diff --git a/intro_to_machine_learning.ipynb b/intro_to_machine_learning.ipynb index ed19d08..36aa661 100644 --- a/intro_to_machine_learning.ipynb +++ b/intro_to_machine_learning.ipynb @@ -108,7 +108,7 @@ "metadata": {}, "outputs": [], "source": [ - "% matplotlib inline" + "%matplotlib inline" ] }, { @@ -340,7 +340,7 @@ "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mv1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mm1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mv1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mm1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;31mValueError\u001b[0m: shapes (3,) and (2,3) not aligned: 3 (dim 0) != 2 (dim 0)" ] } @@ -537,7 +537,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 16, @@ -546,12 +546,14 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -574,7 +576,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 17, @@ -583,12 +585,14 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -637,7 +641,7 @@ { "data": { "text/plain": [ - "['DESCR', 'data', 'feature_names', 'target', 'target_names']" + "['DESCR', 'data', 'feature_names', 'filename', 'target', 'target_names']" ] }, "execution_count": 19, @@ -698,10 +702,10 @@ " [5.4, 3.4, 1.5, 0.4],\n", " [5.2, 4.1, 1.5, 0.1],\n", " [5.5, 4.2, 1.4, 0.2],\n", - " [4.9, 3.1, 1.5, 0.1],\n", + " [4.9, 3.1, 1.5, 0.2],\n", " [5. , 3.2, 1.2, 0.2],\n", " [5.5, 3.5, 1.3, 0.2],\n", - " [4.9, 3.1, 1.5, 0.1],\n", + " [4.9, 3.6, 1.4, 0.1],\n", " [4.4, 3. , 1.3, 0.2],\n", " [5.1, 3.4, 1.5, 0.2],\n", " [5. , 3.5, 1.3, 0.3],\n", @@ -931,12 +935,14 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAEKCAYAAAACS67iAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAGoFJREFUeJzt3X90VPW57/H3A0QDQi1KWiMBQ3sKCAQMBEU5ioKoRynapRzqRRCsC6mK5WpVtK3Qrt7VntUuOa57rRYV4SpHocEfp65zqqhQLpYqkIIgiD+jJiAEKL8UxMhz/5gNhUhIZvZOJvP181prFjN79nz3s5Pwyc539n7G3B0REcl9rbJdgIiIJEOBLiISCAW6iEggFOgiIoFQoIuIBEKBLiISCAW6iEggFOgiIoFQoIuIBKJNc26sU6dOXlxc3JybFBHJeStXrtzq7gUNrdesgV5cXMyKFSuac5MiIjnPzD5ozHqachERCYQCXUQkEAp0EZFANOscuoiE5fPPP6eqqop9+/Zlu5Qg5OfnU1RURF5eXkavV6CLSMaqqqro0KEDxcXFmFm2y8lp7s62bduoqqqiW7duGY3R4JSLmc0ysy1mtvYoz91mZm5mnTLauojktH379nHyyScrzBNgZpx88smx/tppzBz6bOCSo2y8C3AR8GHGWxeRnKcwT07cr2WDge7uS4DtR3lqBnAHoM+wExFpATI6y8XMLgeq3X11wvWISA4zS/aWtNmzZ7Nx48bkB24h0g50M2sH3A3c08j1J5rZCjNbUVNTk+7mmkVz/CCJSPYp0L/s20A3YLWZVQJFQIWZnXK0ld19pruXuXtZQUGDrQhERNLyySefcNlll9GvXz/69OnDvHnzWLlyJUOGDGHAgAFcfPHFbNq0ifLyclasWMGYMWM444wz2Lt3Ly+99BKlpaWUlJRw3XXX8dlnnwEwdepUevXqRd++ffnxj38MwB//+EfOOussSktLufDCC9m8eXM2d/vo3L3BG1AMrK3nuUqgU2PGGTBggLdE8OWbiDRs3bp1Rzw+2v+lOLfGKC8v9+uvv/7Q4x07dvjZZ5/tW7ZscXf3J5980idMmODu7kOGDPHly5e7u/vevXu9qKjIN2zY4O7uY8eO9RkzZvjWrVu9e/fufuDAAXd3//vf/+7u7tu3bz+07KGHHvJbb701w6/asdX9mrq7Ayu8ERnb4HnoZvYEcD7QycyqgGnu/kgT/X4REUlLSUkJt912G3feeScjRoygY8eOrF27luHDhwPwxRdfUFhY+KXXbdiwgW7dutG9e3cArr32Wu6//35uvvlm8vPz+cEPfsCIESMYMWIEkDrnfvTo0WzatIn9+/dnfK54U2rMWS5Xu3uhu+e5e1HdMHf3Ynff2nQliojUr3v37lRUVFBSUsJPf/pTFixYQO/evVm1ahWrVq1izZo1vPDCC40er02bNrz22mtcddVVPPfcc1xySeqs7cmTJ3PzzTezZs0afv/737fIq2PVy0VEctrGjRtp164d11xzDbfffjuvvvoqNTU1LFu2DEi1J3jjjTcA6NChA7t37wagR48eVFZW8s477wDw2GOPMWTIEPbs2cPOnTu59NJLmTFjBqtXp07m27lzJ507dwZgzpw5zb2bjaJL/0UkMZ6Fq1LWrFnD7bffTqtWrcjLy+OBBx6gTZs23HLLLezcuZPa2lqmTJlC7969GT9+PJMmTaJt27YsW7aMRx99lFGjRlFbW8vAgQOZNGkS27dv5/LLL2ffvn24O/feey8A06dPZ9SoUXTs2JGhQ4fy/vvvN//ONsC8Gb8DZWVl3hI/4OJopylm4wdTJNesX7+e008/PdtlBOVoX1MzW+nuZQ29VlMuIiKBUKCLiARCgS4iEggFuohIIBToIiKBUKCLiARCgS4iyWnp/XMb4Z577uHFF19M+3WLFy8+1CYgW3RhkYh85RxsZtWq1ZePaX/xi180Sw21tbW0aZNsBOsIXURy1tSpU7n//vsPPZ4+fTq//e1v+c1vfsPAgQPp27cv06ZNA6CyspIePXowbtw4+vTpw0cffcT48ePp06cPJSUlzJgxA4Dx48dTXl4OwPLlyznnnHPo168fZ555Jrt372bfvn1MmDCBkpISSktLWbRo0Zfq2r59O1dccQV9+/Zl0KBBvP7664fqGzt2LIMHD2bs2LGJfz10hC4iOWv06NFMmTKFm266CYD58+dz55138sorr/Daa6/h7owcOZIlS5bQtWtX3n77bebMmcOgQYNYuXIl1dXVrF27FoAdO3YcMfb+/fsZPXo08+bNY+DAgezatYu2bdty3333YWasWbOGN998k4suuoi33nrriNdOmzaN0tJSnnnmGV5++WXGjRvHqlWrAFi3bh1Lly6lbdu2iX89FOgikrNKS0vZsmULGzdupKamho4dOx7qrlhaWgrAnj17ePvtt+natSunnXYagwYNAuBb3/oW7733HpMnT+ayyy7joosuOmLsDRs2UFhYyMCBAwH42te+BsDSpUuZPHkyAD179uS00077UqAvXbqUBQsWADB06FC2bdvGrl27ABg5cmSThDko0EUkx40aNYry8nI+/vhjRo8ezQcffMBdd93FDTfccMR6lZWVnHDCCYced+zYkdWrV/P888/z4IMPMn/+fGbNmtXk9R5eQ9I0hy4iOW306NE8+eSTlJeXM2rUKC6++GJmzZrFnj17AKiurmbLli1fet3WrVs5cOAAV155Jb/85S+pqKg44vkePXqwadMmli9fDsDu3bupra3l3HPPZe7cuQC89dZbfPjhh/To0eOI1x6+zuLFi+nUqdOhI/ympCN0EUlOFtqU9u7dm927d9O5c2cKCwspLCxk/fr1nH322QC0b9+exx9/nNatWx/xuurqaiZMmMCBAwcA+NWvfnXE88cddxzz5s1j8uTJ7N27l7Zt2/Liiy9y44038sMf/pCSkhLatGnD7NmzOf7444947fTp07nuuuvo27cv7dq1a7b+6Wqfi9rnimRK7XOTp/a5IiKiQBcRCYUCXUQkEA0GupnNMrMtZrb2sGW/MbM3zex1M3vazL7etGWKiEhDGnOEPhu4pM6yhUAfd+8LvAXclXBdIiKSpgYD3d2XANvrLHvB3Wujh38FipqgNhERSUMS56FfB8yr70kzmwhMBOjatWsCm4svS105RZqV/Tz9H3SfFu983Uy2eSyZ1LNx40ZuueWWQw22Guv666/n1ltvpVevXvWu8+CDD9KuXTvGjRuXdl3NIVagm9lPgFpgbn3ruPtMYCakzkOPsz0RkYaceuqpRw3zhtrVPvzwww2OPWnSpFi1NbWMz3Ixs/HACGCMN+fVSSIikfra5/bp0weA2bNnM3LkSIYOHcqwYcM4cOAAN954Iz179mT48OFceumlh8L//PPP5+CFj+3bt+cnP/kJ/fr1Y9CgQWzevPmI8QHeeecdLrzwQvr160f//v1599132bNnD8OGDaN///6UlJTw7LPPNueXI7NAN7NLgDuAke7+abIliYg0zujRo5k/f/6hx/Pnz+ess846Yp2KigrKy8v585//zFNPPUVlZSXr1q3jscceY9myZUcd95NPPmHQoEGsXr2a8847j4ceeuhL64wZM4abbrqJ1atX85e//IXCwkLy8/N5+umnqaioYNGiRdx222005/Fug1MuZvYEcD7QycyqgGmkzmo5HlhoqQnpv7p7y/5bRESCc7T2uV26dDlineHDh3PSSScBqba2o0aNolWrVpxyyilccMEFRx33uOOOO/RxcgMGDGDhwoVHPL97926qq6v53ve+B0B+fj4An3/+OXfffTdLliyhVatWVFdXs3nzZk455ZRE97s+DQa6u199lMWPNEEtIiJpq9s+t65M2tXm5eURHazSunVramtrG3hFyty5c6mpqWHlypXk5eVRXFzMvn370t5+pnSlqIjktLrtc49l8ODBLFiwgAMHDrB582YWL16c0TY7dOhAUVERzzzzDACfffYZn376KTt37uQb3/gGeXl5LFq0iA8++CCj8TOl9rkikpi4pz1mom773MrKynrXvfLKK3nppZfo1asXXbp0oX///px44okZbfexxx7jhhtu4J577iEvL48//OEPjBkzhu9+97uUlJRQVlZGz549M9yrzHwl2+c25jx0nbcjua45zkPPxfa5e/bsoX379mzbto0zzzyTV155pdnmuBsjTvtcHaGLyFfKiBEj2LFjB/v37+dnP/tZiwrzuBToIvKVkum8eS7Qm6IiEouuK0xO3K+lAl1EMpafn8+2bdsU6glwd7Zt23bonPZMaMpFRDJWVFREVVUVNTU12S4lCPn5+RQVZd68VoEuIhnLy8ujW7du2S5DIppyEREJhAJdRCQQCnQRkUAo0EVEAqFAFxEJhAJdRCQQCnQRkUAo0EVEAqFAFxEJhAJdRCQQCnQRkUA0GOhmNsvMtpjZ2sOWnWRmC83s7ejfjk1bpoiINKQxR+izgUvqLJsKvOTu3wFeih6LiEgWNRjo7r4E2F5n8eXAnOj+HOCKhOsSEZE0ZTqH/k133xTd/xj4ZkL1iIhIhmK/Keqpjyqp9+NKzGyima0wsxVqgi8CmDX+JpKGTAN9s5kVAkT/bqlvRXef6e5l7l5WUFCQ4eZERKQhmQb6fwLXRvevBZ5NphwREclUY05bfAJYBvQwsyoz+wHwa2C4mb0NXBg9FhGRLGrwM0Xd/ep6nhqWcC0iIhKDrhQVEQmEAl1EJBAKdBGRQCjQRUQCoUAXEQmEAl1EJBAKdBGRQCjQRUQCoUAXEQmEAl1EJBANXvovIlIf+3n6LX59Wr3dtiUmHaGLiARCgS4iEggFuohIIBToIiKBUKCLiARCgS4iEggFuohIIBToIiKBUKCLiARCgS4iEohYgW5m/9PM3jCztWb2hJnlJ1WYiIikJ+NAN7POwC1Ambv3AVoD30+qMBERSU/cKZc2QFszawO0AzbGL0lERDKRcbdFd682s98CHwJ7gRfc/YW665nZRGAiQNeuXTPdnEhyLI0Oga7OgElLt0OjujM2Xpwpl47A5UA34FTgBDO7pu567j7T3cvcvaygoCDzSkVE5JjiTLlcCLzv7jXu/jnwFHBOMmWJiEi64gT6h8AgM2tnZgYMA9YnU5aIiKQr40B391eBcqACWBONNTOhukREJE2xPoLO3acB0xKqRUREYtCVoiIigVCgi4gEQoEuIhIIBbqISCAU6CIigVCgi4gEQoEuIhIIBbqISCAU6CIigYh1pWguSKdTakOvUyfVr6DG/gA11Q+HWv1KGnSELiISCAW6iEggFOgiIoFQoIuIBEKBLiISCAW6iEggFOgiIoFQoIuIBEKBLiISCAW6iEggYgW6mX3dzMrN7E0zW29mZydVmIiIpCduL5f7gD+5+1VmdhzQLoGaREQkAxkHupmdCJwHjAdw9/3A/mTKEhGRdMWZcukG1ACPmtnfzOxhMzshobpERCRNcQK9DdAfeMDdS4FPgKl1VzKziWa2wsxW1NTUxNicSAtm1vibSBOJE+hVQJW7vxo9LicV8Edw95nuXubuZQUFBTE2JyIix5JxoLv7x8BHZtYjWjQMWJdIVSIikra4Z7lMBuZGZ7i8B0yIX5KIiGQiVqC7+yqgLKFaREQkBl0pKiISCAW6iEggFOgiIoFQoIuIBEKBLiISCAW6iEggFOgiIoFQoIuIBEKBLiISCAW6iEgg4vZyEZFmYtMbWOHnYbbmtTT3y6d5E1XS8ukIXUQkEAp0EZFAKNBFRAKhQBcRCYQCXUQkEAp0EZFAKNBFRAKhQBcRCYQCXUQkEAp0EZFAxA50M2ttZn8zs+eSKEhERDKTxBH6j4D1CYwjIiIxxAp0MysCLgMeTqYcERHJVNwj9H8H7gAOJFCLiIjEkHH7XDMbAWxx95Vmdv4x1psITATo2rVrpptrEaxOF0//6nbplECl26pWWpY4R+iDgZFmVgk8CQw1s8frruTuM929zN3LCgoKYmxORESOJeNAd/e73L3I3YuB7wMvu/s1iVUmIiJp0XnoIiKBSOQj6Nx9MbA4ibFERCQzOkIXEQmEAl1EJBAKdBGRQCjQRUQCoUAXEQmEAl1EJBAKdBGRQCjQRUQCoUAXEQlEIleKijSJuu0tj0WtL6UZZdKV0qc1/c+ojtBFRAKhQBcRCYQCXUQkEAp0EZFAKNBFRAKhQBcRCYQCXUQkEAp0EZFAKNBFRAKhQBcRCYQCXUQkEBkHupl1MbNFZrbOzN4wsx8lWZiIiKQnTnOuWuA2d68wsw7ASjNb6O7rEqpNRETSkPERurtvcveK6P5uYD3QOanCREQkPYm0zzWzYqAUePUoz00EJgJ07do1ic0do44mHT7jGtTZ9TBN9U1qCd98aRFaamvb5hD7TVEzaw8sAKa4+666z7v7THcvc/eygoKCuJsTEZF6xAp0M8sjFeZz3f2pZEoSEZFMxDnLxYBHgPXufm9yJYmISCbiHKEPBsYCQ81sVXS7NKG6REQkTRm/KeruSwG9EyUi0kLoSlERkUAo0EVEAqFAFxEJhAJdRCQQCnQRkUAo0EVEAqFAFxEJhAJdRCQQCnQRkUAk0j63Oag7agumb05GbHq2K5CDMmm52xLpCF1EJBAKdBGRQCjQRUQCoUAXEQmEAl1EJBAKdBGRQCjQRUQCoUAXEQmEAl1EJBAKdBGRQMQKdDO7xMw2mNk7ZjY1qaJERCR9GQe6mbUG7gf+BegFXG1mvZIqTERE0hPnCP1M4B13f8/d9wNPApcnU5aIiKQrTqB3Bj467HFVtExERLKgydvnmtlEYGL0cI+ZbchwqE7A1mSqSkZju8bWs16L258YQtoXaK79md7kWzgopO9Pzu6LTT9qEDR2f05rzDbiBHo10OWwx0XRsiO4+0xgZoztAGBmK9y9LO44LUVI+xPSvoD2pyULaV8g+f2JM+WyHPiOmXUzs+OA7wP/mUxZIiKSroyP0N291sxuBp4HWgOz3P2NxCoTEZG0xJpDd/f/Av4roVoaEnvapoUJaX9C2hfQ/rRkIe0LJLw/5u5JjiciIlmiS/9FRALR4gPdzGaZ2RYzW5vtWuIysy5mtsjM1pnZG2b2o2zXFIeZ5ZvZa2a2Otqfn2e7prjMrLWZ/c3Mnst2LXGZWaWZrTGzVWa2Itv1xGVmXzezcjN708zWm9nZ2a4pE2bWI/qeHLztMrMpiYzd0qdczOw8YA/wf929T7bricPMCoFCd68wsw7ASuAKd1+X5dIyYmYGnODue8wsD1gK/Mjd/5rl0jJmZrcCZcDX3H1EtuuJw8wqgTJ3z8nztusysznA/3P3h6Mz69q5+45s1xVH1EKlGjjL3T+IO16LP0J39yXA9mzXkQR33+TuFdH93cB6cvjqWk/ZEz3Mi24t+wjhGMysCLgMeDjbtciRzOxE4DzgEQB335/rYR4ZBrybRJhDDgR6qMysGCgFXs1uJfFEUxSrgC3AQnfP5f35d+AO4EC2C0mIAy+Y2croiu1c1g2oAR6NpsQeNrMTsl1UAr4PPJHUYAr0LDCz9sACYIq778p2PXG4+xfufgapK4XPNLOcnBYzsxHAFndfme1aEvTP7t6fVEfUm6Lpy1zVBugPPODupcAnQE637I6mjUYCf0hqTAV6M4vmmhcAc939qWzXk5Toz99FwCXZriVDg4GR0bzzk8BQM3s8uyXF4+7V0b9bgKdJdUjNVVVA1WF/AZaTCvhc9i9AhbtvTmpABXozit5EfARY7+73ZrueuMyswMy+Ht1vCwwH3sxuVZlx97vcvcjdi0n9Gfyyu1+T5bIyZmYnRG+8E01NXATk7Jli7v4x8JGZ9YgWDQNy8mSCw1xNgtMt0AzdFuMysyeA84FOZlYFTHP3R7JbVcYGA2OBNdG8M8Dd0RW3uagQmBO9U98KmO/uOX+6XyC+CTydOoagDfAf7v6n7JYU22RgbjRV8R4wIcv1ZCz6JTscuCHRcVv6aYsiItI4mnIREQmEAl1EJBAKdBGRQCjQRUQCoUAXEQmEAl1aFDMbb2anNmK92WZ2VWOXJ1DX3YfdL25s908zm2Jm4xLY/s1mdl3ccSRsCnRpacYDDQZ6Ftzd8CpHMrM2wHXAfySw/VmkzsMWqZcCXZpMdCT7ppnNjfpXl5tZu+i5AWb256hx1PNmVhgdWZeRunhklZm1NbN7zGy5ma01s5nR1baN3f6XthEtX2xm/xb1cn/LzM6Nlrczs/lRv/qnzexVMyszs18DbaOa5kbDtzazh6I+8C9EV8rWNZTUpd210fj/ZGYvRv3jK8zs22Z2flTjs2b2npn92szGRLWtMbNvA7j7p0ClmeXy5fvSxBTo0tR6AL9z99OBXcCNUT+b/w1c5e4DSB19/i93LwdWAGPc/Qx33wv8H3cfGPXCbws0qkd5fds4bJU27n4mMAWYFi27Efi7u/cCfgYMAHD3qcDeqKYx0brfAe53997ADuDKo5QxmFTP+4PmRq/pB5wDbIqW9wMmAaeTupK4e1Tbwxx5VL4COLcx+y9fTS3+0n/JeR+5+yvR/ceBW4A/AX2AhdEBd2v+EW51XWBmdwDtgJOAN4A/NmK7PRrYxsHGaCuB4uj+PwP3Abj7WjN7/Rjjv+/uB9s3HD7G4QpJ9bwn6qvS2d2fjsbfFy0HWO7um6LH7wIvRK9fA1xw2HhbgJ7HqEm+4hTo0tTq9pZwwIA33P2YHyFmZvnA70h96s5HZjYdyG/kdhvaxmfRv1+Q2f+Dzw67/wWpvx7q2kvj6j18rAOHPT5Qp7b8aEyRo9KUizS1rvaPz378H6Q+pm4DUHBwuZnlmVnvaJ3dQIfo/sEw3Br1kE/n7JVjbaM+rwD/Gq3fCyg57LnPo2mcdKwH/gkOfUJVlZldEY1//MH3E9LQnRzumChNT4EuTW0DqQ9XWA90JPUBBftJhfO/mdlqYBWpOWWA2cCDUTfKz4CHSIXY88Dyxm60gW3U53ekfgmsA35JanpnZ/TcTOD1w94UbYz/JvWxaQeNBW6JpnL+ApySxliQmpNfmOZr5CtE3RalyVjqY/aey5UP947aAOe5+77o7JIXgR7RL4dMx3wauMPd345ZWylwq7uPjTOOhE1z6CL/0A5YFE2tGHBjnDCPTCX15misQAc6kTrzRqReOkIXEQmE5tBFRAKhQBcRCYQCXUQkEAp0EZFAKNBFRAKhQBcRCcT/BzoP0aJ0OxdsAAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -968,12 +974,14 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1007,28 +1015,22 @@ "execution_count": 26, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/webartifex/Projects/cscm-workshop-intro-machine-learning/venv/lib/python3.5/site-packages/ipykernel_launcher.py:2: FutureWarning: 'pandas.tools.plotting.scatter_matrix' is deprecated, import 'pandas.plotting.scatter_matrix' instead.\n", - " \n" - ] - }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeoAAAHmCAYAAAC8r81BAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzsvXeUJNd52Pu71TmnyXl3ZnPOuwAWkSQoAiABkhIpEqQoMYiWLD1Ztp+kIx1ZwUF+kp/kJ/tZ1BNtyaJEiUEkmEAAAkkAJNJGbM6zk1NPT+dcdd8f1dMTtme3d3bibv3OmTPTPbfqftX3dn11v/sFIaXEwMDAwMDAYGWiLLcABgYGBgYGBnNjKGoDAwMDA4MVjKGoDQwMDAwMVjCGojYwMDAwMFjBGIrawMDAwMBgBWMoagMDAwMDgxWMoagNDAwMDAxWMIaiNjAwMDAwWMEYitrAwMDAwGAFY15uAQBqampkR0fHcothME+uX7+OMX6rF2P8Vi/G2K1ujh07FpZS1t6q3YpQ1B0dHRw9enS5xTCYJ3v37jXG7w45ej3CQDTDoc4QdR77kvZtjN/K4MJwnAtDCba3+Fhb667qGGPsFp50vsgrF8ewmhUeWl+L2bR4hmchRE817VaEojYwuJeZSOV57XIYgIIq+fCelmWWyGCpkVLy4tkRVE0ymsjyuSoVtcHCc6I3yoXhBAANPjtbmnzLLJGxR21gsOw4rCbcNv2ZudZjW2ZpDJYDIQQ1bn3sjTmwvEx+/iZlakyWG2NFbWCwzNgtJp492E4sU6DeuzJuDAZLz4f3tBBO5qgzFPWysr7eQ/CQFYui4HNallscwFDUN9Dxm9+tqt31P3pikSUxuJdwWE04rKblFsNgGbGaFZr8juUWwwBWzEp6EsP0bWBgYGBgsIIxVtQGq4psQeWfjg8QzxZ4YlsjrUHnDW2i6Tz/dHwACTyzq5mgy3pDm4Fohu+8M4jLZuZDu1uWdTWrapJvvzPIQDTDoxvr2NToXTZZDBafeLbAN44PUFA1PrCz+aZ70sd6JvhvP7iMx27h957awjsDUc4NxtnV5ue+zpollPreYTSe5bmTg9gsCs/sasZjv9H8fW0syQtnRwi5rDy9q5l8UeP3v32W0USOzxxew+F1t4y4ui2MFbXBqqJ/IsNIPEsmr3J+KF6xzdWxJLFMgXimwJXRZMU25wfjpPMqY4kcfRPpxRT5lkyk83SHU+SLGqf7Y8sqi8Hi0z2WIpLKk8gWuTSSuGnbH14YJZ1XGYlnOdYzzjt9UfJFjZN90SWS9t7j4kiCZK7IeDJPz3jle8OZwTjZgspAVL8fnR2M0RtJky2ovHx+dMFlMlbUS0C1+95g7H3fipaAgxqPjUS2MOfKc22NmxO9+o2ss9ZVsc3GRg/nhuJ47GZaAsu7LxhwWmkLOhmMZtjSbKym73Y6alz4HBYKqsa6urnDsAqqxqHOIKcGonjtFva0h1AUhbODcbY3+5dQ4nuL9fUezg3GsZoV2kO6xU7TJLmiVra8bW700hdJE3JZqffaCTitNPkdhJM5Ht6wsKtpMBS1wSrDbjHxiYPtN20TcFn5zOG1N22TK2qAfjMsanLB5JsPJkXwISN2+p7B57DwCw+suWmbSCrPPx7po6hq/Ient5W3eB7bVM9jm+qXQsx7lnqvnV98qLP8WtMkXznax1Asy8G1IQ51huiqc9NV11VuYzUr/OlHdi6aTIbp2+CepHsshapJUjmVkVh2ucUxMJhB/4RuRi1qkt7I8m7N3Ouk8kWGSveIK2OVt9IWG2NFbXBPsqPVz3A8i9tmpj1U2TxuYLBcrKvzcGkkSUHV2NJkbIcsJx67hV1tfq6HUxxcE1wWGW6qqIUQh4BngcNAI5ABzgDfBb4kpTQ8XwxWJbUeG8/ewoRuYLBcOKwmI5XsCuLhDXWwYfn6n9P0LYR4HvgM8ALwXnRFvRn4HcAOPCeEeP9SCGlgYGBgYHCvcrMV9SeklOFZ7yWB46Wf/yKEMAL5DFYkA9EMUkpaAjfGWRsYLDdDsQxFVVbMA2CwtGTyKv0TaVoCzhWbHXBORT1bSQshvNPbSykjFRS5gcGyc3UsybdODgLw5PZG1tV7llkiA4MpesfTfP14PwDv2VK/Iqoz3ct87Xg/4URuRW+H3dKZTAjxi8DvA1lgMo5FAjePfzEwWCaS2WL570SueJOWBgZLT3LanEzl1GWUxACm7hfJFXyvqMbr+98AW43Vs8FqYWuzj1SuiAS2N+urlXAyR894inX1HrwVUgIaGCwVGxs8xLMFCqrGzlY/mbzKuaE4zX4HDT77cot313NpJEG+qLG50YuiCJ7c3siF4QSbGleu5a0aRX0VMAL5DFYNJkVwX9eU+4SmSb52rL+UdjSxYs1bBvcGiiI4uDZUfv2NE/1cD6exmASfObwWu2Vl7pPeDVwdS/LdU0MA5FWN3W0BWoPOFe8rUI2i/i3gdSHEW0Bu8k0p5a8umlQGBguMlJO/lzcLmYHBbKbm5tTfBovD9O//aroXVKOovwD8ADgNaIsrzu1h1I42qAZFEXxoTzPdYyk2NujJI3JFlSPdE7hsJna1BSoel8gWONYzQaPPwYaG+ZvF+iJprowm2dLspc5jmDbvJaLpPCf6orQFnXTWujk/FGcklsWkCEwmwb6OII9vaeDsYJzmgGPFeh2vFs4MxBhP5dnXEcBpvVG9dda6aQk4yBRUti6xE5+UkmM9E+SLGvvWBLGYqk8MWo2itkgpf33+4hkYLD91HvsMJfnWtQjHeiYAvShGR82N2cl+eHGMq6NJTooodR4bgQrlMm+FqkmeOzlAQZX0jKf41P03z/FscHfx4tkRBqIZTvXF+NDuZr5/ZphwMkcklWd9vQeLSWFfR5D9y5Tx6m5iOJblpXMjgF