2zO/LOI1gjRHbYU91WJxLoHxwsOG7Dju3Z/6fS6aymb7nkUtNzh+1e7zec0rzKxrixxV5XcIS189QB+AOAS5n5zZz2xQDarAjc7Q1GZps8zFDZZBfFTXU248pmjSDrNsiEuNKY47r1UrNWbKXYwMAQWltbzM7oKbVZTu71vkNJtyrBFGsBrBn+twPA+wA2Dv9/bcleEMWJ6C0AuwA8nyvuHBYOh1gsI6JJJuf5NhGtIaI1HR2ld3faidUgeZVNdlHcVBckwqBbIVr4QbNWbKXYQAHwh25VKKVtudcHk5JOMDN/hplbATwL4ExmbmLmcQDOAPAbhfenmPkYABMBzCaiz+sOeRLAEcz8BQAvAHjQ5Dz3MnMbM7c1NzeXuqytWA2SV9lkF8VNdUEiDLoVooUfNGvFVooNFAB/6FaFUtqWe30wseLdHcvM2WAvZv49gKI5hHNh5k4ALwM4Xde+m5m1gNv7AMyy0CdX0FePKYbKJjupNBMcgqzbIHNQXb2ldmEELzWraiurEwmxgUIeXujWSuXCUtqWe30wsVI2OUlENwD4JTL7wc4HUDQ3ERE1Axhk5k4iqgVwKoBbdMccysxaKeazALxnoU9lYVbu87r77sZDzz+DVDqNeCyGb80/HbdcciluueRStL+zPi9Y3oh4LIZz551ScC4CUD9qFHr6+y1XmtmybiXWPf8gujuTqG9swsz5F6J15jwA+SUEE1UEBiM1iCBvkvAFftVtmLn9jkcwu/UUgGIAp/GdWX+Lu9Y+nrc57qC6emxc+msPe+lf/KJZbeOQZvvMGBgaws0PL8WqDe/hhbWrA12Fq5iNVkVfDraxOY7OjlTQN72VxGvdLrvxhzhk0VlgjOyNIhD+evoX8Or6t7NtmrOsxbzn+gcaQa4qZ4eGK8WrMVByY1z2wMwGuRsBnDjc9AqAm4ptjCOiLyCzdBFHZtb5UWb+VyL6VwBrmPl3RPQfyAh7CMAeZILi/1KsL5VsMNLv4AQyv9bapv1Vnug1Fp+2AABK7nhWPVex3aV6tqxbifYn7kRqcKSv8aoazPnaFRg9fm5eCUE9sTjQOr0ulIZzGMc2a/hRt2Hm9jsewewp80E08pUyM1Ztfh5XX3Wuhz1zBEd06zfNFiubXIza6hrctuTyQDgOQHEbrepE6MvBGuGxPQ+trTXKQmNEjAhpA1/J6j3dj9ih4UpxaAwo6VbZCfYTTpRNNkOLA7KjgozVUozLb12M7s7CvtY3NuOItjtKVkrxoJSxm4SmlGfUef3JJEifABIAp1OYe2bo4ukCpdtyNWs1o04uQdpNX8xGL7z2AaVzmJWD1eOhPQ+UZgFnskMYEYbyynZouFIcGgP2lE0motuZ+WoiehJAgcfMzGep9sgPWN2paWf5RKvn6u407mt3Z1JJMFJCUwgEZLI1waxd8D2V2M0g7aYvZqNVUbXTYs/9RxjKK9uh4UrxcgyoxAQ/NPzvj2y/uge0jGvydCbYCvWNTSa/0JpQXRtTmgkWBN/DaYAKZ4LBwb/BRJV4LFa2zQzSbvpiNloVFVuuHSf4izCUV7ZDw5Xi5RhQSZGm5QKOA1jNzP+T+7C9Rw5jtoPTbJfot+afbjk7RLFzWWHm/AsRr8rva7yqBjPnX2hYQjCfdNFygpvXd6F9xV60P70X7Sv2YvP6Lkt9E4RKeOqRP+L1p/bg9af2ABSDPiyLmbFqy4se9U6oFKu2TiNou+mNbHQsnsBgfx+WXn8Glt+6GFvWrSx6jtK2PMNAbxqb13ehY2c/1r60D+1P78Xal/ahY6dxNVOhNKrZZmJkvLJeU1UV+BLJM+dfiFg8fz40Fk9g5vwLbTm/il5VxkAsDtTUwna/xYpbvRjAW0TUTkS3EtGZRDSm4h64zMITT8JtSy7HxKZmEBEmNjXjtiWXY9mNP8Ti0xZkf9nFY7Fs0PvsaZ9V+sWnci4rtM6chzlfuwL1jc0ACPWNzdlg9eaWGrROrxv+ZcQFTkQ6ncKuD981PO/m9V3YtW1wJLiFgV3bBsURFlzhqUf+iLH1R4CIsg8g4/gyMzidCuumuMigajPjRBg7enSeLQ7Kpjig0EbX1B0EZsZA7wEAjO7ODrQ/cWdRRzjflmdmu8ZPrjKMBtq1bRCb3urJzpoN9KaxZX2POMJl8p8XLzFsX3zagjwf4adXfC/vnh4jQowIPf39YOZsieSgOsJGkxB2oG14K6VXszGQ+7z+4BgO7Enb7rdY3hhHRIcBWATg/wFwGDNbSbNmC25vMFLZTOflZo5XH9+MRHVhdeuhgT044W+nFLS3r9hrEN0NgIA5CwLzuya0mzXCzutP7cnLBKHBzJh7RtEq7WEgULotV7NWNiAHaSNcKezcZGRqpw1weNNcoDQLqOu23FLHYSqR7OTGOLMNb+XotQy/xZ6NcdmzEZ0P4AQA0wEkAfwUwKuq7w8yKhs1vNzMEa8ydlzN2k0Na/AShQiC4EOs2MMgbYQrha2bjCzYY9k0Vx7lljoOU4lkJzfGmemyLL065LdYCYe4HcAxyFRsuZKZb2Xm9souHwxUNmp4uZkjNbjXUrvp76PA/d4XBMGPWLGHQdoIVwqzzURlbTKyYI9l01x5lFvqOEwlkm3VrA4zXZalV4f8FuWZYGZuIqKjkSmW8e9EdCSADcz8rcq64BxmleFy2+tqatDT1wcGDKvAAJnNdFf/7A4MDA0ZXsfuzRxWq7eMHb8fnbvrEYuPbNBgZsSrxuAPv92OeNUogBPZqivjJ1VlYoL1MLD6uc5s5blYfAC7P3wEyW3P5fVDX9klrNWMBHt4cdlG1I4al32eTg8gFqsuKI6xp/tDAKEPhwgtml21kn0naBvhjMi119W1DaBYDKzLjDE00I8t61Zi9Pi5ylWxTO20HkLRTdCCOdefdwEu+z+3GbaXep9R0S0/atnInwCQp9lYPIF0asS/0Tbg5/LOa+uwZ9dBiFeNQWpwL8aO34+jj5/5/7P37vFx1Oe9/+fZ1UqybBnZlmyDbZnYGLckDiiWKYYTEgOmDreQQiDJKeDSlEOb0KRJT9I67entV3rCLzdOQqGUXGxOSGMwUAKE4IIJAQy+IIgDBHxJfANsyVfJlnXZfc4fs7OanZ2Z/c7sXHee9+ull72z35n9SvuZZ575znOp+Dyjf5DNAUSAMeo2k7XW66/WH9Fifou0Ts7gfYvHQibszoeps3LqfwwL3IRDTATQCWA2gFMBnAQgts9gzJ3h9MD1DW++gR+ve6q0/diJE6V98oVCqcuR2RG2i52e2d7ha2tEc/cWPbECgK0j/N7zugwCbQMwlmyUbZhQelygB6XPWdACANi/e6TiUcLoyNiGQr4RJ51yDU4cP4qBvvVY//C3MXi8DQP9p5Y6u+jHBCCOsFCB7gAbHd5MprHkCOscPPZbXHbtB6KYouADVp04qzFpQiv++cabEpUIZ8Zsr7WEuEqGjh/FL5/dgGnz3g9wpji2gP27xi6hZls6cbKaEywP8Lzzj/d+33a7ky6T0iLZyp94fs03QUQlp3d4sB+UyaKpZSKGjvdbLry99nwPDh84GQ3FyloNjZNx+MB4vPZ8T5kjbO78lh8BQEBDjjA6wraLZmYHGAD6Dxbwq/VHSo7w3AUTAAyM+S2kOcDadu+4SWp7zvDzHWbeU9MnB8yt962qMMiDw0NVe9oDWt97oxN8632rMJKv7OcXRBB8z9qVZe0LASA/MoSetSsdV4N1IdolyekU8sCuN09g4QUnYe6C6p1aMtkmtM++BgN965EfGcLB/RPR0Fg+Rj+mOMGCGbMDDABEhEym0ZQEJyvAScbK3lZjfHNz7JwGt1jZazsmz/xYyQG2w2hLd715wnGsDrPYX6+8e+igq+1Grjr/w7HXr5U+uZCvCKPlQh4NjU249m9+ZHkc7bpvLgXYhIP7J5Zt2/XmicrWxwxkGgiLL26znafZAbbbPnfBBMxdYHsYT7gJh3i/0/tE9G1mvqX2KfmDXYC6SgF385gwg+BrDVK3TYYzYHR6VQLUG5rGHmXbHV8SMwQhvXixhUlMIjLjJnmooUktxtJYTkoVsb+CFW706TRWNfne10S4kPAzmv48H49VM3YB6kq1K01jwgyCrzVI3TYZzoAxKF0lQH106EDV40tihiCkFy+2MIlJRGbcJA+NDqk5JMbaqKqI/RWscKNPp7Gqyfe+JsKFRHxnViN2neGuW7oMjQ3OC+D5QgFz/vvVOPnjV2Da1Zdjb19vhWMcVBC8U5c4FSZPPYpCwT6OTA9KX/+fj+LZNVsxdDzvWBi7UBhF387VpXlMnnq0orOLXaC7kD6e/I9XS53gXnj0IJhHLQuxD544YHMEIYlY2VsnctlsLJOI3LCjZx1GXYSA9O1c7WibdYYHC1j/2CHl1TOxv+5Y8+wzWHjzjZj+8Sts46mnT6qP8KyupTeAKlqxWf3W5OhjWPkVhcIIJk89WrbNsvMbAYVRduwY1zrZxhUlBN4ZsW6dYLvOcGfP/12lbijHhoZQKI5jaI7x+ObmwDsbOXWJU2HqqWcgU6FC7fdoHJfBnAUt2LZpLQrUjVxze6ljV6lbl+lvQ5RFc+u80jzee15XRWeXOQtaJB5NwJP/8SomTJhV1gmOqKHkCOs/gycO4MKr50U9XcFHjPZWBasciyShJxwNHS93ArK5JpDC08YSBMvOcJZDM1qCkb4fIPbXLXoC556+Xs0e2YybN3NWqPMKksrGRFa/NWP/TusOs4C1X5HJZDH11DPKtpk7v2VzmlT1hHu7jnHTOm1u4kxJ/UE4wn52e4tdkqpV4PrCm2+0NMDZTKZqvPCJ4WG8e/8jfk7RkjldS5SdXjNaMoXZqlJZh5Y3XpyPXHO50dQdYaskpraTL8QlfzLWwrZjRpMYXaEC3QE2or1ukCS4FGBlb6ddfbnt+FvvWxX7xCI77BLiCqMjYLa+jrTPvgaZjKmcE6vX+s81BdoVLhWoJnD+YsurIcwmeHrWriwrfebE1o1P4JwrP2P5nrVfkbFMyDT6B5ufPoL8SPn5YJVIr5IEGlQCvp8rwbf7eKzA8DNhLo6oBKYbE93UqNsHBoIgRESSE+PskojsHGDAITFO0QuOc3JRUkiy5rzgJjHOSbteE95U91PVdhDnQFXvhoh+QkSP2P3o45j5Bxb7NhPRBiJ6lYheI6J/sBjTREQ/JqJtRPQSEZ1a4+/kiJ8Jc3FEJTDdmOimRrqMbxx1KwhOJFGzSU6Ms0siIofYBtvEOMVnqHFOLvJK2LpNsua84CYxzkm7XhPeVPdT1XYQ54BKOMTXajj+EIALmHmAiHIAniOinzLzi4YxfwzgEDOfRkSfAPBVANdaHUwFYze4tvETQAQcGhgoFbO26/Ry7ZILce+TP0XeIV64OZfD9I9foVQY267r24sP34GtG58o3XU1NDZjdHiobIyxM0shf6ys41sG+zBwJGvbtaVzfnNZsWodLdniIE70v4lDbz+FafNuKns0p8cCm0MimBnjWg6id29reRcYOBe/NlPRRcbl/iETum6TyvM/OVChF/PrgYHdkBCIwIlMs+bOnBctXIT/2ryxaue4pCTGjdlyw+9TEWepYVxNm9C+GO2zr9FWgLkAUMYy5ExpJZjGEuYALT64Y2bOttuckZh3+AxVtys+dT0+++1vlPJ97Jg/cxYW3nxjrBthAJV+xozTF2HvWxvLXr+14aeoJrIJ7Ytx8unLsf6xQyWN9O9/oXTs9s6LMWnWH8J8x2aVkGnUWymG3URbR7bUo0DvnGhsHGNFUAmgVZ1gZv6514Oz5lkNFF/mij/mb+OjAP6++P8HAHyHiIhVstdMmLsWHRoY696jd4z7+s2fxddv/mxFp5cNb77h6AADWrKc8VgALE8Mu65v2zavxbs7ymONRodPlI3Zt+sYCtRdKkxt7vjG3I6GRk1YVl1bdOOmi7AcQtOE+Zg0o6VizmbHRaOAcS0HMXP+7MouMCgPdDd+thnLLjIu9g+bsHWbVHQH2Kwd459gYGA3Lv7EmVFML1VEpVmrzpx6100ncllz8m48MdvyElX+ZBPaF2PaaZ8ea2VPNfy+hIpvkgso6yZnZ0fNtjdu9jZs3W54842qDjAAbN27pzSu2vU+Kqz8jLc2jJ17xw734q2Nag7wtNM+DZCmh+HBAra9OoB9WzeUbvzGTfoQmCvv/XZvPe6oN2MHWiNm7do5wJTRtB7kzZvy2jIRzSOiB4jodSLaof8o7JclolcA7AewlplfTmTd0gAAIABJREFUMg2ZAWA3ADDzKIAjANwGrQKoHvQ+ODxUSsbYfNf38O79j2DzXd/DVed/GPeufcLVZ+nHssKu65vZATaTHxnCyOj8McNpgXkVwaprS8eMJtsECiJC0/hZlQka5jEtWZx7WTu6LjjduguMAT1g3Y5a94+CMHWbVMwOsL4NAM69bDLOvWyyOMAhEoVmvXSKA7TqEHb2M0646QhnpH32NY523BWKrp6VHbWyvXGzt2HqVvU6b3aUna73UaGkTQWH31KrnNE6HBZpGl+Z9AwAQ8fKX1e71ruFGVh86SQsvOCkwG7a3ARYfB/AnQBGASwBsArAvdV2YuY8M58FYCaAs4nofaYhVuvlFd8cEd1ERJuIaFNvr/VjNpWg91oS41SP5SYY3Yz7pDW1LnFucdtVzmlMrftHQZi6FQQ/iEKztSQaJSFJyastV+0O5zeqCUdxsrdh6raW5Pa46bUWP8OInVa9+CK+6yqE56punOBxzPwUAGLmncz89wAuUN2ZmQ8DeAbAMtNbewDMAgAiagBwEoCKxt3MfDczdzNzd0eHdS1KlaD3WhLjVI/lJhjdjPukNbUucW5x21XOaUyt+0dJGLoVBD8JU7O1JBolIUnJqy1X7Q7nN6oJR3G0t2Hotpbk9rjptRY/w4idVr34Ir7rKoTCu25mfIK09MGtRPRZIvoYgKlOOxBRBxG1Ff8/DsBFAH5tGvYIAL1VydUAnvYao1ata1FjQ4NtMsZ1S83nnTNOHePsur5Nn+P8aJgyWeQa3kQhb/+Iw/ynKeSH0PubH+Hxu/4PXnpiH9Y/dggvPbEPj9/1fzBw6JeW3bqGju12/AxzALplFxjjvAnIjxZsO7tU2z9uHY/C1m1SePye1XjhJ31aN7if9Fk2V7HaJgRPVJp12ylOJ6iOm27Z0bMOa25bjlUrLsOa25ZjR8+6svetbLkKfTtXO9pYK5rGu/6YMqzssJXtjZO9DVu3qtf5jOnRf1z0asSrNs1YapUKOLjnodLLoWO7Le26WbPVrvVumTrLPmzTL9w4wZ8H0ALgzwEsBHAdxoRpx8kA1hHRLwFshBbv8ygR/SMRXVEc810AU4hoG4AvAPgrN7+AkWpdi5zOm6/+yZ9i+e9fUrpTzBChpamp1CFu+e9fUtF9zi5I3q7r22kLl8Lp1oaIMK1zPNqmvIPR4YNgLmB05ChGh4+CuYCRE704/M5ajJzoLb3et+0eAMBJp1yDQr4RAFDIN+KkU65B//