diff --git a/experiments/.DS_Store b/experiments/.DS_Store
deleted file mode 100644
index f4f4e6893ed92e3c57bcece158fba138ea364de5..0000000000000000000000000000000000000000
Binary files a/experiments/.DS_Store and /dev/null differ
diff --git a/experiments/.ipynb_checkpoints/CT-checkpoint.ipynb b/experiments/.ipynb_checkpoints/CT-checkpoint.ipynb
deleted file mode 100644
index 9226744fd74b1388cd0ce63972822c86b0be8075..0000000000000000000000000000000000000000
--- a/experiments/.ipynb_checkpoints/CT-checkpoint.ipynb
+++ /dev/null
@@ -1,451 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Simulated CT Scan Experiment"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "import math\n",
-    "import time\n",
-    "import matplotlib.pyplot as plt\n",
-    "from matplotlib.gridspec import GridSpec\n",
-    "import matplotlib.cm as cm\n",
-    "from skimage.data import shepp_logan_phantom\n",
-    "from skimage.transform import radon, rescale, warp, warp_coords, iradon\n",
-    "from sklearn.metrics import mean_squared_error as mse\n",
-    "from kernels.hilbert import HilbertGP\n",
-    "from placementcriteria.entropy_CT import Entropy_CT\n",
-    "\n",
-    "def rmse(real, predicted):\n",
-    "    return np.sqrt(mse(real, predicted))\n",
-    "\n",
-    "def psnr(real, predicted):\n",
-    "    peakval = np.max(real)\n",
-    "    return 10*np.log10(peakval**2/mse(real,predicted))\n",
-    "\n",
-    "def re(real, predicted):\n",
-    "    return np.linalg.norm(real - predicted) / np.linalg.norm(real)\n",
-    "\n",
-    "def compute_errors(Eft, image):\n",
-    "    mean = Eft.reshape(Xi.shape, order='F')\n",
-    "    return rmse(image, mean), psnr(image, mean), re(image, mean)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Data "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 1.0, 'Original Image')"
-      ]
-     },
-     "execution_count": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "Data = \"Shepp-Logan\"\n",
-    "Data = \"Lungsegment\"\n",
-    "\n",
-    "if Data == \"Shepp-Logan\":\n",
-    "    image = shepp_logan_phantom()\n",
-    "elif Data == \"Lungsegment\":\n",
-    "    image = np.genfromtxt('data/CT/lungsegment.txt', delimiter=',')\n",
-    "    image = (image - np.min(image)) / np.max(image)\n",
-    "\n",
-    "image = rescale(image, scale=0.25, mode='reflect', multichannel=False)  \n",
-    "plt.imshow(image)\n",
-    "plt.colorbar()\n",
-    "plt.title(\"Original Image\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "circle = False\n",
-    "filename = \"data/CT/ct_num\"\n",
-    "folder = \"data/CT/\"\n",
-    "angles_mean = np.load(filename + \"mean8_chosen.npy\")\n",
-    "angles_max = np.load(filename + \"max8_chosen.npy\")\n",
-    "angles_min = np.load(filename + \"min8_chosen.npy\")\n",
-    "#theta = angles_mean[:9]\n",
-    "theta = np.linspace(0., 180., 9, endpoint=False)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Baseline (FBP)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "FBP rms error: 0.0993\n",
-      "FBP psnr: 18.9\n",
-      "FBP reconstruction error: 0.299\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "sinogram = radon(image, theta=theta, circle=circle)\n",
-    "plt.imshow(sinogram, cmap=plt.cm.Greys_r,\n",
-    "           extent=(0, 180, 0, sinogram.shape[0]), aspect='auto')\n",
-    "plt.title(\"Radon transform\\n(Sinogram)\")\n",
-    "plt.xlabel(\"Projection angle (deg)\")\n",
-    "plt.ylabel(\"Projection position (pixels)\")\n",
-    "plt.show()\n",
-    "\n",
-    "reconstruction_fbp = iradon(sinogram, theta=theta, circle=circle)\n",
-    "plt.imshow(reconstruction_fbp)\n",
-    "np.save(folder + \"fbpeven9.npy\", reconstruction_fbp)\n",
-    "plt.colorbar()\n",
-    "print(f\"FBP rms error: {rmse(image, reconstruction_fbp):.3g}\")\n",
-    "print(f\"FBP psnr: {psnr(image, reconstruction_fbp):.3g}\")\n",
-    "print(f\"FBP reconstruction error: {re(image, reconstruction_fbp):.3g}\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# GP"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def get_lines(angles):\n",
-    "    lines = []\n",
-    "    # TODO: get lines should not be in entropy\n",
-    "    # Entropy here is thus used just for getting lines corresponding to angles\n",
-    "    criterion = Entropy_CT('mean',0,0,0, m=1)\n",
-    "    for i, angle in enumerate(np.deg2rad(angles)):\n",
-    "        lines.extend(criterion.get_newlines(angle))\n",
-    "    return np.array(lines)\n",
-    "       \n",
-    "def get_integrals(angle, image, center):\n",
-    "    angle = np.deg2rad(angle)\n",
-    "    cos_a, sin_a = np.cos(angle), np.sin(angle)\n",
-    "    R = np.array([[cos_a, sin_a, -center * (cos_a + sin_a - 1)],\n",
-    "                  [-sin_a, cos_a, -center * (cos_a - sin_a - 1)],\n",
-    "                  [0, 0, 1]])\n",
-    "    rotated_ = warp(image, R, clip=False)\n",
-    "    return rotated_.sum(0)\n",
-    "\n",
-    "def compute_integrals(angles, image, center):\n",
-    "    y = []\n",
-    "    for angle in angles:\n",
-    "        y.extend(get_integrals(angle, image, center))\n",
-    "    return np.array(y)\n",
-    "\n",
-    "# Training Data\n",
-    "center = 63.5\n",
-    "X = get_lines(theta)\n",
-    "Y = compute_integrals(theta, image, center)\n",
-    "# Test Data\n",
-    "n = image.shape[0]\n",
-    "[Xi, Xj] = np.meshgrid(np.linspace(0,image.shape[0], n), np.linspace(0, image.shape[0], n))\n",
-    "S = np.vstack((Xi.ravel(), Xj.ravel())).T"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 127,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2239.45277094841\n",
-      "[8.5e+00 3.1e-03 1.5e-01]\n",
-      "GP rms: 0.0652\n",
-      "GP psnr: 22.5\n",
-      "GP re: 0.196\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "K = HilbertGP('Matern', v=1)\n",
-    "w0 = np.log(np.array([8.5e+00, 3.1e-03, 1.5e-01]))\n",
-    "\n",
-    "start = time.time()\n",
-    "Eft,Varft,theta = K.approx_2d(X,Y,S,100, w0, optimize=False)\n",
-    "end = time.time()\n",
-    "print(end - start)\n",
-    "\n",
-    "\n",
-    "print(theta)\n",
-    "mean = Eft.reshape(Xi.shape, order='F')\n",
-    "plt.imshow(mean)\n",
-    "print(f\"GP rms: {rmse(image, mean):.3g}\")\n",
-    "print(f\"GP psnr: {psnr(image, mean):.3g}\")\n",
-    "print(f\"GP re: {re(image, mean):.3g}\")\n",
-    "np.save(\"cteven9.npy\", mean)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Random & Even : sensors"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "maxsensors = 10\n",
-    "t = 'random'\n",
-    "angles = np.linspace(0., 180., 18, endpoint=False)\n",
-    "chosen = np.random.choice(angles, maxsensors, replace=False)\n",
-    "for i, angle in enumerate(chosen):\n",
-    "    np.save(filename + t + str(i) + \"_chosen.npy\", chosen[:i+1])\n",
-    "        \n",
-    "t = 'even'\n",
-    "for i in range(maxsensors):\n",
-    "    angles = np.linspace(0., 180., i+1, endpoint=False)\n",
-    "    np.save(filename + t + str(i) + \"_chosen.npy\", angles)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Plots"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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yf/k8+Sx5nq2trR3vBPcpl8vx3HouHrOxsYHhcIjNzU0Mh0MMh8M9Hc/z6PtFOy16TzxCCFhbW0s2eMioVquh0cjWi/H2Nam9BPLPjM9tNBphNBpFu1A7pR1OTU2hUqmg0WigXC6jWq1GO9A2lm2V2g3tS21H7ZM2ubm5Gds5lsMy2L5pvfW6fD+g5+b/eg/88Z1OJ9loQkLCgXHkCfb09DSe97znYWtrC1tbW+j1epG0shNgIz4cDjEYDDAajVAulzE1NYV2ux3JyWg0wmAwwObmJtbX1+O+bKjb7TZarRZuvPFGLCws4LbbbsPs7CyOHTuGSqWSa8xDCNjY2MDW1hYGg0HsFNgZbG5u4vz581hbW8P58+djfVl3HtPtdrGxsYGNjQ2YGer1OiqVCqampuI1lEqleI29Xg8bGxvodDro9/u4cOEC+v0++v0+AKDVaqHRaGBxcRH1eh0zMzNxoMDO441vfOOnr+YzvRbRaDRw1113RUJJMs1nSsLa7/ejfemgp1arRTsDkCO5o9EIZoZqtYqFhQW0221cd911aLfbOHXqFFqtFo4dO4ZarYZGo4FSqRTPde7cOayurkb7NzM0Gg3UajXMzMxEmyVx2drawoULF9DpdPC5z30OnU4HDz74IDqdDi5evIjRaIRms4larYZ2u507fnNzM9qumWFqagqtVgtTU1PRxkiydFCq94plvPWtb002eMhotVr4iq/4CphZbgCuRFXbTaJUKsV2p1LJuoTBYBDbmdXV1dhG8TzNZhNnzpzBwsICbr/9diwuLuL06dPgIHRzcxPLy8vo9XpYXl6Ox4cQUK1WUavVMD8/j0ajgWazCQCxHTt37hzOnj2LTqeDs2fPYm1tDQ899BB6vR46nQ5CCNHGtX0H8gIKgNwgQAk5B7IqwJDg85695S1vSTaakJBwYBx5gk3iwYZQO25gp3pYrVZzBLvVasWOg529kmOeo1wuo9VqoV6v49SpU5idncX09DRarVZOmQG2VWWSXwA5Ej81NYXRaIRKpYLZ2VnMzs7GDm1jYwObm5vodrtxwDAYDNDpdKLS7ZVBEmx2Try24XCI2dnZSFoAoFqtolqtYnp6GlNTU2g0GrHT5D4J+4eZodlsxo4ZQCQx9FTQBkiaiwZ6HOgo4QkhoFKpoFarYWlpCbOzszhz5gxmZmawtLSERqOBdrudG2jRLubn51Gr1XJkvlqtYmpqKtbXk1vaEe2n1Wqh3+/j4sWL2NzcjO9ZtVrNvTMk6CTYlUoF7XYbU1NT8R3hwNC/byQtOshIOFxwcEUPhw7g+JfE0x9XLpejrbKc0WiE6elpzM7OxmdvZmi322g2m7jhhhswPz+P6667DvPz8zh27Fhsl/r9PtbX16O98h0BgHq9jmq1irm5OdTr9VjnwWCAwWAAIGur6vU6QghYX1/H9PQ0NjY2osDCtpE2CuTVep6LbT8HuNyX748OmL1CnpCQkHA5OPIEWzt2KsNFDaF393l1Ql2KACIJBhC3UxUhiR0Oh7FRBxCVRjbWqsxpR6LlUt3jPqwH9wWyTmBrayuSb5ZrZtja2oqkTK+bHWJRWfx4IpM6jcuDd7d7NzqfAz/0jgDbz4vPks+Xz6Rer6NWq6HVasVPs9mM23kcPR8M76CSTNsCkCMMrLeGgqhizrpQ4aOHx4cLAHlSUhSCUBT2VBTWlXDlwGfr7ZIftTslptqe0k45MAe2Q9NKpRKmp6fRbDYxMzODdrsdB1ccNJIo9/v9nIeG7RX/apupYU+sBwk0vw+HQzSbzfh+Fdmg2iqP431R6DE6ICkK70pISEg4CK4Jgs0Ge2NjI7re2TCqexDADoVCt1cqFTSbzR3hHvzuY6+pLl+4cCESJqp26k7VelIlVIKvbnJ1UaraMjc3F5VsXqd385LwhxBysbqsC7erW18VqyL1KmHvoA1oyAWfCUkvQ3gYssPBGgkLn02tVsvFhzK0Z2lpKRJs2iOAaFudTifag8ayElSL+b7w3KPRCOvr67GeIYSoRM7MzGA0GuH48ePY2NjA2toaNjY20O12sbm5iX6/vyOOV98Hjf0eDofxfEpuaMs6SEw4XNAzByDnbdDwNW3zPEho6b2o1Wox5IODxampKUxPT6Ner2Nubi56yIbDYWwne71etBs+cw4Ege0BIAeJSrDVy1IqldBut+P/vEbaMt8H3y9wP+6rAwvuw/aZ7yOPAZCbj5Bw7cLMvgrAywA8C0ALwGcA/CGAnw0hXNxjGXcD+EsAzwnZwk/7Of89AH46hHDFlC0zux/A20MIL9lln7txwGtIuDwceYJN+AkyflIYG08qI6q2MSaUajJVak+w6R6lm1vdrKoQe7JEguPVk6JrYKPOc7FxbzQa2NzcRLVa3UG0NX6bHaUS6aL7o+csmtiUcHCo58KTRyWQanf68THZpVIJjUYDjUYjEm0+W4ZVaFiJqtVe9StykyuxUDXR222j0cDW1hZqtRr6/T7MDP1+P6fIe2VbPzwX68F75e0u2eGVhZ8foIqveiBoF8C27dA2aI/T09O5/SuVCqanp1GtVtFsNmM7ynAnEmvv1fFtkoJ1UFvmu8Py+d7QZjc2NjAYDFAul+MAkNeog2C9F6pUq3fJe0GTgn3tw8xeAeA1AP4LgO8GcAHAMwC8HMALzOw5IYTP7qGoDwD4IgAfOUA1fgPAmw9w3GHjcq4h4TJw5Ak2G3yqH9oIA4ixnvqbKrmMD+Vkv4WFBdTrdTSbzUI3opIVdhBswEm6GTICbE9gI5HSuFVVblTd00lgOkCgkr2xsYGVlRWsr6/jkUceiaoo3a/ssKgearx2kYLNDiypMpcHH3KkCpmSa8ZUV6vVGOM8Pz8f46Kr1WouJps2wlhRDSPh4E7tulQqRdJEMjPJtQ8gR8p5TrUT2g6P6/f7GAwGOH/+PLrdbm6CGYAYPqUufh3kkrx41VHJTsKVg95nDa8DkBvY63Ph4G9mZgatVgsnT56Mk2s1RE29hrRVzj1hiBufL0nv2toahsMhpqamcsdoGJuGaHDuiAoRnFfAyZhsT1dWVtDtdvH5z38evV4PKysrMcxO4775/uhAUTM1+YFjItjXLszsOQBeDeCXQggvk5/eYWZ/COD9AH4HwHN2KaOMbCG+VQDvPkg9QgifA/C5gxx7mLica0i4PFwTebCVBGhj6Aly0TGqXDcaDdTr9fihSkO3KLAznk8bY53IqBN3NJUVsDM8ZZI70hM0EiiqQ1QztVPxWSyKXO5exWQnm1yfl4dJ7me9v9zH2x2f5/T0NGZmZjA9PR2z1vA5M97Ul0u3uZIFbiep0TAiJds6QVbfG0/I+WGdm81mrCvrV5Su0tfVf4pigBN5uXIoaldUtZ3kTSCZpa2222202+3YRvKjkwX1fdDyaR/qdaPiTIFAxRBfP7bbJOBF7X61WkWj0cDMzAxmZ2fjO8X3SO2/qL0sik/39yvhmsWPIlOsf9z/EEK4D8DPArjbzO7idjMLZvYaM/sxM7sPwAaAO8zs7vFvd8u+ZTN7tZmdNbOemf2FmT15vN89st89ZpZ74cb7vNrMXmpm95lZx8zeYWZPdft9lZm9Sc7xITP74THx3xcmXMPbzeyvzOxrzOzvzGzdzP6Hmd1lZhUz+5nxuS+Y2RvMrOXKfKWZfcDMVs3s3PgePLvg3E83s3eNy/+smb1ifKy/LxUz+3Ez+5iZDczsQTN7rZnVfZnXEo68gu3dddq5e7KqRKJaraJer8d4wZmZmdh5UFFWRVIbeW2YNfUY1RRNdcVyqC4r8S/qSHR2u0700e3lcjmmSgOAXq+HcrmM9fV1TE1NRVIFFKsvej0aJpBw+dDnSGKr5JaEtdVqod1u48SJE2i32zHNHrO7qMqsNqRxqfxN7ZzPlURFvSK6D20X2A4RocdDyYP3DnFbuVzGsWPH0Gw2MRqNsLa2BgA57w0HFEr+eS2cnKv14jFpkHfloMo1iS0HOzrQpyrN/2dnZ9FsNrG4uIh2ux0zfPhMSZxzoO2aT5mqbRq9OTqw47vT7/dzNqKChg+hI0keDAYxbIpZopg5iu1kt9sFsB1GouFVSqD5zqn4wfOkQeC1CTOrAPgyAH8UQuhP2O2PAfwbAF8O4G9l+0sAfArAjwDoAngQwGzB8a8E8AoAPw/gz5GFnvzxPqr5IgAfB/ADAKrjcv7IzJ4cQmCqr1sAvA3ArwLoA3gmgHsAHAfwY/s41264dXzu1wBYA/BzyK7jj5Fxw5cAeMp4n4eRDVyI6wG8DplC3xpf0zvN7BkhhHsBwMwWx9fwIIDvRDZoeRmAmwrq8kYAX4/sufz1+LyvGu/7gkO52quAI0+wVTHTRtr/7l3oVOGYeo/qixJbDQch0WCHoC5znkOJiJIgbqNrUhUcPY9O+AGQq4emDFR1kYRsOBxGcsOOo0iV0vsB7Fx4IeFgUNtTu1G71MV9mOZxfn4+KoK1Wi1OslWb1bhYEuAilVDJDICc+qxeE7UvT7y9nbLe+jvrx/dhenoa5XIZg8EgpvfjQNOTq0uFIyXycuXA5znJPikWMNyCtseJi2wvGcak4Xdq/3zW6pHTOvAv57IwpIjtGsvVQZl/vzgAoFcHyA9uVQxhzDiz4NBW+T8JOQfCmoHE1zkJEdc8FgA0ANy/yz787Qa33QB8VQhhPW4we0puB7N5AD8I4PUhhJePN7/VzDYAvHaPddwE8LwQwua4TAD4fWSTMf8aAEIIr5dzGoB3ISPjP2JmrwghHIaLZQHAF4cQPjU+TwnAHwG4OYTw3PE+bzGzLwXwQgjBDiF8t9SvjCzW/MPI4t1/YPzTDwFoAvjqcbgMzOwtcM/GzL4EwLcB+M4Qwu+MN/+5mV0A8EYzuzOE8HeHcL2POo48wQa20+gBO1Vrr3DQfXj8+HFMT09jcXExuhM1PlVDP5g1xLshtYMBkJt4trW1FTN9aOo0Tc+mcdZa71KpFBVqEhbOuNfO0Mxihof5+Xmsr6/jwoULGAwGMcODzwzB8xS55BOxOTjMskWA+Py9J4KdPVPrLS0tYWZmBqdOnUK9Xt+Rj91PDiQZ5qqlfrAG5Femoxvc2xfVQQAx3pVqIJVFZnngu9JsNhFCyMVz0wYZNsL5Aevr63j44YexvLyMwWAQM470er1cfKu/d36gkHD4oF3oxMKtra1oc1zchQSb+3M7M4PQXklygXwbXKvVcoMptnfc7icmeu+dJ+0qfKgn0Lf5VOZ1G5C1y2wn6/U61tfX419tJzVDDttLH3rH86QQkccl3qzkegLuQKbY/r7b/gfYO8F+K8n1GPeO/57BmGCb2SlkivXXALgOea52AsDn93iu3fD3JNdjfGz89y1uv48B+HozszBuEMzsuQB+AsAXADgm+94n/z8bwLtJrgEghLBuZn8K4Ltkv69Bpm7/wdgDQfzZ+O+XAkgE+0qApEA7Zt9Ba7YQdhjT09Pxox2KVyCp6nCSj/6mZBxAjsioOs0OxIeqsG4+HISqEYk/FRu62tnxaKfG829sbKBSqURCxw6H98gPQDgZqOi+JewPXrHjpFdNmciYairY7XY7EhZVk9X7oWqyTnAkWVVlkjZbr9dzcf6EKphqQzqhS1PrqXJYrVZzqjTBkBaSNNooUxFqvmMfEuUHCIm8XFmovWj7wQmGPosS20sODLkIjE6U1rLV06IkWwkqz8t4bQ1bAfLheDqQ4/vEcBageLlzDUPR94bvhZnFScQhhFwubhJr2qmP7+Z1JlyzOI8spOKmXfbhbz6LyNk9lH9q/Pdht/2hPRxLXHDfB+O/dSAqyX+MjFjfg4zgrgN4PjJSe1hxyT5V4cYu2ysAygC2zOzpAN6EjIj/Y2T3bYgsa4rW7RSADxWc19+rE8jU+e6Eei5MvoSjjSNPsEejETqdzg7Fjw0q1Q/GVjPW+vjx42g2m5idnd2honjXvKYsA/LxonoMOx0qIJqOiq51Hk8ywmV61VVK5YTknr8NBoO4+pkSeV4vO0Izi8o1M0kwfESVIFWv0+Syywc7aZIAjW8lWeGEq2PHjsWJYQxRAhBjSItWcuSz5vOneuwHWZq+jG5v9eiwLB10qXufJF3TqGkudXpmPAGp1Wqo1WpxImSv10OlUkG3241K1ZLRAAAgAElEQVTvQq/Xiwq8nlcV9kSwrwyUTOrkVwAxQw09Zxyg8ZkyllnT4AHYMWmWxJZ2D2DH6p0shzbq21Fdvp0knnapYSsazqSeEarcPDffB2A7l/fMzExU1Pv9fi67CcuYFJKVvCzXLkIIW2b2DgBfaWb1UByH/Q3jv3/hD9/DKUjCTyALiSCW9lfTXfEEZDHXLw4hvJEbzezrD/Ecl4MXANgC8M2qxI/DZ5Zlv7PI7pOHv1ccFH3JhPM9ePCqXl0ceYI9HA6xtrYWGzzNfEBCU6/Xc3+pYJMwqCqnpIONPxU4VfLYmfB4NvbAtgKjS1+HEOLSvkp0SLDZwfF47bhUhfHkWOMFVS3icSTYKysrMRWWLoKjalaaXHZwkLyEsL2gEIkoO3VOZpyeno6EhZ22LgBSRDC5jc+LcbBUvnUgB2znWtf4aSXTLJMkXlU52q2m2lMSRdtRQgRskxlOGiZJI8EulUox/IQESN9bJTAJhw/aJhd74QBQlwtnRphms5nz3jFMrsjD4EPl+PxYLsOfOIADJntS1HMyifAy1ApAbhCrdq4DQB6voMeSHkwNLdHJxKyfX3ysyDuUcM3gFwC8FcDPIIsDjjCzm5Hlwn5nCOFvC469FO5FprS+ENniLcQLD1bVQjTHf5W8TgH4jkM8x+WgiUyxjg25mX05shAXDRF5N7KY8dNhOwa7AeDrXHlvRvZMZkMIb7uSFX+0ceQJNpB3obNDIIFhaqa5ublclgY2sDohxrsbdXKZTpjRCT5shD25obrI+hWRBnYqTLPHbCSeEAHbHQxnxDNcxCvRGtYyGo1Qq9UimSmaaKmx5QmXBz4PTcnHAVmj0cDs7GzMe03vBTt0T2JJNjTHtarWDC1hvnaSDI21J2FVOweQIyHAzmWjVc1WRZsEo9FoFKrsqkbTljkBcnZ2FqPRCKurqzkizTqoQpkI9pWDevr4zDgo0tSfJNhUn33WDmB7sMeBFfchEdewKA70dA6AtrO7xTd7As/3gH/VFgkl+d6uVLDgwIFq+fLycm7A6RVrbTMTrk2EEP7czH4awCvN7CZkOa8vAng6sgwcKwBefMCyL5rZLwF4hZl1kGUReTqyUAkAOAz33EcBfBrAa8xsiIxov2z3Qx5VvBnZRM83mNlvAXgSgJ8E8IDb7xcBfC+yiZKvRBYK80Pjv7ETCCG83cz+X2Qx2L8I4D3I7uNNAL4WwMtDCH9/Ra/oCuGaINgkp5ztTiJdq9UwNzcXQ0EY16wqMBt7kmZNGaWKBVUTTvrSWFhNw+bJrkJztippYiemBIUqIXMc07XbarWwtbWFbrebyxmrM/dLpRIWFhYwHA5RrVaxurqKEAK63W4MFWEnwvMnkn15UAUbyJ41J4IdO3YMMzMzuOWWW7C0tJQLFQK2SQWJMwlLkXeELvu5ubkYHwsgknpdfpplk+xriAl/m0Ro1XuiJEMzj9D+GP7B8jiZDACazSY2NzdRqVQwPz8PM8Pa2hpWVlbiUt2ask3rmXC40GepMcmNRgPXX3895ubmcOrUqWhjGnOssdB+TguJNbfpdw1zox1zYS6WrWXyPdABql+DANi5dgDtnJMWNzY2cqSdK45SYACyd7TdbseYbIbfXbx4Mb5LTOPH94GDkUSwr22EEP6Vmb0HGTH9LWSq62eQke1/HULwcdD7wU8jyzjyjwG8FFmqv5cA+O/IyPtlIYSwYWbPB/BryOp7AcBvIqv/v7vc8i8XIYS3mNlLkZHlFyCLs/4/APxLt985M/sKAL+C7DrOA3g9gMXx/ooXAfh+AP8IWZz5AFm2kbdgf/HtRwrXBMEGtkNDqE6zk+CkHJ2IBeQn+ZFkkrB4cu0JNhtYEiONPVRCA+RnxJP8Mo6Rqp1XWVQx0jLCOBaXpBvIx0JyX3ZyIQTMzMygVCphZWUlKp264Ajr7NWphP1BQynUpjjom5ubw+zsLBqNRgzd0fuunTdTpQHIpQ4DkLNrzZethFhTjemEMO5H2ySZnTRJWOO7ddIZz1kqlXJhUZolh7/zvZyenkYIAbOzszCz3Kp+JEgpvvXKg+842xymiOTcgFarlbMrH+6h7WOptJ1hiWUzblvbLhJo2h7bpiKyTPFBJ936gZ5693SxGdoSCTbrz7aRYR++fdY0fvS0rKysxHdJ99dJ6QnXNkIIb8YelyoPIRR2jiGEtyMj07ptiIwE/gS3mdm3jP/9gOx3D7JJirueJ4Rwf8E5/g7A/1pQpd9w+91UVG+3z9sLyr97L/UYb78HO6/jV5Hl6Fb8ecGxH4Bch2Up/T4AuU/j/UYAfnn8eczgyBNsKock0cB2o07CTNKiDaP+NbO4DxVEP3FMFRolykoGNH5vUsYPVQB5DEHCoQoT1WXt8BjXOxgMUCqVsLGxgW63m5tQx/rTPTsYDNBqZYst9Xo9rK2t5cIZfF0S9gcNI+Izo7v9xIkTmJubiynONPSHBIGTA5mPnQowFTdV0fyEK2Cb3PA42gLDg1RZ9HWmvepiGzyGx3F/1kEJDidNMtWZqtm0e4Zm9ft9NJvNXDpAfYeKQgQSDg9eaZ6bm8PMzAwWFhbiaodsO1TpbTQaccDIbarmqm2QQBdljgGQW0RJiau2s37Ogdo7BQZ9L0jqmcXGTxamMMHBHdVqttF89xYWFlCtVrGxsYFOp4MQQlSytZ6JYCdMgmUrQH4dMuW6j2yhmR9DFnP8V1exakcOZvYqAJ9EFvKygCxP9hcgC/14zOOaINi6IiKwrUowLpCKNsmMQsMkuB8JNhtvHx9IpUTDKrifdg6EulS1PDbS3n2vqos25noODQ2g+5Wqjb8+uoK3trbQaDRyLlNPuBIODn3GHBQx/pqKc7VajQMoDQ/SRTfUy0HbUG+K2oeSD2DbRvykMu8VYdlKUrwNUrFmuUWx2vSqMN6fCiKVbe7Pd5EhI7THojkAyQ6vDLyNMHyDXhH19HF/2jEXQFJhQhcx0vAh75Hw8fVqy4T3Gmp77sms2ryPJ9e2Wyc+MjRQ20tNhcm61Go1bG1todVqYTgcxu+qiOv7l5BQgDVkuZn/OYAZZCn7fg/Aj4fUuHkEAD+FLOVgAPBBAM8PIfy3q1qrRwnXBMEmEaAS2Gg00G630W63MT8/j1arFWNW1T2p7kbfkWgjT1XPq23cz4dy8Dc/+cur5toRcDuAGP/HDpAws5wSz9jGra0t1Ov1nJKtMYyqIJJkA4jZLgDs6HAS9g8dAFH1m56exsLCAubn5+My00owvP140qJ2AyA3mNQVRUnIlaSHEGJIig7U/GQwqnulUikuda2TaNXNz2Oolqv9cvBWq9XQ7XZ3DHpDCNGL0ul0UCqVoidFs+0kBfvKQCc5U1Bot9uYmZmJ6jXbSbUnKtVsE9ne+vkkeg71hHhBQcPYvHJN8urbI7ULlqPZQ1RQoZLNwQLnBISQrTq6ubmJTqcTV3PkdfI8ZoZjx46hWq1iMBjEiZS0ddp2QkIRQggfBnD31a7HtYAQwk8hI9iPSxx5gg3kJ+FQJeSiCFzal1lFqM5oWj6gONZPG1Wd/a7qow/5YFlKtouIlIaYKGnXyZJUWlgnnWjESXCsA8+rOWh5jMYkclW+bjfL2T6pQ0vYP3j/eN91sDc9PR1jXL06zf+VoGuKPA2bUNILIDdAVCKtcf3qOdFBJY/Xd4IKNM8FIHplaGckMkwzSDtlefxo3TUNGgeOHPCS3KcQpSsLDty17aKN8qMx2Co8kLhq/DOAHc/Zq7tepVYb9RlKAMQQEL/4VRGh1TaapN7Pa2G+bPXS8BhVu3kOtq9U9huNBjY3NzE1NRUFCa1fQkJCwkFx5Am2xvoBiLlcmRLt2LFjaLVamJmZyU2GYYyedgCj0SguhAFsk12Wz0ZaV0skUVASQ8LCeEXW05NpADni0+/30el0ooLI3zXedW5uLqbRYkgLiZHmL2YnwslkAOIyyYwxpDrOZay58l7C/jEcDtHpdCLxnJqawuLiIk6cOBEzNCwtLeUmOapXhMSXqhrtkwNBjTkFtkM+qPppGjUlMVS0gfykRiW93rXPmFNmJFHbNssmxumglYNQP3GT16eZRvhdB8Obm5vRE1P0jiQcDjY3N3H+/Pm4oMzU1BRmZ2cxPz+PhYWFONmxaIVa9epRpd7a2sL6+nq0E/WuaPYQzSFNcYCquBJsJedFQgfBGGuNje52u7m5LkyFydAsHcDRpjc2NmLMtmZrYt7vEALa7TZCCOh0OlhfX8dgMIhzBxISEhIuB0eeYDP2WFdAZAOpy/4q0VC1hB9PeLTBVwKvKohO+GGnwn1UsfYdhap9JFtcmISNtxIvYDvmkaSYpL4o7rdoAiaVHJLser0er6EodCBhf6Adaow8Vet2ux07fJ0wyONoT5oarNfr7SDD/nmSaPB8GloCFMdNq01q1huegyuQKsHmcSyP9kV7pt1zwOpDSvR4VTp1e1FcbsLhggM4zQjCwRLbSk17R/BZ0WZIrDc3N9Hr9XKDQQ1LA7YnNKonRds0jcHX0BPmplb7ZHtIG+WHdqmeQbZ/mmVE7VFDSvjO6GDSZ6VSBX8wGBTOd0nYHWaWRs67QMU5pgOenZ0FANTrdSwsZCuCM/yQ/2tb6svTd1d/50CWi6EBwPnz57G+vo7V1VUAiItRAdjR/yQUI0zINjMJR55gM/cpkKnXVGS4Yh5T67HD17hqVXjX1tZyaq+SFZ/WaTgcxoabJLlooprvTAhdJQxAzA27srIS8wPToHWyI8/X7XYjSWanyDhBgudmJ0JyPRqNolueK5hp+qqEg4HEcWpqCgsLCzh58iROnz6N48ePY35+PpIYKr7a8G1tbaHT6aDX6+GRRx7J5d8lfHwy1V8SEcbkU7FTksBjuU1zZqt6t7q6il6vh4sXL8Z3QRtmJSm0P3YCtH+WzWWoaWsk61NTU7HR1jomgn3lwbaqXq/j+PHjOHXqFJaWlqJ6TdvUNlKf93A4xOrqavS0cUVOzX4E5NsqCgIabqeEV21UBQMSdgoc+n1tbQ2rq6u50DdPsGmDbOd4fT4rE7A9D8FnGgkhxMm4VPypfFM5T0hISDgojjzBBrIGkuSi1WrF9GgkID57B49R1Y6KDMMtGI/HfZVgq+rIRTRU9eZxOlGt6LuGcfCji9YowWYdSFRqtVqMny2abKRx2exw2Dmwk6WCrapmwsHBVF8MT+IAT1U0Eg99ZiS73W4X3W53B7nVwZqqhCQC5XI5dvgkSUWEVd3uPK+SJCqC9KD4ybcsgx4XLlrEFG60ew2noqpNokLSQ0Kjky/5TiZPypWBmcU5AUwbyZVuOcghtD2j3XES9fr6epxMrd42Py9A55MA26qZqtFFddTFvtRjyPeC6SA1xSgJOjEYDOJ7trW1FT1HfiExH7rH7EwUH6heq62mgWDC5aBcztbUAIDjx4/jxIkTAIDFxcU4CZyed0LFOv+e+n10v6J3zIca8v18whOekBsos28AgLW1NZw7dw4AcO7cOVy4kK3D0+v1kjB3GTjyBNssW4VrYWEBJ06ciIohl5L2Lj42+FQ/ut0u+v1+jEOmcZG4ePLKBp/xhswWQpcrySxVZc3yoGEcSlS4KiPJtZIb7Yyo7FCtppuIyqiGA3i3KLOMlMvlnOuH6raqQQn7R6mUrZ65tLSEM2fOYGlpKSrXVOm8V4QZCahcdzodrK6u5gZYOrEVyLvqQgjRbgHkFv3QUAyN89dnTSVueXkZ/X4fa2tr8TfWQcmEen3YqPZ6vRiXPT09HYkzoSSrUqnEWNn19fVYZ6r1GnOecPioVCo4ffo0Tp48iZtvvhknTpzAsWPHIsFWgqqDHc5NWV9fx4ULF3LhQyS6Gj7E9omkVsPQlHjr86Yw4UPe+L5o5g+2XzpJXckyBwNmhsFgED13XEyGhFkHrvTAAIhlVyqVmC9b+xKS8ISEvYAhHTfccAMA4I477oj/M7sXkA/j4MBQRT6CYhm3e+Kt2XZ0mw8T5HY9B738PF730/N3Oh0AwGc+8xl88IMfxOc+9zkA+ZCThEvjyBPscrkcU/JRudYUTWwUfRowJRm6OIbGRxflJOZfVZhJfNkZqMpIeBc/t5GsszzdT/+q6gggdiD9fj9H2r1iyZeMOYpVueYxXmlK2D9KpVIu5lrzButzIamgOkA1UFU5zXRQFGIE5G2HRAJAnIDLUCdVBNXrQpvjYjQMS/F2CGw3zvyrNghsk2wq2bpiKq9ds/tsbm5GJZvvp59ImXD4KJfLmJ+fj6uKMmzCh+iwndHJjBQiGH+sc1Z0cSvt1LmKKImCvgO0xaLn7ck9Pwyd05A9tdGi8Ba23YzVZrupk4KBnSvg0kNYq9XixEfaNr1ECQkJCZeDI0+wq9UqbrrpJlx//fVYWlqKsdfsPKggAogdAt3xOqlQCYcSbTa66q7kxDJ2ThpqwclmHA3yGO20lEQpoWGDr53UJDcPVZbV1dXYkWkHx5Gozt4nCSyVSjGGUpXv1GkcHNVqFWfOnMHx48fjqniM+eQAj8R6Y2MjxrKeP38+qoM+owiA3MCnKCOIDg77/X70qFCRq9frUbmjm13DkVgfDU3SD+1PlRWSF06yXFlZicReM9xw4KcDgbm5uRiHXa1Wsba2BiDLi03lO2VouDKo1Wq46aabsLS0hJMnT2J2djaq15phic+Vkxlpr/R46LwNnQCuogSwHaahEwa1PWVZbPc05psDP7VLdV8DOwUP3c72l+8UPT200Xa7vWPQqoPR6enpXAz36uoqVlZWolCTMi4lFIHtZLPZxPHjxwEAp0+fxvz8fAz5MDN89rOf3fV4IK8aF01gBLDjfdBJ7pdTf5ZXdB5Vuc0MT3va0/DEJz4RAHDx4sV4befOnYthhIlbFOPIE+xyuRyX+6VyqCq2ZsggwfakQlViHx9Isu0NXxt1zRvsU0p5VVpnxQP5VSf97HeeV0mOGjw7uHK5HAkOO4iijCZUbrhym1/Bjcck7B+VSgWzs7OYmZmJ7mQ/4dXbH2OefZYaPr+iRklDQPQvbXAwGMSYbJIbn77Re0V0cKYKoNqfuuzVjQ8gEi6eWydZaj5iTjwbjUZot9sYjUZxZUcO/GjTCYePcrkcF5Rpt9txnooPA9IBFm3Vh+54UaAo7p8DNF2gSweamqtfO23an3oVvZ1yP6KIgPi2knbqw0SA7fkx/E4bbrVaGI1GaLVaMWUf1fCEBGA7He+xY8dw/fXXAwCWlpZiKJGfH6Xvg/c4TyLVnoMUEV8er31J0Xn0uKJ9dvvNg/vwHjBMF8hEwIceeghAFkpy8eLFeP0JGY48wa5Wqzh9+jROnTqFY8eORVWGDSRng7NR73Q66Ha7UcHl755QaINPaBwrkF9Vj+oI3YskVNqBEDRaXYGPao0qyhoqoJN5lOB3u904850ueBIbLtOt5QHbHe1oNIoT8jSuKmH/mJqawunTp+PkRg2XYAypEtG1tbXcpEZvK7RDkgxPatlg89mTQFDBpnqtyqB6U5Qg1Wq16Mr37nmSY9qT97CEEGJoycrKSrRjzgvQlHAActkqGC4yPT2NarWKXq+HdrsdVY+Ew0W5XMaJEydi5hCGMWksNUUHnfxdlCnEe8p8DDWAWBaVYQ2Z4lwS9fCwXCC/YBGwrS7zPATroAsr+VA8YLut7nQ6cSIvJyXzXdEMJjpoqNfr6PV66Pf7aDQacY5NQkJCwuXgyBNsM4uqtcYTKvElGWXcq67I5Rty7zYklJSw4fVx0cyOoHHZbOyLRp/s3FTp1Ik3PhZWy2I9tTMEsKPz0fhz7qv5XbliGfOGJxwMXNyi0WjsmEDFEB6SWNqh96LoAE9DQbwSByBHdtS2uGiLLt6i6jOP1eM5k1xt0MdE+xhdlsN6hRDihDCtu0/Jp4PQ4XCIdrsNIBtgMnQkkZcrA20r1cPnB1XaVnBg6D17qvjyN22XtEwNfSqVSlFF5uRWJbO+/faeO70WDVsqajcJXo8OBtk28jo4AFTbUzvlSpc6+T3h8QuGe5w6dQq33HILgGzCYlHbpTbuodyg6P0qOsbb9l7PQ0xSxv1x+t1zGN3uw1I0scKZM2cAANddd10U8D71qU/h7NmzyVOJa4BgU41ttVpx9S3tEJRoq3LIHMCe3Gjj6Q1flRqN1wMQOxKGa2iHoRMQi1yp+iJpeezgiKJOheSZxqpx4apAmlludj1VH+aIpRqecDBMTU3h2LFjuUwentyaWcxYwzkAan862PIdvaZ0VFssUpN5HpIYVREB5EgT3eXAdqdBW+a5dDBX1MjSdofDYczwMD09He8F48D5P4k//3J57l6vh1KpFFNYJRwuSqVSLoyJ2TX4TFWRVjFCJxb6NhDIh4sA2/MG6F1REl4qZRlkRqPtfPxUs4HtjpxtM4Cccs19GWqkCjeP1+0KnVfAkDqSZwoN9LrogABADKnhIJKZexIePygi1TMzM7n3R1EUalEEFdC8t1nL9ITXw59n0jn1Xb1c6KAWyMdn63m4CjUA3Hnnnbjllltw3333AQAefPDBxy3ZPvIEm5MNNf7Yuwh1W1HMtVcDvVrnVRQSW83CwWOBnQohUJxFRLfrOVg+Oxv9zU9a9KEDCu1slOTrtbDMlH7q8lAqlXKqYNHgiR2zDgAB7HjufKaqEHr3t7eXIhVP7dA31CybxCWEEENA6AKnkkj4Rt8rH1QqGW7AAWK5XI5hKCQvTA/JBWk4OG40Gom8XCFwsO2zttDufNup7dckBbmIPHhyqvvzdwoI9PSpCubfDfWwMKyEtqkeHX6K5sHwHVICT9GBAwhN+aeDhaLwlpSKLCEh4XJxTRBsTm7UVeyKGlhPhL070ZMcharbuoANCQU7AGBbueRx3nXpz0+Cy8UN2MAPh9kCJCRkSqx1SXQ9h4+x5Sp/PB+vUf+y40ohIgcHnwnjOTXsR5+nX8BFnx+3FZEWJUNKqnXgxO+6PLWZ7bBX2hyJi9oTSQ/nA1A9Z0YJvkM+hATY9rpoGje9Zs0HTwWTg79+v48QAprNZqE6k3D5YPuhgzi1U2YPoc1odiRgspvY2yYHUapAq61qO6mTDNVGWR6wnT2HtlSpVHbkwSZRpsdG5x2wjjyHrzuvTQejnEcDIA4IldQnG338oFqt7ggFUS93kWrs+3mPSe+Rihi7KdKTlG1/3knnuVToyV5RJN5c6jylUgnz8/OYmZkBANx888341Kc+BQCPu9CRa4JgcxIWOw8lmEVKXpGKy7/+N56DHQPJsBIFfdm8ywTYaXT+xStSL9kpqUsT2FYRVaXR82toyG6K+qRrTzgY9JlzwKJZCkg4JrmvtRz+1efmnzVtRRd1UeLtPRS6yA2QtyOdf6DE2U888/bk8yf7emvdOajwE9UYJqCET68p4fBQNAhX5drMosdB21O11yIPih/4EUWZjIo8Ldr2TSIWtLci4sxzqfLuPZh6jZdS1tm2enVfj0kx2I9tlMtlLC4uAgBuu+02zM3N7bA5YDIpndTP++PU0+P/361sLcd7QhXab+g5i/bx5U8iy5POwf8vRfD9tc7NzeELv/ALAQA33ngjPv7xjwPI0vw91j1FR76nK5VKOzJlULml8qZqiifRdMHzo4vE+Lhs3ylpB0Kyo4oQUUTsiwYAfmKRGrQSNK8W+Q6K90E7MqZt04UitKwidSdh76DNMZ5Z7ycn0zKmlZlEmKpvklseyC877kEb1MZPw0U8aWV9PGnipF/NcexTqNGuaZ9q0zoA5WBwfX09EjYziys3shySaA1PYvaTRLCvDPg8OA+AWWaUeAM71WRtm+jF8ARU2x8fn+1DPlREoOdOw1aUZGjbzHrwvdG4boUO6BQUY7TN19hyKuA8lu+JvisMBeMqugkJCQkHxZHv6ZToqmrm3fHA7kqyumb4vyfYnBSjBJsdTAhhR9oplq/KjEIbdmY10Y9XMX2YCztG7WDoKtVwFB1w6CIjPoVWIjYHhw6WVFVgZ0+CoovN6EBHj5ukfiiR1pG9khKvPnpPjC8TyOeIV9tQgu3VP//OqKtf831zUEibZAiUV1M8SUs4fLBt43PWsI1Jq8kqudYP7cGHqHnb9zatpJzkWm1VbUnJL+uh7boPVypabMZ7f3RAyPuh7x7Pqe+AH2xyQmTCYw+tVgsA8JSnPAUnT54EgNxgE5iszF5K8S1SgJVv7HYO/e4FlaJ5Xf48vm5F5fJ7kXJetJ8va7d7oPuqeOl/W1hYwLOe9SwA2eTHj33sYwDwmE3AcM0xLjbI2sF7IuHjnPQF8JNm2ImQFFAF0VhbGiWVGM0XXC6XY25r74JURUZVTXaArCOAeB6dpMnfdMKjqlH6srJs5l1mJhUAUY15PMU+HTZIIoF8hz8aba+2qAq2rqSoHTuAHSQAKCbwHBwxzSLVtWq1ilarFUmM2iFVTF39kzaj9VIbIwnjREWSDu6nq/GxLJ3MyftDgsRYbwC5QbC+IwlXBoPBAJVKBb1eL0d8aXt8Tn5JdJLsovjjSQMvlknBoV6vR3udmppCu91GrVbbYavsgH3mEu/l04mLtB2Wwzr7HPPA9mDOh82xzpz7Amyv/svJjvV6PaaWTHhsgALdddddh9tuuw1AljVm0kBfibAnkQpPrPUdKQqjKCK3XmDZ7Xg956Tvvlz//27nvBRx52+XIt98FyfdNwp9Z86cwcLCAgDgox/9KB588MHHXMjINUGwi0aKnogquZ6kqEwamSrZoerDFHcMCQCQiwVnfTT+VTseVUR8XVQ19OnaNBSm6Br0WDVgr5SrYpWyiFw+lBDwGQA7lTRvf/qslDjvFuPpB2/1eh2tVitHXnThDB+WQZKrv3sb5zWp6sB3RCcS+7kAReXxeB38qTpY9Em4MtD3n+1B0eB8UqYMH7/sPQ/es8ZBnwoSTBHI9Hh+ISNgewLkpLaR9eBvtE0VQoqIg+5fNNlTxRgq2STYbPuTgv3YQavVwpOf/O7uxA8AACAASURBVGQAGcH2/S2hbRm/c59JavYkpdqTUD2P9zL67x6XKmvScb6MSfUuOk8RwS9SqpWv7KZsT1LHAcSUrXfeeSdOnDjxmFO0rwmCTZWB7mnGkVK9ZkfObUWx1Z78+v2o5FHF4MID7BxU6SO8gu3jCfk73eaq8BUZuZ9QqX/5v89Ywfvi1XJNT0W3Z8o/fHCMRiP0+/2YBUOVW9qXpucj2VX70xAgoFjRICHgojZzc3NoNpuYnZ1FtVqNtqZ2ostCKxnxKfNIgPQ9UlLC90Hj/pWI8Tz04mjMtifcLJuq/vLyMnq9XlxpNeHwMRqN4iqZzWYzvv9s0zS8RwfgQD6dpxIFDUfynjSS53a7nbMJZntibnSGiWgdSqVS9O7wXWEeYvX6ANvvhLbjtDMdLGrsNz09VNdpz9yX7b/OmQAyda3ZbO6JuCQkJCTshmuCYAPb69uTXCo5AJBTr7lf0SjsUi5qdd8TqoLo6ExVESX07ECUbI1Go9hRaV5YT/h9iID+riRe1cAilVRJnYYCJBwcGsesKpqfUEWoGkiyUBQHC+zMlU0yrSty8uNV491ckNyPxMPXhcfRppRQqxII7IyjpgKoAz+vhPCera+vx+WoU6jSlQMHPL1eD6PRdmYOtj36jFUMmORGLlL5aAO0R4aG6MBM1WNvp748bV85gKNd6QBQ6+TfnUmihXqVVMDQMtif+EmgCdcmzAxLS0sAgKc97Wkx5OdS4Q2Twi0mncP/r+3wpHKL3gF/jN+nKPSk6JhJ3MfXZVIZOjfCX9Mk1bsIvi2ZpIArKpUKbrjhBhw7dgwAcO+99+Khhx4qLO9awpFnXGzs1tbWAOzMyUqS42Ovldx4lZGdPh+cqn+qBjP2tFarxcZfOwtvrJr2TJVqJeI8Jzs2uieZ31UHDqrcMCYRQOzYSN5J2lXFIfSlTAT74CBRWV9fx4ULF2KmASpxnrgQnvx6L4cO1mjrRRNpvb0podDyqEQrgaINMsZabYkx5MywoKFJSqT8+8Qy1tbWYhiVKuk8f7/fR7fbxcrKCrrdLtbW1mLGkYTDB714w+EwLvJDJdnMYjYZP09AJ0n7OSA654TqcLlcjh4+zcMObNu6ekboYfSDUnWV68JeGvKm3iEVFnz4EttXbU+pyOvy8dyfdWX2FPWKJlybqFQquPXWW/GEJzwBAHIhnpMI6qXC9SZhN4I7icgTKsDthqLfJ4WMTDpG+xD9TQecup+/H/46iyZt+vMVeWaL6uYHBRwMPfOZz8QnP/lJAMAnP/nJazas8MgzLj7QwWAQVUPGyWmj7uNJVWHTjkMbat0X2H7YRQSICrAqejxGyZO+UF6RVsWEnQjrp4Rf4xDVLRvC9qI3dKdqhhC6bYFtwqbxtGly2cHBe8gUdbRF2qcOinSAR3vjM1fiCqBQLdYQDi68QfIL5D0nGq7CcnRwpurg1NRUzsY13IrEi9flCTXrpx6VEEKsL+vgF+zgsvG9Xi/+zwlmCYcLbe/YDnHJcF1VUQdfPnMH2xeNtae9aay/T9WnNqHCB3+nrfnsS+oZ1FA8hjexnVYlWo+dpNqRLHOy5/T0dG4isNaLISKazpIe04SEhISD4sgTbJJrH6+nqrMSCt/QekLrR5aT1GhfBxIPnUymyjjPp3+J3UapWn9VoFX9VnVGr0snjLGT0mM1LMCPVhP2DyWz7JzV1mgfeq89CdBQCmA7Vpn7qgqnH7V/73afZMusi07w9QNAH1aig8Gi70qmaWN+Mpleg1f3OWhIuDJQDwSQzzVdNPjyNuRt1ef+VyXKe054ftrIJLeyrwMFi0vVr+g4r5b7PsCLJUr+SeCLBhyPtWwGj3VwleInP/nJuPHGGyeGVaide5sldgvFKFKm2d4VnUc9jRw8crsmTODgT3/j/yroFb2rBNtV5TmaxclPMlc792q63hsP3+f5e1YUbjMpRGTSfZ6amooZXxqNBj760Y8CwDUnzhx5gr21tYVz587lCCMNjrO9lbTQJeTjiFQh5O80BL8iHxtbqjmsh54L2CZPXknU87JM/+H1cMliADFWsqjT4UvMY1U1MrMYkkKwfIYakNwkHAy817pMNF3e6i0Atkmo2ph/7ny+6pLnedhQhhCiqqznDiHEcA8ltTyGZanLHcjbo4ZLFXlZlMioS1BJFjuFWq0W3e8asqXKoLr9kx1eGfD5aTupIoO2CbVaDaPRKHo1dCDO7fz4cCTGR3Nf2gTtjJMZObjj8eppGw6HuUmHQHHHq/asJFoHmvpu6UBASboPe6FS3ev1sL6+nsu8ojm4E44+ms0mnv70pwNAXJ3R98Eek0gevxeRamA7DFQJcaPRQLPZjOlwW61WJPyco8Bj2HYWEVAVb3hO5THehrVe2i7r++q9kV5goZ1r6uD19fVIZPv9PtbW1uL3Xq+XI+yT7pO/h3sJESkSbwDgpptuiqEj73//++NE7msBR55gD4dDdLvd2KAyzrNWq+ViilVdZqNPFzaAnHtciQS/q7FRZVPlnIRbYwWBnUq4NyDtAPTc3rBUdVaVnPAqjXZcrLMndl6NSgr2waH3n0TRD9r4nSRHlRFVkdW9PUlV5vNkaAgHX4x7VcLkVTnvUfFERMNDiki2t2nWy4cAANshSj5khWXuNvk44fDhO1Qg397xOXl1mu2N5k9nOVSjfbtC8JlqCBRtdJISXaSc+0GehvT5ycHaFvq2Tuuk59dr0UWX/Dug5SQkJCQcFEeeYG9tbeHChQtoNpu5CWAcLXoFj6NKbdypqFEd9LPG+ZuWxclZnMxDVYYpnDjbXdVxIK+AK3S7z9TA69A6kMT7joe/1ev1qBqORll6Ll4HBwO6ohuvM+Hg4OCOzy+EENVA2iaJicZM01Ohg6wiV7TaqVeTmXaM5+fkMmZwUNLjyQL/krBQWaYa4Qm5J0AsiwTKzKLtcREchqN0u91of2qP/F89UAmHCzOLNnIphU7nbvDZencvVWm2S94r6OeH+HaQ9tlsNqPdKin2HhV9J2ijunQ7sG3bnlwXTU7ke8d3p1wux0mT3W43KnW64qq2wQlHG1Sr77jjDszNzQGYPPHvUuBzB5BLadtqtWLZMzMzUUnVWH4AcdIwkKm+nMh9/vz5uH0wGOxYgKsoRMMPYiepvrxeYOcqkaqUq7KtghCTJQCIXkgg8whwxcvFxcUdYib7i83NzZh8YmVlBaurqwCA1dVVrK+v50JRtO5637TNmfTbaDSKC9LcdddduPfeewEA586dw1HHkSfYSoq1sye8a8S7sVkGj/VZHjypAbZfBJIBKiD9fh9mhnq9HjsYYHJIiNaxyCVUhCL1UBsNJeC6wA07CZ7bZ7XgfUw4GFQN08bM/0Y78wob91Oy6wdifjCl5Ia2MBgMUC6Xo8uOZKpIpWbZnrz4zyTVWsvxyiGwM45Qw6p8uYrkSbkyUI9KUZvjvWxqt0WTZrnvpLkrfL7aNlUqlTioHwwGMNsO29P5M55AeLv1Hhae81LzBtSjQ4+n5sNm2+jnBuj9STj6WFxcxDOe8QwAGSHUNmu3Z0hyWavVIlmem5vD4uJi/M7sO0CeRHY6HXz+858HgJhyFNjmCzoht4gE70b8/Xup8MR7UriFtquaxOFSXMOXpeV4Us71QYBs8KFE/IYbbgCQEXf2BUB23y5cuAAAWF5ejveTIgywHQev90DbIdZ1fn4+Pvf3v//9R55kH3mCPRplkxw5ouTDZyPJB+Jz9TIkRF3ujPujkuZdjzrZhQRaY7Y5G79er0dDL4qB1U6KnQ7P7V2WPGbSS+XJiC70oSmIVPVRQqUru3GEmbB/KGHmffdkk/H0dMX7CbE6wLsUidHvStxXV1exsbGBqampmJWB+6i3RskzbUBTs6ma6CeksU5+QMZ9mPKPKraqoIxnZdw1Sd+kOMCEw4Mq2J5QUqGm1402xX2AbU9ekQjhvRtAfkEYVcVLpSwVJBXjcrkcB/9sm5XM+4/aryfU3jujJJnvID18U1NTkQQwpWa/3y9c8VbvCT09CQkJCZeDI0+wgWKXiS4FrGnLlPSqwuLdfzoxUkd53FeVSCWq/JA0+45HO4qiTonffeygH6XqiE7VInX5eOURwI54QhKljY2Na24G7lEDnwtQPJvbh1aoHWqYhZIXHwak59Fnz22qDlYqlWj/uxFsJStqF96tqOq62pwq9yRSDNXy75cf6Ok7l5TrKw+1Ow6e2E6SgBfZaVHYxm6KLp+52jP3pXK1sbGBcrkcvzOMiPvq+1DUFvp2siim339XDx9tVCex+/oXvc86HyfhaIFhIc985jN3XZmYoQ+tViuGFywsLGB+fh4A4hwBAFhbW8Pq6ioefPBBAFm4A/tKVVm9EMb/fbinwvOW3d4n/b9IdS46Vvt//x4CKOxris6jfYEKLj45Qrfb3aFws2z+z5WwZ2ZmAACzs7M4deoUAODWW2/NeWM7nQ6ALJTm4sWLOXV70r3SXNnve9/7ABzdcJFrgmD7xtjM4gPodDo5BYKKoTagqkrzL9U/7Ui0UaXBjUajqNTwpet2u3FfVW1YT8bz6USdogUSdF+Wx1hHqqAa+6TuVv+iU9HU+FcAUVVcX1/HysrKFXxKj22EEGJcGb0RJDF8/lzQg8+NNuttcRIhB7bzZlM9ZhYHlkO7Z35fVQs11l5Ju9qdkm1VMHXw4Oun6aMYD071mtdIEkdyzVhsXq9OhkzxrVcGPo5TO8fhcBhj5RlWxGehbaCS2kmubfUKatvK7yT2uppktVrNTRLXOGcdDOq74tvm4XCYG7gpdNIm10mgl4/14bm0fB/2xXMkMeLoYXFxEc985jMBIEeuNdzj+PHjWFpawvT0NICsDSNpu3jxIj7ykY8AyEIV+IzZvxeRWu+98QSV24GdZHbSfsDOycjKXTSEiu8ZkF95l3+LBogsz9eJ76bCh9JOuuZJ+6mnXuPLO50OHn744R3nqdVqMaxkZmYmrtx45swZPOlJT4pl93q9SJofeeSRyF10kbRGoxHt4X3ve9+RJNnXDMEugqqzjJlWBcercEA+j6+W7Y2l6DedgFMqleKS2TxGBwJKZPyKaXTR+3IV+uJoSIl+9+p10chV4xlTDPbBEUKIYQ/q6qb7mx8lLzrxio2Wb3h9o16kcutv/MvJiv1+P0daPLzKqMR7Uqei8J2KhnyozRe59v1ETh9OlXC4oF0ocea95zPzZMLH7mtbCRTnwZ1Egv3vOqFWCS1Jr3pA9OMHo0VhJL6uGnfuPX2skw46eP28T7oQGdvohKMBqtbPetazcPLkSQAZkT5+/DiATNHks+73+3jkkUdi3uROpxM9KJMm2/m2eTfV2beF+r9OGGRqPnpRgJ1p+vT4jY0NdLtdADvT7Gl4bL/fj9fBATOQX6NB/9d6jkajHdnJiu6NvjsUMzlpUydq6v0oOr7ovlHsAzLV+b777gOAmBmOA6Pjx4/H537jjTfG4zudDh555BEAwMMPPxwV8Gc84xlHMib7miHY7DQ0kwiVPSoOul3jYYHthVjopiRBKFLtfBiJqm6jUX5VSWZS0BGjLn/OJag3NzexurqKtbW12Hh7lyTP5QkIX14aIf/ntahKzv21k1P3fcLBsLW1hYsXL2Jqaipm7tCll0lsGo1GfF5UxdhhU8kF8jHZXnXUgZ4PreBzJdnnNrV9P9ijHWq2BB8qouEsRcpMCCGqgo1GI9qgzongEtw6ePSDEp0UmXC4GA6H0aMH7MypTi+Mxmdrej5+57MjYVebUCKsooX3xihpVQ8b22+ex8c9M36ftkTFSgcErIcO9jSNq85R8aIHO3i24Wy7e71e7Ee44mhCQkLC5eDI93TeDaJEW+Nbmb9VVWx26l6lK3LNc3uRCuInJqoqrI08G3ISGYYUkGBrSiivtLN8PZ/GEzJVDtNNaYwUY8RVmdGOsOhaE/aH4TBbdrlWq0WXNTt7Tc+kOaH5vIBtt59XRDT2TaHkukgdLFL0FKrWqQdF1WS1cZIcHezp+bzrXYk/iZjG/+t2P1ch4cpgNBpFG2TKLR3c6GRHPgdPtHXgNemZeXVY2y6FV6S9Sq0DfiXYtCU9xqvSJO66XSeA+3SFfBdI3lWM8PskBfvo4Pjx43jRi14EALj55pujTa6srOD8+fMAgLNnz8b/O53ODq9LkZJatI/2nUXtFNt0YHtxGQAxDaWqztyPdghgxz7+nVE1mXWhgEfoyowqcGi76+coEIPBAOfOncuFt1Jpr9VqcTsHmzxfqVSKyvLi4mJO3eZ5GMcOIPIeXR+C0PhuBSMRGM5z9uzZXEw3Y+dPnDgR/z916lQs68KFC1hcXMSb3vQmAFk40FHAkSfYw2G20MzMzExUPviXcX/sNFQF5odKYlHsHZB3D2leV0IbYE9A2FCzPDbQ3W4XGxsbMc8wc7mycWeHp3GI+kJpPGG9Xke1WkWr1crVjeeiGsPsDUVLU/vQl4T9g/nYG40Gtra2Yl5rVeZ436ny0pNCck1Xmyp3tOOiZ0TyreR5EqEG8is3bm1todfrYXNzE91uNyqDbOC0sef/HAiygaftk7DNzs6i0Wig1WrFxpVZGTqdTm4ASQWStl/kaUk4XGxubuLcuXOxU1Sb5H1nbmodxPvVb7mvhmH4EBL1tuggTUm5tsN6Pp6LaU9ZFtsw2q1OHisK99Dz0KsyMzOTu0b1IA0GA1y8eDHaLOtGUcR/Eq4uZmZm8MIXvjCSu0984hM5jwvDA9RrU0TevOgE7BQ2fH5oklrND632y7YdQFyTQgml2mdRmBXPr79NIuJaf57PX5tfSK+or5+ZmYlhF0X3Ru8Fv/M9VFLN2PWzZ89GT0+lUsHS0lI8fjAYRLLM99pfD7BzFdeiZ7W2thbLeuCBB3Jkn899enoaz372s3HmzBkAwOtf//ojQbKPPMFmJ765uZlbrIO/8QGxQeQ+qgarElh0vJIJbge2R1uT4ld1IiH/UjFk7KGmLFPVxHc4qshwBKxhCPrSqctT064VfVQRSiEiBwcJQalUiiq25j1lA80cqkouAMS0kJp9hg2h/lUXu9q3Nt4+hInb+eFzV8+JKh/eU8MBgJ4b2FZZGFPIwR5Dq9T+1tfXc7ao8w3U/kjCEw4fo1G2gMrU1BTa7Xa0OW3jmNmDNkx4O53kaSjyhHkvoG/Digg2vRusN0PrGGLkY0i9Gq5hfmwndfKtV/aoylGQ4ERlvo/eTlNbmZCQcLk48gR7OBxidXU1rqpI5YFqi06oYswfV2LSfLAaK+vjUP0oschFRKXELw1N6PHqZuSH56NKzhGvKtiM3WX+1qL4btaZ6jndMb5z4Pdut4tOp4PBYJDyYF8GhsMhlpeXMRqNojpNMsARPm2gWq1iMBjEFUf5nHXVRXboJOq0Qz/pVckKy2C5tEUlIKzr1tYW+v1+JBWa4YEhHjrwpLrMc6ottttt1Gq1uJoqiTIXYVClukjBpu1RnUwE+8qANhpCiIMhXQwrhJDL7KEZkHTAxm30ummaPW2LAEQFXMNOGEpEe/EEm0SZ7bV+90KAH/TxL+s+PT2Ner2Oubm53NoALIf1p4dlZWVlR07u4XAYVTJd4THh6oDP8I477kAIIfZbGxsbeOihhwAgpp0EiiciFvXNwLZK3Gg0YuaRRqMR4/W5PxXX4XCI2dlZAIj2DORVXi+4eaiazWvzoX+TVG9Vo2u1Gm6//XZ8+tOfBpCltuMxmplJr9eLijpw1f91Hw2P8h79EEIMjbn11lsLr3ljYwPLy8vxXs/NzcUyut1uzAhS1A8UeWY9F6PnotfrxWcYQsDKyko8/s4778S73vUuANuL7lwNHHmCrXGc3jXuY/Ko2oUQcpPMgHysoY/p08lduj8bcZJ0xvaR9HqFnC9DUQw1SRiJko9jZX2owJBAaSorVW/UjTvJKHnvOLGn1+td0Wf1WIaSYmBnHD/vN0kDbcrPIKcrjzmstQHlM9ZGTQeIJMeMM/XzEYrqVKRw0y6VGOkAkLZKW+RgT21RJ6PpANKHsNAGqSDqJN+EwwXvNT/eywHk44yB/AJdBI/Ryaoa1saOmYM7toc8Dyca6nb12nnXOFHUJntwlTi2y61WK+bd1YnovAck2PzL7TyPzqdJISJXH2aGpzzlKQCA22+/HZ1OJ5LqSaFxngDqXwoEQEb0dHE2hngwvKgoZtj3r/xN5zv5Y/x31k/P4a+DA1oeW0SYK5UKHnjggR0edh6vbX1R6AeAHe8VY621rN2uX6EDGX2fa7UaTp48GX9jmCKvgQOWfr+P5eVlAFkYiD5ffw1aJ4015/HLy8toNBoxfOSOO+6I53zve9878RquNI48wVYSzUaejauSa40FJRkg0SGx5f4aD6ShG+pKLZfLUQXnBMNmsxnd5UqMtdxyOVu9TLOc0G2uHQNT7GimEo3ZZZyVrsLHstiBaF05cNDYdKqsXJ70KMQkXavQgR6JMp+hxt/pwEdj80ho6Zqn4kG71b+qYNOW1T6mpqaimkIyQxsYjUaRxNfr9dy5tNOpVCo5dZ3XqINPLZeDBw7YSJRJVkh8eLyej+/l2toalpeXE8G+QlD1md/ZDnlvBVOMstNXW9FQjHq9HucN6ABLJ8tqewhsq8vMqKN1o22USqWcWk274bGq4CnhoF1RJWfMNW2U7w9Dljj/gO8Xy/IeHLXr1dXVpGAnJCRcNq4Jgq2TD9WdqQo1G3iSm8FgkAsl0Xg9dcGQYPvRKCfOeILNCTR+tKfH6wSb4XAYOwzmSfYESQm2doiqiJK4qVvVKz4cUPB+8Dp1AZCEg0HjloFt1zjtQ0mqhi1pGJISHdoHFeNKpRLtQwd9OhmWRFYn+tKroqRKCb0nTCyTAwPN0+pdlnq9vA6Nu+YgjnVUBV4nSgL5+QmJYF8Z0CZ1UMb/VUkuarN8fLRXrvVZMtyItsbVIXksSTLt0qtsJPJezVPb1W28LvW08No4SNT6UoigEq3tO8tnn8LrKjou4dHHwsICTp8+DSALgdhLRhCvcE5PT8dME9o2N5tNNBoNAPmJhDr/yZetA0dVlYs8MLqfV7RZdz+3QMtTZVrPq6FXo9Eo5pH2KvdudSo6J4Ccoq+D2knH+JATHyGg0DAyruo4NzcX91tZWYkTSBcWFrC8vBzDgXxYhw/HYV30mrvdbvTSl8vluHrk4uJizJ39aOPIE+wihcSrIUoyGZvc6XSwtbUVVUO6Kxl2QZKr6aL4kqlaqJ0U41/pWtIXQpUWKiL1ej26KUkw2FlQeSlauphKDDORMH2NNvxKtHhu71olGdK8sgkHg9oDX3LalirBU1NTMZ/u+vp6TBulLmwSZR0kknhSaeNASs9P21HVXPP9qleDCiIHhEUhUDpg1PdLiQrjWKmu9/v9GM9aKpXQbrdjnThxjPXgu+UnO6YsIlcGfKaa0rPZbMZO1Gf8YPupSrLaQalUymWNYRl8vmxLNcUf66GkWAk7oZ4/3eb/so3jvAfapHdPs43VmH/N2sTy2A+wDe/3+/H9Yxgdy0h49MC43qc97Wk5ewXyA7AiV3+lUomEemZmJvbVQH4RGiBPSrldc7/zPIqi0AtPbimSaLlF0IHobqEXRd83NjZwww034MMf/jAA5LJ7+AGwDl6LBg6si4av6D4672K3MpQDebBsHWSTrwHA/Pw85ubmAGRx1eVyOa7seOHChRzZLgq5KaqXch/iqU99Kt7znvcAwKMeJnvkCTahsXKqlKlbW288Z8szbENHrJ7M8rdJBFvVbx2dkoh48sJ9+ZA1BMXHZvOlZL24H2Nc6erUNHxeNVSFkh+NtSyKX0/YP/T5+Hgx2p9mCSE55cCPxFobag3H4Iicf30jXNSYaEOiqjmwraQoydGyvDqu+zAkhgNEkn9OnGRD6dVAelJYnrfBImUn4fDg41E9kdXnqxNqdT6Atqk+danaLtsvT7C990M9OgByhJ7Q9lcHABxAkhhr2kFgOy+wDgJVUOB+RbHgrLPGX1OdT21lQkLC5eLIE2ymWGIQPPMQa+NfpABzBEYlo9/vR8VPG1gSaSXnOglMiQeVG3YYGq4RQshN9uJ3zehBBRvIlBNVvgkSkuXlZayvr2N5eRmDwQC9Xi+nMjHWlqNvXTVSY14Zg+jPk7A/6KCt2+3CzKIHROOU/QCHz412trGxEZeEJcEF8m5FdVcqUdVUgVSNvfvODxQ5KFSCQyJEWyHx1Qw0VAW5AqmPZ/WDQyVRvO61tTWsrKzE5YrV25RwZcB2hekiG41G9CwoceY2YHtuC7era1dXjfWqGNshtVcl7WwfaWfec6EZRHx7rvuQBKuNcpDHNQe63W6Mo1Zb1YEgy1YlvNPpYGVlBRcvXoz5t4G0INKjiXK5jNtuuw1AFt6h9qdg3wxkoR9Urf9/9t48TLKsqhZfOyIjcs6seeyqrqmLHuhGBmkmpRERBEWUH88BWsEBFAd4CvqcQVrB6alPERRQBEQRfcjrFkWg6WawG4SGnmvoGrrmqqycIzLGjPP748Y6ue7JG1VZc1bXWd+XX8Zw77nnnrvj3n32WXttXaUZGhpKUTgZQAPmJx4qVW3p0qXo7++f1zfmMQHwz2EgTenoNInldzrx1CCcno/ul3XePH65XE61FwZTgPm0jzAw0ykCrK8Z0eZ9IuvZpM8A/d3yecVxCyfUOrklBgcHMTAw4BVCZmdnPa1kcnLSJzPq+WT5NPqdtn3ttdcCAO6///6LKsG56B1sOo/kHc3MzPjIhvJP1RHmTZvOAG+mfMhoZI/ONKEOctiuGhsfHKFDrVxXvtbiL3xIMBqjvGk6car8wQcIlzK1z3yYcYxU+5j7M5kpRmTODRzjXC6HSqWCXC6XskW95ioDyeggr6OZeYkptUPVl6ataLRRFRAApMqiA+moIZ2JUN2BdqoUDj5olC5AOyZthQ4y5f5ov2H0UylJdLDL5bL/DdJ+o/NyYeCc88WtWA+ALWXMTwAAIABJREFUAQmVIQPmKoVyokZnQ0vd07mgranN8b6oDrY613rPZJtKYQptkv2n40Ho70mPQSoVHWnaJj8PI90aOAHmcgIoz8eJsK7CRFwcrF27FuvXrweQLkQS3ie6u7t9oRQtADM8POydynDVRttT52x2dtbTEVasWJFS2dJnslZSpMMHwN8PAXjKHBFOELOc2EKh0DEXRTnYYfBtz549KWc3y1kN6bRKa9FVT3VQ1VnX4/JzUm4oh8kx5HZKaeTvh7SfYrHo6R7lcjk1kdBjOue84kt/f78vLmNmfjI1MTHhZf40t0LPU9vjccjHPnHiBA4dOpQ57hcCi97BbrVavlITuaR9fX2pSCAjubwZ00mgs6kJi3yvkcNGo5FKflSuIvvAbfUHqo4FHRKN0vFHr8U32Pb09LRPnOQsUPmuMzMzXrdV9+PxmRDHyCm52nTkpqamvJPNB1TE2cM5h1Kp5CNn5FYPDAzAOeelwpRaQefCzFAqlZDP51EqlVKa0vyjIok62RoRp+40J0xKXaLDQxtmxLG/v98vsTs3V7BJJ20AUtxyRh70PEL+Px9arVYrFcVoNpuYnJxEuVzGoUOHMDk5ibGxMe/0ZFEWIs4fms0mjh49inw+j+npafT396NWq3ketcp+6gSP15kJVCplp4pNKldK5zykW9AuNNihlKnQeeL2AFJ0FN1WJwJshxMJTt5CqUh9BgBzyjkEVzWPHDmCqakpTE5O+okjc20iIiIizgWL3sEGkFpu4BJJsVjE7OxsSh5Mb+7qoOiDhTdiOiV0iDXSockVOuNTrmqWE0THRJMN2bZGcuggqYIIMOdgM0ITcgJ1lsZ+c1LAyCGj1ln7R5wbaCOULSuXyz7Kxwme2qDSiHi9tbqe8vz5cKezok6JTryyOKX8o4MScmOBuSg4J2HVatVHbDTTns4KX9OJIf8fgC8Pz+g3bYuFZEqlEqanp70jz99JjGBfWHASGCZaq5KRLpdzFU5tlqttmuSk15r/6XhnOcpsn5/rPStcPtfPeRy+1sCGTgKZzKirLVnLvuHKnQZDuDrIwjK6qqQrUhEXDqRkbN++fV7Ulcjn81i+fDmAJIJM+126dGlqsqgBszBhWykRjKquXbvWR6CpMMFI9ZIlS7zaiEa2y+VyKqrKbZYuXYrx8XGvuxyuPrKfmhBMuV+2p1CbZQ4Pz0UTGxkwzDpvBaPP/f39fkWS7YXPEx039kXbHRkZSZ2bgv3s7+/H0NCQb7ter2PlypUAErWQI0eO+GNoW6HvRU3rgYEBP076+eTkpI+Ma1Q+azzZt+3bt3u5Yl6vC4lF72DTcaCDOjk5iUqlglar5QtgqEKDXijegLXiHaPJ6qCoc60PG41MK7VEHR8gndUKIMVbZESSjgsfaJRl0+UopQfQMQmpBDyOPpzokNO54XFUTu1i8o6eqOD1odPMG1WlUvFRYiCdDEnHmA4Ol+65IlGv15HL5VI3bv2vdKdwZYUOESdbtDktF01ePgC/KjI6OuoTFoF05DBMTuP50s7CCabmIVSrVYyPj/tlPP5OCfZdHf+I8wdyknndZ2ZmkMslSi/FYjGlS00nFoDX3Ve74jWmDejDV9VDQnsE5hRveJ3DB7JOCoG5FT7NcSH9ju2o9KnSRngO4aqh0gIApKgw9XrdO0TT09O+CqmeVwxIXFjkcjls27YNQOJAZU26ly9fjqVLl/rvli9f7p3g0HHNap//aQPDw8OegnDixAm/zapVq1AoFHD48GEAwD333OM5v8Cc481KvABSPoeuJuqxgTR1otVq+bYajQa6u7tTajY8T67g8LVOUPV8+DzhccLJM1/zN8FKxMqNVp8la7LMe7vSZ/ib04m4OuJTU1MYHR31k5nt27f79kqlEjZs2AAAOHLkSCovQ/2a0PkmPWdwcBCjo6P++Pycq1Cdfrf8fGBgANu3bweQ8LEv9ER60T/pyE/l4Cu3Op/Po16veyMLI3o0RuUG0knRiJoacMih1mQdtqsPH40cZkUV2S/9jp+pM98pqsebfcgHZxvA3A+CfQqXaMNITsTZI5zl067CG6I6rJpgxTZ09YF/el01ISs8dic71JuT3gjZN61SR4cdmJNB4g06dIx4Tpzoheok6ohxYsdjZv0mIy4c9LrQUS0Wi/Mm2bwn8NrTmVW6kd4PdVLIbfnAV4Umbqcc0izHWvuZ5TTTPunEaHQ7656mKzdcmVRaivaRwQ5dUVQHnU5QxIXDihUrPO8amLvX9PX1eb6smWF4eNhHuvV666o0t9XXmtC9evVq/x0DGYODgz4CvWvXLjz88MOpaLLSlvR3w+P09PR4Z3358uUphzsrN4avlXpkZl6mTqsaahn4XC7nKx/yvkt/p1gs+kkBg4ccJ+6jiYP8zekkVMdU99fJAsUWgCRqnOVs6/PDuYQySb58vV7Hc57zHABJdJuVOVesWOFf8zeoY6jPM41Qc0VjeHjY86nz+TzWrVvno9KlUikVOFXQvg4dOnTB9bEXvYOdz+cxPDycumG2Wi3PwSPvlRxrNSJGLBhd0xkfkJaVAuYKKKjDy2PqTZ/78aaujlQoW6YOiUZh1HgU4URAy7Jze/1h0PlnpFqj5fyLFJHzg6xlNNIiurq6fAIII4jAXFZ8OLFTR4CTOI0c0J5oM5xohU6P3gzVgeB/vcHTqWDkIlQh0UmBOkVajAZAysY5DjMzM37JXbWHeR46UYyrKRcGZob+/v5URI1ONpVveD8B0hNzVZzhteP9kxQhOtRaKVfvexoA4eqKThbDiSZtWRO01bZ1X70nsu+6DVdt9P6uyim0aR6HetdhNVI6Tp0CHhERERELxWXhYA8ODmbejBuNBkZGRlCr1XxhDS7V82auN1Uu1fNmDGCeI81j6kNIo42qBsJlFY0uayRTH0B0VEJHiQ5wKPHHvqnTDqQdbOXI8oGhJbcZqdQHUcS5QSO2dAjGx8f9chWXEckZDWUU6UjTSQHmrnPWyoNKO6rdaOQgXKLkMbKUO8Lfhn7P/ZUzDcxFTpQipY54o9HwfDjKYoaTVf7eNNofcX6Ry+Uy5R+dc6hUKn6Sr7bXCRph1qRd/VxtRikZ4bWnrZC2pCo1mqCoVDz9/ejqH9uljYbOO/uitg0glbA7PT3tqSFMkuSxsgovRZw/8Dm2ZcsWf0/I5+cKjJDOBAArV65MBR3CRNWsa6SrIQBSUfKpqSnPBZ6ZmcHnPvc5APDUgiy6gOYC8FkOwCe8A8D4+DiKxaKvQMlJLqH7M2rearVSHOrBwUEfqafqD5BEeRlxHRgYQLVa9d9VKhU/buPj4ynKH4+vqh0M2JCDrOOnvxUz8xFrJgGzDaVPhYFIXflnsAVIKnLymj7/+c/39//Dhw/7/o+MjKQi2GFAUIM5urqwefNmAMm1ZTQfANasWePpKxMTEykqC8dvy5Yt/tl9obDoHWwAqSgGXyvvM5/Pe0Pq6+vLpGvwojCqohcTmF+CM4zi6fa6fKMGpkvy6lhr9Ug6UhqNUQdbHR41+PDHQOeJyY0ssKCSWOpgsb8R5walRfDmWKlU0NXV5SNidCToLND2dPlco8uMUOsNiqAzr0vpOpELl9uBOSdWOXZAuuw621Z70/bZNvsdTiQJOkhUrGG0U208RgMvHuiE6L2D9z/ahE7GdLIe0pHC66b3q5DeEdqPPoT5mVL2SCdSShvtPFwRDPuiD1n9TJeRtV0ej9JqtFNOBLmipBH2eK+8MFi3bh2AZJme0muDg4N+vFesWOGdUN4/leusQTCi2Wym3jcaDWzcuBHAXB4JAGzbtg333XcfAOCBBx5I5SDoc5IyrED6Xqw0DHXigSSo8eijj/pzIM9YV/6YM8a29DgMiAEJv5vHOXz4sHd2t2/fjkOHDnlH/sCBAzh27Jjfh2PDxD+eG5Mc+dviWHV1dXmnPJ/Pe+rHgQMHMDY2Nu/8OZ4KfUZk0cI4nl//+tcBJBOeTZs2AUioOatWrQIwp0ue5fNw8s1+cgx18kOta/b78ccf98dftWqV347qagCwevVqrF+/PrXt+cZl4WDrRdZlzVar5fWhx8bG/IySCT0apSOVghELM/O8Kd74w6gHLzK30RKu6kCoQ6NOCx90jJgrhUWjLBrFYcSGDxZ92PAHziz6Wq2GiYkJX9CDUX09D51xxsjh2SMrSsbJDCkhtKfe3l5vf6GDwBuz8p41okwKhyorqH2oA6K2p0v73Idt0E4ZFeQNVx1wjbID8A82jUzoxJP2PjMzg5mZGYyOjnrda53Y6ZI9jxmdlwuDXC6XSsTSexGvma5uhIEHYP49Tx/Iaiunyk1hG+GDkA9JUtdmZmb8hFOj4rpyFwYb9L7LY/A8NHrO3xF/o1TOGRsb89rXqvqkielxQhgREXE+sOgdbI0M6w1UoxO82avONZBeetcS1uHypVbhU8eXoFMRchfVoWY/lCsYchTVMQ8nCuoUq2MWLv8zcsoojEYNdUYXnhs/izh7hNQKtYNareYnOnQiKWUGzC0vqg2GjoLagG4HYJ59hv0AkFpBCe2Azrxyp3WVJmwrXL0Jo4ihg80Jn+pd67HZph4z4vwiHG+NJOk9Sq+jTprC+49GEMMVEl1ZCSO+StvgscKIst4rtR86eQzvw1mrjHq+QDrBl7/LZrPp75MaudbfX3iPjTj/6O3txc033wwgiR5yUjcwMOAT10IKQKhdzu+6u7szq27W63WsWbPGf1av133bd955Jx577DEA8+kNeiytmqzP/TVr1uDo0aP+WLqKyP4CCSWCUdJNmzZ5WblGo+EjrJxckhbCgAwALFu2zEd5S6WST8S78847Ua/XsWPHDgDAxo0bccMNN/g+MJnx4MGDPjLNiSxfa4CFVYGBhEaxd+9e3zdF1gpS1muVd9WAT7FY9HSRu+66Cy960YsAJBQNJjlu3rwZO3fu9M8wDczob1PvGWENhtnZWX+tBwcH/YrC0aNHU4mha9as8fs453wftFjQ+cKid7BbrZbP7m21WplcVgDeoJn0yExwLSmtOsLA3HIDVUqAuSVvjfaGS6f8zx8plzrDhEI+oPiaTjBfc2KgjjHbVloJDYwcwnK57KXWJiYm/PKSUmjo0IeRzYizA6+JTrJ4LWmTJ0+eRLPZRF9fH6rVKnp6ejwnVmkZGs3jdddoXS6XmxcdVNk9YC6BMXR6QkeJzjuXCjUZLVxNUTqBTgCUB8vznZqa8pJ/lUrFr6Cwf4ws6jGyHPWI84ssehEwZ6+8p3A1jfdE8o7JRebEvLu7e15irbbHe5dGvcPVN64Q8p6XZaN6r6OEKaGTAPaB9/VQwYT3WEpSTk9P++JKfM+ABB2rkEajS9UR5w9r1671989yuezLo+vzl/c6YE6DXZ/F/E7LobMQHZA4VsuWLcPJkycBJBrVn/3sZwEkqhHchwm8PKYeR51vYO43dfLkyUxFEaU/sW36LDt37sSWLVsAJI5zuBpEZ5YiDEBCo6Gz/JWvfMWvzANIPQP27t3rncNv+7Zv87J4Dz30kN+Hzxn2N/QHSDE5ePBgqrJkSCHLmnTq5Ffv6+HEmFLJQDL5uP322wEAt9xyi1caqVQq2LBhA/bv3++Pr9eA/SkUCr4vGizg/UCfP09+8pP9eNDBL5fLvhJkPp9Pqdbs27dv3jmeKxa9g82bJm+sqo4BzF1YqnzU63Uv36c0Db0RZ0Fv4mH0RI1FI4rh/zDqF0Z/VBJLtV9DPq2+5p9yXRk1JOdao4Z8YIVR69DoI84cGjGjU6H8Uao1tFqJ3qlGskMpSY2yqSKDOtlhNFLtUm98unzOa6xcUjpUupzONoH5igzqYGsf6IBUq1VfXrpUKvmooGpyh7+L6LBcHIQrHrw30DYYmNDtOWnSfAHNIVCHN3zQZtkkPyf0NxNGyYG5SJQWrlH6kkbIQ1sK7ZPnzNU95kWEdQHC+6HafKTSRUREnA8segebvGmN/CmHlX9cPsrn86jVasjlEukm0kM0EqxOESMqwPxZEp1ffUgB6Yx5dSBUwzGfz/sKefycDzc626qoEC6lh5EoOtUnTpzAzMyMn7XzgcE2eJ7aPyJyX88euqqgEVnaCQC/wsAIWXd3N6anp1EsFn2pajravMblcjlVIZH2wpUYnVhyhYJOQJZDoEuatHvyckMHSqOCPEd1htgu7Z8rJWNjYxgZGfEOtnJd2bZGBkNKQnS2Lwx4T1O74EoIrwmQRAx1wqdKI11dXejr60tFo3n/4uRJ73P8HwYXtE8E99P7olmSo6L22SlRNqSv6GcMukxNTWFmZgYjIyPeyebEggnhWsRLJ6rRsb5wKBQK2Lhxo09gvP7661OTJtqGJgXqfRFI7IfL+z09PT5KWyqVvG0z+ku1kDvvvNNXDlTb1RWSXC6Xoh6wT9yH0GiwJlXyOa460Nyv0Wh4Wsr27du97jWPqb8lHnNkZMSra4TQsWJQB0giwIxmVyoVvw0rXgPw/hGpEIcOHUpRXhRhEIZgHg8AL0/L7cPJvY6VjjejyV/+8pfxvOc9z48TVx+AhLJCFsK1117rVwS4cs8xY7uNRiNVLIcF3ABg69ateOSRR/znBJ9bTBo9dOhQKop/PrDoHWxerJCvHG5DI2LSIzlOjMAA6WV4bReY+/Gp80THQh9aiizHhMdRqTbtozpN3JfQSIwuU87OzmJ6etprDTNRM+v4GhmiM6bnG3H20CVvPph1gsaVBk6IVF93dnYWhUIh5byocgOj3fxOHXGlf2g0j8fU1+HSPB0Z7bOeDx3yrCizHnt2dja17F4qlXyEUPm42iftaxiJj7hwyLpn8rcf0h/4wObKS39/P5xzPukvdGQ50dR7C+8v4epF2Ccge/LFY+lvIoyMq82HqyOcSHBlRfXYNfIeRtmz+qjnEXH+sHLlSqxZs8ZX0dPrqc9oAN5pDDnYfX19ngpaqVS83JxzzquTNBoNLFmyxNNCDhw4kHL8NIhGZytU21L70MJDStUI6QlMcmff2IYqguzevRvXXHMNgKQ4ja4MqSOcy+V8tcK1a9emVC7092VmXq2ESmLcP2v1nQ4pJxxKmVFpv0ajMe8ZQ27z2NhYSvJOfZYsX4ZjpX4Qr0e5XPaqLs9+9rMxOjrqr6MWinn00Uf9xGTZsmWek877FI9fr9f9ZEwlEPv6+vz+em3YT1aDXL58uafMnC8segeb0Kic8vxCfjX5PuQVzszMeMemWCyiu7vbPyToPIQcWQCeo0dnV/nbupSvkU32TbmEbJMXVZNrdMleOdm6tMvjkvM6PT09z7HWyKous4Y0l0gROXvoddbInfLced1CqhIfFOR8UeWGkeqenh6f7BJWBdVoNZC2H03mZX/0NxFKttEONYpNu2UURm1QpSDr9bqXOBobG8PExESKqsVjav91skfEid6FhT70wvuAJv3p/c7MUK1WUSwW0Wg0fA5Bd3d3irfPews5s2HEj1FndbjDBzX318/0N8VEYF3tU6ecCLW0Gbk+fvy4X1nhb1MjpbRLpQ6GeQnxPhkREXE+sOgd7DAKphE3IO3s8iHSarV8ZE2daZYMZrEZjWqwfb3BhhGgLJ1WjRrTodGlCm2L77UNpXOoNiz/czmzXC57R8c5lym4n7UkH87WIs4e4fjqikf4UOaEibbHyCF1shnRJo0jtMFO9IqsPqmjHSabhclh6hiROqArOzqh5DmQGsIEMUaytdhHGOlU2w6dlmiHFx466QqveUiNAOaSu7u6uvzksLe3F0NDQ6kquZ240NpeSKFjf7KoHmEyEzAnEcnIlwYrdNKn9jo5OekTmJgTACBFheF4hL8XPSf+JqKTfX7Asd6yZQu2bt2aKrSi0WSlVCglRO9vuVzOX1el1nV3d6eKtHzpS1/CwYMHAWCejbItanADwPHjx+cl1YYBMe7Pz8PVR2BORYSBFyChJOhqJBPpent7MTAwkAqAqQwwo9a9vb3+3LRoDJAkdPL8du3a5Y+v0XlOjNnnsbExX15cfwt9fX1+PBlgIYrFol854L2BbWuARZNEBwYG/LVS2oWOW1dXl6eoPPzww7jpppt8AuJVV13lEx4bjYaP6DebTR+NPnnypB8PBrnYB52QN5tNXH311QDg7xPsJ8cBAK6++mofHT9fdLFF72ADcz9AGmG47AHM3RwZoSEXlgah3NZisYilS5f64h50crgkqtnxITVFHyJ682clSY2Sq6axcrq5r0Z66LRQn3VmZsaXKc7SQdbjq3MTRisjzi90qZzXgq9JEVHePidD6ujk83lUKpWUNBMlk8hPBeaUGtietql/vO60B3Xc9bi0vaybBydxpVIJ4+PjPqGWCgxMHFOeK3+PemylpGRN9uJKysUBrwltVBOp9R4W3ldYKa5UKqGvrw8rV67E8uXL0d3d7e01dIjppDKyrXamTjztoVAoePWmkMMZrghqMIKTPa4Q8X2tVsPY2BhmZmYwMTHhHXMtnc7fWbFY9G3pak84LtFGzw8oUbd9+3asWLEiZYe89rxvAmnHiNeF6hh8RgLpCV5/f7+3sfvvvx87d+5MTez0Nfc/fPiwp340m00Ui0XP/z1+/HjH52i4OsRtBgcHPb1h7969qfwVvqatAYlixY033pgqPDMwMABgbnUGSJ4LHCfW02B/CoWCdzyVolEoFLxTqzSURqOBxx9/PHU+dMRDTrpOyDdt2uRVTaanp1OTVd1O+0Xfh9/pBJnjoRUid+zYgXXr1nnuPH01ID2ZKpfLqVwSOv58Lod8cx6T0oRbt27F7t27U+fM81mxYoW3Vxb3OVcsegc7XELUmZU6O3Qg9KKq5J5u12w20d3dnUqC1MQfdYr1xxlGb9TBUedCZ9zab13q14cP+YNMyqGDzc/VwVdaSPigCykhWWMZce4Ib7LKZVZ6hzq2tD1eRybi1mo1XwUyl8v5aKEu66uDHd7w1XlR+pRKmKntKR+XNkiHhQU4OLmjg12pVPzxwz7oOeu5h841ER2XC4cwSqxRQkLvgzo5o40wesUHV7lcRk9PT4ofqisTvBfptefvQQMLdABon2FQoJPTrpQ92iKTFRmYqNVqvvS5llsP78s66WD/Q5oVEOl05wtmhm3btgFIHBt1AlXylO+5D+GcQ29vr3cCS6VSitrE/Wu1mk9ie/jhh+ddP7bd39/vdajNzEdY2S86dJ2q6rJP3IbOYKlUwoYNG3zUvFarZTqhujIyMTGBkZERrF692rdLJ5CKPuynKqZVKhXvp5B+SNBZD58Per9XHrnaf0j30qi9SuPpxEjl95S3ncvlMDMzk/KXlF6bNeFoNBq455578KpXvQpAEmlmmfvdu3f7c6JvBKQTXdk3TZLV6DbHcOnSpT4PYOfOnahUKr4P3d3dqUj3+bgHXBYOtkY6wiVHnaXorFFFz8OlHS0+0N3djVKphJ6enpS2JqH7hpQANV466RptDyMjYWR8dnauIuPU1JR/UNTrdU8JyeK46nLM6R4MYYQ/4uyhES51svVBQQoSaSBKJwodZ/KZecMYGBjA7Owsuru7Pc2Ix1Qnl8fk5IyzdeWThs5MLpfzkREq7tAGy+UyKpUKTp486WUgVUJSk31D1Rvll4fOUjjh099NxIUB7U0nfKEzzYih0iFCFQWuWLBCrirhhM5rb2+vV6vR+w1tp1KppCKU/G2oZq3m0qitkIrEFUnqWtOWGcFmgSc61wyYaIVGXXlUFaoQ0UYjIiLOBy4LB7sTV08dbCLk4oR8UDrcdGoo51Kr1fzMUx8eusTEYwLzudX8TqNDGgWng02HiEsopVIp07HmsgidND6Ewgi1TjgiLhx4DXl9dbxDZzvkNWuUT6PajMi1WkkxJeeSwh71eh3d3d0pZ0kTbTVKyGRcOu2cxetSt/bLOecnbtSuJreaxWJ01UTPUc85iwKSNdkL+YsxOnhx0GkCqK/VjsJIG+97tAU6xVkONieFSrmgPeofoTQq7ZOusPBeyZU82iblSelMq741J5o62Qzv/7yHZiXf6utoo+eOYrGI66+/HkDC8dX7Zjj+RBh5LhQKnper9xu910xNTWHXrl0A5hQr1LZo1+VyOcUBV85wPp/H4cOHfRsaadfttH9U1njKU56Ce++9F1NTU75vuh1tb3Bw0PN/gYSmQi54V1eX379YLM679+prffarogejt9VqNUVx0X1VXUPvDcxPC+Gcw+7du32kWKPO4WoqX6sEZqdz0O342fT0NL70pS8BAJ7xjGd4G+np6UlRg/iak3qes7bN5zQwJ18MzKnMAMmqyo4dO1KsB65KFIvFVHT8bLHoHWwgW+4rfM0HRaiioTdZdWwZPe7q6vI6mppZrnqwbDNcCg2lZ/SHycgN/3MJfnJy0pcvpXPDB4kmM1JmkMdllEgj+fxeI51KX+F2/B8fGucG8vl1uRuYnxxLPqpyW/ng52fkkNLRBeDpGVQZKRQKnvdKp4I3R9q7JhoycbLVavllxJBe1Ww2MTExgenpaYyOjqYmc7RXLr/TWe/v75/nUIc0GL3ZhtHS0AZjdPDCIZQcA7IlEpXKpvcOgs4rk3Pz+byPUPOacuLIRMihoaF59yhdMXRuLh9BK+0yiED7nJ6e9is71L3lfZIOP22J93MmPWouQKhbzzHQqL4GSrJeR5w9VqxYgc2bNwNA6n4CpB3scKzJue7t7fX3Iu6j15H3kcnJyRRnVoMD+ltQB19fU053eHgYAHxFXoL3T0qp8jUl3XK5nNdpzgL7PD4+7s+bwTU61cuXL08FBfUeqZNDvZ9rLo3aeLPZTMnV8fmSy+Vw1VVX+QRKtXOVCQzv2YVCwbehSYoa9OSzLRzbrLHQa6A5GGbm+dHr16/312NwcNA70HocDRYwMKXjEfqB7D/Pc+XKlRgZGfFVP83maEJLly49L5J9i97BHhsbO/mhD33o8dNvGXEGuPpSd+ByQ6lUOvm5z30u2uH5Q7TB84ypqamHV7WzAAAgAElEQVSTn/rUp6KNnj9EG42IiDhrLHoH2zm38lL3ISIi2mHEYke00YjFAEYWr7vuOq/KAKRXTQCkIpFKo+Cy/+joqFemAeYrd/DzI0eOzFuxVWRFg/UzrvhRDm9kZMS3oxHbkBLHhMnJycmOyZCa2MgcA752zvnEyOHh4dRxNOLKfRiJVeUP7hPK9mp1YW7T09ODdevW+XPYt2+f71upVPLbacIi5QRJqQ2pPdpnvZ6ahKrf6bmFkXLt69e//nU84xnPAJDYRJiszX5yf674Uu2EK2w8DhHa38aNG1MFi4gNGzbgxIkTfruzxaJ3sCMiIiIiIiIuD5Cetnnz5pRKhdLDQmebrwuFgnds+vv7US6XU86VOqukV5RKpXl0UTqYg4ODKX1nInTuWJkWSOgJBw4cmHfMrLwU7b9SJJRGoX0OudnkZE9OTnr+b6FQ8H3hduyHakpr2+p463ixoJmCtJ1Go+HPM5fLYdOmTQCAxx9/POXEj4+PpyYcet6kW+hxlBce7qP5cbo/Jy+8bqrXffXVV/vPmZsEJFUZyWGv1Wro7+/371UFRJ1tVTFptZLKtaozTixZssTbMekpZ4P504KIiIiIiIiIiIiIiLNGjGBHREREREREnBcwirhy5cpU9DZLo5igIkdYnU8rB4b7MQlNI8ZMLlf9dO4zMDCQikoyYsnt2d5NN93kI8WHDx9OFYPplAiYJbjA75QuotDku8OHD/sxYJIukFba0GR2jo8maqrGN6OyWdQKJhhv3brVj8Ho6KiPGDPxmFBd71Bbn9SUarWaOk9N1AyrPKpNnEqFau/evb6/SpnRJGomKC5btgxTU1OekqTKI9xW+8bXzjmvRb5nzx6/fbFY9EmW5xLBjg52RERERERExDnDzLBx40YASJUCV5lSbkeo0oVzDkNDQwDgqxSqg6mcYTqU+jlVb+jcqWSdFnBZtmyZl2ubmZnB+Pi4dwIfffRRX+Skp6fH0xMoAQjAS1fytTqkoTxdlnJJKFc4PT3tKS+Dg4PeidRS7Tw/HpdqVfyc1AwqYWRBJwM9PT3euRwbG/MUlZ6eHhw5cgQAPEVHHXmVr1NOeadiNaHySZaEIV/rONKxPXjwoLepTiom4+PjGB4e9mM4PDzs26LCEPulyiWzs7Pe3rTqpZlhzZo1AIATJ06ctarQoqOImNkHzcy1/xpmttfM/sjM+mWbV5jZPWY2YWYlM9thZu+X729p77/DzLqC9veb2Vvk/V1yvLqZ7TGzd5pZ9xn2u2Bmv29mD5hZ2cyOmtlHzWyjbLPMzP683a+KmR00s/eY2fIFtP8m2e+Qmb3bzAbk+1e32xs3s/8d7Lu+fd6rz+ScrlREG+zY9m+1+1Y1s/vN7CXBNtEGLxKeyDba3u597WNUzGzEzD5pZtedpu2fMrMvtu1vwsw+b2bPC7aJNhoREXFRsOgc7DY+C2AtgC0AfgPAGwH8EQCY2QsBfBzA7QCeBeCpAN4KIEt48WoAP7GA4/1t+3jbAPwygJ8F8LYz7HMfgKcB+N32/+8DsAHAf8jDax2A9e1j3AjgNQC+HcA/nKphM/sRAH/Qbvs6AD8K4KUA/qz9/QoA7wfwFgDfBeA1ZvY90sS7AbzDOXf8DM/pSka0wTRuA/AzAH4BwPUA3gvgE2b2VCDa4CXCE9VGAeBrAF6L5H734na/P2tmBXTGLQA+BuA7ANwMYCeAT5vZNUC00YsBlhBfuXKlj64C87XYLaBUVKtVVKtV9PT0oFKp+OqfGuFkMaFWq+WVOxgVZhSbkVMt+KUFjOr1Our1Ok6cOIGTJ0/i5MmTyOfzGBgY8NWcq9UqDh8+jMOHD/vEO+q4L126FEuXLoWZ+YqipHqwfgbPSQsxhcmB1tZjZ9u5XM4fc3Jy0ieB9vT0+HZZMIVts/hcPp/H+Pg4CoWC16HXwmIKUjc4bgMDAxgYGEA+n8fU1BSmpqZw4MABX3gvTPBcunRpqu4BX2udBBadYh9YcC9UjdF9qIHP99rP48ePY3Jy0l9z1bLW+hJaKHB6ehp9fX3o6+ubZx/847a87qG98lp3Koq0oN/DWe95YVFzzlHl+6Nm9gIAr0DygP9eAF9xzv2ebL8byYMkxP8B8DYz+4hzrpzxPTEjxzvQdmi/C8CvLrTDzrlJAC/Sz8zsDQAeRvKQeNA59xCAH5BNHjOztwK4w8yGnHNTHZp/DoB7nXMfbr/fb2YfAvDK9vstACadcx9rH/fz7WPeYWavBDAM4G8Wei4RAKINhrgVwLucc//Wfv8eM/tOAL+ExEmPNnjx8YS00fZ2fyWb7Dez3wBwPxI729mh7VcH7f4MkvF4CZJzjzZ6gcGCQ0B2BUJVxFDnjw5Tf3+/X+YvFAopqgGl3IBESk8LJYUcX1WwIJSzPDs76/nHjUYjVagkn897ekJfX593vCqVilc4Yd+4PTAn52ZCl1AOdaimoWPUaDQ85eXYsWPeUe/v7/eyhRw/fqf9CWXxdGxDFRO9Llpohsolvb29nmbS1dWFY8eO+eI/27dv92OqfHmdNGnBHB2XrGNy20KhkKLDhDSb/fv3+/HgcfR6cjxWrFgBAL5wX9Z4qLShjtvQ0JCXI2w0Gn7ce3t7vfzfmWKxOtghKgAYuTgG4Foze4pz7v7T7PfnAH4YwC8CeMdCDmRmTwHwXAD7g8/vAgDn3C0L7TSAofb/8dNsUwMwc4ptvgTgVjN7lnPu3vZy6ssBfKr9/W4Afe1o4uMAvhXA35jZMIA/BPBid7YkogjiSrfBbgBhtkcFAJfgow1eejwhbdQS2svrABwIj3caFAH0SLvRRi8wli5d6h0TIB25DisxEs1mEwMDCdtRedIakSaYfFipVDK1ldXRDqE6y8CcY8xIMvtULBa9o9VsNj03eXJy0ldsZNVcbtPX1+cdVK2k293d7TnLWeW3lcfN8zl8+LBP1gs1vJWnzErABLctFAo+kVGdy9C5np2d9efJVQcgqcCpk4bjx4/7SdPAwABuuukmAMD999/vK2jq+AFpPrNOrFS/XBNQeT2ypA6dmyuPfujQoVR1UE42aFscj56enpQsIxFO+nQyNDQ05LnnXCkAEps+Wwd7sVJEPMzsmQB+BMDn2h/9OYCvAPhmm0v3z2b20yZ8ZEEVwG8CeKuZnaoIw+st4SjWAHwTwEokN1zFgfbfQvtdBPDHAG53zh3qsM0SJA+09znnmlnbAIBz7h8B/BqAL5hZA8nD4UEAv9L+fhzAjwH4EICvAviQc+7TSGglHwCw0sy+ZmaPmtlPL/QcIhJEGwQAfBrAm83sSWaWM7MXIYmErwWiDV5qPBFt1MzeaGYlACUA3w3ghc65WkYznXBbe9//B0QbjYiIuLhYrBHsl7RvrF1IIjKfBPDzANBewnyZmW0F8AIk/MJ3AvhVM3tmBn/uw0iWsX8TCX80Cx8D8HYkkZRfATDunPsX3cA596ML7bwlXMKPAFiCJNKctc0AkuXaw0j4jKdq7/nt/r8RyUNzGxL+9dsB/Fa7f58A8AnZ53lIxuaXkCyp/iiARwA8YGZfds49uNDzuUIRbTCNNwF4HxIbcgD2IOHk/rj0L9rgxcUT3Ub/HsBnkEzi3gLg42b2XOfcqVZa2PabALwBwHcq7Sna6IXFwMBAStaO0EghkI6mtlotTwsJaSMqq9ZqtTytI6RAsK0wGq3baltZdA1Vp9DX7NvTnvY0v+2ePXt8NLpUKqWUO4rFIp70pCcBSBRJVH6PUnhmhquuusrLzKnCiHPOS8atW7cOy5Yt830mv5rtcayVJlOr1VKyhSG43fj4uI/4bt++PbOtZrOJYrHoo9EAfHT95ptvxuOPP+7Pk/3n+KukIaFFgPScgSSCzPHg9yFOnjzp1T105QJIotiMyPf29vr9lSZ0qoh+b29vilrE14zenw0Wq4P9BQCvB9AAcMQ51wg3cM7tQfKQf7+Z/S6AXUi4h28LtmuZ2f8C8K9m9mcdjjfpnHsMAMzsNQAeNrPXOuc+eKYdbz80/gFJAtktzrnRjG0GMEfv+B7n3OmEFm8D8A/OOSoAPNheNn2/mf1OGHm0JLP/vQB+EgnvsOic+1z7u7uQJAPFB8epEW0wfQ4jAF5hZj0AlgM4AuBdAPZ26EO0wQuPJ7SNtvnakwB2m9m9SKger0QyGThV229Gsirz3c65r55iu2ij5xG5XA5DQ0Mpx1lfh8liWRzsRqMxL9mMDtWxY8dS1fbYNpPo2AfyeXlcQukJ6mipAwYkDiL72mg0vNP26KOPYuvWrQCAb/mWb/FtP/LIIzh+fG6+umLFCqxatQpAwhWn49poNLy2cqvVwujoqHfSlR7R1dXlqSh79uzx57Jq1aqUNB3PV8+b/ef+WmGRiYNsr16v+7HVSpD1eh1Hjx4FABw/fhw9PT245pprACTOO69PPp/3nOd8Pj/PceakQ5Mltc8KJnMq7Yf0j2Kx6CkirVbLn1tfX18q2VHpRKpdreOlVByVD+RxtFw89+tUqn0hWKwUkRnn3GPOucezHhoZ2I+EP5q1/Ann3KcAfBlJ5vop0T7e7wF4p5n1LbzLiQQVkijPTQBe4OYSgnSbQQD/ASAP4KXOudICmu4DMBt8NotsRQAgoZPc6Zy7F8k11olUsX3siFMj2mB236rOucNIbOqVSKKmWYg2eOHxhLXRrN3af6eUBTQz8shf5pz70mnajDYaERFxwbBYI9gdYWZvQ+JwfgoJF3kJkiXNAbS5dh3wywDuRRLtOR0+iuTh8XNI+HmwRLWj4xJoOyLzcSSJM98LwJnZmvbXk865Stux+U8kS6yvANBvc7q1Y865erutzwH4qnOO2fm3A/hFM/sa5igi7wBwR0b0+noAr0YiywUky57NNqfwYQAvxAITmSKycSXaoJndjETe75vt/29D4pT8QUY/og1eYlzmNroNyeTtswBGAFwF4H8hScS9Q9oKbfStSCYHrwGwS9qttKPh2o9oo+cZhUIB/f39qYgwI39hElqxWExRChg97erqSiVGakXA9evX48CBA77dLJUIjU7yu07VFwlSBdjX3t5eHwF1okhy4sQJTE4mZrRx40Yf/b366qsxNTXlz6FcLvtI+6pVq3yUet++fSnaQq1WSyluaPVGjbxzPKhuwsiujpWek1IfqtWqj2xT0o4R6NWrV/vjVCoVX9hH6RHlcjmVnKqVNXXMVq9e7a+NtZMHmfSplBsdT71e9XodrVYrpdxBW9FKkgB8BHv16tWp8dN2G42GHycdw/C1QvdX9Pf3p6qQngkuOwcbwN1IuMh/B2A1gCkkN8SXO+e+0Gkn59x/m9k/A/gfpzuAc65uZn8B4JfN7D3OuWkAG0+z21VINF0B4OvBd68D8EEAT0fC9wOSpVrFCwDc1X69FcBB+e42JLzXd7SPcxKJ0/3r2oAllvPXAP5nu89oP7BuRaLxOgzgd51zX2tvvwnAPgCvO5tl3isYV6IN9iCxwy1IEsc+BeBW59yENhBtcNHgcrbRGhJ6xi8hmRgcR0KHeXYQ7Q5t9GeRcNE/FrT7d0g0tQFEG71Q6OvrQ6FQ8I6RCe+atAF1euggq7KGfg8ky/N01JYsWeJLgLtA8o9QmgDbUyqJInS06HgqpUGVR+g4Akl1QSpOXHvttejt7fXOtyqH5HI5zyseGBjwfN5cLofdu3ennH9ytU+cOOGP09fX52kYbFv7r5xyPQ8tJ640Ej1vM/MTiR07dnhaiNJNVq5cie7ubjzyyCMAEvrL0qVL/Xa8HsuXL/d87O7u7pRCiJmlpA6zHNlKpZJy5J1zfh+dJOXz+RRNSFVEQrUZ2ldXV1dmXgBtkp91crALhcIpq2OeCovOwXbOvfY0338ewOdPs81dyKBPOOd+EMAPBp/d0qGN30MSnTnldvL9/qxjLqRfGdttCt43kSQXvf00+znMyabp5/+B5GEUYjMSBYGOD9wrEdEGM23wbiQFZk63X7TBi4AnuI0eRKIackpk2Oim7C3n7RdtNCIi4oJj0TnYERcVLwXw+865zES1iIiLgGiDEYsd0UYXAGoHa0Jap+igk6IxSiEII4z9/f0+ybC7uzulR6y0EI3KAkjRR9h2oVDwkdCsyoKqm6yRZb4OtZ25/UMPPYSurq6URjf7Njo6iscee8zvQ3rF+vXrcdVVV/kCKhoBd875SLWqe9Tr9VShGVZ6JLKoD81m0/c/1IWuVqvYuzcx6SNHjqQSUnkujETzu7GxsRTth0mfY2Njvs+seqna5Jp0mBUpZgSa+xQKBb8KoFFm1f7etGmT379Wq2F0dDSTMqPJrXzP/yG9SKPufJ3L5TLVWBaC6GBfwXDOvfVS9yHiyka0wYjFjmijC8OSJUtgZt4xqtVqqSqEAFJyb+p8ZzmH6lgBiROmTmgW55jye1mFTZxz3jlV+ooTWTruow67qnCoM6aKE41GI8Wh5nYDAwNeUaSrq8tXXqzVati2bRvGx5MaSJOTkykOOB3Xvr6+FK/czLzDrTx2HWP2lfvwetTrdczOznqu9b59+7zjqyoZoXOs1A1V+pidncW+ffsAJM66bsMxyrpW2k+l5Wjb2p4W9WHpeR6H9JulS5eiq6vLf1csFr0jzvLq4TVkW8ovz3L+zcyrv5wpFquKSERERERERERERMRliRjBjoiIiIiIiDgnhJHL6elpH8FmwZKwPDmQjrxqZJnRRn5fLpc9zcE5l2qbbZFqkBUdVw3ofD6fWaac32l/NJlSo8lZdAKOAyOz/f39eMYzngEgUb+g8sjQ0BCcc9i2bRuAJAquUeesSDuVRlSHOhy7070uFot+f40Sa6ReI8azs7Po6+vzyh2NRsNTQfgdkFb60Ggxx02pOTyOE1UZfpe1KqEJjGoPMzMzqbb0uun+SkdS7Wu1QZ5bp0THSBGJiIiIiIiIuCRYsWJFyiE8ceKEV8DgMr2qhIS0BP4PnWO+n5iYSDlkWcVEyJkOlUUI5d/SIevq6kodV8/BzFITAZWoU6dPz2fNmjXe8VR+eW9vr1cKYR/YdrVazXQiVcWE6h5Kf+nEcec4Uf6O52lm/ppce+21nh+u5wnMKbvQ6dX26SyvXr0aGzZsAADcd999qWuj46EOu05SwnHudM10O8X4+LhXNCGVRbn3tDUdA+Xhcz+O4czMTOZxAKSu25ngCU8RMbNNZubkb9LM7jWz7w22e22wnf71dGo/43hrzeyjZrbDzGbN7IMZ2xTM7LfMbI+ZVc3sfjN7SbDNq83soJmNm9n/Dr5bb2b7zWz1GQ5HxCVAtMGIxY7FaKPt7d7U3qZiZofM7N2WVCHl99FGIyIiFiWupAj2SwDcj0RX9Y0A/sXMnuace0i2mUGGTJM7fSlzRTcSnep3ISljnIXbAPwokhK9jwJ4MYBPmNlznHPfMLMVAN6PRLt1L4B/M7M7nXMssvBuAO9wzh2f33TEIka0wYjFjkVjo2b2I0gK2PwkgC8i0WD/ABJN9p+INrq4oMv1QBJxpmbxwMDAvGgsoQmDYbS5Xq97KsiBAwd8hLFYLKZKc3eiSoQRU/2cCJUyFBrpDvW1qWldLpfRbDYxODgIALjmmmtSOtR6TD2GUkG6u7t9RL5arfpz0+gvaQpZ1JTwOIzSamInKTc8jw0bNniFlkOHDmWODwv9aNSc+zcaDaxencxdh4eHfcIh+8X2crlcSsdaKS8mNBATmgrPPeyPbnPkyBGfQMok