diff --git a/Structure Tensor/StructureTensor2D_exercise_solutions.ipynb b/Structure Tensor/StructureTensor2D_exercise_solutions.ipynb index 8ec49f301c9f56f348b43fdbe2a061a05230e284..758a89200db7bd5e80aa4bcca4a816c73b3b1571 100644 --- a/Structure Tensor/StructureTensor2D_exercise_solutions.ipynb +++ b/Structure Tensor/StructureTensor2D_exercise_solutions.ipynb @@ -10,7 +10,9 @@ "- Use the functionality of the structure tensor.\n", "- Obtain the orientation angle and degree of anisotropy from the structure tensor.\n", "- Visualise the output of the structure tensor. \n", - "- Tune the input parameters of the structure tensor." + "- Tune the input parameters of the structure tensor.\n", + "\n", + "In some parts of code you will be asked to give user input, write in between the comments ###USER INPUT and ###END OF USER INPUT." ] }, { @@ -19,29 +21,77 @@ "source": [ "## Packages\n", "\n", - "First, let's run the cell below to import the packages we will use in this exercise. The most important ones for you to know are:\n", + "Let's import the packages we will use in this exercise. The most important ones for you to know are:\n", "\n", "- [numpy](www.numpy.org) is the basic package for scientific computing with Python.\n", "- [skimage](https://scikit-image.org/) is one of the top image processing libraries in Python. Today, we will use its intput/output module io to read in the images, and the transform module to...\n", "- [matplotlib](http://matplotlib.org) is the most commonly used package for plotting in Python.\n", - "- [st2d](https://lab.compute.dtu.dk/QIM/structure-tensor) is a repository with the structure tensor implementation by Vedrana A. Dahl (vand@dtu.dk). Download the repository as a .zip and place the extracted folder in the directory of this exercise.\n", + "- [st2d](https://lab.compute.dtu.dk/QIM/structure-tensor) contains the structure tensor implementation for 2D images by V.A. Dahl (vand@dtu.dk).\n", "- *utilsST* is a Python file containing helper functions for this exercise" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, run the cell right below to get the structure tensor repository. \n", + "\n", + "If this doesn't work, ignore the cell and instead do the following. \n", + "1. Download the [structure tensor repository](https://lab.compute.dtu.dk/QIM/structure-tensor) as a .zip.\n", + "2. Extract and rename to 'structure_tensor'\n", + "3. Place folder in the directory of this exercise." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cloning into 'structure-tensor'...\n", + "remote: Enumerating objects: 96, done.\u001b[K\n", + "remote: Counting objects: 100% (96/96), done.\u001b[K\n", + "remote: Compressing objects: 100% (59/59), done.\u001b[K\n", + "remote: Total 96 (delta 33), reused 89 (delta 28), pack-reused 0\u001b[K\n", + "Unpacking objects: 100% (96/96), done.\n", + "Checking connectivity... done.\n" + ] + }, + { + "ename": "OSError", + "evalue": "[Errno 66] Directory not empty: 'structure-tensor' -> 'structure_tensor'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mOSError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m<ipython-input-3-28c94fc19bd1>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mget_ipython\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msystem\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'git clone \"https://lab.compute.dtu.dk/QIM/structure-tensor\"'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mos\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mos\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrename\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'structure-tensor'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'structure_tensor'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 4\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mstructure_tensor\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mst2d\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mOSError\u001b[0m: [Errno 66] Directory not empty: 'structure-tensor' -> 'structure_tensor'" + ] + } + ], + "source": [ + "!git clone \"https://lab.compute.dtu.dk/QIM/structure-tensor\"\n", + "import os\n", + "os.rename('structure-tensor','structure_tensor')" + ] + }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import skimage.io\n", - "import scipy.ndimage\n", - "import skimage.transform\n", + "#import scipy.ndimage\n", + "#import skimage.transform\n", "import matplotlib.pyplot as plt\n", - "from structure_tensor_master import st2d\n", + "from structure_tensor import st2d\n", "import utilsST\n", - "from ipywidgets import interact, IntSlider, fixed #widgets to interact with parameters" + "from ipywidgets import interact, IntSlider, fixed " ] }, { @@ -51,13 +101,11 @@ "## Structure tensor functions \n", "The main functionality of the structure tensor is implemented in the two functions below: \n", "- Compute the Structure Tensor for 2D Data\n", - " S = st2d.structure_tensor(image, sigma, rho)\n", + " S = st2d.structure_tensor(img, sigma, rho)\n", "- Compute the eigen values for the principal orientations of your structure, and the dominant orientation vector ($vec[0]\\hat{x}+vec[1]\\hat{y}$).\n", " val,vec = st2d.eig_special(S)\n", "\n", - "<img src=\"structuretensor.png\" width=\"80%\">\n", - "\n", - "**Help**\n", + "<img src=\"structuretensor.png\" width=\"100%\">\n", "\n", "*To get HELP ON A FUNCTION, write funcion_name? in an empty cell.* \n", "\n", @@ -66,7 +114,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -83,13 +131,14 @@ "1. Compute the structure tensor matrix and the orientation vectors.\n", " Use the st2d functions described above\n", "2. Calculate the orientation angles and reshape back to an image.\n", - " - Apply trigonometry to compute the angle from the components of the dominant orientation (vec). \n", - " - Reshape your output with output.reshape(image.shape)" + " - Compute the angles[°] from the dominant orientations (vec). \n", + " Use np.pi and one of the trigonometric functions: np.arccos(), np.arcsin() or np.arctan2(). Look at the figure above.\n", + " - Reshape your output with output.reshape(img.shape)" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -103,7 +152,7 @@ }, { "data": { - "image/png": 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\n", 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p8ROUfvlnj9M+oT8L25Flm+5CyNHUV2/78yhuYhO5eod6Srrsnqj9uWKo7k1aBQeMgbpsVaf00FZo1Ul8ss8dDeO79OagUTbPF+ijN+zXonYYNDJj3wKaJC0EjepvSjNBCbodqM6ADNqlQaG0XdXQl94S1D80kdOGpRengd9AGWOMMcbUxBMoY4wxxpiaeAJljDHGGFMTT6CMMcYYY2rSpybyrq4ubdu27Tht1qzonCMTK0HJynUM48ShQ4eCRinolN7du28Sm77JAL1/f3TnXXDBBUEjgzCZ0ocMGRI0ic3hZPqm/lFfli2LicZdXdFkSgZ0Sh0nQzz1j4zc1LcqyDBemlhPY0B9njp1atBmz54dNLpv6HhkSr/44ouDVjX2mzZtChqNy5gxY4L25jdHEy2l1dM90j5MkvSHxym36ydgO7KHU/I3GVYhwnkyRUdL+tqPBunZr8dn4o/8adz1e9+JxvTraSX649aLPwY5iYlSB3OdxPJSw3mpGZiczfFz+5ew1RfmgngJaKVh56SVLczQoPTSUKg6aaW3LN0O9QK9j6dO/UBpsD1uRw23idwYY4wx5pTiCZQxxhhjTE08gTLGGGOMqYknUMYYY4wxNelTE/mgQYNCEjMlOBOUhPzyyy8X7VuVzFyaek3s27evaDs6B6WTlxqqydA+YsSIoJHJWmLT8ObNm4s0Mg0PHz48aJT+PWrUqKBt3749aMOGRbcfmbGpH2TOp2socQECma9LE+LpXqQUczKMDxoUXZN0v19ySXSoUvsuu+yyoEnSiy++GLQXXnghaJQw/qM/Gg3LZGr/xje+geduD7okbe2lkeP1UtDIpVsa61zlqu3dFknXxwR7/W6U3gzm5HwXxV4/DBpFVJdS2r9W46hpu6GgRdPwVn0gaP+JDON0uciTTpQ2r8okXWpCp/bQuaF2QStBK63Rio9IptWhL/V8d8RnsU3kxhhjjDFvAJ5AGWOMMcbUxBMoY4wxxpiaeAJljDHGGFOTPjWRHz58WGvXrj1OI9MwpXJTGnWpsXzoUHLnladjr1+/Hvd/ve2ZMWNG0Ch9nQzatC8Zonfs2IFtHDx4cNDIxExGcDJp0/EmT54cNDJo05hSnykhnMaUUuSr0sUpEZyuY3d3d9DItL948eKgUaL3ggULgkbXmlLoyYBO5m4aJ4nbTYnsNFYLFy4MGhnYaezbh25JvceKTKfkoCU3b6nDt0a6OxmJySD8C1FKh2PafP4ytSfer2hoR+pEawOdcB7y58c6CAoYRyP4uR+J6f568T1Ro5B28teXBrcTVYZq+pZGfe6AQquRcD9thakA9Y++FdJt3Er6epVxnozgZ5UWFZRGo9eJQfcbKGOMMcaY2ngCZYwxxhhTE0+gjDHGGGNq4gmUMcYYY0xN+tRETpx/fnQ4btq0KWhkED58OBo4p0+fHrQNG8gNx2ZbMn1T4vLAgfHSdXV1BW3WrFlBowRu2veee+4J2rXXXhs0MmNT2rnEydPUZ0o8p2RtMn3TvmSSp4R4MqXTOJPRmRLLq9LqqS+UGn/11VcHjYzpN998c9DoHnn22WeL9qXUcLq3/+Zv/iZolPpepZ9zTjSU7toV44YffjgmUtM4VyW/twfdKnME1zOinnjfKlctbNsBRROjCx/zkFj+wS/fG7Q70bUNYBo1mMCpy2SIlqTrQXtnlLpujdp9cJ5P40n+MkpzYedZb4/aIjgcffshH34dyLjdsQZEcrXD+E2FBHsqPiDzOo0f3SJUC0G3NqaGS2wELzWHlzr5qz5rTDs/7YwxxhhjTgmeQBljjDHG1MQTKGOMMcaYmngCZYwxxhhTE0+gjDHGGGNq0qdVeGeddZbmzp17nLZq1aqwHS2pMXHixKBRhdW6deuCdtFFF2F7lixZEjSqFiOoyu3cc2PpAVXX0VI1VM02c2asjHjmmWeCRst+UEWZxEvV3HDDDUF77LHHgkbViGPHjg3a7t27g0bXi671lClTgkZLzVBl3oEDsSKDqiAlvt7PP/980L73ve8F7dJLLw0aLQtE9zb1b+PGjUGj+3jfvn1BozHpvVzSMXLOQaMqPKpwLL3etPRN+zBAseSIlnIhqFSpFa1Kh/YMg8d8YbHf/3wuancu+AvY+a+i1EWVT6ANgjI1qgCTpI9FafE1UYs1o9KToMVPqCTFKlTpiSh1wLI0s66IWvwWwLcNVebVqtZbCRr1BQaais8Kiy3xXmpleZfKyrpW1sQp/Zxi6WglfgNljDHGGFMTT6CMMcYYY2riCZQxxhhjTE08gTLGGGOMqUmfmsgHDx4cjNG0dActTbJmTYypv+6664JGy8BULW1BhmoyF0+ePLnoPGSopuU8ZsyYETQyxI8fPz5oZEImUzotkSPxciC0dEfpkhy0nAeNHy2dsmPHjiKNTOk0JhdffHHQXnqJljLg85DRncbvqaeeChqZsYcOjesekHGejkeG761b4zIYdK3JbC6xEXz16tVBmzYtrqNBy9fQPUvL6bQ3hUbuYnN4sdO2Yn+AlsY4C/YdBN8OoCvpNz8QtPxnt8CJ/z/QwOh8YHHUhoEm6QAYxkvN4fQkYFsyqbAEDWkjYSmdzrLriqcgX7jETfxNMowTcD/R8UrN4bQdLfmCy7bA9ao0fJcawU/2vtX4DZQxxhhjTE08gTLGGGOMqYknUMYYY4wxNfEEyhhjjDGmJn1qIu/s7Axp3WQ6JdPw/Pnzg7Z3796gUWo1JStLnBze2RmTSEuN4JQoTe2hdPLZs2cXbUdm3hEjRgRtzpw5QZO4f5RaTobskSNHBo2M0gsXLgwaXS8yv9Px6PofPXo0aMuXLw8aXRuJjdaUok1GaUp+J4M3nYOOVwqNHRnDq6Bz02ejKsm8NzQu9NltH5KiY5bct6VjQq7aOknkBMVeF27XASnMw+KqELo+SgP/dkzQHj34e0G7SkuhLd+M0rJfh+3YU03mcArwLr0yPH6FWjd8SyVvN4Sva1GUOr8G20n6uc9F7Y7/+FNBO0QfR7o41J7SFPTSuge8jVs1d5eOFUGf3fK7RPIbKGOMMcaY2ngCZYwxxhhTkxNOoFJK/5BS2pZSWtJDG51Suj+ltKL5dwzBMcYYY4xpU0reQP2jpFt7aZ+Q9EDOebakB5r/N8YYY4w5IzihiTzn/FBKaUYv+d2Sbmz++w5JCyV9/ETHGjRoUEjCpsTszZs3B43SsinVedKkSUGrMhLT/pTUTUbdbdu2BY1SuSkxm8zKlJg9a9asoJEpnRLQqyAj8Zgx0QC6c2d0EFI6NiWMk8ma+jdu3LigUUL4eeedFzQaEzKqk9lcYgM0pXLTtXnxxReDdujQoaDR/UXtoTGl60AmfhoTStOXOC2d2L59e9AomZ7OTZ+L9uGIorOWTKetGGNbNZG3YqoF5y+ZgSFsvhs83zf8cdR+VbEY6BbQblocV4mQpIf1waBRgHcrV6E8gntelCgW/WHQwDAuCF8fS0HdYvvzL4D26bhwhfLPw4axnorTxOky0D1SfLFbvd/pSrRuDi/l9XqgJuSct0hS8++45ogxxhhjTJtyyk3kKaXbUkpPpZSeOnDgwKk+nTHGnDR6Pr/0coz7MMacubzeCdTWlNJESWr+XfnePuf8mZzzlTnnKynjxxhjTld6Pr80Lv4K1Rhz5vJ6J1BflfTh5r8/LOkrJ6c5xhhjjDGnPyc0kaeU/kUNw/jYlNJGSX8g6XZJd6WUPippvaT3lZxs2LBhuv7642Nsyaw8atSooJGJlQy5lOhdxejR0RG3bNmyoG3ZsiVoZFanX1GSMZkS0Ml4TeZiMgKTkbsqTZreAlK7SxPdS5PkBw8eHDQyStN5KX2dDNpnnx1Tk5csWRI0iQsLaEzJ6E4J+KR1dHQEjQoNyPRN7aNCCkpzJ+O7JL3wwgtBo0IFMofTZ2XYsOgeJQN6+3BYMbK51C1LLt2+SmEmrdCo2wEu5nPh28YtUToENQufAkP1pyip+5YPVDQorjYwWH8YtGmwJ1mLtyh+vrEz+liUvjU3avfBrmAOx/h0aGBVGDh51cl2fyEc8/l/iFqOC0+gRx4vLEG3F6aTw710VtVvqkpT/+mGou2oQVy8UEVJFd77K7701lpnMsYYY4xpE5xEbowxxhhTE0+gjDHGGGNq4gmUMcYYY0xNTuiBOpkcOXIkmMYvvji61x5+ODoNyZA7d2408ZHpt6uLU0jJUD1nzpygkSmXjOXXXXdd0Mj0Tcej9HVK4CZTOpmLyagusfF+z56Yb0MmbTJ9k9mZ9qWU8HXr1gVtwYIFQaPUcTKqk5m+KpWbzM4ppaCtX78+aKXp33Q8MuzT+FFfiIMHDwZt+fJotJXYwL5p06ag0fiRYZzaSIb/9uGQpJUF26FbFjRKhiejbKuUpj13lh2O0qjpcOTHfTNo5O+tDM3/taAc0oVBW4E2azInvzNK378iag/CrrHeKNYYSOwELxzmw3QrSVobP/baCR892v1cOPe2Z6PW3Uo9Aml0+Wm7yXWSyIlWGk43dzV+A2WMMcYYUxNPoIwxxhhjauIJlDHGGGNMTTyBMsYYY4ypSZ+ayAcMGBDSoilh/M1vjk5DMj+TAZaSzSdPnozt6eyMpkkyeJOp9qabbgoaGW3J6E4p4VdcEY2LixYtClrptalKo16xYkXQRo6Ma3xRXyjlndpI12vlymi+pXFZs2ZN0MgwTscjyIAuSVu3bg3aoUOHgkZGfoLS859++umgDRwYP3Jjx44NGhn7qUCiDpTyTiZ0ggz/VBhAxRDtw1FJvYsAyIhaamKlxdXJXVxlqi1175YaxmG7bvgWUeq9RQczaKUh0ZK43VeVaXtmRu1u2JWSw0uN4KXh8oVJ3bli6LtiPYj2QgD3oEJj+X54DOyL9TO8M409FQHQdqTRPSdJHa2Yy0td7TaRG2OMMcacUjyBMsYYY4ypiSdQxhhjjDE18QTKGGOMMaYmfWoi37lzp+68887jNEoiJ0MupSiT6ZeORwnakjRp0qSgkQmWUtApcXn06GhAI1M7pVtTG6+++uqgkfmZUtEfeeSRoElsDicjOF3vwYMHB43G6vHHHw8aJXVv27YtaGTsJ9P93r17g0aGcUoNl3hMqX80fi+++CIeszfTpk0L2r59+4JWWsxABReXXnpp0J577jlsDxUB0H1Myf1Lly4NGiWR03Xt7u7G9vQ/kqIZlUzNpUnkpVQ5k0+yYZzoKE2WhzaC0Rk1hFePKE9qBzMw1Z2sAo0M46VB1uRLJkprD6q6C/qAQsN4aQ3AQTCld70EG1LiPB2QCgjqGPGL753SzwU1snQAG/gNlDHGGGNMTTyBMsYYY4ypiSdQxhhjjDE18QTKGGOMMaYmfWoi7+7uDqnS3/zmN8N2EyZEV9rQodHcRQZmMtCecw7ForIRmcy7tB0Zm3unrEtsQiazORlyv/SlLwVt4sSJQTtwgBKNGTJV03Ukszr1j5LNydT+wgsvBI0S1MnET9vRmJAhesSIEUGr2nbIkCFB27UrOilp/MicT+NC40f3+9SpU4NGye1kzv/gBz8YtDptpDGldlMxBJ1j9erV2J7+R4dixDLZdEvjmsnc3SqlUditQAbv0vR1os6+LcR/D4srLhT7jUvd2NQUMqWTV5ke4xVdS3GhAvRo83e+MsaCKf2luPiHcmnCeHyklSfTSy2ayOmCw6B2x+9xr4XfQBljjDHG1MQTKGOMMcaYmngCZYwxxhhTE0+gjDHGGGNq0qcm8q6urpA+3dtULnEyM5mayQBLCdpVkKGaUpMpXfnVV18tag8Zk8mkSyZ5SicnQ/W550YnHpnSJWnGjBlBo3RsMoxv3749aGSSf/DBB4NGpm3SqH9jx44t0g4ePBg0SievghK4S+8ROve8efOCNm7cuKDNmjUraFdccUXQyLxORQ/jx48PmiStWhVjl+keGzkymm3pel9zzTVBmz59etBuu+02bE//o1PR9dpKwnFpOnkdQ3XpMVs598nWqB9VhTHkyCYNxmAubHbTzKjF2giGLiF1hdK747czTkqnrkk6F85DHu2TfTfsh/Puo+tFH4G4MANrLddBlFYBQCNLg+6b+A2UMcYYY0xNPIEyxhhjjKmJJ1DGGGOMMTXxBMoYYxvUNtkAACAASURBVIwxpiZ9aiLv6OgIScWUFE3Gcko4JsM4Gb7JrFx1TDKHkxE5pRQ0MiETAwfGy07G5EGDohmOzPRr1qwJWlX6Opmdp0yZEjQytZOxnNpIJuaNGzcGjQzjlIpO90NpovqePRDZKx5TSvWmsSLIZE1mbDLxX3/99UGja0gFCVVJ6wSNMyWt071Nyeh0j1x11VXF7el/DFQ0nhYmHBfbdImaztZAK4ngBBm8qY2taPG+bECO5Q1F23WCI3vAtfG5e+jamPgv0X1dqHW/LWp3w67LojQYkr8l6XzQyLddCo0A3dkUHH4QDPFdNEzkci/VJGlcaeo/QdvBSgA1Dex+A2WMMcYYUxNPoIwxxhhjauIJlDHGGGNMTTyBMsYYY4ypSZ+ayEePHq0PfOADx2mrV68O2+3duzdos2fPDhqZkClZmUzWEhugyXBOxnJK5Z48OZoPqS8DBsR5K5maKU2c2kLGeUpFl6QtW7YErdSgT4nllIJ+2WWXBY2uF5nu6TqUFhrQ2Fcl05Mhm6439Y/M2HPmzAka3bNk7iezORm0yTi/fPnyoFUZ3ydOnBi0SZMmBY3uJyogGDx4cNCoGKJ9GKBorS01tpKJvDSVu8rZSnorBu9WksPJ9E0x2rQvbVduIp+uWChSavkm4/VORef2BtBW6stBWwzH29Lxpii+56Go/ef4uSXTtsR3UytlCqVWbCqTGgE1WjvIRE6dIY3SySVpVnxOqoNaTvds4dWpeRH9BsoYY4wxpiaeQBljjDHG1MQTKGOMMcaYmngCZYwxxhhTE0+gjDHGGGNq0qdVeMOHD9eNN954nEbVS1Q5RVVAnZ0xin3//ljlQZrEVWBUhUcVW08++WTQqEJu0aJFQTt06FBRW6jKcN26dUGja1O1fA0t5ULLw4wbNy5oVK1HGlVnXXjhhUFbsmRJ0EaPjnUxpdVx1I8xY8YETeIxmDBhQtCof295y1uCRhWYVG1JS77QEjS0nArdh0uXLg3a5s2bgybxdSxdvoaWm6GqvlWrVuG524OkWKbTyvISpVRV4VHFHVW0lVbD0fHo3KXneP2VeQMUq2wl6RxoIxVtUXFXaW0kbRefDOX73q1HgxafPuJLU0FpvWRptV7NFUxOeLwO6GD3S7AhVevRdhJfH1zepbQ3UFPoKjxjjDHGmFOLJ1DGGGOMMTU54QQqpTQ1pfRgSmlZSmlpSulXmvrolNL9KaUVzb9jQqAxxhhjTBtS8gbqiKTfyDnPk3StpF9KKV0o6ROSHsg5z5b0QPP/xhhjjDFtzwlN5DnnLZK2NP+9L6W0TNJkSe+WdGNzszskLZT08dc61uHDh7Vp0/GR+LT0Ay1tQcuxXHzxxUEj0zYZoiU2fdPSKzfddFPQNm7cGDRaFuOCCy4IGpl0aUkOOgctBfLEE08EjQz2Ei/xsmdPXAqBlg0hQzWNH5mVyURO4/zd7343aLSUS+/7SOJxpmVJJDark+Gczk0GdDKM0/WiZW6oL/fdd1/Q6H595JFHgkbFBxIvfzN16tSg0f1J56FrS2PaPgxUXPyj1JpMtGB2lVS+LEosrihfyqV0GZiTaxjvUCx2kcqvLLWQrgK1kK526VWgcxxS/D6lh+BbL9xKVb7yVgzxRCvLwNC+A2H4uktvTTKWSxUm8pO8qM2pNJGnlGZIukzS45ImNCdXxyZZ4+ud2hhjjDGmf1I8gUopDZP0RUm/mnOOr2mq97stpfRUSukp+gnYGGNOV3o+v/Ry1QK3xpgzkaIJVEqpU43J05055y815a0ppYnNr0+UtI32zTl/Jud8Zc75Ssq7McaY05Wezy+Nc52MMeaHlFThJUmflbQs5/wXPb70VUkfbv77w5K+cvKbZ4wxxhhz+lGSRH69pJ+V9P2U0jGH9u9Iul3SXSmlj6ph+3rfiQ7U1dUVUpIHDYquLTI1P/vss0F7/vnng0ambTI1S9LLL78cNDLgUuo4pULTeSjdmra76qqrgrZgwYKgfeQjHwnal770paA999xzQZP4mlEKOiVcU2r1jh07gjZ06NCgkUF7ypQpQXvTm94UtIceeiho06bF/GEyP1OqvcSGc9JoXMgcTsnvlCa+bNmyoFFSPl1Dug4vvRRjeyltXmLz+86d0ZlJaemUME7GeTLntw8DFG25pXbeVrKeq/YtNZGXJpGX5luXWqrL9h2g+NkZoFicIpVf2VZ63Eoe+1JRwdKfRynWOmHnXonfZhrnho94qZ261CdN23FpUtm+h+O3dWVKHSdjucR1CorPSR7pwt7woiWVlFThfU+NNQyIt9Y7nTHGGGNM/8dJ5MYYY4wxNfEEyhhjjDGmJp5AGWOMMcbUpMREftI4cOCAHn/88RNuR2ngZMZesmRJ0FauXBm0s88+G89DJlgy0JJhnBKqyYC+dWt0xNF21Mbx42M2KZnA586dG7SLLrooaBKnm5M5efHixUEjAzQZr8k8vWtXdABS2jn1mYzl1I9zzz03aGT4lqTzzz8/aHPmzAnavHnzgnb4cLSUkhF827aY7PHYY48FbcWKFUGj60+Gfbr+VX2me4wKGsiETqZ2Os+MGTOCtmHDBmxP/4OSyEvpKxM5WaBbMX23crwyw3iHYnFDVYJ2qQGa/MbUQgq93qPBQTuiuMqEdAlovxClx94WNfpIQKe7Y92OJDaR0zUji3VpYjlpdIdQcjttR7UtXWQiJ61KfxW+t59VeCVehn2rUtAr8BsoY4wxxpiaeAJljDHGGFMTT6CMMcYYY2riCZQxxhhjTE361ER+8OBBLV++/DitszOmgZKJdcuWLUGjlGkyfPc+5zHIrD516tSgXXPNNUX7dnfH9FwyK1P6Ou27Zs2aoJHRuXe6u8RGZ0kaPDgaJOfPn1+0PxnBqY1kOKZxobEnozMZk8nsT+b18847L2iSdPHFFwdt4sSJQaNxoURv6t+BA9GA++CDDwaNzPkjR44MGl3XTZs2BW3y5MlBk7gvlMZPZnxKeafjUbp8+5AU04tLLbSv33hdHY/cyv6lhvHSTO+oDVR8jpcaxqtM5KXGZmo1+YMPiT4rsXCksSBHb34ySo/F54riR54N0aXubkmHX43aThiW0kO2sh2BmfaxfkA7KZ28quYk1ofxUE2DNHga/LiAh3R3xbkr8BsoY4wxxpiaeAJljDHGGFMTT6CMMcYYY2riCZQxxhhjTE361EROvPDCC0EjwyoZcjs6OoLW1RVNnZQ4LkmvvhqdeKTRMXfv3h00MoxTGjUZbck8TUZuMhLPmjUraJTULUlHjkQn35490ck3c+bMoJHpm8aFTNZkQKc+79wZ7Z/Tp08P2rve9a6g0dhR6rvExQLUbhrn0aNjGjUlztMYUII93e9039D9TsnttJ3E14KSzCmdnO4buo/pvmkfsqJpnOzKpVppyjftK5XnbbdiGI/aQMUCmgQJ4wMUiwxKDeNVJnKCekwe7XLD+KWgXR2ll8Ew/gTsSubnqrqA3lQE32cY0t1g0gYfP6aT0/WmU7/eHP4qDsN12EfXS5KeBK2wquB7vxK163Uv7BwbFEuTfojfQBljjDHG1MQTKGOMMcaYmngCZYwxxhhTE0+gjDHGGGNq0qcm8qNHjwbT8bRp08J2ZIKltG0y2pLZlUy6EpuiKdl52LDoVKP2UOI5pY6/973vDRpdBzJFkzGZ+kdGZ4lTppcuXRq0uXPnBo1S0CmJnNpN2+3fHw17CxYsKNLIBE7p8KRJbBgnKBF87dq1QVu1alXQ1q+P8bcrVqwIGiXvU8o+me737dsXNDLdS9IFF1wQtEWLFgWNzOaU8k6flXXr1uG524OjiiZTijimKGXajpzEpebuqv1Lj1maJh4/P5QmTpSmVpduJ5Wnju9T/NxK8RnLWny2SLFACIc01pLwpaYAe6LKTQ+P9264OHvBWL4VNBqD0nTyUo1KHmi7/ZBOLkk5LtiAt/aP3BO16/Up2Pl50HgFjyr8BsoYY4wxpiaeQBljjDHG1MQTKGOMMcaYmngCZYwxxhhTkz41kQ8cOFBjxow5Tps4cWLY7rnnngvakCFDgkamWjLQPvPMM9geSlLesWNH0BYvXhw0Su8myABNZnNKHR81alTQli0jJ12EzM8SG4nf8Y53FB2zuzsmC1900UVBo/TuLVu2BI2M0pSMTcUCZOKnxHhqc9W2NPbUFzLdr1wZ43OpjZREToUPdL9TQcLkyTFdef78+UGTOMW+9+ex6jw0flSoQGbz9qFLMeOaDOPxecFx1OQ4Jkt0aWx1FWQHjsccoJhAX2oYJ8iOSy2pY9ulK7FHg0EtNYeTVrgvuaJboY6bvjA6vAsu7maqKaAU87JTIKV3MWmZF1JgoH/fpVnNkX8H4t+DRpUB1fgNlDHGGGNMTTyBMsYYY4ypiSdQxhhjjDE18QTKGGOMMaYmfWoiP/vss3X55Zcf3wBI0SZjLJm2yVz89NNPFx1P4jRqMja/8ko0V86aNStoZCSm1Go6HvWF2jJ8+PCgXXPNNUGrSiInEzMZf0nbuTNaA7dujUZY6t/YsWODRkUAZO6mcdqwIZp3qX27drHTk+47MujT+G3fvr2ojZS0ToZxMs7T9aLCAEoxp/NK5cUQdN8NGBB/1so5B63qercHXYrGbzKdkhaT6gdoddA6IVq5Koy61HNMJu1SgzdBd9dRRefvAHEBRwlVxnIyJx9R/KyUm8PjcxxTx/fEZ1Wxt7+OObyU0uhwMpbDdhvjggbaHx8txUUAe2Fm0XUObEjfpqqc6jSk1D84z4i7YrHaN/R7QbtesUCIzeYN/AbKGGOMMaYmnkAZY4wxxtTEEyhjjDHGmJp4AmWMMcYYU5M+NZEPGzZMb3rTm47TVq+ORsqpU6Nb7NFHHw0aGYGvuOKKoK1btw7bs3fv3qCtWbMmaJQIToZxMvmSIZcM49QW2o4gMy8ZnavOc/311wdt8OCY7kv7khGcUqvJlH7OOdHtd/To0aCRYZzM2Bs3bgxalZmeEsZpf+oz3Q+0Hd0PlIxOKfTUPjJyk8m9KiWfxoBM+52dnUGj/tFYzZgxA8/dHnQr2pjJSUxW594J5tJQMIzX8dSW+ohLITMw9YS2A79xS+etMpF3Y+p46VVrIYk8Dh83sjAh/KQ7+6u2LTxPN9zGO1rp3wTQSm/Yqj7TeeLiCjh8++CYN3w5ah/ez6s4VOE3UMYYY4wxNfEEyhhjjDGmJp5AGWOMMcbUxBMoY4wxxpia9KmJPOccDM/TpkXHF6UrX3jhhUEbP3580Mh8W2Ukfuqpp4J28cUXB43SlSmBm8y7VYbe3lCSdSnf+c53gkbXQWLzOxmyX3311aBNnBjTXClF+/zzY5IvmfOXLo2pr2ScX758edCGDo3uwSFDhgStoyMmJEvSvn0xerd3Sr4kfetb3woaJa3T+JHBnhLsX3opOlTpHGRAp3t7/nw2QtIY0PUhU/tFF10UNCqQoPumfTiq6MCNJvxS5y55ZcmjW+WppW3JU1vq0y31MLPZvCx1vJW0c0k6oriSgkQR1+eCVmg2747FH5Wu9t7QAJSayImq7ah7rVQV0AUvvSFKzd2lN1MVrVRIQOB8fnvU/vFB2Pfl6sP6DZQxxhhjTE08gTLGGGOMqYknUMYYY4wxNTnhBCqlNCSl9ERKaXFKaWlK6Q+b+uiU0v0ppRXNv+kX0cYYY4wxbUeJifyQpB/JOe9PKXVK+l5K6RuSfkLSAznn21NKn5D0CUkff60DDR8+XG95y1uO01atWhW227kz5t+SRkbiKVOmBI2M0xKbnckM/PTTTweNEpfJjE0GdEqEnjRpUtDISExp2XSOhQsXBk1i0z6ZiyklfPjw4UGjtG0qAiADNKVbr1ixImgjRkTj6P790fV42WWXFZ1XYoM3macvueSSoA0aFN2MlPxORnVq9/Tp04vaR4nzZJx/+WV2PVKBRGl7Nm/eHDRKLKfPVPswQNHJGq9Bqdu11WDm0jOT2Zw0otS320IINmqcOC6xY5kc1fTzPO0LV6LUUE3QhSg1VNOAVg0UpG2LPnq0P/UvLvbA6eu0byvVEHRdqyoIWqlyoNuBruHVoN1T0R4VvIHKDY51qbP5J0t6t6Q7mvodkt5zomMZY4wxxrQDRR6olFJHSmmRpG2S7s85Py5pQs55iyQ1/46ZAsYYY4wxbUjRBCrn3J1zvlTSFElXp5RiKEwFKaXbUkpPpZSeqvrVgjHGnI70fH7p5fgrZ2PMmUutKryc825JCyXdKmlrSmmiJDX/jgmIjX0+k3O+Mud8JYUuGmPM6UrP55fGUYijMeZM5YQm8pTSOEldOefdKaWzJN0s6VOSvirpw5Jub/79lRMd68iRI8FsS2ZZMg2TofrAgQNBIyNwVSo3mY7JFE2m2s9//vNBO3r0aFEbCUosHzw4GimHDYvuPNLI6CxJ69evDxq1kd4WklGaDPGUjr1ly5ai7cj0Teb8qVOnFp1jwAD+GYFM8qNGjQoaFRXQ/UTbkWmbzksJ7y+88ELQ6D6k5G8ylkv82ZgzZ07Q6JrdcMMNQXv++eeDRsUV7UNSdK22agV//bRiGG+l1aSRRzeu1SDFUiD2KnPiuCTFzz27gclYPgE0MJaTibnsMV7O6689qN6WPPLj4rNTr8K3/VJ3fykn/3ZnSk3tpdeLbq/XoKQKb6KkO1JKHWq8sbor5/y1lNKjku5KKX1U0npJ76t3amOMMcaY/skJJ1A55+ckhVc1Oecdkt56KhpljDHGGHM64yRyY4wxxpiaeAJljDHGGFMTT6CMMcYYY2pSYiI/aezevVtf+crxxXpUvXTdddcFjSqDaNkIqkCic0jSuedSpUaEqruojUuWLAnatm0x3YGqDKkKjyrcqOqKluOoA52Hlu7o6OgIGlXDUXvGjBkTNBpTWi6GKtdeeinW7lx55ZVBo8rIqnPT0kDnnXde0KjCce3atUGja0NVhlSJumDBgqBRDEidbDXa/4ILLggaVevNmzev6BxULXvm8fpLmkpXApH6prqulYKm0uVi1io+V6RZFVtfCFpcbkmi+xWO+XKsui5ewqSVJV8IqvSrOl4spq644PAtvi8KR0uvQ52PSivf5kpLR6k68jXwGyhjjDHGmJp4AmWMMcYYUxNPoIwxxhhjauIJlDHGGGNMTfrURH748GFt3LjxOI2MyV//+teDdvnllwdt9erVQSODLy3ZIknLly8PGpl8yVw8YUJcFoCWXrnkkmhwvP/++7E9vaFrQybyzs7ofKNlPyRp5cqVQaMlWmhZk5xz0Lq6uor2pXGhdpM2e/bsoNEyMGTEJ01igzcZ2GmZlYMHDwaNCgPItE2FDwMHxo8hmcPJ8E33MC3PUgVdB1pG5t577w0aGfSrls5pD7Kiw3UXbBfdwJ3ggCXjNflaaTupfNkW0lpZSYTaSNB5yR/8OC678rGKo94SpT2To0ZGcBoqMibTejOlJvKTveRLneORsZwGuqx2iqEBpOtVSvz20Tqlhni6QWlVoNegnZ92xhhjjDGnBE+gjDHGGGNq4gmUMcYYY0xNPIEyxhhjjKlJn5vI16xZc5xWalZevHhx0CjBeezYsUWaxAbvTZs2BY3MwHRMMvRSEvncuXODtmtXdDju3bs3aGSyXr8+ugfJLC6xGZ8gMzAlss+cOTNoNC6UJk7jTCZrMs6fddZZQbvhhhuCtmrVqqBJbGqncSaDN6WEU/EB7Uup+HQv0TUkw/6MGTOCRiZwiceA2v3MM88Ebfz48UEj0/26devw3O3BEUXHLLmV4+dxrOJ1jvZ99rBWmcjJF1tqDm/FZ3vy+d0ofe7nedNlhYcs7WBp8vTJNjvTeekcVc5+2pZM7WScL3X30/Hocfp84XlL08CrTO70QaCY/tKo/NIP4GvgN1DGGGOMMTXxBMoYY4wxpiaeQBljjDHG1MQTKGOMMcaYmvSpibyrqyuYqsm0TUZiMqdeffXVQSMj8GOPPYbtuemmm4I2eXJMtX3++eiSe8tb3hI0SmZ+5ZVXgkYGZtqXtiOzORl8hwwZEjRJOnLkSNDIyE/mYjJp07k3bNgQNDKbk6F9x44dQRs5cmTQqKiArteFF14YtKpjXnHFFUEjgz7dn3RdKZ2c+jdsWHR1kkbp5I8//njQqtLAly5dGjQysJNpn643FTRQn9uHMhP5YMVn2iw4GvlVyT9blfxdmhzeiom89BzkNyZfMnrA1/wfUbu74kRbCxtERunSmPdS53wrRvVWLnYVJ/uYNFifjtJ8WOyBvN00dOviY1iK39YbxJqv8jGlDxZ9AMfxyhVV+A2UMcYYY0xNPIEyxhhjjKmJJ1DGGGOMMTXxBMoYY4wxpiZ9nkTe2wxO5ltKcN69e3fQyPy8efPmoJHRWWLT8Z490URGac+rV68OGpmLKQl76NBosRs9OjrfKImcTO6UEF5lJJ4+fXrQ9u+PFtCpU2NM67XXXhs0ShOfNi268wYPHhy0rVujrZDM3WSo/tjHPhY0Guenn346aJJ05ZVXFrWHxpnS5ekavvRSNBjTWNHxzjvvvKCRkTulFLTt27cHTZJ27uxtgOZ2U2I5pZtTGjyNfftwRNEKGz/fZBin0GPytU4ArcrT3BcmcqLUME6m4aWKxSSKt7V0oMWTl25H0HY0CHTByD1dum8daH+6oUpvPAjU7/ijqH3yYNnh6PLHchzpYfBsP7EINpS4L/FbLl/v0nHBllfjN1DGGGOMMTXxBMoYY4wxpiaeQBljjDHG1MQTKGOMMcaYmvSpifzo0aPBtEpGVDL+kql2yZIlQbvooouCRkbZqv3PPvvsoJGpdvbs2UGjVGhqD5nkV65cGTQyAy9aFB12N954Y9DIDF+lk7F8/vz5QaN0cjLYjxkzJmiUtE79I/P7ggULgkbmfEoNP/dcsjjyPTZ8+PAi7cCB6HCl5PeOjo6gkSGerjVdG0p4X7hwYdDofpX4s0bm/ueeey5olFhO5vcVK1bguduDLvV221LqOPlayVpPhnEKUa7yG7diIi+F/NSkxfIEKT7RJOknowQG5lqUmsOpkaWUuu7JmFxnUEu3o/OQyXpyXL1AejhKM+MgvHwwJsSXjj0NKV2GLtA2UJMlbSkdv5aqJup9WvwGyhhjjDGmJp5AGWOMMcbUxBMoY4wxxpiaeAJljDHGGFOTPjWR55xD8jglKU+YEO2VtN2hQ4eCRunPVUnkjzzySNDI9L1jx46gkRmYjLZTpkwJGqV3d3VFO93hw9GyR6btXbt2BW3OnDlBk6S5c+ei3pu3ve1tQXvxxReDRsbyl1+OLkBKjV+7dm3QyAD90EMPBY0M0WTOJ+O1pJCIL3EyPY0fJXqTEZ8KEsjUTmZzSmQnkzy1he4vie9Pug50v1OC+sGDMZaYxqB9OKTeyeMXwlalSeRkqq0TWl1qd+0s3I4MvaUh3/EJJC3Ds9xUdsBWoWO24qYv3ZcGsFQjqgaPbp7JVDj0xaAM1K8GbX93/F46WLSKQ9z3HMWCqmFwwegS0jDNA02StlC0PVFqGKebO35beU38BsoYY4wxpiaeQBljjDHG1MQTKGOMMcaYmngCZYwxxhhTkz53fPY2zFICN6VRT50abZiU1vzKK68EbdKkSdgW2paMtiNGjCjSKIGbtiMD9MyZM4NGhuNly6I1k4zX559PecjStGkxE3nv3r1BIwM7tZGgtHQag927dweNDOiU/E2GbzJt0z0isan9ySefLDr3LbfcErShQ4cGjczhVCBB1/+LX4zmz8ceeyxoZPgmY7nEhnG6P+lzQYZ/uoZU7NEuJL2qgXr+OO0q2I4+eZSHX2oYLzWBV+1f6n8u9XKT95aSp1cpfibwipEDvSpdvDR1vNT9ThrtS10p3fdUmNfJRK743JX+NCj/VWAY/w4d7+9Bi2UTg6D8YLLiyiHDFJ81RCyVafDt0sR6GqviD0bpDdbAb6CMMcYYY2riCZQxxhhjTE08gTLGGGOMqUnxBCql1JFSejal9LXm/0enlO5PKa1o/s1LwBtjjDHGtBl1TOS/oka47DEn2CckPZBzvj2l9Inm/z/+Wgfo7u7Wnj3Hp6X2TiaX2AxMZl4yWVMSMhltJWnIkCFBW7JkSdDIWE7GX0r/plToyZMnF21Hpt/zzovmPDKlX3HFFUGT+DpS/yhh/IUXXggamb4feOCBoN1///1Bo3bTWNE9Qu2j9G5qcxWU6E70voerzjNvXszUpetFff72t79dtC9dh6r0dTK6U3I/fa4okZ3aQ0n5tF1/5BxJt+r46x3LCaRYJlDuI67jNy71xZaGXpfaZ8nkS/7eo3pTFDeNixrVPNQxkRdq6VXYDrRMx6OLSJUBpUb1VpPIcf+vBeXXtSZoH6b+xVoujgRf9mBFg45nANwR50Ae/zWKhUmHFb//S9Jfxa7oEJnpaVwmx+8hEj0nqyzsTNEbqJTSFEnv0PG2/HdLuqP57zskvafWmY0xxhhj+imlv8L7K0m/JeloD21CznmLJDX/5gXnjDHGGGPajBNOoFJKPy5pW86ZVhY8ISml21JKT6WUnqpa5NQYY05Hej6/DrbHbyKNMSeJEg/U9ZLelVJ6u6QhkkaklD4naWtKaWLOeUtKaaKkbbRzzvkzkj4jSR0dHZ5BGWP6DT2fX2OuTH5+GWN+wAknUDnn35b025KUUrpR0m/mnD+UUvp/JX1Y0u3Nv79yomN1dHRo2LDj3W9k5N62Lc7Fjh49GrTx4+NvDVetWhU0Su+WpGuvvTZolK5Mplw699y5c4NGqdCU6E3pz9TnwYMHB42S20mTOBGcUqbHjYtmTzIDkwmZTPKbN28OGl1X0qgt1D/qR+/77Rg0LqTROJNhfPjw4UGjYghKIn/22WeDtn9/dJ7S/UBFAVXQvb1p06agUYEE9e/gwYNBe/VVcuq2BzOfHqo706XHi0seDtsdgcD+7vix1ZEYVF+LQWAG7ohDogF0ixQam0dPV1ev1wAADtxJREFUjBpZb7lsASz29CgmEzmH6bdkIh8APmLSyG6cqT3knCcDMzn7yfxcJ0a+I36/mK4/C9rtcB0674Xj0bjguSntvNSVHjs9ELSbwGwuSV/Re4N2602w4bgXQSRz+GLQ4moUr0UrOVC3S3pbSmmFpLc1/2+MMcYY0/bUWgsv57xQ0sLmv3dIeuvJb5IxxhhjzOmNk8iNMcYYY2riCZQxxhhjTE1q/QqvVY4ePapDhw4dp1WlhPfmnHPiSjFkNidT8wUXXFDYQmnx4mgsu+yyy4JGac0vvhjNaxMnRhfm8uXLg0bmYkoT37dvX9DIcFyV/vyNb3wjaFu3bg0aGY4ff/zxoFGaOKVjk7l/zJgxQZs/f37QHnnkkaCNGDEiaHQvVV2Hw4ej8bH3vSlJu3fvDtp3v/vdoNEYkPH6yiuvxPb0hu4bSqan+6EKGudSyBBP5y79PPdPpkn62+Oliz4Qthp4fXTkDjw/Hm3wNDgFLYhVZSQm7y6Zwylgn7YDhoKf9yc/EbX3DwLnvH4ySuTlrdO+UhM5UGoiHwhG/C4ykdPHqTTIujTtvLJv8aZYGxcvkCg4nPzdVAVAfR4KGx6gRj4PWiGdFSUJ10ftNgi2/4zeDnvHG2qAYjLTPMWKi6XYmmPHMMYYY4wxtfAEyhhjjDGmJp5AGWOMMcbUxBMoY4wxxpia9KmJvLu7+3WbTMn0W5p6TOndEqdeU1L3rl3R5UjblaaqX3LJJUEbO3YstrE3HR0xvvhb3/pW0Do7O3F/MniXmvEHDoy3C6Vyk7Gcxo9MzWvWrAkaraG4fn10a44cOTJoGzduDJrECeN0bfbs2VPUHjJUDx06NGjbt28PGhVI0DmmTJlSdA5KF5ekI0eiY5bM6mS8p7GaNWtW0FauJIdqu9ApqXexx2fiZg+D6/vhOE7sDqfYcIq8lsod2YUua3QxR/f783/wrrjZH8OuHwPtKtAoELoqibwU2P9orBHREIodB+0o1Gp00+WvMvz3ptREXjH0+d/+tyjSLVZ67q7Cfenbyjngpqe+kEaJ7FRIIUnxcaO/i3VNOvearwft7sLmUAa6TeTGGGOMMScRT6CMMcYYY2riCZQxxhhjTE08gTLGGGOMqYknUMYYY4wxNenTKryBAwdq9OjjbfdUAUZQlRNVJVFlXlUV3uzZs4NGVVe92yxJW7ZsCRpVdpFWWnG3ZMmSoM2YMSNoN998c9BoyRZJ6uqK5RbjxsU8fLqOzzzzTNAGDYplJ1TFRUuv0NIkR48eDVrp8jW0HVXmVbWRKisJGtN58+YFjcb56quvDhotVUPVcVTBR2NXVelKS9VQtSVVABJUcUcVhVTF2h/J6tARHX8/HVUcz11QikVFZaSV1stJ5YVOpBG0egoVyH2adqZqsXGxolbjfjlI1/x1rJq6ic4hLjSjwre40BYXAM6DKi5d+69B+uDB9wbtPih23VG61AwNPlTCffoe2E4SjswBump17qjeQCNL17RppeKu6oalGxSWqvm9i6P2UlyJSnHBpfrFn34DZYwxxhhTE0+gjDHGGGNq4gmUMcYYY0xNPIEyxhhjjKlJny/lQibtEmjJipQSnqNkX4mXtrjqqmg1HDAgzjNvuOGGoF100UV4npLzkpl3woTey0ZIK1asCBoZd6sM0WTmJgP0Zz/72aCRKZqMydQ/MkCT6ZtM7sOHDw8aLVVDxveq+63U7EzL81BRwrRp04JGY0DLB1H/zj8/LqFBpntaXocM8hIb70mjzxCN/YEDcdmR3bt347nbgSMaoB0CN2ovyOtaqpHdnrarQ+nqImSgfRi078W6BekWOiLtHc3P8SlXvZpH/JSxYZz2p+2OgOF44PL3Be1OchyDm/7Bb8YCjPfBx3EH1LbcBo+qf09LBUlic3jVVSuB1nIpvHP2g4mcblo6HHWjquaElpGB4oWBMNCHPxK1RxWf40dE3zehGKKJ30AZY4wxxtTEEyhjjDHGmJp4AmWMMcYYUxNPoIwxxhhjatKnJvIBAwZo2LDjY0YpcXnt2rVBI4PwWWedFbQFCxYEjQy+EhtwL7jggqCRYZlMyHQ8Mko/9thjQaN060suuSRolBJNydNVhnZKfqfE8/e+Nybvfuc73wnaxo0bg0bGa0pu37t3b9G+pWn1o0aNCtrBgwdx21LDOCWtk0meDONUvEDnJSM+tZvuJWrfpk0QkVyxLRnGp0+fHjQysNN2VNhBn+f+yGFJ63tps2A7ClyuOl6JVmUiJ700d5q2AyuwVtHOMXydY77D1eIzl14HiX3I5C2mMOtSMz1uOBW0X4rSTbfE+3/73bDvwr8DkXpN7vWqbUt7SPvSVaTjwd3dFQtetAHunNKY7+KBqtgWBv/uj0TtiH4fdqZqiCsrT+83UMYYY4wxNfEEyhhjjDGmJp5AGWOMMcbUxBMoY4wxxpia9HkSeW/DMxmgR4+ORrXZs2cHjRKhKb37wgsvxPaQOfm6664L2ve///2gzZkzJ2jLly8PGiVrkwl51apoulu2LBoIqc/z588PGhmiq/TLL788aGRspv7RdpSETaZ7MueTKZ2gcaa2kHFakkaOjFHAdG127ozOR9qX0uoplXvr1mjVpQIJKnyYMmVK0B566KGgTZ1KjldOQR83LsZK0/1JkLG8ncmK9tvheiVsN1BxPIcqps0PAwcsBCvXopXUcl6voXDDcZT4H59pgxWfDWT4Jq1KJ9M+aYPAOz2g7FZnKPibqgreD9qwX4za126CDSmnvQ6lZQUEDXShsZwy4w8UlgvEBQ6qt6U7/r543+3Q/4rbrXlP1B6sOjfjN1DGGGOMMTXxBMoYY4wxpiaeQBljjDHG1MQTKGOMMcaYmvSpiTylFIy6Y8eODdtRCjOljk+ePLlou6o0ajJP07azZkVn4CuvRPPoww8/HDQyka9fHxN6yRxOqeNkdB4zZkzQOjo6giax2XnmzJlBe+mlaGel5GlKMadEdioMoHRyMmjv2RMNqmTGrgONy9GjR4v2pfR8KkggM/2IESOCRp+BlStXBo2uA6WdV/WDiilonOkzREnr1B66j8mI3x/pUDQxD1QsrKDI5UFgf54ABuGREHk9qOLnXLLzVvpve0G506XneBbDsZ8ALT4PL4WtyHd9bkV7yLdNFuazY8C+OuDbwAC6YK34rguTscljzcntVSZyOlEr6eREqb2/NPe9NGe/TvY+DOAuiMX/aTCMU3Ninc1r4jdQxhhjjDE18QTKGGOMMaYmnkAZY4wxxtTEEyhjjDHGmJr0qYm8s7MTE6R7QyZkMneTkfu8884LGiV1S2ye3rdvX9DI5EupzpQeTWnU9957b9C2b98eNDJU0/Xr7o6Oyao+33RTTLtdunQpbtubq66K5jwyEi9atChoK1asCBolZpMpnRK4SxPLqyCzM6XiU1I3mchpu/37o+mR0tIp0fvxxx8PGt2b1A/aTuLPCxnGycBOnwH6nNJ27WIiHyJprnob9Mk8Tc5kSnWOVukhYJSdrfickqTROjtodKXJ4jsRE9Rj0cM7wQz8W9+P9/9o/VjQ/o3icwnsvboEtPNBk9h7PRrMwGgYj3UjrRnGSyk+R2FStyQ2aZ9swzjZ82mVAxqVUhM53bFVz4tdoJGxPH6Pu+yuuBVZ9ukqvNZ6C34DZYwxxhhTE0+gjDHGGGNq4gmUMcYYY0xNPIEyxhhjjKlJorTrU3aylF5Ww5M1VlJ0TfdP3JfTk3bpSzv0Y3rOObrs+xk9nl9Se4zLMdqlL+3SD8l9OZ2ofH716QTqBydN6amc85V9fuJTgPtyetIufWmXfrQb7TQu7dKXdumH5L70F/wrPGOMMcaYmngCZYwxxhhTkzdqAvWZN+i8pwL35fSkXfrSLv1oN9ppXNqlL+3SD8l96Re8IR4oY4wxxpj+jH+FZ4wxxhhTkz6fQKWUbk0pvZhSWplS+kRfn78VUkr/kFLallJa0kMbnVK6P6W0ovn3OW9kG0tIKU1NKT2YUlqWUlqaUvqVpt4f+zIkpfRESmlxsy9/2NT7XV8kKaXUkVJ6NqX0teb/+2U/2hU/v04P2uUZ1m7PL+nMeob16QQqpdQh6dOSfkzShZLen1K6sC/b0CL/KOnWXtonJD2Qc54t6YHm/093jkj6jZzzPEnXSvql5jj0x74ckvQjOedLJF0q6daU0rXqn32RpF+RtKzH//trP9oOP79OK9rlGdZuzy/pDHqG9fUbqKslrcw5r845H5b0eUnv7uM2vG5yzg8pLhX9bkl3NP99h6T39GmjXgc55y0552ea/96nxs0+Wf2zLznnfGxJ7s7mn6x+2JeU0hRJ75D09z3kftePNsbPr9OEdnmGtdPzSzrznmF9PYGaLGlDj/9vbGr9mQk55y1S40Mtafwb3J5apJRmSLpM0uPqp31pvjJeJGmbpPtzzv21L38l6bckHe2h9cd+tCt+fp2G9PdnWBs9v6Qz7BnW1xOoBJrLAN8gUkrDJH1R0q/mnPe+0e15veScu3POl0qaIunqlNJFb3Sb6pJS+nFJ23LOT7/RbTGV+Pl1mtEOz7B2eH5JZ+YzrK8nUBslTe3x/ymSNvdxG042W1NKEyWp+fe2N7g9RaSUOtV48NyZc/5SU+6XfTlGznm3pIVq+Dz6W1+ul/SulNJaNX419CMppc+p//WjnfHz6zSi3Z5h/fz5JZ2Bz7C+nkA9KWl2SmlmSmmQpJ+R9NU+bsPJ5quSPtz894clfeUNbEsRKaUk6bOSluWc/6LHl/pjX8allEY1/32WpJslvaB+1pec82/nnKfknGeo8bn4ds75Q+pn/Whz/Pw6TWiXZ1i7PL+kM/QZlnPu0z+S3i5puaRVkv7vvj5/i23/F0lbJHWp8dPoRyWNUaOyYEXz79FvdDsL+vFmNX718JykRc0/b++nfVkg6dlmX5ZI+v2m3u/60qNPN0r6Wn/vRzv+8fPr9PjTLs+wdnx+Ndt/RjzDnERujDHGGFMTJ5EbY4wxxtTEEyhjjDHGmJp4AmWMMcYYUxNPoIwxxhhjauIJlDHGGGNMTTyBMsYYY4ypiSdQxhhjjDE18QTKGGOMMaYm/xt+brwuXSjb9QAAAABJRU5ErkJggg==\n", "text/plain": [ "<Figure size 720x360 with 2 Axes>" ] @@ -115,19 +164,21 @@ } ], "source": [ - "## READ THE IMAGE\n", - "filename = './structure_tensor_master/example_data_2D/drawn_fibres_B.png'; # path of your image\n", + "## RUN THE STRUCTURE TENSOR\n", + "\n", + "# Read the image\n", + "filename = './structure_tensor/example_data_2D/drawn_fibres_B.png'; # path of your image\n", "image = skimage.io.imread(filename) # read\n", "print(f'The image has a shape {image.shape}, i.e. {image.size} pixels.') # print image dimensions\n", "\n", - "## RUN THE STRUCTURE TENSOR\n", "# Initialise parameters\n", "sigma = 0.5 \n", "rho = 2 \n", "\n", + "# Compute the structure tensor\n", "### USER INPUT HERE ### (≈ 2 lines of code)\n", - "S = st2d.structure_tensor(image, sigma, rho) # compute structure tensor matrix S\n", - "val, vec = st2d.eig_special(S) # compute dominant orientation vector (vec) and principal orientation weights (val)\n", + "S = st2d.structure_tensor(image, sigma, rho) # compute structure tensor matrix S\n", + "val, vec = st2d.eig_special(S) # compute dominant orientation vector (vec) and principal orientation weights (val)\n", "### END USER INPUT ### \n", "\n", "print(f'Structure tensor information is carried in a {S.shape} array.')\n", @@ -139,7 +190,7 @@ "orientation_image = angle.reshape(image.shape) # shape as an image\n", "### END USER INPUT ### \n", "\n", - "## VISUALISE THE RESULTS\n", + "# Visualise the results\n", "figsize = (10,5)\n", "fig, ax = plt.subplots(1, 2, figsize=figsize, sharex=True, sharey=True)\n", "\n", @@ -156,19 +207,21 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Now, it may be more interesting to actually visualise the orientations overlaid on the image, so it is easier to correlate the angles with the structures. \n", + "With the structure tensor, we get an orientation value for every pixel, but actually, we are only interested in the orientations of the fibres.\n", + "\n", + "Because the fibres in this image are bright and the background is dark, the orientations can be overlaid on the image by multiplying the image pixels by the orientation values (see below). \n", "\n", - "We use the function st2d.plot_orientations() to the visualise the orientations as vectors.\n" + "We will also use the function `st2d.plot_orientations()` to the visualise the orientations as vectors." ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": 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I/ouxoP9C8F+EhWAwL+i/iAgBVLmw3LYD2dPnHON0uvAamZmQrBN5/h+RF/HcGgL4l5OTWMBi6YSfQW76g5fTrFgIRM4krxgaYvXkJBEzCMFgMBgMz0FOJ4CSGhelLrq3K6U2KaU2ZdorgC3AC3I1111ElLsur52aAmCx0Dpzpmju6eGSQ4cAKJrDAKoileI9nZ0AJoAyXNTk8l8Gg8FwOgFUJzMnCWzCS80+A631V7XWa7XWazPtPwPCwHrH4UuOQ+VF/CC+PRaj0D++dsfBmqNjvenxx499n8sA6u86Oynzu5NMAGW4mMnlvwwGg+F0etGeBBYppVrx5sT5c7xZmmeFBj6FN0PjHa7LK1yX9wHfzrG8pP2RtCidfstIJpImJxeSJksS5ebSmQS2pzU3xuMcCYVoSKcJAfrIEQ5nLSdpqiTNSm1tbcBWXl5OY2cnhVrj2DaW61IwMCCuL+mEJNH+kSPBbt9oNMqlU1M0xDxVRhiIuG5ANxaPB6fIk/Rc+/btC9gk/ZtEpqhZaU0hMCmck6GhoHYBoKSkJGArKgoKBqTzcvTo0YCttLQ0YJOuEalupHNyyG9JzEQScpeVBTUzuQTf2YMNQD5mSds05begZjJv3ryAraenZ8b/km7rYiIpHZ7gVQsEWUZ90KXRORS8ZyVNTi5sQe8krZ1LVxUkeC0dFnRDkmR4VNAh1RK8T8oF22iOR1MxwUqzCd5nRwi+QEYFfZgkDo8Lsu82GgK2fcH2AuqQNJcDAYulg/UaSwbP1FCOR1dxc9A2YQf3PZEXvL879gpTmErvwWnhGaeEdYuC/ouuoP8iLPilUmG6zlwDVgqC/otyQeQlqfFTQf9FU1B7R0/Qtx+PU26B0lo7eJMG/gZvstYfaq13nMw27saLvACqgY8AbzjVAp2nuMCtVVUcsG322zZ/Ul09J7MmdjU0cM/tt2M7Do9efTU7LrtsDvYC2woK+Pv6esLAt8vL2Z9jlNtcEgGuTKf5+1SK+xIJfpNMkkNrecFRlE5Tm2PQg8FgMBjOH05Lx621/hXwq1NdP4k3tfWn/f8PAPcBs2uDODvka02T69IANGpNg9ZsU4oHZ7l+2n+bb3YcDto2u8Jhek6wzilhWdT6IxV7GhromKMACuBqv2Xlp6WlPHOWuvBs4J/wpvG+DMj3g4yDSvGSvDyGpKGr5ytaMy+dZmEySVsyyZLRUVricVoTCcZDId69cOG5LqHBYDAYTsA5Hwj3VeDNwOf9798CPqA1+lw+ELXmw67LX7luYIDtp0MhNsw2x4WP0pqmdJr1wvDwM0ltXx8A/UI335nkqliMoVCI3Xl5OMIQ/LnAAf4P+Gc41trUBbwsEqHnQgqefP4kGuXOoaEZN+DWoiL+trWVcaFL1WAwGAznF+fcU0eBm4GjwDzgo8D42Bj/PsscOnOBDexWakZvexx4ZzjMvScZPAHUui75wJE5fjDW9vWRCocZqaxE6C0+IyituWpykkeLis5akGsD78Lr4p3O0tEPvDwvj6OzTPB4MlS6Lm+MxegJhRgCem2bnlCIqTO0r5ZUikXJ5AzZwcbSUt7f0kL8DB9PYTqNoxTJOagng8FgeC5zVgOocDh8LLHkND09PUzLtv4NbyjfX0WjHE2n+UpGskNJEC3ZpMSHIyMjsypfPfBu1+WOdJp6YBgoxGvpeCWwKZWSE3f5SAJvpRTNvpC2w7ZRSlFZGUwSN9ss2tLxTa87r6+P/tpalG2LZQEYGxsL2KQEoJItHo+zIpmkwnXZEA4Tj8dFgf74eDCj24mytOcq343pNB8HlgHrgb8DHgJuDofZ7W342LKSUF1KzAmyEHy6zmKWxcp0mg9MTkLGsYwqxe8iET5UXEx/1vmSrsVsAfqyVIr3p9NcPzJCWil+X1HBjSMj/KKqirsWLCCt1DExbmtra2B7kiA7W7QNM4XlpY7Dvbt2EbMsDpWUcLCwkINFRRwoLKQnP18MgqdisUA2XykhaXPzs0rWG3fsIN9x2DJvHnsrKkj6Lwu5RPwXJGELqrNEzD3B+0S64iYFPe6oNA6lQgh0R2YvIk8LslYp4aZErSDQVoK6uFIQqkvZzsNCWSoEBaglLFeb4xVwTBB9SwlAJVtcsEkZy8cJCqUdhASLgq0XITGkwJRQhxQE/ddUSPZfA0eF9JyVwjYnhIssLcguUkKSyrTQWJAXFNOLqdYrgv6LiDDiYlwQtJQLwnKAyuqgTbo1hAEv1Avi/oXC9gQTB4MJWKc55y1Q2bwLaA6HuSsWo1cpfjbH3V4A1wLvBv4UCKfTrFOK94RC9CvFpxyHV2p9WrqlBdMB1Cm0Xs0arant62PX8uVztw/gGv/ifFjI5H0mWey6/EcqxUtdl0PAq4D7/d+uB/bOskWlwHWP23JUrTWrtGYVcMXICJekUixynIB72xcK8amiIn6el3cSY6I8npdM8p6JCW5MJIgrxQ9qa/leXR0K6IlE+Hxjozz9QAbzYzHmTU7yByH4nqbIdWlwHNrHxpiXTHqfVApXKVoTCVoTCV7sLxu3LH46bx7fam4mZttUJJPcMDDA5aOj/H1LC6njlMd2XYoch9rxcQpSKQqTScKuy21bt3Ib4CjFgfJydlVWsv4k68pgMBguFM67ACoN/GVxMT8dH+e98TgDSvGYMI3E6VIM3I43kd9twBjwReDr4TD7/AdujdbcGA4zdpqjoqpcl17L4ugcBlAlY2NMFhbSN8s0AKdKm+Oww7bpmaPuyHKt+UAqxcvSaWqBD9k2n3RmvkM/AyccyViSTvOWoSFqJib46/JyLK1pS6e5JJViuePQnk6jteZlGesMJRLssG02FhUxaln8UzTKYcvi00VF3J+ff2xAgDj/UjZac3UiwZsnJ7kpkWBSKT5bXMwvFy5k1G95U1rz+aamnJtQWnPZyAiv6uzkipERPtnezsrxcWoTCer8T/nYGPWOw3AoxNVZb14uMBgOzwiG+vLyuL++nl/U1ZGwLF44PMxN/f1cNjKCDewtKuJd3d0Up9MUp9OUOA7F6TSlwHA4zLJolLwTJL+1tWbJyAhliQScg1GaBoPBcDY47wIogJhSvK64mB9Ho9w9OcnLLIvHTmN7fwb8yP++FK+V681AKfA08JfA94FJIC+jtWLgDGl8lqZShPG6huaKur4+qoaHGZjDACrfdXnF5CT3CHmLTpeQ1vyF6/KhZJJK4LO2zf/YNr1KkTiJPF6F6TRvHB7mLUNDlLouO22bXw0NsTSVOtZBkcabBXuDUnxQKZ4GnlaKdG3tsZag6+Nx/rGsjO9HIjgnuA4iWlOkNaOWBVpzYzLJ305OstZxGLQsPlJayn0FBUQti4aMgCKXhqwgneaVXV3c1tVFc0ZQdGfWXH0xy6I7FKLbtnkmL48/FhTQbduMl5XRG4nQHw6Tsize19HB4qkp7m9q4pGqKiyteW1XF2/o7KQ4q1tw8eQkCycnmQiFmAiFiNo2E6EQo3l59OXlcaCkhAnbZjIUIr+ujlg4zFQkQp7j8J7f/56JcJhHGxr4/fz57K6shA0bZnXeDAaD4ULjvAygAIZCId5SUsKD4+PcF41yBV7q85NBac0H43HuwHtovhuv+yeF1x30BeDhM1pqmfnpNEfmsvsOqPUnBO6fwwDq8kSCPM5M912R1rwinebuUIgXuy6fSqdZoTWPWRZ3hsNsOclgs1Br7hgc5I6hISoygoKFjsPWcJh7CgvZadvsCIfZa9t0CNqc2oyAZp1/jCdKwlrkunxnfJyPFxfTnEzynliM5Y5Dt2Xx/0pLuaewkKmTCMRrkkne2d3N82IxGrJalB6urOSBujr6/GAmatv0CBNBl2UlCb27tpaevLxjiTTTSnH3/Pn8uraWVePjxz5tk5N05efz6mXLcLLqX0oUmqmBWt7dzf+86EVsKCkhNcfXusFgMJwPnNUAKpVK0e/nKpqmvb09sNx01uM+4C2RCPcNDvIg8EK8rrZppMzK04LxYrxEnbf69vvx5pn5CF66hFyapoQwLF/Kgi5l784+NvBE3/MdhydDoWPHJQmqJyaC4sOlS5cGbFLm6crKSuaPjDBRVkbB/PkUAPk5ghxJHC6JvqXjuwEv+Nw9bx4V/kNy165dgeVSgtA+MwN3HnAvUBAO82qluMlx6LQs3lFayi8KCkApMsdgSqJ7ndGNZmnNn01NUROLsSkSYV46zTzHocav538uLWVnVleSJLKfbcb66XNQ6Th8o6eHFakUl4yNUe26HLZt3l9ZyU+Ki6lrbg7kL160aFFge9nXzVebm0mlUuQ5DgsmJ2mZmKA1GqUqlWJPUxMJ/9yUACtXrQpsTzr3i4Gurq6AfWs8zlb/e2EqxdLhYa6dP5/BrCDshS98YWDdzGz1EwsWMAE0ZV1Lj2dML3TBk3KhP0ug2h7sgp2cCt5PINgKhUBz5PTmytSSYNwK+q9CV/BfRAO2CjGzueC/BNtSQQheJixXKaiQ80VlMkwK9nFBuG0LYvMKId3uLoI+OyVmJxdE2yHhZVXKtm0JukUlyABCQd+ck3JhkJA7y2tHyv4dFQZH6flBW37QfxEJ1iGWsL0C4XpfsTJoq8jxgt4b9F/EhMzolUKG8RuC/ouOzcK+T+IccB63QE3zdCTCOyor+fbQED8FbsLTLf3yOOu0Aj8HVmTYdgBX4HXTnU3CWtPouvxoDnRcmVR1dTHU2Din+7gyGuWZoiJip9HCYAM/xGsJJJUiBnyyqIgvFRUxpRTWKXSbukrxw8JCfpIVJEW0pjwWO60JH3PRlErxre5uWvxgscJ1eV9VFfcXFT2rlTpNErbN3rIy9voBmzStzJkkFg6zpa6OKmGaG4PBYDDM5IJIDrM+P5+/AK7D0yrdg/dGLXEd3iR9l+C1Mm3Cm7h4A14AdbZpcl0smJN8RdNYqRTl/f1zGkBVJJMsicf5w2nonyzgu8ArMmydoRAP5eWdVDfXbEkqRYdtn/H8W0sTCX7Q2XkseAJIKcVl8bgwmNtgMBgMFyPnfQvUNN8BrgHe5v//PuBvs5ZRWjMOrAZ6kdNTnG0W+N1IR+YogLLSaSp6e7Fcl6EGIUfHGaB+aorlftfMH06jdeLLwOv87zuAzQUFPBEOe+LrC4TFjsPfTk6yrqiIg5EIB8JhDkYiHDnX2fMNBoPBcFa5YAKoPwdek/H/m4BPuC49GQ9frRRbznbBjsOngbDfSjGqFMvSaXad4W6YV2/YQGmV1+cbra6mvLeX0Xnzzug+PvH000zYNlHLYiAcpiqVYugkh6e/Ci/B4C3AY/73OkGYfL6z17Z5p6TJOk6CVYPBYDBcfJzVACoSidCQ1UoiZXCWWFdTwwvTae6amOCWZJII8I54nDtnsa4kvAY5K/dsiUaDgstsKoA7fFH6b6JRblSKMaVQQktFnTB6TspOni1ot0MhVm7cCMAr/+u/+N2dd+KWls4QWWeSKeaepru7+7i2UCrFJb4A/ju7dnFpJMKIfwwlQouUlP17XXk56zL+LwcGB4PCzGKhi3D+/KCYUToOSZwv1SHIAxAk8fVsM8QPDAwEbLFYMAuwNNAgIujjpMzfl1566azKt2bNmoANYM+ePQHb7t27A7bM0XXT3HjjjQGbpMl68MGZ02xLAzAuWCJhaMgS747OLvM0NULX98As1y3LMTHTmJTKXEDw8rHkif0XwJiQvVtqZ60TdmIJ6xYIKtRSgteRztF/EBeyhHcTHFHbTTAb9RHBViJklBsS9oElPENcQViuhfNcLIixHWEfSsivls7ROl8gXBNFgvhaErUr4eV3Kui/0ML1pSXBuKDvLRUyf68J+i9qhfJdLfsvDgX9F7uC/oumoP/ipmuDtpAgeXnwR0Hbcbhw+k6AnlCIt5WV8brSUo5YFu8AciR9Py/YmfF9G7BxDvYxmtGKM7BoEb2XXHLG95HMCPjeb9vHgieDwWAwGJ6rXFAB1DTr8vK4trKSz/OsJup8JDOA+qxSJ5yu41TIDKCeftWr5mQf0wHU75Ti+xeQXslgMBgMhrnigtFAZTOlFP+CPPff+cJ0ANUB3DdH+xj1u9B6ly2jb9myOdlHSimSSvEe256TAM1gMBgMhguNC745QeiFPm84ipd36vNKnXA6kBpkpeEAACAASURBVFNlzG+B2nbbbdTs3Tsn+0gqxZcrK9lvWp8MBoPBYADOcgtUMpnk8OHDM2ySaFjKyi1lo5aEtpKYt6ioSCyPJESWxNxHjx4V159NeZ4YGOCrWuNmiLpbWloCy01NCQJHQaCdvW6osZG+Sy8lVFnJkvvv58nVqwEYEqYqAcjLC4omJRFzphB8G/BJZJG2tL1GIR+VJNCWzql0zFKGcOmcSlnkc2UXlzKCS8LydDqYlVia1mTbtm0BW1VVMCPuKiFzuCS6l7LQSwJ0SdwtnSeQyy1lZJfO1fr16wM2ScCefe6la+uCJZmCw1nZkIsFkfxE8F6mUhAX1wijUAeEjOVFOUTkceHarhVG4HbMzn8RCfovNxn0py2C6HtKEH2XCDZp3UJhuSHkCdzzQsH6kS6xYWFQrBu8lckrE85VsZDJ2qoI2pJChvGIkOYlJZynsPBMSgtZ5HMl41kgZASfJ1wnriAELxWOT7qWXGG54qD/8sZUZ9Ea9F9MCQL01UH/RV6OycqrBZH8fOG8lAsv+usfCtosodyNQob342CaFOaYO5k5/cyZJh0O8/Qdd1D79NPUb96MJQQRp8vHCgtJmK47g8FgMBiOYQKoOWbTWdhHtKmJum3bsONx6rZuPfEKJ8mY6bozGAwGg2EG5sl4EWAlk1Tt9CTrjRfT5K0Gg8FgMJynmADqIqBqzx7spKcZqN+0CSsp6weOx/N7e3n5wYPk59AMGQwGg8FgeJZznsagra0tYOvq6grYJIFwUggUFixYELB1dHSI+5bEtpIIXcq4bAsT1KaE6Tza29sDNikDt7TuAw88ELBdeeWVAVvVU08d+x6emqJq82YGlywJLAdy5umBgQH+z7L48qFDvHbnTn5eV0dPOExP1jFKmbUl0beUfVoSyUsZ4iVRunSeJaGzlLFcOp8gH4uUmf7yyy8P2CRh+g033BCwSdfIUxnn6njrSlnDpWv7c5/7XMBWXl4esOWyV1QERZgjIyMB26OPPhqwSec5W1g+25kGLljahPknu4SxwQnhpSYpvKwsCA5ioUMQ3wK4wmwDg1KmaGH6KGmC7UjQB5Ukg/5rlAMBmzSRUdB7wZWCCLxSKIoS9NkAuwX7gCAOzxeSvEcFzfCYUN0UCDpSwX9RLQj2naD/Iiace0sQROcLGctjsv8iLYjDe/uCtssFsbkjtJtcH/RB9AonZnfQf7FMWHdcyBq+NOi/+G7Qf1GdY8L6ckF4XyGk0h4Rsrw/uiNoKxB0vdbJaYhNC9RFQKy6mm2vfz0AG++8E/ck56kDcJXiE21tFLout3d382hPD58bGmLVHIjSDQaDwWC40DEB1EXAgZe8hAl/OHq8ooJeYc602XCwqIi7/WHoNvDKWIy/iUZpMt16BoPBYDDMwARQFwnTrU6non/K5NtNTRzO6JoZU4o+oQvTYDAYDIbnMiaAukhI+5qG0Gm2FqUsi/9oa+OQbfP5khJeE4vx3YEBynIkZzScOmEhSafBYDAYLgzOiYi8AFgBrAFe1NXFl+bNIzqHrRyW1hQAk+dhMsirHIc3JRI8A+ywLHZYFt2nMPHwsRYoQYx+sjxdWsp7KyvZlJfHEdvm4yMj3N/Xxyttm8PnOCdUWSpFcyLBoUgEZ67KojV/1ttLb14e+RMTjAvZ8s8Erz50iJuPHmVq507GKysZrapivLKSscpKhqNRhoXM4SdLKJ2mKJlkXBB8B3Bdavv7ccrKmBAE/gaDwWB4lrMaQLWHQvw6HKYlHj+W0P83IyPoWIxxpRhSCq2UOKVGfX39jP9bkkmeHB0NBBpHjhwBoA54qf95sW3zhrY2+rPE1du3bw/sJ3O02CuAm4H7gd/BjMkFVNZ+ldYsq65mJGt0izS6biIapRxYAORpzXWuy2szfh9Vip2hEI/Mm8f3q6pmzKO3ZcuWwPaWLl0K/ug123UJhULiiDKQp6q55pprArY/hMMsxEsE+v6RET66Ywcbk0neXlvLlowRcNXVwemcpZFXmfUV0porJycpnJxkXVaQ0NTUFFg3czoQpTX/vG4dTfv2saeigh1VVeysqmJPRQUjWVPzWFpza3ExO+rqAteJNHpw586doDXF6TSlrsvf794Nu3fTHw6zs6iIHUVF7CwsxL7ySmJZowWlaYEOHJg5WklpzaXl5TSOjdE4NkaT61KRTFJx9CgN/nRBrlJsWbKE31ZX0+GXsSoe5+reXsry8nhg+fIZ25RGiM6YLklrPvvUUxQ5DpsqKthcWcnTZWUkQiEsrVmjFMsHB1k+OMiyoSHits0/3nwzqazrWBoJOTk5eez7pb29FKVS/LGujmRGmaTr/4KlIA+WZI0kOiCM8C0URljVC9NiDAj36BFhJNWKxXJ5tgtzX04JI5Ak0sIL2rzgqLJoPHj+7M7guiVCZ0ar8HjZkg4ut9QOjnAbE2boAKgLuiqWCLF+/x+CtrDwtHOk2ehHhWtWCYNp4sKwvhZhqpO4MNfMuCC1mJgM2iqDoyABaBOmjOkMjpTlESGV82pBI5sUyng4ONqS6qB/JtkZtI0eEbYXDdoiQsPJ4YNBG4AWelcqhBHH+cKxJIXzNylsLz3L+8fnrAZQaaWoSyZnzIb00nSal/pDypNAj1L0xeP0WhY7bJukUvRYFtFwmD7bpt+2SVgWN0WjfG58nG/k5fGDvDxiwBWOw9XATXitW9MMac37e3pw/El9Hb8sfUAUrxJSeLMOZf61gLcCf4k3HcsDeMHUr4Hp01GkNW/Smne5Lh9LJtlk24S0ptZxqE+lqIvHaXAcytJpFqVSNKRS1KfTCJf/MbaGQnwpP59dVVXoWbZEpf3gMHSaGiiJLRUVvHvNGu7aupV7env5m5oaHsoxv2BOtOaSRIJXjI3xsvFxatJp/rmhgedNTlLsuhS7LkWuS8u+fRQ6DmmlqJmaojCVosh1KUilKEylKHAcShIJIq7LqsFBVvkpIVKWxf3z5/O/ra0UOw43dXVxU3c3exoa2F1TQ2kiQVk8Tqn/qdUay3WZNzpKydQUJVNT5I+PU5FKEdYzh4fXplLUjo6yKBaDmhoOZXS91YyN8bJt2/j5857HiN9SZbkuNdEo8wYGmB+L0ToxwYJYjOZYjPyMrtCJSIQp26bAcUhbFk8uW8a6tWsZrKggtnUrtx46xDW9vVziB6QPLl3KtQcOEE6nvY/rohIJwq5LIhSiIh4n7Lq4U1OEXZeI6xJ2XaoTCRricdomJ3ltZydJYDA/n+pEgkjWseal03z6gQeIh8PEbZupcJipcJhJy2LED5ynpn+zbWK2TTwcJj+d5h+eeIKYbfOH+no2zp/PM8LckAaDwXCxcFYDqN5wmJe2t/PykRFeOzhIWzzOf0UiPG1Z1GtNg+tSrzWNwKWOQ7nWXDsdEIw/mz9k1LKYtCwaXZdPTk3x/6am+GEkwsZwmKRwUPlasyQeJ6Q1Ya0JAbbWWEAv0AqcaOB/GfB6/7MD+FQ6zSrgDq2ZjoH/bmCA+lSKWscJlGFTfj4lrktnOMzvHIejSnEU6FCK97ku12vNDyIRvpqfz27/Db7xJLrx0pEIY42NqDnSKh0pKuK2+nr+ZWiILw4M8JlUii/NopunPpnklrExXj46SltWcPex7u7gCj09AGyvqqJxYsJ7QPuBxlh+PlO2TWM0Spufq6irqIj18+fzSEMDNYODfHD7di4bHDwWpFccOcI1hw6JZTtUU0Pl5CTRggLGCwrYbVmMhsMMRyKEXZe3HTmCoxS/Ly/np9XVPFlailaK1YWFzBsZ4eVbt3L5wYNMRSIMFRdTPzpKw8gIdWNjhDPOw+GCAkby8vh1fT1jjY10lZXRVVbGRH4+n/rpT9nS2sq6tWsZKSujanSUt/3856w4GHwL+xMhh9c0z9TUsHB0lJRlkQCSlkXSskhZViAIP1hSwoaaGnaVlHB5Msm1HR00+RN49xcWcqSqioJUinw/WK2ZnCQ/mWSooID2E+R1KnQcXtzRwYs7OhjOz6dNyNdlMBgMFwNnXQMVC4W4r7qa+6qqeP7EBAWdnfw4q2vtWBee1lRqzbx0mrb8fOoc59hnTUaXSQnwtmSStyWTfAu4HigH/hS4DWi1LG5rbyeZpZnJ7sIL4VVI2P8sAR4F4sB6vJanQ3itUt/wA7EZ5XZdthYU0BMO0x0O023bHFWKbtueofGa7mYEr1vnN0rxt6WljJyGpkfbNmVdXdhzmLdpMBTi/dXVhAcHuXN0lAWOwxcbGkgfp9xjoRDbCwqIpNOMxGKsisePtXp8s6qKPxYWMhkKMWlZTFgWdYsWMWXbM7aZ2YWH1nzgkUf4xcKFbGhqYn95OZF0mtv27+eyri5aJidnnJehoiIeX7CA8fz8Y5+x/Hzc6mpieXkzgoud/nQ4ADf09fHl1lZ+UlrKcMb12R6L8Y5163jeoUPHOi2KEglu3bKF4aIiesrL2dXYSE95OZsmJzlaVMR4xvqZXZSRVIqP3XgjVnPzs+UtL+ebN99MetMm1gwOsnpoiOXDw4S15qfLl/PwwoWkQiGcUIhUKMSE43hdvBnHMTQ0NOMcfHj7dqK2zfqaGjbU1NCboYc6WlHBj5YsYeHYGNcePcrS4WG+fOWVgXM63YVnaU2+45DvtwYWOA4FqRSto6O8yb+fkpbF3ooKdlRXQ5/QJWUwGAwXAecuE7lSbC4p4UBE6K/MWGZYKYYti64MIW/EdfnR0aNsD4V4JuOzPRTisK/9GQA+6X+u9xNEZgdQ2aT9z3QIUoCnoXo4wwbwBPAVy2IlsEJrVmjNJcCWggLuytIRnEgDopXiy0pRcpqC6PQZFJEfj4Rl8dc1NbxvZIR3jo/TtnMn/7J0KRO2TX46TTxLkxMLhXisuJiH/Yd2xHVZGY+zNhYjAjySpUUqOt71ACjgk1dfzVTGaMOkbXPv0qV8Y/588tJp2qNRFo+Ps2R8nPZ4nI1tbQxkCcFLTtAy8ltfK5aZsXzVxAR/3tdHdSjEZF4eJRnB6tevu44/ZmWdz9ZAZZMMh0mGw2SrY7Rlsa+sjH1lZfywrY28dJrlw8MsAvpKSmYES86JWhy15ovt7Qzk56O1kLkaQCkOlpdzsLz82ICLXLhKEQuHiWW99MyPRvn+JZfwTGUl+ysqSE1fByaAMhgMFylnNYDKy8ujtbU1YMumsjKYr/9QRjeMBbympYX5i2amqV8OlAvTwKTLy7GBbL2gJKjOFBdPy0Ov9JNLZnKwq4uDwM+my6Q1q8vLqc7Pn/GAk6bzaGlpCdikKUdq/eSYmUgi64mJCVJ+C4EzMcHExIQ4RQ7I04FIU3dkT8mRzQ9aWpjo6eEf9u3jq9u386HnP5+379vHJy69VDx/mYFIL/BLvJaS7HApu/UEZFF6o3BOVq5ceez7fv/T29uL0hqdFWhI+8keGAAzz9/O8nI+VF5+TDBelE7TkEzSmExS09fnTXCRsY0iQScmTWmzaVNQ6Jkd7KzPy+PBqSnI6saT6joanSnWjAKkUqIQ/KDQVdic0SI2jTR9TeY1u9X/O9+2IWP/0noXLHlhaK3PsgkutFJQOB7qDdquEsS80jQw5bkU1YLGrEQYudlYH7R1CeWZJyiq08Hjc6yWgG3+0Z6ArZagILcpcMfDRCIonm6rlKffqn170DYcdF9UCu5LkHyTkt4WKgVhc0yYomVIkFiMB/0KvUK3d1HQf1G+MmjrFc4TQFzYT4Vwr9lCRWzaFbQVCtPSFEo6V2FKm6OCUN0WXtYOCi9TdcK1HRXE5iALwQ8eDdqahemVHKFhYUC4IubnmEMoB+d8LrxT4UQtSecCVym6ZzNUfI44U3mgToYH6usZKS3ln7du5b8ff5yyVIrXHzjAPVkjxc41sxXinyyToRD7CgrYV1AgzilnMBgMhouX8y8SMZwSx0bhneVh49uqqvhhaytl/n7/7NAhWnKkUDAYDAaD4WLBBFAXAeFYDG1ZuEphOQ6Fw8NwljKH109OsjAaJe238tha8zfbtmHl0tsYDAaDwXARYAKoi4Cqw4d5+V13gVIs2LSJF3/+83CWujm7iov5xOrVvPXaa/lRSwuTts2isTFuFrQ1BoPBYDBcLJxVDVQ4HGZe1ii1+fPnB5aTRMPLBV3NeEZuqGkiwiiu/BwjrrLLMl3GbGYrBO/sDGZklcojjcxblCWIz7WcJMqduuwySr7yFSzXpXRggH1XXMHixXL2Yun4pKzlmYLsacqEvE+ZQule4O54nPDdd/OSQ4fY0txMv/+7VF8Tfu6hXNubRqp/V2hh27s3mJm5NMd0KNlCa4C0MDedJO5funRpwNYnjDaT9iFtb7ZI504ShudC2rd0b8zIZH4cpPOSfe9KdXrBEg7DvCzh9nxBeD0qdGEvbwnaxoW6iQRnYSA/x1RC8wRxuHCNYAu2FkHE3CmIfJWg6ywP+qVnOpcFbC90Bf8ljPEsFWyLB74d3C9wQKiKEaG68wU9doWQts4RdNKJ9ULrfYuw8oQgvC64JGirFR6zPcI+Dgb9l9Uv+68GHfQtXYHxvKBbguJ+WhcGbd3CuXcFMfeo4L+kd3VpZrY84TrUUubvHD5jQBhgIWUdPywPQAggCexHg8+k42FaoC4CdChE95VXHvu/f5UwncBZIpWfz6/a23nfDTcc69YzGAwGg+FiwwRQFwldL3gBAK5tM3iJ8BZ0lnGVYkiY09BgMBgMhouBEwZQSqlvKqX6lVLbM2yVSqmHlFL7/L9mDPc5ZnD5chKlpQwtXkz6HKZTMBgMBoPhucBsWqC+jTc/byb/BKzTWi8C1vn/G84hOhSi+4or6L9USM5nMBgMBoPhjHJCEbnWeqNSqiXLfCtwnf/9O3hTxb3/RNuKRCKBTNhSxuxuYZJZKVu2lNW5oSGYhTSXkFhaX8rULQl1+/v7A7YCoeVHypgtCWt7hYyz7VlTg4AsSq+u9oSs0ZtuIl1YeOx/CUlIXFUVFB8ODweztEpTgWRmGJ9GEllLx1dTE8ykLGUIX7gwKHqUzokkVJfE5iALoKWs3FLd7NmzJ2BLCHMQSteXVB7pnEr1IIn4pXNSUiJkwoZZJ/scHAyKNaXM9NK+s++LiyoTeSQEC7LOQVtwtgC6g76BEUHsPyXkbGsQhOGlObIjTwkC3AVCFuakkD26XxDkFghd7vWC4Lgr6L90KHh/P/5U0H/lCZnIlxB86Vu6R34R3DDw9wHbVPAWRQtJptNCZhUddF+wVBh01CuoomuEutkl1PWksJx4PbQETPk6h/8SHt1lBP3X6FGhckaC/mvmZGU+jnAsCOWRpt+KCpnSSwUh/riwvZIcgyakUQCS4HxQSE1vCXpcLYQ//cefLD2bUx2FV6e17gHQWvcopQQvYjjbjK5ePWMqEYPBYDAYDHPDnIvIlVJvV0ptUkptmpwMznlkOIPYNoSk8aMGg+FUyPRfTEpv5AaD4bnKqQZQfUqpegD/r9Bm7aG1/qrWeq3Weq2U48dgMBjOVzL9F0VmcIbBYHiWUw2gfg682f/+ZuBnZ6Y4BoPBYDAYDOc/J9RAKaW+jycYr1ZKdQIfBj4B/FAp9TbgKPDq2eysuLiYq6++eoZNEiuXl5cHbJKIVRLkShm9c1FZGRRn7tq1K2Dr6Qlmc5XE6lIXpSRMljKgS8JrSVwsCYElIXeubNJSK6BU7tlmdJ9tJvm8vLyATRJKS/sVs68LAu1CIe/U9u3bAzaQBxZI57SxooJlg4Os7OvjkeZmDldUiBnwJVtI6E6VBhpIom+pfNJACimbuyR8B9i9e3fAJg1UkMTh0r1SXBwUe2YL0NXFpMkrtuHqrIEPw4LotFwQzluCMNkVbItWCDvO0fJVKYhtBf+F4L8QrnUmhXIfPhC0FQlC9xcG/ZfTGryXf9sd9F+/nRSU3M+TZ1Ig9ZaAKTL57YCtWtA1TwjVHZ0vDDAaFQTseYLtKeHaPiqIw6NCvUaF7mAn6L/iyP5rkGC5QwgDqNzgQB3JVxESbLYgB4kI12KBMGilSKjXmCDunhDOfVWOQRO79wdt7UJGfUl4XymUsVgYNDF4cjKj2YzCe12On64/qT0ZDBcASmvaJyZ4/sgIa4eHWTk+TsR1+d+VKzk8y1Fsp0JpOs3CRIKFiQS78vN5RpqSw2AwGAznDWd1LjyD4XTIm5qiYnSU0rEx8gcGKItGKYtGKR8fp7uujl9dey2OkJ5g1mjNn3V28vaDB7EzWmF+3dbGz5YsOQNH4KG05tWTk6xIpViUSrG4p4cav5Xtm1VV3F9eDhfTHHIGg8FwEXJuAyitCSUSqFQKR+gOMJxltEYlk4RiMQp7epiqrkafRy0h+YkEt/7kJ9RlTdy7