5f4NjhLdrvXXROjh3egt2vrsC+bfeUjpMfHQBIK6ht1YHIqguMnvXZkCOto14xzt2qs4vT/jHteBSqbpPA4/esRtv0i0CZrBYLXPzX2AlO/znv8lSFRseFSDRr1Zlz+e9fgsmtrbb7BNlx0w16YpGW/MOl5GSjI6zb8sZx9r+PFQN96w02lgEugJkxOnxUs7fG57wETO3M4QMfnoSpnWoXfcpo++g21c4OA4h7h89QdWt1nTdDAK6/+CPK1/uoMPsZXtG1mskOA9A0ctqZE/D+888uHXt0aKdlQZSTppTr1XytbxyXqXCUWydncNpZ5WNOO6tF077+GcVzYu6CCZ5/L1XI7Q0VEU2EltTZX3VwQHR3d/OmTZscxyy8+UbLEj0z2zuw+a7vBTU1R9bctry8zI4F49s6cNWXfqA8HgBOXfhN5JorHf+RE7347ea/AKDVALQqhm38PC/oZU7MGDvUBUTsOhRWQ0W3ceWFn/RZ9KAHuJDHuZfH6zFhzEmUbr1qNo7214ydfbWyiaq22A43dtaLTQ3YDidKs4C6bpOgU1VWrbi0pv2dNLr+8UPW8bkELL7E/5wkn1DSrZvqEN1EtAXALwFsKRa3Xuh1dkFjF8QeZXC7SiC7cYxq4LtKYLtdN5hag+uTkHgh+IBdIXWHAutCeomj/TVjZ/usttdqJ93s78Wmih32RhJ0GhaOGrVbK62DyDc3V7DvAfgzZj6VmU8F8BloFSNiiV0Qe5TB7SqB7MYxqoHvKoHtdt1gag2uT1LihVADdi01HVptCukljvbXjJ3ts9peq510s78Xmyp22BtJ0GlYOGrUbk01cc8IKlHpGKfTz8y/0F8w83NEFFlIRDXsOsNFGdzetfQG/PLZDZg882NoaGrH6FAf+nauxkDf+mJ3oWuRa56CzU8fQef8ZnQtvcG6UHsRY0ciq05dDU3tOG3xShx+9yn0/aayxmE214SupTfYdrdTwalDnf57mOPPYt7BSCjy/CP7QHo9aYtuV8yMw/ueBnBNNBMUYksc7a8ZK/uq20SdHT3rsOHRf8PwoPtLXVnHOGgdOylDY/eNpCX+mOMeO+c3Y9srxyuOZ05mq+jMZWqqYUyAE5trTRJ06oTx2q0OobXjXEzpvLrkhxzcvQbv/9A5tntMnZUra3Ch0zopU9b5rXN+M44eHMH+3SOaFkkbMzSIsjEAquoxLM26cYI3ENG/AfgRtF/vWgDPENEHAICZX/Z9djWgB7GbO8NFGdzeOvVcTJv3foC1u/NccwemnfZpNLfOw0nTPlQqWK0nNcxZcC4WX4mSyBsam0od5io6EpkoOSuURdvJSwGgzBEe39ZRMvZW3e0AKDnCTh3qrLoTxb2DkaChO8AV3eAKBS0NnQs4vO9pXPJpcYCFSuJof83o9s1uAWBHzzo8v+abYKfq/0SWDQkq7bMWT1/24IT1zlkDZY7w0YOVzoa+3c6Ojo4wiIBMTkuOMzoNYnPtSYJO7bDtZliF1o5zMXXujSVt5po70DHnjzB4/B3bfSZOzo05tgYGDhVK8tc6zR0vH8NA/8HyngPbXj2u3a8Z9ovST3DjBJ9V/PfvTNvPhfZrK9cMDourzv9wrMS8680TJQdYJ5NtQtv0CyuSjvSuPgsvWFIyyvd+5fLS+246EhER2qZfWHKCzcl3Vt3tetauVF4N7pjRhI4ZTZbJGfrvYXSW7ToYpd0gxwmzAwxoOmJo3eA0xAEW7Imb/bViTtcSWzvXs3alrQOs21C7hDk39nn/7hHMXVD+uto4KzvKDGQbMjj74vJEOLG5ziRBp1Z47WY4pfPqCm1adZ41ovkuldsr7v9UYoS5cliUfoKyE8zMah6RYIttkoJNvK55vDG5zXVHIsNnqCTfeUkEUUnOkAQOQRCSgJMN1N+zG+PKPqs6Eobtbuyo2Nz6xO9uhk6dZ8PQSlR+gpvqENOI6LtE9NPi6zOI6I99n1EdY5ukYJNcZB5vTG5z3ZHI8BkqyXdeEkFUkjMkgUMQhCTgZAP19+zGuLLP5uQihSQkN3ZUbG594nc3Q6fOs2FoJSo/wc0RfwDgZwBOKb5+C1oDjVRTreOQkc75zQCZwwWGcPjdp1AojJYP5oKWdGY4fjbXWHrbTUciZsbhd58CUJn4YdfdzjhGFZXuRHHvYJRWfn7/r7ROcMUf225wBetHtYJQT7z48B04dsTekR0ZOoEdPetsu3ap22ctltfY5c2uS5Zxuxs7KjY3eaj4FV1Lb7Cs3V6NA7seqNBmIT+Ew28/bPt5nfObLZtleIJQcawo/QQ3TnA7M68GUAAAZh4F4JAxUP+odBwy0r//Bezbeo9lxzei8m+cQXj9uV+UHX90+ASo2OlmoG899m//HsDHqs6TuYAT/dtKneuMMXB23e1U44GNWHWLqdZ9LoYdjFLHz+//FXLjTtE6wRl+KrrBFUZw3hXTop6uIATKiw/fgbc2PG6Z8KYzPNhfSiAes59jT+uOHXgJ+7bdg9GRfsdOpcVmcsVjask/EyfnqnbPcmNHxeYmCzd+hTlvw5ryMQMHXkSGNxW70jJGhw6gd8f3cWjv046fp1oSONuIMu22Ts6Ud4c7swVzz4yPn+AmMe4YEU1B8W9BROcAOOL7jBKEVWC6U1KZloXci6P7ni3bPn3ezZZJSLmWsyqOz4VCRWcXu25BOplMFrPP+qxt5yCn5BC36ElytY4RwkN3gI3or8eS4AQhHWzd+ITSON3WX/WlH9jaz2q22XzejSVEn1SWLGeFGzsqNjc5qPoVPWtXopAfNe9ugemJXiGPt998wJAc/4WK5E7z59klxlmRHwYWX1q9i1xc/AQ3TvAXADwCYC4RPQ+gA8DVgcwqIbhNKrMNZHfZjct8HJVgcUmCEARBqI5dd00rqiUnebG7YqvTjar/UEsXQ7fJ8fWsSTfhEHMBfARaSbSfAdgKd0503eE2qcw2kN1lNy7zcVSCxSUJQhAEoTp23TWtqJac5MXuiq1ON6r+Qy1dDN0mx9ezJt38Zn/LzEcBTAJwEYC7AdwZyKwSgtukMrvxI8dfsUxCGjn+itLxrYLIjUgShODEyODb1vobfDuiGQlCdMxbtExpnEoCcTXbbD7vxFYLqn6FXVKmkUy2oSJ5zktyfDUdG2mdnCyH2c1Krp4EdymAu5j5P4no7/2fUnKo1nFIx9jasHHcBDTkmjB0vB9NLa1gZux89VvomHMDTpq2RAuB4AJGjr+CD117EXb0ZMuO/zvnfQ6HDs3B+scOVbQSNLbQZHBF56C4IC08o+XnP/4v5FrOKmkNhXcxMqjFBuuMDL6ND338fRHOUhCCw6lV/DlXfgaAFhtcERpR7BA3vq0DM05fhJ61K/Hc/V+3tf2VHTXzYCZomUMF5BqPIdPQVmELg7aRYoPjy5yuJdi/8/WS/ogymNt1YYW25nQtwbbNa/HujldL2yZ2zEJ+5ESZrgePt+Hg/onI5iYhP3IIk6cexZyurrLjAM5+jFnHumb27TpR1hGudXIG71tsnXtUjag0SU6Zq2UDiR4FsBfaKvBCAIMANjDzmcFNz5ru7m7etGlT2B/rCavWhtlcE+Z2XYjtPU/ZdnzJ5poqqjSYWwkC2spBkjJ9ffwd/CrYEhpx0O3Pf/xfyI3/QEU75JFjL+ND114U4cxSQ6J0GwfN+o2dTTbbW6dxAJSO4YWg7byH4ydKs0Cydauqz1IVExOnn31J6UYuKT5DQPNU0q2bdetroMUCL2PmwwAmA/ifHiaWKuwyPbdufMKx5aGenWnEqZVgUqiH3yHJ5FrOsq1EIghpwCn7XnWc6jG8ELSNFBscb1S1ZVfFxLg9Kd91lPN00zb5OIAHDa/fAfBOEJOqJ+wyL1UykFWrQCQpc7MefodE47ISiSDUG7Vm36u0U66FoG2k2OB4o6o7Ox/CuD0p33WU8wz0ykdEs4hoHRG9QUSvEdHnLMZ8mIiOENErxZ//FeScwsYu81IlA1m1CkSSMjfj/jvUvWZdViIRkkHd69ZHas2+H9/W7mu7eTNB28g42WDRbSWq2rLzIYzb4/RdOxHlPIMucTYK4IvM/DIRtQLYTERrmfl107hfMPNlAc/FFU5B2k5JFWa6lt6AFx78VkVRa+YCJrQvRvvsa9DQ1I7RoT707VyNgb71AOyrQFjFzXTOb8Zrz/dUBL+/97wu2BFVELrT7xATEqtZO55d8zoamqZrLygDZq6MCT7+CrRwfyGh1J1uvVLNPnctvcEy5tJob3f0rMPIUOWj2Ey2oTROP4bRjmcbRtC7d6jMlu7oWYftW/oxftK5AGVABEztbCzrAGfEykYSAfnRgmVCtFtiZoNFtybs9Nk6+RTc+5XLS8lyre0zcLR3d8X+mYYcVq24rJRIPzp8asV33dy0A2tuu93RhzH7CG0dWRzuzZf5DEBlspzVtmpajVKTgTrBxpAJZu4nojcAzABgFnisMAdp6+0sAa31sVGgeotBALaOsFXy4YT2xZh22qeRyWriyDV3YNppnwZA4NGtSpnGusD2//Z1HD5wMhoatfcbGifj8IHxeO35HktH2On3C9oRtvsd4hKkn1TN2qE7wGant6RJQyUSIbnUm269Yk4qsrLP1bLhrRKTdPTzRh/765e24KRTrinZ8UK+scyW7uhZh7dePoCJ0y4oOwf37xoGMGDpCFtV+xkd1ar9ALXb6zjZYNFtJVb6bJ18SlkVCOYCjvbuxsSOWejv26uFQBABjDLtv/LkP+Gsi/8WJ4bmlL7r5qYdeOXJf3I8R6x8hP27ysMstr16HISx7uLDgwVsf/W41ljOsE1Fq1FqMrRmF0R0KoAuAC9ZvL2YiF4F8DaAv2Tm18KalxVOQdq/3eS+VTKbDwagffaY4dTJZJsc2xsD1q0Ef71hYskBNh7r4P6Jrn+/MESXlBaeSdKsHWYHGNAS4ZjZ0BJZHOB6oh506xXVlrNOreKtjqHDhXzpWHO6luDQoQ9UxC0abWnP2pU4+Xe/VnEOAoT9u0dsWyMbbeTmp48AI+ULKbXa6zja4DTr1oxZn/d+5XLLcf19e3HdP/8EALDmtuWW7Y9//fztpRbJ2rjbq54jVj5CBVzZSdmq2JiqVqPSZChOMBFNALAGwOeLDTeMvAxgNjMPENElAB4GMM/iGDcBuAkAOjs7A52vU5C2X62SG5qs4368BIJnc9Z9uu22JyVYPkr80GzxOKHpVhCSZmv9xksym9uxKu1k9e3HDvfZJ52qVSdNhb1Ou26roZIE52fCp9/airNWA486JqIcNHH/kJkfNL/PzEeZeaD4/8cB5IiowkNk5ruZuZuZuzs6OgKds1OQtl+tkkeHrIXoJRA8P3LI1fakBMtHhV+aLb4fmm6FdJNEW+s3fiSsVRur0k5W3z6+rd0+6VSx+m6922vRbXVUkuD8SPjU8VtbcdZq0NUhCMB3AbzBzN+wGTO9OA5EdHZxTgeCnFc1Ouc3A2TuFFRA5/xmT62SKVP5Z+7buRqFfPkjCa+B4JOnHq04ViE/hMlTzTfUGlYtEGOWnBYZSdWszpP3rMCqFZeWfoaO7bZsiTw69G5EMxSCIOm69Qs7+zzj9EVYc9tyrFpxGdbcthw7etaVjdnRs674/qU4dsR+JVilnazRlnYtvQFH9z9jkRfCmDorp/Q71bO9Ft1a8+LDd+Der1yOVSsuxb1fuRyt7TMsxxlbfNfSbtlTm2TSwpDLNunNEA3EXatBh0OcB+A6AFuI6JXithUAOgGAme8CcDWAPyWiUWhd6D7Bqm3sAqJ//wvYt3UDJs/8GBqapmB06AAO7nkI004+W7lVss7+na+DC5UrAQN969HcMhFTTr0WhXxjTYHg7z2vy1V1iDglRsSQRGoW0BxgY/IEAOx+dQVmnXkrmsbPKm0bHXoX5191RtjTE4Ilsbr1Eyv7POP0RWXdOc2JQBWJcOY/iaFVsmo7WX27NnYdtm95Trk6hJk6t9eiWxPmTnB6ElwFRJg6e8yOq/omXtskB1kdIkqU2ybHiaBbIloFmAPA+LaOsgBzFfSSJmaIMqWAdsET0srTxKoVl9q+d/2tjwX2uYIrEqXbJLef1almz+3eN49LMYnSLJBs3dr5DFaINh3xvW1yavAjuUJHJaBdEARBCIZq9txNIpwgBI0b30C0WTviBFvgZzcglYB2QRAEIRiq2XM3iXCCEDRufAPRZu2EVic4atY8+wxuvW8V9h7ow4wp7Vjxqetx1fkfthxr1bGFMlmMDg+VOrE4xQEbmbdoWVl8j3G7n7jpYifUB/d+7U9ROLCr9JoaGoH8cMW46XPODHNaQspxY2vDoGvpDXh+zTfL6rVTJltKBLKy9zqZbANGhk5Y2n2xufVLlBq28xn02HQdq6S3Fx++A1s3PlHqKjdv0TKcc+Vngp5yokmFE7zm2Wfwxbu+g8Fhzcjt6evFF+/6DgBYCtscON44bgJGhwcxdFyrtqDSJU5n6uwz8NaGn6K8KGR5QHutqHRJEuoL3QE2Zufy6HCFIzx9zpm4+NO3RjBDIY24tbVhQUTlFthw4pTb+14QZcBcQFPLRAyfOIbhwX4A5XYVgNjcOiVqDU+dfQa2bnqiLKGeMhnM616GvW9ttL3pskqo01+LI2xPKpzgW+9bVRK0zuDwEG69b5WtqI0dW9bctrxkCHWcusQZ6Vm7EhZ9VZT2VUW1S5JQP5gdYKC4UDA6jBv+RZLghGjwYmuDpmftShTyo2XbCvnRMvto1UFuzW3LSwsfOrpd1f9v9Z7Y3GQTtYa1LrPlccFcKGDvWxsdk+C2bnzCdrs4wfakwgnee8A6eNxuu5laEuX8TLKL8jMEQRCqUautDQKv9tHLfmJzk0/UGvaqV0nC90YqsrNmTLEOHrfbbqaWRDk/k+yi/AxBEIRq1Gprg8CrfXTaT2xu/RK1hr1qS5LwvZGKv86KT12PcY3lxZrHNTZhxaeuV9rfbZc4v/YFgNee78EvHtqOFx49iF88tB2vPd9Tek/vcmRV49LNZwjJYP1/Popn12zFC48exHu6v4kJUxaXvc8MZKZ0RjQ7Qajd1gaBVxusdfssb5ulJ9RZHRMARoZOVHSjA4DevUPY/PQRrH/sEDY/fQS9eyuT8IR4ELWGu5begEy2/CF9JttQVa92yfZW2538irSRinAIPY7Ha7an2y5xfu372vM9OHzgZDQUT8iGxsk4fGA8Xnu+B+NaDttmNFt1NhKSzfr/fBQF6kauWdNCrrkD0+Z9GgDQ37cegOYAX/eXd0Y2R0Go1dYGQS022C6hTt9342N3l8UNDw/2VyTI9e4dwo4tx6EXpxgeLGDHluMAEOtOWmklDhq2anVfDT3ut1p1CCe/wq7LbD0jHeNizC8e2o6GxskV20eHD2L/1n/yratdQklVF6Nn12xFrrnycdjIiT6cf9W8WqcmhEeidJsWW2uFSudQlTGbnz6C4cHKuMzGcRksvOAkX+ccEInSLJBs3frZsdYKJ7/igx+bW/PxY4R0jEs62dwk2+