4O9/EtDTe0uTiSoH8iA8DJvigHpm1BLDYXRxK8dll39TIp4rb6rkalPy+E+JwQolEIEZz8maesBgYrgsmVixDMuSfoKL1vVgQW8/zS4ivTzm+slu49JsfcalawW01YTEKfT6XVlMPYj14wbGYFkyKAuT9Xp2VqbVppxb2Y3Enf1bT+2dLv35r2nhGeZbCq2djg4XR/jIDLSp3HVrHNIxtqaQs6qXFbcdvm96UWQvCRfa30T2RYU2HVbnB38/iWBtbVJ0lki/zkSpj7O2tw2szYzAoSjDmxgARcVj66r5VopkBXbeXyoW0hJz+9t4V8UWPtHG0q8U5flOvjKfavCdLom19Z3Pn2DVUoaimlYaszuOs4en2CWKZALFPgWjhFV4W6wGaTckd705N47BY2NRohYfciVrPC+joP/+2HV1A1yWg8x2cfNNY4i0Wd106d9+Z+ILebrTCVK/KDC6Olv1U+dqBt3vLNN1PiLe15QohfFkL4p70OCCF+qYrj3iuE+FHpZ0gI8fS8JDQwWARq3Poq2qwIAk5DiRosHooiCJb8G2o8t+/nYLC8WM0KXod+j6hxL8/4VWPP+6yU8r9PvpBSTgghPgv8vzc7SEr5feD7AKXQrn++E0ENDBaSbS0+6r02bBYTPkdlRd0XSfPKpTEafXYe3ViHEGKJpTRYasYSOf75/Aheu4XHt9Rjvg3P3JvxM3tbGUvmqJ9jm8Xg1rx2eYzr42nu6wzReZum4zvBYlL4+IE2Iqk8DbdYrS8W1cxCk5h2hxJCmICqHyuEEGuBESnl8lTcNjCYgzqvfU4lDfB2d4SxRI5T/THGkrk52xncPRzvnWA4luXSSILeyMLlebKaFZr9jgVT/PcaiWyBo9cnCCdyvH51fMn7t1tMNPkdKMryPKxXM2u+D/yjEOIxIcRjwJdL71XLB4FvzH6z5El+VAhxdGxs7DZOZ2CwNHTU6PtJAaflpgrd4O6hPeRECHDZTNQaq98Vg9Nqpr60ml0Tuvcc8Koxff8G8DngX5RevwT81W308RS6sp6BlPIvgb8E2Lt37+pJEWNwV5LPq/zC/z5KfzTNswfa+czhtXjsFoQAt92MWTFWQvcCGxu8tAWdWEwKFpPCDy6McH4owb6OIBsbPXzj+ABFTfL0ziZCJT+HH14Y5dxQnL3tgXJsbP9Emu+dHsJjt/DMrmYjLegdYlL06Il0voinlKu/O5zihbPDhFxWnt7VfFsJRG4HKSXPnxmmO5ziwXW1bGu5MVFKMlvk979zlrFEjs88sIYH1tUuqAy3vDIppSal/Asp5YdLP1+QUlZV8kUI0QDkpZRLb6swMLgNTgxE6Q4nKRQ1vn9mGIBT/TGkhL5IhvGUYfq+V3BazVhMCkVV452+GPmixsm+Ca6NpYik8sQzBS6OJAA9oc3JvmipTbR8jnODcVI5leFYtpxgw+DOMCmirKQBTg/ESrWkMwzHsovWbzJX5OKwXsjjZH+0YpuzgzF6x9Nk8ir/fH50wWWYU1ELIb4thHhKCHGDzU8IsVYI8QdCiF+4xfk/ADx3p0IaGNwuBVWjoN48422+qKFqujFne7Of5oATRQge2ag/DW9p8oKUNPrtBJ2Gt+69RlGTbGr0oAjB1mYfa0IuPHYzTqupHM5nUgRbmrwoQv+dK+prmI0NXqxmhRq3lWa/Aykl2YJR0vJOmP0Zbm70YDEJGnz2sll8MXDbzKytcSGlZGuTt2KbzU1eGrx2TAo8uH5hV9Nwc9P3Z4FfB/5MCBEBxgA7sAa4Avw3KeVNlbCU8gsLJaiBQbWMJrJ89Wg/AB/e01LxS3xtLMl3Tg3hsJj46P5WPHYLX/nFQzPa5IoaQhEUVIlmbM7cU7x+Ncxb1yI0+x38yqNdZSeizxy+MQb6PVsaeGhDLf94pI+jPRM8trGebS0+fvmRrnKbb70zyNXRJNtbfDy2qX7JruNuQdMkXz3Wx2A0y6HOEAfXhuiq8/AvH1380pRSQraoIoQgV6z88G8xKexs8xPLFBbFM3zOFbWUclhK+X9KKTuBnwb+EF1xb5FSvvtWStrAYLnoi6TJFzXyRY2e8cqeu9fGUqiaJJkrMjSH2ezKaBIpIZzIEc3kF1NkgxXG1VE9SGUgmiFdxUo4ksoznswjpV5KcTqaJrlWeu/yqBH8Mh9S+SKDUf17utSfYTV9jyVyRNOFiuO/EFS1+y6lvC6lfENKeVJKadSmNlhSxhK52zIbbmjw0uS30+izs3GOYvA7Wv2AJOiy0FHyIh2NZ/jxlakIhH0dAQJOC5savdSWHIdG49lF+SIaLD0FVWM0nkWbZS4ZT+bY1uzH77Sws82P22Ymk1cJTwvRi6TypHLF8ut6j52NDR6CLisbGjzE0gWujiUZjWUIp3LsaQ/gd1o4tIRFIO4mPHYLW5q9mE2C/R1T1e7CyRyZ/Nz3Biklo4lseUsC9FCvaLr6B+9y38rMvqfT5HfQHnJisyjsaQ8sWN+TLG1WcgOD2+T1K2He6o7gtpn5xKH2qrxn3TYzH9l38zR/b1wL8+a1CFazwgPravE7LDz7V2+Tyhc53FXLH314O+0h14xqVz3jKX7nm2fIFzV+dn8bT+9qvuPrM1gepJR85Wgfo/Ec6+s9PLG9EYBT/VFePj+K1azw7IF2fE4L6XyRv32jh3Re5f6uGhwWE/98fmRGG0UR/NS2RoZjWb5ytI9zg3EGYxlUTbK3PUBHjYtPHGw34qjnSVHVGJzIUFQlA9EMGxq8HOuJ8OqlMA6riWcPtlfMx//y+VFOD8QIuqx8/EAb46k8XznShyolT25vqpg6eM6+tam+Z5MpqIwmcuQKGkOxLE1+x4L0PYkxawxWNMNx3eSUzBVJZIu3aF09k6bNfFHjejhFz3iaVF4//9Vw5RXz9XCKfGmPyjBhrm5UTTKW0FfIQ7Epr+xJ7+F8USNSWvnEM0XSpVXbUCxTnpP5onZDNMBoIouqScZTOQpFjVSuSDRdIJoukDGcyeZNtqgxkS4AlLeqJn9n8iqxTKHicZNjFUnlyRU1xhI5ippEShiJV+cpXqnv2UTT+fLKfnIOLUTfkxgraoMVzQNdNUCYBp/9jhJQpHJFhmIZWoNObGYTP7Ovld5ImqDLxuF1tVjNCo9tqufySILPzVE04f7OGk70RRlP5vno3tZ5y2Kw/JhNCvetreFIT6Q0x3Ql3BJwkCmoeO0W2oN6wpsGn519HUHGklnu66zBalJI54t47VPbJpNsbPAyGM0ScFq4OJLAblHY2OClq849I7TI4Nb0RdJYzQr1Xjtum5k97X7ODMS5v0vfPji0NkRB1Qi5bDT5KjtwPbS+lre7I3TUuHDZzGxo8DAQzZAvauxs9Vc8ZjZum5kH19dwPZzmwNrKFZ6b/Q72tAcYT+U41BlasL4nuaWiFkLcD/we0F5qLwAppTRKwBgsOnVeOx/c3XJH55BS8o9H+ohlCrQEHPz03laGYznagi4UIYim89R57fzBB7be9Dxms8KvvWv9HclisDKQUnJ6UI+RPjMYx24x8Y0TAwC8b1vjDVXTHlhXM+P1B3ZW3vawmhXeu7VhcYS+hzgzEOOlcyMIoUdu1HnsnB9KkCtqnB1I0BFyE3LbeGbXze8NrUEnrcGpilUWk8LjW25/fPa0B9nTXllJg17OdnZY1kL1DdWtqL8I/CvgGGDYbhaZjt/8blXtrv/RE4ssyd2DJik7/kyazxPZQul/uud33bJJZ7AcaBLSuam5kJzmGDY5NwyWj8nvqZT6tlfQpZW3Du7F8alGUceklM8vuiQGBgvIheE4UsLGBg8mRfDkjiYujyTK6f92tPj55okBGrx21tRUzh2cK6qcG4xT57XT7J9fsXiDlcn0ObG9xU+tx8bZwRgFVbK9QorISS6NJMgVNDSp4XVYZ8yd/ok04WSezY16shPQ90/PD8dp9jsWNSnH3cbudj95VcNq0ut5K4rgfdsa6RlPs6tNNxsXVI2zg3FCLuuMleutuDyir8y3NHkrVsQrFjW+e2YIt808Z8z7fPueL3MqaiHE7tKfPxRC/DHwT0DZc0JKeXyRZTMwmBfnh+LlNKCqJvWsUjWuGTfV//ulixy5HgFgZ1ugornyB+dHuTCcwKQIPnV/B15jj/GuYvqcuDSSKMfKXhjWlfdsLo8k+O6pIXojaWylvdOP7m+l0ecgms7z9WMDaFIyGs/ynpKJ8/tnh7ge1vdaP/3AGiPnd5XYzCYemmVKXl/vYX391JbEa5fHeKcvhhDwiYPt5dzrN+NqKdERQF7V2N12Y7jVV47189xJfRvErAge2nCjvW0+fd8JN1tR/5dZr/dO+1sCjy68OAYGd44mp+Ji5RwZxYrq1D8Kxco7OpPhtVLOfR6Du4Ppc2auLHRT80EiS+1nzBFmvgegaZO/jQm00EzPEFztxytn3BsqH6RpUydW5zjvfPq+E+ZU1FLKR0DP6y2lvDb9f6Ua0wYGK4JwMseZgRidtW5ag07W17r5VmEQTUrW1+uxin2RNFfHkmxu8lLnsfPb79uI74cW6rx2nio5Bl0eSTAYy7KrzY/XbmFTo4fXLo+xrdlnlLm8i5hI5XmnP0p7SF9RnxuMM5bIcnhdDRaTwrbmyqbv9fVuCmo92YKKlHrGqq8f62dHi4+HNtSxrdnH5dEEPeEUX3ztGh8/0MbjWxs4OxCjOeAwVtO3QUHVOHI9gs1sYnebv6KJel9HgJ7xFK1BR9URIZ21blqCDrJ5lS1N+jgPxTJcHE6wocFDo8/Bz+xrw2JWcFhNPLpRX01fG0vSG0mzs9WP32llb4e/1Lez3PfZwRiRVJ697UEc1oUd62r2qL8G7J713leBPQsqiYHBPPne6SHGk3nODMT4/EOdfOvUYLmS0XPvDPKh3S18653Bcsz0p+5fg9th5Tfft6l8jlimwHdPDyGlfiN/elczf/NGD93hFNfHU9zXGWJNbfUJCgxWLi+cHWYoluVUf4xndjXzwll9m2Rjg4ef2tY453GiVJxjkn/9lZP0T2R44+o4zX4np/pjXBpJcHk0SchlxWZWePZQR7n0pUH1HOuZ4K1r+taUx26eYfKe5M1rERLZIucGE+xqDVBXhQ/ApZEk/RE9bv6dvigH1oZ47uQgmbzKxeEEv/hQJ1azMiNhUiav8u13hkrbGjl+Zl8rb12bKPUdZ1erHwm8eHYEgHRenbd391zcbI96I7AF8AkhpteT9qIX5zAwWBFMrlRsZhOKEDNWvx67GUWAzayQL2pzPulaTAKLSW8zeb7JTEdmReCskPXIYHUyOQesZgWHxYRJEaiaxH6bqyBXaU5YzQoumwmzIrBbFEr1O/AYVph545hmfbCbK4/L5DiaFFF23rsVdstUu8njHRYTmbw6571BUfQxzhbU8hyZ3beUlOeRYxEsJze7+2wAngT8wFPT3k+gV9YyMLgjkrkir10aw2Uz80BXTblC0XQujST4+7d66ap18eyhjorn2d3mZzyZY2ebH0URPLi+jvNDCTQpeXRjHUIIdrX5ebs7wq7Wyrl6nVYzH9nXylgiV07t9yuPdPKDC1666t3Ue+1omsZfvtpNOJXj0/evodHvoC+S5kRflHV1bjY1Vi6BZ7CyeO/WBq6OpkjlCrx+bZzD62pwWE2sq/MQzxb48eUwXruF+7tCvHh2hNevjdMRdBJ0WxHoD4YPrq/l3z6+gVcujrGlyUuj38FH9rcyFM3w169fp6BqPFyh3OGR6xFG4nrilKDLKJ06F+vrPZzojeKymWgOVI64aAs4eO7EAB0hJ/5SGdo3ro4TSeV5oKsGn/PGB6V6j41ErkA6p9JW8tbe1ebnJ1fCFR3LQF8AfHRfK0OxbPnecLirhgavnYDTUu77I/taiaYLrCu1GYplOHJ9gjUhF9tafBRVjdeuhMkXNR5aX3tbWyE326N+DnhOCHFISvlG1We8R6g23tlgbo50R7gwnAD0pPaVct/+zevXuTKa5PxQnP1rQxVNYK9eCpMtaLx+ZZydrX7ODMYoljw8zgzE2Nka4MeXx9Gk5NXLY6xvqFyoo8Zto2aa96bdauZ926dMoT+5Os4PL+pF4b/8di+//p4NvHRuhFimQPdYiq46NxYjl/OKx2Y2sb7ezX//4VU0qacS/fQDek73t65FuFiak3UeG3/9+nWyBZXXLo2yf02IaLrAhgYPPoeFA2tDPLmjqXzeOo+dn1weL3uPf/34AL/wwFSu+NF4lh9fDgN6NMJcSVMM4HjvBBPpPBNpuDicYHOFOtBfequXgWiGgWiGw+snqPPaefPaOABC6IlrZvPi+RHODsQB+OqxPj57uJPXLuvK89XLYzO2NqYTcFkJTHuwUhRxQ1Kceu/Mutg/uDDKaDzHtbEknXUuusMpTvbqW3Ieu5n7Omcm0bkZ1dxVPiaE+H9m/fyhEOIDVfdiYFCBkFuf+GZF4K/w9Au6Agfd1FTjquwwUlNy5vA7LZgVQchlRQj9yxp02VAEBF36+WvuIIyiye/AYtJX/S2lp/HZfRusDkyKIFCeE1M34Mk5aTEJQi4LIbcVkyLwOaw4rCbcNjNCMGc4TlvIiSIEQkB7aGZ8rdtuLq+i7mQe3gtMjoNJEXNaHiZzG1jNCg1eOx67uWwCD81xTHtQHx+AtoAemjc5/nPdX+ZLqHQ+j92C1aQQdFnLfYdus69qNt5swEZ0BzKADwHdwA4hxCNSyl+7rR4N7lmO9UQ4P5RgT3uATY1etrf4qffasZtNFc1UAP/iobUcXBuiNeAg6K785Xvf1gaG41lq3DaEENR6bIRcVjQpqfPo762rdxPNTNxWxZrZdNa6+U8f2k4sXSg/eXfVuugdT9FZ66romWqw8rg6luSNq+O0BZ08sr6Os0Nx/v6tXh7ZWMvutgBNPgcj8SzPnx3h6Z1N+J1WOkJO8qrEbjGhanKGl/HkvN7dFmBPe4B//8xWCkWNjbO2QpxWvQJcPFOgcY7c1AY6jT4HPof+YDP5QDWbJ7Y3Ek7maA86qffaURTBJw+1k8wVafRVNpdvaPDy2MY6UoUiB0s5uZ/Z1cJoIkudZ/5jommSl86PEEnleXRjHfVeO+/ZXM/WZi8hlw2zSaHR5+CTh9opaNpt91XNino78IiU8s+llH8OvAtdcT8DvOe2r8jgnqSoarx2OcxYIlc2/4FuLppLSQMoil7f9WYenWaTQkvAWV6tnB+KE07miaQKnB2MU1Q13rwWoahK3rg6fkfX0RpwzjCPvX51nIIqOXJ9olxZy2Bl8/oVfR6e6I2SU1XOD8UZiWd5u1v3Mm7w2TnVH2UskeP0QJyNjV5qPHaa/A6CLusMJa1qcmpel2qZd9a6b1DSk7htZpr8DuOh7hac6o8SyxQZiee4PFK5Ut3b3REsJoXBWJbBUgU0j90yp5IGuDKaJJEromlwuj8G6CvyloCzaoe0SgxEM5wbjDMcy5YTKSmKoCXgnOGkFnBZ5/VAUI1kAWD6MsQFBKWUKtMylRkY3IxJZQq6eXAxafY7S17cgpaAY1H7nqye1ByYMosbrGzaSmNW77XT5HPgLXlnT6+E1T6tzc28eE2KoHVybgUrp6I1uH1aA05MisBmUea0PkxuLXjs5qpNyQ0+O1azoo9bcOHSAofcVjx2fVukfRHmQTWm7/8LOCmE+BF65awHgf8ohHAB/7zgEhnctXxwVzPJfBHPHYQ6ZQsq3zwxQCJb5H3bGyvm4C4UNU4PxJASnig5lAScFvoikkBp9X6id4L//sMreOwW/t1Tm8uem7fLY5vq2L82iNtqNlZJK4yCqvHcyUHGkznes6WhnC70ofW17Grz47KaMZXMpeFkjpfOjfCNE/1cHU1R57Xxr961jgsjSb7w6lX2dQTZ11G5etIz0+Z1IlvgmycGKKiS9+9sMvaiq+QnV8K80x9lZ4uf+7pqcNpMWM0KNrOCzWJCVVV+8UvHuTqW4oO7mvmVx9axvcXP2lo3NrNStROn3WLCaTWRK2g4rQsXcum0mvm5+zrIFbVyWOdCcsurk1J+EbgP+CbwDeABKeVfSSlTUsp/e7NjhRCfFEK8LIT4kRDCcHG8x1EUgdduuSOF1j+RYSiWJZkrcnYgVrHNq1fGiKYLxDIFXr0cpqhqnOqPAaKcCOXl86MkskUGo5myyXM+CKFfU6XQMoPlZSSepS+SJp1XOdUfnfE/r92CqTRmFpOateh+AAAgAElEQVTCcCzLeDLP6f4Y4WSO/okMF0eSnO6PkStonOidmLOf6fP62liKcDJPLFPgUsl73ODWHO+ZIFfQOF76nC8OJ8jkVaLpAtfDKbrDac4PxckXVV48N1w+zm0z31akRfdYimi6QKaglr37FwqLSVkUJQ3VrahBV+hjpfZdQoguKeWrNzugpJgfklI+docy3jFGKNXKQNM0EtkivnmuXkH39Ay5rSSyxRnhEdmCis2sIITg4NoQPzg/ikRyqDOE2aSwscHDucE4W0tpAw+vq+FE3wQem5nd7bdXxH020/s2WDnUeezUeWyMJXJsvkmMe7GoUeu24bGbWVfvoTucosZtZUujj3xR49JIks2NXnJFFZMQSJhTOXSEXHjsZoqavCPHxbuNXFHFapr7O7K12cc7/VG2TDpp1rk5MxDHalZoCzlxWRTW1Li5Pp7igXVT8enJbBG7WcFc2l8uFjWyRQ23vbJqaws5cdvN5AraqhqfWypqIcR/Bj4CnAUmvWUkcFNFDTwOmIQQLwPngF8r7Wsb3KP83rfPcXE4waHOEL/2rvXzOofDauKThzqQUpa/9K9cGuN4zwQdNU6e2dVCZ62bL35q34zj8qqGokCu5PBV67GxvyOI02rGNkfmo2qY3bfBykGTkoKqIZHk1cqOfrF0nt/6xmkiqTwfO9DGpx9Yg5SSt7on+PKRXpoDDj57uIOvHhvgtcthckWNWo+NZ3Y1l0MHp+NzWvjM4bUz5ue9zhtXx3nz2jjNAQcf3t1S0fr0yMY6Ht5QW/7MGn0OPv/Q2hmf4Zc+cwBVVTGZ9O/rd94Z5Etv9RBwWvlPH9wGwG9+/RSxTJFPHGyfkQNhEk2TqJpEIilqq8f5sxqbwdPABinlE1LKp0o/76/iuHrAWlpRp4EZcddCiM8JIY4KIY6OjY3dvuQGq4psvlg2Nc02Q86H6V/gyyP6ea+H0xU9r4uqxrWxFCC4PKq3vTaWQisVpR+KZectx636Nlg+wskcE+kCILgyWtlz+MpYivFkHinh6PUJhBAoisKV0jwZmMgwEM0SSeWJZgoMxTJ6zvjx1E37NpT0FNM/y3Rh7rXa7M+s0mc4qaQBjvRMICVEUnkujSS4OJxgIl1Ak5K3r1fezuqfyJDJqxRVyfVwej6XsyxUo6ivAfNJWhsDXin9/QNg0/R/Sin/Ukq5V0q5t7b2xlR7BncXdquZd22qw+ew8L6tcxc+mA8H1oTwOizs6whWDLEwmxQOrAnidVg4sEaPndzeqpvYAi7LDYkpphNO5sje5OZyq74Nlo9Gn4N19W4CTks5PWQklSeTnxrPbc0+tjR5CbqsPDltBba3I4BJEWxp8rK21s36eg+dNS42N3rx2M1saaycwcrgRvatCeJzWNjZ6l/QPdyntjfitulZ5na2BtjR4mNjoz6WT03LGDedrjo3Hru5PLarhWo+tTS61/fLTAvHklL+6i2Oe52pnOA70ZOkGNzDfPbBTj774MKfd1uLj20tN79x3tdVw31dUyn73r4W4c1r41jNCg+tq61YGev1q2HeuhbBYzfz7MH2irl5q+nbYHkwKYInt0/dsE/1R3n5/Cg2i8LHD7Tjc1iwmhV+96ktNxw7GM2iarJsbXlieyNDsQxfO9pPKqcykc7fNP7fYIqNDV42Niy8UtSrmflxWk0UVA2Xzczvv//GsZxOdzjJDy+MokrJ9hYfD2+oW3C5FoNqlgDfAv4QXfEem/ZzU6SUJ4FMKaxrH3q5TAODFcGkCTxf1LgWrmzGHC7dpBPZIolscclkM1gcJpVurqAxkcrftO1gqW0klS9bVEbjOYqaRJOS4fj8t0sMFoahUpKTdF4lmilUdcylkSRFTSIlC+71vZjcckUtpfwbIYQDaJNSXrydk0sp/828JTMwmINwMkcqVywnpRiNZfmHo728a1M9m6cVg5eSig4/AB/e20okVcDnsHB4XeWtl/u7apAyTKPPXnVh+sVk9nUvFlJKesbTeB2WVVvhKZUrMhzP4raZSedV7GaF1oCDdL6Iz2EpV06ai4fX1/JWd4Q1Nc5yOcuNjR5ePDdMrqCxfYVbUSKpPPFMgfaQc9n3y4uqRk8kTZ3Hhsde2QoRTec52RdlZ6u/6pwGB9eGyBc1Qm4bTVWmZH3PlnrOD8XJFjWe2dU8776roZrrrpZqvL6fAv4EsAJrhBA7gT+o0qHMwGBBCSdz/P1bvaia5PC6GvZ2BPnYX73JSDzL377Rw2v/5hEGE1meOzkIwFM7Gumqu7FaVmvAyR8+vfWmfdV77Xxoz8rw5K503YvF61fHS+kZBZ842LHqTLxSSv7hSB9j8Wz5RhnPFmkLOnlie2PFCmyzaQ06aZ2lzL93aojnTg4ipaTJ75hRGWslEUsX+Ls3eyhqkgNrgjO2fJaDF86OcGkkgctm4ufvX1MxtO13nzvLSDxLg8/Of/3orqrOW+O28cHdt/f9dFrN/Nb7ZrhLzavvaqjmuqulmiN/D9gPRKFs0l477x4NDO6AVK6IWiphGc/q5q5ETjdL54oayWKR+DQzdSxzd5isK133YhEvmRELqiRdWH2fn6pJUrkiBU2SzhfJFTVyJfN1vEoTaSX6JzJIqY/BQHTlegynC8VymdfFnivVMClDJq9RVGXFNtGMvhURTS+9vIvVdzXXXS3VOJMVpJSxWeYTIw7FYEnIFVXODyWo89ho8jtoD7norHURTubLKR1/4/EN/O2bevWjGrcdv8PKjy6MoiHZ2qSvniKpPD3jqZLXpwVVk5wfiuOymcupJZeToViGkXiOTY2einHd7SEXD6yrIZEtcHBtaN79VHPdD6yrwWJSCLmtMwoc9I6niWbybG70ItGLnwSc1htWnktFXyTNRDrPpkbvjNWK2aTwxPZGrowmua8zhKpJBmMZhITusST5ojZjldk/kWY8mWdzk3fOVU//RJr9a4L0T6QpapJ/+fC6Rb+++dLoc/DQhloiyXy5QlQmr3JhOE5zwFEuCnFlNEG+KNnU6FlU8/gDXTV899QQO1r9MwpUTOfnDnXw3VNDPFHyvFdVlS+8dg2f3crHD7YvmmwAv/xwFz+6OMbDG/QtMCkl54bi2MymO0qK8q5N9RzvnaAj5JrzuqulGkV9VgjxMfTkJeuAX0V3LDMwWHR+eGGU80MJTIrgU/d3kMoVuTqmO3+d7o9xX1cNH9zTygf3tJaPefHsCG+UCsh31bl5clsTXz3aRzqvcm4ozscPtPN2d6RcZP5n9rVWzBm+VCRzRb52tJ+iJhmYyJRvVrOZK9f07VDNdXvsFt61uX7Ge6OJLP90oh8p0WNVNcnJvihCwLMH25c8p/V4MsfXj+vyhJM5Ht04U97OWjedJU/+i8MJzg7GOXI9QjxTwG0343da2NzkYyKV5+vHBtCkJJzM8dim+hv6iqan2rx7c8MNn81KZDIcbZLnzwzRM57Galb4zOE1DExk+PY7Q4D+MLxrVvuF5Mj1CJmCyvHeCXa3+ys+iPaMp2kNOumN6JaKP37hEt8+pW9fWc0KP7239YZjFooDa0McmPbwe7w3yquX9NweT+9qnveDfK3HxuNbGhZExmpM378CbEEPzfoyEAeMGtQGS8JkQikpQWqUzb9A2bw3m8K0jEOFUhIStWSy1ErHaHLqWG2O8ywVmpRMiqDKxZVlvtctpf4zedz0cdAWWeZKTBd9jqRj0/4/NeYS/ToKpYP09/T/zzWfNMkt26x0yp9ByeN5+vipi3xNs/u+WZvJ39O/wzfLY7AYTJ/P6grJXlaN13ca+O3Sj4HBkrJ/TZCBiTTrGzz4nBZ8Tgvv29ZIIltgR6ueozuczHF2MM7aGhetQSdPbG3g0kgCqcH7dzShKIL71oZ4sztSNhtvavTwwpkhaty2ZTPdTuK1W3h6VxNDseyiexPvXxPEZlZw2cy3dd31XjtPbm9kIl1gZ6sfiSx7hc+nvu6dUuux8eT2JsKJnJ6JqjvCnvZAudBGXyTNtXCKLU1eNtS7OdVv59H1tfRNZGgLOdnRqq8gQ24bW5q8XA+n2Ndx46qyfyLN1bEUD3TVoGqyPOdWG+/d2sCZgTitQQd2i4l19R7evVkjr2rsaFnca5rdt5SSE31R8kWNve0BzCaFp3c1c2U0ybp63Qry2cNreePqOG67iY/tr7yazuRVjvVMEHRZ2byAyUu2Nfs4NxjHZTOVrTLLzZyKWgjxbWDORy3D69tgKXjj2jipvDojfGJ6MQ6A508PEU7mOd0f5fMPdXJ+OIlZUUCBs0MJtjf7+MnVcfJFjZ9cCbOu3sOX3+7j4kiSiyNJdrePzUj0vxy0h1yLHnYFejGJ+XqMr5vlLb1/zeJ5nldDV52bbEHlpXMjAFhMgl1tAVRN8txJvdRkz3iK3W0BhmJZusMp7BaFZE6lfyJNS8DJWCLHmYE4oG8LvHda1jxNkzx3cpB8USPgtPCp+1eml3c1eOwWDnXO9G3Y2rw0IWaz+740kuSVi7ppWRGC/WuC1HpsM0Ig/+KVq8QyegW8v32zt+Jn/8qlMc4P6WNX47ZS512YB8Z3+qJEUnkiKbg8mqwqSmCxudmK+k+WTAoDgzmwl9JymhWBeQ5HH1spY5jVrKAIgd0y1c5uURACbGaFfFErZxebTGUohF543mB1MnOs9bEV6HOhoKrYzaby+2ZFYFYm50NpzpgUTIpA1WR5Hk1Sad4Y3Dmzv5+V8E6LOw7MEds8eaxJEQuavnf6WNvvoGDPQjLnHUpK+cpc/zMwWAhSuSKvXQ7jtpm5rzOEogi+/HYvl0cSfHR/G+vrPexo9dEd1r213TYzUkpevzpOIlvggXW1uG1mntrexLVwkha/E0URrKv38PQuBSkla0umq5/e20r/RJq1NfrrTxxso9FnJ+S2lc2gC0G+qPHjK2NICYfX1S5p/u+F7rt/Is2JXt1hTErY0x6YM4HMctFV5+GZXQrxrF63+OpYEk2TbG/x47Gb+cmVMP9wpJdHNtTy1I5GVA28DjO1HhsXhxNcGklweF0NdovphpWTEOKGebNa+J8/7mYwluHnDnbQepNc9kvBcCzL0Z4IHSEXW5t9tASctAQcpPNq+TO/Opbk3GC8nFv9Fx5Yw8neKG6HmZ/aVtm58vC6Whp8dgJO64ImKtnR6sdlM2Ezm5Z9W2wSYylhsGy83R0pm64afHZMAr55YgCAL/64m//8oe28fnWcdF7lVH+Mna1+4tkib3frlXEsJoXHNtXjsJrY0jTTjDfbU9PnsOBzTLVRFIX3LJBH5nTODsZ4py8GgN9pYU/70pmHF7rvl86NEE7mONYzwd72INF0nk8c6lgASReWjhoXL5wd5sJwglP9UdpDLvxOC/d1hnj5/Cigm7Gn5/QuqhrfPzOMJiWjiRyfniN5yex5sxo41jPBC2eHAfibN6/zO09sXlZ5Xr4wwmg8x5XRJGtrXXSHU/RP6Ok/j/dOcF9nDd8/M0y+qNE3keaXHu7iq0f7yKkauWSeF88O82SFIhsmRSxKDnGgYpKk5cQo92OwbITc+lOwWRH4nRYCLivOUrxhk1/fbwq59H0rh9WE02rG57BgMekOQysxvWXQZUUI3WwadC1tyNJC9x1y2zAJgd9hRVmG67kdakpzyWM3YzMreO0WmvyOslVhdhiaSREEXJYZx94tNPhsc173cjD5HfbYLVhNCgGnFaUUtz35v1Dpuzz5u6W0klWEoDW4/New3Ai5DKEVs9m7d688evTobR/X8ZvfXQRpVgfX/+iJ5RahzN69e5nP+IFuFrNblLLpajSepTeSZnebH0XRzdcD0Qx+p7W8rxxLF0gXijOScdwuE6k8L50fwW0z8+7N9fNO7/fCmWG+d2aIPe0BPllabYaTOaRkzvzg1fR9rGeCL73ZQ0eNk195pAtFqU