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solar-conflux/python/denoising/Main.ipynb
legionstark001 4f7f035f83
python(denoising): asd
Signed-off-by: prescientmoon <git@moonythm.dev>
2023-03-28 02:29:13 +02:00

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{
"cells": [
{
"cell_type": "markdown",
"id": "9785abf6",
"metadata": {},
"source": [
"We have:\n",
"$$\n",
"\\nabla f = (I + \\beta A) \\vec s - \\vec y\n",
" = \\vec s - \\vec y + \\beta A \\vec s\n",
"$$ \n",
"We can substitute in the partial derivatives:\n",
"$$ \n",
"\\left(\\begin{matrix}\n",
"s_0 - y_0 + \\beta (s_0 - s_1) \\\\\n",
"s_1 - y_1 + \\beta (2s_1 - s_0 - s_2) \\\\\n",
"\\vdots \\\\\n",
"s_N - y_N + \\beta (s_N - s_{N - 1})\n",
"\\end{matrix}\\right) \n",
"= \\vec s - \\vec y + \\beta A \\vec s\n",
"$$\n",
"\n",
"Adding $\\vec y - \\vec s$ to both sides and then dividing by $\\beta$ yields:\n",
"$$ \n",
"\\left(\\begin{matrix}\n",
"s_0 - s_1 \\\\\n",
"2s_1 - s_0 - s_2 \\\\\n",
"\\vdots \\\\\n",
"s_N - s_{N - 1}\n",
"\\end{matrix}\\right) \n",
"= A \\vec s\n",
"$$\n",
"\n",
"Solving for $A$ is trivial and yields:\n",
"$$ \n",
"A = \\left(\\begin{matrix}\n",
"1 & -1 & & & & & \\\\\n",
"-1 & 2 & -1 & & & & \\\\\n",
" & -1 & 2 & -1 & & & \\\\\n",
" & & \\ddots & \\ddots & \\ddots & & \\\\\n",
" & & & -1 & 2 & -1 & \\\\\n",
" & & & & -1 & 2 & -1\\\\\n",
" & & & & & -1 & 1\n",
"\\end{matrix}\\right) \n",
"$$"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "e7d69a97",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"m=[[1. 2. 0. 0.]\n",
" [3. 1. 2. 0.]\n",
" [0. 3. 1. 2.]\n",
" [0. 0. 3. 1.]]\n",
"rhs=array([1., 1., 1., 1.])\n",
"result=array([-0.26315789, 0.63157895, 0.57894737, -0.73684211])\n",
"[1. 1. 1. 1.]\n"
]
}
],
"source": [
"import numpy as np\n",
"import modules.tridiagonal as tridiagonal\n",
"\n",
"def sample_with_noise(points, vectorized_g):\n",
" \"\"\"\n",
" Sample a function at a given set of points,\n",
" introducing noise in the process.\n",
"\n",
" Returns a tuple of the real values of the function\n",
" and the values with introduced noise.\n",
"\n",
" For performance reasons, this function takes in\n",
" a vectorized version of `g`. If you want to pass\n",
" a non vectorized function use `np.vectorize`. Eg:\n",
" ```py\n",
" sample_with_noise(points, np.vectorize(g))\n",
" ```\n",
" \"\"\"\n",
" gs = vectorized_g(points)\n",
" ys = gs + 0.05 * np.random.randn(len(gs))\n",
"\n",
" return (gs, ys)\n",
"\n",
"def p5(x):\n",
" \"\"\"\n",
" Vectorized version of the function\n",
" described in the pdf.\n",
" \"\"\"\n",
" n = 5\n",
" result = 0\n",
"\n",
" for k in range(n + 1):\n",
" result += x**k\n",
"\n",
" return result/(n + 1)\n",
"\n",
"def smooth(data, beta):\n",
" \"\"\"\n",
" Smooth noisy data (y) by means of solving \n",
" a minimization problem.\n",
"\n",
" Args:\n",
" data (numpy.array): noisy data to be smoothed (y)\n",
" beta (float): parameter >= 0 that balances fit and smoothing\n",
"\n",
" Returns:\n",
" numpy array of smoothed data (s)\n",
" \"\"\"\n",
" x = data[0]\n",
" y = data[1]\n",
"\n",
" # We need to solve for s in:\n",
" # (I + βA)s - y = 0\n",
" # <=> (I + βA)s = y\n",
" #\n",
" # Because A and I are tridiagonal, I + βA\n",
" # is tridiagonal as well (linear combinations\n",
" # of tridiagonal matrices are themselves\n",
" # tridiagonal)\n",
" #\n",
" # This means we can use our existing implementation\n",
" # of tridiagonal linear equation system solving.\n",
" # \n",
" # We start by constructing \n",
" # iba := I + βA\n",
" n = len(x) - 1\n",
"\n",
" # The a component of the a-c-e tridiagonal representation of iba\n",
" iba_a = np.ones(n + 1) * (2 * beta + 1)\n",
" iba_a[0] = 1 + beta\n",
" iba_a[-1] = 1 + beta\n",
"\n",
" # I + βA\n",
" iba = (\n",
" iba_a,\n",
" -np.ones(n),\n",
" -np.ones(n)\n",
" )\n",
"\n",
" data_smoothed = tridiagonal.solve(*iba, y)\n",
"\n",
" return data_smoothed"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "2b9f2b79",
"metadata": {},
"outputs": [
{
"data": {
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6ndmxNmzYoLRp00ZxcHBQmjdvrnz33XdWDQVXFEVZsGCB0qRJE0Wj0ZiGhe/fv1956KGHlNDQUMXR0VHx8/NTBg8erOzdu7fcaxaiNlIpShX3phNCiHrEYDDg6+vLiBEjWLBgga3DEUJYQfrcCCHENbm5uSX6nvzf//0faWlpVi2/IISoHaTmRgghrtmyZQvPP/88999/P97e3uzfv5+vvvqKli1bsm/fvlq1KKcQonTSoVgIIa4JDw8nJCSEjz76iLS0NLy8vBg9ejSzZ8+WxEaIOkRqboQQQghRr0ifGyGEEELUK5LcCCGEEKJekeRGCCGEEPWKJDdCCCGEqFckuRFCCCFEvSLJjRBCCCHqFUluhBBCCFGvSHIjRB11/Phx7rzzTlxdXfHz82Pw4MGcPHnS1mHVaiqVihkzZtg6DCFENZPkRog6KDc3lwEDBrB9+3YmT57M9OnTOXXqFHfccQe5ublVco4NGzYwfvx42rRpg0ajITw8vNSyBoOBd955h4iICJycnGjXrh3ff/99lcRR0+Li4lCpVKhUKpYvX17i/RkzZqBSqUhJSbnpc+3evZunnnqKDh06YG9vj0qlKrN80VIQTk5OREVF8fHHH1ssd/HiRR544AE8PT3x8PBg6NChnD179qbjFaKukORGiDpo/fr1nD9/nrlz5zJjxgyeeeYZlixZwvnz51m7dm2VnGPJkiUsWbIErVZLUFBQmWVfeeUVpkyZwh133MHHH39MaGgoDz/8MEuXLq2SWGzljTfeKLGQZlVas2YN//vf/1CpVDRp0qTMsl988QWPPfYYrVu35uOPP6Zbt25MnDiROXPmmJXLzMzk9ttv588//+Tll19m5syZHDhwgN69e5Oamlpt1yJEraIIIeqc2bNnK4By6tQp07acnBwFUN59990qOcfFixeV/Px8RVEUZdCgQUpYWJjFchcuXFDs7e2VCRMmmLYZDAalZ8+eSnBwsFJYWFgl8VQFQHn99dfLLBMbG6sASnR0tAIoy5cvN3v/9ddfVwAlOTn5puNJTExUsrOzFUVRlAkTJiil/ZecnZ2teHt7K4MGDTLbPmrUKMXV1VVJS0szbZszZ44CKLt37zZtO378uKLRaJRp06bddMxC1AVScyNEHVTU9NSoUSPTtuTkZIBymzasFRQUhL29fbnlfvnlFwoKCnjqqadM21QqFU8++SQXLlxgx44dZe5/6NAhxo4dS5MmTXByciIgIIBHH320RC1DUXPQmTNnGDt2LJ6enmi1WsaNG0d2drZZ2by8PJ5//nl8fX1xd3fnnnvu4cKFCxW4enjwwQdp1qxZtdbe+Pv74+zsXG65P/74g9TUVLPPGGDChAlkZWWxevVq07affvqJTp060alTJ9O2Fi1a0K9fP3744YeqC16IWkxWBReiDrJ0s/3tt98A443sRpmZmVb1w7G3t0er1VY4lgMHDuDq6krLli3Ntnfu3Nn0/m233Vbq/hs3buTs2bOMGzeOgIAAjh49ypdffsnRo0fZuXNniWTtgQceICIiglmzZrF//37+97//4efnZ9Y889hjj/Hdd9/x8MMP0717dzZv3sygQYMqdF0ajYZXX32V0aNH8/PPPzNixIhSy2ZnZ5dIsEo75o0JqbUOHDgAQMeOHc22d+jQAbVazYEDB/jXv/6FwWDg0KFDPProoyWO0blzZzZs2EBGRgbu7u4VjkGIukSSGyHquNjYWDZs2MDUqVMJDQ2lX79+Zu8//fTTfPPNN+Uep3fv3mzZsqXC509ISMDf379EEhIYGAjApUuXytz/qaee4oUXXjDb1rVrVx566CG2bt1Kz549zd5r3749X331lel1amoqX331lSm5+eeff/juu+946qmn+PTTTwFjDceoUaM4dOhQha7t4Ycf5s033+SNN95g+PDhpdaKvfPOO8ycObPc44WFhREXF1ehGMD4GWs0Gvz8/My2Ozg44O3tbfqM09LSyMvLM332N7rx+2jevHmFYxCiLpHkRog67vbbb+fcuXOAsWOvo6Oj2fsvvfQS//rXv8o9TmVqFABycnJKnBPAycnJ9H5ZbmyWyc3NJTMzk65duwKwf//+EsnNE088Yfa6Z8+e/Pzzz6Snp+Ph4cGaNWsAmDhxolm55557jiVLllh5VUZFtTdjxoxh5cqVDB8+3GK50aNHl1k7VcSaJihLcnJycHBwsPiek5OT6TMu+nkz34cQ9YEkN0LUcV999RVxcXGm2pt9+/axbNky0/utWrWiVatW1XZ+Z2dn8vLySmwvagor74aelpbGzJkzWbp0KZcvXzZ7T6fTlSgfGhpq9rooKbty5QoeHh6cO3cOtVpNZGSkWbnK1laMGjXKVHszbNgwi2WaNGlS7minm+Hs7Ex+fr7F93Jzc02fcdHPm/k+hKgPJLkRoo4raoYaP348rVu35vXXX+fZZ5+le/fugDFBsOavdQcHB7y8vCp8/sDAQP744w8URTFrtklISAAodxj5Aw88YJqvJzo6Gjc3NwwGAwMHDsRgMJQor9FoLB6nujr9FtXejB07ll9++cVimczMTDIzM606lq+vb4VjCAwMRK/Xc/nyZbOmqfz8fFJTU02fsZeXF46OjqbP/kbWfh9C1AcyWkqIeqRXr16AeT+XZ599lsDAwHIfZXWYLUt0dDTZ2dkcP37cbPuuXbtM75fmypUrbNq0ialTpzJz5kyGDx/OHXfccVO1IGFhYRgMBmJiYsy238zszf/6179o2rQpM2fOtJhEvffee1Z9xjeOYKqIos9w7969Ztv37t2LwWAwva9Wq2nbtm2JcmD8Ppo0aSKdiUWDIDU3QtRhhw4dom/fvqbXu3fvBjBrkqnuPjdDhw7l+eef57PPPuOTTz4BjLUo8+fPp3HjxqYaJEuKamGKJwzz5s2rVCwAd911Fy+//DIfffSRqUPxzR7zxtobS6q7z03fvn3x8vLi888/5+677zZt//zzz3FxcTEbCXbfffcxdepU9u7daxpddfLkSTZv3syLL75YqfMLUddIciNEHTZ48GCefPJJWrVqxbFjx/jss8/o2bOnWW1JZfvcHDp0iFWrVgFw5swZdDod//3vfwG45ZZbGDJkCADBwcE899xzvPvuuxQUFNCpUydWrlzJ33//zeLFi0ttRgLw8PCgV69evPPOOxQUFNC4cWM2bNhAbGxsheMtEh0dzUMPPcRnn32GTqeje/fubNq0iTNnzlT6mHC9783BgwdLvFfZPjfnzp3j22+/Ba7XyhR9xmFhYTzyyCOAMSl68803mTBhAvfffz8DBgzg77//5rvvvuOtt94ya0586qmnWLBgAYMGDeLFF1/E3t6e999/H39//xKj0oSot2w4gaAQopKKZsmdPHmy0qRJE8XJyUlp0qSJ8uSTT1bJzLmKoigLFy5UAIuPMWPGmJXV6/XK22+/rYSFhSkODg5K69atle+++86q81y4cEEZPny44unpqWi1WuX+++9XLl26VGI24dJmBi6KMzY21rQtJydHmThxouLt7a24uroqQ4YMUc6fP1+hGYotzfR842dSFZ/zH3/8Uepn3Lt37xLlv/zyS6V58+aKg4ODEhkZqXzwwQeKwWAoUe78+fPKfffdp3h4eChubm7K4MGDldOnT990vELUFSpFqcaFU4QQ1WLGjBnMnDmT5ORkfHx8bB2OEELUKtKhWAghhBD1iiQ3QgghhKhXJLkRQgghRL0ifW6EEEIIUa9IzY0QQggh6pUGN8+NwWDg0qVLuLu7l7rCrxBCCCFqF0VRyMjIICgoCLW67LqZBpfcXLp0iZCQEFuHIYQQQohKOH/+PMHBwWWWaXDJTdG6KufPn8fDw8PG0QghhBDCGunp6YSEhFi1PlqDS26KmqI8PDwkuRFCCCHqGGu6lEiHYiGEEELUK5LcCCGEEKJekeRGCCGEEPVKg+tzYy29Xk9BQYGtwxANlIODQ7lDHYUQQlgmyU0xiqKQmJjI1atXbR2KaMDUajURERE4ODjYOhQhhKhzJLkppiix8fPzw8XFRSb6EzWuaKLJhIQEQkND5XdQCCEqSJKbG+j1elNi4+3tbetwRAPm6+vLpUuXKCwsxN7e3tbhCCFEnSKN+jco6mPj4uJi40hEQ1fUHKXX620ciRBC1D2S3FggzQDC1uR3UAghKk+SGyGEEELUKzZNbv766y+GDBlCUFAQKpWKlStXlrvPli1buPXWW3F0dKRp06YsWrSo2uMUFTN27FiGDRtm6zAqbcuWLahUKhkxJ4QQdZRNk5usrCxuueUWPv30U6vKx8bGMmjQIG6//XYOHjzIc889x2OPPcb69eurOVJRneLi4lCpVBw8eNDWoQDQvXt3EhIS0Gq1Vu9T1xM6IYSoT2w6Wuquu+7irrvusrr8/PnziYiIYO7cuQC0bNmSrVu38sEHHzBgwIDqCrNOys/PlzlSKsnBwYGAgABbhyGEEHWPvgAu7ofGHUBjuxSjTvW52bFjB/379zfbNmDAAHbs2FHqPnl5eaSnp5s9akqCLoftMSkk6HKq/Vx9+vTh6aef5rnnnsPHx8eU7L3//vu0bdsWV1dXQkJCeOqpp8jMzASMExb6+vry008/mY4THR1NYGCg6fXWrVtxdHQkOzvb4nn1ej2TJk3C09MTb29vXnrpJRRFMSuzbt06brvtNlOZwYMHExMTY3o/IiICgPbt26NSqejTpw8Ae/bs4Y477sDHxwetVkvv3r3Zv39/mZ9DUQ3KzJkz8fX1xcPDgyeeeIL8/HxTmby8PCZOnIifnx9OTk7cdttt7Nmzx/R+8WapRYsW4enpyfr162nZsiVubm4MHDiQhIQEAGbMmME333zDL7/8gkqlQqVSsWXLFvLz83n66acJDAzEycmJsLAwZs2aVWb8QghRp13YC1/fCZ92gmL3gppUp5KbxMRE/P39zbb5+/uTnp5OTo7lBGLWrFlotVrTIyQkpCZCZdmeeHrM3szDC3bRY/Zmlu2Jr/ZzfvPNNzg4OLBt2zbmz58PGGe6/eijjzh69CjffPMNmzdv5qWXXgKMI3J69erFli1bALhy5QrHjx8nJyeHEydOAPDnn3/SqVOnUofHz507l0WLFvH111+zdetW0tLS+Pnnn83KZGVlMWnSJPbu3cumTZtQq9UMHz4cg8EAwO7duwH4/fffSUhIYMWKFQBkZGQwZswYtm7dys6dO4mKiuLuu+8mIyOjzM9h06ZNHD9+nC1btvD999+zYsUKZs6caXr/pZdeYvny5XzzzTfs37+fpk2bMmDAANLS0ko9ZnZ2Nu+99x7ffvstf/31F/Hx8bz44osAvPjiizzwwAOmhCchIYHu3bvz0UcfsWrVKn744QdOnjzJ4sWLCQ8PLzN2IYSo02I2GX8GtQdbjvpUaglA+fnnn8ssExUVpbz99ttm21avXq0ASnZ2tsV9cnNzFZ1OZ3qcP39eARSdTleibE5OjnLs2DElJyen0tehKIpy6Wq2EjH1NyVsyvVHk6mrlUtXLcdYFXr37q20b9++3HI//vij4u3tbXr90UcfKa1bt1YURVFWrlypdOnSRRk6dKjy+eefK4qiKP3791defvnlUo8XGBiovPPOO6bXBQUFSnBwsDJ06NBS90lOTlYA5fDhw4qiKEpsbKwCKAcOHCgzdr1er7i7uyu//vprqWXGjBmjeHl5KVlZWaZtn3/+ueLm5qbo9XolMzNTsbe3VxYvXmx6Pz8/XwkKCjJdxx9//KEAypUrVxRFUZSFCxcqgHLmzBnTPp9++qni7+9vdt7i1/zMM88offv2VQwGQ5nXZUlV/S4KIUSN+vJ2RXndQ1H2f1flh9bpdKXev4urUzU3AQEBJCUlmW1LSkrCw8MDZ2dni/s4Ojri4eFh9qhusSlZGIrVxukVhbgUy007VaVDhw4ltv3+++/069ePxo0b4+7uziOPPEJqaqqpmal3794cO3aM5ORk/vzzT/r06UOfPn3YsmULBQUFbN++3dRMVJxOpyMhIYEuXbqYttnZ2dGxY0ezcqdPn+ahhx6iSZMmeHh4mGov4uPLrs1KSkri8ccfJyoqCq1Wi4eHB5mZmeXud8stt5jVNHXr1o3MzEzOnz9PTEwMBQUF9OjRw/S+vb09nTt35vjx46Ue08XFhcjISNPrwMBALl++XGYcY8eO5eDBgzRv3pyJEyeyYcOGMssLIUSdlp1m7G8DEHm7TUOpU8lNt27d2LRpk9m2jRs30q1bNxtFZFmEjyvqYrVxGpWKcJ/qnfnY1dXV7HVcXByDBw+mXbt2LF++nH379plGphX1QWnbti1eXl78+eefZsnNn3/+yZ49eygoKKB79+43FdeQIUNIS0tjwYIF7Nq1i127dpnFUJoxY8Zw8OBBPvzwQ7Zv387Bgwfx9vYud7/qUHwJBJVKVaJvUXG33norsbGxvPnmm+Tk5PDAAw9w3333VWeYQghhO2e3AAoF3i3YnuxQI/1NS2PT5CYzM5ODBw+ahgDHxsZy8OBB01/m06ZNY/To0abyTzzxBGfPnuWll17ixIkTfPbZZ/zwww88//zztgi/VIFaZ2aNaIvmWnujRqXi7RFtCNRarl2qLvv27cNgMDB37ly6du1Ks2bNuHTpklkZlUpFz549+eWXXzh69Ci33XYb7dq1Iy8vjy+++IKOHTuWSJqKaLVaAgMDTckKQGFhIfv27TO9Tk1N5eTJk7z66qv069ePli1bcuXKFbPjlLbUwLZt25g4cSJ33303rVu3xtHRkZSUlHKv+59//jHrg7Vz507c3NwICQkhMjLS1C+pSEFBAXv27KFVq1blHrs0Dg4OFpdK8PDwYOTIkSxYsIBly5axfPnyMvv2CCFEnXWtv803SU1qtL+pJTYdCr53715uv/161dWkSZMA41/sixYtIiEhwawJIiIigtWrV/P888/z4YcfEhwczP/+979aOQx8ZKdQejXzJS4lm3AflxpPbACaNm1KQUEBH3/8MUOGDDHraHyjPn368MILL9CxY0fc3NwA6NWrF4sXL2by5MllnuPZZ59l9uzZREVF0aJFC95//32zye8aNWqEt7c3X375JYGBgcTHxzN16lSzY/j5+eHs7My6desIDg7GyckJrVZLVFQU3377LR07diQ9PZ3JkyeX2vx4o/z8fMaPH8+rr75KXFwcr7/+Ok8//TRqtRpXV1eefPJJJk+ejJeXF6GhobzzzjtkZ2czfvx4Kz5Vy8LDw1m/fj0nT57E29sbrVbLxx9/TGBgIO3bt0etVvPjjz8SEBCAp6dnpc8jhBC1kqKgP70JDfCnoR0ABgVeXnGEXs18a/weaNOamz59+qAoSolH0azDixYtMo3kuXGfAwcOkJeXR0xMDGPHjq3xuK0VqHWmW6S3TRIbMPY9ef/995kzZw5t2rRh8eLFFoci9+7dG71eb9a3pk+fPiW2WfLCCy/wyCOPMGbMGLp164a7uzvDhw83va9Wq1m6dCn79u2jTZs2PP/887z77rtmx7Czs+Ojjz7iiy++ICgoiKFDhwLw1VdfceXKFW699VYeeeQR0/Dt8vTr14+oqCh69erFyJEjueeee5gxY4bp/dmzZ3PvvffyyCOPcOutt3LmzBnWr19Po0aNyj12aR5//HGaN29Ox44d8fX1Zdu2bbi7u/POO+/QsWNHOnXqRFxcHGvWrEGtrlOtwUIIUb7kk2gyE8hV7NltaGHaXBP9TS1RKeV1HKhn0tPT0Wq16HS6Ep2Lc3NziY2NJSIiAicnJxtFKG7G2LFjuXr1qlVLedRm8rsohKhTdnwK61/mL0NbRudPM23WqFRsnXp7lfyRX9b9uzj5E1IIIYQQVil1ctqYzQB4tB5g8/6mYOM+N0IIIYSoG5btiWfaisMYFFCrYNaItozsFAoFuRBnHKQR3edetg6MsGl/U5DkRtQzskq8EEJUvQRdjimxgWKdhVN2QmEOuAeCX0sCVSqbJTVFpFlKCCGEEGUqc3LaoiUXIvvadsmFG0hyI4QQQogylTk5bcwfxg2RfWs+sFJIciOEEEKIMpU2Oa06MwmSjqCggia2XXLhRtLnRgghhBAlJOhyiE3JIsLHlUCtc4nJaf86lcw7n33OXHs4bIjg+LEsRnbytnXYgCQ3QgghhCimtJFRgVpnArXOpg7G79sdAuAvQ1s+sNFsxJZIs5QQQgghTEobGXXj3DaxKVmgGOipPgzAX/p2NpuN2BJJbhq4GTNmEB0dXaF9+vTpw3PPPVfjcWzbto22bdtib2/PsGHDqvT8FTV27FibxyCEENWhzJFR10T4uBKtjsFblUG64sJ+Jep6B+NaQJqlGrgXX3yRZ555pkL7rFixAnt7+2qKqHSTJk0iOjqatWvXmhb4rG5xcXFERERw4MABs+Trww8/pIGtXCKEaCCKRkbdmOAUT1wCtc682eoSnDE2SSkqe5vNRmyJ1Nw0UIqiUFhYiJubG97eFesA5uXlhbu7ezVFVrqYmBj69u1LcHCwzVfW1mq1No9BCCGqQ2kjo4onLq2zdgLQoud9bJ16