2SDJcuGpqm2GyvNGaCINSOio1VGWPlADttF9JN0Nd2J78ijYgTHGPyI4dst0tiRroYHTpgs/1gyDMRhHSgYmNVxjSOs77M2m0X0k3Q13YnvyKNyFkYYyZPPYpCvjzmt5AfwuSpR2tOuBOSRa7hTUst5BrejGhGglDfqNhYlTGd85thyq9DJqttFwQzQV/bnfyKNCJOcIx573ldaJvyDkaHD4KZMTp8EG1T3sF7z+vCnK4lWHzlLRjf1gGAML6tA4uvvEWS4eqUxR+9DBnehJETfWAuYOREHzK8CYs/elnUUxOEukTFxqqM6ZjRhDkLWkorv43jMpizoEWS4gRLgr62O/kVaUQS44SkIskaQhJJlG5FswISpllAdCsAkMQ4QRAEQRAEQbBGnGBBEARBEAQhdQTaLIOIZgFYBWA6gAKAu5n5dtMYAnA7gEsAHAewnJlfDnJeXtjRs85TsXUheUShW9GXUAv1ZGvDQM63eCC6tUb0GR5Bd4wbBfBFZn6ZiFoBbCaitcz8umHMRwDMK/78HoA7i//Ghh0968q6sx073FvRFUioK0LVrehL8IG6sLVhIOdbrBDdmhB9hkug4RDM/I5+x8bM/QDeADDDNOyjAFaxxosA2ojo5CDn5ZaetSsr2hPnR4bQs3ZlRDMSgiRs3Yq+hFqpF1sbBnK+xQfRbSWiz3AJLSaYiE4F0AXgJdNbMwDsNrzeg8qTAER0ExFtIqJNvb2VLQWDRLqzpZcwdCv6EvwkybY2DOR8iyeiWw3RZ7iE4gQT0QQAawB8npnNFZmtylhU1G1j5ruZuZuZuzs6OoKYpi3SnS2dhKVb0ZfgF0m3tWEg51v8EN2OIfoMl8CdYCLKQRP3D5n5QYshewDMMryeCeDtoOflBunOlj7C1K3oS/CDerC1YSDnW7wQ3ZYj+gyXQJ3gYlbndwG8wczfsBn2CIDrSeMcAEeY+Z0g5+UW6c6WLsLWrehLqJV6sbVhIOdbfBDdViL6DJdAO8YR0X8D8AsAW6CVPwGAFQA6AYCZ7yqeBN8BsAxa+ZM/YmbHVi/SDUZAgF2MRLdCgASiW9GsECBia4UkoqTbQEukMfNz1SbCmhf+mSDnIQhuEN0KSUM0KyQR0a0QNdIxThAEQRAEQUgd4gQLgiAIgiAIqUOcYEEQBEEQBCF1iBMsCIIgCIIgpI5Aq0MEBRH1A3gz6nmETDuANLaMsfu9+5h5WdiTqQUi6gWws8qwpH7PMm81EqVbRc36SVx1FMd5hTWnRGkWsNRtHL8/FZI6byD6uSvpNqlO8CZm7o56HmGSxt8ZSN/vndTfV+Yt+EFcv484ziuOc4orSf1bJXXeQHLmLuEQgiAIgiAIQuoQJ1gQBEEQBEFIHUl1gu+OegIRkMbfGUjf753U31fmLfhBXL+POM4rjnOKK0n9WyV13kBC5p7ImGBBEARBEARBqIWkrgQLgiAIgiAIgmcS5wQTUZaIeojo0ajnEhZE1EZEDxDRr4noDSJaHPWcwoCI/oKIXiOiXxHRj4ioOeo5BQERzSKidcXv9jUi+lzUc1KBiJqJaAMRvVqc9z9EPSc3pNGWxJU4nwNx1ElarwleIKJlRPQmEW0jor+Kej4qENH3iGg/Ef0q6rm4Ic7nsR2Jc4IBfA7AG1FPImRuB/AEM/8OgDORgt+fiGYA+HMA3cz8PgBZAJ+IdlaBMQrgi8z8uwDOAfAZIjoj4jmpMATgAmY+E8BZAJYR0TkRz8kNabQlcSXO50AcdZK6a4IXiCgL4A4AHwFwBoBPxkhXTvwAQKJqMxeJ83lsSaKcYCKaCeBSAPdEPZewIKKJAM4H8F0AYOZhZj4c7axCowHAOCJqANAC4O2I5xMIzPwOM79c/H8/tAvajGhnVR3WGCi+zBV/EpFkkEZbEmfieg7EUScpvya45WwA25h5BzMPA/gPAB+NeE5VYeZnARyMeh5uiet57ESinGAA3wLwJQCFqCcSInMA9AL4fvGR3D1END7qSQUNM+8F8DUAuwC8A+AIMz8Z7ayCh4hOBdAF4KVoZ6JG8VHxKwD2A1jLzImYN9JpSxJBzM6BOOokldcEj8wAsNvweg9i7pTVCzE7j21JjBNMRJcB2M/Mm6OeS8g0APgAgDuZuQvAMQCJiGuqBSKaBO2O/T0ATgEwnoj+MNpZBQsRTQCwBsDnmfkQwIPkAAAgAElEQVRo1PNRgZnzzHwWgJkAziai90U9p2qk2JbEnjidAzHWSSqvCR4hi22JeFqVZOJ0HlcjMU4wgPMAXEFEv4X2SOMCIvq/0U4pFPYA2GNYYXsAmgGsdy4C8Btm7mXmEQAPAjg34jkFBhHloBmNHzLzg1HPxy3Fx7HPIBlxbGm1JbEmhudAXHWS1muCF/YAmGV4PRN1GlYXF2J4HjuSGCeYmf+amWcy86nQEqSeZua6XhkEAGZ+F8BuIppf3HQhgNcjnFJY7AJwDhG1EBFB+73rMvmj+Pt9F8AbzPyNqOejChF1EFFb8f/joN24/DraWVUnrbYkzsTxHIirTlJ8TfDCRgDziOg9RNQI7Xt8JOI51S1xPI+rkRgnOOXcAuCHRPRLaFn4t0Y8n8AprnI8AOBlAFugaTURHWg8cB6A66CtNL1S/Lkk6kkpcDKAdUVdboQWExybMlJCokjqORAVqbsmeIGZRwF8FsDPoC2irGbm16KdVXWI6EcA1gOYT0R7iOiPo56TIok7j6VjnCAIgiAIgpA6ZCVYEARBEARBSB3iBAuCIAiCIAipQ5xgQRAEQRAEIXWIEywIgiAIgiCkDnGCBUEQBEEQhNQhTrAgCIIgCIKQOsQJFgRBEARBEFKHOMGCIAiCIAhC6hAnWBAEQRAEQUgd4gQLgiAIgiAIqUOcYEEQBEEQBCF1iBMsCIIgCIIgpA5xggVBEARBEITUIU6wIAiCIAiCkDrECRYEQRAEQRBShzjBgiAIgiAIQupIpBO8bNkyBiA/6f5JHKJb+UHCEM3KDxKI6FZ+oEgineC+vr6opyAIrhHdCklDNCskEdGtoEoinWBBEARBEARBqIVYOMFENJ+IXjH8HCWiz0c9L0GwQzQrJBHRrZA0RLNCkDREPQEAYOY3AZwFAESUBbAXwEORTkoQHBDNCklEdCskDdGsECSxWAk2cSGA7cy8M+qJCIIiolkhiYhuhaQhmhV8JRYrwSY+AeBHUU9CCI7evUPY9eYJDA8W0Dgug875zeiY0RT1tGohUZqtw7+/4I1E6VbwjwTbANFsnRKVJmO1EkxEjQCuAHC/xXs3EdEmItrU29sb/uQEX+jdO4QdW45jeLAAABgeLGDHluPo3TsU8cy84aTZ4vux0m29/f0Fb4itTS9JtQFJs7WCOlFqMlZOMICPAHiZmfeZ32Dmu5m5m5m7Ozo6Ipia4Ae73jyBQr58WyGvbU8otpoF4qfbOvz7C94QW5tSEmwDEmVrBXWi1GTcnOBPQh511DX6nZ7q9gSQKM3W4d9f8EaidCv4R4JtgGi2TolSk7GJCSaiFgBLAfyPqOciBEfjuIylsBvHxe1+rDpJ1Kybv39S4waTOu+wSKJuhdrYvmUA+3ePOPbRirMNFs0mBxX7ax7TkCOMjlSKMwxNxsYJZubjAKZEPQ8hWJrGAcOD1tuTRhI12zm/GTu2HC979JTJatuN6DFa+jg9RgtArB3KpM47TJKoW8E727cMYP+uEccxVjYgTohmk4GK/bUaAwKIADb4wWFpMjZOsFDfGO/8rOg/FPtHcXWBboiq3ak7xWgZx8Zt1VV13oKQFqo5wHE4b4X6wM7+bnv1OLa9chyN4zIojHLFGDCQyQHZhkzo1xJxgoXAMd/5WeLwmE7wl44ZTVWNi0qMVhxXXRMc7ygIvlMtu37xpZNCmomQBmztLFd5H0B+BDj74pMCmJUz8Q0CEuoGq7vDCiiUqQiK2MViGbfHMctcZd6CkBYcz0WxuYLP1GJno7LRcmUQAkdlFW7qrFwIMxFU6ZzfjEy2fJs5RiuOq64q8xaEtOB0LorNFfzGyv6qEKWNlnAIIXDsKhIAAEgzxnMXTIhdfGmaUYkdjmOlj44ZTTh6cGQsE56A9hk50ZGQGsryLwiWoWaUAeYumBD63IT6psL+2pCNKP7XCnGChcCxq0gwZ0GLY8Zo1PGlaada7LBqpYkw6d07hL69BgPMQN/eEUycPCQ6EuqeivwLC0dEt72C4DcV9teCTBZ4z3tbYmOPxQkWaqbaCq7KqqJk9ccfq+95zoKWWK3ei46EtNK7dwjbXj1u7YAUV4TjcI4KyUTlSa1t/k+M9SdOsFATqiu41VYV4xhfKoxh9z3PWdCChReEn9Frh+hISCP6+Wm7AsdSCULwjup13qk6RFz1J4lxQk34VSFAsvrjTRwrQVghOhLSSLUKPKJ/oRZU7X8S7W98ZyYkAr9W3iSrP94kZYVVdCSkEafzUPQv1Iqq/U+i/ZVwCKEm/KoQoNrJTIiGOFaCsEJ0JKQR2wo8VJ6ALAheULX/SbS/4gQLrjEGyDfkyLIMz/BgAZufPmJ5AtgF2Kt0MhPCo9r3nMkCbR1ZbH76SGgGTyU5Q3QkpIFfrT+C/oPOK8DiAAt+YFcJyM7+e9Gcim0PooxqLJZxiKiNiB4gol8T0RtEtDjqOQnW6AHy+l3h6AiDoNX9M6MHzxtbd5r3txqTFOpZt9W+58ZxGbTPyKFv70ho32U9aSdK6lm3aaGaA9w4LlNXDrBoNlo6ZjRhzoKW0sqv3/ZfxbYHZf/jshJ8O4AnmPlqImoEIEUMXRJWowmrAHlmrfB1tqEyRshcnqrOSljVrW6dvme9v/vmp48ofZdW2tQ/w41e60w7UVK3uk0D27cMODrAcc3CrxHRbMw4+M6ob/ZYxbYHZf8jd4KJaCKA8wEsBwBmHgYwHOWckkaYjSa8JEgZ30tKglU16l23Kt+TyhgrbW5/9bgWVcFj21T0Wi/aiZJ61229s33LAPbvGol6GqEimo0eKztuhxd77Nf1xguRO8EA5gDoBfB9IjoTwGYAn2PmY9FOKznUeofkJhbHFgIam6sHzyclwUqButatyvekMsZuRdmMil7rSDtRUte6rWfS6AAXEc1GTLUSfEbM9ljFv1Cy7TYtwEFq87IjDlePBgAfAHAnM3cBOAbgr8yDiOgmItpERJt6e3vDnmOsqeUOyUssjiWsVh4liSVUbKhr3ap8T20dpgEW293cpVcbW0faiZKquk2qZusZVQe4dXIcLum+U9e2Ngmo2nGzPVaN41W5ljg1gqmFOKwE7wGwh5lfKr5+ABYCZ+a7AdwNAN3d3TX+2vWF012U3V2YcbsZlVgcq89SKY+SxBIqNiRGt17ixVW+p8O91qIo2253925BtRXdOtJOlFTVbRw0K5Sj6gC/b3F8ujf6SGJsbVKpdo2w8zGyOS1PxG4/u6fUv3nteNnnFUatvy7jtSSoJ4GRO8HM/C4R7Sai+cz8JoALAbwe9byShFP5EqtY4aMHR9C3d8TRsVWJxTGi37GplEephxJWSdFtLfHivrS6VrwUqa7o1oN2oiQpuhXG+NX6I1XHTO3MYe6CCSHMJnxEs8Gico1o68hi/65Kez/lZGfd2V0j8iNAfqTgOMb8np2fU+uTwMid4CK3APhhMetzB4A/ing+icJuhczuLmz/7hEl50Sv82tbiN2A3apgnRN73UZdUcGpiL9Rg+NPyohzGx6x162gUa0UGlDfDrAB0WxAqFwjlJ76WaDiO1TbX6djRhOOHhwZ818IaJ+Rq/m6EQsnmJlfAdAd9TySjNUK2bZXjlsPVlyd0+8ItXqABeWV47SQBN1GXVHBbgXBrMH+gwVs3zKQhot55CRBt4I4wEZEs8ERZGUGW/uviDEmuHfvEPr2GhbwGOjbO4KJk4eSXSJNcIdd7M72LQPKK7xuKOS1u705C1psY4gBydCPK04rsesfO+QYV1umKQJaJ2UwNIiS9pzQj50fVTeA+3eNYP8u5zkJQhp48YlDYIWHa2lwgIXa8Brv60dVp1qfEOvXBBCQySCQp5riuSQIu0zLX60/oiVOKDjA5ux6FYYHC+iY0YSFF5yE085qkQz9BGFVUQFARY1ec7ZuKRvdcNfdf7BQpr1qDA8WkPdQ0Uk6wQlpRtUBrtNKEIKPqFRn8KsSkBW+PXHkSgfYr8+QsyhB2MXuVHtkVqIYQ+MWc1yOuX1iPbXnrDfM35dVTUX9btrI/t3R1iO1mpMg1Du/Wn9E2QGu00oQgo84xfvqqFzTvcYE11rDV4XEV4cQ1Kn5rqoYQ+MGq1VeydBPFsbva/1jhyzHVGgrBgWG0hhnLqQXlRhgQBxgQR3VWF5fKgFZEfB1xI+n0LISnCD8iLst5KF+d+ZT9qUQH+w0VLHd5zt44yrDaWe1YGpnrupnSJy5kBa2bxkQB1jwHWV7HxQuriOUURvv91NoWQlOEFZ18jzB2h1U1eP4lH0pxAfVWotTZ+V8bdG68ILyC3fHjCbMXaD9364bVrV4M0GoB1S7wVEW4gALrgiqtq4yqivBesnMKuODqIYiTnCCMNcD9oqxjnC144RZU1YIHrua0oBWF9q8zak6hBsNmo/tS7yZICQcNw7wOcsmhTAjoZ7wrcumQ+dPJ9vutJ9+DdE7xo2OOHjApC3MBFENRZzghKHH7tjFdlZDvwvUj2PuFmOFxGbWF+b4L7uOQXMWtDgaHdULuH5M47H1eRjfs9tHEOoR1fNHQiCEWvAjh8fpyaCTbXda2TU+HXTyZxZfGuzNnzjBCcVTJxZDjK+xdmBDjkAZti1nJbGZ9Y3XrnJzF0zAkQOHMHTM3eeZjx1UT3hBiCviAAtJQlsMKa8bTwSwyWwX8sBvXjs+9pTZZiXYMgfFymEOobpEIE4wEZ0L4FTj8Zl5VRCflVbsYn0c43xL1SEG0Ld3pDR2dISRyWrxNsbt+jGlBnB943UldvuWAdcOsNWxI49bE4QQUXWA09INTkgGcxdMKOVxAPart/kRID9StO8Wjq2lbbdbMQ6hSpHvTjAR3QtgLoBXAOiXNQYgTrAD5vI4lNHusjLZYRz47Y/Rt+tJjG9rR9fSGzCna0lFrE9DjsDgsb+4DYU8LDvL6Z3h2mfkfO/NLcQbu5VYygDrHz9U0oI5JqtqLWGb1QL9M3V8i1sThJiz/rFeMGdB5LzEJQ6wECTmLnLNTTvw6+dvx7HDfWV+htM+2RzUmyEVV3ptbbtD7HC1zqa1EsRKcDeAM5g5BpVGk4FVfUjdcSjkG3HSKdfgxPGjGOhbj/UPfxsASo6walxv+cGtNw8PFtC3t+B7b24h3hRGD4O5tezCzMxAASg9j2IUV68Gxi7O1c5wth9irvwgtaeFekccYCEOWOWAnBg4GdRwGoBeHDvcW+Zn2O3jCq4S21vlWmIZb+wTQQTd/QrAdLc7EdFviWgLEb1CRJsCmFdsqVYfMpNtQvvsawAA+ZEh9KxdWfa+VUynJ8i+N7dQSb1odmR4fMWFWXtdebF23UnOxrhJ5