09ONjWUkwLIPqq9tQUT9bEulX0kO9qhLihQcM7NfB/DzSApr6IPDuYWV7e2Its7rLwCAmf1/HTa7FcC7nHP/1n7/HjP7TiSFFV6D5EEy6Zz7WLudzwO4DsAdZvZKJIUQ/uZc+hlxSRBtMGKxYzHZ6HMA3Ouc+3D7/X5LKkW+sv0+2ugiBB2WZrPpi7Fcc801Kc5tJwWMVqvlHcLZ2VlMTEx4x/Lw4cMp6gQdT6WKAAkNQGkdWc67BQVGFsJlVrqHKoWEjlpvb2+q7SwaBPuljqxym1XCkOdJZzeLTqNt6xiGVBgTKsjs7CyuueYafz1YiVGd+oGBAaxfv95fx4mJCT/hmZmZwdTUFICEQnH8eDKPpaOrUofsg6qAhOPe6dxCZ504ceJEylnvRJkxoYuEExGdNFUqlY6Um6zJ10JwJTnYAJKlcQA/1X67kHLAuu9rAfwtgM3tB8TZohtJ4QJFBXPFD3YD6DOzpyIpc/ytAP7GzIYB/CGAF7tObPyIRY9ogxGLHYvERr8E4FYze5Zz7l4z2wjg5UiqiALRRhcV+vr65jl9lKVbtWqV58sCSPGxtRx66JBOT097Z2dqasq3rRFstgEklQdnZ2e9XnalUsnk1YYRSn1vZt7ZDSsS6vEoGUgwEXBmZgYDA57FlHLawuipOowazVWuN8GxzSqjHvLZs5I5ub0mUHL/TZs2+TaOHTvmP6/X6ygWi1iyZAmA5LrxNQDs2rXLj5Pqc3cq987+hZ/TOVanXLfXyDZRKpX8dR4aGkKpVMosj66TCvLt9ZhMnGXFUO6j152c+jPFleRgf8HMWgB6kXDP9wH4p2CbfjMrBZ894Jx7Tvv1JICdOMMHTgY+DeDNZnYXkofECwH8AIA8ADjnxs3sxwB8qN3fDznnPm1mf4VkiXSlmf0DgH4Af+ace+859ifi4iDaYMRix6KxUefcP5rZ8nafDMnz6sMAfqX9fbTRiIiIRYsrycH+EQAPA9gO4E8AvN45NxZsMwPgW4LPanzhnPsEgE+ch768CcD7ADwCwAHYgyTi8+OdjmVmzwPwLCRL+DuR8GcfAfCAmX3ZOffgeehXxIVFtMGIxY5FY6Nm9nwAv4mEC/4VANsA/BmAtwP4raxjRRu9dAiX1zUiuXv3btxwww3o7+8HkEQ8lUOtihMaYeX33IevZ2ZmUnQCfj41NYVyuZyKdGtFQN1HecHKzQWQWUVQKQ36mkVN2N7k5KTnY+t4aKSe6FTsRlU3CPKMteqlRnq1YiPb7enpOSUPXKtckk9drVZx+PBh378HHnggRcXgcbTaYrPZnDdOWXagNJBcLofe3l6/TbPZnFdtMhwnYE4OstFo4NChQwASBZtarZaSgVRk0YSoIEKaC5VIdKx4bI2MnwmuJAf7kHNuN4Dd7ejLx83seufcSdnGOeceu9Adcc6NAHiFJVn3ywEcQZLsk1mK18y6AbwXSbLPFgBF59zn2t/dBeAWAPHBsfgRbTBisWPR2CiSRNx/cM69v/3+QTPrB/B+M/sd51xTN442emlBBzaLx1qv172TDaCjXF+4H9sNt1WqhG4/MzOT2l6l45RqEDpNa9eu9bSQY8eOZVY4bLVaKT1kdRp121KplKK5ZDnoHCt1HPmdOnlahTArmVMTS8P+sI9KI9FJhjr8uVzO0yB6enrmaX9zbGq1mk+M1CTF8FzC8+6kPc3PmWDYieuc5aw753xi5dDQUIrTHu6r1135+WbmqT6agHkqSckzwRNepi8Lzrm7kUQ1fusS96PqnDuMZKLzSgCf7LDprwG40zl3L5JrphOjItrL+hGXD6INRix2LAIb7QMwG3w2C6BTxlG00YiIiEWDKymCHeKPkURn/tA5d7D9mZnZmoxtR5xzs2b2/QDeCeCFbackE2bG5dMhAK32+7pz7pH29zcDWA/gm+3/b0PyQPiDjLauB/BqAE9tf7QTQNPMfhrJUu4LAbxj4acdsYgQbTBiseOS2SiA2wH8opl9DXMUkXcAuCMjeh1tdBFAI5e5XC4VBazX6zh2LBGf2bBhw7yKjcCpo9f5fD4VWdaoZqjUkZWY2Iniwcglo6FhsptSSbL6FibmTU9P+8j5qaKquk9XV5ePkjYajVShmPActG2N4nM7pZEASCmSsBqk9oH94D4rVqzAyMgIgITuEo4voRSRUDZRx0uj29rPXC7nI9dUftF9s6L7qopi7SRYvg7HSdGJeuKc823oftpWV1dXir5zJriSHew7AOxHwvGjDmsfgKMZ214D4DEksk9PAlDI2EbxjeD99yLJct/Uft+DZPlzC4ASkqz4W51zE7pTO7HnrwH8T+fcNAA45ypmdisSjddhAL/rnPvaafoTsTgRbTBiseNS2uhtSPID3gHgKiS62bcD+HXdKdro4gGl4ICkTHjomFBVZPXq1SmecRaNguB33d3dnp5wKnRytJQeoQ6ZmeHYsWOZ6hrAnKPY09OTojIoR1zl56rVaqa6RxaydMGVQ60UD8rf0ZFVqUN1nDtRR2ZnZ1OUE71Wqm9dLBZ95cLp6ekUXUKvjzr/SvsoFAooFAp+MtSJA97V1ZXicIeOOPcrFAqZtCP2geemCO1Iz1Pbqlar/pqGHOxO9JczgWXNriIiIiIiIiIiFoqXv/zl7nQONnHjjTfOk48jyPcF0omNO3bswPj4uN9eI8dhhHUhEXF1TtWJDHnLxOkcbB5r2bJluPnmmwHMj3qHyHKwS6WSd1hrtdopHWydFCzEwdZ+67VS7e1areaTB/fv35/iYKtsYZbEIPsZOthZ10MTUBnp12uqDnbW/mbmbejpT386gDnbUZvQPmc52Pfdd58fg04ONsfm9ttvPyNB7Cs5gh0RERERERFxHsBlfjozU1NT8xwbOkTHjx/Hhg0bAGTrIvO1ftff34+xsUTQJkwEVJyKIqKvNYKt+sihprRSSVTtRJ1w55w/N1UQCc8hBB23ZrPptbOHhoa8c2qi4cy26EQqLUMT+cIEUHXQle6gzibPiedDrWtSR7KqKvb09PhI9+joaCoarduFdJUsxZjZ2dlUpFiL+qjKDN+HfWZxnKzrrq/D4j4nTpxIja/qh2ufzzYQHR3siIiIiIiIiHOCRgqB+Y4vMOcQjYyMYP369QDSKhNZNA62Mzw87OXj1OmjgwykqQohVPVCQeeY3ObQEdcJg0bdKTHHYjY89ooVKzKPEzqzMzMznu+9bds2X3p9y5YteOihpHDq5CtfRAEAACAASURBVOQkJiYmfF+0CI06vaR/ECpXF0rXcayU4qHUER3PcAz0HAYGBnDdddcBSK49I8Hsb5b6iUb61fknrYSTh5mZGe+wh8fXvqk6iB6nE/de0Wg0fPVJbkfkcrmUAk3W9VwIrkgVkYiIiIiIiIiIiIgLhRjBjoiIiIiIiDgvyKJlhJzmmZkZrz88PDzst9dIKlVIenp6ACSUCGo1l8tlH70sFoueUgEglXCotBQt501KAo+pKhMhT1eTLLmd2VyJ7Vwuh2KxmEpM5HkeP348RddglLunpwddXV2paOx3fMd3AEjKjzN6yuIyPK8waVLHSvujUWseo6enJ8W1HhgY8MeZmZnxr5Wb3dvbm1JV0VWAyclJPPJIIvhzww03+Gj2Pffck+Iz62vVEq/Vaqkx076ZmafMaBEfbse+KOdaV0JCZCU5HjlyBI1GI1Ovm+9137NBdLAjIiIiIiIizgnlctk7wMB8brUm2DUaDRw9mgjRkO9L0Oli8iAdrXw+j2c+85kAgLvvvts7WuVy2TtGdEK1DX2tDjIpHlQmOR3PNixaowVPgDnqxUMPPeTlCCn9x+24zcDAADZs2ICVK1cCSJzfO+64w/dzdHQUQEJ5YT/JHw4TBbkd+6NUnaGhIS9DNz097atWcqw4+ejt7U2dT6lU8vt0otZoJcVKpeIpLr29vajVaikHlccxM++w60Sgq6srJU/YarU8RaSvry81AdJJEh3s5cuXz3PQQ6oPwcnY0aNH552X9lk54DrJOBNEBzsiIiIiIiLinHAqrWCNFvM9ubozMzOZjrlqHgOJusbGjRsBJA4pnR6NuPb19aFYLPq26/V6ipet0Uo6fXTINXqp2tdamlsjseqMaWTVOee5verQ9vX1eRWSUqmE3bt3+/M+ePBg6lzZVnd3d+bYEZoUyEj/7Oysd0gnJyf9McLobqvV8mXC6/V6artQLq9Tsij7PD09nSo5riov+Xw+FbmnU1yv132f6vV6agKiCY9anTNc4Xja054GIHGw6/W6n5jo2IR9fvzxx1PH0OuYxW/XPIAzReRgR0RERERERERERJxHxAh2RERERERExDmB/NZTSeTxM+Us79+/H9dff/28bUnDUFk1RoA3b96MRx99FECaT12tVlGtVn0Esq+vz1MCWq2Wj/IuX74cmzdvBpBwnkdGRnx/+vr6Uooiyh/XiHHI89YKi4yOqyyd0ibq9ToajYbnoXd3d6ek+RhNDlU3wnHVMVOVEEZiu7u7U8onIW2nv7/ff06qTFdXV4pKo/upPKFea8rkEdVqNbVCwPNZvXo1li1bBiCR9tu3b1+qLY1Oa9ukwui49/b2Ytu2bQCAAwcOpOQRNTKt5zw1NeW11Ov1emrVQKPrExMTKY3ys41gRwc7IiIiIiIi4pwwOjqK4eHhjklhmuQHzFEWJicnUxUeQyi9gA7p1q1bsWPHDgDp5EOVdgPS9AJta2ZmBgcOHACQSAYqt7larWbSMPQzpRCQtkCHUnnfup9yo9nnvXv3Aki0s+mEKv83lI7TdpXWovx2paXoPqHsIbcF0vQVjg+PrxzsVqvlz3N2dtbzrmu1WorW0mw28aQnPQlAQn8hp7tUKmH//v2+b8qZ1r6pgwwgk+azbds2bw/heXXiXx87diyVDAogxUPnGITjptSTM0GkiEREREREREREREScR8QIdkRERERERMQ5gfJ0p1pO71TdjxUaNYLNqDKj0kuWLPERxkKh4GkDlUolU7EEmJ+MSExNTaUUK7RPYRKfnk+W3Buj0dyuq6vLR1w1+qsUCiZMMlHz4MGDnu5QKBQy+0K6ilI0FBpx1RLqp1JH0QIwKmcYjpmOga4okGKi0e9ms4l8Po+rrroKALzSCMdDVUQIFtBRmoyOgfaTfdqwYYO3myVLlvgkS2B+4R32eWpqal4ZeZ6DShXq6kCr1UopyJwJzjiCbWavNTPX4W/iLNrbZGZvM7MtZ7rvYoKZ/R8zu+NS90NhZh80s/2X4Lj/amZ/ebGP2wnRZrOxGG32VFhsdrXYcBo7/872NpsyvjtpZneb2YuD9sJt62a2y8z+xMyWLrBP0cauEIyPj2c6gfqeCKvxVSoVVCoVr8bBP1ZIbDabXgaQvOqenh7PqeYxsrSiCe1Lq9XyOtTUig4rBobOqTrIdPRMymtzf/KUlVfMPx0LluCm6ki5XEa5XEaz2ZxHM2GfQspI1rnxuyx5PU44VB2EzmyxWESxWEzJAfKY3I6qJs45DA0N4cSJEzhx4oTXqp6dnUW1WkWj0cDBgwdx8OBBlMtl1Go11Go1VKtV3zf2j2NYq9VSJdL1PLP2aTQavgJkoVDwutqqNEJMTU1hamoqRTXhNvV63f/x3DhR5N/ExIRXpjkTnEsE+1UADgWfda5T2hmbAPw2gC8B2HsO/blkMLOtAH4awHMudV8WCd4O4Ktm9qfOuV2XujOCaLNtXKY2u1jtarEhy84fCd6/E8D/a79eDeDnANxhZs9zzn2lw7bdAJ4L4DcAPNXMXuBOER6LNhYREXEl41wc7G865x47bz1ZACyZjhWcc/XTbnxx8WYA9zvnvnaqjcys2zlXu0h9umRwzn3DzL6BZFzeeKn7I4g2O4cF2exiwiK2q8WGhdj5XufcvXxjZp8BMAHgBwCEDrZue7eZFQC8DcBTAdx3imNEG7uC0Gg0UtrVYURY//N7IIkkMqmuWq36wiqMXhMTExMppQgu7Y+Pj6foEVnH5fFUHUQjks45X9BG6QVhcZksMOLLY/X29vrXWqBEi6eEEedqtYpdu5L53I033ui36+7uTp1DGMXW7xiRZTQ+6/yzxp9ghF61wxk15niodnWtVpsXvdfXPB+lW/T09HgaiFa8DM9H2wuTLHmdms2mt4djx46lkmhDGwgL/hBdXV2pJNYw4s9jaqGbM8EFS3KU5cpnmdnfm9mUmR1pLxn2tLe5BcDn27t8RpYib2l/v9/MPmJmP25mOwDUAbys/d1aM/tQe3mzZmYPmNlrOvTh29tLfyUzGzWzd5tZb3ubbjMbMbM/OcU5XHuK8+wG8BoAHw0+v6W97w+Y2fvMbATA8fZ328zsw2a2z8wqZrbXzN4TLrtaQvE4ZGZPNbMvmtmMme02s5/O6McLzew+M6ua2R4ze0OH/p7JuD3HzP7JzKbN7LiZ/Wr7+5eY2TfMrGxm/21mT8841D8CeDXH+XLAlW6z7e9Wmtl7zexwu487zOz18v23ttt/eca+f9nuV0E+e72Z3d+2y5Nm9gEzWxbs58zsNjP7hfZvYtoSysINGd2/7OzqMkEVia0WTrchgP9u/9/WaYNoY1ceZmZmUsvslkEP4XfNZtMv7VN6bXZ2FkePHvV8XAsoFrpUPzk5iaVLl2Lp0jRTyYS7C6TpBXr8sCT27OysryRYrVY9ZSDss9IrCDqQ/LxSqXhKBKUBVQKO+2hb+Xwek5OTmJycxIEDB3xf6OySNmKBA6htKA0l63sTJ5XH1+ujY8XzDykbg4OD/rpVq1V/rZS6wePxHKxNLaG6iF6r8E/LxyslhG22Wi2sXbsWa9euRb1ex/Hjx3H8+HEv1RhSW3jdaDcca3LO2WaoWqIUk0aj4SlMZ4pzcbDzZtYV/GW192EAe5BERt4D4GcB/Gr7u/va7wHgFwA8u/2nUZEXAPhFJEt3LwHwgJn1A7gbwHcD+DUArwDwIIAP641a8BEAj7X78CcAfqrdF7Qjyn8L4EfpRAneAOBu59yOU4zDswAsAfDFDt//OQADcCuA17Y/WwfgIJIoyYsB/A6AFwL4VMb+Q0geUh8B8H1IHm7vMbMXcAMzu669bwXADyEZkze324Rsd6bj9nft778fwL8C+D0z+30Afwjg9wH8IIB+AP9qZsVg3y+0+/7sDuNyKRBtNkGmzZrZEBLay0uRRChfBuB2JPb28+1j/zeAnUicJ923iMQe/tE512h/9i4A7wbwWQAvB/DW9nj8u5nlkcZr2sd7E4DXAdgI4JNmFq6yLUa7WmwI7TwcawDIyffrAPwxgB4A/7KA9je3/5+KlBhtLCIi4orGuVBEsh7g/wbge4LPPuqc++3268+a2c0AfhjAbzvnpsyM3MBHdclSsBTA051zx/iBmf0cgGsAvMA5d1f74383s9UAbjOzDzjnlOX+KefcW9qv/9PMHIDfMbPfa/Ps3gvgl5BwFz/cPsZNSB4SP3yacXgWAAfggQ7ff9U595P6gXPuC0hu4jyf/0LiTH3RzJ7qnPuGbD4I4I3Ouc+3t/0CEqf8hzEXSf0NANMAvss5V5Y29wA4Im29Dmc2bh92zr2j3d5dSBztXwSw3Tm3r/15DsAnkTyM7pZ97wfQao/PnR3G5mIj2myCTjb7JgBXA7jRObdbzn8JgN82s/c455rt4/2GmQ075ybb270UwDLpyyYkzs7bnXO/I+OwC4mD9b1IJm1EA8D3iOMEAB8H8EwA/yXbLUa7WmwI7fzLAJ4XfPZX7T+iBuD1zrkvZ7SXazuhRcxxsI+ic1ABiDZ2xaHRaKBUKnmKBzCfhqBRVNIvCoWCX6YfGRnBmjVrAMDrQrMNjeA65zA8PAwAGB4e9sVD2J7SFbT8tvaDkVlGK0NVEWA+3ULbZYIl6Rxsr9lspgqmELVaLdV/jTYXCgUf3T169Kg/93Xr1qXOXwuj6DlVKhUfIddodfha+5SVSMn+k8ZBtRMel3rWbEfb1FLx4X8d2zDCzv/OuRQVQ2k/bLu/vx8rV66c12drJz1qH3icsbExfz56PdiXTqo37Fu5XL54KiKC7wfwrcHfmzO2+7fg/YNIIgcLxb3qqLTx7QAOi6NCfATASgDXB5//U/D+H5Gc+zMBwDm3F8CnkUT/iDcAGAHwf0/Tv3UAplxnju0nwg/MrGhmv2bJ0mgFyY2fD6snBZvP0Llu97UGYBfSY/hsJA5ZWbY7iOTBqjjTcft3aa+JZBKwi851G3yYb9Ad2w+xSSTjs1gQbTZBJ5t9CRL+7T6NgLaPs1z6+BEkCW+vkn1vBbDTOffV9vsXtfv790FbX0EyGfz24NifoePTxoPt/6lxX6R2tdgQ2vlPZGxzm3z/YgDvA/DXZvZDGdv+FZJ7VBnAfyK5D7zEOXeqNdNoY1cYWq0Wpqam5lEogPmOFB0bOtqkHbRaLezZswd79uyZ106owkFs2bIlRS1oNBpebYROm8rosR8hdUQdTh5HaSH5fN5THZROQYpEFl1CUSgUMDg4iMHBQV+hUakP3KfVamHfvn3Yt28fRkdHPdWCVBGlspBWUq1WU8cMaSE8J16nLEeXf+Pj4/4YHH+l6fBPz0EpL2xXz0f7oGOnY87xU4UW/vHzzZs3e1vh5KmrqyvlXIdQmUDts04QAMzrDzE9Pd1xMnI6nEsE+yG3sISxseB9DcmNc6E4mvHZsg6fH5PvFcc7vF8vn/0lgNvN7MkA9iFZTnzvKRxnogfJOXVCVj/fCeDnkVBD/gvJw+AqJI5RuOQ/jvmoBdutxfxzRPuzzfL+TMctPHa9w2fA/H4DCWVlMfEYo80m6GSzq5DwajtN15cDgHPu8fZKyq0A3t+OPr4MwDuCtoDEGevYliBrzNnXEIvNrhYbFmLnj7t08uF/WiI7+adm9jGX9pBuQ7JKVQNwQCLKp0K0sSsQ09PT/nWWo63oFM0m17VUKmFwcHAe3xlIlxAfHBzEli2JYuquXbtQLBZTEUuNAGs7Wg48yznlcTQyrVFijbb29fX5CDR1oHl86kHv37/f92vVqlUYHx/3+tGh88b3u3fvxpOf/GQA8I49HclQjo6R9J6eno462uH487Ouri7fl8ceeyx1/sBclF8j6OSF8/Mw0h5OqsJzo1SiIitBdnZ2FmvXrgWQlLjn/rpSocmNPLeRkREASXSfmunKAQ951+HY8DisFnk2uBwKzWSNwBjmR3oBYI18r1gN4OHgPQAcls8+BWA/kijg/UioGX+9gP6NIuEadkJW/38IwIecc7fxAzMbWMCxOuEo5s5JEX52puN2rlgG4ORpt3ri4XK12VEAJ5As42dhp7z+MID3mdnVSCKgRSRRR20LAL4L2ZPEs6s9m+BKtasLjYeR0DBWIT3BC53xhSDaWERExBWNxeBgM4pwJtGCuwG8ysyeG3AGfwTJzTvUfP0fSHPpfggJx87LUTnnWmb2VwD+F4BvA/BZ59yeBfRlB4CimV3lnAu1ZzuhD/MjOK9b4L5ZuAfAS82s381xsDcg4UsqB/tMx+2sYWZrkESGdp5u28sQT1Sb/Q8kKysHnHMnTtPGxwH8BYBXI0nc/KJz7nH5/jPt/m50zn1mAX1aEJ7gdnWpcROSFamzD9nMIdrYFYiJiYlUNFr5vkC2TF8WnQJIlvavu+661HYhnYBtM8JZqVRSlACN0nY6pqqA6H7cnp8vXz63IFKpVHz0tV6vo1QqzYvu6pgA6Wj67Ows1q1bhyNHjvg2tG98XavV8NhjyQLN9u3bkc/nfds6BmyDYKRdv8+i3PD7crmMb3zjG/61tsPIeLhPSK/gdSfVotP11c+1Xe1vX1+fP5/e3l5s3bo1sy2VXdTPm82mH9vZ2Vk/ZqGdZV3zsE+XKoL9LWa2IuPzr7X5ugvFLiTFPn7czMaQOC87nXPTp9jng0giIP/XzH4dSVGFVyPh5L3BpZPFgMT5/EMk/MFnIikS8iE3l2RDfABJZvtTALxygf1nsuIzMb+4Qyf8B4AfM7MHMacUcS7FGG5DwlX8z/Z5FpGcR0gz+CDObNzOBTe3/3/hlFtdXESbTdDJZv8EiUrDFy2RANyJRCXmWgDf5pz7Pm7okmTPTyJRVFmLROUE8v0eSxRn/sLMnoRkglFFwtV/EYD3O8ktOAMsRru6HLHFzJ7Vfr0UiQLHiwH8pXOueh7ajzZ2BULlzLq6uhbs0NCxqtfrXo95amoKR44cwfr1CStOnbZGo+GX/bWdzZs3e7k/fsekS2pt8/MsygSPk+X8DQ4O4tixY34bTh5YTl0pEnzd09PjaTPVatWfG/nTWZQIPb6Z+f1PnjyJFSvmHl+hjrTSJZRGoecFpJMxmRy6a9cun8Co5eEpf6fH4HiEjq72Ofx/OroIJws6seAkYfv27fN43QBSvPrwmIcPH05NFAiThMnwHHQMzczb8dnI8xHn4mB/vMPnK3EGS2vOuVFLFBZ+BckNMo9E5uyuU+xTNrPnA/gDAO9CsjS+E8CtzrmPZOzyGiSKCz+DJELzPgBvCTdyzo2Y2d0AbsRclbPT9X+/mX0VScb66ZLLiJ9HIt33u+33n0Ki/PDVjnucug+PmtlLkcjnfQwJjeD3kSQ/3iLbnem4nQu+B8DXF8h5vliINovONuucmzSz5wD4rfa5rUcixbYT2fJtH0biLFUB/HPGcX7NzB5F4iD9LBLqzEEAnwMQThQWisVoV5cjfhVz0pNTSBSHfhYLoxidFtHGIiIirnTYqZIQLneY2WuR6AVfs5CbpSWFXg4A+FPn3G+e4XH+DMBa59zMaTZ/wsMSbeajAN7inPvApe7P5YRos50R7eryQrSxKwuWFPPBTTfdBADYuHHjvOipUi806jg0NAQgoSfQJ6Eyx3XXXQcAqSqOTuT3isXivETG/fv3AwAOHDiQ2ofo7u5ORSa7u7t9ZLOTGkV/f79PUtQIdrFYRL1e9xHXarWaosawn81m079mJFWTEZVyklX5sK+vD9ddd11qDLPoGkodUapKs9nE1NQURkeT1IRSqeTHQCUDc7lcKtIeVlvksdasWeMj4Fr9UisjEp1WB4jwGIODg6nkTk26JHVErxPtaWpqCgCwc+fO1PXV6xH6vNq29v3gwYMAgAcffFAj8PM7fwosBg72JYeZrUSSgPYmJLJPf3mGTXwESTTmjQD+6Pz27rLEG5Dwiv/uUnfkiYor1GajXV1eiDZ2hcE552kU69atSzmUnYJ5zjlP3+jr6/NUBeccqtWq51TT0QbmeL5A4mjxOPl8HoODg1i2LBFlWr16Nb75zW8CgJfcA9KUBr7X/hDd3d3+u1qtNk9dQz8nVzl0IkNuMgDfX9VtDh1GtkXncHp6GidOnPA64SFvXGkYdKyr1arngB8/ftxXl+Q5hCXmOWZ0VOlsq6NOLFu2zPOTVdIvbE+VT7q6uvz51Ov1edSPjRsTxcxrr73W64wrB7per8/T2yaazSb27t07rz/hOOl4deL/O+dw/PjxzOOcCS5YqfTLDC9DokP9TAA/5pzLklPriDZ/93UALosozUVADcBrz5DXHHFmuBJtNtrVZYRoYxEREVcyntAUkYiIiIiIiIgLD0uqzfrI43Of+1yfYHiqpEKli2gVSNIOGC2+4YYbMDAwX83WzHxEuKurC/39/Sm6Ave/5557PD1CI5f/P3tf9hvJeV1/qnqtrt7ZzW04C0eakazFkuLYiBwj+MFIgAQBgjzmLX9C/rY8BDCCvCUx7MSWZW2WOKOZIYdbk+x9q96qfg/tc3n7m2oONcOxKKUuQHCrrvqq6quvzj333HuTySSGw2GojCEWi4V2ZTSrkJjnpqUfOnGO1yaVSi3UDJ9Op/KZfD4v4x8MBgsscyaTwVtvvSXHYKLnaDRakEGcnMwL9BwdHS0kJerxpNNpiRzoc0ilUsJYJxIJTCaThTrd3F8ymRR23kxk1N05zRrflNLoZMxMJoO/+Iu/kO6cQRBIJENHDqw/Nv/R94H7evDggUhWzG3CmHrzf5rR9zwP//Vf/yU/0yKJSGSRRRZZZJFF9q0YNbLtdlsAJbAIVoHwJii6KQiBM0Hc3t7egkxEA3Rdrm0wGAhQGw6Hsu//9//+Hz766CPZF8diVokwK4hQj5xMJuUzuqxePB5fAMj6HDVoA86BHx0FfkaDWs/z5LppIE/dOM81lUqFAsfZbLYgb6DTMhqNFqQxWi6ipSi6ayG30ddEVyEJM9433fxFOyz676yK8uGHHy5o0judTqjkxgTOnGs7OzvScZH71mUcaWH6ax5TS3hardZC2cMXtWsPsOPxeMAHDlheAoZfumWn+RngWQG+pdpwsm4nuzcta3mqj8d9WH9sAaq/c6KaJWp838d0OsVsNhNNkVn6RuuH9BjMY5jXwzR9bFq32z0LgqB6mesf2dxSqVSQTqdFK8cuWry/vCfxeFzmEucWTc8ZMynHvN9sF7vsuy4Rxc/o4+jxkSnQ81Y/KyzFpDVpy+YT96/3zTqj+vw4TpbqMtvfttvtaA5escXj8cBxHJkf1D7qlwjXpdFoJC2H//jZhRcfX3ac05ZlYTKZyHzmy202my0whgQk+oXNBCqdeBWLxZBOp+V/nEOct9R9cixkKLlvjo/MIxPdzBcmAQKTyHSLZp6rPr5unx2tk5FFFtnL2LUH2MlkEm+++eYCjW/btrQNBeYgxfM8TCYTDAYDTCYT8fJ0b3u+WAh8+fIoFovI5XK4desWstksisUiEokE0uk0YrGYvGAIOiaTCabTqRwjHo9LaCqVSiGbzcKyLPT7fYxGI3ieJ58fDAbwPA8nJydot9t4/PgxOp0Out2uvBh1kkI6nZYXIUNMiUQCmUwG8XgcqVRqAdDR+FLR4Iog/j/+4z90s4bILmGu6+JnP/sZJpMJ2u02hsMhGo0GRqMRRqMRLMtCNptFpVKB67pYXV2F4zjIZDLyAmdLYA2y+XeGMl3XRTqdRqFQQDKZhOu6SCQS8p33nWCBx+AcByAOG8fZbDYxmUwEbE2nU0ynU3S7XTmP8XgsACOZTC6MmQwCn7fJZCIZ6PV6HYPBQK4FQVgul0M6nUaxWJRngvPVtm3867/+azQHr9iq1Sr+4R/+AScnJzg8PEQymYTjOBgOh3AcB7PZDOl0GqPRCI8ePcJrr72GUqkkc9fzPHieB9/3cXBwAN/38e6778K2bQwGAwGz0+kUmUwGnU4HjuPg1q1bCIIAuVwOtm3j9ddfRxAE2N2d3+KDgwPEYjGUSiVZo9fX13Hr1i1Zt/r9PtrtNizLwt7eHlzXRa1WQ7PZxGg0ktDv9va2rO/JZBLtdnshiSqbzSKZTEoYemdnR0LMxWIRhUIB0+lU1mHXdWHbNqbTKUajEdbW1vDWW2+hXC7jX/7lX6I5+gLGd/X+/j5WV+fd7Pn+XSad0GuibmGuK2J0Oh2cnc2rqa6uroayt3TKmBiXy+XkXdput/HBBx8AmCfoff75vFEu3890Ns2EPTp3g8EAmUxGjqnN/F07eTTNZjPBT8stdC1wTSpyXKz7TMlCMpkMbeCjsRHnNX/WFVuCIFhIZuS5mQmg+vrqih4mw6slM57nLVQ40diJf79//z7efvttAPN7kEqlJCFTy1KWSYsASFIj5SRk/j3PuzCpVp+Xfm/ymE+fPn1G2vIidu0BdpiZLJsJLDUo0GyO3pbZsYlEAqlUCqlUCul0GplMRkBMMpmUz+oFgcCcvycSCQE9GtCTFSIzzheB7/sLx00mkwtZ0GRoeCzNVuvJEXZNaGRpLmIiI7u8kSWzbRtksh3HWbg3nAe8/wTQBCW6oxQ/x3nEn13XheM4yOfzSKVScF0XsVgMqVRK5hgXZp1NTceTpucJ5x/HOZvN5CUSi8WkFBMXfS6ABOS6hJN+fgiYfd+XZ4bsJJ3NdDqNZDIpczys+URkV2O2bePNN9/E3bt30Wq10Ol0xAna29tDEATIZDLy8orFYuj1esjlclIejWCD+tAgCAT8EgB3u11sbm5ie3sbmUwGP/zhD9FsNsXhy+VymEwmcBwHqVQKJycn4pTxBev7PhqNBra2tpBKpZBIJBAEgazB0+kU6XQa5XIZ+/v7UkFhMpkI8cFjDQYDtFotuK4r8y/4Y1WHTqeDyWSCbDYrelMdWt7c3ESpVEKlUkGj0YDruuj1ejg9Pf3W7uP3xegcAXONrfkOpZlASINGXebOtm08fvwYwFyrrfXYpqwjTKaSTqcFkmWhdgAAIABJREFUUG5sbMjnd3Z2cHJyEqrtjcfjC9Flno+WrujojT5XYLHknj5/Pm9h5fTo0PIz/DyjOgSThUJhoQOiBoQ8Z5KB3C9L9fF3fT90VJXn7zjOM10qeW312PjsAhAnPeweZ7NZcXJKpZKMP5FIoN1uyzWlM6A/y3vAvz99+nThOSUxxM9cBiDr6K/v+yIXItB/Wbv2AFuDZB3C1qE+HfKeTCbi6REkJxIJ0X+RwbNtW1i2arWKXC6HSqWCXC6HXC63AJTJ+NErisfjApDJ+OkQuA6BkgHnuRBgu64Ly7KwurqKdDot4ISAhhOawESDfM14mnIV05G4jIwksuebbdvI5/NybzKZDBKJBMbjsSw4ZGy5+Jv3TcswCMS5DUEGP18qlZBOpxdAvCnN8H1fjq+dSJpOIAHOu3oR6MfjcQHXnueh2+0u6Ae5INM4VjoSmhHN5XLCglvWvHtaMplciLSEjTGyqzPP8/DRRx8tMLyWZaFUKuG9996ThKnT01O88cYbsG0bu7u7GAwG6Ha7mE6naLVa6Pf7SKVS2NjYwN7eHt566y1Zw27fvi3MM+fO66+/jq+++krWvq+//hqe58m6mU6nZX6k02mkUik4joN2u41+v487d+7IOtrr9eTYjOptb2/jnXfekUSmdruN8XiMTCaD0WiEWCyGRqOBjz/+WMp70VngM/mzn/1MQHa320Wr1UIikUC320W73caDBw9Qq9XgOA5c111gECN7MRuPx5Jsx3scpvnV64z5vtLR3GQyKT9/+eWXosfOZDLPMMa6prUuEUc9MiMaAPD6669jY2NDygs2m01hiTmn+bMus2eyx7redVjyn36vc43k71xTeW20aQZe69hNYlEby919+eWX8nnKqvg5E8TqGt8mm6+dHPP+AHOArx0O/b90Oo2bN28CmM8Dvo+0I8H1QpsG1vo47NL55MmTBYCeTqfF+TCvhynnpZnRE0ZIrkJ/DXwHADawKD4HFi+SBp18mHRImyw1JwYBK1m2TCaDfD6PXC4n4Xm+mMKYPK3lI3AneCDw5UTjsc1QeywWk4QJykn4UqSuUXvvmhHlOWt9t5a86JCHea0igP3iZlmWsLVcKGez2UKdVEohyNxqCZNmADRIpcSH845zkEAklUrJXNDzW8t+tMPJ+aCjPKYOGpjPIYKIbDYr2lYy7WQn9Li1E0nGREtKOIctyxKnkS8Rgns9jyO7WuPLhmvlcDhEp9NBr9fD48ePRaYxHA6lpfStW7fgOA4mkwlarRYePnyI0WiEN998E8ViUaR3tm1ja2tLHEDqm8mocf4wImJKovjSTiaTGI1GSKfTQnR0u11JduKLvdVqLeingfn829zcRCaTwdOnT2U+ptNpvPHGG1hZWUGhUIBt2yiXy3AcR5jyZrOJ/f19YUBJvrA1t+/7GAwGAuJ05YDIIossshexaw+wNdDlS1+zYAQF1MJSa+o4zgKTSKNOMJVKIZfLIZPJYH19Ha7rolQqCXjWYQMN2gkWyD7yd3q09F4JxMmE67CVBh62bWMymaBQKCyENIfD4YKkgI4Ex8IsZn19CNxMSUsErF/ebNtGsVhcCLO7rovJZCIaT2qktWaeAJhzgdIKakUdx5H5wDmZTCYl+sHQOUGLyfRQ7mE+Jww/apac84DAhOWgstmszMHxeIx+v4/pdIrxeCxzkYy5jiYB50ln1PjyfAmwNbAGFkszRXa1RsfIsiy5h/1+H51OB8fHxwiCAIeHh6hWq8L4NJtNxGIxVKtVrK+v4/3330cymUSxWJSKDuVyGbVaDWdnZxgMBnj48CG2trYwnU7RbrdxdHSEfr8P3/ext7cnBAJBM7XbHBOBLfXQx8fHGAwGWF1dxXQ6xcnJCXzfl7EBc/2rZc1zWLa2tvDjH/9YnkXP8zAcDmHbNn79618LaO50Ouj3+2g2m+j3+3AcB59//jmy2axEfbiWr66uwnXdS4eWI3u+BUEgnRQ3NjZEYqf/z++ajDD3QdPShcFggC+++ALAXMu7srIi29BJA7CQj8U1DThnPAGItOnu3bsA5s8RpQetVktYVj5f/Jk6f50DAJyX0wMgkUkAIj8F5qX4uLZz3NRGU/bE41C2wHcAj2uSNtop5Lm9/fbbwur2ej2JVPEa6uus8YJm4PXvOvKg75WWESaTSeRyOdHfVyoVuQbpdFr2pSuicF86Aq+j8vz73t4evv76a/mM3i8x02VNRySA+fzgfL0qEujaA2xgkcHWQMFkrvXLmy93MtamTpbgW3/XXYZMhpjsN4FMmK5K62OB89qWmmXXoJgMJsfIZDkmOZBJ0cylBtpawwucJ4DyGHpsEWv4cqa11yw1FASB6JbJ3umEWoY3TT00pROpVEoSFDOZzIKkQkddgPN5ZurxOU+5jemAhjlaJjuty0zxBaQdODqMZiSG18UMy/KFpROE9XO0rLxTZC9nQTCvHTubzeRFqnNKgiBAoVBYCG8TVJ6dneHJkyei2QyCAPl8Hj/96U/hui7i8bgkge/t7aFareLBgwfY39/H2dkZer0e6vU6ut0uVldXJeKj1yQ9DzOZDHK5HDqdjmhjyZQ3Gg3EYjEMBgNUq1U4joONjQ2srKxgdXUV4/EYw+EQtVoNjx8/xmg0wu7uLjKZDNrtNrrdrpwX121GhlZWVrCysiKRRW5rWRZOT0+Ry+UkqhjZyxvBXavVQrVaDXVetANuap51RNbU/Pb7fQDAF198gdu3bwNYbM8OLCYCUsIGzNcqrafW7dYZKQHmjgFN4wvtiGmgy/1pKYh+B+vScRqY6zVVl/yzLEtaxFO6qo9DKxaL0tqb15znX63OC+Gsra0hFosJYCeBAmAhkXgwGDyjRw9zhhKJhJRDpCIAgERx9bXiuWkZoumU8P0ILGr0h8Mh/vCHPwCYd6PkvnRhB56Lqdc2f9bnYs7FZrO5cO2uwq49wCZjpllaTkw+JOPxWNhrAFJ1IZvNiqfIJDG+bKgLTKfTyGazomfWJcv4otEhfWAxCUOH7/lgEXjppBqtS+JEIptJNnE2m6FQKGAymQiw7vV6oo/li0WX+OODqply/YBrYB8xMy9u1MwRIFK/Nh6PF+QSOsFKM7pkMnR1Dc1Uk/HVMg4AC4CWLwKCFkYydFMAzingvK0s773pFPJZYp6CTlIkw8d9UCdJAMZz1VEcAPJ3Amz9XGmWI7KrN9u2sbq6imw2i1KpJPODUo5ms4lyuYz19XU8efIEvV4PrVYLjuOg0+lgOp1KxY/t7W1sbm7iq6++wmAwQDweR6vVEoB+fHyMjY0N/P3f/z02Nzfx+PFj0WQHQSCVkfgssLoT5yvnPHXQHOu9e/fw85//HE+fPsWjR48kYerBgwfY29tDKpVCu90WSd/R0RGKxSJc10W73ZYkzQcPHiCbzQpbT5b+L//yL3F2doabN28imUyiUCjA8zzU63Xs7u5iZWUlIiMiiyyyK7FrD7BNM6UbBJs68S+RSIhExHGcZ8qcUTfNSgfUohKwmkbQwpAOgTeBjsnQcZwEN7qqCDP4TSacx6DzwBqxTETjuRFMab0396XZIo5Bs97Ri+PlTOuateNHRlADXz0POCeZ3EU5iK7LSxCqs851Iq8pT+JndPY4/86/6XCmvv+6HJEug6UZP8o86ETQsdBOopaf6DFzn3qcZg5FZFdvdHIol9MJUZwP5XIZGxsbGA6HGI1GaLVaOD4+Fn224zhYXV0VBopEARPJxuMxer0exuMxjo6OkMvl8MYbb4j0xHVd3Lx5E51OR4iD3/72txgOhzg4OBApR6lUwsrKClzXxYcffoh2u41PP/0U+/v76HQ6aLVa2NvbkzAwx2JZFnq9nkhNWKrP932Uy2WpAkKmjA7g6uoqKpUKBoOBhNNt28bx8bE4rpubm8jn8xKpiuzljfOPzotmJs3oHP+m1079PtOSAM3+jsdjKdfW6XRw9+5dlEol2TdNN3PRDK2ussHvmk3W0gc9Zn0eJCH4v2Xb6fLBeh3WnQ910qeWpWgGnPvj/zivzWsTRtZwHxr75PN5Ybr5LjLvDfen2fkwZpim2Xqetynh0OPT7xHLsiSZ8csvv1xIOtXMPc28h+acuuj9w//t7u5+I4nJZew7AbD1C1pPfGqvqbtm6DGbzWJjYwO5XE5qWlPzStDAMDZ1YctK9JBt1mwcJ5bWtvq+v1B70byhuqIES1Xpz5JRZHiSjkO5XMZ0OkWhUEC328Xx8TGGw+ECo81zZyYv9WVhi1lkL2aMSgCQe6MdKM0uc7GlLpsOnq4LrRtjAFgonUdQzbJ2wPnioxNstXMHnC9yHBvnq5ar8GXA50cnKXJuUydoJqR5nofxeCzyA1Pzz+vE8+H+uMAyRyGSiLwas217QZPMJG6CzV6vh3v37sk9DYJAytv96Ec/wng8huM4KBQKKJVKKBQK2N/flxf25uYmGo0GDg8Ppf760dERMpkMarWa1M7O5XIIggAbGxu4f/8+/vZv/1Zqw6fTafzmN79BqVTCo0ePcHBwgIODA9RqNTx9+hTxeBynp6d47bXX0G63hVl//fXXEYvFUK/XRa9aqVRQKpXQ6XTkZcya3MViEUdHR9jZ2UG1WsVsNkOn08HKygrS6bRoa1kHm22fWR4zmqNXa41GA91uVyp3mKbXDw3aNIgjqQY82xWSP5+cnGA4HOKNN94AcB7N5jaaWODPdN5MYoM/h4FlU4antzPXZC071eCQuSvAYldGUzpiYgl9rTQuIlimHtnchmX+NEDW+9U/a6BqknZ6/Po68Ti690bYOPl3E59YloX9/X0Ac7kGK9AQnPMc9P0wc9T0PVrmJJt/pyyk0WiEbv8ydu0BNi+aCbDNqgoEsdT2FQoF5PN55PN50VyT8aBpb4nMm+lR8X/6oeMENbXY+gHm5wnA9JcG1JyYBD/cJ/+uNWTJZBLD4RCxWEwkCDoJUzOoesxaLxvZi1kYwCZoNBld7Txx3tHBYxIj54GOSBCM6ntG0+BZ6+BM5oAOnJ6L5r5MxppfnP+sXKIlTLpiChlAPQ6+CHTERD+r+ppdNUsQ2dz4AtdVMSh/Gw6HUmedAHw2m3dMXFtbQz6fl7+x7GI+nxfHXjv9/X5fooStVkuIC5IZd+7cEb1oNpvFf/7nf8LzPHnBO46Dra0ttFotWJaFarWKtbU1/OAHP8Dx8TF2dnZkHCRESEqkUimRqejkMdd1MRwOMRgMMJvNUKlUkM1mcXp6ilarJVEmjt/zPORyuYW5T+0oJVKRRRZZZC9j3wmATT0ycM4qU9ROuQZD71tbWyiXy7hz5w6y2Syy2exS75LggIs1E190GEfLAch2a1aQpr0qnezFREadQKk1vJrV1t6qLq0Wi8VQLBYxGo2QyWTQbDZhWRY6nQ4Gg4GEcfkS1FpazbKbyRiRXd5830er1RKvWTPOOpmWjBg114VCQZIZdT1o3mudBMnjLGM/tCRIZ1+bSUHcp54/3JYAWjuM/Cznu2YJZrOZPH/Uz7KW8Hg8lvqlTIwhSNPshXYMoioir85838fZ2ZmU50skEqhUKvB9H/V6HalUShKZgmDeefGf//mfYdvzknuO42A6nXf4bDabePjwocwXtlb/yU9+gr/7u7/D5uam1NhdWVnBV199hSAIMBwO8dFHH8H3faysrGBtbQ07OzsyR/r9PvL5PH7/+98LqTGbzdut5/N5JJNJ3L9/H9vb23AcB9vb22g2mzg+PsZoNMLp6Sna7bZUNGElnlQqhWKxKI7laDRCKpXCP/3TP6Fer+Pg4AC2PS8J6DgOnjx5IlHHdDqNRqMBz/PkujEBLrKrsclkgt3dXamUYTLAYWaSDZq1ZuSM22nrdDr46KOPAMzfo0xYvHnz5kIelUk86OizlkiYRBzHv4y4Mll4jTf0Mdh7g+fGZ5PyJ46f+2LOAucmZV7mMTc2NlCr1QBAHE5gLqXR+zPlJprR19dUy1/0NdCSVfN50Z83JTNhzPl4PMbXX38tHTi1HMYkPpfJZ5bt+yILggBPnjwBsMiUX5V9JwA2WS8NCjRzzdBoNptFuVxGuVxGPp+XDHoCGv0Z4DwUpPWipsZUb8uHOiwLFjifCKb+R+9fd3XUD68O7QdBsFD5hJ9LJBIol8uwbRvNZlMYbl0vltUfeF6cqJFE5OXM9+ddnky5A7DoqOlW9nzpsy62jngQaOooCZli7eTp+cHvGkRrRlg/GxyPXqi09ImSFvMFoBltfV503KhrpZMLQKRKnH90QHjd+D3MMY3s6oxzg5I3lsGybVtCxmdnZ0gkErI+0gkHzqVsrIvOxjDvv/8+AIh85PDwEJ999hk+/fRTSWYdDAYy79PptJTt29/fR7/fl9J5LIXK9TgIAmSzWaysrEgHvLOzM3z++efodDr4m7/5G1n/4vE4qtUqksmkdKkcjUbodrsiVaFWk+NipRJgPr/Z4bLdbmMwGEhDp1wuJ8fgtYrsau34+FiqfZhSEf1+MrWz+h2sgRpBaFhbbf2OJoCq1WpYX18HAKyvr0u5O3M9MoGajgSawBE4z2PRhRjCQLW51mpZCnseAMDdu3fx8OFDAHOphIklaLFYTK4BI07AvEMiAbZ5jc0KJXp/2lEwo/X6/aPLHoZJe8KOq437nkwmODg4ADC/N/ramvvWzlTYXAk7TpisxRxXu92WBkOvwq49wPZ9X9qKEigTMHKCJZNJrK+vo1Qq4e7duygUCiiXywt1eMkaU6+s5Rg6JM4wpNZc6yQzjsn0wPX/mbWvpSscSzqdXgBp+iElI2iePz3adDot9VonkwlyuZxIRshkayZcM6kRyH45831fkqno0AAQfX8qlRJdKF/YrGvN+6/Zb84ZOlxcKFkVR4Nk7SDqCArwLCjWgJrVQbhv7bxRNqVfWlpypI/NyA6BEfW3bFvNChGcd6PRaIHJNrWL0Tx8NUZZCACpS/7w4UM0m01UKhV88MEHmEwm6Ha7WFlZQTKZRLfbxdbWFt59912RXATBvF72YDDAyckJvv76a5FdTCYTPHjwQBrTHB4e4vbt2ygWizg4OIDrusKg2bYN13WlFGq/30cul5Po3cnJichRMpkMyuUyOp0OxuMxyuUyLMvC//zP/2Bzc1OkLY8fP15I1nr99dfxk5/8BMCcrev1eqKpPD09xWeffYZarSaSE+3A1mo1aehkWRZarZZUBSLYiSyyyCJ7Ubv2AJseE4EDk8MIgNlOulQqoVQqIZ/PS8UQghGCGV0GTWurL2K0teSD49EA3WSrtddN9kiDd+09as2q1k/y/5rxI7giKMvlclLWj0wTcO75EdwQGEWs4csbX86m5p0Mta4QwkRGzSrrKIWp1TeN99qsza7lJZSnmOFIzlHKVszqNxqM6+Pr5E06pbrMngb2ZLEzmYx8p6aXz6v+nGY4olyAV2O2PW897HkeWq0WfH/erKVer+Pdd99FJpNBsVhELpfD+++/L6X8bNvG6ekp6vU62u22SEls20av10OpVBKHqtPpyP1k/WjXdRGLxfDBBx+IvjmfzwurnUqlsL6+jtPTU2mRblkWVlZW0O/3USwWUSwW5VkqFovY3t7G/v4+BoMB2u22SK9c1xVN+Hg8xsOHD9Hv94WZt217ofTlhx9+KDKQ09NT/OIXv8BwOBQSpVaryXPEa8HoTmRXa5SJAPOqFctkIpql1qYT9JjEDSxW4NBrj94XMI+0sVb00dGRML7VahXFYlEiOXqd41rJv+u1lkZSQv9NRx65X7NqmGWdJ/WxmyoA7OzsiFSCTcz0ddLj4TXodDoiMXn69OmCzFU33jHHbu7bNEZItbQlzMx7uexajUYjSUiu1WoSBSZ5w3EviyKYcsoXMe7X933s7u6+EmkI7doD7NlsJiVoCFjIBMfjccl2397eRqFQkCYCBLC8gWxFzbA4QY5+GAlIdHtqDWa0hEPLVUzQwYx0hhq5LZPbuKDrfRJM0YEg2CETznAogRH1iuPxWFghlrfS56YXigjYvJzR4dLdo+jcESRQa00md9nDq6MwJiPNeajnPI+tQTL3w8Vaz1c6Ylq2xHlBtlln5APn0RJdls+cixwrnVCWupxOp0ilUvA8TxJzGZHRiaAcU2RXb7Zti0zuzp07mE6n+Md//EfUajVsb2+jXq+jUqmgWq3iiy++EKkZ2drJZLLQdIhJibPZvJtcs9nE6ekpfN9HqVTCxsYGZrMZ7t69i5OTE2mW1O/3kc1mF/JMUqkUbt68KcCY86tQKODmzZsLL87t7W1pFNNqtdDtdtHpdFAsFnF6eopmsylkSa/Xk/8dHR2h1+tJNJB1uJPJJP7sz/4M29vb+Ou//mscHBzgzp070mMgCAI8evQI/X5f2O9ojr4aI7ja3NwU/bE27fibv2uJhkkQ6KgdsCgP0HIRDdoISNvtNuLxuDR0ocQUmEs3wsB6WGROm/5f2PFNOZ+OirKBjnlMvQbzGFqnrLv8alngspJ7Zr5PGGDVx+J2F8kyeG5BEIguu16vS0UQVqLidtoRMRvFmAQQf9bjXOYsmOegnRJud3Z2JvPxVdm1B9jAucieE4esCJlcZruzUgN10tqzJDPBlwmbZmhgQ50zwa8p/dBAJ4yRIygi6DF14jqUT9OsNytLaG9Nh++1JwlAtJSz2Uw0bZQYaH2wZusjezHTDgrvWTKZXGCrdddCzaTo+6+BtSmXoJMFnGvNdFUS4Lx7lxkZ4Wc0wNbstwbYBDdmDoEeJ3DOunM+0dljVIQyE4bUGUmZTqcLERUu5NrJjOzqzXEc/NVf/RX6/T76/T6GwyF+97vfSWLsbDbD9vY2AEg9aiYeMpl1e3tbIoXMKSBDPRgMUCwWpaW553mIx+NoNBqo1+vi3KdSKdFxu66Lw8NDTKdT3Lp1S8oFptPpZ7qg6sZIBBMcC1nvjY0NpNNpPH36FOvr67Jun52dodPpiMTO931JznQcB0EQCKAejUb4+OOPRb5VqVRw48YNad9eqVSiJMfIIovspe3aA2yCFLK7DMMXCgXRJFMewpJoujoDwYzWQdMIvvl/ggVgMfzAz5KZpOaUwJ+gSUtQGMIi0NUepRmi19IXVkYBzkEUgZE+L+6LVSrG47FUF+FLkyFPLRWI7MWM91ezcul0WjScOmHQlIHQKdRVXXRlGYJPbqcBunbaNKBmlEaDYtOp1POMc0dHYMza74zycJ4THPM79z2ZTKRsmun0hgFsPicEbGGsR2Qvb71eD//+7/8uOuLxeIy9vT1JPMzn89K5cXNzU9akeDyOlZUVqQiSzWaxu7uLRCKB9fV1dDodkXIUCgWsrq6iUCjgl7/8JU5PTxcqE0ynU5TLZckJqVQqqFQqEtmYTqdYXV1FPB7H0dGRzFtG+1haj9USstksCoUCjo+PpeEN61/ncjns7e1JOdZMJoPBYIDhcLjQdIeVbtrtNsbjMfL5PB49eoSjoyMcHBxI5PPBgwcAIPM4sqs3rjmPHj0SUkjPH+BZVjRsvTCZWDNvRJME+t3LNVmTVWRFyWjzPQpASDxgnkjIn7lOcr8mk7psjeMxTTZd/4/NnABIBAc4T+bUMhlaIpGQ68lnI2xsYdeO2+nrYTLWOmKqP8vPe54nY+Z6oVuyayZcy2R0wuNFDLSZ7B92Lia7vmw7zsHHjx+/8nr31x5gA+cAhVneZKJZJYRyEa2p1g+VZgDDtEHcJz+rJ5fWZWv5Bk3vnwCb5YR03d+wSa6Po7N1deiHk0vLPsjuAOfMez6fh+/7UttVlwIksIuAzdWYed/03KJTo+ehTijk9tSJ8nN6W802m6bnoxmZ0OFA/h72M383GXkzrMgXD+ejlqjosnsmU29Gazhe7YBGdvU2m82Qy+WkIRUTGpmI67ouzs7OUCgUsL6+jnQ6LVU5SqUSXNdFNptFvV5fSM6dzWbI5/NS+o7SJ4J2Nm7hWsxngBIOzoN6vY7xeIyTkxMhH3zfRzablWpPuqzpZDIR+RHlfaPRCNVqFZ7nYTKZyJpcLpel8Q3ZeDqobCrDOu7JZBKu66LRaGA2m6HVaglJQekdQU1kr8bq9ToODw8BnDcHMu0iYKh/1yCSkjz9jtcR4bDjmNE8LWMbj8c4PT0FgIXKHHzvAucdEcMqcuj3A3AOijkWRkoozQMWHQYdoTQj5kEQiJxkMBhIgvPe3p6Af+YE8WcmvgOLnSm1U2LKSmazmYyNDiswj4Lx78Q7HL9JIC57F+k+EMtMA2yzrK3ep/l3LQvR+6IspF6vLz3mVdm1B9i2Pe+4SKaQTCylIUzA0WXwyDYSiGowobvZhQnpTQkGsFjWjEb9M4AFgK0fCL5EdKICHyyd/MXPxGIxae1OkKzlKtT10sPVpd5KpZJoYBmqZdY8J/iLJgVEhgUAyflFBpsLst6GzqDjOAu6fj1PgUUWgIsE50RYtEMvXiag5ThNcM65Y37xmNoZYMSDLLrv+5LASGDFRDpT609mnoCISY+cg1oPHtnVm84dWVlZged5sCwLN27cQKlUQjKZRKVSwXg8xvHxMVZWVuTvnEe1Wg2NRgPr6+tYWVnBaDTC3bt3ZR32fV+qbdy5cwenp6dYX1+XJi+tVkvmEBMdZ7MZSqUS6vW66LTT6TSOj48xnU5xdHSEVCqF2WwmAMBxHFQqFcRi8yY5d/7YvKbf76Pb7UqZNdueJ2KenZ2hXC7DcRxh8IfDoVSY4nrK5PC1tTWUy2UEQSBl+yxrnnhpWVYU7XvF5vu+tDevVCrSPTaMDda27H96/TMZWg0iL6PTZYQOOC/BB+CZOcE1lPlRmtHW73uCaE2MmcdkkzyOU2u0dSQUONdoa7BJeSn3y+MMBgM5PnEIj7ksqZCOrL62z1uzTWxxEdOsowj6PaTNJDr1fpYBZ/192ZgHgwG+/vrr0DG/Crv2AJtgRgMOAhStfyU44HcTeGh22gQZmsnTn9VgSlcfIQDmA6sZQALHg47JAAAgAElEQVTtIAieAVEa/GhwovfL7HY+JLqjmAZV+qElw5hKpeC6LsbjsQAcDegje3HT4TPLelZ/TUBNppYRF+0Uco6Y0g0z2YRmgmy9sBDQhjHRvOfmlwbDWiqiw6lalkKpiHYe+TcdSdFOARN8KQfQ+QsEf5Gj9+qM3RAfPXoEz/PwwQcfoFwuS/MZHe1jHd50Oi0kBcvrxWLzzobHx8fY2tpaSIb0PE/01+zYyPmby+XQbDbR7XZRLpdRrVbx6NEjWJaFXC4ngKfb7S7MX7ZuJ8iOx+PScZJzqNVqYTgcotFoSFk/Vh85OzsTZ1DL4k5OTmROj8djeR55TdbW1nBycoJisYhqtYpUKiVVRiKLLLLIXsa+EwBbl8Nj+aVisSgLLBkRrXXli9wEw0yk0UmD+kVDKYjWbevOd0EQLFQjARaZb1Nmws9Ry8pwFLOGdck3Mkxs984Qr9bUslwWvcxutysJm7HYvLFCEMyz74Hz0JOuqBLZNzfOJ0YZqAVlkwzWvua8IKgmg63DekEw73jH6IYG2ZzvBAKU9mgwor8I7IFzhkTLk7SGmgBGJ8ISjHBslnXe3l1HbDinyUqnUqkFXTfDhSzbR/aUrDfHxBrxkV29WZYlOlKWxNvc3ITnebh9+7Y47/l8XlheztVcLofBYIDbt2+LdvLRo0eo1+vY398XZjqbzWI4HCKXy2F9fR3j8RgbGxuoVqsAINIOVhvp9Xq4ffu2MMexWEzA9erqqiQwTiaThSokjUYDjUZD1q/j42MkEgn0+310Oh08fPgQ5XIZP/3pT7G6uioJjmxkQra8XC6L/jubzeLRo0cSWu92uygUCnj77bfx61//WnooFIvFaI7+CYxM7M7ODt59910A582xaGaUeRmrqVlesxgAjWQBf9a2jCU15SNhUgdur1lU/T/NbOtjEGPwfyTN9Dh5PgCkIlMYg6vzvUy5ByUdTCp+Hstrdttddg/Mz2opi44kmOSeGY0NO4a+Xpqdf57p89bj4xgePHiwUKXlVdu1B9jAeRUR3583uSgWi9jY2ECpVEK5XF5grU1AwpcIQQVD2yaTTZ0zk4N0UpqpHWXYSCdE6gmlk8J4ozXw0QCIgJ8MNmt4F4tF+RtBCpkl3/eFqSbjwrqZTATNZrOSkMmOblGHshc3gslYLCZtnVdXV6W5DBOjyNJy7pHJ5vxigmyv15N7ovVrnFeu6yKZTErZP82A6yoPWvun5yRBrZ7jBNW9Xk+eBx2R4SLHaiD5fF6OoR1HfobznkA9FotJGDKTycD3fXEQCaypnY3s6o2OnOd5KBaLuHfvHra2tkTyE4/HJbnxyZMnMkfYIZYAPZVKYXd3F5Zl4fj4WD57dnYGy7KkG2Kj0RCWmzpmrpfURHMOE0DH43H84Ac/kCQoJjKSFCCZ0u/3cXBwAM/zkEqlpN6/53kL6+///u//4t69e5LjwLnd7/cxGo1EWnjjxg2paNJsNuG6LsrlMur1OsrlMo6Pj+H783KopVIpqnTzJ7Tj42Nx0G7cuCF/NwGX+bcwWQjf5fr3ZWaC9TCwaY4hLCnQHIP5Gc4l7bTR2dXJmSZRApyD6mXjobHEpnkeJNf038OkNdooow07Bw2WGbUEFsvn6ai8+RltprTRHJceQ9h9NMe4zDELgnPd9asuy2fatQfYBMJkWsjuMnOc2d4E1RoIaz00gQBZPc0oai0QH06CeT05OCEIvsMyWzXY1pPEZBK1dIPnRyBC7TTBspYK6DJtDHtSMsIJTwBGYESmXMtNIvtmpmUQTLDNZrOSoEWZiJZimDIlat4IbvkVBrB5nykz0i98zWQvW5j0nOH4dQUQnQSr5yoBNr8D58kwBD/UVetnk5Ik5j5omYxm0nUJyciu1izLQr/fh23buH//vlQEYYWlRqOBfr8Py7LkXpA9ZufbUqmEnZ0dDAYDmdvtdhuxWAyTyUTYMDJwZM44z3q9HqrVqjiawJxNDoIA9XpdOj1Wq1UcHh4K4aHzSJgEqZOzh8OhzC3OKzaPefz4Mba2tuD756X5OGdJbDQaDbRaLaTTaVQqFRwdHcHzPHl2Nzc3sbe3JxGlqNFMZJFF9rL2nQDYQTBvrLKysoLbt29jc3NT2udSE6oBNj8HnIMasiVhWagEOASrOnzKBhqsu02Qr2UrGtjr/RNQs/YqZQEaFGkwDkBq0rLNNp0Ilh8kS6VLpdF7JXvDzPwgCNBsNjGdTjEcDqPM+Jc0ykCYALa+vg7XdZHL5RakQGb0QkcrWL6Mc1FHO4Bzh5IOk662oCvB6IxtLS3h33SpQO6TgD7M0dPPDsdmWZawkpz/ZDM5Hxl9oSPIOcmmSIPBAJZlodfrybMYAexXY7PZDJlMBq7rYmVlRUp1scshIwuTyQSO40hyYj6fl9Ja1DmPx2Opn10sFuF5Hm7cuCHOFGtjk22r1+tSiYPVP2zbxtraGmq1GsbjMRzHwenpKVqtFt5++22cnp6i1+uJ9CSfz6PZbKLf76NcLqNSqcC2bYkc0VHjGsia2gTUruui1WqhWCyKQ9dut3F6eirXRUdoOp0Ozs7OEAQBqtXqQu5KBLD/dDabzfDVV18BgLzzaCZjHcYy6+1MFlnnB2inb5nswTzmsuNoC5M3mJJRnqfOy5rNZkIQcs0EwlnnsPPXx9UJi+bnLmPPk+KY+WrmdmEyEC1zCVvzzWMuu+5a8rNM4kJyyLw+wLyR0M7OzsJ5/Kns2gNsAKIRLBaLkvmeyWRkETcBtmaGCWwIKngTTP2PZh35O8ORBNwayJi6cDKOHK/WvJrAJsz0Q8gqIbZtixNBQGOW/SEA4suUdYhZkkrXNI4Y7Bc3y7Kk6UahUEA+n4fruqJXNpP4dJkjXvswcKv3T+P/eN84L01wAZxnYus5ocE1x0Iwb5aYDFuQNCAnwNF1t3VFEBrnGbXZrArhOI58Xku5Irt6YzSk3W5jbW0NuVxO1kg6dyzZF4vFcHZ2JmQBP+f7vgCc2WyGfr8vUrRcLif19hOJhNSbbjabGAwGAoK5hhE0pNNpWc8KhYJ8JggCyZ+ZzWbSGr3VakmURMuXAKBYLIqTxmpSrC5CCQqlWJyrWubE6Ew2m4VlWcLK83fbtnF4eIhCofBt3sr/c0b54hdffIEf/ehHAPCMk2OG/S+yZe/ZMBnHRVKRi8D2sm30OE0ZCNc+gmmet87j0vsMcyqWjV2v35dxEi4DwrmvMHnJ8/ah5TRa+75sbPqe6XfEMqdCn0vYWHiN//CHP3xr8thrD7BjsRgqlQq2t7exubmJ1157DeVyGaVSaaFzngkOCKy73a6wKgTDwLlXpMG1/k62RFdEIIsHYEG7ynFwguikMYJlyj705NYTj/vkZxqNhmTQu64L13UXqqTwxaETL6nLZhktJjRxzFElkRe3RCKBjY0NrKysYHNzU5pu6ARbAl+dbKhL22lwDTxbx1UzyjoSQmCg5zsdLhpBuAb5lERR980IShjINxN1CazJtnMe6prxHCcBvq6vyjA7gRBrKHO/kV296UTY7e3tBUe9WCwinU5Lgm4ymZQydSyVB0BalNNR6vV6cBwHg8EA3W4X8XgcxWJRAHksFsOdO3cwHo+xs7MD27alrN+NGzeQy+XgeR6q1aqUzePxc7kcDg4OFhIibdtGt9uVCF2pVJIk2ng8jm63i16vh2KxKJ0luTYmk0lUq9WFyA8JCCYba2e0XC5Lvs3q6ip+/etfCzHx8OHDb/NWRhZZZN8Du/YAm6wHExrz+Tyy2ayUmyKgICDWiVeavTbBDLBYPs/0soIgkBCp53lIJBILnfA0m20ychow6XA9tYbAs9IQ08g2U9ZBcK+TN6mH1RpaZus7jiPNIHQNcQARwHkBY4WWXC4nzDXvCdlZ09kDsMAea8nGZRkYJhBq4M25tExvTdMsuE561EA+bB5q0M1ni5/XDh4ZdS0z4dxyHEe+B0EgMpooF+DVWSwWw/HxMVzXFYkOHR1W09jc3AQAfPrpp3AcRxrMdLtdDIdDBMFcjud5nkjTKDvrdrtS57xQKAgopoSI83M4HApQ535Zo5vdHXO5HM7OzgAA+XweT58+xWAwkNwRswoOc056vR7G4zGOjo7kGWRehO/7ePDgAd566y3cuHED9Xodjx8/hm3byOfziMViKJfL8P15LW+eF6uWOI4Dz/NQKBS+cYg9squxRqMhzs2bb765VHoBLGeX9fp6kawkjM0O+0zYMcPWTP0//RmuiVoqwe1Jepms7EXM7LJrEHb8b7KviyKqYXaRfMf8PHHPsvthjlMTlua56f0uG4Pv+1LvutFohI7/T2HXHmAnEglsbW1he3sb6+vrWFtbE72e2dKZkozJZIJ+vy/a57DwC1lBgm8y0QTEDJEHQYBer4cgCCSMyFJkNA3IdWhey1b08YDzh4CTT1dp4L70i82yLNEQcn+645Tv+yIPIeNE5qparUoiJADpTBXZ5Y0VGKgNZYKjlgdpME0dK6uF8F6anRD1PNJzQMs79O+j0Qi2fV43WEs1zAXJLNdEoM7FzFzUeCwCGr4ACIxYopANRzjH+XcCcDKUw+EQljVPvIvFYvA8D67rRtVsXqEVi0XcvHkTsVgMpVIJ1WpVkgzT6TS++OILjMdjqbKxv7+PdrstbC/L8q2trQGAgF3bnjeaKRQKaDQaIsvg/5jYyqghHfrpdIpWq4W1tTXk83mRgrDrY6lUQq/Xw82bN3FwcIB+v49sNotqtYparSbOHddJypO4/lHK53me1Mf+5S9/iQ8//BCdTgf1eh3dbhedTgebm5vIZrPCaI/HYxSLRbzzzjv46quvcOPGDWnHvra2hn/7t3/7lu/m/z0LggC7u7sA5tGUmzdvhkrKlgEtvb497zjLfg8D3Ms+F7aNrmIynU7l/cD1P2zczxvfi37GvDZ6rJc5l8vaMifkIgsD5WHvsov2ZTpS/H1/fx97e3uXGsertGsPsJkAk8vlhLkmy0GPULN5mr0m4CVA4f70jdQMnmaxtSek2XATRPOzBE1aHkDQzjJ/3Ib71eeoJ5YGVAQjvV4PABaampDV4ecsa64TZkms4XAoIWFmzEf2YmbbtiRKafZazyPee+o6dWIrE1fMhA0NgDn/TIeQ/wfOWWUNcPndXNgISCjd4OJullqimXOPDiadg16v98yzRoCvGXzO7VgsJu17Pc9bqHYT2auxQqEgDKyW8JAkoGSJiYj7+/viDCYSCdy4cQOxWExkG5ubm9INjuX+wrrYUhvdbrdFp93tdpFMJlEsFlEsFlGv12UdnE6novVuNBrS7AaYJ3qz9CU1/CQH6OBRTnJ2dibyOGC+TrZaLZTLZbiuKxKpTqcj27DOPMui5nI5nJ6eot/vL1SmiiyyyCJ7Gbv2AJsa7Gq1ilKpJACbL3QNci3rPGmFLwWCBJ1ooMPcXOw1o6crkZDFIzMDzDOdTd0scJ4ZrFuU6yQehtDN5DWOR4N0hkdZ+5XHDYJAgJ5ZB5nVR2azGYrFIoIgQKPRQKlUAnAO0skQRHZ5s237GSdPzx9dAm80GqHX68HzPGH56Jhxrul5CDyrw9ZJt5qN5tzRc1az4dyHZVkLsiA+B2QDdWlKHk+XdDQBGiUhBFdMjtONdXQCIztdkvkeDAbPMO6RXa1Np1Pcvn1bIlYE1LPZDIeHhxgMBlLjOR6PC4ttWZY0n3n69KkkqXY6HRwcHOD111+H67o4OztDu92GbdvodDoyHw4PD9HtdrG5uYn19XXpBmnbNra2tnB6eoqnT58KOcAITL1eRzablVbmq6ur8H0fn332GXq9Hvr9/kLZPTp3/X4ftVoN6XRaSIZGoyFJj/F4HL/97W+xvr6Ocrks4J1rsO/7Auo3NzcRBIFELxOJBHq9XlRx6Vs0vqt3dnakXjnwLCGh7XnSAXMb0zSb+jy21Dy+JtnMfQHncs9lMr6w87lonGHjAfAMORg2lm9qYUTPZa7TsiiCSQTp8rOanAk7j8sY5SAPHjy4Fjln1x5gk5WlHII3gYutBriavSYwIJDQzBtNg2zNZGvNq9ZlM+GLbI9Zh5jHIYjhMcwvE0QBWHAYCLL1uNh9iOCerXw1sNFOArvtUX/Nr8he3LQjpJ02HdEwNfcm46wjKcCz5YX0Pvi73hY4X4jCmG69HecUdfrMaNfnEPZS0M8Vj0Xn1bKshYRFHX3RxzblUTwXVlOJ7OqNjhDZ3VqtJo5cPB6XMpOJRAJPnjyRihraeL8ZcSiXy2i1WrI2sgKIdvQYLeP6VSgUpILIycmJOPZsq84xtNttzGYzuK4rVUgoMaLj2O/30W63USwWBWjX63XpzqgbbjG5nKUIWXavWq0uvD8oXWE3R0b3mIz79ddfR82QroGNRiN88skn+PM//3MAWCjfZ5opEbnMdhdtozGFXtPCwKUJYk15A80c22WAvB7zRePRspSw8wnb/2XO7Xljvsz11O9KE4PpY5p4y1QZLDsfWqfTwSeffAIAQkp+23btATbDeVy8GWImawZAFmN28GKtYa19NZPGmJymKzNwXwyF6ps8nU4l3N3pdOTFoCcMgT3DmcC5N06mhZNIS0/IgGoWmyCdX6wCEY/HpaoDATPBtHndmLHvOA6Gw2EkEbkC473QTLFOHAyTJ5lgFsAC66zlFaZDaH5WR0m0FINjC6sGQuCiq8mE6b05//Rzpec3Ex5ZDULLWsxxmomdLBPXarUidvAVWTKZxMrKCrrdruiuWfGDTVam0ylOT08XOiLG43EUCgVpckUZSRDM6+iXSiUUCgW0220EQSAVnL788kvE4/GFbrH9fh/pdFpICAJYRn0cx0Gz2RTwO51OhdnmuFgRpNVqwbIs3LhxA6enp1Lyb3V1FcViUXT95XJ5gUDJZrPSQOfg4ACO4+D27dtIJBLodDoi3QKAk5MTqVIyGAyQz+dRq9WiKMs1scFggM8++wwA8N5778k7zHxn0y4D+JbZMpB+WZZ52bHD/n5ZgB+2bRjYfB6bTNOYxmSTzX0uG8+ysVx0XP33y5ybeU/DPqO36ff7+PzzzwWjXRe79gAbOPeA+LLW9Xy1PEJXDQljETVQILDRLDbwbAUQDRx4DL6c2O7UlHdoYKU1tzrcr+UFPCc9Ps1Q6knJWrb00HSpwDDTx1u2TWSXM5PVDWN8zeYxJku8bJGm5875TNCtGWJzHmpW2hxjGDjXlWfMRVc7oRe9SHiOlH7o62A6Aiarz89F7OCrMdu2hQkmwCUhQaDd6/XQbrdhWfMmQKwB3el0BOwWCgVJSG02myJ5YmOaWq2GYrGI1dVVkZgQhLMkZL/fR7/fx8bGxkL1JIJ9znPWWuf/yVLfuHFD5pplWVhbW1uQXGWzWbiuK2OmdIVSEi1JqtfrkuDY7/flGWVlEb12x2Ix3Lp1C8fHx9/afYwsssi+H3btEVcQBKJDZvUCsogEOrPZDJ7nYTgcSka553nyQud2wDnIIQhiy13dBIOLPxdiMtLcHxOGKLvQ1Ux0oiMbP1AHqQFIMpkURpvSkzAApwHMdDoV9jyVSi10siSoouOhNbsE4BGD/XKmJUe83mbGOL80i63nHoGzCWJ1ZQR938M02EEQiJOnHSiTmeDYqOfXMiTNaAPnkRazlFQY+CZbOJvNJJxvlinU81g7uiaDEdnVmWVZUrea4JfJjOl0WhjotbU17O/vw7IsyQ9ho6rBYIB6vY5MJoN+vy/rS7PZRDabxa1bt3Djxg14noeDgwOkUim89957+Oijj/D48WOJDPr+vBQe55WuZvL06VMUi0UhKNjl0/fnHWip0S6VSqjX63AcB6+99hqCIMDnn3+O0WgkNbk5/+i4McKXTCYl0pROp3F4eIhSqYRKpSIdKzn/2euAZfrW19dRKpXwi1/84lu7l5GdG3W1v//97/Hee+8BwNJ32UVs6/OY2GWM6zLCIYw5v6xddiwms/wijO+LjPkyLPxF+77MGh8mfQn7XBijTiNj/cknn3yr5fiW2bUH2Carq280QatmjnVoWjOJJsAGIOwIw+MaYJvhIs3S6eNQAx2mu9JgS4fLgWfD9zzHMFmBBiVk6UejkdTm1k6Bvk4aaGlJSWTf3ML0YDraERb60myyBr/AomYujGU2F0JTY6+NQNbUapsREHOM5jHM/Ws2GsBCGF4z03q+cftli3cUSXl1RoDNdcGyLKl4k81mpe40m850Oh30ej1p1OJ5niRJs660Lu85Ho9Rq9WEEc/n82i1Wmi1WtIEJh6Po9PpSKk+AFLCjy3aq9WqyFU4VyjfYLdIykVc10UymZRSpYzYsGNju92G4zhwXVcq99Ax5bpMbXa320W5XJZzYgQmm82Kdvz09FQkiZFdL2s0GqKxfe+996TWPvD8sn20i4BiGFgN+3/YNpcF7sv2sQw4XzQeE5fov39TWcpFdpGTETZmMzdNj/Oi63bRNQz7fTgc4uOPPwbw7da6vsiu/ZvOsixJqAIWX/pa/kEQqxMRdck8Ale98BIsk0nW4XkCAf6P4UPNCg4GA8xm86YuGjjp0DlrIlMPznOi6eYvTAALY/s4SVkHmc1v+EIhCCKTzt91CavrkFX7XTVdEtG8P5rR5hwxWWRzwde/66RGfpZzkfvQ7dgByNzU0Red8Mo5q+c5IyksGajHop1Unbypfyfg0tEenoN28vjcaeN5EMBFdvXGcnkEpLZtY2VlBclkEp1OR1qJs8JLNpvFdDqVpl1c61gKLx6PixQtnU7j7OxMJGqUmxweHqJSqaDdbkuXR+6PSZXr6+tIpVKo1Wro9/u4ceOGAH4C7HQ6Dc/zsL+/LwmMx8fHUlmE5+d5nqzZiUQCk8kEnU5HmtTYti2RPZ5buVzGnTt3pE53LpeTLo7NZhPJZFKikolEQrThkUUWWWQvY98JgG2WNDND12bo3gxRhzHDwHzBpp5VyytMsKTrWmumeDKZSFg/LESvwYsurWZWXjCrLWh2nmay3DoZTpdsM/9P5ppaxchezHjfTE201lqbLDW3MaU+QHghfZ1sqIE2E1b1HNPVIcxoiMmqa2bZbJVuMtL6GdJzzBxrGNutHdiwsF6UC/BqjUCVYDoWi2EymaDX66FQKEiZT2DeGZadG7XMjI4aHfnxeCzgmaCWSYG+74tM4+bNm2i1WgJqNzY2cHp6Kg2RWNpRy5NYGpDlAnu9HjqdDmzblnFXq1VJbmdSoyY9CKx9f156r1KpLFwLXbvbdV3s7OxgbW0NGxsbaDabaLfbaLVaAOYNuBKJhFRsiuz6Wb1eBwB8/PHHeP/99wFAuobSLmKgL2KpLyNxWCYjWbadGTXU/7/onXEZ1n2ZpOIi1vyi7S7a/qJzeN62F0UXLrM/05ig/Pvf//7aMte078SbjkCDYIIMsgYFmv3VYRMtHdHAgCwzAQmTI9nEhpo8AKIp1EwemUD9f1Yk0UCCoJ3gBoCAdv6sz9Gs7qBBS1gyJc/L1NjqDmhM/CGTHdk3N70Q8h7x2uuoim5Lrtlik6E2kxq5b36xwg2ZRJ1QexF45X713zXbrCMc+nkwwb/ejmPn9gRAZPpYWYSOALfVoJvMIFtqR3b1RkkIm82k02k8efJEyuTF43FUKhUMh0PJ5RgMBsJ2E1hbloVCoSDJ1Gtra1IRhNsw9+Tu3bsol8vo9Xq4deuWzH3LsnDv3j3E43Hs7u4KQNcJ6izBxyjM1tYWKpUKvvzyS2SzWaysrODo6AipVAqFQkHkLHRCM5kMxuOxgHjHcdDpdDAej1Eul5HP5xEEgXT15TNZr9eRSCQwHA7R6/Wki6XjOIjFYtLaPbLra41GQ+QB77zzjuQQmGaubRfJLZbZ8+QNF8lOlv0/DASHgWK+z8POxzyvyzoFYdKNZWY6AvrzzwPulwH/y/63DKR3u118/vnnAK6vLETbtQfYnGBhF9ysUEDAw89pho2fCZssrIigwS0BbxgzzCoImunjNiYQW8ZOm8DGZEL1lwmSuD3Hox9CDdgItLXOMbIXM8p96MBph4mmJUlmBEXfZz1HCEDNRYcsH8PtrLtudkw09c/momvOQTPJ0nxGNPttnj+BjXYkGMXRDmBYTgIdTuqDI7t6C4IAnU4HxWIRrutKt8JYLCbNVsbjMVqtFtrttlQboT56NBqhVCqJ8zgYDFAoFEQqwvuvwQzbmvf7fYzHYwyHQ2nu0mg0hIRIp9OSfEhGul6vC6lBCR6dBEblWFM7mUxiY2NjIclcy+JIvvD3VquFwWAAx3GQSCSEQPE8D5PJBF9//TU2NjbkGnEe83mIKt1EFllkL2vXHmBT4sAXwHQ6XQCRZmtqsm5kZBiO1h3sCB4YUmcZKa2bJiOs62RT563rBVNmotk6rYlljWp+ni8qGsGxLi/IY2utKwEWv3g9KG/hy8VkSPlCsSwrYrBfwnzfl9AxQ8/UfDIxkYBTR0sYfuc9N71/7XDxnnHOUnut5SFhTp++59qJNKMjnAeca3pMBCxmxQ+Og/shGCdwoqaa58A6xqxGomUvrMt+EVsU2YvbdDpFs9kUAG1Z1kKCH+8fkxKz2SyAeftx27bRbDal42EsFkO5XMbe3p7MH1ZUms1mwoBTi83jjEYjNJtN2WehUECtVkOv18Pdu3dRLBbx6aefYjKZIJFIoFKpIBaLST5LLpdDpVJBp9NBp9NBtVpdkIYQoHM+E/zzuaB8JJfLCaBmIma1WpX3x6NHj/D48WP8+Mc/RiwWw+7uLmq1Gra2tlAsFr8T7Nj/deM9+s1vfiPVRcrl8oXry/PY5ov+t4x9/SYs+ctG70wW/DLbvcg2y1jvZds9b19hUYDLXrcgCORef/LJJ9eu1vVF9p0A2I7jSLidDQo0AxwGDEwpiLm9Bjh6Oy2/0CDJlAJwbGFsIo0gx5SQcB8aJGlwrQESQbwuyUZnQI+TpkGRZiN1kl5k39wIoMnS8SUPnGdNa/2yvn/asTPzBDgP9KdsqgEAACAASURBVHwDnk2kDJtXGlhrgM35aS5+rLyg57qe03ru631wP2HH4dxldIRg2nRm9fWI5uGrMTpPvu+Lfpn3zHEcuRepVAqDwUDYY5YbtSxLyADLmlckodPE+0rHnsQE60prQgAAms2mRGHu37+P09NT6fZYKpUAQCQjqVQKlUpFErdt20alUpExEsRTljSZTNButwFAyvnReczlclIFhXP9+PgYu7u7iMXmXSSZbGvb85bv5XIZnuchCAK0Wi0kk8nv1Ev8/7oNBgP87ne/AwDcv38fW1tbC9Femimv0MSB+e5eZstkD5eRayyTPXxTC5Nr6L8vO87zHI/LjHnZOC76/TLXJuyzlCbu7+/jwYMHAK5Ph8bL2rV/0yUSCRSLRVnIE4kEMpkM0un0M8BaJzsCizIRHbbWIEQ/aAQLg8EAtm1LTVYN6MlK6wfVfMA0qE0kEnBdV8KQurMkQQhD7hpUMYmN7KWuKsFJqksS6m008NaJb5r5j+ybG2uqx2Lzds5ksPX9N6VJeqHX89R01shE0yaTibCGdMz0XGazGDM5Tc8pGj9D8ESgrZ8Xyon086QTLZdJnkynMEy/zZeXDsFHdvVm2/PW5s1mE7PZvDfA9va2VC9Kp9MAIJ0O4/G4JBZWq1W4rot2u41er4der7eQp8IyfNlsFrPZTNpWM4pGOQkZa9/3cf/+faRSKbRaLRQKBfms67qyhtdqNWkKk8vl5HjMOfB9X9Zjz/PQ7Xbhuq6A9SAIpOSf53lYWVkRIO37vtS1JrBmvWxWEanVapI0xQROJnhGFllkkb2MXXuADZzrpLnIaj2y6Z2Z3p0Oz/P/Zshbv/QJNMiWa9bP1GlrDbY2PRaCIQDCzpist+nRmWylOUb9uyl30TIXLT3QTkVk39x4TelZmwmOwLP3RTPWpiPI7U1HjT/rBF5z/mqwGnZ8U45ignNzDj9vDpr70L+HHUc7jFqKAuCZ84ns6syyLHHMSA7QsSJ4nEwmyGQyEpEZDodSvm4wGKDX6y1IiOhgkWmmppsVQdgxkkmBOl+AgLrT6cCyLCkhyM/1+334vi8NcJjQ6zjOQhI7x8wExNlshpWVFViWJZ0d2eCG+2diYzqdhm3b6Ha7SKfTcBwHw+EQtm2jVCpJ1ZDJZIJ0Oi1dLSmBiuy7YWQ2v/jiCwyHQ9y9excAnomWhTn3Yetl2M/68xdJNcz17aJ9vaxkRNsyBlv/XzP1yyQvF+3jMttchjF/3r6m0ykeP34MAHj06NF3Nm/n2gPs6XSKs7MzdLtdAbjUFTPczJcA5RQEQXyhmA0NgMVJoJvFsB51PB6XxTsIgoXOiZR8cD8azGqmmBOabDQT1vTLQ49DM8z6PMhQapDDcbDaBL9YA7zdbsuLg+MkUxPZNzff90UaQoaLFRfCFnECV95rrUfWrLAJWDXo5fyNxWISljc/y23NCI3+vgyka+DPvzNqYkpdaPp4/B+fPc5fRmo8z5MqDWbyZ2RXb0Fw3uGT861Wq0lnR5bR09KkSqWC2WyGk5MTDIdDqQwzHo+RzWaRTqcxGAwwHo+lcki5XMZ0OhWAzDk8GAyk7jWTHguFAtbW1tBqtfDVV1+hWCyKlrrX66HRaEhXPs/zpNV7t9uV+tqdTgetVgurq6vY3t5Go9GQBjpcq7lGdzodkZIQbA+HQwHohUJB8mZs20aj0UCz2ZS27o7joN/vY2Vl5du8lZG9oE2nUzx8+FAkRG+99ZbMLxPQPg8g0p4HFL8JkLwIBF8EjPU2ywDs89bVMED9vGNedC30/i5a1y8rCwmCQPKcvvjiC5yenl44xu+CXXuAPZvN0O12hWlhOJFshQYduk6wDk+bOlDecA1WaZqV1pIAzbAsY5O11ltLBLRcw6wYobczdb08D45H70NXZdCJmGQNCXB0q/jvqhd4HYyOFMELExqZxGjqoZctPKbsgmYCZi21GI/H8hldrcNkvU1grccexlKHyZt0xMPcl5Y+cVs+dwTYWlPOseva27wGkV29zWYzNJtNWRcsy0Kj0RDNczKZRKvVQjablSRAnSidyWSECaREI5vNwnEcDAYD2e/Z2ZnkxbDR1Ww2w9nZGdrtNrLZrDj6BOiWZQnopdwvHo9jfX0drVZrwYEkY93tduH7PlKplNTJZtt3PnO6ogllI9SK67WSyZP5fB6O46DZbIq2vFariZSF4DxisL+7FgQBTk5OAAC9Xg/3798HAKyvrz/zrn+RfQPhYP15oDRs/Q0zM7Jp7ueicV1m/GH7ucj5WDaei+widt4E6cAc5xweHuLhw4cA8L2pRX/tATYz41m9YzqdSudElqKiDGM2m0m402SuzcRI4LxZh07K4jYE9lysqRkk0NYJiATzXJQJgsiskEXmC4aaSAALbLcGLsC5kwBg4YVh2/MasK7rCqtOpnQwGGA4HAobxESliMF+edP32bLOK2ZwPupGHLrii+lw6XsdlpBIYG1ZlkRuGKHI5/OipeW8NUEx92cCdu1U8lhhwFzLr/h5/X/un/IDdv7TrD6vFYEWq/iYjHhkV2tM3CMJAcyrhFAXfefOHUmC7Ha76HQ6SKfTWF9flzrTQTCvnZ/L5dDtdmXd0iUWObfYkfHRo0eo1WrwPA/vvfceisUi2u22HCudTsN1XfT7fRQKBbiui1qtBsuy8MYbb8D3fTx9+hSWZUkN793dXSnJR5C9v7+PWCwmWmvXdTGZTNBqtcRJ4DtA5yLcunUL6+vrktTYbrdFOpLNZjGZTPCrX/0K9+7dw89//nOpHR5ZZJFF9qJ27QG2GV5neJ4AmmBGs2hmuTLNGGpQoT/D3zUwIbPDbQioGCrVDInWOYex2NxOa7m1N2ky4jTd5EMDFOoeyVSxRCEZKW6vm4poYB/ZNzPNINO0lEM7VTpSERaZ0ABW33eTBSGYZxSEiWvAonPIY5n6On4PY6nDpCl6exNk68/yu57Tpq7bfAY0K/9dDvldZ7Osuc45lUrh9PRUtM7tdlsIBkrsWH3j9PRUWGWSB77vI5fLIZPJoN1uo9vtCrimFpvaZrLBlG0wusN1miCfzDDXvVQqtQD0fd8XSUij0cAbb7yBO3fuYGdnR+Y957hea33fRyaTwXA4RL/fR6vVQiqVEraepUnZFp7JkNwPtdfJZBK3b99GLpcTXXlk330bDAb49NNPAcw7dd67dw8ApETlN7HnSUcuKzlZZmHMclg08SKZSdi+vul6G/bZZfv7pudmbk+m+sGDBzg6Ovre5edce4BNoMuJRvaQkhH+j6EfJt8wLMmXPcGzfsGb3fG01IP6WYLXIAjQbDYxGo2kkokG2EFwXp3BbCSjqyhQN81EoLCHRwMTXROZ+lg2jaCmm44HO5PxmlBCw8SliJV5cWPUgPpRsz46WT8Nsk3gCTzrQNFMUEqArTXbPCZlPyyxxpJp5vEoKzIrevB8dLhUR0v0OfN/pjTEZMJ5DSgJ0cfQFUoorYns6o33KZ1OC9CuVCrioHmeh8PDQ+nSCEDyNvQ9AiDRCN4zy7KEfV5dXRVgPRwO4TiOrEWUVzQaDenQuLGxgeFwiNFohHg8LlVOeOxWq4VYLIZ6vY5CoYBkMinAXjeXIchna/XV1VUcHR1hOByKZLBer6Pf7yOfz4uDAMxbbG9sbKDVaqHZbC5ITHK5nDwz0+kU//3f/x1VXPoeGef0wcEBWq0WAODevXvY2NgAAHl/X8bC5J1cu3UEMAwoXlbisUxuYhZ2MPf9PInKReNZJl8xpR4XHeei4+lteW2+j5IQ074TANtk5ggGNDvLlzlBBxkbDXaB8wliNnLRINxsq06wQhaF7LneH5lu8wEMm4S6pJ4O3Zum9docn9aem1pcMlYEO9wegITrI3txo0yD90/PRc41vcjq+6cdKb7cgYu1ambUgiAIgDiaBMn6OHpecH7RadSJhtwvv5sAm2bKW8IcAd3ISec+6KiNLg0Y2dUb1y8mKE4mE+RyOdEbA+dl9czOt4wUcl6wnB6rgbDbLRNumbxt2zby+Tw6nY4AaNu2pQqT4zioVqsSQeO6yfwF13XluJlMRtqzk0yo1+uYTCbCOHa7XWnVzuNRhsSW6pQT6rwVVkzpdDoi5dLl/9gEzLIsYfQjiyyyyF7GvhMAW1c5IMNsJk4RUAOQ8CMT/bTMhMCHLCSNDLHJeuukMlaR6Ha7AObaRp1oaYIvjl0znXq8BCYEIxoIaYeB5x6LxYSZITukK0SQuaf+0LIs0T1GCY4vb1oSQbaWL3DNYlD/qu8n7zPvC3Bx2E0ziZoRIUjRlRA4R/i76ejRON+0E8ZxaEdNM+ccg3ZAGYlhjgHnFq+Jzn/geBjd0dtHdvVGB2w4HGI8HuPjjz9GEARYW1uD67oLNa4ZkfF9H67rSmUPNvMKggD5fB7ZbBbD4VAqEwEQ+VKj0UC1WpVoYhDMK5l4nodsNot4PI7Dw0NpesM1N5fLYTgcSgIi/8bmNQ8ePEC/30cymYTjONjZ2YFlWcjn81ItZDgcSk5CvV5HLBbD6uqqgOXZbIZisQjHcdBqtdDtdlGr1RAEAX74wx/i8PAQe3t7cBxHqpuUSiX4vh91cvyeGufvJ598goODAwDA66+/jmKxKKSXKd3TFiaPMLdZJnNYRqRddt/Pk4Rw/NpxDjueJmPC5H/L9h82hrC/h42Tf2s2m8Ja1+v1750kxLRrD7CB866H+iUPYAEMkJVgDdVYbN5+l5nh7HCma0ObCWj8riuSmAlZvn/eMpt6RQJr7kuzjRpk6aoKPJ4J4gnEtCSE8oBkMolCoSBJZWSadOhdnytfaK7rLjgGkX1z0/IkRgV4L3nvdet0hsyZmAtggbnViYManGvGGVici3oxIovIeaProJvzisfRFWY0CNbaaLPqDh1HLX2Jx+OiW9XVQ3QExUyq5L6p0Y3s6m02myGTyQhIZqnR09NTcYqq1SpGoxGePn2K8XiMW7duiYyCTj/nOJlpVvkoFAoolUo4Pj6G7/siEWGSIUvn0cgE+74vDcMmkwm63S4ajQbW1tYW5ESdTkcSIj3Pk/rYQRDg7t278H0fBwcHmM1mAt4PDg5kfavX6zIGkiEbGxvIZDLCgr/zzjsYjUayn1u3bkkeC6/ZkydPsLe3963cw8j+NOb7vpSBa7Va2NjYwO3btwFAJEPA5fXGlwGeYZ/R2OMiYLpsGzOyb/49bAymLPWiYz5v24uMn+l0Otjd3QUAHB8f/59a/689wCYwMKttcAJpcKCZ6Ww2C8uypHIGt9NsHfdnyjrCvjgWSkh0I5plIX8dltehec0662RHJsPpcyRYSqfTUrGBulsAApQ0K6kfNi0tiVpUv7gRHJK11aBRzy3OA2rs+XfN8nJOm/In/X9TUqLBtJamTCYTAfzaudPAVm/PL12X2gTV5rNhJnCyqoSuO69lW1oqo49NcB0x2K/GWCqPNftZJ5odPEejEdLptFShoSOUTCYxHA4xGAxknhUKBVjWvF065x/Bc6/XQ7lcFnlHJpORxG/LsuS4vO/tdhuO4yCXyyEIAsmPYcMXkhSU92kpFOtSd7tdxONxFItFtFotNBoN5PN5aXPOmv+pVArT6RTZbFYSHqfTKd544w0UCgWcnZ1hNBrh0aNHyOfzEl0h885zLRaL39p9jCyyyL4fdu0RF7XDZHKZwU6GUCc9sm4rASXb4zK7nC94DSi0Z6arfZggFzhnHQm2WHc1k8ksZMzrbHV2LNPAQktH+FIyHQCOJx6PI5VKoVwuy0uKLyWOgdpCz/OEldTMkD63yF7MfN8XQJDJZBbmhQaOBBp8abNxRzwelzlBh8hsjw4sVunQ3zUjTGdSS54oSSEIp4yEwIqd+kajkchMTKDLMfM4mrmOx+PSHp6lMXXkxfM8jEYjqUbBMfNcOU/5FdnV23g8lnrRKysrSKVSIpEIggC9Xk/up23bKBaLEvV7+PAhbHve3XA0GqFWq0mHREqgeN8I3lmBg4nfXOsIeh3HkTJ+e3t7sk6WSiUkk0kpQUkHIAjmCZq/+tWvUK1WpezpdDrFyf9v70ujG02vMp8rW9a+eSvX2p2uTpp0SNPNnkwSOmRgOGEZSDhsyZAMSybsmUnCMAwzBALDCetAgGEJDJMcYCBAGMjJIUBWyEISCHR6S3dX19q2y5ZsbZZkS/I7Pz49r6/elqtctqvL7rrPOTq2pG+Tvqvve97nfe69S0tDM0Rzc3OIx+NYXV1FJpNBNpsd6pQ7OTnpP1uj0fAJ6uVyGa1Wy9dJnp2dRa/Xw6VLl1Cr1TA9Pe27PhpuDnS7XVy4cAELCwsAonrZVLPz+fyT8lsIzSFCYWIUQiElvNeH7+l9hP+H0LbCK1k9tkN4/FdSzq9mW3HOodFo4Ny5cwBuPtVa48ATbJIFEl7dtZCJU7yx0DfI6XoR8ckxvDlo4sHtA09W6zTB1p5qLqun3KnYaX84FW4em87QH6WY85i0oq0JNm0hmsQzcYcZ+tyH7s4XKuaG3UN/j+HMBmOBJEAPbEhctTde/9UY5YsL98Nj0RYhEmIA/vfCdTi7of3RYUJmeFGmTYCKNVtYU73WSnvo7eY2Q/U6jE3D/oKlO+nPX1xc9ESR1p5qterVaZ6j8fFxnDhxwvuYOVAaHx9HLpdDrVaDSFRFpNVq+QRDqtoi4q+/7FtAoq+rJhGM1Xa77eNic3MT9XrdX9Pr9ToajYbvvEghI5PJeEKfy+X8dldWVnx9bNbOnpycRCwWdWt0zvkOvCwZSBshywQC8K3YrdHMzQdeuy5evIjFxUUAw2Sbs+LA6GoiV7OFjHp9J1YSvex2do+d4Er7Cu0qO4HeTr/f91XKzp8/f1OTao1DQ7Cp0lHBJpHZ2NjwWeebm5t+GpKe7FKp5BUcqmthpQNguCudDjRdiYMBTn8r/aysm0oy0Wq10Ol00Gg0vKqja3bz2MKRKvcHwC/DpgzZbNZbQ3q9nk9WWlpa8qokbwxhKTQeDysJGK4dIfHVCgSTSjqdjo8VxggHeswNoNJHRXs7vzITKLXtRNs9QnILwPvBtfWDyb4cjOnYCAeUBFVCDuioDqZSqSdZk7hNquOhT53HoVV+u/BeH8RiUY3+2dlZpNNprK+vo1aref/x5uamn0HRMyDM00gmk8hms1haWvJEtNPp+G0xMZJKdK1WQ7/f9+IF1ehms+kHYfwdbG5uesLf6XQwNTXlq5ukUikA8LYSJu3qnBPOUAJbg0YS41wuh1OnTqHdbiOTyeA5z3mOn9HjrJNOyOV9oNFo+O+K9xBaXKwOtsFg2CsOBcHW/taw2QdJLckNL/ZUVkhy0um0n+YkeQlV6VFKHrA1fcOLtE46ozrHh1bzaBEh+dWKYaiK631RgedggqqUVkrZqZFVQ3QiJY8DiEiX7u5o2D3Cc6WJLrBlDdLWHz1wi8VivuMhB1vaFqT9zDphURNsYMvuw+VDzzb/hjkAoTUqtEARjM9wQKtLX2riPKpz6qjvSh+HYf/B6xstGBQaqBbH43FMT0/72EylUqhUKiiXywDgK3ZMT09jfn7eE1P6s1mDnwmGuVzOty9Pp9PIZrOe0HPgWK1WfWfJqakpvx/+JjY2Nnxdbj37kclk0G63veUqFot5j7hzzvvBWXr01ltvxdGjR9Hv91GpVADAd6KkmMFyfM1m0w8Wp6enMTY2huXlZSwuLnr12/IEbm5oNZvWkVKphGPHjgEAZmZmhip8AVdWqEe9H6rG26nRO1WUQ7Fuu9evxUISbouvAdFvj4mi8/PzWF1dBQD77SgceILNqh2cggz90PyfajHVmHw+70lCLBbzKhy9tFxeWzTCxLCQfOsEN+6XBJbkl8fLzmIk2royCLdFxZlkR0/H0+fIUlpapV5fX0elUkG9XvftiEnAWdmCNziq3JwKNewOVPT40Ao2zx9jiO3SWZ0A2KqhzXJonFZn3OjY08Rdz6gAw758PfDTCYdXulBry1M4oORrrLXOWZNMJjNU95ueajYAWV9fR6vVGqqAw22TVPN3wN+G4fpgYWHB56Y0Go0hG1K9Xsfi4qLP56hWq74k36lTp1CtVj1hfsYznoGxsTE88MAD/rVEIoF8Po9Op+OfN5tNH3vlchndbtc3uclkMj6WGBPFYtFfn1h2dGxszCvIuj43y/Hp6yLtcMBWmdRisYhisehJeKVSQbFYxNraGrLZrI/BVquFM2fOYHx83FdT+fSnP425uTlfhWRtbc1XhzIYgC3CuLy87AejqVTKDxiPHj3q8xlGYZS3ORRGwuWIUda97Zbbzvqx3WsUeEbtKzwuWqZqtZofcFQqFX8tvxarys2EA0+wndtK0uINnGoYISKe9NRqNT9VTkJNksILNafNuZ1Ro7RwpBd6pfWDnc5IQEI/dFg1hNvj8nxdV/uYmJjwBI1EniSPXRs53UuEiiWn8BuNBlqtlnVy3AN4nrXFIqzqwfbQuiwf1TMNnmvdnZGxFia/hgSbZJozNOH2uA2+zm3wd6AJfAgd47QoMQap6nGAp2dnmGvAWCdREhFPpnQ+gvlbrw9EBKVSCbFYzFvCRMSXvuv3+1hZWfF+yUQigZmZGd8enD5oVueIx+O45ZZb/DWKHuyVlRXE43E0Gg2vkvd6PV9VhInmbDBTKBR8p0ZekxlPHIxywNlut30iN+OI9hSKE51OB85FjWluueUWlEolP+Bst9tIp9MoFovo9/u4dOkS5ufnfbKnTpZMJpMQ2ao0xcY84+Pj3oNrMBgMu8WBJ9i86LO9LVuhk2hoYkKVN5FIoNVqIZlMIp/Pe7sFAF/Dl0rbKE+onrYJH6G6TU8fK4qQBOvkM23v4HZD3y3JjK5CQY+59rpSFa/X616BB55cDo2e2JWVFVQqFe/DNuwOnCUhgeR0uj6XtO3w5q3LpGkVj7HD7WjbBgeReqCl45Gxwdd1Sb5w0KYHltqnzZkQDgT07yi0tFC90APHRqOBRqMx1NCDszRUwTlwbTQavopPs9n0cWvYf/AatLS05BtRiUTNWZiHwgoabAzz2GOPYXZ2FnfccQdisRguX74MEcHp06fR6/VQq9UwOzvrfdPA1oweEyif+9znYnJyEk888QRExF9fx8fHUSgUUKlUICJ+JoSVSsrlMuLxOObm5jA5OYlKpeJnRNbX1/22arUaOp2OT85Mp9Pe2sHrJIWVxcVFtFotlMtlrKysoF6vIxaLodvtYmZmBidPnkS/38fq6qon/lTTWUXk0qVLlohrGAleq2nPBKIW7Mlk0v8+jhw54osrJJPJIVFtlJDH7V6LdWPUcV3NYnIli4p+jxZUIJr1Wlpa8rYrXucNO8OBJ9hUOjqdDiYmJvxUIi/unOZggOnyZ1Q+OOWol6VCB2BIRQ4DLpw2IVHWAcn1NcnlsiHBJrHntkm6SGj0gIHbJmHmtK9uJsMfbXgMWumm+m83jb2BFiQqaLq5i1bl9KwD1b3QOsF1dNUYnW9A8qBLj5Fg68RbHWd8rr3dep86uU1PKWoyTWgfKo9fl/trtVpDViTt8daqvi7NRw+sJTleHzjnUC6XUa1WMTMzg0wm40kkyTVjiNdAEvJisYhkMunJ+fnz5/35m5qaQiwWw7Fjx5BIJHD//ff7ko1MrMzlcp6Is8oIOy2urKygVCr5/Xa73aHERtpBJicnMT4+jkqlglKphOXlZUxMTGBmZsZ7wFnNhh0YU6mUJ9FELpdDuVz2hH1ychIzMzN+Bo91u/WAlmLE6uoq1tbWrEyfYcfY3NwcItyXLl3y1+d0Oo1SqQQAmJqaQjqdBoCh3AJCWze06HI1H3eI7WwkfE6uwBlFIJqdYvfSarXqm+npjr+Ga8eBJ9gAvGK7ubnppyHD5ikMRCp0a2triMfjWF9f9/WjteKhEw21egc8ueawJtTarsHlNLnVI8mwm54mxGFbVk2sSZBJcnq9Hur1uv9cYdInoQn+2toams0mqtWqJ0OGvYH1zAF4gkDSoAkzLUsk31SyNdkNYwPYKo1H8sOqDHo57eGnv5bxx3hl8yO+ptfX1g1d8YTv8XNoDy+3S4LNltmaVOvfiO4uSuW6Vqt5km0DveuDiYkJ37l2bW0NiUQC5XLZJzgySbDf7yOfz2N6ehrdbteT2lQqhZMnT/oZDia40k537tw5PyuXy+WwsLCAjY0N34acTbAmJib8QEpEMDs76+OI1+f19XWUSiUfD7VaDZOTk5icnPTtz5vNps9lmZubQyaTwdmzZ72aBsALB/F43HedTKfTaLVa/jfa6XTQbDbRaDS8vYn+cya/d7td790+fvz4jTqFhqcBtGeZvw8AOHfunL/WsvBCPp8HECndk5OTALZm2QF4jgJcW31rXmN16VQ2WarX6wDgRTsub0R6/3EoCLaudc1qIboSSBh4mgQ3m82hqXBmj2sSErZfD7dJIsHRH59TGd/Ox01oUqUVZ708n2v/rk6so+eV+9QEPfwb1iXWAwbD7sFzQ6+1LncXDq70+eRsCuOAiYTag60vottV9wCGB3FaKea6/KuVCq2Kk4CHy+uBXlgdhe8zpnTt4lC15jZZXYQNaEiErjSVadgbqE6vrKyg2+16dbnX6/nkRGCrJnaz2US/3/dWJyrS5XLZK86swsTmRByUcUbROYdKpYJGo+HzAtbW1iAivsReuVz21UKodufzefT7fVy+fBnNZhPz8/Pev724uIhsNuuriORyOd/uXKt+HHxSQeQ+8vk8FhcXfWIjlWwOFrLZLKamplCpVPxAlgIGZz+1cGHYGZxzdoMxGBQOBcHmBXRzc9PXXqWvmmXPQrWZ6u/q6irGxsb8DaBQKAyVHOMNhNMy4fQ5iQX/D5MI+b8mF9ruoRVEEpvQRsIRr1YLSWRardZQtRFaAPTn5bHxWKnYNJtNryKFaqnh2sFSdLyp6+m+0F/N7xzAUK1gvs4pwnDd0PPPOAmTenXpvvA9/TrjJaxgo7cBfW+6IQAAIABJREFUDMektn3oY9K/j9BSouOdA0N60tvttt+OEZfrB86ctNttnDlzBv1+H89//vO9pWlmZsa3AF9aWvKVENLptPcgr66uotfr4YEHHkAmk8H09LR/VKtVb9MjYc3lcjh9+jQef/xxLC4uYnNzE/l83ivpOimWbdDPnj2LmZkZ/3tizLHWdalU8qSasyYLCwuIxaIukGzPHo/H8fDDD3tinM/ncfr0aSwuLiKRSKDf7+PkyZOYmZnxDXY4E+Ocw2233YZWq4ULFy7gvvvuw9133+0roxgMBsNecSgItva0djodX7aORIUI1TyuQ4LM6Xoqb7ql9ShFUKuR+j3djlwr2SQz3L9+hASMBD1MGOD7VJ85hRqq7aEvi5+Jn1d7rkN/t2F30AM3kgMq0Ty3VLm1Eg1giOyS/JJAc3kAQ/HLv5rgjjomHa96WV1NJLQShQq1jimSa+2/0/EbxnJoc+K29eCTx8BBpmH/wWuDrivNQRzPCW1LjBtWiaGSywTaTqfjEwwLhYJPmqbIQXteJpOBSFRT+/jx414Vp5VvZWUF5XIZjUYD9XodIoLl5WV0u11/XMlk0iddbmxsIJ/PY25uzqvQVNgbjYYXGyqVircrbWxsIJVK+ftDNptFOp32drp4PI5er+fL+lE57/V6mJqaQrvdHkrQ5QypwWAw7AUH/m6npznZwZD+QH3xBUZ7pzktytdYt5UKOD2v2nJBwqzLmWnVmOSKiYaaAIdERJNbTc5YYm8UwdZ+V3pdR5V104SG0/Gs2kBypEv9GXYPnjtWyOA55HnRnUW1yst1+VeTT+DJtUi1B1rbioBhdZrL8cHXw9jgPpizoH3bYUlAgoM/KtncNy0ATL7kb0bPjlBNDMk1f2vsNGnYfzjnMDs7i2KxiFqthlarhUcffRRHjx71HRiTyaS3YrASSDqdRqVSgXMOmUwGjUbDl7oDIrtPpVLBrbfe6i0ctFVQQb5w4YK/JqfTaV+WkUnmxWIRq6urvg785uZWV8mLFy96Kwhn7SqVCmq1mk/CyuVyniDH43E88MADKJVKfjDBCjXlchmZTMaX2wOi3An6u9kCfmJiAq1WC48//jiq1Sruuecer5rzGAwGg2EvOPAEmyRDe1o55Ug1IqwlTJB8hORBb5uJaVqF1ARET23rQvJawQ5VyFC9DNVvbTGh4qmJFI9bExVNtvR0PAkTCb9OaggVdPO+7h76PIdWIa18aWsGlwW291Zrcq1tGFpR0+uEMcIYDPcTJk/SM8440J5pbe0IPdV6ZmZzc3OIVAMYKunHagz6M3Db+vdlVqXrA14fnXPIZrPeD10ul/HsZz/b25F4HQttbIxdVgjJZDJe2W40Gpifn8f09DSazaZXotvtti+tF4/Hfe1tWj6YaE7y3e12h2qrx2Ixf8wi4tdPpVJD2+QAjfE1OzuLiYkJ1Go1n0+Tz+d9ww8mXFYqFVSrVczNzQGAv/7qZk8ccDjncPToUVy+fNkECYPBsGccGoIdlgyjVzCfz0Mkqo1KdZEXa121IZyCB7aaetB2oitCAMO1JcfGxrzfO7SKcBlOm7K0mlaoObXJ51QIqZQkk0m/nib5o74L3S5eVw2hek3VJ7QKGHYP+qhZr5xkQSfv6fOubUkcwIUDLp4b3WKc7+t298BwgyJtA9FWIL6uuzpqCxOX4e9CK8pcVicv6hgMBw6MRba9JrnjAJg5BHpWif5vIy/XBywjmUgk0G63MTEx4evmk/TS0qGbsfT7fRQKBW+h6/ejRjSs1lEoFLzvmo1qMpkMksmknylLpVJot9v+OhqPxzE1NYV4PI5PfvKTWFhY8InaVLCPHDmCqakpHDlyxJfJo+WPtpSTJ0/6WrzsfstHPp9Hu93GysoKer2eb4rDSjnMr0kkEpiamvLebirXutrU9PQ0Lly44JMtTYwwGAx7xYEn2MCTp8adc356njcSEmwuo6fFR6mJwJYvlhdlnYQYquEkM5o4hz5r3fxG+3G5D6ovfF+TllHKIYAh1S986GNntQZdai0kSebB3j30+dfl6UKbxqhk0tAvD2zFmPZ162U1cQ892HofusLNqN8J7SYh0dXWJV1zPSTZ+nOFyvwoVZ0kO6w0wuX04NCwv2BCIUvl6ZJ65XIZk5OTKJVKQzGzvLyMZDLpPdOsKS0ivqsiiTobXhUKBaTTad+QJZVKodFoIJ/PY3193ZdkBIBsNutbppNck5zPzs4iFothdXUV7XYbrVYLa2tryGQyWFtb86R+fX0dmUzG17xmcxh2q1xaWkKhUPDNZjiQo/rN+Obgjl0o4/E4jhw5gng87huSLSwsoNfrYWJi4kaeSoPB8DTAgSfYvCnraXl6lDudjk9uyWazSCQS3k5CNZoJLppgaAJMAgJsTZmGBICERDcRATCkFOpEIZ0kpokKCZomNiE54fr87LzQc9skKFyOvms2SGi32/5Gy+8o9AQbdgdt66Hfenx83Fc/4AwHEapgIfHVSYShqqsTZ/W6JAtUn3Vtd90qndtnHFL1A7bKtIlEdbcZY1yGAzVWrtG1WHks2rrF70RXr2k2m+h0Oj4eOdgNW78b9g88p61WC4lEArOzsyiVSn6W7Pz58/7cX7582Ze2Y1IgxYNYLIbp6Wlks1k0Gg0sLi7661s2m/Vt1tvtNpaWlnzi+NjYmLep6WtkOp32jWiosGcyGVy4cAHr6+veHz4+Po6NjQ202208+OCDqNfrqNVqOHLkCHK5nO+k2u/3kcvlfDOb6elpFItFf93vdru4ePEixsfHcenSJZ+M2Wq1vApPsi0ivhlOp9PBiRMnUCwW0Wg0buSpNBgMTwMceIINDLcY1WXLOJXJzmFMXtHJZSQGYfe4kDCMSvrS/loSdn1MmvRqAksiphO+Rk05ctvao03yr72Rel+hUskbEluhk9RrJTH8Dg27g7ZdkLiSUNAWoVufA6PVawBDAy99vrlcGJ+6Yo2ONU2uSbBHWT20l59+6X6/75VpPSOiFXqNUH2nLSQWi3kyrbs2sv41Z5TCGSTD/kI3JmKr8Fgshnq97gn06uoqJicnsbm56etCb2xseLWXM35MTGWiIUsu8lrEdXK5nE9gJLHOZDLefkHv/8TEBKamppDL5XzyI2OkUCj4uE4mk77hCwBvx6rX65iYmECj0fA+bf7uMpkMnHNot9vIZDL+d8rfIj3dvV4PjzzyCHq9nle86/U6VldXvbKdSCRQKpXMxmQwGPaMA0+wqZTRvkFvJ33Gy8vL2NjYQC6XQ6lUwpEjR7zvTieJhXYNQpNxehX5uq7Tyu5KemqdxEH7oWklYCY6kw5jsZhXabQSGXquuT1dzow3O504SYW6Uqn4Uli6tBSPQU/xm69w96CfkwMtXaOcnevGxsa8xzW0JWlyyXikWsz40vaJsMSfTpDV2w8tH9q2woGdVs7DY9C2kTCxd7tpck3ESaAbjQZarRaWl5fRarX8dL0+3nDgYNhf9Ho9X3Uon8+j2WxicXERrVYL9XrdWzjOnDnjW6O3223fNbHf73s/8+rqKqanp7G4uIhyuYxkMunVXgC+EczMzAzm5ubQbrfRaDRQrVY9Sc/lcsjlchARZDIZPwCoVquYnp7G3NwcqtWqt3NcvnzZz3jMzMygVCp5j3U2mwUATE9Pe792Pp/3qnu1WkWtVsPly5eRyWRQLBaxvLzsr+O0isTjcWQyGczPz+Ps2bP+2jo3N4dGo4FmswnnnG9vbTAYDLvFgSfYwJbnVJMO7cVmm9yxsTEUi0XvhQYwpPxyvVAd1qpxmOTIdTQBBrYqkFCt5nNNhPSD6xCjFHRNrvTgQB8vyTgVJSY2suQV1zG1cH9BO4WOJd2lkYpcOKMxylPP7QFP7szI9/SD6+k40OdZx6xWrPWx69galSSrj0Uvy2XCgUI4k9RqtXxTGc6k6EGkzaBcf/D71VVCqARfuHABz3rWs3yDlna77duD6zKNVIdzuZwno51OxxNZXSu72Wx6gppMJr1lr1qtYm1tDTMzMz5BkonkzWYTGxsbnsgWCgXf2l3nsfC3Q2sey62yLGs8Hkc2m0WxWEQ2m0WtVkM+n/c2ko2NDVy+fBnj4+NYW1vDhQsXvEDSbrdx+fJl1Ot1nDhxAslk0ttiNjc3Ua/Xh/orGAwGw25waAg2SztRVaP9gkr2wsKCzwhnqSYqjvyr/ahMBCJJobLMChChpxoYJsJ6yp3HoEmNTu7SNw1u50qqnlad+bm5fU7XLi0todFo+M9NnyWrOvC4Q/+sYXfQ6rS2dpAsaF+29huT0NC6RKKp25aHCYOaRHNbVOI4S8H44bQ8l9fVarRHm3EWDvLC2RP+xkYlUtIzzprrnEnq9XpoNBpot9u+agUHsvwNsfqKebCvL6i8lstlP9AfGxvzNbFZKcQ5h2Kx6DvblstljI+P49ixY37QxU656XTax4cubwfAxwBL43H7jJ/l5WW/bqFQQLPZxNjYGFZXV1GtVn1jGPqsm80mGo0GUqkUarUaEomEnx0SEaysrACAtwVOT08jlUr5QcDU1BQ6nQ7m5+e9ij42NjZEtoHIj57P532uAZM9jx49ik6n4/djMBgMu8WhINh6GpxEWHemY7If2/1yKpPeUgCe0GgSrOv38jlJNrCl9oVkWCt+hFYRNanVlg+tXoZKPF8L1fPQ90ulsFar+Wl5tkLWxIzHYWRmf0DiSW8+Zy6ArZKLTHrUap8m0uFshI5nYNiuxPOvz2GoKGvrB8+7tnlowqxjOPRYa4+0jtVRtiISeJ1MS5JFuwiVR636646XFpPXB5zRY5MWAJ4g07pWLBYRi8W8fW1jY8MP3lj3utVq+TrUtG+wa2ksFkOz2fTb6Xa7aDQa6PV63gvNZjWMs6WlJeTzeb/98fFx1Ot11Ot1bG5uolAoAIC3+V26dMnHE39vJNrdbtcrzs45T+rT6bRP6B4bG8P58+e9V3x1dRWtVss3kmE7doosnAFlO3aWHzQYDIa94FAQbGCLaFAdIcEhiWYb34WFBdTrdX/DyOfzQ80xeNHXCV+86bMKiSZFvMHQd0sVnERFExbuQyuAusqDJr/aK6vJO0kbsEXEeePsdDpYXl5Gs9nE5cuXfdUGnZxJBVuXpho1IDBcG2KxmG/ewTwAkkyes3a7PWSlEBE/bQ5EqhuJNuM5LIenLUyhks2ZGKpu3DfJAGMLGM5dSKVSQ9VtOPujj5X7BbZsVSFhJ7FeXV31U/Fcl8lyJNeMQ/6mQlXccH2wsrICEcHMzAxisZivT93tdlGv13H33XcjFovh7NmzqFQquO+++3DixAncdtttvk41B4fOOd9yvNvtolAoeKLO88+Sdq1WC1NTUygWi1haWvJxkEwmfQywrB+7SJZKJV8JZGxsDMePHwcAnDx50jeQ4e+oXq/735KI+PJ/2WzWq9c85kQi4etof+xjH0Ov18Mdd9yBfD7vZ2JOnTo1NNCbmpoCEHV95DYMBoNhLzg0BFuTDV0tRBPSzc1NT3Kq1aonHhMTE0MJW9o7qolv6J3lfvX+Q7sISY5WDEP1WUMrg9w/icqomtV8nWXP6vW6L8dHQqMVUV1NIty+YffgwAnYGqjwhq4HR4y5MC5JskmSw9mMUC0OcwQIfW61Aq3tS1xPx0RoT9pOoR4FDipZIUTPmujESv2cg1MSbaqf+vsz7D9YCcM55+OVtg12K+R5INF95JFHMDc358kzG2aR4OpYZRwz9yUej/sqILVabWiAyOZZjHnaM/r9PmZnZ9Hr9ZBOp71SzVrZbOiUSqV8rCwtLXn7S7fbxfr6OvL5vF+H2wCAVquFbreLpaUlbGxsYGZmBtls1lcoaTabSCaTyOfz/hpK5ZvbMxgMhr3iwBPs0Duq1TVOV2uS0263vUKXTCbRaDQwMTGBbDbriTaVQ5J07Q3VZEGXvCNI8DWxDu0gmuQAw81ASDS0OqN9vDoh0jnnlUE2b6hUKj7BUftceRPT3SD5PWkSZNgdYrGoCgywVUeaAxjOaJBcU+3t96MOmxMTE55McLo7kUg8yfrBdfVgja/pgZe2leh9auLPmKCHX5P0UYmTej9M2uQAloO6sEKI9uRyu/wtJZPJoco7TDoOEzAN+4dYLIbJyUn0ej0/00clOJvN+so3hULBJy8eOXIEhUIBn/70pzE5OYlYLIbbb7/dX3+0rSQczLOiSKPRQKVS8dfjo0ePeluKc85XF8nn8xgfH8fCwoJv9lIsFnHs2DH/e2G5QM5KFgoFjI+PY3p62pN2ltZj98nJyUmUy2WIRI1zHnroIZw9exa5XA533nknOp0OZmdnkUqlcOnSJVSrVZRKJXS7XUxNTcE5h7W1NSQSCeRyOfR6PTSbzRt8Ng0Gw2HHgSfYwLDiRUKgM8211UI3yyBRicfjnlDr6XJdRoxT6tqyQYTENPR188aj1cKQtGgftd4f2wbz5qTVE1pD1tfXff1XTuNqrysJu258E35f/N+we1A91nkAYbMgKsthRRlOqSeTSb9MaB9ijGh/tY4dDa1wh9YQ/QCGG9zo7XJ5fi4OGFnika+tra1hbW0NzWbTD2C5rv6dhImZOrExtEYZ9h8cHHU6HSQSCW/1YLlODvCoAFOtjsViaLfbiMViWFtbQ6VSQalU8tc3nkfGUD6f92XwOp0Ojh496q+9jKFEIoFyuexrYLOcJf9y26weQisLjzH83czNzQGI1GltgavX6/7at7y8jHK5jE6n47tFJpPJodwYknQOHmlxodBB21e9Xr9h59FgMDw9cCgItr4hk1To6Uttr6B6zVJhTOKpVqu+qkMikUCxWPRTqPQIkpToJiKjFGqqgrzQU0UkWaJapzvpaTJCpUbbUuin1t3KqGDT87ixsTGkXGtira0HWtHXPm4j2LuHJrI8b9oSxBgMq3QwjjY3N3276VQq5VszZ7NZf/70eprgjiLQPA6dwEiEMzJa5dYNkBg/OgGYx8sBH2sMt1otrKys+PdGNdTRv02q59oaEh6/YX/R7/extLSEiYkJPPzww95PDET1o8fGxnzVIQAoFot+oFcsFlGpVPw1pl6vezX66NGjmJ6e9oozr7XNZtMnW5PEx2IxPPHEE95jXSgUsL6+7s95t9v119sjR474QSgJcqlU8tcwVhzRPQBKpZKv393tdrGwsID5+XkvrKysrKDb7WJubs4nRmYyGQBbAxAmalarVczPz3uRo1ar+Rkmljc0GAyG3eLAE2ztVSa06kaPsVblSBK05YLqC2u28mZAvx5fB+BJrfaZxmJbzV74V2fXa1VdW010Mw6qO/SKx2JRB7y1tTXf6rxerw+VWuM6PCbtKye51h0l+Vm1n9uwdzAOSVIZW3owBAwryDwnTIjk7IROegQwZO0hdHWZMD+AxFgn1GpFmvEYJtFSGdRxTd84K/FQ3ez3+/6Ya7Wanz2hch/mG+gBnR7ghYq15QNcP8TjcczOznoCzTJ0Ov5WVlbwyCOP4NSpUxgfH0e1WkUmk/FNsNbX1/HQQw/hrrvuwszMDCqVCk6ePIlMJuMJKWtS68Rf2oaci2pbUw1n5Y7x8XFf2YTt04vFoo8pDvzY4py/M87y6WonALzlpVwuY2xsDCdOnPAVUFgHfH19Hc1m07dIj8fjWFhYQD6f9yo2v7dMJoPNzagLJZviGAwGw15w4Ak2MOwvDZVZYDgRkdP3oaoXEk42aWGXxWQy6UkHiSy9tZq8avWSx8N9hzWrNQnRtgB9zM1m00/Bt1otT25IsLdLgAy93qGaGtpcTDXcO3QyYWglCr/zsAoIyS2JAlU9lpfULdBHWXy0DYn709sn9HMdO1Syw6Rcqu4k1LpCCbuF6hJ8PCYijLftvo/tXjPsH2j1WFtb82IB44kDsXw+76ts8DxXq1XfIIjXxdOnTyMej2N6ehrtdhuf/exn/bnTydSbm1FjlqWlJaTTaeRyuSflqND2wePgrAzFClYRYZWdZrOJZrM5VFlHl/fT5QVnZ2fRbDYxPz/vy/FNTExgZWUF/X7fl+WLx+NIJpPIZrNIJBI+GZTXfwomvH9YjBoMhr3iwBPsMMErJI2c3tbvaVVbkwGtbG9ubvqLcaPRQDqd9gk1mqDwb6gKc9+j/urkR036mbDIKVAmkLEdMEtW6Q54oXLP4+PNgDe60AesbxJmEdk7NFEN44BEdxTBDqt+0C6kPfWjvNi6QQutSNrjDGwp37SXaM91OHOyubk5RJxDv7iuac3BHb3Y/M3ozzRKwdafm6/p32Do/zbsLzgw1wm4jEsmmxaLRW8ByWQyKBQKyGaz/prTaDRQKpWwtLTkG9Q88cQT/trF6h3Hjx9HpVJBvV735fn07A2tGa1WC/1+H6lUCo1Gw8c5m8pQxGClE8Ygr8ucceG+z5w5g7GxMT8LxGogbAmfy+V8OUHaQdiVstls4sSJEz6PQH8vzkWVbzKZjP+dGAwGw15w4An2KIxSZvXNnxdLrSJzvfDiSf8fPa9UNjSR4fY10QaGqzCEJIKeQBIMHhfJDadum83mkFKop+Gp2ujkNwBDpDrc93bKi5HrvWMUMdTkms9DnzTjkYMcDrY4ECOR1rFM/zIwPGujE8+oQutY0J5rxqAm2nyuveHcvibgOn75OUJVPlTb9efXx30lVduwf9Al8jgI0omM2stMYptMJv0AjcSV15xarYbJyUnv82cc3X///Th79qyPQcZULBbzBJ/75eCQCb7A1m+m3+/7ZjC6Yg23wWY47FLL6x5VaAopfH98fBwzMzNDtj1t6+K6VPr1jBSwNTBlMqbBYDDsBYeCYI+6Sesbv/4LDJNhbaHgeiQYVPV4QaaizWlUNjXQpAjYan3OG5EmQMCWUk41Wl/I2TBhbW3NK046KZNJjLzp6a5lo5LsdPUJ3lDCqXwj13sHb9JawWZckWhoi4e2EJFg69kFVk8gmSBx5kCPpfyovjHWtGrN9VgZR59/3V2SKqKeuWFlGk7d6zjSjWi4T51foAefoS1Jz6RwNkcvY7kB1w/aEsRa2NlsFhsbG94OISLIZDI4c+YMUqmUr7YxPT2NYrGIS5cuoVarwbmojnatVvM1q+lRXl1dRTKZRK1WQ6vV8tU7xsbG0Gg08Nhjj/luiMVi0VuTjh8/7ssDMqmQJSG73S4uXrzor8HPfOYzfVnSjY0NFAoFiAhuvfVW37p9YmICDz74oI+z8fFxJBIJpNNpTE5O+u6MTBI/evQo+v0+crkcAHhizvXb7TZSqZQlOBoMhn2BHHQ1SUSWAZy/0cfxNMMtzrmZG30QhwkWh/sOi8F9hsXovsNi1GAw7BoHnmAbDAaDwWAwGAyHCbGrL2IwGAwGg8FgMBh2CiPYBoPBYDAYDAbDPsIItsFgMBgMBoPBsI84cARbRH5PRNzg0RWRx0Xk50Uko5b5ehH5mIhURaQpIg+LyNvU+/cO1n9YRMaD7Z8TkTeo5x9U+9sQkTMi8jMikrjG446LyFtE5D4RWRORBRH5AxE5pZaZFJG3Do6rLSIXReR/icjUVbb9anWM+pFUy7xisL1VEfnFYP3jg8995Fo+080Ki8GR27YYPEA4rDE62NbLROS9IrI82N69wfu3bhNrTkTeeIXt3rvNOp+jlvkKEXlEROoi8g4RmVDvZUXkURH53Gv9TAaDwRDiwBHsAf4WwFEAtwH4MQDfC+DnAUBEXgLgnQD+EsCXArgHwBsBjKpFdwuA79zB/v73YH+3A/hhAN8H4E3XeMxpAJ8P4KcHf/8tgJMA/krdvI4BOD7Yx3MBvBLAiwD84Q623xoco3845zoAICLTAN4G4A0AvhLAK0Xka9S6vwbgzc65y9f4mW5mWAw+GRaDBwuHMUYBIAPgowD+0zbvX0QQZ4g+mwPwJzvY/nOCdR8FABGJAfgDAL8B4HkAvhDAa9R6PwXg/zrn7r+2j2MwGAwjMKrV8Y18APg9AO8OXvttAAuD//8ngL+/yjbuRXQxfguABQAZ9d45AG9Qzz8I4FeD9f8UwD/uw2e5c3Acz73CMi8FsAkgf4VlXg2geYX3vxjAonr+RwDeOPj/5QA+gEHFGHtYDI5YxmLwkD2eDjEKYHqw/3t3sOzfAPjrHX6e6W3enx28nxw8fwuAXxv8/8UAHgSQuNHn1h72sMfT43FQFewQbQDxwf+LAD5HRD5vB+u9FUAX2yslT8Jgu/9qsJ5+/YMi8sGdbmeA/ODv6lWWWUekDl4JKRE5LyKXROTdInKPeu9RAGkRuUdEJgF8EYD7RKQA4OcAvMY5Z/UY9waLQYvBg47DGqNX29dtAF4C4Ld2uMqnBvao94nIi9Xry4gGEl8pImkAL0QUo+ODbb/WObe+n8duMBhuXhx4gi0iXwzg2wC8b/DSWwH8A4B/Hvg9/0REXisi2RGrdwD8NwBvFJErNQx4zcCjuA7gnwHMICIFGhcGj50e9wSAXwDwl865S9ssUwTwZgC/7ZzrXWFznwXwHYim/L8V0ef6iIg8EwCcc6sAXgXg7QA+AeDtzrn3AvhZAL8DYEZEPiUiD4nIa3f6GQwRLAYBWAweaBzWGN0hvgsROf5/V1luAcD3IJoxeRmimH2fiLwQAAYDvG9C9FkfAPBpAL+LyDrzSQBLIvLhgQ/7Tfv8GQwGw82GGy2hhw9EU589AE1EF/4+gD8DMBssdxrRhfdtiNS58wCODN67F4OpQkSDiPsA/MrgvXN48tTnOxD5Cj8f0dT2b+zxM4wD+GNEF/GpbZbJAvi7wf6T17j9MQCf4WfaZpkXAPiXwX6eQKQAHUV0o9rWLmAPi0GLwYP/eJrE6FUtIoM4XgDws7vcx3sA/MUV3r8dwOMAigA+hciLngPwMICvvtHn2R72sMfhfRxUBfvDAO4GcAeiG//LnHNLegHn3Bnn3Nucc9+F6IJ/DJF6gWC5TQA/AuC1InJ6m/3VnHOPOef+CVHS15eLyKt3c+CD6cb0ompzAAAJWklEQVQ/BHAXgJc45yojlskiuvADwNe4QaLYTuGc6yO6GTxzm2NIIErk+Q+IEqAmnHPvc84tILpR3nst+7tJYTF4BVgMHggc2hi9BnwtgDlEA4Td4B+wTYwO8JsA/jOiHIQvQJTk2ECUHPrlu9ynwWAwHFiC3RpcyM8757pXXxznEPlHR01/wjn3HgAfQVRd4YoY7O9/APiZgU9vxxCROCJl5y4AL3bOLY5YJgfgrxApgC91zjWvZR+DbchgHwvbLPKjAN7vnPs4onOsS3BNDPZtuDIsBq+8H4vBG49DGaPXiO8G8CHn3CO7XP9ubBOjIvLvAaw5596JrXshPewWowaDYU8Yv/oiBwsDb1wakfp2HtHU3g8iumn8xRVW/WEAH0eQlLMN/gDRzeP7EXlIISJvBwDn3Ldvc1zjiMpifREi1cWJyNzg7Zpzrj0gNn+NKKns6wFkZKtu7YpzbmOwrfcB+IRz7r8Mnv/44NgfHaz7g4jIzZOUKBG5E8ArEJXlAiIfYm/ge30A0TT9m3fwHRi2gcWgxeBBx0GN0cEykwBODY4JAG4XkSqiKjSLarlTAP4NgO3ifWhfIvI6RIOIBxAR5FciivGXj1h3FsCPI7IxwTlXFZEHALxeRP4MwDcC+KEdfAcGg8EwEgdVwb4SPgTgGQD+D4CHALwXwK0Avs459+HtVnLOfRJRDdWrNkYYkIxfBfDDA0ICRDeEU9uvhROIEsCOAfhHRKoJH988WOYLENWkvRPAI8Eyz1fbOo3Iq0oUEWW5P4SIHB0H8CLn3Cf0AQxUxd8C8B8H05xwzrUB/DtEiTzvAvDTzrlPDZZnQ4dXX+07MQzBYtBi8KDjoMYoAHwdogTDDwye//bgeZj8+p0AaojKAY5CuK8JREmX9yHKLXgBIh/1n41Y95cB/IIbTv59FSJC/oHBPv1+BzH6pqt8LoPBYPAQ56xy1s2KQQmr9wB4jnPu8Rt9PIabDxaDhoMOEXkGgDMAXuic+8iNPh6DwXA4cBgVbMP+4aUA3mLExnADYTFoOOh4KaKyk0auDQbDjmEKtsFgMBgMBoPBsI8wBdtgMBgMBoPBYNhHGME2GAwGg8FgMBj2EUawDQaDwWAwGAyGfcTTnmCrMmB81ETk4yLytcFyrw6W04/kNezvZSLy1yKyLCINEfkHEfm6Ecu9XEQeFJH1wd9vCN5/g4gsDR6vD967R0QeFpHUtX4fhqceFoOGg44bEKNfJiIfFZGKiLQHsfSGHe4rqZZ5hYhcFJFVEfnFYP3jInJORI7s9nsxGAyG3eJpT7AVvgpRXd8vAfAJAH8qIp8bLNMaLDP0uMY20l8G4P0AvhpRo433AHiXiLyQC4jI8xB12/t9RJ3Gfh/AO0XkSwbv3wXgJwF8C4BvBfBTIvLcwXtjiOrGfv+gvrDh8MBi0HDQ8VTFaBPArwB4EaKa7D8F4CdE5Huvti/uR0SmEbVQfwOArwTwShH5GrXurwF4s3Pu8jUcl8FgMOwLDl0nxz2gMugStigi/xXADwB4MYD71TJuVGvpa4FzLuz+9RMi8tWIGhj83eC11wH4gHOOLYl/elAP+HWIyMznALjPOfd+ABCR+wavfWawzP3Oub/dy3EabggsBg0HHU9VjP4jomZIxFkReRmAFwL49R3u6zZEHUr/CABE5AMAng3g3SLycgAFAL+7l+M0GAyG3eJmUrABACISB/Ddg6c7aQes1+WU5a3XuNscgFX1/HmIuuFpvBdbnfQ+A+BZInJKRG4B8CwA90vU8OD7AbwehkMLi0HDQcdTHaMicg+i2PtQ8FZKRM6LyCURefdgOeJRAOmBXWkSwBcBuE9ECog6Or7GWR1ag8Fwg3AzKdgfFpFNAClEA4uzAP44WCYjIs3gtfuccyQdNQCfxTXccETk+xC1sH6HenkOQDhteXnwOpxzD4nIjwL4m8F7/2Xw2l8B+DEALxSRnxx8jh9zzv35To/HcENhMWg46HhKY1RELgGYQXQv+gnn3G+otz8L4DsA/AuiAeIPAfiIiHyec+5R59yqiLwKwNsHx/t259x7ReQ3AfwOgBkR+UMAGQC/HGzbYDAYrituJoL9bQAeQKTE/RIidWMlWKaFyI+qsc5/nHPvAvCune5wME35cwC+2Tl3/loOdnAz8DcEEXnF4N+/AfAIIgUyhuiG8yzn3NK1bN9wQ2AxaDjoeKpj9IUAsgC+FMBbROSsc+4dg+18DMDHuKCIfBTAPyOyrfzgqH2JyAsG23o9IoL+7QAeRKRsf8Q595kdHpfBYDDsCTcTwb7knHsUwKMD9eWdInKnc66slnHOucf2Y2ci8o2IlJVvd879ZfD2IoAws/3I4PVR25pClAT0YkQ3j0edcw8N3nsUUUJSuA/DwYPFoOGg4ymNUefc2cG/nxlU+3gThmda9LJ9EfkUgGeOel9EEogGhN+FyJ894Zx73+C9DwK4F5H1yWAwGK47bjoPNgA45z6ESNX479dj+yLyTYhuEq92zv3JiEU+BuArgte+AsBHt9nkLwJ4q3PuHKJzFlfvTQAY29MBG55yWAwaDjqud4yOQAxAYrs3RUQA3AVgYZtFfhTA+51zHx9sSwtIFqMGg+Epxc2kYIf4BUTqzM855y4OXhMRmRux7PJAPfkGAD8D4CXOuSdGbVREvgURsXkDIj8jt7ehplp/efDejwD4cwDfgEgZfMGI7f1rRGWsvmPw0icB3CFRXWMBcAeiclqGwweLQcNBx/WK0R9A5O/+7OClFyGK119Xy/w4gI8jSmbMI7KF3AXge0Zs704Ar0BUlhKD7fZE5LWILC8vAfDmHX9qg8Fg2Cucc0/rB4BbATgAXxi8LgAeBvBbg+evHiw36nF7sMytV9jfB7fZxgeD5b5xsP8NAA8BeNmIbaUQ3SjuCV5/FYAnAMwDeNWN/o7tYTF4o79jexy6GH0dIuK7higp8p8AfC+AmFrmlwCcR+TvXkJU5eZ5I7YlAP4ewNcGr38VgDMAyoiSdG/492wPe9jj5nmIc1bFyGAwGAwGg8Fg2C/clB5sg8FgMBgMBoPhesEItsFgMBgMBoPBsI8wgm0wGAwGg8FgMOwjjGAbDAaDwWAwGAz7CCPYBoPBYDAYDAbDPsIItsFgMBgMBoPBsI8wgm0wGAwGg8FgMOwjjGAbDAaDwWAwGAz7CCPYBoPBYDAYDAbDPuL/AzVqhhTxnq8hAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 720x288 with 7 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig = plt.figure(constrained_layout=True, figsize=(10, 4))\n",