u3G24lpCkpt6Ii8vz7RqtpOTE7fddht79uwxvb9lyxZUKhVr166lQ4cOODo6snXr1hLNQYWFhUycOBFPT0+8vb2ZMmUKY8aMMWuCKd4sFR4ezttvv82jjz6Ku7s7oaGhfPnll2bxTZkyhWbNmuHi4kKTJk2YPn06BQUFVl1bXFwcKpWK1NRUHn30UVQqFYsWLWLRokUlEoyVK1eiumESqaLr+/bbbwkPD0er1fLggw+SkZFhKmMwGHjnnXdo2rQpjo6OhIaG8tZbbwEQEREBQPv27VGpVKZV0os3S1n7+W/atImOHTvi4uJC9+7dOXnypFWfgRBC1KSRnULZOvV2vn+8q+XEJSMREv4BoGn3YbWmxqaIJDflURTIz7LNowLNHi+99BLLly/nm2++Yf/+/TRt2pQBAwaQlpZmVm7q1KnMnj2b48eP065duxLHmTNnDosXL2bhwoVs27aN9PR0q1bYnjt3Lh07duTAgQM89dRTPPnkk2Y3bnd3dxYtWsSxY8f48MMPWbBgAR988IFV1xYSEkJCQgIeHh7MmzePhIQERo4cadW+YKzxWblyJb/99hu//fYbf/75J7Nnzza9P23aNGbPns306dM5duwYS5Yswd/fH4Ddu3cD8Pvvv5OQkMCKFSssnsPaz/+VV15h7ty57N27Fzs7Ox599FGrr0MIIWpSoNaZbpHelhOX0xuNP4NuBTe/mg3MCtLnpjwF2fB2kG3O/fIlcHAtt1hWVhaff/45ixYt4q677gJgwYIFbNy4ka+++orJkyebyr7xxhvccccdpR7r448/Ztq0aQwfPhyATz75hDVr1pQbw913381TTz0FGGtpPvjgA/744w+aN28OwKuvvmoqGx4ezosvvsjSpUt56aWXyj22RqMhICAAlUqFVqslICCg3H1uZDAYWLRokakp7ZFHHmHTpk289dZbZGRk8OGHH/LJJ58wZswYACIjI7ntttsA8PX1BcDb27vU81bk83/rrbfo3bs3YEw0Bw0aRG5uLk5OThW6JiGEsKnTG4w/o+60bRylkOSmHoiJiaGgoIAePXqYttnb29O5c2eOHz9uVrZjx46lHken05GUlETnzp1N2zQaDR06dMBgMJQZw421QCqVioCAAC5fvmzatmzZMj766CNiYmLIzMyksLAQDw8Pq6/xZoSHh5v1EQoMDDTFdvz4cfLy8ujXr1+lj1+Rz//GzykwMBCAy5cvExpae9qqhRCiTIX515dcaCbJTd1k72KsQbHVuauYq2v5NUGVUXz0lEqlMiVEO3bsYNSoUcycOZMBAwag1WpZunQpc+fOvalzqtXqEiOWLPXjKSs2Z+eabSe+MZaivkHlJY5CCFGrnN8J+Rng6guB7W0djUXS56Y8KpWxacgWDytXV42MjMTBwYFt27aZthUUFLBnzx5atWpl9aVqtVr8/f3NOsLq9Xr2799v/edlwfbt2wkLC+OVV16hY8eOREVFce7cuZs6JhibjDIyMsjKyjJtO3jwYIWOERUVhbOzM5s2bbL4voODA2D8HEpTVZ+/EELUCafWG382vQPUtTONkJqbesDV1ZUnn3ySyZMn4+XlRWhoKO+88w7Z2dmMHz++Qsd65plnmDVrFk2bNqVFixZ8/PHHXLlyxWwEUkVFRUURHx/P0qVL6dSpE6tXr+bnn3+u9PGKdOnSBRcXF15++WUmTpzIrl27WLRoUYWO4eTkxJQpU3jppZdwcHCgR48eJCcnc/ToUcaPH4+fnx/Ozs6sW7eO4OBgnJyc0Gq1Zseoys9fCCFqvaLOxFGl99+0tdqZcokKmz17Nvfeey+PPPIIt956K2fOnGH9+vU0atSoQseZMmUKDz30EKNHj6Zbt264ubkxYMCAm+rwes899/D888/z9NNPEx0dzfbt25k+fXqlj1fEy8uL7777jjVr1tC2bVu+//57ZsyYUeHjTJ8+nRdeeIHXXnuNli1bMnLkSFOfHDs7Oz766CO++OILgoKCGDp0qMVjVNXnL4QQtdqVOEg5CSoNRPa1dTSlUikNbJrV9PR0tFotOp2uRIfW3NxcYmNjiYiIkNEr1xgMBlq2bMkDDzzAm2++aetwGgz5XRRC1Eq7F8CaFyGsB4wrfyRtVSrr/l2cNEsJM+fOnWPDhg307t2bvLw8PvnkE2JjY3n44YdtHZoQQghbK+pvU0uHgBeRZilhRq1Ws2jRIjp16kSPHj04fPgwv//+Oy1btrR1aEIIIWwpPxvi/jY+r+XJjdTcCDMhISFmo36EEEIIwJjYFOaCNgT8avcfvFJzI4QQQojynVht/NlsgNVTldiKJDdCCCGEKJvBAKfWGZ83v9u2sVhBkhshhBBClO3SfshMAgd3CL/N1tGUS5IbIYQQQpTt5LVh31H9wc7RtrFYQZIbIYQQQpTtxLXkpg40SYEkN0IIIYQoS9pZSD5unJW4Fi+5cCNJbuqxPn368Nxzz9XoOePi4lCpVBVewLIixo4dy7Bhw6rt+AAzZswgOjq6Ws8hhBB1wsm1xp/hPcC5biwpI/PciCoVEhJCQkICPj4+tg5FCCFEVahjTVIgyY2oYhqNhoCAAFuHIYQQoipkp0H8DuPz5nfZNpYKkGapeiIrK4vRo0fj5uZGYGAgc+fOLVEmLy+PF198kcaNG+Pq6kqXLl3YsmWL6f1Fixbh6enJ+vXradmyJW5ubgwcOJCEhARTGYPBwBtvvEFwcDCOjo5ER0ezbt060/vFm6WuXLnCqFGj8PX1xdnZmaioKBYuXGgqf/78eR544AE8PT3x8vJi6NChxMXFmd7X6/VMmjQJT09PvL29eemllyhrrdf09HScnZ1Zu3at2faff/4Zd3d3srOzAePq582aNcPFxYUmTZowffp0CgoKSj2upSa+YcOGMXbsWKs/33PnzjFkyBAaNWqEq6srrVu3Zs2aml14TgghKuT0BlD04NcaGoXbOhqrSXJTDkVRyC7ItsmjIgu2T548mT///JNffvmFDRs2sGXLFvbv329W5umnn2bHjh0sXbqUQ4cOcf/99zNw4EBOnz5tKpOdnc17773Ht99+y19//UV8fDwvvvii6f0PP/yQuXPn8t5773Ho0CEGDBjAPffcY3aMG02fPp1jx46xdu1ajh8/zueff25qsiooKGDAgAG4u7vz999/s23bNlNClZ+fD8DcuXNZtGgRX3/9NVu3biUtLY2ff/651M/Bw8ODwYMHs2TJErPtixcvZtiwYbi4uADg7u7OokWLOHbsGB9++CELFizggw8+sPrztqS8z3fChAnk5eXx119/cfjwYebMmYObm9tNnVMIIapV0azELepOkxRIs1S5cgpz6LKki03OvevhXbjYu5RbLjMzk6+++orvvvuOfv36AfDNN98QHBxsKhMfH8/ChQuJj48nKCgIgBdffJF169axcOFC3n77bcCYcMyfP5/IyEjAeMN+4403TMd57733mDJlCg8++CAAc+bM4Y8//mDevHl8+umnJWKLj4+nffv2dOzYEYDw8HDTe8uWLcNgMPC///0P1bWpvBcuXIinpydbtmzhzjvvZN68eUybNo0RI0YAMH/+fNavX1/m5zFq1CgeeeQRsrOzcXFxIT09ndWrV5slRa+++qrpeXh4OC+++CJLly7lpZdeKvPYpbHm842Pj+fee++lbdu2ADRp0qRS5xJCiBpRkAtnNhmf16EmKZDkpl6IiYkhPz+fLl2uJ2FeXl40b97c9Prw4cPo9XqaNWtmtm9eXh7e3t6m1y4uLqbEBiAwMJDLly8DxiafS5cu0aNHD7Nj9OjRg3/++cdibE8++ST33nsv+/fv584772TYsGF0794dgH/++YczZ87g7u5utk9ubi4xMTHodDoSEhLMrsvOzo6OHTuWWat19913Y29vz6pVq3jwwQdZvnw5Hh4e9O/f31Rm2bJlfPTRR8TExJCZmUlhYSEeHh6lHrM81ny+EydO5Mknn2TDhg3079+fe++9l3bt2lX6nEIIUa3i/oaCLHAPhMD2to6mQiS5KYeznTO7Ht5ls3NXlczMTDQaDfv27UOj0Zi9d2PTiL29vdl7KpWqQs1jxd11112cO3eONWvWsHHjRvr168eECRN47733yMzMpEOHDixevLjEfr6+vpU+p4ODA/fddx9LlizhwQcfZMmSJYwcORI7O+Ov+44dOxg1ahQzZ85kwIABaLVali5darGfUhG1Wl3ic7ixj441n+9jjz3GgAEDWL16NRs2bGDWrFnMnTuXZ555ptLXKoQQ1aaoSar5XaCuW71YJLkph0qlsqppyJYiIyOxt7dn165dhIaGAsaOvKdOnaJ3794AtG/fHr1ez+XLl+nZs2elzuPh4UFQUBDbtm0zHRdg27ZtdO7cudT9fH19GTNmDGPGjKFnz55MnjyZ9957j1tvvZVly5bh5+dXaq1JYGAgu3btolevXgAUFhayb98+br311jJjHTVqFHfccQdHjx5l8+bN/Pe//zW9t337dsLCwnjllVdM286dO1fm8Xx9fc06Vuv1eo4cOcLtt98OWP/5hoSE8MQTT/DEE08wbdo0FixYIMmNEKL2MRiuz29Th4aAF6lbqZiwyM3NjfHjxzN58mQ2b97MkSNHGDt2LOobMu1mzZoxatQoRo8ezYoVK4iNjWX37t3MmjWL1atXW32uyZMnM2fOHJYtW8bJkyeZOnUqBw8e5Nlnn7VY/rXXXuOXX37hzJkzHD16lN9++42WLVsCxgTEx8eHoUOH8vfffxMbG8uWLVuYOHEiFy5cAODZZ59l9uzZrFy5khMnTvDUU09x9erVcuPs1asXAQEBjBo1ioiICLOmraioKOLj41m6dCkxMTF89NFHZXZSBujbty+rV69m9erVnDhxgieffNIsDms+3+eee47169cTGxvL/v37+eOPP0yfhRBC1CoXdkNmIjh6QEQvW0dTYVJzU0+8++67ZGZmMmTIENzd3XnhhRfQ6XRmZRYuXMh///tfXnjhBS5evIiPjw9du3Zl8ODBVp9n4sSJ6HQ6XnjhBS5fvkyrVq1YtWoVUVFRFss7ODgwbdo04uLicHZ2pmfPnixduhQw9u/566+/mDJlCiNGjCAjI4PGjRvTr18/U03OCy+8QEJCAmPGjEGtVvPoo48yfPjwEtdWnEql4qGHHuKdd97htddeM3vvnnvu4fnnn+fpp58mLy+PQYMGMX36dGbMmFHq8R599FH++ecfRo8ejZ2dHc8//7yp1qZIeZ+vXq9nwoQJXLhwAQ8PDwYOHHjTI7SEEKJaHFtl/NlsYJ1YKLM4lXIzHSrqoPT0dLRaLTqdrkRTSG5uLrGxsURERODk5GSjCIWQ30UhhA0pCsxrB7p4GPkdtBxi64iAsu/fxUmzlBBCCCGuu3TAmNjYu0BkP1tHUymS3AghhBDiuuPXmqSi7gCH2j2gpjSS3AghhBDCSFGu97dpeY9tY7kJktwIIYQQwujyMUiLAY0jNBtg62gqTZIbCxpYH2tRC8nvoBDCJopqbSL7gqN72WVrMUlublA0O2/RytFC2ErRwqHFZzsWQohqVdTfplXdbZICmefGjEajwdPT07SWkouLi2lBRyFqisFgIDk5GRcXF9OSEUIIUe1SzhibpdR2dW6hzOLkf85iAgICAEwJjhC2oFarCQ0NleRaCFFzjv9i/BnRC5wb2TaWmyTJTTEqlYrAwED8/PzMFkYUoiY5ODiYLZ8hhBBVKUGXQ2xKFhE+rgRqry3SXA9GSRWR5KYUGo1G+jsIIYSod5btiWfaisMYFFCrYNaItoxsqkDCQRSVmsuN++Fv6yBvkvxpKIQQQjQQCbocU2IDYFDg5RVH2LH6awB26ZvT7aPDLNsTb8Mob54kN0IIIUQDEZuSZUpsiugVBZdTxiapX/XdTAlPgi7HBhFWDUluhBBCiAYiwscVdbFxChGqRG5Rn6VQUbNW3xkwJjxxKXV3WhRJboQQQogGIlDrzKwRbdFcG4mpUamY0+IMANsNrUnDw7Q93KdurisFtSC5+fTTTwkPD8fJyYkuXbqwe/fuMsvPmzeP5s2b4+zsTEhICM8//zy5ubk1FK0QQghRt43sFMrWqbfz/eNd2Tr1djpnbQHgN0N3wJjYvD2izfVRVHWQTUdLLVu2jEmTJjF//ny6dOnCvHnzGDBgACdPnsTPz69E+SVLljB16lS+/vprunfvzqlTpxg7diwqlYr333/fBlcghBBC1D2BWmdj8nL5+LWJ++yZNHESwzPtCfdxqdOJDdi45ub999/n8ccfZ9y4cbRq1Yr58+