Commit d743a3c7 authored by Parish, Chad's avatar Parish, Chad
Browse files

Replace mean_vs_data_B.ipynb

parent 97c5d2b6
......@@ -180,11 +180,11 @@
fig.savefig('grain_sizes.pdf', dpi=300)
```
%%%% Output: display_data
![](data:image/png;base64,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)
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAArsAAAELCAYAAADZQU5qAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4xLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvDW2N/gAAIABJREFUeJzsnXd8VFXax78nPSGFUEKkhFCEIEXRWBZcpUSBFQsu4KK+AqLorizquq6si51XseHCWlAUwVexLaCuCCsoIk0BadKUEEIPEEhImUk/7x9nJr3MTGYyk+T5fj73c6fce+6ZO/ee+zvPec7zKK01giAIgiAIgtAU8fN2BQRBEARBEATBU4jYFQRBEARBEJosInYFQRAEQRCEJouIXUEQBEEQBKHJImJXEARBEARBaLKI2BUEQRAEQRCaLCJ2BUEQBEEQhCaLiF1BEARBEAShySJiVxAEQRAEQWiyBHi7Ap5m+PDhesWKFd6uhiAIgiAIguBelCMbNXnLbnp6urerIAiCIAiCIHiJJi92BUEQBEEQhOaLiF1BEARBEAShySJiVxAEQRAEQWiyiNgVBEEQBEEQmiw+J3aVUsuVUlopNaHcZ0FKqULb5+WXVO/VVBAEQRAEQfB1fCr0mFJqKjC8mq96YeqaD5QPr3CiIeolCIIgCIIgNE58wrKrlGqnlJoHzK5hk7629RKtdcdyy28aqIqCIAiCIPgq587BqFFmLQiV8AmxC8wF7gJ2AGer+b6PbZ3cYDUSBEEQBKFx8MUX8Nln8J//eLsmgg/iK2I3B3gRGABkV/O93bI7VimVpZQ6rZT6p1IqpMFqKAiCIAiCbzJ/fsW1G5g7dy5KKaZPn+62MutLamoqSilqywxb2zbfffcdq1evdvh4f/jDHxg0aJArVfUpfEXsTtBa/01rbanhe7vY7QlooA1wP7CwISonCIIgCIKPkZQESpllwwbz2fr1ZZ8lJdWr+Hnz5tG6dWvefvttCgsL3VDh+hMXF0dGRgZJLv62wYMH88svv7i5Vr6PT4hdrXVxTd8ppRTwAfA+0E9rHQX8j+3rsUqpntXsM1kptUUpteX06dMeqbMgCIIgCA3A8OGQmFh1OXIE/GwypqCg4trPz3xf3X7Dq5sHX5EtW7awdetWFi1aRHp6OkuXLgXKrKZDhgwhMjKSEydO8Pe//51WrVrRuXNnPvjgAwA2b95Mr169CAoKIi4ujv/+978Vys/MzCQoKIiVK1dy4MABlFK88sor5OfnExERwfvvv8+aNWvo1asXLVu2ZPz48eTl5XH48GGio6NZtWoVVquVsWPHEhkZyahRo+jRowfTpk0rPcb//d//0a5dO3r27MnOnTuZMGECAH/84x9ZsGABP//8M4mJiURERHDDDTdw5swZAJ566imio6O56KKLOHDgQJVz891336GU4k9/+hPR0dGMHDmSxx57jFatWjFw4EDOnDlDYWEhd955J1FRUfTs2ZOVK1cCsGzZMuLj4wkMDKRnz55s27YNAKUU99xzD/Hx8bRv356vvvrKgQvDCbTWPrUAqRjr7YQ6tjtr2+6W2ra75JJLtCAIgiAITZD//EfrkBCtoWwJCTGf14O7775bDxgwQGut9ciRI/WgQYO01lofPHhQA3rKlCl6//79evny5VoppdetW6e//PJLHRwcrI8fP66XLl2qn3/+eZ2amqr79u2rb7nllirHGD58uJ46dap+7bXXtL+/vx4xYoResWKFDg4O1pmZmTo2NlZPnTpVp6am6j59+uhZs2aVHn/58uV69uzZOjQ0VP/www962bJlWimlH3nkkdJt7rrrLp2cnKzPO+88fd999+nc3FwN6FmzZun8/Hx9+eWX69///vf6yJEjOikpSU+dOlVv3bpVA/rNN9/Ue/bs0eedd56++uqrK9R79erVGtAzZszQS5cu1YCePHmy3rx5swb0u+++q9944w0dFRWld+3apd944w0dExOjrVarnj9/vn7jjTf0/v37dUxMjH7kkUe01loDesSIETo5OVn37t1bDx8+3NG/yiFt6VOhx6pDKRUNXAm01VqXd8ax112mXgqCIAhCcyQzEwICjCU3OBjy8837zEyXi8zOzubDDz/EarUSEhJCcXExRUVF7N27l9DQUACGDh1K9+7dWbJkCVprrrvuOgDy8/P56aefCA8P56uvvmLt2rVYrdZSq2y/fv0AuPXWWxk9ejTPPfccqamp3HnnnSxatIiOHTsybNgw8vPzSUtL4+2332bhwoVYLBbWr1/PqFGjSuu5d+9eevToweWXXw5A27ZtK/yOUaNG0a1bN+Li4sjNzSUsLAyA0NBQgoKC2LlzJzt27GDVqlXk5eWRkZHBwIEDAbjllluIiorisssuI7OGczlq1KjSMm+44QYSExMByMvLY+fOnWRnZzNw4EBKSkrIzs4mOTmZkJAQ5s+fz3//+1+UUuTl5ZWWd91119GtWzd69+7NyZMnXf7/qsPnxS4QBnwBoJTK1lp/qpSaDEQAucBmb1ZOEARBEAQv8c47YLHAhRfC88/DI4/Ajh1motrtt7tU5KJFiygqKmLr1q0EBQUBkJSUxNy5c3nwwQcBCAkx8+MTEhIICAhg7ty55Ofns2rVKvr168eNN97I+eefz4wZM7jpppvQWtO+fXu2b98OQHh4OEop7r33Xg4fPszWrVv5+uuvWbBgAfPnz6d169a0adOGG2+8kTvuuIN58+YxcuTICvVMSEhg4cKFbN68mZMnT1LZbdPPr8xT1RhPzWfp6elkZWWRkJBAx44d+etf/8qiRYvo27cvvXr1AuCDDz5g8ODB/Pjjj/TsWcVbtEr5/v7+VeoWFRXFe++9x4EDB9i5cyedO3fmt7/9LRMnTmTChAkkJSWV1qt8GcZ71b34hM9ubWitjwHv2t5+opTKBN60vX9Wa33GOzUTBEEQBMGrREXBiy/Cli1wzTWweTO88AJERrpc5FtvvcW1115Lv379SEhIICEhgTFjxpRaWMtz/fXX85e//IX777+fqVOn0rp1azp16sSECRNYsWIFgwcPJjo6mpSUFAICAoiPjyc+Pp42bdrQunVrBg8eTJs2bejTpw/Dhw/Hz8+PG264AX9/fz7++GM2btzIsGHDOHDgAJdddlmFY999992MHDmSpKQk3n//faKjoysI0Oq48cYbmTlzJkuWLOHdd98lLS2N4cOHs2HDBq644gr69u3Ls88+y/Tp07n11lvp37+/S+dw8uTJjBo1ijvuuIMZM2bQo0cPIiIiuOuuu3jzzTe5+eab6dChAykpKS6V7yyqvKr2BWwpgDsDE7XWC2yfBQPTgNuBTsAhYI7W+rW6yktMTNRbtmzxWH0FQRAEQRAampUrV/LJJ58wYcIEwsLCGDBgAC+99BL33Xeft6vWkDhkBvY5setuROwKgiAIgtDUSE9P57bbbmP9+vX4+/szePBgPvjgA1q0aOHtqjUkDondxuCzKwiCIAiCIJSjTZs2VUKaCdXj8z67giAIgiAIguAqInYFQRAEQRCEJouIXUEQBEEQGjXniooY9fPPnCsq8nZVBB9ExK4gCIIgCI2aL9LT+ezMGf6Tnu7tqgg+iIhdQRAEQRAaNfPT0iqs3cHcuXNRSjF9+vQat0lNTUUpxYoVKyguLmb+/PkcO3YMgPj4eKZNm+a2+ni6/KaMRGMQBEEQBKHRkbR9O9/YUtkG2bJurT93DvXddwAMbdmSVRdd5HL58+bNo3Xr1rz99ts88cQTBAYGVtkmLi6OjIwMwsPDWbduHZMmTWLv3r0uH7M2Kpe/c+fO0gxvQu2IZVcQBEEQBJ9l+I4dJG7ZUmU5kpdXKmIKbDkD7Gs/4EheXrX7Dd+xo85jbtmyha1bt7Jo0SLS09NZunQpUGbJHTJkCJGRkfz4449ER0ezatUqxo8fD0CvXr1ITU0FYPv27fTq1Yu2bdvy/vvvA8YiO2bMGLp27UpcXByvv/46PXv2pH379nz22WcAfPrpp3Tu3JnWrVvz0EMPobWuUn6/fv148sknAZgzZw4dOnQgPDycO+64g/z8/Aq/x9Vjnj17liFDhhASEkKrVq149tlnAZgwYQJXXnkl1157LZGRkUyePNnJf7WB0Vo36eWSSy7RguBNcnNz9YEDB3Rubq63qyIIguB13Nkm/uf0aR2yZo1m9erSJWTNGv2f06frVe7dd9+tBwwYoLXWeuTIkXrQoEFaa60PHjyoAT1lyhS9f//+0vfLly/Xy5Yt04DetGmTLi4u1p07d9b9+/fXKSkp+rrrrtO9e/fWWmvduXNnfemll+rk5GTdtWtX3alTJ/3LL7/ogQMH6quvvlqfOXNGh4aG6hdffFHv27dPt2vXTi9ZsqTa8h955BH9888/a6WUXrhwod68ebMeNmyY/umnnyr8HlePuX37dv3www/rgwcP6okTJ+p27dpprbUeP368Dg8P1z/88IOePn26BnRaWlq9zrmLOKQFxY1BEDxMWlpaaS+/a9eu3q2MIAiCl3Fnm5hZVEQAxpIb7OdHfkkJAbbPXSU7O5sPP/wQq9VKSEgIxcXFFBUVsXfvXkJDQwEYOnQo3bt3L/0dAGFhYQBERETg52dszklJSXTp0oU+ffqwe/fu0m0HDRpEt27d6NSpE23btqVHjx50796dffv2kZycjNVq5amnnmLGjBnk5OSwfv16Ro4cWaV8gD179qC15sYbbyQqKooVK1ZU+7tcOWb//v3Zs2cPkydPJjc3l7y8vNLyEhISuPzyyzl79iwAVqvV5XPuacSNQRA8TGRkJH5+fkRGRnq7KoIgCF4nNjaW+Ph4YmNj613WO2lpWEpKuDA8nM/79OHC8HAsJSX1mqi2aNEiioqK2Lp1K9u3b+fnn3+mQ4cOzJ07t3SbkJCQKvv5+/sDcPToUQoKCgAqiFJtc7Go/Ll9PztdunQhKCiIqVOnsnjxYkaPHs2IESOqLR+gd+/eKKVYvHgxO3fupFevXixfvrxK/Vw55uzZs9m9ezdz586lc+fOFX6DvQylHMrY61VE7AqCh8nKyqKkpISsrCxvV0UQhGaCxWIhJSUFi8Xi7apUISwsjK5du5ZaQutDlL8/L3brxpZLLuGaVq3YfMklvNC1K5GVxJwzvPXWW1x77bX069ePhIQEEhISGDNmDAsXLqz1fPbu3ZsePXowZswYUlJSXD5+27ZtWbhwIR999BEjR47k3Llz9O/fv8bye/fuzSuvvML06dMZOHAgl112GUOHDnXLMUeNGkVhYSEXXXQRZ8+eJTs7m9OnT7v827yFKq/SmyKJiYl6y5Yt3q5Go8BisZCWlkZsbKxbGiHBIOdVEISGJiUlhdTUVOLj48V9SmjKOGRWFp9doRTxLfUMdiuGIAhCQ2F3EXCHq4AgNHZE7AqlSOMoCIIgCEJTwyWxq5QKAXoALav7Xmv9fX0qJXgHsUAKgiA0AbQm7fBhUpOTQWu6duvm7RoJgldxWuwqpYYD7wPRVO8roQHXPcMFQRAEQXCOkhLIy4OcHMjKIjYvD4KDiW3d2ts1q4LMYxAaGlcsu7OBFGAacMa91REEQRAEwSEKC43AzcqC3Fzzmb8/hISYkbrQUPDBdLIyP0RoaFwRux2BB7TW37q7MoIgCIIg1IDWUFAAFgucOwf5+aAUBAZCixbmdXmUMoLYx5D5IUJD44rYXQ1cCFSNWCwIgiAIgvso756QnQ1FReDnB8HBEBFR+74BAWbfqKiGqauDyPwQoaFxRexOBlYppboBPwFVIixrrd+rb8UEQRAEoVlS3j3BYjGCNyDACFxbulqHsIvdxs7hw+79HSEhEBfnvvIEn8eVDGo3YCIxTAJeBxZUWt51S80EQRAEoTmgtXFJyMiA1FRISYETJ4zLQliYseCGhhqLrjP4+5syGnvyqLw8CA933+KkcF6wYAGDBg2q9rs5c+aglCKvgTsV3333HUop9u3b5/Q2xcXFzJ8/n2PHjjl8vNjYWJ588klXq+t1XBG7jwFLgQRMRIbKSyu31U4QBEEQmiIlJcZqe+qUEbepqZCebgRtRIQRZcHBVf1wnUEpI3SLitxW7eZEeno66enp5OTkUFhYWPq+sLAQq9XKX//6Vx588MEK++zYsYOkpCRatmyJUqp0GTFihFvrduWVV5KRkUGPHj2c3nfdunVMmjSJ7Oxst9bJl3FF7EYBr2mtf9Van6tucXclBUEQBKEmLBYLKSkpWCxVvOp8i6Ii43d77BgkJ8ORI+a93f+2RQvjelBPLFYrKYcOYbFaRezWg7Zt29K2bVv+/Oc/s2HDhtL369ev58SJE/z666889thjpdufPXuW4cOHs337dmbMmMHw4cMBGDduHM8880yNx7n00kv5xz/+AUCnTp248cYbAbjmmmu46667KCws5M477yQqKoqePXuycuVK1q1bR3R0NL/++itWq5WxY8cSGRnJqFGj6NGjB9OmTSstf+bMmbRq1YrExESOHj3K+PHjAejVqxf79++vUjaA1Wrl97//PZGRkdx0003k5+e79+Q2MK7cVSuAa4Hv3FsVQRAEQXAenw1l5Wz0BDeRduoUqUeOANC1dWsRuy5iF35ff/01//3vf3n55ZcBuPDCC4mOjuaLL75gwYIFpdt/+umnpKWlMWfOHKZMmUJMTAwrVqwgISGBxMTEGo8zevRoFi1axG233caJEyf47rvvyMjI4Pvvv+eLL77gnXfeYcmSJWzYsIG1a9dy++23s3DhwtL9582bx5dffsnq1as5c+YMI0eOrFB+ly5d+P7777nkkkv46KOPeP3117nuuuvYtGkTK1eurFL2oUOHmDt3LitWrGD16tWcPn2azz//3I1ntuFxRewuA2YppfoBm4HKdnCttX6l3jUTBEEQBAfwqVBW9ugJublmgllxsRG1QUF1R09wE7ExMRXW5OU12LGbEklJSQAcPXqUTZs2lb6viW3btgFw8cUXA7B9+3bAuBzUxpgxY5g2bRpvv/02v/vd79i8eTPPPPMM4eHhDB06lKlTp5Kdnc3AgQMpKSkhOzub5OTk0v337t1Ljx49uPzyywFjka5c/gUXXEB0dDS5ubmliTwiIiLYtWtXtWXv37+fHj16cNlllwEQ5WMRPZzFFbH7jm39O9tSGQ2I2BUEQRAaBK+HsioqKouekJNjLLr26AnOTipzA2GhoXTt3Nm