-    "\n",
-    "gs = GridSpec(2, 5, figure=fig)\n",
-    "ax = [fig.add_subplot(gs[0,0]), fig.add_subplot(gs[0,1]), fig.add_subplot(gs[0,2]),\n",
-    "      fig.add_subplot(gs[1,0]), fig.add_subplot(gs[1,1]), fig.add_subplot(gs[1,2])]\n",
-    "\n",
-    "eft = np.load(folder + \"ctmin.npy\")\n",
-    "ax[0].set_title(\"GP (Entropy (min))\", fontsize=16)\n",
-    "ax[0].pcolor(eft.reshape(Xi.shape, order='F'), cmap='gray')\n",
-    "ax[0].set_aspect('equal', adjustable='box')\n",
-    "ax[0].set_xticks([], [])\n",
-    "ax[0].set_yticks([], [])\n",
-    "\n",
-    "eft = np.load(folder + \"ctmax.npy\")\n",
-    "ax[1].set_title(\"GP (Entropy (max))\", fontsize=16)\n",
-    "ax[1].pcolor(eft.reshape(Xi.shape, order='F'), cmap='gray')\n",
-    "ax[1].set_aspect('equal', adjustable='box')\n",
-    "ax[1].set_xticks([], [])\n",
-    "ax[1].set_yticks([], [])\n",
-    "\n",
-    "eft = np.load(folder + \"ctmean.npy\")\n",
-    "ax[2].set_title(\"GP (Entropy (mean))\", fontsize=16)\n",
-    "ax[2].pcolor(eft.reshape(Xi.shape, order='F'), cmap='gray')\n",
-    "ax[2].set_aspect('equal', adjustable='box')\n",
-    "ax[2].set_xticks([], [])\n",
-    "ax[2].set_yticks([], [])\n",
-    "\n",
-    "eft = np.load(folder + \"ctrandom.npy\")\n",
-    "ax[3].set_title(\"Entropy (random)\", fontsize=16)\n",
-    "ax[3].pcolor(eft.reshape(Xi.shape, order='F'), cmap='gray')  \n",
-    "ax[3].set_aspect('equal', adjustable='box')\n",
-    "ax[3].set_xticks([], [])\n",
-    "ax[3].set_yticks([], [])\n",
-    "\n",
-    "eft = np.load(folder + \"cteven9.npy\")\n",
-    "ax[4].set_title(\"Entropy (even)\", fontsize=16)\n",
-    "ax[4].pcolor(eft.reshape(Xi.shape, order='F'), cmap='gray')  \n",
-    "ax[4].set_aspect('equal', adjustable='box')\n",
-    "ax[4].set_xticks([], [])\n",
-    "ax[4].set_yticks([], [])\n",
-    "\n",
-    "reconstruction_fbp = np.load(folder + \"fbpeven9.npy\")\n",
-    "ax[5].set_title(\"FBP (even)\", fontsize=16)\n",
-    "ax[5].pcolor(reconstruction_fbp, cmap='gray')  \n",
-    "ax[5].set_aspect('equal', adjustable='box')\n",
-    "ax[5].set_xticks([], [])\n",
-    "ax[5].set_yticks([], [])\n",
-    "\n",
-    "ax_orig = fig.add_subplot(gs[0:2, 3:5])\n",
-    "ax_orig.set_title(\"Original image\", fontsize=16)\n",
-    "ax_orig.pcolor(image, cmap='gray')\n",
-    "ax_orig.set_aspect('equal', adjustable='box')\n",
-    "ax_orig.axis('off')\n",
-    "\n",
-    "ax[2].set_xlabel('PSNR: 23.2%,\\n RE: 18%', fontsize=14)\n",
-    "ax[5].set_xlabel('PSNR: 17.5%,\\n RE: 35%', fontsize=14)\n",
-    "ax[4].set_xlabel('PSNR: 22.5%,\\n RE: 20%', fontsize=14)\n",
-    "ax[0].set_xlabel('PSNR: 22.8%,\\n RE: 19%', fontsize=14)\n",
-    "ax[1].set_xlabel('PSNR: 22.9%,\\n RE: 19%', fontsize=14)\n",
-    "ax[3].set_xlabel('PSNR: 22.5%,\\n RE: 20%', fontsize=14)\n",
-    "\n",
-    "plt.savefig(\"data/CT/ctmeans.png\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x144 with 3 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig = plt.figure(constrained_layout=True, figsize=(6,2))\n",
-    "gs = GridSpec(1, 3, figure=fig)\n",
-    "ax = [fig.add_subplot(gs[0,0]), fig.add_subplot(gs[0,1]), fig.add_subplot(gs[0,2])]\n",
-    "\n",
-    "eft = np.load(folder + \"cteven9.npy\")\n",
-    "ax[0].set_title(\"Evenly spaced\", fontsize=14)\n",
-    "ax[0].pcolor(eft.reshape(Xi.shape, order='F'), cmap='gray')\n",
-    "ax[0].set_aspect('equal', adjustable='box')\n",
-    "ax[0].set_xticks([], [])\n",
-    "ax[0].set_yticks([], [])\n",
-    "\n",
-    "eft = np.load(folder + \"ctmean.npy\")\n",
-    "ax[1].set_title(\"Entropy (mean)\", fontsize=14)\n",
-    "ax[1].pcolor(eft.reshape(Xi.shape, order='F'), cmap='gray')\n",
-    "ax[1].set_aspect('equal', adjustable='box')\n",
-    "ax[1].set_xticks([], [])\n",
-    "ax[1].set_yticks([], [])\n",
-    "\n",
-    "ax_orig = ax[2]\n",
-    "ax_orig.set_title(\"Original image\", fontsize=14)\n",
-    "ax_orig.pcolor(image, cmap='gray')\n",
-    "ax_orig.set_aspect('equal', adjustable='box')\n",
-    "ax_orig.axis('off')\n",
-    "\n",
-    "ax[0].set_xlabel('PSNR: 22.5%,\\n RE: 20%', fontsize=14)\n",
-    "ax[1].set_xlabel('PSNR: 23.2%,\\n RE: 18%', fontsize=14)\n",
-    "    \n",
-    "plt.savefig(\"data/CT/ct.png\", pad_inches = 0, bbox_inches='tight')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "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": "3.6.1"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 1
-}
diff --git a/experiments/.ipynb_checkpoints/toydata-checkpoint.ipynb b/experiments/.ipynb_checkpoints/toydata-checkpoint.ipynb
deleted file mode 100644
index a7d1e0f879369b341d9e590021e0e11932bd14e9..0000000000000000000000000000000000000000
--- a/experiments/.ipynb_checkpoints/toydata-checkpoint.ipynb
+++ /dev/null
@@ -1,2004 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 357
-    },
-    "colab_type": "code",
-    "id": "ujGQZKszReHF",
-    "outputId": "b8a3abc0-1a5e-428b-dbbe-ff215fba2068"
-   },
-   "outputs": [],
-   "source": [
-    "import math\n",
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "from matplotlib.gridspec import GridSpec\n",
-    "import matplotlib.cm as cm\n",
-    "from math import sqrt\n",
-    "from sklearn.metrics import mean_squared_error as mse\n",
-    "\n",
-    "from kernels.numeric import Numeric\n",
-    "from kernels.analytic_RQ import RQ\n",
-    "from placementcriteria.entropy_toy import Entropy_toy\n",
-    "\n",
-    "np.random.seed(13)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "colab_type": "text",
-    "id": "Xf1F_GhhWkvH"
-   },
-   "source": [
-    "# Optimizing observation location"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "colab_type": "text",
-    "id": "Q186QdfPq89n"
-   },
-   "source": [
-    "## Kernel"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "K = RQ(lengthscale=1., variance=1., noise=1.)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def error(real, predicted):\n",
-    "    return np.sqrt(mse(real, predicted))\n",
-    "\n",
-    "def sample_line(point1, point2, samples):\n",
-    "    p = point1\n",
-    "    w = getw(point1, point2)\n",
-    "    s = np.linspace(0,1, samples)[:,None]\n",
-    "    return w * s + p\n",
-    "\n",
-    "def getw(p1, p2):\n",
-    "    return [p2[0] - p1[0], p2[1] - p1[1]]\n",
-    "\n",
-    "def get_all_lines(points):\n",
-    "    all_lines = []\n",
-    "    for i in range(len(points)):\n",
-    "      for j in range(i, len(points)):\n",
-    "        point1 = points[i]\n",
-    "        point2 = points[j]\n",
-    "        if not (np.array_equal(point1, point2)):\n",
-    "          all_lines.append([point1, point2])\n",
-    "    return np.array(all_lines)\n",
-    "\n",
-    "def get_integral_values_for_function(lines, f):\n",
-    "    def F_orig(S):\n",
-    "        x = S[:, 0]\n",
-    "        y = S[:, 1]\n",
-    "        return f(x, y)\n",
-    "\n",
-    "    def r(t, p1, p2):\n",
-    "        return np.array([(1 - t) * p1[0] + t * p2[0],\n",
-    "                         (1 - t) * p1[1] + t * p2[1]])\n",
-    "\n",
-    "    def delta(point1, point2):\n",
-    "        return np.sqrt((point2[0] - point1[0]) ** 2 \\\n",
-    "                       + (point2[1] - point1[1]) ** 2)\n",
-    "\n",
-    "    n = 50\n",
-    "    integrals = []\n",
-    "    for line in lines:\n",
-    "        point1 = line[0]\n",
-    "        point2 = line[1]\n",
-    "        t = np.linspace(0., 1., n)\n",
-    "        res = 0\n",
-    "        for i in range(1, len(t)):\n",
-    "            res += F_orig(r(np.reshape(t[i], (1,)), point1, point2).T) \\\n",
-    "                   * np.sqrt((r(t[i], point1, point2)[0] - r(t[i - 1], point1, point2)[0]) ** 2 \\\n",
-    "                             + (r(t[i], point1, point2)[1] - r(t[i - 1], point1, point2)[1]) ** 2)\n",
-    "        integrals.append(np.sum(res))\n",
-    "\n",
-    "    return np.array(integrals) + np.random.normal(0, 0.001, len(integrals))\n",
-    "\n",
-    "\n",
-    "def fitGP_multiple(K, X, S, functions, Xi, Xj):\n",
-    "    Kxx = K.kernel(X, X) + K.noise * np.eye(len(X))\n",
-    "    Kxs = K.kernel(X, S)\n",
-    "    Kxx_inv = np.linalg.inv(Kxx)\n",
-    "\n",
-    "    errors = []\n",
-    "    for i in range(len(functions)):\n",
-    "        Y = get_integral_values_for_function(X, functions[i])[:, None]\n",
-    "        test_y = functions[i](Xi, Xj).reshape(Xi.shape[0] * Xi.shape[0])\n",
-    "        print(\"jjjj\")\n",
-    "        print(Y.shape)\n",
-    "        print(Kxs.shape)\n",
-    "        print(Kxx_inv.shape)\n",
-    "        mean = Kxs @ Kxx_inv @ Y\n",
-    "        #np.save(\"mean.npy\", mean)\n",
-    "        rms = error(test_y, mean)\n",
-    "        errors.append(rms)\n",
-    "    return np.array(errors)\n",
-    "\n",
-    "def sigma(X,s, Kxx=None):\n",
-    "    S = np.array(s)\n",
-    "    X = np.array(X)\n",
-    "    if Kxx is None:\n",
-    "        Kxx = K.kernel(X,X) +  K.noise * np.eye(len(X))\n",
-    "        Kxx = np.linalg.inv(Kxx)\n",
-    "    sigmas = []\n",
-    "    for S_ in S:\n",
-    "        Kxs = K.kernel(X,[S_])\n",
-    "        Kss = K.kernel([S_],[S_])\n",
-    "        Cov = Kss - Kxs @ Kxx @ Kxs.T\n",
-    "        sigmas.append(np.squeeze(Cov))\n",
-    "    return np.array(sigmas)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Test Data"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 1.0, '$f(x_1,x_2)$, function we are trying to predict')"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x432 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "obs = 15\n",
-    "gridstart = 0\n",
-    "gridend = 5\n",
-    "\n",
-    "f1 = lambda x, y: -np.abs(np.sin(x) * np.cos(y) * np.exp(np.abs(1 - np.sqrt(x ** 2 + y ** 2) / np.pi))) / 2\n",
-    "f2 = lambda x, y: ((x ** 2 + y - 11) ** 2 + (x + y ** 2 - 7) ** 2) / 600\n",
-    "f3 = lambda x, y: (np.sin(3 * np.pi * x) ** 2 + (x - 1) ** 2 * (1 + np.sin(2 * np.pi * y) ** 2) + (y - 1) ** 2 * (1 + np.sin(2 * np.pi * y) ** 2)) / 50\n",
-    "f4 = lambda x, y: (0.26 * (x ** 2 + y ** 2) - 0.48 * x * y) / 5\n",
-    "f5 = lambda x, y: ((x + 2 * y - 7) ** 2 + (2 * x + y - 5) ** 2) / 120\n",
-    "f6 = lambda xi, xj: np.sin(xi / 2) ** 2 * np.sin(xj / 2) ** 2\n",
-    "f7 = lambda xi, xj: np.cos(xi / 2) ** 2 * np.sin(xj / 2)\n",
-    "f8 = lambda x, y: ((x ** 2 - y - 11) ** 2 + (x - y ** 2 - 7) ** 2) / 1000\n",
-    "f9 = lambda xi, xj: np.sin(xi) * np.cos(xj)\n",
-    "f10 = lambda x, y: (-20 * np.exp(-0.2 * np.sqrt(0.5 * (x ** 2 + y ** 2))) - np.exp(0.5 * (np.cos(2 * np.pi * x) + np.cos(2 * np.pi * y))) + np.exp(1) + 20) / 14\n",
-    "    \n",
-    "functions = [f1, f2, f3, f4, f5, f6, f7, f8, f9, f10]\n",
-    "\n",
-    "[Xi, Xj] = np.meshgrid(np.linspace(gridstart, gridend, obs), np.linspace(gridstart, gridend, obs))\n",
-    "S = np.vstack((Xi.ravel(), Xj.ravel())).T \n",
-    "test_x = S\n",
-    "\n",
-    "plt.figure(figsize=(6, 6))\n",
-    "plt.pcolor(Xi, Xj, f9(Xi,Xj)), plt.axis(\"square\")\n",
-    "plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\"), plt.colorbar()\n",
-    "plt.title(\"$f(x_1,x_2)$, function we are trying to predict\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 664
-    },
-    "colab_type": "code",
-    "id": "XmZsxG8K7gYr",
-    "outputId": "7abdedf8-591b-4072-bb35-d45e3f71976e"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "(300, 2, 2)\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.collections.PathCollection at 0x11a842198>"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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DcQNAMhQ3ACRDcQNAMhQ3ACTzf+BqE8rPjAkzAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "arrangement = 'all'  # border, circle or all\n",
-    "p = 5\n",
-    "h = 12\n",
-    "\n",
-    "V = np.array(np.meshgrid(np.linspace(gridstart, gridend, p) , np.linspace(gridstart, gridend, p)))\n",
-    "V = V.reshape(2,p*p).T\n",
-    "points = V\n",
-    "\n",
-    "if arrangement == 'border':\n",
-    "    points = []\n",
-    "    for point in V:\n",
-    "      if point[1] < 0.1:\n",
-    "        points.append(point)\n",
-    "      if point[0] < 0.1 and 0 < point[1] <4.9:\n",
-    "        points.append(point)\n",
-    "      if point[1] > 4.9 :\n",
-    "        points.append(point)\n",
-    "      if point[0] > 4.9 and 0.1 < point[1] <5:\n",
-    "        points.append(point)\n",
-    "\n",
-    "points=np.array(points)\n",
-    "all_lines = get_all_lines(points)\n",
-    "print(all_lines.shape)\n",
-    "\n",
-    "plt.figure()\n",
-    "plt.scatter(points[:,0], points[:,1])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "colab_type": "text",
-    "id": "6xeuA3T06UZ4"
-   },
-   "source": [
-    "## Random lines\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 622
-    },
-    "colab_type": "code",
-    "id": "AIB2bUj06WS0",
-    "outputId": "13a7f1a6-0108-4703-c26a-9762f2858d54"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "0\n",
-      "jjjj\n",
-      "(1, 1)\n",
-      "(225, 1)\n",
-      "(1, 1)\n",
-      "jjjj\n",
-      "(1, 1)\n",
-      "(225, 1)\n",
-      "(1, 1)\n",
-      "jjjj\n",
-      "(1, 1)\n",
-      "(225, 1)\n",
-      "(1, 1)\n",
-      "jjjj\n",
-      "(1, 1)\n",
-      "(225, 1)\n",
-      "(1, 1)\n",
-      "jjjj\n",
-      "(1, 1)\n",
-      "(225, 1)\n",
-      "(1, 1)\n",
-      "jjjj\n",
-      "(1, 1)\n",
-      "(225, 1)\n",
-      "(1, 1)\n",
-      "jjjj\n",
-      "(1, 1)\n",
-      "(225, 1)\n",
-      "(1, 1)\n",
-      "jjjj\n",
-      "(1, 1)\n",
-      "(225, 1)\n",
-      "(1, 1)\n",
-      "jjjj\n",
-      "(1, 1)\n",
-      "(225, 1)\n",
-      "(1, 1)\n",
-      "jjjj\n",
-      "(1, 1)\n",
-      "(225, 1)\n",
-      "(1, 1)\n",
-      "jjjj\n",
-      "(3, 1)\n",
-      "(225, 3)\n",
-      "(3, 3)\n",
-      "jjjj\n",
-      "(3, 1)\n",
-      "(225, 3)\n",
-      "(3, 3)\n",
-      "jjjj\n",
-      "(3, 1)\n",
-      "(225, 3)\n",
-      "(3, 3)\n",
-      "jjjj\n",
-      "(3, 1)\n",
-      "(225, 3)\n",
-      "(3, 3)\n",
-      "jjjj\n",
-      "(3, 1)\n",
-      "(225, 3)\n",
-      "(3, 3)\n",
-      "jjjj\n",
-      "(3, 1)\n",
-      "(225, 3)\n",
-      "(3, 3)\n",
-      "jjjj\n",
-      "(3, 1)\n",
-      "(225, 3)\n",
-      "(3, 3)\n",
-      "jjjj\n",
-      "(3, 1)\n",
-      "(225, 3)\n",
-      "(3, 3)\n",
-      "jjjj\n",
-      "(3, 1)\n",
-      "(225, 3)\n",
-      "(3, 3)\n",
-      "jjjj\n",
-      "(3, 1)\n",
-      "(225, 3)\n",
-      "(3, 3)\n",
-      "jjjj\n",
-      "(6, 1)\n",
-      "(225, 6)\n",
-      "(6, 6)\n",
-      "jjjj\n",
-      "(6, 1)\n",
-      "(225, 6)\n",
-      "(6, 6)\n",
-      "jjjj\n",
-      "(6, 1)\n",
-      "(225, 6)\n",
-      "(6, 6)\n",
-      "jjjj\n",
-      "(6, 1)\n",
-      "(225, 6)\n",
-      "(6, 6)\n",
-      "jjjj\n",
-      "(6, 1)\n",
-      "(225, 6)\n",
-      "(6, 6)\n",
-      "jjjj\n",
-      "(6, 1)\n",
-      "(225, 6)\n",
-      "(6, 6)\n",
-      "jjjj\n",
-      "(6, 1)\n",
-      "(225, 6)\n",
-      "(6, 6)\n",
-      "jjjj\n",
-      "(6, 1)\n",
-      "(225, 6)\n",
-      "(6, 6)\n",
-      "jjjj\n",
-      "(6, 1)\n",
-      "(225, 6)\n",
-      "(6, 6)\n",
-      "jjjj\n",
-      "(6, 1)\n",
-      "(225, 6)\n",
-      "(6, 6)\n",
-      "jjjj\n",
-      "(10, 1)\n",
-      "(225, 10)\n",
-      "(10, 10)\n",
-      "jjjj\n",
-      "(10, 1)\n",
-      "(225, 10)\n",
-      "(10, 10)\n",
-      "jjjj\n",
-      "(10, 1)\n",
-      "(225, 10)\n",
-      "(10, 10)\n",
-      "jjjj\n",
-      "(10, 1)\n",
-      "(225, 10)\n",
-      "(10, 10)\n",
-      "jjjj\n",
-      "(10, 1)\n",
-      "(225, 10)\n",
-      "(10, 10)\n",
-      "jjjj\n",
-      "(10, 1)\n",
-      "(225, 10)\n",
-      "(10, 10)\n",
-      "jjjj\n",
-      "(10, 1)\n",
-      "(225, 10)\n",
-      "(10, 10)\n",
-      "jjjj\n",
-      "(10, 1)\n",
-      "(225, 10)\n",
-      "(10, 10)\n",
-      "jjjj\n",
-      "(10, 1)\n",
-      "(225, 10)\n",
-      "(10, 10)\n",
-      "jjjj\n",
-      "(10, 1)\n",
-      "(225, 10)\n",
-      "(10, 10)\n",
-      "jjjj\n",
-      "(15, 1)\n",
-      "(225, 15)\n",
-      "(15, 15)\n",
-      "jjjj\n",
-      "(15, 1)\n",
-      "(225, 15)\n",
-      "(15, 15)\n",
-      "jjjj\n",
-      "(15, 1)\n",
-      "(225, 15)\n",
-      "(15, 15)\n",
-      "jjjj\n",
-      "(15, 1)\n",
-      "(225, 15)\n",
-      "(15, 15)\n",
-      "jjjj\n",
-      "(15, 1)\n",
-      "(225, 15)\n",
-      "(15, 15)\n",
-      "jjjj\n",
-      "(15, 1)\n",
-      "(225, 15)\n",
-      "(15, 15)\n",
-      "jjjj\n",
-      "(15, 1)\n",
-      "(225, 15)\n",
-      "(15, 15)\n",
-      "jjjj\n",
-      "(15, 1)\n",
-      "(225, 15)\n",
-      "(15, 15)\n",
-      "jjjj\n",
-      "(15, 1)\n",
-      "(225, 15)\n",
-      "(15, 15)\n",
-      "jjjj\n",
-      "(15, 1)\n",
-      "(225, 15)\n",
-      "(15, 15)\n",
-      "jjjj\n",
-      "(21, 1)\n",
-      "(225, 21)\n",
-      "(21, 21)\n"
-     ]
-    },
-    {
-     "ename": "KeyboardInterrupt",
-     "evalue": "",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-6-7376d69c5f2c>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     10\u001b[0m     \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msensors\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     11\u001b[0m         \u001b[0mlines\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_all_lines\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msensors\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 12\u001b[0;31m         \u001b[0mrms\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfitGP_multiple\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mK\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlines\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtest_x\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfunctions\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mXi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mXj\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     13\u001b[0m         \u001b[0mrms_line_random\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrms\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     14\u001b[0m     \u001b[0mrms_res\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrms_line_random\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m<ipython-input-3-cc486f7dd9b5>\u001b[0m in \u001b[0;36mfitGP_multiple\u001b[0;34m(K, X, S, functions, Xi, Xj)\u001b[0m\n\u001b[1;32m     55\u001b[0m     \u001b[0merrors\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     56\u001b[0m     \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfunctions\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 57\u001b[0;31m         \u001b[0mY\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_integral_values_for_function\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfunctions\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     58\u001b[0m         \u001b[0mtest_y\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfunctions\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mXi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mXj\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mXi\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0mXi\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     59\u001b[0m         \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"jjjj\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m<ipython-input-3-cc486f7dd9b5>\u001b[0m in \u001b[0;36mget_integral_values_for_function\u001b[0;34m(lines, f)\u001b[0m\n\u001b[1;32m     42\u001b[0m         \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     43\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 44\u001b[0;31m             \u001b[0mres\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0mF_orig\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpoint1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpoint2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mT\u001b[0m\u001b[0;34m)\u001b[0m                    \u001b[0;34m*\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msqrt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpoint1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpoint2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0mr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpoint1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpoint2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m**\u001b[0m \u001b[0;36m2\u001b[0m                              \u001b[0;34m+\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpoint1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpoint2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0mr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpoint1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpoint2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m**\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     45\u001b[0m         \u001b[0mintegrals\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mres\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     46\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m<ipython-input-3-cc486f7dd9b5>\u001b[0m in \u001b[0;36mr\u001b[0;34m(t, p1, p2)\u001b[0m\n\u001b[1;32m     28\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     29\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mp1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mp2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 30\u001b[0;31m         return np.array([(1 - t) * p1[0] + t * p2[0],\n\u001b[0m\u001b[1;32m     31\u001b[0m                          (1 - t) * p1[1] + t * p2[1]])\n\u001b[1;32m     32\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
-     ]
-    }
-   ],
-   "source": [
-    "n_randoms = 3\n",
-    "sensors = points[np.random.choice(points.shape[0], h, replace=False)]\n",
-    "lines = get_all_lines(sensors)\n",
-    "\n",
-    "rms_res = []\n",
-    "for i in range(n_randoms):\n",
-    "    print(i)\n",
-    "    rms_line_random = []\n",
-    "    A = []\n",
-    "    for i in range(2,len(sensors)+1):\n",
-    "        lines = get_all_lines(sensors[0:i])\n",
-    "        rms = fitGP_multiple(K, np.array(lines), test_x, functions, Xi, Xj)\n",
-    "        rms_line_random.append(rms)\n",
-    "    rms_res.append(rms_line_random)\n",
-    "  \n",
-    "res = np.array(rms_res)\n",
-    "plt.figure()\n",
-    "res = np.mean(res, axis=0).T\n",
-    "for i in range(len(functions)):\n",
-    "    rms_er = res[i]\n",
-    "    plt.plot(range(2,h+1), rms_er)\n",
-    "\n",
-    "filename = \"data/toy/toy_random_\"\n",
-    "np.save(filename + arrangement + \".npy\", res)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Point Entropy"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 129,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "jjjj\n",
-      "(1, 1)\n",
-      "(2500, 1)\n",
-      "(1, 1)\n",
-      "jjjj\n",
-      "(1, 1)\n",
-      "(2500, 1)\n",
-      "(1, 1)\n",
-      "jjjj\n",
-      "(1, 1)\n",
-      "(2500, 1)\n",
-      "(1, 1)\n",
-      "jjjj\n",
-      "(1, 1)\n",
-      "(2500, 1)\n",
-      "(1, 1)\n",
-      "jjjj\n",
-      "(1, 1)\n",
-      "(2500, 1)\n",
-      "(1, 1)\n",
-      "jjjj\n",
-      "(1, 1)\n",
-      "(2500, 1)\n",
-      "(1, 1)\n",
-      "jjjj\n",
-      "(1, 1)\n",
-      "(2500, 1)\n",
-      "(1, 1)\n",
-      "jjjj\n",
-      "(1, 1)\n",
-      "(2500, 1)\n",
-      "(1, 1)\n",
-      "jjjj\n",
-      "(1, 1)\n",
-      "(2500, 1)\n",
-      "(1, 1)\n",
-      "jjjj\n",
-      "(1, 1)\n",
-      "(2500, 1)\n",
-      "(1, 1)\n",
-      "jjjj\n",
-      "(3, 1)\n",
-      "(2500, 3)\n",
-      "(3, 3)\n",
-      "jjjj\n",
-      "(3, 1)\n",
-      "(2500, 3)\n",
-      "(3, 3)\n",
-      "jjjj\n",
-      "(3, 1)\n",
-      "(2500, 3)\n",
-      "(3, 3)\n",
-      "jjjj\n",
-      "(3, 1)\n",
-      "(2500, 3)\n",
-      "(3, 3)\n",
-      "jjjj\n",
-      "(3, 1)\n",
-      "(2500, 3)\n",
-      "(3, 3)\n",
-      "jjjj\n",
-      "(3, 1)\n",
-      "(2500, 3)\n",
-      "(3, 3)\n",
-      "jjjj\n",
-      "(3, 1)\n",
-      "(2500, 3)\n",
-      "(3, 3)\n",
-      "jjjj\n",
-      "(3, 1)\n",
-      "(2500, 3)\n",
-      "(3, 3)\n",
-      "jjjj\n",
-      "(3, 1)\n",
-      "(2500, 3)\n",
-      "(3, 3)\n",
-      "jjjj\n",
-      "(3, 1)\n",
-      "(2500, 3)\n",
-      "(3, 3)\n",
-      "jjjj\n",
-      "(6, 1)\n",
-      "(2500, 6)\n",
-      "(6, 6)\n",
-      "jjjj\n",
-      "(6, 1)\n",
-      "(2500, 6)\n",
-      "(6, 6)\n",
-      "jjjj\n",
-      "(6, 1)\n",
-      "(2500, 6)\n",
-      "(6, 6)\n",
-      "jjjj\n",
-      "(6, 1)\n",
-      "(2500, 6)\n",
-      "(6, 6)\n",
-      "jjjj\n",
-      "(6, 1)\n",
-      "(2500, 6)\n",
-      "(6, 6)\n",
-      "jjjj\n",
-      "(6, 1)\n",
-      "(2500, 6)\n",
-      "(6, 6)\n",
-      "jjjj\n",
-      "(6, 1)\n",
-      "(2500, 6)\n",
-      "(6, 6)\n",
-      "jjjj\n",
-      "(6, 1)\n",
-      "(2500, 6)\n",
-      "(6, 6)\n",
-      "jjjj\n",
-      "(6, 1)\n",
-      "(2500, 6)\n",
-      "(6, 6)\n",
-      "jjjj\n",
-      "(6, 1)\n",
-      "(2500, 6)\n",
-      "(6, 6)\n",
-      "jjjj\n",
-      "(10, 1)\n",
-      "(2500, 10)\n",
-      "(10, 10)\n",
-      "jjjj\n",
-      "(10, 1)\n",
-      "(2500, 10)\n",
-      "(10, 10)\n",
-      "jjjj\n",
-      "(10, 1)\n",
-      "(2500, 10)\n",
-      "(10, 10)\n",
-      "jjjj\n",
-      "(10, 1)\n",
-      "(2500, 10)\n",
-      "(10, 10)\n"
-     ]
-    },
-    {
-     "ename": "KeyboardInterrupt",
-     "evalue": "",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-129-e8c0b9f11b64>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     24\u001b[0m   \u001b[0;31m# Fit GP\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     25\u001b[0m   \u001b[0mlines\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_all_lines\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mA\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 26\u001b[0;31m   \u001b[0mrms\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfitGP_multiple\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mK\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlines\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtest_x\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfunctions\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mXi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mXj\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     27\u001b[0m   \u001b[0mrms_entropy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrms\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     28\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m<ipython-input-128-cc486f7dd9b5>\u001b[0m in \u001b[0;36mfitGP_multiple\u001b[0;34m(K, X, S, functions, Xi, Xj)\u001b[0m\n\u001b[1;32m     55\u001b[0m     \u001b[0merrors\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     56\u001b[0m     \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfunctions\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 57\u001b[0;31m         \u001b[0mY\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_integral_values_for_function\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfunctions\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     58\u001b[0m         \u001b[0mtest_y\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfunctions\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mXi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mXj\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mXi\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0mXi\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     59\u001b[0m         \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"jjjj\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m<ipython-input-128-cc486f7dd9b5>\u001b[0m in \u001b[0;36mget_integral_values_for_function\u001b[0;34m(lines, f)\u001b[0m\n\u001b[1;32m     42\u001b[0m         \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     43\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 44\u001b[0;31m             \u001b[0mres\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0mF_orig\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpoint1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpoint2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mT\u001b[0m\u001b[0;34m)\u001b[0m                    \u001b[0;34m*\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msqrt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpoint1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpoint2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0mr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpoint1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpoint2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m**\u001b[0m \u001b[0;36m2\u001b[0m                              \u001b[0;34m+\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpoint1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpoint2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0mr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpoint1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpoint2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m**\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     45\u001b[0m         \u001b[0mintegrals\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mres\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     46\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
-     ]
-    }
-   ],
-   "source": [
-    "def entropy(sigma):\n",
-    "  return 0.5 * np.log(2 * np.pi * np.exp(1) * sigma)\n",
-    "\n",
-    "V_ = points\n",
-    "i = np.random.randint(0,len(V_)-1)\n",
-    "A = [V_[i]]\n",
-    "V_ = np.delete(V_, i, axis=0)\n",
-    "rms_entropy = []\n",
-    "for k_ in range(h-1):\n",
-    "  scores = []\n",
-    "  Kaa = K.kernel(np.array(A),np.array(A)) + K.noise * np.eye(len(A))\n",
-    "  Kaa = np.linalg.inv(Kaa)\n",
-    "  for i in range(len(V_)):\n",
-    "    point = V_[i,:][None,:]\n",
-    "    s = sigma(np.array(A), point, Kaa)\n",
-    "    scores.append(entropy(s))\n",
-    "\n",
-    "  scores = np.array(scores)\n",
-    "\n",
-    "  maxentropy = V_[np.argmax(scores)]\n",
-    "  A.append(maxentropy)\n",
-    "  V_ = np.delete(V_, np.argmax(scores), axis=0)\n",
-    "    \n",
-    "  # Fit GP\n",
-    "  lines = get_all_lines(np.array(A))\n",
-    "  rms = fitGP_multiple(K, np.array(lines), test_x, functions, Xi, Xj)\n",
-    "  rms_entropy.append(rms)\n",
-    "\n",
-    "  \n",
-    "res = np.array(rms_entropy).T\n",
-    "for i in range(len(functions)):\n",
-    "    rms_er = res[i]\n",
-    "    plt.plot(range(2,h+1), rms_er)\n",
-    "\n",
-    "#filename = \"data/toy/toy_pointentropy_\"\n",
-    "#np.save(filename + arrangement + \".npy\", res)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Point MI"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 54,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "def mutual_inf(sigmaA, sigmaV):\n",
-    "  return sigmaA / sigmaV\n",
-    "\n",
-    "def initial_point(lines):\n",
-    "  scores = []\n",
-    "  for i in range(len(lines)):\n",
-    "    s = sigma(np.delete(lines, i, axis=0), lines[i][None,:], )\n",
-    "    scores.append(s)\n",
-    "  return np.argmin(np.array(scores))\n",
-    "\n",
-    "\n",
-    "V_ = points\n",
-    "start = initial_point(V_)\n",
-    "A = [V_[start]]\n",
-    "V_ = np.delete(V_, start, axis=0)\n",
-    "rms_mi = []\n",
-    "scores = np.ones(len(V_)) * 100000\n",
-    "scores_updated = np.zeros(len(V_))\n",
-    "\n",
-    "\n",
-    "for k_ in range(h-1):\n",
-    "  Kaa = K.kernel(np.array(A),np.array(A)) + K.noise * np.eye(len(A))\n",
-    "  Kaa = np.linalg.inv(Kaa)\n",
-    "  while not scores_updated[np.argmax(scores)]:\n",
-    "    i = np.argmax(scores)\n",
-    "    point = V_[i,:][None,:]\n",
-    "    s = sigma(np.array(A), point, Kaa)\n",
-    "    s2 = sigma(np.delete(V_, i, axis=0), point)\n",
-    "    scores[i] = mutual_inf(s, s2)\n",
-    "    scores_updated[i] = True\n",
-    "\n",
-    "  y = V_[np.argmax(scores)]\n",
-    "  A.append(y)\n",
-    "  V_ = np.delete(V_, np.argmax(scores), axis=0)\n",
-    "  scores = np.delete(scores, np.argmax(scores))\n",
-    "  scores_updated = np.zeros(len(scores))\n",
-    "  # Fit GP\n",
-    "  lines = get_all_lines(np.array(A))\n",
-    "  rms = fitGP_multiple(K, np.array(lines), test_x, functions, Xi, Xj)\n",
-    "  rms_mi.append(rms)\n",
-    "\n",
-    "  \n",
-    "res = np.array(rms_mi).T\n",
-    "for i in range(len(functions)):\n",
-    "    rms_er = res[i]\n",
-    "    plt.plot(range(2,len(rms_er)+2), rms_er)\n",
-    "\n",
-    "filename = \"data/toy/toy_pointmi_\"\n",
-    "np.save(filename + arrangement + \".npy\", res)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "colab_type": "text",
-    "id": "maF8ogwAOFY0"
-   },
-   "source": [
-    "## Entropy"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 110,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 367
-    },
-    "colab_type": "code",
-    "id": "-QQr-wtFPEsU",
-    "outputId": "2b0e30f3-1ab2-4ca7-ae61-b4a03795e2ec"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "0\n",
-      "1\n",
-      "2\n",
-      "3\n",
-      "4\n",
-      "5\n",
-      "6\n",
-      "7\n",
-      "8\n",
-      "9\n",
-      "10\n",
-      "0\n",
-      "1\n",
-      "2\n",
-      "3\n",
-      "4\n",
-      "5\n",
-      "6\n",
-      "7\n",
-      "8\n",
-      "9\n",
-      "10\n",
-      "0\n",
-      "1\n",
-      "2\n",
-      "3\n",
-      "4\n",
-      "5\n",
-      "6\n",
-      "7\n",
-      "8\n",
-      "9\n",
-      "10\n"
-     ]
-    }
-   ],
-   "source": [
-    "def entropy(summarytypes, allpoints,  functions, test_x, Xi, Xj, filename):\n",
-    "    for t in summarytypes:\n",
-    "        criterion = Entropy_toy(t, K)\n",
-    "        A, chosen, points = criterion.initialize(allpoints)\n",
-    "        errors = []\n",
-    "        for k_ in range(h - 1):\n",
-    "            print(k_)\n",
-    "            newlines, chosen_, points = criterion.get_nextlines(A, chosen, points)\n",
-    "            A.extend(newlines)\n",
-    "            chosen.append(chosen_)\n",
-    "            rms = fitGP_multiple(K, np.array(A), test_x, functions, Xi, Xj)\n",
-    "            errors.append(rms)\n",
-    "        res = np.array(errors)\n",
-    "        np.save(filename + t + arrangement + \"_error.npy\", res)            \n",
-    "\n",
-    "filename = \"data/toy/toy_entropy_\"\n",
-    "summarytypes = [\"mean\", \"min\", \"max\"]  # mean, max or min\n",
-    "entropy(summarytypes, points,  functions, test_x, Xi, Xj, filename)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "colab_type": "text",
-    "id": "qToVV1nqIyyG"
-   },
-   "source": [
-    "# Plot Results"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 648x216 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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mDKpmzsg9cMcqWPU8DJ5WfqEMhhJywsSPsa1zK5++/2wOH3skX9jvywWtY02eHL/XNauhpjY5ottgKCHlCaLBPQOZakULDA7xkZSDMcjYUKIIs4LS+ORLjsCfrEatTJbIlOf3B8Qkj0uxVKZYHeOpeGLnJ33nHZOskjErY8yy6PjOUvrONfqtkfFni5XMdnxnI53EuFhJ7fi5SCVtQ0fdunhuUy+dgVShS40C2RfofHMRnS+9SP155wX2S/0ImHUl1AzpWcEMhhJQX9HAgSPnsP/wA1DVoiKq1XGIPvEEdHdjH38CMnhwCSU1GFzK5MJWJKpZE4QH6QOJ8Zn+cNKVskL0irKqIiEXzyq37/mDFMN4nz8gxj9ekhXENAUytk6SC1sSa5KsVPq/SopSqUJakIzaKfcpyqKjkmi0fc8ae7zYeLWIn+TJwyttldCF7abxMe6gvkDrHXfQeu991J56KlZ9fVKfdm5HKutBbFj+ODriIKSitpckNRjyR0T47/0voyvaxTeeupyDRx3CCRM/VthaloV9zLFEH3qQ6D//gX3Mscjw4SWW2LCrY94ZDYYsKEKXRnJehvIz4GuXMOyp+enKY+s69PnvoqsXQOs6dNk/oXVNL0lpMBSHomzu2MjG9o1FrSODBmHPOxlqaog++ADO+++XRkCDwaNsQTSSoxJNvMkKMsWlu78zEdqa2Dse0EACg4nAZ3nUpLGJ/vR1gt3angs7oHwhIhmCaAKskilVZ/wlER3P6iiWz8LoD6yJWSU1EUMTO0poqc+t7U1OStmjsWAbjX8nMgXMpGKhJbVAQiKopxhE5BbgJGCtqqYd0hORs4HLcX8C24AvqOprRW+8E2E1NgJesMyWLVhNTW5HRR2MOAgGToZILXLwj5BITS9KajAUTqVdya+PuhHbsvnr27ex26A92GfovgWtJfX12PNOJvrQg+iypTBuXGmFNezSGAukwZCFElogbwWOy9K/DJirqnsB38OrXtGTiMhxIvKOiCwWkSsC+j8vIm+IyEIReVpE9vTax4lIm9e+UER+W045N/33Jaw786x4qhKpqMWadApS1YjYFUZ5NPR7bMumvbuN29/6M/e8d2dRa0l1NfaJJ2EdOhfArWSjpf2Qbdg1KZvvzYpmsKLFiFnOnOBf5Lgtrg9ZDgsim/U1hpXZ8pg0NtACmbkt2Oqo6QEzvsCaZAtkcjCOWhL/yGH7Amb81khwc4RL7Lyj4wbSQIZzkfG61olniFkQHQQhVoHG8dqyB7RYUoGErVwUglKdgVTVp0RkXJb+Z30vnwdGFb1pHoiIDVwPHA2sBF4SkftUdZFv2F9U9bfe+HnAL0goxUtUtTAzSZ5UH300lXvvjXZ1oMvuRsYcidS2xPt1zSvQuRUZfVhPiGMwlIXqSA03HXcrTVVNvLZ2IUNrhzK8fkRBa0mFmw9NOzqI3nsPMmYM1uwDTOlDQ1GUrZShdGtc2Qh0Uuf6vQ1SoHYS0p49mqLwiKQ9d5ArWyCpcky8LU2BzHSfcFHHlEV8yqKmrK2W+gJqvEbLF1Ht9VlWwoVtqV9ZTHxN/dxg+fI7xiO4fXNjD6o4gUpkTGkUocQKZK9EYX8GeLCH95wFLFbVpQAicjtwMhBXIFV1q298HXmFNpWO2hNPcOXZuhxd/wYMnQF+BXLjItj+kVEgDf2e5ppmOqIdXDH/a+w+eA+uOfK64hasrERGjULfeAOnrR1r7lyTM9JQMOb0v8GQhTzS+DSLyALf65tUNW83tIgcjqtAHpzv3CIZCazwvV4JzE4dJCJfAi4BKoEjfF3jReRVYCvwTVX9d9AmInIhcCHAmDFjihK4/fl3cDbtTd3BuyXvsdsZiGX+tRl2DqrsKn52xK8YUT+CDW3rqY7UUFdRWFlPEcE68CC0pgZnwQKiqz5CRo7EnnsYANraCtXVRqk0hKJ8aXwchdRqSv48j4EpeXZGe2M6SU8Z+Heqad8Lv2UxPkqIWy8lNXUPvvgaK7M1EmJBNLF7L4BFNBEIE2SVjLm3rYQb2p/uJ25ttH3WRt9XK8Uq6UQS34pEwIymPzQWKjF3tpWwxoodf2ar1C7scJVo1qvqzGL2EpG9gf8DjlfVDcWsVS5U9XrgehE5C/gmcC6wChijqhtEZAZwj4hMTbFYxubfhHe+c+bMmQX/oHTrcnb88U84mzZRe/oZSa44ozwadjamNk+jK9rFGfd9nHGN4/n5EdcWvJaIIPtNh8YmN7DG9z82+uADsGULDByEDBqEDB6EtLQgQ4aW4CkMOxvmP63BkIWecmGLyBjgLuD/qeq7Zd8wnQ+B0b7Xo7y2TNwO/AZAVTuADu/+ZRFZAkwBFmSeXji6eQm68Nc0feNc7ImHpJ3j0u52dNn9yOA9kUF7lEMEg6HHqbAruGCfzzOqYTTdTheChbXtA3TNK1hTTs17PWvCBJgwIbltn33Q9eth40Z0+Qfou+8gkyZhH34Eqorz2KPQMAAZPAhqapBIBOobkLo6NzCnowMiEbBtc75yF6BsCqREnayVY4ITiecwSJTiF7KvRZ9FCXyu+Pci4JHjta4h3BlIx7eOgMQr0XjWS3+FGX/KHifVsph+BtK1NmrKOH9KHrBilsyY/JpulbRIGKyTLZGxgQkLazywxjcn6nu+UlogoTRBNCJyG3AYrqt7JXAVXqVvLzDl28Bg4AbvH293sRbNPHkJmCwi43EVxzOAs/wDRGSyqr7nvTwReM9rHwJsVNWoiEwAJgNLyybpgLHI5FOxh81G7Aq0qwtn23bsQQPdfqsC1r4CNc1gFEjDTsSx44+ne9ULXPrwZxg2cAqXjzwYPnoanXQKYhX/QdeaNBkm+cohtrYmatB3daFbt8IHH8QzIADI9OnYM2ZCWxvRP/8psZhtQySCNXN/rD33RLdvJ/rYY0hVJdb+s0x1nJ2A8uWBjCrxN/9ABSlgWs736fIrf5Lqdu8RUvI2BuH/HvoVJCemTCYUziQFE8DyucTFpzj6gmjiSqWTkEV8kdbuV58L207P35jIEalxjdQfCOPPB5nmwsavOHpik+rOdgPWY20iEg/9dmJ5R8WiS0pnMSyVBVJVz8zR/1ngs0VvVCCq2i0iFwEP42bsvEVV3xSRq4EFqnofcJGIHAV0AZtw3dcAhwJXi0gX7o/v86paXBbkLIgVgZHuEVF1HNZ+7GQiY8cy+MbfeP02HPR9YwEx7DSo0+0dzRDsD//NRCvC8IFToGUmMmxWSZTHIKQ2Uc1JKiuJfPwTrvK4ZQu0t6PRKNLQ4A6IRLAOPAi6u9FoN3R7l5e/FVWkIoKuXUv00UewT/k4UllZFrkNPUNoBdJL87EA+FBVTyqfSAZD30EBJ9wZyH6Pqj4APJDS9m3f/VcyzLsTKC5ZXQi0Ywv6n1uQyZ9ABrgBOGJZ1J1zNnZLS9JYozwadhZ0xXx05ZMw+xuuErn357mo0lXabn79Jqoj1Zwz9dwcq5QOsSwY6Fr7k5KDVFYi09JqJCT6GxqwTzgRXb2a6D//gfP001iHH27+Vvsx+VggvwK8BQwIM1iS8rTE8glm/0VJsv6V6neqREZLKaPrO24xzGb99Fkd/X9w8fQ7iU5Sa2bjSDy1jYok6lnHjJJOsus6tkzc8Kbp4xLu7USwjWP7rI5xC2UiPY/f6hif420R7MIOCKwRX55IEZ+73oo9KtHU70kR5BGFbSg3nVsh2gEpicLrzzk7bahufBtd+SQy9dOIbawchv6DOlFY/wYMnOLWc68fAc3TINoJVgSpct+Co06Udza+xSCnG23ei79teoe5ow+npW5YLz9BdmTYMKzpM3BeXgBTp0LKhz9D/yGUaUVERuGeefq/8opjMPQtFOhSO+dlKD/SMBrZ/3Kkdkhan3Z3s+3mW2h75FG3IdoJHVuga0cPS2kwFEnrGnTRrbD2ZQBk4BSsyZ9wlUkftmXzk8Ou4eLGsXyw/DF++sKPmL/8cTqiHSxc80qfrjYj++6LdeJJiFEe+zVhLZC/BL4ONGQa4M/vVl3ZmJ4cG++cXl/1Bpbg7GM+Vkq/NTZr8FDQ98tvyXVSTLWiCeOtJKyE8TmiiXOTSVbJ2NlHXzqglCOsaifakr7GLYzeGrYviMZOWAzj6X40wNqomc5Apozzf998KYkSic0tot2l/McpYdP4GMqEqgNrXoah07Oe9drx5z9TNWMGNUcfhQzZGxmydw9KaTAUhqqii+8CuwprwklI/QjY98vQOD7nXBGhdt8vM9au4p7dz2Rg9SAeWfYQ33nmm9x8/B+Z0DSBSruKKruqB54kPGJZyAi3qo5uWA+NTW5Et6FfkfMnJiInAWu99ByHZRrnz+/WWDdCxQnQyETcqOO+QiGf0Er0qS6nhz5e6jGgza9wph4LsALGOQm3toj4qs6kK5Xx6kH+XI6+5cSOKYH+IJoUBdFRHO83y1K/MpmIqPYrjgBWBJxokgjJLuyYeN2Je7ESLmy6vchscXCkdApfzAJp6EXW/wd9+89IpBaapwYOkUiEIX//O9bAph4WzmAoDhFBo13xgEAAaZoYfn6kGoCRDW710yPHHk3EirD3kH249uVreGDpP7j34w9QaVdhlfB/YynQ7duJ3nMPsvvu2HN6unaCoVjCqPxzgHkicgJQDQwQkT+p6jnlFc1g6H0USZRYNPQOzXsh+3wJmiZlHRZL4xNdt85N6xN9BcTCmnRKT0hpMKQRtvKS7PbJgoNJtGsH+v7DyJB9kKaJ1FTUctyEEwGYO/owBtcMpjpSw9cev5ihtUO5/IBvFrRPOZD6emTqVLe04oiRWONzW10NfYecCqSqXglcCeBZIC/NqTy65TvS20sY3FAUebqrCwqgyWdO4D+O5Pmuyzu1gDRp7mo356P45qQcHRDxmfACrJIxZcmRJGtk7JE0YUR0v9iumzpJZAUrlrfR1ngATMKymKgw47cwprqwRXz7+LMYxZ5L1Pesvj6rdAqfqrFA9iYa7ULsChg4OfdgXMv4+rPOgYoIzb/8dElSxxoMhRK28lJRkchWJax+EepaIMVyuW/LdPZtmY6qMr5xAk3VA4k6US6b/1U+PuU0Dh51aOH7lghr/1lEV63CeepJpLk5kRbI0Ocxhw4MhhwYC2TvoNtWoK/fCNM+g4Q4DwbuG3HT96/GamzEnrJ7mSU0GHofsSvg4B8iWdzTIsJFM74KwJodq/lo+4e0dbf2lIhZEdvGPuJIonffRfSJx7FP+pipxd1PyEuBVNX5wPwwY8UJqEQT8vxjmJrYRaXVCTs33z1KGfUWVAs7tc/xj/OnSvIsi0lWR999bI6/X5NTCamlydbI2Hg7WQRVsGJzIrG2xLlIRyWRdidmddSYFTLxZP6Ambh43b4gGp8o8X4RHEl+Vo0K2l3KM5AmjU+vYVVA4wTIMy1J1ezZ8fvohg3YpuKFYScnm/KYSkvdMG772J28uOp5bnjlWr44/eIyShYOaWzEOvgQdMvm3hbFkAdlskBqir/TRzmVw1IrfCFd3eXJERnkwk7p8//P8FefSQ3AEUnMtzThLokFvYjvGSShqcWVMp97W2Jz7KQUsu6XWPSzL1rbX03GH6VNXMSEIpmq1zoRsKJxceLiJSmT3gvp9olTwg+vbiJxY4HsDaRuGDLt/LzmrNjYiqPK2MF1bL/1d2z5wY8ZesdvqJh+TJmkNBh6H928FF3+CLL72Uhlfc7xIsKiDW9yx9u3cf7eF1Cdklu1N7AmJc44q2pxbn1Dj2DsxAZDVoRutXNehtKh3W04S+9Hu9tDjX9vzTbeW7MNgDc/2sIPHngLgKojjqL2mP2whw8vm6wGQ59Ao17e022hp5y956eYf+azfUJ59KOrVhG95260ra23RTHkoGy1sIlmyPnYk8lNS2VBzGmp7IEa3ZAeHJLDhe13Ucdn+nzA8SAbi7iJT72zJ+J3Yfvc26nVafxu7aTckJGEXGnVZEh8uvQH1qR+4kwKovEskWL52qyUdgBL0KAArgJRhS7HKIg9ysa3YfljMGRvaBgdOCRmoeiKOpx+03PMmdTMdWdO59UVmxlY61aeqRgznoHX/90d7zjmXJVhp0UGTkb2/3pecxTluld+yX4tM/pEME2cykrYtAnnyflYxx5nLJF9mLI0jLz+AAAgAElEQVQF0Yhq2pnHMGcbC9onHwpVBsPsU27lOMiVGnRW0kpW/ECTXNhxd7fPlR2PYtaEzziuTMZcz5aVUEQ1s1vbAfBcymJL3E3tVyQtSTkX6W6U3OYPGI89X6oC6c8J6T2flDIK26Tx6XFk6H4wYBxSPTCw/4b5i3l2yQb+9JnZVNgW1581nSktbuTmlcfvkTa+e+1aNp7/WRq++AVqTji+rLIbDP2FSquS+xbfQ02ktk8pkDJ4MNYBB+A88wz6xhvI3qYgQF/FfCQ3GLKgQLdaOa+dARE5TkTeEZHFInJFQP/nReQNEVkoIk+LyJ6+viu9ee+IyLFFy+JTHre0dfGXF5fTHXVdCo01FbQMqKaj2/2wc9DEZprrgytt6Ir5yFvXIA31JU3vZDD0NXT54ziv3xh6vIjw0GmP89l9PldGqQpD9tgTGTcO58UX0HVre1scQwbKl8YnwBoXaC3MZZUsxqqXy7Wcae1SWBvL4dbO9gbo/z6mWsxEElY5X41C9UWtxN17SYE1njUypiA5Dtip1k1S4qndTyXx6jMkckL6LZEJy2PC6hi3JsYWivojrhNtjt8C6YkWD7axKKkFEsApgYIoIrcAsapO0wL6BfgVcALQCpynqq8UvXF4+WzgeuBoYCXwkojcp6qLfMP+oqq/9cbPA34BHOcpkmcAU4ERwKMiMkVVC647pap0O0qFbfH80g38z91vMHZQLXMmNXP27LGcPXtsxnmn3/Qcs8cP5tJjdoPaociI/Rn8x6uwvIodBsNOiVUBdhWqTuio7BdWPceDS+/n6oN/2KdcxSKCdehconfdifPuu9hDhva2SIYAdg7TicFQJlSlVBbIW4HjsvQfD0z2rguB3xQtfH7MAhar6lJV7QRuB072D1DVrb6XdSQ+O5wM3K6qHaq6DFjsrVcQm1s7OeLnT/KXF5YDcMTuQ/nnRQczZ1Jzzrkiwm4tDYxocgMDZPCeWJM/HlceW++9j63X/LJQ0QyGPouMOgRr6nl5pfRZvWMVr69dyJaOvpc+R6qqsOedjHXQnN4WxZCB8gXRhLbAldBSV4zlMNvcjOciQ0bplOpsZLazeP5/GqkWOF+eR7+l0m+V1Fjtctt3PjJmjfSikUQkHhITtyarlUj3ExBrkpzfMSCwxldVxorGD2LG++J5Kb2v4iQHziRyXSaeSUpc8agUZyBV9SkRGZdlyMnAH9RNoPm8iDSJyHBVXVX05uEYCazwvV4JzE4dJCJfAi4BKoEjfHOfT5k7slBBmmorOWDCIEYNdJXACtti2sjG0PO//197Jb1WVdAoYkXoePY5ut55h4YvfRGprCxURIOhpGz+/g/ofm8x9rBh2MO9a5h3DR+ONDSUxUJ4yuRT+fiU00q+bqmQujoAdNs2dONGrLHBngdD71DePJA9QSmSguejIJbKdZ3v9yeolCH4AmZ83sI0F7aVrFSm5IFMd3HHcjV6yl2szbLS3do4CaXSv2dM1Eh6iUIiiTyQEo25tSXhmo4piOKL1g5IJC5RiHneHSvRJiUMmlag2+kRQ32QAjcS6CkFMhSqej1wvYicBXwTODef+WFrA//o48UdnHccJaquC1xf+rEblLP7mTR99yqwbaSioqj1DYZS0dYZZe3mVho/+ojOV17B2bgxbYzU1lK5334M+evtAOy44w6kto7aj52UNM5ZeD3UDcOa/IlQeyvK9565iuktMzhp0sm5J/QSzvPPoStXIv91CjIwOLjO0POYUoYGQxYUCeuibhaRBb7XN3l1cPsLHwL+nDmjvLZM3E7CzR56btjawMWwaksbx/7yKb554p6cPnM0MvwAqHLfdKTadWU7ra3s+P0fqL/wAsQ2aZoMvccN8xdzQ9UcFv7jOzRUV6Dt7UTXrCG6erV7rVpFdNVqpLY2Pmf7LbdijxwRVyC1rQ2pqYGG0Uj1oNB7W2KxeNN7jGwYVfLnKiXWQXOI3nUn0ccexdpnH2RAIwwZYlJz9TI9GkTTK/tkswjmY2HMuk6BffmQKQApNedhUh5In3Uybm200vsDXNyClTBkei5hgXS3ts9JHWiJ9BlG/cExcQtk3JyYsEbG2sQBK5pwZ8fEF587m5Q8kG5uyBK6ejS0C3u9qs4sYqd8FbhS8xIwWUTGe/ueAZzlHyAik1X1Pe/liUDs/j7gLyLyC9wgmsnAiz0idQAtDdX8174jmdDsur9k9OFpY9ofe5wtP/ghFXvvTfWcg3paRIMhzkGTmvn1E4t5YdlGjtqjBamuJjJ2LJEs7tqhD94fT7S99RfX0PbgQwy57x6sifPy3v8PJ91WsOw9hdTVYR12OM6jj+DMnw+Whf1pt0qV89pCdMNGaByANDa6ymVjI1IVnJnBUDqMBdJgyEIPurDvAy4Skdtxzx5u6cHzj6hqt4hcBDyMmxr+FlV9U0SuBhaoaky+o4AuYBOe+9ob91dgEW4G0C8VE4FdLJYlXH1ycqC7drWCXYlY7r+82o+dRMXkSVTsvntviGgwxJk+ponqCotnFq/nqD1aQs0Ry4qfD6zYd1+2/uIaNn/9CgZe+0tiR8jECmdZf3rlU/z5zT/wq6NuoNLuu+eCrdGjkU+dC9u2oTt2xK2P2t6BrlkNSxYnDnnVNxA580wAnNdfh+4uGNqCNapvW1r7G/3fApmvhRHyPw+ZT+BN2Od2QgbgBBFPuePbK36u0dfmt5wFJBKPWwf9ZyQzBNmAZ3X0WShjbZJyylGxCLLZ+YNo4o8SmykJy2EsyTjiOxcZszpGfdbGaOIopgQE2ZSCUiUSF5HbgMNwXd0rgauACgAvNc4DuCl8FuOm8fl00Zvmiao+4Mnhb/u27/4rWeb+APhB+aTLn3XbOmiqrSCybRm68NfI3l+AQbvF+2PKY+ebi7CHtWAPHtxbohp2YaoiNvuPHcQzS9YXNL/miMMZ8LVL2Pqzn1MxbTJ1e65AppwOLTNCze92umiPtrGpfSMtdcMKkqGnENuGpiakqSneZs+eDbNno93drnK5ZUvS+6uz/ANY5X0Wn3sY1pQpPS32TkvPR2EH5egrJmditkjofNzR+bqhg9pyKYWlUqqjQX5hH6kKpkhS5Zj05IpOIgolrtE52d3aPhd2sjvb7fO7s2NzrG53nBOxEn7uuGKoPhd3kLvac287khSF7c//GJ9TYoNhtAR5IFX1zBz9Cnyp6I0MADz+9hrO//0C7v7CQew7fBgyYR7UpKcBcrZtY91pp1Nz9NEM+tU1vSCpwQBzJjXz44feZu22doY25J+vtOErF9P52mts+eHPifzii1TvkzvlVYzDxhzJYWOOzHvPvoZEIjBwYFqQTeSkj6Hd3TgPP4Tz76dcN3dLOEuvITvmBKrBkAX1zkDmugx9i71HNfGNE/ZgWGM1UlGHjDkCqUm3MFoNDQy69lc0fvubvSClweASy3H63JINBc0Xy2LQr35JZNQoNn3/dpy2/JTQy+dfwq1v3FzQ3v0BiUSwjjwK6uuJPv1vN7WXoWjKl8YnE/laG4vNtRjW2pivBTLI2lhMZRvI/b0Jst6mri2SsFD6rZN+q2RAGp9YoExSsE28vrQ3N+ogtue6jhtBnSR3NqQH1sRzOcZEjGrcAqlxURM5H+MBNo7G3driE8vvztZUS6aT6C8NQrRnzkAaSkhzfRUXHDIh/lqjHdCxBalNr2hRc1TC+qKOYyI7DT3OnsMH0FhTwTNL1nPyvoWlULUaGxl88+9Ye9I8NlxwAc1/+xtWyEASIUOauJ0Iqa7GPvY4iET6VNWd/oz5T2kwZEGBqGPlvAx9j7bOKK+tcCts6Ht3o69em3X8uk+eyeYrruwJ0QyGJGxLOHDCYJ5ZvKEo61jF7rvT9M0L6Hz5VbZ899u5J3j8+LCfc95eny143/6CNDUh9fWoKs6SJcYSWSTle+dTpzRX0pqa+QLXgpd6ZRqbul62PRwn/comi/+KOsFyeZdGo4lLneyXf2w0Grxm1EmXW9W1SkajybL7nyeacjn+9dPHieNeRBP9ElXXuui7F/+9ukVmxNH0K6pY3pVo84+NBcj47h18a3qWx9Sr6N/jcD9mQ9/j5meWcvINz7C1vQsZfgAy5bSsbxiVM2dQseeePSihwZBgzqRmPtzcxgcbWotap/b0T1F35nG0PzofZ8uWUHOeXvkUp997CpvbNxW1d39Bly3DefwxdOHC3halX1PeKOx8zcT5vBPnm5exmECY0HPT2zSTC76YwKHY2v4ki373dtwtbMVHJvenuLiDXHaOb6GYn9i2fd8fL0hGNMmdDcmBNYiNxKKq/Tkrfa5rb1Ii5ifAHZ2pLVt/KVBKE0Rj6HlO3GsEuw8bQKVtIY3jco5vvOzS8gtlMGRgzkT3jO4zS9YzzsthWghS20LTj25At2/HagxXArS+op6R9SPZ0bWDpuqdv9KLjB+PTJyEs+AlGDgQa9y43hapX2LeGQ2GrOQOoOkrQTQiYonI6b0tR7G8eeFZvHva8UWvM765jqP2aKG6wkZV0e2r0LbsqVK0u5vohsICGQyGYhjfXMfwxmqeLTCQJgnpRio70M5Otvz8FzibslsW922ZzjVHXtfnK9KUChHBOvRQaB6CM/8JNKB8pCE35VUgw7p5c/kBg1y12fbKt83vog2SO6gtyB0d4HbO6L7O93sTxlWe4i4PlMPv4o7PjSa7uONXiqzRaLr7O+ogqkja9wdwSLi5oynP7t0nXN0p9343dporO8Wt7b+iya9LgeNIzqsvoK65++u9LUex2O3t1C54i7at4dxv2ViybjtPL14PKPrKNejKp7KOX3v8iWz6+uVF72swAIjIhSKyQEQWrFu3LtdYDprYzLNL1uMU6aHSd+5A3/gdXe++x7brrqft4YdzzvnqY1/iZy/+uKh9+xMSiWAfcwxUVBB99BG0mNzMuyjGAmkwZMHVhyXn1Yd4VEQuFZHRIjIodvW2UPngHHokdEZZ9ve/FL3WtY+9x6V/ew0RC5l6HjLykKzj6y+8gLpP9nsjrqGPoKo3qepMVZ05ZMiQnOMPnjSYTa1dLFq9tah9ZdRcZPInqJw2lWHzH6fujDNyzhk3YDzD60YUtW9/Q+rqsI8+BvuQQ032hQLom6UMc336yiddTqnOOYY935hvkvJSf+rx/xHEzhyKJM5LWoI4vrORXluaPJbls8jGzkBaifOTtp08ntTqNLEdrMQZyNjYqJVWOUfVl8bHf54xqNJMD56BBIj2EQtjSD7pffUnJVdgQsDYPsn4U89mww9+isx/BM7/QlFrffmIyVwsoKrI4NwBMnWnnVrUfgZDMRw00c0H+ezi9UwbEe78YhDSOD5+H6up3fHKq+jWLVQfdljgnK/u754BVtVdKs2NDE2k9tL165Hm8EnYd3VyqtwiUi0iL4rIayLypoh8N+eqSmYlMEtEckb3dHzdLK7uUimPgS5u9XX73MJBzxQ2ijvfaO6wV649/JHffvd20DpBbvJUt3egDInvoyTJhOfWVl/Ets+V7bmm421Jly/qOu6iTrSj7iVKSaOwFcFxrJxXX0FVxwdc/UZ5BKhpaqJzt9HUv/4WUX/VpQKYNLSeiUPqERG0czu6/g002pl1TnTVKjoXvVXUvgZDIbQMqGbS0HqeXlzcOUhVRbetQHesjr/ectV32PCFL9G9bFngnGdW/puj75jLim3Li9q7v+KsXEn07rtwFi3qbVH6DWHe+TqAI1R1H2Bf4DgROaC8YhkMfQcNcfUVRKRCRC4Wkb9710UiUtHbcuXLjlmzkXXb+fC5fxe91iOL1vDku+tgy1L0PzeD96aaifXnf4bN3/pW0fsaDIUwZ+JgXnp/I53dxX0C1tdvRFc8DrjnKwdd/2uwhA0XXIjTmp4qaHj9CA4ZNddLKr7rISNGIKNH4zz7DLrqo94Wp1+QU4FUl+3eywrvCveemY91MbMAwZbHbAE4QW1hg2SC5CZheQx8Nv++qfv5LZ5B1jpAHadkV06rZIo1MhZsE2hBzTIn+XV6jshE4Izf8uj1+dbzWxnjVsSg4JgAq6M/76PfElnSIBoFdSTn1Yf4DTADuMG7Znht/YpBp7hntrb84+9Fr/XLx97l/55eCk2TkOlfhbphWcc3fecqmr73vaL3NRgKYc6kZtq6ory6ovCcjCKCTP00MvbYeFtkzBgGX38dXW+/w6bLvk5qTtQJTRP59pyrGVFfWCWc/o5YFtYRR8KAAUQfeQTdWtw51F2BUL43EbFFZCGwFnhEVV8or1gGQ9+hnwXR7K+q56rq4971aWD/MBNF5DgReUdEFovIFQH9l4jIIhF5XUQeE5Gxvr6oiCz0rvuKfYiR+81ERzRRv2BBsUvx23Nm8Lv/NxOpqEUGjEPsyqzjq2bPpnLPPYre12AohNnjB2MJPFOkG1uaJqbVf68+7DAGXHYpbffcy/abb0mb88V/XcCVT11W1L79GamsxD7mWFAl+si/3IIdhoyEUiBVNaqq+wKjgFkiMi11jD9dQafTVrxk+Z53zDQnyAqYbb2w5x39+yVZL7NYHWNNqVbDTM9RwJXTKhlkjUytiBONeimBAs5Spqb48Ves8a3nT+2TanlMTtUTsxymp/FJPwepSWl6clsrg39N8kHpP2l8PKIiMjH2QkQmADn/C4qIDVwPHA/sCZwpIqlRJ68CM1V1b+DvwE98fW2quq93zSv2IQC27TOVivc+Ytua7C7nXIweWEt1hRv0pVuWoevfyDmn44UXaHvk0aL2NRgKobGmgr1GNvHMkuw5S3Oh3W3o2lfQ9s1J7Q1fvojqY45my9Xfo+P555P65ow8hNnDd+0TatLUhHXkUVhTpyGxYFFDIHmd/lfVzcATwHEBffF0BZVWTXFS5aMgZpsTpMhlWi+Xi71Qd7V/uyCFMYNbO1SwUSY3ehalMqyLOtCtHeQid5RE6cmAZ/EH1MQCZwL2kySlk7hyGHzoMKaYEp8TWN4wy48zNAqo5L76DpcBT4jIfBF5Engc+FqIebOAxaq6VFU7gduBk/0DVPUJVY0dnnoe9wNl2ZAjj4OosvxvfypqnbbOKDfMX8wLyzagK59El9ybc87WX13L1v/9Sc5xBkM5mDNpMK+t2Mz2ju7CF+nchi76A2x6J6lZLItBv/olkdGj2fjVS9C2hMHn7KmfYt6kU4g6u7blzRo1Cmv33QHQgPOiBpcwUdhDRKTJu68BjgbeLrdgBkNfId+S7ZkI4SIeIyJPiMirnpv4hHzkFLd2ZRswGbgY+DKwm6o+EWL6SGCF7/VKry0TnwEe9L2u9jwQz4vIf2WRMXRi5Yknnw61FUSenp9b+ixU2MJ1Tyzm2SUbkIknI/t9NeecgT/6IUPuuauofQ2GQjl4UjPdjvLisiLc2DXNyIxLoWVGWpc1YABNP/lfoitWsPWGxBHpF1c9zyF/mcVbG0wkMoCuXUv0jttxFr2Jbt1qXNophMkDORz4vefisoC/quo/yyJNJutivnNy5VbMsU9afsdslscca2d0UWdav1CyreH7mOCXJ5441S9jvA3UcttFA/JE+vOExZ4n4I9LRBKPG7vxrJHe4t66gnrPEOtTK7G3xPocEM9lHEvp4w72fS2F5THxBCUJkvG5iI/GVc5eEpH7VNX/n/qbuH9fv/Hcxw8A48LuoaqOiFyvqvsBrxctdAZE5BxgJjDX1zxWVT/0XOaPi8gbqrokQMabgJsAZs6cmfUnVVlbS9ue46h7412i0Sh2ge6kiG3x0v8cRV1V+LS3sdx5BkNvMH3MQKoiFs8s3sARu7cUtIaIBVlKE1bPOYj6Cz5LhWdpAzeZ+Dl7nktTVVNBe+50DB4Mg5txnnkm0VZXh33qaUhlJc6HH8K2bdDQgDQ0QF3dLuX2zvkfVVVfB/brAVmyCVHeuSnnHoPaQ62Tcs4xqyxZ812WInyYRBZu/14ByqRYvsTeSYnEY+to2tykhOJOSr/j8x9HHRA7aR2JKioJZTL2Na6oem2ignrKpFjpSmPcxU1yW0kTiSulCpKJu4gBRCTmIvYrkAoM8O4bgUJySTwmIp8A7tLUMMvsfAiM9r0e5bUlISJHAd8A5qpqR6xdVT/0vi4Vkfm4/zPSFMh8aT9gDjULbuX9Rx5k4nEnFbxOTHnUaCesfhEGjEUaRmed03rX3TibN1N//qcL3tdgKITqCpuZYwcWfw5y+0ew4U0Yc6SrUKbQ9J2rkl4PrWvhi9MvZkfX9rSxuyJi29gnnoiuXg3bt6Pbt8GOHVDhZkbTd99FF7+XPKmxkcjpbj0HZ9lSpL4BCVGFqD/SdzIgGwx9lXBnIJtjrlnvujBllTAu4u8A54jISlzr45cLkPZzwN+ADhHZKiLbRCRMPoqXgMkiMl5EKoEzgKRoahHZD7gRmKeqa33tA0WkyrtvBuaQrBgXTMsnzgag/cF7ilrngw07uOzvr7F47Xb0vTvdN9UctD32GK133V3UvgZDoRw0qZm3V29j/faO3IMzsfUDdNn90LE54xDt6mLr9TfQ/oR70uWL/7qAS5/IfcxjV0FsG2vkSKzddsOeMRP70LnxSj3W3LnYZ5yJdeJJWHPnYk2fgYxLVAFyXnqJ6FNP9pLk5advljIsJ8VYM/1kiOwuyGUdwuKoId3c4i9L6F/Xb420ki196jgJd3ZACauYVVYcK/GRw1+KMB74E+tzEoElXhQ2gMb2CJpjJeTB57aOPY/6LI0Jt7X63NkJq2XJM3uHW2+9qs4scqczgVtV9eciciDwRxGZpoE1M9MR97/aVFXNu5SEqnaLyEXAw4AN3KKqb4rI1cACVb0P+ClQD/zN+we63Iu43gO4UUQc3J/kj1Nc8wUzdMrufDBuCHWvLixqHUuEx95ey/HThjHpwO9CZUPOOQN/9lOkurqofQ2GQjl4YjM/5R2eXbKBefsUWKN66H7I0P2QSJbfY1Va//o3nLlzqT78cE6ZciqOmrN+YRDLSrivA7B22w3nxRfR7duR+voelq787HoKpMGQDwqUJk1PGBfxZ/AyHKjqcyJSDTTj5l/NiaqqiNwP7FWIgKr6AK7l09/2bd/9URnmPVvonmHYvu9eNN77OJveX8rAcYVVZRw1sIaXv3FUXjV+rZois0kYDEUwbWQjA6ojPLtkfcEKZFbFMTamspKh996N1eSeezx2/PFsat9Ie3c71SHmGzIjY8bCiy+iK5Yje6RmRev/9A8XtkigZSyN1FQ6OccnUuAk5XvMlrInX1LPPYawPqqjaVfo7TLN9YcLBzxfWpqflDyReaX28c1Juo9VjtHEfSINj5Oe5idHCqCklD2+yjQlrURD8OMFZV7KQU4XMbAcOBJARPYAqoHsocrpvCIioRKH9xcqjp0HCh8Wkc5HROLKo25djrP4XjREqpJtN/yGTd/4ZsH7GgyFYlvCARMG8/TiIs9BrnkZXTE/65iY8ti1ZCkL3vwXR98xl1fWFJ/Ef5enqQnqG9DlO2d98fIokELCTZrXvJCKYm8SVBLRQ1Pd2tk0i4D8L1mVxTC5ZDLklElSJv3jApKiJymSQQnHY4p2Ni0qQ27IpOTisft4Dk2I53+MX/5E46l9KYpiUH+pXNmO5L5yoKrdQMxF/BZutPWbInK1iMQSb38NuEBEXgNuA87LMxAGYDbwnIgs8VIBvSEiZYvI7gkmHD8PBlRR9WxxdbGffHcdp934LB1bPoSPns56LixGdMMGoqtXk/+PwWAonjkTm1m5qY3lGwvPRagb30JDKINOaytr581jyLW38dWZlzJ2wLiC9zS4iAgyZjS6adNO+T/EuLANhmxoKS2ZOV3Ei3ADUIrh2NxD+heRigpap02m9rV36e7sJFKZvRRhJixxP9usrZnK6ENmB0alptL0LWN9NPQecyY1A/DM4vWMmTWmoDVktzMQK/dbvVVbS8PnPsfW//0JJ37yDFoL286QgrX/LDhoTl7HZ/oL5XVhW5J+haHQb7RlJfIY9iXSXMYhLI+FZKoOMVdT5YhZIuNtCUtkkps69jr1mTJVtPG7slPW9rum01zZSe5qf7tnUUy7YhbNRH9pXdghIrD7UCUaVf0A96zlEd59K/3lqEoWOg46FHZ0svQfhSf3PmTyEO78/EGMaR4QSnn0szNaDwx9n4lD6mgZUFVUOp8wymOMhs9dSGT8eK545gouffwrBe9pSCCVlTul8gg7wRuLwVB2nBBXH0FErgIuB670miqA4moB9gFGn34OWEL3I6WpYaArnsh5LizG5u99n/WfPLMk+xoM+SAizJnYzLNLNuAUWHBC1cF59+/ompdz71dVRdP3vsu8RzZz3kcTC9rPkI6zaBHRf5an/kpv0vMKZCEWyRj94YxkngSeecxhcQwKlMkacJNijUwbl3oeMhu+gJp40FGuiJLUutdBYzNFp/gDb3yWxrSzjnHroyZbKEtBoOWT0u9TGk4B5gE7AFT1IyB3zpo+TtPI0XRPGkb9wjeKWueG+Ys5+fqn0c2L0S3LQs2JjBlDxe67GyukoVc4aGIzG3d08vaabQXNF7FgyxJoCxePV3344cycfAQDfn8vG99/J/cEQwgUXfURumVLbwtSUnrfAplJiQyrLPYBpTIeeALBASUl2SN8RHZWhdKnnAZGaftc01kjs2P41/e7suPrZHBtBwTWJJRFfAExKS5sJ3UNkt3WpVbs1C2dmOvqQ3R6gTcKICJ1vSxPydg2fTrWio2sfbPwmKCWAdVMbmkgusf5WNPCVZipP/dTNF39nZ3WDWXo28yZNBiAZ4uIxpaZX0fGHRd6/KZLz+XLX6jk8d99o+A9DQlktHugdGeLxu59BdJg6Ov0LwvkX0XkRqBJRC4AHgV+18sylYS6Ez8OwNo7/1LwGp+YPoqfnboPFZH869U6m3NHbRsMpWZ4Yw0ThtQVdw4yzw8/E6ccyJXb5zL5rhdpf6q47AcG3ETjTQPRFUaBDEfMMui/MkqRxa0dNESeuFYAACAASURBVC/XH4M/mCZ1b/99IW70YsgVEJNvap/Q2wZYIVMskcETUyyRfvy5IXMlSUzNHQlprunM+5N2+a2NSfdJlsvSpfHJ5DYvebqgEqCqPwP+DtwJ7AZ8W1V/3btSlYaxc4+EwbXUvPBc0Wt1t27EefP36OalocZv/NqlrD3xY0Xva9i1EJELY+VN163LN6VrgjkTm3lh2UY6uws7cK07VuO89ht024rcg4EKu4JDzrqczVNGsOWHPzLHN0qAjBmNrlqFdnX1tiglw6TxMRiyoZSqEk2PoaqPAI/0thylxrZttu+9O/XPvk7Htm1UZSgflovP/P4laqSda6csh65w58pqjjuOymnTkst+Ggw5UNWbgJsAZs6cWbAWNmfiYP74/Ae8tnIz+48blP8CdiV07YDu9tBTrn3jOl79ZBX3HnqTOb5RAqxx43E6OqCrCyoqelucktCzCmTQL2HQJ5tYwrbUeZqlTSSzJSuUaJa3nJOwSoauP+3NzaMKTrFWRd9CQQJl3C+wVrZ/fLxajZVunY2dgwRfuiTfz8qW5LHg9sXz6STqcYtntlOfRVIsTZkrqNfmr3Ud/8753ce+/l6qhW3oAaKHHAlPvMKyu29n909dUNAac6cMQRWsA74Vek7N0YFVHA2GHuHAic2IuPkgC1EgpXoQMvPSvOacM/U8Tt39DCJDR7n/p9vbEVPes2CkpQW7paW3xSgpZfooLYFKTPDQDJ9sMrmzs30SSu33Wwr6QLBNPoSuSpOrP1seyFz7pbieAxXkwDyPmeRKcWP72iTI9Z0UPEPc5Z3VlZwUeFMazc+fVzLTZegZxp56FlRY6BP/KniNTx04jnMPGpf3PGfHDjr/85+C9zUYCqWxpoK9RjQWdQ4yX8Y3TSDqdLN6+yo2nP8ZNl729R7be2dFVdENG3aaIwHGF2Mw5KJ/BdEAICIVIrKfiAzNY85xIvKOiCwWkSsC+i8RkUVeicTHRGSsr+9cEXnPu84t1XOkUj+4mc7dRlH/2qKi1unojrJj+XM4C68L/c9887e+zfozzsrL01BO2h55lB233d7bYhh6iIMmNfPq8s3s6OguaL6uegHnxR+FqgEPsLl9E597+HyeWjmfqlmzqJo+fadRfHoLXbyY6F13wsaNvS1KSSivAilW5itpXJZgm6Agl9SgmHwti2mWyhzz81m/EHkKqTaT7/pJLwPyQKb2ZbRu+qyM3htpUk5I/5hMwTT+MUFz/Ol8PPzpfNKCcvzpfEqs2LmBOn0/jY+I/FZEpnr3jcBrwB+AV0UkZxZsEbGB64HjgT2BM0Vkz5RhrwIzVXVv3ECdn3hzBwFX4dbhngVcJSIDS/JgAeyYOQtZs5WVLzxb0Pyoo8z8/qM8+tYaEBuinaHm1X/6PAbdcH1RR2VKhba3s/mb38LZvr23RTH0EHMmDqbbUV58v0Dlo6IO6oZDtCPU8KG1LVx31I0cM+54Gr7weerP/7Q5C1kkMnIkwE6TzsdYIA2GXPQPC+Qhqvqmd/9p4F1V3QuYAYTxPc0CFqvqUlXtBG4HTvYPUNUnVLXVe/k8MMq7PxZ4RFU3quom3ACe8Enn8mTgyacDsPmevxY037aErx0zhZbJh2Dt8wUkUhVqXuVee1F96CGInX8KoFIj1dUMuu5aqg+eg7N9O5suvxJn06beFstQRvYfN4jKiMWzBbqxpXka1tTzkIracONFGFY/jDfWvQa47tcdd9yxS1m9VR10xXzU+5Cp2z9Co4VHUUttLTQ34+wk6XzKo0AKIax6GayREGyFzHUeMpNVMrU+do5PUDlr5PZmve1iLJW5UgQVunZqUvG0lEGa3u5v85cCTKmLHR+bKZ2P/+xjfO0ypPHpH2cg/Wa0o4F7AFR1dcj5IwF/jo+VXlsmPgM8WODcohg160B0eCO1C14seI3zDhrPARMG5z2va8lSWv/RuyXJYm7Eqv33p2KPPehatIjWu+6ic+HCXpXLUF6qK2xmjBnI04s3FLVOPm7oO966jW/++/L4nNb7/sHm715NdO3aomToN2xejC65Bza8iTpR9PUb0beKqwwro8fA2rVoe/iI+L5KeTWh1PyOGXM9Bri3g1zauRTJbEplEEmKZsDaufJEhnFX++dnVJgztJeDfJTEbNVp/AQqiE56ME08sCcxNqkSTQqimqagJVWl8SuTZa1E0y8UyM0icpKI7AfMAR4CEJEIUNLQSRE5B5gJ/LSAuSXJi7dt7z2pfPdDWtcXtobjKEvXbafj1d/iLP1H6Hk7/vhHNn7lq732z18dh/Wnn8G2m2+Jt1XNmsWw55+l+vDD3TF9wMVuKA9zJg3mrVVb2bA9nBs6FWfR79E3wtcVOGfqufzhRNfiKCI0XX012t7Olu//sKD9+xsycAoy41IYsi+IIHucjYzx/s66WnEWXh+6JGoMa/Ro97105cpyiNyjGBe2wZCLErmwcwWpeGNO9wJV3hSRfEqufA64CPj/gK/6LI9HAveHmP8hMNr3epTXlirfUcA3gHmq2pHPXABVvUlVZ6rqzCFDhoQQKwOHHwvdDu///c8FTX9/ww6O+MWTLN9RhVSEzydZf8EFDPv3k0h1dbxNu1pxlt6PdpS/zq22tmINHoSVkgPTHuxaUzuef571p33SVM3ZSTloYjMAzy0tzAopA8YjTRNDjx9c08x7m97hfU9Jqpg4gYbPXUjrnXey5Uc/ZtvNt7Djjr/Sev8DtD/1FNrWBrgZC5wtW0r6YUZb16HrXgsdBFTUXtFOdMcaAKRhFCKCiOUqlAPGuYPaN0LHZrDcbIjasRnd/lHuxYcMwTrmGGTs2Nxj+zg9U4kmcOcM1kjIHGTjn5sv2arTpG4vVrorO4S1MZ8Ew2JJck7GXiQotU/OPJUBKXvSgmn841L/kQQE0SRZIzMF2fjuU9P3uJeW3oWtua+ca4QIUhGRycCVwBxVnQp8NayMqvquqh6nqvuq6q2+9odV9WshlngJmCwi40WkEjgDuC9Fvv2AG3GVR78P62HgGBEZ6AXPHOO1lY0Jp5wO1RGspx4vaP64wXX85BN7UzvtDGT0YaHnRUaOIDIyxTu/YxUsfwTayp9ixaqvZ/Bvf0PtaacG9js7Wt037s5wgUGG/sXeIxtpqIrwzJICFchRhyJjjgw9PqpRrnjyUh77IFGXoOErF1MxbRrbrrueLd++ik2XfI2NF36O9WeeTXSjew53+02/46M9p0G3GzG+5Uc/ZvWcQ1hz3AmsO/0Mdvz1b2g0XRFUpzuuIOrW5Tiv/xaN/V1tW46++f+zd95xTlXpH37em2R674UZeu9duhQFGyo2VBDFsoi6lrXr2lbX7v6w9wK6rl1RUESl9yICUpQivQxDmd6S8/vjZjKZzE2ZIZkZIM/nE0juPefck5lM8uYt3/c9KPCtm87xoHbMQq16zuOXQolugvS5H4nWvzur3fP1OWWeC9tE09CaNkNOAjHxYCeaIEG84R9D1FGkAiAilUUqzno01wOv2AtRcDHSPCIiL3o6r5T6u5fzFSJyM7rhZwLeVUr9LiKPASuVUtPRQ9ZRwGf2asydSqnRSqnDIvIvdCMU4DGlVEB1KsKioinp0IyotZuxWq2YalnYomnCpb2qnKZKKZ8rTEuXLqV0yVJibtfte4lrCQP+7XNxQl0p/OQTQgcNxpyR7nav4cOHEXb6EMRk0jXniovRIgK7ryD1h9mk0bdFIou21P3LilI2sFUgphCvYyMtkfxv9Bc0ic52HNMiIkid9T2qrAxbQSGqsABbfgGqsABTsu4hDTt9CBId7TCSzC2aY+nWFVVQSMWOHRy5/Q4K3n6bmFsnEDb8LCQsHpW3E/XrFKTTtZDYQXckleVDeZGehJPYCel1NxKVUefn7iuSOQTCkpDQWM/jnP4OJXs4xLZAQqIAsG3+BCyRaC3OBUDtWQThSUhCW1RJCbaFnyNNm6G1HqiP/+01JKkLkjlA/9td+hiS0R9pekaAnuXxUz8hbG99sY3yI42KbDzlLLorovEkLm4018graHjMy4+uMQuX+yJCXqv1XLyFrn2vXccZiY97WbuaoLgB1TyBDZMDmVSZ22e/3eCyki+FJm2ANiKySESWikhtKpknAQOBvcBKYJXLzftTVWqmUqqNUqqlUuoJ+7GH7MYjSqkRSqlUu5ezm1JqtNPcd5VSrey392qx7zpT1LcfHCli19yf6jT/WHE5K9auxrron1CLPKbSZcvJf/MtKn77CJWzFgCxROge+P0rHBWb/sSam8vRB/5Jwdtvex1bWSV+7F+Pk3PJpdiKirzMqBsl5YEPJQapyYCWiew8XMSuI7X/vSprGWrhfbBrjs9zym3lzDTIE5aQEEwJ8Zizsgjp0J7Q3r1Bs6EqSgjp3p2oa69BHViJyt9F5GWXkfDif0i4ewgpnzxPwisvYTt6lNwb7uHQuPGUb9oE4UnQ5HQI0xXAJLoJWq+7kBjdeBVzqMN4VLkbHX97/kRZy/Uvk6ExSEa/Ws0VSySS1ElfR9X8EFI7ZqFy7IVuIqjthdj+cvWmKvtpgegmENe6js+kfvBqQIpIlojMccrLutWnlb0ZjZ5C3O6KbJznOo/V3BiL3vQiPRma1CKU7c1Y9FaM09hxLqbxZvD5vKar0el0zFkP0sUQrFZEU0MLUvktbF19rz7c4FBlbp/99mYdrmQGWgOnA5cDb4lInI9z09F77o4ExgMW4Bul1AdKqQ/qsJdGT8qYKwAomPllneYv257LzV9u53BoS/BRygcg6rprSV+9DK3iIKrAKRE+fzdq00ewf4X7yXXElJhI6s+zibnNt7dfgNDTTiO0f3+/tp9bui2XvBJdxuT6aSuZ/JFP302C+JEBrXQv3+I6eCHFFIJkDYXYFj7PmbdzDk8vfYJSA/1I29o3UTur0kjU4n+idlRmrwhq08eog3ajSTNB4T6kooiICy4gdd5cYv7xN8p+386BM0ZS/ONctJbnIZHpHvejlELtnI3aNce/OZZKoTZOQ2388LjXFRG0tmPRWpxXdazPfUjri/T7oaGQmg75VV5greuNSObAqsedrkVim+l72z2/6ufYiPDFA1kB/EMp1QE4DbjJQGA4SJCTEsFnD6Q3fCk02Q1MV0qVK6W2A3+gG5ReUUrlKqVeV0oNRdeBjAM2iMh4n3Z3ApLWoRO27ESiVq6u0/y+zRN5acJQoruOR6J8Vx3SIiPRwqOQbjcjzc5yHJeYbKTbLZDRv077cUelvqO5aVO0mBif54WfeQZxD9yPiGA9cABbXt5x7eNYcTnXT13Jo9/qWRdD26YwsLVeCKWU4q7Pfzuu0GoQ32idEkVydGjd8yCbjULiffdsjW0/jtmXzSPUFIo6th3b9plVJ00humFYuXbL85HEzvp9EaT3vY4QrIiG1uc+JHMAAFp4ODF3PEjaooVE3ziJsEG68VS+ZSu2wkL3+xdBOk5Eukzys7C5QmKaOopm/I2YwxGtKmtQy86G3FyUh+cK9tqCnDX6rZEpLHg1IJVS+5RSq+3384GNeNV4c/PDd+eVNDpmVGRjJPPjeCY+hrDBuzakr5I+BpqQomnei2l8kOwxLLIJoNyPUS9sT/24HXI+7nQgnYtsXDvROIfIDefg0IOsuqBzEU3VLeA6kL6HsL3htUgFXbvxdAARSUIPaW+rzXZFpAdwKzAOXafxpHYR5XfrjHnrfo7trr0wb2y4hT7NEwizmFA239rDqYOrsW2YRtGM7zg8uWZaqcS1RERQFaV+ebO3Hj7C/sGnk//6GzXOHSsu52C+dzkhVVFBzhVXknvDpOPaU2y4hXcm9OaekW0BmDigOVf00cOLB/NLWbw1l73H9CrcorIK5v2RQ4W1cWhcnUyICANaJrJ466E6/T6VUqiSoz6/5sMt4fywfSZrD65BHd4I+1egynWjR+t4NdJkSNXeMgcicVXeTYlIRsxhNdZ0xpQQT+z996HFxKBsNg5PmsShcZ6/90pIFGIO1bUZ//oBVVHs03PxuKZoSPZw3UNbD0iWvfhml+eiIBEN6XoT0vZy/b2lLL+qsKiBqZU1IiLNgO7AMh8Gew9ju45zd8zIkHQdazjOw5pgLApusEdDcXF3z8WXY86nfdGJDBTeciHruqwvc11C2OLmjbCaqDi4zWt0GI3OYW9/fVnzLYTteQmlKtBldmahfwn7tLJIRUQqcwlnAbkisgGYA9yllPLJzWBfZxVwBzAPveXgtUqp42sa3cgxn3EuKNj9ad3Eff84kM/mhe+jlj3h24SSo1B6FNuhQ1Rs344ykMtRRTmo5U/Awbp5RqutFRJC2GWXEXb6EHbkFnLn57+xeX8+AGt2HWXA07+wZpdnyR4xm4m9+y5i/nF7nTwrSin+PKBfs0/zBFJiahoEqTFhLLhrKBd0030LszccYMJ7y1m1U/eellXYGp335ESmf8skDhWUsdn+e6kVRzahlj4CeTt8Gm4qOsiUFc8xb9ccpOmZSO97EEtk7a/rA6JpxD31FDF33gmAraiIkrlz3b92CnajdvwIh9bV+ZpK2bBtmIY6Vqvv6sdPQgLExIIPOcqimRwds9Qfn6NWTwlIrnVt8dlaEZEo4At0jbkasRBngeAya2CStoMEaQj8JSTuQ5GKUkrdoZTqoJTqrJSqTc+wB9HD1l2BJ4HVIrJWRNaJiP+zzRsJLc65AKJDsSyaX6f5szce4NnlitLkvh4NnMpzkj0M6TqZyKsmkPrjD2jxBi2/wxMhoQNEpNRqLyXlVn74fT9bDupGwV+HCun0zHwWnDsBS7t2KAXz/8hxePk6pMcwcUBzOmZ4D2uHjxypFzkAJXPnYsv33fD4cNlOznpxAev3eta51DTBYtI/UkZ1SuPtq3rRu2kCAK/P28oZ/zffUXgzZ9NBpv9WpZn33+U7eXth1Qf4cz9u5plZmxyPb/9kDWPfWkJ50KMJVOVBLqpLV5robD0XL9x7JyZls6L9/j7ftLucm3vchmhmrx7F4yW0V0/CBuhpIIUf/ZdDV47n0NgrKFv/e42xEtMU6X0fktan7hcsPQp5f0FxQIUjaiAimC65BK1Hj9rNa3U+0vYyRxW9Tw6bAOGTASkiFnTj8SOllGHGurNAcIg5wkPXmVoW1rgtmKljYU1tjvk7lH2iF9O4w6jrjDPutB2dzzlh1J3GYag56UXW6DqjKuf7N4R9gvTCbg4MA861386z3yrvn5RYQkMp6tiSiPVbsNZB+3Bsryz+ff3lhLca5dY7p4pyUKueRxXuA+zeAC86slq7sUh0Fr/vPcZfh6pynN6Yv5V5f+jdc5RSXPH2Uj5dqYewbEox6cNVfL9+P8pqJerJR7glrZzmSbq3p1lSJMvvH8HQtrphmhwdyn1ntcdi0igorWDTfu85jtYDBzh07XXkPfu8Dz8dndFdM7hnVDs6pvuefxlqNjGifSqa/f2udWoUg1snE2bR8+U+XrGTV+ducYyf/0cOP2+sUq3KLSglt6Dq95kRF8b405o5DNQjhQ3vfWlIMuPCaZ4YWae+2GKJRDIHIaHu6/NUyRG9GlkzIR0msDujP6+vefl4tlwnoiZcRexjj1K+fj0HR53F4Vv+TvH332PNrTKcJcKeh1t0ALVvaa2vIWEJSO97ILWn3/bt87XtNkJtvPMSllBV7X14I2r1f1ClDdM4wJcqbAHeATYqpV4I/JaCBGlcnAitDJVSO4xu6NJBA73NP5Ep7TcQCkrZ/r1rSql3EqNCSYkO0wWMK9zkE9rK9ZQOqa41WfjJp+w/fRgFhVXzRk2Zz31f6g5fZS1jyc/T+HZRVcbP6/O28ssme4cLEcyaRlGZnosWEWJmxi0DmTigORV/7aDsp5+4JlPRpYn3Qvx7vljLuHeWO9Zyhyk1laQPPiDmnru8rnmsuByrTREbbuH6QS2Oq7DgrE7pPHRuVe3lsxd35dO/VcmkvD6uJx9ff5rj8ZNjuvD0RV0cj+8a2Y5zOuvVud+u3cvg5+b4ZDCfzPRvlcjSbbl18sqq8iKUmxC2KtyPWv4k7F0MgMRks+HYVqatf5+8eui25IyEhBB97UTSFi8k6sZJFM/8ntzrbmBfl27sP30YR+6+l+LZuoyX2vkLavtM93/HLihrGWrPQpSy6dXpDSC7p5Si4tvp2JZ7zwp0swCYQsHcMFqvvnggB6DLggwTkTX229m1u4rUvFXizRvpet91vdoW1hjlRboW1Phb0sfwWNW+axTMOF2nvotpjgt3Hkajce7muvNQ+rx27bbsC/7oRBNoRCRGRO4TkZdF5EzRuQW9COfSht5fIMm4eBwIlP7oe09rZ35Yv5fy+feids6udryyI4ZEZSC97kRcQtJaYiJb4jK4+sWfHR/i53RO57QW9tCgrYJxTfcxtlVVSs+Se4fz6OhOjsdTJ/bh6v7NHY87ZsQSGWrG0rIFaQvnEz7aIbVZfW/WUtTueQ7PxT2j2vHMRZ2JCPHeGyJs4AC0yEhUWRnHnn/BsOK1wmpj4gcruOXj48/jNCI23EJMWN06cXTOiOWCbpm0StYFm0/V3MoBLZMoLLOydnftvU9q58+oX1+sVkjjCIVGpELWUEjs6Dg3ps0lzL9yGTFehLUDhRYbS9wD95OxYT3JX31BzL33YM5qQtH06RTPtFeFtxrD0S/zKV3m42v24GrUn59DXu0L8PyFiCAmM2pn3fYgiR30AhtTiP4leOcvKGu5n3fpHq/vNkqpheCurNoD7qz5yj92Z6OosgrXeY4yOOZpHZtWVfhROUcpp/NObzLO5yupNCKdQ7GO4hyX+ZXXrXFMqxHKFU3Tq5W9zT0RUDb95wzev3pUPj+Tm99f5fla2sHiXMRtqjLeqldi+/Fnq3ArXt7ImAYcAZYA1wH3o//dXqCUanwCYn4ksVlz/mqZStTq3+o0f9bvB9lS1p6bulV5yJS1HLXuDUjsiGQNrfbl0WZ/7YaPGE5JZif67z6Kzf6au2VYlTyKWCII7Xc/YU4FB5UhXE+UrlpNSI/uNfpdV+PAatSWr5GYpqioJmSF5pHdLg2AFX8dJjMunIw4z/qPZatXkz/lRSxt2xJx7jnVzpk0YUz3TGLDG1+7tWZJkfzrfN0ILy6zMu7dZdx0ekuGtUtt4J3VL/1aJCKi50H2tOea+oqk9Yb4VlR+tKvc31Fbv4Xut+gh7uZnVRtv1sy8u/Yt2id2YFDWEIMV6wcJDSW0Tx9C++g5j8pqRRXorQPV4WOU/DyfkO69Uc2FioIojj09RR/ftw+WTp0Qs5PJk9YXicxwCJU3FJKdhVqyBJWXh9RCpssxv9JOObwJtW26rqOZ2N7PuzQm2MowSBAPCI3Dw+gDLZRSnQFE5G1gH5CtlPItnnOCk9+9O/Gf/cChPzaS1KZ2b56Pnd+RyJCuLlEAgZBoCKn+hn6suJyr31vOxT2bcGXfpoxon8qwptFoZmPDsLJaVZUcBi3E0ebMHWXr1pEz+nzi/v0EUROucj8w/TQkOguJboJt86eQswb6PkApYUz+72q6ZcXx1vheHq8VetpppM2bg7l582rHK6w2zCaNK/s29Ti/MXCkqIwKq/LJMD/ZiI8MoWN6DF//tofOmbEMaJVEiNm3b+QSmQaRaVUHQmLBEgnWMv1/F8yamS//+IyzW57boAakK2IyIbG6V9SUkkL66pWoosOo1c9SkZNC+aZNlPxgFzYPCcGUmoopJQlTagqmjCaY0tMIP2805swMVHExCl2fsl6fQ1Y2LFmC2rUT6djJ+wR36yR1gl73IFGehdj9ScDioErEcauGN81H1+IXd91kjMLVvhTWeJP2MVrbaX5AQtmOu07hapfnUiOM7TK3oajhXYXaeVedQ9N2/cca3Wg8tC+spiNZeczPnAghbMARt1BKWYHdp4rxCBBx9oUA7P/so1rPjQ6zINhQRQd1XTlbhV5t2v4qxJ5YXxkmjQkzkxEX7vDMFbz3Pns7dcFm94IYoSpKUCueQW2f4XUvlg4diH/+WSIuvqjmOsW52H57DVV6VA99RTcBQJqOQFqPQSyRhFlMvD2+F09d2Nmn515pPJZv2kTuzbfwx44chj4/l1/t8juNnYy4cL6e3J/+LfWq5I+X72T2hgMNvKv6429DWpKTX8o1H6yg1xOzufPz35iz+SBlFd7DJipnLbbf3wfQxbO73YyEGagK2Pnu4ln8vecd/tp6QBARtMhEpMdthF14G+mLFpK+agUJr71K9PXX6UoE1qOU/bqEwv9+zLF/PYF1/34AiqZ/y95Wbaj46y/98YyZHL79Do49/Qwlc+YEbs+xsRAT61UP0qe16tF4hKAHMkgQ75wYIeyuIlJZVSBAuP2xoCsE1T42cgLRbNhI9sVHELZscZ3mz/zle84y/wRJXaEsD7pMcuiuLdmWy1Pfb2LqxD7Ehlt45Yoq2Y2QHt2JnnwjlLvPOxJzGLS5xGv7OKUUYjIROXas8YCKIig6CKV54FRBK2EJEKaHMFXBXrokWpCIOGw2xbuLtzO2dzZRoZ7f6ss3bKRs6TJMR3JpEh9Beqx/vTDKZqPww48IP/dcTAnxWA8fRiwWz2F6H6kM4dlsik9W7iI5OpQR7VMapCjCFRG5AbgBIDvb/6HS87pkcGaHVBZtOcR3a/cx6/f9fL5qNzFhZkZ2TOPszukMaGnsmVQHV0FRTtUXJi8/rzUH1zBj63Qe7PcIJq1xe3zF7l1V5UVo1i2En3cuEaN1MQpVuB8K9kBKD1RBARKmyxKFdOlMzL33YErT51r37KF0/gKsOTnkv2gl9sEHiL5xUkD2q3XtGpB1A029GJA1vJBQJQ5tlPfomh/pmrMoUjNHslq+o/2PRdmM8x09HXPOYzTam2O4htJsVXusxCCX0lGq7+ytM8rNbKRUdqMx9IL6guvP06Zq+r6NjlXbRNXdyteOwuD3o0CUHz84Go+H0SNKqeN+RxeRUcAUwAS8rZR6NGCwagAAIABJREFUyuX8YOD/gC7AWKXU507nrEClmu9OpZRx9UeAMJlNFHZpQ+Sy9ZQXFmKJrJ3Q8VfbQynOHMRFCemogj16izY70aFmyqw2DhWU1sgJDOnalRAf3vzFSSJEKVXjw9qak8OhK8YR9/hjhPbtW+2cKi/U89Kis6DvA9XaoVUbp2yo398DSxR0/zu/78vjye83EW4xeQ1HR4y5kLBRI9EiIvi4m5vIwnFQsW07Rx96GFVQQPTkG8n/vykUffU1acuX+i1kqGnCpzf0o7jciohwqKCUjfvyGGRvt9gQKKXeRO9RT69evQLyThJqNjGsXSrD2qVSWmFl4Z+HmLFuHz+s389nq3YTG27hzA6pnNM5nQGtkhxSSFrHa2p1nf0Fe1myZxGHinNIdQ5/N2b2LUVtn4HEtUKFJ+mGslP4Xpy+wFjat8fSvir9JfqG64m+4XpUaSmHb7udY48/ge3oUWLuvcfvX060du38ul59ETgD0p0xYH9fcjYqvRqTrkU2yotR6amwxrkgxp2B6K2gBlyMxsrrUcPQrLYvd8fEyeBFN9QcLQSdzlUacNXaC7rMbRA8Fa04/66qHa/cr8ELxSmkLVqlseh8rvJ3D4ZV135+m24MMj2BRkRMwCvAGeg9uVeIyHSXTjY7gauBOw2WKFZKdQv4Rj1QPmAozFvDtumf0fbyq2s1981rRzg0C1GKdxZup6jMyt+Ht6ZTZiwzbxnoXifSaqV88x+EdPCce6lsFahNH+t9t7OHVTtnO3wYTCa0xOrizip/N2rNy9DuciS5q1vjEfQvtXSYAOZwRITOmbHMuGUgbVO9e/neXriNg3ml3DOqHYWvvUbZypUkvvE6EhLida47lFKUb9hISMcOWFq1JGXGd1jsP6OIiy/C3KqVw3jMf/sdQnv1JKTb8b2EQsyaw9v26tytfLhsBwvvHkpKdGDFrxsLoWYTw9unMry9bkwu+PMQM12MyZEdUzm7U3Vj0hfOaTmac1udH8DdB4Cs05GEthCejFrzEiq+DVrz2onISGgoCS+/xNGYWPJffgXbsWPEPfE4YvKvF1YVFUF+PpJ64hSDNXwSXZAgjZ0TQ0j8eOkDbFFKbVNKlQH/A6p9Wiil/lJKraWRBvWzL7kCzBohU99i7dzvKCnxvT+u5uRdFxE2H8jn933HqjrQePA4FLz7HgfPOBPrPl1ovGLvPlRpaY1xoplBVRh+2bO0bUvK9zOwtGpV/URECqR0hxjfClokugli7zCi9i6ibYKGiLDnaDFPzNyA1U3EY/eRYnYeLtJTvSMjkcjImm1ea0nhhx9xcNRZlK3THdMhHTs4fo4hXboQdZXe79hWWKh7JGfMdMxVVutxXRvg7pFt+eCaPqeM8ehKpZj7C5d2Y+WDI3j7ql4Ma5vCzHX7ufr9FfR+4qdq3X984bnlT/HNn18FaMf+R0TTv7ChIDoLiaibcSYmE3FP/Zvom2+icNqHHL7l76g6NC7whG3hAqy//HxCyVIFxoAUahbLOHvwnG9UL7hxeCY9Fdkcb2GNtw45NZ6P8YeHYUGN49q16E7jDxqZNqRStlr3xK7R99qJaucMjLaAFbQoTgghcT+QiS46Xslu+zFfCbO3Ml0qIhf4d2u+EZOSxpHRI7Cs30XitbdQeOcFrPnqCZYtnkHO4RyPc48WldH3yZ/4eLmux/bEBZ15/cqePoWqwkeeScLLLyIxMdiKi9nfuw/5b70NgK2ggAMjz6Lo2+8AUM0uJf+LdZT9rjt2bcXF5L30Mqq0tNq11OGNKGs5YgpBa3uZx64hRqjiXNSWr1F7FgAwd/NB/rdiF9sP1dR8BHjkvI68dHl3RISoqyeQ8NKLiNmMraAA5SG/0/Da9g/WiAsvIPaRh7F06OBxvBYZSdrSxcTcNBmAst9+Y/+AQQ7Ds66EWUz0a+G9Xd+pQKUx+Z/LurHygRG8Nb4XnZvE8viMjdVaSnpCRPj90Dp2+dhDuzEhmhmt9UXVUklqvYYIsffdS+wD91P8zXTyX33NjztEr8YuKIAjJ0YBGwSLaIIE8Yhw0hiIgaapUmqPiLQAfhGRdUqpra6DAl1U0PmldyiYvIkDj/wT9dVSkn7eRuyF7QgrnMWG8mSOhLchrXkvmmc3R3P6MhcdZqFDegwm+xc6X+VQAMzZ2Zjtz0UVFxP3zNOOvEhVVoYpNRWxh2pVTg55z7+AKTkcS2Yo1v3l5D31NJa2bQk/8wx9TFEOau2bSLOR0GxUnX4OEp4IPW535Hpd2bcpZ3RIreaNK7faePTb37lhcEuyEyKqhTNFBFVWRs7Yy7E0b0HCS1N8uu6xfz9J6apVJH/6CVpUFNHXTvRpnhblJG9ks2Fu2QJzs2b6PjdtQqKiMDdp4tNaQTwTZjFxRodUhrRJ5sp3lnLX57/RLDHCp45H751de5WDk43oyTdibtGcsCH+lTOSrCwAXc4noXa6ng1FgFxWHjx5NbyEVPNGgosEkOEcA++mO6+k45iBh87Io+k838CLWHXO4PlpBntxux/Pe6x1dxqDcV7xt9fSW09sT/jotnc15oy8jn73DJ4aIew9QJbT4yb2Yz6hlNpj/38bMBfo7mbcm0qpXkqpXsnJgSluiGrfjpaffEbyt9MJ6dCNYx+sYffd8wld8SenqcU0/+slds36JwtmvcOv61ZRWl6OSRPeu7oPl/bK8n4BD0h4OFFXXkFIJ72LhykhgaSp7xM+YjgA5mbNyPhrK2EtDqG2z8SUmUnyl587jEcAiUhGOl8HWcOPby9RGXqxX3khtj8+JzlCf8/4cvVuXpi9mW05hUz/ba9byR4JCSHivPMIP9f3nDFz69aEdOkCHkLQqthz/+aQ7t1J/uhDR4X20UcfI+fiSx2FPdacnBMqzNdYCTFrvHZlT5KiQrlh2ioO5nlX/Vqxbxl//+lGCsuNPdmnCuGjRiHh4djy8jh86+1YczxHOHxBoqIgIQGbH+R86ovAxjx9MfJ8MCZrzAHfWiIahatF826QuqIZzHHag0dtSIM8IsMwdh1C2R6NyEYUznbgriWhm3Hipb1htXB3oIw5BWJTXm8nASuA1iLSXERCgLGAT82lRSReRELt95PQ259u8Dwr8IT26E7y55+SOG0qEYnJhL45h/3/3sC6TZkcI4Y+lvV0zZ1G/pz7WTTjJRYvnUNJSeClMzVLCFq365DO16NFRxPaty9K2bBtm4HK1z88JLEjYvJTF5hjf8H+5bp0CbBixxFW7ThCi+RI5t05lPO7uc9UiP7bDYSPHAnonkDX3ERVXs6x556n+IcfAIi85GLiHn6oWvGNOvYXtj+/QCmlFwUtfxK1b6nP249/7jkS/vO8433z4DnnceSOfzjOl65chS0/3+f1glSRFBXKW1f1Iq+knOunraKk3HPuaZm1jENFORwuzq2nHTZuyjf/QfHs2ZRv/sMv60l2Nuzf7/f8ykDRCK2MIEEaF/4SEheRUSKyWUS2iMi9HsZdJCJKRDy3EvEjSqkK4GZgFrAR+FQp9buIPCYio+376i0iu4FLgDdE5Hf79PbAShH5DZgDPOVSvd1giAjhw4aSMusH4qf8H1pePon/epH0qb9RFn0562MvYKfKpmPoTk4r+Qbr4gep2PAR6sgfvuXw1nVfkWmIOUzPFS4vgvIiOLASdej48v4Mr5XUETntn4hdh/Lx8zvxzoTeWEwa8ZG+VVlX7NzJgXPOJX/Ki9VPKEXJTz9TusSDQVi4F3J+g9KjEJmOND0DknwTOgcwZ2YQ2q+ffjmbjZjbbiXiQj3N1lZURM6FY8h/7XX9vNVK4f/+R8XefT6vf6rTIT2GFy7txm+7j3Lfl+s8encHNBnEf0d/TlYDt/9rLIT27kX6kkWEDRwA4LGhgC9oHTpiGnv5cakf1CeBy4E0lG4xkHRxd8whl1Plhawm91NDssfL2s7yO+K0eOU4b/s2Om/0h+ZJ39Gd/mQNmZ8q+aFq0j21lexxN76+vZNGP6fahqBqM74Ryvj4KJODiEQDtwLLjv+qtUMpNROY6XLsIaf7K9BD267zFgO+WwQNgJhMRF58ERHnnkPB1Gnkv/gSpRdcROYF5xN7151oTZowb+VS9m9ZzGjWEH5wBYTEolJ66In3UZl+135TSqHWvQ2aGel4DdLzH4Zt5PyBhOjhYJW7ATn4K6HtLq/VfHN2NnEPPUT4ueegbDaKPvuciPNHI2FhJH/xGZqT7qaqKEb9+QWS1BlJ7qr3HE7thVRqa9rzOpWywYGVkNrLfTGi6/PQNCKvqNq7mM0kfTQNU6b+sizf/AdH/nEXCS+9iHnMhVgPHqRg6jQiL73EkacapCajOqZxx4g2vPDTH7RNi2bSkJZuxz626CGaRGcxscv19bjDxotmb6VYNGMmR+9/gKRpH+hpHHVAaqlf29AEPZBBgnjDPzmQXmVy7PwLeBo4ZdoQ1icSFkb0DdeTtngh0X+/hZIfZrF/yFCOPfIog1u1o6DpxfT4eRCfFA6H6CzYMx+16jnUiqdRO35ClfivQlJEkMQOSFSG/jgkyu9Gag2KDkLhPqio/csrasJVmBITKVvzG0fu+AeFn38B4DAeHR5bU6i9Y85RAEQzVRmPzuSsRW36LxzeVLfngp6nGTZ4MJaWunfV0r4dqfPnETZc19ks37CB/Ckv6jqbQTxyy7BWnNM5nadnbeLnje7bQRZXFFNqDb49uWJp3x4JCyPnkssoWbykzuvY9u7FOmfOCZHnGzAPpFehcMNJBuO0qh+isjmt6TrHSHDcaE1nIXHHYmIsEF5tH97FxcWm1Qx7OedBBqA7jaG4eM1BPq9X71TuW8PJy+jhdeIsJO4k3O7X7jPVruezBzJJRFY6PX7T3oWiEiOZnGotR0SkB5CllJohInfVccdBfECLiSH2nruJmnAVef+ZQuHUaRR9+hnnd+hA5xJh41zFguZpdG2bhqblI7ZNiLYcLdyCJDfFlN0Dye6JKSEFiY6umdfsI5I5EFVeFHjDsfJ6WadD5kBEM6Pyd8ORPyD9NMQS4fMaoT26k/zVF4T07u04pvYuQe2ZDz3/oetd9rjNu1cxuSvSdTIS36aOz6YmIuIwJgHCTj+djE0b4AQJCTYkIsJzF3dlR24ht36yhi9v7E8bAxH6J4c82wC7a/xYWjQn5esvybn8Sg6NG0/i669VK47zmcJC1JY/oVMnCFChob8IjAHpGkk2eHP0alQahqvt55zD2s7jXQ0wt51mKscZhHg1qZJJNgxROxmDBucr3zS9tjn02lrRt+40VcN9MCTri2pGngJTHT8c3RTcVOYcGj1Tf2tB6jI+Pi14SClV55xF0V84L6B3eglST5jS0oh/+kmirr+O/Ndew7pzF81L8ogqyEUt3kjeghK0igqXWYuBj6sd0ZISif/PfwgfNrTWe6iN8eYPHN1sjm1FbZuOZNjzC/ctQx38Fek0ETGFoCpKQLMgBn2PQ/v0QVnLUKLp64XFQUQaWEv1kLwPX1pFBOzGoyrORe38CWk1xn/FQ4CylsPWD5GUHpDW2/uEU5zwEBNvju/F6FcWcd3UlXwzeUCNPNkV+5bx4qoXeG7olBOnpWE9YUpPJ/nLzzk0bjy5111P/H9eIPKiMbVao5qczylpQAYJchLhJ4PUm0xONNAJmGv3RqUB00VktFLK2bMZJABYWrUk4fnnHI8TrTb+9uEqftl0gFcu6sjI7Ehsefmo/DyseXmog39h3fs7av8WbPkFlKzYy+FJk/R2fa1bN+Az8R1pMkTPPzRX9qJWoKyOcLPaPgMOrob+j+u6kMe26eoHcS1RZQWoVc8hmYMhexiS0B5J8NzK0SPHtkLOWsgaqnffOU6UzWoPnVtQlihQx9/Z5lQhIy6cN8f3ZOybS7np49V8cE2fahqh4eYIYkJiKa4oasBdNl5MCQkkf/I/cq+5liN/vxXr7t1E3zjJ58IYCQuDlBRsO3ei9ai78Hl9ELjYpmvHGU9aj5W46ypjJPfjsk4NWZ5adZpxI9PjSYbIaJxbWR33cw1DXzVkh9z8mgyOu5X28YJHbcn6wNnTaKNmszyjYzh5HG2qVqF/3/cFYvV+8wGPMjlKqWNKqSSlVDOlVDNgKRA0HhsIs0nj5ct70LNpArd+vZGleRqWVi0J6d6d8CFDiLhkAtG3PkP0E58R+9gUEh46HzHbODRhArajRxt6+z4jTkU7kn4aWrebqh4ndkKajnSE19WOH1F/6nmPEhIFKT18brHodR9pfZC+DyB241HZ6m7wqdzfUcseR5Xp0j5a+yuR9NP8ss9ThR7Z8Tw5pjOLt+byr++qCyp0Su7My2e8wRebP2PlvuUAJ0S+Xn2iRUeT9OFUws89l7xnnuXA0OGUrljh+/ysbMjJQRX73o61IQicAenO6PLQytBwrrubkV6kJ31Ho7XdGZqedBmd9R09GYaV2pCGguNeDFY3+GrkNbgxGEico/z+qO729ZrHWUTji0xOkMZFeIiJdyb0pkVSFDdMW8m6PcdqjBHNhCS0xzL8TuL/MQzrnj3kTpqEqhH2PvGQhLZIk8FVj9tdibQf73istRyNxLmv1q319eyhfLV3CerXF3V5Ix9RSqFs9p95eLLegcd6YmjpNVYu6tGEGwa1YOrSHXy0bEe1c8dKjzFz23dsPbqFgrICRnwyiO+2TqfCVsGSPYsoKDs+OZuTAQkLI/GN10j6cCoSHoYWEwO41D24m5udDYmJUNS4BdsbcXVFkCCNAD8KiSulZiql2iilWiqlnrAfe0gpVUOwWyl1etD72PDEhluYOrEPcREhXP3ecre9pCUsnrBLHyT2ml6ULljEsccfr+edBh4JiUai0gN/oZAoCI0Fo8ptA5Syoda/jfrzSwAkIgWty9/0do5Bjot7RrVjaNtkHp7+O0u2VYmHx4XF8dNl8xnT5hJKrCUMb3omWdHZbDnyJ7f8NImFu+dzsPAAjy9+hG1Ht2K1WU9ZL2XY0KGkzP4RS9u2ABy++RaOPvSwxzmSlIR5zEVIYhK2PXuwLluKys1tdD/DwHogne+7CwU7eSPdhrVd13G+b+TJNOpY48njp4lxqNh1rrcQtjvvpac9oIexvXancdfK0EOI21+eSL97NJUyDjn7Gob21s3G1443PuIvIfEgJyapMWFMm9gHBYx/dxkH3LR8k+gsom5+hMgzW1Lw1jsUfvZZ/W70JEGSOuu6mJoZZS1Fldb0/AIou4dRRIOoJkhkan1u85TApAlTxnanWVIkkz9axc7DVV5hEcFispAUnsT9/R6ia0o3msU245Uz3uS0jH7syt/Jzzt+pNRawor9yxj+v4Fsyt3AwcID/LLjJwrLCxudQRQoHGkgNhumtDQ0e3GMUgrlrftV7iHUunVYv/wC6xefY1uzBnWcguX+IuiBDBLEA3oVtvdbkJObFslRvH91b44UlnHVu8s5VlxuOE6SOhP70IOEdEjmyN13U7r613re6cmB4wN340eoNS9XhaftqCN/opY8iirYC4DW/Cy9KCiI34kJs/D2+F7YFFw/dSUFpe7TM8LM4fTN6EdcWDw903rz89iFtE1oT1xoPMOankGT6Czm7ZrD3XNvJ780jxnbvuWsT4dzoHA/vx9az/vr3qagrIDC8kKKapHCcKIgmkbcQ/8k5pabASiZNYv9g0+n6Jtv3BrTWpeumMaNRxswEEJCsK1YjvXbbx3jfQmJB4qAGJCqUsLFk+fRkzcSl7xIo7mu63grrPF0XXDyEnrObazubdQMe107r+dWzqJyrrs91hYvnkjPU432EICXhs1WXUcTdCkid511lHIUz4hr72vHmOo3v3sDlffw9UnSCzuIF7o0ieON8b3YdqiA66aucNs3WJoNJ+Hft2KKDSH3mglY9++v342eREj2cKTZSN0bqRSqolQ/EZUB8a1B85/kTxD3NEuK5NUrerAlp4DbPlmDzcf3PE00NNFol9ieB/s/QlRINOe0HM2H535CSmQq6ZHpnJbRj8TwRH49sIqXV0/BJBpfbv6Mwf/tS35ZHnN2/Mxjix6ipKKEClsFtgC2GK1vtMQktLg4Dk++mZzzL3T7hVPCwtA6dMA8+nxMl41FGzxYV0aw2bD+72Oss3/Etn17jV71Ad9/oBZ2DkcbGoPeqqyNwtqe5ngrrHEOCdelutrTOGdj0OM4p7WMLuctlO1iJNYmrFwZhja6BYQAVUVXMyLdLO/30LJ/OtEEOQkY2CqJ/1zajZU7jnDzx6upsNb8MBMRTD3HkfDoOFR+HoeuHuc9TBXEEIlpiqTa5VX3LECtfwelFGKJROt4NRLRuHXyTiYGtErin+e056eNB3hu9uY6rxNhiaBdYgc00eiZ1puHBz6OWbMwruME5l+xjHBLBL3Se3Nrz38QHRLD/sJ9/HpgFaGmUJ5b/hT3zP0H1uOo0m9MhPbuRcr3M4h//lkqdu0i57zR5N58CxV79ridIzExaJmZ+oOKCqR5c9SBA9h+mo31w2lYF8xHHfFfxyxPBEPYQYJ4QoFYlddbkFOHc7tk8NjoTvy08SD3fbXOMPQkmomQc+4i7vaRlK/bzOE7/n7K5HsFAqVsqKNbkKSOBL+xNRwT+jXj8t5ZvDp3Ky/M/oP8EuNUjroSYa/Eb5/YkfGdrgbg8g7j+GrMDACaxjSjaUxTTJqJ4pMkxC0mE5Fjx5K2YB7Rf7+F4u+/Z//gIRx75lmsXlpwSkgIpn79MV1xJdqos5DsbNSWLfUm/+PVgBSRd0XkoIis93lVofbaj56KbFzmuy2scZ7j+sycvYnGT9TJ2+hJe9FH76VjL1Il6WN43kdJH189hY2xbaEvBS1O592GqyvP13feYdADGcSF8ac15dbhrfls1W6enmXsjRFzGBHXP030pd0p/uZ78l99sZ53efIgoqF1mog0GeL+vTRIwBERHh3diXM6p/PiL38y6Jk5vDJni8e8SH9e+/IO47i55238sG0mF39zPrvzd3mfeIKgRUURe8/dpM2bS/jIkeRPeZF9nbtSunQpANbcXKy5uYZzRdPQsrIwDR2Gadx4JL0e1BLwzQP5PjAqwPsIEqTRcqrkQIrIKBHZLCJbROReg/ODRWS1iFSIyMUu5yaIyJ/224T623XDcdvw1ozrm83r87by9oJthmMkLI7oR14irE8WeU89T/HPP9bzLoME8S8hZo1XrujBN5MH0CM7nmd/3MzAp3/hlbn1Y0gCNI9rQfeUHqRGpJHnpkr/RMXcpAmJr75CyqwfiLnnbiydOgFQ8P4H7OveE5u9Art8yxashw7VmC8Wi6MILdB4NSCVUvMBz35UX65yPJ1ofBENd+O9rHENqIU8j1ZVVONJXNyxrksepKdcSA/nDbvTGO0LjPMYPXlQTzIqvZWOnMcA2HKngoyPiJiAV4CzgA7A5SLSwWXYTvRe3f91mZsAPAz0BfoAD4tIfKD33NBUemPO7pTG4zM3csvHvxqKjWuxTYmfMgVzkxgO3ziZsi1/NsBugzQEInKDiKwUkZU5OTkNvR2/0jUrjnev7s3XkwfQPTuOZ2dtZtAzv/BqPRiSbRPa8fjgp9lTsIsLvjyb77d9F9DrNQQhnToS8/db0KKiAIg452zin37K8fjogw+xr2t39g8dzpH7H6Do2+8MDcpA4jcrw/kPpby80H2o19dONEb3vWk+ejDefK7M9mYsGhmf3kLZThXZhuEX1yIco705X9sAvxmSDWl8GoS6HeFsozC4uzC3H0PL4kch8UZOH2CLUmqbUqoM+B9wvvMApdRfSqm11GwqORKYrZQ6rJQ6AszmFIlamDThP5d142+DWzBn80HOe3khY99awi+bDlSrVDVl9yZxyiOIpjg8fiy2vLwG3HWQ+kIp9aZSqpdSqldy8slZ8NMtK473ru7DVzf2p2uTOJ6xG5KvzdtKYYANydSINIY3O5Puqb04XJxLhe3E7wDlDku7dkRePtbxOPbeu4m5715MGekUffY5hyfdqBuUpw8jb0r9pMv4zVJw/kOxOPVXDRLkROcUKaLJBJwTinbbj/l17snokQk1m7jvrPYsvncYD5zdnh25RUz8YCVnTpnPJyt2UlqhV4xa+lxM/L9uoGJPDrnXXlnvkhtBggSS7tnxvH+Nbkh2aRLH0z9sYtCzc3g9gIZkuCWCB/o9TGJYIpNnX88/F9TIvDlpCenWjZibbyL5ow/J2LCe5G+nE3P/fZizmtTbF9SAyvjUwMciGWXk3atLYU1tpH2M9umrNqQzvkr6OF/L6LCRpE/NQd73U5txjY366nXtcQ8+3oL4xMnskYkJs3D9oBbMv2so/3dpNywmjXu+XMeAp/VCg6NFZYRdfBexN55F6eI1HHv4robecpAgfqd7djwfXNOHL2/sT6eMWJ6yG5JvzN9KUVlgDEmLycLY9uO4oPVFlFnL2F+wLyDXaayIxUJoj+7E3DSZpGlTifvng/Vy3RPUsggSpL44ZYTE9wBZTo+b2I8Feu5Jh8WkcUH3TGbeMpCPru1Lx4wYnv1xM/2e+oVHv93I0eueImJUZwre+4zC/77T0NsNEiQg9MiOZ+rEPnwxqT8dM2J48vtNDHpGNyTdifAfDxe0HkPfjH78Z8UzXDVj7ElXXNMY8UXG52NgCdBWRHaLyLW+Lu5WTFxfuKaX0FsnmtoW1jjPNZL2qcSXghpvc2oxV0TznGfpznvrfG0PuZBuTnj2RNZ37uPx9Kp2nmvvVFN5LCAFLc45mO5uJz4rgNYi0lxEQoCxwHQf584CzhSReHvxzJn2Y6c0IsKAVkl8cE0ffrh1EOd0Seej5TsY8p/FvDD0bsztUznywL8oXbGoobcaJEjA6Nk0nmkT+/LFpH50sBuSo19ZyPq9gTHwLmt/JTd0nUxMaCybD28KyDWC6Ji9DVBKXV6nlZ3tGOfmIS7GkShVZRxVfhBrONL0lUiVJqDzXOexUD2t32hcJRoom1TvtiGQAAAgAElEQVTfojsDwNlYtblcyFejwSj07uqxclzHPsCp3V9lGNttv8tKo8/X9k6i1RzrawtEfxmYRr9z1/P6Beu0vF+NSLuQ+MmOUqpCRG5GN/xMwLtKqd9F5DFgpVJquoj0Br4C4oHzRORRpVRHpdRhEfkXuhEK8JhS6viUG04y2qXF8NzFXbnrzLa8v/gvPly2g839JjEl51kOXXUNYYNPx5TVFHNmJqaMdEyZmZgyMtDi4+tNkiNIkEDSs2kC0yb2Zc7mg9zzxVoufHURtw1vw98Gt8Bs8p/zollsc5rFNmfOjp+5a+5tvDjiNfpnDvTb+kGq8GpABglyyuMn+1FERgFT0A20t5VST7mcvwO4DqgAcoCJSqkd/rm6d5RSM4GZLscecrq/Aj08bTT3XeDdgG7wJCA1Jox7RrXjpqGt+HTlLt435zFx8X8pWb4ANWs2lFfPEZOwMEwZGXaDMh1TRkY1I9OcmYmEhzfQswkSpPYMbZvCrFsH8+A363n2x838vOkAL1zSjWZJ/i2+HdBkEHf0vps+6aexPmctrRPaEmoK9es1TnUCZ0CKVHmS3HgjwY2HUalqnsVKr6U3T6TDs+js1XL99m7k8aoMcduv53GsM5UeOiPnn4E3sfol7Z5FzWbcM9rIQ+fJa+c81b4v5S43rx5D1UrZEEzeB9qUcYpB5XM1ahen6qd+Rdx5f2uzRpXO4hnoVcorRGS6UmqD07BfgV5KqSIRuRF4BrjsuC8epNERFWpm4oDmVJx2G9OXDqXpoW/oFn2Ev/JSSUsbjHY4n4q9e7Hu2YN17z6se/ZQMm8etgMHq3dtiowk+sZJRP3tBrSIiAZ8RkGC+E58ZAivXNGDM9fs4Z/frOesFxfw4DntuaJPtt887iGmEK7oMJ7Dxbnc+ON13NH7bvpnDuTxxY8wodNEsmKyeWLJo1zVaSJZ0Vk8ufRfjO94NVnR2Ty59HHGd5xAk+gsnln2by5pN5YOSR35fPOnDM0eRnpUJtuObiEruilRIVF+2e+JSNADGSSIB0T5TabHobMIICKVOosOA1IpNcdp/FJgnD8uHKTxYjZpjBnQnQPH2vLV3C84J/pXSgu+4VD2ebQ8a2KND1NVVob1wAGse/di3bOXopkzyXvueQqmTSP2zjuJuPQSxBx8Ww9yYnB+t0z6NE/g7s/X8sDX6/lp4wGeHtOFlJgwv10jITyRhwc8TlxoHDZlI78snwpbBTZl42jJUcqtZViVldziQ5RaS6lQFRwo2k9xRTEVqoI9BbsB2Fewj1dWT6FpTDMqbFbGfzeWp4Y8R6v41lz7/QQeHfgEreLb8NKqFxjXcQIZUU2Yv2sO3VJ6kBWT7bfn05gQFYACgJioTNW32+SaJwzz3aptxnisa8qe0TiljMcZebCcCzBcx9ncCFY7nwc9j7DGMYPr2WzG69nnKGWrPt/xnGvmWiqDYzW8lwa5kG49kV7wmANZeU6kSm7IOZfTSfxcTKbq502mKg9tZe6LZqq6b9bHK7PmGKfM9v9Npqr7Fg1b5X2zvrbNLNgsVfte+M3dq5RSvWr95O3ERmao09rf4HXcj6se9Xgde+u/UUqp6+yPxwN9lVI3uxn/MrBfKfV43Xbe+OnVq5dauXJlQ2+jUbFk3QaidnxGx6gj/F7WlOy+VxEbm+hxTumKFRz71xOUrVqFuU0bYu+/j7ARw4O5k7VARI7rfcIXgq9399hsiqlL/+LJ7zcREWLiiQs6c3bn+unnXBtKKkrQRKPMWsrK/SvomNSJClsFU9e/y0VtL8WqbNwz9w4e7P8oZs3Mdd9fxf8Nf4XOyV0prigmLTKtoZ8C4L/Xe2BimQJKq7pVHTeoVnaORhvpQFbu0rXiusY13VRa+1AlXUMbsjbV2J6uJeK+w4wzrt1tjNb0duxkxIfIsaNTTaBQgFV5v0FSpUC2/ebd6nSDiIwDegHP+ulZBDlB6Ne5Ay3PuI85ZX1pZdqFdflTLF/+M56+6If27k3yN1+R+NabUF5O7tXXkHPJpZStWVOPOw8SpO5omnB1/+bMuGUQ2QkRTP7vam7/ZA3HissbemvVCDOHEWIKISokmtOzh5EckUJ6VAb3nPYgreLb0DahHV+PmUmvtN50TOzEVxfOYEDmIN5b+xYXfz2aoyVHGvop+JWgDmSQIF6o6rft/gYcqhTItt/edFnGJ61EERkBPACMVkqVBuo5BWm8RISGMPzMy9ndYjIHy6PpVfQty2a8wM79B93OERHCzz6L1Dk/E/fE41T88ScHzzmP3BsnU/HXX/W3+SBBjoNWKVF8Pqk/tw1vzfS1ezlrynwWb63f/s7+wmKykBWj53Re1v4K7uxzL3Fh8Ty68EE+3vBhQ2/PL9SLAenRGwm6F9L5hpsOM956YbuM89oNx5M2pLt5Rt1pPGk6usOpP7bx+arwrS/rVO2z5hy32pAnOvWiv6j0dAJvN+941VkUke7AG+jGo3trIcgpQevmrWg98n5+NQ2gW8RuItY+y/dzvqeswv3rTSwWoq6eQNrihUTfdisls39i/+nDOPrQI1gPn1zejyAnJxaTxm0j2vDlpP6EhZi44u1lPPbdhoCIj9cX6VEZXNB6DOXWco6VHaOwvACbsvHDtplU2BqXl7U2BD2QQYJ4QuEXIXGlVAVQqbO4Efi0UmdRREbbhz0LRAGficgaEfFVyDvISYrJZKbnoEso6Hgb+cQwUmax8NvnWb1lt8d5WlQUsXfdSdrC+UReegkF773H/gEDyXvlVVRxcT3tPkiQutM1K44ZNw/i6n7NeHfRds59eSG/7TpKSbnVcSut0G9lFTbKrfqtwmrDalPY7LdA1HnUFYvJwgvDXmJilxtYsmcRDy64h7k751BhK29U+/SVwBTRRGeqPj1uqjpgJMFi9CW6WqGL01ijQhibyznn8y5FMjXW8DbOp+IYVVWwYlSAY7hnp/FOc1TlOjaD51KXYho/FdI0WBGNo3DGBJVFMpXjzRo2S2WRjTgKamyO/wXlVESzYPpxFtGEp6v+za/xOu6HjU8GPAn/ZCNYVFA7lM3K1tXTycqbz7FyCz+UDeS8YaOIi7AAeCyaKf/jD479+0lKZv+EKT2dmLvvIuKiMVV/m6c4wSKaxs2CP3O46/O17M8rOa51NAGTJmgimDTBJIKmSY3jVf/r+ZnZ8RFMPr0VfZon+OkZgVKK5fuW0ju9L++te5t5O3/hjZHvEm4JvByXv17v9aP3YKDbWBnOrmZIOuscVk5Rbs47GrB40H7UalZm19iPp3HecBhU9slOHXSq4auR7tCVdKML6bqO8zHnuQbdabxqQ7peri5hb3fPs/KaJgP9zspzYsPQIW6o/2h/DSGBF4JUgPX4dSCDBDleRDPRqteFFB/pRcWvHzAu9BcW//ArR8pDAKfvrE5zFIJUHhvZlqhW0WR9twjr7Xdw6O67sWmang6EOP63Idgq74tW7Rz21KFjWS1Iv/5qWo85O2iEBgk4g1onM+u2wXy5ejfF9lC2cvwDClXNZ1P5N6CUqnbfptC9k0phtalq920Kg+P6sWXbD3Ppm0sY0DKR20e0oVez4zckRYS+Gf0AyIrOpmNSZ8ItEXy84UO6pXanfWLH475GoAkKhgUJ4hHfQtRBgtQX4fFZhJ1+Hwc3zKSt+hUoQ1zMRqjev8HxpTwtDvqdjXXFDtSf+zApKyZs9pd5tU9ep/QNsNoEq9KoUBoVVohbvw7zbZPZ9mgspnOHkHnl+Zgzm0JItH6zRLrP7w4SpA7Ehlu4ZkDzBrl2cZmVj5bt4PX5W7n4jSUMapXEbSNa07OpfzySZzYfxZnNR1FYXsh7697irMJzaZvQnh+2zaBHWm/CTKEs2D2P3umnEWYKZeGeBfRO60OoKYzFexbQK60PIaZQlu5dRI/UXqREpvplX94ImAGpnOs63HkRqV5Y4/BGunSxURh0onH5UFcixr2tXT2Vrudr7NtpHaPuNM7n6qivWH0dQex9tpVRP2svHW1qi2hSZ11Id1SG1MV5r37wSohSjt+94XkbKJfLBKQ7jZ9+9kGC+AvRTKR2Og84r24LDK+6q2xWsJZARTFU2P93PNaPKcdx/VhFYR75C9Zj+Xkj5dOmc+C/3xLWI4PIEc0J6ZCCaBrKEgmWKLtRGQWWaCQkCjSLt2dnfFgzQUIHJNyzLmaQIP4mPMTEdYNacGXfpny4bAevz9vKRa8vYVDrJG4f0YYe2fF+uU6kJZIvL/wOhWLp3sU8tPB+/m/4K8SHJfDoon867j+y8AHHfecxDy64l/8b/sqJbkC6dE8wMiYN2vJVC2sbnXdtaQjGRp5Rq0PDbTpXeNfMh/QbzrmBUN0gcbc/D20LKw01daIaNu4MzOPw9AUsrK3wzxeFIEEaKaKZQIsEi/texK4mXQiQ2B9K76jg55kLyJs6lW5rFlOyYg/lqcnEXjiQ6DNbYIoAyvIhfxeUFaCsx5fDBl+ikrogTYZAbPOgWHqQeiU8xMT1g1pwZd9spi3dwRvztzHmtcUMaZPM7SPa0C0r7rivERUSDUDXlO58d9GPxIXFo4nG9It+ICEsARGNr8fMJDEsEU0z8dWFM0gKT0LTTHxxwbckR6Qc9x58JRjCDhLEIwpsJ658RG0QkVHAFMAEvK2UesrlfCgwFegJ5AKXKaX+EpFm6JXlm+1DlyqlJtXXvoM0HKEWM2efPxTbeaczb/0ulr31CZ0WzqTb61+R//Z3mEeOIunaCYT06YOIoKzloDz9PRkUElZSUYTatwT2LkEd+g2isqDJEEjphmjBj7Ig9UdEiJm/DW7JuL5Nmbp0B2/O38oFry5iaNtkbhvehq5+MCQjLZFEOn2py4jKdNxvEl0lKezcJrFpbLPjvm5tCNxfnRsvYKU3soYn0mmc0lyLayrPV65hEK7W3BTUVOIUyjYMdfuKqy4lgM3JDWrkEa3tdTRxX0jjup7rMee5BsU0+uHaFdTUCcce/VOM4/AwusrmHM91fNoLp4QHUkRMwCvAGcBuYIWITFdKbXAadi1wRCnVSkTGAk8Dl9nPbVVKdavXTQdpNGiaMLRLNkNfuovfdl3PW5/NJX7ml4ya/RNqxrfYmrcg/poJRF40Bi2ujh+ulgikxXmopmfC/pWoPfNQmz6EbdMhcyCk99dD5EGC1BORoWZuHNKS8ac15YMlf/HW/G2c/+oihrdL4bYRbeicGdvQWwwowa9tQYJ440RNFagdfYAtSqltACLyP+B8wNmAPB94xH7/c+BlCcYQg7jQNSuOrndcwK6rz+T9XzaS+/nXnL1xLh0eepgjTzxJaNs2mFJTMKWkoKWkYEpOxpSagpaSiiklGVNyMhIa6nZ9MYVC5gDI6AeHN6N2z0Ntnwk7ZqNSeyKZQ5CoxtdHOcjJS1SomZtOb8VVlYbkgu2c9/JCRrRPZVzfbDpnxpIY5f41faISGAPS9SPFyMvo6ol0HufqYXMqqNHPe5nj4brG+62eC1mt4Aaqy/MEoiLX7hH0WExTT9Ravkcp3/tyOxdB1WZ9j+ekxjFRfrRplALrKRHCzgR2OT3eDfR1N0YpVSEi/9/euQdJVd15/PPtYcbRgRneZggioKACroiPoKLBxBA0ljFZjVETTKJJTC0xbspYpnStTco/wlJJWVuVWstXmUTXKreMkY0aH+szli9QEBDwQdgkCgzKwswwymPmt3/c08Ol5850z0z37R7696m61bdPn3N+v3vv7957+pzfOb+dQHZGwxRJbwCtwE1m9kKJ9XUqnCNGH8a/XHQSO847nntfWcQdDz/P6aufY/L2bXxq67uM6VjOoe07E0eMNLKJmvGHxxqXUUMzM2okmaYmMk1NqCnsH/UNoA3efwG2voZtfhkbNT3ykxx9XFlng0v6HvA9gEmTJuXJ7Qx1RtTXsvjsaSw6bTL3vLiJO/+8kafWbQWguamemRMamTmhiZkTGpk1oYnmpvoh7cdbwiHs2H5fs7CV04jMFhnEhJp8Q9k9GojlWKal0MZtlkymR0+YMplBTaRJZSi7yyKPuoGQ1EDsVU74LMWSdL6MTz42A5PM7CNJJwF/kDTTzFpzM/oLtfoYeVgdi8+exlXzpvLYmi+y8m872LC1jQ1b2mht/4SRn7Qz5uOdTLEOjqvdzVTroHlvG6M/bqWhdTv7XltOZ0sL7O4jNPywYWQaG1HTCDKH1pCpfRkd+jsyTY1kmo8m03wcDV/7GjXj05tgAGBmtwO3Q7SQeKrCnbLRWF/LNZ+fxpXzprDq7ztY+0Eraz/YyZoPWnl6fUu3V9Sow2qZNaGJGRMamfXpJmY2NzJ5TAOZIRJ+2IewHadPrFoWEn8fOCL2fWJIS8rzd0nDgCbgI4vCWe0GMLMVkt4DpgM9wm74C7V6qa+t4SsnTuQrJ04EIn/mbW27uxuT67e28fSWNm5raeOTvWFpMMGkUYdxzOHDmTEiQ9PeDg7paKeuo426jl3U7WqjrqOdul1t1O5qY1hHO7W72qltb6W+ZTu17Rth1zroWkbnidMZNX5BOU+BU2U0HDKM048ay+lHje1O69izj3Wb23grNCjXfrCTu1/8C3s7o8dhQ10NMyY0MrO5iTHD68hIKBYpRyKKlKMoUo6ykXMULU6eCemzjxjJ1HGl9QlOKRJN+OylJzJxYk3ShBrFKsp99SRFajmgTLboIN9ZSd3NB0ym6cpJS6gjoTcxr7zB6K1Mj4k0B/5chn87SSEfs3/L+hpxyjkPWZspWUvEyutSkCKvAdMkTSFqKH4duCwnzzLgCuAl4CLgaTMzSeOA7WbWKWkqMA3YmJ7qzlBEEuMb6xnfWM+Z08Z1p3d2GX/d3sGGLa1s2NrOhi2trN/axlPrd8XmszWEbXz0vBgRth4YJzbu4LLxm5h1xGyKs1qf4wycw+qGcdKRozjpyP3WuGdfF++0tB3QU/nAir/RsWfg7lO3XDjrIGlAOs5Qpgp6IINP42LgcSJHgLvNbK2knwPLzWwZcBfwO0nvAtuJGpkAZwE/l7SX6C/T1Wa2Pf2jcA4GajJiytgGpoxtYOGs/en7OrvoNAv/NfeHn8uGqOuyKPycde+z/3uX0TyyvnwH5Th9UDcsE3wjm8gOBOWGXuy2+5hNd8ZsPp6vs8sYPbyu5HqXMBKNevogdgdljafFehvjPZHxHsrEuNnh59woNXDgkj2F9NwlxcYmx1eyu0cxpVG3fHGxofflfPoqOxSIH1f2mmcXekextP3ZstdZVuRIO9GdWrz6KhgzexR4NCft5tj+J8DFCeUeBB4suYJOVTOsJuM9Hk7VoDAsXVPB/pAlvR8tp2GmbDxWGNDEmgPy9zVcnW/GdW4DscImSUiZg2rYNHssys5wqbDznQ+rjlnYjuM4jlMwBa1vIGmhpA2S3pV0Q6mVcpyKwcIkmnyb4ziO41QReRuQsQgV5wIzgEslzRiIsAN6JEVhK7TEylhm//I+ufXk9nbGZZoU1VOp6y1ldcto//BzEpnM/nja5SDeK9plpR8iL6T+HpFpcrZiYF35N8dxHMepIgoZwi4kQoXjHJSYmQ9hO47jOE4OhTQgC4lQ0ZN4R1msg6bHAuDxiTW9Le1TSAzoONnfMpa8jE4Sicvz7PeVPCAqDfSyPA8HxsXuTkvKG/J1dQ3KJ1ChnsEsKJ4a2R7FmoRF1LssNksqoZe1Ox8oO6HGrHsSVenW8SnxQuuO4ziOMwSR5Wm8SLoIWGhmV4Xv3wQ+Y2aLc/J1R5gAZgFriq9uwYwFPiyj/ErQodzyK0WHY8wscYW4QpD0J6LjyMeHZrZwoHKqEUnbgP8dQNFKsKskKlEv16kwBvWcKIRB2DtU5jlznQqjEnUqir0X0gNZSISKAyJMSFpuZicPVrmBUm75laBDueVXkg6DKe+NwtJhZuPy5+pJJdhVEpWol+tUGIN9ThTCQO0dKvecuU75qVSdilFPITMyuiNUSKojWjx4WTGEO47jOI7jOEOPvD2QvUWoKLlmjuM4juM4TkVS0ELiSREq8nD7wNQpGuWWD+XXodzywXVwSkOlXtNK1Mt1KoxK1ClOJernOhXGQatT3kk0juM4juM4jhOnjKtSO47jOI7jOEORojYgyx3yUNLdkloklWUJIUlHSHpG0luS1kr6URl0qJf0qqRVQYefpa1D0KNG0huS/lgm+ZskrZa0Mo0Zlk5xKeRekjRf0s5wjVdKujkFvfq0K0X8e3gGvilpTon1OSZ2/CsltUq6NidPKucp6fkrabSkJyW9Ez5H9VL2ipDnHUlXlFinpZLWh+vzkKSRvZRN7RlSqfYe5LrNJ+vh9m5mRdmIJti8B0wF6oBVwIxi1V+gDmcBc4A1acqNyW8G5oT9EcDbZTgHAoaH/VrgFWBuGc7Fj4H/BP5YpmuxCRhbDtm+FeX65b2XgPlp21c+uwLOAx4L9+Fc4JUUdasBtgBHluM8JT1/gX8Dbgj7NwBLEsqNBjaGz1Fhf1QJdVoADAv7S5J0KuRaF/ncVaS9F3IeqtXm3d6tqD2Q3SEPzWwPkA15mBpm9jywPU2ZOfI3m9nrYb8NWEcUySdNHczM2sPX2rCl6ugqaSLwJeDONOU6Bw+VcC8NkC8Dvw334cvASEnNKcn+PPCemQ10sepB0cvz98vAb8L+b4ALE4p+EXjSzLab2f8BTwJFWX81SScze8LM9oWvLxOtbVxWhrC9Q5XavNt7cYewk0IeDpUboOhImgycSNQDmLbsGkkrgRYiQ01bh1uB6yk8kGQpMOAJSSsURUlyhih57qXTFLlrPCZpZgrq5LOrcj4Hvw7c38tvaZ+nLIeb2eawvwU4PCFPOc/Zd4h6z5IoyzOkwuwd3Ob7Q1XZe0HL+Dj9Q9Jw4EHgWjNrTVu+mXUCs4Ovw0OSZplZKn6hks4HWsxshaT5acjshXlm9r6k8cCTktaHf2fOECLPvfQ60dBVu6TzgD8A00qsUkXalaIgDxcAP034uRznqQdmZpIqZtkPSTcC+4D7esmS+rWuQHsHt/kBUQ32XsweyIJCHh7sSKolegDcZ2a/L6cuZrYDeIYidY8XyBnABZI2EbkxfE7SvSnKB8DM3g+fLcBDRC4WzhAi371kZq1Zdw2L1qqtlVRI3PIBU4Bdles5eC7wupltzf2hHOcpxtbscGb4bEnIk/o5k/Qt4HzgcgsOYLmk/QypRHsPstzmC6eq7L2YDciqD3koScBdwDoz+1WZdBiXnWUl6VDgC8D6tOSb2U/NbKKZTSaygafN7BtpyQeQ1CBpRHafyIm4LDPznYFRyL0k6VMhH5JOJXqefVRCnQqxq2XAIkXMBXbGhrRKyaX0MpSX9nnKYRmQnWV6BfBwQp7HgQWSRoVZqwtCWkmQtJDIxeYCM+voJU+qz5BKtPcgx22+f1SXvfdnxk2+jWg21ttEs7FvLGbdBcq/H9gM7CXyK7gyZfnziPwI3gRWhu28lHX4B+CNoMMa4Oa0r0NMl/mUZ9bgVKJVAFYBa8thi74N+hom3kvA1cDVIc/icH1XETmHn15inRLtKkcnAb8Oz8DVwMkpnKsGopdjUywt9fOU9PwFxgD/A7wDPAWMDnlPBu6Mlf0O8G7Yvl1ind4l8kHL2tVtIe8E4NG+rnU12bvbvNt7vs0j0TiO4ziO4zj9wiPROI7jOI7jOP3CG5CO4ziO4zhOv/AGpOM4juM4jtMvvAHpOI7jOI7j9AtvQDqO4ziO4zj9whuQjuM4juM4Tr/wBqTjOAc1kkzSL2Pfr5P0r0Wq+x5JFxWjrjxyLpa0TtIzpZZVKiTdKumssP+spOWx306W9GzYP17SPeXRcujj9l4ZVIO9ewPScZyDnd3AV1MM31cQkob1I/uVwHfN7OxS6TMQCj0GSWOAuXZgbN3xks7NzWtmq4GJkiYVSc1qw+29RLi9H4g3IB3HOdjZB9wO/HPuD7k9KpLaw+d8Sc9JeljSRkm/kHS5pFclrZZ0VKyacyQtl/S2pPND+RpJSyW9JulNSd+P1fuCpGXAWwn6XBrqXyNpSUi7mShSyV2Slubkb5b0vKSVocyZIX2BpJckvS7pvyQND+mbJP0spK+WdGxI/2yoY6WkNySNCKHploZ6V0u6JOkYQhi0RyStCnkvSbgG/wj8KSdtKXBjL9fsv4lCoTr9x+3d7T0VvAHpOE418GvgcklN/ShzAlF4tOOAbwLTzexU4E7gh7F8k4FTgS8Bt0mqJ+pB2WlmpwCnAN+VNCXknwP8yMymx4VJmgAsAT4HzAZOkXShmf0cWA5cbmY/ydHxMuBxM5sd9F2pqOfpJuAcM5sTyv44VubDkP4fwHUh7Trgn0I9ZwIfA18NepwAnAMsldSccAwLgQ/M7AQzm0XPFyfAGcCKnLSXgD2SknqZlgc9nIHh9r4ft/cS4Q1Ix3EOesysFfgtcE0/ir1mZpvNbDdRnN8nQvpqopdolgfMrMvM3gE2AscCC4BFklYCrxDFyJ0W8r9qZn9JkHcK8KyZbTOzfcB9wFn5dAS+rcjH7XgzawPmAjOAF4P8K4AjY2V+Hz5XxI7jReBXkq4BRgb584D7zazTzLYCzwUdc49hNfAFSUsknWlmOxP0bAa2JaTfQvTyz6WFKFavMwDc3t3e08AbkI7jVAu3EvWUNMTS9hGeg5IyQF3st92x/a7Y9y4g7gtlOXIMEPBDM5sdtilmln0h7xrUUcQFRT5WZwHvA/dIWhRkPxmTPcPMrowVyx5HZ/Y4zOwXwFXAoUQv4mPziO4+BjN7m6iHZjVwSxiCzOVjoD5B/6eDzLk5P9WHMs7AcXuPcHsvEd6AdBynKjCz7cADRC/VLJuAk8L+BUDtAKq+WFIm+IlNBTYAjwM/kFQLIGm6pIa+KgFeBT4raaykGuBSol6QXpF0JLDVzO4gGmqcA7wMnCHp6JCnQdL0PqpB0lFmttrMlhD18hwLvABcEvzbxhG9uF9NKDsB6DyPP2kAAAFISURBVDCze4n8vOYkiFgHHN2L+FuA63PSpgNr+tLZ6Ru39z7rcXsvAv2ZFeU4jjPU+SWwOPb9DuBhSauIfJkG0lvyV6IXTSNwtZl9IulOouGy1yWJaDjrwr4qMbPNkm4AniHqVXnEzB7OI3s+8BNJe4F2YJGZbZP0LeB+SYeEfDcBb/dRz7XBN6sLWAs8BuwBTgNWEfUyXW9mWxJ6a44n8hfrAvYCP0io/xHg+0Qv/dzjflRS7nDf2aGMMzjc3pNxey8CMsvtjXYcx3Gc4iLpz8D5ZrYjT75DiHqi5gXfNMcZclSDvXsD0nEcxyk5kj4DfGxmb+bJNw34tJk9m4pijlMCqsHevQHpOI7jOI7j9AufROM4juM4juP0C29AOo7jOI7jOP3CG5CO4ziO4zhOv/AGpOM4juM4jtMvvAHpOI7jOI7j9Iv/B1f28RXRrGrcAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 648x216 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 648x216 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 648x216 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 648x216 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 648x216 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 648x216 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 648x216 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 648x216 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 648x216 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "from matplotlib.gridspec import GridSpec\n",
-    "import matplotlib.cm as cm\n",
-    "arrangement = \"all\"\n",
-    "\n",
-    "for i in range(len(functions)):\n",
-    "    fig = plt.figure(constrained_layout=True, figsize=(9, 3))\n",
-    "    gs = GridSpec(1, 3, figure=fig)\n",
-    "    ax1 = fig.add_subplot(gs[0])\n",
-    "    ax2 = fig.add_subplot(gs[1])\n",
-    "    ax3 = fig.add_subplot(gs[2])\n",
-    "\n",
-    "    #\n",
-    "    # TRUE FUNCTION\n",
-    "    #\n",
-    "    \n",
-    "    [Xi2, Xj2] = np.meshgrid(np.linspace(gridstart, gridend, 100), np.linspace(gridstart, gridend, 100))\n",
-    "    ax1.set_title(\"True Function\")\n",
-    "    im = ax1.pcolor(Xi2, Xj2, functions[i](Xi2,Xj2))\n",
-    "    plt.colorbar(mappable=im, ax=ax1, fraction=0.05, aspect=50)\n",
-    "    ax1.set_aspect('equal', adjustable='box')\n",
-    "    #ax1.set_xlim(-0.1,5.1), ax1.set_ylim(-0.1,5.1)\n",
-    "    #ax1.axis('off')\n",
-    "    \n",
-    "    #\n",
-    "    # STRATEGIES\n",
-    "    #\n",
-    "    filepath = \"data/toy/\"\n",
-    "    rms_mean = np.load(filepath + \"toy_entropy_\" + \"mean\" + arrangement + \"_error.npy\").T[i]\n",
-    "    rms_min = np.load(filepath + \"toy_entropy_\" + \"min\" + arrangement + \"_error.npy\").T[i]\n",
-    "    rms_max = np.load(filepath + \"toy_entropy_\" + \"max\" + arrangement + \"_error.npy\").T[i]\n",
-    "    rms_mean_mi = np.load(filepath + \"toy_mi_\" + arrangement + \"5mean\" + \"_error.npy\").T[i]\n",
-    "    rms_min_mi = np.load(filepath + \"toy_mi_\" + arrangement + \"5min\" + \"_error.npy\").T[i]\n",
-    "    rms_max_mi = np.load(filepath + \"toy_mi_\" + arrangement + \"5max\" + \"_error.npy\").T[i]\n",
-    "\n",
-    "\n",
-    "    ax2.plot(range(2,len(rms_mean)+2), rms_mean, label='Entropy (Mean)',  marker='', linestyle='solid',  c='#1f78b4')\n",
-    "    ax2.plot(range(2,len(rms_max)+2), rms_max, label='Entropy (Max)',  marker='', linestyle='solid', c='#fdbf6f')\n",
-    "    ax2.plot(range(2,len(rms_min)+2), rms_min, label='Entropy (Min)', marker='', linestyle='solid', c='#e31a1c')\n",
-    "    ax2.plot(range(2,len(rms_mean_mi)+2), rms_mean_mi, label='MI (Mean)',  marker='', linestyle='dotted',  c='#1f78b4')\n",
-    "    ax2.plot(range(2,len(rms_max_mi)+2), rms_max_mi, label='MI (Maximum)',  marker='', linestyle='dotted', c='#fdbf6f')\n",
-    "    ax2.plot(range(2,len(rms_min_mi)+2), rms_min_mi, label='MI (Minimum)', marker='', linestyle='dotted', c='#e31a1c')\n",
-    "    ax2.set_xlabel('Number of sensors (N)'), ax2.set_ylabel(\"RMS error\")\n",
-    "    if i == 9:\n",
-    "        ax2.legend()\n",
-    "    \n",
-    "    #\n",
-    "    # BASELINES\n",
-    "    #\n",
-    "\n",
-    "    rms_mi = rms_mean_mi\n",
-    "    rms_entropy = rms_mean\n",
-    "    rms_random = np.load(filepath + \"toy_random_\" + arrangement + \".npy\")[i]\n",
-    "    rms_pointentropy = np.load(filepath + \"toy_pointentropy_\" + arrangement + \".npy\")[i]\n",
-    "    rms_pointmi = np.load(filepath + \"toy_pointmi_\" + arrangement + \".npy\")[i]\n",
-    "\n",
-    "    ax3.plot(range(2,len(rms_entropy)+2), rms_entropy, label='Entropy',  marker='', linestyle='solid',  c='#1f78b4')\n",
-    "    ax3.plot(range(2,len(rms_mi)+2), rms_mi, label='MI',  marker='', linestyle='dotted', c='#fdbf6f')\n",
-    "    ax3.plot(range(2,len(rms_random)+2), rms_random, label='Random', marker='', linestyle='dashdot', c='#e31a1c')\n",
-    "    ax3.plot(range(2,len(rms_pointentropy)+2), rms_pointentropy, label='Point Entropy',  marker='', linestyle=(0, (1, 1)), c='#33a02c')\n",
-    "    ax3.plot(range(2,len(rms_pointmi)+2), rms_pointmi, label='Point MI',  marker='', linestyle='dashed', c='#fb9a99')\n",
-    "    plt.setp(ax3.get_yticklabels(), visible=False)\n",
-    "    ax3.set_xlabel('Number of sensors (N)')\n",
-    "    if i == 9:\n",
-    "        ax3.legend()\n",
-    "    \n",
-    "\n",
-    "    plt.savefig(filepath + \"Entropy+MI_\" + str(i) + \"_v2.png\", pad_inches = 0, bbox_inches='tight', dpi=300)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "[Xi, Xj] = np.meshgrid(np.linspace(gridstart, gridend, 50), np.linspace(gridstart, gridend, 50))\n",
-    "S = np.vstack((Xi.ravel(), Xj.ravel())).T \n",
-    "test_x = S\n",
-    "\n",
-    "#summarytypes = [\"mean\"]\n",
-    "#entropy(summarytypes, points,  [f9], test_x, Xi, Xj, filename)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "(100, 100)\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 864x216 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "i = 8\n",
-    "arrangement = \"all\"\n",
-    "fig = plt.figure(constrained_layout=True, figsize=(12, 3))\n",
-    "gs = GridSpec(2, 7, figure=fig)\n",
-    "ax1 = fig.add_subplot(gs[0,0])\n",
-    "ax2 = fig.add_subplot(gs[1,0])\n",
-    "ax3 = fig.add_subplot(gs[0:2,1:4])\n",
-    "ax4 = fig.add_subplot(gs[0:2,4:7])\n",
-    "#\n",
-    "# TRUE FUNCTION\n",
-    "#\n",
-    "\n",
-    "[Xi2, Xj2] = np.meshgrid(np.linspace(gridstart, gridend, 100), np.linspace(gridstart, gridend, 100))\n",
-    "ax1.set_title(\"True Function\")\n",
-    "print(functions[i](Xi2,Xj2).shape)\n",
-    "im = ax1.pcolor(Xi2, Xj2, functions[i](Xi2,Xj2))\n",
-    "#plt.colorbar(mappable=im, ax=ax1, fraction=0.05, aspect=50)\n",
-    "ax1.set_aspect('equal', adjustable='box')\n",
-    "#ax1.set_xlim(-0.1,5.1), ax1.set_ylim(-0.1,5.1)\n",
-    "ax1.axis('off')\n",
-    "\n",
-    "#\n",
-    "# FIT\n",
-    "#\n",
-    "\n",
-    "[Xi2, Xj2] = np.meshgrid(np.linspace(gridstart, gridend, 100), np.linspace(gridstart, gridend, 100))\n",
-    "ax2.set_title(\"GP mean\")\n",
-    "ax2.set_xlabel('12 sensors, Entropy (mean)')\n",
-    "\n",
-    "mean = np.squeeze(np.load(\"mean.npy\")).reshape((50,50))\n",
-    "im = ax2.pcolor(Xi, Xj, mean)\n",
-    "#plt.colorbar(mappable=im, ax=ax1, fraction=0.05, aspect=50)\n",
-    "ax2.set_aspect('equal', adjustable='box')\n",
-    "#ax1.set_xlim(-0.1,5.1), ax1.set_ylim(-0.1,5.1)\n",
-    "ax2.axis('off')\n",
-    "\n",
-    "\n",
-    "#\n",
-    "# STRATEGIES\n",
-    "#\n",
-    "filepath = \"data/toy/\"\n",
-    "rms_mean = np.load(filepath + \"toy_entropy_\" + \"mean\" + arrangement + \"_error.npy\").T[i]\n",
-    "rms_min = np.load(filepath + \"toy_entropy_\" + \"min\" + arrangement + \"_error.npy\").T[i]\n",
-    "rms_max = np.load(filepath + \"toy_entropy_\" + \"max\" + arrangement + \"_error.npy\").T[i]\n",
-    "rms_mean_mi = np.load(filepath + \"toy_mi_\" + arrangement + \"5mean\" + \"_error.npy\").T[i]\n",
-    "rms_min_mi = np.load(filepath + \"toy_mi_\" + arrangement + \"5min\" + \"_error.npy\").T[i]\n",
-    "rms_max_mi = np.load(filepath + \"toy_mi_\" + arrangement + \"5max\" + \"_error.npy\").T[i]\n",
-    "\n",
-    "\n",
-    "ax3.plot(range(2,len(rms_mean)+2), rms_mean, label='Entropy (Mean)',  marker='', linestyle='solid',  c='#1f78b4')\n",
-    "ax3.plot(range(2,len(rms_max)+2), rms_max, label='Entropy (Max)',  marker='', linestyle='solid', c='#fdbf6f')\n",
-    "ax3.plot(range(2,len(rms_min)+2), rms_min, label='Entropy (Min)', marker='', linestyle='solid', c='#e31a1c')\n",
-    "ax3.plot(range(2,len(rms_mean_mi)+2), rms_mean_mi, label='MI (Mean)',  marker='', linestyle='dotted',  c='#1f78b4')\n",
-    "ax3.plot(range(2,len(rms_max_mi)+2), rms_max_mi, label='MI (Maximum)',  marker='', linestyle='dotted', c='#fdbf6f')\n",
-    "ax3.plot(range(2,len(rms_min_mi)+2), rms_min_mi, label='MI (Minimum)', marker='', linestyle='dotted', c='#e31a1c')\n",
-    "ax3.set_xlabel('Number of sensors (N)'), ax3.set_ylabel(\"RMS error\")\n",
-    "ax3.legend()\n",
-    "\n",
-    "#\n",
-    "# BASELINES\n",
-    "#\n",
-    "\n",
-    "rms_mi = rms_mean_mi\n",
-    "rms_entropy = rms_mean\n",
-    "rms_random = np.load(filepath + \"toy_random_\" + arrangement + \".npy\")[i]\n",
-    "rms_pointentropy = np.load(filepath + \"toy_pointentropy_\" + arrangement + \".npy\")[i]\n",
-    "rms_pointmi = np.load(filepath + \"toy_pointmi_\" + arrangement + \".npy\")[i]\n",
-    "\n",
-    "ax4.plot(range(2,len(rms_entropy)+2), rms_entropy, label='Entropy',  marker='', linestyle='solid',  c='#1f78b4')\n",
-    "ax4.plot(range(2,len(rms_mi)+2), rms_mi, label='MI',  marker='', linestyle='dotted', c='#fdbf6f')\n",
-    "ax4.plot(range(2,len(rms_random)+2), rms_random, label='Random', marker='', linestyle='dashdot', c='#e31a1c')\n",
-    "ax4.plot(range(2,len(rms_pointentropy)+2), rms_pointentropy, label='Point Entropy',  marker='', linestyle=(0, (1, 1)), c='#33a02c')\n",
-    "ax4.plot(range(2,len(rms_pointmi)+2), rms_pointmi, label='Point MI',  marker='', linestyle='dashed', c='#fb9a99')\n",
-    "plt.setp(ax4.get_yticklabels(), visible=False)\n",
-    "ax4.set_xlabel('Number of sensors (N)')\n",
-    "ax4.legend()\n",
-    "\n",
-    "plt.savefig(filepath + \"Entropy+MI2.pdf\", pad_inches = 0, bbox_inches='tight', dpi=300)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Geometric approaches"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 57,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "p = 7\n",
-    "h = 12\n",
-    "\n",
-    "def getlines(lines):\n",
-    "    all_lines = []\n",
-    "    for line in lines:\n",
-    "        all_lines.append([[line[0], line[1]], [line[2], line[3]]])\n",
-    "    all_lines = np.array(all_lines)*5\n",
-    "    return all_lines\n",
-    "\n",
-    "def getsensors(filename):\n",
-    "    data = np.load(filename)\n",
-    "    sensorlines = []\n",
-    "    for i in range(2,13):\n",
-    "        sensorlines.append(getlines(np.array(data.item()[str(i) + \"_sensors\"])))\n",
-    "    return np.array(sensorlines)\n",
-    "\n",
-    "\n",
-    "sensorlines = getsensors(\"data/toy/geometric/results.npy\")\n",
-    "sensorlines_geom = getsensors(\"data/toy/geometric/results_geom.npy\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Optimized "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 58,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "rms_optim = []\n",
-    "for lineset in sensorlines:\n",
-    "    rms = fitGP_multiple(K, np.array(lineset),  S, functions, Xi, Xj)\n",
-    "    rms_optim.append(rms) \n",
-    "\n",
-    "\n",
-    "        \n",
-    "res = np.array(rms_optim).T\n",
-    "for i in range(len(functions)):\n",
-    "    rms_er = res[i]\n",
-    "    plt.plot(range(2,12+1), rms_er)\n",
-    "\n",
-    "np.save(\"data/toy/geometric/optim_res.npy\", res)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Geometric "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 59,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "rms_geom = []\n",
-    "for lineset in sensorlines_geom:\n",
-    "    rms = fitGP_multiple(K, np.array(lineset),  S, functions, Xi, Xj)\n",
-    "    rms_geom.append(rms) \n",
-    "\n",
-    "res = np.array(rms_geom).T\n",
-    "for i in range(len(functions)):\n",
-    "    rms_er = res[i]\n",
-    "    plt.plot(range(2,12+1), rms_er)\n",
-    "\n",
-    "np.save(\"data/toy/geometric/geom_res.npy\", res)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Circle arrangement"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 60,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "48\n",
-      "0.7071067811865476\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "from shapely.geometry import LineString\n",
-    "\n",
-    "arrangement = 'circle'\n",
-    "r_ = 0.5*np.sqrt(2)\n",
-    "n = p*p-1\n",
-    "\n",
-    "\n",
-    "def getlines(lines):\n",
-    "    all_lines = []\n",
-    "    for line in lines:\n",
-    "        all_lines.append([[line[0], line[1]], [line[2], line[3]]])\n",
-    "    all_lines = np.array(all_lines)*5\n",
-    "    return all_lines\n",
-    "\n",
-    "def circle_points(r_, n):\n",
-    "    print(n)\n",
-    "    print(r_)\n",
-    "    t = np.linspace(0, 2*np.pi, n)\n",
-    "    x = r_ * np.cos(t) + 0.5\n",
-    "    y = r_ * np.sin(t) + 0.5\n",
-    "    return np.c_[x, y]\n",
-    "\n",
-    "def find_new_intersections(sensors, p, square_lines):\n",
-    "    lines = []\n",
-    "\n",
-    "    for i in range(len(sensors)):\n",
-    "        point = sensors[i]\n",
-    "        point2 = p\n",
-    "\n",
-    "        line = (point, point2)\n",
-    "        plt.plot(*zip(*line), color=\"black\", linestyle=\"--\")\n",
-    "\n",
-    "        sections = []\n",
-    "        for line2 in square_lines:\n",
-    "            line1 = LineString(line)\n",
-    "            line2 = LineString(line2)\n",
-    "\n",
-    "            asd = line1.intersection(line2)\n",
-    "\n",
-    "            if asd.is_empty:\n",
-    "                continue\n",
-    "\n",
-    "            intersection = asd.coords[0]\n",
-    "            plt.scatter(intersection[0], intersection[1], color=\"green\")\n",
-    "            sections.append(intersection)\n",
-    "\n",
-    "        if len(sections) == 2:\n",
-    "            lines.append((*sections[0], *sections[1]))\n",
-    "    return lines\n",
-    "\n",
-    "def cornerpoint(point):\n",
-    "    if point[0] == 0 and point[1] == 0:\n",
-    "        return True\n",
-    "    if point[0] == 1 and point[1] == 1:\n",
-    "        return True\n",
-    "    if point[0] == 0 and point[1] == 1:\n",
-    "        return True\n",
-    "    if point[0] == 1 and point[1] == 0:\n",
-    "        return True\n",
-    "    \n",
-    "    return False\n",
-    "        \n",
-    "\n",
-    "def find_intersections(sensors, square_lines):\n",
-    "    lines = []\n",
-    "\n",
-    "    for i in range(len(sensors)):\n",
-    "        for j in range(i,len(sensors)):\n",
-    "            point = sensors[i]\n",
-    "            point2 = sensors[j]\n",
-    "\n",
-    "            line = (point, point2)\n",
-    "            plt.plot(*zip(*line), color=\"black\", linestyle=\"--\")\n",
-    "            \n",
-    "            sections = []\n",
-    "            for line2 in square_lines:\n",
-    "                line1 = LineString(line)\n",
-    "                line2 = LineString(line2)\n",
-    "\n",
-    "                asd = line1.intersection(line2)\n",
-    "                \n",
-    "                if asd.is_empty:\n",