fj4uLC119/bbH89u3b6dGjBw8//DDh4eHceeedPPTQQ2XW9uTl5ZGenm72EEIIIQRwZIXxZ9P+BPgH0C3Su84nNmDD5CY/P599+/bRv3//68Go1fTv358dO3ZY3Kd79+7s27fPlMycPXuWNWvWcPfdd5d6nlmzZqHVak2PkJCQqr0QIYQQoi5SFDiy3Pi8zb22jaWK2axZKiUlBb1ej7+/+VRB/v7+nDhxwuI+Dz/8MCkpKdx2220oikJhYSFPPPEEL7/8cqnnmTZtGpMmTTK9Tk9PlwRHCCGESPgH0mLAzrnOryVVnM07FFfEli1bePvtt/nss8/Yv38/K1asYPXq1bz55pul7uPo6IiHh4fZQwghhGjwjl5rkmo2ABzdbBtLFbNZzY2Pjw8ajYakpCSz7UlJSabFK4ubPn06jzzyCI899hgAbdu2JSsri3//+9+88sorshaPEEIIYQ1Fud7fps0I28ZSDWyWDTg4ONChQwc2bdpk2mYwGNi0aRPdunWzuE92dnaJBKZo/SdFUSztIoQQQjR4CboctsekXJ91+MIe0J0HBzeIutO2wVUDmw4FnzRpEmPGjKFjx4507tyZefPmkZWVxbhx4wAYPXo0jRs3ZtasWQAMGTKE999/n/bt29OlSxfOnDnD9OnTGTJkiCxyKYQQQlhgcaHMlGsdiVsMAvu6PzqqOJsmNyNHjiQ5OZnXXnuNxMREoqOjWbdunamTcXx8vFlNzauvvopKpeLVV1/l4sWL+Pr6MmTIEN566y1bXYIQQghRa1laKHP6in+4r9EKNACt61+TFIBKaWDtOenp6Wi1WnQ6nXQuFkIIUa9tj0nh4QW7zLb1Uv/D/znMAWcveOEk2DnYKLqKqcj9W3rgCiGEEPWUpYUyR2i2Gp+0ubfOJDYVJcmNEEIIUU8VXyjTXZXHYIf9xjdvedCGkVUvm/a5EUIIIcTNSdDlEJuSRYSPq8WlE0Z2CqVXM1/iUrJpeXk1dutzwCsSGnewQbQ1Q5IbIYQQoo6yOBKqU2iJcqaFMrddm9um3UhQqUqUqy+kWUoIIYSogyyNhHp5xZHrc9kUl54AsX8an7d7oGaCtBFJboQQQog6KDYly5TYFNErCnEp2ZZ3OPITKAYI6QpeEdUfoA1JciOEEELUQZZGQmlUKsJ9XCzv8M8y4896XmsDktwIIYQQdVLxkVAalYq3R7Sx2KmYpKOQdBg0DtB6eA1HWvOkQ7EQQghRR904Eircx8VyYgNw6FqtTdSd4OJVcwHaiCQ3QgghRB1mGglVGoMeDv1ofF6P57a5kTRLCSGEEPVZ3N+QcQmcPOvlCuCWSHIjhBBC1GcHFht/thkBdo62jaWGSHIjhBBC1Fc5V+H4KuPz9v+yaSg1SZIbIYQQor46shwKc8GvFQTdautoaowkN0IIIUR9deA748/2/6rXyy0UJ8mNEEIIUR8lHYVL+0FtZ1xLqgGR5EYIIYSoj4o6Eje/C1x9bBtLDZPkRgghhKhvCvPh0FLj8/aP2DYWG5DkRgghhKhvTq2D7FRwC4DIfraOpsZJciOEEELUN0UdiaMfAk3DW4xAkhshhBCiPklPgDMbjc+jG87cNjeS5EYIIYSoT/75HhQDhHYDn6a2jsYmJLkRQggh6guDAQ58a3zegGYkLk6SGyGEEKK+iPsL0s6Cgzu0GmbraGxGkhshhBCivtj7tfHnLSPB0c22sdiQJDdCCCFEfZCRBCdWG593GGfbWGxMkhshhBCiPjjwLRgKyQ/sxPasABJ0ObaOyGYa3uB3IYQQor4x6GHfNwBMi+/A8gW7UKtg1oi2jOwUauPgap7U3AghhBB13ZlNoIvnquLKb/quABgUeHnFkQZZgyPJjRBCCFHX7VsIwE/6XuThYNqsVxTiUrJtFZXNSHIjhBBC1GW6C8a1pIDvDebrSGlUKsJ9XGwRlU1JciOEEELUZfv/zzgjcXhP/j18ABqVCjAmNm+PaEOg1tnGAdY86VAshBBC1FX6QmNyA9BxHCPbhNKrmS9xKdmE+7g0yMQGJLkRQggh6q5TayEjAVx8oMUQAAK1zg02qSkizVJCCCFEXbXrC+PPW0eDnUPZZRsQSW6EEEKIuijpKMT9DSoNdBpv62hqFUluhBBCiLqoqNam5WDQBts2llpGkhshhBCirslOg0M/GJ93ecK2sdRCktwIIYQQdc2Bb6EwBwLaQmg3W0dT60hyI4QQQtQl+kLYvcD4vPN/4Nq8NuI6SW6EEEKIuuTUWtCdB2cvaHufraOplSS5EUIIIeqSoo7EHcaCfcOez6Y0ktwIIYQQdYUM/7aKJDdCCCFEXSHDv60iyY0QQghRF2SlwKFlxued/2PbWGo5SW6EEEKIumD3AijMhaD2ENbd1tHUapLcCCGEELVdfjbsuTb8u/tEGf5dDkluhBBCiNrun+8hOxU8Q6HlPbaOptaT5EYIIYSozQx62PGp8XnXCaCxs208dYAkN0IIIURtdnItpMWAkye0/5eto6kTJLkRQggharPtHxl/dhoPjm62jaWOkORGCCGEqK3id8H5XaBxgM7/tnU0dYYkN0IIIURtteNj4892D4B7gG1jqUMkuRFCCCFqo9QYlOO/AZDc9nEbB1O3SHIjhBBC1EIxK99ChcImfXu6LLjIsj3xtg6pzpDkRgghhKhlki7EEBK/EoDPCu/BoMDLK46QoMuxbWB1hM2Tm08//ZTw8HCcnJzo0qULu3fvLrP81atXmTBhAoGBgTg6OtKsWTPWrFlTQ9EKIYQQ5hJ0OWyPSanSxEO/9SMcVHp2GlqyT2lu3KYo7Iu7UuXnqo9sOhPQsmXLmDRpEvPnz6dLly7MmzePAQMGcPLkSfz8/EqUz8/P54477sDPz4+ffvqJxo0bc+7cOTw9PWs+eCGEEA3esj3xTFtxGIMCahXMGtGWkZ1Cb+6gmckEnjEukPlJ4TDTZhUwcemBqj1XPaVSFEWx1cm7dOlCp06d+OSTTwAwGAyEhITwzDPPMHXq1BLl58+fz7vvvsuJEyewt7e36hx5eXnk5eWZXqenpxMSEoJOp8PDw6NqLkQIIUSDk6DLocfszRhuuItqVCq2Tr2dQK2zVfvHpmQR4eNKoNbZ9LrdiQ9x2/MRqdo2dL78MnrF2MyiXHtU5lz1QXp6Olqt1qr7t81qbvLz89m3bx/Tpk0zbVOr1fTv358dO3ZY3GfVqlV069aNCRMm8Msvv+Dr68vDDz/MlClT0Gg0FveZNWsWM2fOrJZrEEII0XDFpmSZJTZgbDqKS8kuN+EoXuMzvH1jfj5wETclk22OC0AF3ne9zNbAvsSlZJOalcfTSw5U6lwNkc363KSkpKDX6/H39zfb7u/vT2JiosV9zp49y08//YRer2fNmjVMnz6duXPn8t///rfU80ybNg2dTmd6nD9/vkqvQwghRMMU4eOKutji3BqVinAflzL3S9DlmBIbAIMCy/dfxKDAGM0G3FU5nDSEkBDQh0CtM90ivekQ1qhS52qobN6huCIMBgN+fn58+eWXdOjQgZEjR/LKK68wf/78UvdxdHTEw8PD7CGEEELcrECtM7NGtEWjMmYdGpWKt0e0KbcmxVKND4ALuTxqtw6ATwuHEpeae9Pnaqhs1izl4+ODRqMhKSnJbHtSUhIBAZZnYQwMDMTe3t6sCaply5YkJiaSn5+Pg4NDtcYshBBC3Ghkp1B6NfMlLiWbcB8Xq5KNohqf4gnOw5pNNFJlEmvwZ63SjWnFamUqc66GymY1Nw4ODnTo0IFNmzaZthkMBjZt2kS3bt0s7tOjRw/OnDmDwWAwbTt16hSBgYGS2AghhLCJoqYja5MNS7UwD0Z782+71QB8oR/Kf0e0s3i8ip6robLpUPBJkyYxZswYOnbsSOfOnZk3bx5ZWVmMGzcOgNGjR9O4cWNmzZoFwJNPPsknn3zCs88+yzPPPMPp06d5++23mThxoi0vQwghhKiQErUwR7+CE1fJdW3Ms+NfJdBLa+sQ6zSbJjcjR44kOTmZ1157jcTERKKjo1m3bp2pk3F8fDxq9fXKpZCQENavX8/zzz9Pu3btaNy4Mc8++yxTpkyx1SUIIYQQlRKodTbWwORlwtYPAHDqN00Smypg03lubKEi4+SFEEKIarf1A/h9BjSKgKf3gMa6edwamorcv+vUaCkhhBCiXslNh20fGp/3niKJTRWR5EYIIYSwlV1fQM4V8I6CtvfbOpp6Q5IbIYQQwhZyrsKOj43P+0wFjU27wdYrktwIIYQQtrDzM8jVgW9LaD3c1tHUK5LcCCGEEDUtOw12fGZ83mcqqC2vjygqR5IbIYQQoqZtmwf5GeDfBlreY+to6h1JboQQQoiapLsAO6+tidh3OqjlVlzV5BMVQgghqliCLoftMSkk6HJKvvnHLNDnQVgPaDag5oNrAKRrthBCCFGFlu2JZ9qKwxgUUKtg1oi2jOwUanwz6Rj8s8T4vP9MuLa+lKhaUnMjhBBCVJEEXY4psQHjyt8vrzhyvQZn0xugGKDlEAjpZLtA6zlJboQQQogqEpuSZUpsiugVhbiUbDi3HU6tBZUG+r1umwAbCEluhBBCiCoS4eOKulhLk0alItzbGTZeS2huHQ0+UTUfXAMiyY0QQghRRQK1zswa0RbNtb40GpWKt0e0ITBhM1zYDfYuxnltRLWSDsVCCCFEFRrZKZRezXyJS8km3MeFQDc7+GyE8c1uE8A9wLYBNgCS3AghhBBVLFDrTKDW2fhi53xIPQ0uPtD9GdsG1kBIs5QQQghRXbLTYMss4/O+r4KT1rbxNBCS3AghhBDVZcssyL1qXGbh1tG2jqbBkORGCCGEqA6XT8Cer4zPB86SxTFrkCQ3QgghRFVTFFj/Mih6aDGYBK9OpS/HIKqcdCgWQgghqtrpjRCzCdT2/BbwFBNnb7a8HIOoFlJzI4QQQlQlfYGx1gbIbP84E9dfLX05BlEtJLkRQgghqtKuL0xDv482/XfpyzGIaiPJjRBCCFFV0i9dH/rd7zVCgwIsL8fg41LzsTUgktwIIYQQVWX9K5CfCcGdoP0jpS/HUDTBn6gWFe5QPGbMGMaPH0+vXr2qIx4hhBCi1kjQ5RCbkkWEj2v5CUnMH3B0BajUMOh9UBvrD0osxyCJTbWrcHKj0+no378/YWFhjBs3jjFjxtC4cePqiE0IIYSwmWV74pm24rB1o5wK82DNi8bnnR6HwHZmb5stxyCqXYWbpVauXMnFixd58sknWbZsGeHh4dx111389NNPFBQUVEeMQgghRI1K0OWYEhuwYpTT9o8h9Qy4+kHfV2ouUGFRpfrc+Pr6MmnSJP755x927dpF06ZNeeSRRwgKCuL555/n9OnTVR2nEEIIUWNiU7KsH+V05Rz89Z7x+YC3ZP2oWuCmOhQnJCSwceNGNm7ciEaj4e677+bw4cO0atWKDz74oKpiFEIIIWpUhI+rdaOcFAXWToHCHAjvCW3vr7kgRakqnNwUFBSwfPlyBg8eTFhYGD/++CPPPfccly5d4ptvvuH333/nhx9+4I033qiOeIUQQohqZ/Uop2O/wKm1oLaDu98DlcrC0URNq3CH4sDAQAwGAw899BC7d+8mOjq6RJnbb78dT0/PKghPCCGEsI1yRzllp8Gaycbntz0Pfi1qPkhhUYWTmw8++ID7778fJyenUst4enoSGxt7U4EJIYQQtlbmKKcN0yHrMvg0g16TazYwUaYKJzePPPJIdcQhhBBC1B0xf8DB7wAV3PMx2DnaOiJxA5mhWAghhKiI/Gz47Tnj806PQWhXm4YjSpLkRgghhKiIP96CK3Hg0Rj6vWbraIQFktwIIYQQ1rq4D3Z+Znw++ANw8rBtPMIiSW6EEEIIaxTkwM9PgmKANvdBswG2jkiUQpIbIYQQDVKCLoftMSmlL6lQ3Ob/QspJ4xILd71TvcGJm1Lh0VJCCCFEXVehRTEB4rbBjk+Nz+/5GFy9ayZQUSlScyOEEKJBqfCimHkZsPJJQIH2/4LmA2ssVlE5ktwIIYRoUCq0KCbAhlfh6jnQhsKAWdUfoLhpktwIIYRoUKxeFBPg9O+wb5Hx+bBPwcmj4n11RI2T5EYIIUSDYvWimFmp8MsE4/MuT0JEL5btiafH7M08vGAXPWZvZtme+BqOXlhDOhQLIYRocMpdFFNRjIlNZqJx7ah+r5XaV6dXM9/S158SNiHJjRBCiAapzEUxdy+AU2tB4wD3fQ0OLsSeTym1r44kN7WLNEsJIYQQ1yTocji4dyvKhleNG+54EwLaAhXsqyNsSpIbIYQQAuPcN/1mr8Vl1b9R6fO45NcLuvzH9L7VfXWEzUmzlBBCiAavqD/Nm5rvaKa+SJLiydDzo1iVnmuWvJTbV0fUCpLcCCGEaPBiU7K4U7WbUXabMCgqJhU8SbLibrE/TZl9dUStIM1SQgghGrymmkTetf8CgC/0g9lmaCv9aeowqbkRQgjRsOVn47fm36DKYZehBe8VPiD9aeo4SW6EEEI0XIoCqyfB5aPg6kf4w8v4Ltdd+tPUcZLcCCGEaLj2fwP/fA8qNdz3Nf6Nw/G3dUzipkmfGyGEEA3TpYOw5iXj836vQURPm4Yjqo4kN0IIIRqerFT44RHQ50Hzu6H7s7aOSFQhaZYSQgjRICTocohNySKikQOBq8bA1XhoFA7DPgO1/K1fn9SKb/PTTz8lPDwcJycnunTpwu7du63ab+nSpahUKoYNG1a9AQohhKhTEnQ5bI9JIUGXA2C2mvf69x+DuL/BwQ0eWgrOjWwcrahqNq+5WbZsGZMmTWL+/Pl06dKFefPmMWDAAE6ePImfn1+p+8XFxfHiiy/Ss6e0kQohhLhu2Z540+rdahVMGdiCOetOYFDgAc0fjLVbD0DawE/w8mtp42hFdbB5zc3777/P448/zrhx42jVqhXz58/HxcWFr7/+utR99Ho9o0aNYubMmTRp0qQGoxVCCFFZxWtTquscRYkNgEGBOWuNiU0H1Un+a2e8t8wtuI+T2l7VFoewLZsmN/n5+ezbt4/+/fubtqnVavr378+OHTtK3e+NN97Az8+P8ePHl3uOvLw80tPTzR5CCCFq1o3NQj1mb2bZnvhqOU9sSpYpsSliAIJUqcx3mIeDSs9qfWc+M4yQ2YfrMZsmNykpKej1evz9zWcV8Pf3JzEx0eI+W7du5auvvmLBggVWnWPWrFlotVrTIyQk5KbjFkIIYT1LtSkvrzhSLTU4ET6uqFXm27SqHH71/ghflY7jhlCmFD7J2yPayiR99ZjNm6UqIiMjg0ceeYQFCxbg4+Nj1T7Tpk1Dp9OZHufPn6/mKIUQQtzIUm2KXlGIS8mu8nMFap2ZNcK4LhSAo0rPuuCv8c48jd7Fj+x7F7Nx6l2M7BRa5ecWtYdNOxT7+Pig0WhISkoy256UlERAQECJ8jExMcTFxTFkyBDTNoPBAICdnR0nT54kMjLSbB9HR0ccHR2rIXohhBDWKKpNuTHB0ahUuDio2R6TQoSPa5XWoozsFEqvZr7EJWdxy8HXcTmyDexd0IxaRofG7arsPKL2smnNjYODAx06dGDTpk2mbQaDgU2bNtGtW7cS5Vu0aMHhw4c5ePCg6XHPPfdw++23c/DgQWlyEkKIWqh4bYpGpWJY+yCGf7a92vrgBGqd6Zb4LS5HvgNUcO9X0PjWKj2HqL1sPhR80qRJjBkzho4dO9K5c2fmzZtHVlYW48aNA2D06NE0btyYWbNm4eTkRJs2bcz29/T0BCixXQghRO1hqk1JycbFQc3wz7aX6IPTq5lv1dXgHFkBv88wPr9rDrS4u2qOK+oEmyc3I0eOJDk5mddee43ExESio6NZt26dqZNxfHw8apk5Uggh6rxArTOBWme2x6SU2genSpKb2L/g5/8Yn3d5Err85+aPKeoUlaIoSvnF6o/09HS0Wi06nQ4PDw9bhyOEEA1Ogi6HHrM3l+iDs3Xq7Tef3Fw6CIsGQ34GtBgMD/wfqDU3d0xRK1Tk/i1VIkIIIWqUpT44b49oc/OJTcoZ+O5eY2IT3tPYz0YSmwbJ5s1SQgghGp4b++CE+7jcfGKTfgm+HQ7ZKRB4Czy4BOydqiZYUedIciOEEMImivrg3LTsNPh2BOjiwbspjFoOTtLtoCGTZikhhBB1V64OvhsBycfBPRAe+RncfG0dlbAxSW6EEELUTXkZxj42lw6Ai7cxsfGUmYeFJDdCCCHqovwsWHw/XNgDTp4w+hfwa2nrqEQtIcmNEEKIuiU/G5aMhPgd4KiF0SshoK2toxK1iCQ3Qggh6o6CHFg2CuL+Bgd3eGQFBLW3dVSilpHRUkIIIeqGvEz4/kFjYmPvAqN+hOCOto5K1EKS3AghhKj9cnWw+AE4v9NYYzPqRwgrucCyECDJjRBCiNouO+3aqKj94KSFf/0MwR1sHZWoxSS5EUIIUXtlpcD/DYOkw+DsZew8HHiLraMStZwkN0IIIWqnK+eME/SlngFXPxizSoZ7C6tIciOEEKL2STpqbIrKSABtCDyyEnya2joqUUdIciOEEKJ2ObcDvh9p7ETs29I43NsjyNZRiTpE5rkRQghRe5xcB98OMyY2IV1g3BqrEpsEXQ7bY1JI0OVUf4yi1pOaGyGEELXDnv/BmsmgGCBqANy/CBxcyt1t2Z54pq04jEEBtQpmjWjLyE6yxlRDJjU3QgghqlyFalIMelj/Cqx+wZjYRP8LHlxsVWKToMsxJTYABgVeXnFEanAaOKm5EUIIUaUqVJOSnwXLH4eTq42v+06Hni+ASmXVuWJTskyJTRG9ohCXkk2g1vkmrkLUZVJzI4QQospUqCYlIxEWDTImNhpHuPcr6PViuYnNjbVCET6uqIsV16hUhPuUX+sj6i+puRFCCFFlrK5JubDPuABmRoJxcr6HvofQruUe31Kt0KwRbXl5xRH0ioJGpeLtEW2k1qaBk+RGCCFElSmqSbkxwSlRk3JwCfz6HOjzwLcFPLgEvCPLPXZptUJbp97O1qm3E5eSTbiPiyQ2QpqlhBBCVJ1ArTOzRrRFc61pyawmRV8I66bByieNiU3zQfDY71YlNlB+rVC3SG9JbAQgNTdCCCEqKEGXQ2xKFhE+rhaTiZGdQunVzNe8JiUzGZaPh9g/jYV6T4HeU0Ft/d/YVtUKCYEkN0IIISrA2pFQgVrn64lP/E74cayxf429KwyfD63usfqcNyZT0r9GWEOSGyGEEFYprc9Lr2a+lhMMRYEdn8DG10HRg08zeOD/ylz8snitkKVkSvrXiPJIciOEEMIqFZpTJucq/DIBTvxmfN3mPhjyITi6lXr84onMlIEtmLPuhMUOxN0ivavuwkS9I8mNEEIIq1jd5yV+p3FiPl08aBxg4CzoOL7M+Wss1QrNWXsCQ7FyMkGfsIaMlhJCCGGVMkdCgXE01JY5sPAuY2LTKBweXQedHit3Yj5LtUIGSu4mHYiFNaTmRgghhNUsjoQCuHoeVjwO8TuMr9uNhLvfAycPq45bWq3QS3c15521J6UDsagQSW6EEEJUiNlIKEWBQ8tgzUuQpwMHdxg0F24ZWeFjWhoJNbJTKPfcEiQdiEWFSHIjhBCicjKT4bfnrncabtwR7l0AXk0qdbjSaoXMkikhrCDJjRBCNBDlTb5Xof2OrTImNtmpoLaHPlOhx3OgubnbiiQyoipIciOEEA2AtZPvlbff+4OCGJbwERxdYSzg38Y4KV9A22q+AiGsJ8mNEELUcxWefM/ifgrDVH/Te+N3oMoEldpYU9NnKtg51sRlCGE1SW6EEKKeq9Dkexb2C1Yl87bd/+ilOQxAVqOWuN7/OQS1r86whag0SW6EEKKeq+yCkxGN7HnKbhXPaFbgrMonT7HnQ/29PPLIu7h6WTfEWwhbkEn8hBCinit38j1Lzv5J4JL+vGS3FGdVPjsNLbm7YA5hQ18hUBIbUctJzY0QQjQApU6+V1x6AmycDod/NL529eXqba+h+N7Nd74VG2UlhK1IciOEEA1EmcOsC3KNK3j//T4UZBk7DHccD31fxdPZk241G6oQN0WSGyGEaMgUBY79YqytuRpv3BbcCe5+t0Idhis7h44Q1UGSGyFEg9dgb8wX9hmTmnPbjK89GkP/mdD2vnIXurxRZefQEaK6SHIjhGjQGuSNOe0sbHoDjv5sfG3nBD2eNT4cXCt0qMrOoSNEdZLkRghR42pLTUmDuzFnJsNf78Ler8BQCKjglofg9pfBM6RSh6zsHDpCVCdJboQQNao21ZTczI25tiRoVslOg+0fw675UJBt3Nb0Dug/AwLa3NShKzuHjhDVSZIbIUSNqW01JZW9Mdd0gmZNImWxTG467PwMdnwKeenGbUG3GpOaJr2rJLaiOXReXnEEvaJYN4eOENVMkhshRI2pbU0Ylbkx13SCZk0iVbzMe0PCGJG/GsOOz1DnXTUW8m8LfV+BZgMr1FnYGlbPoSNEDZHkRghRY2pjE0ZFb8w1maBZk0jdWKYR6TyqWccd69eDKgc1cMYQxAf6++jVYTwjm4dXaXw3KnMOHSFqmCQ3QogaU1ubMCpyY67JBM2aRCo2JQs/JZXxdmt5WLMJV1UeACcMIXxSOIw1hi4YULPu52P0au5v889aiJogyY0QokbV9SaMmkzQyk2kLp8get9c/nZcjr1KD8ARQzifFA5nvaEDyg3LB8oIJtGQSHIjhKhxdb0Jo6YSNIuJ1PDWBKbuhtWfwal1uACoYKehFfMLB/O3Es1LA1uwYd0JlFrU/CdETZLkRgghKqGmErSiROpc0hVapKzDc99bkHTk2rsqaDkEejxHmHsr/pOSzaxryZani32ta/4ToqaoFEVRyi9Wf6Snp6PVatHpdHh4eNg6HCGEKJvuIuxbCPsWQVaycZu9C0Q/DF2eBJ+mpe6aoMups81/QhRXkfu31NwIIeqsOjWRXkUoCsT+BXsWwIk1oBj70+DRGDr/GzqMAedG5R6mrjf/CVFZktwIIeokayfSq1MJUHYa/PM97PsGUk5e3x52G3Qab2yC0tjbLj4h6ghJboQQFtXmpMDaifRq40zCJSiKcVXufYvg2C+gzzdut3eFWx6ETo+Bf6tqi7m42vy9C2GtWpHcfPrpp7z77rskJiZyyy238PHHH9O5c2eLZRcsWMD//d//ceSIsUNdhw4dePvtt0stL4SouNq0/pMl1sz/UhtnEi6KKzYli0jHq/jH/AwHF8OV2OsFAtpBh7HQ9n5wqtl+gbX9exfCWuryi1SvZcuWMWnSJF5//XX279/PLbfcwoABA7h8+bLF8lu2bOGhhx7ijz/+YMeOHYSEhHDnnXdy8eLFGo5ciPqptKQgQZdj28BuUDT/y42KD3UuKwGqatZ+Zj/tPMnsd/5L4aJh+C7oCH/815jYOLgZE5p/b4En/iah2cNsv5hf5meeoMthe0xKlX0vdeF7F8JaNq+5ef/993n88ccZN24cAPPnz2f16tV8/fXXTJ06tUT5xYsXm73+3//+x/Lly9m0aROjR4+ukZiFqM9q2/pPllgzkV6tmUnY3QFi/yJ772IGHvuV++xzTWV2GlrR4q4n8OxwHzi4ApVbS6oqaljqwvcuhLVsmtzk5+ezb98+pk2bZtqmVqvp378/O3bssOoY2dnZFBQU4OXlZfH9vLw88vLyTK/T09NvLmgh6rnauP6TJeVNpGfbmYQV2qvP0vbon/DzL5CZaJpsL97gy8+Gnvyk78l5xZ/v/brS7VpiU9G1pEorUzXXUDu/dyGsYdPkJiUlBb1ej7+/v9l2f39/Tpw4YdUxpkyZQlBQEP3797f4/qxZs5g5c+ZNxypEQ1Fb13+ypLyhzjU6k/DwNvzfyjXcrd7OEM1OQlWXYb/xfYNTI3Ka3cOYvRHsNUQBxja1ijSl3biWVHXUsNSl712I8ti8WepmzJ49m6VLl7JlyxacnJwslpk2bRqTJk0yvU5PTyckJKSmQhSiTqrr6z/dqFrnelEUSPgHjv3CyGO/MNIhxvRWgcaZtfntWaXvxt95t/BGSHvuD4EDxZIHgO0xKUT4uFpVe1KdNSz16XsXDZtNkxsfHx80Gg1JSUlm25OSkggICChz3/fee4/Zs2fz+++/065du1LLOTo64ujoWCXxitpLhq9WPZkArhQGPZzfDSd+g+O/wtVz19/TOELUHVxpMoQePzuQrVz/v+flFUfYOvV2tk693ZQ8/HUqmR6zN5v1nSmv9qS6a1jkexf1gU2TGwcHBzp06MCmTZsYNmwYAAaDgU2bNvH000+Xut8777zDW2+9xfr16+nYsWMNRStqKxm+KqpdQQ6c/dOY0JxcC9kp19+zc4Zmd0KroRB1Jzi6czwmhWxll9khipqOukV6E6h1LrXvTPEEyFKiITUsQpTN5s1SkyZNYsyYMXTs2JHOnTszb948srKyTKOnRo8eTePGjZk1axYAc+bM4bXXXmPJkiWEh4eTmJgIgJubG25ubja7DmEbNT2XiWhAMhLh1Do4uQ7OboHCG4ZEO2mh2UBoMQia9jeNdCpiTdNRWX1nihKgskgNixCls3lyM3LkSJKTk3nttddITEwkOjqadevWmToZx8fHo