YfoqBfdJg1xgL0jmvUPK3/B6GMAlX5GzT5GtdhehdjfoHwR31aCiegn0C55rQBeJ6INAEoNqpn5CoXDLGHmPr/mFHf0xwsqNDS149SF30TfztUY6Hux7D1PWfRUADhj/7rW46eH0DRrfhyl+nho+5byhIbKUjMu7oV9er4jmoqcVNnaqNn45E5ol0Z7xAGuimjWB+xsb0PTlLLXxw73Ys1ty3HscB9OO3dV1Rs4RxSeGqoQxHXDz3CIr/l4rLrHbQgDESHX3IFpp30azS0Ty95zFZsDLc74nTd/gMkzP4aGpikYHTqAg3sewsnzl6OQb6wYL1n60WNXxgxwfjxUkYRjFdaAAgDFxhQGO5jJDlvqRQXRlJAWNj65EyPDrbZOBDNj2uxGcYCFUGjIkWVN3vzoQMW2Y4d7AQCjQ33INXd4/sxszvl91WpXQVw3fHOCmfnnAEBEX2XmLxvfI6KvAvh5tUMAeJKIGMC/MfPdfs0tThhX87yQyTZh0qw/LAsWJ5uo8kzRrzFn3R/47Y9xdN+zOLrv2bLxjU3jMKnzv1esEHfOb/E01xQQmma9ljGzC1/Yv3uklOk7ruUgBo+3V8QEay/LL9xTZ41ZswO//TFOmvEJZDI5037GfQrFLM+xLVL5IXJSYWvjQjUHmCgvDnB1RLM+wXbLrg6rsX07V2P6vJtBGW9dPKlKvINKN9ygrhtBLMcstdj2EYX9zmPmDxTHfoaIzje+SUQ3EdEmItrU29vrxzxDR1/NU3GAyfGb0QSlrwaOjlgfr5BnzFnQUtFru2/Xk5bj+3b9DPu23oORE71gLmDkRC/2bb0H/ftfqDrflOKoWcA/3XpuKGGXn2rYPnP+bGjXljGsHGAAmDh5zOE9cbzf4rB5jI4cHdPPtnsw8aTf+t7vXaiJure1cWH9T16zfU93gBdf6n2FLUWEZmvrnfyw9TUhm2sFQBjfVqnH5tZ51ZwSRxy7wUF7mmn2VaZ25kK5bvgZE/ynAP4MwBwi+qXhrVYAz1fbn5nfLv67n4geAnA2gGcN798N4G4A6O7uTmTlCZXg8sZxGUya9DJ61q5Ex9yvINfc7ji+kNf8GauFBuaCZdb9+Lb20mMOM1YrxD1r36golyJU12zxPV9067WhBHMBRJV372yoW6bFpZuPY33nblx57nhP+SowAGQyDcgPD2Hbhj8rbdvydA9yTc2l8juTJt2Ajhmip6hIg62NA+sfeRGcOd0xllIcYDXCtLX1xo6edehZu7JkfzvmrrAMbRgdOoDrb30UAIqxwGM+Qtv0C2uLCVbYNaoKQX6uBN8H4HIAjxT/1X8WMvMfOu1IROOJqFX/P4CLoVWZqCuqrdplskBz0w6sf/jbOHa4FwMHX4ZKpTl7cVp/vV1Lb0A2py62Y4clF8FM2JrtnN8M85MolcdDh995qkJDzIzD7zxVeu0mNGd4cOwurqHRuuSNOcFieLC/aFC5VH5nR8865c8U/CMttjZqqjnAzIxcY+WTFKES0ax3dvSsK/kTuv3t27kahfxQ2bhCfgh9O39cel3hI9iuAivea8T4lsTPmOAjAI4Q0WfM7xFRjpmdUremAXioaDAaANzHzE/4Nbe44BT8rcf3PvvD25Ef0QQ6YXJXTXdf+ZFDACZXbJ/TtQT7d76OrRufKFsRtIex5rbllgW0U0yomvXaUGLw0E8BaHfyegeWw+8+Vdx+LQB3Lbi5UMCqFZdhfFs7TnnvN2wGOVu8/MgQNj52d9nqhGgrNFJha6Nk9b9ch5nv+2ZV273o4tkhzSjxiGZtMK/ymu1oz9qVJX9CZ6BvPQCgffY1pcR4rerU+pJt71p6AxZfeUvp2HYwA00tmdI1KT9asEzSj3MidBDNMl4GMAvAIWiL4G0A3iGi/QD+hJk3m3dg5h0AzgxgLrHCrj2sMdbFKLiGJudQCCcK+SE0ZN6A1ryvnB0967C95ylFBxjFeVUW0E4zUWjWy+OirqU3YP3D30bfb8YaNmZzTVh85S2l11a6rExwK0IZ6CsKdmE4KrFjQ8ePYkgrbiHaCpG02NqoWP0v1+FE/0HHc4CZQfwOrBYohEpEs9boq7y6k2tlR+3CHgf61pec4XLGntYtvvIWXPWlHwAAXnj0oO08Fl5wUun/VlWv4p4IHYQT/ASAh5j5ZwBARBcDWAZgNYB/BfB7AXxmIlBZzTPG69qVJeFCHqCMpZPCzBgd6kPfztXg0W3Y0TO+dDfXOG4CiAhDx496mr9eQFscleSgf1dOqwVWujx+9AgacpV1TUeH+sr+bx1b5j58RrQlJJ0n71mhOcCA1vLTMhZfc4AXX/7ekGcn1BtWq7z5kSE8/8A38Nz9X8f4Nu+LaJX22K6MZvlCmtcnllESSNtkZr5Zf8HMTxLRrcz8BSKK718iJKqt5ukrd/mRIfTtXI1pp30amezY+EJ+CPu23QMAtu8Z7/CMd4rDg2oxaNlcU8XJpSPxwcljTteSqs6lWZcPfuPblvrq27m69NpOn8YxbhBtCUnlyXtW4N0dr5ZeH373KbSdvLSy7GDhLSy+4pwopijUGXb2Un/Ca7cK7OX4dmU0x7UcBFDubEeV4OaVIJzgg0T0ZQD/UXx9LYBDpKWoJ6ZNlNfuXDp2sTrG7U0trWBmDA8OVKzQ9axdiYG+F5HJ5jB55h+goWlyWeyOjlVcjxE7Z9aO8W0d6Fp6Q3GOlSdRLXeXQm1Ui/+yw4uWjx14CfvgrC+n2DIvEFFZTJqsCgtJ4KFv/W9MmbUcp53bXnoKp4cfGWPxibeJAyz4hlOVJz9o77wYm58+UrxuTEOu8TBGhsdDS7gvYFzLQXRdcHpgnx8WQTjBnwLwdwAehhYT/FxxWxbANQ77xQav3bl07GJ19u98Hdt7niptN4YlmON55nQtwYsP34G3NjxeUbJMxz6uxz16nKjR8TD+DvqYrqU3+PJ5gjtU4r+s8Kpl5oKSvqqNoUwGXKi897XablzBkBhhIQk89K3/jalzlpeehuhdPQGg7zerSs5wc+tkXPPX90Y2T6H+MD419psJ7YsxaeYnSwnTw4MFZLITMa/LWKu3PhbEfE/ZY+Y+Zr6FmbuY+Sxm/iwz9zLzMDNv8/vzgsCpO5cKdrE6b2143FGwehyOztaN4STAEmUwt+vCModjTtcSLL7ylmLhbK2AttlJFsLDKf5r1YrLsOa25ZZlx+y0/OsNexz3oxoKoxuPkbHpl5lrGl/SltVnmc8FQYgbD3/zZkyZ9Qdl4UCA1tWzffbYeo84wEIQzOlagrldF/piq820z74GoPI1Ujc+UJLwfSWYiE4H8JcATjUen5kv8PuzgsJzd64itcQ2Gvd1U72hFpgL2N7zFKbOPqPCERanNx6oxH9ZrZ7aaTaba4MxE9i8nx/aYy7Y3vQNDw7gE3+rRUytWnGZ5RiJERbiysPfvBlHe3dj6jzr1TC9Vvb0OWfi4k/fGubUhJTgpcqTKnaVqdzUlE8KQRRvux9AD4C/AfA/DT+Jwa6mnWqtu1riZo37BnGHZ4esvMUbFU1ZfYd2mh0dOuC4n1XrTD8x/j52v5vEnwtx5MWH78DR3t0A7CuhjA4dEAdYCBSrp4N+YafrONf79UoQv9EoM9/JzBuYebP+E8DnBIbX7lw6bjuy6ZhjbuctWmY57vSzL8HpZ1/i+vjVkJW3+KKqKfN3aKVlqwoO5v28algFs86tPkviz4U4oudp6Nh13zqw+0FxgIVACfJ6fXDPQwCVr/rGvd6vV4JIjPsJEf0ZgIcAlKwDM9tXW44Ztda6K6/Nqp692THrdyoqSGRzTciPDgPMIMpg3qJlOOfKz2DNbctd/U5EmaqPTWTlLb6Y6/0SkeX3af4OzVoeHT6I3t/8qCKZrXHchGK/+D6bjkHe+142tUxEQ2OTbVULlVrGghA1egiEEasKKQd2P4iPff6vopiikCL8rA5B2Ua0tJ5Usr/vP/9stE6dkKh6v14hrtLi1PUBiX5jsZmZeY5fn9Hd3c2bNm3y63CBYs7qr8b0OWeid/evK6oymJPStDhKd9+dU/1fq8+IOd77SUeEn7q10pXKd2i1H2WyICIU8qO2x1q14lJP80ygroImUbpNkq0NEisH2IqJHbNw5V/cFcKMQiVRmgXSoVvzUwl3EIz+Q53aaSXd+r4SzMzv8fuYScbtqrCx4LqOVTctt3eB5fV/nWsUC/HH6+qp1X6jw0MVXQTzI0PY8Oi/Ve0dbw+JroS64Ml7VqTZARYiQKUm/N63NiofT38STJRBpiFnWWkorR07g6gO0QLgCwA6mfkmIpoHYD4zP+r3ZyUFvcqC19U0wDpm02olcG7XhWW1iPXt+kmURpHXK16/T/N+drocHuxX7jJo5vpbU3u6C3WEuROcHaeffQnOufIzIcxIqHdUa8K7WZy47p9/Uvq/VOMpJ4iY4O8D2Azg3OLrPdAqRjheFYsd5TYB2MvM1t9SQnnx4Tt8qPnLWHPbcsw4fRH2vrURxw73oXHcBDTkmjB0vL/sbnHq7DMkvjIkwtSteXXAqAWn77nafiACfA6LEuJLPdtavxEHOD6kRbd2NeFrfRpcbb+05gQF4QTPZeZrieiTAMDMg2RsOG3P5wC8AWBiAHOKjNridso5dri37FjDg/3I5prw3z7+RanvGx2h6NZqdcCoBbvVApX9hNRRl7bWb1b/y3VVx0zsmCUOcHikQrd2Ntm8fcbpizz5FnZPkdNajScIJ3iYiMahGHVNRHNhqBJhBRHNBHApgH+GFkqRGKrF7gTd9S3NsTxRE6ZuVWpCWmkhmFqSWrzvyNAJy3CJoGsMC95Jsq0NkyfvWYET/c4FjSQGODzSpFunSk7GCj6jw+p23anyT9qfFgfhBP8dgCcAzCKiHwI4D8DyKvt8C8CXALTaDSCimwDcBACdnZ2+TLRWVGJ3wuj6ltZYnhgQmm5Vv2PzuCBWevV4X7sKFWldUUgIibS1YaISByyNMEInNbp18hl0e+7Wrhv3W//wt7H4yltw1Zd+4HmO9YTvzTKYeS2AP4Dm+P4IQDczP2M3noguA7C/WkMNZr6bmbuZubujIx4rTU6xOzphdH1LayxPlIStW9Xv2DzOb/0ZV3nndC3B4itvKW4jjG/rqMcyO3VDkm1tmKjEAYsDHB5p023QT9KkO2w5vq0EE9EHTJveKf7bSUSdzPyyza7nAbiCiC4B0AxgIhH9X2b+Q7/mFhR2q3PG7fMWLaspJtiptq/+vqy8RUKourWK4zKTzTVhxumLyh59+fkkwkprEn+eKBJra8NiR8+6qmOaWyeHMBPBQKp0q2Lra0WeHo/h5zLR1x1+vma3EzP/NTPPZOZTAXwCwNNJEbfd6pxx+9TZZ2jZ9w7YrdbpK2vGlbbTz75EVt5iQNi6tVp1NWtBL4+nPfpix0dmmubIedWBSLRWRyTZ1oaBHt7jRHPrZFzz1/eGNCMBSJ9urWx9NuetXTFlrNc55enxGL6tBDOz0tWRiJYWQyYSj0qWZc/alY7lp6S2r6BKNS2suW250uqBuTuQXQWT0xd9RDLfhVSwo2cdnn/gG45PTiQOWIg7ZtsueRvVCSIxrhpfBWDpBBdjh58JczK1oNK1y2k1Tu/iJrV9k01cdFtNa5YPq5QAACAASURBVHba0h3drRufKHUVmrdomTjAdUxcNBsHdEdBHOD4kwbdWiXcO+Fk2712Fk0TUTjBietD7kS11TmncidujiMI1bDTGlGmaibwOVd+pqrTq9LKUxCShMoK8Pi2DnGAhdBwU9ZyfFtHmW3f0bOuohya+BbOROEEp6o1VbVyJ1YNDgTBC3Za8yM5TrWVpyAkBZUVYHl0LISNatKaWZtio70RhROcSLyugmmPKuwfZ+RHhvDc/V9Dz9qVsrKWYvxYZbXTmjn5zctnqbbyFIQkoNLJkygjyaBC6Ni1NW5qmYiGxiZbuy022htROMG/jeAza6KWOyzVcidy15Ze/LqDV0nU9PpZKuUABSEJqDjA5gQjQQiL1smnWDrBk6a/xzEsR2y0N3wrkUZEf+D0o49j5j9wOk4cUWmKYUd5uRNnpIh1OqlFX0ZUmld4/SyVcoCCkASqtbKXFWAhSvb9Zour7Tpio73h50rw5Q7vMYAHffysUKn1DksPTLcqV+L1mEL94OcdfLUkCK+fpbLKLAhJoFoMsDjAQpR4ze0QG+0NP+sE/5Ffx4oDxrhJIgJb1Pp1e4dVXq7EOk5Y7trSh10MWDUtWMX2As7lcLx+lpTaEZLMiw/fUSoB6IQ4wELUOFX5cUJstDcCiQkmoksBvBdai0MAADP/YxCfFQTmFVsrBxgAZpy+yPWxnVaF5a4tnXi5g7eK7X3hwW+BmcGFfGmbOd63ltUCKbUjJBGVGGAAOP3sS0TfQuS0ts/A0d7dlturITbaPb47wUR0F4AWAEsA3APgagAb/P6cIFGt07f3rY2eP0Pu2gQdL1qw0mghP1oxzpwdLLoT0oZKDLA0hxHiQn/fXlfbhdoIYiX4XGZ+PxH9kpn/gYi+joTFA6vGYtYavyt3bYKOWy240Z55rOhOSBNOIRDX3/pYiDMRhOoEWe9dqMS36hAGBov/HieiUwCMAHhPAJ8TGKpxuRK/K0SFG+2JToU0YxdLWS3GUhCiQPQaLkH8VR8lojYA/z+Al6HVBf6PAD4nMLqW3oBsrslxjMTvClFipdFMtgGUyZZtE50KaWfeomWutgtClIhewyWIcIjbmHkIwBoiehRactwJpx2IqBnAswCainN6gJn/LoC5KWEVNznj9EXY+9ZGHDvch8ZxE0BEeO7+r0unt5QStWbtYnvttln1kxfSR9S6DQO7qil6dQiJAU4WadCsEV2XZr1OnX2G2PEAILvKB54PSPQyM3+g2jbT+wRgPDMPEFEOwHMAPsfML1qN7+7u5k2bNvk6b1XsqjpIaZ3QoUg/3KVmgWh0K3qNHYnSbZS21gui90BIlGaB5Om2GqJrTyjp1s+OcdOJaCGAcUTURUQfKP58GFq1CFtYY6D4Mlf88dc79wm/unsJySYpmhW9CkaSoluviN7rj3rXrAqi6+DwMxzi9wEsBzATwDcM248CWFFtZyLKAtgM4DQAdzDzS6b3bwJwEwB0dnb6M2MPSH9uQaeaZotjItWt6FUwkxRb6wXRe32SBFsbJKLr4PBtJZiZVzLzEgDLmXmJ4eejzFy1RBoz55n5LGhO9NlE9D7T+3czczczd3d0dPg1bddIf25Bp5pmi2Mi1a3oVTCTFFvrBdF7fZIEWxskouvgCKI6xPNE9F0i+ikAENEZRPTHqjsz82EAzwCIZSqkVVa+ZOCnmzhrVvQq2BFn3XpF9F7f1KNmVRBdB0cQTvD3AfwMwCnF128B+LzTDkTUUSyrBiIaB+AiAL8OYG41M6drCRZfeQvGt3UAIIxv65Dg9BSSFM2KXgUjSdGtV0Tv9Ue9a1YF0XVwBFEirZ2ZVxPRXwMAM48SUb7KPicDWFmM+8kAWM3MjwYwN1+QjlsCEqRZ0atgIDG69Yrove6oe82qILoOhiCc4GNENAXF7E0iOgfAEacdmPmXALoCmIsgBIJoVkgiolshaYhmhSAJwgn+AoBHAMwhoucBdAC4OoDPEQRBEARBEARPBOEEvw7gIQDHAfQDeBhaXLAgCIIgCIIgxIIgEuNWAfgdALcC+DaAeQDuDeBzBEEQBEEQBMETQawEz2fmMw2v1xHRqwF8jiAIgiAIgiB4IoiV4J5iMhwAgIh+D8DzAXyOIAiCIAiCIHgiiJXg3wNwPRHtKr7uBPAGEW2B1gb8/QF8piAIgiAIgiAoE4QTnKpOLoIgCIIgCELy8N0JZuadfh9TEARBEARBEPwkiJhgQRAEQRAEQYg14gQLgiAIgiAIqUOcYEEQBEEQBCF1RO4EE9EsIlpHRG8Q0WtE9Lmo5yQI1RDdCklEdCskDdGsECRBVIdwyyiALzLzy0TUCmAzEa1l5tejnpggOCC6FZKI6FZIGqJZITAiXwlm5neY+eXi//sBvAFgRrSzEgRnRLdCEhHdCklDNCsESeROsBEiOhVAF4CXovj8Nc8+g4U334jpH78CC2++EWuefaamcUI6iFq39YCf55Scn2rEQbdf/vc7cco1H8W0qy/HKdd8FF/+9zujmoqQAILQrFz3000cwiEAAEQ0AcAaAJ9n5qMW798E4CYA6Ozs9P3z1zz7DL5413cwODwEANjT14sv3vUdAMBV53/Y9TghHUSt23rAz3NKzk81nHQblma//O934gc/e7z0Ol8olF5/9U/+NLDPFZJJELZWrvtCLFaCiSgHTdw/ZOYHrcYw893M3M3M3R0dHb7P4db7VpUErjM4PIRb71vlaZxQ/8RBt/WAn+eUnJ/VqabbsDR779onXG0X0ktQtlau+0LkTjAREYDvAniDmb8R1Tz2HuhT2q46Tqhv4qLbesDPc0rOT2fipNt8oeBqu5BOgtSsXPeFOIRDnAfgOgBbiOiV4rYVzPy4wz6+M2NKO/b09Vpu9zLuy/9+J+5d+wTyhQKymQyuW7qs4hHfmmefwa33rcLeA32YMaUdKz51vTxaSQ6x0G1SMWo/Q4Q8c8UY8zmlgt35OWnCBCy8+UY51yLW7fmf/zO8uWe345hsJvK1GSFeBKZZVXsxacIEHOzvrxiXIcL0j1+RdpuSaCJ3gpn5OQAU9TxWfOr6spgfABjX2IQVn7q+bNxFCxeVxbEZt+uoxLpJjFGyiYtuk4hZ+1YOMFB+Tqlid34eHhgoXcTSfK5FqVsVBxgArlu6LITZCEkhSM2q2ossWX+8/tQizTYl6RDbXIDiTHd3N2/atMmXYxlXpHLZLIZHR0vvfXDBmXjg7/4/AMDV//A3+MWWV22PM7O9A5vv+h4A4JRrPmr5SC+byeDt1f8JAFh4842Wd6DG4wiOJM4B9VO3ccH8NOOihYvwX5s3lq24Aigbc+zECRwaqFxVMTNpQivGNze7Wr21O6+siOhcS5Ru/dLs7E9ehRMjw45j7J6YCZGTKM0C6rp1Yy9U8GKzhMBQ0m3kK8FRYl6RMjrAAPCLLa/iy/9+J7a/vdfRAQZQdiKpxLpJjJGQdKyeZhhXVfb09eLz/3o7mBkj+XxpmyqHBvpLzrLqSoub48u5Fg4qDvC+B34S0mwEYQw/HWDAm80SoiWVTrC+eqVyAlg9KrFj+tWXo6W52fZ9Y6ybamyxIMQVq4xpM+Yby1rQs7GNF5RqT2icMJ9rXmP0JbbfmWoOsCCEiTFfJ2isbJYQL1KXgaCvXvl9BwgADODYiRO27592yliTG7t4Ry9xkIIQBVGspBrP21ocYHO8v9EuMHNpFadaQXyv+6WFaVdfXnXM/JmzQpiJIIzl64RZgUSeOMWb1DnBKqtXQbHt7b2l///X5o2WY+y2C0LcqOWpxeTWVsxs7wDZJJzYYXya4sYBzhCVPm9mewe+fvNny1ZnvNYBlfqhtTF/5iw8+61/jXoaQkoIoga1blMmt7Zavi9Pd+NNXYdDWD2mjPKuLF8oYOHNNzrOQ+4ahbhilQS38mePw21qbS6bxRXnftDTDV++ULBNPHWiwOyYBGd33u3p63UsgSTnsT3VVoGbc43iAAuhEsQK8Lv3PwKgMkcCsK4wJcSLunWC7UqQNWQypSSdKNDn0TZ+gmWGvNw1CnHE6nzy4gADQKFQwH1PPek5XtjLhWxmu3MHKbsYfQBlYQ5AeZKLxPZboxIGsfNHa0KYiSCEg24XJD8gWdRtOITdY8ooHWDjPIi0u0QjctcouGHNs89g4c03YvrHr8DCm28MNA7V6nzyWlwxz+xrwpwZc4DFuMYmXLRwkePfasWnrq84H81YhTlY7Zf283j2J6+KegqCYInftd4+uODMstdXnf9hbL7re3j3/kew+a7viQOcAOrWCQ4i8c1PDvb34+s3f9YxTlEQ7Ag7ISspj/c/uOBM3PHnXyw7r65dciF+vO4px7/VVed/uOx8tMP8dzDvl/bzWKUcGiAl0YRo8LMrAgH45JKLfDyiEAV12yxD5XFcUGQzmaqPbI2NMwAps+SBui3grkLYzVbcFpXXnZwwzkPzuWTGbu7ZTAYFZsvzLcC/b6J060az5k6ZdogDnDgSpVnAXrde8gmckOZWsUZJt3W7EhwV4xqblE4y4xgpsyS4JeyELJVwgaio1mbX7m+SLxRszzcJc3CHqgMsCFHid0vupDwhE+ypOydYj5OsFdVbXwIwvrm57FFotSQcoDxRR8osCW6xS7wKKiHL6rG/XUkgFf3r4/RjfXDBmaXyZ9lMxvb8I6Bs3PLfv6Rqm12Vv4n5fJMwh//X3r3HyVGW+QL/Pd1zTTIhDDNcMkmAYIiiWcwSIgFlEQUDiCCwKpwF4qocXYiKelzFXS+7Hl096uIKRw4CG0AXQQKIgggKbLgESUIIIcRAiJALl8zkfp3MTD/nj6ruVFdXdVd1V3Xdft/PZz7TXVPd/Xb38779TvX71OPd/AWPep4A8ygwRel7n/pMxTreRmQ9ATYNYnF2CBG5CcAHAWxU1XfUez9Opyhx09nWXloraD+lif3DrtpXum+4DOrV2mE/osTTLCVPUDFbr6suuqTpp+M5/+RTyvqF29E/rwVfqn2N6Hbfl3qY9No5vVZOnNb7pm3SG3TcFsfcWjpa23g2CKpbkHOExav+XNdtcyIoWJaP8puhdIjLkeB5ABr+nqJaIYycCEa3t0NE0N3VhY62Ntz84O/Q2d6GA8d0VT3a43Zky227/SjSgWO60N3l/hjNPqpHgZiHAGK2XnE4Uuml4IvfvlP0vU99BnM+cGbFUd+ZU9/m+4wY9tfKWnDDKiP9bR4Citv5Cx7F3Gv+veY/F5wAUwDmIeQ5gp197Llm7hf4zVAKxeJIsKouEJEjGr0ftyOnIoLXXU5ovXnHDnS2tePauV9wDeh6jrr5OYoUxVE9akxQMduIqI9UevkGo5HY/t6nPlN21Nft3N8Aar4O1tcqyye1Dypui69hrfwHL8tViGoJe45g955px+LOb3y7YjsnvekTlyPBgfByRLWe9bdhH3WLw1E9Ir+89LcgYzuotfPsb43zckSNE2CKG6/f9vzl9ddCbgnFRSyOBHshIpcBuAwAJk2a5LiPl6NO9a6/DfuoW9RH9SgcXuI2qbwe5Q0qtoNcO8/+5s5LzFZ7zZ3yKojCVu8cwQnzcbIjMUeCVfV6VZ2hqjN6e72txeX6W4qal7hNqmYfUWXfbQ4vMev2mudzOU6AKRL1zBEynh9ASNCRYK9qHeHh+lui4DTziCr7bny4vRecAFPcMT+ArGJxJFhEbgOwEMBUEVkvIp8I67G4HpCC0MyYJQP7buOCilu+F9RMYY23jGNKbdlkSr3UlPKkTElU3DJmCQmLWYBxSwBYNpmIiIiIyBknwURERESUOZwEExEREVHmcBJMRERERJmTyMQ4EdkBYFXU7WiyHgBZPIO32/MeUNWGa8k3k4j0A3i1xm5JfZ/Zbm8SFbceYzZIcY2jOLarWW1KVMwCjnEbx/fPi6S2G4i+7Z7iNqmT4MWqOiPqdjRTFp8zkL3nndTny3ZTEOL6fsSxXXFsU1wl9bVKaruB5LSdyyGIiIiIKHM4CSYiIiKizEnqJPj6qBsQgSw+ZyB7zzupz5ftpiDE9f2IY7vi2Ka4SuprldR2AwlpeyLXBBMRERERNSKpR4KJiIiIiOrGSTARERERZU7iJsEikheRpSLy26jb0iwiMk5E7hSRP4vIShGZFXWbmkFErhSRFSLyvIjcJiIdUbcpDCIyUUQeMd/bFSLyuajb5IWIdIjI0yKyzGz3t6Jukx9ZHEviKs59II5xktXPhHqIyGwRWSUiq0XkK1G3xwsRuUlENorI81G3xY8492M3iZsEA/gcgJVRN6LJfgzgAVV9K4BjkYHnLyJ9AD4LYIaqvgNAHsDHom1VaIYBfFFV3wbgBACXi8gxEbfJi0EAp6rqsQDeCWC2iJwQcZv8yOJYEldx7gNxjJPMfSbUQ0TyAK4FcAaAYwBcGKO4qmYegEQVKDHFuR87StQkWEQmADgLwA1Rt6VZRGQsgJMB3AgAqrpPVbdG26qmaQHQKSItAEYBeC3i9oRCVV9X1WfMyztgfKD1Rduq2tSw07zaav4kItM2i2NJnMW1D8QxTjL+meDXTACrVXWNqu4D8EsA50TcpppUdQGAzVG3w6+49uNqEjUJBnA1gC8DKETdkCaaDKAfwH+aX8ndICKjo25U2FR1A4AfAFgL4HUA21T1wWhbFT4ROQLAdAB/irYl3phfFT8LYCOAh1Q1Ee1GNseSRIhZH4hjnGTyM6FOfQDWWa6vR8wnZWkRs37sKjGTYBH5IICNqrok6rY0WQuAvwbwU1WdDmAXgESsa2qEiBwI4z/2IwGMBzBaRP4u2laFS0TGAJgP4POquj3q9nihqiOq+k4AEwDMFJF3RN2mWjI8lsRenPpAjOMkk58JdRKHbYn4tirJ4tSPa0nMJBjASQA+JCKvwPhK41QR+Xm0TWqK9QDWW46w3QljAEy79wP4i6r2q+oQgLsAnBhxm0IjIq0wBo1fqOpdUbfHL/Pr2EeRjHVsWR1LYi2GfSCucZLVz4R6rAcw0XJ9AlK6rC4uYtiPq0rMJFhVv6qqE1T1CBgJUg+raqqPDAKAqr4BYJ2ITDU3vQ/ACxE2qVnWAjhBREaJiMB43qlM/jCf340AVqrqj6Juj1ci0isi48zLnTD+cflztK2qLatjSZzFsQ/ENU4y/JlQj0UApojIkSLSBuN9vDfiNqVWHPtxLYmZBGfcXAC/EJHnYGThfyfi9oTOPMpxJ4BnACyHEauJKMNYh5MAXAzjSNOz5s+ZUTfKg8MAPGLG5SIYa4JjcxopSpSk9oGoZO4zoR6qOgzgCgC/h3EQ5Q5VXRFtq2oTkdsALAQwVUTWi8gnom6TR4nrxyybTERERESZwyPBRERERJQ5nAQTERERUeZwEkxEREREmcNJMBERERFlDifBRERERJQ5nAQTERERUeZwEkxEREREmcNJMBERERFlDifBRERERJQ5nAQTERERUeZwEkxEREREmcNJMBERERFlDifBRERERJQ5nAQTERERUeZwEkxEREREmZPISfDs2bMVAH+y/ZM4jFv+IGEYs/xBAjFu+QOPEjkJHhgYiLoJRL4xbilpGLOURIxb8iqRk2AiIiIiokZwEkxEREREmcNJMBERERFlDifBRERERJQ5oU6CRWSiiDwiIitFZIWIfM5hn1NEZJuIPGv+fD3MNhFVw5ilJGLcUhIxbilqLSHf/zCAL6rqMyLSBWCJiDykqi/Y9ntMVT8YcltSrX/DINau2ot9ewpo68xh0tQO9Pa1B7Z/ULdNAMZsE7y8fCc2rhsyTmQjwMETW3HUtDE1b5fy2GsE4zaFnOIdQGkbBIAiyX2BcUuePb9wG3ZsLpSud3Xn8I5ZBzR0n6EeCVbV11X1GfPyDgArAfSF+ZhZ1L9hEGuW7zYGRQD79hSwZvlu9G8YDGT/oG6bBIzZ8L28fCc2rh3afyZHBTauHcLLy3dWvV3aY68RjNv0cYr3l5ftxupl+7cV+1BS+wLjlryyT4ABYMfmAp5fuK2h+23ammAROQLAdAB/cvjzLBFZJiK/E5G3N6tNabF21V4URsq3FUaM7UHsH9Rtk4YxG46N64Z8bS/KUuw1gnGbDk7xrlXKACS9LzBuqRr7BLjWdq/CXg4BABCRMQDmA/i8qm63/fkZAIer6k4RORPAPQCmONzHZQAuA4BJkyaF3OJkKR0VCGl7ULdNkiBi1rwfxq2dWy2fGjV+shJ7jeBYmx71xHVS+wLjlqIS+pFgEWmFEdy/UNW77H9X1e2qutO8fD+AVhHpcdjvelWdoaozent7w252orR1Or+NQW0P6rZJEVTMmn9n3NqJz+2mLMReIzjWpks9cZ3EvsC4pSiFeiRYRATAjQBWquqPXPY5FMCbqqoiMhPGxHxTmO2Ko0YSfiZN7cDqZbvLj6QJSkkUTvu/vGy38dVacfcq+9tvu2b57rKv6XJ5b7dNAsbsfvXEpJfbHDyx1VgTbCMCLLxvi+vt0h57jWDcJoPXPvXy8p2OR3VFzGHe4VuTJPYFxi25sa8BljygI5X7dXU39o9f2MshTgJwMYDlIvKsue0qAJMAQFWvA3ABgM+IyDCAPQA+pqo1vhhNl2ICRPHDvZjkAMDzRNhMEi67Xo39Bfb6ghfbk+IMfcYs6otJr7cxzgJhOTuESQvVb5eB2GsE4zbmvPaPUuKoTS4PTJ42CkCqzg7BuKUKTklwOlI5EQ7i7BChToJV9XHUmI+p6jUArgmzHXFXLeHHy6C2dtVe2IcEVffbr12113EW7PXxevvakzjYesKYNdQTk35uc9S0MThqmnF5ycPbKo56ud0uzbHXCMZt/HntH24JooXC/slyWvoA45acuCW76Qgw66wDA32s5C0gSqFGE36amRhH2VBPjNQbV4xHygLPcV5n4igR+cdJcAw0mvDTzMQ4yoZ6YqTeuGI8UhZ4jvM6E0eJyL+mnCKNqqs34ceaZOFk354Cljy8rWKtmGMinbn/nx7Ysr8dPip5+VFvtTAKhpfkHK8xWfZeOhFAcgUsvG9LaZN9HZffxE6iJKo27i68b0tpfW8uj4plE4Dxt0UPbsXwkKKtM4dxvXls7R9h1U9KBetnhJtGk+Cc8FBLDPT2tWPytFGlIwJtnTlMnjaqZtljazUhN26VhNwOKpQNvh4reflRb7UwCobXqmteYrLivXSiwOCu8k1OVX7s8ciDXpRG1Re/Gr8KI+47Dg8ZO+3bU8DGtUOs+kmp4HUC3GgSnBMeCY4Jvwk/TkkWACpPE4HK5AunRLpqNq4bKiUxNapatbCgHoPc+UleqxWTtSq8VWNNfPCb2EmURL7GXfNbMj/rgL0mUzeaiE3UTEEnwtnxSHBCuR4Bdhk0rfv7TjgKMiGDSR+RCjQJLaD3jIlxlAXNGHdZ9ZPIH06CE8o1acjlazTr/