6+W/VdibnG7/xQnJfPj7C5yUtHyMU/HukjnMzx2cNr0aTkr17rpsFn59fftR7zCijxORTLYDebSOaK1LhtOKwmhqIZBmNZ9rTfuL2RLaiMJbKcG0wwkc7z8IY6GqrMGb1SqDR2xaLG73/nLL2RNL/x3o3l/PfTGU/m+FdfOUm2oPGHH9jChkVamYJuzRiIZspjAnoCoqKqlR3A8kWNkXiWeq+9/JBxbjCGw2KqWNkOYCSe5YcXRgm5bTy2sQ5FWX01wIUQx6SUe2/VbsV5fd/LyvdeZPaNsc5rn+G9KYSgJTBzn8jntOCbV4n0KY73TjBQMr+tq3Pf4NFcLV871kc8W+S7p4b44K4W3HbzLZN/VNP31472MRjNMBjN8O7N9Wyusv7xQiYeef3qOAVV8k5fDLMiONkXBeDrx/tRSzffgWiGY70TMxJGLBeTD26BaZaWRr+DxjlWlXaLCZOicK60/fJW9zgf2Nm8+IIuMsf7Jrg0kgTga8f6+d0Kivrv3+rl6qje5n/9+Dp/9OHtiyaPoogb9npnW8OsZuWGNpUeMKbzdneEoViWoViWTY2eG+4TdxOG17fBPUlr0MnpgRg2s+mO4oDXN3g5ej1CW9CJ01rdqrKavjc1ebkWThFwWmhdphtQe0nOJr+djfUeXDYT6bzK1mYfmgZnB+N47GY665Y/Bet8CTiteOxmEtnFr0q2VKytdZWvacsc8cX71wbLD1x71yxeVrLFpC3o5MpoEo/dXDah360YXt8G9yTr6z00+R1YTKJiSsNq+dfvXsfARJZ6n71q87THbsZqUvDYTdjmCE/55KEOHttUR8BpxWldHp/PxzbVsa8jiNtuRtUkj26oZySeZXdbgNagk4Nrg3jsFtyrOLzNYTXxyUMd5IrqHZciXCn4HFYe2VDHUCw7Z8z8gTUh/uFzBymoGq3B1fmAsqPVz9paFzazaUmjK5aDW16dEGKdEOJrQohzQohrkz9LIZyBwWLitpnvSEmD7j3eGnLe1o3i7ECcXFFjLJEv5zauRLPfuWxKGvRtB5/TgkkRDEYzjCVzKIrg9IDuWd7od6xqJT2J1azcNUoadL+P0UQOkyI41R+bs12Dz7FqlfQkHrvlrlfSUJ3X9/8C/gdQBB4B/jfwpcUUysDgdskVlzYf8M36Vmflwp7N+noPVrOC32m5Y6/cpbhuKSUhl5WA04KU8obMcCuV5ZwTS01B1colOOu8NoKlsdrUuDrGqhqklOSLKyP39lJTzeOwQ0r5shBCSCl7gN8TQhwDfneRZTMwqIpXL41xrGeCNTUunt61tM5As/seS+T46rE+AD68u6ViWsO2kJNferjzjksLLsV1Syn5xokBLgzFOdEXxSQEW5t9KyYH8lw8d3KAa2Mp9rQHeHD98qaHXWzOD8V58ewIfqeFj+xrJVtQebM7wkQqz6Ym74qLCZ4Pmib52vF+BiYy3NcZWhHOi0tJNSvqnBBCAS4LIf6lEOIZYGV/Sw3uKS6NJADoDqeW/Il7dt+9kRS5gkauoHF9fG6z9kLU/12K684WNHrG04wlcozGc0jg7euRRelroSioGtdKpVAnP6O7mcujSTQpiaTyjCVyXBxOEEnlkcBb11b2WFVLKl8sR0pcKnmr30tUo6j/D8CJXod6D/AJ4OcWUygDg+mMJ3M3NWPuXxPEYzeztyOw6PtVmbxKNJ0vv97bEUARsKvNj9WssL7eg8OiYLcoNzURx9IF0vli+fV4MsfR7vHbkmUprtthNbG5yUPIZaWz1oUi4JENtSSyBSZS+XIJwoKqlWK4FyYvQ7agMpHK37phBfTCIwE8dvOyFw5ZCna1+vE7LXTWuWn02dnR4qMlaEcIeLJU21zTNC6NJEhmp+bcaDxL38TUw6Sq6TW5F7vsJejpg2OZQtXtPXYL21t8eB2WilXO7naqKXN5BKC0qv5VKeXd/4hqsGJ44+o4b14bx2M38+zB9orFEba3+Nm+yKX6QFeuf/d2D7mCxrs317O12cdwLIsmYTCaRUrJpZEkr14OA7C7LVDRRHd+KM4LZ4exmBQ+tr8NTUo+9v+9STJX5MF1tfynD1UX07oU110sanzn1BDXw2n6ImlsZsGfv3yFNbUu7BYTDV47P7u/jW+9M8hYIseWJu8dp2ZN5or83Zs9pPMqD22oZXfb7d+YD6+r5fAyV0RbKlqDTn5+WnWp3kiak70xsgWVly+MsrcjyH99+TJvXotQ47bypx/ZxZXRBP/xe+cpapLPP9TJwxvqeO7kAD3jaTpqnDyzq2XR5B2NZ/nK0T6KmuSpHU1Vb6M8tql+0WRa6VTj9b1XCHEaOAWcFkK8I4TYU8VxHUKIESHEj4QQLy6EsAb3HoNR3dyVyBZJTFsNLAfhVI5cQTcxD8WyAAxE9d+jiSwFVXJxOFF2Jrs4h9l1MJpBSj0b03gqR/dYkmROv7YrYyvLrJfMFxmN50jlimQLKqrUrzWWLpDKFUnnVUYTWcYSOWBqvO6EiVSedF5fqQ+VPl+D6jk3FCtbOi4O63PwWljfCggn80TTeS6NJCmoEimn2kyO3eAif+ajiVy57+GYMb7VUI297H8CvySl7JBSdgC/jO4JXg0vSSkfllK+Z74CGqwO8kWNa2PJGebcauiLpAknc3P+//6uGlqDznLN2oXkVn1rmqQ7nCqb6DpCLjpCTjx2U9n8tr8jSDJXYGerD6tZ4YltDdR7bdR5rLy/VEggk1e5NpYs7yPvbQ/SUeNka7OPNTVu9q4J8fCGWpr8Dj7/0NoFvcb5IKVex3k0niWSyvNAVw0NXiubm7w0+exsb/ZR57Wxuy3AzjY/nbVuHtpQS3PAwUMb6u64/5aAg51tftqCTg6snTJd63vPSVKlh5qJVJ6e8dSCmdvvFn5qSwNNPjuaJvn0fa0AfHRvGwGXhfdsqqPOa+ddm+pZX+emOeAoOyI+urGe5oCDRzdOjWH/RJrRxJ0p02y+yCsXRxmJ6+dZX+9hU6OHtbUudrQuviXsbqAar29VSvna5Asp5Y+FENXejR8RQrwG/JOU8k/nJaHBquC7pwe5Hk7jdVj4+fs6qsq7e7x3glcujqEIwc8eaK2YpavBZ+fDexbeDFdN369cGuNkXxSbReFT93WQzqv0TWRQNcnVsSR72oP8w5Ferowm6YtkeKCzlpN9UUbiuVIfUR7ZUMs/HOklmi7QGnTy4T0t+JyWG0yL/+GZxUvheLu8cXWct7ojXB5J0Bxw8MqlsVKJUb1Qx4+vjGOzKGxq8PJISTHvbgvMy0RdCSFE+bzTef7MMFdLmaie2d3Ml9/qpaBKDqwJcl9XzYL0fTfwo4thTg/E0aTkT166wv3rG4hmCmyo96IhKKga0UyekMdGUMJ4Mk+9187mJi+bp2UyOzsY48WzIwihl4mdbyjhH794iTMDMdw2M3/+sV04rWbeu7Vy6UqDylSjqF8RQnwB+DJ67u+PAD8SQuwGkFIen+O4IWA9kAOeE0K8LKU8NflPIcTngM8BtLW1zf8K7lFuJyf67RTwqPa8s88ZS+urzlSuiColCrdW1JMrVU1KktkiSxlFUk3fk21yBY1sQSOZLZYdbSb/Fyk5PCVzRfKaxkhiaoU+uX896cATvw3nmeVk8tpSeZVMXiWdV3GYTWQKKoqif2YAfQtg5p6XXDmVRLZAQZ05FgY6V0YT5TGKlBwfp8a0SEHViGeKTBoi5vr8Jt+XUp+781XU48l8ue90vrisSXxWK9V8YjtKv//drPd3oSvuRysdJKXMoStphBDfAbai73NP/v8vgb8EvXrWbUltsOJ4fGsD7/TF6KpzVV2J6uCaEJomcdnM5frRw7EsI/EsGxs92Mwm8kWNC8Nxaj22O6qWNZv97UG6x1IEXdZy36f6o1waTvD41gY8dgsPb6jFYTXR6LMTLCX8uL+rhkS2wMGSk9jnH1rL904Ps39NEKfVzPu3NxJO5tA0ydO7mjApgvvX1fDWtQiH162OVd8D62owmxS2NHnRJPgcZs4OJtgZsqNqgkaPHafdzOcPV67hvFg8uK6G588Ms6vNT0dIN7ePJ/MzzOPzYSCaYTyZY1Ojd95V1JaTbL7I82dGaA062NsR5Bcf7uJ7Z4YYimX5g/frtajftbmO4z1ROmr0bHcbGzxE03lyqsbu9srm591tAXIFDZtZYcM8i9YA/Nyhdv73mz0cXBuixr201ckyeZWLIwma/Y4F3zpbSqrx+n5kPicWQnimeYjfD/z5fM5jsDpo9DluW5E6rKYZnpzJXJGvlrxBB6IZ3retkR9cGOH8UAKTIvj5+zsWLNXj6cEYsUyBWKbAYCyLWRH85+cvUNQkF0YS/M4Tm/E7rTw+zYNZCHFDuM+O1gA7WqdMvnarmV96uKv8WtMkR7ojZAsqR65PzLtK11LisVt492Z9XNL5In//dg+RZJ6zQzHW1rh5cH0tv/xI1y3OsvC83R0hk1c51jOxYKb2iVSerx3tR5OSsURuVXoW/8Wr13jj6jiKEPz7Z7YiNYnDamZNjZuT/XEe2tBAncfOe7dOzWVFEbfcLrBbTDyy8c59DrrHU7QFnYRLYZZ3mrb3dnj+zBA942msZoXPHF6zpH0vJNV4fdcLIb4ohHi+9HqzEOLTVZz7sBDimBDidWBASvnWnQprcHejSclkCGdB1R2viqU3pARtAXN6FNUpI46qSoqaVu57oZOHqCUbY3EhL2CJ0DT9YUNKkCXx88uUmnNy22FSngU5p5RIJsdndRr2JuerRFIoauQ1rfz55IvLf03FRRi31dD3QlKN6fuv0b28f7v0+hLwj8AXb3aQlPJ7wPfuRDiDhWG11Pj22i18YGcTQ7EsO1r1WrSPbqwj5LLR4LPjcy5c4YQtTV5eOjdMrcdGW0gvI/nMriZO9kX59P3Vm3SvjCR44dwI+zoC7F9zY8y0ogg+uKuFa+EkmxoqlxxcybjtZt6zpYEfXBjl8S31OG0mpIS/e6uHj+xpxVxKtNIXSdMdTrGt2TejHvRC8lPbGjk7GKM95FqwBC81bhtPbu2h5KYAACAASURBVG8inMyxc5V6IH/yUDuJbJGuOhcbG/U51h6yc2U0zft36E5bsXSBUwNR2oLOJS/n+d6tDZwZiNEacFbMg3C39r2QVKOoa6SUXxFC/BaAlLIohLh3st0bLCkdNS46aqZuJE6rmUOdC5/X98tHerkwnODCcILdbQG2NPsYjGWp9dg52R+lvaa6m9mfvXyZsUSON66G+atP+rBXcJRp8Nlp8C3t3txCkcgWeOHMMEVNci2c5oGuEF891g+A06J7X+eLGt88MUBRk/RNpPn4gfZFkcXnsHBf58Lv83fVuemqW71Zkd/pjxF0WYmkCowmspwfjPOTK3rq0D/758v8j2f38MLZYQaiGU70Rvncg2uXVGl57Yszbiu974WkmsfSlBAihO44hhDiIDB37TQDg1WAq6RQhQCXzYRZEZhLIWW221itOUo3PKtZwVxlPerVhEkRWEqfh8Oi4JpW1tJl069dEZTbrNY9wNXM5HxVhMCi6CU7J3PJO636eEzWPTebBMoC5Jk3WFqqWVH/OvAtoFMI8ROgFvjwokplYLDI/P/svXeYZNdd5/05lVN3dajOefKMJk/PSCONJCtZ0TK2sGwDBuzF4GVfYNmFF/wsu/byLuD3BV4W2H1hYYFlCXLCQbJkW3JSsNIETU7dM51jVVfOde897x+3uqZDdXd1T8eZ+3mefrqq+1bdc8M5555zfr/v9xN3tVJf7qDaYysEg330cCvjsTTb8gFf1/xxnnu3n801Hj5+pHgK4Wcf38nr3X4OtlQWpoFvFQZDSU4PhPnEXa3EMyr3b6vBZbNwZTSGCQqBRhaziY8dbmEwlNrQI9ONyr1ba6gty2cm5H/u3+qjazzOZ+7fDMCjd9TTPR6nscJ5W/g332qUEvV9SghxP7AdEMAVKaWRuGiwoTGZTDy6e7omdU2ZfVoKx9++0UP3eJxzgxEOt1WypUjEdpXHxgf3r6615mrxysUxwskcJiH45Qc2YzWbONkXREpQgfNDEQ7kI68rXDYqXCuzNm0wP2aTmCZUcrIvRLc/gRCCL50Y4Hee3IXDamZ3k3cNS2lwM5QS9f0RdE/qC8BPAF+aFDsxMLiVacivKzttZqrcGzcHc6lU5YPCvE4L5vx0aaXLhhD6kkGl0TGvS+q99sKouXEZtQcM1o5Spr7/o5TyK0KIY8BDwB8BfwHcuaIlMzBYZV676mconOLerT6aK118cH8jsbTCzoZyKt3FI867xmIc7w2xvd7Dobbiwhun+kNcHolxqK1yXuvLteS7F0aJJHM8uLMWn0d/KHlyTwPD4TQvXxzl1798mrYqF82VLh69ox6fx76hBSRuZWpcdswmCCezbKvXlyJ6Agnevj5Be7V7RYIzDVaWUhYrJiO8nwT+Wkr5ImA8ShvcUkzEM5zsCzEaSfPmNd0X+t2eEA6rmZ5AAv8c5h2vdQUYi6Z57WqgaP61omq8dtWf38a/osewVLKKxsXhKEPhFCd6g4W/W8wmyp0WXrk4Rm8gwUvn9Mjh3kDC6KTXMS9fHqVrTHdk+5+v9wDwRneA0Uiat69PFJzaDDYOpXTUQ3mt748CLwkh7CV+zsBgw1DmsFKZz9NurdLzqlvyv71OK15n8RF1S6U+tdhY4cBqnh1NazGbaMxrJE9+33rDYha4bGaEgObK6WX02Cw0eJ1YzSbqvXaEWL/HYaCzr7kCp1WfLN2bX5eevE9ryuyFTAWDjUMpU9/PAo8BfySlDAshGoDfXNliGdwOjEbSvHhuBI/dzAf3N62pIIHNYuKn72ojmVULnfKRjiq215fhspnn1IB+ZFcdRzqqpqXEzOSZg83E0rk5O/u1xiQEP39PO1lFmybR+l5/iHd7gjyxp56d9eXUeu1kFI3yZZJxNVgZWqrcfOWXjjIeT7M9L7Lj89gxCah22yjB2M5gnbHgyFhKmZRSfk1K2ZV/PyKlfHnli2Zwq3N+KEI0lWM4nKY/mFzr4mA1m2Z1pl6ndV6jBiEEFS4b5nlaP7NJ32aujnw9YLeYZ+mon+wLkcyqXBiOUuu1Y7eYjU56g1DpsRU6adAfujQJl0djJLKGXtVGw5jCNlgzttWVYTULvE7rki30FsOkfvgkiqqhLaDvnFM15EYWCb4JdjWWk1M1ttR6DJGMDYaqqsRT2cL7nQ3lCAHtPhdumzH1vdEwjEEN1ozWahe//L4tmFZhLu6FM8N0j8c50FrB+7bX0htI8MKZYZw2Mx870orHPrsqnB0M84PL49SU2Xm2s2VDWiDeDGcHIpzoDXJ6IEz3eJw7N1XdEnKMtzrj0RQ//3fHiaYVPnVPB5861kFnexUHWytXpa4ZLD+3V8tjsO5YjYZDUTW6x+MAXB3TnVe7x+MomiSWVhgOp4p+7upYHClhPJohlMwW3eZWZlLcpG8iQUZRuToaW/hDBmvOO9eDRFI5pJS8OiXTwOikNy5GR21wy2MxmzjcXkWZw8Lhdj3XeW+zF4fVTF25vRDlPZODrRWUOSxsry/Dd5sInsTSuUL6zmO76/G6rNzZUY3PY6ezvXieuMHaE05mSef0tecHttfQ4fNQZrfykc5bUzXvdsOY+ja4LTi21cexrTembYPJLBlFJZSUpHNq0YjzTTUeNtXcPtrVA8EkX39vCAE8c6iZZw618MyhlrUulsECnOoP8eoVP267mZ++sw2P08Y//oKhR3UrYYyoDW5LhkIppNTFPvyx4mImtxsjkTSqJlE0yUgkvdbFMSiRoZC+dJPIqLflEs3tgDGiNrgt6WyrIpLK4bZb6CjRe/pWZ0+Tl9FoGpOAO6aYPBisb+7aVE1G0aj22FYle8Jg9TE6aoPbEq/LyocPNq91MdYVTpuZp/c1rnUxDBZJTZmdnzxk3Mu3MmI95Ij6fD7Z3t6+1sUwWCK9vb0Y12/jYly/jYtx7TY2J0+elFLKBZeg18WIur29nRMnTqx1MRZE1STfPD3EYCjFA9tr2dNs+LsCdHZ2bojrZ1CcUq5fOqfy1ZODRFI5Ht9df1sF2a1nllr3oukcXzkxSE7V+NCBJurKHStQOoOFEEKcKmU7I5hsEURTOfomkqia5MJwZK2LY2CwaoxG0vhjGbKKxmUjn3rD0xdIEk3lSGVVusbia10cgwUwOupF4HVa2VzrwW41sbe5Yq2LY2CwajRWOGmqcOKymdndaMwkbXQ6atz4PDbKHJaCZ7XB+mVdTH1vFEwmYQTbGNyW2Cwmnj1s5FTfKnjsFj5xtH2ti2FQIkZHbXBb0v7bL5a8be8XnlzBkhgYGBjMjzH1bWBgYGBgsI4xOmoDAwMDA4N1jNFRGxgYGBgYrGOMjnoOIqkcl0aiBUcaA4PblUhSrwsZxagLG4XxaJqrYzE0be0FrQxuHiOYrAiqJvny8QHiGYWWKpchz2dw26KoGl883k8yq9Luc/GhA0ZdWO+EElm+eHwAVZMcaqvkvm01a10kg5vEGFEXQZOyMJJOZZU1Lo2BwdqhSklG0QBIZo0R9UYgq2qo+ZF0ypgRvCUwRtRFsJpNPL2/keuBBHuaDHEHg9sXu0U36uiZSLDXqAsbgrpyB4/sqiOYyNLZXrnWxTFYBm7bjjqraNgsc08otFW7aas27A8NDNp9btp9bqSU5FQNq9mYiFtv5FQNi0kghABgt/FQdUuxYEcthOgE7gUagRRwHnhFShla4bKtGD+8Ms7p/jBb6zw8tddQGjMwWIhUVuWLx/uJphSe2FPP1rqytS6SQZ5LI1FevjBGhcvKRw+34LCa17pIBsvMnI/GQohP5p09Pgs4gSvAOHAM+J4Q4u+FEK2rU8zl5WreVKBrLF5YyzEwMJibsWiacDKHJiVd44aJw3qiazyOJiXBRBZ/LLPWxTFYAeYbUbuAe6SUqWL/FELsB7YC/StRsJXkSEcVJ/tC7Gwox2wSa10cA4N1T1Olkw6fm1Ayy74Ww5BmPXGgpYJALEO1x0aD17CrvBWZs6OWUv73+T4opTxdyg6EEL8OPCOlPLbIsq0YB1orOdBqBFkYGJSK1WziJw40rXUxDIrQUuXiU8c61roYBitIKWvUHcCvAO1Tt5dSPl3CZ+3A/pso37rmzWsBxqJp7tnio7bMeJI1uDUIJrK8dtVPtcfGsS2+QoCSwcZASskb3QEm4lnu21ZDldu21kUyuElKifr+BvA3wAuAtsjv/1fA3wO/u8jPrXv8sQzvXA/m3wUMIQiDW4a3rk3QE0jQE0iwqcZDU4VzrYtksAiGwilO9OqxvlaziSf3NqxxiQxullLyLNJSyj+TUv5QSvnq5M9CHxJCWIH3SSl/MMf/f1EIcUIIccLv9y+23GtOmcOC265HV9aVG6Npg1uHunI7AA6rGa/TusalMVgsFS5bIfK73mtf49IYLAeljKj/VAjxOeBloBBSKKU8tcDnPgH881z/lFL+FfBXAJ2dnRsu9NphNfOzR9uJpnPGtLfBLUVnexVt1W7cdjMu220rtbBh8dgt/NzdbSQyKjVlRkd9K1BKLdyD3uk+yI2pb5l/Px/bgf1CiM8AdwghfkVK+edLLukq0DeR4HhPkHu2+GgoYbrPYTUbOYu3Ae2//WJJ2/V+4ckVLsnqUVNmJ5FRODMQpqXKNWudU1E1Lo/GqHBZaa50rVEpDebCZbMs+JD1oyvjpHIqj+6qw2QyRGzWM6V01B8BNkkps4v5Yinlb02+FkK8sd47aU3T+N0XLhLPKLza5efPP35wrYtkYLCmfOvsMMPhNE6bmU/fu2laKuPr3QFO94cxCcHP3NVKtccYuW0kXu/y8xc/ugZANJXjo4c3pCTGbUMpj1HngZtKnFxPqVnzoeTFTxR1w83EGxgsO7l8PVA1iZTT68RkHdGkNESDNiCZKWYdOWWxMcIGq00pI+oK4LIQ4jjT16gXTM/aSJhMJn7z0e28dS3AA9tr17o4BgZrzlN7G7g4HKXd58YyQ9/73q0+yhwWqt02ao1gyg3Hw7vqiaVVkjmFjxxqWeviGCxAKR3151a8FKvEdX+cZq8Tm634uvLuJu+CYvaqpltguu23fpCNpkmSORXPjGNVVI2Mot0W5+B2psJl4+4tvsL7nKqRUzVM+bzqvc1ebPkOfK57xaB0pJQksipum3la7noqq2Ixi0WZoSiqRlbVpq1Tj0XTVLtsWPJmRE/srUdK5jUnul1J51RMQsx7bpJZBZvZNOshdiUopVb1AyNSyjSAEMIJ1K1oqVaAf/ul9zjeE6ShwsmXPn0nZvPig8AUVeO54wMEYhnu3lzNnZuqV6Ck6wNNk3zpxACjkTSH26s4tlVvsDOKynPv9BNK5rh/ew0HDYW324JERuG5d/sZiaT0KXEJNquJ+nIHP3WklW+dHWEonOJAawXvM2aklsQ3Tw/TE0iws6Gcx3bXA9A9HuPFs6M4rCY+fmcr5Y6F0+VSWZV/eqePeEbh4Z117G7y8pc/usYPr4zTWOHkD5/ZSySd40snBlBVyQf3N9FabQQETtI3keCbp4exmAUfO9xaVDDm/FCE710ao8xh5aeOtOKcY/C3XJTyKPAVpgudqPm/bSguj+hGHCPhFBOJRcXFFYilFQJ50fueQGLZyrYeSeZURiNpAHoCN0wYIskcoWRO/7v/1j4HBjcIxDPE0gqRlMJEPIM/niGSzBFLKwyHUwyFdUuAW71erBRSSnon9HM3+RugN5BEk5JkVmUsXx8XYvJaSXnjuy6MRAAYDqeYSGYZDqfJ5DQUTdIfTC7z0Wxs+oNJVE2SyWkMh4taXdATSCClHog3kVh5I5RSRtSWqRHfUsqsEGLDadI929nC104Nsq/FS2350pSWKt029rdWMBhKcdctPJoGPRezs72S3kCCo5tvTH/WlNnZ0+RlNJrmSEfVGpbQYDVprnSxvb4Mr3OyyRAgJI1eJx01Hu7cVMW18ThHOm7terFSCCE4tsXHpZHoNB+CA60V+OMZPHYL7T53Sd/VWOFkZ0MZE4ksnW16Hf3QgWa+dmqQ3Y1e6sodeJ1WrvnjZBWNPYZ39TT2NlUwHE5ht5jZUuspuk1neyXRdI5qt51G78or94mZ0ZyzNhDiFeDPpZTP599/EPhVKeVDy1WIzs5OeeLEieX6OoNVprOzk412/UrNjV4MGzWPeiNePwMd49ptbIQQJ6WUnQttV8qI+jPAPwkh/lv+/SC6AMqGons8zvHeIFtrPXS23xgJnh+KcG4owp4mL4omuTQSZX9LBTsbytewtAYG64tsVuXffuUM47E0v/nodu40Rs7rFkXR+K/f72IsmuaTx9rZ1TB7xJxRVF65OEZW0XhkVx1lJax9G6wdC3bUUsprwF1CCE/+/YZ0jX+9y084mWM0kmZ3k7egKPbqVT9ZRcMfzSDR80JfS/mNjtrAYAovnh/hzIBu9PDXr103Oup1zKmBEMd7dcOgr54Y5D99YHZH3TUWp2tMb8rPDka4Z0p0v8H6Y85gMiHEzwghCv+XUsandtJCiM1CiA0hZALQkpc5rPc6sE8JuW+u1NcX2nwumvKvW6qMCEgDg6nsa6koPNzua74p/SODFaa92l1Ik9s1x4CjrtyBzWLCJASNhjvaume+EXU18J4Q4iRwEvADDmALcD8QAH57xUu4TDy0s5bO9krKHNZpOYof2NtINJ2j3GFFArF0znAMMjCYwaYaD1/+paME4hm21xuzTeuZ2nIH//Vj+wmncoUBykxqyux86p4OVCmN3PcNwJwjainlnwIHgeeAGuCh/Psh4BNSymeklF2rUso8OVXjVH+I7vG5Z99TWZXjvUEGgkkSGYXjvUGGwymEEFS4bNP0igFMJv3vJpPAnH89tSPf6ETTOd7tCTIWLS21w+D25Jo/zsm+EDl1tpzk2cEwf/9mL1lFMzrpZeLicJSzg2G0ZZBfzSoaJ/uC01LjTg+Eee2qn3hamfNzTpvZ6KRXmUsjUc4MLP66z3uVpJQq8Er+Z81569oEJ/v0dbKPHm4pOmXzyqUxro3HMZsE1W4b47EMVrPgF+7ddFs6Xb10doSRSJrjvSZ+8b5Ni1I3Mrg9yKmS508PA/qM0lTBknha4Q+/e4WsonF2MMwfP7t/rYp5y9A1FuO7F0YB3V/gZkWDXrvq59xQBCHgZ+5qIxDL8N9/2I2UMBZJ8+/ev305im1wk3SPx/nO+cnrrnGorfT01g3Vak8d6M416J3651toYLxkJs+BcS4M5kIw9T6ZOeM05bVxEy0L09qxFfg+05RZQ+OSrVcWd2E21LzH0U3VlDmslDssNMyRZP7IrjoaKxzUe51UuqxcGonSVOG6LUfTAE/saeDKaIzWKpcxmjYoisUs+OD+JsLJ7Cyte5fNwmcf38F7A2Ee3rnhlIPXJVtqy3h8j0RR5ZzBXovh3q01VLptVLttVHvsVHvs/B8PbGEglOIDexuXocQGy8GWWg9P7Gkgq2jc0bi4676hOmqL2cT+lvkjTh1W87QphQqXjXKnBU3T6JlI0uR1YLOYCaf0oLGZa9aTKKpGNK1Q6bJu6DXrMod1Wt64gUExOnxuYLry1WSdafTasVurKbebiSRzmM0CAYYpy02wYxnX+m0W06zp8211HqpcNjwO/RpNXssGr2OaUcdCxNI5zCaxqM8YzM32+rIlfW7Bsy+EsAPPAO1Tt5dS/u6S9riK/Nn3u/hxdwCfx0ZzpYvTA2HqvQ4e3lFLtz9BU4WTZw/PtniTUvLlE4OMRdPsaizn0Tvq16D0BgZryx9+9yon+4IMh9PUlNlwWi1sry8jo2o0lDv48KFmmozUnnVHbyDOL/z9CVI5lQ8dbOY33r+dP/9hN292T1BTZuf/fXZ/SY5Z1/xxvnVmBItZ8GxnCzVl9lUovUExSnlM+iYQQU/RWnn18WVkMjo8EM+SSOtGEqORdCE6cjiSQtXkrFF1VtUKUdJDoeKi7Abrj5WQBb2dueaPo2qSSCqL12UhlknTmHGSyirUeOyMRtJGR70OOT8cIZVT9ddDuhnHZFvoj2UIJ7MleYiPhNNoUpJVJGPRtNFRryGldNTNUsrHVrwkK8BPHWnlX04NsquxnA6fmxfODHOwrZLD7VW81x9iR3150alvu8XM/dtr6BqLLSoyz8DgVuJjR1p58ewwLZVOTCZBu8+Nz+MAJGUO66LX2QxWh8fvqOflC2OMRNL80r2bAPj4Yb0t3NtcUVInDbCvxUsgnsFmMbGtbmlTtgbLQykd9ZtCiD1SynMrXppl5q7N1dy1+YbU4dS0k4VuvIOtlYbXssFtzYM7anlwh+EtvdEwm8382ccPTvvb3Vt83L1ImdAyh5WfONC0nEUzWCJzdtRCiHOAzG/zSSHEdfSpbwFIKeXe1SniDcZjaV6+MEa508rju+sLUczv9kzwv9/qo6XSxb9/ZBuW/PrL9y+N8S+nBtlRX84ju+p4tyfIlloPXqeVk30hdjaUT7Nq/N9v9fL29Qke2lHLM4dmr12XgqJqfPv8KJFUjvfvqis8vaZzKi+dGyGjaNy/zcePuyfQpOTxPQ0lmcEbGKwVf/mja5zoCzKSXyryeex4nVZ2N3pp87l59I563r4+Qfd4nDs3VS1roNRKo2mSly+O4o9leHBn3ZKm8t+5PsHl0RiH2irZXOPhxXMjqJrGY7sb1kTlMBjP8sifvEoio/Dpezv494/uoGssxpvXJujwublvWw3hZJb/5zuXSec0fv3hbbRUb3zZZFWTfPfCKBOJLA/vrJ0zM2i19j3znN8M842on7qpb14B3usP449l8Mcy9AeTbK7RvUK/eXq48PfLY7FCisk3Tg8xEc/y4+4AmiaRwLs9QWxmQVaVvHktwKG2SswmgaJovHRuBCnhhbMjS+6o+4PJwnrQqf4wj+3WA9G6x+P0TegG7d+5MEYkqa+ZXxyO3vLe1gYbl2A8yw+vjOOPpRkOp7FbTIxG0vg8dlI5lbSisa3Ww7s9ugnEW9cmNlRHPRJNc2kkBsCJ3iBN+xc3glQ1yZvXJgB481oAVZMMBPV6fmEosuhR7HLwp9+/QiiZBeAf3+nn3z+6g7evTxBMZAkmshxsq+SHl/1c8+uxOi+eG+Ez79u86uVcbobDKa6M6tfyZF+Ip/auXkddbN8zz/nNqMDNJyHaJ6XsA/7L5Oupf1vyHm+CDp8bkxB47Bbqpqyz7MunbFV7bLRNeTLc26x32I0VzkLn3VzpZGt+2ru92l1Yo7ZYTGyt1f9+M7mNdeUOyhwWTELkU14olMFhNWMxCQ60VGCzmLCaBa2GAYjBOqbCZaG12oXHbsVjt2C3mqlw2ihzWqkvd1DutNJY4SwY2mzKPzxvFKrdNipcVoSATb7Fl91sulHPN/k8NFU6sVvzdXuNRqlP72vCYhIIIdjTrLdlk9elwevAZTWzt8V7oz1qvTVMVnweO+VO/VpObXvXat8zz/nNIKScX3NUCHFKSnlwynszcE5Kueum9jyFzs5OWar5eTqnYjEJLDPEO4LxLB6HZVbaQSCepsJhw2IxkcwqOK1mhBDTXk+iaRrBZDYfMLN0FFVD0eQskZWcqqFJid1iJqtoSPTXG52VNq/fKNHcvV94cq2LsCQWun6KohFOZ3GYTcSzKh67Pp1rMQusZhNmk0DTJGlF3ZD5tqomyanakkWRpJSkcjeOfTXr9lzXLhjPMhiKs7flxtJeMqvgsJgLymXJrIKqyVvKi/pmr+Vy73vmOZ+JEOKklLJzoe+ez+bys0KIGLBXCBHN/8SAcfSUrTXBYTXP6qQBqjy2WZ10JJXjymic4UiaUCLLqb4wQ2E93cplsxSRSzTddCcNujBLsRvFajZht5jRNI2vvzfIV08OklVmmyDMJJbO8bdv9PCtM8M3XTYDg8UyEk1zeSSOIqHe68TjsGAxi2kGOaYNLIphNolCfc0oKm9fn+DicLTkzwsx/dhtFhM5RfK3b/Tw/Jmhadt2j8d4sztAMju3WcZy4I9niGc10vk0LdDbvKkdhstmmdZJj0fTvNEVYHwDG/h0j8c51R+adtzLQf9Ekh93B4ikcnNuM/U+mmTqOdc0ja+eGOB/v9VLepHXf86aJaX8A+APhBB/IKX87KK+dZ3w3QujDIVSnOwLUeawEE7mOD0Q4hfv21xSwv9K8a1zI3ztlF6BLSbBRw+3zrv93/24lx93BwDdT9tQGjNYLbKKxjfeG0LRJAOhJB8/ot+rr3cFCjm6lS5rySk/6503r01wuj8MQLnTQvMcNpEL8b/e7OH1rnydLXdwpKOaYCLLt87qcTDhVI4n9jQsW7mnMh5N89K5EUA3VXl/iYJN3zg9RCKjcmkkyqfv27QiZVtJlnrcC5HOqXzj9BCqJhkKp3i2c2nxS9+7NM5XTg4W3v/s0faSPztf1PfkdPdXprwuIKU8VXoR1wZ7vjM2mwSO/GuL2cQcsxCrhnvK03cpUzROq152IcBl2/hT5QYbByH0OqNo6jSteKtZr0QmMXsZaiNjN9+oa7abOC5nvl7rdVav72aTwCQEqpQrqruvt3ECTcpFDUj0MqmFa7vRWOpxL4QQ+rVTNVnoU5bC1LZ7sVPz881V/fHkdwKdwBn01Ky9wAng6KL2tAY8ekc9XWNxGiocuG0WusfjNFc617xheWhnnR5prmo8vGvhp75P3t1Bg9dJbbmdXY3eBbc3MFgurGYTHz3cwlAoxda6G8FW926toabMTqXLRpXbtoYlXF7u2lRNhctGmcNyU7MEP3e0nbpyB7Xl9kIgq9dp5dnOFgLxzJI1n0uhym3jI53NhJLZRUXgP3Oomd5AgvZVDsRaLpZ63Atht5j56OEWRsLpaXVgsRzbWoMEUlmVh3cuTp9gvqnvBwCEEF8DDk4KngghdgOfX3JpSySYyGI2iVl5iP5YBofVRJnDysXhCD6Pfc4KZbeYqCmz47FbcFjN7GleuU4ukVFIZJSSK/dU8ZUefxyTSdBW7S563BaLiaf23XDBGY+mAj38ZQAAIABJREFUcdstuO0WxqJpyhwWnFYzY9EMFS7rtKc1TZOMxdJUuW23ROCaweowHk1jNZvoDyZornThK7MVRpihRBYh4I5b5KExmVWIp/W6azIJasrshTS0mfUpksyhSkmV24aUsmidA73O3rmpGkd+NiyraEwkMnjsFoSwr7iT3Ug4xaXR6KKuUbnDyt7m9RsBns6phJM56srthfiiqW0h6Nk1jQvkwg+EkmQVrZDeW4yJeAaL2VRoh30eOz7P/BKqvYE4g6EUx7bOnTN97zz/m49Soj+2T1Ulk1KeF0LsXNLeSqRrLMaL50YwCV0Mvt6rd35nBsL84PK4ntpkgu9f9mO3mvi/P7yXhiIX5/uXxjk3FMHrtPKzR9tWbCQdzyj8w1t9pHMqx7b6OLyINeQ3uvz8tx92IxD85KFmBkLJWcc9lRO9QV7vCmC3mthW5+HcYBSXzUxHjZsLQ1HKHBY+cbSt0Cl/58IoV0ZjVHts/MydbXNGHxoYTHK8N8gbXQF+fC2ApmlkFMlDO2rZ1VjOzoZyvv7eEALBhw820bLB0wsTGYV/eLuPVFbl7s3V2K1mfnh5nL5ggroyB/VeB5+4S287hsIpvnpiEInkA/saue5PcH6O9uXsYJjvX9Lbqp860sq3z48yGEoyGErS4fNw56Yq7t68MjnWb3X7+eTfn0DTJN8+N8o/ffquFdnPaqKoGv/8Tj+RVI7dTV4e2VVXuE8dVjOfONpWUp7y2cEwX/j2ZTQp+YVjHUVnNK+OxXgp3/989HDLtFTguegei/EL/3CCnKLxxO4G/sNTy5YUBcwT9T2Fs0KI/ymEeF/+56+Bs8taihn4Yxmk1MPdA/EbPiDjMf11VtHoyifrZ3JaIZJ7JmMxPXoxksqRLiG6eqlEU7lClOHYIiMmrwcSSAmalFwejRY97qlMnoNMTmMgqB93MqsykBdTiaUVkpkbEY+TEZzBRJactnLnwODWYTyq32OheBZFlURSOXKqZDwvKjR5v/rnuEc3EtF0jlRWry/jsUyhvkSSucIILqvq9WYinkGTEin1Nmp8SvuSmdG+TJ7DyZG0P5Yhq2gEE3rUsD+2cufuRF8ITdPTbvvz4isbnYyiFSKuJ8/7ZFubzqnzRmNPpSeQQNX0azhpzjSTufqf+egaj5PL3wPX5vjem6GUEfUngX8N/Fr+/WvAXyx7Saawv7WCcCqHzWxix5S1nCMdVaRzKuVOK09XNPD3b/XR6HVycI6E/Qe21/JuT5C2atdNqcIsRIPXwZGOKgLxzKKfkj+4r5GhUBKTMPGpY+0c7w3NOu6pHN1UTU7VqHbb2V7v4c1rE9SWOdhU4+ataxM0VTqpnLJm+NDOOk70BdlSU2ZMfRuUxNHN1SiaxkePtNA7kaC+3ElrlYtDbZXUlNkJxCenvjeOAtlcNHid3NlRhT+e4e7N1VjMJjKKRlu1CwF01HgKwWA76ssZi2ZQVI39LRW0VLk4nm9fZnpzH9lURSqnUuawsMnn4f131HF5NMquhnLMZsE9K6hY9pn7Onjl4jj+eIbffnzHiu1nNXHbLbxvew19E0kO52Wf797sK0jaNhaZfSzGo7vq6BqLk1ZUPnSwuArdgdYKIvn+Z3uJZiTv31XLq1f8DEVS/OqDW0o7qEWwoODJarAYwROD9YcheKJzqwqeGKxfjGu3sSlV8GS+9KwvSymfnWLOMY21MOUYDqf4zvlRyp1WPrCvoTBC7Akk+P6lMerKHTisJr50fIAOn5vfenRHwaBjvRJJ5nj+7DACeHp/Y1GDjlcujPLHL1+l3GXlL376INX5oIavnBjgr167TmOFk7/8mUM4jdQtgxUiksrymX84iT+WobO9kt1NFXPerxuF1676uTwa5XB7FQfyTnlT25in9zXyTs8El0aidLZXsa2ujOdPD6NqGk/tbSzMXL3e5efCcJSMomExgaaB12XlA1O2WUkGgkm+e2EUn8fOU3sbSGcVfukfT+GPZfiVB7fwgUXql69HpJS8cnGMvokk92zxsauxnHeuT/A/X79OXbmD33lyJ44SBHcSGYXnzwyTVTSe2ttQaEsXu++ZKKrGt86OEIhnePSOelqqXFwcjvLj7gDtPjeP7Kpb0nFPMl8vNjnV/RTwgSI/q865oQiRVI6BYJLB0I116ff6Q8TSCt3jcb7+3hCxtMLZwQi9E8u/VrDcXB6NEsiv/XWNxYtu8y+nhohlcgyFkrx8cbTw96+dGiSZVegej/H29cBqFdngNuSVi2P0B5OEUzne7gnm79fYWhdryeRUjZN9IRIZlRO9ocLfzw7eaGN6A3FO9E5uE6R7PM5YNE0gnuXSqK5cpmqSE70h/LE0x3uC9AdTnB+OMBHPcmmkdHWzm+G9gTCxtEJPIMFIJM0Pr/jpnUiQyCp89dTQwl+wAYhnFC4MR4lnFE7269frpfOjRNMKXeNxzubFdxbiuj/BaCRNMJEtmLEsZd8zGYmk6QkkiKUVTg/ogjkn+4LEMwrnhyLEMzenRDefKcdI/uXDgK2IMceqs7XWg8UkqHBZaZiyJrG9vgyTENSW2zm2xYcQuvlGc+XquacslQ6fG4fVjNNmnmYoMpUHttdgNgnKHFaOTVnbunebDyEEPo+d/c2Gd7bBynFsiw+v04rNbGJrjSd/v27MfFvQ88O31OrpOTsabqxDbq270cY0V7kKebM76stprXLhspmxW00FAw+zSbCtrgyn1cLmGjeVThtNFS5sFtOqGZRsr9PbP5/HRk2ZnTs3VVHhsmISgge235y94nrBbbMUMgx25uN37t5UjUno6XSlriW3Vrlw283561Pa/Vts3zOpKbNT7bFhNolCjvz2fC53a5VrVUw5/jNwL9AOnEQPJntdSnl6gc/tBv4KUIFu4FNyjp0tZo1a1SQmwSydblWTBSesrKKtqUToYpmM0JwvdSqVVbGZdVP4mX9f6ylvY41a51Zfo1ZVlax6Q/HvVkj1U1RtVtrmzDZm6jZz1dXJbSY/K+XqnJ/JazezzJPXaq3bhuVm5vXK5pcbTKbS23uZj9xf7PUpdq/M/F5NUuiHSvnMTa9RT9n55/Jf6AQ+Dfwm8F+Bhe6AK1LKu/Of/Tt0dbPjc22sqBrv9gYxCcH+lgpO9oWwmk10tlVOO6HmIid3JJziyyf1den7t9Zyqj9EY4WTmjI7pwdCtFa52FK78BPXQDBJ13iMXQ3eaTnMP7g8zpmBEE/vb9L1XkMpDrZW4nXdWJ/7xntD9AeTfOxwC8ORNJFUjs7WCr55ZoRQMsvP3NmK11V8vWry+CKpLF946TJOm5lff2grp4ciuGxmNvnc/NM7/dSU2XlqbyPHe4NUu+3safYWrYjBRLZw3F6njXNDYTp8npKs33oDCa4H4uxu8hJNKfQHE+xvqbyl1KcMijO1Dh5ur2IikeH8UIRLw1GujMX46bvaONRayds9EwgERzqqitbH9YaqSY73Bgkns1wdi1PvdfBsZwt9Ewmu+XWRimAiw/a6crxOK0c6qgilFE4PhLCaTOQ0DUv+t1kIsorGpZEo9V5HQaffYjbx/JkhegIJnj3UUtB16PHH+cbpIRoqnNSW2dnV4KW2zM6JvhA5VeNIR1VR8RNNkwtuM8l4NM0Xjw/QUukqRDL/9x9ep2ciwa89tIV2n2dKm+AuzCSsJ4bCKa6MRtleX05ThZOsovFuTxC7Ve8DhBDT2uHNNR56A3H+9PvddFS7+dWHtwJwbjDCRCLD4fYq3HbLrONWFIVf/eIZUjmVP/zI3qImTMX2/U9v9/FOzwQ/f3cHB9sqSWSUae0wwDfeG2YgpPcBk8JXy6XdsWBHLYT4HeAewAO8B/wG8PpCn5NSTk1sywAD821/dijCO9d18/kef4LRfI5cudOyoBzc/3jtOpdGorzZPcFQMEVa0TgzGMbrtBJO5jg3GOXT9znndfeRUhaCDHoCSf7VsQ5At4v769euo0nJdX+CzbUepNQ7w2cONQNwfijCc+/2AzASSVFbpl+k0/2hgqk8wL95YP6w/T955SqvdfkBPU/aV6YHOjx/epjLeVPy8VgGRdWf6mvK7EVFUV65OMpwOM25wShlDjORlML5oSifuX9+M5KcqvHCmWEUTdLjTxDPqGhSMh7N8LEj8xuHGGx8ptZBl83M6YEwg8EkXzwxgMdmoW8iyeefvmPaNpNe8OuZSyNR3ro2wVvXA8TTCmUOKy2VTk72hRiOpPhx1wRlDguvXg1w39Ya7FYTXWNxhsMpTvSF2F7n4XogSVOFk3Ayy0QiSyydo8xhpa3KzV2bq7k6FuOf3tbbgGhK4T/mBS/+vx9do29CXzt+bHc9PYEkRzdVF0x2rGYTRzpmCyRdGYsVtrGYBHduqp7z+P7mjeucHtDXaLfWefDH0nzphF6W339J4a9+tpOXL4wyEtHbhF+8b9O6G2m/cGaYVFalayzOL92/mVP9IY736vdZucNKjcdeaIcHQyn++Nn9/N5Ll7g4HOXdngn2tXjZXl/O9y6NAZDOaTy2u37Wcf/JK1d5Pd/G/s7Xz/OXn5g9mJ25b4/dwl+8eg2Z3/fXfvkeXu/yF9a4a8vtjEXTfPG4fs4TGYXPPrG8mmCldPcfBqqB7wFfA745Zf16XoQQTwshzgN1wMSM//2iEOKEEOKE3++fZlRR4b4xUnVZF47k8zr1baxmQUV+1Go1mwoRqXarCcsCUyNCiIKQvnvKTWyzmLDnZQDLndZCR+e239jG67BiyY8sqlw2TPnpJ5/HzuQMfYVr4ejYaveNCMSafCctBIXRrEkIqvOvdUu14sc0+UBit5oK3sFOq3nB0Y9J3LBp8zgsheN2rWAOusH6YWoddNksuGwWzEIURnOeKVKNwKzc4fXKpBmCw2IuGGNUuW04rGbsFhNWs8A0xbjHZbPgslsQ4oatrt1i0v23LSYcVt38wSREoV677eaCmUW588Z5KXPodrp2i+7b7baZp7Udc5nsTL0WC53ncqfeJlhMAq/Dis9jL7RBk+WbrMN2q2ldzoJMtrmT5Zx+L5qntcOT1pxe5422sMZjxzHl2CbP8czjnhrbNJck6Mx9u6zmgnzu5L4n21iLSeCwmPE6rYV9e0to6xdLSXnUQohy9FH1MeAjwLiU8ljJOxHiz4EfSCm/Xuz/k2vU/RNJhICWKhe9gQRWi4mmBXRbQZ+qeO3qOO3Vbtp9bq4HEtR47HgcFq77E9SXO0o6efGMwlAoRVu1a5p278BEkosjUe7Z4iOnavjjGTb53NOmNS6PRBkKp7h/aw3BZJZoWmFzjZtzQxFCiSz3bvWVtI7y1ZMDeOxWHttdz3V/HKfNTF2ZnR9dDVBfbmdHfTnXA3G8TluhM59JTtUKx+2wmegNJGmocJSUShNN5xgJp2mrdpHJaYxG03T43POOxI01ap1bYY16ah1M51T6JpJE0znODUb44P5Gqj32adtsFAaCSVRN43ogSX3e3CaWzjEcTpNTVUYjabbWlIEJ2qrd+Zm1BB6HhXhawW03k8qqOCxmFE2lZyJFbdkNww3QpSf7JxK8b1ttIS00mVV4/WqAVp8LE6LQtgyFU+QUbV4DjFK26ezs5O233+XVLj9NFU52NOizj291B+j2x/nooRZsNnPheEptC1ebZFZhIJiiperGzGdPIIHdYipod0+2w/du8+GyWchmVb50coAtNR6O5oNs/bEMkVSWTT4PJpMoetz//E4/0XSWz9w/9wznzH1fHIrwdk+QZw414XXa0DQ5qx2e2geUmhZc6hp1KcFku9GDye5HX2ceQA8m+08LfM4upczkX/9e/jPfKbZtsWCy0Ugai1ksKIS+GiSzCv5YhuZKF6mcSjCepbnSOWcwQjiZJZ5RaK50EUxkSedUGiucBOL6tHW914E/pssR1pU7dNlCQWHKfJLhcAqH1bxs68M5VWM4nMrnmy/f1JfRUevcCh11MSbv/6aKtXeeK8Z4LA2SkgxxBkNJbGYT3eNxttV78HkcRFI5oqkcdosJiV5PPHZLYXZusUyt26UwGfdS7bEtepZirmsXSeaIpnMb6mFqJn/7xnXKnVZ+8pDu/5zIKATiejtsNonCVHS50zrLvGk+ro7FSOfUdWFAsmzBZMAX0CO9/ww4PmPteT4eE0L8u/zrLuDlEj/H5dEo3z43ikkIfrKzuaRR9UqRy4vBx/Ij5JFImmRWZU+Tl4eLJLGHEln+8e0+FE2yu6mcSyMxVE2yp8nLheEompTsbfZybiiClLCvxcuZgQhCwIcONBVSXs4NRvjepTHMJjEtOOFmeP70MP3BJNUe26JMyw1uX1RN8ty7A0RTObbWeXhqb+PCH1pF+iYSfP29IaSED+xrnDdQatLQ5o0uPxKodtv4/Q/v5ssnhgjEMkTTufzyj4naMgc/fVfboh+SB4JJ/uXUIFLCk3sb2FZC2tD3Lo1xcTiKx27h5+5uv+mMlUgqxz++00dW0bhrUzVHN8+9vr1e+bXnTvHt86MIIZiIZfjUvZt47l29Hd7ZUMZjuxt46/oE71wPYrOY+MTRtpJmDE/2hfij715Bk5Kfv6edx3c3rMLR3DylRH0/tZQvllJ+E/jmUj4bTGQBXfg/nMyueUc9maw+HsuQzAv4B5PZotvH0gpKPoVjJJJGLbxOoeVnL0bCKSYnMobywi1SQiiZoy1fpya/X9V0U4Tl6KhD+e8MJ3Nomrwl0msMVpacqhFP6/d/KFH8nl9LQslcoS6F56iTU7cFiGUUnFYzsYxCMJ4jq2ikcirJrIrFJJCAokli6dyiO+pI6kZ5Sj1fk9slsgpZ9eZTSxMZhWzeIGKhc7JemTQTkVJycSRKVrnRDk9ex3D+d1bRSGSUkjrqoXCy0A4PhjaOYcm6jAY52FpJKqtiNZuW1QB8KbhsFh7ZVUffRJLOtkrGohkGQzeE4WfSUuXk6OZqIqkcd2+u5tygrkpzdHM1pwfCZHIad22q0h1upORIezXHe4OzTA6OtFeRVTRcNvO8vqmL4dE76jk3FGFbncfopA1KwmE18+juOq77ExxsXX+iOnc0lhNOZpGSBacyj26uRpOS+nI73f44B1oq2d5QTjyrMBpJI4RAIkFCldtO6xKmjXfUlzGRyKJqGvvnMAuayYM7aznRq6dTLod5UGOFk2NbfUzEs9y9ZeONpgG+8OE9/Jt/fg+n1czvfnAPbvv0dhjgni2+gtBLg7e0wdxjdzQwGEqRzqo8m59S3wgYphwGN42xRq1zq65RG6xfjGu3sVnONerbGiklL50bpXciwV0dVXzj9DC9Ewk+fLAJTYPRaJpHdtUVXYsKxNP85xcuEk8rfOpYB9f9CbKKxgPba3i9O4CqSfY3e/kfr13HJAS/eP8mTvWFsVlMfPhgUyEVYCo9gQTfPj9CtdvGhw40L3ma7PUuP2cGwuxtruC+bbNlBqce9z1bfOzfAPmyBgZTyakaXz81xGA4iaJJqlw2PnSgaZoRQ07V+Pp7QwwGU6iaBkJPUxwKpRiNpnHbzOxp9nJnRzWNlU5+71sXUTTJ//nYjqJ1fiCU5PdfvERO1fiN928vRGFPJZrO8bWTgyia5On9jbOCSKcyFE7xrTPDuO0WnjnYvO7yn5eL1676OTsYZl9LBfdureGNLj+ff/4iNovgzz52gM21Hl48N0LfRJJ7t/rY21zBq1fG+Zsf91BX5uBzH7gDj2Ph7iyWzvG1U0NkFY0P7m+kttwxa98XhyP88ctXsVtN/Mcnd1Hvdcza93V/nO9cGMXntvMTB5qKtsNnBsK80R2gvdrNE3vqZ6lpLoY5W3khxAtCiOfn+lnyHjcYiazK1bGYngLW5S+8fvmCblKQVTTODRYXhD/ZG2Y8qq9rv3h2mGBCjwZ/rStAOJkjllZ44ewI0bRCOJXjxbMjxDMKwUSW3kDx9ZMLwxEyOY3hcLpgnL4UzgyEyamSM3kB+fmO+9xg8W0MDNYzY9E0Q+EUo5E018fjxPIGDlMZj2UYCqUYi6a45k/QG0gyHE5xbihCLJ3j4kiUSErhzGCYt65NEMrX21evjhfd5zvXJggmssTSSkFYYyY9/kThe+Yy4pnk0nCUZFbFH8tsqDXVxTKzPXr+zDCpnEIklePb50eJZ/RzlVU0zuTb2x9c8ZPJafQHk1wcKc2UozeQLLTDV/Pnfua+f3TVTzyjMBHP8k5PsOi+zw9HyeQ0hsKpOdvhs4NhsorG1bEYiXxs01KZbzj2R8Afz/NzW+C2mdmSNwO5d0tNwRjk4Z11NFc6sZrFtFzKqRxqr8Dn0YUVntjTQKXListm5thWH+VOXfHmqb0NlDkslDssPLG7AbfdTIXLSpuv+PrYroZybBYTDV5HyekfxdjbXIHZJAryd/Md91zHZ2Cwnqktc9BY4aC2zEFHjQeP3TIrKry2zF7Ypt3npq3aRb3XyR2N5XjsVnbUl1NmN7OnqYKjHdVU5OvtvVuKm13cuVnfxm03c89WX9Ft2n1uvPltti4g57mjoQyH1YzPY6O5cuOmWi3EnmZvvj3SZ+6e3NOAw2qm3Gnl8d31eOwWNufboz359uiB7TXY8lobuxpKa6PafC4q8u3wtrzhysx937e1BpdNT4u9s6Oq6L7vaFy4Hd7d5MViEmyp9UwT0VoKxhq1wU1jrFHrGGvUBquNce02Nsu2Ri2E2Ar8AbALKDw6SCk33VQJ15DBUJJzgxG21ZeVFFF9aSRK30SCg22V09aTfvOrZ7g6GuO3HtvO3VOesN/tCRJJ5Ti6ubpoFKeiarx5bQJVSo60V+WjvgX3bK5el4ISBgYbje9fGuPt6xM8saeBPU1e3rw2QSKrgIRqj72ovnYxusfjdI3F2NtSQZXLxueeP09W1fjck3eQkxqn+kK0VbvZWWQt2kBnPJZe8Dz1TSS4OBxlV2M5bdVu0jmVN68FsFvMHN1UjckkuDgcpT84ux2eysm+IIF4lqObq4uma6ma5K1rE2RVlbs3+3BYzXz91CAvnhvhyT0NfOhg87Ie+3JRSjDZ3wGfA/4EeAD4JKVphK9bvnN+lFhaoXs8zr95YMuC9pLfvTCaN+LI8VN36uYU3784ynfO6ZLnn3/hIi//+v2ALsE4KaYP8EgRUZSLI1FO9ukG5MOhJOMxPdexwmndECYHBgbrmXRW4W/e6EHVJAPBJL/8wBZO9oW47o/jsJpprHBSX+6gdQ7/90lUTfLSuRFUTTIcSZPMKIW6/ec/7GJrXRmjkTSXR2O0VbvmNf25nfnexXHGovOfpxfPjZDJafROJPnX79NNOc7kjUaq3Dbaql28fHG0oDfx8SImQcPhFK9d1a+Ppkke3zNbzOTKaKxguOG0Wji6uZo//UEXOUXjmj+xbjvqUjpcp5Ty++jT5H1Sys8DG3OOL8+kNGC507pgPrHFLAoi7VONNVqqXJjzo9+pMqceh6Vg0DGXEYfXaS2YddTn8/+EYFEyeAYGBsWxWUyU5yOAqz32Qn2zW804rCYsJlFShLBJUPieCqeV9mpXIXJXt5DNG3LYLPPaUN7uFIxL5jlPFXmDjcltJ8+tEHo7bTWbbrTDc7STbrulYIwyl56512WdZZRU4bBN2+d6pBSt7zfRzTi+CvwAGAK+IKXcvlyFWO016qyiR+s1eEvTvE5kdK3jlirXNOeZd3snONMf5pN3t2Gx3Kj4oXxU4Xw6u+PRNJqEeq+D0UgakyhNq3g9YqxR6xhr1OuHYDzLhZEIh9oqcdkshfo2qeNdWaLiWCqrMhpN01ThxGYx8Ua3n0xO5aGd9YURu6/MvixCJUthI1w7RdUYDKWoKbPPqWWezqmMRNLT2uThcAqr2VQwvYhnFAJF2uGphJNZoimFlirnnOlQ/liGnKoVDDfGoylevRrg/m0+astXVwVzOfOofw1wAb8K/F/Ag8DP3Vzx1habxUTHPI40oOfbjUbStFa7cE+x9wsnswTiGdqr3WytKaPKZUOYpnf2lW5boSEYi+ra4DP3N7VTLuYpvR6IpHKMR9O0+9zGiGGZWczDx0Z9AFhpAvEMkVSOjmr3rJmxKo+Ne7fWMBHPMBxOs8k3e5t4RmEknKKlyjXnA7vTZp5Wd49NiUUxm0RRZ6vhcApFlQtOrS+FZFZ3+JuvzOuNSaOTSWnlYiQzKtfGY3gd1sJxNc6QjlY1SU7V0KTETPFOuMJlW9BMZabrYG25k4903rxK2eT9uMnnvqmc6WKUovV9HEAIYQJ+VUoZW9YSrENUTfKl4wPE0gpt1S4+nF+3SOdU/vndfjI5jQ6fm6Fwiqyisa/Fy4M7Zq9Fj0XTPPduP1LCfdtqONS2/iQY5yKraHzx3X6SWZUttR4+sG99mTEY3N5Ekjmee6cfRZN0tldy79bZ6VKRVI5/zm9zqK1ymrCPlHodj6ZyNFcuT0MNelDU104NAbpk767G5Q0y+/LxAULJHPVeR9F12vXId86P0j0ex2Uz88l7OoqKg3zuhfOMRzPUlY/wZx8/MOv/WUXjuXf7SWXVdWkOE05mC/fj4fYqjs2RmrdUFhwmCSE6hRDngLPAOSHEGSHEoWUtxTpDk7JgvjEpBA+QVbWC2H0klSu8jqWV2V+CPmU+ubKQyBTfZr2iapJ0Tj+++AYru8GtT1pRCyO0uepWJjf3NpqEZP5vy1k3p9aV5a43UsqCcMZGak8my5rOaQWToplEU/o20XRxc0ZF08hMtkdztLdrSTp3Y8ZgJdrLUqa+/xb4ZSnl6wBCiGPokeB7l7006wSr2cRTexu47k+wd4ogSLnDymO76xkKpTjUVllQpelsL57q0eFzc+9WH4msWnI6yHrBaTPz5N56egNJDpRoLnC7s1HW0m8F6sodPLSzlol4dk6DnNr8NoF4hiMd080pzCbBB/Y10j0en1P0ZynsrC/XHfRUuez1RgjB0/sauTIaW/aR+kryyK463usP0+5zzSmB+isPbuFHV/y8b3txIRlZVR3kAAAgAElEQVSXzcITe+rpm1if7VG918GDO2oJJrIr0taX0lGrk500gJTyDSHE+nukmcJcFo6qJucMQpjJphoPbdXuwvaTn91RX8622jJMJkGFy8YdjXNXciHEnJ24pulPhyZTaWu/a2FLuaW2jC21C/vpGhisBAvd8wu5ZWmaZG9zxZzf0+5zF9aY59vX5P8URcOygLa+ySS4a9P0h4LFtDsL0VLlmjdIdT1S7bHz8Iw0VU3T0DQK57OzvWpWW6lpEiEorPdurStj6wx99VLaxZnnX0qJlEz73MxtZu67FFYytbaUjvpVIcT/AJ5Djwv4KPAjIcRBACnlqRUr3RI4OxjmB5fHafQ6eeZQc+Hkv3VtgrevT7Cpxs3T+xoXvAAvnBmmezzOnR1VjMXS9E0kObqpmr6grgX8vu21SzaquOaP81++dRFNwm89tp1d83T2oBtxfOvMMGUOCx893HrLCvMbGIAeC/KVE/pa7OO762c1zqXwrbPDXBqJksyoVLptPHpHPdvrZ39PVtH48okBgols0W1eOjfCucEIpwfDIOFn727j8d2z83Pn4mRfkNe7ArRUuvjQgSbDXhYYmEjy+RcukFU1fuP929jXMjt2Zzic4uvvDWG3mPhIZ0vR1KmrYzG+c36USreNZzubsVtmt4sneoO80R2grdrFT+xvIppS+PKJAbKqxocPNtHgdfK9i2OcG4qwt9nLQzvrStr3alPKcG4fsA1d9OTzwE7gALre9x+tWMmWyKWRKFLqrjNTTdMvjUQBuO5PkMmvLc9FRlHpzov3nxkM0xtIIiWcHggxFEohJVzOf99SeLcnSDKrks6pvH09uOD2V8diKJoklMwxHEkteb8GBhsBfyxDIJ5F1SSXRxcfu5pTNbrG4iQzKt3+eP57itdXfzyDP5Ypuo2ialwZjTGRyDAYTKJJyZvdE4sqy6WRGFJCfzBJPLuuJyJXjRN9IeIZhayi8da14u3fNb9ughFLKwwEi5uRXB6NoWqSQCzDeDRTdJvJ/qA3kCSRVfXrkN/3tfFEYZupv0vZ92pTStT3A6tRkOXiQGslkdQ4TRUuKqeE6R9qq+Tt6xNsqfUsmNZgt5jZ31LB1bEYh9ur8Mcz9AYS3L25moFQisFQkgOtS4/gvm+bjzev6TaXD8yxJjOV3U1eBoJJyp1WmitXN8/PwGC1qfc6aKt2EUxk2bfA9HYxrGYT+1sruDwcLZjfzDX7VVdmp8Pnxh/LzNqXxWziYFsl5wcEkcYciip5/x2zszvm40BrBW90BWirdlO2RrnW6417tlTz6lU/GUXlwZ21RbfZUV9O93gcu8U8ZyrtvmYv49E01R4bDXOkuB5oreTH3QHafW7cNjObatzUDTnIKio7GvTZk0PtlZwbjBSWUkrZ92pTiuBJHfD7QKOU8nEhxC7gqJTyb5arEIYpx8bGEDxZWVY6j3ojiGYYFMe4dhub5RQ8+V/oUd7/If/+KvAlYNk66uVkPJrmresTNFc6OdS29Oi7588McbwnxFN7G7hzRnCIgYHB6jMYSnKyL8TmGs8s69VIKsfrXX49RUZKNteULWs0t8HSea8/xNffG2Jvk5ef7GxBUTVe6/KTVTTu31ZrxNyUQCkdtU9K+WUhxGcBpJSKEOLmXLBXkFev+hkMpbjuT/D/s/fm0XFd953n577aF1QBKOw7SXAXN3EXtViybNmWLSmWLW9xErfTPun0Mkk6k07S6dOTpE+S7p5Mn+7OJHOcZJKM03bbbVuJbdmyHS+xrJWkSJEUKS4Asa+FQu3bq/fu/PEKRYAoAAUSIAHifs7hIerVW371lvt7997f7/vbUu9fUqWmHMlsgS++bgmV/NXLWeWoFYo1wI/emSCczHM9nJo3hfVa7xRXx5OcG4rSGfLRN5Wmu8GvnMAa4K9f6WMsluXyWIKHt9UzkciVCm4E3A4e6F5ZcZB7kUocdUoIEcKK+EYIcQyIrapVt0F9lYuh6Qx+l/2WH1K3XSPkcxJO5ufJ2ClWho0+nK1YPnV+F+FknupikYbZzMhCBjwOXHaNoMdRVgFLcedpCXoYi2Wp9jgIuO2Y0spjN6WcJ+epKE8ljvrXgG8AW4QQLwP1wEdW1arb4JFt9WxvqqLa4ywbrl8JdrvGHz27l2sTyUXzpBUKxZ3jid1N7GuvptbnnJeXfH9HDW3VHlx2jVTeKLuO4u7wr9+zjfMjMTbV+XA77TQ57fz88S5005xTeVCxMJVEfb8phHgE2A4I4LKUsrzO2yogpeTKuKUTW0mivxCC5mLpyFzB4Op4kuagm9AybwjDlDhs2oKSd7fL9XAKw5R0N/hXZf8Kxe2SyRv0TCZpq/Hc0hTSSpM3TCKpPB6HrWzmxkyhm+CsZmIsliWSyrO9qWqe446ldQan02yu993ztaSzupVy2lLtobbCymErRUFabenspnShMpQzmKbJD9+ZwOu0q6FxKnDUQoiPAi9KKd8WQvwOcL8Q4j/cKaGT0/3TvHTVKgb+3OF2WpcxFP3ihTF6J1O4HBqffXBTxT3smaIc6bzBxZo4z62QYP8M1yYSfPOtUQDeu7tR9doVa5JvnhtheDqD12njFx/afNd7qC+cG2UgksbjtPHZBzctWdEtms7zlVODGKZkPJHl0e03UoFMU/LlUwOkcgYt1W4+dnh9FLi4VV68MMb1sNUW/uKDm+/otMCtHPurbw7ztdNDpc8b3VlXcrX+nZQyUdT4fjdWtPefra5ZN5gtTpLTlxfDNrNtwZCYi2uczMGUVjm1m4+/Usz5Tauwf4ViJZi5N3XDZKk0zjtBvvhM6gWr1GEl68+MiM0UdJjBKr1Y/G4DPIP52W3hHb6Wt3Ls1CoWN1mPVKT1Xfz/SeDPpZQvCCH+wyraNIcjm2rRhMDnsrG5fnnDxE/sauLccJT2moXF4MvhsGk8vb+V6+HUvDSQlWBnU4CsbjU2tyLooFDcCZ7c08yFYWtu0b4G6pG/b3cTF0ZidNb6Khoda6hy8/49TUwl89x/k0CRTRM8vb+F3snUuipwcas8sdtqCzvuQh3rWzn2Jw5bo5hep43HFxBF2UhU4qiHi1rf7wH+oxDCRWU98RXBYdM4vuXW0qOCXkfZOrWVcDvi9/mCSa5gUOWeOw9TMExMCU67tq5qUys2JrU+55waznebGp9z2c/z1oYqukJmWQfRVuOlrcaLaUqyurGoEzFNSd4ov5/1wO20hStx7MNdtbiWMdzudtr5zIlNS64XS+fxOO33fIR/JY76OeB9wP8ppYwKIZqB/311zVq/TMSz/Nvnz5PMGXzmRBfv3d0EwHQqz5dPDaIXTJ450LruKuAoFOuNrG7wpTcGiGV0Ht/ZWHZ0LKsb/M83Bogusc6XTw4ync4vuI5iYV7pCfN6b4TWag8fOdi2YoVJvvHWMF98fYBqj4M/enbvmgh4XC0qifpOA1+f9XkUGF1No9Yzl0bjxIuFzU/3T5cc9XA0Q6ZY9L1vKnXPOmqVH61YK4STOaJpK0Gld4FprKlUnuniOj2TybLrRFJ5Iqn8ousoFqanWOBoOJohrRv4V0jz/HR/FClhOq1zbSK5YEnhe4F7e7zgLnB4Uy07mgPUV7n40L6W0vLuBj/ttV4aA27uU1HeCsWq0xz0sL2pipDfyf0d5WNBmgLu0joLTUc1BdzsaKqi1uecN9etWJqjm0NUex0c6KheMScN8NS+Fur8Tu5rDS5Zm3y9c28nD94FvE47v/vU7nnL3Q4bHznYdhcsUig2JjZN8IE9i9eOrmQdTRO8f4l1FAuzrbGKbbdQU3wpDnbWcLDz4Irvdy2ietQKhUKhUKxhlKNWKBQKhWINoxy1QqFQKBRrmFWboxZCHAX+C2ACJ6WUv7pax1Io7mVWI5K+74+eXPF9KhSK1WE1e9T9wGNSygeBBiHEnlU8VlkyeYPT/dOMx7N3+tAKhWKVGZhKc3YwWpL7VaxN0vkCp/unmVDt8C2zaj1qKeXYrI86N6RI7xjfuTBK/1Qap90qyrFeVYUUCsVcppI5vn5mCCkhksrx2I7Gu22SYgG+c36MgYjVDv/iQ5UXR1LcYNXnqIUQe4F6KeXFm5Z/TghxSghxanJyclWOPVNWzVylUpUKheLuMPuJVh3qtc1MIQ4pJWugtsu6ZFXzqIUQtcCfYMmQzkFK+Xng8wCHDh1alcv3vvuaeHs4RttdEKJXKBSrR53fxVP7Woik8uxpUwJCa5n372nm7eEY7aodvmVWM5jMDvwt8Os3DYPfMfwuO0c331pBD4VCsbbZXO9n89qpGaJYANUO3z5iterMCiE+Afw34O3iot+SUr5abt26ujrZ1dW1KnYobh1TSgqGXLIyTV9fH3fy+hmmVdfWsQZKL94L3Onrp1g51LVbOximxJAS5zLapdOnT0sp5ZIbrJqjXg6HDh2Sp06duttmKGahGyZ/80ofiWyBHU1Vi0ooHjp0iDt1/aaSOb74+gAFU/LI9nqlvbwC3Mnrp1hZ1LVbG8QyOn/7Wj/5gsnxLSGOVTiCIIQ4LaU8tNR6qkuiKItumCRzVhWwSDp/l625QTxboFAMDpxOrR27FArFxiWVK5AvWFGNq9EuqaIcirJ4nXbes6uRvnCaQ11rp9faFfJydHMtiWxBzXspFIo1QUu1hxPddURSOY5vqVvx/StHrViQM/3TvDUcI+Rz0hhw321zABBC8MASD0JWN/jBpQkkksd3Nq6LSNNXroUZjmZ4cGsdzUHP3TZHodiwJHMFfnBpHJdd4907G8vGwoSTOf7x8iQhv5NHttUjhODIptWrh60ctWIeUkomEzm+eW4UgP/xRj/Htqyf3uvbI3GujCcAaAy4ObxAQXkpJUKIO2laWaaSOV6/HgHgp1fDfPRQ+12xYzlSpUqCVHGvcnYgSu9kCoC2Gi/3tVrpf7Pbi1d7phiIpBmIpNnaWEVr9eq+XCtHrZjDt86NcG0iycH2Gur8TsLJPJvrfHfbrGXRFHRj06wHqmmBkYDBSJpvvDWC12njuUPt+FawoP1y8bvtBDwO4hmdllV+4BUKxeI0Bd0IAXZN0BBwYZqSb7w1Qt9Uioe21nOws4aWag/XJpJ4nTaqPY5Vt0k5akWJXMHg6ngSgCuTSf7js/sYiWXorl9fjrq12sNnTnQBUOUu/xBdHkuQL5jkCybD0cyqFLavFJfdxs8e6yCZLRDyu+6aHQqFArob/HzmxCbsmsDnspPI6lwPWz3si6NxDnbWcLCzhs11PjxO2x2ZWlNR34oSLruNvW1B3A4bBzqq8bvtbGusQtPW321S5XYs6KQBdrcGqHLbaQ666aj13kHLyuOy25STVijWCEGPozTK5nfZ2dlchcdp40B7dWmdGp/zjsW/qB61Yg7v3tnIu3cuXuCgL5xiPJ5lX3v1ugjUKkdz0MMvPrT5bptRYmAqzWgsw562IF6neiwViruFYUreGorismvsbgkihOB99y2sI3EnUC2CYlnE0jp/f3YEU0qmUnk+sIgQiqIyElmd588MY0rJeCLHU/ta7rZJCsWG5czANC9dDQPWSFd3g/8uW6SGvjcUPZNJvnp6iAvDsVvfiYCZQGltDURMV8qF4RhfPT1Ez2TybpsyDyEExdg3bOvonCoU6w3dMPnu22N8860RUkVBp5uZnQmirZHHUfWoNxA/vDRBMldgeDrDzuZAKTJ6OQQ9Dp492MZkIsfO5rsXgLUcDFPyD5fGkRKi6Txb6u/+G/Js/C47zx5sYzyeZWdz4G6bo1Dcs1weS3BxJA5AyOfkge75mgwH2qtx2TXcDo3Na6StWNJRCyEOAQ8BLUAGuAB8X0o5vcq2KVaYxqCb5ESShoDrlpz0DK3VnlXPG1xJbJqgocrNeDxLU3BtCLfcTEu1R6VmKRSrTH2VC7smMKSkYYHUTU0TpdzptcKCjloI8RngXwLXgdPAZcANPAj8GyHEBeDfSSkH7oShilvDMCXj8Sy1PidP7mlmKpmjxudEN0wmEznqq1wLVqHK6gaRVJ6mgBttrYwBVch0Ko8Ean1OAD56qI3pVJ66WZHVE4ksboeNwCLR4StBrmAwlczTGHDf1guSQqG4PRoDbn7hRBeGKan2Wm1DJW1hJSRzBVK5wqIqjrG0jm6ac9qhSlisR+0FTkgpM+W+FELsB7YCCzpqIcTPAT8P2IBPSSmHl2Wd4rZ58cIYV8YT1PqcfPpYZ+kt8iunBhmeztBa7eG5w/OVsAqGyRdfHyCW0dnVEuCJ3U132vRbZmAqzfNnhpFIntnfSledD4dNm/MGfWE4xvcvjuOwCT5xpGNVU6O+cmqIcCLH5nofT+9vXbXjKBSKpbk5bfP5N4cZjmZorfHw3C2qAiayOl94rZ+cbvLg1rqyaohjsSxfOTWIKSVP7mlm6zK0GxZ01FLK/3uxDaWUZxf7XgjRCjwipXx3xdZsEKSUXByNY5pwX2tgVWUsh6bTDEczpPIFdNPEpVnpVOFkDoDJ4v83kzdMYhndWidRfp21SjiVwyyWbw0nc3SVUVab+U26IZlO62UddVY3uDAcozHgpr2Ya31tIkk8q7O3NYi9grdvw5REkvk5x1QoFHePS6Nx8gWTPa1BNE2U2sDbeT7j2QI53Vx0P+FkjvF4tjTKuSKOegYhxCasIfCu2etLKZ9aYtMnAJsQ4gfAReBXpJRGxZbdw1weT/C9t8cBMKVk36wk+pXGMCXJrI7XaZsTpf3eXU28PRJjd0v54CWv085jOxrom0otqJW9VtndEmAqmceUkj1t5eeaDnXVkM4b+Fy2BSVSf/jOBJfHEmhC8AsnukjlCnzzrREA0jmDB7cuXSXHpgneu7uRK+MJ9rWt3nVWKBRLc20iyYsXxgAomJKDnTU8sbuRt0fiC7aFldASdHN0Uy1TqTwPLFAXwWHTSGQLGKZcdsZMJVHffwf8JfBNwFzGvhsBp5Ty3UKI/wg8DXx95kshxOeAzwF0dHQsY7frH8GNi7TczvR0Ks9Prk4S8rk40R0q2xsfjmY4eT1CZ8hLyO9ke1MAl2Nu76+7wb9kfuC+9upVfYlYLVx2G+/ZtbhoC4BEIhf5Pp7ReWcsTtDjWPZ1ms3O5oCK5lYo1ijdDVV0Nyzeuz0zME3/VJrDm2oXDKQ1pdXxkgs0KjZNsKnYKXAtUyiqEkedlVL+t2Xt1SIG/GPx7x8Ch2Z/KaX8PPB5gEOHDi3WXt5zbG+qwpQSw5TLfot7tXeK3skUvZMpuuq8tNXMl7/88eUJJuI5rodTfOJIB0PTaTpqvbcVKHGvcbIvUtI1b6/xlH1QhShKCTrt5AsmLdUentrfQiJb4L7bePtWKBR3h+4GPx/Y00y+YFbc9qZyBX58edL6O1/gU0c7560zHM1wss+qgGfXNJ7cO18I6laOPUMljvq/CiH+PfA9oDT4LqV8c4ntXgH+afHv/VjR44oi5XpYE/Esf392BIdN8OGDbaVo5MFImm+dGyXgsbMpZL2RuR02ggtUbWmscjMRzxH0OBiYSvFGX4RwMnfXZfBuhctjCf7h0jhNATfPHGhdsajpcCLH350dxuPQeGp/eSWwthovI9EsPpcNf1H3d63lYCsUCot8weT5M0NMpfK8b3dT2RzoRFbn1Z4wuiFpDLgWTNGajcuuEfQ4iGV0Gqus9Xsmk3z37TFCPic/c6CNoMeB22Ejqxs0BhYOTN3edGvaE5U46j3Ap4HHuDH0LYufF0RKeVYIkRFC/BgIA//llizcQFwZT5IsquX0h9Ol+dWLo3GGp9OEEzaObQ7xqWMd+Jx2fC47E/EsVW4HHueNoZR372zgvtYg1V4HX3x9AN2QXBpN8K7tDetOm/v8cIx8wWQgkmYqmavowaqEgUiGkM+JJqBnIlnWAZ/orqPa46A56Cmdt/F4llhGv6vVthQKxXzG41lGolnAqklfzlH3hdNMp60g2SvjyYraE7tN49n7WxmIZNjdUlXaf043GYlmGY9naa/18pGDrUwmc+xqXjgHO5bRMUxZShutlEoc9UeBzVLK/LL2DEgpf32522xktjX6uTgaw2HT6Ky7MaTdP5Xix1cmcTtsPHe4jYbiW92rPVO81juF12nj5453lZy1EKIk7LG3LcirPVNsbfSvOycNVlT8WCxDc9CzoilU79pez/nhGFVuO4c6ywfLvXwtzBvXI/hddj59vJPxeJbf+bsL5AsmHz/cwc/cr1KtFIq1QmPATXPQzVQqv+DQcmedlxqvg7xhsq2xstGxgmHy9TPDRNM64/Esj+9qZHdLgMFImjq/k8aAm0RW56unh8nqBpm8wcEybcp4PMuXT1rpWR/c27zkvPhsKnHUF4BqYKLivSpKXJtIks4X2N0SnDNs+50Lo+iGyQd2N/Ltt8exC40P7G3mcw9vmbeP6ZRO0O3AZhNMJHJsL6Y0j8ett8d03iCR1ef0qmc41FXLoXUWtT2bHU0BdjTNfeh6J5MksgV2twTKpkiZpsmLF8YxpeQDe5rQNI1wMkf/VIqtjVUE3A4OddXyN//kyJzthqMZxmJZdrcEcDtspfObzBVIZAv0hVPkC9ag0oxmeCKrc2U8QUetj/oqVaZSoVgtxmJZhqNpdjYHylaYc9o1Pn5k8cDkgNvBA9115AuVi45kCyZDkQzxrE6115pubK/x8sCWECGfC6ddYyKRJasbRTutGeJwMst33x5nX1s197UGmUzkMEwrHGsinltxR10NvCOEOMncOeql0rM2PIORdCmdJ5UzOF4M2//uhTH++uU+AF7rmaJn0ipKLjR4f5l55O56P6/0hPE4bXSFbvS0TxR1ahsqnGu5FxiJZvj7s9Y5TeYKpXMwm2+fH+MLr/UDYEjJh/a28NXTQ2TyBpdGE/zssfnBIMlcga+dHsIwJaOxDB/c28KDW+vQxBRNQTf1VS5ObKnj7FCUSErnY0csYYRvvjXKeDyL2zHN5x7erJTHFIpVIKsbfPX0ILoh6Z9K8+H7225pPz2TSV44NwpYWhH3d9QsuY1dE2R0g3hWL+kzvHR1knNDMYSATx/rpLXaw6GuGiKpfKmd/+PvXqE3nOLFC2P86afuZ3tTFaOxLPmCyf6O5WXTVOKo//2y9qgoy+xEIHPW33nDJJLKIwQkMjovXhjDaRc8vLW+1FusD7h41/YGwHL43zo3Qq3PyQNb6njmwMYafp2dHmAukAcx+/yaxaiKmVVnvhmPZ/nzl3qp9jj4pYe3IKVkJJohmtFpKAaDNFS555xfu13jf3v3tpvskXP+VygUq8tC6U+VkNMNXuudomBI9rdXHnktBMx+BZ9tg8Sabnxoa/2cbUoBXVJimhKHTasobbQclTjqAWBUSpm1DBYerBxpxRK013p5cm8zyVyBvbNE3p/Y1Ui+YFIwTFqDbhKZAkJAOldguBgM0VDlLgnDH98SwueyE/TYuTKeLKUVdYZ866o4xkrQWu3hQ/uaiWcL7FlAOP+De5qR0nLST+9vRtMEzx5spS+cZnsxCOxLbwxwfsgq97mrJciB9mrcDht+U87Jc1+KD+5t4fJYgq6QV/WmFYpVwu2w8eH72xiaztyWMMnV4lSkKeHKeIpHdyy9jWFKXHYNv8tREip5aFsdNT4HtT7XgkPov/aebbx4YYy9bUGC3uUFj91MJY76fwEPzLa7uOzwbR15gzATHZzMFXj+jQFyBZOn9reUNJ+vh1PsbAkgEGxq8DPdH8WmCUL+GxfWYdM42GkN0UyndS6PJXA5NMKJLN84O0JjwMVT+1oqkrS8F1hqbkfTtHma2g1V7lIQHkBnrY9Xe6awa4KOGg8uu8Z0KsdkMs++BdTMynFtIsHJvgjxjM7juzbG9MO9StdvvlDxun1/9OQqWqIox0pUmOsKealyOzBMWRIfWQqHTRDLFBiNZdjeZAWguey2OQFj+YLJ350dJlJMDeuq89EYcPPzD3Tdlr0zVOKo7bMjvqWUeSHE7b0ebED6winCRc3nd0YTJaexqc7HYzsbsGuCXc1BdrcEsWuiVNnlZg531dJe48XvtvO9t8fI6gb9U2nCyfyaLeG42pimJJzKUeN1Vizq8jP3t7K9yU+Vx0F7jZdwMkdrjZeQ3woOmWEykaPKbV8wYv7MQJR8weT8cIyHt9XP2VahUKwt9rXX8Icf3kOuYJY6UQXDJJLOE/KVL/+bK5g0BV0EPXZc9vLtwHg8S384hW5YbUG5+gK3QyWOelII8ZSU8hsAQoinsfKiFcugI+Ql6HHMuUHACib7rz+4ihDwr9+7vdRzXowZh7yrJcDwdIaGgGtOD3yj8eLbY1weS1Bf5eJTRzsqLnKyq+VGz7nG62RzvZ+RaIbdxeWv9IR5vTdCldvOzx7rLOus72sN8npvhG2NfuWkFYp1QGdorhP9+7MjDETSdIa8ZYPU/C472xqr6JulbXEzPpednskUsYzO7lWoZV2Jo/4l4H8IIf6k+HkISwBFsQwCbgf/5MFN85ZfHk9YQVESLo/F8ThsOO1izvCuYUoujsQJeOxzbrIdTQG2N1atavWt9cBozJrXDydzFEyJw7b0+cgXTL59fpSQ38lDW+uxaYKPHGxDSlk6n2PF/SayVnpWOUd9bHOIo5tqN/w1UCjWK6OxTPF/63mfqW7ostvobvAjhODp/a1z2oabSecLNAXdBDz2ZcW4VMqSjlpK2QMcE0L4i5+TK27FBubp/S0MRNJowsrN++7bY8XloqSs82rPFCf7IggBHz/cMWeIWzkIeHR7PW8ORNna4K946PsLr/bxvYtWBTOv014ayZh9Pk901yFlmOZietZCqGugUKxfHt/VyIXhOPe1WkFqbw5E+ckVS9v7mQOtpbnsxZ5zt10jmtHJ5AurkgGyoKMWQvws8EUppQnzHbQQYgvQLKX86YpbtU74g29f4tpEkn/xaDe6YZZKnF0cjRNL65zYWlfS656Nbpj89GoYw5Q8tK2Of/fBXQC8ci1MzzJl81oAACAASURBVGQSmybIFW5UBDWKuQBS3vgbIJLK82rPFI0B17oWNbldLo7G+OZbIzy0tY597dUkswX+/KUepITPPbwFv3v+bZ7OG0RSeWyaIF88128OTDMSzXBsc4g6vwu7JnA7bMuudKNQKFafWFrn5Z4wIZ+To5ut3OXXeqeIpPKc2FJH0Du/7TVMyUtXJ8kXTB7eVo/bYWMsluXCcIx6v5MdTQGyulFqh2cEjpbCBGzCqpA146fHYllO9UfoCvlKGTy3ymI96hBwRghxGjgNTAJuoBt4BGue+jdv6+jrmNevT/HCOUt44w++fZET3VYO3UQiy3TK0pK1ahE3zdv24kics4NRAIJeR6nesyklXqcNmyYwZ72UHd8cwue0EfA45qRjvXR1kt7JlKWMFfLOiWreSPzJD3tIZHV6JpN89FAbL14Y47Veq5JNY9BdttpNd6Of9loPHoeN+io306k8/1iskJPVTT5ysI2fXJ2kL5zmyriVfrWSEqYKheL2+Om1MFfGE4CVCiuxRh9n+MCe+eJR74zFOTNgtb1+t50HttTxlz+9Tr5g0htO8sj2BqR5ox02zMp6x7oh8TqLw97FjvcP3hlnIp7j2kSSzfW+smpqlbLgllLK/1qcl34MOAHsBTLAJeDTUsqBWz7qOsU0Jd+5MMbQdJpdzVW47DZyBYP2Wi9Ou0a+YNJU5ebVninSeYMdzeXTiJx2jXNDUaSER7bfSJKvr3LTHPSgCUHNrKjvyWSOs4NRAm4HnSFvKfIw5HPRO5my8n9dt34T3Cl+fHmCd8YSHO6qKauFW44fXBrnb1/rp73Wy+88uatswFZ9lYtEVifgtuN32miv8ZbqR3fUzi8DClZFHN2Q2DSJx6HhcdrwOm2k80YpMC/kc9EXThe/W/vnV6HYSBRMkzf7p4tZGRp2m1Zqh0PFohcXhmP89FqYrpCPJ3Y3UuN1ogmBKSUhn/XiLaWleDgTqW2zCcZiWRw2DZejsmmtKredpqDb8gFFlciQz8VEPEeV24HzNlNnF219pJQG8P3ivw2LbpjEMzoCSm9ww9Esf/Hzh7g8luC9uxpI6SaJbIGcbrCpzodumAisIAO9IOcMw2R0g5ZqD1LKOUMr25uqqPE6sNu0OdVVLgzHSgFNQ9OZUqWnE90hanwOGgPuNe9ICoZZepM93T9dsaP+3sVxYhmd5Gica5OJspVp/vQT+/nWhTEe2VaHzWbjge46vE4bhmTBKHrThM7iC1Yqb9DqsPHRQ22MTGdKUZsPba1jc72Paq+zrI66QqG4ewghaAi4CLgdpHIG7bUuPn28k2S2UMq3PjMwXZQOjvPg1jpaqj28/75GMgWjVHLyQHs1TQEXzcVtCqakM+TFYdPI5Csb+g64HfOO/d5i8Y46v+u2NS7Wduu+BjBMyZfeGGAqmWdPW5C2Gg8j0Sw7mwNsrveXAr4CNhsBt4NM3qA56CGe0WkMuPmrl/vQDZP33ddUKi6Ryuq8fC2MKeHhm2Tnyml2b2us4up4Ar/LTkvwxtD3yb5pXr4WXjR9aK1gt2nsaKri8nh5Z7sQDVUuXr4apsbnoGUBPfOXeyOMxXL8+PIUnzjiZSSW5SdXw6Xt28v0qm1C0Bu2RiN8Tmtk5PkzI8QzOvFsgQe66xBC0FZTvkeuWB8sR8REsb7onUzyem8En8vGZ4sZNQG3Y05c0K6WAC9dDdMZ8uJz2rg4GuMPXriEYcIvPbKZR7Y3sL+jGtuwYG8x9cquWW2DQ9OW9YJ+87E1TZRte24F5aiXIKsbTBWFSkZjWT59rBPTlGg3JcYPRzNMp/LsaKrisR0NRNN57Dat1GMejWZx2jTyhslwNENDMYp4tFihaTE21fn45Xd1o2mCgmFyYThGjc/JSNRKK0hkC8Qz+pp21ADv39PME7ub5p27xegK+fiZAy1omoa+wMvtjOzqRCKLbkjGYlmuTSSQEsaKtWJvpiBNumbemnWDZPEcWvuzzmu+YJbyszeqmIxCsVaYTOQYjWXY1liF22EjmtZpqXYjhGA8kaOtzHN+sLOWA+01pTbnyliS4ekMBSm5OBLjke0NvHtnI49ubyitY5hwqLMGEGTyxrx93g2Uo14Cn8vOg1vruB5OcWyTFVl4s6OJpPJ89dQQppRcHU/QH0kjJdzfUc2ulgDpfIE6v7NU9elQZzV72qopmJIP7Zsf8FCOmWO+dC3M2YEomhA8sbsR3TBpDLjXTfWs5ThpsFKkTClpDnoWTJF6ZFs9b/ZPs7UoOjI0neLiSByAgal0KVhvjh0IplJ5ax7KbiPkd3F0Uy3D0UypItcP35ng0mgcuyb4hRNdVJWJ4FcoFKtPrmDwlVODVtDXZIpnDrTy8cPt/NUrBi3Vbg60LzxKN7vNSWZ1JhI5JDCRyJVdZ39HNVOpHE6bNkec6m6ypKMWQriAZ4Gu2etLKX9v9cxaWxzuqi3b2M9gmLJUySlXMEuVVQxTMjCVYjqt01ZzY8jabtN4aKvlgALupRXFkrkCL18LE3A70Is9dFNKan1OPnrIKrc4lczxxvUIrTUe9rYtr4TaWqYp6C79xoXobvDT3XCjCHzBkCUpQN2wzte1iQRXxpPsbQvSVuPF5bCVpiJmrpfPZcfvsuMqBqxF03muTSSocjswTUsI4bXeCPGszoPddfjWQQCfQrEeuB5OcWk0zq7mQFn5TSnh4kiMkViWGZ/aXO3h0e0NhPxONM16Zk/2RZhK5nmgO1Q2NdaUslRTeqFOg99ln1cr4G5TSUvz90AMK0Urt8S6G5L6Khcf3NtMOJnnQEc1fVMpYmmdaEbnHy5NAFb1l8d3NpIrGNg0UUofqnI7Fn0JAEtmdKaH+IE9TQQ8Dmp9zjm96B9dnmQwkuadsQSdtb6yOYQbhY6Ql/YaLxLJpnovhin59vmxYq3pLJ99cBNHN9fitGv4XDY6Ql6i6Tw/fMe6Vum8wbMH2xDCEt932jUKpknfVJrXeq30D7smePdOVUROoVgJvn1+lHzBpG8qxS+/q3ve9/GMznA0Q1Y3uTphSXq8fC3M5TEruLetxoOU8NNibIqUkveXSc/61NEOIqk8ad3kVx/fNu/7tUoljrpNSvm+VbdknbO1sYqtxXZ7pqd2dnDakrU0JD6nraQTOzCVRgjrLbFmlkOdSub41rlRnHaN45tD/OjyBD6nnfZaqzdu1wT1VW62N80v81bjdTAYAa/ThsuxsTWnPQ47JiARuG12NGHNb10PJ7m/GAUeSeV5eySGz2VnS70ft8OGx2kjkzeo8VnXpDHgpr3Wi9txIz3LrgkKpqTGt3G11RWKlabW52QslqW2mJYaTuZ4odgWPr2/BZ/LhimtLBq33eoJ5wsmbw5ME3A7cNs1NO1GetZCRY1sNhu/8p7td+x3rRSVOOpXhBB7pJTnV92aFSKazuNz2SuWk5zBMCXxjE611zFHLq5gWKlXNT4numGSyhUWvBEAYuk8yXwBj8POie46crpBV52PTN7AkJKOkJdPHe3ElJLGgJtUzqpHfWk0QSRlBa796J0JohmdaFpnb3uQjx5qw+e0L+ggHt3ewNaGKmr9zjUbVLbQ+V2KWFrH47RVXPQiVzDoqPFgSsgZJoYp8btstFZ7cBf3cX4oxmAkjcOmMRBJs62xik8d7WA6dWOa4pFt9dT7XTQH3XicliP/2WOdpHWjJDwjpSSa1gl4HKoetUJxi3z4/lbGYtlS0Oal0Thj8Swa0DuZojPk5UhXLZFUvqTyZY14CQJuO8lietZzB9uZTGbnFNyZTuWpctvXdRngxSREz2OJodmBzwgherGGvgUgpZR774yJy2Om4lGN18Enj3Yuq6LR82eGGSw22k/utYZNDFPypZODhBM59rQGGZpOM53WObKpthR0NJvhaJp/+/wFsrrBzxxopaPWS1Y3qPU5+X9fvk7BsALIZtK6BiNpnj8zjMAqRu60azhsgiObavnR5QncDsvBLBXIpGmCjtDaTiX62ukhhqMZdjZX8b77Kguie+N6hJevhQl6HHzqWMeCZeZm47Lb6AmnrL8dArtNI54t0DeVLk0XjMWyfO/iOE67xjMHWgBrGmL2eZ5Jf5t97Bqfk9mZ2d+7OM7FkTjNQTcfO9yudL8VilvAZbfNKThk1wTnBqM47Bofvt/qpOxoDjAYSZcc9Rdf7+dk3zR2TfDs/a3U+pw8f3aIVM5ANyT72qv58eUJzgxEqaty8ckjHev2ZXqxHvUH75gVK8hQxEqtmU7rJHMFau2VDVGapmR42tp2aDpNNJ1naDpDU8BNuBgd2BtOksoZpXXK0TuZKoX0906m+M3378CU1hviTKrWTPqPKSWRlF6SqTMl/LNHtpRUtYQQ+F02fE47l0bjVLnt6zav1zAlI8UqNYPFa2SakisTieLwfvnfNRixznMsoxPL6DRU2RiaTpPIFtjeWFU2ICRXMDnQbgXU5QsSw5TUV7mo9TlLASZjiQzVHjs2IRiezrCzOchEIstEPMe2xiqcdq3ssW9maPpG5R3dkDjt67MhUCjuJomsTv+UVWqyyu2gYEi6Ql5smpU+qWmC/W1BBLC1GDg6NJ3BpglLOrR3isagp9Q+D06n2ddezWDx+QwncmR0Y10oOJZjMQnRfgAhxBeklHPKWgohvsAaLXX5QHeIl6+Faa32zlH3WgpNE7xrez2XRuPsaQvy5ZODpPMGrTUejm8J0RdOcWxziOFohqHpNA9smd+bBji6KcSrnVOEkzk+erANIQQ2YYmW9E+lyRUMqtz2UqrWw9ss9SshBLuaAyXHc6ovwkvFwIjN9T56J1MIAZ880rFuUrFmY9MEj2yr5/JYojRPfLIvwis9UwgBHzvcTvMsMZcZjm8JUTBNmoIeGqrcjMezfPX0EFJCNK1zfEto3ja7mgMMRzNIKdndEih77K0NVfzonUnsdo0tDT5SuQJfOTmIbkgGI2nev6d53rHL8fDWOk73T7O16NwVCsXy+drpIabTOrU+Jz//QBeaJphM5q3COHaNRFbn9164SE43OTsY5fefuY9//ugW/vh7Vwn5nfzSw5uw2ezsbQsylcpzZJMVoPtQdx2v9U7RVedbt04aKpuj3j37gxDCBhxcHXNun7YaLx873HFL2+5rr2ZfezW6YfKjYgRwvmBybHOIY8XqLOVSB2bjtGv8xvt2zFtu1wTVXgf5go1ZBbAwTEnQ40ATAvus3mFulrRouthDlxLyRmWSdmuRAx01HOi4MXA881ukZMEqNS3VnjnXMz8r/W2hc+Fx2nhqX8ucZbGMzvVwkq3FvMhan5PHi1HbmtAomJJCcWRjZr83H7scVhDh2si1VCjWKzPt3Uw7kNUN4hkdu02gGyZ6QVIwrOczW6x298mjXXzyaNec/dycidFV51uyzV4PLDZH/VvAbwMeIUR8ZjGQBz5/B2y7azhsGs8caOV6OMXultsrTzbD5fEEb1y3UrKObKrhke31mMX86xkN7KDHwb7ikO2RTbXYNIHPaWdbk583+6MEPOt36LscRzeFsGsaVW77nPmpxWiv9fKeXY0ksgXu76wsXzxfMPnzn/RSMCXXw2k+/3OHyh77Q/taGI1m2d9x7+ShKxTrgWcOtHJlPMH24kvvtYkksYyOVpT63dkS5F882s25oRhPVigSdS+x2ND3HwJ/KIT4Qynlb91Bm9YEbTXeklP84Tvj9E6mOL65lm+dG6NnMsnHDreX3t4Khsm3L4wxlczx+M7GsvOtAY+jlJJV7XWWXgCuTVh5gEJYjnoGh00r9eKBskO86x2nXbul33VzbddzQ1HeuB5hW2MVD2+rn7e+XbN6yePxbOkcX5tI8IXX+qhyO/idJ3dS5Xawpd5fKniiUCjuHP1TaS6PJXA7bDQE3GgajMez2DSB12XFhjzQXccDswJ4ByNp/uHSOCG/iw/c17Suo7qXopKh7/8lhLj/pmUxoF9KWVgFm9YUyVyBswNR8obJ9y6Oc7o/gmFKXjg3ysPb6snoBrG0Tk8xCf/MYLSso26t9vDJox3ohpxTU7q7oYqPH7GjCUHjOpx7Xgu8cT1COJEjntE5tjmE066VAvo8Tiv/8kB7NROJXEnB7Nvnx5iI55hM5Hi1Z6ps3XCFQrEyxDI6fpd9wajr13unKJiS13unONxVi25I6vwubDaIpcu7mTODUaJpK4V1NFZe0/9eoRJH/afA/cA5rKHvPcAFICiE+GdSyu8ttrEQ4leBZ6WUD96usXcDl00rBpBlOLE5RK5gEk7m2NMW5Auv9hPL6BzdXEutz0k0rZciEsuxUEBSuSAqReUkcwXODEbZXOfDYROMxjJ8rRhw9uGDbbRWe7ivrZqeiWSpN95a42E8nsXl0Ohc42ltCsV65idXJjndP01DwMXHD5dPkdraWMWl0Xgp3sNp0xhPZNGEIOgp76a2Nvi5Ppmi2utYsA7AvUIljnoE+KyU8m0AIcQu4PeA3wC+DizoqIs64ftXwM47zuBUmjND09zfUUNrtYfmoAeXU+ORbfXohqTG52AkmiGdNxiezvBzxzspmBKHTWM0liGeKbC1wc9oPEs6V6C7wb/hc2xjGZ2h6TSb6/x4nDaklFybSOJ12eeMMsymYFiSgXV+V+lhHIlmSOas82ulsNk53GXN6euGZCSaYbKYUjc8naG12sNT+1rIF8xSZHZDlYun9rWgCdA2+HVRKFaTnskkk4kcWd1YMEXqwa11NAVddDdYjjpvmAQ9DhyaIJYp36Pe2Rygu8GPXRP3fNtaiaPeNuOkAaSUF4UQO6SUvRWcnM8Cf4Pl2NcN+YLJv//mBVI5g59eDfPMgVb6wmmOba5laNrqXe9vD/DnL/URz+gYUiKEwGETTCZyfOWkVUmru8FHz2QKKa0bcSlN73sZKSX/69QgiWyB5mCMjx/pKAmKCAEfP9xRtpTkD9+Z4O2ROA6b4BdObCKdK/CVU4NIac3bH9sc4qGt9Zzqj5Tyn502jbF4FiQ4bDfu0dnpU/d31DCVyuN32dl0D0SFKhRrlYJhMhbPYkoXzgXmkb92eohIKs+5oRg/d7yLiViWcCKPEJDLLzzDulz1yfVKJY76bSHEnwH/s/j5Y8DFYm9ZX2gjIYQDeJeU8k+FEPMctRDic8DnADo6bi2d6lYZiWa4MBxja2NV2Ua6YJqlNIGMblDnd5HMFqhyO3h4mzW0PZ3K43HYKBgmgtlpVUapklYyVyilEmX1tVHX9G4h5Y0UjJlzMfO/lAufn0gqT+9ksiiCYM6pTjazTa5glHrOFqKkt77Qy2SNz8lzS1TlUigUt0/A42BPaxCbJjClxDQlr12fQjckxzbX4rLbGItlGZxOoxvFaShBSXM/U2w3Lo8l6J9KcX9nDXX+e3uo+2YqcdS/APwy8CvFzy8Dv47lpB9dZLtPA19c6Esp5ecppnkdOnRILrTeavCdC2PEMzpXxhP88ru656lbeZ12/uVjWznZF+GR7fV85/wYppRMpfJ84oj1UmFKiSYozrfcML+txkofimV0DnbWcHksQSpX4NAG7k2DJSjz9P4WeiZT7Gq2nOjRzbXYNYHPZV8w11EUz7EmLOW29lovj+9sJJ7VOdRl5WT/2Y97iKTynB2McmRTLbtbAmQLBlLCntaVSa9TKBS3xhO7m3hrKEZnscDNpdE4rxerB7rsxewWYZWmnXmv/tX3bLM0+t0OPn2sg3S+wHcujCKl9fL+8SN3tnN3t1nSUUspM8AfF//dTHKRTbcD+4UQvwTsFkL8Synlf781M1eWKredeEbH57IvWJNUNyRepx3DlHicGqmcpSg2g9tho7naQ75gzgsSm50+NJMXrZib8gaWvu/sdAspJd+/OM5wNMO7tjewqc5HfZWLzpAPp13DXawKNlOFbIYar4NIcRjbqWlomtjQ0wwKxVqi2uvkkVlpk3ZNcHE0jmFIjm+xntPWai9Om42GgNVTDnqc/P4ze25sI008DhvpvLFk3YN7kSUdtRDiBPB/AJ2z15dSbl5sOynlv5m1j5+uFScN8PT+FgYjGVqqy0dh5woGb1yfIm+YnO6P8okjHYzHc3TNig72ueyl2qZdFYp1KBZnKpXn/HCMgiE5eT3Cpjof79rWQGfIR8jnLJWavJnf/sAu3uiLcF9LALuS8VQo1hyJrI7XaaVnZXWTzlqrTnxRZIyPHGxjaDpTqlx3M067xieOdjBxUzu8Uahk6PsvgV8FTgO3NNG61lKzXHZbKZ+2HA5NMJHIcT2c4oHuunlVlWao9joXLXepWB5ep43r4RSTiRytxQdW08SSIiR+t53HdjTcCRMVCsUyeenqJKf6pmkMuPn44XbaajzUVbkoGGYpNdLtWLxNBgi4HaWiOhuNShx1TEr5nVW3ZA2hm5LGgIuQ34nfZSeW1hmNZ9hc51eFF1aRTN5gc52PzpB3xc9zIqszHM3QFfKt2XrdivVD12++UNF6fX/05Cpbsvbpm7Kq0I3Hs6R1gxqfk198cBOmZNHnvHcyiatY5nejU4mj/pEQ4j9j5UznZhZKKd9cNavuMi67jeNb6rg6kWR/WzVfOjlgOZF6H0/vb73b5t2z1PqcHOioYTia4dimlZNMlVLy5ZNWalhrtYfnDqtob4XiTnF8c4hXe6fYFLpRwWopuc9zQ1F+cMkqjPSRg233tOpYJVTiqI8W/z80a5kEHlt5c1aWSCrPmYFpOmq9y65wNFMxK5M3+GGxklYmb3B5LMHQdJqDnTVq2HsWE/Es54ZibGnw33JeshCCRysYwj7dP00ia8mFVtI7Nmelf6UWyclUKBSrgJRMxrO0lNFJWIiZioE3/71RqSTqe7EUrDXN9y+OMRLNcmE4zj+t8SwYjLQYHqeND+5rZmAqzZZ6H18/M4yUMJ3W+cjBtlWwen3ynQtjRFJ5Lo3G+Wfv2rJqAvn9Uyl+cmUSsPKvK3HsNk3w9P5Wrk0k2d0SWBW7FApFef70xz0MRzOc7JvmQHsNtf6lOzgHO2swTInLrrGtURXKqSTquxH4A6BFSvn+ooTocSnlX666dbeJrzjM4nJo2LVbdxwzVZWyuoHTrpHTTfwuNc85G5/LTiSVx+O0raokp9dpFTAxpSxd30por/Vu+OEzheJuEPA4GI5mcDu0imNPHDaNE7NSNzc6lbR0fw38FfBvi5+vAF/GigZfk2TyBi67xhO7m+iojdNeuzLBSW6HjU8e6WAykVOykzfxoX3N9E+laQ66F8xNL0dWN7BrotQDN0xJvmDicZZ/EaqvcvGJI+0kcwV1DRSKdcBvvG8737kwysGOGvzu5Y9qKipz1HVSyq8IIX4LQEpZEEKs2UmDU30RXroapq7KRVfIy6m+aZqCbp471L5gibXloFKyyuOy29i2zDiAaxNJXjg3isep8fEjHXgcNv7nGwOEk3ke3lbHwc7yoiUNATcqGUuhWB984dV+fvjOBC9fneI/PbtXaR3cApWcsZQQIkRRJ1MIcQyrHvWapHcyBUA4kePiSByAsViWtAoiWnP0hVOYUpLKGYzHssQyOuFkHoCe4nVUKBTrm/PDlrsYjmaYSufvsjXrk0p61L8GfAPYIoR4GagHPrKqVt0GRzbV8pOrk7RWe+io9fJq7xSdId+GlJ1b6+zvqGY8kcXvstMZsmpJ720LMhzNcHSTkgBVKO4FntnfwtfPDLO7JUhjoPLIb8UNKon6flMI8QiWdrcALkspF6yadbfpqvPNKfCw3LQsxZ2jzu/iU0c75yx7987Gu2SNQqFYDR7f1cTju5ruthnrmgUdtRDiwwt8tU0IgZTy66tkk0KhUCgUiiKL9ag/tMh3EkupbN1weSzBG30Ruuv9HN+ycqpXitVlMJLmH69M0hx089iOhgXrSysUivVBVjd48cIY+YLJE/c1EfSoacmlWNBRSyk/cycNWW1e6QkTTeuEEzkOdFQrved1whvXI0wmckwmcuxpC84rKapQKNYXV8eTXA9bwaLnh2I8uFXlSy/FhomTnylF2VrtwaXSA9YNXXWWSEmtz0m1R6XFKRTrnZZqNy6Hhk0TdCgRoorYMNnnj+5o4FBXDT6nXQ2friMOdtayoymAy66tmiypYvmo6lGKWyXkd/HZBzchJWpks0I2jKMGVIrWOmU5UqEKhWLt47IrB70cbiXqG0BFfSsUCoVCcQfYMFHfCoVCoVCsRzZM1LdCoVAoFOuRiib/hBBPAruBUm6MlPL3VssohUKhUCgUFpXUo/5/AC/wKPAXWDrfb6yyXQqFQrHuqTQ6HlSEvGJhKsl3eUBK+XPAtJTyd4HjwLbVNUuhUCgUCgVU5qgzxf/TQogWQAeaV88khUKhUCgUM1QyR/0tIUQ18J+BN7Eivv9iVa1SKBQKhUIBVOao/5OUMgd8TQjxLayAsuzqmqVQKBQKhQIqG/p+deYPKWVOShmbvUyhUCgUCsXqsZgyWRPQCniEEAeAGYHsAFYUuEKhUCgUilVmsaHvJ4BfANqA/2vW8jjw20vtWAhxFPgvgAmclFL+6q2bqVAoFArFxmQxZbK/Af5GCPGslPJrt7DvfuAxKWVWCPE/hBB7pJTnb9lShUKhKLKc/GSFYr1TyRz1y0KIvxRCfAdACLFLCPHZpTaSUo5JKWeCznTAuA07FQqFQqHYkFTiqP8K+C7QUvx8BfiVSg8ghNgL1EspL960/HNCiFNCiFOTk5OV7q4smbzBKz1heiaTC64TTed55VqY4WhmwXUUiuUyncrz8rUwI7d5X10Pp3ilJ0wqV1ghyxQbmSvjCV7tmSKrl+8fSSk5NxTlVF8Ew5R32DrFcqnEUddJKb+CNdeMlLJAhb1jIUQt8CfAvB64lPLzUspDUspD9fX1yzB5Pj+6PMHrvRG++dYI06l82XW+fX6M169HeP7NIXTDvK3jKRQzfOv8KG9cj/D8mWEKt3hfxbM63zg7wuu9Ef7h0vgKW6jYaEzEs7xwbpTXeqd4Nsf0DgAAIABJREFU6Wq47DrXJpL84NIEL10N8+bA9B22ULFcKnHUKSFECEvoBCHEMSC21EZCCDvwt8CvSynHbsvKJbBrVkC6JgSaJsqvY7OW2zSN8msoFMvHoc3cVwIhbu3OsgnBzG3rsFXySCoUC2PTBFrxXpxp927GPus+U/fc2qcSwZNfA74BbBFCvAzUYxXmWIqPAoeB/1RswH5LSrkq+deP7migOeihrspJ0OMou84H9zZzeSxBR613zk16M4WCid2++I1rmnLBFwLFvc/s6/+hfS1cGU/QGfJhu8V7wuey89zhdsZiWXY2B8oeR6GolJDfxUcOtTGVyLGrpfz9tKnOx1P7mskbJjua1D231lnSUUsp3xRCPAJsx8qlviyl1CvY7kvAl27fxKVx2DT2tAUXXefcUIzXeqfYXO/nQ3uby/Z+/vDbl3hrKMpDW+v55492z/veMCVff3OIkWiWd22vZ1979Yr9BsXaJ50v8JWTgyRzBT64t4WuOh9vDUZ5oy9Cd0OGD+5tWXonZSgYJv94eZLRWBZNCPa0BbkwHOMHlyZoDLj4yMG2RV8uFYrZZHWDH74zwXQqj8dpY2tjFaf6Ivz0WpjOkJdn9rcSzxT40eVJ8oZJtddJc9DDDy6Nc24oxr72II/taLzbP0MxiyWffiGEG/hXwO8Dvwv88+Kyu85wNEM8q2OaJqf6IozeFNCTzxt869wwg5EUF4ZjRNM6l0fj5Arz5xILBZO3hqJICSf7ImWPF8/oDE1nMKXk0mh8VX6T4s4xFssSTd+IaUjlCgxG0khpBddIKRmaTpMsBniNRLNMp3V0Q3JlPAHAuaEoQ5E054ei5Iv3VTiZYzKRq9iOaEbnejhFNJ3n4og1q/TOWAJTSkZjWSLp8nEXCkU5JhM5TvdFeK0nzDtj1n16aTSOlNAXTpPKGwxE0kzEc0SSeXomUgBcHInP+R+s+e7IAnE/ijtHJUPf/x+QAP578fMngS9gDW3fNV7vneKVnimcdg3dMHm1Zwq3w8YfP7eXOr/1HvGvvnyW88NRfE47793dyNUJa+jbWaZ3YrdrPLS1npN9ER7b0VD2mEGPg22NVQxNp9nfoXrT65lzQ1F+cGkCuyb4xNEO/C47f/taP+m8wf6Oah7d3sBLV8Oc7p/G47Tx88e7aK/10FrtIZ7Vua/VGsF5ayjGheEYDVUu7Br0T6V4/swwAE/vb2VTnW9JW7wOGyOxDFPJHFsa/ADsbw8ylczRXO0h5HOt3olQrBkqzQ1fqm71tYkEL5wfxTAlybzBh/a1cKCjhp9eC7OpzofPacPj1OgJJykYJo/vsnrPBztrODccY29xdPKdsTjfOT+GJgTPHW6jOei5vR+ouGUqcdT3SSl3zfr8IyHExQXXXkXyxV5v0OMoveXlCyaDkTRgDflcGUvwjbFRdjUHGI5myOkmhlkgksqTyOikcgWujif46bUwx7eEaAi4uTqeZGujn0e31+O2a5zorit7fE0T7GkNEvI7aa9RKqrrmamkdf8UTEk0rWMTgtP904zFsvicNh7d3sBUyuoVZ/IG6XyBkN/Fc4fb5+wnms6T0w1SuQLZgslUMs9YzJIPCCdyZR11LJPnT35wjcagm198aDO5gkmN14FduxFU1t1QRXdD1aK/IZbWuTgaZ1Odj6ZgZYNcumHy1mAUv9s+Z25SsX6JpfP83dkR2mu9PLajgUujCXTDGhUai1ltY2fISyJbTXutByEEuYJJJlcgb0iyeSuJ54HuOh6Y1fZFis+IKSXTKV056rtIJY76TSHEMSnla1CSBj21umaV59XeKd7st1IJ3renCQnU+pw8tb+FL74+wKaQlxffHufyWILvXxxnd3OAeDZPa7WXMwNRxuJZJpN5/vj7l4llCvzkapgTW0Kk8gbnh6K80jtFJm9wqn+aP/vZg/OOn8wV+LuzwximZCyW5ZkDrXf4DChWiiObaskVTPwuO5vrfFydSHB28P9n772jJDnuO89PZHnfXe1993g/GIOZgSEMARAEAUogSNCApCiRR1EnnXZPutVJuj3dPmlXXN5K2t2nO2m1q6NWhhSXRiRI0IggAYIgSMwMx3vb3pvyvioz7o+qrumeaVPd09Vu4vNevy4TmRmZEVmREfGL7zdEVjd4/eoYv/roRh7ZXIPVFKDeZ6fKPXOvdiSSJp7RkWQwdAMhIJHRkUi0WSaWPvfdK7x5Pa8dUOex8ei2WlJZg2RGZyErWl85N8hYNM2p3iCfeWRDSfPYx7sCHO/KT+24rGZa/OqBc63z337SxYnuAEJAo89OMnsrhCiezjfC/3xhmP5gkhPdgk8/soGfd05wdSSKlPDja6M8NsMo4v62SmLpHFazxtb6uR8aFeWllIb6APAzIURv4X0rcFUIcR6QUso9S52peDrH61dGsZg0ntheW1w+MB5N8/qVEZxWMy8ebOY9uxsAuDQUJpnJEc/oBBJpOsdiuG1mttV7cNssOK0mRqMG6ayOSROkMjpj0TRVbuuUZVu3ejNmk+BsX4jrozEOtFUWe0WayP/phfSKtcP5/jBXR6Lsa61gY42bnkCcLxztweewcKCtEotJw27RsJgETqsJyPe2U1mddEE0wjAkb1wbJZLM8fjWWnxOC0Lk57IlYDKZyOkGfcEESIq9mm+cGuBo1wTP7Krnsa2105bMWMwmNCFoqnBQ57VT4bCWfE6mKcsShRDFICIp4Ynttdgtpju20aYEUaro3vVBOJGhayyOzaJh0sAib8Xg6IU6eK4vxOtXR2mqcPCrj27AYTUX64fTNnMzYLeYeNfO+vKfgGJeSmmo3132XNzGmb4QN0bzKmPNlQ52NnoRQnB9NIaU+SHum6Mxmirywzj/eLSXm2Nxbo7FcVgEbpsZp9VM93gcKSUTsQxVLivxVI5Kl4VtDV6sZo0mv5Pn9zXTMxFnQ7Wbd26r5VjXBEc2VvHy6UEMQxJJZul4uAMAp9XMBw60MBxJsU09YS4JUspFrz8uFd2QvHZlBCnzQ9Uba9z81Rs36RyLIQR87WQfH3+gnX/z3h2c7gvzKw+2A/DTG+P0TMTpDSTYXOchkspyti8f7OWyBXhqRx11XhuJdL5eSSTXR+NF4ZOrwxH2t1by5RO9SAlfONrDY1tr+YP37KDWY6feZ+fdu/I/hB842MxIJM32hlv1ar5r8969jVwfycddmDTBmb4IVwvBQ7VeG/e3++/Y5nCHH4/djMtmpqlCDWWuBzRN4LabsZk1Iimd6+Op4ndGITDyVF+IdDYfRDYUSvKhQ63kDEk0leXT7+hYqawrSqSU5Vk9y5GRqYSTWb55ZgCTJtjV6OHN62M4LSba/A5O28zYLBqaEPzFj25Q6bLSWuXk+mi+F7290UMyK/E5LLhsJq6NRql2a+xsrAAEtV4bOxt9OKxmGnx2/C4rfle+F3O8O8BIJEPfRJLhcIru8TgPbaqalrd6n73k+UDF3PQFEnzr7CBuW36ExGkt5blx4Zg0QZ3XznA4VSy7Rp+DaHoMiybYXAjgemJ7PU9sv9WD6B6P8/XTA1S5rHzywTaqXTasZo1MzqChsJ+djT50I18v7GYNl1WjP5hEyvzQstWs0eBzMBhK0loYZrZaTfzmE5un5bHB55g2B3hpMMIPL49Q77Pzwr6mGYe13TYz+1ori+/rvDZMmkBKqPfOXEc1TRQD4RTrg631Hq4OR3FYTbRUOtjf4uOV83mNKWuh12wSEEnlcNnM1LhthJNZUjkDhGAslqXed+foi2L1UJ5fxrukdyJBlcuKEILjXUGcNjPprMEzu+s5tKEKn8PM0c4AWV0yGknzgQPNPLa1llqPjQqnlStDEZoqHXz9ZB9SQo3Hxm88vpHBcIr2Khd2s4nxeBq/89Ywo2FILg6GkRLO9oeo8dhw28045mg84ukc4WSWBp+97L3C9cjV4SiZnEEgl6E/mGRLXflGKT5woJlgIkN1IYL6YLufYCKD3WLCP+v8cwqfw4xJEwxEUuxo8PErD7WTzhpUFh7ufvfpbVwbi9Je5ULTNGIZnbaqfIMcLwTp/PH7dtE9EWdLTennd2kogm5IBoJJAokMtR47kVSWVEandpZGuLnSyS8/1I6UzCr8s5pRjliL46OH2zjc7sfvsuF3W0HTsGqgGxRjEJorHaR1A5fVTCyjMxpJE0nm57JvjMZU52OVsyob6ke2VnOyJ4DNYuK5vQ2FxtpEq99Z7HXtavTRH0zid1mp89qxTlET21ZQd8roktFoGpOm4bSa2dFwqydR65leMTVNcF9LBRcHIxxoqySaynFtJDqtxzKVZEYvLue5v93Pw5tnjhRXzM6ORi9d43FcNnPZo+gtJm1amZdy7IYKB0c7A9jcJpor8mmcVjNTnu8wm7Vp9erhTdW8dX0cKSWPFOrE7XWvFPY0+xiLpmnw2aly2QjGM3zxWA9ZXfLObbWziu147WuvgVbcPZumPOTub6tE0zQMJM0V+Tr/xPY6YmcH2VrnocZtxWUzU91nJZ0z2FLvXqlsK0pk1TTUUkouDEQQAnY2evnrT9xf/G5vy52NZXu1i197dOOc+3TZLMV5uowumW9k9bGttTy29Vb041M7ZlfniaVzJAo9pvFY6eIWils0Vjj49CMbVuTYtR4bB9orcdvMOKwzD/u1VTmLkf2ZEg032qpcM64YWChb6jzTRhiCiUwxOG0hYiqK9U86p3NhIIzfZaOj2kXOoPgg11adb4Tff6CF9x+4tbTQbdP4+APtK5FdxSJYNQ31+YJkIuQjU6dq1C6Wx7fVcLwrQHuVC/cskY2LpcZj4+HN1QyHUzywsWr+DRSriuNdAY4Vlik5DphmXKb0js01mLQJGnx2qmcZHl8uOqpdHGzPj/Qc3nBnkJji3uUn18Y5PxBGCPjYkTYOtFXy5I5ahkIpPn6kbaWzp1gCVk1DPX3ZyMxpwoksP74+htdu5pHNNfMuL2nwOfjF+8q31nmmqFrFGmFK1ZktvKDabeMX9i5Ov3sqFwfDXB2Ocl9LBRtqFjfMKITgHZvvzg5WsT6ZWn8F+dHJbfVeaj12PGoqZF2wahrq/BKsfIM9m2LS8e4ANwvLttqqXCXJMyoUM3G4owqX1Yzbbqa5jPPjuiH54aVRDCkJxDOLbqgVitl4ZEsNfpeVKpeNKreN/mCCE915YSizpvHsnoYVzqHiblk1DbUQgp2Ncwfc1HltXBgAq1mj0qmeFBWLx6SJZXE/M2mCao+V0Uh61mhtheJusJi0aUGvPocFu8VEKqtT71M68euBVdNQl8Ke5goaKxzYLaYln3NWKMrFiwdaCMQz1HjUj6ai/HjsFj7xYBuxdO6O1S2KtYmYtPRbSaqrq2V7e/tKZ0OxSLq7u1Hlt3ZR5bd2UWW3tjl58qSUUs4r0r8quqXt7e2cOLEiPh8rgmFITvcF0Y28tdx8uuHpnM7J7iBeh2XBqlKBeIYLA2E6ql1lM2A4ePDgPVN+L58eYCya4sOHWksO1BkIJbk5GmNHo3fFo8dn4l4qv+UindM52RPEa59+z14biTISTmHSBCZNcKCtsiQzldlQZbe2EUKcKiXdqmio7zUuD0d489o4kDcA2T+LqMokP7s5wZneEJCff1pIg/u9C0OMRtKc7QvxmUc3ThOGUSyMY50TfOl43psmmTX4F7fJgM6EYUhePj1AJmfQNR7nEwUdccX65mhnoOj0N3nPTsTSfPf8EGPRNMF4hs11Hkya4KBaPaKYB/WrvQLYzKYpr+cvgsk0QpSWfqZjWc0ayizp7nDZzMWlMK5ZRFJuRwiwFnpMCy07xdpl6j07+XBsNmmYhCj2pvPplMa2Yn5Uj3oF2FTr5vl9TeiGZFPt/Mt1jnRU4XdZ8dgtC44cfm5PAzdGYzRXOu5qiE0Bu5p8/M7T2xiPpnliBv/emRBC8MH7W+gLJNhQo5YT3iscavdT6bTitpupK9yzPoeFD93fwngsg80skMCmWuXCp5gf1VDfBfF0jkgqS7134aYcFQ5L0YJuPjRN4HdasZfYi5uK3WK6J92SAvEMQNEZrRQSmRyhxNwmKwfapk9T6IZkOJKi2m2dtXfkc1jw3YNlsB4JxjMYUlI1R6xBz0ScdM5g6wxWuLVeu1qmp1gwqqFeJHdjytEXSPD1UwNIJL+wt3FeEYwzfSF+dGUUq1njpUOtRecmxcz0TiT4+ul+AJ6/r4n2EoRxUtl8ecbTOvtaK6Zpvs/Fd88PcWM0RpXbysePtCkXtXXMQCjJ1070I5E8t6dxxtGwkz1B/vT7V5FIfvWRjbyzxJGXpaBU97Huzz1b5pwolho1FrpI7saUI1B4KpcSxmOZedNPmjBkcgahgjWdYnbG42mkpHB9SyubZEYnnp4sz/nLZJLJsgnEM+SMlV/qqCgfE7F08b6dmKVe9U4kimm6x+PLnEPFekX1qBfJpCnHUDjFgws05djR6GUsmkaXkj3N8w+JHt7gJ5Mz8DrMtFeV1w5yPbCr0cdELIOUkt0lXF+ASpeVR7ZUMxBKcWQBphdP7ajjVG+QzbUeLCoGYF2zvSF/3+YMOauq3dO76ugaj5HOGbywv3w+A4p7C9VQ3wWLNeWwmDSenMNC83a8dovS610AVrM2p0XpbBxo83NggWZDLX5n2danK1YXFpPGE9vnrldOq5nfftfWZcqR4l5BNdTLRDyd4+Uz+fW0z+1pLMpJhhIZvnlmEE3AL9zXhM9xp4jGQCjJ984P4XVY2N9SyY+ujuJ3WalwmvnisV6aKpz8wXM7lnSNtGEY/Mn3r3FlOMLz+5rK6kK2ENI5nW+eHiSSyvKe3Q00VjgWtZ9z/SH+39dv4LGb+YPnduC1W/juhSEGgkke31bLljoPXzzaw3//aReNlQ7+68cOzuhbfao3yPGuAFvrPDy+jPORiuUnmsry8plBJqJpNE2gGxKrSZDKGTitJu5v9xfXRA+Gknz3/BBeu4VfuK+R410BLg1FONBWyfYGLy+fHiCnG7x3b+OcgWm389b1cS4MhtnfWsmhDrX++l5BjdUtE13jcUYjaUKJLJeHIsXPrw5HCcQzjMcy3Cg4g93OhYEw0VSOgWCSH18fJZbO0RtI8M0zg8TTOtdGolwZjsy47WIZi2U41RskkdH5waWRJd333dAXSDIQShJN5bgwEF70fl69OEI4maU/mOR4V4BAIsP1kRiJjF4Ul/nm2UGSWZ2bozFO9gZm3M+pniDJjM6ZvhCZnLHo/ChWPzfH4oxH09wYi9E9Eedcf4jBcIrjXQEiySwnCwInMOWeDSXpDSQ4WagnJ3uC3ByN5UVPElmuDEdLPr6UkhM9AZIZnRM9M9dHxfpENdTLRIvficduxmrWpkWLdtS4cFhNOK2mWeeft9R5sJgElU4Lh9r9BUcmG49vrUUTggafo6T12Auhxm1lU60bIeDIKnpyb6ywU+m0YDEJttQtfg3qw5uqsZgEFQ4L97VUUOGw0FThQBOC7Q15m9VHt1QjhKDWY+e+WZZX7WjI27NurnMr1bd1TpvfictmosHnoNZjY0ONiwqnhW0N+fiEHY237Hkn79kKp4XmSgfbG/J1dUeDl7YqJ26bGZtFY+MCbE/FlLq5o2FmK2DF+mRVmHIcPHhQ3gt6tZPX+vYlPLN9PhXDkGgFNaOpr3M5A3MZG4hS9r8SesNTr8Fimencbt9vJqNjnWf9+lLkZSVRetGlM3mvSpnXN5gs+5nqwO2fTX1fyj0/G1P3M7Xs1PKstYcQ4qSU8uB86dQc9TIy002Z0w2OdQUQAva1VHKiJ4DFpHGo3T/tJp/tdTkb6esjUXomEuxrrVjQPNpyMFfDqBuSY50TSOBwh39GRbZUVudo5wRum5kDbZXFsrl9v/M10vPlpVQuDUYYCic52ObHp7zWVy2T9WTyVp4s+6kP0ce6AuQMgyMbqgjGMpzuDdFa5Zw2AlRqAz21nk7Of6/lh0LF4iipoRZCVAKNQBLollKqybgl4mx/mONd+fmmyXlsyKtZbV/B4a1kRue754cxpGQsluYjh1pXLC8L5cJAmGOFa+qwmmY0PTnaOcHpwlx0ldtGRwmiKOUinMjy6qVhpIRIKsv79jWvWF4Ud8fl4QhHOyeAvI5313iMwVCKi4MRmiocuGwL6xutpnqqWDlmrTVCCB/wG8BHACswBtiBOiHEUeAvpZQ/WpZcrmM89ltFUO2yMRpJIwS4F3hDLzVmk8Bu0Uhk9BXPy0JxT7mmnlnyPnndNSFKNtgoF1azhsWkkckZuKxr61orpjP1XnHbzLhtFiCFzaItap39aqqnipVjrl+FrwF/D7xDShma+oUQ4gDwcSHEBinl58uZwfXOljoPjgMmNE3QVOFge4MXizkfILaSWEwaHzncykg4VZIE52piY42bD97fgpSS5sqZA/QOtPnxu2y4rKYV1152WE189HAr47E0HdVLGxSoWF7aqlx86P4WdEPS4neyuc7N1no3NR77ooINV1M9VawcszbUUsqn5vjuJHCyLDm6B7GYtOKcV+sskd99gQQum5lKp4W+QBKvw4zPYaE3kKDCYZ02r6kbkt5AghqPbcG94UQmx0gkTXOlA6/dgte+NudLzZpAyrnn8i4Ohqj33DJJiKSyBGIZWv3OWecBA/EM8XRuyUVOKpxWKpxKw30tkszoDEdSeGxm4pkcdrMGmijes5tqPSQzOl3jcZoqHCU32KPRFDldquFuRclz1HuA9qnppZRfL1Oe7ilujEZ55ewQQsxuIHGiO8BPro9j0gRb6txcHopiMQk21Li5OhzFatb45Qfbi/Nfr14c5spwFJfNxC8/2FHyD4NhSL50vI9IMktHtYvn960OkZOF0jUe5+XTAwC8d+/M5gl/8v0rvHx6AE0I/v37d3Og1c8Xj/aSyursafbNqEA1Hkvzj8d60Q3JI1uqOdC2epatKVYGKSVf/nkvI9E03eNx6rx2wsksFpPAYtKo89p56XAr3zk3RCCeobnSwYsHW+bdb38wwddO9iMlvHtX/YrGqyhWnnkbaiHE3wB7gIvAZBCZBFRDvQSECyYbUt56PVsa3ZBFE4isLhmNpoC8WUcioxcb6knjjkRGJ6sbJTfUOUMSS+WmHXMtMjXvs53HQCgJgCElfYEEuxp9pLJ5U45QYuZtYqkcesF4Yy1fH8XSISVEUzmyukEsnaMip5PK6uiGwDDy92wkmSVSqC+l1ptwMsvkytnZ6qPi3qGUHvURKeWOsufkHmVPcwXRVA5NCHY2zvzUfGRDFYYEr93MtgYPxzoDVLmtbKrxcLRrgjqvvShJCvDE9lpO9QRp9bsWFGVqNWu8Z3c9N8dis5oOrAV2NXqJJLMYc5ie/M67tvHZ717G77LwwQPNmEwmntxex0AoOas0Y1uVkwc3VhFN5TiyYWFGLIr1iaYJ3rOngesjUe5vr8QwQCBA5B20/C4rHdUunt3TwLWRaMne8NvqvQTjWbK6wf62tXsvKpaGeQVPhBCfB/5MSnlpQTsW4jDwn8j3wn8upfyt2dLeK4In6xUlmLG2UeW3dlGCJ2ubpRQ8+XvgbSHEMJAGBCCllHvm2a4HeKeUMiWE+KIQYreU8nwJx1tVSCn59rkhusbjPLypmp5AnP5A3rih1KfjUrkwEObPXr2KzazxB+/dQVPFyrkyTT3vd2yuZl9hLXJON/jG6QFGIime3FHHtvryzp1dHorw2uUR6n0Onr+vcUbxktvpGovx2e9eRgK/9+5tbJpBarQ/mOCVs0O4bSbef6AZ5wzLohZz7MWgG5KXTw8wGEryzu217Gxc2nqlWDyvXhzm4mCEVFbHYtLIGRIhJJrQqPfZefFAM3bL0iybeu3yCBcH88YdD22qBvJBpK+cG8RjM89aTxXrn1J+eT4PfBx4N/Be4LnC/zmRUg5LKVOFt1lAn/q9EOJXhRAnhBAnxsbGFpbrZSSe0bkxGkM3JD/vDtA9niBnyLsyhJiNt66Pk8joBBNZjncG59+gjEw976nnGohn6A8myeqSiwNLawQyExcHI2T1/DxyIJEpaZufdU4QSeWIpnL89ObEjGmuDEVJZXXGY/nzWapjL4ZgIkNvIF+vluOaKkojpxtcHIwQTWW5OBhhLJamazxGXyDJUDjJeDQ9a91ZKIYhOT8QRjck5/pv3W9Xh6OkswbjsQwDS3QsxdqjlIZ6TEr5LSlll5SyZ/Kv1AMUIsZrbh86l1L+NynlQSnlwZqamoXme9lwWU1sqfNgNWsc6vCzocaF1ayxe5a5z7vhka3VeOxmqtxWjmxY2Yjiqee9p/nWHJnfZaWtyonNUp5rcDu7m3xYzRptVU6qXKXJmD68qZpKpwWfw8LDm6tnTLO90YvTaqLGY6NllrXWizn2Yqh05ucxy1WvFIvDbNLY0+yjwmlld5OXOq+dTTVu2qucNFU4qPPaaa5cGr0DTRPsba7Aata4b0p8yGQ9rfXaZtUEUKx/Spmj/kugAniF/NA3UNryLCGEH3gZ+KCUcni2dGqOem2j5jjXNqr81i7rfY661HOCtXVekyzlHLWDfAP9rimfzbs8SwhhBr4A/Ku5Gum1zJeO99I5FuOlQ610LMCuLqcbvHVjHENKDrX7Od4dQAhRsF5cHqvE7vE4Fwcj7Gj0rmpBhUA8w7HOCep99uI8+e3884VhvnKij4c3VfPJhzvIFq4vEh7aVK3sJxV3zcmeAAPBJJeHo1g0wacf2UCi4C/d6ncuKF5FNyRv3Rgnpxs8tKl6yea4FeuXeRtqKeWvLHLfLwL3A/+h4BTz+1LKtxe5r1XHtZFoUVQjmeni371vd8nbXhqKFIX2B4JJxmP5+c9Kp3XasFc5+d6FYVJZne6JOL/x+KZlOeZiePPaGF3jca4MR2n1O2d08frPP7xGNJXl2kiU9x9oonMszpnC9fU6zEqYRHFXjEZSvHltnCtDEW6Oxahy26h0WbGZTYxEUlwbidKRLfYnAAAgAElEQVRRXfpSyMtDEU715GNQXDazWuqnmJd5uxpCiL8TQlRMeV9ZEEGZEynll6SUNVLKxwp/66aRBvC7LMUn4XrfwjR4KxzWomRoU2GOSwioXEZ7w8lj+V2rW7ayopBPu8U0a8RrdaHxdtvMuK0mKp356ysESpZTcdc4bWasZg2Pw4ylMDrTUunA78rXTXfh+1KpcFrQCj8Alap+KkqglEfAPVNNOaSUQSHEvjLmaU1Q7bbzuRd20xtIcH/7zEOys9Fa5eSjh9uQUlLrtbOr0YcQYppoSbl53/4mhsOpBT9kLDePbqlhY42bCqcFxyzuQX/x0X28fnmUBzZWYTKZaK928dLhVpAoIwPFXeO2mfn4A22EE1liqSy6hF1NPnRDsqPBR7XHuqApq+ZKJx890opuSOpU/VSUQCm1Syv4UQPFADG1mA9oqHBweEMVmqZxZSjCDy8Nk8sZjEZS3BiNIaVkKJzk5lj+9UAoSdd4HICu8Rg3RmMApLJGUb6yezxelLecRErJjdEYI5EUCyWd07k6HCWSypLK6lwZjhBL57CZTbRVubCZV/f8mCEhmdXJ5Ga3QLeZTfno2ClDj+msQSp7a5uhUJLvXRgiVFhmlcvl+PPXrvH1k33FNIF4hmsjUXJ6frtMzuDVi8PcGIku9WkpVjnBWIa/eauLN66O8r0LQxgFNyyPw1K0njRpgtYqZ3Gk59pIlB9eGqZzLEZ34T7P6gZXh6OECzKgE7E010aiVDqtxUZ6Mk2ojEsAFWubUhrcPyMvePLVwvsXgT8uX5bWHn0TCf7tty+RMySne0NYzSYMKdlS5+H6aBQpYWu9h6vD+R/8SqeF713Ix9ddGowQTef1tbfVe7hSSPP+/c1FJ61jXQHevjmBJgQvHW5dUM/7O+eG6JlI4LKZ8NjNDIfTeB0WPvlQO0LM7S61GvjRlVHOD4TvMB6ZyitnB+kPJvHYzXzyoQ46x2O8cnYIgGf3NLCpxsX/9c0LRFI5Xr88yp+8uJff+so53rg6ihACTRO8a2c9XzreSyZnsKPRy9M76/nz167z8+4AVrPGn724V/XO7yH+5VdOc2MkSiiRY1uDh9cvj/Lrj28qxqU8vbOeHVMkfwdCCf7olYtEUznsFhNHNlTxrp11dI7FuTEaw24x8cGDzXzpeC9ZXbK3xcc7t+WNX75/cZjrI/k0n3y4fdU/PCuWn3l71FLKvwdeAEYKfy9IKf+h3BlbS4RTWXIFs4ZAIoNRWPIWSmSmCOvfeloeixVXuTEev/X51DSJbK74OpnJ97YNKYs971KJF7ZNZQ1iqcnXOvOsyls1xDP565DVjVl71cnCNUlmdAwpSWRuXaN4OkfOuJUmmsr3bCYFTKSUDIZSZHOSbKEnnSgcM1JIm9UN4ulb5aFY/0ST+fLWpcQwJNFUtlgvgGmvAeJpnawu0Q1ZrKeJjF68d/PGOTmyuix+d2tft9Lk9DVyYyqWlVl71EIIt5QyBlAQK7lD63tqmnuZXU0+PnKold5Agg/f38JQOEUomeVQu59LQxESmRz3t1VyfjBCJmewr7mCL7v7yBkGHznYwrnBCJoQ3NdSwcmeIFazxtYpspcPbKzCpAm8DsuCfZCf2VXPuf4QHdVunFYTFwfDbK71zOq3vNp4fFstXkeQeq+dylkC3969q54LA2E21rgxmzR2NvpIZPIPI3uaKzBpgv/l8c283TnO0zvrAfjcC7v419+4SJXbxq8Xot6f2dXAYDjJ/sIysM88uoGvnexnc41nQcvvFGufP3huB3/3djc1bhsum4mnd9azrd5LPK2T0407VmdsqfPw0SOtdI7G2dbgxWs3c19LBZtq3JzpC9Hid9Lid/H0znpGoikOtt2Ka3lqe10hjWNBJjqKe4dZBU+EEK8BZ4BvAiellPHC5xuAx4EPAn8tpfza3WZiqQVPcrpRNl3mlUI3JJpgVQ5Xl1swo1zluZqv6XJyrwueSJnvCc9Vx0pJsxIowZNbrKXzmuSuBU+klE8IId4DfAZ4qBBElgWuAt8BPrEahUzO9IV44+oo9V47HzjQvOpurMVwcyzGd84N4baZ+fChlntKmP98f5jXroxQ67Hz4sHmJROE6R6P88rZQRxWEx8+1Ipb9WTuSdI5na/8vI9APMu7dtaxveFOk5l0TucrJ/oJxDI8taNu2ty0QrEczPmrJ6X8rpTyo1LKdimlV0pZJaV8UEr5x6uxkQa4OhxBShgKp0o2aV/tTJpjhJNZhsILj/xey1wdyQfjjURSBJcwKvbGaIycIYmmcgyGlNnBvcp4LMN4LB9Xcm2W6P6JWIbxaBpDSq6PqhUAiuVn3XUjDrRVEk2N0VThWPViHqWyp9nHQDCZn6O+x4T597dWEEpkaPA5qF5CY4zdzT76gglcNjOtC5z3V6wf6r12NtS4GIum2dcysx5CndfOxlo3o5HUsikHKhRTWXcN9aZaD5tq7/QfXss0+Bx88uGOlc7GirChxs2GMgRy1Xnt/MpD9+Y1VdzCpAl+8b6medP8wt7GZcqRQnEn666hXmkMw+Av37jJWCzD//RQBy1Vd/bWMjmDH10dxTAkj2+rLasof+9EgpO9ATbVeNathWLPRJxTvUE213pKNkeIprK8cXUMt83Mo1tqSoqCNwzJm9fHiKRyPLqlBp/DsqhjK1YXP7sxzlgszcObqjGbNH58bQyv3cwjm6fXi0zO4I2ro+gLuG8HQ0mOdU3QVuUqriZQKBZKSQ21EMIE1E1NL6XsLVem1jI/uznBT66PA/CPx3v53We23ZHm0lCES4MRAKrcNg51lM804vUrIwQTWXomEmypd69LMYXXLo8STubPcWu9p6SAs593B4rKcC1+R0mjMN0T8aKZitNi4skddYs6tmL1MBROcqwrAIAmBDazxs1CvWirck1zlrsyHOFi4b6tdFlLMtN44+oYI5EU3eMJttR5VNCiYlGUYsrxm+SFTn5APtr7O8C3y5yvNUub31UU6O+omdk+stptRRMCISi7vvekTKHfZcWirc9GpNabv4ZVLivmEteH13ry18ViEvhLnPv2u6zFsp085mKOrVg9eO23NORrPbbi/WI1a3eY5FS7bZi0/H1bW+J9O5nO57BgU3arikVSyuPdvwS2Siknyp2Z9UBLlZM/fXEvwXiGbTMs9YC8KP8vP9iOIeWsIh5LxdM769nXWkmly7JmRE4WyjO7GjjYlsbvspa8JnpXk496nx2bWcNjL821rMJp5RMPtpPM6MUHrMUcW7F6cNnM/NIDbcRSuaJEbGOFA4fVdEfvt7HCwSceWNh9+8T2WnY1+ahwWtRoi2LRlFJz+oBwuTOyGggnspzrDxG7TS5yPJbmfH94TvnOwVCSCwNhcrpBXyDBtdHoHZKXXeNxrg5HkVJyui/IyZ78kNv1kWjRxOPqcLRo3DGJYUguDUboCySmfZ7VDS4MhBmeY8mWpolCg7TyQ949E3H+6WQfowswF8nk8uc4lyGJqXCOU60GX78yymuXR4rvQ4kM5/pDRSnQTEbn6yf7ef3yaDHNpcEw3zg1QCyVm/XYbpt52ijITMdWrE50Q3JxMHzHffTFoz384bcvcqo7wJWhCGPRNMGCtO9knT3fHyrUhSRjsTSzCUXdjhD5+lHOOBTF+mcuCdHfLrzsBN4QQnwHKIpUSyn/Y5nztqxIKfnqyT6iqRzn+sN87EgbMCl20Ec6a3BjLMr79jXfsW0wnuGrJ/oxpORUT5DvXhjKr+UOpfjMoxuBvMDGpKD/G1dNvH4l30BcHYmSyeVv+o21Lm6O5hvp5/c1FefHjnZOcKwrgBDwkUOtxeG5N66OcWEgjEkTfOLBdnyO5fOzXiiGYfCHr1wkntZ568YE/+lD95W03etXRrk8FMGsCX75ofaSer/fvzDM3/y0C8jrfz+7p4GvnOgjnta5OBjhI4da+ew/X+YHl/INudNqYm9LBZ/97mWyuuTSUJh//eyORR1bsXo52jnB8cJ99NLhVmo9dl69MMSfvnoN3ZC8fXOCR7fUYrdo1HntfPhgM3/4ykXCiSyJrM7BNj/hZIaOajdPbq9bt8GZitXHXEPfk9E1vYU/a+EPYF0qx2cKpgyT5gwAUoJeEMrP5mY+7axhFI04Eplc0fAilbvVA5+6z+QUQf5kxsBUGJKe+vnU9JP5knL655OvjYJxwGrGMCgaEmRypRuLTJ5j3hyhtG2SU0Y+Jg1IJo89ub9U5tbOEhmdrGEweWnTuen1YCHHVqxept5Hk+YXkeLomUTX8/eRbkikhExOktUlknx6vfDd1H0pFMvBXBKifwgghHhRSvnVqd8JIV4sd8aWGyEEL+xr5uZYjK31tyKA7RYTz+9rojeQmHX5Ta3HzrN7GhiPpdnfWkmr38VwJMWLB2/1vjfXeXhiu046Z7C3yUtDhZ2cIXlxXzPnhyJoAnY3+TjTF8Ji0thce2vt8AMbq7BbTHjtFpqnCJ48vrWWCqeFWs/shhWrBbNZ41+9awtHOwM8sa225O2e2F5LlctKnc+Oz1laj/a53Q0kCw308/c1oWmCF/Y30TkWZ1uhbH//2W3Yf6BR47Hxi/vy62h/7dENXBuJFtfVLubYitXLgxurcFhM+BwWGiscAHzgQAuneoJcHorwKw92UOuzYRj5eITWalexzm6qcWO3apg1DbNJKOETxbIyqylHMYEQp6SU++f77G5YalOOUoinczitprIHAIWTGZIZnXqfY8HbprI6Jk1gMWmksjpmTWA2aSQzOhaTuEPHPJHJYTObij305WK5TR1yukHOkNPm/W4vz3Sh1z45Ny8L9pdT3YlCiQxWs1bUTtcNSTqnT9NST2Z0rGZt2a/pcrIeTTlmKu/bMQyD8VimGESWyRlIJMmMjt2sYQB2s2nBQZiT+1mOuBBlynGLtXRek9y1KYcQ4hngPUCTEOLPp3zlBda0Oe8PLo1wYSBMR7WL5/fNrUp0N1waCvOb/3iadM7gNx7fyEcOtZW8bedYjG+fG8Jm1jjYXslb1ydwWk3sa63grRvjeOwWXjrUWlxacqI7wE+uj1PtsfHh+1vWbYRpNJXlfxzvI5HRec/uejbXefjRldGileAHDjQzEknxtZP9ALywv4kGn4OXzwzQPZ5gd5OPJ3fU8fqVUf76zU4cVo1/+/wuaj12/sfxXsZjGd6xuZqD7X5O9Qb58dUxqtxWPnx/qwoYW0N8/dQAvYEEe1t8vHNb3Yxp/s+XL3BzLM7hDj8ff6Cdr5zo49pIlL5AAinzcsSbat188GBLyY31eCzNV070oeuS9+1vmjYCplAslrl+eQaBk0Cq8H/y71vA0+XPWvnoHMsLGnRPxItzTuXg6M1AYY40H6iyEHomEuhGvldwti+MISWxdI6z/SGkhEgyy3isGNtH51g+CG08miaaWtPPUXMyEkkTS+cwpCxGx98slGdfIEEmZ9AfzP/P5Az6AklyukH3eD7Sd3KbUz1BDCmJp3UuD0YIJ7OMx/KRvp2FNJPXdCKWIZRcOkMQRXnJ6ga9hcjuyTK8nVQmx83Cd5eGIsU60x9IkMzoBBMZxmNphsIpEnOs9ridgWCSdDY/4tM7kZh/A4WiBOaaoz4LnBVCfFFKuT5sqAo8tKmakz1Btjd4yzqk+b77mnj9yiixVI5fOlJ6bxryRhxD4RQum4kDbZUFWUMLe1t8/PjaOFUua3GeDeBQh583r+fNSG4XalhPtFU52VjrJprKcl9rfp7wgY1VnOgOsqXOg9Wssa3eS+dYHAlsb/BgNmk8uLGKK8NRDrTlZRx/4b5G+oNJvA4zRzZU47KZ2NPsYzCU5HBBKe5Qu59kJke9z0GNu7zCNIqlw2LSOLKhimsjUQ62zyzbabeaeXpnPSd6Ajy9s56t9R5ujsV5x+Zqro3GsJo0djf52LxANbEtdZ6CM5vBTiUpuypZi8Pps85RCyHOM0d0t5Ryz1JlYiXmqBVLx3qc47yXUOW3dlFz1Lco9bxWU0N913PUwHOF/79R+P8Phf8fY50uz5rKPx7r5WRPgGf3NPLmtVHO9Yd56XArp3uCXB2J8amHO3hmd8Oc+8jpBj+8PEo8nTdxON4dIJ3TecemGt7unMCQkoc2VfHTGxNoQvDUjrpigFQ4meW1yyM4rSae3F53R+DYeqBnIs5fvXETr8PCbz25Gbv1zuo4FE7yk2vj1PvsPLKlZsb93BiNcrInyOY6D/tbKxkOJ/nf/+kcUsLnXthDU6WDT/3tzzndF+RdO+r43Pv3EkpkeO3yKC6bmSe3167L63svkMrq/ODSCIaUPLWjblogoK7r/PZXz9EzEafWa8dh1hDkf7w0TVDtsrGx1k1OSgT5L9x2M09ur5szCE2hWG7mGvruARBCPCWl3Dflq98VQpwCfq/cmVspoqks3zyTFyf5m7e66BrPz4H+lzduFtXJ/vonnfM21J3jcS4P5UX8Xzk3SCiRn0EIJW69DsazBBP5+c+mSkfRYedUb5CewhxXR7V72pKx9cI/newvzge/dWOcJ3fU35HmZzcmGAglGQgl2d7gnVEb/cfXxokkswyGUuxq9PG3P+0uGiv8zU87+Rfv3MJbN8aRUvKts0N87v17OdkTLM5jbqxxsblu/V3fe4FLQ5GiucqFgcg0g5sfXB7jRHeAeDpH51gcl9WM1SyIpnPUuG3E0jke2VxDfyhJo89BOJVla52H895wSYYbCsVyUUo3QgghHpry5sESt1uzuKym4vzv9no3/sIa5W31HrwF9a+tJfyw17ht2CwaQsD2ei9Ws4YmBDsavJg1gUkTbG/wYNIEZk3Q4LMXt22ucCBE3hyg3MYdK8X2Ri9CgM2izdpQNlfmy8HrsOB1zPxc2VQoq3qfHYtJcKCtEpMm0ITgYJsfn9NSnGesdufLsqnSUTz2er2+9wINPnvxXpp6/wDsbPTgsJgxmzQ8djNuuxmn1YynYMRR7bbhdVio9dhw28xUOi2YNEHjIpZSKhTlpJTxnU8BfyOE8AECCAKfLGuuVhhN0/j379vFQDhFR5WTaDrHzdE4+9sqCSczdI3Fua8Eb9lKl5VPPtRBRjcKgWAV5AwDj93C7mYfhsxrR+9s8iFg2nDb5joPn/TZsWhacQnWeuOZXQ3safbhspqpcM4s2HJ4QxVb6z04reZZl0c9vbOOQx1+vHYzQgie2lnP5jo3hoQNNXnhmNf/t8d489oo796ZF1vZVu+lscKB1aQpHeY1TIPPwScf7kDCHUFfLX4XX/7MEUbCKao9NiR5RTGvzcx4PEO9x0ZalzitGumsxGIWxXtSoVhNzFsjpZQngb2Fhhop5T1h0BFJ5wjGM9R6bPgcVva35RuSWFpHl3lRhPMDIa6PxnhudwO+WRqa/mCCWFpnd5Ov0ODmG4Wpc2mz/TB47wFt6aaK+deZ3t6Iv3F1lJFIil/c24jdaiaaztE5FqO1ykmtx46Ukngmr0wmpUQIgc9p4b333VozrxuSzrE4bpupJC9qxeplpvnksWianok4DquJVM6gwmlFE3B+IEw2Z7Cxxl1Ms6XeU1Sey+kGp3uDeB0WNta479ivQrESzCV48jEp5RemmHNMfg6sP1OOqeR0g6+d7CedNbg+GuMjh1qBvPrV10/2kzMk5/rDvHoxH8TSOxHn99+z44799AUSvHJ2CMgrXD2wUc173S2ne4P8lzduAvn5/V97bCPfPjvESCSFrVvjM49s5OpwlFcv3nLOmkn69VjXBMc68+5lLx40KWGKdYRuSL52sp9APE3nWJxdTT6C8bwK3cmeIAAfOtjCN88OksrqXB2J8tHD+eWTP7s5UUzz4UMtNKhhcMUqYK4etavw/57sbszrYjfl+1I0U+T6D5RfW0wpjhIdCxVriMn7TRbfz75URZW/YrUzV9T3fy28/L+llKUbCK8DzCaNFw800xNITIu2dtnMvG9/E8PhFDsbfexo9HJjLD/0PRMtfifP7Wkgls6xp1mJ+C8F+1or+cyjGxmL5oe+AZ7d08C1kShtfmcxQE+Sd0Da2eidcT+HOvw4rCbcNjMtftWbXk+YNMEHDjTTM5HAbjGRyensavKhCYHHbs6bclQ6eP+BJnomEmyZEsj4wMYq3HYzXrtF9aYVq4ZSoiYuCCFGgJ8U/t5ai/PUUkpCiSweu7mkNbN+lxWLScNjM5PTDWLpHBVOK82VzuIw6eENVRyeZxmHWvazMLK6QbxwrSfpm0hQ6bLituer6ztvc9/yOSzc335rWY4Qgp2Nc6tCmU0a+0oICFSsDOmcTiprLNhjffI+99ktbKpxU+G0TDPe2T+lzGs9dmo90yPFLSZtWhqFYjVQSjDZJiFEK/AO4FngL4QQISnlfWXP3RLy2uVRzg+EqfPa+cihljlds6SUfPVkP8PhFNsbvIzF0oxH09zXWsHjW0u3aFQsjEzO4IvHegglshzZUMUDG6v4u591893zQ1Q4LPzpB/fiuQcC7O514ukcXzzWQzyt8/i22gVZSr5xdYwzffk18i2VTnY2+Xh6553r8xWKtcS8XUshRDPwEPmGeh9wEfhymfO15PQF8+IWI5EU6dzcpu8Z3WA4nB/t7x6PMx7Nm1/0B5PlzeQ9TjSVLQrBTJbXlYJgTCiZLX6mWN8E4hni6bywUP8Cy7wvmMCQMBhKkTMkfQFVZxRrn1KGvnuBnwOflVL+WpnzUzbesbmGE90BNtW65103azObeGRLNddHYhxsr2Q8lqF7PK7UispMldvGwfZKBkNJHtpUDcAH72/hC0d76Kh2saNBmRzcCzRVONjT7GMinpmmNFYKD2+q5nhXgOf2NBbFbxSKtU4pDfU+4GHgJSHE7wHXgR9LKT8/10ZCiEbg28AOwC2lXFHvxU21bjbVlr4u8kCbnwNt/sK2qEZ6mXjH5ul63vtaK9Vc8j2Gpgme2D6zh/R8bKhxF0VuFIr1Qilz1GeFEDeBm+SHvz8GPArM2VADAeAJ4Bt3m8mF0DMR581rYzRVOkDC108PsL3By288vmlB+3n75gTXR6Pc3+5ne8OtyOEfXRmlP5jg4U3V3BiLMxxJ8diWmmLkcE43+P7FEULJDE9tr6PWa5/tEOuKS4MRTvQE2FLnmfWh5nhXgCvDEfa3VrKrycdELM2rl0Zw2cy8e2c9Zg3+8w+v0zke56VDrTxY6FVPJasb/POFYaKpHE/tqKPGYyvp2Iq1z6sXh/nW2UF2N/n41EMd/MmrVxgKp/nUw+00+Bz84PIIFQ4rT+/Mm9gYhuTVS8MMhlIYUuJ1WHhmV72Kc1CsOUqZoz4BvA28D7gMPCKlnNdcWUqZklIG7z6LC+NYZ4DxWIazfWG+cqKPsWiaN6+NMRQqfX45ndM52jnBRCzDz25OFD8PxjOc6QsxHsvwg8sjXBgIMx5Nc7wrUEzTF0xybSTKaCTNqd7Qkp7bauZnN8eZiGV4++YEmRliAHK6wU9v3EoDcKYvxHA4xc3RGD0TcTrH4hzrCjAWTfONginK7fRMJLgxGmMkkuJ0b7CkYyvWBy+fGWAsmub1K6O8eWOMM31hRiIpvnF6kFO9QUYjaa6NRIuxJEORFJeHolwZjnCiJ8hAMMnFwcgKn4VCsXBKMdd4Rkq5W0r5GSnlFyZdte4WIcSvCiFOCCFOjI2NLcUuAeioyeu0VLut7ClEizb4HFS5SzdesJq0ohnEhmpX8XOP3Ux1wcBhR4OXyoLs4OQxAWoKAv9CQHv1vbM+d0PhGjRXOrCY7oyoN5s02qry16O9cE3bqpxoQuC0mqj12mmsdBQNMnbPoCYGUOe14bKZ0IQo7me+YyvWBzsKI1vNlQ72NPrwOSwIAfe1VNBW5UKI/D06WYeqXFa8Dgs+h4Vatw2LSag184o1iZBlluURQrwBPDnXHPXBgwflUhrXx9M57BYTJk0wGknhd1oxz2LoMBuGIUlk9Tt0uHVDksrquGxmdEOSzunTdLshPzyb0+W6NdO4nUnz+lg6h9NiQtNmbiwnNbinXtNUVsekCSyFte2ZnEEokZlzymCm6zvfsRWzM1l+a4Gp93MqkyOWyVHtzteVZEbHYhLTdBJyukFGNzBpAilZdwYsU8uu/fe+U9I23Z97tpxZWlJKPSco/bzKsc/FIoQ4KaU8OF+6dWkTM1Wkf7FzxJomZjTLMGmiuH+TJu5opCEvmrDOfg9KYj7XISHuvKa3/3Bazdq8ZTbT9VWOR/cGU+uG3WrGPuX+m+nB2GzSShI4UihWM2WrwUIIixDih8Be4PtCiMPlOpZCoVAoFOuVudyzXphrQynl1+f5Pgs8uch8KRQKhUKhYO6h7/fO8Z0E5myoFQqFQqFQ3D1zuWf9ynJmRKFQKBSKtUi5A9RKisARQjwL7ASKkRxSyj9a8NEUCoVCoVAsiFIET/4K+BDwm4AAXgTmFTxRKBQKhUJx95QS9f2glPKXgKCU8g+BB4At5c2WQqFQKBQKKK2hntTeTBSMNrJAQ/mypFAoFAqFYpJS5qi/LYSoAP4EOEU+4vv/K2uuFAqFQqFQAKU11P9BSpkG/kkI8W3yAWWp8mZLoVAoFAoFlDb0/fbkCyllWkoZnvqZQqFQKBSK8jGXMlk90AQ4hBD7yEd8A3gBZUGjUCgUCsUyMNfQ99PALwPNwH+c8nkE+D/KmKclIxjPcKY/RKvfycYa90pnR3EPoBuSE90BJHB/ux/TOnPz0g3Jz7sDCODgOjw/hWI1Mpcy2d8BfyeEeL+U8p+WMU9LxquXhhkMpTjXF+bTj3TM6HSlUCwlFwfD/OzmBAA2s8a+1soVztHScq4/xNuF83NYTexprljhHCkU659S5qh/KoT4vBDiewBCiB1CiE+VOV9LgqPQMFvNmnryVywLzilWi+vxwXDqOTnvEb91hWKlKeWX5L8X/v514f014MvA58uVqaXi3Tvr6ayLUe+1YzOrHxVF+dlU6+H9+01IJG1Vrt4/vd4AAByHSURBVJXOzpKztd6D3aIhELRWqVAVxfpmIRre5aSUHnW1lPIrgAEgpcwBellztURYzRrb6r1UOK3kdIO+QIJUdk1kXbFKCSUyDIaSc6ZprXKuy0Z6krYqF61VTgZCScLJ7EpnR6FY95TSo44LIarIC50ghDgChMuaqzLwvQvD3BiNUeG08IkH2tHUULhigQTiGb54tIecIXlsa826m39eCEc7J3j75gRWs8bHjrThc1hWOksKxbqllIb6t4FvARuFED8FaoAPlDVXZSAQzwAQSebIGgY2TQ2FKxZGOJklZ0jgVn26VwkWzj+TM4ilc6qhXkOU25JxKY+vyDNvQy2lPCWEeBTYSn4t9VUp5Zob73pqRx2neoNsrHGr+WrFomivcnK4w08klePwhqqVzs6K8uCmagD8LitNFY4Vzo1Csb6Zt6EWQtiBXwceJj/8/RMhxF9JKdeUjGhjhYNG9YOiuAuEEMUG6l7H57DwzG7lzaO4heopl49Shr7/HogC/0/h/UvAP5D3pV7VnO8P8+b1MdqrXIQSGf754jC7Gn387jPbZkz/v375NGd6QzyypYY/+sVdd3xvGJJvnx+iP5jgsS217Gj0lvsUFKucL7zdzfcvjbCnuYLfeXprSdsMhpJ8+9wgLpuZF/Y1YzVrfPvcIAOhJO/cVsu2ei+vXhzmC8d6aKl08m/euxOruZS4z4Uf2zHHEquTPQGOdgbYUudhf2sFn/77E0zEM+xrqaDF70QTgqZKB8/f18SPro5yYzTGAxur2H8Pz90rFOWglIZ6l5Ryx5T3PxJCXCpXhpaSM/0hMjmDayNRzg+EyeQMTvUGCSUyVDit09JmMjonuoNIKXnr+viM+wsns9wcjQF54QfVUCt+fG2MTM7gRHeAWCqH2z7/LXVpMEI8rRNP6/QFE/hdVjrH4gCc6wuzrd7La1dGSWcNbozGuDEWZUeDb0nye/uxt9R5Zk17ujd//1wYCDMRSzMSSZHOGZzpD5HOGbht+XPtnYhzaTACwNm+kGqoFYolppSG+pQQ4oiU8iiAEOIwcKK82VoadjV6+cn1cdqqnFS5LHzvwgg7m7x3NNIAVquJvc0VnO0PcbjDP+P+fA4LbVVO+oNJdjYuzQ+nYm3zwMZqfnBphF1N3pIaacivRb42GsVlNdNc6cBmNtHidzIYSrKzKf/w9+jmGvoDCZoqHWxYwqVetx97LnY3+Qo9ajcH2ir40vFeJuIZdjV6aa7M96jrvHaa/Q621Hm4MRpjV5O6LxQrw3oeehdSyrkTCHGZfCBZb+GjVuAqkAOklHLP3Wbi4MGD8sSJNdH2K2bg4MGDqPJbu6jyW7tMLbtyNFQLifpezw3lUjL1mgohTkopD863TSldgHffTabullRW52c3x3FYzOxp9vL2zQBeh4VDU3q94USWY10T1Hnt7G25pT08Fk1zsidIW5UT3ZC8cnaQ+9sreXJH/aLzc2EgzEAoyf3tfvyuO3vmitJJZvJl67KZOdzhR4jlW9u+VMceCic52xdmU62bTbVuUpkcn/9pN1JKPvlw6fryL58e4OpwlA8ebKZjlRjInOsP8Z1zQ0RSWSZiGe5v99Ne7eKBjVVIKTnaGcDvsnKgTQ11KxTlpJTlWT3LkZHZON4V4GxfXl/lxmiU8Vh+/Wad11ZUf/rx9TFujsa4OBihqdJBtdsGwGuXRxgKp7gyHOHyYJhQMse5/jCHN1ThsS983Wc4meWHl0eQEiLJLC8ebFmis7w3OdY1wbn+fNnWemxsWMYGaqmO/f0LwwQTWa6NRPmfH9vIt84N8ea1MQD8LhsvHW6ddx89E3G+dDw/YBVOZvjsC3c9SLUk/NWPbzIUSnJpKIrPbuZMX4iPHGpFSokhJZeHogA0+OxqRYVCUUaWJpS0jEwKKUzOhwGYNFEMZAHw2m+Zb9gtt6JYvYVtnVYTVe78tm6badHrqG1T9q8EHu4e75SyLXV+d7Ud2+fM78dlM2MSgjqPrfhdvc9e0j48NkuxXvldtnlSLx+VTismTWDWBEJQjBD3OizF62cxCVzr0HxEoVhNrPo7bG9LBX6XFbvFRI3HxrZ6Ly6biSr3rR+0RzbX0F7lotJpndaAv2tHHdvqPdR4bJg0wc+7Amxv8C56qYvdYuKlw61MxDK0+pUhwd2yv7WSGrcNh9VUHAVZa8d+dncj/cEE9T47miZ4dGstlS4rUkr2tpQ2JOx3W/l379tF93icBzpWj5DK7z+znZM9Abw2C9dGoxzZ4AchinW/qcKB124pPqwoFIrysGp71K+cGeBHV0YAaPE7qfHY0HWd490TXBuOYhgGP746yo2RKLmcwdud43SNx8jkDF6/MkrfRIJQIsXf/rSbM71B0hmD3kCCWDpHOJHhtcsjjMdSpLI6N0ajJDM647EUr10eIZzIMBLJv46lctPy5bVb6Kh2YdIEoUSGm2MxDGPugDzF7LT4ncvSSMfTOW78/+2deZRdRZ3HP9/u7Eln3xOyEEggO6sgO4IgsgqII+BBOToo4jgOI4ijAsoiDCqKgOBwMkIiI0pkJwRIIBCyAdkXkpCNpJNOJ+l0p5fX/fr95o+q13npvN779Xsvqc8573Td6nvr97u3tlt16/erghIi0f2bsizauJvV24trjldu3cvUeZsor3TnlJVVceeLy3ljeX7NOTtLImwsLCW+CHNTYSm/mfkJCzfsqjlnx94K8vdGao4LfFkqqdjv0G/uukJW5u93md+9Y3sG9eiM6vFBX1t2MrYVlbO1gU1DklG4L8IGn3a8bi3ftodFm/Ywe812nvtwC0/MWc99r67i9zNX8ad31lEdc1PgAPv8862MxposOxAI1E9Gjqj/OGst0+ZvRhK3V0a5eOIQAO55dTUzVmwnR+Ks0f1YW7CPdjmiS4dcVuYX0y43h88f2YdPC0vp2D6HdQX7KCyJ8NyHWzh2cB479kb4ywebmDAkj61FEXp1ac8Zo/tRUByhb15H5q4rZHdpJS/36Mi+SDXFFVHeWrUj6TfD0kiUqfM3UxmNMfmInpxzTP+2fkyBRmJm/N/CLewtr2Jor85cfeIR3P/qKl5aug1J3P+VCYzs243v/fUjqqIx3l+/i0evPZ7L/zSXjYWlPLtwC1O7dWRYn65Mm7+ZmBmnH92Xk0b05iuPvU9pZTVvrNjOR3ecx0sr8nnk7XUAFBSXc90pw/nZP5dTVF7FjBXbeeCqSUybv5kXFm8lR+JnFx/LyL7dmLpgE5GqGOOH9OD8sQMOuoedJZGDZNdm/c59vLh4GwAXTxzE0fXYSCcSjRnT5m+mOmacOqoPizcXMWtNAUs+K8JiMSL+3WbRpiIAXl8B7XLg1WU7OH/sAL7+uWFM/3grJRVRRvbtyuXHDWlONgUCgTrIyBH1jmI3GjEztu3Z76m0cJ+Lj5nVbDUYjVlNfLQ6xo5id35lNEZpJOrPh6JSN5qpqKpmd5kLu9G1C5eUV9aMeIrKqyj1o6q6tvGrqKquGT0UV2Sd6/PDiphRUxZK/AzJjpL9ZWzrnnL2llVS5fNzT6n7X7HP+1jMlbeyyuj+EaRPp7LaHVcbFEUqyS/aX17ziyNEY66cATVlLbEc7yyJUBmNEamKef2Sl6VksmuTGF8SSX5OMmJmVPtZoZKKKHvKnH7V1UZdg3czp2s0ZuyLRCnz9aUpcgOBQOPIyBH1v39hNGWV1XRun8MNp46oib/twmN5YMZqBnTvxI2nj2Ta/E0M6dWFSUN78Mjb6xg9II9LJw/muUWfcczAPKLV1fxh1npOGtGLiycOZtqCLZxxdB/GDurOGysLOPXI3gzv05XV20s4ZmAek4/oxfvrd3Hesf3ZW17Fwo17+PKE5KZcfbp15PyxA9i+t4KT6nCQEsgMcnPEJZMGs7ZgHxO8Q47bLhzD/a+vpk/XDlx1whByc3O5/pThLNtazE1nHQnAfVdO4J6XVzFmUB6XTHajxDNH96W4PMopflOO7587iqnzNnPaqL4M7d2N75wxkp0lEczg5rOOpEO7HL579ig++HQ3F4xzI+VvnDocw+jVpQNnHN2XnJwcLhg3kG1F5Zw4Ivl37eF9uh4kuzbjBndnXySKGUxsguORDrk5nDWmH0VllZxyZB8mDu3B1HmbGNm3M2sLyti+t4yisqqaRWU9Oncgr1N7bjxtJCP7d2N4n65cNGEQGwpLmXREcHgSCLQ2DTo8aQviDk/iujTHpjUWs5o9pmOxGDk59U8WmFmb2u0eymSrw4xk5SRV5SKT003Mv7rqYPxZNaZuBdqO4PAk+0iVw5M2YWdJhH989Bk5gqtOOKJJzkRW5Rczc+UO+uV1pH2O+MdHWxnauzP3XD4h6Qrv99YWsmjTbo4Z2J0Lxzff+Ukge5m3fhd/nL2Orh1yufuy8fTu2oHnP95KflEF5x7TnwlDW29k+NqyfNbsKOGkEb05rRV335q7vpAFG3ZzdP88vjyx5TtZJauDsViMu15exYqteymvitKzcwe+feaRnD0mrMkIBNqKjHk1/nTnPsor3WYBGwpLm3TtqvxiqmPG9r0VvL2mgJgZm3eVsXlX8nRWbNuL2f7rAocf760rpDIaY09ZFYu3FFFUXsXWPeXekUdxwwk0kmh1jNXbSzBz5a41WbmtGDP4ZEfrrLY+sA66zWeKyqKszi9mX0UV24oqiMaM99Yl37QmEAikhowZUY8ekMeq/GJycsRR/ZvmJWrSET3ZWRJhQPdOjBmYx98WbWFEn66MqGMzg+OH92LRxj0cOyiP3HrMYQKHLueP7c+a7cXkdXLuaLt3as9R/buxraicycN6NpxAI2mXm8PkYT1ZnV/S6rtKHTesFws27GbMwG6tsg3mgXXQrRjv3a0DJ47ozdLPisjr3J5uHdtx/rEHr0oPHJqE6ezMIKO+UQeyk2z9Rh1whPzLXlL9jTrQ+jTnG3VGdNSSdgKp9CneF2jr+bp0yEyX3OOBj9IovyUEfQ/Mv7Yi2547ZKbO6ci75pKJz68+2kLf4WbWr6GTMqKjTjWSFjXmrSXbZaZLbqLMdN13cwn6podsvI9s1DmTyLbnl0n6ZsxiskAgEAgEAgcTOupAIBAIBDKYw6WjfuIwkZkuuU/UEc4Ggr7pIRvvIxt1ziSy7flljL6HxTfqQCAQCASylcNlRB0IBAKBQFYSOupAIBAIBDKY0FEHAoFAIJDBHNIdtaTxkr4m6aQUyxnk/0rS5ZJ+4uWm1EWrpEsldUmljCQy20u6RNLn/fFtku6W1DPhnM+1pU5NQdIJkvpLypV0maQvplunpiDp5nTrcDghqZukoZKa5tc4kJRUt8UtQdI4ScfUisuItuyQW0wm6XUzu1DSD4EvAK8ApwGfmdlPUiTzbTM7V9LDQDnwNjAZONHMvpoKmV7uNpxHtx3AdOBFM9uTKnle5nRgIdATuAbnuacUOAYYZ2Y7488jlXo0B0n/AwiIAP2BrUAx0N/MvpNO3ZIhaQ4Qr6Bxp/TjgOVmdmZ6tGo6kn5oZr+TNAn4A+6e2gG3m9mc9GqXHEnnAj/DlY9ioDuQB9xrZm+mU7dsQFKyQaCA183s/LbWpyEkPQQMAKpwHsm+lUltWcZsytGKxPfHvAI4x8xiwOOS3kuhzPjWRePM7DwffkPSrBTKBFhjZudIGgl8BZguKQK8YGaPpkhmTzO7F9zozsyG+/AC4DlJt6ZIbmtwlJmdBSBpmZld6cOpzqfm8jwwCZhiZrMBJL1mZl9Kq1ZN51Lgd8CDuAZwnaS+wAu4l+hM5G7gi2ZWFo+Q1BV4AwgddcPsA+bhOufEl82JadOofk6Kv/xKmkiGtWWHYkc9VtJfgFFAR9wIF6BTCmX+r6Q/A1skPQO8gyuQbbLTgZltAB4CHpI0ALgsheJKJf0X0BWISvoxsBPYDfwL8Axu1JeJJJb3OxLCGbmFmpn9VlIH4EZJNwHT0q1TM+ntR6i9zWwdgJkVSsrk6bwIrg7PS4ibAFSkR52sYxVwhZkdsLerpJlp0qchciV1MLNKM1sq6QoyqC07FKe+hyccbjOzKv996Qwzey2FcgcDF+CmT/YCc81sSarkeZkXmNmMVMpIIrMzcCGwHugBnIJ7e55mZnsl5QJXm9mzbalXY5A0DlhtZtUJcR2AC83sxfRp1jB+vcP1wBgzuz3d+jQFSb9IOHzYzIok5QEPmtlN6dKrPvy6k9txnXMObtZsKU7nrenULRvwz2+XmVXWim9nZtE0qVUnkk4GNppZQUJcxrRlh1xHHQgEAoHAocQhveo7EAhkLn7xZVYh6ffp1iFw+BFG1IFAIOX4zw7VZrY6Ie4UM5tXz2UZgaTxwHhgvZktTLc+gcOPMKJOgqSzJb3c2PhWkHe5pLEJx7MlNbgPqqRBraGPpH6SXm9pOplGc/NL0mBJf6/jfzV5I+mOhPgRkpY3Mv0fSvpGU/VKks73JX2rpemkGm/68hPgNkkvSern/3VvGtWql3h98Gae9+HMEX8gKWN1bgsk3eDX4zR03hRJVzUj/ZuS1Y3E+iVpsqSLEv53Z2NWaMvxtqTuTdUrSVpvSurV0nQaS+ioM4PLgbENnnUwPwKebKlwM9sJ5EvKVFOZNsXMtplZYxqZOxo+5UD8orBv0ToruJ8CbmmFdFLNSWZ2nZl9E/gpzvSlwRfRNJNo5nmZmT1uZtcDWWO/niJuABrsqJuLf85/aeC0ycBFDZyTjIuAJWZW3Ixra/M08L1WSKdRZGVHLamrpFckLZG0XNI1Pv4ESe9I+lDSDO33GDZb0sOSFvvzT/bxJ0v6QNLHkuZKGtNEHZ6StMBff5mPv0HS85Jel7RW0gMJ19wo6RN/zZOSHpHz8HUp8KDXb5Q//Wp/3ieSzqhDjSuB+Jt/rqT/9ve3VNItPn6jpPt82oskHe+fzXo5k584/wSubez9twbpykcvc6IPfyzp5z58t6Rv13p77yzpWUmr5Jy9dPbx9wOdvS5TfdK5Pl9XSHpDboV8bc4FPoqvfJV0lH87XyLpI0mj5GYC3pH0gqRPJd0v6VpfHpbFy4i38d0Yfw4ZTK7c6nrMbCmu87uLDDF9qYPaZp5xUmnm2ab4cr5a0lRfvv8u7+kwWR2UGyGfCEz15b6zpJ9LWujr4xOS6jR1lPMI+KEPT5Jkkob54/WSuihhdOx1WCJpCXCzj+uAs3G/xutwjU9+rG8fPpX0gzpUuBZnux/X5xu+rVwi6WkfN0XSY5Lm+bTOlmvnV0makpDWizhz1LbBzLLuh+ugnkw47gG0B+YC/XzcNcBTPjw7fj7ujXi5D3cH2vnwecA/fPhs4OUkcmvicdN21/lwT+ATnG3xDcCnXqdOOM9hR+DeQjcCvb2uc4BH/PVTgKsS5MwGHvLhi4A3k+gyEvgw4fi7wN8T7qe3/7sR+K4P/xZnYpIH9AN2JFw/BFh2mOTj7biK3wPnZW2Gj58FjAFGJKT9owT5E4EozuMcwL6ENEf4/032x3+Ll49asu8Cbkk4no+zN8WXly5e7yJgEK6T2Arc5c/5N+B3Cdf/FPiPdNfJBvL5ZJz3t8S4XOBr6datHp2HJ/za+7huwJfSrVsr3uMInDOS0/zxU8CtjaiDJyak0Tsh/DRwiQ9PIaFNSzhnha+v3/d171r/jD/w/78TuNWHlwJn+vCDCXXyBnzbmXDNXF9X+gK74nlWS/YmIM+Hx+Ha7L6J9+H1fhbnW+EynFe6uIneh/H67c9dC/Rpi7zKVocny3DOPX6Na4jnaP+Cj5n+pS4XyE+45q8AZvaupO5yvqnzcM5KjsYV2PZN0OGLwKXa/22kEzDMh98yb+gvaSWuIPYF3jGz3T7+OWB0Pek/7/9+iKtQtRmEczQS5zzgcfMjtbgcT9xGeBnQzcxKgBJJEUk9zawIKCCFU1p1kK58nAP8ANiAczF7vh9JjDSzNZJGJJx7JvB7L3OppKX1pLvBzBb7cH35tgpAzpZ4iJlN9+lX+HiAhWaW74/X4zxigXtm5ySkV4Bz35qxmNmCJHHVuAYxIzGzTUni9gEp88WQJraY2fs+/AyuXrxO/XUwkXPknB51wQ1CVgAv1SNvLs4b3Zm4wc6FuE7xAFeyvl73NLN3fdTTQH0e+V4xswgQkVSA82fxWa1zevu2D9zM1nNmVggHtZcvmZlJWoYbzCzzOq3A1el4HY+3mbvq0atVyMqO2sw+kXQ8brT5K0lv4XxdrzCzU+u6LMnxL4FZZnaFb5xnN0ENAVea2ZoDIp0T90hCVDXNe87xNOq6vpzGT8PF04rV0i2WkHYn9ntxaxPSmI8LcVN4nwIzcS9R38Z1ri2hdr4nm/pubL7VzqfEPEwsD22eb4FDimT1SdRfBwGQ1Al4FDfC3iLpThou2+8CZ+AGLy8At3mZrzRd9QNoTJsblZRjzq10Y9Kqr72ENqx72fqNejBQZmbP4KZEjgfWAP0knerPaS9nEhIn/v3zdGCvH/H2wE0rgptOaQozgFvi32QkHdfA+QuBsyT1kltQdGXC/0pwo8Km8AkHjthmAv/q00ZS7yamNxpo1Krl1iJd+WjOW9IW4GrgA9zb/K24RqQ27wJf9zLHc6Cv4ipJTZmFATeaPsrrUQJ8Julyn35HNX03tDbPt8AhxbB4XcOV8/eovw4mtlXxTrlQzvtjYxZgzgGuA9b6DnM37kX9gL0Y/Cxfka/ncOD6mea0l+Du60gffhu3DqgPNL299O3+QNynxZSTlR017pvBAkmLgV8Av/KN71XAr/3ig8XA5xOuqZD0MfA4cKOPewC4z8c3ddT7S9wU61I/JfLL+k4253bwXmAB8D4ug+N+cJ8F/lNuYdOo5CkclF4psF7SUT7qz8Bmr88SfOfSBM6h5W+1TSWd+TgHKDCzch8eSq3pN89jQDdJq3CLWBJH3U/gnvfUJNfVxWscuHL4epzZz1LctODAJqQFbhoxU/0n16AWmvXUFd8Keh3uJnZrgJt9+e4FPNZAHZyC2+RoMW60+STuRXEGbjBSL2a2ETdij78UvwcUWfJd/74J/NHLSlykNgu3eCxxMVljeAW3/gMzWwHcA7zj7/E3TUgH4ARgnrWVO9S2+BCe7h+1FkCkUY9u/m873HecK1qY3hW4zq01dHsX6JXuZ5QN+dgK9zEdOLoV0jkOeDrd99OaeUfdi5CSxreCXrUXBC5vxDXtcAud2rWC/C7Ax2nKk0bd76Hyw60PmdlKaT0MfKGtdM/WEXW2cqd/O1yOW8j0z5YkZm4R0saWKiXngOI3luK9rAM13I5rNFpKX9yeyW2K2tisJ4n8+sz3fq1aZo1yZj9/k7RS0nRJ8yWdqGBid1hhbnHmk2oFhye4F5y3WiGdxpHut5zwC7/wy64f6THrmYKbjm1IxkFmjV63P/nweIKJXfhl2S8rV30HAoG009ZmPXHGNCAjmVnj6bipSsxsuYKJXSDLCB11IBBoDm1t1lNzeQMyGjJrbIhgYhfIOMI36kAg0Bza2qwnTkPme8l4H/iqP38sztogTjCxC2Q8oaMOBALNoU3NeuI0IKMuHsV17iuBX+Gm2eOmkcHELpDxhP2oA4FAk5Dz/vaymY1PsyqNQlIuzvdzhV9t/SYwxnf6zU1zOvBjM1vbQt2OA35kbmeuQCAp4Rt1IBA41OkCzPJT3AK+15JO2hM3sWtRR02aTOwC2UUYUQcCgUAgkMGEb9SBQCAQCGQwoaMOBAKBQCCDCR11IBAIBAIZTOioA4FAIBDIYEJHHQgEAoFABhM66kAgEAgEMpj/B5JTSTp2xNegAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ "iris_df = pd.DataFrame(iris.data, columns=iris.feature_names)\n", - "pd.tools.plotting.scatter_matrix(iris_df, figsize=(8, 8));" + "pd.plotting.scatter_matrix(iris_df, figsize=(8, 8));" ] }, { @@ -1143,20 +1145,12 @@ "execution_count": 31, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/webartifex/Projects/cscm-workshop-intro-machine-learning/venv/lib/python3.5/site-packages/sklearn/model_selection/_split.py:2026: FutureWarning: From version 0.21, test_size will always complement train_size unless both are specified.\n", - " FutureWarning)\n" - ] - }, { "data": { "text/plain": [ - "array([0, 0, 0, 1, 0, 1, 0, 0, 0, 1, 0, 2, 2, 1, 2, 1, 1, 2, 2, 1, 2, 0,\n", - " 0, 1, 2, 2, 1, 1, 1, 1, 2, 2, 2, 1, 2, 0, 0, 0, 0, 2, 0, 2, 1, 2,\n", - " 1])" + "array([1, 0, 0, 0, 1, 0, 1, 0, 1, 2, 1, 2, 2, 0, 0, 0, 0, 1, 0, 2, 2, 1,\n", + " 2, 2, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 0, 0, 2, 0, 2, 0, 2, 2, 2,\n", + " 0])" ] }, "execution_count": 31, @@ -1166,7 +1160,7 @@ ], "source": [ "from sklearn.model_selection import train_test_split\n", - "X_train, X_test, y_train, y_test = train_test_split(X, y, train_size=0.7, stratify=y)\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, train_size=0.7, test_size=0.3, stratify=y)\n", "y_test" ] }, @@ -1240,9 +1234,9 @@ { "data": { "text/plain": [ - "array([0, 0, 0, 1, 0, 1, 0, 0, 0, 1, 0, 2, 2, 1, 2, 1, 1, 2, 2, 1, 2, 0,\n", - " 0, 1, 2, 2, 1, 1, 1, 1, 2, 2, 2, 1, 2, 0, 0, 0, 0, 2, 0, 1, 1, 2,\n", - " 1])" + "array([1, 0, 0, 0, 1, 0, 2, 0, 1, 2, 1, 2, 2, 0, 0, 0, 0, 1, 0, 2, 2, 1,\n", + " 2, 2, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 0, 0, 2, 0, 2, 0, 2, 2, 2,\n", + " 0])" ] }, "execution_count": 34, @@ -1269,9 +1263,9 @@ { "data": { "text/plain": [ - "array([0, 0, 0, 1, 0, 1, 0, 0, 0, 1, 0, 2, 2, 1, 2, 1, 1, 2, 2, 1, 2, 0,\n", - " 0, 1, 2, 2, 1, 1, 1, 1, 2, 2, 2, 1, 2, 0, 0, 0, 0, 2, 0, 2, 1, 2,\n", - " 1])" + "array([1, 0, 0, 0, 1, 0, 1, 0, 1, 2, 1, 2, 2, 0, 0, 0, 0, 1, 0, 2, 2, 1,\n", + " 2, 2, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 0, 0, 2, 0, 2, 0, 2, 2, 2,\n", + " 0])" ] }, "execution_count": 35, @@ -1298,7 +1292,7 @@ { "data": { "text/plain": [ - "(array([41]),)" + "(array([6]),)" ] }, "execution_count": 36, @@ -1352,7 +1346,7 @@ { "data": { "text/plain": [ - "0.9714285714285714" + "0.9619047619047619" ] }, "execution_count": 38, @@ -1379,12 +1373,14 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1428,36 +1424,36 @@ "name": "stdout", "output_type": "stream", "text": [ - "1 0.9555555555555556\n", - "2 0.9111111111111111\n", - "3 0.9555555555555556\n", - "4 0.9555555555555556\n", + "1 0.9777777777777777\n", + "2 0.9555555555555556\n", + "3 0.9777777777777777\n", + "4 0.9777777777777777\n", "5 0.9777777777777777\n", "6 0.9777777777777777\n", "7 0.9777777777777777\n", - "8 0.9555555555555556\n", - "9 0.9555555555555556\n", - "10 0.9555555555555556\n", + "8 0.9777777777777777\n", + "9 0.9777777777777777\n", + "10 0.9777777777777777\n", "11 0.9777777777777777\n", "12 0.9777777777777777\n", "13 0.9777777777777777\n", "14 0.9777777777777777\n", "15 0.9777777777777777\n", - "16 0.9777777777777777\n", - "17 0.9777777777777777\n", - "18 0.9777777777777777\n", - "19 0.9777777777777777\n", - "20 0.9777777777777777\n", - "21 0.9777777777777777\n", - "22 0.9555555555555556\n", - "23 0.9555555555555556\n", - "24 0.9555555555555556\n", - "25 0.9555555555555556\n", - "26 0.9333333333333333\n", - "27 0.9555555555555556\n", - "28 0.9333333333333333\n", - "29 0.9777777777777777\n", - "30 0.9333333333333333\n" + "16 1.0\n", + "17 1.0\n", + "18 1.0\n", + "19 1.0\n", + "20 1.0\n", + "21 1.0\n", + "22 1.0\n", + "23 1.0\n", + "24 1.0\n", + "25 1.0\n", + "26 1.0\n", + "27 1.0\n", + "28 1.0\n", + "29 1.0\n", + "30 1.0\n" ] } ], @@ -1467,8 +1463,7 @@ " knn.fit(X_train, y_train)\n", " y_pred = knn.predict(X_test)\n", " correct = np.sum(y_pred == y_test) / len(y_test)\n", - " print(i, correct)\n", - " " + " print(i, correct)" ] }, { @@ -1507,7 +1502,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.2" + "version": "3.6.7" } }, "nbformat": 4,