1Zfn47n888/Jz8/n/vuu8/sOK+//jozZsyoydBFLSDDV0VFldqEadDDhb1wZiOc3mDsS3Mjj2Bofhe0HAxhPcpcBqG2DVUXoqGRVcFFnZagyzH1WSiiUanYOvV2SW5ECcWbMOfd7cc9bifhzCaI2Qy5V28orYLGHYw1NM0Hgn8bUKlKO7RF5a3KvWxPfIkESJpUhbCsIvdvSW5EnSc3CGGNBF0O/WevoaPqJLepD9NLfYjm6gvmhZw8IbIvV4P7cNq9C8EhYdWeJJeXAAkhjCS5KYMkN/WT3CCERfoCuLgfYv9Ed3Qjzkn7cFDpTW8bFBVZPu1wb30nRPaD4E4s239JOqgLUQtV5P5t8z43QlQF6VwpANAXQsJBiP0L4rZC/E4oyAJAC6CCC4oP2/Rt+MvQjp1KG34bfQ/uNlpsUwhRPSS5EaIWk/l7ylGYZ6yZObfN+Di/G/Izzcs4e0H4bRB5O79lNufZ9VfRK1js5NsQO6jL75iojyS5EaKWkvl7LMi5Chf2QPwOY63MxX1QmGtexkkLYbdBRE8I7wl+reDaiMvBQIf2pTdhNrQRTPI7Juor6XMjRC0ko8AwLm2QGgMXdsP5XXB+D1w+BhT7L8vFB8K6G2tnwrqDX2tTMlMZDaWDuvyOibpG+tyIeqOhVpk3tOaRBF0O8ZcSaFpwEu8rh421Mxf2Qk5aycJekRDa9dqjG3g3rfAQ7bI0lNl/G9rvmGhYJLkRtVZDrjKv980jBbmQdAQu7iPu0N/oz++lizqhZDmNIwS1h5DOENLF+NPNr9rDawgd1Ov975ho0CS5EbVSQx+1Ut2LI9aowjxjc9Klg3DpgPFx+TgYCgAIB7jWinTO4MdBJYo+/e5C27QbBLQDOwfgWi1eUhYR+py6+TnUMvXqd0yIYiS5EbVSWVXmRe/X96aqutA8UqLZMC/TmMgk/HP9cUMiY8bFmyuN2vLNOS8OGiI5ZIgkDWM7+vchXekW7G0q2pBr8apTXfgdE6IyJLmpo+p7X5TSqswPXbzKqP/tbDA3uVrbPKIorNq6l5Xr1tOCeNLU5+jlkYhH1jlKdPgF48y/Qe0hKNr4MzAaPEPJTc/lIwudWm9sGmnotXjVrdb+jglxEyS5qYMawl+xlqrMXxrYnDlrT8hNrqblZ8HlE3D5qLEWJvEwhsSj3JObxj03rh1pnCuPy4onRwzhHFXCad+5N7f17AeeoRY7/VrTNCIdX4UQFSXJTR3TkP6KLV5lLje5alaYD6lnjM1Kl49D8glIOgpX4iheG6MGChU1Z5VATiihHDWEc0wJ44QSRrKiNZXT7FCxtbcfgWWMZiqvaUQ6vgohKkqSmzqmod3gi1eZy02uChTkGOePST4BySev/0yLAUOh5X1cfY2T4fm3Bv/WJLtG0XPhJXIVB1MRNWAotpu1v5tlNY3Ulo6v9b0pWIj6RJKbOqYh/xVbW25yVaUyN8sK7ZOdBimnrj+ST0HKSbhSSr8YAEcP8G0Bfi2NyYxfC+OkeG6+ZsV8gZkj4ks2G647UeJ308VBzfaYlAonBTdeq607vjaEpmAh6hOZobgOaigzqJamPqwAXpmbpcV92gcYm41ST0PK6Ws/zxh/ZqeWeiyDoyeZHk2w82+JS+M24NucJKcwYnK1RPi6VSjZuvG7KP67Oax9ED8fuFjhpKA2JRMyk68QtUNF7t+S3NRR9eEG31BV+GZp0HP5/Gkmf7GCMFUiEUUPdQKh6hRUSvHGoBtoQ8AnCryjwLcZ+DRn5UVXJq2+hEFRmRIHoMqSiaLfTRcHNcM/217hpKC2JRPbY1J4eMGuEtu/f7wr3SK9LewhhKgOsvxCAyDDN+suS/2mUApJiD1BoFsapJ29/kiNgStx+BkK+MbBwsEUwMENvCONCYxPlHE5Au+mxucOrmbFE3Q5TPpyMwbF2MHXoMC05YfhhqbOm+2kXvS7uT0mpVL9w2pbv7KG3BQsRF0lyY0QFVTpjqUFuXD1HC10Jxhvt5EQkghXJRGmSiRYlYL9Sn2puyoaR04X+BCnBBCrBHBWCeKcEsiHE+7FPyjM6rWVLCUOBijRBacqkonKJgW1LZmob329hGgIJLkRNlMXR5+U2xck5wqkxcKV2Bt+xhl/pl8CFLyA6Zb+5WkcoVG4sRbGq8n1h3ckKo/GHNh3scQN1r9xxZqOLCUOajCruYGqSSYqmxTUxmTC1h2ahRAVI31uhE3Upg6j1krQ5XDb7N/xU64Qpk4iVJVEuOoy41opOGfEGzv25l4t+yCOHsYExiuCTJcQkuwa4xncDO+QluAeCGp1uTHc7A3WUod0oNo6qVc2ZulXJoS4kXQoLoMkN7ZX2zqMllCYB1fjr/V7uV4Lk510Bo3uHI6qUuaCKeLmD40iwCui5E8Xb6ubkKqTpcRBkgkhRG0mHYqFzZXV5FQTHUbLbfIqyL2WtFzrtGvqxBsLuvNYmgfGBUAFBYqG84ov5xU/4vFn6O098AhqZkxgGoWV6MRbG1nqkF4fOqnXxaZOIUTVk+RGlKuiN4zympyqu8No0fnVSiGh6mRmdHeil7fOuLRAUSKju0CpE9kB2Lte6/MSfq3WpQl4RfDreUcmrUulQFGZmm88LDTfyE225tXFpk4hRPWQZilRporeMKxtcqrSiQhzrhgnsEs5RebFY2zftZNI1SVCVZexV5U+AglHrbGp6MYOvI2uvXb1LbX5qHjzTfFEpj7fZGtr0lbrmzqFEDdNmqVElajMIp3WNjlVavRJVsr1BR1N6yKdhKzLpiJuwJ2a67vkKA7EKoH4RbTGJ7QleEVemxOmqVX9XyzdzG9svimeyEwZ2MJsCYL6tLBpbU7aatvcOEII25LkRpSqMjeMijQ5ldrHIz8bko8bV6QueiSfgKzk0oP1aAw+zcjyiOCdPQbOKIGcNQSRSCPUKg1bR9wOFbzJlXczt5T8zVl7wuLikfviruDlVvtqPKxV21ejr21z4wjRkCmKgsrGAyckuRGlqswNo8JzlGQkQeJhSDx07XHY2C+mtP4wjcLBtyX4Njcu8OjbDHyagaM7AK5Aq8bxfLfiCHoqP0eKNTfz0ibEU6ngxsZeFTBx6YFaWeNhrdpeM1Ib58YRoiFKyExg7Lqx9A/rz4sdX7RZkiPJjShVZW8YpTY5ZSbDpQPGR8JB48+MBMsHcfGBgDbg3+ba6tTXEhorRiJVxYRr1tzMS0v+XrqrOe+sPYleUVBjTNNqa42HtepCzYhMtCeE7W0+v5lLWZc4knLEprU3ktyIMlX2hhHoqiYwPQaO7YWLe+HCHuPcMSWojGsgBbSFgHbGn/5twN3/puK+2WHN1tzMS0v+RnYK5Z5bgohLySY1K4+nlxwwO3ZtqvGwVl2pGakPw9mFqMt+P/c7AP3D+ts0DkluGjhrRr8Uv2FY3Cc7Dc7vgvidxp8X94M+r9iRriUyQe2vPwLa1sp5Yay9mZeW/BV9Zgm6nFpR41EVo5ykZkQIUZbUnFT2X94PQL/QfjaNRZKbBqwyo1+K9vFQMuiqOcGkqMs0y/kHko6ULOziDcGdILgjNO4IjW8FJ201XU35KnqDt/ZmXlZtQW2o8ajKUU5SMyKEKM2W81swKAZaebciyC3IprFIctNAVXj0S0EOqcf/5Oov37LK/ght1HHG7XE3lPGOgtAuENoNQroah1zXgqUGoPI3+Kq4mduyxqO2j3ISQtQfv8dfa5IKtW2TFEhyU29UtFbCqtEvqTFwaj2c3gDntuOtz+M/N/zGnDI0ZqehFV36DqV55wHg5leFV1R1asMNvjprPGy91IUQQmTkZ7AzYScA/cJs2yQFktzUC5WplbDUYdZBZaBZ9n5YuwlOrzcuU3ADvVsgP+ui+Fvfhm2GtqSgNc4C2+F2cKu9N8r6fIO39VIXQggB8NeFvyg0FNJE24Qm2ia2DkeSm7qusrUSRX1B3lixjx6qfxio2csgp0M4LtddL6S2h7DuEHUnNO2Pxrc5+r3n+e0m55CpafX1Bl/ad98iwJ2sfL2pJsfWfX6EEPXfpvhNgO07EheR5KaGVfXaPJWqlSjIhTO/MzJuOfe7rkVdmHNtO8ZOwM3uguYDIaI3OJmv31EXR8yUdoMH2B6TUmdnDS7tux/22XaUYjU5de07E0LUHTmFOWy9uBWw/RDwIpLc1KDqWJvH6loJgx5i/4RDP8CJ1ZCXDoAaQBsKLQdDi8EQ0gU0Zf9a1MURM8Vv8H+dSjYttFhXZw229N3D9dmRi9fi1bXvTAhRN2y/tJ2cwhyCXINo6dXS1uEA1+5tovqV1oSQoMu5qeMW1Uporo1KKtHskHwSNr4OH7SBb4fDP98bExuPxtDtaXh8Mzx3CAbOgvAeJGQWsD0m5abjsiRBl1Pusa0pU1mBWme6RXoDVMt3cbMqeu3Fv3tL/5iLavGEEKK6bDp3rUkqrJ/N15QqIjU3NaQ6O7WWaHZwNsD+/4N9i+DivusFnTyhzb3Q9n5jDY3a/HZ4MzVL5TW3WXPsmlp1ujZ2MK7std/43bs4qBn+2fZ617dICFF7FegL2HJhC1A7hoAXkeSmhlR3p9ZArTOBuWdh60I4tMzU7IRKY+wQHP0QNBsIdo4W97+Z4dKVWT27+LFrcrh2betgfLPXfmOTk3QeFkLUpD2Je8jIz8DbyZtbfG+xdTgmktzUkGobtWLQw8k1sPNzOLft+vZG4dBhLESPsmr+mcrWZlR29ezix67J2pTaNoKoKq9dOg8LIapDvj6f1JxUUnJSSM5JJjk7meScZLZdNN53+ob2RaPW2DjK6yS5qULlNc1U6Y0nVwf7v4XdX1xfkFJtB83vho6PGkc6qa3vUlXZ2oybWT37xmPXdG1KbUoCqvrapfOwEOJmXci4wKKji9iduJuUnBQy8jPKLD8gfEANRWYdSW6qiLV9JqxahLIsGUmw81PY8zUU/bI5e0HHcdDpMfCo3Hoela3NuJnVs288ti1qU2pLElDbapKEEA3X2atn+d/h/7Emdg16RW/2np3aDm8nb/xc/PBx9sHX2RcfFx+aeTajS2AXG0VsmUpRFKX8YvVHeno6Wq0WnU6Hh4dH+TtYIUGXYxpWXESjUrF16u1l3qCsTYgSdDlcijtJi7MLcT3y/fXVtn1bQNcnoe0D4FDyr/zKzKmToMupcG3Gsj3xJW7MpV1HeceuzPnri4Z87UKI6pevzyc+PZ7Y9FhidbEkZydTqBRSaChEb9CTmpvKjks7UDDezLoHdefhFg8T4h6Ct7M3Hg4eNh0NVZH7t9TcVIHK9JmwthPpr3/uIOf32YxQ/4WdymDcGNwJer4AUQNKbXqqyYUiq2L17Js5f33RkK9dCFE5efo8tl7YiruDO628W+Hm4GZ6r9BQyIHLB9gcv5mtF7cSnxGPQTGUe8z+of15rO1jtPZpXZ2hVytJbqpAZfpMlJsQpSeQtWk2Aw5+i4PGWDX4l74t8/XDmHvfUwR6ln5sa6flr0pyYxZCiJqjKArr4tYxb988LmVdMm0P9winjU8bVKj46+Jf6PJ0Zvu52bsRoY0gQhtBgGsA9mp77NR22KnssNfY0zWwK5GekTV9OVVOkpsqUJk+E6UlRBFu+WT+OgXngwtx1eeBCv7Wt+H9wvs5oEQBEJeaU2ZyU5Fp+YUQQtQtBy8f5N2973Io+RAAvs6+2KvtuZR1ibj0OOLS40xlPR096RXci74hfbnF7xa8nbxrzUR71UmSmypS0dE3xRMiJ5WeJe2P0Oh//8GxwDhHzV5DM94rfICdhlam/awZRVPRafmFEEJUToGhgNVnVxOfHk8TzyZEeUbRRNsEe419qftkF2SzO3E3+5P2k12YTaHhWr8XRU+ePo/M/EyyCrLIKMggqyALFFCpVKhValSoTDU1znbOjG8zntGtR+Ns50xqTipHU49yNOUoefo8bmt8G9F+0dipG96tXjoU21jC1Wx0B36h6T9zsLsaC8BJQzCzCh9iiyEaFSpU1xKVsjrrFndjJ181YKmV9fvHu5qWIxBCCGE9RVHYcG4DHx/4mHPp58zes1PZEa4NJ9A1ED8XP9Pjat5Vtl3cxsHkgxQaCit9bhUqhkcN5+nop/F18b3ZS6kzpENxXZFymsDVLxAY+ycA+U7evJ4xjB/0fdBjnAxJAT5+sD3ebo4VGkUj0/ILIUTZUnNSSc9Px8PBAw9HD+zVxtqWlJwUjqYc5UjqEY6mHCW7MJtQ91BCPUIJdQ/FTm3HgkMLOJJ6BAAvJy96BffiXPo5zlw5Q0ZBBmeunuHM1TOlnjvYLZhuQd3wcfbBTm2HRqXBTm2Hvdoedwd33OzdcHNww8XeBY1Kg0ExoCgKBsWAj7MPgW6BNfIZ1VWS3FSjUodi52fD33Nh24dgKACNI3R/mrR2T7Ls/d1mtSwalYoO4Y0q1Xwk0/ILIWqToptzTcxkm1WQRVJ2ErmFueTp88gpzCEjP4NTV05xIu0Ex1OPk5yTbLaPi50LjhpHruRdKXG8fUn7SmxztnNmbOuxjGk9Bld7V8B4jUnZScRcjSExK5HL2ZdJyk4iOScZO5UdXYO60iOoB6Ee0uexOkmzVDUpdSj2yXWwdvL1WYWj7oS73gGvCNN+1swZUxkyj4oQoqal5KSw7eI2tl3cxvaE7ejydDioHXC2d8bZzhk3ezc6BXSiX2g/Ovh3qHT/EINi4HjacbZf3M62S9v45/I/FCplN/2oUOFq70pmQWaJ7RHaCNr4tKGNTxs8HDyIz4gnPj2e+Ix4UnNS6RXci3+3+zc+zj6VildUXEXu35LcVANLk/r5qDL4u91anE+uNG7wCIa75kCLQVCs57okIbZTmYkPhWgIFEXhat5V07pC6fnpNHZrTKRnpKnWAiAzP5P9l/ezO2E3uxJ3cSLthNXn0Dpq6R3cmzY+bVCjNhvVk12QTWaBsaOt6Wf+9dcpOSmk56ebHc/dwR1nO2MS5ahxxNnOmSbaJrTwakEr71Y0a9QMF3sXCg2FZOZnkp6fTlZBFiHuIWbzxYjaQfrc2Fjxodh3qXfxpv1CnE+mG1fp7v409J4CDq4W95c5Y2yjshMfiopLyExA66jFxd72/b6u5F7haOpRvJ28ae7VHLXKujXZcgtzic+Ip5FjI7ycvKqtqaXAUMDl7MtczbuKj5MPPs4+Jc6Vp88jMSuR1JxUFBRUGJMClUpFak4q5zPOmx4Z+Rn0Cu7F8KbDy+y3cTX3KnuT9rIrYRd7k/ZyLv0cBYYCi2UDXQOJ9IxEl6fjWOqxEtP2t/ZuTY/GPbit8W2EeYSRW5hLbmEuOYU5JGYn8uf5P9lyfgtX8q6wKmYVq2JWVeqzcrFzoUtgF3oE9aB74+6EuIdYtZ+d2g5PJ088nTwrdV5R+0jNTTUoqrlppOh4w34hgzS7ASjwboH9iM+h8a3Vct6GqEBfwKWsS6TmpNKsUbNK/7VV2SU06qOi6v2dl3aSVZBFv7B+tPJqddNzY6Tnp7Pm7BpWnF7B8bTj2Kvt6RzYmT7Bfegd3NvqDpIZ+RkcTjnMoeRDnEg7QbBbMHc3uZuWXi3NYswtzGXrxa38cf4PCgwFeDt54+XkhbezN3pFz6HkQxy8fLDEnCBdArvQLbAbnQI60ditsVkioSgKB5MP8suZX1gft97UnKFRafB29sbP2Q+tk9bYGdTeDVd7Vxw1juQU5pgeuYW52KntcHNwM5VzsnMiuzCbzPxM08/knGQuZV4iOSfZbFZZjUqDr4sv/i7+5OvzScpOIi03rcLfhwoVPRr34L6o+wjzCDPNjxKri+Vk2klOXTllmob/Ro0cG+Hr4oubvRvxGfGk5KSUKBPiHkLngM50CuhE18CueDuXPyrzxtl0k7KTUBQFBYWiW5SrvSuu9q64ORg/Vxc7F9wd3I3b7N1wd3CnqWfTModgi7qtzjVLffrpp7z77rskJiZyyy238PHHH9O5c+dSy//4449Mnz6duLg4oqKimDNnDnfffbdV56qpPjd/rl5C691T8FGlU6BoOBX1GK0ffBPsHG/62Bn5GWy7uA21Sk20XzR+Ln5VELFtFBgKTCMUikvMSuT3c7+zN2kveoMeVMb/kNUqNbo8HRcyL5CUlWT6D9hOZcctfrfQI6gHPRr3oIVXC6v/Ct8ek8LDC3aV2F58uHxOYQ66PB1OGidc7V0r/B9pUdV+QlYCqTmphGvDCXYLLpE4nL16ljWxa9h6cSvOds4EuAbg7+JPgGsAwe7BtPRqadUNw5L0/HTOXj1Lck6yaX6NQkMh2YXZHLh8gF0Ju7iad9Vsn6aeTRkSOYTBTQZjr7Y39T84n3He7MZqnLpAhZ3aDge1Aw4aB+zV9pzVnWXjuY3kXVsXTYWqxI0z3COcANcAvJ298XHywdvZm3x9PlfzrqLL06HL13Eh4wKxuliLN90IbQSDIgbRtFFTNsdvZlP8JuMcIVYI8wgjOTuZ7MJss+12ajuCXIMIdg/G38WffUn7iM+IN73vau9KTmGOVVPa3wx7tT1aRy1Xcq+UqBUp4mznjLeTN3ZqO9PnoygKWkctwe7BhLiHmGoyVsWsYk/innLPG6mNpFNAJ7oEdqGld0t8nX1x0DiYldHl6Yi5GkOMLgYnjROdAjoR4Bpwk1csREl1KrlZtmwZo0ePZv78+XTp0oV58+bx448/cvLkSfz8St60t2/fTq9evZg1axaDBw9myZIlzJkzh/3799OmTZtyz1ddyU1OYQ4zts/gFq/WtD+7g6j9S7ADsj2bkTXoM3yjOlGgL+Bi5kVUKhWejp64O7hbffPNLsjmrwt/sTZ2LX9f/NuserixW2Nu8b2Fdr7tCPMIo7FbY4LcgnDUWE6kFEUhISuBmKsxnNWdpdBQiKejsUrW09ETR40j5zPOE6cz/hUXlx6HXtHTyLERWkctjZwa4enoSSOnRjRybEQjJ2O1fHp+OmeuniHmagynr5wmKTsJfxd/01TfEdoI8vR5nEg7wcm0k5xIO2Eq06xRM5o1akZUoyhTUlM0zLI8znbOuNu7cznnstl2J40T/q7+BLgE4O/qj7+Lv+lz93D0wMPBAz8XP4LdgrmckW9ec6POxsHtNIO6XuVS9jmu5F7hSu4VcvW5ZudwUDvg5uCGg8bBeINT4Nrfm6YbvL3aHgeNg7EKPiuxxDH8nP1o79+e9n7tKdAXsCZ2DcfTjpd73QGuAbTyakVL75Y0cmxkTCQ09jioHTBgIDM/09SPID0/nbj0OFNSUx5Xe1c6BXTCQe3AlvNbyDfkl7uPNZp6NuXeqHsZ3GQwablpbLmwhS3nt/BP8j8VShCC3YJp59uOll4tOZxymD8v/GlKnG4U6BrIwPCB+Dj7kJqbSlpuGmm5aRToC2jj04Zov2hu8b0FraOWAkMBR1KOsPPSTnYm7ORwymGLzTDOds7cEXYHQyOH0jGgIwbFQFpuGsnZySRlJ5n6bRT1BckrzMPJzsnU98PZztnYx6Mg0/jIzyRPn4eznbOpdsLV3hVvJ28C3QIJcg3C29kbtUqN3qAnJSeFpOwkkrKTsFfbE+gaSIBrQIUXNTyXfo7lp5fza8yv5BbmEu4RTrg23PRvtb1fe+ksK2qVOpXcdOnShU6dOvHJJ58AYDAYCAkJ4ZlnnmHq1Kklyo8cOZKsrCx+++0307auXbsSHR3N/Pnzyz1fdSU3exL38Oj6R02vnQ0G2jn6Eh7eh0vZlzmXfo6LmRfN/urSqDRoHbXGvgd2LjjbOZv+E9Qb9GYd54rfFJtom2Cvtuf01dOl3hSKqsjtVMY5FDRqDfn6fM6lnyvxF2ptpELFrf630ie4Dx6OHsZhpBjnenC1dyXYPZjGbo1N04mfzzhvGimxK2GX1dfoqHE0fp76IPbFKKicY9G4nEOlsvy5alSaUv96tpaPsw+ejp7EpcdZnMzLTmVH98bdGRA+ADuVHUnZSSRmJZKYlUhseixxujiLtRfW8nfxJ8gt6Pq6Mtfm12jeqDndgrrR2qe1qUYtPT+dDXEb+DXmV/Zf3m/av2jOD18XX1NNTNFcHIVKIQX6AvL1+RQYCnC1d+XuiLuNa95YuAFfyb3C8bTjpOakkpKTQmpOKqm5qThoHNA6ao3Jt6MnPs4+tPFpg5eTl9n+mfmZbIrfxOqzq7mYeZEejXtwd8TdtPNtZ/UfEMXpDXqSc5I5n3GeCxkXuJR1iVD3UPqF9qsVfYWqkqIoDWJKflG31ZnkJj8/HxcXF3766SeGDRtm2j5mzBiuXr3KL7/8UmKf0NBQJk2axHPPPWfa9vrrr7Ny5Ur++eefEuXz8vLIy7v+F116ejohISFVntycP/h/rP7rdQ7aazjk5ESG2vJ/FM52zqhVaqury28U7BbMXRF3MTBiIFGeUahUKjLzMzmccpiDyQc5lnKMC5kXuJh5kZzCnDKPZae2I9wjnCbaJjjZOXE176qp+j+nIIfG7o1Nf8mFe4TjpHHiSt4VU7mimowrecafablpONs5E+UZRaRnJJGekQS5BZGQlWBWA2SvtqeFVwuaezWneaPmhLiHcCHzAqfSTnH66mlOXzmNs70zfUP60je0b6X/ciwwFJiSgaJH0V/VGfkZxtqMvHSLNSlFIrWR9AruRbRfNN7O3ng5etHIqRGu9q7oFb3ZX+f5+nxUKpWp2QyMfQgKDNdv8A5qBwJdA/F39TdV7ecW5nIk5Qj7L+9n/+X96A167gi7gzvC7qCRU6NSry+rIIvjqcc5mnqUU1dOkV2QTb4h33QuMI4Ucbd3x83B2B8h2C2YSM9ImmibVLpv0tXcqzjaGUedCCFETaozo6VSUlLQ6/X4+/ubbff39+fECcvDBxMTEy2WT0xMtFh+1qxZzJw5s2oCLkNI+O08se5VCL4Vw9BPiSnM4GDyQS5mXDQlCmEeYfg6+6JSqUx9Ca7kXiE9P52cwhyyC7PJKTB2OrRT25lmqHS1d6WRYyMitBEl/rpyc3CjW1A3ugV1M21TFIUreVe4mHGRrMIs9Aa9sV+FUogaNWHaMELcQ0rt61LTfF18ae/XvkqPaa+2N+tjUBq9Qc/FzIucvnKa01dPczHzIi29WtIruBfB7sGl7mensjPVut0MJzsnOgZ0pGNAxwrt52rvWqn9bpaMJhFC1AX1fij4tGnTmDRpkul1Uc1NlfMMgcf/gEYRqNVqogggqlFUqcUdNA6m9UaqmkqlwsvJq0TVvShJo9YYm1c8QukX1s/W4QghhKgCNk1ufHx80Gg0JCUlmW1PSkoiIMByb/uAgIAKlXd0dMTR8eZHKFnFO7JmziOEEEKIUlWup10VcXBwoEOHDmzatMm0zWAwsGnTJrp162Zxn27dupmVB9i4cWOp5YUQQgjRsNi8WWrSpEmMGTOGjh070rlzZ+bNm0dWVhbjxo0DYPTo0TRu3JhZs2YB8Oyzz9K7d2/mzp3LoEGDWLp0KXv37uXLL7+05WUIIYQQopaweXIzcuRIkpOTee2110hMTCQ6Opp169aZOg3Hx8ejVl+vYOrevTtLlizh1Vdf5eWXXyYqKoqVK1daNceNEEIIIeo/m89zU9NqaoZiIYQQQlSdity/bdrnRgghhBCiqklyI4QQQoh6RZIbIYQQQtQrktwIIYQQol6R5EYIIYQQ9YokN0IIIYSoVyS5EUIIIUS9IsmNEEIIIeoVSW6EEEIIUa/YfPmFmlY0IXN6erqNIxFCCCGEtYru29YsrNDgkpuMjAwAQkJCbByJEEIIISoqIyMDrVZbZpkGt7aUwWDg0qVLuLu7o1KpqvTY6enphISEcP78+Xq5blV9vz6o/9co11f31fdrlOur+6rrGhVFISMjg6CgILMFtS1pcDU3arWa4ODgaj2Hh4dHvf2lhfp/fVD/r1Gur+6r79co11f3Vcc1lldjU0Q6FAshhBCiXpHkRgghhBD1iiQ3VcjR0ZHXX38dR0dHW4dSLer79UH9v0a5vrqvvl+jXF/dVxuuscF1KBZCCCFE/SY1N0IIIYSoVyS5EUIIIUS9IsmNEEIIIeoVSW6EEEIIUa9IclMBb731Ft27d8fFxQVPT0+r9lEUhddee43AwECcnZ3p378/p0+fNiuTlpbGqFGj8PDwwNPTk/Hjx5OZmVkNV1C+isYSFxeHSqWy+Pjxxx9N5Sy9v3Tp0pq4JDOV+az79OlTIvYnnnjCrEx8fDyDBg3CxcUFPz8/Jk+eTGFhYXVeikUVvb60tDSeeeYZmjdvjrOzM6GhoUycOBGdTmdWzpbf36effkp4eDhOTk506dKF3bt3l1n+xx9/pEWLFjg5OdG2bVvWrFlj9r41/yZrUkWub8GCBfTs2ZNGjRrRqFEj+vfvX6L82LFjS3xXAwcOrO7LKFNFrnHRokUl4ndycjIrU5e/Q0v/n6hUKgYNGmQqU5u+w7/++oshQ4YQFBSESqVi5cqV5e6zZcsWbr31VhwdHWnatCmLFi0qUaai/64rTBFWe+2115T3339fmTRpkqLVaq3aZ/bs2YpWq1VWrlyp/PPPP8o999yjREREKDk5OaYyAwcOVG655RZl586dyt9//600bdpUeeihh6rpKspW0VgKCwuVhIQEs8fMmTMVNzc3JSMjw1QOUBYuXGhW7sbPoKZU