-    "                    continue\n",
-    "                \n",
-    "                intersection = asd.coords[0]\n",
-    "                if cornerpoint(intersection):\n",
-    "                    continue\n",
-    "                    \n",
-    "                plt.scatter(intersection[0], intersection[1], color=\"green\")\n",
-    "                sections.append(intersection)\n",
-    "            \n",
-    "            if len(sections) == 2:\n",
-    "                lines.append((*sections[0], *sections[1]))\n",
-    "    return lines\n",
-    "\n",
-    "points = circle_points(r_,n)\n",
-    "square_lines = [((0,0),(0,1)), ((0,1), (1, 1)), ((1, 1), (1, 0)), ((1,0), (0,0))]\n",
-    "\n",
-    "fig, ax = plt.subplots()\n",
-    "ax.scatter(points[:, 0], points[:, 1])\n",
-    "ax.set_aspect('equal')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 61,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "(2, 2)\n",
-      "(3, 2)\n",
-      "(4, 2)\n",
-      "(5, 2)\n",
-      "(6, 2)\n",
-      "(7, 2)\n",
-      "(8, 2)\n",
-      "(9, 2)\n",
-      "(10, 2)\n",
-      "(11, 2)\n",
-      "(12, 2)\n",
-      "(2, 2)\n",
-      "(3, 2)\n",
-      "(4, 2)\n",
-      "(5, 2)\n",
-      "(6, 2)\n",
-      "(7, 2)\n",
-      "(8, 2)\n",
-      "(9, 2)\n",
-      "(10, 2)\n",
-      "(11, 2)\n",
-      "(12, 2)\n",
-      "(2, 2)\n",
-      "(3, 2)\n",
-      "(4, 2)\n",
-      "(5, 2)\n",
-      "(6, 2)\n",
-      "(7, 2)\n",
-      "(8, 2)\n",
-      "(9, 2)\n",
-      "(10, 2)\n",
-      "(11, 2)\n",
-      "(12, 2)\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "n_randoms = 3\n",
-    "\n",
-    "sensors = points[np.random.choice(points.shape[0], h, replace=False)]\n",
-    "plt.scatter(*zip(*sensors), color=\"black\")\n",
-    "plt.plot(*zip(*square_lines), color=\"red\")\n",
-    "lines = find_intersections(sensors, square_lines)\n",
-    "\n",
-    "for line in lines:\n",
-    "    plt.plot([line[0], line[2]], [line[1], line[3]], color=\"green\", linestyle=\"--\",linewidth=1)\n",
-    "plt.axis('scaled')\n",
-    "plt.ylim(-0.3, 1.3)\n",
-    "plt.xlim(-0.3, 1.3)\n",
-    "plt.show()\n",
-    "\n",
-    "rms_res = []\n",
-    "for i in range(n_randoms):\n",
-    "    rms_random = []\n",
-    "    A = []\n",
-    "    for i in range(2,len(sensors)+1):\n",
-    "        print(np.array(sensors[0:i]).shape)\n",
-    "        lines = getlines(find_intersections(sensors[0:i], square_lines))\n",
-    "        rms = fitGP_multiple(K, lines,  S, functions, Xi, Xj)\n",
-    "        rms_random.append(rms)\n",
-    "    rms_res.append(rms_random)\n",
-    "\n",
-    "\n",
-    "res = np.array(rms_res)\n",
-    "plt.figure()\n",
-    "res = np.mean(res, axis=0).T\n",
-    "for i in range(len(functions)):\n",
-    "    rms_er = res[i]\n",
-    "    plt.plot(range(2,h+1), rms_er)\n",
-    "\n",
-    "np.save(\"data/toy/geometric/random_res_\" + arrangement + str(p) + \".npy\", res)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Entropy"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 62,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "0\n",
-      "1\n",
-      "2\n",
-      "3\n",
-      "4\n",
-      "5\n",
-      "6\n",
-      "7\n",
-      "8\n",
-      "9\n",
-      "10\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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W5sVaWdXWfUBe0o1fwpCQQOsf7ues2WlK4McAIQSJl85E9wZxvrH7gPwZ+d9gWtrF7Kr+Lfv2vXHsDVQoFAcwGnFvBLIH3GdF0objaeCyIzFqNCxLiWd9t4tW/2DBNsTGknzLLbg+/BDXJ+uUwI8RpukxxH4qE9f6Fnz1zkF5QgjmzPktDscitm2/C6ezbJysVCgUfYxG3NcDhUKIfCGEGbgaeGVgASHEwLVmLwKqxs7EobkwNQEJvNHmPCAv8fPXYJw2jdb77kNKqQR+jHCcl4MWZ6br5epBnasABoOF4uKHMZtTKC27Ba+3aZysVCgUMApxl1IGgTuAN4AdwLNSym1CiHuFEJdEit0hhNgmhNgC3AV88ahZHGFujJUcq/mAuDuAZrWScvtX8ZSW0vveewBK4McAzWIk4aJ8Ao29uNY1H5BvMaewsPivhEIeSstuJhjsHeIpCoXiWDCqmLuU8jUp5SwpZYGU8heRtJ9IKV+JXN8ppZwnpTxBSnmWlHLb0TQawqGA5SnxrO7soSd44OzNhCuuwJybS+sf7keGwvlK4I8cW3EqlhnxdL9eR6j3wOGPsbGzWDD/T7hcVWzd9g2kPMyZtQqF4og4/lanOgSWp8bjl5J3Ow4MzQijkdQ7v46vqgrnq69G05XAHxlCCBIum4n0h4ZdVz85+TRmFd5Ne/t7VFX98tgaqFAogAku7ifGx5BsMg4ZmgGIW7YMy5w5tP7xQaS/38tUAn9kmNLsxJ6WiXvjXnx1BzasAFlZXyA7+0b2NPyDhoZ/HWMLFQrFhBZ3gxBckOLg7XYnPl0/IF9oGmnf/AaBhgY6n39+UJ4S+CPDcXYOhngzXS/tQoaGnrxUOPP7pKScw86qe2lv/+AYW6hQTG0mtLgDLE+Jpzek81Hn0J13Maedhq1kCW1//jO6e/AG0ErgDx/NYiD+4hkEml241g49MkYIA/Pm/oGYmCLKt36d3t7KY2ylQjF1mfDiflpiHDEGbcgJTRCOEafddReh1jY6/vXEAflK4A8f2/wULIUJdL9ZR6hn6LVljMYYFhb/BYPBTmnZzfj8bcfYSoViajLhxd1q0Dg7ycHrbd3ow6xtYl+8mNgzz6T90UcJdR/YCCiBPzyEECRcUoAM6nS/VjtsOas1nYXFf8Hv76Cs7CuEQt5jaKVCMTWZ8OIO4VEzrf4gG53uYcukfvMb6D09tP/t70PmK4E/PEypduJOz8K9eR++mqHfngAcjgXMn3cfTmcp23d8BykP7CNRKBRjx6QQ93OTHZiE4LXWrmHLWIuKcFx0ER2PP05g374hyyiBPzzizsrGkGCh8+VdyNDwop2aej4zZ36Pffteo6b2/mNooUIx9Zhw4t5a38OHz1UNWl7WYTRwamIsq9q6D7rsbOrXv4YMBml/+OFhyyiBP3Q0s4GEi2cQ3Oum9+MDZ64OJCf7JjLSP8fu3Q/R3PzvY2ShQjH1mHDi3lLTTek7e6jeNHjJ4GUp8ez2+KlwDR/PNefkkPCZK+l89jn8e/YMW04J/KFjnZeMtSgR59t1hJy+YcuF92G9l8TEU9hR8UM6O9cdQysViqnDhBP3eadlkJwZy0cvVBHw909t71vj/fVhRs30kXLbVxFGI60PPnjQckrgDw0hBAkrwp2rXQfpXAXQNBML5j+EzZZDWfltuN27j42RCsUUYsKJu2bQOO2qQno7fGx+sz6aPs1iYonDPuxs1T5M09JIuvYLOFf+B2/lzoOWVQJ/aBhTbMSdkYVnSyve6uH7P6BvH9a/IoSgtOwmAoGDl1coFIfGhBN3gMxZicwsSWPTG3U42z3R9OUp8ZT1emjwHnw/z+SbbkKLjaX1gQdG/Kz9BX5Px/AjchTgOCsbQ6KFrhE6VyG8D2vxgofxeBopU/uwKhRjyoQUd4BPXTETAXz8wq5o2oWpCcDIoRlDQgLJX76R3nffxb1584ifNVDgT/vte1zypw/5v/d3UdOqlrTdH2EykLCigOA+D70fjbyme0JCCXPn/Jqurk/UPqwKxRgyYcU9LsnK4mW5VG9qpaGiA4AZdguz7FZeGyE0A5B03XUYkpPDSwKPQlDOmp3GO986g+8vn40Qgt++XsnZv/+AC/7wX+57ayc7mp1KmCLY5iZjnZ2E8+06gt3Dd672MX36peTnfY3m5ueoU/uwKhRjwoQVd4BF5+UQl2xl9bNV6JEQwIWp8azt6qUjEDxoXS0mhpRbb8W9bh2ujz4e1edlJ9m59YwCXr7903z8/bO5e8VcEuwm/vRuFcsfWM2Z//s+v3ptB5vrO9H1qS30CStmIHXofrVmVOXz8+9k2rQVVFf/ln37Xj/K1ikUkx8xXt5mSUmJ3LBhwxE/p2ZzK6seKee0qwopPiubLU43yzbu5P7Z2VydnnzQurrfT83yCzEkJJD3/HMIIQ7LhrZeH29t38uqrS18vKuNoC6Z7rCybP50Lpg3naX5SRi0w3v2RMb5dh3Ot+tJ+fJ8rIWJI5YPhXxs3vwFenp3sGTxUzgcxcfASoViYiGE2CilLBmp3IT23AHyT0gha3Yi61bW4un1szDORqbFNGLcHUAzm0n52h14t22j5403D9uGlFgL1yzN4fEbl7Lxf87jvs8tpDgrnqfW1XPNX9ey9Bdv8/0Xyni/ch/+4NSZdh93RjaGJCtdr1QjR/G91T6sCsXYMeE9d4COJhdP/3wdcz+dzplfmM2PdjbwRHM7206dT4zBcNC6MhSi9rLLkMEQM1a+gjAax8QmAJcvyAc7W1m1tYV3d+zF5Q8RZzVy7pxpXDBvOmfMSsVmPrh9Ex1PRQft/9iGY1kejjOzR1Wn11XFhg2fwWiMo7DwR6SlLjvstyqFYrIxZTx3gKSMGIrPzGLbh0201vewPDUery55v6NnxLrCYCD1zjvx19bS/dJLY2pXjMXIhQvSefCaRWz88Xn87YslLJs3nfcq93Hrvzay+Gdvcdu/NvLylkZ6vJNzDL1tdhLWucn0vFNPsGt0q0HGxhSyeNE/MZni2br1DjZvuY7e3oPPSVAoFIOZFJ47gM8d4Im715KQZmfFXYtY8PE2zk128Ke5uSPWlVKy++qrCe7dR8Ebr6NZLGNm11AEQjrrajtYtbWZN7btpbXHh9mgcWphCsvmTefcudNIijEfVRuOJcEOL3v/sBHrrESSr5s76nq6HqSp6Wmqa+4jFOolK/M68vPvxGRyHEVrFYrjm9F67hNP3Pdug43/gHPvAXPMoKztHzbx3r8qOO/GuTwY5+PNNidbPz0f0yg6M11r11J/w5dI+/73SL7hhkO36zDRdcmm+k5e39rCqq0tNHZ5MGiCk/KToh2y0xzWY2bP0cL5bj3ON+tI+dI8rEVJh1TX7++gpuY+GpuexmRKYmbBd0hPvxIhJsWLp0JxSExecf/kEVj1PUgugMv/AllLolm6Lnn+1xtwd/tIvnMuN1fW89zCAk5LihvVo+tvvBHvjgoK3noLQ2zMyBXGGCkl25qcrNrazKqtLdS0ugBYnJPAiXlhQQzpkqAu0WXkrPefQ0Ok9ZUNDZEWDPXnhfrqhwY/WwIZCVbyU2KZkRLDjNQYClJjyU+JIcYy+v4JGdTZe/8mkJJp31yCMB66MDt7trJz50/p7t6EI66YWUX3EO9YeMjPUSgmMpNX3AFqV8OLt0JPM5zxXTjt22AIC01zdTf//t1G5i/L4YZEF1enJ/OrWVmjeqynvJzdn/0cKXfcQeodtx+ebWNI1d6eqEe/c28PBk0MOoyaQBOR88A8sV+ZgWUN4bNhiLSBZfvq6xIaOj3UtPbS2OVh4J/LNIeFGSmxzEiNYUZq5JwSQ1aifcihn96dnbT9fSuO83JxnJNzWL+JlJKWvS+za9dv8Pv3kZ7+GQoKvoPFnHK4P7NCMaGYtOLetbeFvTVVFC6Yi/bmD6HsachcEvbiU2YC8Pb/207Vxr18dEMW2/x+Np0yd9SjLRq+9nVcH39MwdtvYUwceWz2VMIbCFHX7qamtZeaNhfVrb3UtLqoae3F6e2fNGY2aOQm26Oin58SQ0FqDDNSYtFf3IWnopPpdy3BmHT44aZgsJfa3X9iz55/oGkWZsz4BlmZ16JpprH4qgrFccukFfePnvkna//9DI7UaSy56FLmT/difuM7EPLD+T+Hkhtxdft54u611C1N4G8ZklVLZrHIYR/V833V1dSsuISk669n2ve/d8j2TUWklHS4/NS0hYW+ptUVva7vcBMI9f+NFVrNPOyz0uAwsu2UVGakxFKQGkNOsh2L8dCHhbpcNeysupeOjtXExBQyq/DHJCV9eiy/nkJxXDFpxV3XQ1RvXMeGlS/SVLkdS0wMC08/nUWBt4htfA8Kz4dL/sSmj728+2oNf7g8kdtz0vhhQcaoP6PpBz/E+eqrFLzxOqb09EO2UdFPMKSzJxLWqW1zUd3qIrfKycWdOt/BzRrCHr8mICsx4u1HQj2zp8cxPzMeq2mEuQpS0tb2DlVVv8DjrSc1dRmFM3+IzZZ5LL6iQnFMmbTiPpCmnTvY8J8XqVq3BoPBwJyiDJb4XyUlTiO0/AGeei6VhxeZERl2Vp88Z9TPDTQ2Ur1sOfGXXUr6z352RDYqDkQGdfY+sIlQQKf96pnURMS/us1FTauL2rZevIHwjFajJpib4WBxTiKLchJYnJNIVqJtyDBbKOSjvv6v7K77MwC5ubeSm3MzBsPEH22kUPQxJcS9j86WJja99jJb33uboN9HfnKQkpjthGZ+mXt6z+WNxTF8eNJsZtpH/5+85Re/pPPJJ5mxciWWGfljYqeiH++uTtoe3Yrj3Bwc5w6ei6Drkmanl+1NTjbVd7K5vpPSPd14AuGdt1JizZyQncji3AQWZSdSnBU/aOSO19tE1a5fsW/fa1itWRQW/pDUlPPVLFfFpGBKiXsfbmc3pW+9xubXV+JxOkmz9uJMPoefrVjBdzNSuato9K/pwfZ2dp13PrGnn07W/X8YUzsVYdqf3IFnezvTv7kEY7LtoGWDIZ3KvT1sru9iU30nW+q7qGkLDxXVBMye7mBRTgKLchJZnJNAfkoMnV1r2bnzXlyunSQlncaswh8TE1NwLL6aQnHUmJLi3kfQ72f76nfZ8OJTdLa2888rbsdiNLP6/CWY4xJG/ZzWP/6Rtv/7M3kvPI9t3ryjYutUJtTto+X3G7HkO0i+Yd4he9adLj9b9nSxub6TTfVdbNnTRa8vHMNPsJs4ITuBxTkOihPfhp5H0XUP2VlfJD//axiNo5v7oFAcb0xpce9D6jo161bzkzXlvHPCqXztid9w2klLWHTlDcQljTwuOtTTQ/W552FdsICcR/96VG2dqvT8t4Hu12pJvn4utrkHX6J5JEK6pLq1l011nWyu72Lznk6q9vUiJTjMPdyw4A2Kk1YjtQRSMr5J8cyrMYywsJxCcbyhxH0AWzt6Obd0Fxeu+S/zS99AaBpzTj2LJSuuIDUn76B12//2d/b97nfkPP4YMUuXHhN7pxIypLP3gc1If4hpdy1BG+NVMp3eAKV7uqLhnLaOLVyS/zQFCXXUdueztffL5ExbzKJIh22CffKs6aOYnExacXcH3Hzc9DHn5p476jpSSk78YCvmZi8P7n6e7ro3KXdmEgxB3sLFlFx8BTkLFg4ZFtC9XqovWIYpPZ3cp55UnXJHAW91F21/LSfu7Gziz887qp8lpaSmtYdt1c9gcv0Zk3CyuvEUXqi6iN5AHDNSYliQFY/DasJq0rCaDFhNBixGDYvJgNWoRe/78qwmDYvR0F/eaMBi0rAYNfX3ohhzxlTchRDLgAcAA/ColPLX++XfBdwEBIFW4EYpZd3Bnnm44v7HTX/k0fJHeXz545yQdsKo6/1sVyN/rtvHj95xcdMltehv/JCyzjQ2O2fgcnlIzc2nZMUVFJ1yGob91nTvfOZZWu6+m6z/+z/izj7rkG1WjEzH0xW4y9uY9s0lmFIO3rk6VgSDPdTU/pGGhseRwsZe/Tre23Mq25tduP1BvAEdbzDEkfg/lgMag/0bgP40i1HDZNAiy0OAFlkewiAEmgjfG4ToT9dAEyJygEETg+toA9JFfx0h+peoEJF8gxDhdK3/uQatf6mKQddCoGkMuB5wHphgXQ6uAAAgAElEQVQf/QzVwI0lYybuQggDsBM4D2gA1gPXSCm3DyhzFvCJlNIthLgNOFNKedXBnnu44u4KuLji5SswG8w8t+I5rMbRDW/c2O3iok1VXLa2l+sKp/Hpsw3w4q0E69ZREbecDU0O2psaiU1OYfHySyg+5wIs9vDiYTIQoPrii9EsVvJfehGhqdUIx5qQ00/L7zdgznWQ8qVD71w9EnpdVVTt/BkdnR8RG1NEYeH/kJh4MkJoSCkJhCTeYAhvIIQvoIfPwfDZu/99MJzm6zsHQtFyfWnRZwX1wWWCOsGQji7D/Qe67F/YbSJvySsEgxoBw4BGx6BpxFoMxNvNJNhMJNhNJNhMg+/tJuJtZhLsJhLtZhxWI0bD1P0/OJbifgpwj5Tygsj9DwCklL8apvwi4E9SyoPOAT+SmPuapjXc8tYtfGnel7ir5K5R1dGlZNHH28jt0ln+ajtX/2QpiakW+Oh+eP9XSHsatXO/zYYN1ezZVobZZmPBOctYvPwSHCmpdL/6Kk3f+jaWwplojng0mw3NZkXYbGg2O5rVirD3X2t2G8JqQ7Pb0Gw2hNWKZrcPvrZax3Tnp4lOz4eNdP+nhuRr52Cbf2wXApNS0tr6JlW7foHX24jRGEdc3AIcjoXEO4pxOBZisUw7pjbtj963wqeU6DoDrmW0QZCRtPA10dU+pZSE+upEG47+RiSaphN9Zl/dvhVH+8syRNp++QekDXjWgPygLnH5gnR5AnS7/XR5AnS5Azi9gYO+McVZjZGGwBwRf9MQ9+YBjUU4z3wYq5Eeb4yluH8GWCalvClyfx1wkpTyjmHK/wlokVL+fIi8W4BbAHJycpbU1R00cnNQ7vn4Hl7c9SL/XP5PilNHt5Hydyv38HxLB99+uYvsvHgu/lokzt60Bf59C7RVwkm3srfgOja8vorKNasRQlB0ymksufBSxMpX8VVUons86B4PMnIeeH2o7/DCZEJEhF6z2cINhDXcIEQbCJsNY1oaMSctxbZwIcI8OTv9ZEiy78FN6J4Q07419p2royEU8rJv36t0O7fgdJbS21uJlOHhlRbLdBwRwXc4inE4itWQyqNESJf0eMNCHxZ8P90R4e9yB+iM3vsjDUN/uYO95djNhsgbgZnMRBsXzJvOeXOnEW+bOAvOjYu4CyGuBe4AzpBS+g723CMdLdPj7+Hyly8n1hTLsyuexWwYWfDea3dyTVkNP9XjCD5Xx4VfLSa/OOIhBjzw9j3wycOQUgRX/AWnKYNNq16m7J03CXg95MxfyIzFJ5KUmU1yZjZxySmDQjRSSqTfj+52h8Xe60V3e5Aed/Ra97iRQ117Iw2EO1LP40ZGrz2EOjpA1xE2G/YlS4g55RRiTjkZy+zZkypM5KvtpvWRMuLOzCJ+2fjPDA6FvPT27sDpLMXpLKPbWYrHszuab7fPiAj9QhyOhcTFzkbTju5OXorh0XVJrz8YFnt3gC6PP9pAdLv9AxqLADuanTR2eTAZBKcVpnLRgnTOnQBCf8zDMkKIc4EHCQv7vpE+eCyGQn7Y+CG3vX0bNy+4ma8v/vqI5f26zvyPtnJhcjxLn20mFNS55u6TMA5cmKr6XXjpq+BqhTN/AKd+E6/HQ9nbr7PljVfpaW+NFjVaLCRlZJGcmR0V/KTMbBKmpx/QKXukhJxO3OvX41qzFtfaNfh3VQNgSEjAftJJxJxyMjEnn4wpN3fCd2B1PFuJu7SVaXcuxpQ2utU8jyWBQDfOnvKo4Dudpfj94b8LIUzExs6OhnPiHMXE2AvUrlHHIVJKShu6ebWsidfKW6JCf3phKhcVh4XeYT3+hH4sxd1IuEP1HKCRcIfq56WU2waUWQQ8T9jDrxqNgWM1zv3HH/2YldUreeKiJ5iXPPIs0q9ur+P9DievJmbw2oOlnHzZDJYsyxtcyN0Br94F216E7JPg8kcgKexFup3ddDTsob1xDx2NfeeGQaKvGQwkTEsPC37WAOHPyMJkHZtFrAJ79+H+ZG1E7NcSbG4GwJiRTszJYa/eftJJmNLSxuTzjiWhnnDnqjHRSvK1c0ZcmmC8kVLi87VEhd7ZU4bTWU4o1AuAwRCLI27+oHCOxZI+4RvhyYSUki17uni1rJnXyptp6vZiNmicPislLPRzphF3nAj9WA+FvBC4n/BQyL9LKX8hhLgX2CClfEUI8TawAGiOVKmXUl5ysGeOlbg7/U4uf+ly4q3xPHPRM5gMB/8HeGVfF7ds282Li2bS+VQNeyo6+cI9JxObuN+rtJRQ/jy8+i2QIVj2K1h0Xbjrfwj8Xg8djQ0DBD8s+l17m9FDoWi5uJTU/Tz9LJIys7E74g/7N5BSEqirw7U2LPbutWsJdXcDYJ5Z0C/2S5diiJsYMWLPjnY6nqkECQmXFmBflDahxFBKHbe7JuLdh738nt4dSBkAwGxODYv9gBi+yXT4fwOKsUPXJVsa+oW+OSr0qVxcnM45c9LGVegn7SSmofhgzwfc8e4d3LrwVm4/4eDb4/UGQ8z7aCtfzEjhWwlJPPXTTyhYnMp5Nw7j9XftgZdug92roegimH8FGMzhw2gGgwWMlmHTQmh0tXXQ0dhAe0N91NPvaGog6O/vlrDFOQaFdpIzs0jKyiYuOfWQRU3qOt4dO3D3if3GjUiPBzQN64L5UbG3LVqEZjl+48PBTi8dz1Ti3+3EtjCVxMtmotkm7ugiXffR01vR7+E7y3C7q6P5Nlsudns+JlMiZlMSJlNi+DAnYjIlYe67NyUQHqGsONroumRzxKNftTUi9EaNM6JCP43YQ9hLeCyYUuIO8IPVP+D12td56uKnmJ00+6Blry2rocLlYf3Jc1m3spYNr+3mim8vJn3mMIuK6Tp88md4+6cQOmg/8fBopv5GwGhBaiacQTsdPivtXjMdHhMdLo32XvAG+quZjIKkeAupqfHknbCE3FNXYE3NPqSP1v1+PFu2RMXeU1YGoRDCYsG2eFFY7D91Cta5cxHH2VorUpf0vL8H59t1GBwWkq4qwpI/eTzcYLAn4tmX4ewpxettJODvxB/oRNc9w9QSGI3xmM19Yp8UaRAG3JsH3xuNcSruf4SEhb6T/5Q1s6q8hRZnWOjPnBWO0R8roZ9y4t7t6+bSly4l1Z7Kkxc9iekge2k+2dTOXZV7eLtkFkVmC0/esxZrrInP/uBEtCE2do7i6QRXGwR9YZEP+sPnUGB0aUF/eDvAEdLc7gAdvTrtLsKC7zbS4rLh040IJOlxAfJyk8lbcALTlpyDll4cfmMYJaFeF+4N63GvWYtrzRp8O3cCoDkc2JeeGPXszTNmHDehEF+9k46nKwl1eok7KxvHOTmIST6RJRTyEAh0EgiExT7g7xh8H+i/72sQpPQP+SwhDBiNCZjNA94Iog1CEiZzEhZzKhbLNMzmtEhjcHz82x+P6LpkU31E6Lc2s9fpw2LUOLMolYuKMzhndtqgPQbGkikn7gDv1L/DN977BrefcDu3Lrx12HJt/iDFH23lG3nT+G5+OlUb9vLmo9s48wtFzDvt+NyaTXd307JuFbUbPmL3rnpaOoOAwGoIkBfrJC87nrx5C4iZdQpklUB89rD9A/sTbG/HtXZt1LMPNDQAYExLw37ySdgXL8ZWXIxl1qxxnXSl+4J0vVyNe9M+zNlxJF1ddNx3th5LpJSEQq4BDUAHAX9E/AMdkQah//D7OwgGu5AydMCzNM2KxZyG2ZKGxZKGxRw+myNn1Qj0o+uSjfWd0Rj9vp6w0J9VlMZFxemcPcZCPyXFHeC7H3yXt+rf4pmLn2FW4qxhy122qQpnMMS7S2cjpeSl+zbT0eTiC/eejDXm+OgVPxju7i7qPnmXug2rqd1Zi9sTnmiTauklP7aTvBTIKJqLIefEsNhnLALL6DpT/Q0NuNaswb1mDa5P1hFqbwdAWK1Y583DVlyMbWExtuJijOnHftSHu7SVzherQI90ti6eWJ2txxNS6gSDPfj97fj9+/D59uHz78MfOft8+6LpoZDrgPojNQJmSxoW87Qp0wjoumRDXSevlfcLvdUUFvoLF4yN0E9Zce/0dnLZy5cxPWY6T1z4BEZt6B/ykT37uHtXE5+cPIdcm4W2hh6e/cV65p+ZxelXDd8oHI9IXae1fje1m9exe/2HNNXWoesSs0Enx9ZBXmwnebHdxGfOCAt9VglknQgps0AbefPpQGMjntJSvGVleErL8G7fjvSHX/8NqSnYihdGBd86fwGG2Jij/p2DXZHO1lontuKUcGer/fhvlCcywWAvfn8rPt/egzQCrdEhoAMZthGwTCMl+QxMpsRx+EZHl5Au2bC7Iyz0W1tojQj92bPT+PKp+SzJTTqs505ZcQd4c/ebfOuDb3Hn4ju5acFNQ5ap8/g4ae0O7inI4Nac8FjwD56sZNuHTVz1oxNJzoyNlg0EAni9XjyecAeXwWAY8tA0De04mC3qc7up31ZKXekmajetx9neBkBiDOTb28iztpBl78ZkjYHMxf1in1kCsakjPl/6/Xgrd+Ip6xd8/+7d4UwhsMwswFpcHBb9hcVYZs48KuEcqUt6PtiD8616DHHmcGfrjMnT2TpRCQZd/W8Bvr39DULkHL7fF20ELJZ0ihf8GYdjwThbfvQI6ZL1fUJf3sI9l8zl4uKMw3rWlBZ3gLvev4v397zPcyueoyChgFAoFBVoj8eD1+vli80urFLnbnrweDz09rjZtaUJg1XHnmSIlg8Gg6P+XE3ThhX/gY3ASGX2P+Li4igsLMThcBzS7yClpLO5kd1bNlJbuomGbeUEA34MBo2sNCv5MR3kUUGSsSccok/I6Rf6rBMhvTg8ymcEQl1deMq34ikrjXj55YS6ugAQdju2uXOxnbAwLPoLF2KaNnaLcPn39NDxdAXBDi9xZ2bjOHfyd7ZOBoJBFz2929m+7S78gXZmz/4l6dMvG2+zjjp9i6mZDvNvdNKKu9/vp7e3NyrQA8V64HWPq4cde3dglVZiiMHvP3AUwYbcIjbkzub6Na+TICQ2mw2CBtwdIdLzkkmeHo/NZose1sjs0lAodMCh6/qQ6Ud66LqOrutRm7Oyspg9ezazZ88mJeXQV04M+H007tjG7tKN1G7ZREfjHgDiEhzkZznIi+0iJ7AVizucjmaCaXMhfSGknxA+ps0D08Fn2kopCdTX44l49p6yMnw7diAD4XGexmnT+kM5xcXY5s1Dizn8cI7uC9G1shr3hr2YsuNIvqoI4zFaF15xZPj97ZRv/RpdXZ+Qk/1lCgq+izZMOFUxicV99erVvPPOO0PmGY3GqAjbbDacupMtXVsonl7Mkuwl0fS+MnUY+MyuffyuMJPrssLhCD2k8+wvN+DzBPj8PSdjGoeVCfdH13Xa2tqoqKigoqKCpqYmAFJSUpgzZw6zZ88mIyPjsDqsnK372F26idotG6nfWorf40ZoGhkFBeRnJ5Dn6CXNX4loLgVv2BNHGCBtTkTsF0LGCTBtPpgPvg6M7vfj27EjKvaesjIC9fXhTE3DUlg4SPAtBQWHPO7eXdZK5793gS5JuKQA+xLV2ToR0PUAVbt+RUPDYyQmfooF8/84KePwY8GkFfeWlhZaWloOEGqbzYbJNLhDTUrJne/dycdNH/PciufIj88/IP+ktTsotFt5YuGMaHrjzk5eum8zJ16cz9KLx39lwv3p7u6OCv3u3buRUuJwOKIefW5u7mFt/BwKBmmuqoiK/b7a8OzJ3OJFnPXFm0mOkdBcCs1bwuemLeAOx/MRWng1zT6xT18I0xeMOEIn2NkZjdt7ysrwlJejR5ZOME6fTuIXPk/iZz+LIWGYCWZDPbPLR+ezlfhqurEtSCHxctXZOlFoan6eysofYzanUbzgYeLi5oy3Sccdk1bcD5VWdyuXvXwZM+Jn8I9l/8Cw3+iQu6sa+X+NbWw/dT6xxv68Nx7dSm1pG5+/5yQcx/FYarfbzc6dO6moqGDXrl0Eg0GsVitFRUXMnj2bgoICzIe5/rurq5OKjz5gzfNPEfB5WXzhpZxy5dWYbREPXUpwNg0W++ZS6G2JPEFA8sx+sU8/IRzDtw7f6SmlxL97N57SUrpffhn3mrUIm434yy4l6brrscwYXWMrdUnPfxtwvlmHIc4U6WwdfQOhGD+6naWUl3+VQKCbuXN+w7RpF423SccVStwHsLJ6JT/88Id898Tvct3c6wblre3q5bLNu3hkXi6XpvW/BvZ0eHny7rXkLkhm2S0Toxff7/dTXV1NRUUFlZWVeL1ejEYjM2fOZPbs2cyaNQu7/dCX0HV3d7H6qcfZ+t6bxCQmcca1NzL702cMH+7oaRks9s1bwNnYn580Y4DYLwwf9qGHhXkrd9Lx+GM4V/4H6fcTc8bpJF1/PTGf+tSowi3+PT10PFNJsN1D3BnZOM5Tna0TAZ+vlfKtX6W7exO5ubdSMOMutZ5OBCXuA5BScse7d7CueR0vXPICOY6caF5ISoo/2sbpibH8eV7eoHrrX61l3cpaLv3mIrKKJlb8LxQKUVdXFw3fOJ1OhBDk5eVFwzfx8Yc2bLC5qpJ3/v4we2uqyJw9j3NuvJXU3FGGrXpbB4R0IqLfVd+fn5AzuNM24wSI6e8wDra30/n003Q+9TShtjYshTNJvP564lesQBthGeVBna1ZsSRdPfuYbcKtOHx03c/OnffS2PQUyUmnM2/e/WrlTJS4H8Be114uf/lyZiXN4u8X/B1twCJKd1XUs3JfF9tOnY95wDj1oD/Ekz/9BJPFwFU/OhFtgnp8UkqampqiQt/aGl57Pj09Pdohm5o6utUnpa5T/t5brH7qMXy9vSw8/0I+/blrscbGjlj3ANwdB8bwO2v78zNL4OL7wqIfQff7cb76Gh2PPYavogJDYiIJV19F4jXXjLh2vbu8jc5/V0FIJ2FFAfaSaaqzdQLQ0PgkO3fei9WaQfGCh4mNnViTDMcaJe5D8GLVi/zk45/wg6U/4PNzPh9Nf6utm+vKa3myeAZnJw8eR16zuZVVj5Rz2lWzKD4r65jae7QYOPKmIbKOTFJSUlToMzMzR5yM5ent4eNn/0Xpm6uwxsZy2udvYP6Z5x75ln+eLmgph8YNsOahcANwyu3hXbEGjMaRUuJet56Oxx+n9913wWgk/sLlJF5/PbZ5w2/aEuz20fmM6mydaHR1baB86+2EQh7mzf1fUlPPH2+Txg0l7kMgpeS2t29j075N/PuSf5MVFxZrb0hn3kdbuXJaIr8tyj6gzisPbKG1vocv3HsyttjJtTm10+mksrKSiooKamtr0XWd2NjYaOgmLy8P40Fml+7bXcO7/+9hGiu2M72gkHNuvI3pM8fIs3J3wNt3w6bHISEXLv4DzDzngGL+ujo6/vUE3S+8gO52Yy8pIfGL1xN39tlDDqWUuqR3dQPdb4Q7WxM/V4S1QHW2Hu94fS2Ul38Vp7OU/LyvkZ//9Sm5jLES92FocbVw2cuXMT95Pn89/6/R1/Kbt+7mk+5etnxqHtp+r+odTS6e/vk65n46nTO/cPC14keL1CV6SBIK6oRCOnowch3U+9ODEj2SZrYbSct1HHxJ4iPE4/FQVVVFRUUFVVVVBAIBLBYLhYWFFBUVMXPmzPBEr/2/i5Ts+PB9/vuvv+Pq7mLBWedx6jVfPKLdpQZRuxr+8w1o3wXFV8EFvxwUj+8j1NND1/Mv0PnPfxJoasKUlUXSddcSf+WVGIYIG/kbeuh4OtLZenoWjvNyEcapJxYTiVDIR2Xlj2lueYGUlHOZN/d/MRonxu5iY4US94Pw3M7nuHfNvfz45B/zuaLPAfDvvZ18dXsd/1lcSEn8gTMlP3y2itL39rDg9EwkhEU4KAmFdEKBgYI8hDiHBl5L9ICOrh/6726xG8mem0TuvGRy5iVjdxy9t4hAIEBNTQ0VFRXs3LkTl8uFpmnk5uZSVFREUVERiYmDO5l9bjdr//00m157GZPVyqevuo6F5y5HG4sNQAJeWP17+PAPYIkNC/zCa4Zc1lgGg/S88y4djz2GZ9MmtJgYEj5zJYnXXos5e/Cbme4P0f2fGlzrWjBlxpJ0dRGm1ONvU25FP1JKGhr/SVXVz7HZ8lhY/Ah2+/E3H+VoocT9IEgpufmtmylvLefFS18kIzYDZzDEvA+3cnNWKj+ZeeCCPj53gJf+sJnuVg8Gg4bBKNCMGgZj5DqSZjBq4XTD4GvNpGEwaGiRMgbDUPUHXJsGl+nt9FK/rZ36bR24neGlFFJz4siZFxb7afmOo9bhq+s6jY2NVFZWUllZGe2QTUtLiwp9RkZGNE7f3rCHd//xCPXlW0jNyePsG28la878sTFm3w5YeSfs+QTyT4eL74fkgmGLe8rL6Xj8nzhXrQJdJ+6cs0m6/npsJSWDOlM9W8OdrTKgE3/RDKwzE9AcZrTjYIayYmg6O9dSvvVr6Lqf+fPuJyXlrPE26ZigxH0EGnsbufzlyzkh9QQeOe8RhBBcU1rNbo+Pj0+ac9yOopC6pK2hl7pt7dRva6elxonUZdirn5NEzrxkcuYlERN/9PZGbW9vZ+fOnVRWVlJXV4eUktjY2KjQ5+fnYzQaqVr3Me8/9ig97a3MOfVMTv/Cl4hNSj5yA3QdNv49su2hH874Hnzqa3CQzdEDe/fS+eRTdD39NKHubqxz55J0wxdxLFuGiEzyCnX76HhuJ75dXdF6wmLA4DBjiDOjxZmj1wbH4HthMRy3fzOTGY+nkfLy2+jp3U7BjLvIzb1t0v87KHEfBU9XPM0vPvkFP/3UT7mi8Aoea2zjezsbeH9pEbNjJsY4aK8rQENFZ1Ts3d1hrz4lO5acecnkzktm+oyj59W73W527doVnSHr9/sxmUwUFBSEhT43h21vvcb6lf9GMxg55TPXsHj5CgzGMRih4myCVd+FHSshbR5c8sfw8sUHQfd46H5lJR2PP46/uhpDagpJn/88CVdfjTExEalLfLXdhLp8hHr86E4/oR4/ochZ7/EjA/oBzxUmDW2A8A/VGBjizAibcdKLz7EmFPKwo+KH7N37Cmmpy5kz5zcYjUd/T4HxQon7KNClzk1v3sSO9h28eOmLCGMyCz/exvfyp/PNvOnjatvhIGXYq6/f1k7d1n6v3mwLe/W588Oe/dHy6oPBILt3746Gb5xOJwDZ2dnkZGTQVrqOxs3rSc7I4qwvfYW84kVj88E7/gOvfQd6mmHpLXDOj0dc00ZKievDj+h47DFcH36IsFiIv2QFSddfj6Ww8KD1pC8UFntnWOwHin80zelH+g/cvg6jCIt95NAcAxqAODNajAnNZkRYjWhWg5pNO0qklNTv+Ru7dv2GmJiZFC94GLs9d7zNOioocR8le5x7uHLllZRMK+Ghcx7i4k1VBKTkzZKi8TbtiPG5A+zZ0RkW+2Ps1UspaWlpiQp9c3MzAHExdmTbXkJ7G5m9YAFnXX8zjtSDTz4aFV4nvHMvrH8UHBlw0e+haPmoqvp27aLj8X/S/fLLSJ8Pe0kJxrTU8GJoBg2hGfrPmhYWXM0QPaOJwWUMGkLTkBhBmpG6GXQTMmRChozhI2hABgzIgAahg/z+RtAsGsJiQLMZ0WwmNLsJzW4O31uNCJsBzWrsv7ca+q+n2Oif9o4P2br16wDMn/9HkpNOHWeLxh4l7ofAEzue4Nfrfs3PP/1z9phO5uc1zWw4ZS5Z1skzpl1KSXtjL3Vbw52yzdXdA7z6xKjYxyQcHa++u7s7Gqevra0lFAohQkFM7h7mzpvHeZ+9hpi4MRjStmcdvPJ1aN0Bcy+F5b+FuNG9hQU7O+l69jmcq1YhvV6kroOuI/UQhPrP4TQdQqH+s5QQCoX7Aw4VzYSwxqNZ48EcizDZECZ75GwDk73/3hjOo+9+hG0SkUEgCCIIWgih6QijRJhAGAXCAprZEH5TsJkQNjMGuxlht2CIs2GIsaE57GhxdjSrdUKElDyeesrKbqXXVcXMmd8lJ/umCWH3aFHifgjoUudLr3+Jqq4qHrjgeVaU7uPnhZnclDXylnMTFZ8nSMOOjkisvgNXlw+A5MzYaPhmekE8hqPg1ft8Pqqrq9laWkrlzkpCEpCSjLRUTjhxKUVFRYe87s0ggn74+AH44HdgtMJ5P4XFX4RjsAWilDIs8EM1AH3pfY3AgEZBhnTQQ8hAAOnzofv8SL8vfO0Nn6Xfh+7zIb3h65DXh/QFkT4d3R+CgEAGQIYEUjdE3ggMSEyAGaGZwWBBGKxgtCHMdsQoN8WQUoegH6n7QQ8Q/qAgEAKhIzSJMEgwRBoNk0CYDAiLhjAb0aym8FuHzYwWY0GzW9BirRji7Fjyc6Od2mNFMOhix47vsa91FdOmXcKc2b/EYJgY/WgjocT9EKlz1nHlK1dySsYplMZ8lVSziRcWzRxvs44JYa/e1R+rr+4Ob7BtNZBZlIjdYR48rNM4YNjnoCGgfcM8I9eRIZ1aZFhouPzgskLApo/e56O336QHDWkOLwI2ffp05s+fz+LFiw9rJUsA2naFJz/tXg05p8CKByB14ofbjhQpJQSD4cbB5SHU4yHU40W6fYR6vehuH9LrR/cE0X0BpDeEHgiBX0cGZfgIASGBlBrIcCMSjiGZwm8ihzBzNNiyCVNGO/EXXkDMySeN2X67Ukrq6h6muub3xMXOZcGCP2OzZY7Js8cTJe6HwWPbHuN/N/wvS+c/xOs9Dso/PZ8k09Tb7svvCUZH4DRWduL3haIzZUNBiTyMCVgjITSdoH8zXv8mgjGx6IlZBM0Sg8HIokWLOOWUk0lOPoxhlFLClifgjR9BwA2nfQtO/eao9oVVHB7hxkNH9+voLi8hlxfd6UZ3+wj1+pAeH7rbj+4NEOoOEGgyo7v24l77EJo5QNz55+FYfiH2kiWHvBPXULS1vce27d9ECBML5j9IYuLJY/Atxw8l7odBSA9x/evXU+mWNCR/lwdm53BV+vvY9tgAAB3gSURBVNDrjE9ldF2iD5x1G1k6oS8tPHs3PBs3ej1kmcgM3wHX3p4u9mz9Dx0NG9FtiQSSC/HHShCSmTMKOe2MU8nJyTn0GGpvK7z+fdj6PKTMCnvxuZ86Oj+Q4pDw7uqk48kKdF8AvOvoffdJpMeDMfX/t3fewXEdd57/9AuTBwMQgQkEIQDMVCZFReok2RYp6+w9n9dlOft27bqqO3svuK7OZW/VRZ9cu3Vle+82lYNcJ533vLK8ViC1kiyVVpYsLymRlMQgkQRJBAYARJjBpJf6/nhvBgMQIEEQwBBgf6pedffv9XvTbzD4/vp1bCS5Ywc1O3cSvenGK1qULpc7wYF3/iX5/AnWdHyL5uYvLNh2eCXuM6RzuJNPPvP7DDd/n3vqV/DTG9oufZFi1jn9wWHe/MX/48T+vUgzil2/HisVQmou9XVN3Hvf3WzatOnytxM8+iI8++9gpAtu/RJ86D9DVC0aVm2c4SKDTxzG6s4Qv2MpmnmczO5djL76D0jLwli+nJqdO6nZuZPI5k0zEmbHyXDw0DcYGHiJ5cv+OevW/Vd0feG9wSlxvwJ+9O6P+G8nzuPWfJgj99xITI01rhoD3ad467m/49Brr/gLrDVupFCTxDNtIqE427Zt4/Y7t066oNmUWFl45Tvw5p9DvNEfUbPx45OuU6OYP6TjMfxsJ9k3zxBuS7HkkfUgLEZffpn0c7sYfeMNsG3MlhZf6B/aSXjt2ssSeik9Tpz4M06c/AHRaAupmpuJxdqIxduJx9qIRluvesFX4n4FOJ7Dw89/i/3RR/jB2gY+tXJxrOO+kBkdGmTf889w4IVdFHJZtMY15BKNOBELTRhsWLOZB3ZsZ8mSy2hGO73PHzZ59h1YuxM++qeQUn/rapN9+xzDvzyGiBrUf3YD4dX+HgvuyAiZl14ivWs32TffBNcl1NZGzUMP+ULfNv237P6BX9PT83/I5TopFCq2gEQjGm0mFvPFPhZvJxZrIx5rwzSXXBVNOUrcr5DDgx9w/74+rtP6eOO+T1S7OIoAK5/jvVde5K1dvyLd34det5J8zWqKURuQrGho5YEH76V97TRXCXQd+N1f+DV5ocH9fwy3fcWfnKSoGtbpUc4/cRh3qEjtw23E71g+TlidwUEyL7xAetducnv2gJSE160r1+hDLS0Xuft4XDdHLneSbO44uWynH+Y6yeU68bxiOZ9h1BKPt40T/nisjUhkFdo0h5TOBkrcZ4Edb7zEgVyEn3QU2NH6oWoXR1GB57p88LvX2fvMU5zrPIaerMNt2MBoyEVqLslwPbfffju3b79leu3yQyf9tvjjv4al10PTBn9EjRGpCCOT2KYIzciF1yiHcVl4eYfBn79P4fAg0ZsaqfvEmklX6bTP9ZH5+78nvXs3+X37AIhs3hy00e/AXHHhKq/TQUqPQuE0udxxsrlOctkgzB3HsgbK+YQwicVayzX8WKydeLydWOy6OVlrXon7LPBM33m+crCb5qH/zUsP/Qm1EdXxdrUhpaTn0LvseeYpTuzbixaKYLTcxLCm4eoWJlE2dtzIhx6+h2TtJRaTkhLe+wW88QN/OQOnCE4hCPMgZzD7tBLNmIZjiPrbCZoxCMWDMAZmfEI41fnYonIi0pNkXu0m/cIpjKYY9Z/bcNH19u3Tp0nvfp707t0U3nsPgOjNN1OzcyfJHQ9ecp/d6WLb6aB2P1748/lTSOmU84VCTeNq+SXhD4eXzXgXqVkVdyHEDuD7+DMVfiilfHTC+e3A94AbgE9LKZ+81D0XgrjnXI8Nr72Dnn6JT9UN8Og9j176IkXVKHW+Hn7tFRzXJdF+M8N6goKWQ0idlXUd3P+R7bRtnOFEFtepEPvCeOEf5wimE05iswtg58HOgpXzx+VbWfwZQ5eBEbm4+IfiECxrMC6P7s9gRTf9uFGKh4NzZoVtkrxz6FQKR4cY/NkRpCtZ8qm1RDdduBPXRKyuLtK7dpPevZvi+++DEMS2bqXmoZ0kP/IRjMvpn5kmnmeTz3dPWtt3nHQ535o136Zl1Zdn9BmzJu5CCB34APgw0APsAR6RUh6qyNMK1ADfAJ5eLOIO8OV3T/D6+T5Cp/6QP7vvB9zXcm1sCLCQKXe+vriLYjZL8roNZOMrGHFGAEgZK9i6ZRvbHtiMebVvxiGlv2a9lQ3EPueLv50fi48LcxfmvZjdLV66DNNFaJOIfiiwVR4lJxGk69uheSus3AKJqZf8cIYLnH/8MHbPKMl7m6n5SCtCn14HZ7Gz0xf6XbuwOjtB14ndcguRG64nsnEj0U2bMFtarnyD9ymQUmLb58lmfaFP1W4hEZ969dGLMZvifgfwn6SUDwbpbwaF/R+T5H0MeHYxifvPzw7y9cNd3JD9IU7uEN/d/l1MzUQTWvnQhX5BWghRtk+Wnizv1dATv5iwCnnee/mFcudrYvkqvOXr6c+l8YRLyEmxvvUGtu+8jYaV19Y+nGVcxxd8O+87kXGH7b9VlOJu8SJ22087FfFK+1T3sgswdAK8oCmjrtUX+uat/tr8S6/3HUSAdDyGnzlO9ndnCbf7wyX1y9i0XkpJ8YMPSD+3i+zrr1P84AOkbQOgxeNENmwgsmkTkU0biWzcSOi662ZlluxsMpvi/klgh5TyD4P054FtUsp/PUnex7iIuAshvgp8FaClpeXWU6dOXap8VWfIdtj8+nt8ulHj5be+iFPRnjbbCMSUjsHQDEzNJKSHymFIC2Hq5vi0ZmLqFfm0kB8v5SulS/eaYC+dq/wsQzPQhY6u6X4YlK1k14R2VTumiZ2v4VQdifVbOD1awPLyaE6E5Yk13P1PtrF2ywr0a2yZ3Kpj5eDMAejZM3Zk/CWi0cOw4ia/Vt+8xRf9VDPZt/oY+rtj6DGDJZ/bQLilZkYfLS2L4vHjFA4donDwEIWDBym8/z6yUABARKNE1q8nstEX+8imjYTb2xHmLGw2M0OuSnGvZKHU3AE+ue8Y5yyb/7shQc9oD570yocr3Wmnp5NXSlm2V6Ydz8H2bCzXwvZsbNfG8qyyrWyfIu1ebrvtZVIp+CWnVBmf6BzGOQpNwxAGuhbcQ/jX1YZr6ajroKPWP5bHl1+REyl1vu599pd0vr0HPRSm6da7OFfUGMkPIzyDpLOSGzbfTN2SWnRTlPe1LS18ppsV++ea2viF0sbl0dC0yy+rpl3djnLeGOmtEPu9cGa/3y8BkFgGzVuwkts5v38jbk74wyVvv7LfRwnpOFgnTpA/eNAX/UOHKB46jJfLASBCIcLr1pXFPrJxE+G1a9BmeWXLqVDNMrPID3v6+fbRXn6zbT0dsUi1izMjXM/1hd7zhd/xnHFOoGSvdByl8yVH40oX13PLcU96OJ5TDifaJrumHPeCvDLIOyGPIx0G8gP05frKzxA347Sn2suC317bzpraNTREGy77n7qy89V1XZbfso3RSAOnB8/O9ld/2WiB89M0HUM3MIzgME1M0yQUMjFDfhgK+zbDMMrhdOITbdostDVXasnFdGXiuWkNVXUsOPeeL/S9e33RH+zEk3EG7W9Q8LYSa+yi9l4drXWL344/i05Seh7WyVNlsS8Ewu9lMn4GwyC8Zk25OSe6cSPhdevQLmfm9DSZTXE38DtUHwB68TtUPyOlPDhJ3sdYhOLeW7C49beH+Fbbcr62emm1i3NNkbbSHB8+ztGhoxwbPsbx4eMcGz7GYGGwnCcVTtGeamdN3Rraa9vpqO1gTe2aaQ1dndj52rh+E8m116OHIwihIdCQQQia32koBdLzF1CTnheEEs8D6Up/YbWSzS2dqwhdGSz57iEr7R44rovr2DieC3hI4R9+3PXjYsxeTuOBmPmw5os5x7keLl1fX097ezsdHR20trYSmm4NODsAvW8hu/eQ2a+T7r8TU5yi3vwORrwQNOUEbfcrb531NYSklNg9Pb7QHxwTfXc42GBd1wm3tY3V8DdtIrxuPXriyvZ3ne2hkA/hD3XUgR9LKf+7EOK/AHullE8LIbYCvwTqgAJwVkq56WL3XEjiDvDg3vcxhOC5W9dWuygK4Hz+vC/6w0fLgn9s6BgZO1POUx+pp6POF/qS6HfUdpAIJS64n1XI+zNfn/sV6f5zl/x8wwyhh0x0w8QIhdDNEIZplu2GWWELhdDL50L+Neb46/RQxfXBPQQGnqchpYHnav7h6TiWxC56WAUHu+BiF1ysooOVtykUbKxCkWLBxrIsLMvGtmxczw0cwAQnwZiDKKHpAk3XxkJNXGDT9Qm2Up7Smv2V15fW8K+8Jmiy8jyP3t5eTp48ieM46LpOS0sLHR0ddHR00NTUNO23ssKRAQb/5gjSdVjS/luiuaeh7zAQaFzDujGxb97qT1Sb5eGbUkqcM2fKNfx8IPzuQDDpSQhCra00fv1r1Oyc3jaQE1GTmGaZ7508y6MnzrL/zk0sC1evM0UxNVJK+nJ9vtCXjqFjHB85Tt7Jl/Mtiy8r1+7ba/1mnrZUG1Ejiue6nD56BDufx7EtHNvGtYLQtnBKcadkt3Bte8xuBzbLHrs+uM617XL+K0IIjFAIo+w8wr7zCIXGO5pQuOw4dCOE0AwEur+hBjpIHYmBlJq/c5MwARMpTaRnID0dzzNwHQ3HljiWi2N5Qeji2B625eI5l68hQhMYpoYR0qhdGqNxdQJRk2XYOktX90n6+vzmuGQySXt7e/m41MYtzmCB808cxu4dJXnfKmruqUOc3TfWdt+zB3Lng0LoEElBtM6v1Udqpx83o5fV7GP39VU05xym7pFHSNx912V/b6DEfdZ5P1vg3n88Qq2hE9E0dAG6EBhClOPlkCnsQmBUxHUq4gIMIdBKeRhvD2mCpKFTY+jU6DpJQ/PjwZHUdYwZdOBdC3jS4/To6QtEv3OkE9vzhVYgaE4201HbQWuqlbAeRmNseKsQwo9TERcaAjE+D+PzT3ZeSOFvs+d4aK5EOp6/R6vjguMibX8LPhzfJm3XDx0Xz3b80HGQtoNnO3hOENoOrm3j2nZF3HcmJWczI8ciBGY4QigSwQxHMCcJdSOMbobRjRCaEUbTTTQt2NpPmIjAcYCJJw2kNJCegVP0OH86S39XBs/1tSi5JEJti4FMZkjb5+g920UhGL2ycuXKchPOypUrJ22vl7bH8NPHye45S7ijliWfXjc2XFJKf+hlz17oPwL5YSgMQ36oIh6EF5uRrIcCoQ/E/nLiV7hRjBL3WUZKyZ9393MqX8SREleCKyWulDgSPOTkdjnBzhR2CY6Uk9zHt0/nrxTTtbLwpwx9zBkE4l9jaCQNnVTJVj6nldP6NTRSw/EcujPd4wT/2PAxutJdczrktapI0D0ISQPD0zClgelpmJ5O2DMIu3465OqEXB3T1TBcDdMR6K7AcAW6Q/nQHImwJZrjIWwPcZm1eGEaJDdeR9NH7oJiDdYZnUKvIN8LdmlCpy4xlmXxakbIu4OkM0MgwQyZrGhZQXNrMy1tLaRSqXFDiN39w+Sf7UGLm9R+Zi2RlhTadKf8ex5YGV/o80Njon/J+AgURy5+bzMGO78Lt3zhsr6r8nemxH1xYXkeGccj7bikXZeM4/pxxx1nH7O5pB3PD4P8hWlsj5eoEPqSowhp/puIKQSG5oemEJiV9iBdGZ94zk9zwfnK+1aeqzN14lWaQCKlRCLxpIeUEg9vLC49PCri0ivnnW7+qWyl+7jSxfO88n1Ko4s8Ln7O86YYYoss55tqSK7t2eVRT47njDtsaY9Ll0Y0lc8H1zquA7aDtF1f7G0PzZYYgWMoOYpSGC3qdPQm8ITk3fYRDl6Xxg3+5PFiiqbRVpZmVrN09DoaR1dhSBNP2GRivYzGziD0Aib+BWkzzbnoOc5Fz9Ef6cfTPNrzq/h271eod1L85dIn2V37G38YbjAU19CM8hySieFktspwSpswMDwH07UxXAvTKWI4RQy7iGnnMe086zd8kpVrH5rRb3O64n7tbRC6QAlpGvUhjfrQzP9kxUoHUXIA7uTOoJRn0HaxPA87eNOwpcTxmJD2w7moJqwIm7RFw7THwnTEIrTH/HhzJDSnbxlCiHKTiuLKkFKOcwQTj3T/OQ787VOY+97hrvPtrP/ER6m/Yb3vyCqGzDqOS+6sx2g3pHpXk+9djT0Crp7DigwRTg6SslOsSa9BaIJIY4TI0gj71/Vx84EwXzv7CB+PPMi+W7qw9AnOK3BOE8NSPO/ky/NGSrap8k6HP5Y7+NQcf++q5q6YNVwpsT1f9K0K0S85gdI5e9w5JqQlVpCv37I5lityPFfkeL5A2hlrAw1rgusmiH5HkE5dg5uaLwZOvbufVx77a873dNFy/U3c/6WvUt988XXZsyNFzp1Ic+7ECGc705w7NUSeIazwEE50GFvLAhCPJWiNL2fp6TCtDc2s+MKNGPWzPwa9NOnwUs6iKdbEksjMFi5TzTKKRYWUkgHb8YU+V+RYrlCOnywUcSt+xg2mQUdQw2+PReiIhWmLhVkdCWOqTuerGs912f/CLt7428ex8nlufvBh7vj9zxCJXzh8dfLrPc73ZjnbOcK5E2m6T5zlfOYMVngIOzSM1ByEhAZSrGxpoa6lkbqlddTUJInH4yQSCSKRyFU9S1iJu+KawfYkpwol0S9yPBD+Y7ki5+2xjlFDwOpIuNy0U9nM02AaV/U/9LVGLj3CGz9/nAMvPU80keTuT3+Bzfd/GG0G49LzoxbnTqQ5fXyIk8e66B/oRpiDDGkZ5CQTvwQaIT1COBQlGokRi/qiX5NKUJOqoa4+RV1DipqaJOHw/O+3qsRdoQCGg9p+WfTzfvxErohV8dtPGXpZ6FsjYUKaQACaKIWU0wAapXb5Uhz8gY9+fNy1Qd5S6/0F90SUrykNew1rfkd2SIzFw0Gnc0jTCGvimhjZ1Heyk5d/8lf0HjlIU2s79335qzSvv+j8yEvieZLBngzDB/rJnxmmMDiCnR3FcovkhUVOFEkLi4wskseiqFl4wvb/QBMQUsfUwph6hEiFM0gmEyRrkqRqa6itr6G+sY54KoKuX3kfjhJ3heIiuFLSU7DKon8sV6QzV+R4vsiZ4hVOMpondAEh4Qt9KDjCQhuLaxqhCmdhlp2F7yD8/GPOIhQ4j4l5TU0jHIxiKt+rfB+BGZTBDD5Lm2WnI6Xk/d++xquP/5jR8wOsv+tetn/2yyTrL71hx+V8hjtiYXVnsHoy2N0ZrJ5RpOUvuOeFIF+nMxrzSBsOI7JIppgnl89SsPIU7Ty2W8ChiNQmH0YrPB1dhjG0MLdt3cb9D98+o7IqcVcoZojlebjB3AUkePgT2L1gRJDnm5FIZPm8rLD7eanI603IK+WEewZ5XSkpeh6W53dKFz2JFaSLciw+dn4sXZQV8XH3uDCPXXG/GUwwvSilYbLjHILQyvFQhUMxhSCmayR0nbihkdR1ErpGwvDDuO7PzUjoGmHX4eiLz3Hw2acwpcftv/cptjz8zzDmaDVG6Umc/hxW9yhWTwarO4N9Juv/oQCtJkSoOUloVZLQqgSh5iRaxKBYsBjsG2Hw/DDDg2nSIxlGMxlGs1ny+RwFK8dtW7dx94e2zqhcStwVCsW0cIMRSpbnYQVxu8KxlByBXXIa5Xgpn1dxjVfhOEpOxLdZ5Wu8ctySHjnXY9T1GHU88t709qnVpEeoWCDsOSyJJ1iSTJDQdRKG7ygmOohEMFmv5ERKeZKGTlzXpv22IW0P68yoL/RB7d4ZGFvawmiMBmKfJNScxFweR8zy/gBqnLtCoZgWuhBEdUF0FtqDrxTHk2Rd1xd71yPrlOL+ZL1R1yXreow6Lmf6+jh+9H0yZx1GlzRgL1vBGc0k67pkXJdRx2O6W5rHdc13CJUOIniTqHx7SBg6CVMjsSZOYkOSpK4Tsz3CfQVCZ7KInlEKHwyReztYqloXmMvjZbEPrUpiNEQR8zBqS4m7QqG4ajA0QUozSE1nbb72FXi3XR8MnfwxVj7PTQ9+lDs/+VkiiQRSSvIlZ+FM4iACe8Z1yQbhaOA4Rl2P7rw1zrHYl2rl0IAWiLbGSGiCmCeIOx6xgkc0N0L8yBCxg5KEFHxs/TLu3rZqNr6yKVHirlAoFiyarnPLzn/K+ru288bPH2ff889y5DevlodOxnSdmK7ROAvN8kXPKzuJSieQcXxnkal4y5iYb8h1OVV0GXVcsp7HxijcfeVFuiiqzV2hUCwa5mLo5FwgpZzxvArVoapQKK5J5mPoZDVRHaoKheKaRAjB+ju3037Lbfzj00+y5+lfcGzvm2yb46GTVxuq5q5QKBY1I33nePXxH3H0d2+QalrKvZ//Azq23rFgl5tQzTIKhUJRQdd7B3j5J3/lrzq5+Ubu+cyXaGptQ6vSngEzRYm7QqFQTMBzXQ68uIvXf/44xWwW3TSpX9lCQ8tqGlpaaVzlh/G6JVdtzV6Ju0KhUExBPpOm8+099HedZKDrJAPdp8gODZbPRxJJX/BXtdK4upWGVa00rGohFL34Bt3zgepQVSgUiimIJmvYdO8D42z5TJqBrpP0d51ioNsX/YOv/hq7MLa8QKppKQ0tgdi3rKaxpZW65SuvyqYdJe4KhUKBL/irNt3Aqk03lG3S80gP9PmCH9Ty+7tO0vn2HmSwDo5uGCxZuSoQfV/wG1paSSypr2rTjhJ3hUKhmAKhaaSalpFqWkbHlm1lu2PbDPZ2l8V+oPsU3Qff4fBrr5TzROIJ6oM2/JLgN6xaTTg2P007StwVCoXiMjFMk6bWNppa28bZ86MZznedoj9o1hnoOsXh117mQH6saaemsYm7H/kiG+66d27LOKd3VygUimuIaCJJ88bNNG/cXLZJKckM9I/rvI2naue8LErcFQqFYg4RQlDT2ERNYxPtt942b59b/QWcFQqFQjHrKHFXKBSKRYgSd4VCoViEKHFXKBSKRYgSd4VCoViEKHFXKBSKRYgSd4VCoViEKHFXKBSKRUjVlvwVQvQDp2Z4eQMwMIvFWQioZ742UM98bXAlz7xaStl4qUxVE/crQQixdzrrGS8m1DNfG6hnvjaYj2dWzTIKhUKxCFHirlAoFIuQhSruf13tAlQB9czXBuqZrw3m/JkXZJu7QqFQKC7OQq25KxQKheIiLChxF0KsEkK8IoQ4JIQ4KIT4o2qXaT4QQuhCiH1CiGerXZb5QghRK4R4UghxRAhxWAhxR7XLNJcIIf5t8Jt+TwjxMyFEpNplmguEED8WQvQJId6rsC0RQrwohDgahHXVLONsMsXz/knwu35HCPFLIcSc7NyxoMQdcIB/L6XcCNwO/CshxMYql2k++CPgcLULMc98H3heSrkeuJFF/PxCiJXA14EtUsrNgA58urqlmjMeA3ZMsP1H4NdSyjXAr4P0YuExLnzeF4HNUsobgA+Ab87FBy8ocZdSnpFSvh3EM/j/8CurW6q5RQjRDHwU+GG1yzJfCCFSwHbgRwBSSktKOVzdUs05BhAVQhhADDhd5fLMCVLKfwAGJ5g/Dvw0iP8U+L15LdQcMtnzSilfkFI6QfJNoHkuPntBiXslQohW4Gbgd9UtyZzzPeA/AF61CzKPXAf0Az8JmqN+KISIV7tQc4WUshf4U6ALOAOMSClfqG6p5pWlUsozQfwssLSahZln/gWwey5uvCDFXQiRAH4B/BspZbra5ZkrhBAPA31SyreqXZZ5xgBuAf5CSnkzkGVxvaqPI2hj/ji+U1sBxIUQn6tuqaqD9IfvXRND+IQQ38Jvan5iLu6/4MRdCGHiC/sTUsqnql2eOeYu4GNCiJPA3wD3CyEer26R5oUeoEdKWXorexJf7BcrHwJOSCn7pZQ28BRwZ5XLNJ+cE0IsBwjCviqXZ84RQnwJeBj4rJyj8egLStyFEAK/HfawlPJ/Vrs8c42U8ptSymYpZSt+B9vLUspFX6OTUp4FuoUQ6wLTA8ChKhZprukCbhdCxILf+AMs4g7kSXga+GIQ/yLwqyqWZc4RQuzAb2r9mJQyN1efs6DEHb8m+3n8Guz+4Hio2oVSzAlfA54QQrwD3AR8p8rlmTOCN5QngbeBd/H/LxflrE0hxM+A3wLrhBA9Qog/AB4FPiyEOIr/FvNoNcs4m0zxvP8LSAIvBhr2l3Py2WqGqkKhUCw+FlrNXaFQKBTTQIm7QqFQLEKUuCsUCsUiRIm7QqFQLEKUuCsUCsUiRIm7QqFQLEKUuCsUCsUiRIm7QqFQLEL+P+Y9zLDqpOONAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "def entropy(sigma):\n",
-    "    if sigma.ndim > 1:\n",
-    "        sigma = np.diagonal(sigma)\n",
-    "    return 0.5 * np.log(2 * np.pi * np.exp(1) * sigma)\n",
-    "\n",
-    "def get_newlines(sensors, point):\n",
-    "    lines = []\n",
-    "    for point2 in sensors:\n",
-    "        lines.append([point, point2])\n",
-    "    return lines\n",
-    "  \n",
-    "def sigma_yx(X,s, Kxx=None):\n",
-    "    S = np.array(s)\n",
-    "    X = np.array(X)\n",
-    "    if Kxx is None:\n",
-    "        Kxx = K.kernel(X,X) +  K.noise * np.eye(len(X))\n",
-    "        Kxx = np.linalg.inv(Kxx)\n",
-    "    sigmas = []\n",
-    "    for S_ in S:\n",
-    "        Kxs = K.kernel(X,[S_])\n",
-    "        Kss = K.kernel([S_],[S_])\n",
-    "        Cov = Kss - Kxs @ Kxx @ Kxs.T\n",
-    "        sigmas.append(np.squeeze(Cov))\n",
-    "    return np.array(sigmas)\n",
-    "\n",
-    "def initial_line(points):\n",
-    "    scores = []\n",
-    "    lines = []\n",
-    "    indices = []\n",
-    "    for i in range(len(points)):\n",
-    "        for j in range(i,len(points)):\n",
-    "            if not np.logical_and(points[i][0]==points[j][0],points[i][1]==points[j][1]):\n",
-    "                p = []\n",
-    "                p.append(points[i])\n",
-    "                p.append(points[j])\n",
-    "                inter = find_intersections(p, square_lines)\n",
-    "                if len(inter) == 0:\n",
-    "                    continue\n",
-    "                l_ = getlines(inter)\n",
-    "                s = K.kernel(l_,l_)\n",
-    "                scores.append(s)\n",
-    "                lines.append([points[i], points[j]])\n",
-    "                indices.append([i,j])\n",
-    "    \n",
-    "\n",
-    "    idx = np.argmax(np.array(scores))\n",
-    "    return lines[idx], indices[idx]\n",
-    "\n",
-    "\n",
-    "allpoints_ = points\n",
-    "initial, indices = initial_line(allpoints_)\n",
-    "\n",
-    "sensors = []\n",
-    "sensors.append(initial[0])\n",
-    "sensors.append(initial[1])\n",
-    "\n",
-    "chosenlines = getlines(find_intersections(sensors, square_lines))\n",
-    "      \n",
-    "rms_line_entropy = []\n",
-    "\n",
-    "for k_ in range(h-1):\n",
-    "  print(k_)\n",
-    "  scores = []\n",
-    "  lines  = []\n",
-    "  Kaa = K.kernel(np.array(chosenlines),np.array(chosenlines)) + K.noise * np.eye(len(chosenlines))\n",
-    "  Kaa = np.linalg.inv(Kaa)\n",
-    "    \n",
-    "  for p_ in allpoints_:\n",
-    "    newlines = getlines(find_new_intersections(sensors,p_, square_lines))\n",
-    "    s = sigma_yx(chosenlines, newlines, Kaa)\n",
-    "    scores.append(np.mean(entropy(s)))\n",
-    "    lines.append(newlines)\n",
-    "  \n",
-    "  sensors.append(allpoints_[np.argmax(scores)])\n",
-    "  allpoints_ = np.delete(allpoints_, np.argmax(scores), axis=0)\n",
-    "  chosenlines = getlines(find_intersections(sensors, square_lines))\n",
-    "\n",
-    "  # Fit GP\n",
-    "  rms = fitGP_multiple(K, np.array(chosenlines),  S, functions, Xi, Xj)\n",
-    "  rms_line_entropy.append(rms)\n",
-    "\n",
-    "  \n",
-    "plt.figure()\n",
-    "res = np.array(rms_line_entropy).T\n",
-    "for i in range(len(functions)):\n",
-    "    rms_er = res[i]\n",
-    "    plt.plot(range(2,h+1), rms_er)\n",
-    "\n",
-    "np.save(\"data/toy/geometric/entropy_res_\" + arrangement + str(p) + \".npy\", res)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Plots"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 65,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 792x792 with 9 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "import matplotlib.pyplot as plt\n",
-    "from matplotlib.gridspec import GridSpec\n",
-    "import matplotlib.cm as cm\n",
-    "from matplotlib.ticker import MaxNLocator\n",
-    "\n",
-    "\n",
-    "res_entropy = np.load(filepath + \"toy_entropy_\" + \"mean\" + 'all' + \"_error.npy\").T\n",
-    "res_random = np.load(filepath + \"toy_random_\" + 'all' + \".npy\")\n",
-    "res_optim = np.load(\"data/toy/geometric/optim_res.npy\")\n",
-    "res_geom = np.load(\"data/toy/geometric/geom_res.npy\")\n",
-    "res_circle = np.load(\"data/toy/geometric/entropy_res_circle7.npy\")\n",
-    "res_circle_random = np.load(\"data/toy/geometric/random_res_circle7.npy\")\n",
-    "\n",
-    "\n",
-    "fig = plt.figure(constrained_layout=True, figsize=(11, 11))\n",
-    "gs = GridSpec(3, 3, figure=fig)\n",
-    "ax1 = fig.add_subplot(gs[0])\n",
-    "ax2 = fig.add_subplot(gs[1])\n",
-    "ax3 = fig.add_subplot(gs[2])\n",
-    "ax4 = fig.add_subplot(gs[3])\n",
-    "ax5 = fig.add_subplot(gs[4])\n",
-    "ax6 = fig.add_subplot(gs[5])\n",
-    "ax7 = fig.add_subplot(gs[6])\n",
-    "ax8 = fig.add_subplot(gs[7])\n",
-    "ax9 = fig.add_subplot(gs[8])\n",
-    "\n",
-    "ax7.set_xlabel('Number of sensors (N)')\n",
-    "ax8.set_xlabel('Number of sensors (N)')\n",
-    "ax9.set_xlabel('Number of sensors (N)')\n",
-    "ax1.set_ylabel(\"RMS error\")\n",
-    "ax4.set_ylabel(\"RMS error\")\n",
-    "ax7.set_ylabel(\"RMS error\")\n",
-    "\n",
-    "h = 12\n",
-    "axes = [ax1, ax2, ax3, ax4, ax5, ax6, ax7, ax8, ax9]\n",
-    "\n",
-    "line_labels = [\"Optimized\", \"Geometric\", \n",
-    "               \"Entropy\", \"Random\", \"Entropy (circle)\", \"Random (circle)\"]\n",
-    "\n",
-    "for i in range(9):\n",
-    "    k = i\n",
-    "    axes[i].xaxis.set_major_locator(MaxNLocator(integer=True))\n",
-    "    axes[i].plot(range(2,h+1), res_optim[k], label=line_labels[0],  marker='', linestyle='dashdot', color='#e31a1c')\n",
-    "    axes[i].plot(range(2,h+1), res_geom[k], label=line_labels[1],  marker='', linestyle='dashdot', color='#fb9a99')\n",
-    "    axes[i].plot(range(2,h+1), res_entropy[k], label=line_labels[2],  marker='', linestyle='solid', color='#1f78b4')\n",
-    "    axes[i].plot(range(2,h+1), res_circle[k], label=line_labels[4],  marker='', linestyle='solid', c='lightblue')\n",
-    "    axes[i].plot(range(2,h+1), res_random[k], label=line_labels[3],  marker='', linestyle='dotted', color='#b2df8a')\n",
-    "    axes[i].plot(range(2,h+1), res_circle_random[k], label=line_labels[5],  marker='', linestyle='dotted', c='green') \n",
-    "plt.legend()\n",
-    "\n",
-    "plt.savefig(\"data/toy/geometric/9functions_new_\"+str(p)+\".pdf\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 67,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 360x216 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "k = 8\n",
-    "plt.figure(figsize=(5,3))\n",
-    "plt.plot(range(2,h+1), res_optim[k], label=line_labels[0],  marker='', linestyle='dashdot', color='#e31a1c')\n",
-    "plt.plot(range(2,h+1), res_geom[k], label=line_labels[1],  marker='', linestyle='dashdot', color='#fb9a99')\n",
-    "plt.plot(range(2,h+1), res_entropy[k], label=line_labels[2],  marker='', linestyle='solid', color='#1f78b4')\n",
-    "plt.plot(range(2,h+1), res_circle[k], label=line_labels[4],  marker='', linestyle='solid', c='lightblue')\n",
-    "plt.plot(range(2,h+1), res_random[k], label=line_labels[3],  marker='', linestyle='dotted', color='#b2df8a')\n",
-    "plt.plot(range(2,h+1), res_circle_random[k], label=line_labels[5],  marker='', linestyle='dotted', c='green') \n",
-    "\n",
-    "\n",
-    "plt.xlabel('Number of sensors (N)'), plt.ylabel(\"RMS error\")\n",
-    "plt.legend()\n",
-    "\n",
-    "plt.savefig(\"data/toy/geometric/geometric.pdf\", pad_inches = 0, bbox_inches='tight')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Combined plot"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 133,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "(100, 100)\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 864x216 with 5 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "i = 8\n",
-    "arrangement = \"all\"\n",
-    "fig = plt.figure(constrained_layout=True, figsize=(12, 3))\n",
-    "gs = GridSpec(2, 10, figure=fig)\n",
-    "ax1 = fig.add_subplot(gs[0,0])\n",
-    "ax2 = fig.add_subplot(gs[1,0])\n",
-    "ax3 = fig.add_subplot(gs[0:2,1:4])\n",
-    "ax4 = fig.add_subplot(gs[0:2,4:7])\n",
-    "ax5 = fig.add_subplot(gs[0:2,7:10])\n",
-    "#\n",
-    "# TRUE FUNCTION\n",
-    "#\n",
-    "\n",
-    "[Xi2, Xj2] = np.meshgrid(np.linspace(gridstart, gridend, 100), np.linspace(gridstart, gridend, 100))\n",
-    "ax1.set_title(\"True Function\")\n",
-    "print(functions[i](Xi2,Xj2).shape)\n",
-    "im = ax1.pcolor(Xi2, Xj2, functions[i](Xi2,Xj2))\n",
-    "#plt.colorbar(mappable=im, ax=ax1, fraction=0.05, aspect=50)\n",
-    "ax1.set_aspect('equal', adjustable='box')\n",
-    "#ax1.set_xlim(-0.1,5.1), ax1.set_ylim(-0.1,5.1)\n",
-    "ax1.axis('off')\n",
-    "\n",
-    "#\n",
-    "# FIT\n",
-    "#\n",
-    "\n",
-    "[Xi2, Xj2] = np.meshgrid(np.linspace(gridstart, gridend, 100), np.linspace(gridstart, gridend, 100))\n",
-    "ax2.set_title(\"GP mean\")\n",
-    "ax2.set_xlabel('12 sensors, Entropy (mean)')\n",
-    "\n",
-    "mean = np.squeeze(np.load(\"mean.npy\")).reshape((50,50))\n",
-    "im = ax2.pcolor(Xi, Xj, mean)\n",
-    "#plt.colorbar(mappable=im, ax=ax1, fraction=0.05, aspect=50)\n",
-    "ax2.set_aspect('equal', adjustable='box')\n",
-    "#ax1.set_xlim(-0.1,5.1), ax1.set_ylim(-0.1,5.1)\n",
-    "ax2.axis('off')\n",
-    "\n",
-    "\n",
-    "#\n",
-    "# STRATEGIES\n",
-    "#\n",
-    "filepath = \"data/toy/\"\n",
-    "rms_mean = np.load(filepath + \"toy_entropy_\" + \"mean\" + arrangement + \"_error.npy\").T[i]\n",
-    "rms_min = np.load(filepath + \"toy_entropy_\" + \"min\" + arrangement + \"_error.npy\").T[i]\n",
-    "rms_max = np.load(filepath + \"toy_entropy_\" + \"max\" + arrangement + \"_error.npy\").T[i]\n",
-    "rms_mean_mi = np.load(filepath + \"toy_mi_\" + arrangement + \"5mean\" + \"_error.npy\").T[i]\n",
-    "rms_min_mi = np.load(filepath + \"toy_mi_\" + arrangement + \"5min\" + \"_error.npy\").T[i]\n",
-    "rms_max_mi = np.load(filepath + \"toy_mi_\" + arrangement + \"5max\" + \"_error.npy\").T[i]\n",
-    "\n",
-    "\n",
-    "ax3.plot(range(2,len(rms_mean)+2), rms_mean, label='Entropy (Mean)',  marker='', linestyle='solid',  c='#1f78b4')\n",
-    "ax3.plot(range(2,len(rms_max)+2), rms_max, label='Entropy (Max)',  marker='', linestyle='solid', c='#fdbf6f')\n",
-    "ax3.plot(range(2,len(rms_min)+2), rms_min, label='Entropy (Min)', marker='', linestyle='solid', c='#e31a1c')\n",
-    "ax3.plot(range(2,len(rms_mean_mi)+2), rms_mean_mi, label='MI (Mean)',  marker='', linestyle='dotted',  c='#1f78b4')\n",
-    "ax3.plot(range(2,len(rms_max_mi)+2), rms_max_mi, label='MI (Maximum)',  marker='', linestyle='dotted', c='#fdbf6f')\n",
-    "ax3.plot(range(2,len(rms_min_mi)+2), rms_min_mi, label='MI (Minimum)', marker='', linestyle='dotted', c='#e31a1c')\n",
-    "ax3.set_xlabel('Number of sensors (N)'), ax3.set_ylabel(\"RMS error\")\n",
-    "ax3.legend()\n",
-    "\n",
-    "#\n",
-    "# BASELINES\n",
-    "#\n",
-    "\n",
-    "rms_mi = rms_mean_mi\n",
-    "rms_entropy = rms_mean\n",
-    "rms_random = np.load(filepath + \"toy_random_\" + arrangement + \".npy\")[i]\n",
-    "rms_pointentropy = np.load(filepath + \"toy_pointentropy_\" + arrangement + \".npy\")[i]\n",
-    "rms_pointmi = np.load(filepath + \"toy_pointmi_\" + arrangement + \".npy\")[i]\n",
-    "\n",
-    "ax4.plot(range(2,len(rms_entropy)+2), rms_entropy, label='Entropy',  marker='', linestyle='solid',  c='#1f78b4')\n",
-    "ax4.plot(range(2,len(rms_mi)+2), rms_mi, label='MI',  marker='', linestyle='dotted', c='#fdbf6f')\n",
-    "ax4.plot(range(2,len(rms_random)+2), rms_random, label='Random', marker='', linestyle='dashdot', c='#e31a1c')\n",
-    "ax4.plot(range(2,len(rms_pointentropy)+2), rms_pointentropy, label='Point Entropy',  marker='', linestyle=(0, (1, 1)), c='#33a02c')\n",
-    "ax4.plot(range(2,len(rms_pointmi)+2), rms_pointmi, label='Point MI',  marker='', linestyle='dashed', c='#fb9a99')\n",
-    "plt.setp(ax4.get_yticklabels(), visible=False)\n",
-    "ax4.set_xlabel('Number of sensors (N)')\n",
-    "ax4.legend()\n",
-    "\n",
-    "# GEOMETRIC\n",
-    "\n",
-    "ax5.plot(range(2,h+1), res_optim[k], label=line_labels[0],  marker='', linestyle='dashdot', color='#e31a1c')\n",
-    "ax5.plot(range(2,h+1), res_geom[k], label=line_labels[1],  marker='', linestyle='dashdot', color='#fb9a99')\n",
-    "ax5.plot(range(2,h+1), res_entropy[k], label=line_labels[2],  marker='', linestyle='solid', color='#1f78b4')\n",
-    "ax5.plot(range(2,h+1), res_circle[k], label=line_labels[4],  marker='', linestyle='solid', c='lightblue')\n",
-    "ax5.plot(range(2,h+1), res_random[k], label=line_labels[3],  marker='', linestyle='dotted', color='#b2df8a')\n",
-    "ax5.plot(range(2,h+1), res_circle_random[k], label=line_labels[5],  marker='', linestyle='dotted', c='green') \n",
-    "plt.setp(ax5.get_yticklabels(), visible=False)\n",
-    "\n",
-    "plt.xlabel('Number of sensors (N)')\n",
-    "plt.legend()\n",
-    "\n",
-    "plt.savefig(filepath + \"Entropy+MI+Geom.png\", pad_inches = 0, bbox_inches='tight', dpi=300)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "colab": {
-   "collapsed_sections": [
-    "qyKvZaPu8zdF",
-    "GJ9j8tTfGQuB",
-    "6xeuA3T06UZ4"
-   ],
-   "name": "Observation Locations - Points VS Lines .ipynb",
-   "provenance": []
-  },
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.1"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 1
-}
diff --git a/experiments/.ipynb_checkpoints/ultrasound-checkpoint.ipynb b/experiments/.ipynb_checkpoints/ultrasound-checkpoint.ipynb
deleted file mode 100644
index 4b5c06789b8395b8b87241f1c8bb8f91718b1dab..0000000000000000000000000000000000000000
--- a/experiments/.ipynb_checkpoints/ultrasound-checkpoint.ipynb
+++ /dev/null
@@ -1,1146 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Ultrasound propagation"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from matplotlib.gridspec import GridSpec\n",
-    "import matplotlib.cm as cm\n",
-    "import numpy as np\n",
-    "import math\n",
-    "import matplotlib.pyplot as plt\n",
-    "from sklearn.metrics import mean_squared_error as mse\n",
-    "from bayes_opt import BayesianOptimization\n",
-    "import scipy as scipy\n",
-    "import matplotlib.patches as patches\n",
-    "\n",
-    "from kernels.numeric import Numeric\n",
-    "from kernels.analytic_RQ import RQ\n",
-    "from placementcriteria.entropy_ultrasound import Entropy_ultrasound\n",
-    "\n",
-    "def error_rmse(estimated, true):\n",
-    "    return np.sqrt(mse(estimated, true))\n",
-    "\n",
-    "def error_psnr(predicted, real):\n",
-    "    peakval = np.max(real)\n",
-    "    return 10*np.log10(peakval**2/mse(real,predicted))\n",
-    "\n",
-    "def error_re(real, predicted):\n",
-    "    return np.linalg.norm(real - predicted) / np.linalg.norm(real)\n",
-    "\n",
-    "def error(estimated, true):\n",
-    "    return error_rmse(estimated, true)\n",
-    "\n",
-    "def getw(p1, p2):\n",
-    "    return [p2[0] - p1[0], p2[1] - p1[1]]\n",
-    "\n",
-    "def scale(point):\n",
-    "    if point[0] > period/2:\n",
-    "        point = point - [period,0]\n",
-    "    if point[0] < -period/2:\n",
-    "        point = point + [period,0]\n",
-    "    return point\n",
-    "\n",
-    "def sample_line(point1, point2, samples):\n",
-    "    p = point1\n",
-    "    w = getw(point1, point2)\n",
-    "    s = np.linspace(0,1, samples)[:,None]\n",
-    "    points = w * s + p\n",
-    "    points = np.array([scale(x) for x in points])\n",
-    "    return points\n",
-    "\n",
-    "def plotlines(lines, color=\"lightgray\"):\n",
-    "    for line in newlines:\n",
-    "        samples = sample_line(line[0], line[1], 100)\n",
-    "        plt.plot(samples[:,0],samples[:,1],'o', color=color)\n",
-    "\n",
-    "def value(xi, xj, func):\n",
-    "    if xi < -period/2:\n",
-    "        xi += period\n",
-    "    if xi > period/2:\n",
-    "        xi -= period\n",
-    "    if xi < -period/2:\n",
-    "        xi += period\n",
-    "    if xi > period/2:\n",
-    "        xi -= period\n",
-    "    return func(xi, xj)\n",
-    "\n",
-    "def normalize(values):\n",
-    "    return (values - np.min(values)) / (np.max(values) - np.min(values))\n",
-    "\n",
-    "def plotfunc(Xi,Xj,Y):\n",
-    "    plt.figure(figsize=(2, 3))\n",
-    "    plt.subplot(111)\n",
-    "    plt.pcolor(Xi, Xj, Y)\n",
-    "    plt.plot(np.ones(gridend_y)*gridstart_x, range(0,gridend_y), color='black')\n",
-    "    plt.plot(np.ones(gridend_y)*gridend_x, range(0,gridend_y), color='black')\n",
-    "    plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\")\n",
-    "    plt.title(\"Original function\")\n",
-    "    plt.colorbar()\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Functions"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "period = 2*np.pi*35\n",
-    "\n",
-    "f1 = lambda xi, xj: np.cos(xi / 50) ** 2 * np.sin(xj / 100)\n",
-    "f5 = lambda xi, xj: np.sin(xi / 90) ** 2 * np.sin(xj / 90) ** 2\n",
-    "f6 = lambda xi, xj: np.sin(xi / 35) ** 2 * np.sin(xj / 35) ** 2\n",
-    "f7 = lambda xi, xj: np.cos(xi / 100) ** 2 * np.sin(xj / 150)\n",
-    "f9 = lambda xi, xj: np.sin(xi*0.02857) * np.cos(xj*0.01)\n",
-    "f10 = lambda xi, xj: np.sin(xi*0.02857) * np.sin(xj * 0.02857)\n",
-    "\n",
-    "functions = [f1, f5, f6, f7, f9, f10]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 144x216 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 144x216 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 144x216 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 144x216 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 144x216 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 144x216 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "n_x = 100\n",
-    "n_y = 130\n",
-    "gridstart_x = -period/2\n",
-    "gridend_x = period/2\n",
-    "gridstart_y = 0\n",
-    "gridend_y = 300\n",
-    "\n",
-    "[Xi, Xj] = np.meshgrid(np.linspace(gridstart_x, gridend_x, n_x), np.linspace(gridstart_y, gridend_y, n_y))\n",
-    "Y_real = np.ones(Xi.shape)\n",
-    "\n",
-    "for function in functions:\n",
-    "    for i in range(Xi.shape[0]):\n",
-    "        for j in range(Xi.shape[1]):\n",
-    "            Y_real[i,j] = value(Xi[i,j], Xj[i,j], function)\n",
-    "    Y_real = normalize(Y_real)\n",
-    "    plotfunc(Xi,Xj,Y_real)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Lines"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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\n",
-      "text/plain": [
-       "<Figure size 504x144 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "second = True\n",
-    "third = False\n",
-    "\n",
-    "n_start_x = 5\n",
-    "n_start_y = 2\n",
-    "V_start = np.array(np.meshgrid(np.linspace(gridstart_x+20, gridend_x-20, n_start_x), \n",
-    "                             np.linspace(gridstart_y, gridstart_y+100, n_start_y)))\n",
-    "V_start = V_start.reshape(2,n_start_x*n_start_y).T\n",
-    "\n",
-    "n_end_x = 5\n",
-    "n_end_y = 2\n",
-    "V_end = np.array(np.meshgrid(np.linspace(gridstart_x+10, gridend_x-10, n_end_x), \n",
-    "                             np.linspace(gridstart_y+200, gridend_y, n_end_y)))\n",
-    "V_end = V_end.reshape(2,n_end_x*n_end_y).T\n",
-    "\n",
-    "\n",
-    "plt.scatter(V_start[:,0], V_start[:,1], color='blue')\n",
-    "plt.scatter(V_end[:,0], V_end[:,1], color='green')\n",
-    "plt.xlim(-110,110)\n",
-    "plt.show()\n",
-    "\n",
-    "all_lines = []\n",
-    "for point1 in V_start:\n",
-    "  for point2 in V_end:\n",
-    "    if not np.array_equal(point1, point2):\n",
-    "        all_lines.append([point1, point2])\n",
-    "        if second == True:\n",
-    "            all_lines.append([point1, point2 + [period,0]])\n",
-    "            all_lines.append([point1, point2 + [-period,0]])\n",
-    "        if third == True:\n",
-    "            all_lines.append([point1, point2 + [2*period,0]])\n",
-    "            all_lines.append([point1, point2 + [-2*period,0]])\n",
-    "all_lines = np.array(all_lines)\n",
-    "\n",
-    "fig = plt.figure(constrained_layout=True, figsize=(7, 2))\n",
-    "gs = GridSpec(1, 1, figure=fig)\n",
-    "ax1 = fig.add_subplot(gs[0,0])\n",
-    "for i in range(len(all_lines)):\n",
-    "    line = sample_line(all_lines[i][0], all_lines[i][1], 500)\n",
-    "    ax1.plot(line[:,1],line[:,0],'o', markersize=0.8, color='lightgray')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Test Data"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "n = 50\n",
-    "[Xi, Xj] = np.meshgrid(np.linspace(-110,110, n), np.linspace(0, 300, n))\n",
-    "S = np.vstack((Xi.ravel(), Xj.ravel())).T\n",
-    "S_real = np.ones(Xi.shape)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Fit GP\n",
-    "\n",
-    "Here we assume that the optimal placements and sensors have already been found and the lines for each configuration have been saved."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "#filename = \"data/ultrasound/simple_onestart2\"\n",
-    "filename = \"data/ultrasound/simple\"\n",
-    "K = Numeric(lengthscale=15., variance=0.5, noise=0.001, kerneltype='Matern32', period=2*np.pi*35, samples=10)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def get_integralvalues_for_function(X, f, linenoise=0.001):\n",
-    "    def F_orig(S):\n",
-    "        x = S[:,0]\n",
-    "        y = S[:,1]\n",
-    "        return value(x,y,f)\n",
-    "    \n",
-    "    def r(t, p1, p2):\n",
-    "        return np.array([(1-t)*p1[0] + t*p2[0], \n",
-    "                     (1-t)*p1[1] + t*p2[1]])\n",
-    "\n",
-    "    def delta(point1, point2):\n",
-    "        return np.sqrt(  (point2[0]-point1[0])**2\n",
-    "              + (point2[1]-point1[1])**2 )\n",
-    "\n",
-    "    integrals = []\n",
-    "    for i in range(len(X)):\n",
-    "        line = X[i]\n",
-    "        point1 = line[0]\n",
-    "        point2 = line[1]\n",
-    "        t = np.linspace(0.,1., 100)\n",
-    "        t_diff = np.ediff1d(t, to_begin=0)\n",
-    "        res = 0\n",
-    "        for i in range(1,len(t)):\n",
-    "            res += F_orig(r(np.reshape(t[i], (1,)), point1, point2).T) * delta(r(t[i], point1, point2), r(t[i-1], point1, point2))\n",
-    "        integrals.append(np.sum(res))\n",
-    "\n",
-    "    intgrl = np.array(integrals)     \n",
-    "    intgrl = intgrl + np.random.normal(0,linenoise,len(integrals))\n",
-    "    return intgrl\n",
-    "\n",
-    "def compute_error(X, funcs, K, itr, t):\n",
-    "    Kxx = K.kernel(X, X) + K.noise * np.eye(len(X))\n",
-    "    Kxx_inv = np.linalg.inv(Kxx)\n",
-    "    Kxs = K.kernel(X, S)\n",
-    "\n",
-    "    errors = []\n",
-    "    for m in range(len(funcs)):\n",
-    "        Y = get_integralvalues_for_function(X, funcs[m])[:, None]\n",
-    "        Y_real = np.ones(Xi.shape)\n",
-    "        for i in range(Xi.shape[0]):\n",
-    "            for j in range(Xi.shape[1]):\n",
-    "                Y_real[i,j] = value(Xi[i,j], Xj[i,j], funcs[m])\n",
-    "        Y_real = normalize(Y_real)\n",