8sUd2EJzmo48+AiAkJIR777239P2QIUOIsXckyhEfHw/Aa6+9xg8//MDs2bMZMGAAV199NQAFBQVYLBZatmxZYb+uXbty0UUX8eqrrzJr1iyio6N59dVXueOOOwgICCAhIYGoqCjee+89Dhw4wM6dO+ls/3+BhIQEFi5cyObNmzl58iSnT5+uUL5fuWtQa42/v0lye/To0RrLvuCCC1iwYAEbN27kzJkznDvXuD1UnRa7WuuGv3MFQRAEwVfwknuCSwQEgNXq7VrUj5AQ04lwZ3kOMG7cuGo/X716dbVid8qUKezevZtly5bx7bffMm7cOGbOnFkqLhctWsTEiRPJy8sjODi4wr5jxoxh+/btXHvttbRp04b33nuPsWPHAjB58mR27NjBHXfcgb+/P3/961+JKGepv/vuu1m/fj1JSUmMGDGC6OjoCgK3Mr1796ZHjx6MGTOGjRs3Vlv23Xffzdq1axk2bBhDhw6le/fuDp0zX0Xpxh6SpA4SExP1li1bvF0NQRAaEIvFQlpaGrGxsaVDdoJQL0pKjKjNySlzTwBjvQ0M9G7d6iI7G7p1c8vkN8F1Tp8+zejRo1mzZo1by125ciWffPIJEyZMICwsjAEDBvDSSy9x3333ufU4PopDPUunr3yl1DvANtuyQ2udY/s8BhgBrNVapzhbriAIgrvw2QlLQuPCx9wT6kVRkYhdL5Oens68efPcXm7//v156aWXGDZsGP7+/gwbNowJEya4/TiNGactu0qpEoxfLrb1AYzwzQP+B/hFa32BOytZH8Sy6zhiDROaCnItCy5Rm3tCUJBvuSc4Q04OtG9vYvcKQtPCM5bdSoUroLttsb+Pd7FMwcuINUxoKnh9wpLQeKjNPaGpRDDw9ze/UcSu0ExxRexeDPQvt74QaGH7rgR42z1VExoanwrfIwiC4CmaknuCI/j7S0QGoVnjSjSG7cB24F0ApZQCLgX+BfQFlrizgkLDUWoNs1s2BEEQmgLl3ROysozwU8oIXF+LnuAJfC0iQ2EhnDkD7do1/XMv+AT17sJqwybgPiAEmF3vWgkewaGUmnl5cOiQeTAIgiA0VkpKjMA7fRoOHoTUVPMajHtCeLgJQdUcxJafnzFi+IohIz/f/Bdnzni7JkIzwZVoDAsoi8awTWttz6BmF85d3FM1wd045JOblWUaoqNHIS5OZu8KgtB4qMk9ISjI4diqTRalzPmxxXz1Krm5EBYG6elmLZNIBQ/jipK5AxN1AQClVArwK8Z/VwONO4FyE6ZOn9ySEjMDOTLSPDCOHoVOnXyjcWzMFBSYh4w06EI9kAgT1VBUZO6v/Pzm6Z7gLEVFxi/Z2+TmmnoEBMDx4xAfL4YVwaPUNxoDQFfbYudWpdQQ4Cdgi9b6aVcrJzQwublG8CoFoaHGv+34cejQoWlO2vAkxcXmfGZmmvMYHAxdZNBDcJ1mHy2lpMQI24ICc29Zrcb3UymzBAU1negJnsDPz5y7Fi3q3taTFBaaJSTE1KmwEE6eNKHRauicHM7LI8+NLhgh/v7ENXdLfzPDFbF7ISYSw8XAJVSMxmAnFrjOtojY9RHqfFhmZFTs9YeFmaHAkychNlasJHWhtXkAnztnMhaBeQC3aGEsKoJQD5pVtBSty0SRxWLErX0egVJmtElcE5zD39+0T9HR3q1H5fkgYWHGKp+ZWWPd8oqLCXej5TdH2uNmh9PmOq31z1rrhVrr+7XWVwKRwAUY14ZXgDVANg4G+hUajtjYWOLj46t/WBYUmIYwKKji5+HhRrylpzdMJRsj+flmokVKChw5Yh7OLVqYc1f5fAqCi9ijpTRJF4aiItP+ZGQY96nkZDOh7NgxI4T8/Mz9FB5u7i27VVBwnIAA3wg/ZrFUdVkIDzdGFV+oXzUsWLCAQYMGVfvdnDlzUEqR5+G6f/fddyil2LdvH8XFxcyfP59jx45V+NxdeLp8b1DvrpI2Kdj22ZYP7J8rpbpjrL+Cj1BroP3c3JottxERRsz5+0OrVp6rYGOiqMg02mfPGrHr52dcP0JDvV0zQfBtSkqMxTY/39xDFktFd4TAQGPtk5Ek9+Lvb851SYl3OwrZ2VWNAH5+pgNz/Dh07uwz80TSbUaenJwcCgsLS99HRUVRVFTEY489xiuvvFJhnx07dvDQQw+xZcsWzp07V/r58OHDWb58uct1ufLKK8nIyCAyMpK1a9cyadIk9u7d63J5tbFu3brS8ssftzHjsStea52stf7EU+ULbkRrY1GpSagpZQTvyZPGytJcKSkp82M+cADS0srOTYsWYmkShMrY3RFyc83o0KFDsH+/WaelmfspMLAsFFiLFo07La+vY4/I4C2Kisz1UJ2YDQoybeypUw1frxpo27Ytbdu25c9//jMbNmwofb9+/XpOnDjBr7/+ymOPPVa6/dmzZxk+fDjbt29nxowZDB8+HIBx48bxzDPP1Hics2fPMmTIEEJCQmjVqhXPPvssCxYsoEWLFgwcOJD+/fuzbt06oqOj+fXXXxk/fjwAvXr1KnVNnDlzJq1atSIxMZGjR4+yYMECWrZsyfjx42nZsiUTJ07kj3/8Iy1btuT6668nLy+PwsJC7rzzTqKioujZsycrV64EqFD++++/X3rcgoICJk2aRHR0NDExMbz00kueOO0eQZ7Oghk6qqkBsmMXdcePGz/e5kR+vnlQ290U8vLKhlQDA71dO0HwHYqLy9wRjh0z7ggHDxrXhHPnytoR+/0TEuIzVrxmgzfFbl3x28PCzHXiI0aVlStXsnLlSh5++GH69etX+v7CCy+ka9eufPHFF8THx5du/+mnn5KWlsYTTzzBlClTmDhxIgAJCQkkJibWeJwjR46QmJjIvn37uOmmm5gzZw5gIrBMmTKFzz77rML2r7/+OgCbNm0iLi4OgC5duvD999/z888/89FHHwFw7tw5hg4dyjPPPMOCBQto3749CxYs4Msvv+SHH37gnXfeYcmSJWzYsIEHH3yQ22+/nby8vGrLB5g3bx6ffPIJq1ev5oUXXmDDhg3k5ubW8yw3DBLrQzCNiyPO/35+xvJy7JgZanJickijC5tUVGSsUXY3hYAA8RMUfAKfuZfs7gj2zGS5uea+0drcJ+KO4HUsVitpp04RGxNDWGio+S8KC71YIUvdnZsWLeDECTNZ2sth0pKSkgA4evQomzZtKn1fE9u2bQPg4ouNB+f27dsB44JQG1FRUezZs4fJkyeTm5tbwf93xIgRtGzZkoMHD5Z+Zr/vIyIiSsXmmDFjuOCCC4iOjiY3N5c2bdoAMHr0aDZt2gTAzTffTAtbNI68vDx27txJdnY2AwcOpKSkhOzsbJKTk6stH2D37t10796diy66iIsuuogJEybU+rt8CRG7zZ3iYtOLdjQcjb+/EX1HjhjB6+AErEYRNsmecSkjo8yHOSTExB0WBB/BK/eS1mUxbfPyzOhOfr753B7XNjBQoiP4GGmnTpF65AgAXe2+sBYLREV5p0I5OXU/M+yRNk6cMImN/PwI8fd3awSFEAdHE+wW0pCQEO69997S90OGDCEmJqbK9nYr72uvvcYPP/zA7NmzGTBgAFdffTUABQUFWCwWWrZsWWG/2bNns3v3br755humT5/Orl27yupazT3lb6v/0aNHKSkpAcCvnCHGTKWiyuf+lX53QkICUVFRvPfeexw4cICdO3fSuXNnMjIyqpQP0KdPHxYuXMjWrVvZt28fTz/9NGvWrKFdu3bVnj9fQsRuc8fea3PG+hIYaIThkSOmMXJgKN9nwyZpXRaQ/tw587skXqfgwzTIvVRcXBbTNifHdALtcU4DAswSHu654wtuIdYmyOxrr0ZkKC42ba0jbWtwsLnu0tMhJsZrMXHHjRtX7eerV6+uVuxOmTKF3bt3s2zZMr70O6RTAAAgAElEQVT99lvGjRvHzJkzS0XmokWLmDhxInl5eQSXs1qPGjWKTz/9lIsuuogBAwaQnZ3NaXtq62ro3bs3PXr0YMyYMTz33HMu/77JkyezY8cO7rjjDvz9/fnrX/9KREREjeXfddddbNmyhSFDhhAcHMwjjzzSKIQugCrfA6h3YUpdDmwAkoHdwK1aa6fuLKXUcmA4MFFrvaDc59OA+4C2mFTF92utN9VVXmJiot6yZYszVWhepKaWzYB2FqvV9MIbY5a1wkLTmGZkmNcBAaaB9YSbQnExluxs0kJCvD/0LAiV0dqIWvtEstzcsqFuP7+ydLs+6I5QZZheqJucHDj//Ib/P61WOHzYcUOC1iZyQ8eOTaZjdfr0aUaPHs2aNWu8XZWmhEMXsrstu6eB97TWE5VSdwGdgP2O7qyUmooRutV9/hwmHXE2cAWwUimVoLU+4ZaaN0fy800v39Vh+saWZc0eTSEz0zzQ/fyMwG0Aq0Ha6dOk2ixjPuvGITQP7H62eXnmPsjLK3NHaGTJGtJOnWLfgQMcPnaMy/r3F8HrKEVFDT+5Ni/PuWeEUmX+u/HxTWIycHp6OvPmzfN2NZolTotdpdTNwFqtdRUbu9Y6BZhoe/22E2W2A2YAd1XznQL+Znt7F/AesAq4GvgT8FjlfQQHycmpv0XW17OsaW0a2exsr7gpWKxW0k6cIDI8nPjoaN9z43AG+yiQO9Y1fWf3D3NlbS+3fPn+/mYJCCizUvr5mc+UMq9rWjcFyrsj5Oaazl5xcdlvDAw0gsLX7lsHiY2J4fCxY6UW3q6dO3u7So2DoiIshYUNO9Gxuvi6deHvb67TEyfMCGIjvU7t9OrVy9tVaLa4Ytl9E7gXWOzGeswFbgJ2YKzB5TMX9AQ6ACXAh1rrIqXUhxixOxQRu66htbFwVrKEuDQsGB5eluUoJsY3GiT7w728m4IXZoannTpF6tGjxMfG0rV/f/Oh3ffRV0ViTWXarX+V145Q077VlVV+Xbn86rapbh/7+/IJDKr7jbXVzf6grSyUaxPMlUVzQ1LeHaF8il17PewTyJqKkAfCQkO5rH//0jZLcJCCAtLOnGm4iY72yb+uGBlCQ41QPnMGbBEGBN/DZ6LE1IArYvck4O4rLgd4EXgS2ENFsXu+bX1Wa221vT5a6TvBWaxWM5RVSdBWmb3rKBERRlgGBnovy1pxsXnIZ2SY32fPyuPFIdnYmBgoKSE2JMQE069L6NWEsyKx/Lq272oSibWV1Zioz8iFvSNQUlI2uaa6jkFt/2VAQFm0AncL5sJCs9jdEay25lHrMj9bL4duagjCQkPFousM/v6Ql9ewk4briq9bF+HhZrJaWJhZBJ/D1yMuuSJ2PwBmK6V+B+wFKqc70VrrV6ruVisTtNbFAKpq4253KLWU+8xa6bsKKKUmA5OBCgGRhXJkZlbrA1Vl9q4zRESY7Df+/g0X2sbuplA+ELkPRVMICw2la5cu3q6G4Ap2C6inBLOjFvPKghmMsLWX7e/f6N0RhAYkMBDy8ghr167hRIk9pbqrKGUMM8ePG/9dR+LCCw2Kz0ZcsuHKFfO/tvX1tqUyGnBK7NqFrgtU27Jrrd8C3gITjcHFspsuRUVmWKiaGa71spIoZco8ccI8gD05g7agwPyGzExj3ZKHveCLeEIwa93k3BGEBsQea9cZN6T6kp1d/wlmgYGmrT95Etq3l7bexwgLC/NJi64dp8Wu1rqhW9hs27r8eLt9HONcA9elaWBPmOCJxqJ8lrW4uCpuEvWiuLgsq1leXlmCC5mBLTRl3CGYBcGOffSguLhhLKRaG3HtaOKi2ggLMyN4mZkQHV3/8oRmQ72Eq1Kqs1LqCqVUC6WUp8x4KbZ1a6WU3fmyo22d7KFjNm0yMjzry1c+y1p+fv3KsjeUx4/DgQOQlmYa68hI03iKABAEQXAeN2Ykq5WCAvdakcPDjXXXA8kxLBYLKSkpWCyWujcWGhUuiV2l1O+VUvuBg8A6TMSED5RS7yul3B0Mbw8mfq8fcLtSKgC4xfbdajcfq3lQUOD5mIWBgcZ39uhR13Kx5+ebCQkHDhjRnJdnxG14eKOLt2ixWkk5dAiLfQKRIAiCl7GcO9cwwq6+/rqVsU88Pn68LLKNm7BPskpLS3NruYL3cfoKVEqNBT4B1gBjy5WxFBgFPO622gFa6xJgpu3tPCADGISJ4PC6O4/VLLD7/DUE9qxLR486ZkUoKjITzVJTzZKZaRq1iAizbqQ+WvYIF2mnKs/lFAShvkhn0gX8/Uk7fLhhhF1OjvvdJYKCjA+7m9vU2NhY4uPjfXaSleA6rlyBjwOztdZ/UUqVjiFrrRcopaKBP+Pm2Lda61lKKT9gKtAO2AQ8oLU+WvueQhVKShpWNIaElLkhdOxYtYdvj7+YmWkaRaXKBG4ToV4RLgRBqBWXwyU2ZwICiI2KgtatPSvstDbzLDwRLiwszBhHWrRwPQtolSJ9e5KV4DquiN3uwAM1fLcNOM/16oDWOr6Gz18CXqpP2QJl4Y4akrAw0+CdOFE2i7Z8VrPiYuOa0IQEbnkkDmjD41JyFKFRIp1JFwgIIKyw0PPCrrDQswYWe/Sf4OBmEVNacB1XHGkOA1fW8N1lwBHXqyN4nFrcGDw6HNiihbHcHj8OKSlw6JARuuXdFATBTYjrSPPB3pmUTo0TKFUWys6TlM/g5wn8/IxLw4kT3jHkCI0GVyy7rwIvKZP94StMXN0OSqmLgenA026sn+Buaulle3w4MCLCuCzY05YKgocQa58gOEBhoWcj2njCX7cywcHmOOnpJl29IFSDK3F259h8cx/BiFsFfA4UAnNs7gaCr1JcXKPYbRCBINYXoQEQ15Hmg7isuIjWng8/lpPTMIaNFi1M/PWwMM8mMxIaLa5EY4gDnsP45l4H3I7JpNYBeEwpdYVbayi4FUtmJilHj1brqtAQw4HNceZ0c/zNgtBQiMuKi/j71z8Oem0UFhrjSkNk+lPKCN4TJ1wLdSk0eVwZXzgIXKG13gysKP+FUupqYDllGc4EHyPtxAlSjx+HkJAGt3xZrFY2bduGxRYMvLlY3mS2uCB4DnFZcZGAAI8kZijF0/66lfH3N8L6xAno1KnRhqoUPINDYlcpNRdob38LvKyUyqxm015AupvqJniA2FatoLDQKw+GtFOnsFithIWGNqsHkzyMBcFz2Eek7CMo4s7gIIGBJkpOUZFn/Gpzcxs+w2VoqInyc+YMtGnj9O4Wi4W0tDRiY2MJ80S4NMFrOHqFfwU8WO59C6DyNM5iYAcwyw31EjxEWEAAXePjvZJmt7zoa04PI/EfFdyB+KZWj/28WPPyOHn6NCAjKA6hlFmysyE62qUiahWHOTkmUkJDEx5uJquFhTkd39eeQQ2QeLtNDIfErtb6C+ALAKXUauCPWut9nqyY4CGKirwWCaG5ij4RKYI7EHeY6rGfl3Zt2xLfqZOMoDhDaKixgkZFueRbW6M4LCoyvrPeeNYoZX7X8eMQH++U1dqeYEMyqDU9nL66tdaD7UJXKdVZKXWFUqqFUkqmQPo6XopD2NwnaLlrAs2Sr77iwqQkQrp2pW3fvtx0550kHzzoploKvk5sTIyIuWqwn5cucXESb9dZ/PzMJLKcHJd2rzG9ricnvjlCYKBZnzxZY1z56rBnUBMXhqaHS9MklVK/V0rtx0xWWwf0BD5QSr2vlAp0ZwUFN1JLQglP0pxnS1usVqx5ebRr27ZeIiX54EHG3HMP57Vrx6dz5/LstGl8s24dY++91421FXwZSZ5QPXJe6kloqBn2d+HZUKM4tFo9H1+3LsLCjIjPrG56kdDccCX02FjgE2ANMLZcGUuBUcDjbqud4F48mbaxFuyWl8iIiGZn4U07dYqTp08TGhJSr4fxyfR0SkpKCAsNpXuXLtx92218+uab3HP77WitmfHPf9Lxkkto1bs3t9x7L6fSzTzRYydOcOPEiUT27EmXK67glbfectdPEwShKRAQYFwOLBb3lZmdXWZdrUSDjvS1aGGsu56MOuEjWCwWUlJSsLjzf2xCuGLZfRyYrbW+CyNwAdBaL8AkmbjNPVUT3I6X3Bjslpes7OxmZ+F119DzFRdfzKgRI1i6fDkXDBrEef378/EXXzDoN7/h//79bx578UXumzCBWY8/zpadO/nT3/8OwP9MncovBw7w6owZTBg7lr889RRfrlzpjp8mCEJTITjY+O66g+JiE3asBstug470+fkZv+Hjxz2fGtnL2P2n09LSvF0Vn0RpJ4culFJ5wEit9SqllD8mc1qi1nqrUmoQsFxr7TPjSYmJiXrLli3eroZvkJNjbnovZZiRiVr1Z/3mzSxbtYo1P/zAxp9+olXLllzcty8rv/++wnZhoaGc2rmTiB49qHyP//GOO3j9uecastqCIPggFdrkoiKIi6t/lkurFQ4fNunh6zpmQz0HLBZj5T3vvIY5nhdoxmHTHBqudsWp5jBwJbCqmu8uA464UKbQAFiys0k7epRYL/m3NddoDO7gky++4P8WL2bWE0/wrM1q+9SsWTz58sts3rEDf39/1ixejL+fH+eys4mKiKCoqAitNdcNHcr0+++nuKQEi9VKfMeOXv41giD4AhUifLRrBxkZ7hG7tYS29MpzICwMzp0zgjcysmGP3UDY/aeF6nHFjeFV4FGl1FNAIqCBDkqpu4B/AOIU6KOkHTtG6vHjzcqNoKnQ4bzz+Orbbxl33338+8sv+fjzz/n3smWEhITwwF13UVxczKKlSzlw6BDj7ruPp//5T6IiI7ni4otZu2kT+5KTWbxsGdeOG8e2Xbu8/XMEF2nukU2qJSsLJk0ya8EpKrhZhYQYX9uCgvoVWou/rlcJD4e0NO9HihC8gtNuDABKqSeAR4BgykzIhcAcrfXD7qte/RE3hjIsBw4Yy27Hjl6x7IobQ/1YvGwZz736KvuSk9Fac+EFFzDjb39j0IABPDtnDvM//pi0U6cYkJjI/FmziOvQgWMnTvCnRx9l7aZN+Pv5Mfm225jxyCOoZpBKsylebymHDrEvOZmw0FAu69+/yfyuevHvf8P998OcOfD733u7Nr5DVhY8+CC88orj1kyLxWzr6hyDkhJITnbIVc4r92d+vpmkHRfnUlxhwSdx6GHmktgFUEpFAVcArYFzwI9aa59LFSxitxxHjpjGyEu97pRDh0g9coT4Tp3EnUHwOE3xerNYrWzatg1LXh4J3bo1md9VL0aPho0bYcAA+PRTb9fGd6ijE1Ct2NTazO3o1s210GF5eXDoUI3+uuXx2v2ZkwMtW7ou6AVfw2M+uwBorc8B/3V1f8ELFBZ6dXipfLrg5kZTtDL6Mu6Kb+xrhIWG0ichgV379hHpgKBosowdC+vXm9c2/1D944+oDh3MZ+efD/fdZwSbv79Zl39d/rOavqtuv/LvfX105KOPytbViN1qM/IpZSyeWVnQqpXzx7RaHbaYeu150KIFnD1rfJObyD3UjCenOYxLYlcpFQL0AFpW973W+vvqPhe8TFERlpIS0k6f9oroas4T1CTVa8Nij28c36lTk+tcZGVnU1JSQlZ2Nm1cESS+jtYmDNbx43DsmFmXX/LyykRVSUlpSCllW+uAANRVV5kJSUVF5vvq1vbXhYU1f1fbfva61oVdFCtVu5B2VYD7+xsjhr8/zJ9v3AigbJLY5s1g7wRceSV8/DFQi9gsn0K4lolm1ZKT47BBxWvPA6WM4E1LM37Kvuhf7CQ1pm0WSnFa7CqlhgPvA9FUbz7WgJN3iOBxbDF2006fFtHlBZqzVdsbxMbEYM3Lw5qXh8VqbVKCt1FfS1obq2F1Ivb4cfOdUtC6tRFo7dub5eqry17bLVcrV8I991SYcFQSFETBq68Sct11XvqBtWAX5nbBXJuQru2z8uK88neDBxs3Avs2YF6DEbH33w/UMdLk51fmzhAV5dzvs1qNkPR1/P3N7zxxAjp18n0rfR3Y0zVXSdsslOKKZXc2kAJMA9wUhVrwOLZUwY36QdkIKf9QqU/nIvXIEbpccQX3T5rEP59+usJ3g0aPZvvu3WTu3VtrGau+/55nZs9mzeLFLtejsWB/gG+3RZ7o3bOnN6vjVnx6hMRiqV7EHj9elrQgIqKikL300rLXkZGOC4+srNLsXyWBgSaKgL8/Ib6aLcvPzyyetiQOHFilE0BwMLzxhvFrxoGRJrt115n/wy6qG4twDA01kSPOnIE2bbxdm3ohYcfqxhWx2xF4QGv9rbsrI3gQW6pgn35QNkEawn3h5ccfJyc3t87tZsyZw449ezxSB1/Ftem3QrUUFBhLWHVC9tQp08aEhFQUshdcAElJ5nXr1u4VQh9+CBYLxb16cWTCBNq99RYhBw7U6KPabLB1AnRhoTnfJSWogIAKodnqNHr4+5uOiz0ZgyPk5TUeoWsnPBzS081ogfi6NmlcEburgQuB5W6ui+BJvJQquLnjbkv68ZMnGXbrrWz86ScGJCbywb/+xUNPP11q2d25Zw/3TpvGjj17CAwMZPigQcx78UVefvNN1mzcCIDq0AF97BhHjh3j/ieeYNXatYSFhjIyKYkX/vEPWkVHk5Oby32PPspn//0vHWJjufaqq5j9zjusts12HzxmDGNGjuSbdesYNWIEj/zpT9z50ENs/flnlFL89vLLeW/2bNq2bo3q0IFbbriBrJwcNmzZwsDERG67+WaemjWL4ydPct+ECcx89FHOZWVx50MP8e369eTn59O/Tx/eeuEFl62yXeLiCA0JaVqjGK6Ek3KE4mI4ebKqiD1xwiwFBRAUZDJQnXeeEa+dO8NvfmNet2vnvH9nfYmIgMce49C115J67Bgl775L16+/hk2bGrYevoatE1Bw/vnsv/Zaer3zDv4WS4VOgENGj+BgOH3acbGbk+NaBAdvopQRucePQ3x846u/D9BYJse58s9OBlYppboBPwGWyhtord+rb8UEN1NcbC7KM2eIjIggKztbIgM0AGGhocTGxLgtEsPy1auZ/fTTnN+lC68tWMB822QTO0/OmkVyaiofvv46+1NSWPjvf/P1mjXcMXo0S5cv58ChQ3z2zjtorRk5fjyHjx/nlSefpKCggIdnzODwsWN8/eGHzJg9m/f+/W8e/fOf6XX++Tz45JNV6rJl507mzpxJ9y5dmP/xx5xKT+fdWbPYm5zMky+/zEeff86f77wTgMVffcUrTz5JuzZtWPDJJ+zYs4eXHn+cl998k+dfe437xo9n6YoVLPnqK+bOnElkRAQvv/kmi5Yu5X+nTXPpXDW1UQyL1UrOokXErFgBv/ud49bL8hO+qlssFiNUY2LKLLLt28OFF5p1bKwRPr7Gu+8CEGubrBYbEwP33muW5oytE1B8++2EpafDjz8a14Y63JyqEBRkOldWa91Z1bQ211EdYscno9LYXGE4edJc743NOu1lGsvkOFfE7g2YSAwJwKRqvteAiF1fo7iYtLNnSU1Px8/PjxKbpbehxYBPNnYexp2uDGOvv547//AHrrr8cl5bsIATJ09W+D7pyitZunw5j73wAr+9/HKefeQRrktKQilFdMuWBBw7RtJVV7F91y527t3L36dMYdK4cQD8vG8fb7z3HidPn2bV2rXEdehQKjT3JSfzv3PmVDjWuBtvZMz11wPQr1cvrrz0UjZs2cIGW1zrs5mZpdtefcUVTJk4kW/WrmXBJ59wz+2384cbb2T3L7+wZccOzmZmMvDSSwkLDWXG7NkM+s1vuG/CBMbayneFpnatpZ06RbTN39q6YAH6d78jLCTECJKahGxmpvETbd26opC96qqqE74aKU2tU1NvbJ2AMKBrixZw883GxWD+/Cqb1nmPBAWZjlJdKcYLC43grUMo+mxUGrv/bmYmREc3GmulL9BYJse5InYfA5ZiUgOfrGNbwVcoKjKWj9DQCpbdhsZnGzsP4k5XhgjbkGKAbbitpJJ7yp8mTOCKSy5hzcaN/LB1KzdNmsTk227j9eeeq7CdXzWxMO0JZpRSFBUVUVfCmdbR0aWvb5syhTU//MBz06aR9Nvf8t3GjRX2D7fV29821B1hy7Bkf6+15pJ+/di9ejXfrl/Pxp9+4uFnnuGluXPZvXp1HWelehr1tVZSYh686ekwdSr8/DNdAW3730K2bUN17262jYyEa64pE6+XXALXX29eR0WJpaq5M3IkTJgAkyeXfmQXuda8PE6ePg3UcI/YO1P5+aXW/fT0dHbt2kWfPn1oY5/Y5eCkQJ+eIN2ihbHuhoY2GmulLxAWHEzX2Fifd5V0RexGAa9prX91d2UED1JQYGZs2uJyeis+p083dh6iIS1PQ8eOZfOOHcx++mluHjGCZd98Q+rRowAEBQZizcvj488/Z8z119OzWzfmvv8+3bt0obCwkP9bvJgRQ4YQ06YNwwYN4oXXX2f688+T0L07b77/fpVjlRfMK777jhZhYYSGhPCOLZh9sT30kYM8/corPPnyyzz2wAPccM01bN6+nZTDhykuLi4VxQ6TlUXc44+j/vY32vnCtWYPuZWebgLap6eb5cwZs9hfnztntvfzM1me2rQxoZH27oWiIpTtgaLsHYnQUHjnndJZ9oJQhVatTKfnwAGTGQ3TEdyXnIy/nx8d27evvT0ODDQdr3btANi1axf2rKSDBg0y2+TmOuTv6tNWeD8/I+6PHye2VSsTvcjHrZWVaTCLdGGhcW/JysJy5gxpJ08SGx9PWI8enjtmPXFF7K4ArgW+c29VBI9SVNTwE0iqwacbO0/hqUlF1fDWCy8wZfp07n/8cQAGXnop/3rmGQDuGD2azTt28PCMGVxz1VUsf/99HnzySe5//HHCQkMZd9NNvPCPfwDwxF/+wvG0NF5dsIBe3btz/TXX8O7HHxMUGEiBPcRQOZ5/9FEee/FF7nr4YYYMHEjb1q35ed8+p+r+8L33cuzECd547z2yc3NJ6NaNf7/1lvNCF+DrrwlYtYouN9wAvXs7v39d2H0U7SK1OuF65gxkZJRZPCIjjTtBmzZl6x49yt63bl2zJbaGmLJ+5cJJCUKNjBoFn38Of/kLYIwN+1NSOJaWRsf27Wt38wkJMZ2wVq0gMJA+ffoAlK4BI3ZDQhyvTwO2iU4RFARWK2EnT9LVz89M0AsLM1btwECz+PAkNo9ZpLU2bY/FYq6FggLTTgUFkWaxkHrmDISF0dWHxa6qa6iyyg5KTQRmAeuBzUB2pU201voV91Sv/iQmJmp7L7RZc/BgWbYdoWGpI0e9L/LPefNYu2kTQwcOpHPHjjz7r3+xZedOjm7ZQtvWrb1dvboZPRo2bjRC0BZBok7y8qoXrOUF7dmzpuMIZtjTLlLLC9byYrZlS/fcc4sXw9//DlYrOijIPGxCQlAzZzaaa0rwIrm5xnd3xYrSztTuX35h265d9O/Tp+6IJxYLREeb67oyhYWQkuJc6t3G0CZqXTVjHhgLcHCwGVUJCTHPVXsGOy/jVstucbERuNnZZrGFLyU4uILgt1itpB0/Tmy7dt6y7Drkp+VKF+Ud2/p3tqUyGvAZsSvYKCw0vdZaaGoTenyGOnLU+yIjk5JY9s03PPr88+Tk5tI1Lo4Fr7zi20L3lltg3Trz2h64v3yq1J49Ydy4qq4EBQXm+6AgI1DbtDFWrDZtzNDtBReUiVebdavBsYWT4oILyH/4YdSzzxK0f3+juqYEL9KihXFh2LUL+vbFYrUC0L9PH7rExdW9f0iIuWeq67zl5zvvF94Y2kSlyqy55bGL4HPnzDmxT8yzu0GEhpZZghvYwFTv5BLl3BOwWMxvCwgwv6uaeR5gG62Ni6vxe1/BabGrta71FymlznO9OoJHsA+jOjBT9sgvv9Dm4Yc5+MQTtOvaVUSvq4wZAxs2mNd15Kj3Rbp36cJK+wPJV9HaJDM4dAhSU8tivdpTqkLZOiAALrvMPKy7datoiXVm+NVb2MJJcffdHD9yhNSnnqLf+vW02b/f2zUTGgs33QRLl0Lfvhw8fJjtu3ZxUZ8+jrXxfn7mOVJdCuHcXMcEXbnOqA4IMOa4RtQmllKTCC4pMSI4M7PMEqy12S442LhDBAWVWYJ9QRzW5J4QGGg6SE1ocqvTYlcpFYmJyHA1EEyZCVlhop3EAV4wfQg14uAsydiYGMKXLydy/XqOfPEFabfe2vz8a51Ba9OzT06uuJw8aRoQu/CqJUd93YfQfP/DD3SNi6OT/aHQnCgshKNHywTtoUNmOX7cXNcxMSa5QefOZtb5JZfAU09VTZX65psmYkFjxRZOCsomd4Zdemnd8U8Fwc6gQfDCC6XtkdPZBcPCzEhIRERFoZabW+eoIWCiivz0E1itKLsrkAttos/i51f9eSgpMSLSaq34LA4IKHOFsLsGBAR4XgRXdk8oLi5zzXDGFaWR4YobwxzgVuAr4AJMUolfgCuBdsCf3FY7wT04OCs+LDSUsFWrAOi6YQP6gQc8WavGQ1ERHD5shOyBA2Vri8VYBrt3N9bCoUPNJKJ27UyPuJpJRZVz1NdErsXCB0uWMMcWG3PhP//ZdMWuxVJRyNpfp6cbC0OHDia7UefOMGSIed2+ffXWpMWL0f7+pQ8eVVBgHiDlUqU2Vsq7GUknVHCaoCC4+GL48Ue69O/vfHZBf3/TFubmlomioiIjWB0ZHRk4EN54A3333ajyk1wDAx1qExstdiFZmeJiM08gJ8cYTuzuEIGBRgSHhlacFFcfK6sL7glNDVfE7u+Af2itX1RKPQgkaa1vUUq1AL4F+rm1hkL9sfUma/TJLe/raBMQoTt3GhEHjWd4qb5kZ5eJWbugPXLENDJxceZ8dO9uzkfXrnWn0bTlqMcuuIqLKwivL1et4j9ff82bL7xQukvqkSO8vnAh8z/6iCsvu4w5Tz/N4IEDUY15OMluAU9NLROyqammA2HPuhQXVyZoExPN69lpwHkAACAASURBVNatnW/gP/wQrFZyOncm54EHOG/ePNizx7d9Ax3EHi7q8LFjXNa/v7gYIfMMnOamm+CzzwgbMMC1DlNIiJmsGR5u7k1n/XWzslB2S6J9omVJCXzwgTEWNBPhBZhnrb9/VSFcXGzaxfKTwsBsZ/cJtgvgmkSw3T3BajVuFU3YPcFRXI2z+6Pt9S5gGoDWOlcp9TIw0011E9yFzbJbY5D9csNLpVZg+zCTnx/07Wt8I30hXml90doMgZcXtcnJpkEIDy+z0l56qZnM1LGj6xMM7JOK2rSB8eNh+fJS4bW9Z09uufdeiouLeeieezh+8iRz5s/n+x9+YMLYsWxatqxxWe+Ki815rWyhPXbMXEutWhkh26UL9OoFw4eb93V1GJwlIoLCadM4fd11JkbmzTfDvHmwaZN7j+MFYmNiOHzsGJa8PNJOnWpc14eHKN+muTMtd5Pl8svh8ceN+AkKcr6zEBhoRJjVajqp9lTTjjJ/vhFwvXvD9OkwY4ZpE/fuhTvvhH/9q0kPpTuEXQRXpqjIWIHtsbihLDqC3R3Cz89Y3rOymo17gqO4EnosFfib1voTpVRnIAXoqLU+oZQaDCzTWvtMfj0JPYa5OU6dwuLnV3PD9vHH8NBDRgzaCQ6GJ580Ddo335ie4uDBkJQEffr4du8wL8+EWytvpT140DQY551XZqXt1s0snkiyMXEiXHGFeTj062csF/PmcWLtWvru2MGZjAz8/PxoGRlJTJs2TL3zTv5n9OjSbGM+h9VqLN2VBe2pU6ZxPu+8Mv9Zu5W2Y0fvRC9oooglsyLlz4dd+MZ36iQdgdp4+mnTLl17LSmHDjl/zvLzsRQWkhYQQGxeHmHh4Y7Hnr3iCuPO8OKLRogVF5d1Rm+6CebOhddeM51ioW4qh0ezuycEBzeslbyw0ByvU6eGO2YZDgkRV8TubOB64B6t9UqlVDKwEngeeAHoq7Xu5WRlPYaIXcywU2ZmzZNZiouNgD18uLTHT0GB2f6558qGfzMzYc0aWLXK9MT79zf7/fa3ppfvAG59WNc0QSwtzdzsXboYQXv++WbduXP1vlOe5uWXye/Zk2N9+xIZEcGAG27gQGoqJbZ7LzgoiJM7dhDlC8HVMzKq+s4eOmQEe3CwcTcoL2jj443F35c7Pk0EEbq1I+fHQX7+2fjIvv66y+csZc8eUgsKiA8KousFFzi2U3Z2WazfmqzBu3aZxBfTp8NVVzlcH3cg1089aARi1xU3hulAN+AhjMj9C/AJMBkoAf7HhTIFT1JYWLsYee01M/SRn29iipYfXirv69iyJdx4o1mKi2HrViN8Z882ltGkJGO9rOmCz8pC33MPRyZOBGrIxV4djk4QGzLE5H+PjfU58ZVx7hypR47w0DPPsP/gQQIDAgjw86OoqIii4mIWfvopUydN8nxFSkpMZ6CyoD1yxHRwoqLKrLJdu5pz2rmzb2U5coCm+OCq0Q1JAJppdkYXsHTrhv/eveTs20fIU08RO3u20/dIbGwsZGQQ60y78MknJtlLbW4PffrAokXwxz/CL7/AXXc1WFvemO+vptjeuRunLbulOyoVrLXOt73uDlwMbNNa+1TgR7HsYoRMSUn1w8k//QT/+79GzPzmN3D33VWHl2wRAeo8xjffGPF75ozplSclmdm/tsYtf9Eigh9+mKN//zutJk2qelM6OkGse3fHJoj5CIUzZ3K8XTtyBgwg/exZTp4+TUFhIeeys8nMyuJsRgbDBg3i2quvds8BCwrMebOLWbugTUsz37drVyZo7RbaTp28Y/X2ELt/+aU0jmid2aEaCfJAE9xByqFD8MorBGdm0mHlSk49/jgx99zj8P4Wq5W0kyeJDQkhLDLSsVG9khIYMcII3spxequjoMAYXQoLYebMBmmbGvP9lXLoENt37yYvP59rr76aNp5wy6uNwkIs+fnGtcUd2ducwzNuDI0NEbvUnCo4K8v0tN9+24hJd5Gba6I7rFoF27aZCUlJSVjnziV0506sffoQ+o9/VHQ9yMioOEHMLmo7dfKJNIz14fRDD8HGjaT/61/0uuQS9xSanV3V1SA11ZzHoCBz3sr7znbubHxqm8lsZ6dSoQpCM8JitZL+0090nDwZv3PnKL7iCvwXL3Z4/1I/3/POM9m6HLG8rl5t3Beef965yi5cCJ9/btwu2rVzbt9mhMVq5ZMvvmD3r7+SdOWVDBs8uGErUFhIypEjxrUlPr5+Wdycx31uDEqpvwAfaK1P2l7XhtZaS7pgX6KoqCzYdVYWPPggzJoFjz4Kf/qTe4UuGIvrsGFmueUWWLIEliwhxNYohuzebSIdgJm49cEHnpkg5iMEHzlC5KFD5G/caJIeOILWcPp09YI2P990DMpbZgcMMK+jo33OhcMbdImLcz6OqNCoacyWuQbjllsIW7eOOChtJ/x++smpLGb2eyrWGV/9d981zxtnGT/ezLm4/XYzqe2ii5wvoxkQFhpKn4QEzmZm0tpLz9LYmBiwWXZ9EUd9dl8C1gEnba9rQwMidn2FkpKyYNUAX39tetitWxu3hptu8uzxy2fNsY0i2NeEhpoUqE1Y6FqsVkKSkwE4b/VqmDKl7MuiopqzgxUXQ9u2ZYK2Xz+4/nrTMZEHeZ2I/2bzozH7XDYY5cNM2ttjJ7OYOX1vHTxoOugJCa7U2HTk33nHGGYmTmz08bI9xQU9etCqZUuvdfDDQkPp6p0Jag4hbgxNnaIiSEkxlkAwbgsbNxrr69atZZ97kpoyiTX2FK61US5RR4lS+Gldlj4YzPnv3t1YVOyC1m6lbd/e8VA+giAAYtl1mGraYx0cjPJUe/zkkya+74gR9SsnNxceeMC0k3//u0fd2+RacpImGo1BaEwUF8OECUbgQtkktfx8sPsyejpDmj2TWGFhWVizJpLCtUbKWVD87B1Ku9ANCTHDegMHeq9+gtDEEGt+VaoVbeXbY1uGR+VEe+yUELTP35g+3bX9y9OihTGQ/POf5pn26quOTXZzEovVyqZt27BYrYCMEjQVHJqtopT6wpnF05UWnKCkBO69t2zo2z5kZc+Q5uDQVb2wZxLr1cuIvF69zPuPPvLscb2JPQ985VnEwcEmcLoIXY9jsVpJOXSo9KHVFGiKv0nwHHbXjrRTp8o+LN8eL1xoQko60R5XW2ZNLF5sXOXKjVQ5tX9l/PxMHN5x4+APfzCTm92IXehmnDtHWGio+Pw3IRydmh0JRJRbhgHXAOFADhAMXA0MBSzur6bgMiUlJmvNG29UDd8SHGw+HzDAs3WIiDC+uStWmJBky5ebnn5TT2GYlYUKCED7+VH8/+y9eXhjd33v/zpabC2WPd413saeZDJrkplkGLIvEOAX1lKgKRCW8rDklhZ64Xdb+gCFcttSfrdAC/e2aSkkZWkIFwpkJfuQzDCZfTLjmfHMeJU3SZZkW9vRfn5/fM+RJVm25V229X4ePUc661dHOt/v+/tZ3p+yMlKShKLXr2+LdpFAG7S6ursXNqgWKZxuN2fOn+dXv/kNHp9vtZtTQpHD3tBAe2trNmnL7Y9feEEUhilQLqrSZkOn01E5V/+tKIJYf+ADc7dpvnjrW0WS9ac/DS++uPDz5MDpdhOWZaqrqjiwb9+aCWEoTYLnRkFhDIqi3KW9lyTpz4FNwL2Kojgz1lcDjwNDS9xG7fxlQIjpbR5QFKV9Oa5ZjAiHwzidzsK17DQLrua6ikYFydVcWCtBvB56KPuzXi+szQ88sPzXXk2oFpTUzp10/v7v0/6jH1HpcGQX6ihhWeB0uwlHIuvOOmNvaCBy6hQDQ0N0dnVx13JPVEtY08gb2pHbH9vtoi8OhQo6pz8QIJVK4Q8EZtdzPXxYWI9z9lmycJOdO0Uf+8d/LApQPPDAopVoMpUm1grRhSlruRyJpFVo1lL7VwILEd38f4G/yiS6AIqijAN/DyxXGaidCKIbBYYzXqPLdL2ihNPppL+/H6fTOffOIMiuXp8mXorJxOjf/R3JHTvWfyjBakO1oER/9SsMb3gDQ//+78T/4i/Wv0W7CGBvaGDHVVetKetMIbCYzbz5zju5+cYb2bPQ7PYSSlCRtgj+4R+KxLWhuW1VBVtmH3oIPvaxua+9GGtkTQ386EcwPCzyJBZp2dSI+FrrM7TfBFh4iMg6x0LIrh6YaTrXCsQW3pxZca26/C9FUVoyXjcv0/WKEna7nfb29sK17BIJMdu12eCLXyTW2srFlhYG/vVfZwwlWA6XiHZOj8+3cdwtDz0En/oUfUNDnO7sBL2esj/908Iq0pWwKKzVQasQ1NXUcNctt6x8laQS1h3S8bPj40Lh4K//es5jCnq2hoZgYkKU/82DJQ0zMhpFefubbhKxvKMbyv4FkOXBaqyvX1ferKXCQsjufwH/S5Kk90qSVAEgSVKlJEkfBb4O/GgJ25cJ7alZ2oj0NQaLxcLWrVsLL8cXi4mg/oceEtIvW7aIeKtNm4TbJw/xWlQCwQzoczg4cuIEJ197bcPNPOVIhDGPBzkSWe2mlFBCCSWkkWWlvf12sfKVVxZ/4v/4D/jwh6et1oweFy5fptfhQKfTLR0x++AHReGKD39YKOFsMDjdblxjY5hNphWd5IdlmV6Ho+gNWAshu38GHAN+BkxKkhQBxoEfAI8BX1i65mVBs+z+gSRJfkmSxiRJ+kdJkkzLdL31AS2MAaC7m3BTUzreaiYsSQJBDuRIBLfHg9VqXfJzFz0kCUVdllDCYlBKRClhKaD9j4BsK+1XvgJf//qUas9CIMuiPPBb3zptk2ZI8fp8lBuNtDY1LS0xO3AAHn5YaPsup5xmEWI5xu1C0Odw8LuTJ+lzOFb0uvPFvHV2FUUJAW+XJOla4FagGvACBxVFubzE7cuERna3A36gDvgssBm4L3NHSZI+CXwSoG2pS+GuNSSTU6WCu7uxXHvtrA/Ecolpm00m6uvqqK6q2ni6hZrO7jov4FIsWM+C8KUqYTNjPf/uC8VM92TG/1FLiygs8dBD8MlPLuyiv/41vO1tU5ruGdDGnUqbDX8gsDzErLkZfvYzIVF24YJQnphHkZ6wLKeJW0dbW+m/VAAkSSp6Y86Ci0ooinIOOLeEbZkRkiRJwE+AFuD/UxTlnCRJ9yNCJv5AkqS/UhTlUkbb/g34NxAV1FaijUWJVEqQXe1P2NND+Qc/OOMgmRbTVt3tSzmYdrS1pbNENxy0+1/kncF6wXomhJnZ4iUIaIROjkRwjY0B6+93Xwhm689n/R898AC8613w7neLkuWznH8akVYU+PGPpys+qMhUYljWmHOzGf75n+G734WPfEQUoKiuLuhQp9vN6c5OJISRZq38l1aj39M8THt37aKjiEsFw8LCGFYcisBfKoryIZVkoyjKjxHhEwB7V691RYxUKptgdXfDVVfNuLumMWhZBlKa2cltJDdsWJbxer2YTCa8Xu+G+d6ridVy560E1nPi3UKROciv1999IehzOOgZGEAvSdPuyaz/I7NZWEW//vUZz51OMOvpyc6/OH4cOjpmJckrBkkSCg0f+YgoQHG5MMezvaGBfXv2sHfPnjXzXwrLMnIksuLJaasVJ7wQrIlywaqG721AvaIomRlVWvsnV75VawCpVPbnYHBW2auV0Bhcz1a3fHC63SQVhU2VlSQVBafbvSG+92qiVDZ2Y2GtaqOuBExlZbQsJC72LW8RFtpTp+CGG6Ztdrrd+CYmiESj2cUlfvCDhYc/LBfe/GZobxfE93OfE59ngcVsZvf27SvTtiWCRjob6+tXNJQn/ewVaDVfTawJyy5gQSS/fV+SpPdBOi7Xhig0cXwV27biCIfD9Pb2Eg7PUawumZx67/PN6cZZCavRera65UOlzYbFZOLG667DYjLNXXWohBLmQClJLRsla3d+dLS1cfP+/XQsJG9FkkSS19e+Nt1ogujHazZtYlNV1VSy8+ioeOUhx6uOa64RWvMPPwzf+c6s+RNr7fkKyzK+yUli8ThyNLqiakdr6dlbE2RXUZRhQAsC+pkkSRPAv6qf/05RFO/qtGx1UHBhicxOqqcHrr56eRtWANbSw7EUcI2NMTQ6Sp/DMacKRgklFILlkAYsYf1h0X3t1VfDjTfmVTWwmM0c2LePLc3NyJGIIIY/+hF86EOLbPUyoroafvhD8HpF1bU8ZHbG8IwihtPt5tKVK3h8Pszl5RvKmDQfzDuMQZIkHfAJ4K2AlemEWVEU5Y1L0LZc/DdgALgfUbziMvAdRVH+zzJcq6ihFZSYs7CEVioYRLxuEZDdjQgJqKutpaaqqtQJlbBolJLUSlgx/NmfiUS1t74VqqqA7MQ0s8lE/+AgZp2Orc8+C08+ucoNngMGgyic8eij8Ad/AA8+KNQbVKTzVtZQmXF7QwN71eIdq6UeEZZl+oaGwO+no6Oj8DoAK4iFxOx+EyH5dRoYAqb7OJYBiqJEgb9WXxsaWmGJfAiHwzidTux2O5YcjV3uvHNqv5JMz4pAU6EwGAz0DgyIsIbS/S5hESjamORM1/ByvM/3WUU4HMbp82Fvbi7KgXalsWT9u80Gn/oUfPObIqQBkfh29NQpamtqaLbbaayvp/n4cRELW15ecNsy5cdWvE+87z6RrP3Rj8Lf/q3Q52Vtxn9bzGY62tpW1RLtHBvj9PnzSC4XZrN5Rn6ymlgI2b0f+GtFUTY86SxGaCEOAFut1ik1hu7urDrl+RLFlpMAb1RybTGbqbTZ+MFPf8qI00k0GuUtd9+92s0qYS0ikRBi/5mx+LNBUfLL3WWuX8z7XOh0+d9Dtvxe5vEzHTPP906/n36XCxIJtra0CG3xsrINK/fX53BwurOTfXv2zJhsVXCf/J73iHjXri7YsQM5EqGrp4f4xYtcu3Mnd91yC+U/+xn8y78U1DZt7NHpdKTUULtVmbzt3y/CGh54QFh5P/hBZLcb22c/i/xP/4SlGCeUeZApMSdHImmJz5UcZ+0mE+/82c8Y/uY35/Y4rxIWQnbLgZeXuiElLA2yQhx8vqkBYXQUNm8GZpYpWU6lBO3cq/UwriY6u7oYdjpJxOPULqe2ZAnrB4oiiG08no69DyeTOEMh7Fu2YLFap/bNJHSFvF/IMYWed5VgN5uhqgp7fb1o0+QkhELiPm5A4quVKB+fmKB3YCBvf1twf6/TCdf/V74CP/0pZpOJmk2biCUS1FRXw+nTJOrrMajjy1yotNmIx+NYLRaqa2tXN1xg82b46U/hz/8cLlzAbbGw8/hxLj7yCLVfWK5isEsLLfTClkrR+uUvc/rjHwdWdgJhOXQIfvc7Kru74aabVuy688FCyO6TwO8BLy1xW0pYJLJCGCwWcLlEjFI0Kjp7lfhqMiXtra1ZHWClzYZOp1sWxQCtQ5MjkQ0lPQawZ8cOotEotTU17LrmmtVuTgnFiFQKYrGpOHtJApNJxEmaTFBWRl9XF6cvXWKfxcLuNRJPuFKYFtpVUSEs4LK8IYmv2WSioa6OUDg8owev0mYrPJnp2mthyxZ4/HE63vQm3vGmN6U3Wb7yFVwf+ADNsxyeCX8ggMfnY8zno8luX32jh9ksFBoefJDt//RPAFx19OjqtmkesDc0IEciVD37LJWHD7PzjW+k4vbbV7YRP/uZWP7gB3D//St77QKxELL7G+DbkiRtBY4CufpXiqIo3150y0qYN7JCGLZunSoVPDAgdAZVzJTg4g8ESKVSuMbGljyWSoszDMvyhqukVldTUwpdKCEbiYQgt5piisEAFot4lZfPSMgkSUKWZXp7e6cmtRsc4XCYvr4+gOzkGL1ekF6N+EYigvgGg+ue+Gq5AvnK8moW3fbW1vkZHL7wBbjvPiz33ENHWxt9Dgdxp5NKjwfuuafg09gbGth+9dV4fb7ikGK87z44dAgASS0rbDx+fCpxrboabrtNkOLFvMrLl+W/ZjGbMZtMWB97DICG558XcdYLRTwunpFAQLyCQfD7p9Zpn3/+c+ExBhRJQgI4fHjqO77xjfD884v7ckuIhZBdTQLsbeorFwpQIrvLiGkWXBVZIQyZpYJzKqfNlOCiWXaXs+xm0SbXlFDCckFRBLGNx6diXsvLxSBqNgvCZZi7K+7o6ABgcHAQt5qMUoyJICsNp9PJmTNnUBRl5uQYvR6sVvHKJb4g7v8ykZHVwGxleRes5lFTAx/8IHz3u7je/nZsn/88k3Y7od/7PernMemymM3UbNqEPxDAHwgsb9ngQvCZz8DJkyDLSKpnRdISIU0m+MY3YPduCIeFpyDfa3Jy+rrc/aPR6deWpCkybLGI682HQH/5y3DqFFsBRetDMon6rl3w6U/nJ62ZZDZTptRgEBNEm028ct83N8OOHdDQAH/zNxCNTt2vWEwsLRb40peW/rdaBOZNdhVFWRPavOsZ0yy4KrJceYlEdnLaHLJjYVmms6uLcCRCfW0tNZs2LYv1daMmqpWwgZBMik4/mRTkVqcTnX9NzZTVNjeBqwBYLBbMZjOpVAqLxVK0iSArDbvdzt69e9Pv58QGI765WJTB4f774fd+j3qjkYpz54iOjpL89vxsW6tV2nZG3HqrSK771KeyCGmqrIzYd76D6W35bHpLhGRSXDMfOc59jY/DyEg2mbZaRV+SSqWJOvG4WBoMsHMnOJ2CpDY1wfbt0wms1VrQZDsvWltRPvUppEwibzIJabe77lrUrVlqrIlywSVkoyCd3cyZWnc3ZMRY5UOmvuByavVttHLBJXK/zqEoUyoJmSEJNpsguGVlYDQuGXHKfPZLIQwCFouF3bt3L+zgDU585w2DAb70JUx/9EcASDodTr8fu8lUcP924fJlXn71Ve646abi6RP9fvHd4nEoK0OJxUjpdPiHhjAt53X1+qnwpdrahZ3jueemEc5UWRm6f/u3Ocf9RcPvF6Ef6n0jFhP3cWJiea+7ABREdiVJ+hzwE0VRXOr72VCK2V0kZgpT0DCbzm4amlUJoLcXVBfoTNBm2JU227KSs40miL/RyP26R2YimRaSYDKJgUqz2i7USlIACnr2S1gYZiO+iiImLWuI+C75RDsjtlWv3gODz8fWW24R22+7LW+1tVx4fT48Ph/DTmfag7jqpPeRR4SldNcu+NKXSP3P/4n+4kVqn312cfGvKwG/H0WnQ5EkFKMRKR4X/2W/f/mv/cgjKOEwsauvRvnLv8T03e/Ca68VZaJaob3yPwCHAJf6fjaUYnYXiZnCFDQSXFlZid/vn926k0qJTlmLFzTNPj/VXFu9AwMlcraE2GjkvpiwJIO9ZrXVXISZhKi8XBCgBYQklFDkWAfEd8kn2pmxraohRac+F6nycnSf/WxBp9l5zTWMuN1Eo1G6uruXrn2Lgc0m4l8/8QnQ6dD/5jfwve+hP3ZsddtVCB55BCkSIbZtG2ff/W7aHn6YBrdbSKq95z3Le22bDe+f/AlnX/962rdsYevx4/CP/wivvLK8110ACiK7mXG6pZjd5cdMYQoaCY7H44yNjbFv375p7rt0ZnIoREd5OZZgEBobxTZZps/hSGvd5gtXWG5ythEtnXIkQp/DsWqlHDcq5v1fy9S21bwiZWVC/ktLJDMal7HFJRQl1ijxXfK+XI1tTX3yk+i0RCTU2NbvfheTZuGdA4lEgjKDgWA4TENdXXEYAh56SEyOBwenFCw+8hEsDzyw2i2bGzYb8S98geG3vY3GsjIu7tuH9fhxKjo7l//aDz2ERZZpHxkRv6NeD5//vHgVGZbc3yZJkl1RFOdSn3cjYSZXpUZ+fT4fHo9n2vZwOMzLL7/MmTNnaLBYMO/Zw1aPJ63E4HS7Od3ZyZjHQ0NdHWaTaRoJWG61hI1m6dTueSwWY8zr5cC+fSXCu0KY87+WmUgGU5nRGdq26XLbJZQA2cQ3lRKJQlqGeypVVMS3kL583t4Pv5+U6jJP6vUYUil0RiOmSKTgdtkbGti+bRser5c9O3YUTX9YNJXd5ouHHmJI9ci2t7Zy1+23w0rr7K4BzJvsSpJUCXwZuBNRTU17qiXAArQBJfPHMkAjwXa7nZqammmW376+Ps6cOUMwGKRar8fn99Ny8SJlqhKDvaGBfXv2ZFUxW/HvsMGkx+wNDey4+mpOnj3LhStXqK+tnbF8ZwlLA82DAWRb0zWrrUZujUaRlWy1LnkiWQkbADpdURPfmYhs5vp5ez8eeQR9NIq/rQ3XJz/JVT/5CVy8OC+XucVspqaqCr/fXxzSYyo06c3NjY2MulzFoQFcILS2GwyGGSvmLRf6HA7OnD3LlpYWEiMj7Nmzh7q6uhW59nywEMvud4APAE8BuxBFJS4BtwGNwB8vWetKyIuZLL+yLCNJEtXV1fRcuUIqEmFbZydl73+/OM5sXlWitRGVCTRNSaPBQHglEgZKwOl2c/TUKSbGx3nLzTeze9s2sWEB2rYllFAQipD4zkRkM9fP29NmsyF9+csY778fg8dD9L3vxfLjH8M8Y1uL0cPnGhtjeHSUaDSK0WgsKiI+F1xjYwyNjhKJRilTQ61WwqgUlmUGR0aIRqN09/XhUYu73FVksmOwMLL7VuCLiqL8L0mS/jtwj6Io90mSZAVeBK5b0haWkIUZqwUBZrOZ+vp6hoeHiUWjmMxmKkZH59TYXQmEZZljp08TVt1dG826+/obbgCEpbGEZUBG4Qa7xULTpk2CWNTWQlvbgrVtSyhh3igC4qtp2VbabMiRSFpWErKJ5rw9bWps6yuvvsqQ08lNN9zA7gcegHnGtharh88fDBIMhbjx+uuLiogXglgsRjQWo7WpacXa7nS7SaVSbN2yhc2NjZwcGSlatZiFkN0qRJlggE7gCwCKooQkSfom8PdL1LYS8mC2akEdHR2MjY2h0+mwRSK88Y470D/00ML1+5YQTrcb38QEkWh0TbmHFovcpMASlggauU0kBIFQCzeEzWacqRT73/lOkWRit8+pRLLWMJc0U2dM2AAAIABJREFUYQlFhHzEV6tclUoJ74LJtOTE1+l241LHArfXm5UvsFii6XS7GXY68S/SU1Vsnr7G+nqi0SiTKuEthjYVio62Nsa8XnwTE4x5vStmVLE3NCBHIpBIkEgmsdvtJDTlmiLDQsjuKKAFi14G6iRJ2qwoyigwlrGthEVgtpLAs1ULqq+vJxqJ0BCPkwwEhFh1Rke6Wh2MvaGBmuFhwpHImnIPLRZ9DgfPHDxILB6ndfPmvEmBJRQATSkhIwscq1VUJdOSySQJZ28v/SMjtJeVFa2FYbGYSZqwhCJHJvFtaBCqDn6/eCnKkhLfzPjTk2fPEolGcbrd0/qehYwHS+WpKjZlHn8gQFtrK5N+PxVWa5Y1vNhhMZs5sG8fz738MkdPnaKiooL91y2/k91iNmM2mejv76exvp72jo6irey4ELL7a+DvJUkaVxTlOUmS+oC/kiTpG8B/AwaWtIUbDBrJlWUZl8sFTC8JPFO1IKfTicvloqWpCTkYZPTIETa3tGRVgHG63Zw5f57IqVO8+c47s0jnchJh7WHUzr+RYDabMer1VFitG8qqvWioYQlpzWiLRcTclpfP6AYuqLrgGsdG+I7rHloJaYtlWYivPxAglUrR53AQiUSmlX/X+no5EsE1NgYUTji13I/FjhfFFrdrb2hgeyTC0MgIbq+XmjyTg2KGxWymvKyMiUAAj9e7YtettNmIx2LI0SgdRextWgjZ/RJwFfB54Dngc8DPgE8CKeBDS9a6DQjNalNZWYlOp6OysjLvfvksv3a7HVmWIR7HOzlJ/ORJhisquCrjOHtDA5FTpxgYGqKzq4u7MrQRl3umXaxxWsuJjrY2hkZGOHP+PN7x8Q1l1Z43NMutRm41GTAtoayAmNvM5M316u4vVVHLxpr/nZeB+GoE0jc5idfno7WpKYuQ9jkcnO7spL2lRYwz85iEa6FZ3f39eH0+Xn/DDfNOfPb4fHR2dRWV9JhmpUymUljM5qIh4fPB/uuvx1Rezp4dO1bsmv5AAM/EBMNuN0GrlQMHDhTlc7gQsvsm4I8AP4CiKI9JkrQHuAE4rSjKlSVs34aDZq2RZVlIs/j9eWU88rkyLRYLZrOZ/sFBajdtok6vp+bAgazjLGYzb77zznRHk4lKm414PI5vYmLJrbszykFtACiAqbwcaZ6DyrpHLrk1maCubl7kdjaU3P0bA5rk4t69e2f0eq0ZLBHx1QwLdlmmpqoqL3GTgFAggNFkmtckXNMO7xscJBKJcN2uXfP+mp1dXZw4exYgy+Cy2tDuk8Fg4Njp0+zZsWPNGCfCsow/EFhxLXd7QwN7d+1icHQ0PfEsxv52IWT3X4EHFEX5hbZCUZRuoHvJWrWBoVltwuEwZrN5RlflTK7MyspKdIDNasUyMkKioyNre1iWcY2NUV9bO+2B8AcCeHw+xnw+ajZtWlIrrCYHNen38+a77towWrNOt5uwLKMoClWVlRvbsptITBVxkCQRilBXJwbv8vIlV0soufs3DhRFQZZlent7166FNxdLQHzzetMUhY76esw7d4pqYdHovKyYBoOBUDiMQaejvLx83l8rLMtUVFSwZ/v2FbVAzoWwLHPh8mWGnU4GBgcZVGXI3nL33avdtIKwGjHQmUas/ddfj99mK9r+diFk1wUUn2LwOsNcrsqZtrtcLnp6ejg2MMCH+vq4GAxyp7pNk/+62N1NRJankU57QwN79+xJv19KaAkT5essM34uaIl5SNKMFpZ1C43cplJicNZ0bi2WFalOVnL3bww0NjbS0tICsH4t+fMkvjPG08qyeC4tFmhtxdLQQJ3bLZ7HAtE7MMDFK1dwut3s3r593iozTrcbv9/PNVu3FtXEv8/h4JdPP82w04kE1NfWUltE7ZsJ2m9dabPR3tq6omOM0+3mTGcnSjLJLWYzW6+/fsWuPV8shOz+BPgnSZLeClwE3DnbFUVRvr3olpWwIMiyzOWuLnSyjNFgYLdKXkE8zD0DA+iAqjyxwEuVeJAP/kCASpuNMqCxokJ01pIkOvHM5TqsYFVhtRKNRosqPm1ZkEiI0IREQvyOZWVTRRzKy0uld0tYFvj9flKpFGazOW9lyXWHAoiv0+Wif2gIUK18kYiYeFZWQm0tzuFh+oeHwWhka3MzDA2BzVZQ/7t1yxaSqRTBUAiDXs/QyAiN9fUFE9diS0zLRMvmzZjNZmxWKzuuuopd11yz2k2aE5pFt721lUqbbUXDL9Kln91u4okEBw8eXFcV1P5WXb5DfeVCAUpkd5mRlZRhNkMshmdwkM6XXiIZCKC43UTq6qjJIVemsjK279o1LTs3E0vuDlEUKnU6IpOTmGpq8Ot01Fmtwp2dTApypL0KQSYxziXLRVY4wOl209XdTSwWo7y8fMXjqZYVyeRUWIKiCHJbVTVluS1VKFtSrPlErGVCZrjKhrsv+YhvIIA9FIKaGuwVFYIE22zQ3CwmnUzds8rKSnrdbuw2G5ZgUOw3BwLBIHqDAavFQlJROHfpEuXl5QXH3mrJX8WksQsil8RsMlFps6UVKtYCNK1bORLhSm8v5y5dAlYmFjpd+nl8nJNnzzKiSkOuiwpqiqIUF5tYY1iqAauvp4fTx4+zb9s2dm/eDMkknceOMeLxkCoro8brpb+8nFiGfErm7Hu2TmbJZt6KItxmqRR+vZ5N27ejNxqRTSbCNlv+768oU27vzKX2PpkU77ViAplLRckmzIoiCLC21KAR5RUgzPaGBvbt2UN3fz+9AwPU19au3Xhljdxq99hoFJYii0UMoiVyu6xwOp10dXXhcDiKNuO5hFVEJvG1WoUnxWYTJDgn1MBisWC323nllVcYHh7m9QcOsLu+HiYnoaJi1svI0Sg1VVW0bN5Mlc1GKpks2CiSqeQw4nSyta2N22+6qSgIb2Z8s2tsjDOdnQBF319bzGbkSITnX3mF5sZGrl3BWGitUl9jXR1Xd3TQG4mwJ8ObXEyY1+gkSZIBqFMUxal+/lzGZgV4WVGUk0vYvnWHJckQ9/vB4UDy+SAUEh2ZTseeffvAbCaRSJC8coVYfX1W9r9rbIzzly9jNpsJhkIzWhkXLRGmKMLCkEgIN3Z1NfZ4HGpqGBkZ4ZlnnuGOO+5g//7904+VpMW7u2ciyrMRZs3CrG2biShntjOXMOeSZsS9bKyv55Vjx3B7PFynlkteE0ilIBqdCkswGMTgabWWyO0qwG6343A4ijrjeTVQUt2YDqfbTb/LhQyYE4ks44pWcn5wcJDe3l6i0ah4vuvrxWRWlkXo0Qwwl5ezta2NUDjMybNn6WhpKbhqVp/DwbMHD+KdnGR8fByAbVu3FpUkZViWGRwZIZpZwKbI4fX5GBgaIpZI0NrcvGKTB6fbzcDwMBajkY4tW2gr4rCPgkcrSZLeDfwz8DJwnyRJeuAfcnYbkCRpp6Ioa2hEX1ksOkM8FiPc14cM1G7eTGNLS9oSaTGbMRgMnDx7lltcLs42NlI5NJQVu6PX6RgYGGBTZWXeijqwyOISqs4vmzaJ6lZq4oPFaGTr1q1cuXIFj8eDdzlFr5eCMOezLs9EmHNJs7ZNRefp0/RcvkyZ1VrcJYM1cquFJRiNwspTUSF+R6NxtVu4oWGxWDhw4EDaM1SCQEl1Yzo0nfZ8xYm0kvPRaJSrrrqKlpYWOjo6xDiyeTM4HIL0zpC0prn7ex0Oevr7ad+yZV5ewKrKSiwWC/U1NemwgWJCn8NBZ1cXYz4ft+ZIdxYr2tvaaKitJRIOM+p2zzi2LzXsDQ1c7u2d8lqudbIrSdItiMIR/wV8JWfzfkVRTkmStAs4BXwEIU9WQh5o7qPZQhm0mTdAR0fH1D6KQri3l2Pnz3PR4SAiy7Q2NaXJ7IUrV/iHBx/kwuXLvGFsjGNbt7Ilg1R2tLVRX1fHiNPJha4ubn3d66ZfW1VsCMsyMI+YXS3LV02AyO0oNWvUzp07AaitrSUcDhevK1YLZVgMaVaJ8eZolLqzZ7lx//4Vq1leEFKpqSplmkU603K7xsnteoxxLSlMTEfpnkyH3+9nfHycvr4+rr322qyJgFZyXpZlzGZz9hhjMIjY3v5+0ffl6f+0mNsTr72GBDQ3NhZsFNGIssFg4OkXX2RwZIT+wcGiUWXw+HwcOnqUQ8eOIUejHDlxgu1XXTX3gauMUZcLt9dLMBhEr9PlHduXAxazmdamJkZGRjh57hzHh4Z4wxveQFsxjXMqCg1O/B/Ac4qi3KcoSle+HRRFuQD8GLhvqRq3XqHF3h07doxwOJx3+9GjR