r4TjoL8bppJH5EKNAktoPeMiXGUBc0Yd1n1k8gfLodIKLfEpZ6+VsdEJWuSnNNtqzl4Ymtg7XarFhbkY5A7P0mYtZJn3N5LL6wJDkFXgmPSD8WRn3FXBIDA17K1an3G2ifyrWblOfV2W6KgORXDiAr/9Usot8Slsd2trgcQrBWKrLdtaRXkzTloLm+5gQAHTwr2zA1ju50nu27bKVhekzC9JM+4vWctrVK677e8c1RFRq89waGexFA3TPqhuLLHeWmgtv1uaRUo9ldQdNPVnfPUZ+x9YsQ8RmLtp/X2NyK//EyAw14PDPBIcKI5JS4teXhb1aMHxQSI4049IJJBb+2qva7bOQg3h5ckTC/JM27vZa5FMOv0cWWPF0SbvGDSD8WZlzhf8vA2YKj2IeDBPcBxp9bOlndMotbKfkrUDNUmwM2Y9NrxSHDKNJIY0QxMykgGL+9THN/LOLaJyI9GK4V63Y99goiT4NRpJDGiGZiUkQxe3qc4vpdxbBORH41WCvW6H/sEEZdDpM6kqR14edlu1yURxQQIa6KEsQZNMTIEI2kCUqpKVEwqajTZqFp1OyZlxI9THImtitukqR1Y/ezuitsWhhUL79tSNU7CSl4LOsmOqBlqVf90Mq43X3snc7+Na8vvl32CmuWpB7ZAPSSDhlENzgtOglPIbTVZcbIBoGyiMGxZfzYytP8eiklF2zcPYWDDUGl/a4Kdl4lLMTHDKSua2fvxZY8j+/U31zqvCbZWtXKKE3s8+I2naqzrlXl2CEqCauNjNQMbhjC2e7BmZdGBDZVncOnpa2WfoND5mQCHUQ3OC06CU2btqr2Os+C2zlwpiWLJw9s8D7iFETiecs1PspFbdTtrmyheHOPIVsXNS4avU5yEnbwWVJIdUTO4Vv+swUufcbvvrf11PCCRT9UmwFEkwTnhoqCUaSShyZWHKnSNtoniJcj3zH4bxgPRfo3Efa3bsq8RVRfqJFhEJorIIyKyUkRWiMjnHPYREfkPEVktIs+JyF+H2aa0ayShyZWHKnSNtilOGLfBvmf22yQtHpKAMZtcjcR9rdvGva8xbilqYS+HGAbwRVV9RkS6ACwRkYdU9QXLPmcAmGL+vAvAT83fqeSWkBbU2kW3qkT79hSw8P4tOHhiq6/KRcUqdNY1wcXtXhMrqrWpWMUuiOS7AKUqbut5XSdN7cDqZbvLvwWwJcZ1dedqLonI5Y3EnCUPbys9/rjePAY2FEJLXotRHDVTqmI2Tfo3DOKVFXvKci8AGAcX1CxaYV72w0ulR7f79ppU1wSM25Txsg5YYhN+IR8JVtXXVfUZ8/IOACsB9Nl2OwfALWp4CsA4ETkszHZFxV65Z3hIzUS04CpbVVQlslJg49ohbN885FoxLt9aWUnoqGljGqroVa1Nxef98vKdsan0laa4rbeC2vbNlevAoeZ20yGTnCetxVhq68yV/oGyPv7AhiH09LUGUiHOLqsV49IUs2nSv2EQLy/bXTkBBkr9a3hIIdjfb6pVkrP2LS+VHh0fF0ZSXRz6BOM2XbxOgE+YHY/1wEATE+NEMAz54QAAIABJREFU5AgA0wH8yfanPgDrLNfXm9teb0rDmqhWAkRQyUHFxKCF929xPLqwcd0Qjpo2xtfjNJpsVLx98YigVRDJd2FJetzWm4S2cV1lRnlx+1HT9t+3k3xLDjNPd0/CLIwYiTlhJEWyYlzyYzZN1q7aW7WCZ5Fqeb9p5PGcqsPZxbFPMG6TLwmJcHZNWRgkImMAzAfweVXdbv+zw00quq2IXCYii0VkcX9/fxjNDF3Tq7m5Db4+v3YLkuvzazD5LgxpiNu6E2M8xE4cq8plPREoDTGbJn7iLogYbfbjBYVxS1EJfRIsIq0wgvsXqnqXwy7rAUy0XJ8A4DX7Tqp6varOUNUZvb294TQ2ZE2v5uaS0Oa6vQlcn1+DyXdBS0vc1p0Y4yF24lhVLu6JQGFKS8ymiZ+4CyJGm/14QWDcUpRCXQ4hIgLgRgArVfVHLrvdC+AKEfkljMXu21Q1lV9zeElIsyawHTVtjOf7dkq4czuad/DEVuc/BKBWUpJbRa9Gk++ClKa49ZLgBgDPL9xWluSWbwNG9lXenzV2vFRna3YFt6xWjEtTzKZJrQqeViPDBfRvqF78wspprHWKfxGz+1vaEJc+wbhNtqcf2uL4OWEXp0Q4u7DXBJ8E4GIAy0XkWXPbVQAmAYCqXgfgfgBnAlgNYDeAj4fcpsjYq1lZzw5RxkxgA3Z6mgjbKw65JUNA4Hty7YeXSmDVKnqN7Y5NVn+q4taeHG4/yGufAAPOE2AIMLZ7/yTYS3W2Zldwy3DFuFTFbFr09rVj++YhczyvbmQInisnuo21k6eNwuRpoyriH4htn2DcJpSfCXCcEuHsQp0Eq+rjqPHlu6oqgMvDbEecOCWYVU9gq32fXioONaM6m9ekJLcku7hU+kpT3Dol5mgdld+MG3p/L62a/b7GJY6aKU0xmzZ+qrN5TVirNtYed+oBruNr3DBuk6vaBDiuSXBO4rEoKOsaTGBresKdz8eIUwJG1gT9nvC9JPLHb59pZDxn/yTyh5PgOGgwga3pCXc+HyMuCRhZFPR7wveSyB+/faaR8Zz9k8ifpp0nmNwdPLG1Ys2YqpHY9viv1yHf2gFoS6na1tb+keprih0EWZ3Nfltrm+zikoCRVU6JOVJH5beifXsKWHjfltL68m2bhjC4a//f821APp8ri6uNr7yAzRvHIt96IEaGtqD74O14+0nTg3qKRLG09OEXsWd3N4rHmowcsNpKfcxkH2PzrXBc/iZiJNctvG9L3Nb9UgosvG8TVPfHsIjC6Thqvq2JjQoAJ8ExYCSq7TQLRihU9w+Y+ZYxpWUR+/YUsHHt/smKawKci2LyxPbNQ2VnYnBKYHPjlJBhbZMVB+J4cCj8VuaQSR3YsXm37zt1SvYZ2QeMYH+1ttXP7kSh0IeWNiOhrqWtG1s3jcaKJ5ZyIkypZUyAezxNfPOtRlKc5AB1GErtY6zTQY9cHigUUFGBFIjnWmBKluIE2BrPxjylAOtEON8GzDwtOeuBAU6CY+OoaWNw1DTgsbtfRktbd2iP02h1Ni9JeEBzEvGotrWr9jrOgq3vtVvlt2DkkMuVHy3I5duxeePYEB+TKFp7dnd7PvJbrBS38P4ttXd2USgglhU3KR3sE2DAOFCnCpz4wWRNeu08LyASkfNE5CUR2SYi20Vkh4jYK7tQg/KtTQioBqqzeU28YIJGPDRS1S1MTYlzosh4X5tb6n+NVPKMYcVNoiTws4r++wA+pKoHqOpYVe1SVR7OCdjIUP1HAzxroDqb18QLJmjEQyNV3cLUlDgnioz3yWep/zVSyTNmFTeJksJPD3lTVVeG1hICAHQfvB2FkcHQ7j+XNxKacvnK7V4S2CZN7ai4rdNjMBkuHpzeL6eqbhXvqRiJNo0roFAoX8RYGBlE98H8EonSq3PUZiO5uQZrX6y3kmejYzpRLSJaEc+qaibHJVvNNcEicp55cbGI3A7gHgClWZpLre/Ea+TsCY14+0nTseKJpaVs+sLILk9nh8jlUVEqtjCCsn2sz2Pv9qUVGfu9fbUTlZwqclnbxGS4eClVrCquAxejRLWXqm72be2dwI4thdL9HDyxFf3rt6Ew0lm6L5F9aOvstNzPKJ4dglLN6bNi+qlHV5wdAoCZ+LwPuXw72jrzZWNleYL0/ps4nR1CIBge0rhW3KQUsM5DRoa2oqVlXHnlUVHMOuugyNoXFC+JcWdbLu8GcLrlugJI3STYS/nfMJVPEIJPkluz9BE8++BPMDK0/4jz2tZ2dI6ai8nT31vz9lmsyJVU/RsGMbDB8qGqwMCGIYztHvRcxc/NmqWP4OWnyuMo39qOWefOxeRT98dR+T9X4SV9EjVbtc+K6aceDcDoJwvvce4nvX3l420xQboeHJcpKCueWIqtmw5DS5sRTy1t3SiMDGJc9+upO4BRczmEqn5cVT8O4IbiZcu2G8NvYvNVK0mZBksfurlsQAaAkaFBLH3o5ohaRGEJM5YZR5R1XvoX+wklzeaNY5HLl/9Dldaz+vhZE/wTj9sSL+0lKXdtHfC1nZIrzFhmHFHWeelf7CeUNG5n70njWX28rAmeBeBEAL0i8gXLn8YCqJEilUxtnTnHwS0tmbajx/Vg19Z+x+2ULmHGMuOIss5L/2I/oaQZGdriWK/AOKtPupa0eVkT3AZgjLlvl2X7dgAXhNGoqE2a2lG2zguILtP2qXuuxUuLHoBqASI5TDl+Nk449/KK/dYsfQRLH7oZu7YOYPS4Hkw/7VLX9b3TT7vUcY3a9NMu9dSmqJIGyT+vsewnfoqmn3YpnlvwNLonfBgt7T0YHhzA5vV3469OnlmzXfbH6zv6eGx4cZGvxyeK2qSpHVi9bCeg1uS3Ybz54m245Q8PlmL75aV/rFgSMbxvEGuWPuIpzjnmUpge/vktaOk8oTSOD+15Cbn8cWVLItJ6Vp+ak2BV/W8A/y0i81T11Sa0KXJu2fLNHnSeuudavPj0/aXrqoXSdetE2J54sWtrPxbeY6xUcRpgi9v8TnqA6JMGyR8vsew3foq6Dj4Rh0z5q9IEoLWjF4dM+SS6Dh5TtU1Oj2eNc6+PTxS1HRufxJsvFf8RPAjDg5sw8Ood2DmwEIARyy8v/SOOmv4+vLL8Mezbs6N028Hd2z3FOcdcCtPDP78F7WNPL014Wzt6kW8di73bl6Bt9FtTf1YfL8shfgMzt9ypDKSqfij4ZkUvDpm2Ly16wHW7dRJcLfHCbXCdPP29dU0wqiWCRP16kbNasVxP/ADFksy2ZRWaqxkLTo9n5+XxiaJmHEjox/Y3F7juMzI0iA0vLkJre0fZJLj4Ny/9jGMuhaWl8wTHJLjWzil4z4ePMrekawmElZflED8wf58H4FAAPzevXwjglRDaRCZV56QL+/ZmJl6kPWkwi+qNn3pjwWtcMnGI4i6IWA6rnxF50dLuvDa9pT355wD2wssp0v7bXBIxXVU/qqq/MX8uAvDuarcVkZtEZKOIPO/y91NEZJuIPGv+fL2+p5FOIs5vj327W4JFGIkXXsrwJl3W4rbe+Kk3FrzGJROHvMtazMaFn1hudj9LAsZt9IYHnf8JGx7c1OSWRMPLkeCiXhGZrKprAEBEjgTQW+M28wBcA+CWKvs8pqof9NGORHBLNPKSgFTcR7WAMT2z0HP4R0oL1gdevQPjJx9oe4x+x/12DizEL//1YxARDO7e4akdtdoXp6TBEM1DDOO2vIKP9zVatd5Tt0TJ8VMvwGN3v1x6vJbcSry26s7S/bz1pM9hcFcfJLe/3GuhsA9rl92IFX94opTIefDhx1QkwTklCln5SdQkADGN2TRx6kfTT7sUj//qBzVvK61T0DPpb3FYew+gBUBynhNJUz7mzgPjtunu/9ntGHfo+wDJoaX9IBQKw8jl9k8HCyODGN7zFICjo2tkk/iZBF8J4FERWWNePwLA/6x2A1VdICJH1NWyBHNLNNr46gtlH/5OCUDW247pmYVD3vLJsgXrh7zlk+g66HVP+wEoJWh4aYeX9sUlaTBMcYxbpwo+WzeNxoonlladCHtJenNKlBw/9QIUZIatYtAMSMuzAPqxa2s/ltz3T5Z/viqTgoqJnC8+/TsUS9ZZE4WsZ4Pg2SEaE8eYTRO3fiS52h+hY3pm4ZCjPrF/3aUYZxb1mkia5jGXcdt89//sdow77DRLjpcAEIwM70Yu34HhwU0Y3vMUTv27S6JsZtN4ngSr6gMiMgXAW81Nf1bV6tkt3swSkWUAXgPwJVVdEcB9Rsot0ah4qjP7dmtihPW2PYd/xLVqy8aXflxzv57DP1I2Ca7VDi/tA+KRNBgDTY3bzRvHliakRV4q+HhNerMnSj5298uOj2ePqZ0DCytirJKWXSsmCp3/5Xk1bkcBS91Y2yxu/Qio/RHoND6XeEgkBTI/5jJuAzTu0PdVnORARJDLtePEDx4E4CBk4QhwkZezQ5yqqg+LyHm2Px0lIlDVuxp4/GcAHK6qO0XkTAD3AJji0o7LAFwGAJMmTWrgIcPnlujgluhm3d962W3Ber71QE/7uS1s95pw59QmAhBB3NZbwafepDe3+w0qWYIx1XSpHGubpZF4dRufi5jgVhXjNmguuUau21POy7P+G/P32Q4/Da3TUdXtqrrTvHw/gFYRcRwxVPV6VZ2hqjN6e2stRY6WW6KDW6KbdX/rZbcF6yNDWzzt57aw3WvCnVObKJq4NSr1eN9eVG8yjtv9BpUswZhqrrSOtc3SSLy6jc9FaUhwCwvjNgQuB7tct6ecl2IZ3zB/fzzoBxeRQwG8qaoqIjNhTMoTlZLolizhlGh01PT3VSQE2ROArLcdePWOsrW+AFAoDAHSgsOO+VEpAc5xvxHj9k78Hwnux/zvz+E6TVMUcdt98HZs3TTadwUfp1gce8jJOGzqHCy8b0tpfeGOjU9WrgkemeE5pvzI5VuY9NZkaRhrm8mpomFlMqfAvtTHidP4XOSW4MYKcQbGbePuvvrfcNDE80pJ84N7XsfocdPKlkSoKra+8UcAH42uoRHxvCZYRF4G8BSAxwAsUNUXPNzmNgCnAOgRkfUAvgGgFQBU9ToYZZc/IyLDAPYA+Jiq1h5VYsItWWLWuXMx69y5jhn59kx5+8TSujZ458BTaGnrxIF95yDf2o2R4R3I5TvR0mqsAy0mwL25+gZsWvuL/fsNbcaWDb/GzoGn0NbZZZ4dorFyh1mq4hXHuH37SdPrOjuEPemtZ9LpOHDS/0BhxDj6tG9PAauX7cSbLz2NXVv7ARjv9epF12PMQc/hoEkXOCa9+VM+WUhQF0+MOMZsUjmN6/ZkznxrW82CL0XFPlNMIBUAkJzr5DZLFeIYt+G6++p/w8GT51RUg9u1dTlGH/B2YwmEFrD1jT/izE9lbwIMAOI1nkSkHcC7ALwHwEkwEuSWqeqHw2uesxkzZujixYub/bAV5n9/TmniYDV6XG8oST8L5r+E1o7Kb4KG9g7g5PMdl0mVuLXVjUjO8chwWM+tDpXlC2MuDnG75OFtjmsQh/b245UlVzatHTGKo2ZLVNzGIWabzcu4fuvXznb95qwaL3Hv1kfbOnM47tQDfD9mABIVs0A249bJgvkvorWjcmnI0N5+nHx+6pPfPMWtn8VIIwCGzN8FAG8C2Oi/XenRzEptgHtSUkt77ZKGftvEJLl0ckvCaXZ1IMYRxZWXcb2eCXC1+7ZihTgKStarwXnhZxK8HcDVAP4C4FJVnaWqVc8TnHbNrNQGuCclDQ9urnlbv21iklw6uSXhNLs6EOOI4srLuO42PtZ731ZprhBHzZX1anBe+CmWcSGMMsn/AOCTIvIkjLXBfwylZQnglgBnT/p56p5rHc/Ba3fo5GNx+ie/4/r31pZVKIx0OSQr3Y7bv70Cqop9e3aifVRX6bI1We/Ju65GYWS45vPymsRH0bLGVbE62wnnXl6xnzXJp7gmGGr5QJUCNq2903Yrb0k/teTyLVBVqKXcFeOI4sJrYjNgrA2+5aqz6n4sr3Gf8gpxFCJ7fNoLaQHGnGHTursAfKXJrYsnz/9aquqvVfV/wagSdz+AOQB+G1K7EmHy9Pdi1rlzMXpcLwDB6HG9mHXu3LLEsafuuRYvPn2/p6/P3lizDA/ecJXr3w+ZNBpvvnwjhvb2Q7WAob39eHP1Ddg5sBCDu7dj354dALTssrUanNv677bOLrSPGlv2HE449/Kaz42iY4+rYnW2p+65tmy/YpKPscZRMbD293jzpRuQy+8DYBxdGnvAWuza/CfbI9Q/AW7r7EIxZk487/M46fwrGUcUO/a+YU3+nXXuXE/V4LzyE/e9fe2YPG1U6chvW2cOk6eNSl1SHAXL6R+0nQML8ebqG8rmDBvXzMOHP88JcJGfs0PMB/BOAKthnCHiEgD2T87MsVfasntp0QO+7u+NNctc/2YcsejHzv4nfd2nWzU4oHqiRq3nRtFxi6uXFj1QdjTYqdLV9jcXYGRwZel9n//9H3v6hsCr1vYOfOyff1m2jXFEcVOtmuL5X56Hx3/1g4Yfo94E0IxXiKMA7RxYiPO+8E/mtYPAI8Dl/Pyr+28AnlHVEac/ishpqvpQMM1Kj3oTKJw0kkzERLd08XquZy9JPkHHAGOKkqAZic3sC0Tx5mc5xCK3CbDpewG0J3XqTaBw0kgyERPd0sVr1T8vST5BxwBjipKgGYnN7AtE8RZkumniziXYDFOOn+37Nrd+7eyKtZ2AkYgnubzv+8u3tmPK8bORb22v2M4EpWRyiyv79umnXVrxvgOCXdsGcMtVZ+HWr52Nru7xyOWDWf8ouTxjihLBqW8Ux8Q1Sx+BBNAnhvcNYs3SRxq+HyInd3z3Ytxy1VkNJWxmXXAr/4NIJU+hgw8/Bi8tfgBa8L4sopjkBKAi219EHF/o9lFjq54dwku1OkqOYlzUOjuEvWJcqdKVGUSqBed16CJAjUI6Le2jURgeLFtPbC3FSRRn9r5RHBMBYOE9P4EGsE5+cPf2zFTapOa647sXY++O2qdHveQ79zWhNckV5CSYHCx96GbHCbBbRTYrpyQnpwQmr8kXTHRLlxPOvdzxlGh21vf91q+d7e3OXSbA1lgzKmvtKvt7YWQYSx+6mXFGieA0Js7//hzPJZHtnMb1YrId+wQFqdoEmBNf74JcDvFKgPeVGm6JEV4S5upJciKqptFETS8JdYxHSjImIBNlR80jwSJyXrW/q+pd5u+q+2XV6HE9jnXovRwJdkpycq5pz+QL8sZL3FVjT6hjPFLauMW1F279i32CKJ68LIeo9v2pArgroLYkhlOVIbevutwqtXmZiDglOXmpUEfZ5RSbG199wUPFwvIKcV4qvTEeKY78jM9Otx0a3FvX47LSJoXpwRuuKs/fkDzgcMKujq7uJrYq+WpOglX1481oSFIUqwwVBzlrlSG3gdatUptVS1sHhvcZg6/XJCcmt5GVU2w+fucPqya4FWPNKWkSqB5rjEeKm3rGZ7fb2uVbO9DS2obB3TswelwP+o4+HhteXFQR+0xApqBVTIABYwJsmwh3dHXjI1+9tcmtSzZfiXEichaAtwMoFTFX1X8JulFxVq3KkNNAZyTGVTu9sr+qQkxuIzdOsek2ARbJ4eL//ZuybU5xVSvWGI8UJ37H51q3teoY3cUEZIqEayVZHWESXIM8J8aJyHUAPgpgLozvTv8WwOEhtSu2/CYDeUmIYNIEBcFPHAVZyZAoLsIchzlOE6WPn7NDnKiqlwDYoqrfAjALwMRwmhVffqsMeUmIYNIEBcFPHAVZyZAoLsIchzlOE6WPn+UQe8zfu0VkPIBNAI6sdgMRuQnABwFsVNV3OPxdAPwYwJkAdgOYo6rP+GhTaOzJFV3d4/HmX5Y7HkGrlvgw/bRL8cT8f6+6JGLX1n7c/u0LHQtcNJLkQfWJIm69vM/2fexrEvuOPh4vLvpdzSIXAJBracMtV33Q8/pfir8kj7dBcUvW7Ooej1u/dnapsExXTx92DGwoXT/kyGkY3lf93MDFcfr4sy5j3wgIY9bZrf/8YejIvpr7HTr52Ca0Jt38TIJ/KyLjAPwfAM/ASCW/ocZt5gG4BsAtLn8/A8AU8+ddAH5q/o6UU3KF2ylzRo/rrTlhcKvyZjW4e3vpcjGZY+OrL5RlGvtJ8qCGzEMT49ZLMo/TPsWqgsXrLy1+wHECPLZ3YukDH2ZFt5GhvaXbPXnX1WVngmCcJdY8JHC8DZJTsmZX9/iyNZWqBWzvX1d23XXNpc3g7u148q6ryx6LGjIPGY9ZOz8T4NM/+Z0mtCjd/EyCv6+qgwDmi8hvYSTHVT2XjKouEJEjquxyDoBb1Dh9wlMiMk5EDlPV1320K3C1EiSKRHI1EyXcqrzVOl/ryNCg42mtWH0ofM2OWy/JPF5i0q00946BDaUkOKPKW/k/dE7xyThLnqSOt0GzJ6Z5rpJo4zZGsypicBizlapNgJkEFzw/CwMXFi+o6qCqbrNuq1MfgHWW6+vNbRVE5DIRWSwii/v76zuRuVdeEyC8JBcFWTGu1n1S0wQat16SeYKqYuXnfhhnqeMpbps51jZDvUmg1W7HvtE0sZwjUHrUnASLyKEichyAThGZLiJ/bf6cAmBUg48vDtscVw6o6vWqOkNVZ/T29jb4sNV5TYDwklzkdl9ebuu2DxM0Ihdo3HpJ5mnkPbfGkZ/7YZyljqe4beZY2wz1JoFWux37RtPEco5A6eFldPgAgB8AmADgRwB+aP5cCeCqBh9/PcrPMDEBwGsN3mfDpp92KfKt7TX3s1d083pf+dZ2TDl+dtXHcNuH1YdiIdC4dYsRe3W2WjEpOefubI1Tp/vJ5VsguXzVx6dUiOV4GzYv47Rdcfy19wvA6C/sG02TuZiVfJuv7dSYmpNgVb1ZVd8LIyvzvZafc1S10ZLJ9wK4RAwnANgWh7U+k6e/F7POnYvR43oBCEaP68Whk48tHRkQyeHomWdWVHTzel+zzp2LE869vGx7+6ixaOvsqrpPcTvXokUu0Lh1ixF7dTb7PkfPPLPs+knnfwFHzzyzapw63c+J530eJ51/JeMs/WI53obthHMvr+gXY3snll0/dPKxjmP0SedfaY7LhvZRY3HieZ9n32iezMXsxf96d8WEV/JtuPhf746oRekmXkr6AsayCAD/G8B4VT1DRI4BMEtVb6xym9sAnAKgB8CbAL4BoBUAVPU68/Qn1wCYDeP0Jx9X1cW12jJjxgxdvLjmbpRuTl+TBXPHjFsKT6LiljFLSFjMAoxbAuAxbv2cHeI/zZ+vmddfBHA7ANdJsKpeWO0OzYzP2odTiZqIcUtJxLilpGHMUtT8ZAz0qOodAAoAoKrDANwrQBARERERxZSfSfAuETkIZmZmcX1OKK0iIiIiIgqRn+UQX4CxSH2yiDwBoBfABaG0ioiIiIgoRH4mwS8AuBvG4vQdAO6BsS6YiIiIiChR/CyHuAXAWwF8B8BPYNTyvjWMRhERERERhcnPkeCpqnqs5fojIrIs6AYREREREYXNz5HgpWYyHABARN4F4Ingm0REREREFC4/R4LfBaNyy1rz+iQAK0VkOYzT+f1V4K0jIiIiIgqBn0mw/wLsREREREQx5HkSrKqvhtkQIiIiIqJm8bMmmIiIiIgoFTgJJiIiIqLM4STYo/kLHsVxn/57HPq3H8Jxn/57zF/waNRNIko19rn04HtJWcA4Tx4/iXGZNX/Bo/jidddgz75BAMD6gX588bprAADnn3xKhC0jSif2ufTge0lZwDhPJh4J9uA7/3VLKbCL9uwbxHf+65aIWkSUbuxz6cH3krKAcZ5MnAR7sGHTgK/tRNQY9rn04HtJWcA4T6bQJ8EiMltEVonIahH5isPf54hIv4g8a/58Muw2+dV3UI+v7ZRsaYjZpGOf8y+uccv3kqqJa9z6xThPplAnwSKSB3AtgDMAHAPgQhE5xmHX21X1nebPDWG2qR5XXXQJOtvay7YJjDU/XPyeLmmJ2birlUDi1Oc629px1UWXNLGVyRHnuHV6LwFg1969HDszLs5xW4t9DHv/ccdzzEqgsI8EzwSwWlXXqOo+AL8EcE7Ijxm4808+BT/89BWY0NMLwJgAq/m34uJ3DuapkYqYjbNiAsn6gX6oqmMfsvY5EcGEnl788NNXMMHEXWzjtvhednd1lW3fsnMHx06KbdxW4zSG3f7IH/HR976PY1bChD0J7gOwznJ9vbnN7nwReU5E7hSRiSG3qS7nn3wKllx3Eyb09JYmwEVc/J4qqYnZuPKaQFLsc2/86l4sue4mfphUF+u4Pf/kUzCqvaNiO8fOzIt13LpxG8P+sGQRx6yECXsSLA7b7HPI3wA4QlX/CsAfANzseEcil4nIYhFZ3N/fH3AzvePi99QLLGaB+MRtnLAPhSL2Yy3fd3IQ+7h1wlhOj7AnwesBWP9rmwDgNesOqrpJVYv/Uv0MwHFOd6Sq16vqDFWd0dvbG0pjveDi99QLLGbNfWMRt3HCPhSK2I+1fN/JQezj1gljOT3CLpaxCMAUETkSwAYAHwNwkXUHETlMVV83r34IwMqQ21SX+QsexXf+6xasH6j8DzMvUrH4/YJv/RMeW76sdP09047Fnd/4tuN9btg0gL6DenDVRZfw65PopSZm4+qqiy4pO6k8AORE8NqmARxywdnI53K4+LTZ+N6nPlPzvpz6EICKbU+vWolbH3oAI4WCr/v3Iib9ODZxa389Rnd0YNX6dY775kWwe3AvDv3bD3EMzKbYxG0th194PvYO7XP9O5PgkinUSbCqDovIFQB+DyAP4CZVXSEi/wJgsareC+CzIvIhAMMANgOYE2ab6mGvBGM3ooqnV60sDd72CTAAPLZ8GS741j+VJsKsLhNPaYnZOCvGd3Gi1NnWht2D+/vWSKGAeb+/HwCqTlSd+tDnrr0aIoJ9w8OlbXOv+XeMFApfxQyfAAATA0lEQVS+79+LuPTjuMSt0+tRzYgqNu/YUdqXY2C2xCVua6k2ARYR/gOXYKJqX34TfzNmzNDFixc37fGO+/Tf1xzM87kcXrvj1wCAQy4423W/N+/8TdX7nNDTiyXX3dRAazPDaS1ZrDU7bpNi/EfOKZukFln7lBMv/bKaWvfvRR39OFFx6zdmG31PAI6BMZSomAWCH2u9fKZT7HiKW1aM88DLYnenD/F67pML6ylr3PpOrT7VaF/x22f9tCGr/TiI553V146Imo+TYA+8LHbP5/y9lFxYT2Rw6zu1+lSjfcVvn/XThqz24yCed1ZfOyJqvsxMgq3VXd728Yvw1jkXVVSrcqtiddVFl6A1n696/xefNrt0+T3TjnXcx7rd6T5b83kurCfPalVdS0obrH3H6i3j+zD+I+fgkAvOxviPnIN//NlPy/7uVImsNZ9HTsq/BRNx/lbM7XH9YGW7cldddEnF6+9Hll87io/DLzwfh1xwdunHTUdrWxNbRWEI++wQsWBP1igmYgD7kzGeXrUStz/yR8cEF8D9g9TJnd/4tqezQ9jv089jULbFISErqDbMnPo23PLg71Cw5SdYzyjglMxmT7DrO6gHRx42viIpVVUxdcJErH5tQ+Bnh3BqQ5YTZJ5etbLifawmL4IDxozBlp07M//aUTzUOgtEUUdrG169bX4TWkRhykRinNfENqc1gsVSyX4S4xppE5NCPEvcfwxBJmvEIX6CaoOfZKpa/azeJLsmSlTc+o1Zt9e/Go55sZeomAUaG2uZBJcanuI2E0eCG0ls85qkwcQ4aqY4xE9QbfCzf61+Vm+SHQWjnteZYx4RRSUTa4IbSWzrO6iHiXEUO3GIn6Da4Gf/Wv2s3iQ7CkY9rzPHPCKKSqqPBDsVrXDjdgRj/UC/p2PqI4UCDr3gbIzq6MDuwUGMam/H7r17S0XQBUZB9OJ6RKeqWWI+3nGf/nuujaOqnOIn7KQieyWw9x93vONa3vUD/aWvFN8z7Vi8tH4d3tiyufT3Qw/sxtcv/njpvg4cM8ZzG4rJcsW1vW8Z31e21vct4/scq5PZk+C8VHmLSSW42LK/PkceNt73keAcK8ZRxKotf7BiElw6pXZNsJ8JcBTmfOBMzJz6tlIp5uIkuaizrR0//PQV/EBwl6l1ak6aOUlzqppoj9m4yudy+MkVV5ZeG6fnYu9vXvapU6Li1i1ma1XRrBfHvVhKVMwC3sdaPxNgJsEljqe4Te0k2GtwR8WaqBOHJKcESu3AHEdBVAKLkrUveelvIfbJRMWtW8yGGQ8c92InUTELBDMJZhJc4rFiXJxZvzaMQ5ITUTVJj0Vr+730N/bJ6sJ8HfgaE1GzcBIcEWsCSRySnIiqSXosWtvvpb+xT1YX5uvA15iImiV1k+BiBSs3Y0eNbmJr3FkTdVh1iuLOKUbj+h1p3lZ0xt6X3Prb+487vlT9btfevWhraal6P1nm9BoGga8xhe3YT11asxIcZUeqJsHFZA23tWrvmXYsXrrll65ljYM0uqOjbJJQvJzP5TDnA2eWVas6/+RT8MNPX4EJPb0QEUzo6WVyCMWKU4y+20M/ElT+43nogd34v5/9Ytl92TOvx44aXdFPp06Y6HgKrmKZ3mLf+sncL1TtS07P5aPvfR9uf+SPWD/QD1XFlp07oKro7upin3RQfA27u7rqvo8JPb2Y84EzOe5R0xz7qUvLzlTjhuuBsyNViXGNJLN4rSpnrTrFhLZIxfVApKskJ8Y58VodLKj+EGZ/a2JfTlTc1orZehPkYlTBj2pLVMwC7nHLRLhMyV5iXCPJLPVUlWPyDGWZ13PCBtUfwuxv7Mv1qff1YQU/IoqDVE2CG0lmqacqHJNnKMu8VgcLqj+E2d/Yl+tT7+vDCn5EFAehj0QiMltEVonIahH5isPf20XkdvPvfxKRI+p9rEYSzLwketirTjGhLb2aGbdJZe8PToLsD2H2tzT05Shi1u11q5V34SV2KBuaGbeHHtjtazulX6iTYBHJA7gWwBkAjgFwoYgcY9vtEwC2qOpbAPw7gO/V+3iNJJjZbzu6vb0i4caazNbo41F8NTtuk+p7n/oM5nzgzNJRvXwuh/dMOza0/hBmf0t6X44qZt1etzu/8e2y2ChyG0spm5odt8t+dnPFhPfQA7ux7Gc313uXlHChJsaJyCwA31TVD5jXvwoAqvpdyz6/N/dZKCItAN4A0KtVGpa2BCOqS2jJGoxbClEoccuYpRBxrKUkikViXB+AdZbr681tjvuo6jCAbQAOCrldRNUwbilpGLOURIxbilTYk2Cnmbj9vzcv+0BELhORxSKyuL8/nJr1RCbGLSUNY5aSiHFLkQp7ErwewETL9QkAXnPbx/yq4wAAFWezVtXrVXWGqs7o7e0NqblEABi3lDyMWUoixi1FKuxJ8CIAU0TkSBFpA/AxAPfa9rkXwKXm5QsAPFxtrQ9REzBuKWkYs5REjFuKVEuYd66qwyJyBYDfA8gDuElVV4jIvwBYrKr3ArgRwK0ishrGf3cfC7NNRLUwbilpGLOURIxbiloiyyaLyA4Aq6JuR5P1AMhi+Sq35z2gqok62aiI9AN4tcZuSX2f2W5vEhW3HmM2SHGNozi2q1ltSlTMAo5xG8f3z4ukthuIvu2e4japk+DFqjoj6nY0UxafM5C9553U58t2UxDi+n7EsV1xbFNcJfW1Smq7geS0nbUriYiIiChzOAkmIiIiosxJ6iT4+qgbEIEsPmcge887qc+X7aYgxPX9iGO74timuErqa5XUdgMJaXsi1wQTERERETUiqUeCiYiIiIjqlrhJsIjkRWSpiPw26rY0i4iME5E7ReTPIrJSRGZF3aZmEJErRWSFiDwvIreJSEfUbQqDiEwUkUfM93aFiHwu6jZ5ISIdIvK0iCwz2/2tqNvkRxbHkriKcx+IY5xk9TOhHiIyW0RWichqEflK1O3xQkRuEpGNIvJ81G3xI8792E3iJsEAPgdgZdSNaLIfA3hAVd8K4Fhk4PmLSB+AzwKYoarvgHEi9bSeJH0YwBdV9W0ATgBwuYgcE3GbvBgEcKqqHgvgnQBmi8gJEbfJjyyOJXEV5z4QxzjJ3GdCPUQkD+BaAGcAOAbAhTGKq2rmAUjUuZlNce7HjhI1CRaRCQDOAnBD1G1pFhEZC+BkGFVzoKr7VHVrtK1qmhYAnWa9+FGorCmfCqr6uqo+Y17eAeMDrS/aVtWmhp3m1VbzJxFJBlkcS+Isrn0gjnGS8c8Ev2YCWK2qa1R1H4BfAjgn4jbVpKoLYFTHS5S49uNqEjUJBnA1gC8DKETdkCaaDKAfwH+aX8ndICKjo25U2FR1A4AfAFgL4HUA21T1wWhbFT4ROQLAdAB/irYl3phfFT8LYCOAh1Q1Ee1GNseSRIhZH4hjnGTyM6FOfQDWWa6vR8wnZWkRs37sKjGTYBH5IICNqrok6rY0WQuAvwbwU1WdDmAXgESsa2qEiBwI4z/2IwGMBzBaRP4u2laFS0TGAJgP4POquj3q9nihqiOq+k4AEwDMFJF3RN2mWjI8lsRenPpAjOMkk58JdRKHbYn4tirJ4tSPa0nMJBjASQA+JCKvwPhK41QR+Xm0TWqK9QDWW46w3QljAEy79wP4i6r2q+oQgLsAnBhxm0IjIq0wBo1fqOpdUbfHL/Pr2EeRjHVsWR1LYi2GfSCucZLVz4R6rAcw0XJ9AlK6rC4uYtiPq0rMJFhVv6qqE1T1CBgJUg+raqqPDAKAqr4BYJ2ITDU3vQ/ACxE2qVnWAjhBREaJiMB43qlM/jCf340AVqrqj6Juj1ci0isi48zLnTD+cflztK2qLatjSZzFsQ/ENU4y/JlQj0UApojIkSLSBuN9vDfiNqVWHPtxLYmZBGfcXAC/EJHnYGThfyfi9oTOPMpxJ4BnACyHEauJqEBTh5MAXAzjSNOz5s+ZUTfKg8MAPGLG5SIYa4JjcxopSpSk9oGoZO4zoR6qOgzgCgC/h3EQ5Q5VXRFtq2oTkdsALAQwVUTWi8gnom6TR4nrx6wYR0RERESZwyPBRERERJQ5nAQTERERUeZwEkxEREREmcNJMBERERFlDifBRERERJQ5nAQTERERUeZwEhxDInKKiLieb1VE5ojINSE87hwRGW+5/oqI9AT9OJRuteLXw+1niMh/uPztFRHpEZFxIvIPQT0mpYt9LKuy3zwRuaDK3x8VkRkBt42xS1UFFb8ebv8vIvJ+h+2lmDQvn2j5W0OPGTecBJPVHAA1Ox5RmFR1sap+tsZu4wD8Q419KLvmIL5jGWOXapmDJsSvqn5dVf9QY7dTAJxYY5/E4iS4TiIyWkTuE5FlIvK8iHxURI4Tkf8WkSUi8nsROczc91ERuVpEnjT3nWlun2luW2r+nlr9UR3b0Ssi80Vkkflzkrn9myJyk/nYa0Tks5bb/LOI/FlEHhKR20TkS+Z/djNgVCF61iyDCwBzReQZEVkuIm9t+IWjWIgyfs1YGieGTSJyibn9VhF5v+0oxEEi8qD5GP8PgJh3828AjjJj9f+Y28aIyJ1mbP9CRKTy0SmJROQI8329WUSeM9/nUU4x6zSWicjXzfHxeRG5vp7YEJHTRWShOR7+SkTGmNtfEZFv2cdJc2x+yNz+/0TkVTG+WWPsZkwU8WuOz3eZl88RkT0i0iYiHSKyxtxeOqorIrPNNj4O4LxiuwF8GsCVZlveY979yeaYv0aSflRYVflTxw+A8wH8zHL9AABPAug1r38UwE3m5UeL+wI4GcDz5uWxAFrMy+8HMN+8fAqA31Z57DkArjEv/xeAd5uXJ8Go2Q0A3zTb0w6gB8AmAK0wOtezADoBdAF4CcCXLO2cYXmcVwDMNS//A4Abon7d+ZOK+L0OwFkA3gGj3HLxvl8CMMZ6ewD/AeDr5uWzAKgZz0cU22F5zG0AJsD4535hsV/wJ/k/5vutAE4yr98E4H/ViFnrWNZtuXwrgLPNy/MAXFDlcR81x8weAAsAjDa3/6MlLh3HSQDXAPiqeXk2Yze7P1HEL4AWAH8xL//AHGtPAvA3AG6z3h5AB4B1AKbAONBwh2UM/ibMOYLlNr8yY/UYAKujfn0b+WkB1Ws5gB+IyPcA/BbAFhgf6g+Z/6TlAbxu2f82AFDVBSIyVkTGwZiE3iwiU2B0kNY62vF+AMdY/jEcKyJd5uX7VHUQwKCIbARwCIB3A/i1qu4BABH5TY37v8v8vQTmf4eUClHG72MwJtOvAvgpgMtEpA/AZlXdaTvIcTLMuFPV+0RkS5X7fVpV1wOAiDwL44PncY9tovhbp6pPmJd/DuAqVI9Zq/eKyJcBjALQDWAFgFpjn9UJMD7wnzAfqw3GZLXIaZx8N4APA4CqPsDYzbymxq+qDovIahF5G4CZAH4EYzzNwxiDrd4KY8L8EgCIyM8BXFbl7u9R1QKAF0TkkGrtiDtOguukqi+KyHEAzgTwXQAPAVihqrPcbuJw/V8BPKKqHza/dni0jqbkAMwqTmqLzE41aNk0AuP99vs1W/E+irenFIg4fhcAuBzGNxdfgzFRuACVA7PbY7txindKD3sc7ED1mAUAiEgHgP8L48jaOhH5JowjX34IgIdU9UKXvzuNk37GWsZu+kURv48BOAPAEIA/wDiKmwfwJQ/tq8Yar4leusM1wXUSI3Nzt6r+HMZXDe8C0Csis8y/t4rI2y03+ai5/d0AtqnqNhhfQW8w/z6nzqY8COAKS7veWWP/xwGcba4LGgPjK+aiHTCO7lHKRRm/qroOxtfCU1R1DYyY/BKcJ8ELAPwP87HPAHCguZ2xmj2TivEJ4EIAT8E9Zq3xUZwwDJhjXj1rGJ8CcJKIvMV8rFEicnSN2zwO4CPm/qeDsZt1UcTvAgCfB7BQVfsBHATjqO8K235/BnCkiBxlaV9RquOVk+D6TQPwtPnV1dcAfB1GcH5PRJbBWHdrzajcIiJPwlgP+Qlz2/cBfFdEnoDx31k9PgtghrnY/gUYi9hdqeoiAPcCWAbjK7zFMNajAcZ/iddJeWIcpVPU8fsnAC+alx8D0Afnr3+/BSMJ4xkApwNYCwCqugnGV9PPy/7kIkq3lQAuFZHnYHwl/BO4x+w8mGMZjKNWP4OxBOgeGGsjfTEnEHMA3GY+/lMwJhPVfAvA6WbsngHjq+4djN3MiiJ+/wRjGeQC8/pzAJ5Tc3FvkaruhbH84T4zMe5Vy59/A+DDtsS41BDba0EhEJFHYSwsXxx1WwBARMaYay9Hwegcl6nqM1G3i+IpbvFL2WMut/mtqr4j4qZ4JiLtAEbMtZmzAPxUVWt9U0cplMT4zQquO8qm60XkGBhfs9zMCTARUeAmAbhDRHIA9gH4VMTtISIbHgmOMRH5OIDP2TY/oaqXR9EeIj8Yv5QUInI3gCNtm/9RVX8fRXuI/GD81o+TYCIiIiLKHCbGEREREVHmcBJMRERERJnDSTARERERZQ4nwURERESUOZwEExEREVHm/H/OaJ6r1vKTzgAAAABJRU5ErkJggg==\n",
|
|
"text/plain": [
|
|
"<matplotlib.figure.Figure at 0x7f049c0ee2b0>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"g = sns.PairGrid(iris, hue=\"species\", palette=sns.color_palette(\"cubehelix\", 3), vars=['sepal_length','sepal_width','petal_length','petal_width'])\n",
|
|
"g.map(plt.scatter)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"If we cluster the Iris datset using KMeans, how close would the resulting clusters match the original labels?"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"kmeans_iris = KMeans(n_clusters=3)\n",
|
|
"pred_kmeans_iris = kmeans_iris.fit_predict(iris[['sepal_length','sepal_width','petal_length','petal_width']])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<matplotlib.figure.Figure at 0x7f049c0ee4a8>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"iris['kmeans_pred'] = pred_kmeans_iris\n",
|
|
"\n",
|
|
"g = sns.PairGrid(iris, hue=\"kmeans_pred\", palette=sns.color_palette(\"cubehelix\", 3), vars=['sepal_length','sepal_width','petal_length','petal_width'])\n",
|
|
"g.map(plt.scatter)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"How do these clusters match the original labels?\n",
|
|
"\n",
|
|
"You can clearly see that visual inspection is no longer useful if we're working with multiple dimensions like this. So how can we evaluate the clustering result versus the original labels? \n",
|
|
"\n",
|
|
"You guessed it. We can use an external cluster validation index such as the [adjusted Rand score](http://scikit-learn.org/stable/modules/generated/sklearn.metrics.adjusted_rand_score.html) which generates a score between -1 and 1 (where an exact match will be scored as 1)."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"0.73023827228346971"
|
|
]
|
|
},
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"# TODO: Import adjusted rand score\n",
|
|
"from sklearn.metrics import adjusted_rand_score\n",
|
|
"\n",
|
|
"# TODO: calculate adjusted rand score passing in the original labels and the kmeans predicted labels \n",
|
|
"iris_kmeans_score = adjusted_rand_score(iris['species'], iris['kmeans_pred'])\n",
|
|
"\n",
|
|
"# Print the score\n",
|
|
"iris_kmeans_score"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"What if we cluster using Gaussian Mixture models? Would it earn a better ARI score?"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"gmm_iris = GaussianMixture(n_components=3).fit(iris[['sepal_length','sepal_width','petal_length','petal_width']])\n",
|
|
"pred_gmm_iris = gmm_iris.predict(iris[['sepal_length','sepal_width','petal_length','petal_width']])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"0.90387423177481241"
|
|
]
|
|
},
|
|
"execution_count": 14,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"iris['gmm_pred'] = pred_gmm_iris\n",
|
|
"\n",
|
|
"# TODO: calculate adjusted rand score passing in the original \n",
|
|
"# labels and the GMM predicted labels iris['species']\n",
|
|
"iris_gmm_score = adjusted_rand_score(iris['species'], iris['gmm_pred'])\n",
|
|
"\n",
|
|
"# Print the score\n",
|
|
"iris_gmm_score"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"Thanks to ARI socres, we have a clear indicator which clustering result better matches the original dataset."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"collapsed": true
|
|
},
|
|
"outputs": [],
|
|
"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": "3.6.3"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 1
|
|
}
|