-    "        test_y = np.array(Y_real)\n",
-    "        mean = Kxs @ Kxx_inv @ Y\n",
-    "        mean = mean.reshape(Xi.shape)\n",
-    "        np.save(filename + t + str(itr) + str(m) + \"_smooth_mean.npy\", mean)\n",
-    "        np.save(filename + t + str(itr) + str(m) + \"_smooth_real.npy\", test_y)\n",
-    "        rms = error(test_y, mean)\n",
-    "        errors.append(rms)\n",
-    "    return np.array(errors)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Entropy"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 91,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "mespoints = np.array([0,1,2,3,4])\n",
-    "types = ['mean', 'max', 'min']\n",
-    "for t in types:\n",
-    "    errors = []\n",
-    "    for k in mespoints:\n",
-    "        print(k)\n",
-    "        funcerrors = []\n",
-    "        lines = np.load(filename + t + str(k) + \"_lines.npy\")\n",
-    "        s = np.load(filename + t + str(k) + \"_chosenstarts.npy\")\n",
-    "        e = np.load(filename + t + str(k) + \"_chosen.npy\")\n",
-    "        #plt.figure()\n",
-    "        #plt.scatter(s[:,0], s[:,1], color='#dea6ed', zorder=10, edgecolors=\"#ae79bd\", s=60)\n",
-    "        #plt.scatter(e[:,0], e[:,1], color='#dea6ed', zorder=10, edgecolors=\"#ae79bd\", s=60)\n",
-    "        e = compute_error(lines, functions, K, k, t)\n",
-    "        errors.append(e)\n",
-    "\n",
-    "    np.save(filename + t + str(k) + \"_smooth_errors.npy\", errors)\n",
-    "plt.plot(mespoints, errors)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Geometric"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 30,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "0.30579994997045146\n"
-     ]
-    }
-   ],
-   "source": [
-    "sensors = np.array([[43.770371783035806, 0], [128.00339481819282, 0], [205.78669886718745, 0],\n",
-    "           [29.855873577562065, 300], [102.48438714831346, 300],[188.15324714625396, 300]])\n",
-    "sensors = sensors - [np.pi*35, 0]\n",
-    "sensors_s = sensors[:3]\n",
-    "sensors_e = sensors[3:]\n",
-    "lines = get_lines(sensors_s, sensors_e)\n",
-    "k = 3\n",
-    "rms = compute_error(lines, functions, K, k, 'geometric')\n",
-    "print(np.mean(rms))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Mean of RMSEs"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 92,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "labels = [\"Mean (one transmitter)\", \"Max (one transmitter)\", \"Min (one transmitter)\",]\n",
-    "k = 4\n",
-    "mespoints = np.array([0,1,2,3,4])\n",
-    "\n",
-    "# One transmitter\n",
-    "errors_one = np.load(\"data/ultrasound/simple_onestart2\" + 'mean' + str(k) + \"_smooth_errors.npy\")\n",
-    "plt.plot(mespoints+3, np.mean(errors_one, axis=1), label=\"Mean (one transmitter)\", linestyle='dashed',  c='#1f78b4')\n",
-    "errors_one = np.load(\"data/ultrasound/simple_onestart2\" + 'max' + str(k) + \"_smooth_errors.npy\")\n",
-    "plt.plot(mespoints+3, np.mean(errors_one, axis=1), label=\"Max (one transmitter)\", linestyle='dashed', c='#fdbf6f')\n",
-    "errors_one = np.load(\"data/ultrasound/simple_onestart2\" + 'min' + str(k) + \"_smooth_errors.npy\")\n",
-    "plt.plot(mespoints+3, np.mean(errors_one, axis=1), label=\"Min (one transmitter)\", linestyle='dashed', c='#fb9a99')\n",
-    "\n",
-    "plt.scatter(6, 0.306, marker='x', label=\"Geometric\", color='#77ba73', s=100)\n",
-    "\n",
-    "\n",
-    "errors_one = np.load(\"data/ultrasound/simple\" + 'mean' + str(k) + \"_smooth_errors.npy\")\n",
-    "plt.plot(mespoints+3, np.mean(errors_one, axis=1), label=\"Mean\", linestyle='solid',  c='#1f78b4')\n",
-    "errors_one = np.load(\"data/ultrasound/simple\" + 'max' + str(k) + \"_smooth_errors.npy\")\n",
-    "plt.plot(mespoints+3, np.mean(errors_one, axis=1), label=\"Max\", linestyle='solid', c='#fdbf6f')\n",
-    "errors_one = np.load(\"data/ultrasound/simple\" + 'min' + str(k) + \"_smooth_errors.npy\")\n",
-    "plt.plot(mespoints+3, np.mean(errors_one, axis=1), label=\"Min\", linestyle='solid', c='#fb9a99')\n",
-    "\n",
-    "\n",
-    "plt.xticks(np.arange(3, 8, 1.0))\n",
-    "plt.xlabel('Number of sensors (N)', fontsize=16), plt.ylabel(\"RMS error\", fontsize=16)\n",
-    "plt.legend(loc='upper right', ncol=2, prop={'size': 10})\n",
-    "plt.savefig(\"data/ultrasound/toyerrors.pdf\", pad_inches = 0, bbox_inches='tight')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Individual plots "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 32,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 864x432 with 6 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig = plt.figure(constrained_layout=True, figsize=(12, 6))\n",
-    "gs = GridSpec(2, 3, figure=fig)\n",
-    "ax1 = fig.add_subplot(gs[0,0])\n",
-    "ax2 = fig.add_subplot(gs[0,1])\n",
-    "ax3 = fig.add_subplot(gs[0,2])\n",
-    "ax4 = fig.add_subplot(gs[1,0])\n",
-    "ax5 = fig.add_subplot(gs[1,1])\n",
-    "ax6 = fig.add_subplot(gs[1,2])\n",
-    "\n",
-    "ax = [ax1, ax2, ax3, ax4, ax5, ax6]\n",
-    "\n",
-    "errors_one_mean = np.load(\"data/ultrasound/simple_onestart2\" + 'mean' + str(k) + \"_smooth_errors.npy\").T\n",
-    "errors_one_min = np.load(\"data/ultrasound/simple_onestart2\" + 'min' + str(k) + \"_smooth_errors.npy\").T\n",
-    "errors_one_max = np.load(\"data/ultrasound/simple_onestart2\" + 'max' + str(k) + \"_smooth_errors.npy\").T\n",
-    "errors_mean = np.load(\"data/ultrasound/simple\" + 'mean' + str(k) + \"_smooth_errors.npy\").T\n",
-    "errors_min = np.load(\"data/ultrasound/simple\" + 'min' + str(k) + \"_smooth_errors.npy\").T\n",
-    "errors_max = np.load(\"data/ultrasound/simple\" + 'max' + str(k) + \"_smooth_errors.npy\").T\n",
-    "\n",
-    "errors_geom = rms\n",
-    "\n",
-    "for i in range(len(functions)):\n",
-    "    ax[i].plot(mespoints+3, errors_one_mean[i], label=\"Mean (one transmitter)\", linestyle='dashed',  c='#1f78b4')\n",
-    "    ax[i].plot(mespoints+3, errors_one_max[i], label=\"Max (one transmitter)\", linestyle='dashed', c='#fdbf6f')\n",
-    "    ax[i].plot(mespoints+3, errors_one_min[i], label=\"Min (one transmitter)\", linestyle='dashed', c='#fb9a99')\n",
-    "\n",
-    "    ax[i].plot(mespoints+3, errors_mean[i], label=\"Mean\", linestyle='solid',  c='#1f78b4')\n",
-    "    ax[i].plot(mespoints+3, errors_max[i], label=\"Max\", linestyle='solid', c='#fdbf6f')\n",
-    "    ax[i].plot(mespoints+3, errors_min[i], label=\"Min\", linestyle='solid', c='#fb9a99')\n",
-    "    \n",
-    "    ax[i].scatter(6, errors_geom[i], marker='x', label=\"Geometric\", color='#77ba73')\n",
-    "    ax[i].set_xlabel('Number of sensors (N)', fontsize=16), ax[i].set_ylabel(\"RMS error\", fontsize=16)\n",
-    "    if i == 5:\n",
-    "        ax[i].legend()\n",
-    "    \n",
-    "plt.savefig(\"data/ultrasound/toyerrors_individual.pdf\", pad_inches = 0, bbox_inches='tight')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### GP fit means"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 68,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x432 with 36 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "k = 3\n",
-    "types = ['mean', 'max', 'min']\n",
-    "titles = ['Entropy (mean)', 'Entropy (max)', 'Entropy (min)']\n",
-    "fig = plt.figure(constrained_layout=True, figsize=(10, len(functions)))\n",
-    "gs = GridSpec(len(functions), 6, figure=fig)\n",
-    "gs.update(wspace=0.1, hspace=0.1)\n",
-    "\n",
-    "for func in range(len(functions)):\n",
-    "    \n",
-    "    ax1 = fig.add_subplot(gs[func,0])\n",
-    "    ax2 = fig.add_subplot(gs[func,1])\n",
-    "    ax3 = fig.add_subplot(gs[func,2])\n",
-    "    ax4 = fig.add_subplot(gs[func,5])\n",
-    "    ax5 = fig.add_subplot(gs[func,3])\n",
-    "    ax6 = fig.add_subplot(gs[func,4])\n",
-    "    ax = [ax1, ax2, ax3, ax5, ax6, ax4]\n",
-    "    \n",
-    "    if func == 0:\n",
-    "        ax1.set_title('Entropy (mean)')\n",
-    "        ax2.set_title('Entropy (max)')\n",
-    "        ax3.set_title('Entropy (min)')\n",
-    "        ax5.set_title('Geometric')\n",
-    "        ax4.set_title('One trasmitter')\n",
-    "        ax6.set_title('True function')\n",
-    "\n",
-    "    for i, t in enumerate(types):\n",
-    "        mean = np.load(filename + t + str(k) + str(func) + \"_smooth_mean.npy\")\n",
-    "        ax[i].pcolor(Xj, Xi, mean.reshape(Xi.shape))\n",
-    "        ax[i].axis('off')\n",
-    "    \n",
-    "    mean = np.load(filename + 'geometric' + str(k) + str(func) + \"_smooth_mean.npy\")\n",
-    "    ax[3].pcolor(Xj, Xi, mean.reshape(Xi.shape))\n",
-    "    ax[3].axis('off')\n",
-    "    \n",
-    "    mean = np.load(filename +\"_onestart\" + 'mean' + str(k) + str(func) + \"_smooth_mean.npy\")\n",
-    "    ax[4].pcolor(Xj, Xi, mean.reshape(Xi.shape))\n",
-    "    ax[4].axis('off')\n",
-    "    \n",
-    "    mean = np.load(filename + t + str(k) + str(func) + \"_smooth_real.npy\")\n",
-    "    ax4.pcolor(Xj, Xi, mean.reshape(Xi.shape))\n",
-    "    ax4.axis('off')\n",
-    "\n",
-    "plt.savefig(\"data/ultrasound/smoothmeans.png\", pad_inches = 0, bbox_inches='tight')\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Placements"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 52,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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V0kPIS38HwG/6ypFPt5V8BemUvgxuRdOXw631skmqopDj4hm+EW6Y60GnONwwwNZdz306Qw87Xz0K1yvxb294HM8Gemh4adGv7gjAt9z0WHzyaRU99CE2n3zyySeffPLJp23J9yD55JNPPvnkk08+WeQrSD755JNPPvnkk08WbVUHaW9vz3n00UevaCg+PQj0wQ9+sOo4Tukif+vzj0+X4R/A5yGffB7y6fK0KQ9tpSA9+uij+MAHvLoM+PRsoUVD3AuRzz8+XYZ/AJ+HfPJ5yKfL06Y85IfYfPLJJ5988sknnyzyFSSffPLJJ5988skni3wFySeffPLJJ5988skiX0HyySeffPLJJ598smgrkLZPPvnkk08+PcjUGXXxs3/wCzc9DJ9uiMrJvY2v3amCNJ/P8fNPvhMfrT8NZw6YAPDCwiP46sf+AgKB3TqrHMfBbx7/N/za0btxMqyhFCviiw5ehS/Y/zy4Vex3Q9c1p+uaD3C972lbuq51uM71fth49bqftS35631xehjXzqbJfIqTXg2lZHGrv3McB4PpEP3pANP5DKFAEIlQHPFQbOcy47L0II11He16Hie92lbXb9Vq5GUve5mzKj1yPp/jhz/4EwgHIji8c4h4PI7BYID79+5j4ozxbZ/5zTtjfMdx8LY/+nHcHxzja57/lXg0+Tw81fsz/NzHfxF3Egf4W5/8LTthguua03XNB7j8nIwxH3Qc52UXefY6/gGubx2uc70fNl697LMuwz/A7eGhB2W9t6EHZe0uy0Mv/NRPcL7vZ9+Gr/20r9r4bxzHwS/+8btw1K+gcFCUMdeOariTKOMrPvHVt0bxeJDGuo6uYh70HH7dp792Ix7amar+80++E+FABI9/8uPI5XOIxqLI5XN4/JMfR9hE8J8++iu7ehR+8/i/4f7gGN//0u/CK0ovx53EIV5Rejm+/6XfhXv9I7yn8t6dPOe65nRd8wGu9z1tS9e1Dte53g8br173s7Ylf70vTg/j2u2KPnzyJzjqV/Do4y9YGvMLHn8B7vUreKL6pzc9RKEHaazr6DbMY2cK0kfrT+PwzuEZzT8QCODwziGerF2qttcS/drRu/E1z/9KRIKRpc8jwQi+5vlfiXfd/42dPOe65nRd8wGu9z1tS9e1Dte53g8br173s7Ylf70vTg/j2u2KPnT8P1E4KHqOuXhQxO8e/eENjewsPUhjXUe3YR47U5CcORCPxz2/i8fjcOa7ehJwMqzh0eTzPL97fvK5OBluF2dcRdc1p+uaD3C972lbuq51uM71fth49bqftS35631xehjXblfUGXXXjrkz6l7ziFbTgzTWdXQb5rEzBckEgMFg4PndYDDYaUGBUqyIp3p/5vndx3vPoBTbDny3is6bk9nRnK5rPgCAa5rTRei61uE61/s6nuU4DhBwrvy9Oo6D0WgEx8yf9Tx0XbIBwLXt2WvbF7dYBq2idDS1dszpSPKaR7Sazh1rNHXNI7oY3YZ57IwVX1h4BPfv3cd8vqz+z+dz3Lt3D4exvTPfXZS+6OBV+LmP/yLGs/HS5+PZGD/38V/Eqw+/cCfPeUH+ebh3757nnO7fu4cXFrytrW3puuYznU5RCuXWzOk+His+fyfPughd1zpc13Ou+llUWJrNJgomc2XvdT6fo9vtotls4v79+8jOk896HnpB4Xm4v2IN7t27h0dzz93JcxzHwfNS+9ey3texdvP5HM9JlG4t/6yil+5/KmpHNc8xn9w7wQviz8NsNruh0S3TS8qfgur9qudYq/ereEn5U29oZJuT4zj45Nwn4OT+iec8akdVvHT/6uexMwXptS98DYaTAZ748BNoNpoYDUdoNpp44sNPoDfs4DPMJ+H4+HgnTPQF+5+Hw/g+vvND34P3nvx33O3fw3tP/ju+80PfgzuJA7yy/IpLP2M6neLlsc9Ab9hZMacu/pfsZ+9E6bvq+TiO61145pln8FnhF6+c03g2xGtf+JpLz+eidB3v9Tqfc5XPms/naLVaOD4+xtHR0VpeHU4HF3qvjuNgOByiWq3i+PgY9+7dQ7fbxStSn+X5rI98+COYOOOHnoccx8GXHLwKvVFvpbz7zNCnYjAYYJssYa/n9Ho9vCTwKSvfbX/Uw5c/8upLzwm4+rWbz+eo1Wr4NOfxlfMZjPv4qhd86U7ms0v65NKLsB8t4sknnlwa85MffhKZeQKZURy1Ws31sF7inV+WHMfBnUgZmXkCT37Ye6z7wcLOnBVXQeT7/DSFzMx7Hjmk8cLMI1c+lp2l+Q8GA3zsYx/De5rvRwMdBBDEHDPkkcYrUp8lQKu9vT3k83lEIpFLpRo6joP3VN6Ld93/DanX8erDL8Qry6+4dArjdDrF3bt30el0MJ/P8d7uBz3nFA6HcefOHWQymUs/86rmM5/P0Ww2Ua1WMR6P5TOvOX3VC74U+/v7N5bmD1zte72J5+z6WbPZDJ1OB7PZDI1GA8PhUL5b9V5fvf9KPPbYYxs/Yz6fo9/vYzqdotVqodfrIRQKCf+setYjqTv4uhf/xStN0b4NPDQcDkVZXCUbAoEAotEoDg4OkEqltn7ufD5Hp9NBtVrFYDBYK4fy+Tzu3LmDYDB46bldxdo5joPxeIx2u41KpQLHcVbO5/Mzfw6PPfbYSuwJsJs0/2/7yb+7dR2knJPCeDrF8fQEw/kEsUAYzwntYz9UwNTMMcccU8zQRBc9eIeGrpqSiCODBOJOBJVpE/enJxjOR4gFIjgMlVAO5eEYgxpa6GOIKW6H10uTzAFRwDGoTuu4O63Imh+GStgL5dEyXTTQ2ererH+1aZr/ThSk2WyGu3fvot1un/kuEAgsaavBYBDJZBLZbBbpdPrGi8rZNJvNcO/ePbRarTPfBYPBMx6wRCKB/f19JBKJW1VbQodfGo3GRp67UCiE5z73uUilVsd2r1pB8smbqLT0+300Gg0EAgEEAoGVMfpSqYSTkxP5/UUvehGi0ehGzyDfOI4Dx3EwnU49+Yd80u26YMl0Oo3nP399eOQ6FKSrpNlshkqlglptM8ByJBLB4eHhVkrSfD5Ho9FAtVrFbDZbkp/GGE8PRT6fx8HBwU6UpF0SFb1ms4ler7eR5yKTyeA5z3nOyrlcloce/7RPcr77Z35wq7/JI40C0gAMJpgiigjmmCOAAAwMZphiDiCAAGaY4QRNjDC+VgUkiTiKyCK8CAwFEcIMMwQQwAgTRBHGHDMABg4c9DBEC10MMV5/42ukDJLIIYMQDAw4hykCCMo6z+AgCAPAoI721kpSObmHP//Y52/EQ5eupD2fz3FyciLKUTQaxWg0ku+j0SiGwyGMMZjP55jNZhiNRjg+PsZ0OkU+n78VShKtnHq9LspRMBjEfD4XgRSJRDAcDhEIBOTAYAhib2/v1ihJDL/U63UMh0M4joNQKITpdCrXxGIxDIfDpc+n0yna7Tbi8fitE7TPViJfdrtdNBoNAK5iMp1ORTEJh8OYTCbyN5lMBsViEePxWHj5+PgYjzzi7ZK2FSPeYzKZiLeKpA/odDoNx3FkHMPhEPP5/Fbs56ug2WyGk5MT1Ov1M/spkUig3+8DcOXEeDyGMQbj8RhHR0c4PDxEMpk8Vz5o5YieFsB9x9PpFKFQaOld81mNRgPBYBDlcvlWrL/m23q9fkbR00T+pUxqt9tIJpMoFApXIk/T0dRWRSJ7vR7u37+PcDiMfr+PYDCIQCCA4XCIYDCIaDQq4dRgMOhGFiIHCIVCyGazV34uOI4jhtNgMMBsNkM0GsV4PMZkMkEwGEQpuYder4fZbIZkMonRaIRiuIBIJIJyuXyu8XTVRL6v1+sAXDnDcGU8nsFgMEAwGBQeAdwzLD/LoVQq7SSK40WX2kmO46DT6Yg1xc0aibh1NKhgcPF56NJVX6/XUavVbhzcRga7d++eHEKxWAyz2QyJREKuo+CJxWLyWSQSwWAwQLVaRb/fv9H4M3AqxI+Pj4WpbOYPhUKIxdxS7eFwWD6Px+NotVqo1c6CEX26XiL+p16vo1KpoNFoIBQKIZVyMzvIa7FYbOnABNzDOhQKIZk8zazpdDpLITLgFHzdaDRwdHSEZrOJTCaDQqGA2WyGdruNyWQigicUCgl/x2IxJJPJJd6aTCaiJDxspJWjaDQqyhFlnRbO4XBYDlEK+uPjY7RarbX7iodErVZDIBCQZwSDQUynUySTSaTT6aXnTCYTGUOtVkO9Xr/xvTufz9Fut2W9jDEyF8obLVfD4bDIIq5jvV5fMrRvimazGbrdLubzuYxtPp8jHo8jFAohnU5jPB4jFoshEomI15WOgEajgXa7fWXvhGdXrVYTZYjh8HA4jFAoJE6KQCAginYsFhMZ0+l0bgw7NZ/P0ev10G63RTkKBoMwxiASicj4Q6EQQqEQAoEAHMdBOp0W2dRqta7s7L2wgsQXQ0sHgDBIKBSS3/mijDFyKNMyCoVCqFarNwpu4zyOj4/R7/cxn8+F6W3N3xiDQCCASCQiStJwOEQ8HsdoNLpRJYkhtUqlgpOTE1FMeajpgyyTyYi1w3cFuEIrHo+j0Wg8tAfdg0Cz2Qz1eh3Hx8fyLovFIpLJJLrdrlhQuVzujHIEnCryWvl1HAeVSgXAsmJ0fHwsHpFCoYBgMIhWq4Vms4nZbCZ72g6V53I5RKNRJJPJJW+jrYQ9DETlqNlsIplMYjKZyBpHo1GRC9xPvV4P8Xgc8/kcsVgMoVAIw+EQR0dHKxWY2WyGWq2GZrMphwApHo/DcRwkk0lRhgAIjpOHh+M4opTclJJEJa9SqYjsJ78mk0kxOjVvMlwciUSQzWYBAKPR6FyF8qppPp+jXq+j2WwiFouh3++L3KdRzwhDJBLBfD4XZXY2m2EymWA4HKJWq4mBssuzgWcXIwXT6VS8jLPZDP1+H/l8XpQJOixGo5FEdACg2Wzi5OTk2s8u4mOPj4+F7xllmk6nGI1GSCQSGAwGYpBRWaUSRUVUY2x3SRdWkMbjMU5OTkTLpwAPBoPyQ40vGo0iHo9jMpmIBWSMkd87nc6NvCDOo1KpSCiqUCggHA6Lts1NEQgERBCNx2OxzvlSM5kMxuPxlb2odaSVvFarBWMMMpmMjI1eBwpxHpB0/2pKJpOSRXDTluizjfhearWaGB57e3sol8swxqDRaGA8HiMUCmFvz+1ITXc6KZVKyTtNJpNyHQCx1KgYNZtNZLNZHB4eYn9/H7PZDNVqVQ60eDwu1nEqlRJ+SKVSgqnhwabn8DCR4ziC40un04hGo5jP55jP5ygUCkgkEggEAkgkEsjlcuIpoUCfTCbIZDJyaPGw1HKOB3G9XkcymUQikRDFN5/PIxqNikzV4bN4PI5EIoHxeIxMJoNwOCyZYvYzroN44PGwA07rHVGh5nkwGAyEbyhXh8MhIpGIzJMho5sgRkfa7Tay2awourFYTMJowWAQkUgE4XAY4XAYuVwOjuPI+ZHJZAC4imyv10OtVtvZGUeZT3nP8yiZTGI6nSKVSiEUCiEejyMajSIcDgt0Ip1OYzQaCYaQ3qSr9MTYRF5ptVriiAiHwzKmSCQiPwCQzWZFv6Dc4XpzzlSedkkXUpAIvGMIJ5VKIZPJYDabIRwOC5OHQiGJG2azWRhjkEgksLe3J5p3KBRCPp8H4LpVr+sF0ePSarVEoy6Xy6KlFgoFJJNJUZTC4TDS6TTy+TwmkwnC4bB8z7BiPp/HeDyW7LfrIOKNqJgZY1AsFsWqZxyfPxTqwWAQiURC3hUV1UgkgkKhIJvFp6snnbF0fHyMdrstoFvyFLFEoVAIpVIJgUAArVZL3OjGGASDQWQyGVGYAoHAUjbQZDLB008/LYrRwcEBCoWCW5W205FwSCwWQyKRwHA4RDgcRiaTwXQ6lX2QzWaXlDL9jG63e+Mh810RD6Fut4tkMolYLIZ2uy2e2VQqJfsnEonIvgIg60bFplgsiiddyzl6XFqtFnK5nBymPNRisZhY0rw/nxGLxcQQolwlL9ALfJ2ylPNIp9OIx+OYTqeSlBOJRNDv90X+ABBPUjKZFLlK+QOcYuNuQukmHo+HdKvVQj6fP5NdF4vFkM/n0el0RHGiMgxA9i/gYjx3EXLTniN6KWezGWKxmHjmyJeY0vdFAAAgAElEQVQkehqpYPCzQqEg5waVlqsOCZJXms2mwAGm0ykikQhmsxlCoZCLkSoWxWPHcfOsIuaZ/J7NZsWQ2eXYt1aQNO6IHgqGpOr1ulgydPdNp1PM53MRDp1OR7RvwHXvUQDwHlf5gjiHfr8vLm9qoalUCr1eT6wAuvoosOhJmk6nMMYgnU5jOp2K9h2JRBCNRtFoNHb+orzmMBqNJBRDQUKPAQWV4ziCX2FcF4C4gWezmQhRfsawSrvdfmgOu9tIdp2her2OVCqFw8ND7O3tIRwOo1ar4fj4GKPRCLPZDLlcDrFYDLVaTfi01+uJIKEiDJweMJqMMdjf35eDajKZ4OTkRDLeyCPcB7lcTtz1AOQQ0KFn7UHqdrvodLbLKrmNpCEEk8kEqVRKwhiUVwynadwJ93y73Rb8BGUDQ6J858T71et1RCIRxONxCW0Oh0MxHPv9vuC9uGcBCCCeY43H44jH45jNZhgMBqhUKleO49F4o1arhVQqhdlsJmB/wAXzE8ifSCQkM5LeIXoEeFaQnwKBgCiT10mcE+ETXHOuNcNnlJ1M2gkEAkin02JYNJtNTKdTZLNZ9Pt9jMdjCZ9fNOSmlSN6d3u9HsbjMeLxuKwVx6d/iJnq9/vCl4ww8P3QA9lsNnd+fnHs5BWCxck3o9EI4/FYvI/BYFDWW/8AWFrvVqslBlyj0dip93RrBYmHMgcbj8eRTCbFI0RNj9YRhUcikZCXA0Dc0cFgUJSkfD4vcfSrUjD0S+r3+6JZc2ytVguZTAaRSEQEPUF5GoQHQFzBwWAQw+EQ3W5XrMB6vX5lc+AGPj4+FkU1GAyiUCjId7FYDNFoVObALBHiGfQ8GO4EIO7ZTCYjWJSbBp4/bKS9l5VK5YxiRMWlWq3i5ORElJ5isYhcLifCMZ1Oi6ExmUwkVKExRr1e78yzqdyQhxgSiUajcpjN53Pk83mEw2ExahgSt8OydvbIg65Ua+VoPB4jl8vJvqIMSCQSYglnMhkxRgDIQUVgNd9HMpmUUMh4PMbdu3dRq9UQCoWQy+XQ7XYFi8mQCMdDHtB7cTQaIZlMIpPJoNFoYDQaSTgPcEOqm5b4uMgacf5MtEmn0+IRYyi/WCxiMpnI2BheIxZGrx1/QqGQeEImk8m1Gmp0AHQ6HeTzeclOTCQSAs4PhULioWGkhPuOIW4a0N1uF4FAQM62aDSKfD6PwWBwoZAbnQg6UjCZTKS2IJX56XQqmFKOkx5JRg84t1QqhUKhIAqhlv27Or/skGA+n5ex09PKMY9GIxQKBaRSKdEp9A8dLPTS0tvNEHi3292Z93RrBYmuW+KL0uk0wuGwaH5aWBJ8RxcjmWo4HCKXy0kqMrXt0WiEXC4nv3PT7+qA1soRw4OBQACFQgHRaFSsvlQqhfF4jMFggHg8LhaOfRBkMhnk83mMRiPEYjG0Wi1MJhMUi8UrU5IogOhVAFygaLlcFrxENBpFsVjEYDDAYDAQiz+VSp3JaOMmYpZDt9tdimEzBOnT5YmHCoGJxBmVSiWUSiVks1kEAgHxbjYaDTkoCoUCisUi2u02Wq0WYrEYYrEYut2uWLkEBtsYo1wutzQOek7JQwx9M4txOp2iUCggm82KlclDIBKJnJtGPh6PH1gskq0c0dPWbrdFiEejUcEiAWfDGZQr9B5wHQeDAfb29iSpg54UegHa7bZ4rvP5vKQ029gjPqPdbovsCQaD4mki0DkajaJer+Pk5GSnCobtNcpkMshk3FTsZrMpgPFSqYRwOCylQzKZDHq9noCevdYOgCh95OnrMtT0IR6NRgVXykOcnjG+Gz3efD4v3j+WyKCiR+gCFSO+c8Ij6F1aNz/Kjk6nI0pQKBRCp9ORkDj3MrMGqTBo4pnMdP/JZCIYNgLROfdWq3XpM5jjbrfb6HQ6ojiyhEgul5NzJpvNCq8zRMv56XnwPB4MBgiFQgIBYNkgYHdwna0UJMZQqUlT+A4GA9kE2rqk27jdbqPf7yOTyUissN/vo1QqieZKpWg4HKJcLiOXy8lBsouJclPXajUROozBkhnG47EAl5mpsq4eEPFVFAh80cFgEHt7e6Ik7cLlp0NqLKvANO98Po/pdCoxcx1mi0QimE6niMfjAoCje9IYI5lIwGnJgsFgIIL2NmSTPAykW4NUq1UxBogDosVNHiWonjxKLAPfPTOCeI3juPWImG1FjFGxWFzCxgAucPbo6OiMZ6rZbIqw3Nvbk4w5HtTZbFaAp5psw4H7/UGk0WiEk5MTUY6y2aykQXMvZTKZpRIKJG1IBYPBM8YGcRN2SYBarYZarYZYLIbxeCweXCoT9rpz306nU3lflKu9Xk/eJ5W5XSpJVMCZXamNS4L7qRxlMhl0u11Jy2aIEDjFlHgRgf+6VMJ1GGo6yYbJRAwVEidjh9r4O5UOytpIJCJ4NXp9EokEstmsKAtUshhqXXfOjcdjScIh4L1Wq8lYqbwxs5HrzP/zh5GcZrMpUQPOkYoL78Nz8aIJVNohUa/XEY/Hkc/nMRwO0Wg0xNvWarXEe0gvLWsODgYDwcpyDsQD00PO9eY8GK7bRcLUVgqSxqcQcR4MBjEej8WdrDU9AvC4kalQBINBcf3n83nx2IRCIVGeqHztApekNzXTHXnw5HI5tNttEUR0CXe7XbGaNVEI0kqmcOr3+4hEIqItE5gO4NKASR6crODLMRQKBck+ajQaohwxtEbLH4B4j0ajkcyNniUKIY1dYRYGcRF0W5rbUAnzASIKLhb/o2J0584dOVwoxGq1mhzOxIxROZrP56hUKmLNxmIxEQgUAlR2qHQxiYDgTC9iGjAz5DKZDA4ODpZAqjzwuXdtstO2aZU+aKTbt2SzWRHm9MoCWOtFI0CXoQLb2GCqf7fbRTqdFtlIYiatrUx4eVm4DRmCYIbYYDCQEIb2LFL+XVRJssG14XAYhUIBoVBIQr7sNJDP50Wu0jPAMOUqj5hNWq4SqH6VhhrDoPRCEF/K8JUGyNs/wGkmHkNwLFwYCASQzWYxnU7FSVAsFqXQZCKRkLIrq7LIOLbJZIJcLieGK8emw7vkHT02PdZAILCUiUdFejgcIpVKYW9vD8YYAVAXi247Fr7jTckOqVEeMemBZ2+/3xeeYSiZEBc6KHhOeYUKiZnkeg+HQ/Ho7SKzbatK2rRcut2upPXTTczJ2HWD9EYGXMZnATwKDipC9MKwYFQ2mxWvzMnJyYUqb+sKnVzgwWCwZJW3Wi0JrdF1PRgMUCwWz4TXGIpot9tIp9OieOjMEtZLoVu2Xq9fqNq245ytokzgGoUQBTjXiwBeguDo6uVBTKG9t7d3xgrWeCqmjxN0WK1WicVa3STJJyECpHVrEB5a8XhceJjvmFZkLBYTy5/teADg5OQEnU5H3omND4hGo7hz584Z/qLQ8RIShUIB6XQa9+/fl0P7zp07MMag3W6LIdTpdMTT6kXEVbDOEgBJXnhQ9GnWOqKFXiwWxaLlOrRaLRSLxZXrwD1frVbFMGGBQXqZqXwdHh6i3W4vYcT43onl2VSZAM7KpWQyiVwuh5OTE0lCIR/u7e1tLUOJyyEmiyEdfka5wVDwZDI5I1dZAoAeUwKDgbOGp1bIeQgytLxrIu6o2Wwil8tJmIbK5iZhZR7K9JTokBw9kZTTOqzU6/WEb6hQApCMUZaA6Ha7yOfzomjTCCdOp9/vizHEJKJVe48JR7wnAdvMigQgpSKYUcjfgdP6W6uI/NLtdmGMEY9Xo9EQnK7GORFWU6/XRc6cJzc4Pyr8+qxlVAU49Y5dtGPHVn/BODcZIBAInPFIbHIP7UWiF4bZMnSvsuVHKpWSFNltcUm2chQKhTAYDEQAAhDXLess8O+A067Cem4MSdErBpwKJ9b20II1n89LKuU2hSR1nJ/eIcdxpDQ8lSNm2ZCxBoMBGo2GpHwybGjPjRgyTfF4XDYy48W5XE40/0U66INx4t0QaUv76OgI7XYbuVwOh4eHS14dXsv6Vc1mU+LukUhEDuJAIIBer4d6vS6xebqWjTEC5OV70q+HPNRoNJY8FaTBYIDj42N0Oh1RjniQce9RaV7lPQIg1p0mAo4fBNKFIHO5nJRR4DrQQtd1cObz+RncJQ8oEo0x1tMhMftXNxomTSYTKU7oFV5bRdFoVGpVMTuMXhimcTMMsSku0gZiE3RNzw4xdCwGWSgUUCqVAEA8klr28DBjGvwqw5PhWY6/2+2KgbfI+It4DPfCxFYtBFHTE6fT/Dl+rx9gGdtDeEY0GhXPEMs2UEmgrKUCRMA6w4m1Wk1qJzGJg94eHQaMRCJiQKfTaVG8gFMvoz1WlqRgWxKCnHlmpdNp8So3Gg1RtnkerTvDWCqA/EKjnecw50G4SDgclrFQMeb+4GfkVT0Pzo3QGF3jj0ZHKpW6dGbbVh4kZqVp8Nc6j8Qqsr1IVFjo4uaLpyeJWI1ut7sUZ1/njaE2SXBlKBRCv98XAUgLhgcTDyOm2BKQac+Nlg5w6hWjcNKCiZuCnioAG3uS9NhZl4YYiGKxKMqYBpLSRUkmJ+COxcI20Z61W1a74vXhOvU6aX2Sw6TX60lfM9b48mrKTCuL2A39jjV/MA2f6cRaODGESy+hHgs9jwS30rIkdkWnYmcyGdy5c0eK9dHyDwaDS1bdpsRMJVbAvc3kpRzRG8J1oLKk16Hf73viLknxeFysYmbLlkol2dvD4VC8MYPBQN59JBJBo9GQbFNdEkUT5RBTzendJ3A3nU4jFouJXG02m4IxoVxdZ1XbXqNsNitYqmazKaUJHMcRjzwVSyp4lOs88HiQEaCr146GJ1PWASyFDln/ZpE1mPMc9AWI4SuGeTgeHso8izger9AVSYfZ5vM5EokE8vm8ZBIWCgWpFUVgNd9Xq9VCoVBAoVAQHNDx8bGMi/XsBoPBUmgNcHmYRgwVNF1vyh4Xa/sxGpHNZqW1EDMtC4XCEiaIAOputysKmH2G6eKPml9arZZ4o+iRoneOnh9mDXJONCz0Z3r9ubb1eh2TyUQ8r+PxGO12W/BNxWJRnC022HsT2hqkzZCYxqvwJXhtNtt1yolqTZ2ao06rjEajoiR1u13JAtgEl6T7JhHgZStHZAhb4aOrVRfDWzU3PcdUKoV4PL6EXaJ3iuEVepJ0BXJNPGQJ2qRrVwN6VylHjBszq4TYMG3BrRu/zjbk/6fTqYAHKSSSyWRq7c2eheTVGmRvbw+Hh4eieNvX8x0zo4VF8qgcAa6QeOaZZ8SiZqiEGSgMO2gvg+15pOUaDAYle8oeT6lUEquelj/r2ZznPfIi8vZVlenYVcuGVcoRAfW06nmo6FD6KtwliZlEvLZQKGBvb0/CCczA4T5ltixlCcNPq+ZKGaM9dTqxguBoylWWHqAStS7DVvMnvUYs+aCVI3o39doRK6RDa8CyQskMP712XoYnsOxZYumDVCq1uba+hhhh0KE1Kp0MWRH/wtpS9BR5kc5m49+nUikpMApAsE1UPCORyJInaDgcytlII4vp+8x0ZGiN1+hML75PVvP2GhdwGmbrdDqCmTPGiLIYDAblDGy1WpJGz4xYXVCSXhtdeVzzS6PREHyvMUaUROKP6VjQTdKp+K+SPXw3fI8ARHHiPKikMsut1WptjcHbSkGiK50LP5/PBfSsmUbjdsjgrLxN8vo8Go0il8uJ4sSDnUKbikapVILjOKhWqyvL9tNiotarNzEA0YS9FD4KQypGtqfHK+1fu7jJXFpQcew6hqyFk0b8UwMmvoubNxqNSn0crRxRodHF6RgatL1HXmPX74JhGxYDJZaJgMxoNHq7XQLXSLQ+7dYg+/v7Ilxs3iF/UnmPxWIYDAZIp9OiABOTdPfuXXEXZ7NZPPLII9LPkLytD27t3tauc2PcKvGsZq/5QfcVpMeJY+90OhuHeDhPCi3HcTCZTHauJE2nU+nzdRliSQwKby0bBoMBWq2WeIGYKWN7ilbhLgnA5buj4mLvO3oEqBjTgNLGE4vn2fdnEshoNJJQHUOw9Erw76LRKEqlksgFHsheoQfNn6lUCvv7+/L+GfZjQVxmGLGmDTMpbcgCAOEFhj3Wrd0quUrDYzgc7qT/yGAwkDAPFQ4ASyErvnP7MztsxfXXYTYAogAxA5VnHDNadRcGx3FQq9UEyM/IBnvbHR0dYTQaLXm1VmV6bTIuhrYIFqeHjso5x06vI8veMDRYq9UkdFapVJbA15pf9Praa25XLCd5zcOrWORsNluC3Oh56Ow8frZtn8KtFCS6+LmBaRXYLnjtCmNNBU6IRBCqMUasJLrcCoWCuAPZWZzaH7OrWGuIWis3kNZOqbnT/au1U9YH0lbOfD6XLARad7Yb1Z4fiS5uFtRjTyVt4QUCARSLRRQKBcGGcNzMpAMgylEgEECpVBIliG5vWzni56xfEwqFxA2rhZQ9P/0u+I6CwaBYzcze4ftY4MZOkZXPUuJ6e7UGYXl8r/ApLXNd/6PX6yGfz0urBXp/jo6O5ODLZrO4c+eO9DNkOx+Cf2m561YP9ACxJha9ivRSkphxpvcEeSYUCp1pRruKqJjzWqZ+7zrdn8rHYDC4VG0W3UKEBzxw2r2d2UeAu7ft9iqrZAONKlbfz2azUj2bCjUNR4bZCJanl5meJyoG2vLVmTxcb81rum2Hzm5kijk9WywsyPpzGm/EcEixWBQcDfEoVJhHoxHi8bgoXgDEIKTVrj1CDPOyQ/s2cpXhkl6vh2AwiFqtVsEliRgXnTXFz5lFqo1LnclJ5W7V+9fhLBozfCdUHllVnQa0bhXDcBBbDTHsxsKg7INIBwXXVWd6nbe2xhjxLHOcVK4Z7eHYmdnGcFYikUC5XJaEBCrTe3t7SKfTMMYsRWL29/elma9ec2KC7Xewihfsz2i0EB8LQPQDnr10rDC8x3FtiqXdWkFibJ6MxANXT4T1IDSYioWcSHxBDA1pJYKZYa1WC4FAQLQ/pqlywzNOSgu+UqmIxso6FACW6sDQcmw2m2fqmfT7fVEKmGbLeWjihu/1ekvfMRuBKZFsT6DTU+ldYviwWq0uhVsIrCYITzedpZCiVcXNy9Lz0WjUE/C2an76XfAdUStniitrQtEj1+l0TtGmzzJiFtKq1iCrFCMdOiXuLhQKCfieIYSjoyNUq1XhAwBy/2AwKP3SKFyYQssaKc1mU5Rr4gSIRaB1TyLfO46Do6OjpT2h771p5gctf10LRycy7Iq4vkzW2JZ0IcjJZLKk+GivEqs+cx3s9ipesoG1cSjrWK2Y7Uk6nY7sXz6TdV1o5WuFlLKQIOnRaCT31vvU9hZosCrlDg+hTCYj9eZYIJbhNjuLj/eh5c0Dtd1uS7kJhjSoyDFdXMsXht00bspLrq76nPikfr+P4XCICd0gFyTHcQSXks/nl7KmKCNt43JT8gpn2WcajVfWHiNGic4H4nL6/b4AvgEsVckn3lGPdZMwoCYdZqPylc/npU4TjXRWO2dmIt8PnRq8DjgN8bM4JuErVLL1mjOhyH4Hm85D4460nKHBT6wbz0ImGCzOsvQm73MrkDY1aNZIYDqhTVQgaOHZv5NoadRqtaVMBdY14Ialh4oeFnqDCHJrNpuSYswUVG5iDVYDTjcrMRn6BbBqaj6fl4Z5XvNLp9PiKmQXb+A0i4UHBRH8TPvXnYrz+TyOjo5QqVSk1YDOmtPauBZSBGrrzAp60JhdRwvEzsjX87MTQfh+aEEDp16Bk5MTWS9nF+CPB4yYsj+dTsUrksvlpPjmOg+LBrvSeqRRwIxNGgihUEg8DuQL8uJsNkOv15PY+2g0ksrJtKB07z2GcwmkJZaPxFRygiFZWZ7g/uFwKIkQmxBd21SQiKfZdbo/BTbDv5ukYJO0cqQ9NxybLRu4xhoXpu+lZZp+z/yMsgDAUn86vU5UnvVhQ6WGLS6YQcTkES/Zqikej0tl/1QqJXKHa0clgO+XWb4EdTOpwJY7LOpHucq1Y5o85Y6dTTkYDJbWkfP1EiVePKOhHbuoxTaZTKSkhjY0CTjXxR9J54V3dCajHc4CTkNa1WoV7XYbe3t70vuThWFHo5GEQ5lF1+l0MJvNJLzIxAkd9eDasPK1feZ5jV+P6eTkRBJFtDLD3+lJIvaXHiZGLCjP6DXt9XpSJ4vyh8ZBJBIRfqQCbxvyDGfa81i15lSsSfSG6YQHZg/TaRGLxTYSbFtjkCiEWSF60/R+z4ermDnL5vM5DLUx/slSAM1mc8mTRHcmiVU67TAUcFrN2CtGTouXFtiq6uCAqyhqBUWTBhXOZjNZL91PSKcw8h7EJem4v5eQ0hlOtHg1UJdM59VWhALJC1fF74fD4VIWH1NQNwF7P2xkp+x7tQY5TznSVYdZ8LFarYoQ5YFKUHc0Gl3KLqOho13WBDbywAewlMGhwyOAW9madazIy8YYySgBThMwuBe3yX4Ezqa4z2azMyDiXZEuYLpNCM+ukr1ONlBR5F63D0tdo0i/Z46PCiKxIQTgsgYQqyzTM8g1WnhIZI5sNE28ERNL1tkpGrdjF8ojBsYYI14pJq0wvEreZNNSegLY5sJeO6ZsG3Na80aTTuShjLEPReC00KYXz+hq4ZltUio9iOtHPBRpPB6LUmobl5uEd0h2mA2ArA09NMSeFQoFUW4o+2OxGHK5nIRbB4OBtLXiuaizzqhw2GHAdePn9Qx5EiNGTBmfq88Meqp0OyLyArMxWSG7XC7LOUVMJcP97NhgZ6npcXnNw2vNOSd7T5Bn+V75Hc/Qbre7USRk68pJrORJq5NFyS5KDEsxLVgG5gFqZsEtupzZ8I8LzdpAGkzmFWLSaf0ku57TeVkqq0gLp16vJxubtS04ZhvZT1Cerq68TjnimHXGCH+nZ+MihhZLA/AgZTquVzbWw0w8MBlKo1dPtwZZR/qAYVPFbrcrBwkPmsPDQwF1h0IhaR+QyWRQLpflsCL+ggoUU7XpIaCbOZ/PS3iEHslqtSppxgyhseKsDdanm/8yCnE4HBZjw97XuyC61m3DYx0xQ09XyV4nG1a1+QDOKqs6BGV73bTSyEJ8xJ0QX6KrRBP7QUwKQ/GBQEBqxQGnmYJ2hjCwnFXL6sz2d8SaTKdT7O3toVgsotvtineNWcDpdBqlUgnD4VD4wkux1K1o7FCkVoj02tnruuosAJbr521q/a8iY4wowFQC6D2icqpl/nw+X+pzBqwO73AedpiNc9BZVgyXam8rvY40/jle4o3opGA4fzqdotfrXbhf2qrMO4YDeV8mD8zn8zPhZuA0tGvvRY2bJcBdG3Y6c+088lpzO0xI4h4iDlln1vZ6PSQSiY2E21YhNsB9yalUaqkf2HkHJxePFZr1gjDMEAwGpRS7jsHrOh46O4wxZMdxRCgxLMFn0U3HF+eV1k+y6zmxcvUqb8sqogBillwqlZKWBcy6A1xFkyBzrh+xCpw/MSdeypG2eFkbiV4CL+/ReUQBO5lMUC6X5fkALnS/B5Xo1eGByoOMmSPn8QKFCd3d5GcWdwwGg9KpWnto6FlimIKp98Dpgcx0Ve49eieoJJdKJQmPEHN0dHQkyhjfK72y4XB4SaiSn7b1HmnSuCXy1C4z2Yh9ZAFEnUiw6t0wnV/ja2yPkJYNBM/rQ9m+HwDxttl7lOEzZoTxdx46HAeBuwyn6Oa0PEz39vYECMv79/t9qapOMDyB+SRdm01nBLM+FsG9TKdm/8ZqtSqHdy6XQy6Xk5IqXmu3zugETnnXhkl4tU/RXkgvniE4PJVKZT1f9IbEFhvVahXVahUHBwcAlvuu2SFC8hkjB6vCO5yHV5gNOA1FE/DMtH5mjRJCwTAgACnMyZpITMpgBir3MgBPDBfHaYfYVo1VhwOZxUxPdygUQrFYRL/fl/ERwE0PpK64zrObWEtjzBIW1qvm56qxeq25V5iQZIc1iftcYL42yvffWkECIFWadXbGOmHqVRhy0++DQbeOB9MB+RJ6vZ40jiQwejQaSWycygWFHsu4c9PrDcCUZOI7LuspsYWTzjoYj8fY29uTOG8oFMLBwYEAoavVqlT5ppLGBrocs475UzARDL7Ke0R8kZfCN5+fVvWlYNZ4FS+L4WEj4ozOaw1y3j2IQ6EXkzWSHMct+lcqlaSUhSZiEeiK50ZnOBaAuJbZ/Z1gbI034nti3y/W0CqXy3IgUShpXAwAKSpZKpUu5RXWSpf2cOzCAzmZTHB0dIT9/f0lQySZTHoWpVxV60iPlWFqygb7UF9FPDRsA4ZKIi17Fuek50jXCGISynA4lJpjzDrU2WdU8FjTDXDfF8MjtheDWbVM+WfbIR5e7E7Akig8TIh1IvZJF3201+48o5PXAN4K0bYUDAZRKpVwcnJy7zL3IYSDh3e325XzzAu/41U0kuPxyhgDvIszApD3TTkRi8UkakBFlMoO8aLZbBa9Xk94XY+V39FTyOxGr7XbZqys2k1AP73gDMmxpVWtVpOkqEKhIC1M6C3XnQGIRyKv2uvJtfbKtF41D52NZ8sXylLyKUOZC6hO48zNPehCClKv15P6RwTgaevFa1KrMDv8XrcfYY0XEuPmJycnODk5EQFETfru3btLfYD4PGOMVPHkptcpvaRt26UA671iWjgRHMuCgMPhUGLsZHAyTiAQkIKDBGtqYanHq2P+LMi1znu0ao5Uthhao8uWrSyoWD2sxA2r+92xbUcikdj4UGc4tFarIRAIiAuf+4ShCa9MN3qr5vO5XMdr9LiIm+ABORqNUCqVzoT8ptOpFCNl81mbPwFI/ZRAICCHN4CtgM+auC/1fcLhsKeH46LEsTJ0nc1mVwK2z1OOgLNhamOMZNDosgWa6HXp9/tSX0orpxTY3W4XwWAQ5XJZkjoAoFwuL1XmZ/FbWuS6erY+zHXDUJZxIC947VGGrCg3iQsjEJtGW6VSQaVSEblAjMi9e/fEE7CJYunF19v0k9uEFvitS2fS0gACIC6+Y8kAACAASURBVNEJKrv2WMnPwWBwY0PR7s1G3qc8pXynF4gygnzgOI4Y2qFQSELj9IDQ4OJ3DMPToNJn4EXGqjObidnTIXmCoJkldnBwIAYCzyvWedJyT/eR8+omQe8Sn7cJ0ShhCFC/Pxr8LKNDnNWmyUYX4loCpAmi2hQHsI40CM+2bBm2ikajEn9kyIBCIh6PC8ofgKT1EZdEhvJSgOjpYdr/Om/LJuMFIGtD645ZaQBECSSQlgcLD2YW72L9DP3CvWL+urDdKuyRPUcSlS2mGAOnngoyMLNKHiYiWJRFzujNIwBbZ7ecRzyI2RKE3ihaN+VyWYpAennv6AKOxWLCw8REMGwaCoVQLpeloi4AwY7og2symeDu3btS0ZYtRDSxUi/gHoZ37txZ+n7DDNgzpLvZcyxsvrurdH8aJmy5QjAzDSHy6SbKkVfSxnktRGiNApCsL7sgqFaCiTuifKQHwUuI62fYcyZeSX+n371O+tDE9aAXSSeAEM/C4qT9fh+FQgH7+/vSmonW/3mKpZciuQ5vdBuIeBtighhBsGlVyGfV57y3HbqiUk1jKBqNSsYo4O7FZDIpxT918USNqSF2jO+cCoLjOJJpaPdMszPAVo2VWXzMSotEIlInTUcwBoOBNCkej8dn6pJNJhOp2dbv9wXYrT2UXuG1yWTimUW4bs25Ts1m0xPvyLOYIbhNM3OBCyhIDBNxoxOATPf8Rcn2IukFoCBjITt9CGmQm/3yyTR0a1MZ8AKSAadF3jbxKK3yiunMJxbBAlxNnFWN+Sz7sGTIUjOivaZ2zJ8W73nYI3uOHDfryTBzB4BUDtYl8B+UxqObEK3xTVuDrCIKirt374pyxJYhDEvu7e2t7XnlFVpjLZF79+7JIVUul6WEA+Aq6HZX9ul0inv37kkvrsPDwzPKkU5lBuDpJbnou6bHgpY4q0kHAoGdKdm0tGmY6Kwshtl1lV+7SrYmey8BkKwvey9xXxPrALieRi+lS9doYmiLnp5VYSZbhtjKjs4i4tgBiLAnH+k0dLtNEMt2aPlCiARlJcG4TKNm5pweD+XGea2M7PCaPjtWGZ40FulluWrSaeernrcqPLUubAUsh65oyLO2X7lclgQdrdzyLKO3yj7PqAywRAC9IsFgUAofEyfGMN58Pl+bdQcsZ4gRe5TNZiVVn1luVPJYDmN/fx/FYnGpxAU98slkUopdUmlj3SYvj+Mma+r1vc5Ys/cNE1WozG3bG3LrEBvT8+itYDVQpqhrj4heAK/PbCKWhgXvstnsUg2FWCyGdDqNVqu11HAxGo2i0WgI4I6CjS+KVhAPRgBLTRTtdinM2CgWi2vdfPactIXA8Md0OhW3KMG3ZLBUKiX356FI7xgAiTfrsRJ7wpg/52gLv/PGSgCpBq4ylANA+u7wsLEBcA8i2TijaDQq9UjWrZ0XkZdYwygQCIiFry1vr0a1JJZRmM/nAtpl6KLRaIgnhrWR2J9vOp2e8XDNZjMcHR2h0+kglUp5eo4Ad09ojydDQZqIBdyWaIHrUASBt71eTypTX5boAaOgz2QyEprgXqBH1SukDsBzL2nvke2JZTFOKiY6vVoTAb1UCLi+uuceq1B7EQvcemUHBwIBCRdQAaKsi8fjSzKRmXUMI9VqNTnkGAZlgdnJZIL9/X0x7ILBoKwBsSSsbwSctqTxAm2TvLzw+uxYZcXTC0l+uerkEGYO0hAmBuiyeClgOXQFuOcKIwXM5prP50vFjYmnY/iKGFzt4WGix3g8lnAbcJoezwQQhnXZ2YHJVePx+My6MtRXrVYxHA4FK0niGBnm0/OgR4vJLfQCUf5xfDQiV+HRyDM6W3AT4rx5D30/nrWJREKA8Nvw1NYKEq0CpkISnMW6SGQuW8vToCtd5ElTMBhEMpmUhnmMp7KGAkFg4/FY3H8s2GfMabNWbtrBYIDpdCrNFvlcHhCFQkHqHWlAJhdchyK8SM+TAF22EmA23NHREQAIQJeZLNVqVUKDgAvI1jVseH9aHPl8Xl42+90YY6T443kxWz1WDfLWuC0eyFSOuAbbxN5vI/EwpIBmZhp5eNO50TqikkGFkjW6jDGieBHsuerexH50Oh1kMhns7+8LkLfdbos1Fw6HZR8Q+M+KsKTZbCZV5GOxGPb39z09n+RRZijpmldsdMkQHt3j25K992ndafzMZYkVqlmSgGEs1mEhBozgVy/y2ku2bCPNZjMpkMgsNa/DezY7bVPC8VFh5qG1aHOw9Hcas0WMWbfb9cyg4yFFXqAnOxwOS1Fahj9093QAYngylEgcI0PKjATMZjPh6VAoJJltNJC82jTZxCKbfFdcH6/11aSVCq+DfNeklb1AIIBGowFjzJJRSg+P7Z1YF2IDTjOgqcgEg8EzYH5dmDEcDmM4HMrZwb8jzkgXUKQS1ev1JAkEOPVAEUxN3qVHczKZnMm6Y70sepuYGMCzj7KhWq1KCQ89DxY+rtVqqFQqmM1mklGrx8M1JNTDPluZ/ct5eNGqNdf3pvE4Ho+lYn6pVBKv2qJg5dn4ngdtrSDpliGcPN19tDSYhqcnQWahNrfKG8HruFFZOG1vb0+0Ylrs9J7QUqRXZD6fS3sSMiFfBpUPMhXDIrpditf4vYjXDYdDCX+wgii9WhRiBHNTePL7aDQqadfs3cRxsAYUx0osFTVwpqQzhLhOmdNzYqgROG3DQpAf3wHHoBnvotiUmyKGRdrtNtrttvSgslPsNyF6+FjkjXV+qGCORqOlzbhOOQLckAj5k8KQVj55menZVJyp3Nu8WqlUlurwrNpbPBSJnel0OqhUKmKYhMNhaXlTrVZxeHi43YLjlM+0p5I4tkt2iBAiePXk5EQq8FNJYMPldQqqzr7Se0k3lubf6RIBfAf0uOl767Aei/+1223pB0UBrfcS+Y94HmJimNwRCoXOlC+g4agV53A4LI1UOTcWFiSf8HrKC3oWeJDRUKR3ibKGLRsoV4PB4EYgWibvlMtlUXLss8OLiD3ZJb+sIob82HOQily73ZZuDusKGp4XDiLxnLErtwOQxCF6bgh4DwTcEjf08rP1FcNEgYBbHmd/f19aGGUymaW9Ty8Pz5hqtXrGO0MPFr2WwGk1c86LpQkIBdBdHng9PUl0EOgij45zWoSZir1WSknELXllEp635rpQLnv3sa6Vfnf0rsZiMW8XrkUXCrHZoTKCy+iiZsVU7e7iIlerVQwGg5VCPJFIIJVKyXVsgseFZSGzYrEo6Y1sycAQB1M3h8OhVPQk8VADIMXZ7Jg/x35eDJzKA7V/gqwBSH8jhqnYJZngNK5XpVLBdDpFPB5faiHCdS0Wi9L7S9fkASDaMDfeunGy0JnGSJARKdwJcON1gUDgTNuCB4E0Pm3b1iCatMeI1hzDFKwKm06n0ev1pLUN38865YjCynEcaT1Ci5k4k7t37wKAhHppVduHJZUjhgvtjEd9rW5Jw1IB/E63tGDTXF0aYFPSmD8d/iWexezAFUmLdJHRtNS6gGNY5fUkrzO0vGov6XpWFOaFQkGwllo2cE/Rg8d2HnTxJxIJkQteLUB0Kw6G9ug9tssX8NlMQqF3h3Og12kymSzVgYvH45JKztAi58rCkJPJZKnuHIujUq7SY2qMWWtg0Oj0giBsIlc3ve6iRHnIOlpU9gKBgGSSMcrAcXh5886bA0NP9Np7GbGUscYYMdS5ZmznRQVItwMBTrOlCcymop1KpSSDjck39KIzi1rjTZnQkc1mEQ6H5Yyld4vvkmvnlemnlU3iHNlXkEZqMpnE3t6eRIWYlcux8gy+SKkdKo4Eg1MXsdvJqFYju1eQuHHs+iAEmJLhGF/VRCwCcH7hOFoZxAfQwtE9lHK5nChStLYymQxKpZJoknRF24tN4TKfz6U9AC2zbTKXiEdgGI81KVjVky5u4g60YGTRNJacZ7FLG7dFFzU3LJmTHh8Nbl9FmlmGw6F0k6cbma7bWCwmoDaGBdgokkC320xeKfu69tC2itFgMBBFm1mQs9kMsVgM5XJZQhrsMaQLNa6i2WyG+/fvs5qrZF8wg45hWZZdYJVtrWzQG0DBydRtKlte8/FKydaudrrkk8kkms2m1OWix3Vb4oHD9hRsv5PYJoXknPuzmzgLH7JBrAaJ2u+c+DONT6Inhqn9gUBACuHRGFtVPZ3haq2k0trnPo1EInKo2XuJBxDxWzzQ1pUvAE6rQRNXAbi8fufOHfFeMSGlVCpJaI7PK5fLAjtghfFCoYC9vT0BarOYH9tbUK7FYrG1eMSLlE25TppMJjg+PpYQlM6YYriIjcSZhekVTVgXYiNmjfgfGmw2MbxF5ajb7QomjlmGs9kMx8fHmM1mUl1dE5U4ZnMOBgPk8/ml84RhZ+C0BxrrHvE81ck7bDqs50FjkDgeXs/IDQHYlDeEhjBzjQ29uRd4/nGs54Usz1tznalHGVYqlc44HUqlEhqNRm3lQxRtpSDpWLkXop+gvou2FqAlxoatfIHMHrH7AOkiahRQujowBZ9XbxqtsDFTiy7JdZkW2rLs9XqidDB8yMOSbkhuPl04UuMneM91Fq/uO8ODVVs/56XQ0pKh10AfDjrcQG8X+1UBy40ivTb4bSEdAhuNRuLRY72OTR0XNAKY7UGsBYUYrXw2SdYNhM8LqwGQMfKwIhiVni0KGsANsVKZ0ZXeCdRl08p1yhHgnZK9ykLf398XULEOK21KOguJ+4sH5WJf7+TEZIghEAhIWJCKDFu82BW2Na/rwoYanB2Px880tF2XhajD1SzoCuBMpiDHwL3EbDtb8eXcdFNZL0A4QyMacM+wVCaTEQOQWU66wCS9Fo7jeFYY13XnyN+UVwzX1Gq1ldmBdleC20aEPNAA1YB5fgZAvDYaBGzfxyvco5Ue1qmjDNZGOJXrTqcjOFAqONoDlMlk5LyxG/lyH1NOMQRMLI+WSSxzk0gkxGhPp9NLeCCdzTYcDqWWWy6XQyaTEaxsMpmUd0uPENscARDjiOBtnblGhwoTGDhWhnDXGbLrwpr83A6t2U6HRVbeRvHbrRWkdZlotHwqlQqA7VoMMCuIng5qw8Tx0MLRwsoYIxks9XpdcBi9Xk+YRWd2aCGnsyx0mGMwGIgS4VVRVXdmZ0Vsui1ns9lSPyYdo2XhyHa7LaEBYj8ooG1QODXxdru9lK1XqVRE8VpVzM5+bzyMqTjQfao9C+zJw78h6SaSm4LbrouIw2IIQIchN1WMdCiNQF+CfLWnkPwHYG2PvFVE0CDHHY/HxRPKjDZ+z/R0s0j1pZeBvFOr1aQ8ATEvXqRr/eisTIJoeX8qv+FwGPF4XIqH9vv9rQ453axZhwKoGAR3kR60oGQyKeU7ksmkHNheFbZXedF4mDG1n9lhXsoRLWvORZfJoKFizGkxPJJ+N3p90um0tBqxlQn2neK92LOKe5ljZgsHWuwE9SYSCZRKJbHuGRZj3yrKHK86UbZcJT5Gd5onGN4uNQGsLimy66KRFyXirGhw20BwHd6i5+Y8PCqJ51i32xWlADht76OLRtLTQa8VAOmIoL10xLjSyG40GsKXo9FIQqs0BrXxBpyWgphMJiLrotEo4vG4PI+hLo3vq1argtukh4m8ywQj8iLXjDxEZZu6gH1OUfFjxikbJ2tv67ZEg4kK5zrDZlPaOsS2LkWTk242m+Km3fS+tGRYWp0eJNY2YVE8L08Q4+asYkygdDAYlBAcsKwk0Q1MjZoH3PHxsbswoZC45nTohpY4PQkM0fV6Penw7nUw66q2TGUk8LxSqcim0BgSbfmzwCPHOJ/PZVNssr6AK7h0Q0lujnXF3vTYq9Uq4vH4TkIklyU7ZZ/u3G1ag3iF0gAIkJsWvA6fEeBKIOemytFkMsHTTz8te2Jvb0+yhJhBwuJwi35T4oHRIQta7+ymvSrNmvOzW9LwcCB4mNaitkz39vbEM1GpVPDoo49u7EXSIVnyExWYBZ/tJNefBxHXU4dyvEJU9PravM5sNtafIs7My3OkW5AwZdpOd9cKKQ+gVeuju4zb+BQbtkCvDpX1fr+Pg4MDSZDhPIlvYziDhwbxkjx0WUYin897eoJsuQpAMG6xWEwOd52GzvfipQht2r6Fc2cSzjawh22JSRyrxpBKpQQb2Ol0zjQ/t8M9VEbr9fqZsBUVajou6PFm6Ilnje4dxnOE3shcLicKEs8ENmdnKEkrd/rso4EwnU4RDoelujV7A1Lm0EhgW5pyubw0D12UkdETvlcb68s5Azjj+eIa82/YFomOhFV0XhhOO4Z2wTdbe5DO627PjJLxeHymDQctYP05lSMtaPi57ti7roN6MHhaPG42m4kQooXjpSTZbmAKhG63K31vWH2WcVcWRuPhxZ4zgCuUvSrOknT2ALNa2FJCu7PZndjL8qe3i313Ngl50evFdfQS5OfVe9LhyB1gbC9FXjijbVuD2IoRQ3LsTxUMBuXg1B5Bhh9X9T9bRbPZTNrhAO5BUyqVAEBqZLEXVr1el/YyJPJqNpuVbDxWkl/nkLFb0nDfEjRJTwPLC/DwI6iYLWcYFt6EeLgBkJpNvV5Pl1W4tIKtZQYxD7SCKcx1iEpnv2peJ5iUwpbZQquwZLyO1YF5b50tpj+PRqNnFCTtTdMgXi++1d4wfVADWKqyT7lMHun1eqhWqyJrqZyyNxyBs6lUamWYjM+3e4/RG14qlTzl6ipFyC4auY5sL9tVJIcw0YKdDrzONB7qNFpYkkOHS3WZF4Y8iT3V79QuGsnzxS6aqHuH8b0R6M/sLGa2EToSDAaX+mUSuwS4iim90gSKs36Rlgv0cOlK1nYGOADJ7uP+G41GkiBlRz8IHSHveRUyppKUy+UwGo3EKeDVr9Jec/t9ElvFpIRd0NYqlp0m6PU9hSm1S1pJuj0HsSLaCuNmpQAcDAaIRqMSDlhFPPD4HJYG4FioobNWE+u9aGAkcFp6nnRycoJnnnkGlUoF8/lc3HbsfcYqzAA8AaF6fP1+f6myts5W4LrQo8OwkW3567lxs1EpXPVcpqUDWOpxd14X7quii7alYSjzMq1B7HswTFUsFgUMbYxZUtjZY4jKEVsneLWY8HreaDTC0dGRKNJsHOs4jvA+w57z+VwaQWpeIo8R8JzNZs9VjqgA65Y0HKtuO0NljJ8B7h6myx84bZq8LTGcwHVfHLaXTk3SVbL5fmj0cK0YotLrbPM6FUVa6cSSnbcfeJjYiqcXxkl7QkgMWTNDbl0rDipaLOJIwa+NARqEDLnl83mp7xONRrG/v4+DgwPpws79t4lir5tYM3mDz9dyle0ztlGEVhHns8sWNZq4z1jomGeCTWyxwQr3NExt7B69bBrLZc+d9Z2azab8RCKRpbIuwGnbGWOM1NUjrozGSyaTEYzguhpMqVRKaisNh0MpD6J5m0kBmUwG6XQaJycnAnNhSFcTzyvWzeLv9nypUCaTSRQKhbXjNea04Ww8Hhej0eud0DOlDRudRZrJZKSZ7zYQn1W01al4nnJE4mIRdEY3prZI+v0+jo+P0W63USwWRTnS9USIi6EGuooZKDwIVCM2gKEsgrkByEKynoydZUGlhZ3YGYYjrsU+2Kh0cDOtGh+BzxS+9KLxmewpxc3jJYA1XoLhFZZwt59NpYzWAzcesL4Lt+3e3iXNZjNphbHt312mNQgVlVarhUqlIvfQihFr6NBSJ+/RG+qlyK8jutCPjo5EwUilUtjf35cwWb1eRzqdxsHBgRR0sw9LYqCImeP15z1/lQLM+3Ev6gKu+n2zczcAAVtuSxqvOJ1OkclkcHx8/Gdb30gR10l7brTHgQc49w5DUJPJZMmCZfiRgpa9HM8Ll3JfsT0PFU+NcSK43mtcwGnImuGAVcoE5Zg2rOgpsEMVOqOIxqLOVNRp1PydRpgXUQ4T/1gqlTCZTKQJspfxyayky+KM9HzsA3oBSL4U0J9RBuJuuMY20dvDcBYxhFTadCiqXq8veTBt4sHOzhPr+pHpukMMb7JUBr1DLL7Kc86W/zSQeH7RC8b946V4EkTOkgNskeN1DpCvvOQCQ/hM9Wc5DeI27ftRPtNbRwcEEwy81oZlcwBIxfBwOCxe/VV92fi8TXnoQpW07VjiKmKMUqeq0vVGF7+O9WtNkAKQ2iDbH+jy58CypUwPT7Valfg4QYS6IzYBYTYwkmBVWrwAlgC0zBIhSE5r/6vGRyGnQeYsBKev16BMgkTL5fKS5c+wDw89CksCq/XB7dU3itb8ui7cV+ne5iG/iQfJCzi9bWsQXQ+JoTSNH+M9yHd2ur4xZuN0b3vcDAFSgHDs/X7/TBkI4sG8QPd8V4D7bla1ENG0TgH2CoF4hb6Z0ck6XbVaDfv7++tfmgdpt/8CYH6pTuzz+VxkA+fFw44hU3pXdGgYwFIYQhsP7HV3nnJEYc1q5hr/5ZUpSOvcLpHBsdlrRNKZsjQUuW/XCX0qb5Q1wWBQDiV6rBg+JU600WgIWFaTLofA+mzE2DQaDfFg6kxinfl3Fc1plRGRO//q1UQ4BY1g1tyzsYsM5fCd0mNPpYMKC9d7XbIE7xcIuCUk2Ejdi9905hrPKa9afnx/dtkFhvso43nGdTodqXdHvI++vtfriWxkWLfRaCCZTErIjoYFQ7RsrKvlMTtdkNeCwaDUHmT7FK1IslEylZ9sNruU3WZjuejdouymAUGc7nQ6lSxRm+hk2JSHtlKQjDEb9cihMGQBLN13jIfjbDaTWhxUnFisTdcTMcbIgrCxomZC3cmeSkM+nxcQIdMRCeIFIMh6bakApyFBwH0R5XJZhAkZi/fRblS60u0XQoFiu161653KJi1eFu5irFePj25DfbgTy0KFkGmWumsyNwOzHnSNKPuw14eN7kLNuPRli7dpr8Iq0in7PFi2aQ1CxYg8QMuEQlHjhigc6BHUGYisjr1Jujew3ItvPB5LnSTgFFvAcv26DAQxbnYCxHQ6lSSAUCiERx555FzlaJ0CPJ/PBUCrw3hePRABSH++yWSCVqsl1aDPI+4rrQjvyiMZCoVQLpfPYC4o1HUfMyrXDNsPh0MR9NVqVWpaPec5z0EsFjvXc6S7rmvcEfmVfMIDSeONbKLiTIGvn6P7Oep2IfRe896auNbEVfJvKIP4nHK5jHg8jlAohPv374v1zYxJ/o3dp84Ys1REki2meDCxvhdwqljoOWlcyyZEHuL15OvFe9s+Rq+I2Ds9dlaYX2UQUu7zPJvNZuJ9TKfTa5Ml9HMp93U1fC8Kh8MSWvXKSOceBiChTUJHuA/oydSYQDosqPgYY8QpQa85eYUJAmyPo7PeYrGYwGV01h0xryyJQj2BZ1MgEFjKNuZ6jMdjSSxgyI1rbReUJNGwJSaU5yXX1eusYnHmyWSyUex2KwUpGAyuBbXp6/gCo9Go9B1jaAk4CzKkd8SrjxXd0RTgZGIehMaYJaWNGR+6hxAFFYGuBCxy4+q+LexCTAYksp7YHy2c9Xxt3Ahfnu53Bnj3kgKWhR5xCiQWwOLG0UBBHlxsVxAIBKQ9BXspMZ7MNhmrWgXoeLC2jqnhDwaD1WCwc4iYL4YjbQFBVyuVI9Zmoldr01Bau92WMF42m0UsFhM3s15jnZJLDxuvobXKtdpUOWJoNJvNyhhooXc6HTlYyN/0Ftg8zHAkD9JyuXyucgScxv7ZwkCvMVO7bQufngA79BkMBpf6qDGT5zzS/K0Bwqx0fRkyxniGJVjQkIqP5nXWBKIhxTVixt4mgE72RwOw5L3id/TK2QflKlCp3vMaS2H3c9RgcWbO2aSxQvZhnclkpDo6E0DoHSQGVHuW6DW1+9RxLvl8XniBJRR4P46dioP2Ztt92c4jvW7cW2wr1ev1uuffYTXpECUPVCqFGttlZ0xxnjRceABvavQRT7QJETdEA4rhKq95MPSZyWQE6GwrRxwnq24TvM2SAISnaE8NAf/0vjPCwQKMNEJ01p329tNBop/PkLfOxNOFOPV7YXRlVUFJhirZw1CHmelZ0p9rmbApbR0o3qRHzmw2k3gm+47VajU888z/z9u7x8i2nuWdz6rqrntXX6qqq3ufc7zPsU0gxAYbA/H92PExwRB8TDiAGM0tGs0omok0UiYBkxBsw2Qg0YwiRaORIs0fo5EykwSMsYEwwQ4YE1+Pz7EBEw7El3Pbu29V3V3dXd1V3dVV80fv31tvfb1W1ard+/BKlsG7q2qtb33r/d7L8zzvy/bys3geKwNGJyx1g9L3GBxpXAZGbt1nlB4Q7jE6vV7P9Ba63a5hS/b29iYYImg8oBVCxLuwsGAYKa6D+w1BY+jkhEA8qjToJ/GiQVtfXFyckGOXZH1uyojeYPHlcjm1Wi3t7u5qNBqZM/Iz2OLm0yU9P5+Vctid3wA1SekYsDzGcwUjBDbn1q1bEwy+JIv7fKVS0cbGhlGyfVBJIAUOqFKpTBx6/Bvth1nBERUEAolyuWzPlrlv7XZbo9HoWvBPlctnTZeXVyNE6Eb5URXTzLebQ8aIf3fippXjVDzZQZJVayTZPcwyQLYkRbR2pxEtbmpUHMA/4BvAyqCFtLu7a1IeoUhgkkEauby8VKVSSRSfjMMShe+SNG7l8+9IohwcHBhxAGE+v+/8vDDwGVwbwRvf768NzE2327XP8VzQkeKQY8xM0v3gu7he7ovqNge697nef6TVuGE/9vt9Y+VBULiJD4ozknUwadIkC8uvQRRFVv3hnWVsSZLRHYEFhyL/tIoqWCAA0J6AgCFF42c5FovFa9R8bySKlUrFzr3l5WU1m81riYdnZufzeROxBKRNEINaNuK6rGlcIkMln+87Pz9PTCL4/lqtZtUkfAr7DGa2/6245ylNtvLOUqpZz41BovUwTZ+CzXUPDKVcLmf0ZHqE0IolTahkJ82xCmeCgZMZDoc22dgbfdrBYDAhakb1ws8gotpVqVQss4zDpRDUgHECLO3vl5fBN1J7mAAAIABJREFUKyyH10YWfA+TYWwDDkQouwjdIX4Zsu68sekZRrm8vGzZMiVuj9Walsn5e5GuXta0uLNZRkZIln+T0SBxrbRZn+eg9mKAYAem/Vuc+ev3+ljSmPlFNQ9tLh8ccZj7Z0JwBH1aklW2ZhmVjEKhYNUA/2+UwuOCApz+8fGxlpaWrMKBEwawmUY4ksyW/eOB2q+kMZKIob9+XaHTU2kB7DprXQErE4B4MbywnRk3DzF8l6RxlQ+joj0YDExGJE4+IpPJmNI3zxpcDKKm+EcYSbQfyuXyBB6JRAu9KKoQuVzOqOpx9wMUgPYLOE9YkMAYPC7S+4+0PoR2FGDcy8vLmTMn79d8BZWOA+BrPxqDCt/p6am1gpCz8Zie0LwgJDjEUDTSG0QKqjiQd6Iomui6UIQgyOV/C/WaQiP4BYid9F6CiST5oFJG8gdBibO40+no4uLC2HZxz5qEBVwj81CT9gZJtWd9SmO9o6WlpdiCCrECQTrVI1p/aYPsuVts8wB4uSgfrOF4aW3gyGa1MTw2BmXtJKCxv16PR4LyCHiTF/fy8tICBvqn9GVDXEqpVNLGxoY6nY729/fN+ZH5Uz6UxqMH4q7Niy/C0ON+6vW6ZZNo8cwSWfNSBwR4BA8EtaifzkPrp3x/U2YKxssGwNDrEKUdDRIGRtL0Vpr/3PHxseFFVldXr7V502KO+K5QHyuTydigWdqyYfsO83gwghYqV7A5mMk262CZBszmPfT4tdD8fgyHSTcaDWuPtVqtVMKY3nzZ/pU0Ml1J1gKqVqsajUY2NgLDn8zCHQFqh83og+44YHZocQB4fBgBHSOL0szy8+QbkjvIAwRrJH6edQlGcm9vb0JtG/gB/vDo6MhaMUkJSuhXOWzBriCXQWJ6P4kV10YS7PGqr4QBECaAzGQyEwKM7IVWq2WBzmAw0Pb2tvnION8cCkJCXALDFCYykixhBAZBtwOcVLlcNo0zBrOurq5aEgR+NW7dCYpow9PyQjQ0bh4oOE2+lwo7EgieeRZFUWw1yhvJCdVPYC1Jn+HclWSYXknmN+PuM2yPEtDzubQ2N0h7nsGlaP9cXl6qVquZbD4ZKBmQV6Kd9ttggagWzFKAlsZ4pL29PXsYzBbiAROc8CJ4bZrwYOM6KPuhoxJFkdFiaaUkbVJpPEuKKhJifDD3vNAdLZGkobS8vPeGgapcLuvo6Eg7OzvWTmSmkJcNmLbWgGxpMT4oZgrPsN1um2NOOxrEB0a0T8iwZmGUwBsh7+APo3mCo7iqUa1WMwmIO3fu2Fw/2BpJ3+XFSovFoqnwZrNZVatVY8vMYqTOYiZSsVhYWEgEuZM0sM7eIDoAJp9HOJLv5jqiB1GGnGKeMIGMgReV9DMQZ62rF9oEtIqlFVoFAA9rlcHDo9FIw+HQsndmYs2zPAwB9sxKqpJIVXhmqwcko7btmbN+ckA4Nyxunb1flcYz9+IS03mNxFkaawi9kgE2lQqqI7CvuHYwUB5DyFrDCAzXy7fWvCCkn3cW4nlJ2PH3nBNh8kLl2QublsvlCRHJ0M/ju6SrgBBcI4LHcfPbuFZwagSGAMG5TsYTMfpm1j6mfYYKvPc/cUaQxHsnjQdsx5kX5gS8TpdqLt+V+i/vGZUE6PBxRmWGYKHRaBhlnU0FKyStrowkoxvS843D44Tm8Ug4pn6/r0wmo0ajoc3NTdXrddPBkWRBG7iUpOpUrVZTvV63qdBkEmlAvZKsl4sCqM/8of3T2qhUKokBinfkTOReW1uz2Tuj0cj692mcsJ+95pk7aZ7RLAMcL129fLdu3bJ5SEnXBX7m4OBAOzs7luVxn9MwSnF4o2azaVU0jx9KGjHhr+Po6MhaF/TuWVNGkLBe07Jer0fk5xENh0PDupGVztrj0yoZvG8AN2cppvtqB0bGh5GJpTVYUycnJ6rX6425PjyHhRhFWINUUrwEByMakgx5DtYtZLmlFVr12m9UDVg/8GqAhGfhu9jLGJVY2g08s9PT01i/ChMLinir1bIEyl8P+BSqBHHm/SrAYD/AlIMb7BMBYRpj7TnM044OuqkB9GeQqzR+56mO+DY5OC7wMKG4oa+weRwqvh32ljc/W83PMgQLeXh4qO3tbfMzy8vL9t1eRBIqvodJeNFgBEhJxjwgmqodZzTXCLwjn8/bPjo7O7N9RFId4hiTLJPJTDB543SPvHlKvzRmncd9xgtzQhwA2jLPXpp71/nDM26ODU5KGgcRAM38YE5p/BKlPXjpg2JE2Gk/6++BgI0I2C/y0tJSIsgt/E56oP6707aw2FDSVcTr8Ve8FLwkg8EgsZToHTn3BO5Akk2lT3tdtCaoAN5vmTw0mCK0k8hOprWxfGCE6vDm5mYqkUgqQwiSwjIK9Y9gpDD+JSk44m8RmfTA7qOjI5OPyOVyE0FYnNG6IehttVoajUYW9MGuTMKcYf4wiQuAwjbetO/yxIaQ0UZlk2ufxbT2VUiIGvd+Y23qB29gHoPFYOiDgwNLZGCwsOeSVN3BHbHfwNyQHE5rZ04zBEKpYjebTTWbzVgxybhr8n8DWBwJBlotkmxQbVLLLwyS/GGWz+e1sbFh7aY4EVr/XbxPkiYCTjJ+/z4liQ56o+1CxYLf+YswANjSGGpxcnKiVqul4XAYC5nwYO6DgwPDgPrWWigI6QH+vV5vYv0J3OM+w95DeoPr9WcGZ1en09HOzo4FK7QHwfv4NeVZLS8vazgcqtVqWYAFKxQmKsESZx+BXqfTMXypD25nGfcerl9oXoOLhDibzSYKShIrAHshUJ131vrcIO1pWAUOEfAKcYw0fyPT+txxRnSKUSFJOrx9O8TTY2HrFAoFKzl750TknAZr4ecjSTJQeJo5XZ79gIPzD9D/O0wQj/vyjjxsU1Ka9Za29+rLnfzmPGXJad/bbDZtSjbVJL+HpKvnzCHsMUbzDKKdhjfi3z3T0OPMvPk9FIdJw/ncvXtXo9FI+XxeDz300NQyMy8t7T0y9Xq9bkQChtNOa0/QWot7/vw7icyseXvS9WpH+G/VatUO+MPDQ9PcijMCO/B47OPz8/N0E6znNB+0EHBIV0kUgQSBIiM3GMXhWWked4QgpafxLy0tTW1nxhnZuGelEoxKmglb8IQRPk81nfYdFUlpPDMtyQiSpCtMhw9sIDogjRAnQhsaKs3hpHlwmcPh0LBX/t9DIzhiP4MD+os0grqtrS1FUWRnXEiwwGjD+UAB/aK4WWtYXJuNVhDECL8nAeYvLCyYn5Gu+3RaV/gGqlG0BxH8DD8X4nxon3mZjMPDQ5OL4DPFYtFYu4uLi+YvOctmQSYGg8EEtimpPQhpyYtHe10qSdeKGjDjuIY0pIzQ5g7Nk7AKl5eXdlj7UiIXx2HOwSBpLl0I/8ChizLPLenvqR7gCCUZtbXdbpuyKIwCSdbWQrtpWqnQV2/4fLlc1vHxsc20ScqY+Ozl5aWV2T2Vk+pJFEUGJvUZL07TO/KwtcLaZDKZiWxgXpuHnjvLAAaG87+k8T23221rpTFva1YrzRt7EVp6WBkKg6OkERNhS83PZqMCRabGujYajZmBNQdwqVSyg5G5aBwK0GmnBTWzQMLzVI8wD6IP926j0bB3f9peAh/oVfD5rn6//8BPPI/BQhiVrJ5Dx68pBBNam96HxA345T4ZvjsLmO2NYJ/rpMSPb4yisZhkHGzB79XFxUXbD3wH4rsMus7n85ZMTTOCpGKxaNVpOgO0fmGD0m7zLRsM5heVdHB+vrVDNRycXVyVIAyO2GtUAdK0bB6EATSnGgKedNo7DUaN9haCloy+iNsjcW02AnFf/Y9r8RUKBXW7XdPEi7sHJj20221tbW3ZfeAH4pSmfdUPolI+n59oMYdyA4ixMnMNHC8FlGnm75dOU1x7EM0jro/1RLCVAe6cxXyOBJTPhvqFaWzuChI/HGIV2NzP6ev6zMHntN3d1a3jDf2NwQ/qHY23WKZLz35nZ8cCkc3NzZm/6Q8Dep//3/Of0p/s/pmOdKJGoaYnNt6lx5tvmwAtA1ak/0+Lr9VqaXt7W5lMxqj6VI0qlYoBGWu1mp4++Yr+/fbva6/Xtt95e/3NarVaE5OHmZydy+VsRhrsgDCz95l/tVrV7u6uPvXyp/W1l57T4fBIK5mqXhd9h95ef7MajYa9JPR/kRLwquPeer2eVfIAmpMN1ut1/YfWF/Sp7U9P3NPjzbdNZC3YrIx0XvNBNvpMOIqDgwN9sfOMnun/kTrDI22crOu9m+/W46W3zfxeshdeFl4en8lwmHQ6HT17+kd69vCPdLjVUaNQtzWQlAjEjguyOGB5yeOu6/d3PqtPbX9au2ctlS6L+u7sd+pti3/VgiPmq4EXm9VeiwMJ+9/Z67VVVUV/Rd+uH3z0iVQ6StL0UTO0gXFE/++f/Jq2zvY0GkpRRnps7RH98MNPqNfrmZPjOzOZDGXuBxNpO/NaUrQU/jz7TX2m/TntnO5qY7epN1e+V69b+A4LUDzF3RM0vIJ1iNcL17xUKunT2/8h9j2SZHvRV3YYM+H3iYctMJSU3/PB0Z+O/pM++eKntXWyrVvHG/rhR/+6XrfwHVbJzOfzWlxcnJgXNs28/ACVo9PTU/3Oi7+rZ/p/qFZ/X7Xcmr6//Eb9lc63T8gm+PdJkgmC7u3tmV/ylWGCOVh02WzW/OruWUtLKuu7st+p9z78bqtWJa3LK2mcHdzX4uLiVJV1sKe04KiOJ8nPYGGbDWkXWuvgI73KPwEOmC7fEoz7fpiJsMSKxaK1d0nQ4sQn+Zwkm+wAu9h/juADth8aT4wfgYiTVEm6uLiw+0WUlsLB6empms2mFhcXbc4fgSr0fT6bJChJax/9qfvpgtxXgORHE6BpcHBwoH919DEdZ7p68tEf1uZCU1uDHX385X+rz979gn5i6Uk7zHHAZCvT2BLSdSn/SqWif/71f6GtwY5+4tEP6NtWX6MXTl/WR1/4hL7c/or+1sZ/ZgcbNM3t7W0rXZKxETytra0Zkh6slHRFuf7lP/pn6i6e6ccf/YAeLT+i57sv6Vdf+Lg+89Jn9eOV99sgR0qSiMmhYI3jDmfP+HEfxWJR/3fr32inv6uffOxH9dqVV+vrh9/Uv/7Wx/St1kv6udt/z6orKJZOkxIAIM8mh4IuXenz/IuX/i91omM9dftJu6ePvvAJPbP/Vf3dv/w/WGlcGpeQH7RRqUBXBIf+Lw8+qsNRR0+99kk9VnlV7LUl2fn5ufXd0TAK1c2Zxfevjn5dnehIT92e/J0vt7+iv337bxkzJU6XBsfle+1LS0taX1+/to9Ho5H+t//4v2vrbEc/dvv9eii/qT/f/7o+9tJv6k/v/Ln+zmv+24n5aswxmtVeC0fsRFE08Tu3Sw/rPx18Q//m+V/Xy3e29A+bfy/Vc4kbNeNtbW1N7XZbv3n8u6oUqnr0VY+pWCzq7OxMd+/e1T//6v+pD6z9gFHFqfjeE2dTpVK50Ryt0LyT5v39lwe/qv3hoX701T+ijey6Xjx9SR998Tf0J7nn9HPf9vcljVlLUKOhTse1K9mrYFKKxaKWlpb0z577P2y9/Xvk91C/3zf1aTLqcN6eD9Z6vZ5hIv3h+P8cfFSty309efuHzLf++ku/pU/2f1f/dfOnDH4wC7Pm1w0AK5phBwcH+pf7v6qj7Il+6rVP6TXVR83f/bH+o36y+gG1Wi1tbGxMtIRoZTDQlRYN7wwHPiw671efuv2kHi7c0tcPvqGP3fktbe3t6Wc2/8fEdXmlDd8syQQdCWDizIsc+nsl0JgGAfFttkKhYCKGxWLRnj9kEO+DGH9FIBJeG90T8J6DwcDA/LlczohOcd0NcKJRFNn4GVrDvCN8Lpy5xju/vr6unZ0dq9zEyQeEayfFtwdheYOb4x2P+1w2m51g4/nAdl5wNnZfAZIX1kJ99c+ib+g409Uvf8+HFA2vdHcey9/W99XeqJ955sP66uLX9EO3fmBiBg6OLcTWhBZK+f/B3ud1MOzon7zpw4ouIxXyBd0qbeqNy6/XB5/9iD558Xt67yPvtk1FK29lZcU2QLlcNpEstJFYdEqUn21/UQejjv7J6z6scuFKr2KzuKHvqnynfubZD+vPom/oRxrvM+fgx6EwroT5cqPRyHqm4biPz+x+Tofq6H95wz9SLpO7N09uRd+9/Dp95E//qf5g7/N6R+Mtdjih2EwmGm48qm2SDDcBa+8Lh1/W7nlL//RNH1Epf/UsbpU29b1rb9DPfuUX9Jndz+nx5tvsJfDMlAdlqAvDXigUCqrVavpi5xl1oiP9k+/5sHLZq8wr7tpCo3IEsDLEG0mTo1+e09d1FB1f+503rX63PvjsR/Tb3/qk3rL6fdeqRlw7Gl5UfMrlsm7duhVbSv/9nc9q62xHv/TGn9di5mrMyurast648np95D/+U3194Xm9auFV9vc4sqRRMNxLOGLH/04ue9UKWl6p6k1veoM+9LVfTly70ChFJ+leFQoFffn8j1UpLOnb//K329/kC3lVl6t67k+f05fP/1gfePX7TCF6YWHBxOMkPVCaf6/XM8mHQqGgP4u+of3hoX75jR+y9d4orOsNK6/XLz73v+qz7S/aOniqOppmsF/8s+TwoxW1vLysL3S+PLHe0ngP/cwzH9a/e/7f682r32vDPw8PD62iG4cbIWjy5AFA4l85+2O1Lvf1y28c+9ZHc6/S96x+lz747Ef055lv6s1r32vg3ThV4tD8SBpYvF/sPKOj7Il+8fX/QNXSVTWA9++DX/mI/kzf0HcO/pI6nY5qtZrOzs4mRtcA2pauSAtILsT51cPRkX7pdT+vwkJBg8FA6+t1vWXj+/Vzf/yPba+G6/JKmvchgJL9qI0kiZVwTam2FItFdTodCxDi3iXabExxuLi4sPU7ODiInacmaWI9w2sjOGL+XqPRsDY3z83/rTe/72Bx83vo8UmyTosXXvS4JCpBu7u79n4OBoOZGl/SdXwcldGkVqX/XCgoSfURnzYtWE383rn+2hkz2dBq+WL3GT316JPKZXNWur28vJQupR99+If19OlXYkWoJCWySaR4Kf9PbX9aTz36pPLZMcPr4uJCupSevPU+fbn31QmKPteKCjZsIS/2xW/4/uXnj5/WU7eflC7HgPDBYCBdSk/dflJf7D5jDw26NtF6FEX2AiCiBUofjAMO5FPbn9ZTt59UKVeaGE1QypX01O0n9cmt3zPQNSXgbDY7MWcGow1A9u9HimSzWX3+6Gn92CM/omgYTfT2c9mcfuz2+/XJrd+z5+v/+0EY144YIhsW5sV/OPyCnrr9pB04WHht4f2CEyLTSAqOwBz5veqvLTPK6P233qfP7H/edGn4nlAugLlDmcyV2m1StedT25/Wj91+v3LZ3ATJoLhY1E++5m/qd3c/M/H3BO0hYzNcQ9qtvFP+d2yfSspn83rq0Sdj1y7JeA8QMPUWRZH2BofavHXr2vVlMhndunVLd053rQTPXg6ZMw/CoPEjhrq2tqY/OBjvId8uXowW9Tdf9SMT6+CxMVCgPXOUz/b7fQ0GAxttUCqV9O+3f9/Wm7+7vLxUNIz0/s0f1B8cft7a58ARJCXiRlhz/ANttaWlJf1++7N2T162I7qM9BOPfkCfP37asmUO2mlYQ3yEH0mTzWav3otXvV+L0eIEBi2Xzemp20/qC90vq1qtmogtAoN+8CrJsyT7m+FwaN+VyWT0xe4z+vFHn5QGsnmYCwsLKuaK5u/8Mw5HtbwSRvWZaqIkW38EbeOMVg8kANaUdtM0Zhb7E+FGroMKXFxwxH4kcCCgYV8QHJ2fnxu5BtwdPpD9Ea4pg4v9XDaqM8vLyzo9PTVsEpAPSdeEbMEKFQoFO5vBnnkNMPBMcQw09hDsUe9fufYQExey8ZBd4L26nwk19+WxAE1xUaurq9q/ONCj5Ufsb3AYw+FQj1Zv63B4dK0NJMlmsqAB482DL3nIkrTXa+vR8iOWWXig26uXH9PR6MQ2FaAvSTbnjF5mtVo1sDACll7vZf/iQK9ZfszacZ5V9tjSbe1fHFy7Xh9kSWPKN2DH7e1tnZ6eTsgD7PXaeqwyriL4jfto5RHt9a4YeIBOpbEQVmheXDLODi47evXyY8bk80HS7fLD2uu1DVgpKRXgM60NBgPduXNH+/v7xu7wEgI81zjj2rzFUe9Dh+LJA7DV/F5lnxJEv6r0kLqZ0wnJhVAuYGVlRb1ez5Sppw1w5Z6Gw6G90ATHjy29auKe+JtZzEfGkFSrVcM4+LXzFbpsNhu7dtOM4BDn7q/v+PhY0ShKnGFWLBale68x7wL3dQ+T9EBKAcPh0MDzkmyad6vfnni2/l18Ven6OlgipzGI2q+/V2snoMrlchPrTSBI9e+x6qPqZk4nEkISDZTeQwPvBcDXjykKf4trXlhY0GtWXq1Wf9/8Ge/ztLEuSSNp9i8O9JqVVxsw2h9At8sPq9Xft9Y1kwTi9Ju4Fl/J9r6q1W/r0aXbVi1jn0ZRdG2vxvnUB23AF+gyENQuLi6ahlccaUEa6wJSfcKvISbsZ47FGdgeaPu0rJLmqcEQq1QqNsgbYVCCqygaDzomMUHfDWJTWGX0GkPer0jjFtba2pVCB8mCV98OzWs/FQoFra6u2hggGHmsVzg+hiBwOBxaUeDs7Mz2QMgA9EaQ5JmDzKq7n2R/7gAJtsHp6any+by9rI1CXc93X7Ib5G8XFha0db6j9WL92o0QKRYKBQNmeUti6TQKNX3r5MWJFyeKrkSg7vS37LdA0x8fHyuTuZrF5llIoY5HeDg1CnW9dHbHnCYvyeLiou70t9QoTN5TnHEY8tJQXfKbs1Go6fnuS4YfwGksLi7qhe7LahRqpvbNmsYJ3YXVtjhbL9Z1p79ldE8fJPFbfmiupPuKvJNsMBioUqmoXq8bsBMqOusQZ1ybv1cCH2jJoe4Qe5Xhtzx79mp4sC0uLmrrfEeblY0JMLYfRLu6uqrBYGCA/83NzamlX/YqmbIka2GF93R6emol+jin4zP/UPSTteOeYJJlMplrvzPLAFbimMgYW62WXnjhBV2OBokMlbOzM0X3HgHXBtPvHmbiRpPYJZlWS6vVknSFsQP/5ffQcDicSDaeP35B9fzaxPfgsJH8OD4+njgIPf2eICyKoon19glaLpfT3fNtNUvrEwE21+ETgtBw4NlsdoJZGT5b/iafz+vF06tniy8jcEUbKbRpGk6NQl0v9+7afqZy430D2naVSsXuKWSZcS1gqQg0sNWFVX2j862rqu09f8eenXev3sQ4iNnfBDckMeB9CCySKkEUDHxQwEENM8vPBfPGOypdvTsEaEmMXfYaGkQe2kHnIKx+S+OB5vl83mbbeaYh8AO/x70RZAFTIWlIuk4CrbW1NTvXmTbQ6XSsOh3i8UhGmQrBe40UD5WzJKFN/0wkGZ6LpHFemytAGo1Gdiitra1Z5jwcDvXExrv00Rc+of6gP/ESRwuRfu3F39B7N9898V0wFADfASz2NHYYI6EA3nuaj+tXvvXr6vavevrQ+fqDvv0WBxsZMMJqoWIzrSrpaoP6l+CJjXfpoy9+QueXkw/hYnihj774iWv3NM1QZ+XwoeXm1y78nfPLc330hU/oiebjE+teq9WurZevtk2bAffExrv0ay/+hkaZ0USQdHZ+pl994eN67+a7dX5+rsFgYAHSg87eyLrQ1IKCPWsd3rv57mutLh/4+Pv1tOHl5eUJgcj3bDyuX3n+19XtdScOtlFmpI+9/Fv6gVvvtu8I5QIQJ6MSOQvA/tfW36l//Y2P2l6lxXIxvLB7svu8t+5JsgrT1JtZu7PzMxvMms1mY38nycik/RTsTqeju3fv6sUXXzQhzFUt6e7du9cy6uFwqK27W3r12iOmlr+4uKizszOdn5+r2Wzq7t27L8y8kBnWbrdtvEW1Wp0IUv0eooK9uLioYWaoX3n+43rH6lskXdc7Yhj14eHhRKLGOnD4sebsoZPeyYR2zTAaXvN3gGmleC0y9ioYpUKhMAEwfWLjXfrV5z+u47Mxu2phYeHasyV44Tf9wGPu2fuIUJ8H36Cs86n9/oRvkK5rrHW73WuSKFQOpDGjlkDx+0pv0K++8HFpYSz2e35+rm6vO/E7r7TRVvOCoAQz0jiJpxAQJ4BIu+r8/DxW3JFAhvaWf2d4Huwx5thNa0X7dmMmk7EKF+zA5eXlxIHvALRp48MyjWutxRmYJnwe9550Pvi1Q/6HOX3dbtfkN/znES+F3cu0CWRqKDBISgx6zs+v5q4Bf2DfJQWp02yuAIk+a61Ws4Wiv/72+pvVLDT095/+eX1u70u6e7atLx9+Rf/gq7+oW6UNvXP9rRPfxeGIwBRaBvRT4w4DXtjXL/5llS6K+rk//Md69viPtDto6QvtL+uDX/mINotNvb3+Zmu9sCDTFJv9Iedp2+9cf6vq2TX99DMf0hdaT2tv0NLTh1/Rzzz7YdUyq3pH4y0T38MLFW4agj3YVRsbGxO4pDevfK82iuv66Wc+pM+3ntZ2f1ef2/uSfvqZD2mz2NQbiq+3taDEHa6Xr7ahjRKXrT7efJs2i039g6/+op4+/Ir2Bm19/t5vrS829I7GWyYwMD4LflB4JI9H8JpaXNvPfuUX9Lm9L+nO6V19bu9L+tmv/IJulTb09vqbDW/ExHEf+HCdBFBeU4UDdDgc6o2F12tpUNYHn/2Ivtz5qvYGbX3p4Fnbq+9ovCV2PEmpVDLsFCMZZt3nX8l+u/K9vH7+j39JXzp4Vjvne/p862m7J94L2lC+3eBtlnrz4823aaOwrg8++xF9of1l7Zzv6QvtL1/7nfD6YEYiRLizs6OdnR1z2nHaPG+tvEnd3rGe+9PndHhwqH6vr8ODQz33p8+pP+jpnStv1s7OjoGnJVkr8vyG5UhwR6PRyAa8+qCDPfTBZz+iz+6mX/XsAAAgAElEQVR+UVu9HX3p4Fn9/Nd+SUuXZX1P6btsj3i9Iw4yn3jAYJKuDhc/1Z099LPP/oKeubeHvrj/TKy/Cw8B76TDQL5YLJqCPfaOxltUHS3pg89+RE8fPKut3k7iswVTJelaNWyWbhZr9w//6H/WM52v6u7Ztj7felo//cyH1Fiomb/jwMlkMlZJAjfjfw+/mslkrF27u7ur74z+khqLNX3oa7+sL+4/Y+/fzzz7Ya1qWW+vv9m+I5SUuRd035hWG7bVaGcxs8u3jtAGonLMs6R6KI2nLyRVXsIqlK+USGN6/awqR8jg8mxXOjJJ55wP2KSrwJV7imutJa2bx+kiY5EUJPm16/V6KhaLE6K1QDhYE4DftN4ymSvFbr6DUULhOnjzc9dWV1e1vr5uZK04KM80m4vFNhqNJkCwfhBjoVDQf1H7CX3q7NP6xAu/rfZ5W7cqm3r/q9+nd66/NXbj4Nii6EoMEYoeU5z9YQD+AbDV3/2O/15f7X1N/277d7Xd3VFxUNDbqt+vH3r4B4weC1191mFGObVQKFjJdX19XRcXF/qplb+pzw2/pN+++ykd6UTLmSW9tfB9euvq95skPPeWpNvhgz3KnDww2C3/3cP/lT750u/pY9/8DR2rq6VRWe/ZeFx//fZ7tLu7a46cYCBuvQjAJCW2aqIo0v/0nX9Hn9n9nH777idNg+SvLn6P3tN4XGdnZ6bi7IMXAIgPwjnxMhBQ4gCHw6Fd27+98zumLfP+R96nt9ffbAEl4o4hKwKn0263jeXnqf5ekfi/ufWf608Gf6bf2fldtV7ct995R+Mt1iv3cgGStLW1pW63awHTLGkKpPH/y/pP6JnuH+q3Xv4dde+ear1Y1/sfmXwvprXXfOafpN4cRZH+9u2/pY8/91v6xAu/rdPsmTbK6/Y70qQyuzTOtChBZ7NZmwMHjTjOMpmM/sbSX9OXen+or3/rPymjrIa61KqW9J7qOw1gioJvv9+/L5G2pHXlfV1ZWblG/WZ//9tv/o5+5c8/ptPsmW4t3dL7mk/oNRe3bRApWAzPwGKkCAD40WhkARLPpN/v23tne2j399R66aO2h/xz9YkFzCYXLFqSs7Kyonq9roODA+3u7tpzop3xU8s/qq/2vqbffPl3tHO6q1uVjVjfyiFJVRa8Cvoy7Ok4huSEb3jpU7pzdEdLo4reUv0+vX35zTZ9gDWgikrbJNR98xiQfr+vu3fvajAYqF6v6x9920/rs+0v6rfvflJ7vZZWsst6vPJWvaH4OhMPjDtj7rEIbyQVAfSi2+1OYCFZb2msBM+aVioVk4Sgwsc6sD+SWu1UTnjeJNFHR0caDAamEUU7N0mUN8Qo8vv9ft9wkRAJplWBYJATnBGQzJrTSQDD+hSLRV1eXk07SGKpxa0djDKgK8gIUL0rFAoTlSzPbKO1l7TWHksFqYuq2e7uriUIUUpnNFeAdEU/HzOEPFaBsvwTD79Lfz37Hu3t7WljY2PqOAJvaF60Wi3t7Oyo1+uZ0F+SaN8TmXfpiYffZYDNvb097e7umrPzWJFpm+78/NzKcfRzpXE14r2PvFs/Vf9x65dTLmUiNkFS3BiWuMwfXBKxBk7xO/RaveUvfZ9Rj5kwHydcl7RetVrN8Ae0FEOLokiPN99mdGefxYJtqtfrVrVDc+emOiRcO0NwqQ76aecrKysT18b1kaGGoz4wgiPKsH7oLJmeHxdSr9f1vtKr9EPRD0zshbjxJFEUmVhZmtYae6TdbmswGKhQKOj7s9+jJzd/2F700GivxT2zWZk/99/r9fSmynfrBx97wtqwgCEZeuyDHijruVzOKgKItxIYYLA0+Xw+n9dPPvYBvfDC9Y6ZD15ngc7vxy4vL+35xn33cDjUGwqv02tu3Vaz2dTq6uoEbil8X7w/I/GAYoy2WRRFVgHw+livyk3uodA4xFC5JmtPCuRpP8OcAwxdKBT0Nx7+Qb3n7HHt7OxM9a1+bx4dHalQKEwEYuFIGm/4hneuv9UU7YvF4kTiSPCFhAHVj1arZW099jkHFfub0S4LCwsT77l/fxlG7cHSJAn3Kns3orSxx+v1eiypI47hlcvlVCqV1Gq1TMMOPyHNnheXy+VUqVTUarW0u7trgdjFxYVVuD0LLm5fM+iYMwSxZRTRabMx/iPJfILK/kgzpcC3rhCsROOLcUlxwHLWbm9vz5JvrxiOFA76S81m81oli0CLocCcrXFMPNaI7yARH43GY4iWQmR4gs0VIMVRjymtnZycqFKpaHV11Xrp8353tVq1gYy0imh1UAoNRfvC6+j3+2o0GlpeXtbe3t6EiFec+cydKhPOC+pwOOPM6zT4IClsGc3K/PmuTCaj7e1tSbIDtVgsGh6kVqtdc2pJ64U2D3+T5nBirIAkA76SpUtXpXqe7cUN+mxE84wnKBaLFmRL1+d/EdhMU8bm75KCo7DymLSHCMKOj49NYJRDnooSVYtp1UhaNLSBuN8klW0+41ln4XXNyvyl8WRrqqYwW3yFiPI2exRHxz7d29ubyrbxVGfeTdbY2zQcw02NzHPamA+wRSQV0niERCaTMVB2qHfEfVWrVcM4QWEm0IxTVZ9mPpjg7/v9vlUL/F6VJpXMUf/343DCwDXOeHdR9M9kMiY+mmY8Ct/BIYP4Ldgc1tNXWdBTIsAhsWK9+/2+8vm8jeLw68HvQdHmoGdEjsfKNBqNG8/zA+gbNy8xqXXDu+8TXkas4H9nmeEC72lVkXAWCgXlcjnDciVVkbw2Xb/fn2gP0iIjOZ82WsgH4lSOaaUnnRc8T2azUfUvFApaWVmxdw5NQP89FA+63a5pEGazWQvkGP0FaDtpLY2FvL9v70F4j6xROHeNQJs9nVbR/76EIv3F+EMNcOn9BEjSmN0jXd0Q6rM+m49bEHQqyFSiKDLqfhIjCAszdzYM10AW421akOQtTeZPUEVQw0HnxxPEXQPrtbi4aBOh0w6jjbNsNmv0XXQ5wDKMRiOTbr+J4bQlTfTaifBhCYaBDRW0UBlbmqz6+L5zFEUT7ZCkg21WEAbmheAqdOzecJq7u7tW5QDAO01ojusM1bMJXOIyf8+e4h3gIOl0Old0fFchGg6HNgQS54VoKhUVb2AnmBbvg6NcLmeHXqPR0M7OzsRnZw2yvYlFUaT19fWpIpoczCFDxo9QoKITmk9yJJnOD+NFkhK0JPOyHGTuVCDC4IjrIhg9PDzU0tJS4qzAJON9WlxctFbvcDicum5x5pWswYl6yQO/VwlwCJJarZatnR+vQqU6n8/HHqRIFeBXy+XyNWXkWq22nvomYoz3EXazX1uCy7i15lDvdDqmYl8qlSaAw3HmK7lUU46Pj00kl0ObAMcPhI37LiQzwvYgawecI+lZ+/efoO/g4CBRo0saK4zT/mIcEqw5Bifjx8L9yvOmaurXmURgdXXVfCgSKnFBtCRtb29fA2l7HGfY0mf0jRtJlCrIvu8TlbYakvIIOnHTaaoXZMwXFxcaDofq9Xr2PVSOYJjEZWyhHH+xWJxQrGWRZw1a5TpgKhAZk+nFReNxQdLGxsZEOc/jgpI2K62RKLrSriCapu2HRk+c9Xo9w3fQQiErSls98sYsIAZeQn0n43lQGBL/39I4a/Yzc46Pj23gYxzeSBrvQf6OfULGT+UlblwINm08ia8ALi4uJgaq/G2329X29rYFU4yEgbqbZDxHD17k2jhMy+WytWakMbWYlg2OAuV0aVwhilu3s7Mz7e7uxgrgraysqNlsKpvN6sUXX7z27+fn58b64p3zrbudnR0LkJKIC/drtF6S9iJM1DAxApQbBizh9zA+w9tgMNDm5maiInKS8V28O6zR5eWl1tfXY7+PA4NrDIOjNO827xOjR3iP01a9MM+SYjYWwTy/EV57qVTSxsaG4Y0Gg4EBdb1yOW2S0Dd7v9put40NKV0F5vfo3veXgd+zbPZqnBRtR/AzkmZW6PxIoJWVFQsSkyowJHAoOoObYzwX6xtFY+kXRInjiBro+sW1B0kKJCWqf/vuwvn5uXK5nJ05odK2/wyFinq9rlzuatrDysqKtX+RQwjXlOuLoivttMXFRUveuCfWBggKrLqLi4trfps9xnij4+NjGzOCz0fnMHxuBFDLy8s69gJv0553mj8KjYjYg646nc5E5SUJYe7NazhwwwQr6P0wuy1uszDygbYHmhL7+/tWCZoFDvUtOLQg0Hs4PDy0GWtxziwMklC4JujzTKskx0QQhrhVNpu1dlA+nzcq5NLS0jVhL8ZNrKys6PT01Nqcadc/zrwuB6VRxmo8CPOtSozsguwJrEcul0ucpO33oP87AlNeuqR2CBWYaeNJGLiYprXW6/UmgqP19XWTu6eknGQ4Rw+uBBjPs+c98S0wSs7gQ5aXly2wiTPPWqMS4K1cLuuhhx6yilOr1boWQDG121dEKfn736HMT+UxxD/dryVl99L4mVI586wztG4I3I6Pj68N45XGLXeuWRozceZtG/JdAN9Zy2q1GovVkDSREFHl8veb5t327xOB8/0mNxx8+FQAvlRdw3WhSkzLSJKdEWGF6Pj4OHZ2HIcgv0OQx5lwdnZ2owBJGoPumc14eXlpzGKPX/FG9YY19dWLTqdjw1GxMIH3PopAhVEmPuiP+y5o6ognJrWxS6WSlpaWDMe1trY28ewRkyRRIDDxIpPheUWrXhq3nH3ic3Z2ZvMWwzX1+5x9cXR0ZF0CP4gWHNTCwoJVwvzwWR8k+UAQ4WFU22kf+ueA9pIkCBipsrX7CpD6/b4xFhqNhi02DJ+08vAAP4mmu92uAfIYmImjxcKWSFimzmazFrWnyVq5VrJx5r6gewKAOClzjQOPEeVfXl4akj7OKCf2ej2TTWi32wYsJ8hrt9uGmcCIlguFglU2KF+TzcyTsfPycwCjTUXf+X5EtuKMtUC23gew4BM8mHNacERA1Wg0zPHAUpv2+RCXFJaquRbYRLNaaxcXF9amWllZ0ebmpoEF47Jkb5eXl6YRQ4IgXVVCWq2WBcJktmSgtDiy2ax9LolJQ2BEwB9aqVQyGQNpPN+s3Z5Unc7lcnr44YevAdTjwPt37tzRa1/7WmPo7O7uJopLPihD9Zq1iaLIqoxMmEe4rtPpmGP3+4/M1Vc449Si0xgCpLQw0GRi/EL4rLwILwkjCaD/m1m+lfvmXSaA9fPR0hoJK+8M1auFhYVYv+jbSdLV+97tdieYad5fUpkNP08VHdC8dHW+rK+v6/QBSPsThBG4djodY0uH+BWMiq6vqkFBZ9/4oDxp2CwyDozEoNBAIB5+F5VskkZo60nPC+ILCbO/ppOTExPrBZdGO53kknYfz8TT5n1lJlS0ZgyPX1NJExMTKHbwnE9PTycG0XIPFAu63a6dpT4oRJGegItrD5W5/XNYWlrS2dnZXFCUuQMkXvZer2flfNpE+/v7ExFyGqcyHA7twUljjAEofWbjcGD7l4eWiH/hAf72+31VKpVrMubTfp+Xnc3HRkGNmT5maGTyAORwTrN+H6dFpYtDDAVR2iCSDI9AdI3miBcV5CAYDodWOUlrlDW5n2azqfPzc/t9cE43NQ4oIv9ms2kgZZ5DqVSaGdyAOVpdXVWlUrnGUpv2eYIonlscLokMl5EBSUHuYDDQ3bt3DbC5sbFhwO7Ly8tr4nH+OjhIKFN7rA/YIsDxECTClhnSB7615n+j2+1a2Tu0xcVFra+vmzgdzprp6aElzZwDm+LPLVp/ZJyj0Wgu/ZH7MWjtHg8YN5qFNj5VJJKau3fv2vsI/gpf1263pwbJoQEZoPUqSbVazYIwWK6YZ5LyvNH+8ZbWt/pKI23nw8PDVPpdoRWLRRUKBRuAWiqVTFQTMDXvmk+e+W2qAcPhUGtra4l+NY5sUSwWbS9JFvw9EOVaKhEE061Wy9Y7ye/QZuKMOT09tfebQBpfFDdPLaxyjkajifYWQRRtNgJ8H2wkCUFivoJIlS6KIgNSE3z4hCWUIuCZ4kNo34WV/6WlJXteIUM7isYUfh8gAgoHxxU3iJZAj0QhbLnxjCqVinq9npEaPO4QX889w0K8F2hOF3ziOtL8kTfmH3nQ6DQm0jTzOiPSVabz8MMPm3rm8vKyAZ0Hg8G1kQ9xB5enz6OZkmR+Thsvr4+cKQlzHQcHB7H35wGKHnA9rRRO9YieKBkZ7ZxisajV1VU1Gg1FUWT4FqosoRoum5VDaJ4W2+Xl1eRlFJg3NzftYAYTA8PiprawsDCR0eAUPbCfOXVJwc3e3p5Go5GxFU9OTib2ZZyyNvc5azyJNDkhPk5rx3/f9va2sfxu3bplgF4YTzgNr1INrXVnZ8eqNFQvKTWPRldCiM1m09RxQypuEiCZ39rb29MLL7xwLThaWFjQxsaGXvva11pV8uTkxNY2iSFCoBMa7cHQYIL9Rdjl5aVOT0/NF1H+B7zuR7MAPgZPMxgMtLW1paOjI2sx1Go18yNgyebZ/6wna0ar3R+m/toJjhA29SK887LaCb4lmR8JRTDnsXw+b0HVcDi0BIYgstVq6fT01DoBBH8E9BsbG9b2YW5i6FfB14VMVKoS2D1YwQPVjaBiwWiUUGCTIIV5jgCg/SBbqoIM404aNksAwu+GStu8X4wUOjw8NHFDKnezbp9KDfsW/BAit35EmN8LKG17NWv2sZ8d6n9Hkgmqet/AmpI8gfNE3V6STWtIilVo1zI6Ba0t9poXK4VsxXWE7c1KpWJVuntdqfhhkoHNVUECBxGqE3MzAL/SlLDYiN55N5tNa6cRnDCdmN5vSMGO+17MC6WFNnJiYZLUaDQScUa1Ws2yoGw2G5tJRtGV0KS/d683ERrVIw5Rxqr4IC2KInNCHOzcV8iM4zCnb0sla9bLhHOmckFFht8vlUpWrdnd3U0deacxHDZOu1wu6/T0NBaE6vWnwBwtLCwYo2Qa/TqtXIA0bq1BoQ17+P7vtre3rTzebDatPXxycmLYIZ95HhyMhxvT+89mszo5ObEDlCoO1O5p2lOhuCTZXrfbNbkGb5nM1TxCgOjn5+dWHkdjhkwdnRGkCmj3eAHU8LtDa7fbajabidf/IC2k9g+Hwwk19VCqgzYJgQ+tx1qtpnq9bocDrCMqAlSopxnOGUmCZrM51V+1220D8+NX4/TB0ppX4qbt6kUwwXamrYbhBwj2vKioNCap8NscWBx+VGFZF+nK33q/SsXEM1EzmYy9S1Q4T09PtbKyEi8mdgMjWAHywL7hTKMFRwWM8wmCBck+oGFU0cM1DttVYXuLgdvovnW7XTsP2u126vaQZ8VRAbq8vDQ8D7jS8AxfWlqyJJzWFXILcfslrs3m15TZdoeHhzo5OZnw7YgRzzqn4lpuo9HIIDqcVfl83hh+tNtJLnlmJB6DwSBVljBXgEQfkBKjN6/fMUukCufjZwVRxvWWy+VMP+Ho6GgiC0taUBgDhUJBFxcX1rIJHy6Zi3RVuZrmMHAGLHocRdUfjBgBWlw1gyBmbW3N8CpxIm4AwXF6OBhKhuF1wgI4OztTv9+fesASHEHjHQ6H10ChVOQuLi5g9N2M668xkwIHkM/n1Wg0LAPwdH8pPjjiJZ7FUksrF8DfMsZkWmuNyhF7YWNjQ7lcTsfHxxbQS2OsHvcMVZq+PxUO5gQuLi5aBYfqVtI+96wssqLj4+NrlHtsbW3NxnLw/nEYUKqmbUsJ/+joyBhtHIJhawhLenfiWns3MVpW3mGD40JbJpPJGBCdCkr4HGHUUMWVZBVbWqToF7FfeN5JQbM03qt+BmTSc/QtgPA677cqT/vd//8+oMHv0Sab53t5b0n88E2j0Ug7OzsWTKPsz0Bq7getNT8nq1qtWss8n8+rXq9by9drDnGo34NB3ChASkpcCRiQFvC/S2vN+3Kq9ltbW5ac1Ov12Ko0axjXrvLtLYIIuhvQ6gkS0xbPCOBIrqPoiiU9i2zgnylabo1GI/FMj2uzxX1fFEUG/6AVxrOPO0/jrsu33KD5M4EBliayJdK4IuaviWBqYWEhVXtlrhYbvVEiZm+AMacBemHmUE4OixG+bw5oNQR2zmKloXpbLpdNsyIsjXMw4XjSCNtBUeVBh4wcsA6ZTMY2E0ygcFaNbwfgBJIcOb8d0sR5mUJcB5uBHm8c7gNANhl2qVTSYDCIpaNTSpbsELxR/x/HyjVKsmCAZ4b4pTTZFiM4YnAhWCtK8dNacsPhUPV6fSqeiKCdalRcIHB5eWkDLsk6yYx3dnZs/h8VvWazqWazqc3NTW1ubhqGwL8r4MimDaMNDaAxA5/v3LkTGxyVy2V927d9mzY3Nyeu069fvV43lhnUfVTLq9WqjdBhTeOMikxoCKBy4N3UqNwBepbG1SMO3HDOmneQ7H1A2phXbvb3iTYVLFkqvXHGfuNgyefzU9W+CfpJEMLDxVfl0+C3qEZ5YVo0saTxYXY/rTYvfUDVRBonvAQcw+HQ3mvPiJXGQVKtVtPR0ZHN6xsMBoqiyN4bvod7Yfi2dNV+39vb20p94TE2GAyuCaLSrpZkuJjDw0NtbW3ZINc4NjXYSenqQE5iJ0qa2q7K5XIWmIDX4n2UNDFAN615PzsYDKz1LCUrhvM5NAGpKif9rn9ep6ensfuUCtDi4qKtO34GYk2aEY2+5VYsFo0F1263LclcWFiYULsPYwxapPl8PlWLba4ACXDV3t7eNScB+IpSqA8IcEowY+hB04OkVMkGJZACb0TkToaeZMPheGwIVEg2PtdD1YTWCE5olk3DI9EW6fV6E9OUC4WC9XN9kOSniDOKIXTk4W/7a8SRM2neXwfOKZfLXQPO8ixOT0+1s7NjJV0CujjGnceJ3csMr9Og5rBwECd9YUqkBA70qwFy8gJwuE3DEEnp8UbYYDBQu902QGGoes6efPHFF61CRHtsd3fXALCsH8EYGAPYJHwnDtCzhKYNow2vFdAirdrQyuWyHnvsMd2+fVuSrH/P6BqCN5S+YaDWajVjgnlpA64zCRNTqVRiKxKQIGC23LRFS1mdOXeME8KpS4rFHXEtJGhQ1LkctFySzOOW4hIPv9/YY8yj88Y6olzuVbLDQ8hX5dPgn2C2FotFk0fh2qRxGz4cdD3LIFEA0CY54yygul+v1w24nPS92WzWkhrYbbyf2WzWnp2/FxJHWiQ3ZbENh9e1rqjA0n4nwKQYUKlUrom4klSQGExL3n1rkiqnN3BDPgijjQS+yQ/QTXuf0lWgCqg8xKhOaxdTxaSqn2Qw+Rg3lsbAD/mRYGmx93yOjgFryzmFHyBw95bL5dRoNHRwcNC+9sUxNleLbWFhQcvLy+ac1tfXJxaYTDOsBME8A9cBroU5RCDsKb+FIx/I3ngZk3AAHpNRLpdNxRi2Ci0M31+eB0iahEcKM/+LiwuT6GccCGrbKI1TxocxM6ud4qtySBEQRI5GIyvR0uJEwM+vVxxLBGn/uPKtpx1LV4fgTRgkZAuUWHEuHhRPkN3v9224IOypTqczdVwIv5EWb+TXd29vz4IEBhX7fUzVygeg9XrdnGYURbZO6+vrMzEefq8WCoVrmX/SfXFvSXFqLpfTQw89pGKxaJpSfmAsQm9kYB5HhYx/nLTBLEwMB7+ka1PJwVHs7e3deNAoOCpGWpydnVnLjXUM29W+re/xajCXpGQAuv9dMJEhG8wnXTh8fE/4HCuVirEEpwVH0rgqz1iSaebbUQTYcRMNstnxvDnPEJ5mfjhtuVw2/8deRPdLGmM7uaY4I+Dingm8MpmMtXJ5HtwL2MQHUYWUZIPGfUUFYgQJC23+xcVFw31STQfKQRUZLFsSrAHiRpLsBx2T09NT5fN5SxB5b6XJAbqzjArl0dGRSfF4wdtpRoeD5021Oqn6TtDX6XRinw8gd869tbW1CXkDfDtDgNMYDPF2u22JKozCZrM5MVPVtxWpQqUdmTU3zd+D7aIomgBrh3OMyNjC4Z9hQMGLTL807mALJ23H4QDCsSFoGcEqQGwL59lqtebq60rX8Uj3hMsmXmYPkEPjAQZHqVSyrCkEJCYZ68Uso263q+XlZXPyVK8WFhYmvpNyLaV+tHU8SyRpirwHjwLCexBikQS93W43tlXBoQIGACAzaz1tDtY8eCOMNWq321aFoFLprw89G+mqMgCAmr3jZfanzUHC/F6l5ZvUZuU9QuwsroyNZMHy8rKxiQBOkqHDbKGd4XFUzWbTZAfi8FdpMDFcFzgBgiSGtUrS0tLSjQG2MEZJdiTZ0MwQzxOXoEFu2N3dtcolDMNpYGhaVNCKqdD4pKtSqWhnZ8fGAHnjWsh0Edeb1r7wCUNSm409PC3A9uZHiEAImLZfPR4L/4/UCto97JVGo2H6NicnJ9f2URhMZjIZI1pwflChRbCXytGDqkJGUWTQAqqGvuXkqfWFQgHlZbXbbQtY8Edra2v2PElQ49aTDkmj0bjW9mFfUBVeW1uz6lq73dby8nJiOyzJoMbDQGRkUDjolQqZ3y+0AvGftIJheCb5Xro1IWQFEUp+hzNyf3/fEhZwxrP2IgZOS5JVF0m4wY6htTVLfX+azR0ghWA7SRYkZTKTc4yQiffMM/rfPqDg7/ymCw+2WZlP2LKgNwo2AsxFvV5Xo9FIPastzrxk/t7enm1qXmbomNjq6qqV4NmQVM+mqWxLk5nh6uqqtYIAy/J5P4tLkrHc0AZClyUMysKgkrX04FGA3zc1XjBeCEnm+Mn0Pe6CPvjJyclUILa/ZvSNksaT8Le0ATyQ2re5GOxKdoLTTqoO+UNk1rwr37KQZKwM31rzFaPz8/MJbZm4NeXggm2F2GAYGEljWQcPMmcPkYzEZXIhJiZcA95Xxkv4KhdyBufn57Onrc4wWFUAaCVZW8a3q71mlk/QwBGimk9l+ezsTNVq1drKoSKvT9QODg6UyVxpU3lmL+rn4T7gEPRMxjjcXGi+zZaka5Zm5jdV7wkAACAASURBVKO3adWw0GCWUUnxBxMs27Aigu87PT3V3t6enQ9xcgYcmJ1Ox0gYmIcWEDy1Wq0bE0VCnBn/G/8JWWteB+re71snhE4BukFU8P2zp6W3sLCQOGibocL4rUqlYgLGVM/SJqgEKsBCGA2yuro6IcMQxz4DpkKix3nMuR2KSGLIAxwdHalSqUzgcE9OTkwUOJ/P25lCd4fznP9OMy+QbhP/N0H/4uKi4bxWV1ctcZgl2Jtk96WkHQZJ9JXDaky32zVNHTYG2QKZjjQGZ6PMnVRR8ZkPWSm/lzSDCZprv99XqVSylxW13DSz2kJj43khRa9Dw9+wHrTmyKr4+yRQtjcCwpWVFa2urpqQnQ8sGGXgRR39pmFKe9JcOx9Ukj2hRl2v19Xr9eautCUZWXW5XDYWW7fbnZC7Z+MzAXzW9PRQ86JWq01k5j7Y8HRcWiGsAUDZ4XA82LXX66nb7dphEBfQEpx7DZ5pdn5+biq2gOn9+9Dv941WjwOLs2q1qo2NDWN20UqDxh3inrjWdrttwFMqYXfu3NFgMFC1Wk1kaYUz80JHRqZ9dnaW+E6dnJzcCMOGhUkIoHKwZiRcJF1+33uJDbAlVJDARsLgC9sRJGoc6PwmCR0khLAdAhYRsTuvmj7NqAAwG9H7FWlSTy2c5cffUhUJ2alUwxh1FHc9fq9yoFGtBqAcVh+63a5Vh1DLhroeJxNTrVYNQuFHZKHfA+NrnhZTGotrqXpZDtqfJFKXl5cmKhq2UHn3kc7wVWQC0XAmp68cgavBb9G6wwcUCoVEvaDw+hmZtbq6OiEZU6lULBhbX1+PZZ/FXWuSiKR/7nFttjDR7vV6qlarE4KSkgzjRDKcpgKPv5PGg7W9SDXvL+ziaS3CaXbfw2oJkiiRQtv0Fs4wYm4LrJAoiizjkq6iUCiecUbmw+GB+BPfLckegDQGGHvciP+ubHb2rLZZxmZGnMpTNz0ILpPJqFAo2EOFZjzNwvVCH4X+KsBY1uXi4kLb29uWqVIJoPVGFuYrCbRg0PDhBfKjOqBR3lOAfSAibYCDAZKXSiUTBEUtnIDWt7JC8y8hAHkqVB6YD6UdQN/KyoqVnelbhyMPer2ednd3DdQcYu4w2pRgyWYZIyjAq9DrB6yIXESIPfO2vr6uYrFoQTel/7iKUbhWlJ0JPNHBqlQq2tzcTHQiXqE3rtxPVkolt1AoXFPkHgwGqXr/s4y9y31y/8yt80rGPkED60HVlFEjy8vLdljQ2koa3ULwDPaJ4Ch8n/y1srdR/kfNe5aBmaB1gN/is354bEhCCOfg+aog1TDwRElVJPYqDKG9vT3l83mr+kDICQ9LqqFUQZAd8cGkvxaunxmKaCn5eW3c9+Xl5Y3nHvl2EPsHGv7Z2Znh9HygzUDss7Mzq7aCSQV0DDmG9h37jX/n+fjgKE5CQNI1EPIs88lt3Lw2NL1Qk2bP4mOQKhgOr88zgz0G9k/StesN22y+zecxceE9rq6umk9hGse0KRBAEjD2OYHgysrKBJuNEV7TWoRJdt8BkjSOLJHiD7NdvyG8cBtlS5x1Nps1Rlev15uqz0FGRR+bjN3LC7CpACRLVwcy5T8cQ5p5cUnmcVRRFF2bKxR+Py8V64KmUVK1zL+YYTSPZpHXePLlaDA7ZGAEbvzfOCfGXPByxs03i6JoorxdTRMBpDCfBbN/GLlBSZ+sIi448sBb8HA4OqjNPkMEo0OWv7CwoJdfflnSVVAdlo2hzsNM3NjYSNROQm4BEbJZdnFxYcrBtHXQdaIy6EvI/h4AUA+HQ+3u7mo0Gtm9JQVGXCeUWEmmiUL7kPEs04J2vjdJysPvQQ6c0BbmGYQ0xcCEVCoVqzSenZ3p7t279v5RlfPvFwxUMlj+jUSJdzrJN9Aqh2DR7/dtrpp/nzy2BV9Fa5vAwtPjpxnvCqMZuDYOin6/bwQQb4C8mYMXtk2pepBxx5Ff2Kuj0ciwjgD9ycxLpdJEosr1hTpBCK/GvSO08nzVi1YofpXvzmazNz63qMZDAKJK4xXtFxYWYuep4RcJMgjewNagFwZRggTQizdTLY+iyNpq4T5AYgV9sm63O7VCHSdo6c0HxUdHR8aG5nl4Jl8YoERRNAFQRw7F7znfZiNRottC0hE+e4LjZrNpxRbwmEmuAlwzz5IgF6P6BnyH6+l0Ospms3OJrt7YWaGW6vv8ZN8+u/DDVcvlsiHsyXrpV89ia3BgU32AseWFtEK2FhO8/YFEKe5+SFlsMOQKstmsRdb5/HheGwf2YDCwCDmTyajZbE5o7sT1dDnoCR79S0FPvNPpWBWJahPZG2qwvrJ3dHSkQqFgLRRK77QcPZ7Kv7A4gHvP8oHK/Etj/A7XgZJxkj4G63lycmJlbz9zyyvG8hzYp1EUaTAY6M6dO7q4uFC1WlW9Xp9Yfz98tlqtanNzM/FlpeJWKBQmHGCS8ZwkGQum3+8bUymTyVwD45K5whyiOsYoGH9vccYByB6kjU3SMhqNUs/o4gAjKw4dHoEThwKHK1YqldIPCEwwL91B+xe8AWyrRqNxLTjychy0Yd11WYZMRTiUKuEAIrGRZAcoWBTeJw55j7mhegTt2s+Cm2Zx1+bbyknAbJIG/j7OUEmPI7/QOqbST9WT36pWq9fgDt6v8pxow0HFjgOmk3BSeaHiJF3h1xiPkSagTGO+HUSwmsvlNBwOJ4ghcSNDgJRks1ljhvkOBlU5gm4qRNwDlbGLi4upgrBUpCQZMFxSbFId1xqM+04qo7TCuW6q7AQscUEsnQpJE/Pj+FvOKtrPflYmSUncNUXRlSTO5uam+SrwWB4iQKsTTahSqWRnatx3InJMcpHP580Hpj3HbhQg8VDAX0iaAJ+en59b6ZuAolAoGLrcM9W88NgsC9kkMMpocQC89YBkMDjTwI5pLGSMAPq8uLiYkD/w4EpJ9t8ARbPZrPb29q4Ne2RdEaQLcQXcPyVMJpL7QYRRFBmN2OvQIHRXLpetGsGB7AcQz2LVPQgjY5RkM+AAEi4tLVlwRzbKgcjB4KeFw8rzTjQJrAqlH7YW6tJYOHyW+Wpx5qtHabFsR0dHBvD13+MrrRjJAzRYZARQ5EZ+f5b1ej0TsARHJWlC2oAMbpYl0f1x/J49S1XLjz15ECw2ki1aBIxHOD8/N+2xsMLlmUlxQpwcRuynMDjyQ7JpE6FDRYBEazGKxkKH4QgRaRJwnKRM7s2TX9gfFxcXsSOH5rVp5Bdax1EUGfDc3wdZPpUYfx8wkmk9MxcMuRPv7zwRpVqtGuN2d3fXGHEkkw/CIEl41hoYRfYSYsBx89SksRaPJCNQkHzjhwjsCBBJmHd2dix4mDZ41vvIi4sLk26hEuTbdeGsuGnnPwE3My1pg8Jcm0ZaopLkK2Bh24q4ALV2P4FiGo5qYWFBKysrFiwPh8MJPOn5+bnu3r2r09NTq14dHx9P7QLxnKgG8mxLKZlZ97Xj4nRFNjY2rIzPBdNGQP8GkTECl1kU7CRjg0DrBZzF4scd9j6ogEIe9lnTWBJjJNRHIrDxDKhCoWC4LTINmBHeacxSVCY69hpPrDkgQSpFBFv08nu9nh0SsBLAMcSNOnklDGCpZ8aVy2U1m00L6shc0U06PT2doOJSdi+VSqmp9ZImqJ+hWjbU93D4bJJRPSoWi9fKvKHBnCNQxmkixOYNwHgul7PZcCQQacbtYEk4KphXaVtr3uLo/j6AoKp0eXlp1UBGDNy7txufciRbkozCDMGjVCpZ1YZWClW6JHVtDGYXrfC4arT3KThfz2YlwEgaIXJvDWYqk4dGFZeKKnCGuARqXkui/QMMl678Wzh/Mwz0YJ16RjLBJAECcicbGxsqFAqxEgWZzJUu0vr6unZ2dgzLwpmWVgU5yQaDgQWzVDhHo5FJCXjByGl+hefPVAJ0jHjmCCqD9fOMrrj2b2gE+rybzBhkb1N5mtVai7tu9PkQfoWJl8aPAoqOY7Z5f8kMNPYs//80Q6wWWQ4CY4gUYPdIHNPIz9ByA8t3rzOTyg/N7ay81gxy3vRmybpgU0my9gEPEpXXaaykNOYzH4DPo9FoQmPDH/YA/4iUpfGIi7RGzx9H6R0TzthHy6wH/+2rFbQFJE0ESfl8PpWicuicaGfCCCPgkmQyB7QjiKRhYhAchQ7wlTD2Qwj0pcx9fn5uJX/+fX9/34I9+vDr6+szg5LQkEgYDoeWGXpcTdzw2SQDfDmreuSTCSoQ/t/C4GhlZUXlctkqXVEUGZYBQHBa1mUSjurs7MyyRyjF8xhtNhw4Gia8F/z/MOpWV1cN+3TTFi1JmHS1r/v9/oRPiaIrbTYPJkU5etaMO58wEbwmBUf8TRyb1YNT47BB92NU7lhHgLCzRtKkMQ7MsF3M+hWLxViCgq+6IdKHbx0Oh1Yt5/qQO/GVdogSccO3wabQ7kZEsVqtrt3kfpHzQN7Bi732ej1jL6ZZV4I52j6QZwg0qNJLsnbk6urqzOBIGgdIJPacYSS5ftD5YDC4xt6dZvl8XqVSybowg8EglUQJFsdsoztEsMWz5PyDKT3NPBGLobO0d5nbORwOTeg2rdHGazabqlQqOj4+TsWmnStAohKUND09iiIDv4FY56CDBpj0ED04L22fmRlWtPEQ60s67KkiEVD5h5jm3n3PP67S4vWR/AgQSTaDy1tckESEy0uUtA7eOXW7XTtos9nstRJ2qVTSxsaGjTeQxi2/uNL5K2XD4VDPP/+8ZaWwXGCP+LbI2tqavXylUsmmYNdqtal6SNN+G7YWmZZnV4bDZ9OoC6P2HqdnQ2AEKw0GXZIxn02SVVxopVFNmzWCxBtjIEIcFe3U8/NzVatVqyjNY759DK4ECX/K79IY1L2ysmIH+00tbJ3hg/x+QEiSIImqb5oZdyQwvO+0OZJaz5lMxtSx2cf3xAynYkHmNV+5w9LsBypPVAqmMRS97+K+s9lsIkFBmmy5AliXFCvXkslkJoSGpTGuJK4SRpD00EMPWVXwXuXnRlVIKkdcK9VZ8DtpghdvJKckMpAHOMAJbGlhpf1+fCN/yx6mPdZqtZTP5w1eMq1dF5qv9hB8zdtRgdnGtZTLZWvzUV1CeX0eoUs/pL5YLNosTaQCiCHAkM1DtKLyNkoJPp5ro11cXBh2KOmQymQydnPSuAyP8nPSweaVUqvVairJcajERJiHh4expWCMCJwWQNLQyThLI8bmM0oydCxJZ8QHSe1225gRaXAFqJDjbCQZONmvMS25er2u0Wg0Ub0pl8t/IcGRNKYMYx48WigUbFxBJpOZGJVC5SvNNOokS2qtgRWhRL2xsWHU7ySbpj1DK42+PlWUSqUygcXBUOoFSCiNZ3ghrbC7u5uqjYeBo4KpQqsQJpLXprkfXEcul1Mul7MWO2XxaSMzIFLc1LwzbDabsbIgHKyobVMJSYMT899FNSBOOyy8Jq4LEPKDDI4w/108v1nfP2tEjP9uj9/0n58G14C9JckwcuVyObFVjzzMaDQydeVpgSu+a2Njw+ADmUzmRs4KbF/4Pqat7MTdE+0pzwyFMXxycqJsNmuwkrTfD+sLdur+/r4Gg8E1nFShULivSqJ/FxjPNY+RtPlrIfmELQqeL47BNu17kUBh7AxBF/uBwH+e770fm2tFaSckTU/H4v73Wq029TO0jAAep72eUFbAT+SOM88yg2mX5ncATS8vL0/dSASIfrOiHzPtM36DU65MY/7+cVZJa0x1yV/bLB0oMjx6v2kj76TvwlZWVrSxsTExDBXwIOsLPuDy8tL23f0ERxcXF6akXq1W7WC5vLy0KgOiiWmCEC80SCmddlmr1dLOzo4FocwEDJ0xk7+ZqQeVeGNjQ2trayZgiC5JWhD4YDDQ1taWMRZ9Wxew9v221qRxa5EKZLFYVLPZvEYykK4CDCrOs9ip8xprl7QfaE16hk1aoT1v+KVZWBFvSZPfvYWVnTTm/Vra6nccZmyahfc/TYOMvw+ZiqH+Ttw1eT9NgDHNSJqk+SbaJxk0foz9Et5LGgNfNRwObbwVUiysD3o/aQ9zj8PkGUIGIpglgQKjM6/5+2Ru4zxtK2l8dnEtsOQ4h0ii7kfJmqkTTATwpJ55r/N+be7TZpaaKRl0aGHL6dqF3AdwEQ0caSyqBasoyehFSrK+9iybBZr2BiPD3ysBRpJRjkSDA6xM0noRtAAMxGHMCsQI9Pz6MN087rfo1TOwtlar6ShpSuqcRtaDCji4Fe7t4ODAqmnc2/0ER8PhUDs7OxODaGHutdtty1CYY5YG+ExlCBAnTmB3d1f7+/tWURkOh4b98kaZnOqfD4x8cD0PCFwaV446nY6Wlpb00EMP2V4H7H2T1hr7gcwf6QewYTD0cNaXl5fa2trS3bt3PaD7vgNsb36ETpLBooVZxny6pEuAlj6Phf4OIPWsgLBarWp5eXmCkTnNaN9hD5pIQev1+Ph4Yp9NC1y8avM8lUjAyoPBQIVCwTBbcc/S+zratDcVG6WK7tu1nmgwbY/EGetFIoCeH99LIDxPxwIcJtVa/xskaGByaOPP+2pxjZnMlUo5w5/nMdql4MO4FqRHDg8PTak97Qg9cIbAIWCowsZGaoP5mPerZZjG5n7LZmUTLBZG1Li/v5/4EvjvxpnNMqiNkgy0iwbDtIfMhsVmDfXF+c8CTfPd4JTCsvS0uAJxLWjnaLokrdf5+bl2dnZ0dHRkkgJYkuNkvTxdFkwKVRT/W/y9n2FXq9Ue2AEHWBodJ+6Le/NYr2w2a33+ea3b7ZoDJxgjIEXiv1arpa5OoWHCGnY6HasYjUYjra1d4Ue3trZip6lTKmYcw+bm5rXACJtnHA44KvYR7wNMrP39/URpgzTm9wMijLTN2u22dnZ27D+0KyVNPLd7lP87c/1wYB5Uv7u7a0F13PXCGFpbW1Oj0bBxH3HBS+i7wDfCnEkyAkPpqjUKdm7WgUW1l2B9lhGEe02YtO/DLL/Ks2W8EC1/KTlZ9Z/B/+JXZ/lUmMS0L/HbobgrQQtyKNjh4eFu3PemtYuLCx0fH1sbG8MfIqmRdn2ZGHFxcWEBEixV3mve+bTJP38Hvs7/Bur5JGJoOs1TpfXSA7SkkXOYpzrDs6zVamo2m3YtXDvfn3ZihZdxcWeO4RxhF/KM5m2xeemENHZfw2rjjGwCeif6JAAYc7mcUUinsUjS3DCbDWe2vLxs4o+tVuvaLBxvDLVkpg6Kv0nqrjD2/DDaJAO4SzkRNVgmOcf9Di0LxhBUq1XDOzDCJRzX0ul0TEcDYU6EBsORAvwG1QgvxkjWgOAZgFOwYMfHx8rlcqaNcdPStv88rARE2fz6QYNFvwr6bNy9TTNaW+irMCz55OREu7u7FvjNgwvo9Xrq9XrmCDKZjJXUUUsPX0CCFK6p2WyqWCxOpdSCkWPA46zEJMRR+XXq9XozB9FOMy/MORwOlc/ndXp6avfZ7XZNXRkGC4OZJZl6baPR0N7e3s5cPx4Y868o6bfbbS0uLl7bn34EBzOZpLGwoxe4874LR85gaEZBxAWoyHqQPG1ubmowGBhZJNQGCi2tv/MjhxYXF41BnPZ9mPU7MG9RZIdZxh4M/ZZnMoM5gX1LYJhEtKHiFkXRxGggP9mdhA/9IwgLKOx3u92TmTc9xbi2er1uAX4UXWkUeZaYJFvzWe1SAi0qP/iWer2uTqdjSSjV6ln+JmR+gcNh7S8vL42gkM1mDb8qKRHn6w3JkaWlJdtHiFH6iRDTzItLMmQW/ScSNXxfWigL7yH+n2ul0u7PYJijFxcXqYhdrF2v19Niyp7k3BWksJzlWyLoM+A42Vhey2FamTvN+A8Oe7RdeKHAsOTzefuNOOOwpb1DZh1nXp05SV3UXzuy/2g2IPUvXR0iVE3C3whHH0ChBJh3cHCg4XBoyrwHBwd2/fy9JAMGh2sL8BK1WDSjqExQ6j44ONDW1pa2t7cnKiIPCmwaOgXYMjxvgjhPD2YNUUFPa7R3fGstiiJ1u11tb29bqymt7hOZ5e7urjG3VldXTQ5ga2vLxrRgTNH2zwNdmLiKkTeqfXFDYcP7nIajotJycXFhFY40mDMOwMPDQ7388stqtVqWGXP4w8okCKFtxN/4e242mw9M6E8at1x7vZ52dnYmfArPirFF/C3DOw8ODqytjFOmbXh2dmZ/R7UxToyOd5HqUblcNkajP2SnHQxp/B3B7+Hh4QRgGmHCNAYWJhTA5BrQjaNqxvT4SqViFXG/tqyf9w8kgZIsmYkzdKagmeO3IbcQiKPGjEAsz3d1dVWnaXARMwwpAy/FQnUYkkan00ndckP3i0qOJ0Gwn2CWJlU9w+8L20cEGgxlJ5FeWlrSysqKVbNnVZLoilBFgjmONE3SBIPwOxg+zL4EtL20tGTtWiyEGcR9n59553FsvEOQX9ibKJi32+3U37+3twcs5ZVR0vaVEN+3xQF74DMBEiXGarVq0XQSy4NIfjgcXjtA+D2ctaQJ0DT0QKLjuNlClPyhNN7LSCYqGfxd0liC0LwTW15eNpac/0w2mzUaOdH5tN8gm+PwI5AIxxaEFqraegeIlhCfo5qH3gSMC0nW3poF0pzHwutlUjVYALQ8PJOE7CltFiKN5Sh8u4l7IzgCJD4reyfj7ff7FhwxHX5xcVHb29vXXk5A9iG1nyrKrIAMvAmZadLfexwV4mkeR4W0AZl+3DRrDgYc4mAwsAoF5ejhcKhSqaTl5WULchBoRNG51+uZdo5nVUrJDM6bGMwenGOr1TIpDTJOxhqxHgjcDQYDa9lQRUVErtfrmW9gDAcihTDAWHfwVtDhpfhRSElgeCot0w5LP6IJ1iqWNnNOGm1CkOdFGmmbMS+Tf0d9n2AyrCyDEWHfxymE+xFNfB9rBhuq3W5ra2vLkji0dVjne4f4jdr8i4uLJkrr6eKMOBkMBlZBhEAhXR/O6o0zDj/aaDSs6pjJXAm/4r8JApK+jz0RVv383/p3KpO5EqwE4gEGKOmd8zPXkMcBXL26uqqDgwMb2Jt0fcfHxzo6OtLq6urEWcQ7Rlt/MBhM4H7jjO/zA8fZG8wTLZfL1k0Al/XQQw9pZ2fHWIObm5uxMQM+ipjgFasgccgfHx9PADY5cLxgGItFVkn5lB49rTC/172+SlyS4CshPijyhynsFoBc096laUDJtMBs/3ChSna73Ql9HN/jhQ456zf4DOqp29vb5rg8LZ/ACZaHZwGGDpDgEdYDjgnHwLPDyc0LVrwfu3v37jXqf5zWzDyMHy+ot7S0ZC/F9va2gaunzVeTxkDSg4MD7ezsWIVGutqnJycnevHFFyeCIype6KzQZsXRxAXsceadRRLoPg2OKk7aIKwQdTod7e3tGX6I5IO/la4Cu0ceecQCMJIAqnuIRbZaLe3t7VmA4XVWHrQhzOrxa4DkfdsrbI3xOYKr3d1d0ywKW5keJwQ2I4QSICDpnxOjkHhGSXuW5JEMPjQ/giPuXiALzLI4hnA4Jw6fwrWSPKHDRTWF4ChMcLl+5FpQvsc4vGFrxsEVSFjPz8+tot7r9RLX+X6N9xSmGIEIAQLvBhIckgzzEleFI4nif4/TsFtYWLCuAArRSayxEKohyaYJMDIqxGRSIV1ZWTH2aNx3e1JB6I+ozCA+mbS3fEsWX+CNDohPGpJ8N3EEcA72OUkxiRtVKq4Lf0oyTWAP881/N2LK/prSnmtzBUg8cPSQKLMCtGNOjB/a6WmmlEiTgiTvcMMSn6+EeFnz8DBFQwi0+zQHgnglYot+cF8aNWtp3Iajp858JipbOEEevteHSPMbYC6kMdXV3zNYC6jFBKloMXkHSARO24YgwM/Bq9Vq2tjYsH50uOluYnHZSL/fN3q/FA8KnYfxQ8vJD6LlMOj3+6pWq1MrR2R5BEa+98068UL7+6KdBgh6bW3Nqk2Li4upRdioHvm9GVqIo4rTV/Gq4eVy2Spoh4eHE4BqQPi0wdbX120MTiZzNVj51q1bsTRiX92jFQy9udFoWPASijs+KEPckDZmFEW252k7xO05nglVSaQ/4v7WJ20EzKhkU/FFsNWvi0/U4lrr0qT2W+inpgUU+Ni0kighQzgpOKINB6CbBDefz5uA5CwBzGKxGPuuJunIeYgGwTztKFqUvDv5fP6Bat7wPIEd0AWpVCq2n0OdsrDlRuuGKpOUzLhlpAv4MboO4d6gAgfzy7ez8P9xoGzfeqLFFfrtkB0XtvKoqqGwHV4bQQd6X0nMNCAcfMZjpDBP/CA28N+HULC/rpCxR0JN8ATjGj8OGxy5lU6nQ7KQqk07d4uNPv3FxYUJbhUKBaMz12o1RVE0wdriZeOBevVoP5eHv+N3sLASwuiMpIwiabaQr7bwcodCarzcvuycVFb1uCOAitvb2xP6ON7BbmxsWPuHlyBJMZt2Iu01WmFUDDzrADVs8CW0PJHN9w5QGlN3cUooNne7XQvuNjY27EDtdrsz24xpDLE0cF2YD3TjArG0Wi4w8tDdaDQakhQrmhj3WQZjMkx2dXXVgs5vfetbideWyWSsBcLfM8CSFkHa7JfqUdLfA8j3rUKPo+L93N7etozz4uLCxP98VYh3DkoujpgK6DSBRLI7KmhUyqTxQOatrS1b21fC0INhcCbkEP/voRFAg0OkpUhgF5qf4UjgzZxDZCiSCCeMHmIOZdhqmza0dpYwbYjPSGu+PRhOHPDQBD+miD1Dq2iaxlM2m7WEAOgCwUUorBpCNFZWVmyNaPsz7qVSqdzY/4QWRVcaQ+AB2RPhnLGlpSUjBfiWW7FYtPfVYzl9gcAbhI5er6fBYGDK0+hC+USYdZQ00c5iUsX+/r61HL0BzQD07qtQyFjw3jCH07fyCO4pEgC+5nlRXZs16YEOCGNQRqNRrKwCqvNxWFda+GA20YVjXxEw+/Uj6M1ms1Y1Ag7gW4Jp27RzjxqRrl4kMsRcLmd6LrSKwS80QgAAIABJREFUQnqzDxJgtsXN5YnLDuKyHa99FPcZMh9aWOAAqLZ4Ya2wjA7bbtaU7DBoW1tbMyl87wSoilGhWl1dtYe8sLBg2b03gHgohNfrdctGw6DSBz0wLqSr7MirivvskMCOXjjtBdYZZgqBLFnzvX7yjWdphcbeSfp3aTLIjsOnSWMgPC/5wsJComiiNIm/YfDxaDSydiQy/js78cQrHBky/wQIZHu0nZkfl4atNK16ROXIB0fr6+sGZJXGI0ZIRsALInHAdftKJOuAyjZU2iQMgmcxwa5Ck2R9fT2WPJD0zOY1DjU/OoNB0bRV+fd2u20Dsf098mzq9br6/b7h/Hyr3v9euVw24geK9B4sm3Rw02ojG49racRpv4FNTBrBwWfDdUhjSB/EDdFl9hfJHsEk+mxgOcIAIEw8w6STSeoeSuB93Pn5uR3+kqzNyxgp6SoYeRAz7eIM/BkSEPl8/tqcsVKpZLCEo6Mj+w+kHGzWdfLdVG5hJUqKTUbCdhbJTBRFsRg0AhMqyJ6xSfJH8jUtyC2VSjo+PtbJyYkKhYIFkDBl41pr3iCy0NkgkIT8wHdHURQbHHkcJucz+N1Wq2VJDUb1bDQa2f4hiJNk3a1ZZKvQ5gqQyM54uThsw1ZRGCD5IAHHDW6CEmUURZbx+98LgyNJE0DKJItzTr7a4p2OD+AQdQyH0XqLy8KIUMOJyGFVjCAGAG9YzQDjQOnXZ/FxQWX4WZ9B+0OZ7BBRRgIBPzKGOXWAMguFgh2sBwcH2t3dVekGaVwodocxNFe6ctJxDj8uyA6/m7472B00eZaWlrS+vm4ZOoeln5NGi7RYLJp43Te/+c1YzQyeMVmYf95+kGSpVDJGUJq4clb1qNfraWtry5y4BwMTIBGoSOORD/l8firgkiyefU9QEWfsv+PjY2UyV6rxAPvL5fIEDsqLt+Jo04Ijkwx8gx+d4YMxSRPU8cvLSwuEuEeYhGSf9XpdW1tbliD5AIDDn+yXf2fg87ThwQTqBN8kHrNYhGDDpuEf/fiJaSNEMDArfpi1v27wOKylDyZrtZqKxaJ2d3cnfAMWJp4+6eQQ5HygaoGf8ZVKgg9GvJRKpQkqN+22B2W0lghOw+e8tLQ0MfS4VCqpVCqZjAVVy1qtZkHOLNA87dFcLqfj42PVajV7/y4vLw3zBSsOWRFkNPgOSTanMtx/YEuprEZRZIm5b1n6NQgr88AeuMdyuWwV1EajMVP0kUoO8jhgqLa2tqy7M01Cxn+eI8ev3cHBgYrFol07rE4Yp9lsVoPBwNjP+NV5j6/74t3i8H2ffFo7iqwP8CqbCLS/JKsK+b9rtVrXSsGwAGa1LELn5LE8IXbJD7FFXyiJ/h2CssnCjo6OYoOv0GD8LCwsWJ+dUqGnHFMq9ZsnLqj0pXZUbcm8qLZAb0emnjEXYcYS15oELAlgMpvN3jdXezQaWdnVDw3m3wiuO52OCS76ZxQG2RitNSpFTI+HyYRoojTGGIHTok3swenPP/98IrajUqmYSGIYdISZPw5/WpXBf/bs7Owa1oLWH20yXwVstVpWtifjPzg4ULfbndpO9L8Zl8VPa6lRZWLMx9HR0QQ25v8n70ybXDuv67wANNAYG91o9HQvSYuiJkoiRVqyouRDKrG/xJWyo0r+Rf6cIqccRa5KJeVK7CSiKGqgJYoUxene2xgaPQGNRmPKB9xnY5+3z8HQ3SzH9q5iiWIDB+e85x32sNbaPnNdrVbV7XatLPE8xb27cCBWsLDcyoGbyWQMIFyv143S75uRhk1niSo969CDpjm8YBWhc+SdiUUHIpjIMPBIMo9p3N7eTnS+fFlkGXHBA3MJtMJDyZfXJBldHGcSdnFcxj8u8OTgZp9ivybzeHNzY+UP1hFZJ4/n5FrdbletVutWEH0fYwx5DjKNnE/gIr3Abi6XM2mGfD5vGDL2i1X6mQGAZ3+u1+uWnYHwgARBXDkLMHlSmU2KsslIYFBi8k3TwzHw3ycTiP4ZZ+MqTXE53/P5vAk8egdmkXPEGuT7fj9i7ChLw9D07bC8pAss13X74GFrHXZcnJe5ajlKSm5GGzpJlBbIBjAZws1glZJFiANImrzgMPy9Jl07bgPDOwYrk/QSfLZtd3fXHKRUKkUbj0SWiH8mP14ADPv9vqWlK5WKHUiAsaE1l0olHR4eJjYa9qVJqKRgBJ5HSnduNZLJZCwL5DMPkowmzr+HluRkS9HSGlgqWGdkUFhAiDnm83mLjHO5nG5ubhY6Rtls1lTL48YuLvJHwmBRlgHjgII9BvuJd+fHpFQq2QHEmII96/V6seXE0HwmaBneyJfUBoOBlQ7JctKg8/T01MDRUvQQBw91fX39oJQ275TWajXlcjnDoUFMoH3G3t5ebDNSggCuR6lOkmWdoGkTwHS73ZUcXykZE5n0LGA5l4n1rVJmY/70+31jqY3H41vXpbxWKpWstB86k5Qy2XdwnHyZn8+StWRfLBaL5iiTdfHzLQ7PiV5SrVazdfs8OL+37giHMEQDAqTLy0tzmNkPJVnAhep3Op3W4eGhJOn4+NgcapzrZVkkiBCdTscCbdYwGm2UdMNyFqQfMKhJMhpkWynTIcMQEgpwfsMyOCWtVqtl4rjL+uwlGew7lMCPjo4SsWxxLL64sfMyG2B8C4WCneXpdFrHx8e2j95l2qzlIEFdRxMG+nSYNSGz4W/IbxIMNsahDxuG7AolJgYpDmS9zHypzfdl8ubphNx/3CQHwc8i9sCwi4sLE8sLjUl4fX1tLSZ8hgRWG0KOyzqB+/FiM+92uyqVSqrX6yoUCqaBc3Z2ZtoeyCwsq5EzXqenp8bucKrdd6azMS/Y2Ov1eqSJKxFj0nPjZPd6PcuaoHZMaY2sJs+az+eNgYSTgXAbzu3x8XHkUIy773q9vhCUeHNzE1GrzuVyuri4WJplQLSNkg0Hg5/rWDqd1v7+vpUq/DVRBJa0VMEZMHan01kJb0TWloNNmuFE/FxFwM1jaWAocZ16vX4vBxvz+wutDmBPQaPmQJMUcdKSsBO8o1KppMFgoEajYc44jkKv19Pl5aV6vZ5Go9HKDYR94EH2lP2S+YGy/LLSmn92InxKUlDSvaHjxMFxfn6+kJHqO8+H2USfDUNvDUp2uK/CEJTmWVtKSD5rxGeZY5AOcMZxFPP5vAHXKz4FckfzDCkcpGKxGHEG+Bvs43a7bTikvb09myu+osL7Wyauy3tn/aOzheYajvT+/n5sOQsWGoFsUvDP5+iiQKmVe1t0HQIHskcApVcxX7pjvvnxuLy8TFw/EJiSSnk4iOCcJJlwra+oEDjkcjkDg8cFSItsLVeQtB0T4uLi4pbqpRSftvOlg7iJk8lkjFnDQVmpVCITjTYh1IJXMQ4sohB+y9tgMLDIu1gsGpvLmxfHqtVqVoKjdp8EuJbmDX5JnZIRw8Pf2NjQxcWFisWiDg8PV1KuJirDcAi8Oi0AQMoDu7u7Szu4k4UhkhyNRtYf7iFAtkQSklSv1yN/W0YHB+NCz6PJZKJms2kCeNBbJVmWgyaXUNmPjo5Ur9e1sbGhRqOh999/P9Y5KhQKhlMBeJz0TjyzE8f55uYmdq4irUBj19PTU2swi0Oxvb2tg4MD1et1w4NUKhW9/PLLlhELAY2htEHSvQJmpn1O3PV4JjKvUM3JXKIS7x15/145HJk/0ky5+Lk20L30InDYCTp82wpwL7VazVSgR6ORDg8PTe4BUcDQYA1VKhUD6KKWztxn/oVCuKsYmQDumWvAmgJ7458lzvzeyh6wCC8GBqhardpnw8+D1WB9xzlHWKlUMrFNyAFx+/3V1ZX1z8LZR6vLzzfPZmJ8JUUAvpwdMOjy+fy96WwwpHy5MUmOA+xLNps1WRLU6im3UXZKp9OWbV3GMKxUKqa7RHndOyghts4bGClpMZMRZ4jyIOXNVa7jS7MEk6v0MZtMJhaQo2F1dnZmpASkfOIay+OMcb9JuEkqCliY/UYYcnd3V48fP9bOzo5h6tZhfq6NJ/EpVSY+G6Yvg8VJ6CO01u/3bz0Q1wrZHN4QM9zf31+L0QA2wd+b/w3S2vV6XdPp1OTIQyBiXNsRr9qbdE+FQiGi0uvT+b6nFbo5q266fqIz3mTDvKgZk3QZsJ176vV65pkTVT+EcyTN8WsADAHPe6M0FZaIyD6NRiOLuHGI0um0HYjoeKAP5UtpRKuNRiP2oCwWi1aqIaW/SJVWim8Xw1ylnxzvmM0CQD3R0Gg0Mr2bYrFogFrmocdReYuTNogrrYUYIu/kx13TY0XIjPJdyh4hPo73SrsKgNzSvIfdfW00Gtl7ph8jgQ1RPBRxSYYVYc2RbfT0dj7n9yz+1+8VPGP4mVUMrBMZwkKhYLAESg+UVhYFSOF9sqey1vmeZ9nitDNuoYBju9025+zg4GBhMISzkkqlrFQdN3bgaTw+LW4fQfyXQAyRwk6nE6lMMH7Pg6DkdO+K5p1cj0cLy004cOzxvCuyTNDm0UGDpQU+KMyWeQvZYtDYpXmJEi2i8LzE6aEykbRHk7UkKIT+D7PNOxo+dvFYWz5LYLVsP2S8IPjQXxOJA3SJyPD6+cZ3k0hS7E34HJBS/Dr1gQEBKpImBEirlmnvpIMkydR2i8WiHVKkuAG6hcEiDCHSzD6bQQpzMplYiY2yFRE4keM6JTYspLNyb+BGqK/iyaOJQd3e18e5H7IB4/F4oWiWPxyY1J6t5sF+JycnqtfrSx2S8XhszAmAamdnZ7q+vrboCJyP36iWXdPjUmjAymb1EE4S7AhAdi+88ILef//9yGfAGyQBMonCEbCERgpDo9/vW6fr0DGiL1loCPv5lDQLdVFG3zvYZJxYwPzNM/eI5kkRU8KCxlsulw0H43FUSSWzUNog7nMhhmgRYDGcA9DMObSSwJVE1e1226jhKF03m03Lmt3XfBkPgDhtKzjMEJ5DIf7s7Ez7+/sm3kk0y3sgaJPmgGPK1GTJPWsXW5dRlcvFt0ICUycp0oIjzsK9Na6NSMj+5V2H32W82L8JDpatcxT+YfJK8/IJDjvBBfOx1+up2+1G2Hbsq6wd1MdxOkIyDY7IcJ127AljCFMsZP36chMsVLpFUF5mbcJmJCjCqapUKjbP0LpLcno9W8yX/XZ2dqw/JjCEEJO2rMxGsMuZurW1ZSre4F6Z0+FYABmYTqfWyBa1ajpGJBlOCzAPMnVoDLZaLSvXeXFQgsKQaeefx7dqYT13u11rmC3JhH79WZ1Op41N1+l0Vi7Tru0g+UHkoaltAy5MyqInMZHChSLJ+l7Rtw3KqNcwuut9+2aKIeAaCj70WTYCXx8PwepEg3ELAGA2RoM9pObBcbDAwn5tSc+CYqgkw1WcnJwYnZro68mTJ+ZtJ5Ulk3RwJpOJGo1GotDdXYw0qzSb8F5W3ltSs0TPjpFmmwSHGxmcra2tSH376urKGpqGBvgaVhb3FccoCw2nq9VqWbkFoLTHU+3u7iZqEDHveV/eccZB8f3VvIXSBnFlwFA2ol6vx4Kxk+YAGjbLyAM+swKLDIdxc3MztonyXSyTyahSqVgWDuyRL4H7UifZETBvZI78fsVhAKZyc3Pz1mEo6VZmJS4TvsjYZzztn/5n0lwZfJ3gLxSbzGazsSrZ/H46nTYpDRr98t78GlhkHlN1cnJiJf18Pq+TkxMTJd3a2tLe3p7h/1DxZ6+L21dxpFcFwN/FfHAZMqTAG5GV43xg3UgyeAnzgjlAmZHDOJPJGG5tPB7HApwZSyRHGDfmWiqVMlIA0iEeP+TvNzTfc417DEUwSQL4EqkP/L1z5+dZ2NHBG9ciWIfhTjaev9dqNSvh5/N5E20NmXaU1SmbeRwbSQBIONIMAoATH2I4weBeLmvJ8Nzu1KxWkvVBAduSTqeN4RF34EnxTCS8TKQCdnd3DVCWy+V0fX2tVqtlpZhlNPokI/2cz+ftIADI5RkjUAszmYxlAUJKP9ejP1MS2MzLIHD//nk9QFaaZTFarZa1MojLBvjokAiHjBH3T9o+LNfFOZaLdHDQLvFaUp+HvfDCC/r0009X+iyZAoxFAXDdA5hvbm702WefxTpGW1tb5hSHKfA4RWHpdmNX2rnwNzYd0sfFYlEHBweJ0WPIfpRmDjuYqHq9nljuCKUNwCuF18cRJxMVdy9JGSbuxzvyi77POMNsWzfDsqrRb0qSbZxeUC/UDuNvOM/sV51Oxxr9SrP3WSwW7Tml2Z7lG0az/5FlDDPhyyyk/UvzPXUZEzjOfAkY8gx7aVhG9FpiqVTKSkXSPNhd1SBzsEeSAffZjsPDQ1Pi9hpmXr/L76sczIv21IcwHDQkG9j72T99mRb2rg9YwRhSToYsEv4Gyvpk4ZNKbrlcjkNbUrRHGvOQjPZoNLK5vajM5vFD/nrgXr0Ipt9PCahwXP3+A3uMDE5cEM+ZijhsyBzlXLu8vLS2RjjK3KO/X/YWRCPBF3I9RD4pvUsyvFvc/MlkMmSrPh8lbRazT3+yEdH/jJJCXI3e0/39QvELmoU8GAxUKBTMCUBo8T6lHvBDAHfL5fItTxOPvtPpGAg01CSBigizL+4A9O0C0BECuIoz6Dcw3zYhTl3cO0dEzRzmW1tbOjg4MIYSGz+Zi8FgYKUnbJkOTlzE+3lYHPMPAGjIjEFvyluhUIjQRofDoY6PjyP9kfxnUYFPcjzYpIvFojmf0ry2zaFCiQ8AKdlNaOWA3ZPMC0NWKhVrrDgej5cC4xeV1pKyQeHGzOe8aB+RMli80JEP57kvyeGAA3Bmrvmy/Kq1/0XmS5bj8VjPnj2zMnfoBJKVabValpVDOkSSlTak2T4WOoE4TJQOWbvZbFadTkf9ft96Lq5qntHr2+5wOK87ROyp4Ku8gr63zc1NFQoFc2TItEKpXsc5Y97RfJsDjqyex8L5di3dbtec03BfXSUj/xDms9iw8XjnOE6+3VCo++NxO16DKyxTURKkBQ5yFDjVrG2cfMxXEMHRSPPgaTwem9ORVGajtEwA6I3MU6vVUrvdNsFFMjhkm8M9koz6dDo1aEh4JvR6PevRCqYyzNLBFqQ3JoEmwb0v1/qSGkQD/y7A4CHeKcn2sIeYP2s5SADxOITAIUlzjzmfz+vp06fGjKCfDjfrU8KIkYXRji/FkcoLhRHvat5Bk+YlG2/esbi5uTFP1zMvSOsltQIIRQOhV1JGjNvA0ul0RGuEsoBPSSOcmc/nrQWGF5UE7I6TRKmIgx+W26o6OGHEm1smoXoHY6MkApCiDRuJhoiQveVyOb300kumh9FsNmM7qJMBWSSRzxhD5x2Px7fajDDWOAGbm5t6/PixbWLj8dj6Gy2aq+PxvK0I0SOb3yIAtTTbQMHrEeX5TSUuGxQ+cwjE9mlrLxER58hL8U7Y1taWLi4uIq1OJBkj8vn8u1fdxGO2bm5ujICwsbERi/WgNMB89216tre3LfskzfaGsGktB1S9XteTJ0/s2SFeeOzPqgZOhdZE4IhCjbhVjT1yMpkYXipujhNQSXONOByWuxwm4Xe4Tuiwp1JzlX4cqlAqZZWM/EMZThCBGYEUDkahULD+iXG0cAgWHpvDvho37pTcABXTtgk8FgEZEjperJLxQ8HbZx6REwnLbF62xrdAwlKpmXQBWZebmxtzDoFjQFQJjeACbS1/tnPmTadTlctl7e/vxzICcRpxBGGYw+QG/0f1JU4aAoN9ivwLzvhDkYrWbjVCjZwBCheCd276/b4ajUYkqmMRsVg9LsBfx2enfIsI6v7rRDuhfpKv1yaVPvwGH4IFB4NBbFsRb6Dx2UgBM0pKlAOQouKWRABQlrleJpOxaLZQKOjRo0e2sYN5oQQjyUCDKPlSHlil7xb3i1NbKBTuDQzg/XpRtcPDw4iDJMmyfLDE2Dy8cfifnZ3p6dOnt2rxgPl8LzIMx8tnOBgzNgsiF1LZ1NCbzaZJK/jS47J2IeHnnmtLGZOnVqsl9iXkvhqNhnq9nsrlsg4PDyPp6GV4o7isEaJ9lCV9v7I4R35RWRa6uBfz9MKlxWLxXkA2Ag3eJU2zYbXFrS0yAThJEAA8bkGaMwzDzB2leZyxfr9vSvQnJye39sF1ngVDgHDda3Eo+TJdnHPB3CD7xty8C97HzyEvhwL2Kw5HBQay2+1aiw0fBKySkec57utk44CwrtkL/dylkrFobwcEzByAoh6XBUyn04Yx5J3x/tmXaX6MAxl3toJ19I4IWRfKbDTV9ezO0FgTkixrDaFnkQ5fOj3reUa2L5/PGzEArBQOYZJQLXIOAN0509h/6IsI3miRdhElThx/sGOLGiqvY2tjkEKPMc7YoHhZeMwAr1ikHDDLnB2f7kZ5Om7jTjLfK0iSvcR0On0rAiSLQCPKm5ubW7TPZdkjr5idzWYto1EsFtXv95fSg31ZANBvr9ezPm6A/iRZndsbeBy600OrRMmXSbSs7xbmU9IPMeniVNUpT/n08vn5uR1gCMX5ZyQL48sk/jfo3OxB4d4hApyLkSL3zDHfHFKaba5QZePa6/BeFim9++xRJpOx9bHMOZJkYoJkTLx8xTK8kXdsfPd0IkXv9Ph+Zd6WlWXj3i04meffX50bn2DgFKXZHnNwcKDz8/OFe0OYnUXThUwAEhyLANm+MSmgdZxCwK6rGOy48Xgc2WP426qG0wPb0eM6w9I8c4N1QzZjVaV3/5s+QwkOEluU5ff7XqjflNQnM/z+c0btwUo3u8BgWeFrgd3CMcLRCY0gnYCb1kaNRsNEaxe1k8F5kGS4JI+JQqIE3F8cqNs3YAU2kc1mTYqAdla+f1vSvZTLZZ2enmo4HKrb7apSqSx1LiiTgYEkAdDpdCItexb9LgEya/Dy8lJbW1tWJaDcv0zYMZvN2thR/iOR8BBZyLUcpFQqZY7DKp+FYXJ+fm4RMiAu6K1XV1cLXyKDCBXQg7FWdZJYfDs7O7q+vjbngFo4eB8cJg8ePD09jTRIXZY98sBslFYBjcGOWoYPoyxA/y3GiBLd9va2qQUvmjwcnkRGvjyBaNsqqUgYL88xEvemIoXMGzaTF198UR9++OGtzxYKBeuHxXNBPQ/JCDiHlJ1QPc5kZmrFvrErDixlN1ohEN0uw5WFoFocz2UlC+YYvcoQh1zmHFFam06n2traMqzQKnijRY6Np8fH9SvDVinLJr3bhzL2DXBg+XzeNsNUKrVwb8hkZmK0KJen0zOqP61vqtWq9d2Sok4SwqQ43DTCheq9SsNYKdqShkj69PQ00nZnFeM6OGq+3Qv9AqWoHhLZShzy6XRqZaFlgU9c5hFtJW+UwsP3DgaS6oHXbQrJCnF7EvvqycmJrq6ubne8XtM83oVMy3OMnAWEnFf+frwALI5EsVjU3t6ejo+PTcx40bwHjnJ9fW37Fw4XAS9zMs5Z9Cw5KO6U5yhVhf3bkowWK16RehlLnDIqiQDWI+tlOBwuPZd96xHmoFftXpTB8wbUR5qzuRf1qFvX1nKQSP8lsdSm06k++KCtd975RKenXe3sXOtb33pRjx7VjP5JrRVBsKRsChMVlVUOdH6n0+nok08udHx8o17vRuXypr72tX196Uu3VYSJygaDgTkYaOwQUeIVe/AgHZFnz/RrjcdpbWxMVatJr732YuzkpTRGulCaK9P6bEXS2P3mN011uwOVSjk9elRQPj+7d3AWlE0WXUuSRXk+2sDy+bxarZH+5m9+rW53sHDs2JjQpLp4ADEbn5Ei5czGOplM9NZbHf32tz3d3EyUz3+qb35zW9/8ZpShEQfA5mAgqidDhIPEgUik8dFHZ3r33TP1+x0VChnt7EhHR4XEFH+IKwvf/yL2G+/28vJa6fRY9fo8iqpUKpFSWZwBRqa0tr+/L2lWIiGan6Wtp/o//+cDe69f/eqeXnppK5J58o7NKs5REt7ok08u9Nd//dmtOeTfrb+GJBUKhfUpqDHvAJo5mR1EMqWZdMLHH5+r0bhRrzeM3BtjKc3bi4B7ASeCNAAOUSqVspYS2WzW1tTJyYl+//tTPXnS1//9v+fa3a3o1VcPY9cRFvZyBAuCg5S0H4Z769ZWT48fF3RwMFPorlQqETIB/xtiyZijZJIXzVXe61e+UtfBwUyqwePVfIkNHTicP+/oIEfhe4xdXFyo2bzRhx+e6fS0q+n0Rl/96p6+9KV4eRr21edz4N5ZSAyn/+rqyto3XV5eKpfL6eTkxADjGCzWer1uBzAYKwLobre7FOtIWRRx4tPTU8tgo+uGZEsSrglRSq5FZpL3ukryADwV1/QdJRY5V5nMrAdkp9PR2dmZ6vW6yuWyWq3WQtFkjOAASMPGxoZlaGu1mpVil2XimceUZtnnwS/fl0m7toMEq0yKllum06n+2397XxcX13r99ccqlzPqdsf61a+O9cknm/rWt2omsQ+WI8SheCNVzwL0ejTb29v6X//rU93cSN/5zh9of7+iTqevd955ok8+OdUf//GXbwEtpRnwN4z8fW8h+rV58OBPf9rS6elUr79+pP39LbVal3rnnSf66U+b+tM/3Y/cM+U3gNGUQTwtMy674MfujTcea3e3qGbzUj/5yUdKp0f6xjcqtgiXXQsj8kFfwv/W//7fT5VO5/WHf/iidneLOjm5Shw76tmM20NkkPw7AV/EgfSDHzzVxWVG5dKrKpcrGg4v9dO3P9B7753pP/yHx5YJC61er1uGxf8GOAMiRqK+cLwbjQv95Ccf6exsoldeiYc4+L5fcb2yhsPhLZBp+G6r1U0dH5/pnXeeqNk80b/4Fy/o0aNHifV67OLiQhcXF9rc3LRME6w3Smo/+UlDl5cDe6Z2u6ef/ewzvfvuJ3r99Z1ISc3jAIm4kjJHNzc3RqjgM//jf3wYGT8/h958s24ZO+YhmZtisZgMzFrBMpmMHj16pEKhoNPT00hvR0gNf/u3T3R1NdJ3vvMHOjjYsr07D7Z/AAAgAElEQVTh4487eu21bTuEUK/muul02tr9IIwpyWjJOBM8z//8n5+o2x3pO9/5gqrVTfV6E/3yl89i1xFzARYk1HGuhR5W2OIonEPsrWdnA/385091djbWK6/M21ww7jCxQiwZmTLIDovmKnPo7bc/lTTQd797FGky63vdUaajATf95mDVehmXTqej//7fP1A6XdC3v/2SyuXHare7evfdpnq9D2+NHU5Lv99HXmB5qm6JUZmgJyHzmt9rNptG98dBIpDjDAvPGCohZPaSiBYwpMGXkgkCh5XNZlUqlYwpliS/4BluYFIpNa3CpSH4xSmCGNNut3V4eLjQyQEbyr9TZVjUQ80bZxdO/XQ6NVgAazEUtIy7d8p6BNeVSsWEN4Hw3AcWsnaJDblwJgn2wQdtXVxc68///JuaTmdMnv39Tb3yyr7+03/6hd57r6EXXiibsB+1/16vF8vc8As5lUpFDpBPP72UlNOf/dmXtbGRfl4mKeill3b0F3/xK33wQVtf/vJchdnXPPf39yORP54s7UU8ePD991vq9Yb6d//uNU0mo+cHbFVf+MKufvSj9279Dg1eSdvu7e1FPHEO6dCr9WO3sTFzAHI5qV7/qv7Lf/mNLi8zevSoaFkRWlP4/lfe8GFSqZT1CKOH2e9+19FwmNK///evqlCYLYCksaPeDk7hLvpTcTYej63UiENZrVb113/9mS4vM6rXv6dUajZGG9mS8oU9tdt/q7fe6ui7363HXhNQ4iJRRuz991uR8Z5R9VM6OPi6/uqvPtCHH3Yi75V79gDEcPMA+Bn2EPLvNpOZZRVffHFLR0dl/fjH7+v6Or80pT0cDi1jWKlUtLm5aZkjlK2fPOnp8nIQeaZicUP7+wX95V/+WpeXGb388tz58c4RuJ0kQDetAijL/e53J5Hxk6JzqNWaOVs0US2Xy965uLc4EgDjuN6Ov//9qcbjjP78z7+mTCb1XKG8oBdf3NYPfvBz/frXfX3964+MNQk1mOcGDItQJBnDyWRiDY4l6cMPOxqN0vr+91/XZDILQPb2NvXyy3X95//87q29QZpjIUMRO5iiKO4DPMf8HJpM0O7J6+WX6/rRj96z+UpZ/uzszOQpQiwZVG1+1/eTC/ehcA5dXKT10ktz1hmHG1IpnA/tdtvKTJTkYGZmMhk9e9bXZJLVn/3Zq8rlNp6XmPf0la8cxY4dDXmhtZ+enrbuM39Ypz4g9gritVpN19fXJiaKkx8KL4ZGUF8sFiNCjGGpm1Lj1taWcrmc7et0jYBkkU6nrbSbVGrCSarVaoY3Bau6zCiZsj7BqjJPkyR1cFgp5YWYylV6FPr5I832Nb8m4gQtw8CdtVQoFCJVAsqXPNt9Sm1rc+GgG0oysKMk/eY3Tb3xxmNbWPyTyaT0zW8e6Pe/P1elUrFeP0wKgMS3bux5LVOSpc+w995r6c03X1A+nzPcx3g8ViaT0htvPNZvfhOlgtP/RZLJwvvfwXkiVcdm8pvfNPXmmy8ol5s9L3X7jY203nzzhcjvjEYjNZtNS8XHtWNgTHq9XiSV7scOjNZsk8zoO9/5A7XbY6Nynp6eGoaFUmVo19fXxgADhH54eKidnR09eXKl118/0nQ677I8G+P0rbGL6zF2X6OdCtHn5uamDg8PVavV9PbbDZVKr5hzhKVSGZVLX9Jv359DD3AOKXvs7u7q4ODAyhYI0sXdsx9vSdbbLZ/P6Q//8MVb84do5fT0VFtbW7ECaWCTQpCq/y3PjsxmM/qjP/qC3n9/cVspSmtXV1cql8vmeKA1wjx7771WZP1RCtjYSOvb335Jn37aveUctdttDQaDW5uTNAcSt1ot2wjJLoXjN38nszn029+2DcPB8zrK8oOJ26DdEq4l9gbGYZalHusb39jXs2fXhtHy/dvCPnEI6lE2Ao/C7fvfoVQ5w58pdg+irII+VLhu6UgwGAzUaDQia5PxzmTmEfcsWNuM7EOeCfS8632sRAPvBEZg3O+QYfFz6KOPziOZX8g2HEwc1vSbI8KXoqDsjz660JtvvqDpdN5Da1ZVyNwaO8qE7KvPMWP3KvOPx7Oel1dXV6pWq7fGiHcPIabT6USye4tKN2BnkO6g5MV4oxxNmRoMFg4TfQ/RAOTzixL3YQJhOBxGfjdpDIC4MM8BbRM8oNLvjX2B4Iz7JRhfRkAKr8H9xzW8Bw5xfn4eIdfE3bs3BGGHw+FKTYMX2donHj2jJBnYUZK63YF2d6OlCVKUlUpWo9EcWIZ2C0yBuK6+0lwwCyYR1u0OVK+XjPmEkzTDDBTV7Uapp57xEjJEyWZgbIT+mfCMKQXOUsrz3+EQ44WHyqsYBxFOjn+eWq1g9zIajSxa2t/fUq83tIlI1DscDq3PmDdS2lDifcuHSqWiySSjnZ2CHV5+4fln8hs6DTTva6PRSJ999pnRO6W59sgsQhsqm43HIGxkK7oZTLSzs6MXX3xRjx8/ti7NjNcierA3P1en06n1qpulc0uR+SPNnR9KdElp86urK1UqlchY8Vs4voz3LNt1+7e8IdVAaY22FL4XEYe8n0M0xyWbVa+X1e3e2PN6zFGcEB4bOZjB3d3dCJskbq1jfg6lUilbT4PBgADjQUq0PAv/YHF7wzxTUNRoNFct9xpoYdAiyQ4AxoYI3Y8B847S7wwLVrj1Xn3D0zhhSXAf0iwb6kttvFsIH9LcGQr3IXwHgNtJc1Waq2GHv8PeQCYrnEPsDX5/9mNWKpWMRBK3f/T7I9XrZWMfSXKZg/nzgDXlmXAq7muUyhZp5pTLZVWrVY1GI52cnOj4+NicvaQ9BgwRFPrpdNYI+PLy0rLxMA797/I9vkspkrXcarUWNnomECbApwFwUud6zojT01MLJimTIR1AnzTuXZpnjiCK7OzsWKCBqjplvkX3SoDn11t4FklzQcubmxvbr3xpDcgJ9871IIjRcDwUFl7H1naQZoty3gSOF1Mub+rkZJ4J4uCZqXMOtbtbjqR5QdlLeg7Ya0YGbPpcu4jP+0nJb4FlYiOcLcqeyuV5Tb3RaBgqPhSugtIPS61YLOrs7MwyWv6Z/MtLpVLqdK5ULs9Q91BEpZlzlNTYFZaGFAVjlko5NRoX5oFzEM8maV/l8qbpI4EBw1mLO9hwvqrVaqQFxSyzVdbFxWyjg2LJs/FMUlTHKQ5vcxdjQ2TzQVeGsSgUshoO41vkjIaXKhSyevTokYFSvQjaOlGCf6/MUQ5UPwZclzJLkjI26WKyWX6syuVNtdu9iJAbQmm82yRDLXs2NoWIPtHh4WEkQ1kq5dRszkQfR6ORHWyZTMZ+h8htEeZoPB5bho/MXPj+w7XujfGj3HB+fq52u20l7NFoFN9k74HM7w1kgxn3i4sbVatzCvMswz1bG/1+37KuGNE9uI6rqyvb2P3vUFaQZvOp0ThXqTQPXLzsByXS0CjLS/M5x73M9odzm2N+3c/GO6fBYGB6PNxT0kHlnSyefzqdqlDYUKNxYRkmOtT7OSTN9wa+G2rYUYq8ubkx0cFw/pyfDyzz5u/D76u+BLq1tfVgDbNn91DWwcFBIlYGPBotNXC00e2JM56DMhtiiwSaYWkt/J7fp6m24CAgIhtnMNfq9brq9br9PvtFuDeCpUQGBewa/8ByJnuDYwJhKmxYDdZVup3Nwny5HiILRAUaOIdSLanUTEONIBj8XlimjoOu+LIcAHZp7hyvmsm+02zjAJdmJZOrqyt97Wv7euedJxqN5mnb2QtN6913m3r11cPoD6fTOjw8tGxUu93WycmJZT5gnEm6NeD+twDHzWrKN3rrrY/1la/McCpQ8iWZnDyGM4ETQMNS6p7j8dh+ZzAYWnp9FiUO9c47T/TVr+7p5OTEFjFU7XUW8WQy0dHRpt5662Pd3IxMPmCmVzLVO+880de+NgODk0XAfA2Xg82z2+Jokq++eqi/+7uWJpN535yZ4zKx31plQ7+LMSc3Nja0vb1t3Z2JUr797SP1er/TdBrdCKbTsbq9D/TP/tnjW9EbC8SXUZcZ73U4HFv2aFZmjY63tJqj6HW2wtr/V75S11tvfax+f2DPnsvlYn/LG8yfyWRiQHu0i3Z2diJNfgeDgR49KuinP/1Eo9HE2g/MMjgTm6tkhabT6a1WJlyH9heUZePYLH79eZv/1r6VQBHfnEwmOjg40NOnTz9a6SXd0fy79VH5eDzV229/qlde2bHPwvREwiOurMC6R7CO6PfLX67f2oNmWkQT/fSnn+ill8qaTqcWhKEIvIh67TFJBGqTyeT5u/1U02n08BmNJvrZzz7TF75QVaPR0MXFhb1XDuTQfKQNgxTHeX9/Q2+//alSqYztqX4O+b2B0maYlecgZW8CMB73jpLnz2yuoi1UKpV0dHR0b0aSH2e/hpLMO7+sJ9b6soCMciOtNGh95Etr0hzsHAf65lzK5/NGGqDbPcaBL80zoqy9ra0tY55yroKl5P7ixtTfO7I6nJU+QRKOHeNFNcffI4QS5HbQR9va2rLecHENyn0yhUwepbVF5xKOKOxxsr9cY3d3Nx7MGtjaQpGYPwguLi708sv7+vjjU/3wh7/Uq6/uqlLJ6fLyRr/+9Ym2twtGsY38uAO0of0Aw8OrJhMFsoF86Ut1ffzxqf7iL36lN954rFqtqJOTnt5662NNpwNtbU2stMaL8i0EvIbI5uam6vW68vm8tS8A3/PKK7v66KOOfvjDX+ob39jX7m5JJyc9/epXDdVqZdVqaWODABBedRFzIM16AY2USg31X//rb/Xd776sen2WoXrnnSeqVvM2drx0GiCS0qQmC+uBdiZx7IfZ2HX04x+/r69/fU/b23l99tml3n23qe3tgr74xZpt6HFCiA9hRI1e22k6nerNN7f0858/Vbv9tyqXvqSNbEWj4aW6vQ9ULo31ne/s3roWgDwE2lbRomH+/OAHP9fXv76nvb2KGo1r/fznTyPjvaqjmCRyNyv5pjUe9/WjH72n118/0uFhVcfH/Vvv1psvrcFKCpuw8jkO+Z0dqVTK6sc/fl9vvvmCdndLNoe2tjZVq6VNMycUkfTXWdSeJBw/v/46nSv97GefqVDIaG9vwwROpbmY43NAanzq6Q4WOseZTMbm9w9/+Et9/et7qlY31e2O9M47T5RKDbWzk7LP4iigtUVTWg4Xr9lGJkGSqW0Xixv64Q9/qTfffEG1WlGNxrneeutjpVJDlcsjc3BOT09vNbtOMjJJlHVnIpRj5XLSX/3VB3rttUOVSrMu8b/6VUPFYkaVyliDwTwjCKA5TtX58vLSnonDHhLA48clnZ6O9KMfvWfP5PehV17ZNUwMmewQT4WMAYEeisue9v+lL9X13ntP9Zd/+Wu9/vqRdndLurrq6he/eGZz9eTkxIC3u7u7K4GOVzVYYsuMcTs9PdV0OrUzxDfk9WPrS2V8v1wum4o8auI+yFrUM02SsdgomSEhQMk77vu5XE4XFxeWgEBQcnt7+5YK+KJ7B/fabreN8JKksk0lAtHIQqFgLMawn9osIzkL5MH/woKL68GXTs9UyHEQ6SHI58J799/Dd6CZ9snJCWP6+TpI3Byp/83NTf2rf/VF/exnv9dPfvJ7XV9PtLNT0ptv/sFCXRCid1pynJ+fR0QBedlEeXznT/7ky/rgg7befffY9DreeOMFbW3N6+O+iaCflCxiSZEGeLBJYF6USiV973uP9JOfvK9f/OIzjccbyman2t1N6ctfzhsDiFThOqJ4gNM5L773vUfqdjf061831O1+qnJ5U6+9dnRr7FKplEqlkum/PHnyxNgOIP/pp5MUHfzJn3xFv/jFJ/rZzz7RYDDR5mZaX/3qnr797S+q3++vtaHfxXBa53iOrpUF/+N//EP9zd8c66233le3O1ShkNW3Xi/qjTdmgn4HBwe3AJVxZctFlkql9K//9Sv6yU/e19tvf6zpNKtarRwZbx/5L3MUeR7fkoZM5MnJiV57rapnz/r61a+e6Ze/bKlSyce+W6zb7arVatl1wiaspKvDJrP/9t9+QR9+2NHf/V3D1sQ3v3moWi0daT8SOkfL2pPEjV+4/gqFDX3hC2Vtbc3GDfwO7RPIRjykJTnH3/veY73zzkd6++2PNB5ntLNTjuwN6XTaNJN4nmKxaAcRgRPsKWQ/MpmM0eXPz8/16qslXVyk9e67z9Tt3qhUyuqLX9xSuTyyg4Us0iqZWL8Xgp9gvf+bf/N1PX3a189/PtNB2t4u6dVXD1SpjG+VS+PUzDEAwbCJEbzMZrOq1+v60z99Ub/73UlkX2WuepFUvu/hD2Q9cbLL5bKazaYJaXq6/Btv7Oq99xr6xS+eqNe7Ua1W0euvv2Bzlf2f6zykQcxZZsViUdvb22o0GkYZB5tDxngZS5nsGT0OwT75IEeK75kmzSEtOBowWDOZTKS7gP8+jo0kw/1eXl6q1WpZFjose8bdO856LpfT9fW1iUrGrWOCCJTVkWRAc8v3U+v1ejZni8Wibm5u7HuUZZPem5ex8CXeOHY4Y8E6Bof7vMS4mB3z3O7sIElzSiwvbyYiNtU//+cHurm50dHRkdFlkwya3sXFhY6OjrS3t2cTkIXc6/Vi65Nf/vJeLB1bUgS74QFu4SIOowDfaZtI7OiooNdff8k0PJ49e2YiXn5zWoXaiKdNSwjGoF6v6+WXi3r99cXXQKkVlhBsgv39fRPqWqSPxNi99tqLOjoqqNls2iRF7fyhS2uhUQMnwzCZTEw7o1Ao6Pvf39f3v/+6ff7Zs2cWUZ6dnd2aUxwsyyix4T3s7KT0L//lC9a81NvV1dVKjqJXGffOUa/XM22SbDarF1/c0B/90aFprSQZDXcxGuyG2kVx7ULCNYEIHhF86Bzx90XtSZIslUrpS1+q66WXtiybOdMZmwkpUibOZDIGqFwlu7eOhc6xH5uDg029+urXImVEnAOIJX6ekJ2lNdLp6am9cy9WR0YDnZatrZz++I9ftnGjNMShJM0Bv8vG1TfdZG+YTmeq6aVSSV/5Slm7u2kdHx8/B9ZLg8HoFpYsSc0cMks6nbaDu9fr6fDwMHEOYR6LF6cyT0DhRSnB0tA6gzmBmOTXv/5I3/pWVu12W8ViUfn8vHEs5btqtfpguKN1za9nnCHGCHwPLbTi7pHMxc3Njfb29oQosTRXafdVkqT5ATOOYGNnZ8dwRzguft0SjNCbDTHSy8tLO1OXjSlrieQHOKG4XoWUCcn0bG5uqtPpmMQMASbZol6vFyE3QBYAiB2eO2TyKXVzfqxSsSHYBUdIu69+v79SJvteGSQO4nK5bABBmqHG1RPjzDe3HY1G1qjVK8sSha16X968qFfSIvZGXZSNlnoujqB3tkajkXK53K2WE3HGYsEp4L/hHK16MMGWgk0F0Jq/rdp8kkh1c3PzOei0HMFSfR6lNcbx+vpaT58+tc2hUqks/D2wHzi34QL1TrbPNCbZZDIxHEEc5XodDFbYnJYM3vHxsYbDoS3IZc1rpZlz9Mknn9gc29vbiwBTmUNJfdDCZ/AtJkIna5X2JIvG7+rqyoCTKODW63XLfnCddbN79zHYO0kAdDJAkkw935Mv0ulovzaclLiUP45up9NRu922NUxWi7UkzfaJwWCw8BCUZIcZBwXvCpwg5QICrK2trVj9qnQ6qlSPwToGJyLJQLDLDswQixfuYx7P6QOK7e3tCGyhWq2aZk4+n7fxAouIBAwiu59XkLaqgeMiM0e2UZq9e8DTtN7gH2AcvkuDNA+8KOMmlYdCA1dIC5JKpaKnT59qMBgY7ij87NnZmcny4BylUikDWofBkr93NNK8ajilWO6d7/oyH+B8+gvu7e0FDNhZOxxf4vPn89XVVUSexbPWKP3T9y2VStl6jRtDEjdks2i59VzmYSXf586uuT+UvDPEgbPq4Uppy0c1LC5KSZJiO7nHGTL2dD4GAEfkEreIQ4P+CTupVJrRhmliy6IdjUYW3S0ywGEnJyeWdeM513GOwC1JM62jarVqqsp06gbUuMrGQqRJVOkZLQ/tHEkypiEGxXjZwUy/LUmR/kUYTrbX3VlkREa0EfC/zYJcBVQr3W5Oe319bT2ZCBY4DBY50ZPJRM+ePbP5XqvVtLe3Z1EmmlSUn0OQdXhPYBbQeWFNen2jy8tLE/BbZc1yWLfbbTUaDQNfo0EFcDIsCafTaWOf5FaR+L2D4TyzLpLGBiepWq1aedvvK0To2WxW19fXymazsawlnKRarWaKzES5Hi9TKBQ0nU5Ny2eRpVIpm0/j8Vh7e3uq1WqWrQBgy33GMQz9/Xl8FocF+kYcTqv0uwoDhhnJYA5b8HjOvb29yN4DbAH4BK0pqtWqBQzs+9ls1vZcr6/z92XQ5iWZ8KY0L8lC7OH9cM7ggJJ92d3dNafFs8M405LKQ948K+v6+trWVS6XMzgJbDPo8dJcxmY0Gtk6TafTt7SFSATQVw0HhJI7z+GZbX6cpNnZTzCA0xY2+gb/B0gbw1FHMR3zgpC0ViH4QUvJM9kw76BWq1UdHByYGOtzXyNZi8DZnTNIOBE0y8tms+bFgcVYdXL71DI9hTY2Nuwld7tdY8stciYmk4l6vZ5pNKDFgZ4EZbs4JWRvLAC0TSh7oEybSqV0fHxs975og0FzotPpGE3/2bNnkmab0zrOETRLaTYZ6/W6RZmdTkfT6erNJyXZAgPsNx6PDVtAd+WH3KAAOgLuLBaL6na7FrUswqnt7e3Zu724uIgA0L2Tvco9QPuMyx6FrVWWOTVISODgcxDiODebTdvsF10HULY0pyDjHBF1+j5YSU4l8y1sMcGzo2NCxmcZ3ojv3dzcWIby6upKOzs7KpVKEYZPnM3lKmZMklqtthf7wTuaj2IBoia1eMAymUysEjrX2tzcjHQlT3o2nCQvZyBFszb1et0wj0kd2jFo0NJ8ffd6PfV6PXNQyNx47GSc+cwMARzzq1qtGn5llTUD1o3M8nA4VK/XM+cBwG3SPXnYAnsUjjRaSTRbpaP9Q0mL3MfYb7e2ZmVkX/4h0CWrdH5+bmcgTgZOiR+TYrFo2kq0+UgS/PVGCZhAAAIAMi79fl+9Xs+yS5TZYBySrYNtGZYIwfDBJOes82eAv3df4oIJSSN4nHdaeBUKBZtvl5eXsb3acJp8f1YvCIlzxmdhvlF25PPookE6wVkEA4YPsOq5ducZiAfLDdfrde3u7toLWcUrxmj3gQLoxcWFarWaUcE5gGiamlRuIzOAh0nNmw2ajsOrHPxESIAd+S4CYN4Jicts+aifSH17e9tabAC+XMc5wqunDMi47O7uWkTs0+urGF3hSUNSJgkjjIcwFoE0i1igCNOodpGRsZRkrS+8oYfldZXiDAXgYrEYmz1ap7UK2cparaZCoaAnT56Y83Z0dKRUKmXPuQjD1Gw2DZRdLpf1+PFj23guLi4sOqVhc1K2h0zl5eWldnd3I84R12LTWJR9wNhQzs/P1Wq1ItkrmlMm3YuX6mAOPd+wF3dZXtO8g0TWbZV9h7VD6j2c64BRFwnZSvOSPFkC1o00m+MzJuOsNHBxcRGrTixFDwOwFmA6tre3rY0RukSrNBOFxt3r9Qz4XCgU7LBZZb2QgUDckOzIcDg0WRRKmkn7KnsU+0w2m9Xm5mZkrtZqNUnzdlZ/36U19gLeB7p+oaXTaTunYBWjNYaQYZhRBVJAk1myS8uM+cpazmQyVgWoVCoRDTM0wM7OznR9fW1OgickeMiJNA/4aEyedO80Swfgj6wDzhDnUbFYNPwZDlS/3zcsV2g4Wox7KAjp7wUhVAJmMHIEBexViFmmUikjgk0mk5WbZt85g8SClmabCSkvopxlC88brALvefOCcQiy2ayGw6EBieME7vh9yhrU69PptJXaVgGojcfjSBkHkB61d+rKNGacAQznIF9Pm6bHTqVSMc+b5perOB8h7gQMT1gW8J9fx0FKpVK28Dc2NswhbbVaEWzFQ2SSvOd+dXVltPhmsxkBkyZ9FydwMpmo1Wrp0aNH9ncPTM3n84mAYDBc+/v7tzbhdVurIMqYSqXUaDRMU+fo6Mjmhg8kvJGVOTs7i3S0hikDgJrmlUnaI5jHHFE289glmGoI9y3LxOK0np2d2Zra3d29hTFKuhd0fFjP0iyN/pA0fxw4AhaChlWMaBMSh5/rRLqUHXBMkhwADp3hcKjj42ONRiMrrVHSp4cl7NkQPM67A7Pm1zd76Xg8azkUauHEGfOL3mxkFGC1Af5etF78AeoDBspNZBUXKVJjZON53vPz80iJ12ffVs2A39XIMiz6Ddpgsbez58Z9DycJnBY4mkXlT/95iDGrPDPZGHpyelwUwTylXuYQWSWuH36eViZzgeRyBDcU3jtsaRx68E0I+PI9cFkEZbO2NRuJ+weimGRa4/oWYh4L5rNXc2mMrYhTKM32V4hVq9qdMkgsaNK9AIZppUENcR11Y0lWX/WbA9ek43A2mzUPEQfM40YYGP67F+IiGlzmuBEBZDIZc9Z8ZCDJMkJgK1g8HisCPgPniHooKqLLHCQONsT9KO/FTVycIh+JrmJeaoANlXowEu8PmUnCKQLYxzisMld8afT8/DwS0VFapM4dZ0Q7cWVIz25cpbUKEeV0OrVIuFwu69GjR8pkMpZ1jLsWm1Gj0YiAeSlbecHGcrms/f39lZwj5hcUXj8f49qThIYzDsaI6x0eHiZijML7YG2CT6rX67bZPncmH+TkY214JuQ6c5TPbm5u3prr/MNYSrL2PUlG8OXvj35fZAnIMsGSI2JG4JW9K5VKWbnJU8oJZthrFo3NxcVFZF8iMPRB57L1QmmX8owHzvpyX6gMHWeUbSQZZmtra8sOW9/VfVW86V1tNBot3dMAGpMxIahNmgOQXqS5kyfFVxf4PE4lGb5V9kCcUzJ5vtchc3lnZyeSyUySD0B4uFQqqd1uG3xjWd/XTdUAACAASURBVNkdunwqlTJCAXjYkBQB+QMhaPa4pOvivPtea0nZRJyk7e1tw5/iXIGb8tsNZdLt7W1Np9OVnJO1M0h+M6Y84imwKNICBlzV8GgBeHGoeCovzAbAftPp1FKF6HN43Ihf+Gx0XgclLtokEyXNFsn+/r5SqZTpo1BXho1BSZAIkqwRWBHA3aenp4YJIT3qBe7i7iOkYBMxhyw1aIyMFUyVZdL8PGs6nbYoqdvtWilHmh0MrVYrlgp/FwOzQpZxnWuSJaDdw4zOfWB/Z+NPovuHjDMMB3sRuzE0sgw4Spubmzo4ODBwLzimsHebzwj2+31rt8JhgSbUKoKNno0WYo6WyQF48xmj09NTy9DS5XvZWPB9DtRUKmWlbEoCkjgU791MC4wBPf3AWtAKYh0LGWnNZtNwhbncrO8kB/rp6amRIuLG4PLyUuPx2OYWDgridjBWEaSEUeOJI3wPNX8yq5VKxZyeRePi9bE4yJhPcUrvSbaIycm+OhwOtb+/vxJkwTuK4FRwutjnANGSiX2I/SbOwPwdHh7GHr7MZxjQnEf0RIu7L/CvkizL3263nwuK3g5ICNwlGckmZIeFRoCPbhDyGt4RoAzng0cA9HFSEziLkixYxUFdlmH2v0HpNzTYcsylpAAfAy88GAwMI7lobqVSKTtnyWo+evQo1imE8f28DctZ4kWdre0g4RwhQEUDRY+ryefz6vV6Ju+9Stob1DsLOalfEWh6vymiReOVjKEkSjLJdq5BzTV0kgA7U16r1Wqq1+u2yUGPxMMGfNhutw3Ezf2RxYqjvy5Sf15EwebwqtVqkfEBC8Nv8Jt0NU7CiJB1Q7eGzu3lctnKpjhqHA4PYSyQu4Awd3d3jUVBawWus4juj/5GHKPMC+CtItkgzQ4xMqXZbNYcSDYx9GJ8tOTLZplMxu6V94SoGsKPiyI57wDd3NwYjoPS8ipyAGEpTZLNtVXGgc0UbNN0OrWI1LOjfJDzEBkkHDHuF42XdTPWGE4STjcCiDhKBCdkPOP2DbR9SqWS9vb2LGihjEJvLi9I2Ww2wUNE2F/5fN6cHMDalOy8/Im3sKxPgIbDPRqN7N0ss3Bv8ExO5owkEzBdto4pN3PfBNYAZpnztVpN/X7/ln7TQxtigzhs4ZSEpOIbOeMAJD0rpXtpdm748pWkW04Sv0HZ+vz83OAXSRmTm5sbA2Lj7EBs4jveUdvd3bWxB0QeisRSUfFszEWCjawDsJdXV1eGCY0LShk7/n0Z/AM/gO4BqxBIYPVhSQQ1cNHPr79S9mYtB4mUL5EqehVesRXHodfrWRmlVqutDEZexUDJ53I5NRoN3dzcmHNArfvZs2eWijw8PLQNzeug8P+JuLvdrtXCKW0Q5WH+33nhqVTKhCNhLUynUwOyAX72KPw4fRi/ycVlEBifkCEIFqZWq6lSqRitmN+O22hCp4DSjt+c4g6Hhzjg/AJdN5WOYBtRBoBCKaqpFdL9k7JHoQDeKgcITA6e5fHjxwa4j8sexTm9uVxOx8fHFvGxySxjqUlz54j0ttf8CZWxQ50c7oV/vGNEI85VNiXA7jiKyzJODkt4L5o/0b8HBvv+g6tYnLgnc9035GTdIA3Amk6n05HsLCy1VCqqqH9wcKBPP/3U9k1oyuVy2TLPRMBkwjyVP5/P6/Dw0ObC9va2lfpgdKZSqVvvnACNbCoGHnOZJQUMOE7c3yLygf/NdrutXq9nzmWxWFSz2TSdHdZeuVy2gBocyaqYsnUMFiMOid8fWR+SjOQjzfGTNJ0O8a90bZDmzWZhN8YJSnoMHHs2pXrptvQJZ8NwOLTgibEFpyjNA3KCItjfJAy4D5IB3W7Xep3h5HsMLvcBeBqoCRIo2WzWsscnJye3Mt6UcHFO0EpMqpqQdcWRWpTJ8uQlyEnpdNqqLg+BnV0rhEcYkUwIQDQotpgvuXH4LLPBYGATk0Wz8Mafp8A5YElVE01SJgsxIGx2vvEkCPxGo2FUd1LpbApXV1fK5/OWemaieIYLv+WdozgF4zjzeCOwG6sohVLiAVMAq6ZarVrJJC7aDDvUM55sTnzH68acnJw8SInE66fQoZwNYxXzDjelVum2ppafG3HZIx/5L2pG620ymZgIpDTHDXk2Vb/fN5q/xxsRdVWrVdus0OoCY7asiWaSc8Tm7fFGIVON995oNG5hjADhLnp+HKPz83Nj3nlW26Lvk92rVCqLpcSXGDTqOCHIVc3ro/jpDPNLkok9+nUAM9Y3WPbsGa7HYYpWjjSbFwRtnr2EvAmHD2UcSbdwFGQdJRkAftk7B7cp3Y6sw5K0FL83YARQ0jx7tMgIOnHCK5WKMT5hXaEVxD2zdzHG4fUGg4GKywCCS4x34xlWGIEMn8O8+KI/67ysBsEBra7i2GIeqM4/IbONoN8bLaDoNgDmicoC+06n0zHGIcGXb3ZNObPZbOrk5CQCyCZgJbPdarXsLDg7O1Oz2VS32zX8rSQ7p/P5vMnZxI0n98tcDfd6ztlOp2Nwm1BjMfy8F7PEySV4Zn/0tqoop7e1S2xetdNTyuPS2+BawmaFccYGgV6CT7HGYUsAIo7HY9Mi6XQ6ptHh7zc8bMKI8Pr6OqKQzUYozaOpbDZrQlb8Dqh8KJ70iAHMvapzFIc3WtX7jeskv6gssMgpWFT688DDuxrgTlLppP6T+kYlGY0QiY5gjUhzTS1/vaTsURj5L6MWT59TStnwKd3yngCB+wwhmQJKXdvb25GIGkHAZVkjKYpfClvcLMIbhRgjSmE4Las4Gaw3ngUdpVWFYWE6ZTKZe3Ud3djY0OHh4cr3HWehuKf/78Ph0KACYZYZUKvPztL+Js7BZl6xYXNwkvGu1WrW2qTZbNq8ZQ+MW2/M0el0qmazacDtJIwZfa8YOx+Rx5WkQ8Vsn/FAi0uSZUiSjLlKiyDmC9dDMZwAifXigxjKRyGmbm9v72id9x1nMKxQpg4ZemEzV6AVZJAw2l6QsWHvB27hlazBhpIZ81I4MNt8lo4Sr89q+Z5riEd6Ig1MxfAzkE8ymYxlIUMVdSRxkD9B9ZrMT5jd7vV6ViYk4QBImkCB8aSUSFkv1KDzgpD1et2cPcbRG3MBxwsYTL/ft2xs3BhOp6uJcnpby0GCndNut5fqjaRSKdMSCZsVhgaLgfpgOAkXLWQiGeiORLVgMZI2bhD2l5eXEfEor7kQll9oQULkQ2YFWjxll6urq5WcI54bEPeilg+kKsPyWlIn+aSyABtynFMQtzmlUjMxN0pZF6Tm7mBssjwjvxnXN2qR4fBRZjg5ObFnD/tQIXxJNOV1gYj8Q0G0OOPznnVGyQTzjlipVLKU+cbGhpW6+v2+aR5JWqiIHf5+XOlMuu2E4TTFldLAm63jGJHhAGgJNmPV1iTSHD84Go1W60G04DphGZQAapng6DLz7293d9fWpS+p+X5t6MDEAZkxT+nmH/aZcrlsYF1P/4f1E/c8/t8R3YtrN4L5aJkG16yxsCSdBMwOZQhggiaZn6tkrXzQSZDmWW0+CxAGash7kBV4CC0tsoUoN1PixEEOA3oPp/DP2e/3LSPlRVN9VptxhAQDK5ozB/OEAUqczLfLy0sj5/AdnCHeD4Gx38u473Q6bY4CDqukSAsc/oFslclk1Gg0NBgMLLgLJWUkWSYL8UZKlxBW2HtxusH5+QAOLBSOlNefCo31x9pCcJh7JwgOxxCC0zoaW2s5SNls1jxFaY7nWfT5XC53q1lhaD4Lwuc9w2uVhUy6m/olCzMJuElU7aUCptNZ53QG0EdTRJSzhpwbVtbiJXv6eTabXap0y4uHRbaMsRSXKfLP5zvJY5QFAOEiDLfIKfCbU6jl8lyY617820ajYRlAxmFRFjLJeE+wXobDoUUL/noewO4jwqRIOc7IHAHEJxL3zpEv4yHQ5p3ebDarfr+vzz77TNJsMzw8PEzUG/HGgUNWMsS5hU4T/52sUSqVWgtj5Mfursy2OCuVSmo0Gp+t/cUltqh7/TrmM0tACVg7rCUOIQDdkuzwSFrrXM+3NhmPx0bl9zIkHM5xz+MB0v7aSaVNsFaQXmCShZl5rh0HzPYyBByQvsQUmp+rZEgJWhgfsvKbm5s2Lr7KwJ6fTqctI0sppVar6ezs7EHERqGIdzod5fN5K+twX0kGWxLwM4e0ND9Hwm2S+USQNRgMYgUiof+TmQJQTk+08PO8IxyKuLXJ77TbbcNGEqyRxYdgIs0cVkReJ5OJ9evsdru38Iz+Wcmyofe3ubkZ6bvG/SGoCiCdwMSLU/IPWlRkEXEWyUpxXX8v4RhubGzYeosbw0W2doktBDkv2ih9ihlWVRxg22dB+Lsv8/iFzMbkF7IkKz2wGJvNpr3U0PHwJS1eGBEc/WwoKUynU2OVAH6Dug/ji7IjjhOHbtKGyYTm9/b29payQeIyRXFg09B8WQB6/CKngM1JkmlzhCDz+xjPzvsYjUZ3Yh+lUjNl6SdPnli54fHjx5Lmmkj9ft8WuU/pLqIwhwaOotlsWhuEuOazLPJyuaxer2fMEOYzNXxwfI8ePVpJST10jmA0ERF5fSOPZ0G/BjLDXR0jnKtVmW2L7PmB92BCkVhS9/p1LG4t0VsMWr4kw18Wi0VzkIjO44zUP49NFsrjFyeTiXV7B/9SKpUMWwL20TNsmc/gNuIkPXxGDGxh0lqD1eWB2WR6fIDk4QuhhXM1k8mYlpBfe5TqarWayuWyms3mrSoDAo04+pTmHyJIw9gnyJISxOzt7cUeojgalKkpJ3mRzCScC1kmSdar0cNVwt+hBEnZnIAs3C/YBySZFlAI0aK6Al5of3/fAkaPW8JJ4mycTCbGmEbbbzweW1AXPitYKjI8uVzOSqiMD7R/Wiuhyj2dTiPivMViUZVKxZxXslONRkPD4TDCMIwbd8YQwWOyUtznqra2g0TpRpItnPBHcWh8ug5tj7j+V3h9tItgoPxi5po05vO0eb+ZA3IlE9Xr9dTpdMwBAVRHbzT0jCSZsBsATGi7RHr+wIPJxOTkJUuLnUYiNZgy4DlWYQ4xRnyWMV3U64s0LLockmLfgTecRlLPD6mmzcJi0cL+CEuHqxgSC2gS4Xj5juqUZHxbkbC31KLfpfksAmP0jArLdaTa6W9FqUuarRMIAJKsceIyY66g3M578BsFQmooJoOl8zpEq4wr0Rm4g+l0ari7Vfq1/X2aXxfLzs6kUnXcWuJQQ7sIrRr0evgMBJO4NQX+iOz0YDAwZxWnq16vG44CZ5o9kGCNPatQKKjf71v/LDJcHkeDgddkDpCN8CwsInXPJuM6Nzc3tq9ub28rl8tZxjucU+FchV3Ifu7XXqg3VqlUbK9GHgJwMRiq/f39O4PyFxkHOnCNRUrPHLqcEQT83pkKsUXemE/b29saDAaWSQuzyDga0oyEgoRNnOAsbTlQag/fL58Bw+QzwGQqJZmwbTabNSwQbMhUKmX/HQd+a2vL8KPeyaMawvkYsgSZSwSpaBOhF+WvA9wDxwecL/u2H7Nw3BlDMIIEP+sGeHdqNYKTxCJPp9Omh+RvlJsplUqq1WrqdDq3tCfQC/ED7f+dTYPr3dzcWFSLCB0pN6J6IngwOHT8LRaL6vV6BqqDhUH92x+slKwQAST95wHNpPCg2e/t7RlIm4as3oiwYNBI0snJyUovLWnhEc0uugYMAv//k4wDBAP/9RDOEfd6dXVl5aC79O7D0um0qtWqZWbOzs6M+ccmMJlMImqsiO/53lJJFjaf3d/ft7YNflNg00fKHjAjzjzlBkk2j5ZZOFcqlYqVSJnvzEdwcgD818kYMSYwNdEhA6u0Ds7o79MWHUzeBoOBpe3DAyduLXknqdPp2Ho/OzuzRqEwrsJAh72J8kg2mzUm0Hg8tswQJQK/r3oAtu/nmMnM1f0R/wOk6985jiJztVQqmRMN/olnZlx8W4e4fdW33wiFasO56oNKn/GOW3v+wGQf9vsQDtfn4aTzznm3e3t7iVIfOJO8s3XINP4avp8ebT5CgH06nY4QBcgiYQCVGTMkKryDytnnwco48zgtOKiU5Smfer0/Sbca8wKbCbGvjClOI+/RY+nYnynp1uv1WOcXJxlRXU90WWUueExXo9GQtH53jzvPOF4wjgQlJ2lOxWWC+yiGdg4YL9V3NCZC8RIBk8nEDhzSdNIsjUyPKVKdsMkAx4Kb+uyzz9RqtQwjlMlkjJVGw0kOcLzbTCZjUaV/KYDOSFFCYcVp8/2UoKd6Oi6Tb1XaYTimRPyk6Jd9t9frWUp5kfQCVN7JZNYqwUcf9zWyOQiRefqxf7Z1zAOlvVy/B/qTmvZ0W2j4STYcDiPNZx89ehQpFTNXR6ORAWolWdR1fX1trUQ46La2tnR4eLgW5oi5Qkav0WhYZE4pbTKZtbQ5ODgwMcBVNhAco7A1yNHR0dK2Iv+/Wbg+koxyV6lUijDCFq0lnCSchHa7HemQTgnC91f0QGX2Jn7z8vLScIA7Ozv2Dsg+glmjdAz+h4CO5+S++H1fvSQ7QeYdAgxlGD9uk8nESjPgOeP21bixi5ur4KcoC5EJI8MUrj0vr0AQzWG9ublpneo/LwN/NJ3eFh30hlPCYR+3PpZRyTkbJFmPPppB+/YnVDDIqkFpZ356Kjuq47w7zljaBlEqY1/yjG0yTGTgPaA87AkIKLparVpgGycOyVnNnuvLpBjjTYIkKWMHvOX09HRhj7ikcQePRCl1UbP7OLuXS14sFrWzs2M/yCDEAdXYYKD9+xc9HA4tWuWzpDKZTD59nsvlTKAKkThPbQwBW1BFOTRZEN5xwDv2WiE4WHFRQhwQD8YAjhf6NujgkFo+ODgwDae468RZ+FkWABvfou+F4MskfSTwAdfX11Z+DDWu7mtEy/4w4j2RLl7HvBAmgG2eRZrjDKTk3lKhjUYjPX36NNJ8lpYgfq6Ox2M9e/bMDqZ6vW6yAlBpKfVCcFimJBsHyEZwjkyBJCvt4hit49DAGjk5ObF5ubOzs/Z1/n+yVdcSRA7PIFplLcE8I+WPEB3RuiQ7CFhH/h3C6PHtKCqViimgo8MW14iWg5Q9MATGlkqliOyJNHcEK5VKJNtDSZBxCMeQv1P+8/tqOHZxczWXy5lz5fti4rD57K43zgf2Sq7JmFMV+DyM8chms7ccSG9UCnK5XARH6m1ZJtOrdCO2iOMLEJ3fgg5/cHBgEgI4Mt1u14gTlME4j9HaokksWTxwYbxHzibffgvYCmdYqFCPk0QG0mto+WekZRUyKP7ZPNkAeEDcmJNYkGZVqEUl1kXjDlQAHF6or7XI7lRiw0hh0ZOM9iJxmxTgRDJGtCMgaoJqyGc9E8l73Tzwzc2NiTySAo7b1AF1I95H6pisgqdlo+4qzZwjNh2PN+GeTk9PDYlPZovICFFFQHyk2ZNaPiwzIjxf+0+i94fmVXH9Zhn2a/NUXhYtPeMeUtWWd+2jGMCKp6ent/SXllkqFaX8056BzQsa9ebm5krA7PF4rOPj40jzWaIdmIvpdNqySdTkEcDjv6GP5TEcy3BHnjwA5iiXy6nZbFrkw9qAUbaOM8OGs6w1yD81W3UtkZlOpVImure3t2dUa/SMiHp5hzjNZNhzuZxGo5Gur69VLpcNi9PpdPTs2TMro2EwiuL0EeOIMBySIWYxlEvB8cbpYx8gA7FsXw3nKszKUFYjlEuJG2MifRoQ5/P5CDEkTpvtIYzsIRAMDtCwXAqAHiXqu7a2odzkBWtxsJEFYQxRzaZSA4Xeq9f784Sy3MXFhdrttrW9IcAnmEQegnOLOYTsAThOry3oS4Cw0bgPsjsE/Tg/YD+pMJ2fn6tWq6nX6xkcgt84Pz+PCCP7zBNyQVSF1rWbmxv1+32bn8/lKlYSG72XgyTN8S1EL61WK/HwIWqifkndOaRgc10OUoQNWcgM3vX19UJFXe6HCLler1sJCewUv3V6emogZlqpUBKT5mJxPmoCpEf6kxq2B2HCCovTKvHP6JldocVR1RfR+7G4jQmnFnAnEgrtdvtWw9NFwpF3NX9NsjhEuryzdQ3GC9EZzunm5qbJQiT1lvI2Ho+NUZPP5635rBSVWcA597T+VCplfdGg1HvhxlUaB+Og4vz0+317FuYRYMZ1sEE4Ruu0BvmHZquupdCm02msMxEaawlcjRRtV0Qvt2azaWURnCMkH3K5nA4PDzUcDq17Oo6pb37tAaYoZrfbbQNyh+aJMDjncZIgXi7F97AEDD2dTq0EvahpczhXvXYbz+D3qlUkNXBUWP9grPhfMswPIORvQTeBDkFOoVAwzBfSLtwbbEHf7zBur1pWYov7O+/bYwFhUxPIgwlqNpsG9A9L6QRx4JXI1rFPAE1Bsw9pFE/D53yl8sI9sWdAEgHXWy6XTRn+OcPQzhXmhGe2gUPDSeR6nJW1Wi1SjgXOANA6iaHKmMY12qVcWK/XzSHb2tpaSdH/3g6SNAf9opyNlxxaGO1Qsgibr0rRg/T6+toGFA8fVlG4iMm2sFgHg0Hk0M9kZr3ZcJwkmfQ5KXbKDKHQYq1W0/n5+S2VbPAgngmxubmpbrdr34ujdK/qgPhea2hSLKP3S8kbk6f+o/B7dXUVGSdpTvl/yM3JA/g8yN5nlNY1AJOfffaZptNZf6JMJmMgWPSzFjWj5XADS7G7uxtZjGQZiMDAoPHvvV7Pygzlctkcsmw2uzT75h152juAX5EUue66jhHRE8QBhAVD0bd/6HZXZz5JX8wbmBzU53d2dqwkzx7C5ov51hShfhXOKizZXC5nDY49TADH27dPSIqgfeYaHE+YEYPskk6n7fcQzsNpgrlKSSJuLOgoz/7ro36kC8huriKpQdYBfCZZazIOYebrvgahY3t7O6Kczf4GkBmnwas8b21tmRZaHAZnWYkt6e+UrjKZjJ15ZKWlOX4TlfU4g3WIow8WyI85e0ev17Oebn5P8ffn7wnVbBw7dIhw7HHOwc55xW/OQBzwdDpta4HKEiKaSA8QzJbLZSuB+xJvaDjkcY12CZ4o2WazWXU6ndati8TYgzhI0vwFFgoFy8Qk1WjJYICj8OU1/zkGu9/v20JE56VcLscu4l6vZzRlMideBwmckHfgmESj0SjSf8jfK2lngIOe+k5mjIgftgAlsbjn4/pMokWZEy8fkEqlEltneFu0MUH9Hw6Hajab6vf7t5wj7KE3J36fdP5dRCLjDEE9dI8qlYoODg7UarXM0djf349N73sxPN6tLy0wlwBxwgKCvo2WFQ6MlxhYVFrjuzS0LJfL2tjY0PHxsZWUOYRIM69qlIfv2hrkH5qtspbiAotVymtxLWko7UqKBHsEWb1ez95j3H5BNwAy2b69BXOCkhzMOjqtL4MwsK/GZZfJPlJaqdfrEQwph2LoyIxGI7vu1dWV6vX6rf0Cp6ZQKNicX5a5xTnyDYg3NjbUbDbNgWS8wLak7jl5qRh4XRzwOWSjyYJls1lr4Lq7u2uZkZ2dHZNdWEWyQ5qX+z3+LbwvSmTeMWPfpRpAkoHWVGTCPOtQ0q1GtjDaOEe8KPKisdra2ooQksDvwpCkHOf7rIVnHr85mUws8Obvm5ubpmPWbDYjPSZ98uXy8tLeT2icwQDXk56LMb5ZkXn0ILl1f+DhGUoyOmtoHljLTcdZSDf3/z9uERPp4WnGNXydTCaWHpZkCxDJdS/6xb1C52Wh0JSWF4zDAfag1+sZQwXl6oc0T39NivLYmAACJi1INtukQ4XNiejwvpuTFHW6aDdwX2MhYzgFPBclwzjGBRozmUzGoiJPlwZ0Lc10RMA8ce++ySyZKEptSaU1D94/PT21g/Hk5MRSyUdHRzo6OlpLZoGMXLvdNo2o7e1tHR4e3snR+sdkcU1ql5WqKa2FzWglGYavWCzq4uLCmGnowPheUSHRwwc7Nzc3NofI9vp9q9frqVqtqlqt2nxO2leXQSv8nlEoFIxiLykRz0lW9vLyUqlUSvv7+7ecIwJZnz3y+Me4zK13jvyhWKlUrNm2p8GjXr0qfiTJCL47nY7a7XZE0ZoyFGQiMoC+BRU4xPF4fGv/WlRio8oQp6CNkY2BZU3gdn5+bmVamLJAPWDM4oji0CBqCeYHYdNSqaTxeBwLjE4qAVLiQ0ZnNBpZqQxnyzfeRo8Jw9ljDnjQNkEDey2ECNYj7wTh3zhjvsJmXfWdLLMHcZD8gTcYDMyjvrq6MvVmb2RxMN95HaNUhnnwVzabvVWy8oh8aa69FALtfM806Nt42OPx2LRg4hhq/E54v0Tr3C+AP4B4vqXJfS0OsB3aso3J46jobdfr9XRycnIrk8NkfajNSZpjIaiXS3Pw4n3MPycLGNaQ72qOMQ48N3gKxpX32mg0jP24u7sbie53d3etzDudTk3teHNz85ZzjlGmePbsmbGW2HS4jxdeeGFh65nQcGBPT0+NBVSpVPTo0SMrzf5TdYywMLBYpVS9CD9DZtFv9JIi9GgwFOGcggYvzfYqj0/0sgKSItptBJaesYaRrfbPG64pH7BlMhk7zLAQh8W+ynyvVCoWMHqjDAK8ADDsYDCIZOXD64bOEc4HhzyYHB+obW5u3q2XjBung4MDU1cGf8bftre3TX4B2ET47pNKZYtKbOytvvwU/p3ADt21arWqs7MztdvtSOmf8aJ1CSVPaPCwK2GQ0QPz4ODAWN1xTMZF9w9WjncZV/pC6oGm3uC9KL2yX5KR5LteR5FMun9fiFqGjtcq976s7LnI1iqxQQ0MN1oP/ru5ubEbKRaLt0DOXIeHzGQyprDN4seTpA8PjAlEJofDoXq9nuEMiJr9puE9UF/KoFFooVDQ7u6ugVZRigWPQ9M8ymZoSQBuJhXNiwbYCxMAYbf7gpyn06jyb1JvMQwWCptOnLpu2LoinU4b3Zt0p3/HPsW9sbFxr27sUhQLAbUWrx/a6F2ZfthwONSzZ88sFQwW341fUAAAIABJREFUB+edzNHJyUkk28jveh0b5lQ2mzVRQGmWxdzf34+Ua3wpJi4VzFzmHWUyGRPxQ4coybFKeu7PqzXI/4+WtAfdxZaVqpfhZwaDgVqtljm1gPen06llAMAsArDGgYaJ2O12DTcRKg7z/zOZjOldeS2bVqu1sGl4XC83gObcP8KVlKd99O2dGNZAHKgfh9+TQZYBsxk7slYh0SYk9ICV2tjYULFYvHetHzmWVCpl2CuyfJSA2FPiMLI4cv1+X6VSaaV1hjMSB7ngzLu4uDACBdiZbrdrzWrJAHtyFJUCn/lmDLPZrC4vL8154j6TSlaU/5A+CN8bTE50vWC5gcer1+umk8Rc29jYMMwXwo1StF0ZxAawu2G7Lmj+65Y1AYXzvta1tb6RpBHhDzz//0mV+tqkNDsE6X2DXL6PqACbUS+UZMrUXulVmk8s8CBsTN4ZI5N1cXFh9Xwm08XFhQGz6/W61XdhpfkI5+DgQPv7+9a7jewCL//w8NDS6SjukkUCG3PrBTxfBEmeMWMFiJTPJbULwVmrVqu3AOyMFala7jWfz1sZjoM7fL8sttFo9CA1MRqMTqdTew5KDnfRXYLBBqic/0b0B2BRmjefRfCvVqtFouLJZN42ASaINJuDCASiTsx3RqORKXojGuo3QZz4RqOhRqNhkSJO83Q6vXUfi4yo6/T0VMfHx4YNwMFiHfxjM7K8SSSQRZnV8O8cAKGMBwbwNK5MTSbo+vraHGUwk2RdKZmdnZ1ZyyPKNewllJLiSge5XM4wL4VCwTBI0Kwp/7BvMMeZm+BU+DvgVwT3IMtw4IQlMzBSw+HQMvZx4wT+hUaokowVF+dY+rGrVquxLGSCDIQUu92uVQUyDzCxcToqlYomk4nt89wfDkJcyUaaa/Wdnp4aNktaXM5Z9DfOPPZDMtKA5zOZjL0/HDfe/ebmpmlseX0jyvUAynmORSUrTy6I24dxziuVirUzIghgf0WJv1wuq9PpWBWJ54L9ls1m1Wq11Gw2LbsEFT88hxaVNReNL1n1UA9sVVsrg4QeURyTJkxjAZqsVCqmt+Bpfb4bLxEIhz4aEBwyaEPgHPE7vqyGIBZNF0khAkwjsgYpXyqVLGIi0wIFHo+XbBP4AEpnNMNlQuMZM6m9/D9MiVDiHwMsnfR3z/QrlUqmUwGLxhveclIbDbJfnlHDNbyWS5wOSKlU0qNHjx6s2aiPCEhvo6OxbjmSDCGgU3R+JNmcA5woyaLv8XjWUDYuc4STCWYNfNLGxoba7XYk68BnmMNHR0cRZwuq9snJibWuIY0M9i1OBiLJPB34H2prkLsaTBhYit7iWhR583sUCr5h2xhs0VpijlxcXKhWq5lSP3gvMk+0nWm325H55kunONtxmVO/RkqlkrUqwXlAm4d9i+yyvydKRDB82AcJAjKZjDnp4b5KNnRvb0+TycQO6tD8HhVm0OMcSz92i5p0U24JiTmtVuvZwkmyglHOoWREf0wYyfTlo71KHDOK4Nc/X1I5B8clqdTj2XQc5FQ9CoWCUe7BZDF/yW6BOQUHiYr6/v6+sfYgI1EK82U2LwVAq5hFAT3fp6THvPQyAdvb24ap8plMSSa0SgNlCF7SrI8kSup+P/MN4eOyW3Fjj1Ofz+c//wySpFutQjA8bTw4/p1+QWh/MNkQ3SN6ARSH8BQv0dfzEW/EG/Y1bCT/iS7xyCmPkV4kJcqzkB1h8PBuYRHw37wB6IT14VPInh3AWGWz2Ugd1husl6TsHClNH1Gw2Lx57Yi4NhqU3q6vr00YMASN4qCGbRP4+3Nn9sE6aafT6Uh7iFQqFYl0VjUcP+aMjxSYqzjh3W7XtESq1ar29/ftUAjbwVDamE5njUZrtZodZPwdrAWOXq1WM3A4+jfHx8fGagNHADsGB3uVXlNc8x9Da5C7GmVmn3HGyA7FtdJhTwATEdfiCIPVGLeWwhI1UTK6XkdHR7af+fLs1dVVRNEX8zovYezh18hkMom0ICH7QTYb5X6cPjIBZEt96xB0jyRZiTduXx0MBqpUKqbJxNiFYwWOjkw4hIawr104dqtkOUulkra2tiIg4/sGaYwfjVTp7wXWB6Dw1taWiW7GCUNSjloFPwleh5Yg3pAiIZtJpoQSFRlMgrJWq2WZSMpxaA1R0cCJJnCijMV89KKRfq34LOEqW73fbwBwc85AZCH4Zl2Ox2OTdikUCioUCtY1g+zr5ubmrXVMwBC3Vj4vW8tBolQUtzlxaIf/pFIpS8eh5eGlvlOpub4DExQqNZknX8bguqSsh8OhMR9Ip+VyOcsscQiSmWITJcULIw0jsrq+vrbUO47WcDg08JkkS1OenJxEsh6h/D89ZcA3hebHa9Hf4iT8sUVS/l7YbRGrzbdNoFXG521sMJKsfLiOD4bjw7tEHBJDlZfu4p988okuLy9VrVZ1eHgYiZjZXKrVqpVJSed6Jz6fz1u0QzaKcgLZKtp40NEawTeynGiGeJG2JMO5/sfUGuSuRgQLIcRbXIsiLGwnEtfiCEtqSRMe8Nvb28Z0qlarlhkiK0F5gbIJGQF/0FLu8AJ63vz6xyGT5iUinDdffsNgHXEfk8nEdJie4wkjpRmyRASd7KuU0Bi7cKxYExxqSftqXFuSVd432Yew39xdjUoIkgcEh7DGIDiQ1YANFs4pxho4hZRcRvM4p/C5wzIQwW7InpPmffhw+NEIZB9DqwhRRwJ2yoFAXRaV2ZKewYOp+RtlWt4T+KNWq2Vz35dK0d7jb7u7u9b+innnmYS+ROzLbHFrJe6+78Ngk9Z0kNLpWZuDuM3JU/3jIrudnR0DLZPK5JABkDcajUzbIZOZ6X6Qps5kMhbFEBVNJhNTsUULgsMulUpF6Ncem0MJLQQQ+kW8ubmpo6MjPX78WOVyWa1WS59++qm92P39fb344ouq1WpWjvOZkLB+XiwWbWHeNQmTRO8HfBnHGPEihElaR/4dMsmT+rU9pMF+JF16l9+idcbGxoZtoqhoY1D4pdlYEen7djI4hHS2phkjODik9T3+i/lCw0icqkajoYuLCxtLIu9qtWrp7kqlosPDw4XO0XQ6tQOLa25vb+vRo0em0vxPxTHC2IjjegSyP0m3dbX4PAc37zYskSQBs8MDnnuAWu2V9onUIZgUi0UL0sj2sAeQwd7Y2LgVzYfGZ6UZWJq5V61WzXn3Y5DJZGx+EXTyPY/v9OsO2QEPnPZj5/eW6TRK7SfDuWhf9djHVecu5wPr8r5SI9Pp1LJsXIrMM6QOQNKUnCTZ+YL53mcEUkklNl+aCkuOiNgS2IbClGBuwbLV63UdHBwonU5blpo9j4bKfh6xZgjegCMkMcOSnoFyI/u2NC8NksliLeBMAXFAz439D5+ADOHOzo4Rnjxs5eLiIrLOQ0FIb3H3fR8Gm3QHBylpcwJ02+12Y0FUDAgD618IWSZPw4ZWWq1WDa8BnggjQgJ173EnBwcHNrlIYTJB4wCEcYvYi5Sh4j0ejy3tnM1mtbe3Z0B0T5PPZDIRkKaklTbBJFtE709ijKzjHPn3BMiXtHYSrfK+BvtxMpncqceOFD34JFmbgMePH1vN2+PJMpmZkjrO0enpqTm94NLIMLEps/nHieAh9JdOp60sA52WPnyS7Nq9Xs+wF0mZHxyjTqdjlH2wTQhS3qWe/o/FCBDWkc9gDnMgxKlnE7mHmVYic/YGxPwuLy+1u7t7qw1Rq9UyKjlMWUgm0u3sLCrYIVklzijrQIBBm80z1bhnPs+/+zIH7XCoCsCUHY1GtxqD+rHz885T+2FLhftqOHbrOkc8gw84d3Z2ait/OcbIsHhnj8Of8wkNPzIwiEeGjgfzJ8xyrNJ4O2SuoU/EOyU77Bm11WrVlPCZM54NuL+/H+n9x33hPPly4bolq5ubGwsGuS/KYmTiqAgMBgMrrdGjNZVKRcaJihC+AWVOoC/ME6+niLPMvSwbX94h843MWzZJNj+wtXfZpM0JT7Df7y+8cQ5ogMmAulCjlWQpYITZAC+jaxOyLUjp4bTxAhkU6Lwe6OY3wKQIR5LV44mSpHl6m7q7d4Sg40rRyOfm5sZk08NNMCn75p0iGCkhvT8p4r2Lc+TfUdIzPaR59qN/7lU1kWA0kfpnXCuVSsSRCct2g8EggjciwmD+kPblvaTTaWMhkj2iJMf1YeQcHh5GmJBkQ8F8LKLxE3Wdn5+r2Wya47a3t2cO+z9lx0iSvQMc+HU6c2NJGZE4/TAy0qixk42mBAXIOMSvkb3e39+3UpzfA3x2FixmXHaeOQh+CgPYz6HCtcbjWXNuSiFAFDKZjJXoYbh6zOHp6akFKRx2i4zSNgch5cPQsfRjR+n6LgkgANvPMy3JHYVXMEpq3gFk3MHtcB5MJpPEks//a+9cfuQ6yzT+1L2qqzrV1V3VbmyLmUkMSkSkWKNIZDYDYhEpLLKBFWLFYgQb2LDgX0BiAywGiQVshi0ahIJAAuUCIRdbcoQnMcQh2LiddndXV9zddetTVWcW7d/Xbx2f6q5bl8vOeaRItmP3+c53vst7ed7nle7vARZW3YYhEeRwBSvXJDkJEJxwyy2lYIDzst1uy/M8d15iqNATDToL/y+YLhxUGTYoLRXki4YJX/JOGLU4CBsbG67K17ZUQSvJVrbBgcXht9WarB00zIL3RjD9hy4i/+7g4ECbm5sqlUorw6yVkd32QT2PjgtvA8iVaFrAtCfsm81m3YfPZDLOiyHnKB0pImNQoTKK5Dm5cjtpGFVoNdheQ4M8HGvdcxjSd8aKc1FFUKlUXBNcSW7stpyWDtpB3ScbfbNsf6t5RIrRanJYj9dK+UMyrdVqIxtHIPhOzO+0wbtbozqs6iEMGL40Cg3OQ6lUcm1vJLn1sbe350Qq0+m022yUpqbT6b4eXTyLsPzu7q42NzfdRlxZWXHCdpL6jG0Mr7DKQQsO6U9Ka5BxQYieaAaGzrCGo++HN6cN0w/jgqcNRj6fV7PZdPsQTReiSYj12Z55GDLs1eXlZS0uLjrDHB0yHMzt7W3X8086vtUPP5uxS3JNmzHO79696wwYzkHbG9AWp1BhPMxas6ntZDI50LC0LUSC+mqjIp/Pa3V1VZ7nDdUmYhDYx9JRFGdvb89FMQD80ccee6yvOjGfzzvDOqwHWLC6DQkSOF0gWLlGyhY6ClxZotKQ8gkoUAnIPrBNd5eXl51UDfww3oU1hlEerAwblJYK/jn3vB0X0R5SbkRvmB+4evxdxowO4crKSt+46eF2T6TY0R3C+q4FxxdWGeh5nlqtltrt9lBaMiO7o5TM4RWPwhuheu2xxx5znnatVtPm5qYrQbTKyujObG1tuRAgzWCZNLyWSqXiDjy7CblEC4WCIzsSaRnk4WBgICIIzwkj4cyZM656BUMpl8upXC67qhKiLtbzgbUfjCLZ6JtNXTJfNPULcibCPF5bpn5c08mTQIizWCxKOj3SNu/OXFAdeJIWkjV8bfdy5gHJAgu+PwR9qiTj8cN2EPDV8I6azaaLOtJTq9Vq6datW648/1Of+pTOnDnjLlTSbFzgGHuD+EZIUUStQYYDqUzSSjThBcdxISWFptesl050hUMd4mgul3PeOuXrnuf1pdYt5zFY+k1Elv1K5RoePnyXYHTeqs6HReaDcgfwjiBmsw5tg1WMPNpUSIeOSph0yCCwPwqFguO8wH+0xlFYX61xAcWjVqtVJ/k5XNqMk/J4q6FHeovCGgzIcVI+rEXuTf7MVq4RkbOpJQxveFCpVMo1a9/d3XVr1RrrrCkKDGh5Q6oJvg+E92HTbGhD2co95sX2erOCkFSC8++oZudeJ0NEBJMInB23pPvmfdg0Gwacbd7LvdIZslR6LOLHOJ2zfd/vI0YiatdoNFwJLKJWKLFWq1Xt7u6qXq+7sKEVsIIFT+VKMAVlc6SQJ4kwSLrPw2HS6XtD1MiS+SBKcohStYHydrlcvi+SZDttEzGxUaRB0TfLHaDqxOa84ROgXhskmZfL5RObER4HNhTponuh06ne1vbdpaP3PymlZzdjp9O5bx6oRgn+G0mOZ0GkMhjZsVGGTqfjOGvk0vkulN5yYFApaCOhwWbJ9j2tAnan03FeV5hacYRDcH7U63Xlcrm+LuAc1sFoLBFCorDB5rRBRwMj3Ta+bDQaymazqlQqyufzLs2OV2yjRmGwEVnOKUriiTqEnasYfNLxZddcrFbbiahAvV53FxRpNvhwNLjl7A3Czp2NtpHaluTeh0gelZ2DVLInQSwWkzelBo5UVXuep0ql0lddhlFC1RUOzuLioouoWzFYpG34tU31hKWsqFxbXl5WNpt16SZ+b9NqNPAlW4Dmn00TcufhtHe73b6zm6Il9g/rgn1j02xh4yWdRiTKjp/Io00X4mDYqCxrze6bhYUF1yuOtBz3MOMm8mbnnXFSfMAZfNy823cYdg2NLBRJVAS9hmFD3DZlwSVvc5qMF44GWg+SHPkMzgcLEf0YLNVgCgqjiZTJoAMQjxAxP/7suF5YiUTCLTiMEvhS1kgi6sTiwGpHMfqkNJIk1yaDQ52wMKRhS1CehAwZBkjbpLAWg3H+KQAjCVLdSbDRIwwXOw/B5rNh6uDNZtNFAoMXGxVB0pEcvm0NQRS0Uqn0GUfk44kUhok/Bg0jLq5HtTXItBGPx52zYUvL4SmGpapsSxHml8hKmKNhia/Ig9CHz+qEJZNJ56CddP5hwHA2kHZF9w09Lhudp2fWcbAGTLFYlO/7felf0gyVSkUrK4e0CzhKEMyJ4kPUtqKVYe1YbNNfiLZE5Un3tVqtqRtH0wQVeFYmxp4BEOFJ6e7v7zvlaIxy0t9EnYhQB1M9YakpKtfQpIKoXSqVnMGAnAspTNKlYWcW6wvnwKauJDnqiTVAcNKDBnXwfSy5mvHYyjtJfak1DCZrmLFHWCeMkQyN7aOK42nHjcwK8x6WZhtm3nmHg5MY3vcwcqsRQsLkxm1rCEtqDaa67uX9+sKwVLzZKAebzKZYbDsS6X7FXPcyJgXFBqBsk5AeEvxhxhEdhiFfDlPxVSqVHMegWq26CAKpKS5nwoJcqIlEok+tlLkLLnrLESBUGCTCcYhP2zgCpAjuLdLwdsoTgHJ4axwdN/b9/X23uQnfLi0tOYKf7Z1HajUItLlsOoSojyW5Skdd222qrVKpuEo4vL9MJuNakcBLst7/J7E1yGkAvle9XnfcBxwsu0/47lz2CLbaaAjcDWtgk4IlpZrNZp2sAk4I7UJG4T9ZIymdTqvT6Tj+Jfo0VkuG886eDcFzgr1ALy6q04II2wP5fN71JCPVEzzTmTsuIAoSWKt0nl9aWpLv+44/AkF3Ho0j6ch5zmazA6tCOd8pN69Wq87hpWMDEZMw0UXp/tQUzyb6TRaC+6Fer7u0mq2WhUoSlsIFZDfIfKDRRcUbqaxghRhimaTZwt6H9QOnEu4nyuk8h9Tz3t6ePM9zlebMb3CMRJPgR5G9IdjBuEnn8rNpimvTbMxxmAp4WEpwGIycYrPqs3hqXCTksTEA7IEPYZHIE9YgYU3E9CjlR6+G8DcTy8+Ef4DnGLQW2+22O0DRIrEeEMYR7UdoRTFKywepX8iM8LXv++7CZ3FTGUWVCaXCg8Yv9Tc1xCi0ng9eHYQ3ohHTNI5AJpPRmTNnhra8RwG8CZRy+bMwcODYCADpUduTjyod0gsWHPiAKsNms9nnfWHwoHy9ubnpogakbtC1yWazbk1BWrTh909qa5DTAHwRvjXOhj13wjxJDle7b2z7DQxsejb6vt/H44PfcVJ0+ThYI4nWM8hBIJhLCg/uinUILYkWsH8SiYSrsKN5OEUwFLUQ/WQt9no9d24jdXFwcNDnHNjnYVig70VlVSwWcwUzyFjMq8FPhVdYai0ICm0sp9HKh7CHFxYWtLW15SqrSO0EU1NWeRyD0vM8lctl57hTiWYLBzA+hrmXwsbMWUi1IgKUOGo47hQj2PfhrCONyK+hINjUWqfT0Z07dwZG5oJj5M5HPgAjqdlsOnoK4y6VSm6P5nI5F9kiK2P7yFGsQNYrmBIcFiPrICGhj2dBJKjb7brwdqPRcIRG6SglQsiOD8/h1O12XbqMC4qcvCRXgkmnYELAlrhoPx5jIk/ueV5fCSGS+wj7oTI7bMuHIDDeINJRGk9qDW0U6aiEFnEujEH+46MyZ0j/Y5Ta1AzkPtI7kN5O48KNxWIjWd6jImjxDyKE432RhqC0tdFouDQBng1pzrD5IGzOetva2nIXFuX0GKgc/r3eYTf1paUl9Xo9bW5uqlqtuu+ZzWb7JCYwjD7JrUFOAxgZNv2FoSr1nwX29xgIGNd4vnjMlBPjhHCIdzodbW9v90VGJrn8GX8+n3ed0OFrcPEQWWi3232/p38k8ij2EqDKisuXSD7vDd2ACDMGH84jqTHb7id4rhKVRy+MaN6oLUQeJIg4HneBW8TjcZcuREAWYUMibch5BKvAgpVetqKNcwNDgYABBGcCAzjXo9xLjHl5eVl7e3tqNBou+kQLEyseiSFOytS+D3ctRjpikaTKOHOz2azLCg1j0JFyK5fL7u4nhS7JjRPaDJwpimggmBPxtKKedp7RsSOFPdI8Dv03JRde5NDHICInz+KQjiqGJPW1yCgUCu7fp1Ip10eNvCVaB/CBCJ3TrgOjjA3LM/g1qQyEJjlAbfdr2gRwQA7b8uEkpNNpnTlzxlnmtVqtr5fQ1taWO4w4gKmSyOVyfe1ImLNsNqter+dKMq2UfyaT6TOOKPl8GGFLbyW5ygsLDmhy5fT5icfj2tjYcDozaH1ggPu+77qtS0ccgJ2dHW1sbDjjhbQY/fPYdEQ7M5mMKzvd3Nx0xheRI8QhMXyj1iCnB9vOh0Odqlp7FkhHZ4MtYW+3233eNc1ZKSYhxcE6YX2MelENAmlhHD6qX7e2tlx0nnVHs1KiPryPbfNhib3JZNJdiEQSAHpeXCREMOCc2HZOdu44V+lTRgufQqHgehGO0kLkQaLX6x2bWguDrWzjrrP9wgald2xqykb6mUPbzsr3j0RpmedxnXaeyZolyACR30rjeJ7nsh5h1Ww2JSjJpc6Qr2GMRF9JSw4zZptyW15eVrvddhXG8AM7nU5fP0CiTAQOsAfIUkn9lYNQg7LZrKsEHLbYaOQUW6lUcs1BiWpYUmEY2KDk3YmAWGIknCBb2Yb1zERhUScSiT7SbbDSotlsqtFouMuKA5A+bRgoXFzBSrVxEaxwQ9MGzhWEX8KyeIH7+/uuOqZerztJe+sF2txvLpdTPp93JeXjah3NEyy5VjpS6bUVkhi+8fihMB+hYDhDhFmRZyDqZXtK8Q2kQ/4EXogVUet0Os6ISaVSTu+FqhUq5EhLUN7NmqY81/cPJfMZ58NqvM4juDz4ppCng02arTPVbrdd5SiOBt+UdUcZMZ6153lDVamNg0TiUMdIkjubtre3FY/HHeXAEmml/kirLUyR5Fo4sBdQb5cOIxxE0ba2tlw0Ht4kEQMMJDt3rFt6HnJ5WQPyNLiPp4lSqTSyIWcr2+CtoUdEhAhJmbBqKtI8REuI4iC4CQcJ+kQulxtJeiEMREElOeOZcy4Wi/U5lIw7rJrN3lWSnMwO0SaCD3B6Rz3riCYlEocCklSmIkdBcIU9ThYKJwmOEmMlg4Vt0Gw2nWbY1taWcmFEvbBxjfQWOsz/Qy6jRPU4VVurBi3JNYIl383BhiKrdHgRUurc6/UcO9/qVWD1Sv1VFRgZklx0ivL3dDrtwoL7+/sntnwYF1ju5XLZlZyzucgpI8NOFImIktRPqKRaIJFIOMVs+EuPinEk9cv2A+v5kjZl7SAHQdk0/A28felQwJHu6ngbFvCJ8Ay5RCW5iwCPnQPQptVSqdR9ytlRa5DZweoLYQgg65FIHLbQQJyW/cHhCk8BMUW8U3gMUAIGaRtN8x3QWSONQZn24uJiaFsnqV82BWfMNi61l3elUnH7gPTE9va2q0IiZU3rChAUS8VBRasLg0CaTCV71kgmk2ONlco2+EEY6bu7u+578fdw1vkeRJop7CCKh6O/uLjo0q1hPMZJgJFEapg7hNQbZHDG2ul03DsE04U4DKR0uYstN2/cs47UM+rzVAPn83kX8SqVSmq1WlpYWHBSLDbNxlgx+GOxmNMAQ4vw3v1wOhGkWKxfGwfvmshNWLdndDIkOSJuOp12CrF01W61Wo6wViwWXXUQli68EfsMKwgHF4V/wwJDOwJCGBpBo5CxRwXk7WQy6fgLdHKmbNa2CbCHuAXS7FbKn9LTR8U4Asd9C8j6ktzGrNfrLvVFhA7DhQo2z/NUrVb7GoQCuBW2umR3d9cdEtKhoYQ3vr29rVar5SKFVLIh3Ga1cpDTj3C6gPtHRVGtVtO5c+fc+YF3Se8oSa5NEKrotjcjUZtpRpZPAkYSlbA4n3jU6MRZUEUFx9KuWwwdK9LIhbe9ve2EWHu9Xl+PQHuuYmwhLyIdGZ9cNrVabWoq2bOErSgbFVzIkpyRTbrMqnNLh9+IVCTq1/T05G4gUsJlf1qGpr2PoC9wFxGogKJA14cgMJ7hxdoGwqOQyI8DZyuFA5Tx27QuZHB4hBh4NhBjx8z4SC0uLS2p2Wye3HxOYwpFoo3DRydMhydvQRiYC43Fk81m1Wq1dHBw4H5NmBbDhfCzfQa/BpAMpaNSPkmuAsV6X8O0fJgmsIjX1tZc+SKSBYjBwZGh/04Y0D3C+4CzNK5K9ryCFBsbkVAv0SO+ZTqddh2vOZQajYaLCBUKBZd3xnChIqLX62l9fd1Fp4IpC9uVG4JsJnPYhZ1nEP5G6C9qDfLgYFNtOF98J0kuZQSvjAMTziPCn1StNRqNiarUxgXRMKI2zWbTVYgFzzzpSButWCw6ZWI4LETtgzpEVocJIymZTGpxcdE5cEQ+7HlE1EmSiz7Qc3OetY5OC/F43FWFcWnE3pb9AAAM0klEQVQzX1TZYsA2m02trKy4ykDuJ8juSEmkUqlTj8JxH0ly51k8Hnf7AQPY8zw3Xs/zHGmfQhTGTvuacdNqx8Gm3Iio+r7vokp2X/Nc1nC32+37BrwHtJt70i8nN/vUmAaS1O/1YBkH5fBtOWC9XnebDMOFcBjaQ8E8v83RI8KH109Fl41aEU6X5BYepaiNRsOlU2ZZWh3kJd29e7ePsJfL5VxrASzl4DyiIYWoGLosk6hkzyMI829ubkqSO0xs9EiS0++gzBTSJbwCoojkx4MRHdvYGO+CnwUwnDD8e72eC/FSDYkhB8cpKtl/MEBIjnLhnZ0dVwkDMIKIAHIJQOQEpx1ZPg5EJVnftg+jVXaHGyQdGUqSXOnzIAVr67BRNEJTUNIPdDSQjvYATVqlw/SUbbnySTOOgO0bBv8VIUb4PVAjcPCsMUSk+zQ5bmGwRhKGB9V0i4uLjuNJug3CONITrA8ra3JaxUGMNZlMOgmWdrvtIvVQcZrNptvbVNe3223nSEPwpshmFO7Z2AaS1O/1BDeXJNcUFIKxdLjB0ILpdg/7KaHuGTbJQUOMKgIiMdLRRoZ7JB3l6CEnlsvlmXuFwfegwuPu3bsu30wFBNZxLHbYUJdIBhY7Bxhe4MOS7x8VNszPHNjebER2KEmF0Ap/DeOqWCw6jknw4FldXdWNGzckyQmzQdwF6HrAQcpkMk6vChL40tKSE0z9JF4S8wRac2xubrq9FMTBwYFarZY7QCU5EuwsL6lBsBpJRBtoKsolgNOAM8Xv0YSJxWLHarnhsFl+JNEqSqEtSLOBeDz+0BtHtVpTP/zhq1P5WcvLCZ09m1Gn4yud3lW1eqCzZzOSfL3zTk3nz2d07dqOlpdT6vV87e11lc/HVat1lM8nVa0e6M6df05lLKNicTGucjmtbDamXC6uatVTqZRSq9VTPl9XPB7T5ctbOn8+o1qto1IpoWq1pb29jjKZhLa22rpz59bMx7uwEFMqtad6vatcLqFYrKdud1eZTFzvvLOts2eRv/G0spJStbqjYjGlW7da2tn5UOfPF09+2D1MZCBJR6RttITYpJTV8nuAlw4BchjP2xpihAFtKaKtvODv43Hh9T8or9AiyEuCN2EVf7mUAaFFBLweZeNIOuopJMl5+Zb8j+eM4b2wsKBUKuX+DkrCxxktSNVz8ON52HnHeJXkSK/oLiHyGBlG8wP2FmXXGEg2KkjqjT+Lx+PK5XKuU/o8fEtLVP3oo4/cmSf1Fy1A6MY5jMfjI9EHEomEVldXJcnJqSCvAvjZNu3c7XYdcX0e5msceF5X6+t3de7c8BflIOzsdJXLeTp7Nqt4XFpZSSqVikvy9dhjh79eW8vcMz5jKhYT8v2YEom4Njba2tkZvtn7tLG315N0oLW1jGIxX+VyWr7fVamUFMsnm40rk4lrbS2tVqunRMJXPp9Qq9XTxx/Pdux2vNmsr8XFpKSustmUJF/dbv/8F4uJe98kpUajp3q9p/X1u8c/JICJDSRL2kYMkQufDW2NF8iCNPEcdpPZZo8IW4GgqKAVhapUKnNlUATD3Nvb286glO5/FzRKuJjn6V1OA5lMpu8S29jYCK2OjMfjTvUX1dVhG72yZrl4wvhflisH0ddKBjysl8OjDPRUNjY23J8Fhd+twYRGzLylRmOxmPL5vNbW1nT79m1noATPBvsu40SWMZISiYSLvFkEq+fQgprnFiLD4ty5or7znf+cys+idPywVL7rzvNPfzrlio98P+nSbsMGBmYBAhm7u7t9mljc3c88s+QyM/n8oeQMaejnn5/9+BkvGmBUf7NHCoWUm/+FhbSrXF9ZWdHzzy/oRz96baTnTWwgSUekbc/z9Nvfvq+//a2ug4Oe0um4PvvZvJ599sgQyuVyruphlE1mw8/SIXfk7berA59Fw7tJF6Hv+7p+fVvXrm1qf7+tQiGjJ59c1YUL5bF/rg1zo6vjeZ4uXdoZ+D6rq6tTqxQ5jXeaFno9X5cuVXX16scD1xBVa+Tvx2n0Wiwu6de/fld//ev+wOeg94Kw6LitQWY137P8rvO4hmKxmFM7fvnlm8eeQ6urqxMrYp/mHFC5W6lUdPv2bfV6vYHnQ7FYHDuynEgc9hlEkf+451QqlalVzc7j+hkXZDhQF3///V1dvbqn/f2OCoWknn56URcuLLpCjnmKvgU5srRguX597753+Nznyk609EHxXxlvOp1WKpVStVp1xV+DxjwJ+X0qBtK9oevnP7+mnVpPhfxTKhQW5Xl7+r93r+vGjXV95SvntLa2NhFJGiOpVFrWz372nvb2E/c96+bNdf3Xfz3jPKNJ4Pu+fv/797W729LFi+e0srKgarWhK1fWdfNmTV/60mcm2swcTolEUj/+8VsD3+db3/r3qW2q036nSdDt9vT977+snZ2u8gPWEH2D0L8ZJ83V7fb0gx+8pupOd+BapXpt0p5ps5rvWX7XeV5DUky/+MXfVfvYD/22X/va4yM3mQ3DLOaAqHG73dZPfnJF+/Xkfe9069aGvvvdzyiXy05Uul4ul+V5nn76078MfM73vvfU1Iyj+V0/4+FQgLioX/7yA330UU+53GfuaRvt6fU/f6B//KOpr3/9mbkyjixoTdLpdPQ/v7iqOxv+fe9w8+aBvvGNZ+dCKZ0oq3SYZfnfX/0jdMzr6x1985tPjL83pjXgl156T7VaT+Xyc8otrCmZyiu3sKZy+T+0X0/o3XebrvJqksUfi8X0yis3tL+fCH/WflKXL+9MZSNfv76t3d2WXnzxaT3++IqKxZwef3xFL774tO7eben69e2JnxGPx/X667cHvs/eflJvvbU1tU01i3caFy+99J52drpaGbCGLl3acaJ3y8vLrmfauM8ZtFZ5Dgb9JGt2VvM9y+8672vo44/9Y8+hYrE48X6a1RzE43G99da29uvJ0Hfa3Y3pD3/4+8QGRSKR0OXLtWOf87vf/W0q7zTP62dcxGIxXb++q40NX6Xl/vlbXn5OGxu+PvywPpfGEYjH47pxo6U7Gwp9h9u3O7p2Lby35YMARtLmZkybd8LH/M9/HujKldtjP2NqX+vNN28pn39CsVi/YRKLJVTIX9DVqx9PbXG8+eb6wGfl80/ozTfXp/Kca9c2dfHiOSWT/eNOJuO6ePGcrl3bnMpzjnufwhTfR5rdO42Dk9bQBx+0XGuaSdbSMM+pVCpOBG4SzGq+Z/ldH+Y1dPnynakc8LOcg7ffvq3CMefdG29Mp5JoVs+Z5/UzCV599Yay2cdD5y+bfVyvvnrjAY1seLz22k3lcoPf4ZVX/vFgBjYAsVhMr7++fuy8v/zyh2P//KkZSM2mp1QqXOgwmVpUs+lN61Eze9b+flsrKwuh/295eUH7++Ed50fFLOduVu80Dk6ah1arMxUje1bPkWY337P8rg/zGnrYzgZpdu/0KM7dLFGrNY6dv1ptKPHmB4qH8R1Oc8xTM5ByuZQ87/5qI0nqeHvK5VKh/2+en1UoZFSthk/uzk5DhcJ0iGqznLtZvdM4mNU8PIrzPcvvGq2h2c7Bo7Yv5nn9TIJSaeHY+SuVwo3CecLD+A6nOeapGUif//x51esfyPf7tRF8v6t6/QM999z5aT1qZs968slVXbmyrk6n1/fnnU5PV66s68knV6fynFnO3azeaRzMah4exfme5XeN1tBs5+BR2xfzvH4mwRe+8K9qtT4Mnb9W60N98Yv/9oBGNjwexnc4zTFPrYrty19+Sn/5yx1Vt99QPv+EkqlFdbw91esfaGUloRdeeGpaj5rZsy5cKOvGjZp+9aurunjxnJaXF7Szc1htUSxmdeFCeSrPmeXczeqdxsGs5uFRnO9ZftdoDc12Dh61fTEP62d9/e7U1LSB7/uKx9va2vyzFhcvuPnb27uuTKajP/7x7/rTn8bnw8wCD+M7jDLmUQVCY0P2bJMkPfvss/6lS5cG/v9ut6ff/OY9vfHGLTWbnnK5lJ577rxeeOEpJRLTZe/P6lmz0uuY5dxN8k6xWOyy7/vPjvPck9aPNLt5eFjmex6fM8mzJlk/0nytoVnO96O2Lx7UGSRJTzzxOf/b3/7vcf/5sTjsu9bW3bueOp2eksm4isWUCoWHp4H1w/gOo4z5/PmivvrVi0OtoZEMpFgstiVp/qn4EU4T/+L7fmWcfxitnwiaYP1I0RqKIClaQxEmx1BraCQDKUKECBEiRIgQ4ZOA+VWtihAhQoQIESJEeECIDKQIESJEiBAhQoQAIgMpQoQIESJEiBAhgMhAihAhQoQIESJECCAykCJEiBAhQoQIEQKIDKQIESJEiBAhQoQAIgMpQoQIESJEiBAhgMhAihAhQoQIESJECCAykCJEiBAhQoQIEQL4f+FsUpCYEo4hAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 576x216 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig = plt.figure(constrained_layout=True, figsize=(8, 3))\n",
-    "gs = GridSpec(1, 4, figure=fig)\n",
-    "ax1 = fig.add_subplot(gs[0,0])\n",
-    "ax2 = fig.add_subplot(gs[0,1])\n",
-    "ax3 = fig.add_subplot(gs[0,2])\n",
-    "ax4 = fig.add_subplot(gs[0,3])\n",
-    "ax = [ax1, ax2, ax3, ax3, ax4]\n",
-    "\n",
-    "def get_lines(V_start, V_end):\n",
-    "    all_lines = []\n",
-    "    for point1 in V_start:\n",
-    "      for point2 in V_end:\n",
-    "        if not np.array_equal(point1, point2):\n",
-    "            all_lines.append([point1, point2])\n",
-    "            if second == True:\n",
-    "                all_lines.append([point1, point2 + [period,0]])\n",
-    "                all_lines.append([point1, point2 + [-period,0]])\n",
-    "            if third == True:\n",
-    "                all_lines.append([point1, point2 + [2*period,0]])\n",
-    "                all_lines.append([point1, point2 + [-2*period,0]])\n",
-    "    return np.array(all_lines)\n",
-    "\n",
-    "\n",
-    "#\n",
-    "# Allowed sensors\n",
-    "#\n",
-    "n_start_x = 5\n",
-    "n_start_y = 2\n",
-    "V_start = np.array(np.meshgrid(np.linspace(gridstart_x+20, gridend_x-20, n_start_x), \n",
-    "                             np.linspace(gridstart_y, gridstart_y+100, n_start_y)))\n",
-    "V_start = V_start.reshape(2,n_start_x*n_start_y).T\n",
-    "n_end_x = 5\n",
-    "n_end_y = 2\n",
-    "V_end = np.array(np.meshgrid(np.linspace(gridstart_x+20, gridend_x-20, n_end_x), \n",
-    "                             np.linspace(gridstart_y+200, gridend_y, n_end_y)))\n",
-    "V_end = V_end.reshape(2,n_end_x*n_end_y).T\n",
-    "\n",
-    "\n",
-    "#\n",
-    "# Entropy\n",
-    "#   \n",
-    "\n",
-    "labels = [\"Entropy (mean)\", \"Entropy (max)\", \"Entropy (min)\"]\n",
-    "types = ['mean', 'max', 'min']\n",
-    "for k, t in enumerate(types):\n",
-    "    sensors = np.load(filename + t + str(3) + \"_chosen.npy\")\n",
-    "    sensors_s = np.load(filename + t + str(3) + \"_chosenstarts.npy\")\n",
-    "    all_lines = get_lines(sensors_s, sensors)\n",
-    "    for i in range(len(all_lines)):\n",
-    "        line = sample_line(all_lines[i][0], all_lines[i][1], 500)\n",
-    "        ax[k].plot(line[:,0],line[:,1],'o', markersize=0.8, color='lightgray', alpha=0.3)\n",
-    "    ax[k].scatter(V_start[:,0], V_start[:,1], color='white', zorder=10, edgecolors=\"#6c6cad\", s=60, alpha=0.7)\n",
-    "    ax[k].scatter(V_end[:,0], V_end[:,1], color='white', zorder=10, edgecolors=\"#02a312\", s=60, alpha=0.7)\n",
-    "    ax[k].scatter(sensors[:,0], sensors[:,1], color='#baf7c6', zorder=10, edgecolors=\"#8bc497\", s=60)\n",
-    "    ax[k].scatter(sensors_s[:,0], sensors_s[:,1], color='#8788f5', zorder=10, edgecolors=\"#6c6cad\", s=60)\n",
-    "    ax[k].set_title(labels[k], fontsize=16)\n",
-    "    ax[k].set_ylim((-10,320))\n",
-    "    ax[k].set_xlim((-110,110))\n",
-    "    ax[k].set_xticks([], [])\n",
-    "    ax[k].set_yticks([], [])\n",
-    "\n",
-    "#\n",
-    "# Geomeric\n",
-    "#\n",
-    "\n",
-    "sensors = np.array([[43.770371783035806, 0], [128.00339481819282, 0], [205.78669886718745, 0],\n",
-    "           [29.855873577562065, 300], [102.48438714831346, 300],[188.15324714625396, 300]])\n",
-    "sensors = sensors - [np.pi*35, 0]\n",
-    "sensors_s = sensors[:3]\n",
-    "sensors_e = sensors[3:]\n",
-    "all_lines = get_lines(sensors_s, sensors_e)\n",
-    "for i in range(len(all_lines)):\n",
-    "    line = sample_line(all_lines[i][0], all_lines[i][1], 400)\n",
-    "    ax[4].plot(line[:,0],line[:,1],'o', markersize=0.8, color='lightgray', alpha=0.3)\n",
-    "ax[4].scatter(sensors_s[:,0], sensors_s[:,1], color='#8788f5', zorder=10, edgecolors=\"#6c6cad\", s=60)\n",
-    "ax[4].scatter(sensors_e[:,0], sensors_e[:,1], color='#baf7c6', zorder=10, edgecolors=\"#8bc497\", s=60)\n",
-    "ax[4].set_ylim((-10,320))\n",
-    "ax[4].set_xlim((-110,110))\n",
-    "ax[4].set_xticks([], [])\n",
-    "ax[4].set_yticks([], [])\n",
-    "rect = patches.Rectangle((-108,-7),217,16,linewidth=1.5,edgecolor='#6c6cad',facecolor='none')\n",
-    "ax[4].add_patch(rect)\n",
-    "rect = patches.Rectangle((-108,292),217,16,linewidth=1.5,edgecolor='#8bc497',facecolor='none')\n",
-    "ax[4].add_patch(rect)\n",
-    "ax[4].set_title(\"Geometric\", fontsize=16)\n",
-    "\n",
-    "\n",
-    "plt.savefig(\"data/ultrasound/placements.png\", pad_inches = 0, bbox_inches='tight')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Square Foulings"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "period = 2*np.pi*35\n",
-    "\n",
-    "f1 = lambda xi, xj: 1 if 120 <= xj <= 170  and -55 <= xi <= -25 else 0\n",
-    "f2 = lambda xi, xj: 1 if 150 <= xj <= 200  and 60 <= xi <= 110 else 0\n",
-    "f3 = lambda xi, xj: 1 if 150 <= xj <= 230  and -100 <= xi <= -70 else 0\n",
-    "f4 = lambda xi, xj: 1 if 200 <= xj <= 240  and -40 <= xi <= 40 else 0\n",
-    "f5 = lambda xi, xj: 1 if 60 <= xj <= 240 and -10 <= xi <= 20 else 0\n",
-    "f6 = lambda xi, xj: 1 if 130 <= xj <= 150  and -100 <= xi <= 100 else 0\n",
-    "f7 = lambda xi, xj: 1 if 50 <= xj <= 100  and -110 <= xi <= -60 else 0\n",
-    "f8 = lambda xi, xj: 1 if 150 <= xj <= 230  and 70 <= xi <= 110 else 0\n",
-    "f9 = lambda xi, xj: 1 if 100 <= xj <= 140  and -40 <= xi <= 40 else 0\n",
-    "f10 = lambda xi, xj: 1 if 60 <= xj <= 240 and -50 <= xi <= 50 else 0\n",
-    "\n",
-    "functions = [f1, f2, f3, f4, f5, f6, f7, f8, f9, f10]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 144x216 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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2HoOgLXXx2EFQJDx2UE/CsIPa4Wp2HmORRVCekqv7OhF+z+d9SJIltdICBMKwg5KI5LGbpbbXrxF+PxDYBTg0r8sffd5mwCdJm9+2JQw7KEce7muWOqAT4XeALwNnAM93UmkYdlCecqv72gq/S9odeI3tn9Ih0XkMStPGM5cSfpc0Cfg6cMRY2hSGHZRjZD12c8oKv28G/B1wS9rkmW1IzwccZLv4g3kJYdhBaUoO960WficZ9EzgIyOFtpcBk1ffS7oFOLGVUUPE2MEEUKbz2KHw+5gJjx2Uo30o0r6KNsLvo/L37qTOMOygFMqpaoRhB6VZJ6fUm0icbSXpBkkP579b5nxJOidPrd6Xxy+DqlNBwZxedB4vBkbvpHoScJPtqcBNrHnq/UDSk+lTSWI45/WgfUEZXG5KvVt03bCbSJzNAC7Jx5cA7y/kX+rEbGALSVO63cagHOukYTdh64KuyJPA1vm4k321g6pRwVCk751H25bG/gxGaPdVhFiP/RKeGgkx8t+nc37HEmeh3VchKuix+2URs4DD8/HhwLWF/MPy6Mg0YFkhZAkqSNn12N2i66FIE4mzrwJXSzoKeBw4JJ9+HTCdpIv9HHBkt9sXlEcV3A+v64bdROIMYC3Rnbxn9jHdbVEwoVQ0xu575zEYfMKwg3pSvUgkDDsoSYQiQR0RoQQV1BQNV8+yw7CDcvR5IqYZYdhBaVTBzVTCsINyOEKRoKZE5zGoHSNrRapGGHZQDjulihGGHZQmPHZQS6oYY8cK/aAcBobcPHVAO+F3ScdLmpuVC26StH27OsOwg9Jo2E1T22s7E37/DbCH7bcA1wBntqs3DDsoTbeF323fbPu5/HI26ZHBlkSMHZRC7Sdo2uljN1Im2KtFfUcBP2vXrjDsoDzl9LE7RtI/A3sA72p3bl8NW9ICYDkwBKyyvYekrYCrgB2ABcAhtpf0q41BG8pPqXekTCBpX+AU4F22X2hXaRVi7Hfb3rXwq24mfxZUEq+ZpGmU2rNa+F3ShiTh91nFEyTtBnwHOMj20w3qWIsqGPZomsmfBRWlzKhIh8Lv/wlsCvy3pHskzWpS3Wr6HWMb+HlWgvpO7lQ0kz8LqohBHY5XN62ijfC77X3HWme/Dfsdtp+Q9CrgBkm/LRa2kj8LibMKETOPL8X2E/nv08APSWOazeTPRl8bEmcVQcPDTVO/6JtFSNokbyOMpE2A9wIP0Fz+LKgiI3vQjH8D067Qz1Bka+CHee++9YErbP+vpLtpLH8WVBDhvnrmZvTNsG0/Cry1Qf4zNJA/CypMrMcOascEjIp0gzDsoCSGCEWC2mEiFAnqSYQiQT0Jjx3UDhuGIsYO6kh47KB2mPDYQR0xDFdPlTIMOyiHgRClDGpJTNAE9SO0+4I6YmAoYuygjoTHDmqHjcNjB7UkxrGD2uFYthrUlCqGIpV8vLudXnJQJUorQXWij/0ySVfl8jsl7dCuzsoZdod6yUFVGBnua5ba0OH3fRSwxPbrgLOBM9rVWznDpgO95KA6GPCwm6YO6OT7LsreXQPsoyxv0IwqGnYjveRt+9SWoB15uK9Z6oBOvu/V52Stv2XAK1pVOrCdx6LEGbDiRl8zr1A8GVjc+1aNiaq3cXT7Gu77spwl1984fPXkFvVs1Eb4vStU0bA70kvOH07DD0jSnIkSG+8WVW9jp+2zfUDJW3XyfY+cs1DS+sDmwDOtKq1iKNJWLzmoFZ1830XZu4OBX9ith1wq57Ftr5I0ope8HnCR7Qf73KygSzT7viV9CZhjexZwIXCZpPnAsyTjb4naGP5AIunoXsRxZah6G6vevnbU0rCDoIoxdhCUZuANW9KHJT0oaVjSHqPKTs7TsPMk7V/I79uUfVWWC0i6SNLTkh4o5G0l6QZJD+e/W+Z8STont/k+Sbv3q90dY3ugE/BG4PXALaRtiUfydwHuBV4G7Ag8QuqcrJePdwI2zOfs0qO29u3eDdryTmB34IFC3pnASfn4JOCMfDydtGmogGnAnf3+3tulgffYth+yPa9B0QzgStsv2H4MmE+avu3nlH1llgvYvo00wlCk2Y5tM4BLnZgNbDGynUpVGXjDbkGzqdp+TtlXfblAsx3bqt7utajcOHYjJN0IbNOg6BTbsUdNF7Cb79g2CAyEYXsc+/zReqq27ZR9l+houUAfeUrSFNuLRu3YVvV2r0WdQ5FZwMy8SH1HYCpwF/2dsq/6coFmO7bNAg7LoyPTgGWFkKWa9Lv3OgG9+w+QYr4XgKeA6wtlp5BGIeYBBxbypwO/y2Wn9Li9fbv3qHZ8H1gErMyf31GkpaA3AQ8DNwJb5XNFehjgEeB+CqNPVU0x8xjUkjqHIsE6TBh2UEvCsINaEoYd1JIw7KCWhGEHtSQMO6glYdg9QtLNkvbLx1+RdG6/21RnBmKtSE34AvAlSa8CdgMO6nN7ak3MPPYQSbcCmwJ7214uaSfStP/mtg/ub+vqRYQiPULSm4EpwIu2lwM4PXBwVH9bVk/CsHtAXgL6PdKTKCsklVVPCtoQht1lJG0M/AA4wfZDwJdJ8XbQRSLG7iOSXgGcDuwHfNf2f/S5SbUhDDuoJRGKBLUkDDuoJWHYQS0Jww5qSRh2UEvCsINaEoYd1JIw7KCWhGEHteT/AY16wK53wwbFAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 144x216 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 144x216 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 144x216 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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7CIqExw7qSRh2UDtczc5jLLIIylNydV8nwu/5vPdLsqRWWoBAGHZQEpE8drPU9vq1wu8HA7sDh+d1+SPP2wL4OGnz27aEYQflaLFktcNOZSfC7wBfBE4Hnumk0jDsoDzlVve1XYMvaS/glbZ/QodE5zEoTRvPXEr4XdIk4KvAUWNpUxh2UI7GeuzmlBV+3wL4W+CGtMkz25GeDzjEdvEH8yLCsIPSlBzue0H4nWTQs4APNgptrwQmv3Av6QbghFZGDRFjBxNAmc5jh8LvYyY8dlCO9qFI+yraCL+PyN+vkzrDsINSKKeqEYYdlGa9nFJvInG2jaRrJN2f/26d8yXp7Dy1elcevwyqzoAL5oyXC4CRO6meCFxneypwHWufej+Y9GT6VGAOSX8kqDIuN6XeLbpu2E0kzmYCF+bjC4H3FvIvcuIWYCtJU7rdxqAc66VhN2Hbgq7Io8C2+bhjibOgQlQwFOl759G2pbE/g5FljOcAKIbj+0esx34RjzVCjPx3ec7vWOIstPsqRAU9dr8sYj5wZD4+EriykH9EHh2ZBqwshCxBBSm7HrtbdD0UaSJx9mVgnqTZwMPAYfn0q4AZJF3sp4Gju92+oDyq4H54XTfsJhJnAOuI7uQ9s4/pbouCCaWiMXbfO4/B4BOGHdST6kUiYdhBSSIUCeqICCWooKZouHqWHYYdlKPPEzHNCMMOSqMKbqYShh2UwxGKBDUlOo9B7WisFakaYdhBOeyUKkYYdlCa8NhBLalijB0r9INyGBhy89QB7YTfJR0naWFWLrhO0k7t6gzDDkqjYTdNba/tTPj9N8Dett8EXAGc0a7eMOygNN0Wfrd9ve2n88tbSI8MtiRi7KAUaj9B004fezRlgn1b1Dcb+Gm7doVh94ADt39zv5vQXcrpY3eMpH8G9gbe0e7cvhq2pCXAKmAIWGN7b0nbAJcDOwNLgMNsP9mvNgZtKD+l3pEygaT9gZOBd9h+tl2lVYix32l7j8Kvupn8WVBJvHaSZrTUnheE3yVtTBJ+n188QdKewLeBQ2wvH6WOdaiCYY+kmfxZUFHKjIp0KPz+n8DmwH9LukPS/CbVvUC/Y2wDP8tKUN/OnYpm8mdBFTGow/HqplW0EX63vf9Y6+y3Yb/N9iOSXgFcI+m3xcJW8mchcVYhYubxxdh+JP9dDvyANKbZTP5s5LUhcVYRNDzcNPWLvlmEpM3yNsJI2gx4N3APzeXPgirS2INm/BuYdoV+hiLbAj/Ie/dtCFxq+38l3c7o8mdBBRHuq2duRt8M2/aDwDozF7YfZxT5s6DCxHrsoHZMwKhINwjDDkpiiFAkqB0mQpGgnkQoEtST8NhB7bBhKGLsoI6Exw5qhwmPHdQRw3D1VCnDsINyGAhRyqCWxARNUD9Cuy+oIwaGIsYO6kh47KB22Dg8dlBLYhw7qB2OZatBTaliKFLJx7vb6SUHVaK0ElQn+tgvkXR5Lr9V0s7t6qycYXeolxxUhcZwX7PUhg6/79nAk7ZfA5wFnN6u3soZNh3oJQfVwYCH3TR1QCffd1H27gpgurK8QTOqaNij6SXv0Ke2BO3Iw33NUgd08n2/cE7W+lsJvKxVpQPbeSxKnAGrr/UViwrFk4EVvW/VmKh6G0e2b9R9X1bx5NXXDs+b3KKeTdoIv3eFKhp2R3rJ+cMZ9QOStGCixMa7RdXb2Gn7bB9U8ladfN+Nc5ZK2hDYEni8VaVVDEXa6iUHtaKT77soe3co8HO79ZBL5Ty27TWSGnrJGwBzbd/b52YFXaLZ9y3pC8AC2/OB84GLJS0GniAZf0vUxvAHEklzehHHlaHqbax6+9pRS8MOgirG2EFQmoE3bEkfkHSvpGFJe48oOylPwy6SdGAhv29T9lVZLiBprqTlku4p5G0j6RpJ9+e/W+d8STo7t/kuSXv1q90dY3ugE/B64LXADaRtiRv5uwN3Ai8BdgEeIHVONsjHuwIb53N271Fb+3bvUdrydmAv4J5C3hnAifn4ROD0fDyDtGmogGnArf3+3tulgffYtu+zvWiUopnAZbaftf0QsJg0fdvPKfvKLBewfSNphKFIsx3bZgIXOXELsFVjO5WqMvCG3YJmU7X9nLKv+nKBZju2Vb3d61C5cezRkHQtsN0oRSfbjj1quoDdfMe2QWAgDNvj2OeP1lO1bafsu0RHywX6yGOSptheNmLHtqq3ex3qHIrMB2blReq7AFOB2+jvlH3Vlws027FtPnBEHh2ZBqwshCzVpN+91wno3b+PFPM9CzwGXF0oO5k0CrEIOLiQPwP4XS47ucft7du9R7Tje8Ay4Pn8+c0mLQW9DrgfuBbYJp8r0sMADwB3Uxh9qmqKmcegltQ5FAnWY8Kwg1oShh3UkjDsoJaEYQe1JAw7qCVh2EEtCcPuEZKul3RAPv6SpHP63aY6MxBrRWrC54AvSHoFsCdwSJ/bU2ti5rGHSPoFsDmwn+1VknYlTftvafvQ/rauXkQo0iMkvRGYAjxnexWA0wMHs/vbsnoSht0D8hLQ75KeRFktqax6UtCGMOwuI2lT4PvA8bbvA75IireDLhIxdh+R9DLgNOAA4Du2/6PPTaoNYdhBLYlQJKglYdhBLQnDDmpJGHZQS8Kwg1oShh3UkjDsoJaEYQe1JAw7qCX/Dwl7v/F+qmwAAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 144x216 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 144x216 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 144x216 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 144x216 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 144x216 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 144x216 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "n_x = 100\n",
-    "n_y = 130\n",
-    "gridstart_x = -period/2\n",
-    "gridend_x = period/2\n",
-    "gridstart_y = 0\n",
-    "gridend_y = 300\n",
-    "\n",
-    "[Xi, Xj] = np.meshgrid(np.linspace(gridstart_x, gridend_x, n_x), np.linspace(gridstart_y, gridend_y, n_y))\n",
-    "Y_real = np.ones(Xi.shape)\n",
-    "\n",
-    "for function in functions:\n",
-    "    for i in range(Xi.shape[0]):\n",
-    "        for j in range(Xi.shape[1]):\n",
-    "            Y_real[i,j] = value(Xi[i,j], Xj[i,j], function)\n",
-    "    plotfunc(Xi,Xj,Y_real)\n",
-    "\n",
-    "n = 50\n",
-    "[Xi, Xj] = np.meshgrid(np.linspace(-110,110, n), np.linspace(0, 300, n))\n",
-    "S = np.vstack((Xi.ravel(), Xj.ravel())).T"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## GP fit (compute errors)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def compute_error(X, funcs, K, itr, t):\n",
-    "    Kxx = K.kernel(X, X) + K.noise * np.eye(len(X))\n",
-    "    Kxx_inv = np.linalg.inv(Kxx)\n",
-    "    Kxs = K.kernel(X, S)\n",
-    "\n",
-    "    errors = []\n",
-    "    for m in range(len(funcs)):\n",
-    "        Y = get_integralvalues_for_function(X, funcs[m])[:, None]\n",
-    "        Y_real = np.ones(Xi.shape)\n",
-    "        for i in range(Xi.shape[0]):\n",
-    "            for j in range(Xi.shape[1]):\n",
-    "                Y_real[i,j] = value(Xi[i,j], Xj[i,j], funcs[m])\n",
-    "        test_y = np.array(Y_real)\n",
-    "        mean = Kxs @ Kxx_inv @ Y\n",
-    "        mean = mean.reshape(Xi.shape)\n",
-    "        np.save(filename + t + str(itr) + str(m) + \"_square_mean.npy\", mean)\n",
-    "        np.save(filename + t + str(itr) + str(m) + \"_square_real.npy\", test_y)\n",
-    "        rms = error(test_y, mean)\n",
-    "        errors.append(rms)\n",
-    "    return np.array(errors)\n",
-    "\n",
-    "\n",
-    "mespoints = np.array([3])\n",
-    "types = ['mean', 'max', 'min']\n",
-    "for t in types:\n",
-    "    errors = []\n",
-    "    for k in mespoints:\n",
-    "        print(k)\n",
-    "        funcerrors = []\n",
-    "        lines = np.load(filename + t + str(k) + \"_lines.npy\")\n",
-    "        e = compute_error(lines, functions, K, k, t)\n",
-    "        errors.append(e)\n",
-    "        \n",
-    "plt.plot(mespoints, errors)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "sensors = np.array([[43.770371783035806, 0], [128.00339481819282, 0], [205.78669886718745, 0],\n",
-    "           [29.855873577562065, 300], [102.48438714831346, 300],[188.15324714625396, 300]])\n",
-    "sensors = sensors - [np.pi*35, 0]\n",
-    "sensors_s = sensors[:3]\n",
-    "sensors_e = sensors[3:]\n",
-    "lines = get_lines(sensors_s, sensors_e)\n",
-    "compute_error(lines, functions, K, k, 'geometric')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Plots"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x72 with 6 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x72 with 6 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x72 with 6 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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2yZE92TEEeB5buKKgA0dCpk0p2TZd5UUqH4xfljbGJoyskmovY4Vb5Y2hFhQjGSbrn19nES05VkS5V/b452gIVeKZVhmJcJLIxNEiNL6qCpNshSJNimNDqI0636OhKEVNYIUaUrE9BQ9LEjcC5+gCRCZR3USM4Gp9Lq+WKqSea4ngePPdyeg68yxZ41kkNlRAGI+BHxJaCQxOXsvwETszKASdz1X1ibM/3pVoovfF48p0hbhy+nwtGXhVhtIZA6o4OIzRtErANVM02vwadi2wy/fG74HVXf7u6lGUatbdQH6dWFXG0TxXZh1WQ8zXkQIAcJND+5Q3tp6QuBxjZCDtnStlVIFC8xsGJNbRGt3oGqWDAC2ilFLlUpvTmgqNb3Ho6iIfWxbxCKQzXoRMAWEv0YgCsBUUF4BdhadRFjYndICeJ5k9/mgW5mCAgEniUTrWqoT8aOu1bnKp65vg9uwdaXzxXBpPh25rmwLAV53WSp6eZYA93rZKeQir2isi92qJ4WUAf3PPNWowlTmdxQMMANNqliAoAMYCO/PMOM0GLzW1STwSCYi8clJIoHk2lyOgY+MorMo4eq8hZfGeAMh1zpGVdtiwoSS1cq8MIFgDqRWaCh9zYR7sk3J1QFUlAgGzSEF+K0n59tGwJTgVaGPmOFXgVJ9PrsXSEPQaZWH2lL1TyM+T0L+kLjltO5BWF2gUWJGtLgLRAU7zM8aN0zrmk6UqidfP3p9lUewB5HudqARu1MmL+t5XkQgT2AN4POyYGB6vvCp1qzfnHs+D9VLpCZi6+gEMxqniRg93lXVtM+SKFtT47EYH8lwVmtdoQoRO5rBHXOeLDOumGMxKTyvGVaamYHFSjZ01eM18PVsH2xdgvVrne3c4Njr3mx7ouL9AdydOqVxaEQAoONV7cTyNaliAHdtyLcLoCV2Zw8l7OHGCeOv0MnkXkhsDlCoxPLbTVYtpy0ZTR0o30p4ZW9Jo4+ITWS/yd5aFAOzyvijPBN+bbWfAWcXvNOEmgD3RJtFJRTmuOA/QrTJhCcZqtiDPcWJjcyjeDXK+Tlyc18wOTakc0nWIrPSHZ3m2Hl55DM9YebflGsXz6iYsE2D/rZMaiwGWw/3l3gB1gk01bnaRPxOpOAe8YHjXlAwY17q5SceTNmuDGqh4wuT0IQDXeSGfblbon+XP+2essK+BsJHzGzfrDEQsRap7b2hYJ2XYMKNK2N0scDLAWo5J576bSm5aMl5rHWebq2HpZyY6FcSY2ZYLc2PLv6twqN2UyvU2zOPtvNLHxmvC8TkD7Oty/FK55jzwX4pI8yWdyYInkxmPGUgTJ4c8B/OSbprIJkm+mwgIBSAanu4ZgA07bUyyqYB274GJgZvferhJEFGel25daAOUEqgX7u5U0JsCsA7Tdd5/uCljrjSJtng2QQuOMlqvtaGDzKMWVT5BBBKP2TSxIhhJ8118DzSHOuqLlJAo39vWlWTWTJc2xilQNQjL+9bXkKNEPB7bFu4qK1Yn+TDrNbAWVJz00v1qBVzlZyFcs4PrWYvjc/ZWGzAdjNdajcFFoKuL/LuURTwCypuNtRKVph+SzADgLP8p70O6X/6CAUvB8JZNGJrMRNXJ0phF0Fyjlg5yJkrMHouwclrmx7WN6fTokW6vQLujJkIRUA6wWSNcsdK+zZ8fXxKOr/m+tEl5Zu0jH/JgGj18W+QcqDSdLW1iow0VAlnhVRUKrCeNjy1JjHMP9jmR7TRFEGep0yCeralcV9sAzMdG26gBQcLlAxDe3AIADp+ssP9e/hHDLX+2niVizoDo3zYp9O9L7GKj42iiQVUpzjkfG0zLsqBkFpI+8Y7Lm5ST76rzW2Bvqg3p2FrjyhMmaTglJbtWrkpqkvduTPBSSYK52NO2UbA1XBOG53mf4QUDcJ/g9+JuJ70ffoF5FPm+JZ0DSrmfOSUqmp98ySSOa3m3FsCsak5sU/GQN1SB9dMLmr2fgcDcDVg8j4Ash+LtdH1rxjbAH7h+Noxn85prNV+1GG5ER3sMxoDS32ooLEs0oGCpIM5EmXzWV240epdspIEQnngd4yohzaOHzxRo+GPpxqv5DinB8/vUE6CRQ2O0mIiAnLeKWsg4d8XDPDzr4Ppn+Vysi1NXolAIqRhWISLeCLDO244vPA6v+FjPTTUY4zSwzbEu8t2WZQDsVsLi9SKo1R1CKq2HZSei2rM5m3TzlqfzMG3VUAY1gD4pCWiOO+8iJ9cvXK20bkuXuLbB9GydB0GyzrtOwVi83SjHergpk1pazKYmaQhTGuj4YRZqXqj8dQHkvLSZbeYA5MVa6TMeZSE35ymdGg3APnN+Cqkkrg4B7phdMHRgV4ylfzSdhhXjZqWJr6UMn8PxVVbaux867Ll06/hc4qZJPXU0UqGGyG9dGI8zNqfGDTkUsHTO+IEZGwPGk0l+Ew0WTdUfu58AG4eZcW0/nwHrqkNgAyTWP9D+FbMmVwwOmmMq0SvWTdPWFy79Bpiuee7fCjciIfCP8INXRgKWCLATstdYN+SXed1nMWicyX8QSQSQAeOa3KZcIfvl2b7zOTEDsbbHQT5meY6mTfEwC5+WgjfNpjwaBmGNJ9A2X1jc5NfxWavRp/4Z1JCSY/oeaBhQut7k8SxI5kmpoldjWxpgnatm1UaCP9Zl7Jo90IlT6Fj0qiTwU0qgqRiuMuEoEOLM+1/nTphrkLFdAXRduEJxla0ff9zq79JrnhL8kSvETEmjEv2LfP39c0L/Kn93eD0Ba77unk86GqPvArC/87IIgF3KZ5lkmQ8BDAOwrDdbFKnWQTaezaoQPpVzzVuyAjPvlgHjlSdGk3TEg10K4VNYw204vOwc+pddfVzjOZ1uWvVcj7y4T5sEbLMC8E1E6IULeuq5/zZLaUZRtKNNcIF9tWFLM2aAGGr5vR9THQ2Zcf/dmOAGBtiHEbRnbhFno6dxLFSQzRqJPSHTs64kwQhdYEvomepz+B4w/SAf6/mrXb4WF7E7ZPfI8WEFPLF3TSIxC3Nhxw7Fy2OoGlasZ9vNPfbGuI5UFjHrpdJIVyr83KbPczmiLPguGBRo12ZjOIsX1Yb2tRa56ezqR8AfZZ4nNJywKOeySbZhm78DAH7F0Q8XMbFndG4kLE6S+YfymsgA7GTHoRgn84RE+a7qaElybByqUqxGR+tpJSAAFJCdzjx3xvMZPDBRrUMplUoUzZ7QmjJ/4l0NawZet1759eMtMD4rEYp8TKdNk9xg7tGSxNyvaBJQSxm+8vBWJU93qOggAANZ3tYcU2ngpUNPJeoXU6ESuaTGVuQ8CIrFWWbXcpFo1vppQzi+ZKfUJK82Gg60e9metOTf8YUxnnhs/bMBXZfX4p6jlXHw+hv8aqk8oIt8LFkEwLYLZ5XYIOHY1pXKX6IAmlLmLHRFaVfF7837eSfHZCgkJ2XB5h7s+eez655WBDBQji1VGfWHVx6aIi+/0YnHizCw0lYPQQtNwFr0YvzXlQ/cW/3YcgGNIVWSPk30glAqSdgwtYSBhwKgMy1olvg6xdwOHey11rborP1DUFpI6lpM13lc++ct3v+uw+YLYLjJXx1vgfE2nze8GvHmzQMA4HdefAUAuGoGfH7IX/5/8QZH9mY7bXG4rMG3HmxL79BxaqBj4nsAXFO5opAIALKVAkwd5VLKq4CpxGDGTdDkYzel0oa+mUU4AMAXfRFWJQwsrbjDppzfeibDmjAO4sHmbR0wXpVrnHu1kgmvLcxmOiu5hrkAo3Iv0lA+t10ZFYSN5cdrdCKV1vFKATDJvW6ovdFunIErez+NcX2OR2yBmT2Gcmw70iTXZus00iXVisZr0nGeNglxIwYUn6svJRph6BNLkmhzjUzpvLACl+FzOubeGDTtHljd5x/cPs2TJwAak6klX2gfhQZoninjwCKJKFng3wLTVb0+0mTzWcw8F2/6gbQOtz8Cvi/AW8Z/ZMrPeJOAqwyc1+sRq5arQkkHylTGfL1eYBjqIh9VFgGwKzGLsya08RpVJTO2ZnJsSyc8Gw6ySS/Cl5JWrbYOclW2ekZJAEpoNG88PX5OhmCKx7UzrZeBw2sC4M3vovo3CP9TMHgCYi/1Wgs1pAp5fwsW6l8nZeGlCiAJnUh511R7Jk+S6qLh4IakHMDkqZTkk/3HWLo22pa6ncSB18BVRmHh2Qb9C0lMdTh+Ly9A/UumDjwLaK6zAn5+c8APbzLA/tHmHgDwqn3EFbt73h23+FQ6nE2ywv0Nb9jft5C5ZBtm5ud62pTGPiA6jR658t4ukjrOHogdj8dEOEloTYZrP6ZSnYTo1Pg2dYpDC0RtT8/Xeh1VX8TelXJgI9B/f8LqU0v4NpxR00kyDAVtkczhMwmXSxJiL7Jyb7UPQUloy8YOewsHKAVDSpsiJa26MgdZAEcmbOTQzOeT2uGW0jDjDAP8t9W1EqHgcUpUONqhg3Lx3UQKJG0ERUFcW66xyt1WL9BCdfQHDJKwScBVQEAxgNzk9Dnwx6TAun0Q64rKONv1kyUbP2JQG894SAhrh2Yf9B7HWc3tKLQNcURFKpnOq4huK9Zefhl2HfDEoLp3Z9ud67Ozjrn0JoDGh8VFEr+r8i9+9af4Zz/8o3/v510EwC4A6Lzlnygr12xhl0kpdJBpU5SfPdZZD7D1Spv388ohlWd1BsB1Nwk/WkXfQBcNCmDARdVEtoki8wnuRqgyQCQ0exN2RB1K/1YKgyWtd92VOsKhnd072UU4n2TGX7aFVFZBY7TZJMjikSugGs4B2015DyCtW0zP87bjqw77Tzjp6TXgvn/AERvQJxk0/+DFI25W2U27bUa8WT8BAG79AQDwpnnU6/9k+4S36+weOxw4WbafP5DfbDlXNSHBzosS40+OFBwp0DXfrWqU23G2xtOMBlA1DnJUOPqNKatlPHKpMtp4O9ciT13UhhnRJQXYIOD5Dx9wh9vSyj4W/jwClRyAfaPbhGJiKQ9L9HCKzLtwurEYTxaPZIM2IVfV4A9CgvA6XONKbx+h6PqiK8/pb2fH2VBuksfJONvoVmyRK5QACtCSA6LollWheACZ0tV81kEsNevcAQAaBYnydQ0lcmk7lS5JoqvnhYLOLo8hrgIi/+64d8UoMlQg68DQ8qdnKF/J2fKYJfRIMeHw2mPzVSl1aaNMcZUAiR74cpMdg+KrbY/v3WTd2vGAfHl1jTuuLBImB8/7eR/xO6+/wp9/9j2MR7HkAcdze5w8psAUzp4dIGPRy4e01Had3w75F7/606/928q/K/C9CIAt3o+ckMTvGfgkVs6UAAdCMMmKFATQ5jCuhHkAVF4ECkD7SNlbLErBdmyk/D42WQG4qVbOcBnE+z5vn67z+WxCiIYaNwnuB3uEzzegiRBuJwBNUfSrhO5HO/Sfb7Mnrk3wT4a/N1K+1lW+7u4hH7sqd/UtwNeFY82KnBel2PD913J8hP42c2HDij8f6+fEmRKGzS5/T6o0WG+FKHVijm7yBArJ0JII8XoNdxiRNg7D6yu0dwetfzvetOhf5il1eOlw9wcRm88djm8ifvvNO/wVXuL3vv8FAOAPn/8K/+nNn+Nf7v4hnsIa1/6Ip7BGa5Domh/AbTPAuYjGRxzkUubtu7/hIk1BIs9HIDuVZJH2R8Lqq5xA5Mb8PMfOgCWee1JRhQLqhOMAnSNSGcQaYX4oC7Jrgf4ZodnnZ2G8zZ5RpYCss5faH3iB30a4gRAZVCefCk3LR2xvj9g/rtGsJvzh60/xZwCuV9mQ2g8dPEW8u7/GtGtAfVYcTkD1QIWXKrX32Yhcmki0iCK/j0LJQVV1BSiOkNhQAdcssc3dMylkz3Zy0JKqiVKlVwHOt2FjbF5FInSsu9vcsMmNpiuqT8YDnUCve4R9g4YpAM5HTEM+Seg9mmc9+vdrUBPx5vUDvsQtEgNKt/cZfI0EmoDVFx7TVdJ52hxmThBb930hkhoT9ZXSfPIbHhvgZtIJaZ8DIINkN6TMoUce//G6gT8EJEcYblt0j0HTZWLrNF9l2hD2nzis3+XxygnhvlByroDhZYA/OMRtwKs3j3jcrRUoEyV0TOX4/s0j/ukn/wZ/eXiD2yY7OH65eo7P1pmON0WH//z7/xr/x91/gNv2gN9Y5w5Kg/5eAAAgAElEQVQ4P3/IWatPuxXC4EEu4bjvEO864GZCkprdQzEs4mFZTpCLfHxZBMCWGplAAU6Zv1nCdPNyXRSBpk9Az8CXCKv39XErPlkD4B41wI7lezbBCTPPdeyg9ZanqwT4pHVuAeTSUjcZ0d08O2DbjcCzHfZDi35sgBeAY8W0XQ/YtCNw+4SHwxoP77cIWyDeZxDXcEcq33O4NAL+YDyzC/SMAEDNwymSCNlrzN7l5HJCkjaPWWdlP/kcyqeQx0ObCI3GQJv47x5aFqrpS4koioULmBr2cpo6x2HTZNBw2yF6wrR16F/clOoBLwiHT/K5xtcj1s+PiD8A/sGzB/yjZ5/jHz37HP/Z8z8DAPyT1Vd4Fwm/9ez/xP/d/wZ+0r/Bi2aHe0Z5n/XP8EWflf5PH17isMuowHOyY/O0rNXZDXm6eJPgRQFYv+PPRwBI2LzNNJ/Y5O/qgh5KaF8oWTYKJYA7fxnZgI5FN8QGSNd1WH9a57kvHrBpy7zabcxGcxfysXzKoIwTE1fbEStObmqbgG034OX1Hj++vsMf3/4Mf3z7M/zO6jMAwF/038f/9vZ38cObB/z5F5/g+G4DIIGE5zkUQ54k6m2jZwuS5JDvO9iw1e63pTpPTnh0oGRzYwotruTZ+Oz5FOcJJx87M85hRZhWGaCHtWm6ZV5TA4DpgqFLOeK1EfJtqqgD6/UIrEf88Hmmad12Pe76zAs5jB28i8DtE16u99g2I377+Tt8ccgo7xdvX2B8u0ZoE5p7DzcA3UDwnEvgQhlnz43RljbGwy1QlbHltaa9YzrI2670ZTCc+2lFcBsHbErjndxZk4Db3IAneeDwulAlY2N6Gayy8du/JEzbhLiKOH4PJuIFYBMRNhHrZ0dsuwHbbkDLHuqQHK7afEG/c/0VXvodXl7v8KrJUcMv1zf48ibr2q0b8PurX+GPNn+FHzYP+Nf9D/CPN7/A/7L+xwCAP/3yR3j//gopEdJjCzc64F0Hks7AfanN7i4U7O+8LAJgV1QMDfkVb3U0HbqqkjsCovaA49bGCsptxQkyLYqV31G0X3KF0xkbkwAloLtF4ZW2qYSH5VrWAd02z7ZXVzvcdtll9dR1OHJzA1EGL9YHbJusDL5orjGM7BFlT0ocCVFKthnGAowxcK7z5ZLkxLNjfk80XisAdZj4zIJlm4rkVuhJ38trKQcVoVVcTBUaaVIgAB/ISU/iEZXExeMrYPokj92rTx7x49vs/fjN7Xv8wdWvAAC/1WZE+cytcEx59W1NW7cHJnp+frzFLx9zvdYv766RHvg52eVzysK9FBHgCJSoQa7AwXP0WAZvWgNY1Q9BMlz55MxQG4P6XEMqoM61AIz3Dci80hmfG03KzX0AIJFyLttNvoBnVwf1UDcu4poX7x9v3iuw/g+7L/NvpIh/u8k1GH+xeYZBuv2N5gKE5jUtz6tZifVoGrHOkLrrXplDk0lCk3FuDvkfYFVAque5ADJL5REP9WxsdXx5PFNTIhG+C9isslIQ/XzbHtHwg7RvRmyb/PlvbN/jdZvB2U/a3JTgoV/j7Y4TnHdu8Tr4nEw3xtE1Al4SeocyThoRJGPIboHEXWtlTc5dEPPnoSu5RrKm2g5T0Rv6zk2A4+ocUZrWBNLGTo6S5lGJeIpY+7zPVdPjuc+Vml66PIZoACmTcOMP+K0m6+3fatbYx5x0/qrLmcybdsRjl3/kuPJIU4lEAfnZlfrejW1gd5HvpCwDYJe1rmoScLapjCm5puXXhgh/LNwvIHsodcGfTJkgluQKmLJJFsmT1rUdrtka7wBbDqokcTFwayOu1nkR/mSzw6tVntiP4xp71ihbNvl/tLnDyyYrgJ+2r/A0cCdH5oCFiZCoeAEaAzDk96eFerErvWg5tmfe222WK3+SbGo8LdmTVt7La1UtRsJ7lgMoIGBdklWth2Xk5jDjs4Cbl1m7/t7LL/B7158DAH6je4cft28BAK+4AO6KWkipjGNs8cgrzPshe7B/9XSLL+9yGCS8W6G94woG+dFYHMCuuNK6sX5uqxKKs3E8icxQ/fn8OzYPwlYYkG32usRoK4rGHNMnEC/eawZgr692eL3KAxFB2DDf6JPuAT/ixfl7Ps/ru/iANx3z61dH7LZ5PvcSOm8avSA3kUZeFg20WdQrHU01EKvDmwKsRjZSQ1eqsmSKSH2seVWgqlPjrJyi1RfRJrLzKzWxAOw25MghoA6O2+aojo9tM+B5my/s9zef4odtDoc6fuj+avMCd5wnEdZNST6XZ+kICCW4qma0IInPR+Wc41Dqn9JElcEK1PMuUGmgBVMKsUrmv+Kyh1eFs0eSCJyAtGJe9HpCywB7kuJNo4Pjm5sSYZhqakbrghpKWzfgOSPgT/h1hMfATaRu3QE3fNqWGqwpWw4bnpjrZtTSfHHjIOwmxxxsmgqwbp8WFqK4yEeXRQDs4qY1FTa60mEtdEWRadvzQ6lEkMGyaOL84voIzyXZ/GECHessrLTyiJ3X/XXt9aSuEEluChuTwDJR8WA3RXmLx+uT1SO+v8ohyMdmjd2UF9xbdgH8/uZX+E32cm5dj0+vshfzfp9/7D44BO76mBoH4oK9VfLm0uc1nV9Q5bPqFefBSNUtzrRCL8BaPk/6fKWGII1yY+e0BJd42cYrUk9bLLiolIW6DnhxlZX2jzfv8bvr7M38fnOH5y6P74qKNdjzhb8L1/jlIXP8fvb4AgDw1f01wl1+Nrr3Xjt1CrDWqgwLkdgUAKxFdExZxZzIVL5rvc3yXRUL1k01mKpRjS3FNefszrWem02YSMWD5iIcA2zhcd62PZ63eTwDCCt+mG7cEVccjdhQNo6u6Ak3PGi3XY+nTX4v/NCDS1pRxB9n1U+WJtYwOvlMJmRBl7ZiUhVFMOXsdHeT/Ha2/wBq4C37J+PsSMyhl4iEb6MCs7YJWLOH+hmP7avuCU9sAYRE+KTLlX5+3L3Fj9mQeoxZIXyyecKvNllX7648Jn6AxXNrOxtSANICu+0+f/2EgZP49s1aGyQBxWNvo82W3y60HAHKGEkrjiSfAAbWq6us2FKiklgYSA2hpg1Kp1RQbXn3AEa2mD1HI73p6uMpouVM45aP0yLAm65ER35Wn+IRRx5Hzz+s80FL84XgdO7aTpKio7vHpS/EF/m7yjIAtpFz3g9JTgKKcrW1cAGntA4B1c0hwR3zF/z9AXjgcJG4Fq63IGmZ2ric6Qwgta7UyRTu7kSGckCl6Yuc3SfctBlgf391j9/sctjpPmxx7/PFv2DX5D/svsCPGWzv0hf4f1Y/BgD8cp2V9zR5TLzgB9cgSAdHdom5cZke7LmnuoxzWYSryi0ihBMApceTr4gH2/AgtdJKQuFY++K1jg0p9chSgiZOrLEeGKku0W5GPOuydr32vVI/PBIkfWdMedsh9fgi5LH/ef8KP3l8CQD47F129YS7Fdr3+Qe1D8Wrp8mZC+thkNryXGqUoIPOt2hKm1U1ic/QOsiWVjQVK2x9eQ1KmP3qiiUmKmUSo1UEdFNSMNz5fILOTVhxyDmkArC9eTijWbBbKl5QpZaoxw3YrcVgr2slL01OSoTaOahUtkLxoAhNAhRQQqG8d0NtHOd9kh42ElVzW74T5Tmw+sADiYF1t+bx8lHLrK3aSSkg1+ylufZHpQ6MyeMlUwve+Ce8YdD2xmfQ/bLd42ad9+u3DaSa5sSeUYq+Sra2FIilyB++/hRf9VkB/jS9xCGK3gQC5xxpx1mThB3XUXOQVpv8OvaNlpsFAQ1vlyhRSqQ2WRi9Vu5wLsHx3CR9PX+98YznJSSHka3v45mubAEOO4koxREP8Ur3A4CGIhpXjLKhEQXEL7GUnGyfFmhFXeSjyqIAdg4JmhCTDf0KXjJ8S62JbJLiukfxFkXQxJNjf0B8nz0SsuA7AE7OlRpovSiuLAGYJB4D3NwExGiQIjIvbN3kL3yvvcePOLzoKak1/spngP/GH/GJy16RV26nYck1hy/btitAZHRnPX2L9oIBtffDgC2KJXlRJKH2dp+UTvwAL7Q6VyOeapcTb1AD6Ip/b4CfRCrilgHUpsc1G1KeIvZcQPktonpCOvaePKYRPx1/AAD4ye4VvrjPMfLwLu/T3nu0ee1GuzOgIxTDYEkS2wKWok1Ulud3ttZpeFnyHLqyzY2GRiAAixMbAXaSnrs/FdXI5Fho6TH2srURxNEn10QF2AKqV35Cwz/GgdT7FZLDjsf5KebnYJcajLJgGz0g877vGuyFE+xLA5xFAmwbQQDK/Xblj7nhK9xdMRwTlfyIpk/KzRfHCHFZPwDAysHx8+MGgje174Fs1AnPF4B6Qdu2JKgKX7dxUQ0ooevduMLDGpPHltuD3tKAZy4f+DmX1bxqemyYi79ardRPIx3Aw9HB83oUHaSy56Lkj25/jr/Y5yzur3ZX6I/cvdAljfJInf60a4qVu4roGEALVfJACb2Zow3vv2rEcHUYJFIbHYhBrXNRPdLTGWRNKB5r/4F+9AKWg0QrjbUTkjO6OioYt3NYj+9jaSRkHv6SQ3AB2N91WQTAto1CVOyCamkRZzwolYL35Qva8CWmktym3tJCHUCMAPmy3V4DoBUL9FrOzGvhgLUUsOaU4zUNWFNWUmsn2xJaavj9Qb1f7kOI6gzneGngC0AGupUH23CdbZfNDz0L821ihDizfwC8GE2SMGfONdwWfr2tVavc3dYkWa4SYsdjepMXjddXOw0vh+Rwxx7qx7DWcbzzV3qJf7r/BwCAn90/R890kPaBvdaPuQMakI0Kobacqye8FKnqEwMAAcF0U7Wd13T8+N5P26TcWX9wpUqM4SxbTHqWw2yekzrJkT8QCkEX4YVG0ASlhsjiv3GjztcxFmv2mFq8DXl8ryjTwL4Mz5VfP0Wv81i8YI0rPGCbeH3GubYc0XFmD6czESOTUC5VQgDzOibYmsfiDdQqImOcUUckRG/3y5+Flak8Y3SygF/vEoIYaJR0bGSueorwvC0apepIciiAjgtnthQqz6Y4WaZW6HzGeHILH9+LXOQify1ZBMC2orVVQ+kOZj22tiSbNm0IST0ktuGFKrxVB3ddgA8AoG1UeX/Q3WC5fl/jcUoAJtaoj2GNu5iB1zF1ahmHc+EsEPqUFXnPSGQcvdZmTYMv2cumrjMt1XA2BpH1HtsulpUhw3K2iYkFaGbBjzNg5kzXv/G6cKyt0aTNTlbQLm9xE0BcL/flbUbCv3F1r7VVI0j5m2PyODJSlLDlw7TG//fwBgDw9u4a/jGfpOUkxuZQ8glswu4ijSfwfJxdezIdE6PpyeBm3wEA+FKdJ7lUcirsM2O1maV9nJubVTIWX5gYTOupajaxavLNl2oht80Bz9hz+Yg19nzxT2GNL4Nkc2X55fhSK8McQ6N6QDzY3hWaQlUlaYEebAAVvav+LcVwtQ1IBEA3nITu+lhV4NCuj5wj44agetl70iil7w31RHUDFeN6IiTm/AYuPzU5px7smAiRr1F08mCiD8fYqi7eR4+HKDQ+1s+xwcT5MNYHI2Nb+QMWOrZ/+vBjpYg8HVeIvA7h6NU/dZYi4oDh0FbHGvum7E9Q2mM/MXc9EQJ7w2MgOJ6wMToEea7O3MgEIPA4BOFY+3pBFCqXGE/OeMQ8Re0/sKJk+Nr5NSYqxw+u0DFN4wbt4LxZeij5In9XWRbANgDLjYW1Yctb2RqUwpH2Qwk1asMDIk1idFfrkzU4dS3SWhJVykRJ3ikwr/ihNoHK10giJcKRFcd92OItF8l+jBtdnNcxI+S76PGMMkh7G65wN2bE93TkaiK7DuAC9s3eFW6ugrHzgPObLrYiQJWcZEGHSYqzWfjK00xnqAam2kcAEPg+NdLoYzSJdp0pEwXDFTZeVKGD0HbC5iof7M2W6T2rJ+XjAlBQ/TCttab1w5DB1rvjFm8f8mIV7zqsHjlUbcZTOf4mQrNEzzXABuBsklnD2DalsKIG1UhwUcaMTrj4yeeFXP8+V3XCbtP3ST3XruXFtJ3Q8XvvIrYCrDk68bp9wusm83fG5PHEPITHsMbnY86VkLH/dHyOdwODkrErCVj8A0J0SNIN0F7jAtdmmas2fwLI88fWuVZnwLHmY8tr8XYXfa2vfQCEMhZKBaC6WU05b1WOkxPSxoE574kUAHsfMUhXvlhoATKO+9jhHevtn00vEJAphT8ds5H8brzSkqvD2GDiShZSSs5FOh+JXZD82Vc/0CTHw9MK2PGzvHfajfRskuPoEKasWHvpYDpLchSteWRedUqEqS9JjkESFhsCSRRS2tWbJEcr7syNtkmO6zNNIzwirnhBeela3DJNSObrlJwaUuPklRKjVT0dtIP0eL3ASXyRjyqLAtg2bG/Lq6UzNY8oWuVrFLRytQmBATRFwLU1BSS1HrFlj4TxqCTvSrH8tgBt5ea2yXhw+FiRcGQP9GNY456pA/dhq+Fj8ZS89E84prx4/+XwCT7dZ4/YjhuN0EOD9p4TLg65yQxQPPduxEnJwUVI5b2jerM4ID4QWv26KiNVLVyzv20iZI0jS18QwBbYax22Ub3W6+2AZ1tOaGQA1lBQRTxGr8bTV8M1Pt3lcXy3z2O/268Q7vPn7b0/Kb/n+1SAiAUdCxU3nqE/ECqalw5dxCnwCuaZmApwsi3R44eegznAbqB1rpNPWu2n4UYyV6tBKwU4Stqk4pon2TO/xxXzcVsKOnen4PGOMpgWHucXww3e9UwV6tcK4mTxP/QtEi/SVRfCha7NeT4VgAtwkxdOSKdYjEhrdM1527pNy6qyLl55rcxhk0JzQyo5h4DyUt3JTYA7sueaQV5onXKHHSXV0Ro1jK0aT3fjFj1b4is3Kv3rJ33mJH9+uFEnSH9stWU4+Jy2oRDM870kufvquirT5/e8Du1J9ZfqVeN0woGQHsTDK2uqAeBtLj8LAL3xfJ8r0zc1XpMbY3D6KhVFCKWnhHClLb3SJjmO/NCN8Agmbrbm9efarbVMn/C2h+BzczhkQ03nrlYsK8/6cLPQUMVFPposAmBXiTEyVwwVglI68VJZCzp0pGFF3ScmeOHvuQZOwjmqIEqjkRx+5vBiSwqwJ1MTWZMNWxNyZonBqXfjbtygpezlepjWuBuzor7zG/3+zxk1/5vdD/HpUwZm8ZE5f/dOO1I2B+O9FQPCUBuWJHMPtq1zrAuTrQpgvZE2UW7mJaqOC5zwgGMyANxyYG0SIwNsXAWst5wAtelxzQ0p1sI/MjImr9GHz/Y3+PIpe7/2j3kRTrsWzUM+WftUQEdJ6jLjmNIpvWJhutuFkuagkQEyv9FEcW1pxapGeeXlnH0OFNqHPfG5nAR7MwlaoHjd5XF8ud2j40V6Sk4TEyXJ0VYLCSAcOERyCJ0mTh2McfXuyAD7sCqeTanAMHigl0oT5bJOSgkuQaimiOgc62qALcZR1rGGHgOUhjQA4EnxnHjDaeNL1Z91qQ5l6UGWPlRFPI/iMWWKXesQmBY0uKQ9B2TeOkR8OeR5ezdstUb9FD1um6yXf3HMZTW/3F9jv8/7h0MDEmDdy2tJfrOOoiWJuys0D9tohkKZUlWOiKFlSoT1g41mDky7eBBaZjlv9NDmatEBo+gP02hGHeeU0DGlq/MlmijUrH3s1DgST/Zj3OAxlPX3MeboxCs3qaEs8/k4tRg4AhIODdy+nrupASZNrF2Ykr7IR5dlqHFTOUQ32TUy4mRxTa4o67CGIhLl9A2ExGnM1FKtGFg0oa0lDfvEti7bJtsKOLRcQN5nIhzGrJzeD4Xr/X64wruelTmf+H7cKGD72dML3N1nZeCfOPltZ3m6qQKS1f1YmnyAK1stRnbxthxtjR4Yz6ZZzBS80ZnybqifmeLNTkgdeznXnJC2HnGzySvFzeqo3cHUY2K4fH1s8I75il/trgqwZkPJ7xxapoW0T0C7Fy4qX5cJf3+oBvSiJJY1Uz3NyRhC+h8D6Fm7YRdqsH0idiCdcWzPaGUAe1i12lBSj5gkMT7vjmh4TJ/G1dkEY/F47cMK9wzIHoY1HnxGkjKHP9vf4G6XPz/uO/V46U2YCDSI1VeD0qXJCd/9zLNaGbuugGHR1S6V/WJDhWaiRjTV0alznm9TgUipsQbkyZMYVkk78QWX8LDOYydRw8Oq1ejD3bEAsKep05J+bw/58/e7DcIhX6Tbezgum2rLp1qjcYk0keaRTBGAsj22wCh0atMqXaJxzR7onpj3zGuutkoHtFV6PgAfc94qnb3Z00iIKwa1hpYBLtVraT8iITmNTuymFe44Ednz976cbvDllCl8j3GNW+5ZMOBBKz29ZePqMLaaA4XeFZqLuW65llTTzi/yHZRFAOw4m3xzOes1aUqCS1iV7aLwmn2ZFC6cWwlKIlXoUDr4GT5hdU45RCDlB8s0j4PH7pgv5ovDFQb+QV/sr/Fw4EYGvOB+tbpCy6Gt97sNItMIVtIi23Bz3ZTU+Dhbc3ZBkhdLu0qaD210Yr6gzjzUuotJeLIfl+RG3hBR8bltw4vY1MlvTVP4uJ1JnBHOZoDTCMgurPCejaen3VqBdSNVQp6MobTLxhJQtwy3zZHmlIGljTFFA3rPcaU9yhcCqtA+kBdsMY5tg5IqmVEtJZRoh/GGK+UmkdYul8gUUD8Hkow6GWL3nld84eUCwNvxCl8c2MtpQJiA8sfDGscndmkd/GmFoUggw21RXbdEish8HooRa8GtjbAlO/6ku8j73Dk1fy76N3TlPGSNLpzqZZB55s6U+KRgju889m3+45dNjjC+O26x69lz2beaVPdwWKNlL+mhZzrJ4wpgb6YbCG4s3l05/9IrPfn+A46NVVIanWODpb2nQncbE5oD61B+TY7gmUYTG4JQM2WOx9ZhuBYHWTlW82T6E5j1fWKFOK4b7If8gVR1sUmnd+MG70Jd0OAXw0t81mejqqWInn/Yz5sn/FX/GgDw2SF/fhwaHbvUJESuOUqiqx20DvviwowX+eiyCIBt2+yqUAEgFnhVrXMlR2JdV6IAOLltKsc6Faq6zIkitl6RCvgZQCcfqAc7EfomH+AzusW7Npu4+8MK4z5PZslw37tUvAQHr4BMFiiKOOE4Vle9UH7fnEdfRRJMbfOT32apA9ZLZF+NZ1S46toJ0XjMnPlu8qmUbRN+H6VSlm0sHL/GZSOpdUGB1dv+CvdiPO1b+F2hgwBA91hoIe2hJOGK8WS91smXCMtSubkVv9hsT2fmEAAFZwVglzb3yaUSXRLqgN0/1YeyzUgApqaUUgRIDKJ7Djk/GK/141gKKQtt5CfNG41W/Gz/El88Zu/X7mmlSU/6Y48OjpOSaUQxCJpyhYXqBu02aD9fitg+BUC53xhQ0yMMHUjGUQA0hZLbMq1Jm4gxkw4mkp+dDQY0azlNYRlMJRICc17dJ8IYNw6BS+/dcXORhyYijsVbKQ/V0HSltCKDRHdwpT16PHX4nHUOLEx8X3RxNNGK2CXghutXs2HhD23dGIqrxXhu7pacAdWOlOLouHB4bB2I8xWmgdDsy1ovz8fIOHm8gfLyp3WDxybrXW/0tuQ+fNFc4y/bnJj6VZPn7S8Pz/HZIb+fosOvuKnbbXvAV8dsPH/6mAH2MDQa8fLbEXHFRoJ0dBxM+OxMvtBFvluyCIAdm1ONlMhY0J15pk05M9VnoSjV2uPBkzaeUi2yhW492HItZX9LXSgcNDoJZbsRCLzjftzgoADawfMf4vGwYXMKhrvG1x9d6VwZVobXp41u0knn5yVI8gYox6QDQZZbWd1n2ViKtiQyi+iZ1vHOAuwznmIay3FTkwBOrHEMdlIiPHIik3Ol4YCUUDyGRkHYfb/G/sAPzd7rAlF5rYVv3adS59qCRPmt5XYsVsj8nq+rWz7/8xzvGsBJ9zbLtZ8b3CcRJ0s1C6SL44G9le8PpTXsru/Um31kmtd+Kpbtz++f4/FtXundQ1NVpwFQNaGyJbwEUCafCtgnFN7/enk8r+Sovrf8E/yAsxEpUKm4UPQqVWUxpWymdFCdror1lBzBG8pClYvB4s49P6IPErTMWpNIAV0cC5gTvex7Y+S6Mk5C9bGVm2JTDKUgSdWBKs/6EkE2TYYh4uv5WIxbQ5k4E1XV5m6eNHKcIuB4u3zuYkKj7dcJtja60omkqY0zFM6Vx+jz/Jx8ucChzQ/Hp4l0Pouu/nJ/rTSuMDn80pTolJwJbdueAM8RzdV60KjXYZ91R2yKB8R1S62Xe5GPJYsA2Oq1s6G1WfUHFVuVgBe51pQAK0mBKI1mbHhZrHJPhQNmOoLZULaz3hHL85TPTahIEmzik9Nz+N506BMgPQ8l6vXwawfI+k6p7Ccd0cgsGkuSeYKieDTSQHASfTDjVHGoDUvGhdnnMw+2Ld2Yz1vz73URXEe03H1Ms9YT4Tichg0OrND3Xac83v3QYuTar/5IpWOdhDqPZ0pHmt/ywfrNSxVrOH4A9Oj7M2Aoz/0ySU+iSKZqwbyOetXxFbOycQEgTkQbdvlBe5dKEuJ0bBRE7TkKdbfeKF1gvFuhecfVJe6g1RSa0gSwdKVs68oa+VqozPE2800BKC1pSZLmq4kZu8qxYZKK1SMqOn42dpIcKRSE2EX1OseGzhrS1fN1zkh1ZRuZ6kvizIiHgtDVUDJt27POMUqHr1/GLkdPay9HGgrAnideL0VcLPQH22/BDYTAJfsENLuA+t5Ixa1WwgtUUeDmYwckuEH+KIsDhaRtKcK6GD8ydqEnBOkAKdZXJATW4Q99g2MvC2h+GXYdwDlOrncI/LtMMBpOdMg6InJ+RdsENAzGJ7akxlSM/9V6xkm6yL9X+Wc//KO/70tYCMCudRlvnHkr1UIu285a2B84flH64lmqF+YqkW7O5YvQpDpnwIHyfU13RwIqMC5JH1rHeijJbbGBJoJIyZ+pA8abpNfdPpXQav7dNKsJuzzJAJv/GAwH4YoAABhpSURBVBLSgSMJhmZwVixdZF6FAqdeUGC2yHdA3LD3YjviapsHRRpT9GNTmh9MpX7xyP2a+76F57JfYfRaJ7bZkxpC2pluSqV0pC3Bp8CRKrD9rej8dgYA6VwyxpMbccJVrhPiyjzVsTMlFk8AtqlzDmTvoj4fE2mpy8gHG/aFK+0GVxJnWYJf6f7rJ0LHLe1X9wmre6YN7UoofNpy+HrjSmK0JO+Z6Nh4VfRXistDYOKQmFd4qehB5lmOTfntEpWLbb2fBd5nxTxT8zl/0nRrphYpGF6+4XPTmWO6qVCU8tzl3yw1j7eE8ab8hjkN94QisrzhrfJV3AQkvnf+QJCapmL80FTGOawJ47UMYA1uAYDGhHnvBlualEKqvl8Bc+S1QsbRH6kAa8ENBgsk5zH5ttq/OxQd4I8majyZuZmZIhielTK9U/DwXxMuPlM9+CLfMVkEwD4HlCmd4dPaz2OqvJkKWm3NY6GINGfCyKZkW129oriVyyJd60tN0JJJ3xtgNZZEDjcVzpkkf/jDBJJEj7XH8SWHu9Zer08TtHyCY46gN/zDJYKxD2XWuwlod+J1Lgva2YoyFmB/oOKELHgSop/WVLh8V7nWNQDcbgZcr7KmfepZyw5Qjm0aHcD8SznF5JKGhDGS8q79sa5TLr/rrHfNVsw5k8A6/x1LEh0nY2Bq/Vgzh6vkNVmku5ITUXmrDcDWnATLx7beQql97QCS0P9QQAF25qaaa7RjNt9mm1h1DwHd+/xD/FN2YaeuwXSbn5/xulFPniZQr0iTuTLtTYD38sj2sQNgjWNTvcfmDijA9iU3RqggcRO1Aoe8AtDOgG50VdKqpcidzP25B1uoJYaTXyh4qawn7PRwppIPheJR9cegenu64iTH5w3EtRrWmTecvyz7o9JFS5y/LmgwJ9NF7JydGYQUypiPWyByHfOBgbabyv1udxFpFAQsg2Tek1mrDQdb1wDrbBuBZnd6LZZq6YwTTl41stkD7T7qNY5sHB9fGjrKhimBm1YjXSM3xYmjV319pEsZke+6LAJgW8VEBkBbukfh5ZnvGk6vvrdNY8Sz1Zb3Z5uWRJukQ2fBkgX+4oXy2jUw6aRt9lEVdf4NrLT3+WDu4QAc847p2RViy8kVt6KYZpp5rqgXGn6cLz5a4SUWvnQMxc0pPLzK0/EBkG69SFqhwHgNxfM0XUcQNxvxPpY2ylKzODgkQdCjU2pBFf6W6x5LYk4FsIVrHRLONY+pvNZLHMcPifVYnaHv2OZI0ZeyXWIQp67M7SoB9kxVA+BD9K3i+Spc/Npjlb9Xe0PFOBZDr32c4HvLUeJjHUb4e3aFPeUMVlqv0JiyQrErC3U+p9Ma/bElBZzqhVuQTBu+b/Ks8/YPlu8794ybB98mRNoxtBFC+oAOln0qChKV97KPGEfNoehovw98rlDVoncDb9/1wMD6+oZd77RFWIkzpLRwF6PQAjtL/VuUWCBL0DrXgDGUzWOrdKi1lnrXsWn2hO5e9qXsBUfJp6FUBiw5UznEm3trgDaZMdVrkuekL7kv3WPC6kEMpfxqn0E3JfhjPghNCf5aPO4MoFuniY1D2+HAzerQy7pAOrahX94cvsjHlWUA7A9IxelUa/eM5iLj/TJloYLhQ0bL80VW3OKJ8YZ/B8JJqTcL8C3AFuXd7qOGjNvHEa6XOHCCu98jbVegPYPqu3ukXV6kXYxobrJrp+Eaq35P2kErtenkWhZZAxs1aEquNKCIQDGeyChNLetURwT0GN4cq1DxEKRTL6+Lw3NgvOXB3UTt7BaCw47LPQnvOk6uUBcCFa+abbgg1zfVfFylAiltyHYixdcuuFV4eaFyrlkURTN2lobRJUSSRTRvCl0xgskmDsoxo/GcwszXBHSHPMe1Ri/NokvCizelEst8SgVg3+fBa7/aAQfeqeuQ2NtMUwR47mIo7j06Mhe/caAokahyQzwDBb8iNGIkLHC8wxpV0xGNAlhAeYamAZR5QbHwqitQaukbFkDb6JXl68vnZ6KYYti6sYx5e4hoH/JD0dznsaV+LCCPCMSgGvsDUp/1teNjtesG3UYMpVK3VZ7fOQVlidWAKMHovxlrZ+BIsIkQy2+fNgnhmsGsdE299+oObw6EznCzgbycSwnN3IeCowOdLT7A37X30kYxZR3uge4pn3fz5YT1F9n4dTtec7sGSTo5hwTX8ziHCDes+RxbPac6d0KjFBK7/pdmZcumal7k7y7LANi2ZJm8Wo6qSzjn7rNNLEpYsngWbBk/SaaREzSA8qr9ALTnkmlsOMuc080Atj9ENHtuvbwf4Y5SEiQB/ZBVMS/Y6XBE5MWZjkf4Pddd5lq6qwcqiqez3N5yfUurkQzMQGYCgmSQG4503sAvhhtpS9wVbq68GkpPLMo4SPmv2wB6ZpIZ+d7t9yu12bTtcXBaTtFNpMD6bPhxMBEMU4bPc/RCylblL1B5hCxV5FtCDQFQ17k2zt9zFUXOGYkV9Sma2yT7jzXorihbGvo3x+dzeJMHoR7qXSj8+JRpWwDQvOe6im/fI+54kb7agjaiPKDAOo3sBWsarYxAUwSJA6Apz5HUA/ZDQpRug6e34BsvYZVyA68zfQvs2GgkwhkALcnergZIagjNaDpynKpHwok33Ho2LYeaX4eEphfO/AT/kB8Qunvka+qBpuFrdZDst/S0Q2KwTfy5263RPYgFSPBDAYRA7gBc0ZkWCLARUar3mDnqwHrJzj9DsYyrBLrmxECOEI5xhfDEHRHXhDBPgkwJgd+HlTNNaaxuh75WnX1N9BPI81/mdnc/wH2VXefpKXtAaL0GrSXrOAEHNpKnAMfk67bLJ1t3he/U7k0ddaFoGsPiXPWzi3y3ZBEAOxr6RuXpVG4lVQsmwJwq4yHU5EUB5Sb5KXZA2EjonreNhEaOecy1igEGRuYYQO2NopgMP5NDUX2E4/qf7jgoBQQhAhNrJfGOWNpAiNmLAqB5zK+bhuB7o7xnnqElgmsAgMNZek4yf8yTjso2fm+TO3UBoxLdSMabLZ7CbWl/PgwNAtclx0hAEE+FRQr8MlIBbsfyWsa+ALfmmNA+BsSVU2Dthlg9k0JdWurw/TqJLarQPACkiIqPq2JoF7aGtdA8XcBJSLhKaCNUCY+STKk5GVVb9mSoXoW+I5xMiknnLh3ygMenHSIvwuRcBl8A4D1n4gJVdwu9CRGkmV9yLSXZ1U2plIVbYHSZItUP8JmoBWC+UtF3zhxvqmk7QKHrABm0ktHFoa2jiUgoHV2D4dlq7k6EY4Dt+lAcHxyFiPs9aJURFHUtEuvqNIzFCdLz62GAf8pouktAsy/gEADGa4fhij3cNl9gaTKblyqErHPP5L4kBziOSDbcoGdsU9UITgC0P5YujYEjAuOWMK3FqVTjATn3WWqn6IgRSuly+7GM70NuSuBCBIWiFBIbz/FwgGe97J+410HnQFW7d77GK9JrLRWCcJHvuCwCYMtEBFBPXFMvFcRekr18SGWRTCjA1XKwjXKO0lTEUExK+DKh2RewPPeS2hAVhVSK5mtiYyhhp8OxAGwiIGaQnUxtPcsTB3vCmidW5DGhuxeA7TBtuYsgK6DQ0iLDj9F2w0StPK3X2s0UexUmtl4skyB4riGRPZFUCQl9A+JyTf7gas4k2CjzAuap4vECMypIb2khsSh44d+HCAnNkKdvLbAWCZ1ZlO0CmMrY0BlQqnOwr0HYSaWKYEsvAtFaaEItqugExaCunh8IRUmOG8t1iQ75uvIAMne1koFFmedCErWxoN0q3dec4xsqvq/vc6Vf7Rdp9mokkTGELO1DPv+A4SFz2xpqPtbPiRpSnFBHY1InCI0RmNhDbaIQ5KUFsC/jnyIkUzKN7MkeS2SSUomkOeboJtcqpWECLbKNNpUAX/7bOLAIAEIZc0vJcQHasEcaeqZQ5ti0KsmPluYjoHvakObMRJuLYcbWGmppRjvyQ0lQpWkqhpLW4wt5HdZrM2BbIlFHdnTtRn1+AGjbdjeWKgPENyF825X6RX6tLANgmwhsFWoUD3SbQU5qStKTN95u692S+qQUqeIKkob+8yYXyns/JnhpTz4m0BARPak3KhreFVkOmPGs0sgX0A9Ivcx8lxW4mdzwDqSrO2lYkg48wceg3rGma+Ce5Zsz8FDmJJCvuZnfUEkzgF1/WF5d4Bb2lYdEQM0MTCMbQcGE7Gz9YwCgnUfPBWz9zqO9L5U/5FmT5yS20GQbRJzQc/wxaaTDH1MB1VMqjRTOJDae/a2/ThZWA0r4uZVYABWhpels5Qed7wZczyv8yDapDFN5tKyXy3i1JVmYQtLvalfIVeEpUHIKlsDNKtxmU7zWXZvBF5DHpOuyp1qpIF6TGEGl9q9GL5yp6Z0KuEwLLLUphqaNJADscbQrjRnfqowd7yO+BiKcRJx0LFC+L+JGVDXOgTLf3FQcHwX4JQXNZHUwjzOFVikicOahIge32SAe+/IcxFSaqNB0osrc0JztYLk0sbRL3RaRx8EkG1Z1sntCZMeFUEBoKF8OW1LgPV0J18Pq8JIjFbtcRcv1xsFxMJEsky+l/PpdVEMKMUcjAMAJtaspFWAAKO0HQDGwxCAfpqLLQ4CT6iFKZzFJmAsd44t8PFkEwJYaqRQNj9Jkjbsxew+n9XmMlsOG0q2RH36TKOVGaCMY9XL01uPBHg4AbopIRHBIWrw+0xEKsBM+sXrJpqie6DSOxeuBsjjrRO46nezkPUAOiAHE+2OEelpo1cKvOPmRPdlTWib3q+qQmVCFIm298/y+qPeq5jERYkOgmAq/3oDiYLwfQu9onpzyXpsDoeWaxp55e2FVwHxs8zOWLyy3Ow8rw7Xui1L3h6AAm2ICjbFKCppzqSnOtqV0+qUFy7Qp88kmOWqVhZJPpvMnVV6w4j6LyEnLtk6yLbVpgaou9OdAt/zJt7okQhM8k00pJCRpXMFzja42IOnY1jSA6d52Qg1xPlv7yOAwtg4UExKXLUsN1dezYKqXG1DdZ5vwZpvQ6HMwixCpmOBDautxhkNJnrSJgyGvAeNVuXd+psObXaZpCZWMptJBFSkVvbvOk5y8L8DLuWI0rVeAd3k+M1irOD0pIXmfQbtJrCzVjky33yUJR4OA2pst76tE0lltan/0mDapeO6Neps2wLQt0ae8P9UJrmpo5c6ncZWMkVwarTWHhNufHrH//kr1b3MoFE0AeY0F4GQ8vVejCjGBmC6KaQJePAP2hzLHiYoxFvI8pj7oM5XXqDLOF/luyyIAttR9dgMVhRlNYh/XFO5MF8VEpg2vbetqvEUt00mavkx2rWE9JDSaFJVgs8nTDMC6ACTjmZSJ7Q/Mu+5HgEE1hrHwrq0Cl2SazvBhGp8Vt1XesYQnYZS25W4vkSJStd41UQA/FNBKAcqpVU+KK4mrxAtA8mQaBtXVYhRgS5fPB0AeCjfOaqun7IlWzrAH/CDPQQ49+gFo9/liusdSicDvBo1aJOeAxgFjKMDKO0QSRZwymARMC3ADvGIN/uTjJUncFGoVGcNBgJNrUVWKqEpwgr3bFVUHVWm+sC5UMrvg+mM5RjOYRVDAjjlXXUPfzicec050wtW2zFPvjGWQsiHdoMzxtlQoSI2HdLCTusA5qnI6pksEYH5A1bhJKvYEA6AAVOUrNUp0jrsrkQqTL5O8Ga9j6ZgpnVHbna1IUvjtvk9oDgE4BDhOWrW8Wwqp6FkZ28ZDW/g1vngxt5nWR9utAuy06ZDU2w3AOSQ4rTADFJ3THNIiKUAADKo2OliSH1OdhArpLhyy57kbqaoKFHldn25GrJ/ngXxxlXcao8PdA1fueOjg9tJpUXJfCA2v390TsP0yj+Xm0z38V4949kuUOdh1BSCHCKx4fFu+mMar8ZzDJnbue2C7QuS5nxpXzdPYOmDdKBfb5okt0Ui+yMeVRQBsqZFJ0SjkcH4RqhrGqGfTLOri/ZhqhacJTnZSCHb1pN2bJPxjhaYEr7zrqBwtLcc3xZL8RFRCyhZgW84mmW3qQaHyOW9LnT+rqE9C8QuQqn6pCS+SaQJA8fT+VzxN6/WtwBIDpGlWdUC+Zw5pvW5CG1LjKaGq/qEJtQLc+ljqme+HoqidM/yE4jGTYaaJlHdfGYJ83lTxeHn3hSXBuZ5KliJL9OVRjzDeL5PcpnQBy+01UQsbhqUz381VfZhS1Rewlc6AWaWBDRG2ixydI1NqjV6nHmqkBBKVKnO0KXP87Jh9YBFeZPAizV7lTwKkyQ9S3aFUfybNvi+bZs97cub4VN67YIxjiRwlKBHWDbHUsZZ8mBiLfk0JJ51ogKJ3G1/oKREAmBSskYiiqxNRWXsq6qAYeKW192JlpjfnY0/RpDtNOBnHXM6O78cq4OV1Rsu/dfsOADDEBj/hB+Hd4BG5KovrqVobAMmR4v4F7/eIn35eXaq7vQE23MnIkdIuq3XWixFcDObsTDORJqCuT0+FGpKkJvesZOBFvtuyCIAt3qgKYNsIenP6LCcqvK3QQRWe8GbbnanycEhoDzVaDx0ppzOsSRMucr1dXqilScGY4DkE5XdD4eIJf3qcarCl/WapvLfhKrvNzT8nBVypaU44iTkUubzVeZ7ApsrTttFNAM298wnFsxRlg+Wy1hxXUj42b/NmbfAGAxrPZhX2NB63Un+bX8dS9QWHoypwanzBBBpe9KURhyMF8zW1mrfZ6PO5qhsLEKFgAcaIcCVnwlYZ8QO0DfPcuzyX842lrNGFiheqn5tjaBUPCSnvzXwlqiv7zIW9lQADK3W984W1XhdpO7gaRnYFeNWo/8On/MbKGeoNIPP5dPzPOkiMSkz2mAagna0fb/WADFewtIxUss6icGgTkk2/1HEwUUHRtZ6Kh9pTtT0fzFoI5Xk5F5WznQO/DWLX4iqnQrZFGKoMf56gCePdasLrTS6Z9ztXXwIADrHDu2MGxQ+rNSaNAp1GkClAkxjR91rhRz/vukLBdM7Mbd5n1ZY1tS1Oq+RtzoTTbfosUhl/LXhwRh9d5LsriwLYACrPVAU2Zso9+dJ+d9omDTE2TxyeHMo+FEuWsa5xrVfqwbgppXdAmasLAF2SBTmpt9rtB+Vbq4RYK13h+pEB2xWKMov7TKx3pK70X+TXJtJ9A8V2YoPxOs5bDM9/m5sM3zYm7b4oSXHJkAVdAEKqFaGEoIH8zOitD/Y7/397d7PbuA2FAZSkZLfdzKrv/5iDYhqLXVgkr2RnggIsULXnrDJI/DOWZH6iri7z/lo1xYVRereYXu+7jUH845HGWtFh92x1g8vWh/aylP4F3s6nag2dF5bU94948+aVLKEMK96Y2MsJfonbNdyM2sLUaeB6Cd5hNvPcKq73vr+Nx8eTsr4d+81L43itpbztbtI3VCmHAN3fZzsBWssYpMN7bM9ZHsf8ftgvL6Yup9AbOjvE1FzCydNL6d5nzx32ncMNkWFfGmFn/3VOozfzZ88fQ9C77dzkPGrp13G8HsqD2p+G/WuE/mPYL49rHb9fisdh+zF8BO9KgNr4tSxb+nZ/loj8fnv2IP++3dO3+3M2bF239GdbeOxWw0nNeJ1YKtnC9KFLSCgHOkx27Y9J4bu+z1qXELB7gM7HfXENx3ZKpxOtxP/cJQJ2uzs9DjqHm9tCOUiz3caAuv1aU93b8PWWbN9zaLOXXwLLtubRp/O3580z/bXaVcM2K5fzmLX+48eot17CAbx9cTrbLkueyzv6bPf+z1gGEVYDPDzVxTpMpJT2OvpQihFadcVZqnP5S6yzzB/1dYY75R6KtzXMqtzHZ9Srh5Z0qO1+mZF7jMWD8qOOGbrD8uctEdbjl/rZI6fcl3tf97Z9KbUNnUtNtc2A30Zw6wsy3NOllB/heA3dPLoQzOKJzli0ofbHldCDvMSg/ebkO/a7b62+aomrBdaU3tXD9oquN6PkkntnkFrGUudpCYmvva1TAH+dZQ0/h/C4nbtlXEA7vs5XDF5aLJ6uDKU0/t85peN2PE021rCd4+Met5zyPqHSmzB95N49YvsoqbTt0Lbdto1xI4biOJN9CsrPJ36zbU61uz24xxKm+Ln8F8LXm1D9WZlQczic+vBZ07pv4Nu+c9zyI617T9ac63H+6atDo//xm1Cd0hiLP2mheQjQ5/Uz4gnkIWxf73jln5frz87aAQCAv+WCFyIBAODfS8AGAICJBGwAAJhIwAYAgIkEbAAAmEjABgCAiQRsAACYSMAGAICJBGwAAJhIwAYAgIkEbAAAmEjABgCAiQRsAACYSMAGAICJBGwAAJhIwAYAgIkEbAAAmEjABgCAiQRsAACYSMAGAICJBGwAAJhIwAYAgIkEbAAAmOgvkR+2GTeMIFkAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 720x72 with 6 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x72 with 6 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x72 with 6 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x72 with 6 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x72 with 6 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x72 with 6 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x72 with 6 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "k = 3\n",
-    "types = ['mean', 'max', 'min']\n",
-    "titles = ['Entropy (mean)', 'Entropy (max)', 'Entropy (min)']\n",
-    "\n",
-    "for func in range(len(functions)):\n",
-    "\n",
-    "    fig = plt.figure(constrained_layout=True, figsize=(10, 1))\n",
-    "    gs = GridSpec(1, 6, figure=fig)\n",
-    "    ax1 = fig.add_subplot(gs[0,0])\n",
-    "    ax2 = fig.add_subplot(gs[0,1])\n",
-    "    ax3 = fig.add_subplot(gs[0,2])\n",
-    "    ax4 = fig.add_subplot(gs[0,5])\n",
-    "    ax5 = fig.add_subplot(gs[0,3])\n",
-    "    ax6 = fig.add_subplot(gs[0,4])\n",
-    "    ax = [ax1, ax2, ax3, ax5, ax6, ax4]\n",
-    "    \n",
-    "    if func == 0:\n",
-    "        ax[0].set_title('Entropy (mean)')\n",
-    "        ax[1].set_title('Entropy (max)')\n",
-    "        ax[2].set_title('Entropy (min)')\n",
-    "        ax[3].set_title('Geometric')\n",
-    "        ax[4].set_title('One trasmitter')\n",
-    "        ax[5].set_title('True function')\n",
-    "            \n",
-    "    for i, t in enumerate(types):\n",
-    "        mean = np.load(filename + t + str(k) + str(func) + \"_square_mean.npy\")\n",
-    "        ax[i].pcolor(Xj, Xi, mean.reshape(Xi.shape))\n",
-    "        ax[i].axis('off')\n",
-    "    \n",
-    "    mean = np.load(filename + 'geometric' + str(k) + str(func) + \"_square_mean.npy\")\n",
-    "    ax[3].pcolor(Xj, Xi, mean.reshape(Xi.shape))\n",
-    "    ax[3].axis('off')\n",
-    "    \n",
-    "    mean = np.load(filename +\"_onestart\" + 'mean' + str(k) + str(func) + \"_square_mean.npy\")\n",
-    "    ax[4].pcolor(Xj, Xi, mean.reshape(Xi.shape))\n",
-    "    ax[4].axis('off')\n",
-    "    \n",
-    "    \n",
-    "    mean = np.load(filename + t + str(k) + str(func) + \"_square_real.npy\")\n",
-    "    ax4.pcolor(Xj, Xi, mean.reshape(Xi.shape))\n",
-    "    ax4.axis('off')\n",
-    "    plt.savefig(\"data/ultrasound/squaremeans\" + str(k) + str(func) + \".png\", pad_inches = 0, bbox_inches='tight')\n",
-    "\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "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": "3.6.1"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
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