3nmmWfSpBeA8XH6urt57coVzp4/T7fDwfjERHpzb38/jqEhkqkUlcBdb3oT+3OkQK7ZupWa2loMZWX0DmRXdtaI7vjkZOEVZNSECMxmaG8XloE8FoG+vj6OHDlCIBBg27Zt+P1+nE7n3Odfy9DpCEejnHztNVLJJAa9fnVj07TwkmBQ/GaRiIjva24Wv93VV0Njo7DkrnGiC1Pu7XX/PyuhhBxo1TRHR0cJBoNZkz2LxUJHRwfDw8M8/vjjXLhwIfvg8nLRJwSDos/IA6fbTa/DgT8UIhgKFdwubVzpHRhgyOmkq7ub4SJ6Pk+89honzp3DYjKxpbmZq9vbV7tJBWFzYyPVVVUkUyli8fi0sX050dHWRlNjI4eOH+epp57i0KFDK3bt+aDQMIZbgD8uYL8ngH9feHM2BmaLvfN4PFy5cgWj0UgsFhPlf0FYTt1usFhwe71c6uvD5XKxa9s2bnv96wEoKytj+9atxMbGiEciNNTVZc2YnW43/kCAN956K8FQKCuIXSO6vokJajZtmls1IBoVr4oKaGqalgCRD4racW4kt6PT6cSkdpwrLqCuKFOWWxCWW6tVvEwmQWjXodSbho30PyuhhExooWI2my2v1dvpdHL27Fm6urrYuXPn9PyJigqw28HlEt66HNgbGrjn9tvx+nzcOE9tVafbzcDQEMOjo7Q0NdFcRM+n1WqlurKS217/evZfe21xeeJmwdFTp3jx0CEsViutzc0rGgMdlmUGhoYwlZfTYrdz4403rti154NCyW4lophEGoqiJCVJej/Qk7F6HFj9tMoix2yxdydPnuT555/HaDSSTCaJRCIihnJ0FIfXyyvHj1NuMjEyMsJkMEhX91ThutsOHKC7t5eRp55ioLycCb+fsCynSWulzUYsHmfc7yeVk1DgdLsZn5zEHwjQ1tw8c+M1kmu1is6wUPeVWslNlmX6+vqyXWfrGJWVldTU1LCnpWX5XXUaudWUKSRJ/E61tRuC3GZivYQwKIpCUlFIAglFwR8M0tvfjwR0tLdjs1qRJAkdovyrTpKmLdc71stvvZR44YUXePbZZ9m5c2fe5DGDwUAikaC6upra2tr8J9m0SfQnOQoNWqWx3oEBIrEYh48d49YDBwrX2a2uxjU0xKTPx47WVnY1N4vrrHL/5PH5OH3uHCFZxlxWtmbK2odlmSMnTjDkdGI2mbimvR23xzP7OL6E6Ozqoru/n2QyyfW7d2MsUq9goWTXCbQDWfZpRVEezdnvGmB48c1aH/B4PHR2dk4TWZ6tc7ZarUxMTBAIBKioqCAUCoHHA8kkh86c4cVDh3AMDxNPpdhks3HnTTelj62rqcEfDmNwODgpSUyeO8eeHTvS0imusTEuXL6M0+1GbzBkaSPaGxpwDA/jGBril08/DZAdAhGLCZJrNsOWLQWTXA0WiwWz2czRo0eZmJjgLW95y9qvY18A+vv7+e1vf8uJaJSrr7mG2+YxKMwJRRFW23hcxN9q0kM1NYLclpVtGHKbiXA4zCuvvMLQ0BA33XRTUf/PMslsUlGIp1LEUiliQDSVIqEoaVeyAgwPDXHm5ElSgGww0NrejgJIkoSiKFNLQJEkJEVBJ0noVUJs0OnEEtDpdGIpSVPkWD1XLnmWivh/VFJjmI5t27alLbb5PBu9vb1MTk6SSqUwzeSV0xQaotEshQat0ljn5ct4xsbYdtVVVFVWzq3rmkwS9npxTkxww5134pEk2vfuFddIJISykKKIOOFV0Ok+fOwYv/rNb3C63fgmJ9na3s7+665b0TYsBE63m02VlVRVVqKkUpy/fJne/v5pIYzLhU1VVSSTSSoqKjh8+DC7du0qyuew0H/Ty8DHEDG5eSFJkg74OPDsErRrzSKT4J48eZKDBw+K+tpveQsgBuInnniCkydP8o53vIPbbrst69ijR4/idDqprKykvb2dna2tMD4OlZXcduAAZ7u6GHG5MOh01FRXZ3VUYVlmk6Lw7okJ/qaiAnk4e94hR6PE4nF279yJvbY2y61uMZs5sG8ffYODDDmdeH0+sSEeF7Gd5eXQ2io6vAUMfOFwmN7eXk6dOkVFRcVUeMY6R29vLy8dPEgsEGCXw8GmQgaFmaCR20xJHItFyLttYHKbC6fTyfDwMB6Ph6GhoVX3IiQVhYRKahOpFDFFIaooxFQym1LJqfbb6QG9JGGUJEw5ms9bmpqQ9u0DoK2pCXMBhCClKCjqMp5KkUKQbCWZTK/PJMf5yLNeJcR6SJNmPULdRSPMGjleacJcCleZjra2Nnbt2kVNTQ0XLlyYloi2Z88e+vv7mZycxOv1zpwsrNOJMLWBgbRCw6jLxYjTSYXZTKyykoqKitnd5qkUhMOg19MXjfL8mTM4XS4MRiOjHg99Pp+YkGpqMOGwkNfUxgiDQYw/y1wwaDIYxDU2hm98nLPnz3Ph8uU1QXbtDQ284Y47GBkbo7OrC6vVSvkKqf54fD4e+dWvuNDdjWd8nFA8Tn19PTfffPOKXH8+KJTsfhf4nSRJDwH/XVGUicyNkiSZgP8D7AE+vLRNXFs4fPgwv/zlL2lqaqK2thaz2ZzlJjp16hTf//73GRsbw+Px0NbWls5c7Ozs5KWXXuLs2bPY7Xa2trcT6O+Ha68FhOW2pqqKVCqFHIkw4nJx/PRp3n7PPYCY4e0eGKAjmWQLEGhszI45Ui1EZqORlqamaS4aj89HLBbjddddx427d4sOp7wcWloEqVrEYNXX18d//Md/cOLECbYXuUj3UkJRFHQ6HUoqhUGvZ3Nj4/xOoMXcplLi/pvNIomsvFyQ2yKrGFcMsNvtXHPNNYyNjTE+Pr7smrRJzTqrktqYSmQjKplV1JASBUH+9AgCaJAkyufx+8nhMG6Xi7b2dszzIO9aKIN+Ec+voiiCJEOatKdUCT5tfa5lOVenWqe2JZMwZy3zhGBMszbn+Q4lNYbpOH36NE8//TRWq5VrrrmG1tZWzGZz1n3avHkzOp2OM2fOUFtbm1/3HATZbGlJKzT09PczMDREMBgkHI1SU12d322eUVSI+npRXTES4cTJkxw7doyamhruuOOOqf11OtG/mc0i9CqREOQ3FBIJtZret9G4LBP7KpuNjvZ2UskkVouFgeHhrDDAYsaYx4PP5yOq5ursW6HCDp1dXQSDQYx6PZsqKzEmk1xXpBOEgsiuoignJEn6NPC/gXdLkvQC0I3o47YAbwaswCcURbm0XI1dCxgaGuL48ePYbDZqa2t55zvfya5du9LbOzs7cblcOBwOxsfH2bVrF5///OcB4YJLpVIEg0H8fj9Xzp5l/Lrr0vIvfQ4HEtBqtxOVZcKRCA319elz2xsa0J8UNT3eFI3yC70+62E1m0yEZJn/+8QTnL10ife/611T1WGSSZ5+5hl+/dxz3Lx3L2+/4w6RkVtRsahOJaUoRFMpXIEATq+XQCSCPxplVH2V6XSUqW5WvToQ6iWpqN2m84E20XF7vZzp7OS1zs7ZpWw0y63mvrZYxCBhNpfI7TzgcDgIBAJpL8likMqwzCZVMhtVww3i6rr0/zXTCipJlC3hf9ntctFz6RLDg4Ps279/XoR3sZDUZ1P9sKBzKJqFGXFPI6mUIMmahVnsNHX+zMIu2nUVBYNOh4QYvKKRCD0XLzLh9bJr1y5SySR2u50Kq1VYk8mwLOe8Xy99TD5EIhGCwSAVFRVUV1ezffv2LMt3Z2cn586dQ5ZlhoeHGR4enpnswpRCw+AgzZs34/J4GBgaEl4BvZ5hpzPbba5JUdbUCM+T6oHo6OigsbGReDxOPB4nHA5jmMk7YTCIl9UqyLLmZQwEpkIedLol0wDfcfXVXNPeTu2mTThdLs5euMDvjh/nnkxCXoRwut3oJAmLyYTBaMSo1xMIBlfk2nt27MDt8fDriQl6L1zAWl098++5yii4VYqifE+SpGMIGbK3Ae9WN4WAJ4G/VxTlzNI3cW3B7XYTi8VwOp2YzWaGh4ezXEQtLS3E43FisRg+ny9LFuny5csMqJIhE+PjXOnpocvhQAt0kCMRLvb0MHDpEl8fHuYb27aJ+M/77oNDh7AAzWoHfkMkws0PPggPPgi33QaPPkpjfT0Tk5P09Pdj0uuFuygQEB2GwYC5ogI5maRvYoJXBge5vaMDyzwHhKRq1ZJTKQKJBFHVsjWRSNDU1obeYGD77t2YzWYiqRThZJKkdnCGC9UgSRhBkGGdDmMmIVZfawHJZJIyo5F4IsH45CROjyd7By3mNpkUg7nJBHV1YrkCrrv1iAsXLtDd3Y3JZKKtrQ2/358VM5+LVIZVNqkoxDMss/EMi6YEkBEDq5ckzCs4MWtobKT3yhUGenupratje8Ykei1AyrDULnYCrYVfjIyO8vIrr9Df08Pjjz/ODbfeyvX799Pa3i6s6RlW5tz32qREI866GeKZZyPMxRrT3NzcTEdHB+Pj4xw6dIitW7dmVVCrqKhg27ZtTE5OUlZWRnMhyUwVFdDYSMjrFZZ+7X6mUsQ1xZdIREzWq6ry6q0DbNmyha1btxIIBDh9+jQHDx6c29snSeJcZWVCHULTCJdl4YEMBMR+BoPYZwH66F1XrtAzMMD4xAShcJie/n5eufrqoie79oYGguEwQ6Oj6CWJEaeTUZdrRcocW8xmwrLMZDBITI27Dmi/RZFhXhRcUZTXgPsBJEnaBOgVRVnGUlhrD1u2bCEcDhONRrl8+TKtra10dnZy1113ATA6Osrk5CShUIjy8nKGhobweDzU1dVx8uRJ5HCYifFxJITVotfhmDq5JHHx0iV29fXx5mSSZ0ZG0Ov18J73wKuvQiKBQbWClKuHJIxGDJ/9LCAS1MLBINF4nLFQiL5olI7Nm7HYbIRlGVNTE40tLfQPDvIvDz6I3mDgHjVEYibMRG61mMMKtdORYjHKysrYu38/7Vu3Eo9ESEUiM1qnNCtaMJkklUwKl6l6D7QBU3MDl+l0GFHjCIvIOhwOh4mrMUx1dXVE43EqTCYxydDIbXm5sH6YzSVyu0QYHh6mt7eXzZs3o9frsdlsxFOpdCJYTEsCS6WIqus0IqtAVnyqWadb9f+RBrPFQlNLC86REUaGhuYdzrBekBmW0bx5M9ddey2nDh/G5/PR1NTEu975zoJimXMtzcmMeObM8Iy81uY87zWLc2ZoRu57rV/KDM+Y9n4J/m/V1dUYjUaOHj3K5OQk5eXl3HrrrVgsFvr6+ujq6sJmsxEMBmlsbKS9UD3Z6mqoqBDt1elIxOM43W7OdXby3jvuEFbYWaQou3t78U1MYDSZMMTjGIxGzJWVhJPJrHCVzNjvvNDpxDVMJtGmZDI75CEcnipxXl5e2ORKkgjLMqFIBKPBQH1dHS0rpGgwJ7TqnZnl7JPCTGRRFM6+9hqOkREkhIHlzJkz3PO61wmL9zJaWp1uN30OBw4t5KOyMm/tgGLAgu9CbtxuCQJnzpxJk9nKykqGhobYvHlzevu5c+fS5Ruj0SjHjh0TZPj22zlwzTV8w+cTrj0gIstZCWgRWSYQCvEh9U/+x14v5V/9KuzaBR//OPHvfQ9jMjm1P3D4ox/ljRkJUclYjLGJCcaDQX7+2GPs2ruXrZWV9PX1cfr0aa5cucLw8DBms5lXX311GtlNqi5cjdzGZiC3uXCNjNB75QrjXi86vZ54IsGmmhq2qJJkuZjLequoJCWfdRiAIrAOO51OfvnLX/Lkk08yPjlJeVkZv331VT72sY+J8IQFWiCKDZp+siY/r8y1foHbtQmPVog5nWilkpb0c2M0Muhycbm/n7Pd3YQsFm685Ra0X1vKCJkx6XRrRp7L5/Fw6fx5hgcGCAUCNLW0rDnr7lLDbLGgNxqR9HqCoRD1jY0FTwCWytIMTPsPxrUQDfKEaTCVDJj7XgvV0BQycuObs95nWKanhWjo9QwNDzM5OUkwGGRoZITekRGat2zBE4txxenk/AsvMNTbi8lioay+njfecw8mnQ6DTodhJqOBJNG0YwdNTU0Mu1zE1Qn8Ve3t0NYm+jUgocarJxQFOZkkok4sL4+Pc+L8eYadTgwGA1dffz1t+/YxFI3mj/VWJxF6spVEtDZmJkXqTCZ0JhNSXR26eBwpFhPENxicynnQrMN5sOPqq6mvraXP4SAUDrNnxw52Lmf1NI3AaiRW+6z9FzInUxpxNxiEYUR7bzDg8fmQy8qQ43GSySRht5vxVEpYwMNh8f218+n14rg5ZN6yJoKIvld7n0ylSAAJwKMoPP7b33Lukohe1ZeVFW38fHEGV6xhXLhwQciFIUo2Xrx4kaNHj6bdNGNjY1m6hxUVFWytrYXeXgYuXWJTZSXjfj8AkXico6+9Jna87z5uO3SITqYG+zZFwTgyAiMj4HCg6PUkkkliQBkQB3QZLgWbXs+Qx0MgEMBsNtPc3JyO45JlmStXruBwOPB6vdTW1tLU1DSN3EZTqfTsu0yno6JAS2TQ78fn9WLQ6+m9fJntO3fSMN9krQxIkiQ6vVkeWM09HUqlCGjW4QxLjBYuUabTUaZ+n3SWuUqIFkOE7HY7w8PDjE9OAhCNxfBGo1BbO0XkcgnfAgjifMghQCqVyr9+ju3Tzps5QGdCW69hibanyWrOcmo3sWYiFEKn0zHh8xGJRnFcvsxdRe6KLATHf/c7/uuRR0DEV0KBAAAgAElEQVSvZ8cGJ7ka5HAYg16P3W7HaDSSSiaRw+EVt3hrxDljxaLOl5kQmBXfnKGiMZPVWVEUHnniCX736qv4JiYoKyvDUlNDsqoKTzxOXVsbHrebQ888g39igtqGBs6eOcPr774bv9pPSur5daoRo1ynE140ScIvy4yHwyQSCcqNRuo2b+aqO+7AYzAgy7LwlmjEFdGXGiQJs05HbUUF1193HRNjY/T39CBPTKDI8oxGkkzSlaskor2XMshxJmHW6XToNm1CX1WFIZHAEIthCATQTU6KEBW9Hl1ZGZLBgE6SOHn+PBcvX2ZweJhUMoljcHBhv2OmBVZ7ZfZpmb+ZRjw1Em4wTJVp1ummlrOMs53Hj3Olp4dAIEAsFsNoNOIeHxdxzoCSSpGKx0nFYqQiEVLhMKlgMJ2LkJAkEno9CYOBpCSRIHtilhs3n/ZEAL2DgwwNDaXbYjAY1p9lt4T86M4o8gDCunfqxAk+/MEPAnD+/Pms7V63m4DDAddfT0t7e7rU78PAR4FTasIZ991H8vBh9IqSrvGcDslXZ3qGWIwzwF8A3wCuBzqOHBH7pFL89tVXudjbSywWI6XGWVkslnT8VXVNDYlEQsTYTk7y6muvcWs4nEVubQtwifg8Ho6++irjqpyZ2+ViS3s7b3rb2+Z9rvlAs3zMlLqgDSjxVIqIopBKJrMJo2rdMGqEeJ7JdOFwmOEc+TfXxASXQ6FFEcC0NBSiw1EyBicpYzsUThDz7adtM+Ru044pUotoY20tlZs2IYfDWG022mfwHqw1RKNR0OmE1NCb30xboa7ndQy3y8Wgw8Hmtjbi8Tj+YBBHf/+at3gvNiEwEQ4TCgRE8SCjkdraWioMBsx6PdaKCoKTk/h8PkFcdDquvfZazHkIZ6YHLaQS4cdfeIELFy8SVqXBAvE4r547h33XLhHHPkvoT1t7OwajkdPHjhEKBnnlxRf5wEc/Out9WKj1PT1hkCTiRiNRoxHFYiGVSqFo8b6hEEowiCRJnOnpoWdwUMSeAq7xcZ46eRL73r1p0qqbgcBmtcxgQFJf6eQ5lcDqNOKaca91eYhsek0ymQ5XyEd3JaCqpYUxr5eYKkkZj8dx+Xz0yTJJ9R6krboWiwg1URRIJJASCXTJJJIso4tE0CWTmFBDaTQr8Czex6va2mhqamJsbAyAQCAwbcwrFpTI7hIjkUhkkVU/0Hv2LPT0gKLQc/Fi1vZhp5Ojly6xe98+Nm3ahGNkhPsR2X+/AJ7y+eCrX4UTJ3iouZkPDg1llaiLSBKmf/kX+M//5Ns+H//D6UQBXgf8GfAxrYMIhznZ08OEKiQei8V4+cgRznk8lFssDEYiDHq9TEyI6JREPE4gEFgQuc1F14ULjA4NEQ6FCAYCVNXWUlVdvejzLhZSBmGdCZr7Rs7o7BW1A1YykpXK81iHn3n++WmTH6/HQ0WRZquuB8jhMKOjo4ypJMje1DSN4K9VbNm6lc0tLUx4vZw7c4art2/fkDG7mbDZbEQjEY4dOkQ0GsW0we+HhmQySSQaBUTux+Xz54WRQZ34JeNx9DodEVkmFonw2qlT3K1qwWcinwet+9w5wqr3EsA/McF1u3fnJcu5kMNhfv3oo4RU17rf78fR38+BW29dzNfNixknDHq9IKBWq0gGTiQgFsNoMBDN0H8PBYNcPnMGsyynCapiMk0dr1pdFb1enF8jsqohIh9SOUYNBREWkIt8x+ddpyi4JiambdOXlwuv5SzGmKxY3qoqsUwm0/eDSERMCNT/kTixfooESxLBUIhkhqfa4/FMM+gVC0rZMEsMn8/HOxFk9R3qumOdnSKT1WYjnEhM2/7Ir38NiAouIKp3AHwFeBGEzu5jj3FqfDwdKxNWl0kQ2agPPcS3VJcPCDfEt4BP1dWRjMfxA6d6erJcDD6fj8DYGBV6PYlAgEPPPZf1XQKq+32x2LFrF3e88Y3EjEa8f/InDLpcBDM6y2KGpodq0umw6PVUGAzY9Hoq9HpsBgNWvR6jJBFPpfAnk7jjcYYjERyRCGf7+kS55wx4RkZW6ZtsDDj6+zl19ChD/f14XC5GBgfp7+1d7WYtCeoaGvAGgzx300288PLLdF24sNpNWnWMud08/9RTvHbyJIMOBxU2G/UNDavdrFVHX08PUbXvURSFWDyOzWZLb3e5XERUYud0OtNWwUIg58hajQ4NcfjgwYKOfe3UKbzeqZx2JZnErVoFVw0GA1gsDHi9aasuQCKZZMt11yF1dCC1tyO1tqJrbERXV4euqgpdRQU6iwV9eTn6sjL0BgN6NUnaMMPLqNNlvcpmeJXneZnyvMx6PW6HI50HpCEcCCwsSVuvFwl9NpsIg2hrg/Z2obPc2CjW63Rpq7hrYIAJr1dMHL72NbBaizaMoUR2lxiyLKfJqrb0qTG45KzXllIyCe97H5/9yldQgNvV9R3AXoDPfAbe/37eFwphAc4C71KXJkWBn/4UgJGcPzzA2a4uegMBnNXVnNNCIlQM9/en61hfOHuWUI5kyMXOznl885lhtlj43csvM7ljB9x+O/EbbuDlF15ALtKHYr7Qq2EOZr0eq0qIKwwGOlpbp7neVkr/cCPD5/HgHBkhGo1isVrZUqQJE/PFQF8fPXV1yDfcwPiOHTMmd24kTI6PM+j14v3MZ5iQZXxeL2Nu92o3a9Vhb27OcrN7xsbS92V4cJDjv/vdFEGxWDj68ssFn7unry+L3KAoPKUabOaCa2QEt9OZPl6WJMZXm+yqCAeD2d8LePGFF5a8eMVS49SpU/hy7uFoRhztoqFpGVutQjmoqUkQ4NZWBvx+RsfG4JZb4Pbb4eabOXr06NJdewlRIrtLhXvuSbsvdlutvPtrX2Of1YoCxOJx6OiA5mYU4Dp1+151+7OHD8OZM2hzypC6PaQ+cJjN8NnPMokQOb7RauX5r32N/VYrfw6kKiqIax1bzsOKJGExm6mw2QiFw9NmYEd++1tAyJLlHu9cogfG0d/Pb59/Hu69V6y4917OnDjB2dOnl+T8xYrmtjYx4OQMDCUsHxLxOAeffRZZpyP5V3/FZCxGLMe6vlbRaLczsHMnAF1tbfRcvrzKLVp9XDh7lt76elK33MLEjh089atf0d3VtdrNWnX83x/+MKvf6b9yJX1fXvzNb4QWagZB6dQSoQvAuNebdSyQDkuYCy+/+KKwOGcc//Rjj83/Cy4Dfnfw4LTv1XOp+Gtk1WuFpTJ+767lDiWQJDAasW/ZQjKZzBrbc63MxYIS2V0qfPGLadmVZ265hV/dfjtPqg+MDMj334+iSp48pW5/SusogPjDD/PRykpk4DF1++M334wMRP75nwncdBPvBr4N6QdSuflmvgV0P/ggfZqod87DGggEkOrrQZKIx2LTth9R3U/dFy9OO34h7oiEojAWi3ExFOLQ5CRvOHOGN0xOwgsvgFZG8PrrCT32GL+v03H76dM86nbzhNfLwYkJjvv9nA+F6I9E8MTjyBlJY2sNP334YfHm7rvFPVW1lktYPjz+i1/gyxiMXe3tPPbzn692s6ZBUVVOJhMJnLEY/ZEIF0MhTgcCHJmc5MXxcZ7yevnF2Bh3nj5N85Ej3OH1IqtSSLHt23m/xULzkSPcfvo0Dzud/Njl4lG3m5+PjfFrj4cnvV6e8fl4YXyclycmODw5yTG/n1OBAGeDQS6EQlwJh+mVZQYjEUajUcZiMcbjcYLJJHIyOVXuuEhx5vhxInfeKT7cey8el4tHf/jD1W1UEcDldGb15YlEguefeAIQKgSSTpdFUILz8DjFIpGsYwG8BVpnq2tqso7j3nsZGRws+NrLiWgsNu17BSaKX2HVVlEh3mT83ukiH8uAlKp//+7OTj5aUwMvvSRCLQH27CH0xBNIBw9yz5niqjFWypRZKtx9Nzz6KPI73sEP1AflB/fey3uef573Af/45S9jvuUWaj7+8Wnb7wO+9brXgd9PAvi+uv37997Lu55/nuD4OIGMWKKsB/L557NlW3K2ASIGZ4bt59QZfc+VK3m3JxVR/cwTj+ONx/HE4/hyP8fjBJLJdEJAjdFIjcFAndHIjTYbvZGIsDxr7VSXBkXh/6mpIZhM4orFCKmaucFkklAySVhNCpNV2Z1MpQCLTodVDRuw6vXpzxV5Plv0eqyZn9V4p+VWEzh6+LB48573iOV73wtPPrms19zoGNYGzoz/8eFvfaugYxVV4kl7yTMss9apGqKz7R/Nk4ACQuXDnBN/Z9Lp0uu05Z2bNtE7MkIqM4tbXRoliXtraiiXJOKKQlit+pbIeGkljRe0PpWa0rCe7d6pS63YSzpGUU3gNObGLmauz9DAnnW/jNd3h4e5GA7DJz4hEmpATKZfeokXgHvPnuVvOjqmFSrQ2pipS5tPqzZfwYfc4/KdY7bjVly9JKcv905Oct/58xzauROefVZUbgRBVF56ieYjR3idzcb/3rYNmK7c8ukrVzgeCAhyk3OsC3jbuXP8bUdH+n+T+//6h8FBLt13n6j4mfGbRZ9+muYjR9hmNvOnzc3p3ypLQzfnnucWntA0iKU863L3k3LWfa67m5PBIPz859O+F8Dvd3by79u3z37tVfydnaOj4k2esV9RFKKKkjWuBvOMs9r7UJ595Jz+SwdY9HoSmi6wWoEVSGsYW3Q6vrRly0p8/YIhFfOsPReSJH0B+DRQD5wGPqsoyrHZjtm/f79y4sSJZW/bPWfO8II6CyyLxYiVlaFLpcQAhdC91VIA9MkkSb0eQyJBQv2TWCWJkPpbGOJxUflMXQJUSBJB7bdKJMSfS1tmIs82kyQR0Y5NJsVAqS2BMkkipm3X/rzaEtik1/OG6mpqjUZqjUbqDIb0+1qjkTqjEess5PFJp5NPdnVlk+5olD8JhfjLBciPJRUlrY6Q72HN/BxOJgnl+azpVmYSaI0kpwmzSpLThDn3cw6hLs9ICLjv/HkOabHa2r3M0Fe06nRsNZvTUmEwJR2W+YJseTCtM82SCCO7k82VD5vpnPlkxnL3zdUPzXfO3PWFnJPc4zPOme+7ZrVhhu/0uNfLsJZok+d/Xq3Xs8tqRVYH4lxICDWNfIQza10OKZ1r/6WYWP3Ff/4nP25qynqGpHich669ljcVgbKJhtQcJDqRb50mUp+HIM1EzHtkmV94PGLAzUUiwVvq62ksK0vr1MKUOL6m25pZCEJTXcnaX8musJYuEqFMCexr72fcP2PdSqBXlglp5CRPX26SJCLJZF7dVh3wOpuNGnXMyeQGCuCNxzkVDOb/Lskkd9fU0FRenjWB0SYsBkliOBrlJ8PDQskgB0ZJ4v6GBraYzVnloDMLGuRWvMu8/6mc30TJsy7rOKZ+I1csxlG/P/+kLplkb2UlVQZD/utmnCeV8V9YTiiQJvLdkQhBrZBUnt/bqtOxw2JJj2m5Y1ju+tx9rHr9rFJy177vffg+/elpY/vjN97I22cp0b7EKKhzXTOWXUmSPgN8HfFbB4CbgOckSdqhKMroqjYO+OKWLRxxuwmXlRFTZzca0TVGo/xhdTWPTk4SNRpJqoOvRnT1iQTXVlRwLBgkZTCkCa621KdSXGMycSocnqqcAumlHqY61JxtxOPca7fzpM8nCG2OZYholI9s2cL3Bgayy9WqS7NOx/e2b+cWTZpkAehzOqf0AuNx0dklkxw5fRoWQHb1kqjUNpMQ+UKQVGe/IZVEp2e+GZ8nEgmGNcKcMfsNZRBoDd2ZISDaPc3oMLaaTPxGC+vIQKbOb+bgmlU8Yob9yNk381gyj53lnLnr5jrnTNfOd86sduQ557TvLXacdq1851SAOqORv+npmZIFgvTSJEn8/VVXcXtVFSZVL7lYdYLzYTIen/YMKfE4/kyPTxFAJ0mUr9B9vbe2lo++9tq0gZavfpUfFKgOsN5weHKSj3R1CWtcTl9OJMKPbriB+97zHlJf+tK0+/aD66+fc+L03Pj4jPf8x/9/e2ceJ0lR5fHvr7p7GObocRhOZxhYZHC88FhdPFZRQGARGfBCgQW8WPBgvRAXjwVFVpHL5ZQRUUQHxRVY8RYYUMQDBA90XFEERxhgmKNnmLO73v4Rkd3Z2VndVdVVXVnV7/v51CePiMx4+Soj42XEyxdV6Pwrb31rCKWZOX5xFWU3k9Gu69sFvJcSY/sna9Zw1D33hGmTc9ruLy5cOK62eyzWJRNoZNr2NQV7LkGbGLsKrdIH4+bbgKuAHwH7Au8APtoi0QZ5xezZfO273+Xwgw9mIFVhujZv5pTTT+ed117LYV/8IkcuWjQi/dTTT+edS5Yw901vyn0QXDF/Pq+cPp25Rx5ZMR3g+AcfzK2sFy1dyqJRKvPpS5ey+M1vzj33pc9+9rgry42bNoXKeN99cPnlcMIJsOee/HWvvcZ13kbSJTGzu5uZY2etitvXruUN99yTOzXlFImPVZgQINs7G3c2SKrO5qWzZnHm0Ufn3seXtbgxHS+39vTk1qFrHn2U1yYfqEwy+vr7cxtaEh/GSchLZs3i0r32yn/Wn3EGL166lPLUqbl6q+bFadw6nzGj7rKbSbvdS4nL4L6zZ8MZZzSt7R6Lrfvvn/tc+sKKFRwTZ2ctCu3ygdpTgbmEzsslZtYPLIlp+7dMqgxrTj01fJk4MBACMg8MMDAwwFkzZrB+u+34y2jpmzYNfxDEdAYGWF0uM2BWMb2vXKYv/YaVSksq67DKnJNe8dwNeAhNB7j0UjjxRLjrLjjpJLjsMnbt4HiYL5k1C667bmT0BTOO33nnpj+EJi1NvI9bSX9fX24dmtnA0Y12Y8mjj4aG9s9/ho98JCynTh3yXZykjPmsP+SQXL1dU0XItnHrfBxlN5O2vpda+cx74onc51JvAZ9L7WLsLojLVWaWTHGyPJPWcq5YsaJihdl96lRuXLWqYvoue+5Z8UHw9b6+4GNYIf0ra9dy9erVo1bWSpW5+7DDgvBNfAid1dsbnP/TfsHXXsvbVqwY97kLzT77hKVZmJEmXv8tq1e3UKgOp6CN6Xg59K67cuvQFxYubK1gLWRmV1duQ0uHxO+ul0rP+p5Fi0KGjRvrfnEat84rGEetfmlr63uphc+8HS++OPe5dH0SnaFAtIux2xuX6TtvYyZtEEknSLpT0p2PTWDA6lldXex8/fUjezDnzGFKqcTs7u7cCvWMPfZgZnc3O86YkZu+Y6nEHps3U6rwkNqhq4sdp02jtHjxiLTpXV2UzZjZ1UXPlVeOSH9unEP+mXvtNeLcO1x/fUMeQvN3350FmUZ5h512asoUkUVCc+aElfvug9NOC0vg8TbvZSwyM0qlQjam4+Vdp5zCghhjV6US3d3dvP3kk1ssVWu5cuHCMAtlpqE9oqDTlU4UM7u6mHb11cPqQNcVV/D8+I3AJfPnjzRQvvGNql6crly4MNe4WfDVr1Yl2we2bBlx/DY33tjyl7YrFy5kp9tvr/u6WskOM2e27Jl32plnhjB2KY499timl1sPbRGNQdLRwNXAg2a2W9y3H3ATsNXMRjpGRiYqGkPT2bo1vJH39YW3YwjzWc+aFd7qcvw6t5TLrBsYYM3WrfSb0RO/DHcmhjcvW8YLe3t5+y67UJIYMGPxQw/xi3XrWv5wdxzHcZxGsLVcpgTsuu22rSi+o6IxJPPYpjU5LS7XTrAsraGnJ/x6e4NPjtnIsGMZppRKzCmV2K67m43lMmv6+1kfexXHCumUjifo1MeVGYO2S+LEuXM5sUXyOI7jjJeBGAZuwGzwQ6kuqa3aiiSaQToEWTbSS97VVHOFeVFeqjlXbp4qzpXdzoumk92fTSMvbXBnpkM0zhSreHwSPrOR0ZGaQbsYu3+JyzmSpprZJmBe3Hdfi2RqHTXeVJKYFuPq9ff0sGFgYDCmYBkol8tDsSLjr79cZgvQPzAQeo1jjNh05cgG2E4H2i4aeRU+WY6Wlj52tDxjPRD6zehJ7RvWE58qP9Fd8hBJ78/GoB0qKidu7SjHFPH/cRynGCTPqwGCYZsYgMlzq1tim1KJ6YS2YksMu1hOHZ90mHQlP8b/3EkbqNn1xEgrJ8/NpM0CTELJ8znuT2QrEUJ3dpdKYT3uzyMvhm45M+FCNsRixeOqPdcoxmh6X5Z0DPJkLLcUR3UHt8dIg6HJPKBCHPdUWrFN3fYxdn8PPEaYTOIYSV8Ejoxpt7RKqHaku1Sit0ZXhrLZYMDsgVRw7v5MQPj++LZfhkHjOG0kJ7PNQP1vjyMMxXjsYF5CxRvMG887OHtSpsIOq/iVKnyyTKWne8DT58t7ICTldqdeFvLi0ab3Z2PXwvCg5clLyuB63v7YYCXnTQfLzxrbad2mdVdp/yB1GuGj7XecyUqlmNajxaMmbcjlbcfjlDIA06N42ckUSoRJHqaXSkyJvy7CzHhdo8SnLsfnf9IObLEwJfaWcpkN0WhOP0dK2WtI2okoe3o9MVBL0agqEUYuE4MtMVaTPMn5s7PZpZ/ZzuSiLYxdMytL+hRwLrAYOB+YAawHLmmlbJOB5AFSLSNmtYnL/tTbP1T/9jhsmTGusmnZ/YUzoAoiT67RXcXkFXn7h81QFfPkjRZYbPDKmQY8O2PVaL3bMWHoQkYxztO9G1kXnXQD6DjVUI0hmmeYAoMG27CX9RwjNWusJS/hpUrbyX09yv2e1DFjqB4OdloQ4n4nhuxoPZtjkcg+cn60QNoQTqahzhqoefXTDVSnEbSFsQtgZudJKgEnAzsBvwDeY2bLRz/SmWjSflzDKLhPz2SiqJNXjGaEV7M/a4QnoxFJ495fLodRCYZGLPKGOQeN69jjlDUkShXWnYllrBkH6+4NbbAhmr5HKhmlnX7/DDOkvS1wJpi2MXYBzOwc4JxWy+E4TnNohRE+2NNc4aOVxCjuZ6jHOlnvTxvO8XyDQ8ZhY8SQ7DA/ulTPVdY1ZqKoxmd9tDQqpQ0VMMLNiCrT0ueuxj0pGeIeb2/oZDNEHafTaStj13Ecp9EMGpcN+IAmz1BODx8b0J/0OMeh3KTHOfkgqJxjIKc/tiEa04NGYsrdI3sd1fi7p3WQdinK81kfzZ897+MWGHpxqeSrXUvaYB43Ph3HqQE3dh3HcRpAI/0LB3uZLf8L9Dy/9dH83SumudHoOM4kwI1dx3GcgjEYyseNUcdxnHHj02k5juM4juM4HYsbu47jOI7jOE7H4sau4ziO4ziO07G4ses4juM4juN0LG7sOo7jOI7jOB2LG7uO4ziO4zhOx6Jh83d3IJIeAx5o0um3B1Y26dydiuusdlxn9eF6qx3XWe24zurD9VY7rrORrDSzg8fK1PHGbjORdKeZPb/VcrQTrrPacZ3Vh+utdlxnteM6qw/XW+24zurH3Rgcx3Ecx3GcjsWNXcdxHMdxHKdjcWN3fFzeagHaENdZ7bjO6sP1Vjuus9pxndWH6612XGd14j67juM4juM4TsfiPbuO4ziO4zhOx+LGruM4juM4jtOxuLE7BpK+K8kkHT9GvqdK+qGkjZIekXS2pO4JErMwSPqQpL9J2iTpDkn/NEpeSXq/pPtj/rslvXoi5S0Ctegs5j9J0u8kbZD0gKSLJM2eKHmLQLU6k7R7rL+VfsdPsOgtpY57bb6kr0laI2lVXN9louQtAnXo7McV7rXdJ0bi1lOrzlLHSdJPJ2PdhLrutZMlLYt2xzJJp05Gu6MqzMx/FX7AyYDF3/Gj5JsOPBjzrQP64/pnWn0NLdJXGVgb19cCu1TIf3oq//q4PgAc2uprKbDOTkrdk49HfRnwvVZfSxF1BswDlmd+j6R0+MpWX08R9Rbzbx/1ZcBGYHNc/3mrr6WoOovHrIr5svfdvFZfT1F1ljr2HdW0uZ34q6N+vjfTFiTr57X6Wor4a7kARfwBOwGLUzfPWMbuCTHPMmAacECqgZjR6uuZIJ0p1TC+BegGlsbtT+Tknw5siOmvALqAJXH7D62+niLqLB5zR0w/JW6/IHWPzmr1NRVRZznnODvmv6TV11NkvQHnxPQ7gBnAkwkv833AwlZfU0F1Ni+mP9Rq+dtFZ6ljdwHWVNPmdtpvnG3BUXH7XXF7Vauvp4g/d2PI5zLgbcCvCW/pY7FfXF5nZhvM7EfACmAq8OLmiFg4ngrMJbyVLjGzfoLxCrB/Tv5nANsCj5nZLWY2AJwb0xZK2qPZAheAWnUGsE1mW3G5hvBy1enUo7NBJO1N6BF5GDi1WUIWkHr0dnhcLjaz9Wb2ELCTmfWa2bLmilsI6tHZM+PyvibLVlTGUz8vBGYRRhAmGzXrzcxeBPQC10gqAbvGpIeaLGtb4sZuPuuBzxAM1XVV5F8Ql8tT+5Zn0jqd5DpXmVlidI2mgyRP2njbklpf2EDZikqtOgO4NC7PlvQ44e1+JXCcmW2pcEwnUY/O0pxN6DU53cyqqdudQk16kzQVSF44nyzpD5I2AFdL2rG5ohaGeu61Z8XlUyT9XdITkq6XNL9pUhaLuuqnpEOB1wK3AD9rnniFpS69xWfYXMJoyweBvwHHNUvIdsaN3XyON7MPmtmGKvP3xmU6/8ZMWqdTqw7+BDwB9MYPrnqB96XSn9R4EQtHPffN54Gvx/XtCHVYwKaGS1dM6q5rkp4GHEh4Obiq8aIVmlr1NpuhUYOPA/OBKcARwDeaIWABqedeS4zdJwMzCaNXi4BbJE1vuITFo2adSZoBXEzo7DipeaIVmvHYELsR3AIh1Nl/aKBcHYMbuznEIfVGobGzdDwjdGBmm4Cz4uYlBEf8o1JZyhMgV5GpdN98HHgDQ0N+xwFzgGvjC8NkZqy69u6Y50vx/nMCeXpLtw23Ez5WW0AY6XqppJdPgFxFptK9divwZUIv5SyCu9Z6Qi/5MRMjWmGppLNPEF6mPmVmf5xAedqFsZ5r9xDutaMIPuNLJD2l6VK1GW7sNoZkOHTb1L5pcbl2gmVpFfXo4L8IQy+/A34FvDGVVo2vdOp5fB8AAAohSURBVLtTk84k9RD8TQHOMLM+M7uKoL9eYN9mCVogxlPXDovLGxoqUXtQq97S+64xs41mdj9wc9y3d4PlKyI132tmdoWZHWtm37TAH4AfxuTnNEnOIlHrM+15hJfQ+wjtwWSl7uda9KfvM7MlwG8JblqHNF7E9saN3cbwl7icm9o3Ly4ny4cKiQ7mRH8/GEMHFj4h/QLwbDP7R0JFTbi3KVIWi1p1tj1Dw1Xpeb6TkYht6Xxqvs9g0IVhLqGX7afNE6+w1KQ3M1vP0Icu6eH3/ric0nAJi0dNOosxYg+S9BZJO6SSeuJyMnR81Fo/DyNE4tkT2CjJGHppv1LS0mYJWjBqvde2lXSupOsqjOhlP2Se9Lix2xiWxuVrJc2QtD8hfNlmJk/D+nvgMcI9dUwMbH1kTLslmzk2DMsJ/pOHSxLwnph8p5n9fQJkbjU16Yygq764/n4ASS9lqJft7uaJWhhq1VlCEhXl1w12U2oX6tHbd+LyLZLmxMkkXh73/bJZghaImnQWX94vBK4APiapFKN/HBCzLG26xK2n1vusD/h75pd8aLs6nmsyUOu9thF4DSFiygcAJB3IkM/4bc0WuO1odeyzov+Av5KJ+Uf4An458Pq43cvw4OvJpBLnt1r+CdbV+xiKkbgutZzH8OD+82L+cxkKot0X1zcDL231tRRYZx9O5e9LrX+11ddSVJ3FYz4W832+1fK3i94IH7qsjvk2MTSpxM2tvpYC6+zYTP0sx/Xvt/paiqqznOOXZtvcyfCr4157Uyr/WiZhW1DLz3t262MXwpDodAAz6yNMjPB9YlBn4HyCP+qkwczOA04hhD+ZAvwCONDMlhP8iObGXzKd4WnAZwkzWvUAPwEOMLMfT7DoLaNWnZnZJ4E3E2JAdxPiOZ8b900K6rjPIIy0QJhpaFJSx712P/Ay4EcEo20d8DlCdIFJQR06u4rwodDdhOH5R4ALCL1wk4I66+ekp457bQnwOuCuuG854WO/Yydc+DZA8Q3BcRzHcRzHcToO79l1HMdxHMdxOhY3dh3HcRzHcZyOxY1dx3Ecx3Ecp2NxY9dxHMdxHMfpWNzYdRzHcRzHcToWN3Ydx3Ecx3GcjsWNXcdxHMdxHKdjcWPXcRzHcRzH6Vjc2HUcx5lkSFKrZXAcx5ko3Nh1HKftkLRUkmV+/ZIek3SDpIUNKuPG1LZJ+kANx9eUv1lk5ZC0CLisUnrRkDRb0lZJ17VaFsdx2hOfm9pxnHbldiBtpG0DPBv4T+AHkvYys00NLO9FwAMNPN9EkZX7vcD6UdKLxqGEtsqNXcdx6sKNXcdx2pU1ZvazzL5bJW0ELgf2A77TqMJyymoLxpK7iNclaRsz2xw3jwD6gRtHOSTvOMdxHMDdGBzH6Tz60huSeiV9VtIDkrZEV4cvSXpSKs8MSYslrZK0UtKp2ZOmh/urOedYxPP9W3S72CDpfknvyuTpkfQhSX+UtEnSbyUdlcmzj6TbJK2L8l8rabcKci8F9gVeFffvnuPmUE2ZJul4SdfEcldKukBSTR0okv4ez7VC0n6SbpW0Hrggpm8LHATcamarqj3OcRwnjffsOo7TrihjXE0Fng98EngQuC3u/yrwTOBDwMPAPsCZwErg/THPNcALCW4RjwNnAE8HflCh7GrOWQ2fBr4NvAY4ELhQ0mYzWxzTrwIOI7hm/Cbm+4qkaWb2eUnTCL3XPwBOB2YDZ8freVFOee8ArgY2xGt9OCfPqGWm8l0AfBk4HHgZ8DHgj8Cl1Vy4pO2BJ8fNnngNXXH7V3F5EDCNlAtDlcc5juMM4sau4zjtyiHA1sy+jcCPgPeZ2XpJU4EpwIlm9r2YZ6mkFxN6OJG0N/Aq4I1m9rW47xfA/XmFVnPOGlhmZkfH9e9J2hU4DVgs6VnAG2M5n4t5fiBpFnCWpCuBZwDbAf9tZndE+VYC+0kqmVk5XZiZ/V5SH7A+cV9IB2aopkwzG4j7f2pm747rN0l6NeE/qcrYBZ6bWp8F/DvhJWIakPhaHwEYcEONxzmO4wzixq7jOO3KTwgfW0HoZT2XYOgem/htxg/UDgSQtDuwV8z7dIYMo5fE5XeTE5vZw5LuyCu0ynNWyzWZ7RuA10maR+gtBbg255g3Ak8DlgGrgG9JuobQS3yzmd1aoxwJ1ZT5u7gv6+u7HJhRQ1lpo/UCM7s4rq8GiL32hwK/NLPlNRz3NOAi4MXAEwRD+ANmtqUG2RzH6SDc2HUcp11Za2Z3xvU7JT1IMHY3A8cmmSQdBpwP7EFwM7iTMIyfDH3PBraa2TBfX2AFMDOv4CrOWS1ZN4LH4nK7KFd/2lc18khc9prZOkmJC8FxwDuBNZJOM7Nqe1jTjFlmat+GTJ4ytX0H8pzU+lU56fsS9JCNwlDxuGgg/y+wK/ARgmH8boIf90dqkM1xnA7CP1BzHKcjMLObgSuAf41D6khaQOilvAnY1cx2MLN/IfiWJjwO9OR8XDYnr5wqz1kt2TJ2jMvHCD223ZK2y+TZOSU3ZnavmR0Zz3UA8GPgEkn71CFPVWU2iKSHdj3w25z0I+Ly+hqOOwjYE/iOmZ0DnECI5PBuHMeZtLix6zhOJ/EfwFrgPElTgOcR/Gs/lQyFS5oO/DOQOKsujcvXJCeRNJvwwVoe1ZyzWg7NbB9O8ON9mOCmAfD6TJ4jgUeBP0k6WNKjknYwsy1mdhNDht38CmUOVNhPNWWOcmzVxA/rFsTNX5uZZdIFLAL+YGbLqj0ulfYAgJk9QTDQeyXt1AjZHcdpP9yNwXGcjsHMVko6ixDl4GTCkPYA8GlJlwLbE6IQ7Exwd8DM/ijpauCC+PHZgwSjuadCMXePdc4aOFjSRVHOVxF6M98Q5fqNpP8hGO4zCZERFhF8Z99pZuX4IZ2Ab0r6NLAFeA+wBrilQplrgOdIejnw83RCNWVWc1GSngLsMEoM370Zcvm4Jyf9BcA84Kwaj3McxxmB9+w6jtNpfBb4K8FHczXBf3dvQoiuswn+te8A5ktKQli9Ffg8IeTYVwhG4LfyTm5m/1flOavhbMKw+w3A/sCRZvaNVPrRhI+t3kswiF8CHGNml0RZVgEHEz6M+zLBv3UqcICZraxQ5nmE2ea+x/CPvaoqs0o+CuR+4BdJ+93mGa2JC8No/rp5xyU9z7vBYI/7HKDPzB7Jye84ziRAI0eBHMdxnGYjyYBTom9pxyHpT2a2YOycuccuA6ab2a41HtdNiFAxj/Cy8xyC8X6WmX24Hlkcx2l/3I3BcRzHaSiS3g7cW+/xZrawzuP6JS0CLiRM8vEEcDHw8XplcRyn/XFj13Ecx2k0txHcQSYcM7sX2K8VZTuOU0zcjcFxHMdxHMfpWPwDNcdxHMdxHKdjcWPXcRzHcRzH6Vjc2HUcx3Ecx3E6Fjd2HcdxHMdxnI7FjV3HcRzHcRynY3Fj13Ecx3Ecx+lY3Nh1HMdxHMdxOpb/B2chuYMcH306AAAAAElFTkSuQmCC)
%% Cell type:markdown id: tags:
### Now let's talk about standard deviation
Grain sizes are one example of a very non-normal distribution, and we would not expect that standard deviation (for instance) would have much relevance for these distributions. There are two sets of grain diameters with the same (to two decimal places) $r/r_0$ value, $\approx$0.82. These are both plotted as histograms
......@@ -237,11 +237,11 @@
# add the comments to the plot
ax.text(7.5, 0.65, data0, fontsize=14, color=color_list[0])
ax.text(7.5, 0.05, data1, fontsize=14, color=color_list[1])
ax.set_xlabel('Grain diameter, $\mu$m')
ax.set_ylabel('Density')
ax.set_ylabel('Relative fraction')
LW=1.2 # line width
Y = ax.get_ylim()[1] # find top of the chart to plot properly
ax.set_ylim(top=12)
......@@ -272,11 +272,11 @@
fig.savefig('grain_histograms.svg', dpi=300)
```
%%%% Output: display_data
![](data:image/png;base64,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)
![](data:image/png;base64,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)
%% Cell type:markdown id: tags:
An important note: Matplotlib's `pyplot.hist` command does not give a sum of the histogram to 1.0, but rather an integral of the histogram to 1.0 (when `density=True`). This is why the peak of the plot above is >1.0.
......
Markdown is supported
0% or .
You are about to add 0 people to the discussion. Proceed with caution.
Finish editing this message first!
Please register or to comment