5rPu3bu38vjjj5vFrtPpTO8XFhYqbdq0Ufr3768cOHBAWbNmjeLj46NMmzatui+nhIpe3+HDh5URI0Yoq1atUs6cOaNs2rRJiYqKUu69916zcrb6/pYuXao4ODgoX3/9tXL06FHl8ccfVzw9PZWkpCSL5bdt26ZoNBrlnXfeUY4dO6a8+uqrir29vXL48GFTGWv+TdaUil7fww8/rHz66afKgQMHlOPHjytjx45VtFqtcuHCBVOZMWPGKAMHDjT7rtLS0mrqkkqo6DUuXLhQ8fDwMIs/MTHRrExd/g5TU1PNru3IkSOKRqNRFi5caCpTm77DNWvWKK+88oqyYsUKBVB+/vnnMsufPXtWcXFxUSZNmqQcO3ZM+fjjjxWNRqOsW7fOVKain1llSHJTCQsXLrQquTEYDEpAQIDy7rvvmrZdvXpVcXR0VL7//ntFURTl2LFjCqDs2bPHVGbt2rWKSqVSLl68WOWxl6WqYomOjlYeffRRs23W/KOobpW9vt69eyvPPvtsqe+vWbNGUavVZv8Bf/7554qHh4eSl5dXJbFbo6q+vx9++EFxcHBQCgoKTNts9f117txZmTBhgum1Xq9XgoKClFmzZlks/8ADDyiDBg0y29alSxflP//5j6Io1v2brEkVvb7iCgsLFXd3d+Wbb74xbRszZowydOjQqg610ip6jeX9/1rfvsMPPvhAcXd3VzIzM03batt3WMSa/wdeeuklpXXr1mbbRo4cqQwYMMD0+mY/M2tIs1Q1io2NJTExkf79+5u2abVaunTpwo4dOwDYsWMHnp6edOzY0VSmf//+qNVqdu3aVaPxVkUs+/bt4+DBg4wfP77EexMmTMDHx4fOnTvz9ddfW7VsfVW6metbvHgxPj4+tGnThmnTppGdnW123LZt2+Lv72/aNmDAANLT0zl69GjVX0gpqup3SafT4eHhgZ2d+dJzNf395efns2/fPrN/P2q1mv79+5v+/RS3Y8cOs/Jg/C6Kylvzb7KmVOb6isvOzqagoAAvLy+z7Vu2bMHPz4/mzZvz5JNPkpqaWqWxW6uy15iZmUlYWBghISEMHTrU7N9RffsOv/rqKx588EFcXV3NtteW77Ciyvs3WBWfmTUa3MKZNSkxMRHA7KZX9LrovcTERPz8/Mzet7Ozw8vLy1SmplRFLF999RUtW7ake/fuZtvfeOMN+vbti4uLCxs2bOCpp54iMzOTiRMnVln85ans9T388MOEhYURFBTEoUOHmDJlCidPnmTFihWm41r6joveqylV8f2lpKTw5ptv8u9//9tsuy2+v5SUFPR6vcXP9sSJExb3Ke27uPHfW9G20srUlMpcX3FTpkwhKCjI7EYxcOBARowYQUREBDExMbz88svcdddd7NixA41GU6XXUJ7KXGPz5s35+uuvadeuHTqdjvfee4/u3btz9OhRgoOD69V3uHv3bo4cOcJXX31ltr02fYcVVdq/wfT0dHJycrhy5cpN/95bo8EnN1OnTmXOnDllljl+/DgtWrSooYiqnrXXeLNycnJYsmQJ06dPL/Hejdvat29PVlYW7777bpXcHKv7+m680bdt25bAwED69etHTEwMkZGRlT6utWrq+0tPT2fQoEG0atWKGTNmmL1Xnd+fqJzZs2ezdOlStmzZYtbh9sEHHzQ9b9u2Le3atSMyMpItW7bQr18/W4RaId26daNbt26m1927d6dly5Z88cUXvPnmmzaMrOp99dVXtG3bls6dO5ttr+vfYW3Q4JObF154gbFjx5ZZpkmTJpU6dkBAAABJSUkEBgaaticlJREdHW0qc/ny/7d3fyFN7mEcwB+zbVlrWcwcRAkr20VaM2IrCHcRSEVgd+WFjS7qpi6KGthFSRaxYIgQ/aObwBuJUSwqMxYGmSZpy0ZZOJlmBJ7+wBjaH6bfc3HOdtqZ/6Zr7+k93w94sXe/993z7Nm792H+ftsfSfvFYjH58uVLYv+5mmmOc43F6/XK6Oio7Nu3b9qxdrtdzpw5I9+/f5/z749kK784u90uIiKhUEhWr14tJpMpZab/8PCwiEhGapiN/KLRqGzfvl0WL14st27dEo1GM+X4TNZvMkajUXJzcxPPZdzw8PCk+ZhMpinHz+SczJbZ5Bfn8XjE7XaL3++X9evXTznWbDaL0WiUUCiU9QvjXHKM02g0UlZWJqFQSETUU8ORkRFpamqSurq6aR9HyRqma7Jz0GAwSF5enuTm5s75NTEjGZu98z+S7oRij8eT2BaJRCacUNzV1ZUY09LSouiE4tnG4nA4UlbZTObs2bNYunTprGOdjUw9121tbRAR9PT0APhnQvHPM/2vXr0Kg8GAb9++ZS6Bacw2v0gkgs2bN8PhcGBkZGRGj5Wt+tlsNhw+fDhxe2xsDCtWrJhyQvGuXbuStm3ZsiVlQvFU52Q2pZsfAJw/fx4GgwEdHR0zeoyhoSHk5OTA5/PNOd7ZmE2OP4vFYrBYLDh69CgAddQQ+Os6otPp8OnTp2kfQ+kaxskMJxSXlJQkbauqqkqZUDyX18SMYs3Ykf4HBgcHEQgEEkudA4EAAoFA0pJni8WCmzdvJm673W7k5+fD5/Ph5cuXqKysnHApeFlZGTo7O9HW1obi4mJFl4JPFcv79+9hsVjQ2dmZtF9fXx9ycnLQ3Nyccszbt2/j2rVrCAaD6Ovrw6VLl7Bw4UKcOnXql+fzb+nmFwqFUFdXh66uLoTDYfh8PpjNZpSXlyf2iS8Fr6iowIsXL3D//n0UFBQothQ8nfwikQjsdjtKS0sRCoWSlp7GYjEAytavqakJOp0O169fx+vXr3Hw4EHk5+cnVqZVV1ejpqYmMf7JkyeYP38+PB4Pent7UVtbO+FS8OnOyWxJNz+32w2tVguv15tUq/h7UDQaxfHjx9HR0YFwOAy/34+NGzeiuLg4q432XHI8ffo0Wlpa0N/fj+7ubuzduxcLFizAq1evEmN+5xrGbd26FXv27EnZ/l+rYTQaTVzrRAT19fUIBAIYHBwEANTU1KC6ujoxPr4U3OVyobe3FxcvXpxwKfhUz1kmsLlJg9PphIik/LW2tibGyN/fBxI3Pj6OkydPorCwEDqdDtu2bcPbt2+Tjvv582dUVVVBr9fDYDBg//79SQ1TNk0XSzgcTskZAE6cOIGVK1dibGws5ZjNzc2wWq3Q6/VYtGgRNmzYgCtXrkw49ldLN793796hvLwcy5Ytg06nw5o1a+ByuZK+5wYABgYGsGPHDuTl5cFoNOLYsWNJS6mzJd38WltbJ3xNiwjC4TAA5et34cIFrFq1ClqtFjabDU+fPk3c53A44HQ6k8bfuHEDa9euhVarxbp163D37t2k+2dyTmZTOvkVFRVNWKva2loAwOjoKCoqKlBQUACNRoOioiIcOHAgoxeN2UgnxyNHjiTGFhYWYufOnXj+/HnS8X7nGgLAmzdvICJ48OBByrH+azWc7D0inpPT6YTD4UjZx2q1QqvVwmw2J10T46Z6zjIhB8jyelwiIiKiX4jfc0NERESqwuaGiIiIVIXNDREREakKmxsiIiJSFTY3REREpCpsboiIiEhV2NwQERGRqrC5ISIiIlVhc0NERESqwuaGiIiIVIXNDREREakKmxsi+u19/PhRTCaTnDt3LrGtvb1dtFqtPHz4UMHIiEgJ/OFMIlKFe/fuye7du6W9vV0sFotYrVaprKyU+vp6pUMjoixjc0NEqnHo0CHx+/2yadMmCQaD8uzZM9HpdEqHRURZxuaGiFTj69evUlJSIkNDQ9Ld3S2lpaVKh0RECuCcGyJSjf7+fvnw4YOMj4/LwMCA0uEQkUL4yQ0RqcKPHz/EZrOJ1WoVi8UiDQ0NEgwGZfny5UqHRkRZxuaGiFTB5XKJ1+uVnp4e0ev14nA4ZMmSJXLnzh2lQyOiLOO/pYjot/fo0SNpaGiQxsZGMRgMMm/ePGlsbJTHjx/L5cuXlQ6PiLKMn9wQERGRqvCTGyIiIlIVNjdERESkKmxuiIiISFXY3BAREZGqsLkhIiIiVWFzQ0RERKrC5oaIiIhUhc0NERERqQqbGyIiIlIVNjdERESkKmxuiIiISFX+BCAVs93SezRLAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plot\n",
"\n",
"# Reusable function to plot the data\n",
"def plot_denoise_results(β, N, ax):\n",
" # Create the data\n",
" x = np.linspace(-1, 1, num=N+1)\n",
" g, y = sample_with_noise(x, p5)\n",
" s = smooth((x, y), β)\n",
"\n",
" ax.set_title(f\"{β=} and {N=}\")\n",
" ax.set_xlabel(\"x\")\n",
" ax.set_ylabel(\"y\")\n",
" ax.plot(x, y, \".\", label=\"raw data points\")\n",
" ax.plot(x, g, \"-\", label=\"original function\")\n",
" ax.plot(x, s, \"-\", label=\"denoised values\")\n",
" ax.legend()\n",
"\n",
"\n",
"N = 100\n",
"β = 10\n",
"\n",
"fig, ax = plot.subplots()\n",
"fig.suptitle(f\"Data denoising results\")\n",
"\n",
"# Plot the data\n",
"plot_denoise_results(β, N, ax)"
]
},
{
"cell_type": "markdown",
"id": "f2e5c860",
"metadata": {},
"source": [
"We notice that finding a point where $\\nabla f(s) = 0$ is the same as finding a point where $\\frac 1 \\beta \\nabla f(s) = \\nabla \\frac 1 \\beta f(s) = 0$. We can use this to our advantage, by defining $h(s) = \\frac 1 \\beta f(s)$ and finding the points where $\\nabla h(s) = 0$ instead. When $\\beta \\to \\infty$, we have:\n",
"$$\n",
"\\lim_{\\beta \\to \\inf} h _\\beta (s) =\n",
"\\lim_{\\beta \\to \\inf} \n",
" \\frac 1 {2\\beta} \\sum_{k=0}^n (y_k - s_k)^2\n",
" +\\frac 1 2 \\sum_{k=1}^n (s_k - s_{k - 1})^2\n",
" = \\frac 1 2 \\sum_{k=1}^n (s_k - s_{k - 1})^2\n",
"$$\n",
"\n",
"It now becomes trivial to verify that $\\nabla f(s) = As$, which means the solution to this will simply be the zero vector."
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "d7f7dbdf",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1280x960 with 9 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axs = plot.subplots(\n",
" 3,\n",
" 3,\n",
" layout=\"constrained\",\n",
" figsize=(12.8, 9.6)\n",
")\n",
"\n",
"fig.suptitle(r\"Data denoising results as $\\beta \\to \\infty$\")\n",
"\n",
"N = 100\n",
"\n",
"for i in range(len(axs.flat)):\n",
" ax = axs.flat[i]\n",
" plot_denoise_results(2**i, N, ax)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "dfc485d5",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.2"
}
},
"nbformat": 4,
"nbformat_minor": 5
}