/vLL+fW11+KebneRUnQXFDAWDlPl55l6oqGBb61Zc0bTQ2il2B8Oc9fICJm9Cv9ZW8s3j5PDy2AwGAznD2c1gCro6ODSt7+d0MQEdjSKPTGBBh676y5GlgVn8zacGSJjY7Tfcw9TtbWkW1uJNzQwVV9PQW8vbV/4AgU9PYQmJwlNTmL5LSEdL34x2/7u785xyZ+lIBZj+fbt5MWfTR7ohELcf+ONbF7pT70uaHdmS9XkJH/zzDNcPTTE0YIC4vn5jEQi/PeVV6LPYPCU77q8YXKSd0Sjx4KnNPCR+nrun4MuwjxfJ5gQNITlwNJEggbHoT6VosFxaHAcHgDuEzRrBoPBYHiWsxpAJYqLCff2kp8hhk2Xl7P6qaeIh0LEn/98nAULePSxxwLrSoLcJUK3SmZ26/DYGJVPPUXFk09y6LbbmGhunrGsJKhevPhZ8WLZ/v1opahatSrQAjFDWK41NX19XNfczMj0w9xHEn1ninzzR0dZfd997Gpo4PCiRUxltMRJGbglUbokLj4mVE+nsUdHye/upuWXv5yxTKK8nIFVqxhbuZLmhx7CyhDlFx0+TNvXvsbAsmUMLllCqqhIFH1LYmdJ4C1lCT9y5EjAtmrVqhn/V3d1seKBB1i2ZQthx6GzpQVCIUJTU3zrlls43NgIKS+jsySmz5WVe1rsbLkut3V08OZDhwhpzTdbW/lBczNvOHyY+5ua6O3qCqw72+zfmQLqYtfl9WNjvHVggGrXZVM4zKeKi/nY2Bjvqqjg1wAZ51E8Fq2JZl2H8XgwG/XevXuPfY8ATwEx4MlQiCcsiz8qxdVa89FUivqOjhnrTgHfBUonJjgMTB+pJBiXypgt+Jfq6oLFScBwlpB1pZBD+FFBIBwSumSXtARtNUJLfCpHK3CRYF8sZL2uEgLzHiFT9FVXB20VgnC3JChM5nBw9gguEcqyJ+i/UIK4uDk40AaAaPasYpAcC5ane0oQ0w8JQunS64K2g8LxHRWyYO/aELRZq4I2YdYEEsLgAzd4P7lh2X9NOsFM8iEdfNGzOCosF7wn02lhPyHhxTEliKyjwvlzBHG4lKIwIWTT3ytccwAFwktdV3BmDaaE+i4W1o0J4n7n5F6Wz2oAlSwpYd1dd7Ho/vtp++lPCaVSpKuqKPrlLyn5wQ8AcKqrubalhYHFi+lbvJiRBQvQgq7FSgWnQbAch4pt26javJmqzZsp2b8fpTVTNTUMrl5NcUcHrm3jhsO4tk1eSQluOIwOh5+1xePHvjsFBVz37nezpqqKI2vXcmTtWgZbW71gSmvmdXWxZMcOlm7fTuXQEE9++tPYExNYjoNKpbDSacr7+gil01jp9LG/FT09WOk0luNgOQ5Vhw5xy8aNAPQ2NnJo8WIOL16Mam+f0YUWHh+nbds2Dgjz3YWSScr6+6ns7aWit5d5o6OUdHVR3N1NSKirsdZW9r/mNfS84AW4SnHw5ptZ+fWvU7NtG8mSErRSLHngAZb94hdopRhdsIDmmhoONzdzuLmZmBB8Ktc9I601VjpN69NPs/rhh2k8cADHttm9ejVbrr6a/qYmXvKjH/Hz5csZEaY2ORmWjo7yd3v20D4xwabKSj67aBHd/ki+77S2esdymlORlKXTvHFsjDePjlLuujwSifDfxcU8GolQ7bocqazkseO09uRrzc2pFLcnk2y0bT6TORJSa4qBarzWpFqgSvjYwFpgbTrNO31tVR/wc8viqGXxbsdh+nFVAPzQ/x4FdgDPAF3j4+wKh9kTiTAqvMwsTKWIKUXnKdaTwWAwXGicdQ1UurCQ3bffzpGXvIRLvvMdCl7wAsbe/nYiu3eTv3kzeZs3U/XYYzRv2kTv0qVUHzzI0MKFdC5YQG97O72trSQLC7n0d7+jRGt2vOIVOAUFqHSahevX0/7445RnDdcuGBhgzac+JZYnXlNDvjA/XCalAwOsfPBBVj74ILGyMmLl5eQPDVGcNYT8sn/8x8C61/h/B+vrqZaGE2cxr6vLC8yeeYa+WIyDt95KeGKChT/7GS0PPsjWq65iqqSEir4+Kqc//f2UDA/Ts3AhDQe8Ycex6mqiTU0MrFhBtKmJcCzGiu99j5ElS9j3mtfQf9llz7aquS4Tzc08/q//yrw//pEl997Lun/7N0KJBFV791Kzezc1u3Zx2ZYtPH/rVkKOw3BlJYebm5lcu5a+xYuZrKwkHIvxoq9/nQ233spoXd0JjzWbkqkpLvvNb1j56KNMlJZSFI3y2M0389Tznz+jZe63t93GiDC33mwpTCa5ffduWicmqEwmuWv5ctbX1eFmvJmdbiBYmU7z1rExbhsfJ991eaqggC9VVPBwRivfYCjEoJQ5XmtWOw63p1K8OplkOky0gesnJqjQmkr/Mz1aeyNwbdZmJoHsdoYE8ItQiO+EQvzesnCV4gu2zdvSaf4xlWKzZfFx12UlHPu8BigbGWGfbbPIcegLhdgTDrN7+hOJkFSKjd3d3FNYyP+UlNBrMuIbDIaLHHU2m9jb29v1Zz7zmRm2S+vrcbOEs48++iiFg4NUHzxI3c6d1OzbR0VHB0prtFIM19cTLyqicd8+psrK2Paa13Dw2mvBsqipqSG/v5/azsUsuAAAIABJREFURx6h9uGHqdixg4mmJp76wAe8ViG/1cdKpSgIhVDpNFYyiZVKoRyH5Pj4sd/tqSnaf/xjlF9H0Zoaui+5hFhFBU5fH82HD1OXERQd+dM/JVFZiWvbXqtWKETXwADpUAgnHEZbFm4oRFFFhdcSFgrh2jZr776buj176J83j70rVrB35UoG6+p4XnU1bfffT/NDD4mtSOlQiNGaGsbmzWNk3jwGGxsZr6lhtLaW6qwus4Y//IFkURFjgiA6O5+WlUgwlUziZrX87d66lYbublqPHKHl6FGaOzuJ+OWKVlfTu3gxC556ilAyybbrruPJl76UlJ/3KHsi3Or9+zm6cSNPtrWxYGCA63fu5LKDBwm7Lp3t7Tz1ohdxePlydCgkThwsTTgtdSnN6N7Umqs6Onjz1q2UxuP8orGRb7W1MeG38kl5xaRtZue5qkul0I5DdzhMrePwF6Oj/Pn4OIVa839FRXyhooKdfsvRiaYzanIcPjo+zk3C5MSdStFtWQwrxYhSDCtFdzLJENCN12I0lPGZ3sKXgSuA74bD/DAUYjhHcFigNa9Kp/macK29oLGRtlSKFckkS5NJlqRStKVSTLePOjz7NhYH/reoiC8UF7N9eJhkMnlRJINS7ZWaz2RlbxG78ISJeqNCYqKylqCtpjVoy9mFJ+TkGQ/mBWNI6GKRuvCef0XQtus0uvAaBF2r2IUn1E2uLrx2oXvG3Ry0SV1424UuvNbrgrYDs+zC2zTLLrxxoczjQn0lhW6vtHDuAOUEz19IyH9kEdxmmmD3YVoJLe0R4ba1BP8lNcPMtgtvYkww5kDqwkOIX6QuvAXSjNNCHnGpC6+7f7PWeq1UpHOexiA7eJomVl3N0epqjl5+OQCJ/n7qDh1i3oED1B84QN2hQwAUjI1x5de+xuKHHmLz7bdDTQ3x2lqO3nYbR2+7jbzBQao2biRZUkIiK8GgpIHKTDLWtG4dvVdcweFFi+hesYJo7bPOcloDVRSN0rp/P6379hGuquLIq2fmFJUSc2ZqoOypKbpWr+bnt9zCiK/fslMpXvjQQ1yxYQOhrC6k0epqHr71Vobr6hivqsINhcTkk9l0X3klAOFZtKy4eXliMOHYNkebmzna3MwGvK62tZZF3d69zNu7l+anniLi65+et24dS554gsdvvZXdl102Yzutjz3GC77xDTbNn88NO3bQNjBAIhTisUWL6Lz1VoYaheRop8iN+/axbuFCqmMx3rZlC5f29XGovJx/WbGC3afZBQjQmkzy9Y4OPl5VxdtHR3l1NEpYa35VXMyXKyrYc5Ji7E7b5o7KSoonJrgsnWZtOs3ljsOadJqNts27spKFjkn6iiz+E9gHFJwgxcOUUtxt28c0ZZl02zbdts3DGYlAbddlYSrF0lSKl8Vi3OSf+3zgbZOTvH5ykrLzaBSnwWAwnEnOagvU4sWL9Re/+MUZNilzuFSmzAe6fegQja96FaExL3rVloVTXIxTXMyh669n/623ztBNNeZ4IIcF5z5DrK41KMXOnTsDyzVnCdJBFtpK4mIpS3htbfBN9pknnqBoYIDivj6K+/sp7uujLhaj+x3vYCojc7kU7OTKRr1v376ALbt1CORjkVqCtm7d6n3RmhfcfTfL1q8PLHOkvZ3vXX01Q2VlvOyxx3jJpk3HfhspL+eJtWt5as0apgoKxCy5Umbz/ftzCA0zuHZwkH/bvZv76up4ZX8/aaX4SlMT99XV0d0fnL4xIbT6SEL+aTH98nicr3V2Uunrihzg15WVfKu+niP5+WzeHHwztoUgplp4iejN6qK0gWvKy9lp2zPSNQycoPs5E+k8SyJ0qR4kpgcG5LkuXxoYIKI1e+NxjuJNT9ABPARoLahbL0DU4grNF6+baVwktFZoIcOxK7wodgkvPsNCkNsYzBYPQFhogQoJ6bZ3CtnEm1uCtmIhA3Sh8JIhzXIg+C82bw3aWoQM4wkhc3ST7L/oEDJzlwmtJ8XCvKvDwrn6nlDGvULr3GBwMAkIdTMhtHJNCYLxCcF/CdWAm+MFKd0XtLnB+zaMIOQPdOxDmqC/dxFa9qQ2l0Lh2o4JEosyof7HZu+/KBOE7oL/IhF8ARRpEVo5D4vSkPO3BeqUsCx67rmH7lgMp7iYdGHhsW4paWqYU+YcT0ORjkQYb2xkPCMAzBwleD5hJxIcWbOG/VddxUAiQTIvj0ReHqm8PLRlMX7oEG994AFWHZjpzP94+eU8fsUVZ7yuV46P86G9e7GA1/b1sb6igv9sbqb/DA3PvyIW44udnRT5wb4L/H17O4+fgVYtCQfYfp625iQsizt8zVuuKYQMBoPhYuOCDKCcBQsASAhDzA3nBic/n+4V3jxe2ekOSkZGePVPfkLR1BR7m5oYKy5mpKSEZE0NY6Wl2I6DcwaDg/mxGB/fufNYDiSAaCjE1BkSNr8kGuU/e3qI+MFTfyjEocJC1kxM8GRJCY6Qc+n/Z++8w+Oqzvz/uXeKpqj3asmWey+AjW1s05spJixpsMmSLEmWbEjZNNJID5tNsskvm2QJIQkbCBBCSQjFxhRjjHuXe5Gs3ttoRtPu/f2hsRnpvALLFgbM+TyPHluv7ty5954777z3nO/5Ho1Go9GcXbwrCyjNu4tgair/fdNNSi+TNKR0umRHIvxXVRUZsRgh02RrWhobMzLYkJ5O7ygUUGWhEDP7+7mroIAjbjeH3W56HQ5xyFOj0Wg0Zy+6gNK85cRdrjMyHOqOx/nosWM8n5fHpqwsdqelETxNH6eh1Hq9/CRPGMvXaDQazXuKM1pAdXR08MADDwyKzRji3A2QmZmpxLxeVTApiV2l/UkO2gDFxcVKTJoeL7mgD3VcBsjOVkWYkibr2DHVHVY6xvMSMxCTaW5WxYONgr/UOsHNHWRx+AkheBLS9U4R9ENSW23YsEGJSWL6FkHILQn7JV2NJDaPRCLcefx4olHo6BjWCVtqU+n8pPbbv3+/uM+hSBMNent7lZh0ztIkAFMYGpw9e7YS27lzp3g80oQN6T6OCrPwqqqqlJhk8TD0usbPpkWRO/rhgSGTMGao7UmmIID2Cu7kYUFsPmOeGmsXbBEAisvVWIOwrUMQq8eEYeZswbG8Q5hGX1+txrqEafmLhSn9zepnnjbBH2/VajUGkCp8ZW0XhMheQRDfrOYquoRYs5q/MAUBc0w4F6cgRYhVqzFDEJsbgmDcGGaSlyH1pkv6TjV/RTm5/AVq/sIU7ndbOGevNAlAuOcmq/mL/XL+YoIgiI8JtgpRQVheJVj8BoXr7RCOMS6p+wfQYg2NRqPRaDSaEaILKI1Go9FoNJoRogsojUaj0Wg0mhGiCyiNRqPRaDSaEXJGncizsrLsZcuWDYqFQqq4skBYiFZadkUSMEvOyllZgjgSWYgsiXel7SRhs8+nikIlEbIkNpcEuZJouKioSIm92fpqyUjtLV1HSaAvnZ90vQ8cOKDEurvVNY8kB3VJxC9tJ7WJJIhOT09XYsNt6/GoLs7S/SmJrCVxvtQu0r0txcrKypSY5KgvifMlUfpIjlFyqz98WHWzliZDDL2udXV1hMPhs8OJPMtrs2zIWnUhIX8WCAJmv3AfZgp5qV94ps0axpW7R3CMzxFcoXsEAXu1IKr1Cc7mHYKLdrZwLkEhB5nCtSkSHMv7hPX7RFtuwBaEv5mCGD8sfAZCau5ktyA4rlXzF1FhzTZDOMZeQUwv5C/CgojcEmYMG3L+Iq5u67DV/GWgtr2Nmr9MwYk8htqmtiEsEp8mxArV/MUEYUWQMkGcXzKMJ2CucH361BzEQcF5/7Aw0eCYcG9HhVR19MiwTuS6B0qj0Wg0Go1mhOgCSqPRaDQajWaE6AJKo9FoNBqNZoToAkqjeQP8lsU/B4PMjwyzKvooMbGnhxV1dXAGNYkajUajOXXOqBN5NBpV3Ke7ulQhlySClRy4JQGs5KA9HJKgWnJOllyrJXGxdDySMFkS6UoiecmdXBJUFxYWKjFJlA5QUVGhxCR3bEkw3tamuhxLIvkXX3xRiUmibSkmnV9uriqMlWKSoD0ygsInWRw+LRLhlr4+VoRCbHS5+KPHc6K4ke4R6b2nTJmixPKSloHxRKMsqatj+Z49FLa18Yubb+ac/AGR7bx5qiO1NPlAmvSQny8IdZGF4NI9Jq1RKF3v+fPnK7Hy8sHu2N///vfFY3lXErWhZcj91CUItF2CMLZZWA2hTxAci/lLEMUC2ILgNS4U4NIakCFBgN4n5AyP4G59UBCM+4Xt2gUXc0lQXSi4gQ+Tv6gQhPeCOTY+oQ36peMR8kOjmr8k0bYo+raF8/MJwv5UISbkEMJy/pL0+Q5BHG6jbmgjrQ6gvrcXNX9FbHUZq5g1Xt2dX3DUzxcmV8wUJkgslPMXXevVWLt6zmQIIvRcYQLBfKEN8iepsTtuk48HvRbee56UWIxbN2wgbhgczMvjYF4erUIx917AY1lcFwpxc18fcxLFVJdh8Nm0tFFdy6+ys5NLq6u5oLYWb6IY+8fSpTQNU/hoNBqN5p2HLqDe44SdTh6ePZs7V6/m0kTPWJfHw5HCQg4XFLB+wgR6R9Cr926mLB7nsv7+E8UTwFfS0miSnuBPEXcsxpzmZpYeO0ZK4mn8SGkpa84RZ8lqNBqN5h2K1kBp6EtJ4e6LLqI+4ZmU2d/P3OpqnPE4vcIQ5NmKBVQmDSv+zevlcWGB4dN6D9MkMxw+UTwFnU4evuoqbMHzS6PRaDTvXHQP1CjitiwihnH6wz22zZLOTtK7ukizLPyWRZplkWpZpMXj/D01lccEA8XTocfj4YcXX8w3Vq2iIDBgbHfFjh3ETZMXpk8nNoq9MCewbQzAHsXhsVPlsv5+ftndTdQw+LesLL7Z3c2dGRmyZuMUyY5EuGvtWqa2t/P0uHEUBwKsKS2lU9AcjRaeZ57Bu2oVVlYWYyyLaFoa0YwMYmlpxNLTac/IkDUyGo1Go3lDzmgB5XA4yPT5qAgEmNDTw4SeHvL7+/nh7NmEnK8fiiQsl1yUJcH4ccF3RjjMxJ4eJnR3M76riyfLytgyRHAr7VMShw8VIpuWRXkoxLhgkLF9fQP/BoNUuVx8SXCQHorTqV72ocLkbT4fH29r4586Owd1EwaA+xwOzFiMzkSvxdGjR5X9Dee+LomdS0tLAWgGPj9rFj/dsoW/jx/POc3N3LhxI4t37+aP06axo7JSKQ7dbreyP0nE3F5by3Rghm0zM/HTA1wLWElifskVXbofTtZRXXJAh9fb1LBtvhqL8fVYjN1OJ/+SkcExh4ODGRm0WpbYVhKSyDpZjD2ps5M7d+wgPRbjwcsuY/O0aYxpbORYYSFLFy1SXitdQ2lCwnBO6wBEo1h5eXhXrsTs7ia55O6fOZP2O++kNjFhI6Wri+y9e8nev58d8+bRXVw8aFeSM7o08eHcc88d9PvPf/7z4Y/v3YbDhNQhDy7pwuesSxBopwq6Qq/Q6+gQYjFBKAuQKjhwS+LwiCDINgQhcVRa0UDYn1N4bVw4Rrcgsm4WHLiPCmL6rGF6fvvViSyUCg9gfvW4TZ9wjAVqHrGKhQeKOuFBSpoxmym0c6/geO0QXmsKYnpLzl8gicvVh2qH8BUvPa46UfOXG/XBzk2FEgsE1fwV6xH0nL3CaEZIyF/C5QKgVBCrd9aoMUO4d8rGqDF/hRqrVM/ljTijBVRZIMDjq1fjTrrxdmRns7Sxkc6UFDpTUuhwu+m3LGJvMqRxUX09R3w+Die+QEzb5tKGBua3tzOhu5uCpEIh4HSyMTeXRS0tdLrddLjddJ3E0Mz47m7KAwFWZ2cTSRRmYwMBPnPgALOEL+Z60+Szzc00ulw0JH5aTZPQGz3h2zYLe3vZnJWFlVScdLlcfKeoiEeysvhKUxPnJmalpAJ/SPQQ7XU4WO908rxt8wpQNwo9OS1eL1+aOxev18tT48Yxr7mZj1ZV8eVNm9hXXc2f5szhiDDzazgqolG+1dHBknhcGS9+FvgqUAvUJf4N2DahNzmPGyyL9bZN32meb5ptc28kwjWWxV8cDr6UlUUwsc+dwyyHcipcfuwYn9y9m06Ph//3/vdTl1i65ZiwLM/p4GhrI2XbNlJ37sS9eTPunTsxhizJEy0qouPznycyZQqebduYu3o12fv2kdrUBECgsJADkyZh1tUR9vmI+HzETuKzUrp5M9k1NbgKCoiOEZKVRqPRnGWc0QKq1+Wi0emkPGm6/6yODmYJU+G7nU42Z2aSEY3S4XbT6/cPFFgpKXS63RQFg3xx1y72pafzVGkpLxcWsrqoiLDLhT8WG1RApcZi3LFvn/IeIYeD+tRUYg4HXSkpdKek0Opw0JkosIIOB3dUVfFJh4OVhYU8VVzM0dRUPjd3LhPa27mpoYGlbW0nLuLYSIT5fX0MLZe6HA42paZiAo1uN40u18C/bjcNbjc3trXxlfp6Hs7P5++5uQSTCq59Hg8fLS/n8p4evtjczF+cTl50uzk/GmVBNMr7w2H+JbHts7ZNC7AW2BmPc9A0T/QYXRSJ0GiaCJOpFRp8vhO9C1sKC9men8/l1dV8cP9+vrNqFSsnTOCpKVPoEKwOhlLtcvGx/Hxm1NZyu21zaVLxvBC4YugLurvpMAxedDhIZaAoPWJZ1DNQYNUbBpfZNvd0dvLnlBR+5/Fw9BSGoCZYFt+ORrnKsrjT6eS/nU7SRnko0RmP86EDB7jpyBF25ORw95w5FArr3p0MGZs24Q2H6brkkoFALIb30CHS9+/Hs20bZk8P/pdeAsB2OIhOnUrfBz5AeN483Nu343/4YTo/8Qm6b70V2+HAt2YN3rVryVm7FjNJ95Xa1MTV//mfg9477nAQ8floLy7GFQ4T8fkI+3zEMzKI+P1EfD4wTWY+8QQ88QTBefPoWbGC3iuU1tVoNJqzhjO6mHBGRoa9YP58pnd2sryujsXNzfxx4kReLSggKxwe+IlESO3tJScSIWoYTAkEyI5EyIlGcb7BsQacTlYVFfFseTnHUlMp7uvjiro6Lquro9nj4TszZ5IViZAViZAZiZAdDpNv2zgti5JAgMxwmMz+fvyCN1EyOzMy+EdxMc9nZhJxOMgPh1nR2Mi1TU18bMwYDno85EejFCd+yuJxiiIRfPE4k0MhCqPRQT1wAHE4UXQFHA6ezM3lkfx8Dg0Z1vNYFuPq63kxadjMZdtUdHRwATAG+BBw3G2j1TDY4HTymsuFw7b5VijEQ5mZ/DIvj66kouP4EF4y0vBMntPJJQcO8L6qKuKGwT8mT+bRcePoHzLMtW3bNuW1dXUDi5dOsm3+zbK4xbZZAWwASoGyxL8TPB5KLAuHbTM3HqfEsniDQSosYLXLxW89Hrbl5Sl6Ksm76vJolHuCQQLAbS4XLyaOX1qYVxrCk/yrhg7h5Uej/Lq1lcldXdw/cSKPVlZimSYTJ05UXrt06VIldnwIz1tdTfkvf0nWunU0fexjYNv4d+7EV1WFIzHcHM/KInD11cQKCuifMwfOPRc7qbj1/u1vhBcsICRorfa/+iola9cy5oUXyDp8mLZp09hyySW4g0FS+voG/g0GcQUCWA4HGc3NpCRiKcEgbsm7JoHl8TCzspLdu3e//SK3UcDI8NksGOITYwrPoAFheEUawosLw0JvyRCecDxRYRiuUxgucknP2MJrnUITBwWPLGkIr0MYYhxuCC9f6Bk+nSG8fmEIb9tJDuHFTnYIT2gTn6B7tIQhvD5hyBIwhSE8pzCEZwp9JBZq/pKH8MYqMVDzV8BU81dsrDCEN0cYwjtfyO7zhmn7UuFa7FqtxtpVz0hiwnuf7BDewsnDLiZ85kXkhsHu7Gx2Z2eTEQ4zubeXJp+PpqSEHwioq3On+f2kRaMnCq3ra2qY3/r6Csu9Lhc54TDzW1rocblo8Pu5b9Ik/m/CBM5raKDH5aJ5iGZK0kDFAoGBIiscZlJ3N7cn9Vy1ud30ulwU9PczPhhkT1oaLSkp/G9FBX8sK8NsayNmGDQkepZANQU1bJvcWIyiSOTEzy2trWQnvpRT43E+3NzM1e3t/CYnhwezs4knioJ+0xxUPAFEDYMNhsGGxO932DZTgct9Ps6PxTg/GmV50rT8D3d1cXVPD/8vL4+HMzNP7Ptk6HO7eXL6dNaXl/PB7du5oaqKZYcP8+DUqbw0ZgzjOzsJOp2o5dPr7DcM7nA4+IZtUxKPEwD2JX4AMgWdj9HbSxlQYtuUAV+wrBMfYxO4MBqlzLJY2dnJ/2ZmEh5m+Newbb4QDnNnOEyVYfABt5ujb8Hst7l9ffysro5U2+bHs2fzcomwCvmb4OzspOy++yh44gmMRCFd+LvfYZsm/ZWVdF51FX2zZmEsXEi0vHyQNi1lyJBb6NprB/4TVhN5JD2do1ddxdGrriKtpoaSV1+lYfJkrCH3rVQ0+v1+jHgcVzBI6bZtLPztbwf2OWYMoTlzCM2dC488MuJz12g0mncDZ7QHauzYsfZdd901KHbkyBFlu54e9SllwoQJJ/7v7O/ngkcfpTMvj5ayMlrLyggnekwkZ2VJZA2yADr5i+LiPXtI7+9nf3o6R7Kz6UwqwKSeDVP4MpbOJXm7Od3d3F5dzSGPh8NeL4e9Xg55vbS5XLQJ5zLUyR1kt+0T7um2zVjgyWiUiUPauso0+arXS6PgmF0k6HOG3ivT29v55IEDlLe3cywnhwOFhZxz5AhfW7yYxiHF6apVq5T9JTt/K8edRLJ4elI8zo/6+tgWj7MT2GUYVAFhwxAdwsd4PJTaNgcNg99GIlxnWTxmmtyRnq5oqKTjkVzelR472+bGlBR2lpezrKqKm157jY7UVJ7++MdpHSLGlsT9lZWVJ/5vRCKUPvYYFQ88gGPIg0T/uHEc/MMfsJKE4w0NqgB3OOG71KaSY73k+i850ycXavnPPkvc58NctIh4ktv6TTfddPb0QI0ttLnrnwcHjwiD4j1Cj8+EcWrMEnpE2tXPN0fr5ANyCz0lMaG3IySIw9sEpa5kb90j9CJJ20WE920T3rdF6LGMCD1ajmFuGY/63u4J6mY5grwwUzjsXPXjTafQpPvV9CXq5m2hSWyP8HnsFnq0hB5JA9mDz4H6oGkLTuQe1BP0oY44+ISeJRfqhQ2j5q9uKpVYT5bgOj5JaIBKYQLBnGH6dS4RGjW8V401V6sxn+qgToow4cslvMeCae+gHqhRIObx8OLNN4vLfowmq6dOBeSZeaPFtowMPj5r1oiWHBkRhkG+ZbHGMHjKNAk6nfQYBr2GQU+igHBbFpFT6InZnZPD96+/ngUHD7Ji82YuqaoC4K61a/n6kiW0noRGaqTsdzhYkZ4+7Oy6ofwyEqHDMDjXsphs23zD6eQnTieeUdQ7XdLczI2NjcyprmbhgQNUlZZy70UXUTKkeDoZbIeDxiuvJHr11Ti6u3H29ODo7sbR1YWju5uU+npCbzTz7m2iJaF3kpab0Wg0mrORd2UBpRkZG0yTDYkCSZoKP+E0hrFsw2Dr2LFMbGpi8YEDAOSFQnx77Vq+fsEFdLyNLuYfAa5JFNmdwA1uNytH2fMov7+fOw4eJDUep6C7m2dmz+bJc845dWNMh4NYRgYRoRA5k73FGo1Go3ljtP2x5rRxxeNUlZby/LRpHM3LI2YYFPb1cdfatWQIupszwRjgF0m/x4EJti17t5wihm3zlX37SE0MHVpAbk8P3reqN1Gj0Wg07xh0D5TmtAl4PGweN47N4wZ0Hr3NzYzv6mJSeztXHT7MXyZPPqPHYwB/gBOz93YaBr91OnnY4RjVRYFvrKtjTsLks9vr5dXJk1k7eTLB99DyNxqNRvNeRRdQmlEn4nSyJzeXPYI795ngDmA+cB/wx5QUNo3G8jpDqAgEuPXoUTZkZ/NUURFt55+Ppdez02g0mvcMZ7SASktLY9myZYNiki+OtESLNAtoqEUAyBYIUgzkWVfSdG1JN7Rp0yYlJonNt2/frsTCwrCWdCySSL6mRrWul66NdB4gL+UizbrKy1NnLUi2D1Js6DR6gKkJQX4yu3fvVmKSCFmaKSbNjmtubibVtgnZNmMMg27DoDAvD8k3XWqDAsHkUjq/pUuXMnXPHn6zaBFdmZk4gLmCVYE0K1Na8kVagsYQCj7pPqxKCPeTkWbmgXwdT9b7apGw3Iw0q+/w4cODfpeu87uWND8sGzIZZ6IwXOsVlnfxCVpAl/DagOB1E1CNhgGI9qqxmDC7ziNMgtl0WI1Js/W2N6mxsDCTLioMjUtzfGqEGXc+4eFG8lgCkGzHBNsftzDpyqN+lPEKMWklkHw1fdGspi9cwhyKUFDIxYXCBJN6dQamKWYvMIQldjyo+cuFeoJ5qL5NLtT8FRYUPnHRL0rNX44+tU3jHULPfFzNX3TJ+Yudgl+YYDeFU7jei4S1Y4uExt8jfC7eAN0DpTmrCBgGvzsDixPvEQpCjUaj0bx30GMOGo1Go9FoNCPkTQsowzDKDMN40TCMvYZhVBmGcUcinm0YxirDMA4m/hX6rTUajUaj0WjOPk6mByoGfMG27SnAAuB2wzCmAl8BVtu2PQFYnfhdo9FoNBqN5qznTTVQtm03Ao2J//cahrEXKAGuA5YlNvsj8BLw5TfaVyQSob6+flBMWn4jQ1j0VFqOZcaMGUpMEm1LgmiQRd/S0isXXnihEju+OG4yxYLz9GRhCr8k0j2QMKF8s/eQlgLZuHGjEpME9gB9fapQVHL1lkwbJUG11H6SWFkSkUvt/MorryixdMF5e+h9BHI7S0vDgCxWz8lRBZvSe0vCaEkwLl2vOXPmKDHpXJ577jklJt2v69atU2LDOfR3dakC47IydTkD6f6U3ke6tkPbVFry6F1LxIL6IW0fFxTHGYKS+GitGpshLCUh5C/yhjF/DQlu/D2CovpCQUBbJ4i5iwWH+8nCveQUJgYcaFVjdYKYN0t++BwmAAAgAElEQVSIbRT2J6cvEHTuceEySBp0W9AM9wiXoV/QKmcKkkdbWA+4UU1fkC60X70glHao+cuKy23vQL3HHILg3CUsxR4XBOheoS8lJgjQfaj5K4Sav4io+YsGYTJDq5pXaBtmhRFTmCAxXhXO4xRev26HGnMIK2Wkj2wlhRFpoAzDqADmABuAgkRxdbzIkvTwGo1Go9FoNGcdJ11AGYaRCvwV+Kxt22o3zfCvu80wjM2GYWyWnoA1Gs0AxjDWE5q3j+T8RZdgG6DRaN6znFQBZRiGi4Hi6QHbth9LhJsNwyhK/L0IEJYRB9u277Ft+xzbts+R/G40mvc6/n37GH/XXbgFPy7N20ty/iJTGArTaDTvWU5mFp4B/A7Ya9v2T5P+9DcG1msl8e+To394mjPBzHic66NR/Hqx2mHJDIfJGk1TSNsmZf168m65hZm33kq4pISwYMap0Wg0mncmxput8G4YxmLgFWAXr3vL3smADuoRBtZtPQb8k23bw1jmDlBZWWnffffdg2Jut1vZThLkbtu2TYlJgmpJtD2cqLalRe00k7aVxMmSc7jkFC05PUsia+k6uPbuJX3fPrqmTSNYVgamSX6+KjV77LHHlNjOnTuVGMCePXuUWCwS4X+am1kaCrHG6+U5v5/n3G56hrTDggULlNdKgmq/36/EJIG2JGivrq5WYmvWrFFiJUKxIYmfJVd7kNs0OWbYNuM6O1lumozbt49ISgqP3norltMpisOle1a6PzPS08nbuJGxDz1E1t69APTl57PyZz/DSnJwP3LkiPLaZ555RonV1qriZMltHl5vqwzLIs+yOOR0ikJwyS19qMM4yOc8VJzf1NREJBJ5651NzwBGZbnN3UPmybiFXilTEJZvU1cuIEu4NycLyx9Zw6TVFnVVAqx2NZYnFP5RQSntEfKk1OkWFFZ2cAuxsOQcrW5nPiaIi3cK6m7AVNMXDjUVYwixXDV9ERMuja2mL0zBEFwybu+qFtTva4RzSS9VY33CnK6onL/ctpq/fKixXM5VYmmCONwQ+lIs1PwVQlXOd6C2aQ9q/go71PyFU5hc4ZLzlzh5wSP0AeUKI12Hhc+KtPRWptDQ9bVbbNs+R/3Dyc3CW8vA+qwSF7/Z6zWnTmDsWIqffZapP/sZ0bQ0uqZOJXbeeQRnzyY4bRr2MMXBSLENgy/m5/NofT2XBYNcFgzyI+BVj4c/+f2sFJaKORsxbJvz6uuZ29jInMZGMhMFR0duLo9+7GNYQoE2UtIOH6b88cdPFE8A22+9dVDxNJqkWxYzIhFmRKNM6+9ndjSKCbxPD6drNBrNaaGXcjkFsnfsYMLvf0/c4yGcmXnix8rLoz8nh465c0dn8VrD4MCnPoUZDlP69NPkbdgAGzZgOxw0f+ITtNx226gtkttnmnyqsJDH6+tJtyxcQE48zmtCr9rZim0YdHo8nNPQQFpkYJ2ykM/HX//lX+gfpSIyWFyMndRmLQsW0HSO+HBz2twcCPD9rq5Bz5bHTJMbMjM5Noy9g0aj0WhOjrN3KRfbxhkI4G1oIGPfPrK2b4dR0vh0zJrFjttvx9fSQumaNVT+7W9Mvf9+pv7855jx+KgVNQAYBvs+8xkaL369s89yu7FdLoyIsBjpaVDtcvG5/HwsIALMiEb5eXs7eYLX09lIXl8fN1VVnSieYobBE7fcQtcwPmIjJaW7m3O//GVyduxgz+23E8rLY+8nPzkq+1awbWqdThqTCqUa02SFLp40Go1mVHj7e6COFzWjUHSUHDjAub/8Jd7mZpw9PZhJeqZd//Efo1rY9FZUsOYnP2HuT39KwZYtAJixGBPuuw9vYyONF19MTNDKnBIOB3u++EUc4TA527bRN3s2RT//OTl/+QuNn/vcwDUcpXN7yefjp1lZWJY1YEHf3c2qpia+mpVF52nu2xmPk9fZSVFHB4WdnaT09vLn884j/jZ/oZu2zYr6ej6eMGv9/ezZLKyt5flx4whWVo7Ke/ibm1nygx/ga29n+9e+RsuiRXRNnUp/YSEEBP3IaTA7HOarPT0sDIdpcDjoMgy6TZMVGRnUvVXXehTvQY1Go3k38KYi8tGksLDQvuWWW3BGo4yvrWXKkSN4wmH+fNVVg5Kv5AZeUDDYcfSqZ5+lGdhRUUFDVtaJ1+fF41y5fj0Lqqowk86tKz2d2uJijpWUcKy4mMbCQixBuC0JaCWH8RMO1fE4E/70Jyofeojayy8nc/9+0qqriaek0LhkCYcvvpjOiRMHnZ8kVPcJQ0RDBeNGNIr/W99i60c/SuH27cz505/IqK+nZdIktt18Mx1JX/bDOZFL7uaKSNu2adm6lUank0nhMD9pbWVKJMLfMjP5UVERvUlfwpIYO9m9u6Cvjw/u20dlZyfFwSCOpDZ5rqSEp0tLafJ66Xa7wTCQrC6GOnU7LYvqBtXJV2onSfANUJm4VoUdHdz80kuMa26mZuJEVt90Ez05ORQdOULjuHFMmTJFeW1E6PkLCEVQe/uAoDe3tpZrfv1rnLEYv12+nCOlgwWkBw8eVF67Y4fqnHt8f8kkX//KaJQvdnZyRShEl2nyvzk5PJiVxY8bGvhRQQH1QvF0fEJDYTzOJaEQF4TDfLOwkO4h20oebsnX9p97epgbDrN7zBg2ZmfTk7j/Nm/eTG9v71lRWRmFBTa3vP/NN+wR/KIKBNvqliY15hHysW+YnmZTeJ9cYdtiwV8sXfIcE2KSLbcliL59gsA3Xz0W44C6P6etvtYzjBO5R01fxNQ5JoQE42mEUfi40LkcS1cHZuywoFG0BYV95iQ1tk9o02rhRGw1fxGS85cjqj7YZTFRieWg5q8M1HZxCkLwEGq+aRPE4d2o+SuA2gCWsD+cQgP4htH2pgqTHAzh/vQKN0+XYF3pFdovv0KNbXnp1EXko0lqMMitf/0r42trcSVMA/eMG8dl69ZhM6BBsQ2D/kgEyzAIuVx4YjEswyA1Le3E323DwBcMcl1VFddt2kRrejo7ysvZUVFBfUUFj1x8MWtmzeK6tWuZUlNDe2YmjQUFlNfVMWPfPgBiDgeNBQUcKymhtqSEutJSuoYs2+Hv6hroxRK+mE/gcHDwIx+hZ/x4Yh4PVXfcQea+fZQ+8wxFa9ZQumoV3RUVHL7mGhrmzycmzFA7WWyXi60fGXCOaJo9m2dnzKBy9Wpm/OUvXP6Nb3Bo2TJ2v+99hIQZbyPCMGhMCKb3p6RwQ0kJn+ns5LauLs4LBPhKaSlbTrJ3rdnv53czZnDRoUNce+wYOUmz9i6vr+fyRHEUcjho9nrpSEujxe+nNiODHo+HVr+f7liMQJKA+86DB9kdjfJAWhrtp9ij4ojHWbZzJ9dt3EjE6eT+Cy+k45prThS6jePGndJ+h1J88CDL77mHSEoKj332sxwZZobc6VAUi/GJ7m5uCQQIGwa/ycnhd9nZBBLX5svFxfSbJiQX7rbNpEiEJT09XBYKMTMxq7TK5eL63l4MBkT1BgMzSPpDIcIMfAcdj3lisROzS9Iti+v6+rhu717iwJ70dF7LyWHzqJ+tRqPRvDM4oz1Qs5xOe8cI9DT7i4qY1Nh40ttHTZMdEybw90WL6E7YB0yqqeGinTv54003AZDR28uY+nrK6usZ09CAJxwmP7FeV6/fT/O4cTSWl9NUUUFXbi4f/cEPOHTlley7/nqiSb1E0hppQ4cxnL295K9cSfnKlThDIVJ6eqhfvJgjl15K5/jxJ7b1dHZiCtPyJcsCac08Z28v0594gsyaGnIPHmTv8uUcWrGCuCAAP6keKOQekIW2ze0tLczr6+PhnBz+u6CA9AJ1LaLh1o9zWhZLGhu5obqayt5efjxjBv2mSUF/P4XBIIWhEEWRCPl9fdSlp1PZ+fqgYa/DQaPHQ6PHQ24kwrTeXsLA46mp3JeezkG3+6R7oCZ2d/OVgwdxWBYNWVk8csEF9Pj9TJyoPsGdTg9U1qpVXPTgg9SPH8+am26iNztbtCc41R6obNvm6y4XH+3pYUtKCoddLn6RkUFAsM6A13s+3ZbFxzo7+VBXF/kj+DzucziYPILtAw4HRV6v7oEC3QOVQPdAJdA9UIk31j1QJ01zbi53X3010w4dYtrhw5TX17N6wQKeX7hw4Gk38RPo6cGwbbAsTMPAsG3yc3Nf3wY4f8MGFr/2Gp1+P7vGjGH3mDHsLynBGPLlsb+8nLpJiZvaMOhOT2dXejq7pkzBNE2csRiFzc2UJYqqiro6xu/aBYBlmhi2zZQnn2TsCy9Q9U//xJGLL8Yebjr7EA1ILC2NI1dfzZErryT7wAEqnnuO0ldeoXz1arrGjuXoJZdQu2QJ83/8Y6o/8AFaBZ+lkyGamsq2m28mtbGROQ8+yIzHHqPypZfY/aEPceyCC8A08bW2EjxNMfR2v5/PjBnDfzQ1cXN7OwsDAX7s9bJfKiYFYqbJCyUlvFBczIyODpyWxdYhQ6aZmZlg26T395MfDJLX14enoYGi/n4Kw2HG9fVRlOjFSgE+EAjwgUCAl7xenvT52JiRMbgdkjR2KfE4txw6xA01NQS8Xh6+4AK2j5LGaSgTnnuOefffT3N5Oatvvpn+09XD2TYL4nHWOxz4bJt/i8X4XDRKZijEkz4fP83MpCYxbPZm5hYR0+TXOTn8Jjubcd3dXNTfz8WhEHOiUXa4XHyypGTA8M0wBnqGgc7u7hP/P/43n9+PlYjNikR4pKmJRo+HV3NyWJeby86MDNi69fTOW6PRaN6hnHEReVt2Ni+fdx4vn3ce/mCQivp6LMMYZGoVFvQ7weShL9umLSeH7954I/XZ2YO+MKVJ97ZkmJUg5nRSV1JCXUkJrzGggfJ3d1NYU8PUTZuo3L17YL+9vcy77z4mPPssO26+mb5ly05eNGuadEyeTMfkyey69VZKX3qJsStXMue3v2XG/fdjGwbzvv1tDt58M4c/+EHZ4OskCBQV8coXvkBBVRVz//QnzvvlLxn/zDPs+OhHmfj3v3PsgguoKxUM3EZAyOHguyUlvJSezrfr6/nl1q38X3k5D5SXs7CtjW2CeaSCYbArJ4dhez8Ngx6vlx6vl0M5OYO0O/5YjD9u3UpBJEK9w8FBt5tDLhcHXC76HA5ctk00qV0+fOQIfysrY2wgwGf37KEkGGRlcTErL7+c4GhaNBzvfbRtZj78MNP+9jeqp07l2VtvJXa6Hk+2zTe6usiNxZhuWXw1GqUQWGma/LyggCpBy3dSuzUMdrnd7HK7+Xl6OrnxOBf292MZBh1Dhka7hXvSSIqZwBXFxYQnTNBico1G857gjA7hZWZm2kuXLh0Uk8TOkpOy5HosuUxLbuCtra3i8Uhi9bKysoH9RKN8fu1avNEozvx8Qn4//T4f/X4/Ib+flnnzCAzp0YkLwxuVQg+H2+0e6GXZtYux99xDRqLHC6B14UL2fuUrxFNT6ehQHYjHjh2rxBoEQXUkFKL8xReZ9uc/4+nqIu52Y1gWz9x2G8emT3/T10vO752dg+fhpUejfLqqiquDQXa43XSbJnHD4I6xYweK4iSkdpHavqioSIklO5vn9/aSFg5zwOEgNOT1xpD3XFxby+c3b2bv2LFMOXqUjvR0Hr30Ug5UVDBjxoyTem+pTSUH9amPPcaBG25g9m9+Q8Xq1dRceCGPXHIJ1pBC5KGHHlJeuzfJVPM4GRmJIR/b5juBAJ8IvT5sstnp5Ht+P+vcbqVNQHZpH+5cpM9GYWGhEpMc56X2G/r5fvrpp2lvbz8rKiojM9Nm6eLBQZegwZOGvUxh6NMrPL9KQ3itw6yR2CMszl4m7HO+0PuZKgzXxQV9XqVg6e0Wtourw3pmhzBUNFbdX4qafvAMM2rpES5FRHh9QE1fBIVpxHaD0H5+4cHKI/Syu4Qe/RShR7tb0L12CDNvQ8LHJCZrMY2gmr88YTV/5aHed9mo+SsL9Tr0ocpFDqLmry7U/GUKjuUW6r1tS3O7U4ZZ0sojfIaCwne7kL8ISW78wlCfa6kaa/vTO2MI791Ev8vFDy68EID58+crfx9udtdJYxjE/X5Shiwgm7duHb7bb2f3d79Lx+m8h8NBzSWX0HD++Sy9807SE9qny++5h6dvv536ScJY/Qjpcbn4dF4eK/v6+E5HBxkJjc2nW1r4haCNGg1a0tJoSUsj9CZT/ye1t/PpxPDRlKNHWTdrFk8tWULkFHtr3oicvXuZ+uc/k799O7l793JgxQqqbr4ZS9A2jQjb5nuBAP+aVDxtcDp5X2YmEd3Lo9FoNG8ruoB6G+mrrGTjX/6CEYngaG/H3dmJu7MTV2cnWVu30jB//mkv8VGwdStxtxvbNDEsC2csxpW/+Q1///SnaR4N/Y9h4LHtQfLT29ra2OP18vxJaqNGm/y+Pr6yfj3upFlnYxob8YbDo15AGfE4c+69F4DcvXs5fOWVVN1yy+nv2Lb5QSDAxxLFUww44HBw2OlkXjTKa29BIajRaDSak0cXUO8AbLebcH4+4SGz7ixhCG+k1F1wAXUXXIAjFCL70CFSNm+m8MgRLvn973nutttoGzPmtN/jH34/fabJlX19LAuF8Ns2P6ivp9rt5tAZXgrGF41y52uvkRGJ0JmSwoEJE9g3diwHyssJvwXrzVU++yyZx46d+L1k3ToaFiygTRgiPGlsm3/u78dv29yZmsoOl4sqpxNhYEij0Wg0bxO6gHqPEPd6aZ0xg+bjRZpl4Rc0YKdCn2nyD7+ff/j9pFgWl9o2l/b08L36em6rqKDnDDmNm7bNtQcP8mppKb8oKOBoZiZj36JZdgCejg6mPfwwAMHcXA6sWEHNRRed/sLAhsH9Xi/3D9X4nUG9okaj0WjemLe9gNqXMLZMxinYBEjCXYfwxRyNqiJFSYAOEAqpwkcpJu1TcmaWBOMtLS1KrFSYCSc5kUt+Q37BiHP8+PFKTPJ7AojFkgbb8vLwAN3d3cp2klhdEg1L7fJ8OMzzfj8u2yY1FiOOKkAH+Zwl4Xx5ebkSu/baa5VYKBSif8UKAGYmfiTXd3h9skAyklBaaufs7OyB9/if/yGcm8u+97+f7VOmDNhbRCIDP8htIHlkSfe7dN9I97vkFSZtB/K1kJzkj7uTJzPovkkg3cdD75uUt6DX7+3jhInD6+xThbZiVhU+J4JuF4RcgzlM4SzkKkKCMDYqvHeXJBgXdHUtQj4tFfydfOq9ZUaEFRcEPbVPTV+45PSFIWjfY2r6IqKmL2yX0BveJzRWWBge7xTawC3klpgwapCi5i8K1PxFUGjPPjl/2Q4hf1lq/uqIqvnLS7YSc6Gq84OojeBFzV89wg0fR81f0g1voOYvOzbMA7dwP+EXhPydav5KC6g3ziRUH6grUT8X35WPBngHFFCas5eoYdA5nGfWuxx3eztNixez80tfAtPEbh5mppRGo9FozkrOzm83jeYtJpKTQ8vixW++oUaj0WjOSk7NsVGj0Wg0Go3mPYwuoDQajUaj0WhGyBkdwrMsSxEdjxGm0UsiWMktWxLaSmJXSaQLsii6vr5eiUmmmdLxSAv9ugW/nhtvvFGJSddBErRLwmTp/I4LnYciuUxXVVUpsUmC0aa02O7Ro0eVmHTc0nbSArwzZ848qZgkApec5aUYyIJxiROO4ElUV1crscOHDyuxY0n2BseRFg6WnPcll31JdN/bqy4oK4nuASZPnqzEtm/frsQksflQl3eQPys1NTWDfpcmQrxrseLQN+R+GiN8zhzCvdUgCLlbhMWAY4Lb8nBZWlpwt14wu0gV9tkgHOMBYTtBKG3cqAqqDcENxRQ00ZYgDjeF83PI6QtTMJkOqumL6CTBhHhirho7KqjaQ5nCdoLAvkkQlqequQpDiLnU/EWKkKvs4WZKq+1nCfMP+nvV/NVkVSuxAGr+AjV/dQkLB1uC8NoUVuQ0hNWcLYTPgC3nLzxq/iKu5q/UgHrPjkN1LK8XRPI1CBfxDdA9UBqNRqPRaDQjRBdQGo1Go9FoNCNEF1AajUaj0Wg0I0QXUBrNOwjPWeQ27hjGxFSj0WjOBs6oiNzpdJKTkzMoVlRUpGy3c+dOJeYR1lSTRLXlY8ZwXW0tBrA5J4c6n4+t27aJxyM5Kbe3tyuxHTt2KLE53d24gFfhDdcokwTQkthcEtvm+nxc+OKLtGdnc3jCBLozM9m7d+8bvNvrSOJnkIXEV1999UntMx5XRabTp09XYpJ7d2NjoxKThNKSM7Y0WUAS8UuO8dIxD7et1PbSuUii+0OHDp3UMSpO5LZNZX8/V4TDXByJ8L20NDa6XOL9Lk1IKCkpUWLTpk1TYiC72A/9PA73PlL7DZ2oYNg249ramFNbS0VHB/edf754HO9anCbkDMk5RcIz6E7hM+oRnL99gmC1XNjfVuG1AKWCY3O7YNW9Q3if7pMr1CX9sy2YryPMFYgLWuy4cGmk/BmV0xdxQUccuVpaWLtAeHGFGpuufgfQJSjVG4XYUeEgawRn7GrBlbtfzQ3Ykgu9nL9wCdumqPkrFlbzV29YzV8hW81foB6jW3AidyHcc6j5y0ZqJzV/xZ1y/sItCP6jav7qM9T3MWz1YS5bOG5DnJkxPGefkaZhsLK4mJ9u2sS/7d9Pk8fDc7bNapeLV1wueodZ1mWkbAReAOYA64EXE7+vR8wlp0TM7WbrvHnceu+9LH/qKVrz8qibPp1jU6fSUFlJXJhFqHnrMOJxnMMUZCPBYdvMDYW4OBDgwkCA8kQx97nUVDa+RW1qWhYFbW2UtLRQ3NLCscJCdgrF9EjxWBbz+/q4sKeHpYEAeXv2EHE4+OEVV9AlFGwajUZztnD2FVBAyOnk63Pm8IuNGyns7+cjwEfCYY6ZJh9IS+PAKCwvEgSuBtYCSxI/3wL6gI8Cj572OwzQnpvLwx/4ADfffz95ra3kvfgic158kWOTJ/PsrbcSEXpxNKeOIxIhu7mZ9LY20tvb8TQ0kNXRQWZnJ53Z2Tx+002n/R6L+vr4dnMzRUmWG/d4vTwwym05vbqamdXVlLW1UdzRgStR/K2dM4edgk3FiLFtbmlv55OtraQkDT3+btEijuYKU8Y1Go3mLOKMFlDFvb3c9cILRBwOog4HEYcDZ2oqLZmZrD73XGzBa+ZUafd4+PqcOfx00yb8iS+OrU4nbaPUAwXQDlwOrOP1jsj9DPROjSbHKir42/XXc8Nf/3oi1jhuHLHR6K2IxzEjEYxwGDMSef3/0Sj9Y8ZgvYMKNMOyGP/qqziiUXxeLyS+tA3bBtumpbKSDmFh5ZFgGwbTX3mFaa+9Nii+c9Ysnrr+eqxRKL4Dpkk46V5/yeXiW29Bb83hoiLet24dBUmLRb907rn8Y8kSGKXPWpvTScQwThRQT86cyQZhIWqNRqM52zijBVSrz4cnFmNKW9uJmAX87pprRrV4Os7RtDS+N2sW3926lY1OJ8sjES6IRvmG388jgs7jVDjGQBH1CtADTAH2At8DfjIq7zDA7pkzyero4MIXX6RmyhTmP/0047dt48UPfpCmU/zCSqmtpeKHPyR982blb+2XXsrh73zndA97VLFNk5jbzQV/+MOgeMztpurDH6Zj3LjT2r8Zj1O5Ywd5Q8xK1yxbxpqLLjrtosNjWXylpYV/7uykyelkdWoqleEw/5qeTnw073/bZmZ1Ndds3DioeFp1/vmsXLhwVIqngkiErx87xuJAgO1eLz7LojolhSdmzz7tfWs0Gs27AcM+g7N+SktL7Ts+9SkuWLWK+WvWDPQcJGgrKGD/rFkcmD2bNqH7vzvpi+A4krh4y5YtSmx5Sws1KSmETJNv1tUxLRRifWoq38rP59iQQqqjo0N5fTCoyhyHOnqfEwoxs76e3wI/B64BDgBf9vl4YUivRX5+vrK/ggJV9KiIrG2bLxw5wj2zZjG/oYF/3bmTzP5+tp1/PmuuuIJISsqJTSWnboB58+Yp+0x/6inyfvQjnEki6siYMQQXLyZ4/vmEzj8fKz1dvDaSw7h0vSQ3d2kSgCTu7t23j/Jdu6jYuZOS/ftxJg191Y8bx6oPfpDuvDzx+Do7O5UYDHZvTwmHWbB7Nws2bqSgv59Gr5c6v5857e18o6CAJzIHq2Hbkh4AjiM5myc7rS+0be4DJgJ/8ni4KzWV86JRqh0OugV3+FzhMyBNDBjkYm7bzOvo4OM1NVS2t9Pq9/P4rFlcvncvG8vL+W/hekufK0ncf8Kd3LZZ0d7OZ+vqcNo2v8jP5/+ys/lAZyePZ2ZSMsSt/uWXX6arq2v0n47eBozSXJt/v2Zw0NmsbmipDu10qyJ8WtR709iiCltNSaMLGILY0lI/AliCStsQNNGSjthQNcOgpi9Rs20IndfONDXmmy9sJ6cveuapsYghvbmg7+sQBOOSEDwo7M8U9ndI/TyxTxB3NzapsZDQeGGh8YJy/iIm9H30CAr9ULXwWjV/YUsrM6grRZioInkDNVfFDWEI3yVca6c0uUK4OQFswS3dUvMXggu62amKyMsEB/VZwo38N17cYtv2OdIhnXENlOV08vKVV3J04kSufuQRDs6cSU9WFpN27GDRypUsWrmSlqIi9s+cyb4ZM+gSio2R8kR2NqZtYxkGt4wfzwfa2vh0czNPHj3Kr3Jz+X12NrHTfCrf7PXyJBACrgWWA78AHg8GedLp5KseD/WnO3xoGPx21iwwDDaUlLArL49bqqq4/LXXmLBnDyuvu47DU6eOeJ+9115L39Kl5P7sZ2Q89BBWRgbRsjLS//pXMh98ENs0CU+fjm/uXLrPPZfe6dMhqVgbdWyb9KNHKdq8maJNm8hKLJPSm5XFvoULyWpqIr+6mleXL2fH4sVwitc1o6eHJdu3s2DXLryRCHszMrh38mTWFRRwSX09j40dyxPCUikjwWvbfA+4A6gH3p+RwUuJa7c68e9oqIWmd3TwL4cPM6Oriw6vl9/Pn8+aykriDqX3E6gAACAASURBVAedPh9VRUUgLDczEgrDYb5x7BgLenvZ5vfztcJCahLn8OAwSwdpNBrN2crbJiI/VlnJfXfcQXldHUemTmXrkiWkdXQwcedOJu3YwQXPPUf5gQOkhMPsnzmTzePG0ZGVdeL1md3dCJNDh8VKFEhxw+CBvDxWZ2Tw1dpaPtrRwYW9vdxdUMCO09T7JC/99BSwGviW281nIxGyQyGedzr5n9McOkwe6gy63fzvnDm0XX45Vzz2GItWr2b61q08f911I96vlZFBy1130bNiBbl3303DvfdixGJ4tm7F9+qr+Nato/iPf6TogQeIe730TZ1K93nn0VFcTHdZGZgm7p4exr7yCtuXLMEW1jNMJqW7m/TGRnoqKwEwo1Gyd+0ib/16ijZtIpyeTtaRI3RWVrJx+XKqZ8ygvbQUDIO5zzzDqptuovsUhcqlra1cvH07Gb29jKuvZ/f48bw0bx7PJPXGrCwpGRjqOo0CaqFtczcwHfg98AUgZZQLz4nd3Xz08GH80ShFoRC/mTiRTfPmEU3qYasSrEJGhG1zQ2srl3V2MqOvjx+XlvJwXh6hk1xPUKPRaM5G3tZZeGGfjyNJPSa92dlsWbaMTUuWkNHRwbg9e5i+ZQtLnn2WJUB9YSG7pk6lasoUZu/cyeLGRv68aBGhUyhKmtxuPlVayoW9vXy7uZkHa2r4c2Ym33Q6CYyS0DwE/MDj4c8uFz8Ohfh2OMyHolG+HwzymjCccqrUjR3L7++4g3PXrGHx6tVUHDrEjptv5vCyZSPWu/TPmkXd/fdj2DZ2SgqhxBBeO9B99Chp27eTuX49GRs3krl+PeVAf3o6zdOn0zR9OtMffZQxL7/MultuoTVRHA3Ctildv565v/sdVZ/6FGk1NRRs3Eje1q24QiHiLhetM2ZQt3AhrbNm0Z+TQ1PT4C7wrVdeeXKL1No2Mw8fZmdlJdg2U2pquGjbNibV1RFxOlk/fTqPXHYZbceH6JKHs06jR9Jj23wjHOZ2BpxUbgRWJ/YnuMScNOnhMD2JAqyip4cP7dvHguZmep1OHhg3jqdLSuh3OikcBaH7cYrDYb5eXc25vb1sSU3lpqlTqX8rex81Go3mXcI71sagOzubbYsXs23xYjLb2ijfuJEZe/ZwxQsvcMULLxDw+UgNBhnf1MR9F17IIUFH8qYYBi+mp7PZ7+fzra18uKuLi0yTr6al8UxKCkvDYTa53W9olHkyHHU4uNHvZ3ksxg/7+7m/oYGnUlP5UW4u/YbBxX19vCpooEZC3Olk/UUXcWjaNK7461+Zf++9VLz6Khs/9jF6i4oo3rqVhrlzT25nTqdYQMQzMuhaupSupUsBSKmvJ/rMMxTs2kXhzp2Ur1sHQE5tLct/+EP2L1nC5ve9j0hihllKVxdz77uPsg0bAJj3n/8JQDg9naaFC2meP5+GadOIj8LMP9OyuOqZZyiursYXDrNs2zaKOzro8fl4asEC1s+eTXCUZhiats30eJzdDgfnxeP8OhRigm3ze+DzQPcoiLaXtbaysK+PJyor+eD+/SxuaKDf4eCBsWN5tLycvlHyjyqMRnE6HHS4XLyvtZV/r6vDAO4uLeUveXlvyWQPjUajeTdyRkXkkydPtu+5555BsSNHjijbSQLo1xLTyrNbW5m+axcXvPTSCRG6ZRg8O3cuT8+bR0Q4n5qaGvF4enp6Bv0+s6eHz+7dyxTb5knTJAz4gNtyc08MAR6nuVkVj0oi36GCXK9lcXtXF/8eiRAG/uR286+RCB/JyOD5IU/2kkhe4vrrrx/0u2Hb3BwIcNUrr+CIx3n+/PM5Z/duXj73XNpuuEF5/aJFi5SYNNQkXcdQKDFwaVnM+tWvKF+1atDfg6mprLnmGjxpaSx48EE8ScLqcHY2O7/2NbqmToXEkN+J/SWxfv16JRaLqcrausTsOU80ymdefZXZSe7ZjVlZvDB7NpsmTiTmdIpC902bNikxSZg+VPz+5bY2CIeJAJ8MhWg2Tb6QlsYraapiVnJGlxzCk9/j6s5OvltbS6/LRVo0Ssw0ebykhIfKytghuJ1LkxQADKH4SRbZey2LB2treTQ/nys7Ozk3EGBTairfLitjrzBcZwlLtVx77bWDfn/ooYdobm4+K6ouY3KRzT0fGxw8oq5SQJngMv3afiXkaOhTYl5BMG7I6Qu7R431CYsuOAVH8KigfXcIGl9beMaQROmC8TQnq7HwXC8Eh3EjiVSqz/zWImEWcsoUNVYjiMhDqhM2klSwXxgG7xP2d0zNX+xV8xdRoaF769SYcxhtoZC/6FTzF1FBmG4Kox9R4WYSHL0xBCNhl2DB4hbewyOcS1+1GvMNo3t2CmkkLIjsXcJ790ofFjV/TbGvVWJ7+cU7R0R+unTk5uINBom4XDijURy2jWnbXLVlC1Nqa7l32TJah1nG5M3YmZ7OfJeLL8TjfCUe53gJ8b3eXu5MSxuV6d8h0+Q7Hg8Pulz8V38/n0oMRf22u5t/yspi8yj0JNiGwWtz5rBn/HiuX72aK9euBWDF88/z7KRJ1A6z1Mfp4A4E6M/KYu+HP0xrTw8xp5O400nc4aDs0CHy2tvpKi4e6MFIXEe3x4O7q+tE8TQaZAaDfOnll6lIWoLlSGEhP7/+euKj+D7HWdHTw8eT3uvPHg/fTE2lxzTFhQtGvP+ODr5ZV4cJZEajbM3M5AdTptA+ysNohm1zd1MTU8NhvllbS9A0+UFpKY/m5Ay0mdY7aTQazSDedQUUhsFzy5fz3PLlNDQ0YFoWrlhs4CceJ3qaS21EDIOnTJMVlsXMRG/WraEQNQ4H/zuKZoetpskx04TE8fqAP3V1cW1W1qg4pQN0p6aybcoUxtfU4EkUm5feey9PfOELdAjrAJ4OkfR09n/4wwAcHjLba+9555GZqT4GS2sRng5lXV186eWXyQkGiZgmLampdGVl0ZaezpiWFo6erph6CHNCIb6X1Eu4x+Hgv/x+ekZJQ/f+tjbuHNLDVBwKUdTfP+oF1B3t7Vye1Du4MjOTv2dl6SE7jUajGYZ3XwE1BMs0CbvdhBNCcmloZ6SEgD+aJpdZFktsGy/wrUCAOoeDfwiLvJ4KvcC9bjcHTJMl8TiL4nGybJuHurpYnpVFwyj0lhi2TZ/Xy/rZs5l09ChFbW24+/u56le/4rEvfYmgUNS8WzEsi/xAgF8uXEiz30+314ttGMqCt6NFUTTKr5qaTvQyNZsmW1wuxsXj1I1C232orY0b29v5R2Ym+z0e9nu9tBQV0TVKBrDJLO/p4VNJQ5VVXi+Nbjd5sRi1b0GvnUaj0ZwNvOsLqLeCQ6bJIdPkfxiYUXW5z8eFkQj/3tdHk2myZRS+xCzDYKfDwU6Hg18CqSkpzIrFWByJ8G/BIN8XjCdHim2aHB4zhsNjxvCPpUvJ6O1lcSBA2Z49XPz73/PMpz5FbJQKwrcb2zTZMso9WsPhtSx+09hIh8PBI+npvOD3szYcHr3eGtvmsexsHhxi05D9FhRPM0MhvtnSwot+Py/4/byUmkogXXJP1Gg0Gk0yZ1REPmnSJEVELolqB7krv0FMcoTuStKjHEcSAgNsFpYwkZyZk4W2fsuizzSVYarTRRJtS+7WEllJ/ljHmTVrlrjt8aE0h2WREo8TdLm4+OKLle0kMXeRMASWl6dOzJeOW3Isl+49STh/4MABJSYJrx1Cb0maIOQGaBDE15Iz+vPPP6/ExkejRA2DmqSh1r4+VRAstUtFRYUSG2rTAHJPqnSPSLHh2l5qg8r2do76fPQnXTvJIqK4uFiJSY7l6UOKr8cff5zW1tazYhzQmFRoc89HBgfj1eqG/XuEmDpZxt8mOPar6QtTTl/0q+kLWzBmjgo6277RTV8gjSifpGzOUD8mIN/C2JnCQ8TFgog8JMxqLhK0n3kzhdeq9zrr1c8OTcJ3Z4OgnK9T8xdOQQ5iCL29knU7QECYqJAiiKer1fwlElbzFx6hYTIq1Fi/4LSOMBLkFG4SKVY8TON3Cm0QE+xspJhXaNOgMEOiVXh47P/t2SMif7vpG8XFiN9O4qZJ8Cw5lzPNoVGyDHgnsHeYAlOj0Wg0b4z+BtVoNBqNRqMZIbqA0mg0Go1Goxkhb1pAGYbhMQxjo2EYOwzDqDIM49uJ+FjDMDYYhnHQMIyHDUNy3dJoNBqNRqM5+3hTEbkxYF/st207YBiGC1jLwOLynwces237IcMwfgPssG3712+0r3POOcceKtyWxNiS6Hs4IfhQJFH6oUOHxG2rqqqUmCSA3rJlixILJHnmHEcS/iYL0I8jOUJLIl3JLfu42/apMmbMGCUmiZ2lmCTIltzXJcG/1C5DneABDh48qMSGCpNBvv5z5sxRYsOJyCUk8bQ0qcAtzIaTJjT0CgsRS6/NyclRYpKgXfqseoRZlNK1ARg7VhXbStuWl5crMUl07xK0YJVD1j/86U9/Sm1t7dkhIj9nnM3m7wwOHl6nbtih5gs61FyTjTDxQLCxs+X0RVTdJaYg3O4WDicu3CKWoPvtFwTottCaDkGjGxfMsq3TS18wRpDtZgmC7CzBviRNWIkyQzjwXuE9eoSGaRXcrevV/EWKJEwWGqBUzV/4h8lfkiWhRxBP9wuzCqS+jiY1f9EjLKQuvTZNzV9Ia72aQq3hEGaBD5O/yBYmC0SFbbPU/EWHILoPC1rWoLB+697PDysif9MeKHuA40fpSvzYwEXAo4n4HwHJkF+j0Wg0Go3mrOOkNFCGYTgMw9jOwOpGqxhYLajLtu3jzyx1gLCokEaj0Wg0Gs3Zx0kVULZtx23bng2UAucBwkqNiGOBhmHcZhjGZsMwNre2tp76kb5DuSQYxCcsqqrRaN79JOcvcchGo9G8ZxnRLDzbtruAl4AFQKZhGMcHi0sBYZARbNu+x7btc2zbPkcyXXxLsG0qnniC3M2b4S0ubiKGwZq6Ov61uxuPLqQ0mrOK5PxFnnZo12g0r/OmRpqGYeQBUdu2/z975x0eV3Xt7fdMH416L5YtW264V2wMxphmQktoMSUECCTcBHJDII37QZILqYR2QwIJgSSE0AKEUGKqwQZsbIx7lS3bkq3epZmRpp/vD42U0ewlkK0ZY8N5n0ePpeXTz5k9++z9W7/VoWmaEzgd+DXwDnAx8DRwFfDiJ20rFAopYltJLCuJhiVBteT+3CcErpkzh8Xf+Q7+rCws06axaeZMfHHOyZLoWBJFS6Lap59+GoA1NhtbPR7+p72d6zo7eTA9nSfT0vBHheLSMUpIYmXJZTpVKPEixSSxMsCBAweUmHSM0mihJJSWBPFS/bn6+vohLSeJzSVxfmlp6ZD2YRrELFQSyUsFj6WkAsntXlpu6tSpQ9qv5PC+a9cuJSY9h5JjvCQsB1kkP378eCUmXbOFCxcqsR07VMfteKf1wY7lmCQUgZa4BAlJLCuVwulWBashoWmICDrgsOBODpAlaI7T1OaLfEFTW/m0sB/h/S88tOYLi6BVlkymg1KFKiGm2wZ5tz8gKN29gnK+WVC/txxUY9omNZYhiKKb1LYFlyBUl4rZh4VjzlTbLzzCPqyDXIdswSW8RKht2iJcmzbhgdKF5crV9gursN9MoUh7k9p+iQ+i0H6RPUib4Rc+HLlq+4VFuGZj1faLvULFAMrU0E75cGBoI1BFwDuapm0B1gFv6rr+CvBD4GZN0yqBHODRIWzriNGdn8+2a64htb6eM19/ne/ecw/nvvgihcKX7HD5dW4uISA/EuGnHR28W1fHlW432jDL5Ez1+/nftjYu8HoZGQzCESy7Y2BgYGBgYDA4nzgCpev6FkB519F1fR+9eqijluozzqBk9WryN2/GGgwydcsWPKmptObkEExgYdZ9djtPZmby1ejIRLemscLpHHZx2a12O9MCAe5vbQWgxWTiQ03jQ7OZNWYzq0wmSFQBWwMDAwMDA4Mhc0Rr4Zn37iXjnHPQMzOJZGaiZ2QQSksjkpND9+WXgzBlNSw0jY033siiG2/E4fdjDYWwhkKELIk/7d/n5HB+VxceTWNMKMT1XV3cLkzXHCpPpKVh13V+0tFBbiTC2cC8cJgPHQ6j82RgYGBgYPApcUQ7UOGRI9FtNmxvvDEg3nHvvYnvPEXpyc3ljbPOYuLOnXhSUzlh9Wrympp4/uKLE7qfDrOZ+9PTWetwcLHXy7VuN05d51JAmBU/JP6cno4NuDU6wpUD3BgM0mAysedzVhD4O243J/n94PXiM5nwm0z4zGZ8JhPrMzJYlYBOa157O4s2baLb4aC+pweP1YrXZuv912plVyiELwGd8LKGBrrtdiy5uYSSVKB4/J49jKqpodvpxG210u1w0O109v7rcPQmWQzzGUpraeGkF14gbLViz80l5HQSdjgIOYVq5wYGBgafEY5oBwqrla7nniPlrrtIuffe/nDGrbdif+cdepYuxX/yyZDgEaJNM2fSVFBAXXExjQUFLHn9da595BHevPFGOgsKErafx9PSCAF3ZGbSo2nc2NXFk8BXgOAwt/2H9HTsus4VXV38yWrlu4EAa7u7edRq5YGUFNoS2JGy6TpZ4TDtZvMhrZej6wyid00IBeEwLSYT8wIBzDGC6A6Lhd+XlrJaEIEfDj67neLWVsrj3Lc7bTaemjSJLUKiweGQ3dXFLdGXCU9qKp2ZmXRlZtKZmYnZ4WC7IC4/VNqys7n45ZdJiRNrtmZksGzRIjqPkxxJDoFIBFsggM3no3TLlgH/1TF27PC2bWBgYHAU84mlXBJJWVmZfvvttwNQsm0bpzzyCAcnTCDgdDJ2/XrsPT14MzLwXHABbeeeiz+mLIRUFiM/P1+JSVk/a9asGfB3wdatnHD//ZiBHT/5Ce3Hf7yUSyrlsnXrViW2bdu2AX9fXV/PDbW1LDOZuMJqxRedcpOyDKWyJkqGm66z1Ofjr0AhcCfwNaAL+DnwACDkUnwiubm55EYinB4IcGYgwInBIDN1nfh8PbPQoYrNhpvk9/O3xkaWW628YbPxttWKO9qxk54zKdsrNiszMxxmvs/HYmCu282YuEy3CPB0aip3ZWbSYTYzZ47qth8ZxFqiz1JD03WK2tspb2hgUkcHo2pqyInLsguZzbw3cybL58/HZ7eLGY4H9u0jEnc+sVlzpnCY3LY28puaKGxupqClhcKWFnLj9tWWn8/aM89kx9Sp6HHbk2xAYrMlzaEQ+TU1FFdXU3zgAMXV1aTFZXcGnE42n38+u04/nYjVysSJE5VtStl6x/V1tCIRzDt2YF21iu7XXiNzyxZscc+uPz2dXV/9KgfPOIPv3nILe/bs+UzMNWtleTq3XzQw6Bcyuxa0qjH3NiWUl6+muJVICUhrhBiQW6jGpDG/LqmyjNp80aoeIo1CTKpM4pcssoS7HhaSroZNrpDG1yKU+DALL5klamkruoR1w8L3pC5szypkZTqFUfEeIUuwWKgWog1ijZMjWAKNErIHXULmWoqg/62oUmOpQtacW5hPyRTK4WhC5mG6cMztgjfkYF9iVmH9fLX9QhPOuVR4Uazdosa6hPpDfz5v0FIuR3YEKobaKVP4149/TN6WLVSccALvX3QRo7duZcKaNYz8298o+OtfaT/zTDyzZ9OxZMmwpxliaZw6lbd+9jNOuf9+ptx6K3u+8x0azjsv4ZqivxYVsb+xkbtDIf4vGORmqxXvcPahafw1+msD8HXgt8DdwG+AC6J/PzPEzU0BzgO+1NHBnFCoPyXTrWn8JW5ZHdDCYYIMfGjsDQ0DlnPpOl/2+/my308AWB3tTL1mtXIgpgOWEYlQHIlQETPamBqJsKi7mwU+H+XBIKf4fJgAn6ax2eXi39nZfJiayoWtrYz1eLg9O5tNHzP1mxIIMKe2lhUxHRl7KMS49nZmHzxIhtfL8Xv3khLtMHQ7HBwoKeGj6dPpcTr50muvsWXcOP598sm0DjK6VXbgAKeuWsW9M2bQ4XSi6Tp5Hg+lnZ1Mqa0lv6WFwqYm8trasEQ7cxGgLTOThtxcbMEg6V4vrQUFrD3zTPbMmIFuMqHHWTfk1dZSUltL7YwZ/zm/9nbGb9lCcXU1rs5Oxm3bhiWaRu1OT6d+1CjWjxpFdlMTUz76iIrFi9n8pS/hH6w+YCRC5gcf0DR37n9i4TCuykocK1di3rcP+wsvYIp2+iy5ubTNnUvH9On0FBUx44c/pOrss9l9xRUEBWsNAwMDg88Sn1oHCsCbnU3bCScAELbZqJw9m8rZszl57Fiyly0jZfNmSn/5S0ruvpvWE0+k8QtfoH3uXLBYyF2+HPMZZxDOzT2sfXuKitj44IOMfvhhJtx7Lxk7drD75pvRE5idB/B7i4U24IFQiHGBABfYbLJl+2GyFVgCnEVvh+pp4CZ6Kz1/8Anr2gEH4NT1AX4WJl0n9j1Ki/k3EF2vD1vcCE+sdYMNyIpEyIpEyNZ1DkT/b6nfz0+7u7kxPZ28QICTgkEWBgLMDIWw0Dvd+S+XiwcyMvjA4WB/QQGBmA60KxLhltRUIoN0Rk2RCGfs38+Xd+xgc34+AbOZiW1tTGxtZXRnJ+bocewsLmZTWRmVhYXsKyggWF7enzk5+sAB/nTFFVQUCq/50f8/9f33Ka+upsdu58uaRmlnJyWdnThivGA6U1OpLilhz5gxNObmUp+TQ2N2NkGbDXMoxH89/TTvX3QRe6ZPV0acAFI7OznptdeYvH496y+5hPSmJvIqK8mrrCQ1WmA7bDKxa8YMNp9wAnWjRlE3ahTuzMz+F4Kpa9fy0aJFmCdPFs8FwLVzJ2V3300wK4vu1FQyNm3q/dm6FUu0uGdo2jQCZ55JcMECggsWsKmrq38frqoq1v3hDzQlYNrRwMDA4FjgU+1ADUYoP5+mq68GXce5YwfZL71E5rJl5K1YQSA7m6YzzsDa2UnOgw9Sd++99MS+MR8CYZeLyv/+b8IpKYx86imcBw+y/Y47COYIQ6HD4CmLhbCm8WgwyKuBAJdHIgnVLAG8Rm+RwmuBO4DVwLPAj4B99I5OvUjv6Ecf66M/D2RlURwOc2YgwJJAgLmhEBfpumItL07hFf9n+HZsIMC/6utZYbHwut3Om1YrDdF1dF3nuFCIu7xeToiOrjzR2YklekxbLBb+4HSyLi2NdXY73THXJyvuWq1NSyPSLgyBA9MbGrh6yxZKo1O+J9fUcHJNDUGTicrMTF4aO5Zd2dm0jB+PJ07knBPTIds/Mjq0HzedVX7wIEvWrGFMjCGp0+9nTm0tBzMyeHfMGGoyMjiYkYE2ZQo9cfuINQrVNY0HL7+cohEjlPOwBgLMXbGCuStWYA32Kujm/OMfAHRnZNA8diy7Tj+dPbm5NI4Y8bEi9K3z5gEg1QGwtLdT+tBD5L38cn/nN+v99wHoKSqiZeFCOmfMIO/ii4mMjJvuiNE8efsMNAXDWwMDA4PPIkdlB6ofTaNn8mRqJ0+m4utfJ2f1agpefZWSZ59Fi458lF51FS033UTbddcd3jSf2cz+66/HO2YME+66i1n/9V9s//nP8Ywfj2vfPrxjxiTkVP5hNtMN/D0Y5IX2di7JzKTJbMak64OOpBwqYeBh4CmiLqfAF+nVRs2K/n4NctHCOrOZvzqd/NXpxKXrhFoFHccn4DaZmFNaSkvcl2hqJMIPurv5us834IHbazbzS5eL1VYrHdF7l3KYmVvlwSC3rlrF7LgpxaDJxK/mz2drbi6hmA5g3mHsZ2RdHdMqKghYrTTk5ZHZ2Ykj2sF6Zto0lo8bN2D5UZ+wj4jQIdUiEY5bt44Fy5aRGqctai8p4e2bbsKTm9s/8nO49SW1cJgJ77zD9BdfxBKnL9x74420LlqEPybBIie+82RgYGDwOeeIisiLi4v166+/fkBMGtWQxMWzZs36z3aWL2fa3XcP+P+muXPZcsstaMKUnlT2A2D37t0D/s7YvZs5P/85Vo+HTd/+NpP+9jdW3Xkn+4R19+/fr8SkEh/xZUgm1dTwzTfeoNFs5vL8fK5xu/l1ZiZuoRSIdG2kciVWYfRh1KhRFAWD3NzWxpdiviD/BFzPIJWfY5DKmkjPilRGxhnTcbBHInyto4PR4TAOXccZiWDXdRyRCA7g5yUlbHO5PvZcxsV1TCCuDIyuM6KlBVNLC65AAFcgQEoggMvvx+r1UpGZyZtxZVCOFxIH0gRtkFRmxefz9e/X1t1NaksL3v372T9u3AAdnST6Lo9JjOjDEqMD0/x+HI2NeKqrsXk82NxubG43Vo+HArOZjosvxhczFRf/DINcniWelHXrcG7YQKbZDF4vmtuN5vWCx0PziBHU3nDDgHORSstIAv34z+6Pf/xj9u3b99kQkRdn6Vy/eGDQ3KAuaKpRQpZZtUqsWFevX4GgICiUmy8C6q3HLlUSEQ6xS22+CAgptBFBC7znTTUW9KkxTUjilaqVIA2ejlIThACobJLj8aQJmsWI0Oo5BK2eVXjx0YQbowkHbhJi2Wr7RYpQBsYn1MPpFmIAo4XEp0JB2zhRmFJ3CjfrgFTKVhiztqjtF15hHMYjvNhJgu9m4SHO/OT2q5884cPRLpSR6RBidkGg7xAGYe658ugTkR8uWiCArb2d/RdeiNXtxuLxYPV4cLS0MOvOO9l90014R48+rG13jh/Pu3ffzfG//CVz7rkHgJkPPMC+G25ImIh9x4gRXJmXx1+am3m2sZGccJg6s5kHE6y9Aqi3WrkvO5uJfj8ToyMlXwd8wH8nfG8yfpOJh7Kzxcw1qbN0WGgaNXl5dAr7kGoMJgxNI+By0eZyUZegc9HtdnpGjqRNGL3ShYy5w6V77ly6584lRXi5qBU6SwYGBgYGAznmOlC6zUZV1ARTGhEZrIjuUNHCYTrLysjasweA3O3bmbxyJdsXL/6ENYfOerud36en86Pol/tNnZ08lZNDexJMMXPDYZalplLv8zHd5yM7EuHb9GaKfj/hG1ht9AAAIABJREFUezMwMDAwMPh88PmysR4C/sxMWqdMoTXmbX/eP/9JemNjwvYxLhhkoe8/w6gZus73vUMse36IbHE4eCg7m28UFzNv9GjGAV8FUoCLPmFdAwMDAwMDAxmjAxVHxGqlZtEi3v/Vr1hx771UnXEGAKf87W/9wvXhUmGzcXlBAUvz8/kw6mN0VU8P40KC4CCRaBqVwOPADcDzyd2bgYGBgYHBZ5YjOoUXCAQU8fVQxcqbN29WYrGu1X3kCiJyKQYwffp0JVZbGyP2LCig4YQTaOzoIH/ZMha63bSfdNKg25QEvU1NquhxwoQJALQDt+k6M9vauKKigl+HQtwUk/UnuZNLuqEDB+I9w6GyslKJwUAx/schCfklAftoQW8m3ZcsoUaddJ8lkXVPj2pf7BQ0QgsXLlRie/fuVWIgT/VKom+LUFZo2rRpSizWnuDj1vULyQLSsyRdw2BQLQhU1mcfEIMk+Ab5HkjHvWHDBiUmuf5Lovvq6uoBfw/mBH9MEgjA/jgxeKZgp6G3KSHnZvU6uATT6jShqcobxOouTW2+8KladcyCFrhH2GaroOftFjTbJROE5YTL4BHcycOCVLBHbb4GF4sXDK39El3HJQV7mqCXtQk3xi7V2BRE6TmCyDog2K87BKF6mdp+0Sq3X5gEqYpduNE+4St+otp+0SVkH7QK69YJNuFNwsPUIVxDm1DQLL1MjTUPosHMFe6BRTjuJrX9olhIShgliO791WrsYzjmNFCfBuH0dOovvTQ5G9c0Nubk8PbEiSzo6qIgEKAxCYJyAwMDAwMDg8RhdKCOFjSN1QkqUmtgYGBgYGCQXAwNlIGBgYGBgYHBIWJ0oAwMDAwMDAwMDpEjOoUXDAYVUfUA0XYUSUgcL04F2U1aEgKvWbNGPJ7FgrdTSUmJEtuxY4cSW7RokRKTBLPdQm0wScAsrSst1y7UgJMEvg6HQ4mB6owOspBfEhdLIm1p3wcPHlRikthcErS3CiVkMoSpTSmpQLpekyZNUmKDbXP27NlKTBLoS8+ndF3T09OVWOz5ZX7wAR3z5olu7lJMKtuydu1aJSYlAABs375diUkCdkm0L11vKaEh/pw/UyLyYBia4gTitS3KYuZy1ZIkVdCm5gtm0sWCDtgtN1+UCtZ0VrX5okVtvpikNl/sEW5VrVDasE2QaHqEdc3CcgGphGWOIPDtkdsvPEKmskVwHTcJ4uIsQaSdIe1bbb9IFcTmIwRBe0AogZUqSDMa1c8TLuGCpcrtFw5hm9PU9guroNAfIwjdfcJ17VDbL15Tz29ch9pWpaHGGlDbrzqn2n4xZpBxnU61/RKzIRyCaL9ZuN6Sa3zRoRkif6ZHoLRAAKuQyZZoTDVq6QYDg48jb9kyip56KmEO9wYGBgYGR5bPdOut22wcd++9jBbSshOJde1aUm+4AavHk9T9GHw2KHj+ecb+7Gd4YmraHQlS3W6lQLGBgYGBweFxxDtQ6X4/2hEsYNx48smc+fDDnP7wwziS9OXhP+88bO+8w5JbbqEwyZ01g2Ob4r//nTHROotuwYcsGVi9XmY89xxffuIJvDGFmw0MDAwMDp8j3oGy6Dr3ffABl1ZWkiNoLRJN08KFeDMyKN+wgS/fcQfl69ZBojtwNhu+q67C2d7Owl/9irm/+50xGmUwEF0n5777GPXgg71/ahruKVOSuktzIMCkZcu48PvfZ9rLL/P+okXoZnNS92lgYGDweeGIO5FvbGzk92lp/N+ePVyxZw/vulw8m5HBSpeLkKb1HpTg4NzR0aHEJPFzXV2dutyiRcx+6SWcHg+nP/ooY9evZ9WVV4qi485ogd9YJLfnffv2DfjbesopzLjvPrRwmLJ336V4xw4O3H47e4U3fpcQy87OVmKSE7kkcpccwgcTEo8aNUqJeYTOXmlpqRKbP3++EpPcxEeOHKnE7NGSNbE0CvUFJXG3JKi+7rrrlJgkaF+/fr0SA5gzZ86Qjif+PoPsLi9dw4aGhv7fc7ZuJSsmmaGtpITNVVWDbm9MjCN9H5KQW4t+ZmJpbWxk8kcfccLrr5MWfZ5ry8pYk58PbQNF0NJxS47lkru55AYff+8lcf0xSyAE1XEi2pB6/ZxCqxpUmy/Cgva5S22+yBV0zgA5gubYrzZflJYJy6mPNaMFbXG7YITtEAYxU9TmC7/kRF4iHPR+9RlGH+Td3qq2X9I9wK62XzjU9gub8DKdorZfpKjtFx6hPmqOIO7OVtsvZqrtF+nCjd4vt19MUNsvrMLxeIUbXSu4vLvVa2h6oEGJnRdUv2tGoG7Phdp+bUVtvxw96r3fV60mZgCgqQ7/pAj3vlhwLK8X3M2Dghu8VfhQfgyfigbqrfR0ns/MxAws9np5sK6Od/bt4+QkFdTdtWgR4eibd9hsZvupp+ITvpSHQzAvj45TT+3/u+O00/AIWV2fB0zhMFnNzYzZvp3ZK1aQJ2Raft5onTqV5pkzAWgvKqJh7Nik7SujrY3CAwf6O08A7557LgidLQMDAwODw+NTcyL/VWEhc71eRkbre21wOnlPqP+VCHrS09k3dy4pnZ0U7t7NrFde4dVx4xK+n6alS0ldvx5/SQm5//oXbeeck/B9HI1okQiz33qLgqoqspqaSG9pwRxNX19x7rk0l5QgvL99rrB1dDDumWeoOe44Vlx7LTmC1UOicGdmkhYdsY2YTOydPJn60aPByBY1MDAwSBifWhZet8nED0tKCAGVNhtneTz8oa6ODMF/KBFsP+003v/KV3j/yisp2r2bE594IuFaKO+MGRy49Vb23X03ocxMxtx8M6nClOCRZlwgwKnd3czz+RjT2Umh10uG3481HE7INdBNJurKyxm1YwdZTU2YIxHCJhPLLruM9aecMvwTiCFj714y9uzBUl2Nqb0dkvS8JJoJf/87Fp+PNV/+Mj3p6dQkKQPPFAjwxb/8hdG7drH8ggvYO3ky7599dlL2ZWBgYPB55lOthbclJYUHc3J4KS2NU71eftDczPMHDvCrggL2CSaEw6ElqmNy5+eTVV/PtNdfp+3Pf6br2msTtxNNozM6jbf33nsZf+21XPT44zxx/fWEBNPBI0WT2czDTU2UhUIQo8sJmkw8N3Ysfy0qIniYfkQZzc3MWr6c49au7R91CthsvHTVVVRPEMq2DxNLTw/zb78dU0zHKZyaSjg3l9BttxG6+OJhT1Vpfj+5v/gF4exsSux2PCUleIqLCQuan6GQtn8/I998k+qzzqJd0LAlCnMgwOLf/paSigreuugitixYwO7p0+lJE6qOJ5h5+/bRlpKCXlBAQNC7GRgYGHzWOKIdqEgkoohW/5iTQxj4m93OdoeD++vquHv1ar6flsY/Yty0JVHttm3blNgUIbMpfp/7Z8zAuncvE3/xCypNJprmzu3/vxRhGlES1Y4TpgAHuEJnZ+O7+WZm/uIXXPbWW2z83vf6v9glkXxlZaUSa2lRxXSbNm1SYqcIozzmxkamtLf3/5TFiXlXZ2fzu/Jyap1ORgmi78nCCEmsO3luTQ1zli9n/ObN6CYTB085hcbZs5n+xz+y8+67KZw4kcKYdSVHaun8FPG7rjMzKwvH+vXYP/oI+0cfocVtq3XGDPZ+4xv0lJRAnGi8sLAQCUlcnpaWhsnjwV5TQ9DtJvfJJ4nVxvry8uicPJltV1xBT9x2Jed3s9kMus60Rx8llJLCgWuvJdXvV5aTrrV0bSSH9xUrVgBgD4f56caNlLS18cjs2bxlscCHHw5YVhJ9x4v77cEg2zZvJhLXCZUcy2PF74G2Nm5duRJefZWDDge7U1PZnZqK2+1W1jtmiUTA4xsQ0pyqSD4g6H7T1OaLTrX5IldIzOwYJKG3WVjfLqgghOaLAkHBsEswhS4TjicsfGuE1eaLDkkLvEl4CRl7iho7MMjIfY8QNwvCcpswwusXRqsjZWosLUeICVbrduEEM4UX0SnT1FiLoM5vEVzDy+X2C6/wkI0WXpSKhHP2Lldjo9TP6fPBLyqxBsFhfDTqta5EvTb7UNuvICuUmMMjPLCAr0t4drKEl7UdW9RYkeBY3iKI6fftFPc9GJ/qCBRAOKahXp+SwkVlZfymuprfud3MCAb5SWoqwQSLX3WTiWfOP5+b//lPZv7mN6y66y48QqbdcGlcuJCKyy9nwpNP4i4tpfLSS4e9zYxwmM74VHRdJ8/rpby1lemNjUxsbqYo2mn0mUzsyszknaIiFtfXc9Dp5IHyctYKWX9DoXD/fua98QZlO3cStNnYd845VJ5/Pr68PJzNzbz3y1/imDjxkzcUDuNoa8MXdxxaKERGVRWZe/aQt20b2bt24YxmjkUcDgLTpxOYOhX7li24y8vZ881v0hEVZw8gEiF39WoK9uyh8dZbB1wrc2cnaTt2YG9uxlVVhbO2FmddHSl1dViFUjkAPQUFHLzkEhq+8AV6DqE8Sd7775O1eTO7v/lNghkZIGTcDRdbKMT/btzIzPZ27p80iTWHIVAvamtj0Y4dlLS28p0ZM/rjzlCIbL+f0aEQqX4/uV4vWd3dZPb0kNrVRZbfT7bPR0pM57rU56PU52NWZyc/MEajDAwMPqN86h2oeJosFi7MzOQnXi9Tg0Fe7OjgawmezgMI2O2su+02pj3wALPuuos1v/wlASGFfrjsufRSHM3NlLz7Lp5Ro2g44YTD2o4rEODLO3bQ1N7Oz3NyGBMMMtfn4/ieHk585RVyu7vZlZvLyI4OKvLyeLW4mK1ZWVRmZBAymTizpoa96ek8lZdH6FCn63SdMRUVnLhyJbm1tfS4XKxdsoRNCxdSGDPi1xOtQzhIFat+MjZtovyBB9i8dCkhu52c3bvJ2bWL7F27yN6zB4vfT+uECbiammidOBHnaafhnzOHwOTJYLWSfeut7Dv9dOrPOgviOpOmQIDCN96g9NlncdXU4DnxRPL+7/+wHTyI7cABbAcOYI6OinRNmEB6RQWBrCx6SkroPPFE/CNG4B8xAi0cZvRPfoJ77FgOLF1K8ymn/MdDaYjZologwKh//IOmBQuo+aL6NpcI7OEw/7tpEybg/kmTeHXECOT3NxVzOMzsykoW7djB+KgVRlN6Or/88ENyhI5RbUYGJZ2dhEwmOh0Omm02DqSmsik3F4/VyqXRUdRN6en8q6iId3NyYIvwNmhgYGDwGeCo60ABBDWN21JTucjn4x63m+Xt7fykq4sNCe5I9RQUsPvyy5n///4fs3/xC9b+7GcJ3T4Amsb2b3yDBT/6ETPuuYfVd911SKubdJ1Tq6q4bNs2MgIBKq1W1rrd5ERHQdpMJiqLivj3+PHszMujOjMT3WRS/KzeLClB1zRCQnHjeE7Yv59waSndLhcTt25l/ooV5Dc04MnIYM0XvsC2+fMJHoYeyFFXx+iHHiLv3XcBmP7oo7gaG9F0HV3T6Cot5eCiRbQddxytEyfSXVAAmsbMuBGmtjvuoD6uyK+lq4uSl19mxAsvYI8ZRUpdtQrX6tWECgoIjBxJ15IlBEaOpDk9nZ6SEnzFxYSj07ZpMVqhtLVr2f3gg9ROmHDYmqqR//wnGTt3sulnP0MXpm2HizUQ4I4NG5gWHXl6fcSIIa1njkQ4Y8cOztq2jQzfwCmp9O5u2lwuqlNT2ZSTQ6vdTpvdTig/nw6nk46UFDx2O7qm0RbjKTW3sZFXRo3i2exs9hlu5wYGBp8DjsoOVB/POxzstFj4S2cnv925kwdHjuTJwkLMMODNeDi0T5rElm9/m5n33cfU3/+ePbfemnC/nIjDwUe33cZJN9/M3DvvZNu3vkX3EIS9E1pa+NrmzZTHmIiWhEK85XKxzuFgndNJpdXK7BgN12DoQzyns3bs4PL161npcjFt3Tqy2tpoy8nhtQsvpHLBAsKH0REwe72MeuwxSp57DlPUtqLvmCouuojWiRNpGz+eoMs1qAHoAOIE+VowSP7KlTjr6+kpKUGLRLBFO5DBwkL2vvACkbjOd8snTKW5583r/eUwy//Y2tooe+IJWufMobVvWwnEGghwyWOPUdrezn2TJ/PGIYjTwyYTr02ezEejRjG2q4uRLS2UtrQwsqUFayjEz2fNojVO0yVpoGJZl5/PuoIC0YjWwMDA4LPIEe1A6bquOBNLTsoFBQX9v7cCVxQWcld9Pf994ACTPB6eLiri0vp6fpOdrXR2Yt2f+5AcqgFWr17d+4vDQecJJ3DK8uW05Oez89xzewWj0S/z1tZWZV3JHVv6khkRMyrgzc8n+8ILufQf/+CDn/+ciNXaayOgaQRjOhboOtPWr2fS9u04IxE6nU4cwSD2UAi7rrNuzBhWR6fLRgHtgm5n/Pjx4jlPGCwzLhLhxBdfZGZUXL3o9dfxTZxI3W234V6yhNFmM4GKCmW1sNCRbW5u7v/d0t3N+H/+E0dTE52TJ2PxeLC43Vg8HsxuN6vGj6czKwuam6G5WRTsvxsdsYolXhDdeuKJWBYt6v/b2tVFWl0d5spK2t54g7Y4B/bq6mplm5Iz/QhhVKetTXXEjXd4n/DII5j8fiquv56IrvfbRUiidrNQXkVyZK/dv5+Czk5a09L41rJllNbXc2dZGa84nQMcxiV3eFCfz1qbjfWhEGRm9v6Ul5MTCNBZX09j3LWQ3O59caNXoCZIfKacyHUdQsEBIZvwXpJWoMbs0vuLmk+AR22+yB7EiXzPajVWLoi+dbX5IkfwEZb6yCnCoGab8Hg5gmrMG1BjSFrTg4LuMEVuv3AI7ZdwHbGcocaCavtFh/AiHmpWY2bBobqnSo1lCBPolWr7RYYwgm8Wvo5rBvGL61DbL7oEbeYIVZhuantciT1Tqn5OXaiZARO4RIkVoT7cVtT26y2EY0FtS1OQ2y9ft/CANgnXISg88G61/SKstl/iB/pjOKpHoPpwm838YMIErq6t5bqaGhZ0dJASibChvp7lxcUJ2cebixaR19rKjKefpquoiLSGBvadfDKBBKaAB2fNovOee8i+8Uam/e537F66lKyKCmoXLx64oKaxZc4cno/7EjVFIrTs34/lEETMQ8EUCnHaE08w4aOP+mMRh4OmW2+lZ5ijJ6GUFHZ85Sti2Z1N69djSvC59BFMT6ctPZ3OoqKkbF8k2unO2LuXkW+/zcHzz8crlM45XBbu2EFZUxPZHg/l9fX8bfFiXklklpum0Wq30yp0JA0MDAwMBnJMdKCgd7rnqaIixnZ3c2r0bfuGnTvZlplJYwIczHVN49nzzuO/n3uOBb//PWGbDS0SYed55w1727H4LrqIPStWMO6558iqqCDocqkdqEGImEx4EuwnZfX5+MKjjzJy1y66U1PpyM+nIz+fvJNOwtTT0z9Clgx0k4nwYfpPHY0UrF9PxGZj/DPPEHS52HfllQnbtsnj4ez160nz+YgAj516Kh+OHw8xnV4DAwMDgyPHMdOBAhjv9WLRdUL0HrgrHOYH27bx/blzFd+awyGzs5PmCRPIrq7G6vcz/s032XX22YrmZjhonZ14i4sJOZ2kRgsfZwpTY0eK9NZW1p5zDq9fcw3+mI7oGWcIQ+AGH0vOzp2MXrYMi8/HluuuI5jApIecP/+ZtL4pM01j9t697BAKPhsYGBgYHBmOqdf/Lenp/HDCBC6YNYs/lJZS53QypaODpfv3J2T7bpcLW0yKuqu1lZINGxKy7T70tDQs3d1oMdqh0f/+d0L3cSi0lpTQWFY2oPNkcHhk79yJJdrJmfj00+QL2q3DwdLcTPZjjwEQ0TRWT5jAUwsX4jlMZ3QDAwMDg+FzxEeg4gWzkgO3lIlVGvO23QzstNm4t7iYeT09XNjYiNXvp8Jup1tI0y8eRCcVv6zPZGLPj39M+5o1TPrtb3G0tjLl7bexLV2qrJsujC7k5KgOttJy25YupfOkk5h0zz1kbd1K8apVTFy6FH+cTkgSHO/cqTqlSsLr8vJyJQYwUnAd7xIyzQIBVQE6evRocZvxSG7p0j3oiMku7CNWgN6HV/BdkgTfkou85OgNiJqsdevWDWnfS5YsUWJpVitZ0WdZ1zQqv/512k49VfmAxSZI9CFd/+eff77/9/P+/W9MPT28lZHB74uKqHI4IOrCLyU4SCJ3kIXz0vMpfYaqqqqUmHQN45NCPlMicgDzwPMJCA7c7cJrqVkYLAxIj6bgMlIyiMzTJyxbKOhsM4SB0DwhliEYcPuF5TSp3y40De5CwUR150lqLCxkkLbK7RdBtf1CFzJlhfaLoHCQgvgdv9p+kSnchJDafnFQEKDbBN84u6AzdAgvsV65/WKEIGpftUJYf6MS+tIS9TOZKTzHZsurSqwgNEuJ+VGP+x3UgYdK1iixHtT2KywIywHoFATjKcIDqgsfjOoqNSa0X5gOTZN7TI1AxaNrGmtSUvhBQQG7Eyh8bZk/n9UPP0ztmWeSvWULKUInb7j0lJSw/u67qfjWt9BNJsrffjvh+zA4cqTt3o0pGCRiMrHtRz+iLkEFfHNbWsjq6OCPX/sa3x89urfzZGBgYGDwqXNMaaA+jqH6HA2VUGoq22+5hYaTTyb/3XfpPozyGJ+IycTBCy6g5fjjGfHww2ihUFIMFw2ST+a2bUSsVrbedhvNCxYkbLtel4u/XX55r5A/wdPJBgYGBgaHz1H5bW3W9QE18j5NWufOJXTyyUndR09JCR/ccAOmcHgQBwyDo520vXvZdOedtM2e3R/r07npgs/TUOkZos7JHong/wxlNBoYGBgc7Qy5xdU0zaxp2kZN016J/j1a07S1mqbt0TTtGU3TEjaH9uVIhLxBzACHS25rK9oheg/ph5GFZ96ozj1/LCZTr7GmwTHJvq98ZUDnCSClqorsDz88Ivu/we3uN+s0MDAwMEg+hzIC9R1gJ9Cn2vo1cJ+u609rmvYH4FrgoY/bQDgcVko9SCLTORYLY4FfxkxnSWJeSWQd74QMA4W2o/fsYUR3N8unT8ch6Em2RcW5sUgO45LwN9b9O+/ee/HccAO6YERZIpTdkNyjJdHvmDFjlFi8KzfA7Lgv8z6k6yidn+QwvmvXLiUmib6XL1+uxN58800lJh23JIqWnhHp+CT3bumYB0NydJeQypVscLkgbl+nV1aSvX49zTHPgHS9pHN+W9DESeuGw2Esus7VbjfP2WzstVg4eFB2L3YJNeok537pcyU5skvHUxbnNO1OpNHnp00YLHG3XtLIWwQtcEjQEWeolxmr0CJ3C8bKAE5BDlenNl/ogrDcJuiuRwrm3x1CnzxT0Hx3C8vp1WpbRbZglW4VRlmdcvuFWyrkLZxgSG0ftB6hLehWn2HdpLZf+NT2izzhuKWbZRceEk1wQHcJxexrBmm/JFluhxrMQHXbHic0c7sEffZxgm6++cA7SqyVWiX2DuqLYzuqIF4TXMw7GcR9PSjU2GwWrPuLhA9WqWCp39yoxsqEMgLNg4jaGeIIlKZpI4BzgEeif2vAqcBz0UUeA740lG0NhYmRCNcHg9iT8EYdMZn44ocfUjjEL8vDRfP7yb31VrmFNfhckL5zJ7kffIAtyc/agkCATF1nsV+qaWFgYGBgkAyGOoV3P/ADoG/uKwfo0HW9r3dQAwy9mukncJyukwcsTVDB4FgimoY1HOaqt99OWhkRAHQd+5YtOP74x+Ttw+CoJmPnTkzhMIVvvZXU/Xwh6j11qtGBMjAwMDhifGIHStO0c4EmXdfXx4aFRcXhIk3TvqFp2keapn00WJHTWDKAkuhy3w4GE67r6HMsL2tu5tRklsGIdv5SfvUrTAky+jQ4drB7vbiiU2lFr72WNH2SpuucFe04zQ8EcBg6qIQS234ZGR4GBgaxDGUE6kTgfE3TqoCn6Z26ux/I1DStb8Z+BFAnrazr+sO6rs/RdX1OvMmexKTY33Wd0xI8ShSJyVRasmYNxYKOIxH0ZWBpPT24brnFEPh+ziiI0a+lVleTfgharENhZjBIYfQz4qR3Os8gccS2X+Jro4GBweeWTxSR67p+K3ArgKZppwDf03X9Ck3TngUuprdTdRXw4idty2w2k5qaOiAWL+Se39NDo9tNAbACONvv52UgInSk8vPzldjevXuVWKx7d4ffzw3R32tdLqa//z6rp0/v95GS3JUlUa607wkTJvznj5jjDVgs+F5+me6Tel14JUdvyf1ZOme7XXX3lZzbpRjIjuCSy3ReXp4Sk0TDkgi5pKQEcyhEWX09Dr+f7WPHUlen9q+l6yrFpGORzk86j/jnrQ/JrVuKSfdZEqanpaUN+DurooKeESNw1tTQOXs2JR98QGj2bNGJfKOQsenxeJSY9Dyc4vGw2mxmQTjMBpOJBR4PTypL9SI927W1qgBUSpCIPz8An08VqPb09HziMR+rWCMaeV0DM2VD2WqHtUnSnApqhCL10aJRbb6oUYsPADDveDU2WtA17xP67h7BhHm+WtCAFMGpe5xg6P2EYP5M5EQ11jlRjYWEtqpzkHd7XVA2B6qEbapthhZS2y8torZfYbOgRvEL4wNtgthZF2LZ6rFgE86vrkqNDdJ+4REE2W1qcku+sOvdK9VYhnA4KUJefQHqbMpG1P16UAXaEVSJQbdoBS+Tg/rQtvao7Rf7hAyJNOGDIbRf9BzagMpwfKB+CDytadrPgI3Ao8PYVj87LBZmAPXAm8AvErHRGELAAykpXOzz0ZSSwoMzZiR4D9H9lJXRfuKJZP3mN7Rffz2+mTOTsp+jhkiE/MZGxuzdy4iKCsbU1NCVmsrvLrvs0z6yT4Ud06aR/tWvMv3qq2k8/3xaFy9Oyn7us9l4JxxmWU8Pd9jtbDKZIDj0RsnAwMDA4PA4pA6Urusr6B0YQtf1fYDwDjQ8NlqtNAFtQFmiNw6ss9l4z2YjTde5vLkZRzCILwn+S2133IGps5PMu+8mZeXKT7UDpfn9mOvrsdTVYW9rw1Rbi7mmBoJBum+/fdjbH1FdzUXPPEOXb7WXAAAgAElEQVRaTMq6x+nkTxdeiOcIFCnWdJ2UcJiUcJjuYZhWJpK2/HxC0REfS1cXJMlh3qNp/R/iENA2RDPNlEiEuYEAu4CW6I80iGBgYGBgIHNUOpED7EesTzlsfNGpumV2O1f39DCzuZkPBik2PCwsFiI5OfinTsW1ciVtN92U+H0MAVNnJwXXXYdj/foB8dDkyXT9/e9ECgtBmPo6FJoKC6krKWFCdGorYLHw6AUX0CoUOR4O6cEg3969m+xAgLRQCFcoRGr03/fy8/mhUMz50yQU9aWyCr5RiSS2AzVUuk0mUnWdFUDf5Fw3vR2pOuBqoCJRB2hgYGDwGeSorf1QRXJGoPr4wGbDa7Ewv74+iXsB76JFOLZvx5wksfonYamuJhSnu/EvWULHK68QEcwRDwldZ+L27fzXb3/LhF276MjMJGIy8fh553GwqGh42xboMZnosNmY2dHBWI+HIp8PezjM7yZM4M4pU/AeJaNPfUTsdsJ2O5YOoWp7AunvQB1i+aN/O53MBXZE/04BRtI7+tsz6FoGBgYGBnCER6AikQj+OK8ayYUZekegzqO3hxcBsoTRjKamJiUmiZonThSEi/RO581taMASiRCKTn1s3rxZWW6mMP0muTVXVKjv7GNOOIGcBx7A+vbbeL/4RQB2796tLCeJiyU3ccnZWREcB4MEnnmG3CefxLVpExGHA9/o0Tj272fTaafxwbnnoi9b1r94Y6Mq+JMEx2vXru3/Pc/j4ZoNG5hVX09tZia/+8IXKOrsRAdWpqZC3L2RxP05wojR5MmTBwZ0ncCKFVzs9XJOdzcZMdmMB61Wbi4tZafFAo2N6rOk6+TU1bHXYiEY17kICNlqsc/m5aEQbZrGxvZ2uuPWfe+995R1JdF3WloaU1JS6KqqYn10BHDOnDnKchJFQgdUcqZ3u930nUlXdzcf5/st3edaYB69AsYvAwHgbHo/f29G4y8CKcJUrPQsxt8DyTH+WCWCCT8DxaitbUPLeswWXlVbBMF4g2C0PVEwRwYw7VNjWwSH6pmCYLxQUC1UbFVjReVqbNI1amxfQakanP0/amyv4BoeVj87eAZ54fS+qsYCgqN0RDjp8FolpOuquFgTFP96j3CzzMKId9ZkNVa3Wo250tWY5GLeMch1MKmCbIcwB98paKzfE1zHPYLGOk14RuY4hQGHHvX+FQni8GrUz4qboSeZdGrCyQw1uT1FGJ93qyubWtUP4Mcd4VE7hVcF2IBiel06k8HaoiJOqalhSksLm4Rsq0TQM2kSoaws0t57j45oBypZaG1tpDzxBK6//hVzfT2BwkLqb7qJtgsvJOfppwnl5bF6mOdpDoc5r6KCC3fsQAeenT2b1ydNImw2U52dTcBq7ffAGg55Hg8nV1WxsLqaQo8Hn6bxutPJ8ykpXOnxoNts/Li4GE/8qJOuMz0U4hyfj7N9PurMZi4ZbCoxEsGmadgAq64T0XWsuo6N3mmtRwIBAs3NfGi18o7Nxgqbje2HqGXyuVw4hc5VIjmcKbxYPMBS4APgCuBS4Jrozz/ondZ73u3mKaeTXUnSchkYGBgcaxy1reFeYDO9UwrJ6kBtzM+nPiWFia2tSetAYTLRtXgxtoMHe7OjkiBYt+zaheuRRzAdOIDj/ffxz5vHwe99j65TTukXLzdfeSV6Sgq8//5h7+e4pibO37mT6Q0NbCwu5q+zZuGJqaMXOMRzM0UiA3y5UoJBFu/bx8lVVbj8fkZ2dbErN5f7rFb+nZJCV3TZoKaxNS8PoiNDmq4zo6eHk7q6ONvnozQmdT4zEuHD5mas9HaS+v61AZvMZuZ8QmfPBpwUDHJSMMjtXi9rrFZ+5HINuSPVVlCAOcmjMBFgExxCQrDM/cBb9H72bgN+ApwFXAdc293NeT4f9SYTTzqdvOhwCInKBgYGBp8fjtoO1AFgOlAOCAOgCcFnsXAwPZ0zq6t5ZuLEfi+oROOZN4+R//wnKVu20D1Ikd8hEQ5jeeklQuefD+Ew5tdfx/bQQ6StXIlus9F9+eU03347oalT6YrTXOnDyIZzut2c/PLLTProI1qdTu466SQ2FReDpiGM/H4yus7SxkZCPh/vFhUxs7WV02prOaGxEXskQqPLxevjxrG+pITG1FRWrx74BKxyOEiPuVcOXScrFMKh6/1O8310mExsiU7hBTSNEBDQNPzhMK2axltWK0F6O2XeUKj3/4ERus7/i9Yx3GU284rdzr8dDnaYzUQOwRRV03XyDxw4nKs0ZFKAGYhWQ4dMbC3aMPDv6M+U3FzO9vv5Rnc397jd3Ol28wy9U3yrgNPoHS1+KQHHYGBgYHAscNR2oKqi/5YleT9rCws5vqGBce3t7M7OTso+PAsWoJtMpL3//uF3oLq64LLLsPp8aAcPYvvjHzFVVREpKMD9ve/RfeWVRATDycMho6ODPK+X5qIipqxdy8JXXsHm9/PKhAk8O3ky/mGMoqWGQty2fz+L29v5qLubaysqyPH78VosvFNczJrx46nIzT2kzmyPycTb6ek8Gy39MzocZpHfzymBACPDYb6TkUFgCBqoWGPIb4RC/MRi4c30dPbGjzYdQgfK53Lh8EoV5BPHcKfwhkKz2cxjKSk85nQyLxjkip4elvp8XAPsorcTdS3wSE8P/+NwKNfbwMDA4LPGEe1AhcPhQUXj8XQDTfzHykD6wot3PR4Myb0bel2v/xUO8y1g0u7dLC8pEZ2629vblZi0XLyrOvxH6F583HE433mHpssuY/r06cpyubmCuLKPqio47zzYtg0LYHn7bcKzZuG/7TbCF13Ev15+GeLE79ZBOjmSqDdWjJ/i8/FfL77I5pEjOaGhgfLGRvYWFPDESSexO3p+sQ+N5MrtdKrjUoFAgEnd3fy6qooR0Xs5s6WFNenpvFJUxMrMTPwmE911dRDnWi7VUDwgjOpkRG0DDlqt/N3h4O9AY00NpqYmxQNXchiPvTZ/iV4/v9D5kY5HElS7XC4imZnY/H7S7HYiFgstLaqDsJQgIe1jhJA16XK5yPN6oaOD3IICui0W0V0cIBRSu1iSWF1ynI8VoL8U/ZkxejTnejxc0tXFtVEB/nWBAFMDAS4meVPvnxZhwrQKrstDIdCjipp7EJyQhZi9UTZ0OdioyluLhTHhdtQXw2LUly0H6vPVhKpgt/z+m+rB/EJov65TQ8wVlM6vCMW2bYO8pJmEcdYeNZkIv5pMpAfUrztNV9svU0S9hmFdSBboFiaxA1LdU+GFq1UYlXZkqLEu+VOUj+pQLj1NncJhS69/bmH+3yUs2CL0GLJcatunC7dphLA9aR+1g+RlhIRliwQdf4PwEdUb1RN0jFWX8wlJGB/HUTsCBb2ZQGVJ3keH1crG1FRO6ejggWT4QUVpPf54yv/yF+zCF+jH8sEH8KUvDchqC11yCYG//KVfA5QorKEQ33ztNYra2ylqb8drt/P4woWs6pvePNyRFF1naXMzN9fVYYvpGOjA61lZvJGkkT8Yvi5ouPiipRjsHg89QmZjIuiT0SdzBErCYzbzdEYGVVYrD9fX44ze23nABnrF6G8f4WMyMDAwOFIc1R2oKnob42SzIjOT79XUUObzCYmWiaEl2oHK+fBDOO20oa305JPwta+B3w8FBTBqFKGSEvTCQrTKSvRx4xJ2fFokwjXLlzM2xgZiV3ExG0ePHrY2bE5bG0WBAH8qKMBtNvf/eK1Wuszm3imxz+iUj/8IdKAs0Y5L+NO4hrpOSNO4NT+frHAYWlrIBXKBH2F0oAwMDD67HPUdqIvofcPWdD1pIu8VGRl8r6aGxZ2dtDU2si4/P+Ff6J6xY/FnZ5Pz4YeY6uogHCZSKnin9OH1QmEhbNsGI0ZAdPosIBQdHja6ziWrVzNzf+/ws9duZ1dxMTtLSrAK0z6Hykc5Obx5CAWPP0v0daAcSbQy+LRGoADQND6KmbKtPNQRVgMDA4NjlKO2A7WEXkdkC3ArEPD5eFTQ1gyXzGCQokCAarudpc3NZNXXc9HZZx+Cvdcno4VCZG7ZQuekSWSvX492zjm4H3304ztQLhecemoCj2JwFm/dSlF7Oy/Mm8eukhIO5uYmJKPr807x9u1Yotqgwl27yN+zh/qvfS2h+7jO46Egqt2aEgwSCQZ5OqF7MDAwMDCQOGo7UHOBO6O/3wlclaTRii6LhW/W1zMqxoXaJKTDDwfdYqFg5Ury+zyYamrQj5ayI7rOe5Mm8c60aQPjkUR2IT+fWPx+Tn3wQQBmvvQSG5NgpDo2GOQr0VHJJ1pbOSdBmZgGBgYGBh/PEe1AWSwWsuMEw1I5FoA/AP8D/TklG/x+3HGZeFJWkpSZN1gW3riohujvpaVMWrYMR3S6yqzrA6ZD4o8ZoF6ooSdldvXF6r/7XfLWrsUWneLIysmBj8u8A7Zt26bEysrKlNjpp5+uxF59VSh5AASDqqw6S8jEkq7jhg0blJjNZlNiUhZXerpaukAqTRIROm5DKl8zyHJ9mXlDOUYps1JCus/HHXecEus59VT8jz+OPVpM2D9zJscff7yyXLzPFcjZcVIG34b8fL4SLQbdYLVSV1yMQ7gOgFJGCeTSR1IGoERlpZqyEp9R2NXVNaRtHQtYsJDFwPNrZmg1LrtQp97zhKw3h1CF0C9kzAGMRNVAuoUsQbOgJFVzz8CLmh3civqsv43QbqmPETS+rsaOu08JzXxUXa5Qbr7QhbKSQSFmExK0D6xQYxlClknX5pFKrEFX71VbQGi/QtKLp/B5jAhT+gF1OQeDtF/CfS5G+p5TJ/bzUTMcj9PV9jkXlxI7PqQe9+pU9TNQpH4t0CJc6zxhXKR1EC2CX7i0DUJS/1BNZqSMO4tQtCKkJuH3c9SKUFqAx6O/++l1R04WTWlpPBVT7850CD4/QyWcmkrV97//n8DRMgJlkDR0i4WDMdOwHePHJ3wfH6al9WcarsjI+MyK8Q0MDAyONo7aDhT0lpYAqCD5GUbLx41ja7RAsClJ01ftixbR2veFanSgPhccjI4OuktLCaaq3i3DxWs2s9nV+6b49iCjbQYGBgYGieeo7kDtBF4Fth+JnWkaf5o/H6/FQjK7NtW33AKZmUYH6ihibhJGHPvwlJbSNnEi3vz8Q3IwPxRWp6fTYTb32xkYGBgYGCSfo7oDBXAvageqNElfFG0uFw9PnpyUKbw+gjk5cM89RgcqhguSYc0wRCy6zoNJ3sfB00/H1dCArUMQaySAVenpfJiaynWNRnlfAwMDgyPFES/l0tl5aKUQ3gJq6S1ZAfCFQIAp4TC/cTrRhGk9qVRJ37rxSKUt3BdcwHhdR4/J+pP8ihYuXKjEpkyZMthpDNzvrFkQCEDM/iUxb0GBWkZhz549SkwqBTKYIFoSc8cLoB3Nzax++GE2Rqc0+5DKzUjCZOm6SgLoPtH3ku5uQj09PGmziSL3tLQ0JSaVqpGE74M9b33X7BK/n9nd3YxOT6dBKNkjleeRkhJGjlSFp333wD59Omm/+x1lPT0cPHhQWU46v/LyciUmie4tFgvtuo7P62VKbS3FOTk05wj1DZCF91JM+gxJ994rONN3xHUShypIPxYIE6aTwxPFOwRBro7afoUEAxFdWBegTRAIFzNXiVUJ78njUduvdtT2a5Ow3/fzBJXvHEFFXiAoV/dsVEI5gnC3aJB8DqH5olDN3+DNR9VYvqB914V3t9AYtcxKtk+NBYT3FV9YtdoJon6+dU1tv8y62n75BikdlIWq0m4XngeHcO/tgoh8JKrJbzHqxVZbL0jzqCLycuE+qa0XWARlTvMgvRKP4K0jxSQLHrtw7/1CYY3QIb7jHvUjUNA7lQewIBjkUa+XvckcvdG0gZ2ncJgyIdtouPtgkMzAowFfbi7f2LCBhUK9uWTQqmnc6/MxTfjiTiq6zneiBYTLk2jbkPfCCwA49+1L2j5mt7Zi03XKB8nAMzAwMDBILMdEBwpgaijEkx4PDmDXEXKwLmho4No//YmUT3GK6VNB06jIyeE769ZxrjDilWhaNA0n8Hh3N1lHcMTijFCISdGOU3mSOm/WpiayX+9N03bslwqNDp+pHR2UREffjkvSNKGBgYGBwUCOiQ7UWOBZj4d0eofnkjoCRe+o08krVnDdH/9IqsfDrkmTkrq/WKw7dqDFTCVpra3Yn38efFKt7eSxLWrIePWWLVyxdWvSBNDQ24ECKNN1/hIIoB2hTtR3Yq5pskag8p95Bi3aOUvWCNSS2tr+3487xClyAwMDA4PD46jvQBUDbwL50S/V/SYT/iRaGhTU13Ptww9zyjvvYI5EWD97NhFLkqViHR24HnuM/LPPJu2hh9BjNE16Tg6WzZvJmTED109/iv0ITatti3G0vmD3br65YUPS7B1aYu7nmZEI/5OA+nufxLxQiJkx+0nGCJSpu5vcf/2r//lxRA0vE0lKKMRJTU2EotfQ6EAZGBgYHBmOqIjcZDKRGueFIzkuV8V80WQAvwYeiv69k/+IhZ1Cbbxp8SVJkAW+0CvAjaX8wAGufvxx7FFxbNhspuuyyzhOKI8hCbfjtweyO/aaNWsgEiF761ZGvPEGhatWkRUI4C8qouKBB4hEs6mmT486A//mN2jvvkvKgw8y6cEHCZx8Mj1XXYV/yRKwWmltVe1YBxO0S87vkuP5SVdfTfdHH5HS1oauaeTPmcPxZjMNceddU1OjrCsJryXn9j6X6gNAB5AKPGMy8ZLJBJFIf/Howdzq48nMVIWQvkFG7va43cyk15H5HsAcDBIRRjYlp3VJJC+J9lM1jaqXXmLklVcSGDUK/7hxhFtbCceJxiUhvnTcotO6rnPV9Oncv307lS4X6zMycO/fL0qdpXORBOOjRo1SYpKAXVouPrGjrq5OOJJjExMmnAxsvwpQ26+DVCkxv+AwnofafpWhtl8pyO1XWGi+05ioxEyCaLgLtf0KCNvbJ7lol61RY0WqYzlZbWpMV583j+AmnTtIPk6e0BR0qs0X512sxrauVGMNgrLZIZRcrRdmxruEdy6HRb3PekiwRRcG2dOE52GwCfl2AkpMEozbBFMe6fW0WEhUcKH61kn79YfUz4CvTW3v3cJwjWBYTu0g7+nSstJr76gUNVYt1TgfpX5foAkrVw3ehh31I1A7gVlAAPiq1cq2JI4+7R05korzzuv/u2b+fHzCl/Kw0XXGPP88c2+/nZJ33sEcCKCbTOy/804iktmiw0H4z39Gj3bQbO++S9oPfoDj6SSWjdU0miZNomb2bDRdR9c0pfOUKGqALwKvAEsiEXZpWn/nKVnsBUqiv78JfDcJ+wjn5hLKycFaX0+gvJzm739f6TwNlya7nTqHg7RQiHarleeLig4zT8zAwMDA4FA46jtQpcBVwONmM8+azdydxOm0SZWVTH3mGWrmzqVh2jQqzzorOTvSNFpmzcIXU2Ov/tpr8c6YMfg6s2cTue22/j91p5PQdLV2VSLZc8YZrPrud6mZPZtJL75IdpLqmu0A3gUeAXKB845QIeO+SmK7k7gPS2MjWjBIQKjbmCjMuk56OExXsqeaDQwMDAz6Oeo7UD+g9yDvjk6vdCdpZKKwuZnLly2jY+RIPrzxRjZecw2t49RinYlgxBtvMP/mmzEFgzTPnk37xInUX3vt/2/vzKOjqvI8/rm1JJUFKhuBQKIQJIixRUDQcWsVZkZ0APu0HHuExqVVVGwX+uDSM+rpPto9dDsuRx2dZkRb9Gi7tLbTMCq4NLYLIosSCPtiQghbSEJWKvXu/FEv6ZB30xLyqlJV/D7n5JB3ean3fvVe/er37v3e7/3Ov9P33ENozBiaZ8yAUIjsKVNIfeONqJwjwMGSErTXy5pZs0BrphsWvXWTd4Eq4NoY2RmUEOnZjKaqLMUe4gwNGfIdex4//ewhxTqXCihxNBcEQfhu4rqAGgTcALwM7IyidUFGUxPXv/02Ib+fT+fNoy0Q4PDgwe4vzNrSQnDePL73+OPUlZTw2ZNPsnPaNL6eNw+O5cvP56P+qadomj2bQ++/T1tpKcE5c8j/zW+OMuV0m8b8fMqnTuXMnTs5LYoi9jDwotfLJMvi5Bj0Qo0gMpQXzXLN315AFRVF7Rj9bfPReoO5aHf4tWak1kwBfgb8N/AREdPaCwyGpIIgCMLRxNyJvKvg2SSAzrGHtu5vbCSltZX/CgYZfapTHGlyhDa5d5/WjQ3Bvn378LS1MfONN+jf2MhL11/PpGnTHPutW7fO0VZSUuJo27zZORjU7qydsns3w+bNI33jRrb+4Ads/PGP0T5fx7Ddvm1O197y8nJHW0fM1dV45s5lzHPPUfzCC6Ru2sTuRx4hbGu2TELu7trHjh3raOsqbA7ddRc1H37I1V98wbPjxhG2Cz6TAHr/fqczrUl0b3IT/11lJfcCVx85woPGCCKYrrPpXEzCaYBgMMipNTVs83oZYC/Ca3pvamqcQtigYdFek1t9bW0tmbYJ6/6MDHRtLXsNy62YHNRNEx8KDcOAy5cv7yig1ldXs7GmhqJuirV2F3QPMBO4j4hFSGfqleL8piaGHDnCDp+PHT4fld3YhnQWlqcDye6WFnEiPzpfdd0GyDG4Og/H2ZvtNYiGC3He1/mY81clTkX1CM51tFXhzF+DceavjYbB7BDOlQHIMDys1TiPwavLHE3eVKfbf/9S55+mmdMX6Yb2Emf6IuBMBdRscLaFDRr5A079M9kGKazf8LGodKY+IwMNaan1iPO9TummjyNomBgQMAjGa3C+EUHD177H4IpvErDvxSmybjZMpDjJMEmh0HK61S83KDaLuom5wiBgH2DYt635GB++d5ki7JmPXtz2QOVaFjNbW3k7JYWt0fJ90pqLly3jpF27WDJ1KpXdzNbrLZmffUbJzJmkVlSw/be/pfy66zoE4b3B8vtZNXs2ex54gIyVKzn52mtJ3bjRhTN2ogMB3ps8mdyaGs5asSIqxwDYQWT5nplE9+b0as3QcJjtUfYUS62q4khuLrqbgtYNcuwht5pj7DG1gIXASOCGfv34usu9OKOxkYfq6nj54EE+27uXrVVVlAMvAo8As4FLgELoSLtnAX8BLut1NIIgCIlB3BZQt7a0UOfx8EgUv3gmfP4547/4gg8nTuQbQy9MrwmHGfTMM4y47TYOT5jApkWLqJs40d1jKMWhq65i18KFtOXmMmzmTPrZztdus2XkSFaOH8/FH31E/yg6Xj8NZAFRkvADUBQOU68U5VEWXqccPEhDlI1Yg1pTpRQHezjkbAHvBAL8Y1YWVwaD/MXvZ5XPR8ngwZw9cCA/ys3lvmCQFzIy2AJkA7cDzwIfEFkXqxH4BpgLXAgstrdnEuPubUEQhBgTlwVUlmVxQ0sLX3u9bIrSF1xhWRmT3n2XHcOH8/mFF7r++t5Dhzj51lspWLCAmksvpeLBB2kdOtT147TTNG4cVQ8/TGtxMUVz55L+0EMQBTH25+eei0dr/vndd11/7Xb+j4hNyg1ROwIUh8Pkak1llJcFStu5k3C6wVvERfIsi8FaU3u8sSjF8pQUpmdl8YvMTCxgt8/HXwMBFmVm8susLKYCU4A0YDiR4vZ2IjMndwOd549+D1gEuLyCpCAIQlwRlwXU7JYWMoH/NBhlukHWnj1MWrCAg3l5vDV9+lGLB/eG9NWrAUgrK2P4VVeR8eWXVNx9N7sefhgryl+iAG2DBrFz0SJqp00j/Ykn6D9jBqquDiwLr0tr2tXm5PDpeecxqrycYrcXWbZpJfIFPAUMihB3KLaLy2guC6RaWkg5cIBWg8mmm+RojQXUujDpYYPP93cnT4SB7cB7wJNEiqjJwDv2/+8D/kpkiPDZXp+NIAhC/BLTXnallEOom5eXd9R2P8tidlUV76eksD41tUMWZ3IdH2KYGm7ar6WlJWJW6fWS0tLCPz31FGGvl7Jf/5rTuzihmxygTzmlq9QWmrosMOxdt46COXP4asoURr3+Os2ZmSyZO5fKoiLoMv3/W8NMNpMgXhumk5uEzrm5uUdt7/npTyktLSV//nz6TZzI/rlzyX3mGXa99hoeg3B72LBhjrbqaqfgr915umLGDA6vX8+UpUtZcu65tHUpQkyO7DmdPK86ztPgTt4u0H4tHObOhgZmBwL80nBNTGLsnjCMyPBTRTgM9ow/6xhn/pnc801u6U1HIqLHA/36dQjr+/fv79iv62cAYKuhOK0zLNOSkZFBfmsr9R4PabYJa3dxmCZTmK6z6TNkclpvPx+P1rxuWcz3eGjucn96k2hpGYUihaPjy8d5PVtw3q8ZhrmeQ3Be91yDsDzD8HoAZ+GUHWQa9s11TBWAPIPkfxefOtqKDSLyTWWGmbjrdjvbtFNYXhBw3ptd0hcA/bt5rsk3POuOdqYvmg3m0VWG55jyNc42n+HYOQb/2z2GFBQ0PCfXGWZX7HXqoTF7hJsJ4Xwfj3XecoFBCL7PcOz9Bu/v/jgvVp5BML7VMLmiznDPZRiE4VY3kZyG87uv2uDwn6YNFyHg/JwSMuUm5/cwYYOjvk389EDZxcI1DQ0EteZRl3tsRq5aRcmqVUx+/nn61dSw5PrraTZ8ER4XTU2k33gjaQ0NXPDKK1QPH86bP/85e4uL3Xn9nqIUtbNmUbFwIZ76eobccQeBjRvJe/ppV14+nJLCyhkzCFZXc/mWLaA12S5Pfd/g9bLS62XWEWOm6TXFlsV2j8d9q4pOpNtFXpNhxqCbZFkWh6I8FPn3sJRitdfrSg+YIAhCohA3BdSMxkZOCYW44fBhPvb7Wd0DT5vvRGtGf/IJE199laItW/h4+nR2G3qVjpe0++/Hu2lTx3Z9Xl7UFt7tCeHsbFo6rYmXs2ABgTWGR67joOLMM6k84wx+uGED0zdsYNL27a68bmdeTElhuGVxIfAPLr/2KZYV1eE76FRADRoU1eNk93EBJQiCcCISN1l3QsIrAa8AAAj9SURBVGsrf9q7lxzL4tm0NNJcdEMu2L6dAbt34w2HCXs8FG3eTKZLs8h8S5aQunAhEFl8eNvYsewYO5Zmw1BNrAlnZdE8bhwhe/hFWRaD770X1dR7x570Q4fYNX48gXCY6Rs2UHqMC/4eM1rzlt9PA/Ao8AeXXnYSUAoUWRbbPB5StO7o/XQNy+L0NWtIr67G8vlozsnBY/Co6i2DmpspbGvrKKBSLYvUOCjcBUEQTgTipoA6JRSin/1F9nx9PaNDBgO342T0J590/F6fm8vXF1xAgwuLBKvqatJvv53wqFE0/+pXvDR/PstuuomK0lLXhOm9IZyfT83NN7N96VIqn32Whosuwl9RQf4jj/T6tZXWnL54ccf2iJoa/C7O+ivUmo8bGvAD44ACMFi99Zx+wGoiN/7loRDPNDW5P4zn8XDexx8zdMkStMfD9++8k8zdBo1ILwl5PHxYXc3QUIjTQiEW791LWIbRBEEQYkJMReR+v9/oIO3RmhH2UiRtwM3Z2XwVCBx1ciZxd1chN0BxF91RRm0tp3zzDVopKq68kh3XXUdeIEAeZvH04cNOa1qTyLeiooL+y5ax/8knaS4tBaXIt5ft6EytoafrXYMFwIEDBxxtJsdr0/sXNhQupaVd7H1zc2HOHCY+9hipL73EoP37Cdui4vXr1zv+3sT48eOP2q4++2yar76aQd9+i9+y+GFBAZUlJaxdu9bxt1sMswBNjtllZWUA1AG3EJntBZEbtXTw4I6p+pWG9/pY2Awd0shTLYt7g0FSbbdykyv+gAEDHG0mEXnX/Q4XFpJrX9OmzEyq8vOhocHolt7Z0budFQaz0q735mGgxutlcFsbBeEwi7Oy8AYCtBnuYTB/XkyCcZOA3fQZME0W6LpfY2Oj8VwSET9+ChzzQp3vtc8ggm3B6cDdZBDFnoNzxYVTDS7mAOmMcrTtN5xPoUGs7jW4jgcN51NrEisfcFp6v790saMt25m+CBrkgCHDc1fI4E4OcPrFzrY9znSD19DhO+EMZ1u9cw4Fa8ucbVsMCoWifGdb2Q5nW6Fz/gyV3euSj4lUg+v4QYPr+ADDNS3AqYgfgPMkGwxi81bDvbTLMEFiBc4ADxvc01PJMOxnHiFpMvT3pBlE31tpcLR5W5zvg2Uof7yG+NoMsbTT990kwJC2NgJ279M9eXksddE8s/TTT2kpKGD1E0+w7ZZbsFx87fpJk2g+/fSoCpHdxioqovm++zqKp94Qzs7mrdtu49uRIwEodMkqoZ1lwL932s5xoYdrG3+brfKV388XbmrtOnGoU5G18bLo+XOv6XQ/vxkHw8aCIAgnCnFRQI2wh+t+mZ3NH+2p2G6gwmFCgQArFyygvpOYWnCPUGoq/3vTTWweM4YhUfCF+g/gPbtIyHVB39NCxEEb4Mn09KgVv4ds3VndkCHsGT06KscAWGu/N2tSU9nazbp/giAIgvvETQH1VDDI84Yhq96gvV7WTJyIZfBYEtwj7PPx3qxZ7DvpJHwu2w5o4K6cHHb4fK4UUBAZxtvs9fJ+FO+LWrsHatPkyRBFPVx7AfWG9D4JgiDElLhYrmpVaipfSZGT0GiPh0+uuCIq9g2HPR5uzM1llEsTCzYDizMy0FEceq0dOJDmYJCd558ftWMAbEhNpdbjYUk/g9OfIAiCEDWUye06agdTaj+wC8gDnKrpxERiiU+SJZZEj+NkrbVTiZ+AdMpfkPjXpZ1kiQMklngl0WPpNofFtIDqOKhSX2mtz4r5gaOAxBKfJEssyRJHspEs1yVZ4gCJJV5Jpli6EhcaKEEQBEEQhERCCihBEARBEIQe0lcF1O/66LjRQGKJT5IllmSJI9lIluuSLHGAxBKvJFMsR9EnGihBEARBEIRERobwBEEQBEEQekjMCyil1KVKqU1Kqa1KqXtjffzeoJRaqJTap5Qq69SWo5RaqpTaYv+b3ZfneCwopYqUUh8ppcqVUuuVUnfY7YkYS0Ap9aVS6ms7ll/Y7cOUUivsWP6glEoIm26llFcptUYp9Wd7OyHjSFYkf8UHyZLDki1/wYmVw2JaQCmlvMDTwGTgNOBflVK9X5QtdrwAXNql7V7gA631COADezveaQN+prUeBZwDzLGvQyLG0gpcorUeDZwJXKqUOgeYDzxmx3II+EkfnmNPuAMo77SdqHEkHZK/4opkyWHJlr/gBMphse6BmgBs1Vpv11ofAV4FpsX4HI4brfVycCzNPA34vf3774ErYnpSx4HWeo/WerX9+2EiN/sQEjMWrbVuX37bb/9o4BLgDbs9IWJRShUClwP/Y28rEjCOJEbyV5yQLDksmfIXnHg5LNYF1BD+tpYrQKXdlsgM1FrvgciHGsjv4/PpEUqpocAYYAUJGovdZbwW2AcsBbYBtVrrNnuXRLnPHgfuBtrXw8klMeNIViR/xSGJnsOSKH/BCZbDYl1AmRYfk2mAfYRSKhN4E7hTa13f1+dzvGitw1rrM4FCIr0Eo0y7xfaseoZS6l+AfVrrVZ2bDbvGdRxJjlyPOCMZclgy5C84MXNYrBcTrgSKOm0XAlUxPge32auUKtBa71FKFRB5ioh7lFJ+IonnZa31H+3mhIylHa11rVLqYyKaiCyllM9+8kmE++w8YKpS6jIgAPQn8jSXaHEkM5K/4ohky2EJnr/gBMxhse6BWgmMsFX5KcCPgHdifA5u8w5wjf37NcCf+vBcjgl7XPo5oFxr/Win/0rEWAYopbLs39OASUT0EB8BV9q7xX0sWuv7tNaFWuuhRD4XH2qtZ5BgcSQ5kr/ihGTJYcmSv+AEzWFa65j+AJcBm4mM8/5brI/fy3N/BdgDhIg8jf6EyBjvB8AW+9+cvj7PY4jjfCLdqN8Aa+2fyxI0ljOANXYsZcADdnsx8CWwFXgdSO3rc+1BTBcBf070OJLxR/JXfPwkSw5Lxvxln/8JkcPEiVwQBEEQBKGHiBO5IAiCIAhCD5ECShAEQRAEoYdIASUIgiAIgtBDpIASBEEQBEHoIVJACYIgCIIg9BApoARBEARBEHqIFFCCIAiCIAg9RAooQRAEQRCEHvL/+9Km8/X4NckAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "<Figure size 720x360 with 2 Axes>" ] @@ -181,6 +234,7 @@ ], "source": [ "## VISUALISE THE ORIENTATIONS OVERLAID ON THE IMAGE\n", + "\n", "figsize = (10,5)\n", "fig, ax = plt.subplots(1, 2, figsize=figsize, sharex=True, sharey=True)\n", "\n", @@ -198,30 +252,32 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "When visualizing the dominant orientation, it may seem as orientation changes abruptly in some areas (e.g. where the structures merge). These areas of low anisotropy, where the orientation is smoothly changing from one dominant orientation to another dominant orientation, do not actually have a preferencial orientation. " + "When visualizing only the dominant orientation, it may seem as the orientation changes abruptly in some areas (e.g. where the fibres merge). These areas where the orientation is smoothly changing from one dominant orientation to another dominant orientation, are actually isotropic, meaning that they do not actually have a preferencial orientation. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Part 2. Linearity of the structures\n", + "## Part 2. Shape of the Structures\n", + "\n", + "While some image regions may have a preferencial orientation, others don't. In this part, we are going to measure the isotropy of the structures to find out whether they have a preferencial direction. Are they more linear-like (isotropy of a line = 0) or circular-like (isotropy of a circle = 1)? We will use this information to give more importance to the angles in regions with preferential orientations.\n", "\n", - "While some regions may have a preferencial orientation, other regions may be more isotropic, for example, the circular regions where fibres meet. The first output of the structure tensor (val) provides the weights for the two principal orientations of the material in the region around a pixel. In other words, val provides the degree of anisotropy (linearity in 2D) of the structures in the region, and tells us how reliable the dominant orientation given by vec actually is.\n", + "The first output of the structure tensor (`val`) indicates how fast the intensities change around a pixel in the two principal directions. Along the first principal direction of a line, the intensities will not change, and `val[0]` will be very small. Along the second principal direction, the intensities will change fast so `val[1]` will be large. For a circle, both values will be equal.\n", "\n", - "The anisotropy is computed as the ratio between the weights for the two principal orientations. The closer to 1, the more isotropic the structure (circular shape in 2D). The larger the ratio, the more anisotropic (linear in 2D) the structure is. So, for large ratios, the dominant orientation is a preferential direction, but for ratios close to 1, the region does not really have a preferencial direction.\n", + "The ratio between the components of `val` will give us the **degree of structural isotropy**. To obtain a more realistic idea of the orientations of our material, we will weigh the dominant orientation by the anisotropy. \n", "\n", - "To obtain a more realistic idea of the orientations of our material, we weigh the dominant orientation by the anisotropy. In this way, the orientation angle will be shown in areas with preferencial directions, but not in highly isotropic areas. " + "Can you find the formula for the anisotropy, given `val[0]` and `val[1]`?" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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Wa1scA/y5gGEWrXmO/tFrXBxjjHnViYgHAfw7AP9bO6f5usGvNRpjjDHGGGNMF+BfzowxxhhjjDGmC7iih7O2KvWliDgYER96tQpljDHGGGOMMa83XvFrje15Xfaj9U77CQCPA/iRlNLzl1mHdtY5n16LUoknVq/XOcdclb1YLOZaLk+sUMj37Nps8quu5XKZYupY1bo9PT251u3v76dYX19frn3UajWKqTpeXFykWKPRoFi27lZWVmgZdVxqW6oc6vjV+clb78vLbPRVbUdtT5VZravI22bz7FOd1zznBshfn4pseVdWVlCv11/R5JbdQnFwIJXGxjqDBTE2NkW9cVNHaUnUeZNj9T6u8wZ3E6CYWVecKjG8olzk9tBX4r7fX+D+0Fvg5crgNldUbemVzXX6DdEUc5zWxCmbb3ZW6OTKIC3TWORrTnDVocmLAaWc11CRERENUXdc7Sgu8z4Ki7xgqnABa0PcWJp9XJjeCo+7lQLHipedr7eNOP0h1iuKSimIdqx3IepExI7sW5hMKW3ItdEuZaASabS3M1YQdSyGGKwIPc+SENo3m3zvUADHesADVH9mQAoxm0YBVYoVwYXjKy5QEg2qIAbBAvhaqscida3Lu5y6XqvlRL8T+6ihc6Cpgi8oC2BDfFPUp7h1hrq9ULMriksbGqI91cQ4puZHqIrl6oVeDpZ5PEaF721RroiYOLhsSJ7qnNcnVSlJxFSjragBP3POTk4iXZiThVGXmry8FcDBlNLLABARn0RL+nDJhzOFuvndtGkTxSYmJiimbrBHR0cpph4U1LrZ5Xp7uSGpG+mFBe444+PjFFMPJ/Pz8xS76aabKKYeuu655x6K3XHHHbn2cebMGYpNTU1R7Mknn6TYzMwMxbIPVEeOHKFldu3aRTG1z8lJnqqoUuGOOTjInXrDBr4Gq/N48OBBiq1bt45iW7Zsodj09DTFVLtT5G2z2YcsdQ7Vg7Mqm3oQV21R1bF6iMuWd//+/bTMtUZpbAxbfvZnOmKpj+/OY4n7/8BxHv03PMtjTmmBb0TO3c0XobkbxUP3us51oyy+EOrh7W9Zx5K+u8ZOUuxNg0cpdlvlNMU2FZcoNioe6nuCLy3qIe5KWGxyuz4jHqi+tHhzx9+/fuTttMyFr/G4UVrg8lbHud6bo+LLpCIvl5a4TsoXuD31n+b9jrzM+xj82gmK1betp9jJd/Mc3tW7+Dzeto2vCTsHLlBsoLj2VFXqAassnnaHinyD2S++7SiE+FJAPNipLxl+4tZHuHFfY4z2Aj/9ls5Yn7h7WxIPYsf4EovnDnCsunALxQZwJ8VuFHM134XONtYLvr724gWKrcM5im3komFcPCQOiVgfuK1XxMNkiFgB4vqHAVEavu9IYrmGKN+S2McE5jr+3geeK/4pPEaxhdI+io1z98coVwmK4rDEpQ1Toj2dFt3/mHgO2ce3LDg3sIeDWx7g2Pa7ObZjB8c2ifm712U6Bp8GoKy+2RBPcYviqUt9QzcutrebxzaUMn3gBy/tarqS1xq3oXPyvBPtmDHGGGOMMcaYb5Ar+eVMfQ2qXlv8SQA/eQX7McaYV53VY1NR/GpqjDGvFavHpxH1qrMx5rrlSh7OTgBY/TvjdrTmsOogpfRrAH4N0Dln6pVDhXqtT71yduKEeNVD5DApsq9Yqpwe9SpZXtSrfuo1SfVq2saN/GO/eh1Orate/1N5fUeP8tsfc3NzFFPnrFrt/AlXvZp54AC/S6FeYVWofCh1Ls6fP0+xoSH+XX9ggH/XV+fi2DF+xWB4mH9KV2XJ1gmgz8Xhw4cplj3ekZGRNZcBdB6iOlb1uuLSEr/qtHnzZoqdPt35upvKc7sWWD02DY7tSFse6vx8aT33kWaJ661nhl/hKs2LfK2X+bWxkeGdvI8Kv0qxVOuM1YfE63Vj4jWvMvfVzRV+1XFDiWND4vUy9TaIoqkSrFLOHF6xbkPkEi2IaW1mRN7MZL2z/1+YE7m6Z/jAxl7i41fpBvUBkedS42PtO8Wvv6cn+dWk4h23UmzhBu7/597Dr4kvbuYCLuzm69/4CJdlUy+P9ZtEWxkpdY51KgetoXJrUr683GoSr8SKvNkekZxXUYmC1yirx6eRvkhfPdv5+TrxulZJpOXMijezquK7qFMLRyg2IF4TDJFg04PO6/gucCrBOPh+pSLaSZ9oTz1in2XxvlpBvK4IcQwQrxc2RUwtp26bk4jVRWxFvKxWzRzHHPgV69PgV04P1bmO4yzf//Sd5T5cB79zOCGuFeLtV9R28Wut2CReORwTjWxO3O9N7OZYEmkiZZGHNiA6wWjmnKmLVp9KzhTXLJVPrMaYHpWbxmMsCtl7wktPzXYlrzU+DuDmiLghIioAfhjAZ65ge8YYY4wxxhjzuuUV/3KWUqpHxP8O4A/R8qP855QSfw1ojDHGGGOMMWZNruS1RqSUPgfgc69SWYwxxhhjjDHmdcsVTUJtjDHGGGOMMebV4Yp+OftGKZfLNP9XVi4A6HnDlOhCxdRcVRcu8FwtiqxgQQkdFErWoYQLY9lJbsU+AT33mzouta4qi5qXTNWxiqk6UIKV2dnOpNO8E3OrsinU9pR0RM2bpqQeqp6U1ENN4KzanZKJbN26lWKKG264gWJZyYbqJ0oSoubXUyj5h5ojbudOFlZk96EkLNcaxblljHzxUEdsZITlLbXNXOf1QTFReS8PrYUd3OYqsyw1GBLzppUXOmMrw9ze5hucIL44rhLambxSB5W+XFPrJiVmEBOpi6VWRJ8TczDjfJOT/w/VuI5fnO+U2qxMizn+xNyok3dy3RXVhOMLYnLlFY7NbxUioe+6n2IrQuzSFBOahppxuyDmAxvhQg/38rjeUxQTAovk92xbKYcQbgmpx6KYH2hZLNcQ4piimOdsULTP0eL1+X3zbD3wBxOdjXS4n8fwdWKeq4JwJkyLSY8ujIrZzxOLIw6f5XkSn5vsvHbeLyQc94n5wTaICZcDXI4QYg41VbkaT5RMSE1grmJJbFELi7gPrIhjmxdtdjojMTkJvoZ/BXzPcbjC95MoiQGqISYc6xd9dpuY/OxGIfDYIvbbI6wzp0V7OiT656SQf1wQA/K0EArNie0tZep4VE0arUQfovXUxHVMjbtCFIaGmBAuZc+PasUtrs+RzBhjjDHGGGOuMfxwZowxxhhjjDFdgB/OjDHGGGOMMaYL8MOZMcYYY4wxxnQBV1UIUqvVMDEx0RHbs2cPLadkBYr+fp4xPK/8Q7G83JnA19fHmbSlEldZ9pgALfBQUov5eU7WvO222yim5A9KMNLby4mUSvSRFXgA+tjUcbzwwgsUq9U6kz+VSGTTJk4uVVITdVxKzKGOS6HkH0pqolD1nj1WANixYwfFbr75ZoqptqK2lxWM7N27l5ZR5/rkSU7WVudi/XrOHH/HO95BsaNHj1Is2yYefvhhWuZaY2V9D0781c7zVVD58eLrrLpIuK8PCElGDye1NytK6sCxQsaI0TfBCcjrnufY0SFOLj88wrHtFZa69Bc4obmZONYjpBGKmvgusJo4yXuuye16usHJ6sdrPE48M8f98LFjnVKb8gUe5xZ28THEqJAVqLzvFdEomrxglHn8r/RyIxus8NjUaPI+lhZFe6pyfRaLvN9CKIkLl7kmzk81I/FQy6jYYpPLO99gOUtTlEOJSVRMHcN1wegY8D3v7QjN1s/RYrNxhtftE0KIAVFPvUImVeb+hMItFJre19mePvdlvs4tn+Q2NyzkGmPg+79+8DEUwW0sgdtTEULMIAQjTfD9ZF3cIjfEfpfF2LYotndeSFEOZ+QpXwBL0g6P76IYdrJgCD1iLCqLC5kQDGG9kHpsEhe3TUIyVRDXgIJod1NCWKJEH3XRPtVjwYrYb3asFGOxEidBiY1Kou6KeYUg4vhTdnsWghhjjDHGGGNMV+OHM2OMMcYYY4zpAvxwZowxxhhjjDFdgB/OjDHGGGOMMaYLuKpCkEqlgq1bt3bEpqd55nPFhg0bKHbuHCfEKpTUYWaGky7zMDc3l2s5tf0Q2eR5JRlKTjI8zAmhSpyhhBCnTp3KFVNCiKGhIYpNTU11/D06yrO+T05OUmxwkBNklVxDHYMSrKi6U+IYJdNQ65bLnCSr2t3i4iLFlPyjUuFkWtW277777jXLds8991DspZdeotiLL75IsZ07d1Ls27/92ymWFZMAwOc///mOv1XbvNZIgw3U394pySkIMUe5yAnIwxUldeDE54ESxypFTkJWQoS5lc72emyKRT14nPvl+oe4/T48uptio2Vuv4qNJR7/yiKRupb40nK+wX39bI3H5pPLPHYcXWT5x8sXWGozfYTXXfdcZ99Z2iCSt3dztvm29TyGl0Qi+XKdj7UqYrW6SHwXFFSyuqBY4raYSvm+b60LwUi9mU/iUYzO8ikxR15JiNpnE/mEIAWRTF8UopPrgoFe4P7bO2OF3bxcSUgIyiLWI+QHFe6fKHC/QxKSkBszy23la/2f/I/HKLbuZb5GjoKlbj1QAi/uJz1CCFIAj4FNEVsB3xMsiX0sgNvivGizk+K3jyPga+Vj6Lz+PzTK9wO460aOjfP4hxD9X1yzIK5F6BfL8SUFwnMC9ImxTYwd2CjGNnUrXhP9OCn5Rw4hSEGM90rqIcRJEPeYEPfYUogSwmASFoIYY4wxxhhjzDWFH86MMcYYY4wxpgvww5kxxhhjjDHGdAF+ODPGGGOMMcaYLuCqCkFWVlZw5MiRjpgSQszPcwLr2BgnpuaVhAwMDFBMCSayco5jx47RMoq85di9ezfFlpY4aVAJN9S6SnRx/vx5ivX0cJKsElNkpR6Alm6o7W3btq3jbyXcUOdQHWu9zsm/6hwuLy/nWvfmm2+mmKq7RkPIHoR05ZlnnqHY+vWcnHvXXXdRTNXxbbfdRrGsTETJOtS5UeXduHEjxdT5efDBBymmRCTZc63a0rXGUGUZ79p1sCM2UOT2NShi/SpW4ITrokguVyiZxlyj83ydGGYhyBfB7Xz0N7mdL3+VJRxf7r2JC7KZQ7t7OdG/l5KcgZkG7/flJR4nD8xy7MQ0l2/xvJD6nOCk/p2Pc1l6LnSOsS//JR5Lhgf4ejBS4ZgSuMwXeDysCeHGfI2XW1nhcy3S11FQyepCHBNiOSW2KXyTxRlK4NFb4HPTLKqjZfqL3J9GSiyxGShwX7wu6CkBN2Wun2VxDstcxyiJOimK7+VDjeN8PUFTSELWZ8RmBRbzKD718UMUGz3H0qE+CKmJMEkIpQkK4GtzXQhB5sBtbKrE1+spUSXnRey4qM6nxCn7St+uzsDbf5QXGuMxCzW+hqMqzmtDtImaEFhACCwaou1UlGBDrLtelG+rKN+CinEIotkJvwrQm6nkfrF9JTWBqKeKqidBSaxbFo9XpUydKIFLG/9yZowxxhhjjDFdgB/OjDHGGGOMMaYL8MOZMcYYY4wxxnQBfjgzxhhjjDHGmC7gqgpBFDfdxInoJ0+epJiSP6yscALnrl27KHb8+HGKKZlCVuJRLPKs56USV1mtxsmAe/bsodjkJCfTq3U/+9nPUuxtb3sbxZRgI4KTNV988UWKKWFJXx9nVy4uctK1knhk11Wik5ERTvRXchF1XpXAYseOHRRTx6WOYWaGk4nf+ta3UkwJRt7znvdQTLWLr33ta7nWfemllyiWbce/8iu/QsuMjnLStYqtW8fyiAsXLlDsoYceophqE1lJyPT0NC1zrTFQWMG9g0c6YkMiyVkJB5QQo4h8woWVxGNMU3xnVk2dCezjZU6ar+3kbf3xt91Bsds/fJBih9bxOPyVN/ExTI9xJvVwietpqsYJ7PunWf5xZpLHhOaCuCw1eFxbGeMx/OS7eN1Gb2e9lDZxtvlwL5/XUoGTwetC9LFUZ7nA7CKPV0uTXHfFOXH+S1zv9SEehwq9XL5imWP94thGKkJEVWYBylCRY1nZTY8QfSiUJKcmrrF6XT6GsRJLIkYLPNZfF5QCWJ8xTFSUcEDUZ1FIDZSHJXE7RuL+iSZf/zGQUXE0+bqOJMbE5W+l0Mf/7bMUGwO3f3UIG1WVgCVpy2K58+wNwQTfTmKJvUtYFj6lc8Lhc0r5avoyR7JZyE3Sn6sAACAASURBVE/GhPnilKiBc6KOZ7nuUBXGjSWuJ5RmxT742oMhcbC94xzbKCxTK+LYxPiJQWFY2SBO5PpMOx4Wv0H1iRMhngmkdEchxmyIe1tUMuaYuPT451/OjDHGGGOMMaYL8MOZMcYYY4wxxnQBfjgzxhhjjDHGmC7AD2fGGGOMMcYY0wVcVSFIX18fbr311o7YoUM8Q3x/PydOb9myhWJK/nD06FGK3XnnnRR77rnnKKYkFlmUcGPzZk5yVKKP+XlO9FRyjRtuuIFiTz31FMVuu+02iinRxaZNmyj2Ld/yLRR75JFHKKakKOPjnOiZlUKoelL1u337dopVKpz4qSQhCwuc1KpELKqOn3/+eYp95Stfodgb3/hGilWrnCSv2rE6thMnTlBMtdm5uc6kW3Uejhw5QrEkkq6VEEQJVvLWcaPRmWCu2vq1RiXq2FHuTIhW8o8BIf8oRL6k4WbiPtEQae0qVsuIQ5SEpDbEbeT4bSyIOf7XuI/c8GkeNw5WNlLssZu5b44NsIRhfpmToSfPCZHAEpe5MMzHNjzEY0dvRYhYxLkoZ4QIfSVer7/EbV+xWOfjn14UIqXzfA3rO86X2/6zXN7aAH9nuriVZQ119qugr5+PY8MA9+Ht/Szx2VLhNjBS5HPbmxGAlEOISSCS63NSCF5XtffhghCYiNh1QbEIDGb6T0nUcVF83y6uxYCQKyRxO5i4HaM5KJbL7HechUAoinGyzsKi5TPfR7HP/vfPUawCvq7dUuc6GQT3iaUiy9nO8VCJJb78Y5aLjFPDIiaqeEn9HFLIlLnMZUOZ7xuwVZhJqmIcuyDkHzNC/jF1TKx7lmPzPE5gi2gnG4XoQ0k9xkV7qonYoNjHBrG9rABkRFR6SdQJhDgnL6rflYVgp5S575J9s4V/OTPGGGOMMcaYLsAPZ8YYY4wxxhjTBfjhzBhjjDHGGGO6AD+cGWOMMcYYY0wXcFWFID09PSS76BGzaI+NjVHs8OHDFLv//vspdvLkSYqNjnKmp5JkZMUR27Zty7V9Jcgolbhqd+/eTTElNdm4kRPxlVxCCUZuuomnqt+1i6e5v3DhAsUKhXzP6n19nOiZPWeLi5xIfv48J6GqWFYuAuhzsXfvXoqdOXMm1z6UsESdsyeeeIJiSrAxMMAJ0EqAoranJB5nz3Ym4qo+kZWGAFrq8fLLL1Ns586dFKvX6xRT7XPHjh1rrnetUYgmCQZ6g4+rLGQFBfD5awqph5RViLIoIUgxu48Ct61tZe7T960/QrH/dh+336lznNG+/lku22RphGLz4yyXaS5xX6qc5Vh9gOtkYCtLHW5Yx314fQ+PMeUCJ3U3MiKWepMlJEsNPhNK/rFY49jCIl/DSlN8rIMn+FjHnp2lWGOY9zHZ4DF3po+PozjG7XNjH48T23qEEES0n4ECjyflTL8oij5B7fUSFHKKQypCOqIkIXn3e02SvT4pCUFBjMUhpAlq5FHyDwixR4H7O5qZsvSIcqwT5biJ78Pw9rdRaN8zLMm46SCPgSWwxGk9WP5QXebjP9s4TbGykO6cFa6K2fUcWxLVtKJusVKmjyW+r0Odxwn0CRFXdlsAsCzkFxNTHDsqpCMr+zm2Q0h3Gnx/hn7RBoZ5zJKij5Jod4NCMLJBPMKsy1RyrxB9KInXpd0cmeXEglL0Io6V7rEtBDHGGGOMMcaYrsYPZ8YYY4wxxhjTBfjhzBhjjDHGGGO6gKuac1Yul2nC5mz+CqBzju64g2f+m53l93DVBMZqwl01cXQ5M2lc3rwxNbGwKoearPfmm3kiQbWcyusZHuY8kVtuuYVi2eMC9GTVKodrZIRzTFR+1YMPPtjxt6onlSOntqXqvdnk3IT9+/l9aFUnKjcrO5EyoPOr1ETf2XywS+1DbS8v2XOmcskUap+q/asJrBXqXGT7p6rL6wGV+0WTrV5iOZX78mpPVp2lPzjf4oYebg9v336EYv/znbdSbPB5zqXqmeJyrDR5ucoiLzfMqY+Y35nv+8HeIo9/AyU+XjX58VKzcyxeaHKbnq1xH1kQ+WVLNR5LG3U+hqJIpRJNB40B3l7lpVMUW1fmnOPqONd7YzvvpK/I1xM1ufRwkXNJVJvKonLO5HKiT+Rp1wCwkjh/Q627ApHncV0QoDyxxDlXaIo8JJnXJxKiQmXAqtw0MY41s9cnNUG2KO+o2P4tuzn2zndS6PcP76NYn8jNvBVcJwvgPKeXT3POWb+Yb3lJHP6CuJMWaayaRmZsq6m8Me6vqIpzPS3WPSOWO8vnJ05wf1qfuJ1MnhWTZIv8TzlJ+iZxrzAiKq8oKq9XxUR/780chxj/EGqcUNciUZ8qr091Mdk/M+cxXXrs9C9nxhhjjDHGGNMF+OHMGGOMMcYYY7oAP5wZY4wxxhhjTBfghzNjjDHGGGOM6QLWFIJExH8G8F4AEymlO9uxMQC/DWA3gCMA/kpKiWewzFCpVGhCZDVp8qlTnBCtJk1Wk/xu3bqVYkoSodbNlk1JGCYmJiimJmVWkyYrcYKaNHnPnj0UU4IRNfm1Qkki1q/nWROnpnhiQjVBsppgOivOUMe1YQPP6KgmiL7xxhspps6Fko4ocYiSWqiJmVWdvPTSSxRbXuYkedWeVFnUeVR1kBWxqPOQnTQd0BNkKyYnOalXTUKu9pvtA9fDJNTNFFhIneemjHyik6YwPRSEJKGSeHtquZqQH9RSZxtWMoSm+K5tVIgf3jh0nGILt3C7fKKHJypPZzhBvFjlsvQKccj44zy+ROL2OnkDJ+ufHeS2viImk1YTTM/VOsUZ02J22JW6mDS7xO26UuJzODjEIo3ZLXwuZsB1XB/gYx3YvJtihRr3Q+VXWK5y0ryaYLtxBd/LZieEVm1YiVnUPhuirS8IwUw18TFUmxxTfQA4KGLXGg2gkek/Uv6hYmpyaTGTshj/9ff3YlxsLl/+bwBQE4RXhJhkm5jR+Z7beWsnuZ186g/4vuPN4I4yhhsodmiGr/X9R1kSMsSrAnyLiaqoJul/WM7U8ZK4La/x+IcjYjLoA0J0cUoU7jwL8frFtX5QTELeBz4/x58S9wDingg3iTJvFxW1TbQV1bTrakLoTH0WRRuDKIcUeIgJvBtikvCGaO9KlJY9LHGPeJE8I/SvA/jOTOxDAP4kpXQzgD9p/22MMcYYY4wx5hWy5sNZSulPAWS/8vxeAB9r//tjAL7vVS6XMcYYY4wxxryueKXvNmxKKZ0GgPb/N756RTLGGGOMMcaY1x/fdCFIRPxkRDwREU8sLIj3N40x5jVg9dg0M3V9TqRtjLk2WT0+YWr2tS6OMeYqsqYQ5BKcjYgtKaXTEbEFAFsy2qSUfg3ArwHAbbfdlh544IGOz5WEYnR0lGJKVqCECzfffPOahQeAsbExir3wwgsdf58WM8Yr4Yh66FTCic2bOQkzK9IAtDRCiR6UmOPIkSMUGxjgpE5VZrXf3l5OptyxYwfFpqenO/7u6eFkXSW+UPtUggkl3Ojv50Tn5557jmJKCKPOoxKWzM7yRVHFikVOxFWiGCXxUOXLCnDm5zkJVQlMXnzxRYopwYwSfag+MTjIieNZmUiESMq9Blg9Nt2yty81hNgjD1lZR2vjHGqGyGgWyynZhxIiZCmKjfUHJyrf2HOWYuV13OdGytznnhll0dHEOW6/i0Xu/xMP8BhWEjnYpTM8JhwG982jZSGdqIqE+GzCvTjN5VFOEN88PEexLf0zFCsG1/u5Ue43R0f5+KfHeLnFTXwMpSVuEyvDvN9CketECWukxEZIPHoL3GYHolPOVJZCEC5bVcg/quIWpBYcU+1f9bs8/eRaYfX4FHu3JzRPdi5QEBIGMa4jKXGYkEQIYREih/xDxRILvFDgMQEl0V9HhMDhti0cq/M40RjnPvboPnF7el60k9F3ciw9TaHiab7G8pUTWBGXhZllIWKp7u78u8D3hDgrJCkvC9HLcSEOuSCuzw0u8TK47uaE/KMXmyg21uDxc+ol0cYWxfmuCilGQ7TjHnEcA2J7c5nYgBjw+/gZQ7brupJ6iC9KGuJC1hDtvZmp48vcc7zSX84+A+B97X+/D8DvvcLtGGOMMcYYY4xBjoeziPgtAA8DuDUiTkTEXwfwUQDfFhEHAHxb+29jjDHGGGOMMa+QNV9rTCn9yCU++tZXuSzGGGOMMcYY87rlmy4EMcYYY4wxxhizNq9UCPKKqNfrJADZu3cvLffQQw9RTAkXbr31VoopqUOtJpKahSTjlltu6fhbCReUJOT++++nmBJ4qO2dOnWKYjfeeCPFlGAkK40AtHREiVNmZjixXUk3lMRDCSyy6+7evZuWOXr0KMXuuusuiq2scDJxVjgCaCGKEm5kBRaAllgcO3aMYkqcofahtqekK+qcqePIUq1ywu3+/fsppiQkJ0+epJg610r+ocqWFbaoOrrWKEYTo8XOY1VSg7yyDilckOIEIbUQ21NlydIrhCMqpsox1Mvta0OJhRi39rNM5NgmTi4/s4fHiDP3cGxilttcbY4TqWOBL1WFWa7jcpXPT22o83hjKx/rnk08Rrxx9ATFtvVw/y0LacLMIPfDwwN8bXp+gMfrU6NifF3m46/08bm9cQOP17v7ObahxEnt2fYPAKMFrquB6Oz/ZeUbEM21INqwbNfiK2MpK1GCneuVqAHlTHtUX603hSQiCTFB4vOKEFIDtRMxfiB7/QuxTyUEKYryVsRyO7k/YVCIQ3YJ0cM7WGKEOWEOL97DsZEHKNSYe4Ji5+YP8bqzom1Xd4pYRth1gWVlmOVxArNC9FLl+1qsqA7F91j1Qb6vmVnkWLXJdVwBt6eRGpdl7jjPutWsCHFIjzi3w0LiMihi6zJj5bwYoIZEnTSEXAQqpsQ5ahwTbTsy57FwaYGRfzkzxhhjjDHGmC7AD2fGGGOMMcYY0wX44cwYY4wxxhhjugA/nBljjDHGGGNMF3BVhSCFQgH9/f0Uy/KOd7yDYkpqoUQHWeEIAGzbxgmh5TIn4mWFHUqa8O53v5tiSqSgZCVHjhyh2L333kuxp5/mWenz1omSjhw4cIBiIyMjFFPHcfPNN+cqX7auDh48SMuo83D48GGKKfmH2p5CyUTOnmWJwfIyzwavRCyK0VFOiH3yyScpVipx9xof5yReJWdRYps8VCoViimZiEIJW5TYRUlsrnVKaGJDgdtEFpEKj5XEYoKmEIcoIYJaria2V01rD9VKTNErYmWV0A/uN0oGsa3EQoy7+7jNzTU5gX+6wQnSJ1ZYJvL83BaK7TvHCfGzFSETEXnZ/es7RRc3jbMg485hbtO39J2hmBJplEWCeLXE15chUZ+VQp1ioz08hteFYGZLH5fllgEu864Ky042Fln2MhDcBsqixWcFIPIbXpGDr+Qfqk/0gutE7aQX+QQ41wWFJtCXbT/c75BE326KTpH4XEPVnfIQNYXEoJEdn8R4VRSSh4KICSES2EsBDIjjHxfikJuEJGRJtLGSqJPmJo5d4HsnnGGxGY6KyjsmYhcy/b0hrv1NIf9IOUUaPUrqIo5/heu9XhJCjFneR0Xciw5CjM81rrvFCSExGRHHsUG0i3FxbDOZwWe9WKYpBqgQ7UmI3lBU9anatmgnhUx7CgtBjDHGGGOMMaar8cOZMcYYY4wxxnQBfjgzxhhjjDHGmC7AD2fGGGOMMcYY0wVcVSHI1NQUfuM3fqMjtnfvXlpOCRf6+jjRU0kd1PbOn+cE8K1beRb2rOigWORkyHqdEynHxjipXYlJjh07lqtsb33rWymmpBanT5+m2Fe/+lWKKdGHknqoOu7p6aGYOj+PPvpox99DQ5zBOzExQTElZlHilNlZTn5X8o+UOOFWnUd1XOqcvfTSSxRT7Ny5k2Jzc5x0n0dEA7Ao541vfCMt8+yzz1JMCVxUm63VOPl73759FFtcXKRYtj4bDRYiXGsUIzCaqfOGFHgoVNa8ijENkcBfE4KJrCSkIYwLSriQlTcA+b+R6xdJ40MiVgOLLqppgWJzRU64VpKMhpBfTC2zTKS6fOlk6tWMDnTKikYr3Kb7i0KGoWQq4txUxHKKsdI8xXb28JgzUmIR1WCR6ymv6EPVsZRzRL42m5WuqDbWEJtqJF6wKWJ523ZRnIsBJTq4HogCUM5KB5QQREgikpBkQPQdJUSQQhC+diIrAFICoxDrKeFCQcQUSZxrsQsMixGvIUQXqulwV9R1vCSOt8r9HSKE5YwQQ0lSKqo+xXEVlehCLLcitrcgzj9Y1lEQQpgh0RYrYl2Aj602w2WpTYrjOCdiwteC+XT5vwFgWcQqSpwjYkqIox6lCvxcgHKm7YRohxdXv+QnxhhjjDHGGGOuGn44M8YYY4wxxpguwA9nxhhjjDHGGNMF+OHMGGOMMcYYY7qAqyoEaTQamJ6e7oj90R/9ES23aRNn+Q0McHKhElMoScK6desopgQTWTGDWkbJKvr7OVldySWUOEQJFz796U9TbMuWLRRbWOCke4WSZKi6U9IRdWwHDhygWFZO8uKLL9IyTTGLfFbCcqnl1LlQoovhYU7WVcv19nJi6oULFyimzpkSrKhzoc6Zats7duyg2LZt2zr+VoKVH/uxH3vFZVPnUJVXSWyy+zhx4gQtc61RQKAnOofDptB/KEmIoiikBgX1XZjIcVZCkOWMOGRFJSrLcoiYSMJv5NxeU5S3qSQ8UuCQVzjBpV6sccL5yqJIzG5wAc+lzvaqdAPFnDKMqhD6DBWVNYBZFCKFngKLeW4q8Vi3rcxj04Yi92slxFDfwNZELdSEiKUm1s5KPFRbbIrtV8V5VedaCUEaohwV0U/KoZU91zxRBApZcRRfm5XAAeD7H0BJQtRoIfqYkn000+X/BgBxvqQQRC0H7icAC+EAFvtAtYlgSQ7A92IA38ehyRI3CDkZkiizkmdl7Tm9ok4Gc5qdVoTVZE6IPtShLnPZYo7P9biQeoyJthjCzlIUjxx1MWZPnOFzltaJ8zgqYhsy9TkullkS7bOY49wAuv0r6U5B9M+U7Z+X/n3Mv5wZY4wxxhhjTBfghzNjjDHGGGOM6QL8cGaMMcYYY4wxXYAfzowxxhhjjDGmC7iqQpBarYaJiYmOWFYQAgBlkXStZBVKdNDXpxJdGSXJaGSSNYtFTpBdWuLkb1UOJZxQEgYlOjl/nhNOlSRj8+bNFFOCkd27d1Nsbm6OYkr+MTk5STElO/niF7/Y8beScKiYOq7x8fFcsWqVk3pXVGKuoFbjZN08beJS+7399tsptmHDBort2bOHYvfeey/FsiKSrKwGADZu3EixQ4cOUUy1p5GREYqpOr7vvvsotmvXro6/P/KRj9Ay1yIkyhCCBAhJiBJ9KOmGFIIoVC49bU7ISnJKPdRyKt2+Jja3IupkWUgdqiJp+nyTx7pzdRbdnKyyrOj0eW6vvYc54bzCLg3U+zoT4s+M8zh3ZjNv/8B67r87h1jMsbGXx9LBIssK+gs8Nm2t8PZ2V3jM3VDgcX2owG2gklf2krsN8PmuZhpjUyyTV+qhhCB5qYQSR1yvlIFCRibVFLIOKf8QkpAi9x2EOBdJCCaSEuBk+7uQMCiRgiIpuYaINYUQpClEH02xbl0MFCszHKtOcGz+JMcmRZ0s5GzbvZl71n4edzDG93qoiOWWeRxDj7gnPi3azgyXd3yJx8ptoj31CElIQchkesUYEOKCp1x38ydFmxoRsS2ZmKg6KUTpUW1djDFyzFJCEHEussd1GX+RfzkzxhhjjDHGmC7AD2fGGGOMMcYY0wX44cwYY4wxxhhjugA/nBljjDHGGGNMF3BVhSDFYhGDg4MdseHhYVpOSUKy6wFa/qEkHkpEobaXlX0ouUSIhGsll1CUSlzdSjhRqfCM7kqIcvjwYYqtW8cJwUpgsX37doopOYmShKjyZeUUJ06coGWU/GN0lJP/1flXsg617swMJ/Wq8zg0xCICdX4USpyhBBtKxPLAAw9QTIk9skIZ1U8U6rxeuMDSAdWOd+zYQTHVJt7ylrd0/P3Lv/zLucrWzQRY2NEA983cUo8rQMlEsnIOWYqcMoi88o8FkcBflfIPTvxebLJwYK7B4/VUncfhC8s85tSrXJY+kTTef1ZkWGeqpTojpCbTXLbT6/gYTg6PUawyxOPL9vU8hr1jA8t6Npd4vFpfYLlAb/Bx5VVpqPZUVNYZEVLCjoVUySwjrmtCCCLLJnZaEFnyRXH8ry9KQGSu7QUh+hDSHRT4ei0MQ1ISA8yLmFguMrEQso6kJCFK/iG23xTlUFKPulhOrdsQsRqLzrB8XMT43gbVMxQqKKuFOLZmOSPT6OX7C/TwtRnrWC6GwTdy7LC4dzjMgrHKxDaK7RKijzHwuBhiNArRxkSNKF0NNop1l4WbpaaEIJsz1+1NYplx0caGhCRHHD/UWBTqKES/y158L+Pw8i9nxhhjjDHGGNMF+OHMGGOMMcYYY7oAP5wZY4wxxhhjTBfghzNjjDHGGGOM6QKuqhBkbGwMP/qjP9oRe/nll2m52VlO9Lz55psppgQT58+fp5gSZyipRVYckhWEAMDk5CTFtm3jREp1DIUCPwsrWcXiIk9frsqi5CcLIgn19OnTFMsrWJmbm6PY5s085fo999zT8beqJyVOUcefVxKjzrU6hqxcA9B1rI5LCTZuueUWiqn2qeQsShyipBtZAcr+/ftpGSUw2bJlC8W2bt1KMdV2lPylp4eTZJXE5vVCU8gKlCREiThkIrGgll5Z/apv2gpCBqGS0tUey+JYmyJRuxjch4sFXldJIsZKnJi/tZ8lGWe38Hg1UeFxYu52ockodh5vsYePtljk8kZdJLlfEEneZ7j/TvbwWLdxK18TNhR5fO0NUT5xGrXY5TIZ5h3L5VoMBdFmG83OlqaEMCtCJFKRx8VHoZYrB0u9ymK565cCgGwf4PFa6hWaSggiRBwFpWsQraypZB/ZfiyEG2r7UgiSZ/sACkLgUWL5FZpivyGWS3yPgZ6TFNo0wGW5gS+x2CyqvXI7x5aKncK2uR4WjkwWOXa8/jDFZs4/yDvo/0GOnWVxyHohv+gRsUpO+QfE9UNpMxQrYt1B0d0vnBMrH80MbuvFihvFtXi76E89SrAjtlcQMpGiuCJnh8rLeJP8y5kxxhhjjDHGdAF+ODPGGGOMMcaYLsAPZ8YYY4wxxhjTBfjhzBhjjDHGGGO6gKsqBBkaGsK73vWujpiSKyipg5IVlMuciDw/z8maKqbkFFkhiBJJPP744xRTso6nn36aYsvLnOiqyqFEJ0ePHqWYqpPsMQBAtVql2NmzZym2YcMGiilxiIplxRFveMMbaJnnnnuOYmNjYxTLK+tQx7B+/XqKqXrftGkTxdRxvfOd76SYEsAo2cv4+DjFRkdHKRZC2pBte/v27aNlTp06RTFVd0NDQxRTMpEHHniAYkowcujQoY6/Vf2+nqhJnYZYLqeEoZbyiUOyFEV2sRKClEUSclnss1fEGlISwtREov+AkD8UK1wptcRts7KRx7XJEe6v9cT9sK/Yud+BopAQCE4scl99ZoUFQcUznAw+0sdj7oYSC0GGClwn6vw0RNupifNdE8evRCx5KYJ33Jsp82KDj78py8HbUsKRvPKPck7BzvVBAMgYJppKr6AkIQoxZjdFI0vcjqWcI2UFG0K4UeBrU25JiBJ4KCEIlQMAhOhDSEKizCKiUXCZt4pmt1V4iLaxDwy9ooqXM8Pdgrgr38ghjIrT8MjKcYrVJ8S5XuF2EkL+USeDBVAXv+mURd9O8lqhYmpdRmltivNc8Y3JzD74Ngk4J/YwI8bJTaKPFcW6BdEAxDhmIYgxxhhjjDHGXGP44cwYY4wxxhhjugA/nBljjDHGGGNMF7Dmw1lE7IiIL0bECxGxLyL+z3Z8LCK+EBEH2v8Xb9gaY4wxxhhjjMlDHiFIHcAHUkpPRcQQgCcj4gsA3g/gT1JKH42IDwH4EIAPXm5DKysrOHmyc8b1RoMTfUdGRih2+PBhiu3du5diSsShRBdK4jE725mw/e53v5uWOXGCZ2rfupWnh7/tttsopiQM+/fvz7WPdev42fexxx6jmJKkLCxw8uvMDCe/psSJjkqSoc5ZVkShhCDqvH75y1+m2PDwMMWy7QbQ57VY5MRMJR1R4hC1XyW7UPIPVU/33HMPxdRx/OEf/iHFsu3zq1/9Ki2jxDHT05z8vGPHDoqptqj2oeozex4nJydpmWuNBJ2snEVJDZqi38jl1PbEuqyIYNS3ar1K9JH35Yjg5ZQMIi+NEPIHcWQNzFFspcJtTkkiZiqc1F5LvG4hx3FcqPO25mosuoh57jfL6/nMbh/kfjhcYLmCSqRXZ0y1icUml2U25ZNzqPrslSIOIYrJlKZXiF4WwOW4guYkj2FRxGqiHV8flABk7wFYnMbGAQBijIGQ7kCJiJp8n4TEYhuk851/F87xMiGEIKLtIIQkpChiBb6HAVSM9xtNPoZS8LW+wo4M6U1pCB9EVbhZ6qKKa5lxWyhYMC+cHudFrD7HojPMsZgMPXyvMyPazpAYjXqExaJfXN1K4PGkKGLqupukdITbbGmZy9KYzqx7XowJ54Ss44I4ORtVPxExcS+GphCFUXu/9KC45kiWUjqdUnqq/e85AC8A2AbgewF8rL3YxwB831rbMsYYY4wxxhij+Ya+ZoqI3QDuAfAogE0ppdNA6wEO2vZpjDHGGGOMMSYHuR/OImIQwH8H8DMpqd+1L7neT0bEExHxhHrlyhhjXgtWj02T5/PNVWaMMVeD1eMTJtX8XcaY65VcD2cRUUbrwew3UkqfbofPRsSW9udbAEyodVNKv5ZSenNK6c1qAl5jjHktWD02ja8XSQPGGPMasXp8wrh9a8a8nlhTCBIRAeA/AXghpfSvVn30GQDvA/DR9v9/b61t1Wo1nDrVOV13pcLzfitZxde+9jWKPf/8578qRgAAIABJREFU8xRTIo6srAIAzp3jhNWsYOHxxx+nZXp7OUNUbX/TJk7MVMu95S1vodhdd91Fsfe///0U+/SnP02xZ599lmKqnmo1TsTdt28fxYaGhih2/vx5ig0MdM6kroQb27dvp9jb3/52iv3pn/4pxXbu3EkxJbXo6+MkaSUOUTF1LpToo17nZNJWN+nkhRdeoNj8/DzFsnUHcB2cOXOGlqlWOXVYCUympqYoNj7OScKHDh2imJKfZAUrSjhzPZBHEALkl3+siMT8ZZEPXBVSiyy9wb/0KYFHUZSkINqqkprkRW1P5TmXhSSkX0go1he5jyiGitz+pxuchT+TkX2cWuYvCV+Y4fH68AkeIwpVIU7Zye1/Wx+/JaIkHHlpiCT8qkhMn2vy9akmlusX8oNiQbWftWMF0cYaicu7kHhsLgjhyKKQmlSbLCuoJo41hCQEOCZi1xoFIGXbNl83oMaOJPpTXoFBU1gnGurFqcw9QZGvOQghF1Gqm1gRy6lrjBon1Lq8XEH0xUKBj78s7pCDb1ll6Y6JdZdF8RYysWXhTbnAt1w4fpzvTbD8rRyrbuNYhdtOtYf7zrQ4/eLwkcQ4MQyuzyTOd0nKRLgdJzEGlsVyK7Odx5HOievTaXGBmhLj84oQ7NTFuk0x7jREe5/N1Ent0teEPLbGBwD8VQB/FhEXVYh/D62Hst+JiL+O1uj3gzm2ZYwxxhhjjDFGsObDWUrpK4B4ZG0hHtONMcYYY4wxxnyjXK+TghhjjDHGGGPMNYUfzowxxhhjjDGmC8iTc/aqsbCwgEcffXTN5WZnOeFUCTaee+45ih08eJBi/f2cJK5EB1lJgpJ/DA/zzOpZkQgAnD17NtdyqmwbN/KUcUrqceutt1LszjvvpNiJEycopqQbzzzzDMWU1ELJNLJCjAsXWP2bhHRAHauShKhj2Lx5M8WUwOOmm26i2C233EKx22+/nWIrK5zBq6QeExMsK33kkUcoduDAAYqpes9KV1Sdq2NV7UmJaJRMRIlJ1D52797d8bc619cijUz7VKKPWuI+fCXyjwUha1BCEJYw8MakmEHEiq/c/YGikH8UxLGqOsmnVwF6RbL+cIHbq6Im6m4idY7ZRxbGaJkjZ1hgFNNCOLGeE9pvGOf2P17mMULJNfLWiUJJQpQQY0UKZli6URRtOw81kZQ/0+Cx5GyNr53HwPU+W+fr7pkqr3u+KqQGdXVL8xURu9YoAs2syEZ0ZHUOlfxDjQFNEayLftcUIo5YuPzfANAQpoukhCBKr5EzJtYNIaYoJTZdDIjDV/KLEN1pRngjVIlPiVMxV+3cS2NWmDlP870OpvleD3Nv5lhVTEE8wH2sMcjjybS4aAkNDcTho1c0MhXrE6OgaBUYEeOdWi7rRKvNiBM7IcwsJ0Rb3ybWLYozuyBO7GlhcTmbubbNXfq65l/OjDHGGGOMMaYL8MOZMcYYY4wxxnQBfjgzxhhjjDHGmC7AD2fGGGOMMcYY0wVcVSFItVrF/v37O2LlMqcSKlnB6dOnKdbX10cxJfHI7hPQ0pEdO3Z0/H3fffflWq/R4IRTJaGoVDi9VK17+PBhiimBxalTpyimBBY9PZz8fccdd+RaV8keVPmyMgl1HtS5VgKLrHACYFkLwBISALjxxhsptnfvXopt2bKFYupcLGezS6GPbWGBk0S/+MUvUkwJVkZGRiiWrc+TJ0/SMtu2baOYOoZz585RTMlUSiUeDtT2tm/f3vH3s88+S8tcazSRsJhJTq8J0YVKQK6JnGEla1Cij8WmkE6IdZuZROpa5Evyr8nM/3wogYWSf+SlJhO6+ftBJfVQVILbZn+B+2uPEIxkKRaFTGU9b2vDGMsQdg9OUWykyPKDgjhnec41ADTSpaYa7aQo9lEU50xJQuaafD1txNrf304L+ceJFZYa7JvhMffULIs+LkwMUaz3OF87e0W+/RU09+4mAWhkzkUSUoOmEnjwPQuSkHo0xHL1uXzrRiYWomzg/oSmkIRgWsTyyT+Kwfsoif0qqUW/GFJVrCZiqsQnRddZKbHYDsXdmQDfw6C4h2OzQvQhxEZY5j6GilB48G0IVqrcoSYWOFYWHW9YjG0q1i9iZalK4nFcXd9WMpeFmfPcFtMp0e5eEgNKQZzZBsvf8MJxjj0jtnciU95p1XLau77kJ8YYY4wxxhhjrhp+ODPGGGOMMcaYLsAPZ8YYY4wxxhjTBfjhzBhjjDHGGGO6gKsqBFG8+OKLFFNiAiVcKBY5qblW45T9QoGfQZeWltaMqW1NiwQ+Jf+YmOCkwaxIAdBCDCXmyAoiAGDPHk4SPXHiBMXqdU6knJmZodgNN9xAMSXxUOciK85QIhF1rFNTnEy/a9cuin3P93wPxdQ5bDY5kTQregG06EOd27GxMYqdPXuWYqreh4c5EVe1bdVWsm1740ZO/lXtXx3/hg0bKLa4yAmxqp2oNpttJ0o4c61RT8BUpuqqic+Vkno0E48vSvRQE9tTYgYFyS9EvnRZCDKUIEGKPoJjcrmcxoWmPH6uJ1XHC4nlD6ruFFISUuzs66MVHjfWj7LkoCjqZOsgj5ubelikoMQkCiX6aIg6VmVR57s3+JqlpB6NJERcQk5TBceybfZsnU0CxxdZCPLyJMsK6gdZ/rH9UW7cA8e43s/fzePr4qZ84pRrjtQEVjLX3YYQDjT5eoomX4uRhGBDxdT2ILZXyKxbF9KQgpAwhBIicKyYFY4AKAjRT0H0CSn/EMPYgHIsiSF1QcQmxborEPKPghB7lDL3j70sf0PxZo5NibY+LeQfVb7vQojxVFRUGuaKWqrzwU4sK9EHjzt9IjYixrsRiEoWsSRjneVbWWRJzuJx0T5LQvRx6iDHXn6MQrv3s7DwXvAYuBGDHX9/SkhOLuJfzowxxhhjjDGmC/DDmTHGGGOMMcZ0AX44M8YYY4wxxpgu4KrmnDWbTcpX2rlzJy2ncmnUhMsqV0flzag8H5VLlZ3od3BwkJZR5VCTXKsJp3/gB36AYur4VS6VymlSx6VypNSEw/v27aPYrbfeSjE1+bWahDpbZrXM/Dy/53vXXXfliqm8MTUhuIqp/DKFmgz6yJEjFDt06BDFjh07RrEDBw5QTE2wriZTz+bnzc3xZKAqN++2226j2NNPP00xlZumJvVWk18fPXq042+VI3mt0UBgLpNzM9fkycarIldH5Zc1RH6VyptS66pcr3Imv6IaXI7sMnm3BQC96t13NdH1FaAn5hZ5TiKm6k4dhyKbmzVW4dya6iBvv1LgfIYtvZz7NFbi7ancN5WbuCxyDlV+mcpNq4jEQ5WHpiambja5LAtNzh1V52I5008ma5w3NlvjvlNbEedwno+rd4rHk4m3iMmq7+Zj7dugJjW+DkgNoJZpe/WjvFyD7xOQeAxHU+WcibpLKidMLFfM3LPI/DIRy+aqASgW+D6hpHI4xU8LYmpliGEHfHcGiLna5YTTMyIdar7J912IrWIvPBE7CplYz25epqpyyUS+co3vJdAQR6sml1eJeKNcAY0aV+h8ndc92eDlSuKkqQmne8V1qxecT9sr1i1m8tD6IPwS89ye0klxH3OO2+LQEb4GvE08Sr1R7HdD5hg+55wzY4wxxhhjjOlu/HBmjDHGGGOMMV2AH86MMcYYY4wxpgvww5kxxhhjjDHGdAFXVQhSKpWwfn3nRJRbtnCC5LPPPkux3l5OMFaTGitJwlNPPUUxNbnu+fOdkzo+88wztIyavFmhpBZKHKJkCqOjoxR74YUXcu1XSS2UJOK7vuu7cm2v0eDs1zvvvJNi2QmcT5/mSfmU+EJNkKxEL0rEoiYJV+VVy2XPNaAnoVbilIMHeWJCVT41CbUS1qi2nRXKbNu2jZa54447KKYmK8/2ObV9QJ8zJZhR4pDrgaywQgks8iIlDCJ5uSYm/q2J78wWmp3nS09KLNqWmJR4QCTXK3GIlomIBGxRFoWqTyn1EJNQK6RgRUg3ipl6X1dmMYGahLu/wGPzujILDPJOOK0m11aTia+At6fkH3nbp6oTJf+YavDYMd8QUpysOKfOy6j67Onltri4gY9r+ibeXlHk6ocQDvSU80lirjlSDWie7Yw1lfzjebGyEIfEpFhOyD+aShIiVs1edoWwSElCosiCrGIpX39SPy0IVwUqIrYiYkoIsiCWm5U6kXGxQSH/aLKcjSQhFb43RV3IPyri9r0oylYQ50JsDkImhD7R8UaE7GqFN3hhQVw/xC6yk0YDwJCQfzTBZZkWyy1ktrcklhEeJqAiZCoFPq/zsZtitcTtuCaEIOWMACQu8/uYfzkzxhhjjDHGmC7AD2fGGGOMMcYY0wX44cwYY4wxxhhjugA/nBljjDHGGGNMF3BVhSD9/f1405ve1FmAEhdByQ+UiEOJI5588slc21te5qTTrLBicZETWPfs2UMxJYg4cuQIxdT21DEoccbQ0BDF7rvvPoopgYMSUyipg4pNTU1R7OzZsxTLHtv4OCdSKoGLknWoc3P8+PFcZbtw4QLFVBtTghV1ziYnOXFalW9+nmeSV/IPJUBRdZUVu1SrnHCq9plXYqPaWKHA39UkkSWdrWN1nNciWQGGEmJASTfEcgUhzlBUReJ8NXFsMSNwUMvURJZzM4QgQ5StLJLBy5Tlr1H1JL/1E/toCmFJLTjxuyr2sSKOtyH2nBV2bCzP0jLjJe5LPQUuW1YucimmGzzWqZgSZyhhi4opmYqSf6j9zojYxApfJ5YaLBjI07aHyzxebR9l4cREiY9hsp/L0XeU23vPBJ//6TJfJ68Log4UMteiwhmxIEudUDjGmwu+nlYS35/0i1MtpQ6Z01gTy9TUttQQKyQciyLWbPL5LxTEjsW6ah/c24EZUb5G4nss1LdyLIlYsLAOpd2ZHawTJRFUxCg7JGJFUfFJHO2ikH8UREX1iseGYY7VSlyWM/NcloUVLktJnI0aeEyZq/D40ezPlFkNCYMsRMJ6Ue893MbSEIuTPvMMS3eSaHg96BzHanhRFK6FfzkzxhhjjDHGmC7AD2fGGGOMMcYY0wX44cwYY4wxxhhjugA/nBljjDHGGGNMF3BVhSCDg4N4+9vf3hF7+eWXabkdO3ZQ7OGHH6aYEj3ce++9FDt6lJP1Zmc5Kfzw4cMdf4+OjtIySv6RlTcAWrig5B+qHGo5hZI1KIGF2scDDzxAsZ4eTpJU6yqxx+nTnYnISi6ybh0nXDabnCCq5B9KOnHixAmKKSHK9DQnoqt11bGqNqCWU22g0eDk5JUVMcu9KF9WzqFkJUr0oepdSVfKZU6wV8elzs/u3bs7/n7kkUdomWuNQCKxhRIuIPGYo5brVesKKiKBvZI41psRZ2ghSL7hXC1XbfL2VNmaQuqhvuErizxyJQ5piO1lBR4AUEjcDnuF/KIhkrCzMo31YPlHXqpNFmScq3PG+YkVHodOV3mMWGoI0UWR285IeYljJY4NFjlpXrEszndPgffbX+TxSsljsmwSsoKbBvjcVNdxOU5vYCHI/m0bKXZuius96tfr980NIDLjfbDAAwW+JpBIBEClwOuyqgoYURIPUcXZmOiuUC4dJeGYVMuJ2LLahxB4KCHIijiGmliunoQ4IvE9AULIJJosokPie1sUd3f+vTgoluEQeDgBlkXfLIkxYXGBYz2iPant9YrClHlchJAJNZb42jOtGkGfOLnDYr/rxTUv2xh5iAFKfA+LYVGhPaJXLG6mUG14O8V+99FzFDux0nlcFyDqrc31OpIZY4wxxhhjzDWFH86MMcYYY4wxpgvww5kxxhhjjDHGdAF+ODPGGGOMMcaYLuCqCkFSSiSx2LlzJy1XrXIC4xve8AaKbdzIScJKrqAkEU888QTF9u7d2/H3hQsXaJmzZ89STIkZVEyxvMzJ73n50pe+RDF1/EpiogQbS0ucYL5lyxaKbdjASZI33XRTx99ZuQoA7Nu3j2JKfrJ//36KDQzwrOy9vb0UKxY5aXRubo5ib3rTmyj2x3/8xxRbXOQkWXXOlCRlz549FDtz5kyufWRlIqoN33HHHRRT9a7qRIlJ7rzzToopsU22nShpyLVIITLZ5Cq5PCdKTJF3uUII+UUm1itT6Zla4nO/0OQkdyUYkWKSJEQnOQQRgP4msKKOFUKSImwCDSG/yYMSkyiqQpxyXiy3KOrz4AKPkS+c20SxhQUewyLbDgH09/OYs3mIx7Wdg3zN2t7LsfEyrzta5HEoK1MBgIIyO7xCmqJVzPZxndwywNeJQ2Ncx+eX+TrBOrBrkQREts/zGC4VG4mX6xenUCgSpK5ALdefGWYqytMg1ltRwhHlUhJDzIwad5SrIuc4LhQZaISQcxT4vhPBfRsYFzEhmGhktqfkH+pEDIvjXxH3k/OiQgss/0KD720xLORJJTGS94lW0cNiHzRFLLjPopfvOzAmWtCgamg5rgs10SjkemK5hhDClDiWinyuH/taZoydF8KZNv7lzBhjjDHGGGO6AD+cGWOMMcYYY0wX4IczY4wxxhhjjOkC1nw4i4jeiHgsIp6JiH0R8eF2fCwivhARB9r/F7PwGWOMMcYYY4zJQx4hyDKAv5BSmo+IMoCvRMTnAXw/gD9JKX00Ij4E4EMAPni5DQ0NDeGd73xnR+zQoUO03NTUVK6YkkRs384zdSshRlZgAbDo4cknn6Rldu/eTTEl11AykRAJ7Fu3bqWYEkScOHEi1z4efPBBiinpihJHrFvHz9dDQ0MUGxnhmdSzEpes0AIAZmc5CfXAgQMUGx7mpNH5eU5Mveeeeyim9qtkHUqIcffdd1OsUuFM3MnJSYop6Ygq865du3KVLyvOUfKTc+d4Bvqs1OYbKcepU6coVi5zEm6273z+85+nZa41AvlEEUrg0RAyjZqQSShWhLBDUckkv/eSHADoDR6HlDSjLBLppxvcBhcSt/2yEIL0CHEIckojVH2q81AUkoyenMtlt6e+kVSlLSTe1nSTY4tNrqcLVa7PuRmR5D7N66YeLk21yLGVgXxtZ6jIgq3NJRZWbSjx+DwQPE6WMxKXZhJ94gqEOGNF7k/D4hjGSzzmTtb5evXZXCXpdgKITFvJ/g0ADSFNEKdCuQ+UOKOUM1bONMUBsf2czVV7GYTnpCyGnUU1FIn91sQ+6lByBvGbQwghhPptIljiheB7JyxlzpnoT7LSe1QlC0lMXVRKk+VvaLJMDhUR2yTa3SYlCRGiD+7GwLJosw2+30G/iA2J62wlUy8rou4WREw5tpTFpioEK5vEgkIUhVpG2PK02kGLNX85Sy0u3t2V2/8lAN8L4GPt+McAfN9a2zLGGGOMMcYYo8mVcxYRxYh4GsAEgC+klB4FsCmldBoA2v8XflFjjDHGGGOMMXnI9XCWUmqklN4IYDuAt0YET4h0CSLiJyPiiYh4Qr2GZYwxrwWrx6YLU9fHXG3GmOuD1eMTpsR8U8aY65ZvyNaYUpoG8CCA7wRwNiK2AED7/zxLZGudX0spvTml9GY1ebExxrwWrB6b1o1ZXGuM6R5Wj08YE5MhG2OuW9bMWo+IDQBqKaXpiOgD8B4A/xzAZwC8D8BH2///vbW2Va/XSaagZAhKCKEkGQsLPKe7Ej1MT3NSo5JJZEUXSprwyU9+kmLNJn/rrsqmmJnhxOyeHk4kHBzkwVnFlMDi2LFjucqnftlU8gslNhkb60x+PX369JrLAFrgoQQrO3bsoJjaR6HAN9lKdDI6ykm9WSEMoNuOWk6JONR+t2zZQrEXX3zx/2fvvePtOusz3+fd9fSuc9SLZUtyQca44BgczACBEMhk0pNJhhRSP0lmJsmEkEoyyYWZm9zhzsy9mZt2gZCEIeGmYzKmmGZswMbGcpGtflTO0em97LLuH2vJ3ns9z5G2LVnaOn6+n8/5SPu3V3nr733fvdbvecmWbntLSxzAq0RCVPvfs2cP2VQ53X333WR78sknyZYWxVHpuNoIYKGDRgRCAC3+oWKLl4VwSCXiesgG9RSvvs21ZbgNptMPrCGaIWxV0R5mq1yv01X21xXxG58SLFFURf4zIh8FIdlRFMImKm9pgQEVgq10BFYjvmdGpEMJrLTmhGCLCNZX8fH5Ivu/Dd385GRTGwt49BXYr6u20pLhtGiRGc5bJlXGVSU6QxZNo8IhnRn2f5WcaHeZxtrdVUfIAJn0vEAIM6iSryrBIj5MNHcITRzkGhAYaRO/dRWUrbHqlzltE1U9I/QwZkUexsR9K1ALYB6vpS07IGziYYQSDllKFcySSJz67VCOE+JcVfBloZJSEQIenaLwNonxfgfP2dHC4jyYFufOimXIskifUoopiryl/VFG5EGVp7ItiXOz4sCiyEOXyOuuVL6eWvtH4UYkxTYB+GAIIYs4+R+NougfQwhfAvDREMKPAjgB4LsauJYxxhhjjDHGGMEFF2dRFH0dAD1miqJoAsAbXopEGWOMMcYYY8zLDQdaGGOMMcYYY0wT4MWZMcYYY4wxxjQBjcScXTKmp6fxd39XrxuixBXuuususikBg927d5NNiROoe2zcuPG8aQW04IRK24EDB8h29iyLVyqhEyUIogQ3lCDE/PyLl9dV9zh9+jTZslkOzFTiHOm09Pf30zGqDjs7OWhUCWmMjIyQ7bbbbiObEmdR921v5+DXa665hmxKYOXYsWNkU2WixE6UAM7+/fvJllY2bXQbCqWIum/fPrIp4ZDrr7++oXsocZ6rnYCIxCSU0ENWRMgrCYLViPvNsgjMV8cVxH1bspdO6EAJhyjRCJW2sQr7sCMrQ2Sbq7AfVkInHVmWxOjPsl/rE7aeLLfDTlEbKr+NkA1c16puenMswrGzY6Khe8z1sPhTTqS3v4XvMVDkMlGCGEqwZqHK980LWZSSaBfpfqIEXBRKrEUJgijhHJWHRsVE1g3p7EpRA+EnKqJPKKEPoYrTKqq2Vdy3LeUqlIBHo7ZedX1h6xK2UW6uOD7HtmEliBE2sy3H4zqKPO9E8Tq2FcS5M0J0JD1VXBDtekFUWEkJh4h8ZVUpsyCaFA4JokAr4riolW05YSuK9OVE3qosiiTvqwQ70nNbNXSuiGtJDT/RAVR6s8LWrY5rQJ0qwU/OjDHGGGOMMaYJ8OLMGGOMMcYYY5oAL86MMcYYY4wxpgnw4swYY4wxxhhjmoDLKgiyurqKkydP1tmU4MTHP/5xsr3qVa8i25EjR8imBBxuuYW2acMzzzxDtrSAgxKNGBri4PdikYOrb775ZrLdd999ZFOoMlGCIPk8RxPu2LGDbIcOHSLb+Pg42Xp6OEg0UgIIJY6wTJ+r6kGlV9muu46Da/v6+simxFSUTYl1KCGSTZs2kW15mQULlLCLEuJQgjW5HHc5JfaRFvFQ7XXPnj1kU6j8P/3002T7xCc+QbZGBFaU8Ml6RYkfZCK2ZYXgjhROEKIbVwIl1qDEL5TQx2cmuB0+fnIL2XJ5vt7uDeyH9nefItueVhYEUgIjhYywpeonI+LoG5UMaQns+5SAye4W7tO9ORYwmS0LASshHKPaTqsQiSlVuT2Nl1mEYLHK/rktwyJBRSEwUQj1wfpKTKZd2FTZKRoVMFkUNnXc+iACKxtMi+O4jeUD27rFmT2iX/BIB7CkFdvUMdzStSCIkFFAt3CTy2LYyQsdiWnWOUP5OI//yN/KtsHXsa2VBbawKkpqRQhilISnmUvZlN6WEqtQ3amsxDpEnyiK9C6r2mCfgCWRhxnReJT4hxgrscpzLMyJipwXy5WgRExStqw4r9LgtfIiX2JclA2vVdgGUucWVWuP8ZMzY4wxxhhjjGkCvDgzxhhjjDHGmCbAizNjjDHGGGOMaQK8ODPGGGOMMcaYJuCyC4IcPXq0ztaoCMVjjz1GtrY2DjsdGBhoyKYEO06dqg9EVyIP6lpKrOHs2fS278DevXvJNjU1RbbZ2VmyKeGMEydOkE2JfygxFUVa6AEAzpw5Q7Zdu3aRLV0Xvb29dIyqVyWaocRPWls5uPbuu+8m2+HDh8mmxElU3Sqxjv3795NNCWCoc1dWOChetR/VjtOiKzt37qRjlKiHKneV3kceeYRsg4ODZFPCKcePH6/7rERDrjaqCFiN6tt/SYh1VCPuI0qYQkW1K5EEJcShrpdJSVaodJTEb22ZsHbA8YXSUQEHQ89UuK0+ObKRbMXH+LjFGznwuyPPZdKd4/6vRCdUmhXpelXyHyqvyw2KtXRmOL2b2V2jM8vHLeQ5WH+mzGU3X1GCGOzX5kosuzBX5nPLVW4rOSGm0p5jQYDOXH099udZrWAgP0c2JZzSIgRHKqJtL0dcoOo41cfWB2WgmporVFl0BhGrX/QKAYPNommzHBbQJfQQCkr7IWVTsixF4SbVtUTXkTYht4BVpV/B+kLAo68QBwpBkFVRKm1COKNdTKVbReZahM9K+3uVMeXrqg0KcRXVNF/Is2TEcVWRmKpQIlkStnlx7rI47qzoswdFYzkpGq0SCUnP93pEXgeFrU/UqxDnk3XYKdLLwyKwMXU91UYS/OTMGGOMMcYYY5oAL86MMcYYY4wxpgnw4swYY4wxxhhjmgAvzowxxhhjjDGmCbisgiClUomEMtIiHIAWiUiLEADAHXfcQTYl9PDggw+S7fWvfz3ZtmzZUvf5ySefpGNe9zreMV4JIiwu8jbvSphCnauOU8IhSsChpYUDHctlDsxUQixKOEKJbqj7Dg8P131WoiFKmGRiYoJs3d3dZFOCMKqcbrjhhoaud+utHPyrBFZUW1Tl2dXVRTaVt46OjoZsY2P1wd4PPfQQHaMEXJ544gmyKRESJbqiylgJ0aTzul4EQRajene4EHH7UiIEBRFwnxdCBy0QttCYIEJaJGQVHKicFg0BgKwQ4WlU/KMU8fBwZpX70uoYC1gEEW+9a/M42e7oPka2a4sjZOvKsJiIKrtV8XtjJarP26KI59b55zJWZaKOvACJAAAgAElEQVQEXJQwRT6w38iLtqPuOyVEQkaW2eccm+kj29gki/pks5zmwV4W8RhsY1u6PFeqXCZKrKRU4Hz1NSgSosquJcvHrVtBkKgClFPjSYVFxwoR950d4if4LcK2Qdi6RV/JNaDDUxTHFIV+RVHoLSiRkKq43rS4nph2YZiLCVgV4h+Ht7BteYhtWe5P6BCSJT2iQHtEotsbKNC8GGNVReRVhSnVFZFeMe6gImwFkZas6HfLojImeB6Lx3iehM9ww9g6x76tHTx3mkqNb2fbRZnfIMRKrmfROXQJaZs20WgHRTltU8el5l2qvhL85MwYY4wxxhhjmgAvzowxxhhjjDGmCfDizBhjjDHGGGOaAC/OjDHGGGOMMaYJuKyCIKurqyTsocQVcjlO1vT0NNmUqMXp06fJpgQslJjEzMxM3eedO3fSMUeOHCGbEo04fPgw2drb28nW18dBjrOzs2RLi5UAwJkzZ8imRCJ27NhBtvl5DsTetm0b2e68806yRUJkYPv27XWfi0UOpBwdHSWbEutQAhnvfOc7yabq9eGHHybbbbfd1lBaVN2mBWwAXXYjIxyIrepHXe+aa64hW1qcIwQO6h0fZ4GFyclJsqn09vb2ku3pp58mW2srB8mm61r14auNcpTBWKU+0Huhym24JbPKNiFMoWxSiEPU63LEwdppkQglGqEoQARDNyhCMV1hEYrTS9xfs/Psc5Y3cZu4tmuMbDsK3IYHsyxC0ahwxqKos7TYhxL1WG2wPJX4R6P1rwRb5sD9a77Caiqnlnise3KMxQqWnubj2ia5ja3eyj7hmm6ui00tPBZVU4Ig0yVuJ2dXhGiCoKWoRD1EH2uw33UK4Zh1QbUELKfGmMoxOmyHaMZbhG1I2FhKDWhrUIciSh0XCbfTIR4FyKcDSpdCpGOZqx+j3Kxxdp59FsobxU14LoZlnrOhIkQilkWiSyLR6YICgJWUr2wTBSz8DkTS0C7EP4qqlIVNalOIsb1d2FpEwa/ynAhHeY4R/okFQb61wnO2a8BzlqoohNFURh5bYN/x1LMsiAah/YLtoqO0i2VTnziuW5RxPuVPgwVBjDHGGGOMMaap8eLMGGOMMcYYY5oAL86MMcYYY4wxpgnw4swYY4wxxhhjmoDLKghSrVZJnEAJDihRByWacODAAbLddNNNZFOCCOrctrb6wGYlmnDdddeR7aGHHmooHUro5NChQ2RTQg+PPvoo2e655x6ypUVN1rIpkZAbb7yRbJUKR/YqoZT+/v66z9UqB7CqfCkBk/3795NNCaycOHGCbBs3cqCvak+dnRywrmwLCwtka2nhgP1slgNClbCJKmNVLsPDw3Wf77//fjpGtU/Vn5Q4y9e//nWyDQwMkE0JmDz77LN1n+fmWMDhamM5KuDJ5XrRHSVCMZRnYSIlQqDEP/IqqDvi9p8VwhFpkZASuL0poYuqEE1IC2So6wPAWLmLbKdFcL2KaS70cplsLLK4RE9W9K/AAecqzauiDBYiFnqaq9T3CSX+ocouL9LRk10kW1YUgDpXlnuVy31khcv42SmWa1g8zMftupfLfeIG9le9Pdxn97WzSNJAno9LC5asVLnslHBMJeL8d2c5MF+VcbvsT9w/Vb9bF1RKwGy9wFQhw/W1nasam8Usb1DoRvQIm5ogZoXYRzVV7Dnh6pSfUE8HSuK4ZXHPCaH9ckINRdFetlWF+EeWx04E7p8oCfEHUXZYEIWQFSomlZSvUONEmyiAokhHl0hvq6hFMe9CRlWQEP8ocv/ECoup4fBn2PaVB8n0HZXXkO0t4PrpFoIgc+C5zcmUiMmqEMUanebGMzklyr3C4wmywhZEGSshlmwqvUIQ7Bx+cmaMMcYYY4wxTYAXZ8YYY4wxxhjTBHhxZowxxhhjjDFNgBdnxhhjjDHGGNMEXFZBkCiKUC7XB+sFERA3NMRbdavjVlZWyDYywruSDw4Oku2BBx4gW1rEY2KCdy5XIg9KSGHr1q1kiyIOuCyVOEB0dZV3NFciHFNTU2Tbs2cP2fbuFQGxgje96U1kO3jwINmUSMjY2Fjd556eHjrm2LFjZFOiFp/73OfIpoQulMBKWkgDAI4fP062QoGDOlWdTU5Okk2JqaTFZAAtTqKEQ7q7OXg+LXai0qHak2qLKv+qbZ85c4Zsy8scOJsu93SfvhqZKxdx/0R939nZzmVUzHB/7RKCIIUM9xElCFEVgiBKnCItALJcFUHJgtXA7a0ghBSmK9x+T6xwUPbEXDvZqiIuvbedy6Qj25hwikKVXUkIeyxUOUB8tlrvO1aECIeiM8sB4lkRrN8iRFcy4ri5Kvuw8TKLED07y+If4yMsztI2wW1nfgvnf2EzmbC5yHXRKeqnK8OCHWmKQjRgvsTpmFrhNtaT5+v35VjAS4l/KKphnf7eXFoBTtaLLuzgYQNbRPY3iubeJY4Tchhygii0vpDuKko0RFFWGgxCI2FG6GiMs5YQTrDmEJBjMTlE7MekqMN5BBvqWBB+bEVkbkUUzEoqc2LsEFoYQKuoxA5h6xY22U+UL+a5KKon2Xb8k3yLib8l21uGhMAcuCEP4bXCxvW4AG7c6VqcEcJRh0S+JseFr1tlP4YgbEpgRQjWkCCMmMM9d8k1vzHGGGOMMcYYc9nw4swYY4wxxhhjmgAvzowxxhhjjDGmCfDizBhjjDHGGGOagMsqCAKwIMKhQ4fomIwIrtu2bRvZxsfHyba4yLuXb97MEdHquLSYQlcXB2ErW39/f0PHKVGLXbt2kU0JSTz11FNkU2Iau3fvJtv27dvJNjvLkbNKiESlT/Hoo4/WfVZlPj09Tba0kAgALCxwpK8S8FAiHKpNKHGSr3zlKw3d981vfjPZ2ts5mFgJfShhG1XuH/vYx8j24IMP1n1WAh5KJESJf6i2qNq/EmxRZZcW51kPgiBLSwU8/kR9P5nezf21NR3QCyALDvxeyHLQcD40Vk5KEGQ5yqeO4fZWEeIijTJa4qDsZ+dYSGl5hvOVyXFQczHXWF7T+YptXMZaEITLSQmsVKP6c1XZKQEPRR4c0K7EKlR6Z6stZDuyxAI+R0bZlpvgclrt4XIfvVMEmPewXy8IEY/lBtodwOW3UuXzppe570zNsb8uZjkdHVkW+lLpUGIyuh6fEbarjKVVZB+vF7vacR0fNihmdOz9gVahaZAT7kNJ50RKECTVBYSWjjyvLO65Ko6b5yaBEZ5OYGxGCCXleO6IJXGcEB2RiRY+AKui3ymREGVLn9sijuEppk5vQQiYNCqSI4SNEITCyumH2TbOgiBv7eFyupOHFPRkHydbpnKAbFmhirIBPN/Nod7Pzon62gqe/3x9goWIsKiWSKJXlMR4tyzKvZSax1XWHif95MwYY4wxxhhjmgAvzowxxhhjjDGmCfDizBhjjDHGGGOagIYXZyGEbAjhayGEf0w+94UQ7gshPJv8q7bJM8YYY4wxxhjTAC9EEOTfAngKz8eX/jKAT0VR9L4Qwi8nn991vgtUKhXMzMzU2ZSYgBJ6UGINSjgjl+MsKTGFlhYOzj5woD4IMS0QAmhBhz179pAtEjt/b9mypaHjlKjDNdfw7uhKYOTWW28lmyo7lbdKhQMnn376abIpEY9PfepTdZ/vu+8+OkalV9WNahMqbd3dLGKg0quYmppq6Lh0e13rHtdffz3ZVDmp/H7605++4Lkq/8PDw2RTYiUjIyNkU31n69atF0wHAOzcubPu89zcHB1ztZGfDdj6yfpg6uEs9xEldDHXxb6kJ8cBx21ZFmZQYhKKtNiHErVQtrQYBgDMV1gN4MRCH9meHuXo7dwkB0NXC+zDKuK+UyVum2dznWRbFeI6WSH0oARBKuL3xkyIUp8bE/9QVMX1lfiHErAYLbG4zoHJTWQLJ9hPCs0ZVLYvk623m319Tysf111g26JoF9Oifc6U68fn8ZUOOmZ8mm2Z45yvZ8pc14qewhLZykL8ZbEshB7wmYbu0czkZoGBT9c3gk1i9tYtbC3sdgAhCKKqIit+vleTxrQmUKvQtKiKNpwRthmhkaCGmJHTbIsmeY6FZW6LWFKiHqKgFrifoCwSLU4Ny6IQhIhNlPaVrULUg4ciCE0LgLs/kFPqLCJtZe5jwFk2HfsCmW6PeJ70TayHhgGeiqCVXSBaTj5KtopotCWwKFoxVVi7wH5nD1hN5p/Hed5dUW1CEYRIyKjIbDllW1WVGNPQk7MQwlYA3wLgj2vM/xLAB5P/fxDAtzVyLWOMMcYYY4wxTKOvNb4fwC+h/ve7oSiKzgBA8q8QyTTGGGOMMcYY0wgXXJyFEN4G4GwURWJzgwsTQvjxEMJXQwhfVa/wGWPMlaDWN5VWxB4nxhhzhaj1T1W1p5UxZt3SSMzZawB8awjhrQBaAHSFED4MYDSEsCmKojMhhE2QL6cCURT9IYA/BIBsNuvVmTGmKaj1TR292+ybjDFNQ61/yncF+ydjXkZccHEWRdG7AbwbAEII9wD4xSiKfiCE8L8DeAeA9yX//t2FrpXNZtHRUR+cqYQ5zp7ldV5VRJMODvKblIcPHybbU089RbY777yTbD099QHbSnBB3XPv3r1km5zkQMVdu3aRbXGRAwJVXotFDobMZETwu7Bt3ryZbMeOHSPbhg0byKYEIZTARFrs5PRpjtZV5alsKh0qXyoP6fYF6LpQNlW3Svyjs5NFDJSIzdAQR8R+7WtfI9v8PD+1SbcBJeqiSLdhADh16hTZlLCNytfyMgdELy3VBw6r9nq1kV2poONQfVBz504WyTgUcfTyiV4Wqm0p8k/dbUUOLm4RAiPFLNvSohYKJf6xWGKBhMkFIbg0xrbCWR4eWub4HitCp3dihsU/DrSxH1qscvoG8twf2jJcdsUMl3FWKGekRUKqQkhCsSoER5TQx2KVffNslce1g4sswnP6CEf69z/LaZncz/Xf38M+YVcPCw4NFrk8+wuijLMrZFMiM+k6my1xXiuzXK9bP8/temoPB+s/fQuXU7GN67pc4rRVSutzd6DsXED3J+vLOdfJAg55oV9QEWISFe7uiISWSlXoHGSEK8qkqnZV6GhE4umfkkPKilnpzDjbzgi9BcyJ6JpZIXQxzgIWmBI3WRHqJBVu71jlRGfK3BZDhf1nJfVGWdQmClgkDeNi3G0VJVoRfSJdYQBQ4jkBpg+Sqe3Ql8n21hv41A08tUMvuye0CXGaIo6QLQchRgWe25RRP/ZUwH5iE9jXXY8TZDuwwEJ8mBNKNCdEGysdE7aj9Z9XeB56jovxZO8D8KYQwrMA3pR8NsYYY4wxxhjzInghUvqIouh+APcn/58A8IZLnyRjjDHGGGOMefmxPt8BMMYYY4wxxpirjBf05OxiqVarWFmpf9dTbcqr6BVxHSo2TcVD7du3r6F7PPbYY3Wfb7nlFjpGbd578CC/l7tpE8emPPPMM2RTcUlqI2m10a+KVVIxYvfeey/ZRkdHyabilR566CGyqc2k05skq9i//v5+st14441ke+CBB8jW1dVFNtV2VP5XxUaC6XYIANPTvDHh5z//ebKpclfxWrfddhvZFKqtpDcib3SjZ1WvjaLi5tR90+WuNsi+2ii1Z3H2znofk1/gd/+7DrLLrGY5zrEqfvaaETEdE+1iA2exg2u1JRVfkG8szi8s8/v2rafYtvUprsP8AgeJLA5y/rPLnNmlKsecPT63jWzPdHN8aWcb982OItvURspdYrPirlz9ua1iM/CiiMFQm0vLmDaxU+9IuZtsD4/zJu+bPsvnir26Efo5/0Md3Dc3t3IszaYC23pzHK/WErhc1EbfdP1WTvCJjZy28f08hg8+Iu7ZyTE9yxs53iQqcpsNhas//lXRhk68EnfV2Zb+hsfJg1/kuKEsN0VkxL7MRdHu2kR4VZvYrLqYKvYCN1eIMB+5F/Rp4TtPi7RNrIhgpX6RsYkzbBsT7USNsVWeE6EqAvZE3Gkoc+EFdVylfmCIpkUBjwlbV4NtfVUclxdBgZOinA58kUzfLMLfB4XYcafYX7ljim3C3aPQyvOYrGgsEXhOnV7WdIgdwjdmee3wWrFp9tljn2Pb4E4+cCOPFaHI8XAbC/VpUaGE5/CTM2OMMcYYY4xpArw4M8YYY4wxxpgmwIszY4wxxhhjjGkCvDgzxhhjjDHGmCbgsgqCVCqVhgVA0ihRh/RmuGuhNnBWmx+nN2uemuLoRbWhc6Mbad98881kGxgQO0QKslkOCP3kJz9JtnyeA6eVYEOjYiq5HDcRtTFzWiRE1ZcSqzh69CjZoogFEU6c4A0Cu7s50vnkyZNkU5tLqzKZmeHAeZUWJZLR3s4Ry+PjHO6phG3UPbZurRcPUNdXm0uXyyxsoARHlHCKqp9rr72WbIcOHSLb1U61CMzvqLeVhTBHpIQ4qhwMLPZHRqYkgoZFQHx2SRyX2tC02sLHRGJ32MyyELUQseDFKbGh8yLbWvJ8vbazYtPsx7mcSu3sS1a7uF2X2sVG8m1831ER+7/aIwRW+uvz0dXHEe1burnvb2lj2+YWFg2azHIenllg4aixJ1n8ZNcIR8Mf+gEupxu3sm++vottW4o8ZvVlOVq/SzSCtqBUHJj+XP31urNKhIVtXyzwhq7DfVwmRbEva1jh+kcHt7GWNrEL8zqggCK2o94Xt4H9eu4sqw5Vz/L8R2xBjBJ4XKsI2yJY6aGM+vZUEmI6OWFbEc8HFoXozii432FI7XQtcrYodnVfeYJtq0J1JMtCX8gqQRC2VQI7qDxYYCS/Wi+UVopYOK06JoRJhBCVFCtZFn0iiE24Hz9Aplu//CTZvkEIW20Xtj5RPSJ1KIoqE9NYZLuFfIa4YCFlK4gqzImqLrLmHPqFSMgnVo+R7ZRwnW2iejak0jZ7nsdjfnJmjDHGGGOMMU2AF2fGGGOMMcYY0wR4cWaMMcYYY4wxTYAXZ8YYY4wxxhjTBFxWQZBcLoe+vr46mxKmUCgRhrRoAqBFQpQgyHXXXUe2tCBEOq0AcOYM76KuBCeUrVHxjwMHODBz586dZHvjG99ItnvvvZdspRIH9m/YwIHYquweeeQRshUKHP2ZFpjo6uLoyuPHj5OtWuXgX1XX8/Mc1K6OUyIhSvxCCbsoVD1ef/31ZFN1e8cdd5DtgQceIJsS7EiLiaj6UuI6KyscmaqEXpQIiUKJf6RFTWZnZxu6VjMTZSOs9terc/Ru5qDprUI4oivPkc+ZwO16tcrudrnMkc/LFT6uVK0XBKpGHFxfqrBo0Owy+765Do5UrghRo9ZRPje3zO1G2TLlxn73yy9yOeWEIEp7ie+RX+BI8sIo+4kwWV9n87ftoGOO3spCPQevY3+4bZAFN7qKXP8HR9hvdB7mMjn6E5yvt+95lGw3tJ0m24Yc+7+WDAf/58GqMwWhRJMPXJ55cVxXVJ9fJSSSbeN6XdrA48andnBEf3VWCCnMcdmttHE/WRGiOOuBHPLoQ706wSZso+MyYDGJErhvz0txDq7ripAOCcLWljq3CK6HqhD6KAtxkUWwMNUUeO6ATj4O/UJNpoPFP7r6WFxCSG4gJ9yY8mxZIWpREHp1Szx9xOxwaq5UuoWPGX0l2ZYX9ogbCAWLcfbjmOeE3P74EbL9CFjE58ZVnq/0rnJ9F0V7yop2lxFtIFPi+skUeB4HdtvIp6aAOSEakhFFUhGaQ2pq82pxvc+L4+bEcXOpe1SEvtg5/OTMGGOMMcYYY5oAL86MMcYYY4wxpgnw4swYY4wxxhhjmgAvzowxxhhjjDGmCbisgiCVSoVENxqlvZ239A6BI/gqFQ5CVOeWyxzBefvtt9d9zmR47Xr33XeT7aabbiKbQt1TiTUMDXFQ57PP8i73aWEGQAtdKHEOJWrxJ3/yJ2RTQhdKdCKdt7SgBaAFPJRYSWcnb+meF1vGKwET1b5UOU1NcWB/ixBFUGIy27dvJ5sq9+HhYbKpvO3evZtsafGUXI67qhI6UcIpyqb6iarrhYUFsk1PT9d9blRcpJkJuQj57vp2vaefy/emThZmGMxzNHB7hvuIElyoRuxjliMhElKtty1WuV2Ol1hI4dgiCwQcwEayzZfYR5Rb1W937HOrBeGH2znSOWoTAeItQtSjIIQpcuLcDN+jJMRUFufr+2b2JAunDD7M12+9n0wYvY37+alBbv+FaS6T+ddy4PuPveKLZHt122Gy9WX53LwQWKiK+imJNrZ6Eb/LpsVuskL8piXDfr1ViZXkudwzQkihMMJlHGW4HsuL6/X35hyyqBeFagELMxTBImYrQhCkKqZ+ZSkSwlSF0MNSypYVoiElcbXTYN/JshTAmXaRkv2tbLuG+wnyfO4WdpW4Vgg4DHLRoY91bdAlZtJ9oim2iuQtnKovg5MHPkvHfO2zbDs2cRvZjj5zM9lKRRYnumFlmmw/wknDHeD5Sj9YdE2Jf6ieGIH9QiTaZ1m0H0zzeJwRdZb2RoHdDsTQAfYmQF4ctyI0Z+ZYrw3HhX+KOlLlWeY58TnWqyczxhhjjDHGmKsKL86MMcYYY4wxpgnw4swYY4wxxhhjmgAvzowxxhhjjDGmCbisgiCZTAYdHfWRmJs2cVDrsWPHyKbEH1pbOSB0//79ZFMCDkpgYd++fXWflQiFEpdQ11LiFw8++CDZBgc5WPPmmzmoU4kuTExMkE2Jk5w9e5ZsBw4cINt3fud3ku2zIhD15MmTZEuLaZw5wzvQz4rt1pUIh0qvoqenh2zLy8tka1T8o1DgSF8l4qLEP5TojLqvElNRaU63H5W2U6dOkU0dp8Q/duzYQba0CMlax6WFeE6fZpGMq40QIrS21kcODxRYDKU3x7b+LAuudApVAy0SwnWjKEX1wcXTVY6ELmY4KnlslQO6s0GIK+TYVuppTNSjpYvzNdTJ5TTYxj6xv8gR8j15tvXm2NYtbKo8V1JiKsduYJGUR27bRrbDz7BwysBXuJx6D/I9T76Bf/f8nusfIdvrO54k2+Ysl2eLEL9SlCKus8WI0zdXFaIzEY9jqyJMPi1iowRs0u0VACrit+BKhW0t01zG3Uc5qn+1i0VxqkKsYT1QRQaLqO/zHUJIoQdcJsvClgPXWVbUdUWIhAhNC6yivs6qQvhhAewTJsB+8qx6ZrBNVOxeFqaAEGYAax0hK2y9QiRkuxAEGeLixEZl4yJGi1JYSU1PF3bxIXfsYdvBr3+VbF/5Mtumxvnke3At2V4Jnk9vFLZWIf6RFe1JURV1q4RoAO7v5RLPRSpizpIeGtUIW1UrH6FrVhFJmxGCICeFiFHU8Uo2FlLrk+jvRUJi/OTMGGOMMcYYY5oAL86MMcYYY4wxpgnw4swYY4wxxhhjmgAvzowxxhhjjDGmCbisgiCVSoVELJSoRV8f73J/3XXXka1Y5CjMoaEhst1www1kU6ITd911V93nxx9/nI7Zs4eDK5955hmylUocEKvEJQ4fPky2p556imwqrzfeeCPZlNCFsr3qVa8imxKrUHlTx42N1e/eroRTlMCKEhdRqHpV6VCCGN3dHDisymRykiM91bmZDP+mMT09TbbR0VGyKWEbJVizdevWus+f+9zn6Jht21jEYHh4mGwbNnCUtGqLCiUS8nKhKgKVs2DBhWxgW6NkRRRyXlxPHZdmvsJt+swSR77PzLCYSH5aCD+wCdUu9ms9HSwRsL2TxXC2tbFtIM8iIRtyysZiQv0ZFhhoy3D60mW30MbD3l2dh8j2tQ0cgH7/bh6HTgyzwMi27dz37+zge2wT4h+dGU5fPgixBiEStQLu1yXRZhVK2EPZ0iIRJSEkUonYR1Yj7k/lEuerZYbTWxxl0Z1Q5TGx3N2YwM7VSLpm28BCUl3gcagPA+I4rlehc4CM+P1+XP6mX19nZSEIkhE2CJGQCthPIKtsYgzLcS6yHULYibXE0CkEQbqFIMgWIf4xKI4bFGISLex6EVLFWRLX3yBsW3iajGu3su3EF3gOt+NJrv8NYCWSVvB8Ki+EY3SLYFEPiDE1I+4RCWWXqlB2qaTVVABEi/XjUVWMnSptkehPZcyQbXZxjI8rsrAh5licEHP1ooNY+V98TIKfnBljjDHGGGNME+DFmTHGGGOMMcY0AV6cGWOMMcYYY0wT4MWZMcYYY4wxxjQBl1UQJIRAQgwDAxysurzMgXmtrbxT+ZYtWxo6Tl1PCWKkj7v2Wt5FfXGRg9+/+MUvkk0Jgpw4cYJsSugjEoHeSsCiv58D0bNZEawpBCx27eLgz5GREbLt2MFB8QcOHCBbLlfflJSoy5kzZ8imBDdmZjgIU4lrNIqqi2q1sSD5TZs40FOJyaQFUQCgq4sDWFV7P3SIhQLSZdDe3k7HqDwo8RtVr6qfbN68+YLpALjNqmOuNqrVgMXF+nyVhCJGJnDfzDQoElIRv4WlxRUAAEJMYSGqD5oeK3PbOrQ4SLZjk9wPc6fY5/SyBhFWOzhtM20cSJ4Z4jLpKbDwTV+OA/O7s3xcT5Z9rBL/2CDO7c5wmvOpiPtSxMHgGzKnybYxx+IKSsDkc20sErK1jc/dIq7XluE2VgyijFU7CSx+oY6rCFen2p1si4K0wErlIkRyqhUhurPM7ancxeNfqZOv19LPbWJ9UAWQ7hcs1hSEjymAx6YNYOWIXrDoVlG0CZZvACZR3xbLQlyhVYgrVDBOtrM4RbaTwwf5pkdZJAhtPJbuGuK2uE1kQgl9DHFXxIA4d0Ac1y70SgpCryaTatqRaMKt7O7RspFtRXHPDi5OdDzJvqhVCH3kwf0uJ/0Ez7GCFPrgvh2B5yKRuG8E0eGlUFbav/PYkQELDEEI0ZTA887Vssj/OI+9eESkt5Ka/y2svQTzkzNjjDHGGGOMaQK8ODPGGGOMMcaYJsCLM2OMMcYYY4xpArw4M8YYY4wxxpgm4LIKguTzeQwNcdBpmrS4BKBFPZQ4xzXXXEO2G2+8kWxKEGNuruYd5dQAACAASURBVD7YW4k3DA8Pk237dt6lfHqaAy4/8YlPkG18nANilUiGKrdKhaNLVV5f//rXk+2JJ54gm+L2228nmxKAePTRR+s+P/vss3TMtm3byKbERbZu5WDlkydPnjed50OJrkxMTJBtwwbelV4Jgqjj5uc5wHRlZYVsx49zEPdDDz1EtnRbVHlIHwPoPqHEP5QIiWrvqi+mj1tY4IDbq45KQHlWhbrX057hOlW2lsAB0mkhhbUoRRyYPVetD5A+vdpLx4wucwDy6grXX4aThq6j7F8zKxxdPr+jg2wqPLwzx9frFkIfquzyge/bImxt4sZtQkwjH1LlKc5T9cUCDMC+IosajXdxuXfn+NxOUfAtgdscpXctZHMSigAC1RbbAwulQNjSwiHLEZf5YpX9lRLTiSKujHIb/2a80s0+bGkT53Vv/yTZniHL1UdABa0kWMBCHzlwXeTQQ7asaNs5IZxwDXjMbhNiDf0pQYgSWNWiIgQXBsD9qQCeOy3O8rzrscceJtsOnorhJvEIYp9w9buEqMdWMUPuFV2sRejf5MW5WXEc2cR5GZE2CAGTEncTrHB1oQCeO+bFs5qscJZSnEiIf1RFWwxyycFqJ0GI02TBc7GsuEdanKQC9glKiCaARaHUYNEiCr5rmtNWnmbFlnbUz52mzrME85MzY4wxxhhjjGkCvDgzxhhjjDHGmCbAizNjjDHGGGOMaQK8ODPGGGOMMcaYJiBEUWNB6pfkZiGMId7WfgAQEXlXH+shH85Dc3A152FHFEWsknIVUeObgKu7Ls7hPDQP6yEfV3Me1pN/uprr4RzrIQ/A+siH83BlWdM3XdbF2XM3DeGrURTddtlvfIlZD/lwHpqD9ZCH9cJ6qAvnoXlYD/lYD3lYD6yHelgPeQDWRz6ch+bFrzUaY4wxxhhjTBPgxZkxxhhjjDHGNAFXanH2h1fovpea9ZAP56E5WA95WC+sh7pwHpqH9ZCP9ZCH9cB6qIf1kAdgfeTDeWhSrkjMmTHGGGOMMcaYevxaozHGGGOMMcY0AV6cGWOMMcYYY0wT4MWZMcYYY4wxxjQBXpwZY4wxxhhjTBPgxZkxxhhjjDHGNAFenBljjDHGGGNME+DFmTHGGGOMMcY0AV6cGWOMMcYYY0wT4MWZMcYYY4wxxjQBXpwZY4wxxhhjTBPgxZkxxhhjjDHGNAFenBljjDHGGGNME+DFmTHGGGOMMcY0AV6cGWOMMcYYY0wT4MWZMcYYY4wxxjQBXpwZY4wxxhhjTBPgxZkxxhhjjDHGNAFenBljjDHGGGNME+DFmTHGGGOMMcY0AV6cGWOMMcYYY0wT4MWZMcYYY4wxxjQBXpwZY4wxxhhjTBPgxZkxxhhjjDHGNAFenBljjDHGGGNME+DFmTHGGGOMMcY0AV6cGWOMMcYYY0wT4MWZMcYYY4wxxjQBXpwZY4wxxhhjTBPgxZkxxhhjjDHGNAFenDUhIYRfCSH88ZVOBwCEELaHEOZDCNkrnZa1CCHcHUI4eKXTYYypJ4QwFEL4XAhhLoTw+5f42k3jJ5uNq8Fvm+akmfrV1dKOQwgfCCH8zktwXc9tzkMI4YkQwj1XOh0vBSGKoiudhnVNCOGHAPwCgN0AZgH8DYB3R1E0fRnuvRPAUQD5KIrKDZ5zDMA7oyj65EuXMmPMOZI+NwSgDKAC4EkAHwLwh1EUVa9g0i6aEMKvA7gFwHdETTjYhBDeA+DaKIp+4EqnxZhLjecfl4cQwgcAnIyi6NeudFrSJIuXD0dRtPVKp8U0jp+cvYSEEH4BwH8C8B8AdAO4E8AOAPeFEAprnJO7fCk0xjQJb4+iqBOxf3gfgHcB+JOX4kaX+VfoHQCebMaFWSOEGI+T5qrD8w/TKK73JiSKIv+9BH8AugDMA/julL0DwFkAP5J8fg+AvwbwYcS/bL0zsX245pw7ATwAYBrAYwDuqfnufgD/EcAXAcwB+F8ABpLvTgCIknTMA/gGxL+gfRrABIBxAH8OoCc5/s8AVAEsJcf/EoCdyTVyyTGbAfw9gEkAhwD8WE1a3gPgo4h/9Z8D8ASA285TRncB+AqAmeTfuxrJl7jOPYh/tTr3+RjiAenrABYQT3KHANybXOuTAHprjv8rACNJOj4H4Maa7/oB/ENSN18B8DsAvlDz/T4A9yXlcTBd3/7z34X+kvb6xpTtjqQv3pR8LgL4vaRPjwL4HwBaa47/JQBnAJxOfEiE+IkQAHwAwB8A+HjSH97YwPXeBuBRxD7nAQD7z5N+2Y+T+5YArCb+5I3i3G8B8LWkfw0DeE/Nd+d8zzuSdI4D+NWa79+DxE8CaEHsQyeSNH8FwFDynfRZAN6SpK2UpO+xxH4/gN9F7HuWAFy71jVq0vHXAP4nYv/yCICbk+/+A4CPpfL83wC8f42yvD65/zRi//mtNd99AMD/BeCfkvs8BGD3Gtc5V3a5mjz9TlKX84h9Wj9i/3/Ot+2sOf//TOpjFsDDAO6u+a4VwAcBTAF4CnHbq/W/mwF8DMAY4icnP3el+9jL7Q+efzQy/zhfGz/vtRC/DfBI8t3/BPARAL+zxn3WzHPy/TEAv4h4vjKTXK8l+e6eVN96F4BTyX0PAnhDYi8CeD9i/386+X8RQHtSntWaeti8Rr3La9SmA8CvJHk4BuBfJ9/djngMydWk8zsAPLpGeXQn5ToG4DiAXwOQSb77IQBfQDw2TSH2H998njo8hmRcSfL0V0me5gA8DmAPgHcjbvPDAL6p5twfRuy/5gAcAfATqWufb0w97/h5SfrwlXYi6/UP8cBfrm2wNd99EMBf1jSoEoBvQ/wksxX1k44tiDv1W5Pv35R83pB8fz+Aw0kjbE0+vy/5bidqHFtiuza5RhHABsSLkffXfP9cY1fXAPBZAP834snQK5MO9oaavCwnac0CeC+AB9con76k8/0ggByA70s+918oX+Ja94AXZw8iXpBtSTrmI4gdahGxo/zNmuN/BEAnnndOj9Z895Hkrw3ADYg7+BeS79qTzz+c5OFViB3XjSqd/vOf+kv3uRr7CQA/lfz//YgnJX1JW/0HAO9NvnsL4h8Xbkza6Z+BF2czAF6D2Ie0XOB6r0r6zKuTfvyOJI1FkcYL9eMPYI1JS/L9PQBekaRrP+KB7tuS73Ym+fijxAfcDGAFwPXJ9+/B837yJ5I8tCVpvhVAV/LdhXzWh1Npuj8p+xuTPOUbuEYJwHcmx/4ikte5AGxCvCA+NwHNJWV7qyiLPOIJ568AKAD4F4gnDntrynIS8cI9h3iS95E1yvVc2dUuzg4hnih2I3519hnEC/Uc4snS/1tz/g8gXrzlEL8WN4LnJ4zvS8qjF8BWxJPKk8l3GcQT3d9I8nAN4onPm690P3s5/cHzj/POPxpo42teK2nXxwH8e8R99juTMlxrcdZInr+MeNHUh3jB8JPJd/fU9K29iOcbm2vKZnfy/99GPOcZTO7xAID/mL5GzT1VvV/oGmUA/0eSj9ch9mvnfNOTqFlEIX599hfWKI8PAfg7xOPOTsR+6EeT734oSdePJeX+U4gXR2GNax1D/eJsGcCb8bxPOwrgV5N6+jEAR2vO/RbE/jAk+VkE8Kqa/nO+MXXN8fOS9eEr7UTW6x/ijj+yxnfvA3BfTYP6XOr79+B55/guAH+W+v6fAbwj+f/9AH6t5rufBvCJ5P87kXKOIi3fBuBrNZ+fa+zpawDYhjgmprPm+/cC+EBNuj9Z890NAJbWuO8PAvhyyvYlAD90oXyJa90DXpz965rPHwPwBzWffxbA365xrZ4kv92InUMJiQNKvn/uyRmA7wHw+dT5/w9qFn7+89+F/tJ9rsb+IOKBJSAeCHfXfPcNSAYaAH9aOzAgngykF2cfqvn+Qtf7AySDcs33BwG8TqTxQv34AzjP4kxc7/0A/kvy/3O+Z2vN918G8L3J/9+D5/3kj0A84WvQZ6nF2W+/wGs8WPNdBvEvrncnn+/F80/r3ob4NU+V97sRTwgyNba/RPI0MSnLP6757q0Anl7jWufKrnZxVvvU8fcB3Fvz+e1Y45fu5PspPP80sG6xhfhX5XMTyFcDOJE6992oWfj576X/g+cfwHnmH2ukpbaNr3ktAN+I1IIBse9pyM+tkecfqPn8nwH8j+T/99T0rWsR/7DzRsRxfLXXPAzgrTWf3wzgWPoaqTpO1/uFrlEG0F7z/UcB/HpNO/nz5P99iBc6m0Tes4h/YLuhxvYTAO5P/v9DAA7VfNeW1P/GNcryufaS5Om+mu/ejvhJYTb53Jlcq2eNa/0tgH+b/H/NMRUXGD8v1Z/fM33pGAcwEELIRRwMuyn5/hzD57nODgDfFUJ4e40tD+AzNZ9Hav6/iPjVBUkIYRDAf0U8EehEPJGYOs/9a9kMYDKKorka23EAt50nLS1rlMHm5NxajiP+pW6ta62ZL8Fozf+XxOcO4Ln4m98F8F2Ify06J8AwgPjXpBzq66f2/zsAvDqEUBtcnUP8K4sxF8sWxE9KNiAepB4OIZz7LiAe6IC4L3215jzlT2ptF7reDgDvCCH8bM05heQ+aRrpx2sSQng14sniTck9iohfTamlET/wZ4gnbx8JIfQgfrXlV9GYz1LUllcj13ju+CiKqiGEk3i+vD6I+BfgP0I8aV7LP2wGMBzVi8Bcdp8IPBev9M4kTRHi1+QGatNZc27aJ25O+cQsgM+/gHSai8fzj/PPPy7Uxte8VnL8qSiZldekQ9JgntP3Il8bRdGhEMK/Q7wIuTGE8M8Afj6KotNgP3xcXSNFut4vdI2pKIoW1vj+wwCeCiF0APhuxD9anxH3HMDzTx5rryN9XBRFi8kY1aifS/u08SiKKjWfz11rOoTwzQB+E/FT3wziMfHx5JjzjakXGj8vCQ50fun4EuJfCL691hhCaAfwzQA+VWOu7eRphhH/ctVT89ceRdH7GkiDuu57E/v+KIq6EE8WwgXOOcdpAH0hhM4a23bE70C/UE4jdvy1vNhrXQzfD+BfIv41qhvxL3VAXCZjiH8tqlU52lbz/2EAn03VTUcURT/10ifbrGdCCLcjHrC+gHgitYT4ddlz7aw7iqJzA9YZrN1Gz1Hbry90vWEAv5tq121RFP2luO7F9uO/QPx6yLYoiroRv7sfzn8KE0VRKYqi34qi6AbEMXBvA/BvcGGftZa/q7U34veeK/NEQGRrch4Q/yK7P4RwU5KuP1/jnqcBbEsJkFx2nxhCuBvxL+HfjTg2twfxa7Hn6uV87W0Y8S/ItW2nM4qit16OtJvn8PzjPDTQxs/HGQBbQs3MPEnHWlwozw0TRdFfRFH0WsQ+N0Is+AKwH96O5/1PIz7uQtcAgN6k/dD3URSdQtzm/hXitynW+gFqHPHbSOn7XG4fV0T8RtXvIY5N7kEck92Ij7vQ+HlJ8OLsJSKKohkAvwXgv4UQ3hJCyCfSsn+FOLCy0acrHwbw9hDCm0MI2RBCSwjhnhBCI7KoY4ifBF1TY+tE/Kh3OoSwBXHAei2jqeNr8zSM+PH9e5N07Afwo1h7snE+Pg5gTwjh+0MIuRDC9yB+deAfX8S1LoZOxIPYBOJfQ/63c18kv7j8fwDeE0JoCyHsQzzhO8c/Is7DDyb1mw8h3B5CuP4ypt+sI0IIXSGEtyGOc/xwFEWPJ09S/gjAf0l+hUUIYUsI4c3JaR8F8MMhhOtDCG2I433WpIHr/RGAnwwhvDpRK2wPIXxLalJ0jovtx52Ifw1fDiHcgfjHkhdMCOH1IYRXJE/CZxFPACoN+KxRADvPp8jYoN+7NYTw7ckv6/8OsU95MDl/GXHw/V8gfgX0xBq3egjx6zK/lPiSexC/mvORF1oeF0kn4h+lxgDkQgi/gfipwjk+CuDdIYTeZAz5mZrvvgxgNoTwrhBCazJm3ZT82GAuE55/XJALtfHz8aXk3J9LfN63I44DPd+9zpfnhggh7A0h/ItkYbGMeIFw7qnQXwL4tRDChhDCAOIx4MPJd6MA+kMI3Re4xfmucY7fCiEUksXt21D/lsOHEItovAJxzBmRzKk+CuB3QwidIYQdAH5e3Oel5txbGmMAyslTtG+q+X7NMbWB8fOS4MXZS0gURf8ZcXD37yGeMDyE+JeoN0RRtNLgNYYRP9n5FcQNaRhx575g3UVRtIhEdSyEMB1CuBOxw34V4l+J/gnx4qOW9yLuoNMhhF8Ul/0+xE+XTiPugL8ZRdF9jeQllbYJxJ37FxAvjH4JwNuiKBo/74mXng8hfqx+CnFQ64Op738G8RO1EcQD2l8inngheb3imwB8L+LyGEH8S1bxciTcrCv+IYQwh7h//yriwOsfrvn+XYgFHR4MIcwiVhzdCwBRFN2L+LWZzyTHfCk553w+5nzX+yri4On/jvj1m0OIYwGIS9CPfxrAbyd5/w3Eg+KLYSPiBdAs4oD6z+L5Af98Puvc5GIihPDIea5/Ib/3d4hjUM+Jo3x7FEWlmu8/iHjSsuakOIqiVQDfivjJxjhi4YN/E0XR0+dJ10vBPyOOk3sGsW9cRv1rPb+NeIJ/FHG7+Ws87xMriBeUr0y+Hwfwx4h9qLmMeP5xXi7Uxtck6affjtgnTiHu9+l81HKhPDdKEfEr4OOI5xqDiOsFiGPhv4pYnOdxxAJov5Ok92nE85YjSbmu9brjmtdIGEGc39OIF8Q/mfJNf4P4idjfpF5/TPOziH+EOoL4zZC/QBzjddlI5m4/h3i8mUL8o+Df13x/oTF1zfHzUuFNqI15AYQQ/hPi4NR3XOm0GKNIntweQKyu2NDmr+bFExrYyDqEsB3A04h9x+zlStvlIITwU4hFWl53pdNijLn0hAY3sg4hHEYsSX9VbSJ+Ia7EmOonZ8achxDCvhDC/uT1rjsQv0YhH9kbc6UIIfyr5HWTXsRPb//BC7PmIHll8ucRy95f9QuzEMKmEMJrQgiZEMJexE9N7RONeRkTQvgOxHFsn77SabkUXOkx1WqNxpyfTsSvBGxGLGP7+4hfYTKmmfgJxFLrFcSv9P30FU2NAfCcAMMo4len3nKFk3OpKCDeMmQX4o2JP4L4FUxjzMuQEML9iGONfzClNns1c0XHVL/WaIwxxhhjjDFNwEW91pioAB0MIRwKIfzypUqUMcYYY4wxxrzceNFPzhLJ4mcAvAmxctNXAHxfFEVPXrrkGWOMMcYYY8zLg4uJObsDwKEoio4AQAjhI4glV9dcnIUQaCWoduLLied5ZfEWq1pWZsUm3VVxZCTPrrdlGtwnUF0/L85VV1Mv5xbFA80gzm4TeW0VVVoV55ZEmsvCtogS2SoNlOfqc9tvPI/KV0WUgIq4VGWXEca8sAVhWxEFnxXtLidE8ZfKSim/0c3hRbvLNnBuxOWJqshERRynfoBRhZIRBcBdlgtqtYSoXHlRm2o2C4VQjFrQXm9UbSnL/SuqiBar3Isqc4k4OWUK6lrCFok2Egp5PlfVfYXPrbbyuVGW71tuE7do5bZZUc2mJPyfaNb5eS6njBwo6o+LlllFPORFmYi+pMpTlXtQ5an6uch+tMo+V9W3+mFVtoucGOaVsxNU1WCcvmdFpEP6pgvXDQDt2GXfEWUi0ju3cHo8iqIN4gJXDWrupFBFV70CkSsX4enkSKrmYmreVRRnqxbcJuZJLcIm3I6cJ6k5i547cR9IX60k7pptMP+NVrUqE9V2FGU1nRDHRfJ6clAVNjUXEZdraO6k/E6D/kkP5GySPkucmj6uVEEkB8GLW5xtQf2+ECcBvPqFXiQvynaonW1nxa4JK6LndIvtVFQnKYstgMpYrfvcAh6ws6KyFsT1B0TRqsXJvOisu9OTROhF1y3oJ9uN6BP34EIeEWmeFE7hYYyQbUaWXX0+jmGCjtkB3kB9EixepjZIKojm2yHmUxta2NYijjskNNN6Rbvr3cO2r4/sYGOmh20Ktb1Mtzg3k6qL5Xk+ZmWRbTPTbCtxXSMvFpjFAtsKwjn1pI575iQfc5XRgna8OryhzhbEpDbTz/2rOjFJtqjMw3XIi/JVTl0tClLXy7SIhi4Gquoit5Hcxi18/Y5WsoVZdrqLr+BzS+3s187ezrb266fINrfA+YhG2Fac5OttfJD7UnF8iWxhqd6vVw4eomNyQ7z1T3V2jm1zbFP1mulgZxK6xR7eYhFXGT7N54oFtWxjog1khnhdUu0Sq2exAFrt53aRHgLzc6t0SGaRbWGay04uRFvYN0Utou+I9Jb7eYz51AO/fpxPvvoRv4mgXRTTPFeFXLCpH7blAljMWaopW07MVzJi7qR+xO0R6WgRtkWRjl1i7qQWYmrutA+9ZFsQ9x0Vc6cpkY9HxNxpWsydVlNLu9OYoWO6xFx0CVyxy2TR7aQo1j7tYjWg1kiT4iZqjaSWHGWRDxTFFogF4Z9URrrEuZlUO1vlMQGrIhMLYo4lfCxyopMVRb7U6qorddwxbiPnO71R5GKZDgrhxwH8+EXcxxhjLjm1vqkFYjAwxpgrhOdOxrx8uRhBkJMAttV83op45/A6oij6wyiKboui6LaLuJcxxlxSan1THupVVWOMuTJ47mTMy5eLeXL2FQDXhRB2ATgF4HsBfP8LvciqeqlXpKpVzJ02iTcuTk7wa13pV+7WIpd65KrOUq9Ianjde0w80lYvEkyLR+SD6CJbj7BNi8LrABdUDvy603Hw61lz4tG5ehVhOfVofjf4NaFnee2OIahQgDGyZCIuz8VVrqEJ8RS6Yzvb5nN83/kivxIx/Ix4/K1eQ66IVwyDOLedX7vBqaNsy6fyKx/fi99WWsUToB7xvqZ6na4kHv9v5dc/cOZE/WcV57YOUK+NYUW8lqpeJROvRFaX1UsnDZKpv0ck3o+PGr2+qPvKU8+STb3WWdzM7WF+E7fpUhe3iZlpbputHVyeS1l+rbHrKOe3MC1ix5bE63Tz9X0zt5MdQvnYCbLJV0cFkWj/lRl+bzqIVyLlq4kqRkygjgvidUoZE7fAbaUq/ETxOI8Jab9T6ePzIhWv0M7jUHUjv0qm/Fpmget6eTO/Jtpymst4vSJC/WQ8kBomVAtbvQg/HlLzHRXTvyIjuBTcdk6JeYh6sjAr7jEEbiddwqbnTuwDVGjLxcydllJzpw3gMIcx8Lw2L2uR/YkK61wWVaHChGSNifGuLGKx5QQ6CJ+6qkQmxDjbKnzbuHgtMJdKX4eYcykfWxRp6xSLDNWhymLsHRLhKun0nicg9EUvzqIoKocQfgbAPyPuTX8aRdETL/Z6xhhjjDHGGPNy5mKenCGKoo8D+PglSosxxhhjjDHGvGy5qE2ojTHGGGOMMcZcGrw4M8YYY4wxxpgm4KJea3zB5DPAQCrA7gzvpSNCkLEg9BamhQ29Yr051ZggSCW1VlV7oSkGheBGEEGjfWKPB7W5Yl6smXuFmlxGHDcoJMFnRFin2ptN2ZblHnGct9nUDhtliL0ghG0EYm8JwZLaH6N1Nx+X5dYzdkLsnNYnrjcvGpSKui6JvcQqIgC+yKIocrfK3l1sK6TqbPYMH9MjREL6Btimmv+SEP/YJMRZrhHXS5smxKZxVyMp0Q1Uud9U59lfKVEHuXWlCEKWoiMNEJXE5kWC7NBgQ8flNg4JI6d3tcjtfKVXbcrJpv5+7uvTs+yv8vN8veIs10VmjoOwg9g3K70PndpHi+oeL75uACDbx8Hg0QrXWTTPZZJR/Vpu4CxsIv+REH+qbuW+rjZwXtrNAjDp7ZBbTnL/L/fwmFhRe6YJsktc7ivbuUzmtnH7XBrkfQixXiLh09Ujql8JPQg31tj117iHIu3vyg2Kf3SJOYHao6lb7jnLqLlTd4P3GBDiH0pgZF4Ifai505KwlcTIMJ+aZ+bl6MH5UtdSVFXFZoRwWEb4u4qYAxfFucoXqfRVxD2qYi5SUPMYUeOdvO8m7c26wAJz6BQiIUp0Tc3/lChYvxg/twqxo75Uy5sRGzgn+MmZMcYYY4wxxjQBXpwZY4wxxhhjTBPgxZkxxhhjjDHGNAFenBljjDHGGGNME3B5BUFKVeBsKvjv2q102MKSEhgQtjYRIDj14oO4o7QASIYDmNuqXGRnMUe2XhHAWhXRtfPCtk+IenSL4/qEukSLsC0I26wQ4siJ4NdeEST7FM6SrZQ6dxlChCMrgibzKlhVBHWno9ABILt2MGUdPUIUodpgO1FBonMc6ItoG9tarmNbgcsOGXG91lTbvukVfEyv2NF+5BTbFsXu9X0c6I83vpZtww+L+6bK/UuX1428ZKSCmrMbhECKEOKoTM+QLRRZdCJSgcSNkorqD3kluMNURrm9ZQdE3Ufcv6pTLHxTuplFbsrtfLlMB7fpbIZ9WLXCofltYyJcX8WW97KfDA8/zaem62yZ+0O2X/gcIYgSAqctEmWnxF8Q2Nfl2jkPkRL/EGIdoV0IbAjRkYoQ/5i5jistv8D3DSIp1Xx9GUy8iYP3q6J5tp/mi+WXuOyWdvLJk7fwucWzXBfZVSX1sE6IUnnr5PqvVsRYsihsOVFO5cYEJjTp+uG5WVbIcMwKcY0OKfXBLIo50bXiHu3iuA4xJwpCAK4sjhsX872qEP/oEHPAI0LurpxKX0mphgXhZLOinDKq/Yt6FQJIUiZFjGNSJUb4NhTEuStKKEaMR4XtbMsLwbaMyFtatOrab+BjOoUg3Ngo25bE3GmzECG5fT/bJg6zLe2fH127rfvJmTHGGGOMMcY0AV6cGWOMMcYYY0wT4MWZMcYYY4wxxjQBXpwZY4wxxhhjTBNweSP5C3lgc0qcYZqFKSQbxI7eYw2e2y12NJ8RwYVpROksrnIwqGJGBIiqUM0hcZOMOLcVLH7RJQJnIxFMugwOajyNCWHjndqPC1snONBzIn2PjBDSqAqRkEjUa4cQ1yiLwEwVrV4Rvze0ivpvF2IaSpwkiMDRJbHjfCTaU6TEP0SkfJcQnrjl5vrPgyJtkMdxjAAAIABJREFUr7mFbUcPsu0pFknAVhFw+5ZvZFtWBL/e+9f1n1sbE6doZkIhj9zG+rxGi6JOhdCDEg6pjIk2Isj2cD9RAiNpQpbbQ1UIXSgqExyULsUqdrBYk6Ka56DsfIH90PS8ELAYY1/Sc5jPbT88xfc9dJxsmVbu15WUIEimjf1BZZKvn+3u4ntu30S2sCiEXoSoR6gKfyXSixbRn4QQSVXYMkIQJCzxeNIyyYH5pQ5uA8vdbJu+vr6+oyzna8Ne9vVnD3Pgf+cRHsOWhrg9vf62J8g2VGSRsI88djvZ1gXZLNCTao9KYCgjJi2dQnRgrjFfgTYh6qDaexohYFMpC2ESwYIQJlNzp345/+F75MTcqSCuOC/mSeNCJOQE2FecEseNCltepDktCIIg+r+aXwThT1tZnAcV9glS1KMqxDWUqEdRzImySsRJ2Epq/izSF4kxUAj0oY19NPburf/cJ9r/zXvYNnyEbUeOsm1ACMzdKeZirWLu9NXP1n/+lCjLBD85M8YYY4wxxpgmwIszY4wxxhhjjGkCvDgzxhhjjDHGmCbAizNjjDHGGGOMaQIuryDIagk4dqre1iGC/OZZhAJ9QjhigwgGHOMgYbQLQYhlsQv74Mb6z8Mn+BhFgQUBqqssCLBTBIMuCQGPTmFT57aJ4yZEcGUxy2VSEDGnkyJetyo2dC92i/rpSAV7Z3r5mNU+thU62VYSdZNvZ1tFBSaLc3dcx7aNok1URdBtl9i9XrWdqjiuQ+waDyHGsGsf25ZSYiKv/CY+piiCegeEwMA2URc94neZ++9jW0akd0sqILZwed3IS0G0WkJ5+GSdLdvF/qUyy30pO8QBwrktm8lWPnWabEEIgmSWuV2HrfVCFJVDIlBZkGnh9qCEQ3I7RPDyKjuEciu3m5VBdhJ5IcxTGWVfn5/noPHsimjXIywwEVX4vtGqEMQo1ge1Z4TQR2ZI+PBu4XOEqEekxrAlkQ7h11a3cN+stIoAdhGsr45rF2VS7uE2MH0tB6JnV/geM9dyUoqT9XXb/hoe66pKDKCL29PyALeTciun49MH2EdmipzXrZvYX7FszFVIpQJMpIQoWoVYw5IYE7tE++wVbXuKhTPQLs4tiUlBX0qIYnSEj1EIwa0o4nYyIJ4jlIVwSAt4DN8gxD+qQjhkVMyd5jN8vWXRPadEkSj9n0pWzB0yqQu2irrJCOEIOScSCcmJOUFFTPbKIm29Yl7TJdqdKE+0iPSptgMxt2/bwbasEA7ZvJttK6l+svcb+JiCED/pFeU0JITtOkVdfP1hcQ8xn9yc6if5tedOfnJmjDHGGGOMMU2AF2fGGGOMMcYY0wR4cWaMMcYYY4wxTYAXZ8YYY4wxxhjTBFz5SP7dHDiPUxz8jRURDLiqxB+G2DZ8lm1qN/Tx1HHpQE0AyIkiK3AwZOcqR1JP4zDZRBgl/knY7hSiHn0iKUFobjwtbGMiLrNlnm1zQg9iRhQxWlOByEtCNGRgI9vKIrh0UdR1RgRrtmwT53JwOioiMHNklG13COGQsvj94g1vFNcTlfH019h2vTh39iDb9qUCYj/0X/mYARFI2yOCcHtFUOsUi0Lgi0+wrVUE9mdSdT0t6nodUL5pF9nyx7l9RYuc/2iFA/Oz13P7Kj99iG8csW/KnLmwbwoquDjPwctBBH5Xxyb4XEH7X7OoSctNd5FNtC4UZ7gv9T3JUfPFEeGICiIfIr+ZAQ5gj9LCCRW+Z0UIJFRbxD1FQHuU57qo9LGQQnGUj8tNcdvJTwphjht6yIbAfXPitgGyVYTr7DnEI8+pb+Ty7BjmeyxsrU9f5i+4zFc7+by2braVOjmv2SU+rusJrotyO6taTRaFgMV6ZbsYiM9OsU0I+0jxhy3cdnBa+AXhnzCdum9GjJtqPqX82Cr3z1kh/qH4vLDty7DQSSSSMiOGzoOiOU2JossJHZYghsVI6J+hkEqMKt92MdZHYu60IhInxOSQFXOCRTHZWxa+uCTa2E7RFtWjn303iPsKBzUqZHy23ynOHWbbxpS41cc/ysf0CEG4TpGOTtEoloTo4FNCoKtNlHshVT9zaqSM8ZMzY4wxxhhjjGkCvDgzxhhjjDHGmCbAizNjjDHGGGOMaQK8ODPGGGOMMcaYJuDyCoK0FoG9KaGDwyKgr00E5m0SO5WPzbDtuBB6uGkP2w48w7altYPznqMiBBI2stDF3DIH4eZO8rmdYn28S1TLIxU+bl+OI05nejl5Q3ezba+IBz37INuUxkBZxA1jOpXfICJkl0XA6c794jgO9MasEAmZ50Bf9LEQC3aLKNyTX2TbF77KtlfezLZVkb5jLPaCga3i3JNsmxbBr8fm6j+ng4YB4NgRtkUiILhXiAm0iDysijpbENerpPpJSQUhX2V0tKL6qlvqTPkDx/i4Lg7Mrl7DokZZIWpUfupZskV3cfsKDzzG91gQbT2N8E1hK/umMD7Np46x0Emmk/uNEjUZ/CrX/+m7ub22neFA90qR0zx5Mzux7sMc/J4/zeNEaROfm5utb6+RCLgPKyw4sLyVg8GjLKc3t8DnFqa4L1U6OQ9KYCQzxXXd/Ri3p4W9YkyMxBgzzGPR7A5OS3GSz20/w+nLrtSPRdWcuOdJPi8Mc7kvCVWritA5yAhNi0xJ1KPQUlgXtBSAa1JCB8fP8HFp8RsAGBKKYBNC1EAJse27hm1Pi3FHCCARQsAG/YNkimY5bSsLc2RrAV9vixC/+HqV506vzvJ8YlQUXXE72zZ1sW1ZTGNXhZZKRVQFFlONNmJBFJSFqNkQlx1WxPMWJTohyhNZoX6SE2P7ijj30DG27RCFlxGFPDnCtt5NbKsKIZIFIfY3kqrbopg7jZxim/B16BZzRyFOhbJwUCVRj1EqbeW1hW785MwYY4wxxhhjmgAvzowxxhhjjDGmCfDizBhjjDHGGGOaAC/OjDHGGGOMMaYJuLyCIMU8sCsV6FcUSegTQXhHRdCgCKaXQa09SiVjA9s6U5GeW0RQ4imRjo1CIaPC+SpndpJt2wkO6h0EB3BuBQs4zK9w4PjuPo5MHfxxTt6kiK3sE0t1IeGBkogbRV8q6HJRBH5OiIDgWRE1O8KCBWjfwraeV4hzRf0si3v0ikDXnCiArz7FtjYWWUCb2EkeLNiCE0J0JCei2I+khG2GRBueE4G5StTjyAm2bWcRCxnUOiZawLZUVHNZBL5eZVSKGczsrheY6GjdTcctDXC/7n6W++HEG3eRrXOYy3y5j/t1145tZKv21vvExW0sTNJ2gtvDykAb2bI9bMu3c6eOFrj9VoWQTLmN+03bGdHXwe18Zjcft9orxDn6uX8NfF2ISbRyWpaH6n1RbpHba2GC81qcFKJOU3xcuYeFSVY2sK3tqBCwGmNHHAlBgNDOddb+tBCdGWS1ghXRxjJlrouBx0X/F7SerQ9qXx7g6+fn2b9mVrle255l/7J4LasmqPQWR+bJtnCNUGtYDxTywPaheltRCBP0sl/ACSGacPsNbDsjJgXdQjlsQLTjtHjQoJhfjYh09AixqjaRh9PcTgpCwK0oprRFMXcaKYlxMsfzjq1iinlaDMU9QuhjUUwdKkLrjiZeUhBNnLcojBPcJ5AT5ZkT5T4tBGZmxD3yQpytRbTFY+J6ncLHtIo+mxVCGaNPi7SwCadS7bhfXH9RCKyoNnFS5GHLENvU3GlS9JPNqcZTWXvu5CdnxhhjjDHGGNMEeHFmjDHGGGOMMU2AF2fGGGOMMcYY0wRc3pizfB7YmHoXeZuI15oW72reuJNts+K91AK/m48W8c7tRhFPlk+9wJoTL7TuFLFPJ8XG10EEZvXwe6mPn7yebK+t8nFl8PW6hG3P2AfIdlhkf0oUcYsI4eoVr5yXRXjVyv2pd2d3ihPnRaxWq3j3fVA0yzPi3dwjvJF45iy/X7w54licU+ANXKOd4v3iXWITztOivqsi/muaN/aVP4eIPRIpniBSG6SL9j8mYi7VhtPHxK6ZChWHN516r72y9kaKVwvVPLC4sT7+aX4bl1tB9JvJ67mDFeY4lqqS54CDcisft/DNvHl5lNrotyq6yOwODoboOs6xP5UWrtMQcQxCZlk4DkF+jus/tyQ2axav+WdVsxbhanPX8j1ULFW5jWOThr5c/3l+I3e4gvA5lbyKm+M6zKc3kQXQdUj4A7UJr6A6x3EjQcTX4LodZMrOc9xEscrpaz8oYlMaTF+UihNvExtpK3IipilqE7F5z4oYYUVexBdNNBY3d9WRywEbUmPWZhHoNCvqdQ/HsELEBCIv5iwtYrDfIDY/zqXqIisGtS3ivFMiDi0n4tWXuA3PLnPsU4fYhH0BPCdUbmdxhmPOIhGGJNwYCmKa0CXCuqpielp6OJW3QXHQgrhYTsxFhf/DuIh9P3uSbSJjKqSrtCL6u9gQntorAMyJtOTE3G5BxMlnhX9S8ymaO4kYOTV3mhRaByquc/i0uJ5AzZ3S/dMxZ8YYY4wxxhjT3HhxZowxxhhjjDFNgBdnxhhjjDHGGNMEXHBxFkL40xDC2RDCgRpbXwjhvhDCs8m/YucHY4wxxhhjjDGN0oggyAcA/HcAH6qx/TKAT0VR9L4Qwi8nn991wSsVssCOlFDEbhEkeloEiU6JoL4lEfy7WQh9dInAWRVgvSO1SeyqCqQUggutIoBzk4gQPcVBiFGWN03+0teuJZvaSHEveIfEfQfZ9tmxf0+2JRGrGYn9hisizjNSEbH7UoHdIyIgeIMok6dEGS+I42T97yRTi9jANSeaeTeOkG36hCiUqYNsg4gSLot8QAR7FoQ4x5wIgO9K9ZNZca1OIdigFFxU8Ou42HA0IwJuI+EizqYCZ8vrRBBkc30+enZygPDUKAvOZKe5jKqij6QFRwCg1MUdLLfIxy1trfd1YZV/VyuOcZ+rFDltK318z/wsBz53H+F6/f/Ze/Mgy87zvO/9zrn7vb1v0z3Tsw8Gg40EMABEgBQp0UqsxaJKikRmcVEp2axKVapkW4mkOPnDceREslNWXCm7HDpKmZFpOSpRlmg5osQN3EBABIh9m7Vn6enpvfvuyznnyx8cKjjneUA0YXJwZ/j8qljDfnHuWb7l/d7TfZ/ni5iZCDGcCEhqnnwB2zPXw/HaIfujW4xtEnYxFvSIIUBmz9DKGs6lQRU/l2/hc7UW8PnZxrLBYWYSg+1ZKGD/BBdJrsuTvLGCa5ELWP/sbZN4V0IjhpiYH4WzaROvYB3P7yexX+MZkps8tnF4neQmZlZCxPSFK8zq4TagEJgtZMbUIWKmtkrqk10yGclG7DZLarERYkTBaqes2UePHLNJCowiM04j93GJbIYcXoLQ9SvEsIeswznDsX69iXVnYQlNvUaIrxlbAiNSJiTMm2ImkwM2SdFVIf2wQmqOAdkguUsSFLnhnLUgViCWIN4wJ0Q9Uu+tkf5mRjGeNB7zJmK1U5OYeGQ3RG+Q9hwhNfv4CMYScm/bZHFn+SlhbZIZAN+hdnrLv5x5779sZtlW/pCZfeLG//+Emf3MW51HCCGEEEIIIcSb83Y1Z3Pe+xUzsxv/kl91CCGEEEIIIYTYK9/3fc6ccx8zs4+Zmdk42TNDCCHeAd6Ym8IJ8rURIYR4h0jVTqPka1hCiNuWt/uXs1Xn3LyZ2Y1/iUjsW3jvP+69P+29P21V8v1iIYR4B3hjbgpre9twWQghbgap2qlCNmYWQty2vN2/nH3azD5qZr95498/3tOnajmzx2bSMbYr9zjZvT4gosaExE7cQy5MXgonSTH26qvpn1dW8JgFolZvkftdOo+xKjEree+dEIqOoPDxc9fQEPNzLSJMfOAOjA1+EUKF1r+E2DTTW5ImbiyiKYLtZIxIimhMYs8S0eRlopBtkPZkO8tH+NvErr0EsQ0jJg6G/TiazECsXmdCZBLLEfFngYy7MhGdVkl7tjOi+Cbp6ylidPPaOYwd348xYpxik+TeauQ3thsZ4TATw95iVKtde/jBs6nYpTrOufwIqrwHDgXH/RiF1LljTYyRz06PoDD76tn0N8fLKzjeOvPEwKOKv3+rLmN/9cgfDtcfwM/mWvhZx8w6iBi+fhINIRxxHKosE2MTkofyDYwNSFp3maEeF/B+c128j6iMx0XkPph6vbUPn6G4jXltMIEnLPZQ1J9UMDmHq7h2+g7mSZcnon7yi9KYfbNlkuSm9fR1kzp2hF9AcyX/NObm4F2n8PzEwCTeh+eLa9gm+TUyKG4HKjmzBzP5fncXjxsha6cjC3tMYkexFjFHBvwoWdfOpnOnraJphO0jZhVVYoiwTD47RhLU6fsglMzj+L+0hte41CIJqkrGYozPGly7DLEaaaY+GYpddmCSaZc8qRNXcA7bNon1yPmZgRtRIsWGtcPAsCYIDA1mCsRgpd8ntX1A6j1WO+XJLyNKpD6pkFgnMy/apAEmicH8uYsYO0TcX1jtNEFyZ5n0xXZmfH6H2mkvVvq/Z2ZfN7OTzrmrzrlfsm+9lP2Yc+6smf3YjZ+FEEIIIYQQQrxN3vIvZ977//RN/tMHv8f3IoQQQgghhBA/sLxdzZkQQgghhBBCiO8hejkTQgghhBBCiCHg+26lnyLqmW1lRIf3ki3SvkbMH0IiHD15GGMzRBE+IMLJKondcTT98xQRDa5sYuzRxzA2QYwZRtBwwpauYeyuoxh7/QLG3DbGDhIBY+OvQqi/i/dyrfMqxGyTmF+MfgBjFzLnu4zif3v1SxgLUNRrfSIa7RFxaYJCzySPAtFWtAGx0KMQMzAU+oYejQLimIhQQyLsHKCxgzVIn0VEsJrVyPa6eMwZMsbKREi7vI6xDmnjGvlsmwjMo8yzYhPdcvTj0K4102P2vz76OBz3v7yMcynKYQMUTuC8OTSJfd+LMQVPFHE89I+mB8QGMzRaRwHyyUeWIPbyOTSIKY/j+Iqv4jVyJ1Dl3j+H84H4nFjrIMaCLjEdIdMhT9LQyFVcEwZVnIdJLh1rLuIxtSt4/q27MWYBisHdOj5DgJp568zimlNZxXkYjaEJQUgMDHyRrGEk5gsYc23s73CTGHs00MTGu/TzJi2S5555GULBCMmb5zDnRuR84SiOxaCFz+AGJF/dDsR9s2amre6ZxuO+QYwuSH6y4wcwNkVMDSJSIpbIuDuSmdwTZP1fJwYmDz+CsXNLGKuQWmxpGWOnTmDsLKmdImLqML6IsRE0CUlaZyFWr5N7uUYSGTOF62SMXgbEOGWd1Il5YuBCzJksxvrHiKmHz6HB2CDCetcZmoQ5w3EXkNeLJCFjx5MxFpFx3CSLQELeFbLpuE/OdYGYf5RI/bO6hbEuqZ2qxGCnQ95Zsv1D6stvo7+cCSGEEEIIIcQQoJczIYQQQgghhBgC9HImhBBCCCGEEEOAXs6EEEIIIYQQYghw/jsI0r7nF7tjwts/+0A6eIKYZHgUHFpCxK/LRIS3RcSF+49jLE92uQ8zgvpXzuMxBw9jrIZCSqsQQezSEsZmiSHKM89h7PAdGOsRUeuBKYxdeQljY0Q4XSOC4C3SP79L7u9MRji6QQSyRtqEiTw7xPyjScwvyONbQsSa8So5DkWieSNGLIaC2NhQnJ7YM+SzZCxWyDhuX8fYWKbdd4mpB2OMiO67xEykRxwLGIeJwcwS3q/3xGHlFmLq1LT/8X/5oVTso7Nfg+O6HgXNrQSFxJ/fuQti5+o4lx6ZWoJYMcC5mXdpcfEfLL0bjnl0Hs91soJ9dbSI8+GPNh+E2LtH0Kzh/zjzXoj98H4U3NcjbJMDJZzXn754L8SSBIdSt425PljFa1SvvvUwzHVxzevMEIMgkiLz6I9hYxdwLjmSm8IuCsQLV9EkxrVQ5D44giYBuV2c19E4rmvua5ivXQ5zU3hgAc+3hGMgt5g2k4iuXIVjGOEMjn9PzD+SNjFSYOe7+yTE4pdfh9jn/B88470/vaeTDinu+Ji3f5iZe0fJWpKQuiYax9gKqZ12yHq17zDGQvLZIDMXXyeGC4vkXCPE6KNK6oQrxLFnktRdz76AsXniRNQh6x8zRFlCYxvzxNiEzFm7Sq7xNKmLsqfrEAOLkPR1l5y/R+ZOG+ewJSRBkZrIElJ3kBorZ8TExMjcprUTMaIDRzQzK5P+7pD7G83UwHVi4scYISZbzIitv0fToUVS219Zg9Cb1U76y5kQQgghhBBCDAF6ORNCCCGEEEKIIUAvZ0IIIYQQQggxBOjlTAghhBBCCCGGAKIA/T6y1TX7ZGZ39XsbeNw4MbUoE8FljxiH3IvCdtskO6QvHMLYtcxxTPgakffZSSJq3UKhty0vYWyH7Pz+3vswtopCQttYwdhnP4+xGunm54iQkgkuV4mYeIfEVp9K/xwQY4qIPEOO7BgfLWHMEeMQR8w/HDG4cURcamQ3eMPd4AeGAnMOER0HZGwTQwkrk/Ge/b3JnWgAYa8T8fMJYmoSoTDXBkTo+jIR9rdJG4eZe4uZM8utRXu7bM/+4T2p2FfvQSOh2hjmoWoR26jdw9zx0eNPQey5xgGIvXcczW8+t3kq9XOlgGLwXICGE49U8Fyv9PZD7JlVvI8LDRyXf//ufwexx+t3Quz8LgrYv/ISGji4At5zbhnnZrGLmukc02qTVDx2Nj0+u1OYw4vEgygiy8voJRSDF3aw/4M+PpeLyDzJY272VTR1CNvY38z8ginLw5PEEGsH86kv4pjN7UeTkOz8j3/kATzkS89DrPsuzJEhMbUKBth29iTmOlfHvMaMTmyP3kdDzXbf7FMZk427SV4fJROgRIwe+sQ45O77MbZJ1t05zBV2LeNqUSTmGo6sfVNk7auTa64SI406qWHeS9ZJVjs1iEnYN4lxRp7UE9dIzdYjM2+ZjGNmztLIGCrlSB/GJEHlSB+2yRruSB3iyKRgLkb0FYFlGRxjkRETFwrJMQEZ27R2Im2VrZ1OoOmUnSMmecfIO8GA1U5kPp0htTirnYLMvTFjlm8f+qb/RQghhBBCCCHETUMvZ0IIIYQQQggxBOjlTAghhBBCCCGGAL2cCSGEEEIIIcQQ4Lwngsfv18Umyt4+cCQd7JDrzxFjiuooxsaJGLBL3jcnmOiUiPqmMiL2OjEhWSKCywoRZm4RAeckeYY2ERwGpE3myW7jrSbGjAgMPREmjhO1e48ILjvzGHuJKPGvnEn/PMhue29ccNog4lomkuwRkXBCdmp3pI1jPC70JfyoYX97oiYPyC73kWE/ejeH9zJCYvsWMXYiY9qwSAxW9pP+miZt0iJC57PnMXaeCKwvk3E8yAiCl6+a7zFF9K1DZWbR3/mzfzsVy7VxHrb3YX4ZEO17fwLHcEiaaDBODDF20MAmmkj3a9jAY2qX8N6YqUVpC5+rO0kMN9r4WaYFb+/D8+UbeCDz6gmILj0hw7q0gR8OSQoP+3hceT19kbCHbe5zeL/560RIzyDmGhbhPHRjJDcN8DhfIbmpy0wdsPH8OOYJZpwRLaJhS2s/rmONAzjO2gvpNo5GiPFBiP0QVPFZkyZ2du08mhCMXcBr1C7g+udiPO7Pn/+NZ7z3p/Embx3ceNnb+w6ngx2yTs6SmqhK1g5WO/VI7TRGajFWO01kjmO10xWy1pdwrNsOqR3IuLYuS1CsTXCs09qJ1RPMOKtA2mmTtAnJ43aN1GK7GfM4T5JiSM7VIaZzrJ7vM3MNVjthXcPyWEjM1Jzhc3kjOdBwsYwN+9G7GbyXGqmBZ0h9ejQT20+eax8xOpkg7d4iRjQXljB2aRNjy2RdiDNj5/rKm9ZO+suZEEIIIYQQQgwBejkTQgghhBBCiCFAL2dCCCGEEEIIMQTo5UwIIYQQQgghhgC2/ff3j4E3W8sIB3eIcDRPxJ+rRHDXIgLTMjHnMGJ+4IkGL86IKakIkwg/W0SYWkLRpJ0lwswqOW6TCD2ZScY+stt8m9zLYSL+ZVr3ChPdsnshotaVL6Z/JiYcVHDryXNViIC3RmJdItbt4b0xf5WQGH14wwO9EbG74XXLdgpifY+i1ig5jqerPoix2YzA+j5iavMoEcjuPImxTSJ0HWNmIkRc+whp99mT6Z//13+Ax9xihANv1evpvi4SkXdcQIeNyiqOm0ITx/Wgwn4XhjGX4PlcRkjsyanyLZxf+SbGogrmtYlXcYxEVVweSqskv0T4rB1iYFOo4zUaB9EQgD1brottUlnBeZgj60lydilzAbxfT4wkYiKuD+fInJvG/OrYOkHMPyxg6xDLOYiP8DjXxjZpPHQAYu1pHAONIxCy6r247p4aSxs2nBq9Dsc8WL0IsT9YQ0+O89uY13aqaBrQm8BxsvYQMVg5TNbYD2PoliNKzNYza9vuHmunNbKGt1cxVibmHIb9SGunbA4IySTukLqhRZ6hXMDYedKv7LgtYibCaqcZ0k5tci/7iJlEQOYxKUVskxQeLWYckpk/rCaixn0kViJzojyGsT7pC5KfHHGACmhNhHhmzmL4/CW7E2/FoxFNlBzC01XuwdhUpi4+SerfB0k9tfMMxrZIf7F1fJwYmNxPaqd9d6R//qe/jcfcQH85E0IIIYQQQoghQC9nQgghhBBCCDEE6OVMCCGEEEIIIYYAvZwJIYQQQgghxBBwcw1BwsCslhFijhKx3g4R4dVQJGxl8m7JhKgRMUSoobAfzD76RPzuiBhyQMSqRPhoOfLZmNxbgQhOV8lu4xeJIcoEMRjpbmDsABH1VvGegwq5vzkUoiYLGYH51T2KWsdJvzZ2MBaSzwbEECUhgmCye70ZCoJDMh3Y1u05Q6FnwVB0W7DDEGu2H4NYVCcmA42MOLtDhL6kmewAMRzZvoQxR8bJ4kGMVQ9j7FjmGar/hNzIrUUSOuuNpnNHdxxzRHkb53BvBM0VmPlHEhJxdYTjuj+Cx+UyqSjsE/Maks2DPt4vTfrk3lzWIMnMkgI+a251C2LFl17DSxAzjfEmCrN7M9gJavHDAAAgAElEQVTu4QDzSdAjebKP+SrIGB3EDeKGRHJTQIwp4nU0yAjJNX1WlG5GzZp8l+TcaRTD+zzJTRU0cBgs4Gd7o8T8g2jrFx7G9eT4KK4d1Vz6nufyuDY1YjTmemh8CWLMEIQRLWAOL4+gC8N/e/dnIfZLe7rCkBOEZrWMOcUoGWO73+vaicyxKjEOydZOA+KQwYw0IlI7dchnQ1JPJKQ2yZNrrJP5fhlNbGyMGIy0MbfZBKlFIlJjkNxLC4piJkjMjyhFYurVb2LMMwMPYnSSMFcTZhKCtZPbc+2E8z1PzlcwrEWanYchFjeY2V0m3zXJeN0i/TWHxkm2dRljRsbJ/ALGRkiSPfGe9M+Vf0HO/y30lzMhhBBCCCGEGAL0ciaEEEIIIYQQQ4BezoQQQgghhBBiCNDLmRBCCCGEEEIMATfXEGRy1Ow/+7F07AIKrK1OxHonjmKMCUI31zB28SrGiLDdoozAskPEqhvEhWE/ERzWyW7zARF69omAt81EsuQ48gjWIm23gp8tED3oFGq4bZxoaaf3YWz7/rTo9HXiQcK8T3wfn9WPkWG5u01OiGPHGT5EYNg/saE4P2/4YCOGItGK3QGxvJ2AWM9QrJokaBxS3yKC7auZsfLNM3gMc4AYn8fYAjH6YALrCtnlvriIsYAJjG9xpiKz/zw9aNcvoHg5V8dJFxxHEXaSoBx6sIXjsHYR+zAhOm8Xp8+XJymivI592jiE86G4Q/qP/Jou6OH5wibmkqSJN+Ny+Fx+F40jHDEcyFVwzA2IWN870sYLOJdyB9MmGYUnX8VzDYiRQIztFBJzhXiHrAnbmK+YwYgj5/N1HE/+EM7rxlEU0m+dxPHZPoZrQmkM+3Gxhvd8oISxepQex5+6+m44JnS41j0wfQVi982sQOxMHvPQVBnz9UwR26nLJs/twOSI2Yc/mI5d3GPtdOwIxljttLWOsUvEdCxPrB7izHwn5je2SWqieVI7NchxjqxXA/KsHXJdYrpDa6cOaZMYr5Ejt5z1ajEzUnWYlckS2+2k58ra63hMQlK2Z31YJIm8S9rEMxM7NAnjtRP2T8nQ7KlkaJJRsWMQy5FY39AALUkw3zV2SdG6kmmX3Hk8Jibt9BgxZpvbjzGWYipoEmdlYjCSrZ1InvzLQ9/0vwghhBBCCCGEuGno5UwIIYQQQgghhgC9nAkhhBBCCCHEEKCXMyGEEEIIIYQYAm6uIchI1ewDp9OxO4ios0x2/a4Q4V+efLZJnCiaZJf3AXG6iDLC7hIRpn6DiAuZcchzZAf6HtmBfUAEgUT7apeIIrRChLkROR/b+H0VQwUiVi0RoWuZxFxGSzp7F7nkSxjLT2Ks0ybi/H1kB/ZlNH8JyA70zlAQXLI5vBfDB5ux95PjUCTaI7/niA1FogUbh1jYwn6Ms+YR8ctwjO0QsfYLRPxLdK6WI238GApubZ509iuZOcBMbW4xDpc27Xfu+t1U7E8W74PjpnOYNxbzKMwfDXDSnR9gR1zs4aTbjTDXteL0BJskjiC/99JpiCUdTPHjz6OiOexi3ghJenVElJ179Sx+dgwF3Z4I830Lx2tuHY1DetPYTv0RfI72DCr9XZKOTffQ0Cd8Dp8hmMR1yDew/8NxnNMxMz+Zx/53PRT1R4cwNw1G0RDl2vswb4T7cFzkieh8bgyf444qy6f42f3F9Dq5cgb7pnwd++ELXTQ1GZCUkxTwmqVHliH2o9No9PVH19GcxOxLJHaLUaua/fAD6dgxkndLOBatTKwpWO3UIgYjDVY7oRGLDbK1Eyk6nr2IMWZW8QIpTmjthCFaO11l5ld7rJ1YDiT+P0XS7LUKxsaIb8Qgc3sRueYWabqQLM39DntWYjjWwto2ILWJM6wTiqSgyBleY8reAzFmutYzksfIveSJSUjQwror2c2sCzHmdquTMfY6GWMz5O9XedLGD6PRmy2QDjq/lP65Tzr7BvrLmRBCCCGEEEIMAXo5E0IIIYQQQoghQC9nQgghhBBCCDEEvOXLmXNu0Tn3Refcq865l51zv3wjPumc+6xz7uyNf4lQTAghhBBCCCHEXtiLIUhkZr/ivf+mc27EzJ5xzn3WzH7RzD7vvf9N59yvm9mvm9mvfccz9ROz5YyINcZdyW2MuERcvIKxexcx9txzGCMicevsYiwrEvwRola+Sow5FlCoaHcS0WCOCHjPrJNrELOGCRL7C3I+tns58SuJyeMzPawnmsY6aYKsrnecGIJ4oplc+QrGbJT01zIxvwhRiJ7E+NnQcDyFxDiECU5jYiZSJr/TiIiZSMXuh1jHUNhu/T/D2LWMYHf9CTxmg4yxgKiVj6PBgOXIZ594HmMhUTWPZtpzk5jw3GLsxmX7k0baAKQRo5D+/dXXIPavNh+F2K/OfR5if2/phyB27ziO6ysd/D3X1UZaIP27p/5vOOZrc0ch9sOz5yD2/B0HIFYIMb88ff4QxLavYb6ennkEYuOfOwMxV0ajk3h7G2LhNianJI8i9O4kEYOjb4blMlNp6y68j9oYJqzyF16E2J6fYY648ISYm+I5FNJ3Z/EavTF81rCLQvrEY6xSRtH53zyEifdr9RMQ+/Mvo8FG2Elf4+ATOHaCCBeJwhYK7htH8PmTPD5D9HU0EvhUHg1GWDvdFgwSs2uZtSgii/0o+R35Eqmd7kJTK3uO5P8p0p4tssZka6cfJrXTNVY7kePu2GPtdJasOyt7rJ2eIUYMe62dSMyTSjogXdEj1+hnpsXIcXJ+0kybpNS1AusvcsMBFmM+wfwUGF6Y1VPMTC0mTnRF4tgSGOa7kt0JsY5hrewGxOxnNVOMbn4Dj9kkYyIkJoGHiEseGyfPvIKxHDExrGWMTraJCc8N3jKTee9XvPffvPH/G2b2qpntN7MPmdknbhz2CTP7mbc6lxBCCCGEEEIIznf1aybn3GEzu9/MnjKzOe/9itm3XuCMG3YLIYQQQgghhNgDe345c87VzOxTZva3vPe4icubf+5jzrmnnXNP2w75s6EQQrwDvDE3tbbffL8RIYS42aRqp13VTkL8ILGnlzPnXN6+9WL2Se/9H94Irzrn5m/893kzwx0szcx7/3Hv/Wnv/WkbJ1+cFUKId4A35qbqBBErCSHEO0SqdhpT7STEDxLOe+IC8cYDnHP2LU3Zlvf+b70h/o/MbPMNhiCT3vtf/Y7nOnbI229lPEMKJOkExCTkWSLqmyCCuzvJFuwJ2eV+7RI5LiPOmyEi1AHZ0b5EBKwsl7abGCuQWI9cYxaPC/4Qd3m3F1B0GxCtYjjAmCOxafQwsIg0i8/ougP027AO0aXuLBF15ZeJcHgUTQysRVS4AxwTBY+izophbNoegtgIEbo68juNxFD92zEU3W4Z9mPdLkCsF/5pOpAjou482dGeCadL5Hcw0+MYO0/mREA+O57p3LXr5vt9VPHfQoydnPPv+fhHUrFKDv+algtwrj/1PCq4c+P42fcePQ+xVoQvha9t4DfEkyTdD3dM4+/C+gnOh7kS/sb9SAWF9Nd6OB5Gcji+dsj8emz0LMT+3md/DmKTz+NYmn4O7891UaztetieG4+i0U2ui+tZVE4PzUEVh2ppG/t17CwmLP/0S3jN/Qt4XAXNZOJxNNdpH8BYaxbbaft+0iYlzJM+IYYgo9iPs6OYh5o9XHc3ruK4OPDn6WvUzqGBS9AkuYn0oeXQhCCax1wavIhzxxGDFZvFhefPzv6jZ7z3p/HgWwd3dNHb//Qr6WCeuHU5sp4+9wzGxnF82jFixBaz2omsRdkaa4b0dULGRJnUn6x2YsUDrZ1ITTSDn3WfxuPci6R2Qv8nC/ZYO43fh7GINIHPdIUjHlxdYuDWukzG/3lSi5aJM8mA9H+E5jx5j2tRxbDGnrR3QaxqmE88MQRJiBFbj9ROO8ScrWk4FvvBF9OB3FU4xsjaZiEZs0VS/0wSA8BLxOiN1U4jmXy6tWF+MKC1017cGh8zs79uZi86577tD/N3zew3zez3nXO/ZGaXzezn93AuIYQQQgghhBCEt3w5895/1cze7LfiH/ze3o4QQgghhBBC/GBym24KIoQQQgghhBC3Fno5E0IIIYQQQogh4C0NQb6nF9s35+2vf/itD6wT29g5FAja2nWMlcjzVIjQLyDXmM4ct0B2ER8lMSOxLjH1SIhYtUIMHGbxft0ZPF/O42dLRA9cInrI6MsY6zyPMSPi1Jhsmh6Npt/zPRGX023ux09i7DXSh0vkITwK8a2DIulwcAxiE3YHxKbsFMTGjJhCEFOPjuFO7xvE6GPX0DyhadjwSfZ8OdLoFbYDPREEOzIWy2Sg7JAdMsqkz2YPp39+9WnzrcYtbQhSPLDoD/zy304HyTAs1PExu7PY5qVVYhpDpkTE8hUhmk4rzucWduCYAyMYYwYmOz0cN7HH+50p4Th/ePwixP7gygPkfNhOxRAF95euorh8+qs4Nqf/YhtiSQWP687is2UNQQp1vI98E3O4z+EzhHXMB+EuGg50D6MxRXcKVQQ7J1DU3zmJYvUHjl6G2Fob5+baLua/3ha2SfkK3svYRRwrE0+vQ8yvpM1o3AIas/gyGt24Aba7a+Oz+jKZKOvY/66Gi1P/AJpafOHL//2tbwgyN+vtI2iyA9RJDp8hBgbrqxgrkLWjSOoTR4w4JjOOGAvE1GuMxByJ9VntxMxESF1HjEjceay7woTUTsRfo8hqp69jrPsyxogfhsXEcyUqZvJMk6zNHXKykJxsizzEDukvtw9jfayxA1o7nSAxPK5mmBcDw/HZMTSd2TFs+IahYVnbXoVYYplcwdqpRNyZy2x8knFXJGqwOjP7I6Yro5k67uoF870OrZ30lzMhhBBCCCGEGAL0ciaEEEIIIYQQQ4BezoQQQgghhBBiCNDLmRBCCCGEEEIMAXvZhPp7R7dndiZjkpAnAkZmprGCYkArk9tnAvszRPxaR/G8LWbO9wiKq61OzD9iIho8RraML5DjYhSrBheJCcUdeL7iNTxdiWhkS0RL2r+bxMhn26jDNn+R9Fk1I34sERFynphadNEQwBzuVG9j5DimowyPQihp3wuxVm8eYhVDQWiZ7EpfNRR6RkT82rQvQqxBBKyBoRDXWboNfER2oO/txxgTWLdR1G/7iCDYiBCZmCdY50D65/4L5Fy3Frme2fjr6VhC0kuug/mluozjMCZ5KCrhceNreFxxB9u8cTDdN6sPjcMx2yNokJDE+Pu3hw5hLh3JY26KEpznf7T8boj9tf0vQuwrm8ch1uxjIgry+Kw7J3Ec5jr4vKUtzMXV88Q4JCv+DrEfXIRmCP1JNNLoHMU1wXmMsb7eOYF9Eb5rF2I/NIeJvRlh27X62E4VsgAMOphP93+JGEw9/RrE3AzmXTeWzu3x+SU4Jji8iJ/r4RoWX1+DWDiNAn4/wOfy22SdHCNrx+1At2d2NlM75VjtREzHrqGZDHe/ILXTJvYPNR1ZyCRLR5zEGsRwhBhz2GFWO5HjiMEaq53Cw5gnisRLjnmfFMmSGKAfhvXJZ7ukxPTLpN0LmfzkiJFEQtozxJxoeVKzEk8vG5CiMIemHr6DtVO7j7VT2Uh9SmIjxCUlMuzHlj1JYuchFpCHcxkXOx+T+r9PalFPxl0P87ONkAbtszoJa0JrZPpnQObEDfSXMyGEEEIIIYQYAvRyJoQQQgghhBBDgF7OhBBCCCGEEGII0MuZEEIIIYQQQgwBN9cQxLyZZQRwr53Bw9hdtYi4jmgrbUBEfQERunaIcLaTUX8OyDV3mPkHMaZYw/sIDpDd6ysoCAz6GKsQnXMFNfeWJzvaO+JhEhGdY/8IxnyeiFNbpIN6GVHrNmnzAhE/Rrg7vBUPYWzupzHWJn3Ywmv4EMXpPSJE3hqggrdsKE7PGwpM22RH+7KhKUqdDO7YiOg6M7idzcIRPiITgIwdqxLx6zYaAow0caCcJILbH7f0HPg/jfT1rYY3c5mmm3oR28gTM4lcA8eSz+HvvVyPiIbJ+YIGjut8eyJ9zADnZXEXx8PuMYw9tXYSYoX9mOtqZXyuHhlz07kGxH567nmI/fnGXRCrj6FAfGcLY41D2J5JDtX6+QYK58NWOu+6JlHvF/BcARF5t+bw3nYfxvO5EOdhmMPYg/vQ6Kcd4b0s1zGXzNWaEDu3igYe5evYdoNR0nZZYwIzi66QBSVIj4Hc4gIc4h1ZExOy1o1hfkm2MQ/7CHNTSMxK2vNkoXwWQ7ce3izJjMfXz+JhrHZqE4M19mt50sYWkPWkw9wvMheOyDXrzPxjj7XTAsZcGe+NGftUSAlTPoixHPHccujVZR1ikhYdwJgPielGm5m4ZNqOlJgWkA5LSK1bJGv91EMY65PzdTEn+BDndq+B190eoElMkdQOoa1ArEPqqZLhPG6Rgj+2TYhlB7cjNZwnSzEUAGZmOTSFsgbm3SDGE44arkXHLD3e0R7uDef8Dv9NCCGEEEIIIcRNQi9nQgghhBBCCDEE6OVMCCGEEEIIIYaAm6s5S2KzVua7qQfx+6AWku8mXyP6rzXUOlhEvkzKnpJsLmjLme9J18i5rpF7O0OOI/oq95+gNseR7z4HREqVsK/+k+cKSXMGZL/h9ssYG5wkGxjeQTZ/vki+15/dJPYi+S75daJNqt2HMUdiedSNWZFshulJjGwkzb6u3W3gF8yvJ0sQa5LNEM1wo88dQ01AQr5QHhh+rzm7kWJiZKx7os0r3Ymx+DkI1Zo4Po8abla9TLR0lzKbS/bJBty3Gi4xK2Q2SW0ewn7xZFjXrmIwv4K6GTdATYfP4yT2ZOfTwoV031RrZCPQq/hd+NEXyea9JTz/+Y9MQGxrEe8t6WDs8zOnIFYM8VnvqKG28t5R3HD5k6+8H2KtozhhW0Qj2ziIuSnfTMcmzuG58rsY27wH+3/3bsz1Rw7gvOlG2E4dsmn0Vg91CYUArzE/gvP/tWVM7LnzKLCpXcW5Xn0FdR5RE+dxUMX2dLV0zG+jgDm6GzunO4trychzqEGxPtEcTeCGu57oy+PSbfr7ZlY7LRBBVIDz3VZJft4kMVY7MV0/q6dWMkUL0YPZOqmdzu+xdvpJPMwRnVfA9qrGFGOOPBfb09mmMNQhQqHBEbJJ9CFSjB0gGqZMfrJLpE02WF1LdsMOMRdbfj/GjOgLHRk7DuuVhOiOuzHqy9ZI0Vq1CxDzhh1Ut0sQi0kdF5BNrc3SOTBh9YlnokNcAy06h9eMse1GqR4O265g6Tnssh4cb7zOm/4XIYQQQgghhBA3Db2cCSGEEEIIIcQQoJczIYQQQgghhBgC9HImhBBCCCGEEEPAzTUEyQVmUxnh5Dx5P3yBKC5LZGe+CnF1IJuV2jfJZw8QRehmRuj3PDn/7t423GWeFp7st21EgxkTYWpMmoRs82gDohGOiUdE/ydxw1GzOfLhwxi7hyhxdzLi9BXiQnKR3NwlsmniEtmUuUtUvZ5tOE6Es3m2WSNuXhj10MSh0UPnlI5HkagRUWuBbEKdZ0JcQxG/t2z/oKg3zt2NpyoQs5YBqppbDvvfeRSnTpL7deCmQ1wybjGS0Kw7mc4d7Vl8rumXsT2iCuaSXA2F342jKJoefWIJYoMjxOjh+kbq58qTaEoTb5IN3Qn+0XdBbJzkpkYfn6E/jmPkyfNo/uAc5slKDQXd7z+Az/HYB16C2CDBNu6T2PZxFOZf3Uon1CtHcI6wTcNzU2QT8jrOm+UtzGueOMewNrkcoQi9XSe75u6imcj4q3iNydexjYtLmOuSMWyD3BzJxWWSmzKGNb15NGuqHybrC1k6K5OYIwNikmNN7As3ggZW/nb9dXMYmI1n+mKGmEu8RtamInHJKJF1aD9pvJdJ7TROaqftzLr7Kjl/c4+1E6lXPPpIUE+LmNU/ZK/uDlmyIrJ0xsR0qP8jxE0uIcZpCTHiOE7qoq1MDjiEc8KukpywRtxKrhPjsAHZNduTvmAbx4dkTSmg6Vqcx1iz/zrEurQj0ZwoRzahzhup46BOMksy9UlAXF2SkNSwOWLO4XHNTshrkyfVeJmYhISZ2HeqnG7XVCaEEEIIIYQQtxR6ORNCCCGEEEKIIUAvZ0IIIYQQQggxBOjlTAghhBBCCCGGgJtrCFIpmD2QEUnmUAxo+4kjxm4HY2vErOAZjAVEl+l6KP5LMvrahDhuuOMYo/4QS+Q4cj5PvC8c0fkOUJdo+UcwFpNN6etEXxo7shu6IyLJLSJgXSXK2XZGiF9ZwGOKKNa3hIg880TAHF3BWI+IVdtE/BqRYd4lDivxEt6ebUCsT3aqN2viZamZBoruY0fExPmMsjnHDHHwmhY9jzG/i6FxHGQvbKO4dpHc73bGOCay63jNW4y4Yrb17nRO8AGKpq/Oo4Q310CBeGkDc9jc05jDBkdxfgU9Mm6q6bnjm9j3wT2opE9eeg1iuddxLk218T4qazjPB1X8fV5vtAixzYfQmKcw3oLYqSoa6bQTHIeDBOfwK815iF3ZxHbvtdLny83iXCqWMA/FMT7rgBh99FcxrxW28bP5On7Wk9S0cBbbrraEQv/wOuY638YxFm3jcbn9mJ+TWVwT+lkDLzPrj6VvOuziWhr2cO6MXsR7C7rEEatADBdKOMZsgPOkvMpy821AOW92X2a8O1I8zJHFvknaZBPHmHsRjwvI8s/aPcn4VXiyXLmDGPOXSewquSY5n8el2YyUGAP0jbH8gxhjRmxNYjCSUNcRzEW2Qwx2NskNtjKxUVI71YghCOlDKxCjjy5ZnwdYE1iHxGJWO10kx61AyBvWZwPmgGe4LkSGucgZdlDiyHjPZTo8JOOfmeQkyxgLyP2WsU3qHcxPNcP+2bL0vUWGJnR/eek3/S9CCCGEEEIIIW4aejkTQgghhBBCiCFAL2dCCCGEEEIIMQTo5UwIIYQQQgghhoCbawhSy5u9J+POcYGoOhfJbX0d3TTCHBEEE6Gnu4QxjxuaWyujc8wTgeiAmH+ERB/qialHQvS7Ru6DmYQwGSXxKzDiX2FRnbTnY0RIWSQPUiexCnFYyepBuyjyNCLytArZlb1PzD8S7GvrEuVwgTiiRER0GZPPOtIZRTYIyHEO2ylxRLCbZwJ4cn+lzO9NWkt4TEgEvDmy53yPma6g6D6p4XNdamH/VPy96dPby3j+W4yRSsfe/+ArqdjXlo7AcXfsW4fYq88eglhcwH64/jAmhdElYpxRx1jp5fOpn4MZNJGJiflHOD0Fsay5iJmZXUHReJWI16MrOG+I3t7M3gOR+hbey283PgixX7znSYhViDB7o4uGJeM1NJ1Y3Uy3e5LHMT03ioYbjR6KvP2r+LRhF/u6dhWT86CCsRzxuRo5h/Mw2ML782N4L2T2W26c5PqIGEJE2C75BrZ7UkjnpvIFFP7nm3hNH5LfBQcYS8qYm8LO3ow+2vPEOOR2oJo3O50xnbiwicfNk7X+WaydggKpne7DjzqyTCbEh6qTWbJzxMAsIuYfAUsexPsiYeYfOCXMSJOQ1Y/5i5gj/mK0dnqQPFyOzLEOqZ1qxGFlMzPviFkdrc2q5Cmuv44x5s7SRSMmC0jR2icJKmKOLaQz8sQ4jpREZnicJ7WTD5kBCnHZK2T6rINmJRaS5yqEGBuwnIWGVd5jnmyQZt+0dO0cGTFE/PZl3vS/CCGEEEIIIYS4aejlTAghhBBCCCGGAL2cCSGEEEIIIcQQoJczIYQQQgghhBgCbq4hiPdmPiPPPEjE6V1imnAXiqlLs3hYlXgrBMQjovs0xsbSPgc22MZjBkS/FxNfBmMxxt50zvyjXyJB8vz+HHkHj0isQz48T8w/ZkiDHsnsav8k2UX+OjGOuE7cT1pnMJYj4tIaUQ7niKiTiVUnHsDY0ufIZ4ngNCGdViLjeOw4xrpovECvkRXEjpM2X7gbY9uk3YukTSIyx/bfQ24NRcKvrmfEtEzAfBtwzwIKibeICcXUHahC35pFpXu8i0YH/THsm9lv4r30H033dWGDGO4QH514gyjkWYwQtMi43CNz//4CxMqPHoZY9xyOr/8rehRivo1LVW0OnQkOTWDSLh1Lmx9cuoJmKheWcDHJr2N/jeNjWZLDtckTZ448ac7qdbQraB9Ew4HaGj6X28Xn920idK9iG7dP4fOWVvAGXR+NI4qbaaX7YA7NENbfjdccu4jniir4rLkuCv8bR9BIwYfYyFGRWaLcDngzn2m//cTAoUvsL05gqIRTwMrE5yogPhS9FzCWuzP9c0Tqn4ikHWYuYizGYC5pe/3o10iQ3LO/QOqkmKynbVJjzM1jbJI0/NHMXPwmcU5ZI+v6JnFJaZPjHCnz2TyJSYIKyDUmianJFqkdHVmjiHGGFcg4HjmIsR4ZQI6M9zDTF2Okdpq9E2O7xOgkRvMPWjuNkDq5jWNndTdjWMQMR26gv5wJIYQQQgghxBCglzMhhBBCCCGEGAL0ciaEEEIIIYQQQ8Bbvpw550rOub9wzj3vnHvZOfc/3ohPOuc+65w7e+NfssOwEEIIIYQQQoi94LxHMXPqAOecmVW9903nXN7Mvmpmv2xmP2tmW97733TO/bqZTXjvf+07nuv0UW9P//108PwTeODWMySGZhKThoLDCbKJuD+HsQHxpggyPg+75DZiIlZNUOdsXWImwkTi4QLGmC4zYZuy75WDRBA6QQw2JohwcmQGY2PkphuZa9RJR6wTxfHyWYwVUWBuXdLwB+7HWBUF5mQDerMSEXV2iSLYEUHodSKSrRNBMPvsyBTGKsRMJMjMy5CYnzRJm0wewdiAHDdxCGNb1zDWQ1MEax9L/3zxH5vvXLmllfin31Xyf/Fni6nYP99Bke+zTRQqX2igyDswzKu9GOfhpYs4v0bOYJsHmeE6+zTmvtwuMYMYkOS0SsZvgN3nD+Pzu1YXYvFZ4pKxR8JT6FYwmEYzle40zqX+CP5usTeOzxF2032R9ZGpT/YAACAASURBVNoxMyvW0dRm7KUtiMVjKF4Pt7AvWidxnrsEx0TYJWY6ZElmn42qaEyQb2J/Bx2MxRUcY51Z0sZVbE+XuZWIpKZCE++3fhj7K09SU2s/frZ6jYxPknHa8/jZi//NrzzjvT+NR986uHcd9PbnmfLq7FN44CZx69hFg61xh7lilKQKW8LQgPh1BRlfhsZLeExC/CESMhd7zNSM9HVADOESTE+WMA+uvbKf1E5jZL0eH8dYjaz1o8RMo5m5RpM0yiapL1ZI3mXGaT1miEYMNwKSi7ILj5lZniYochwx+miQ4rZDrhEWMVYj9WmFPG82QbFztclgHF/E2IDc7ygxetlG8zDrkkHbyXx2+ZPme6u0dnrLv5z5b/HtFJq/8T9vZh8ys0/ciH/CzH7mrc4lhBBCCCGEEIKzJ82Zcy50zj1nZmtm9lnv/VNmNue9XzEzu/Ev+T2GEEIIIYQQQoi9sKeXM+997L1/t5kdMLOHnXNkQySOc+5jzrmnnXNP06+1CSHEO8Abc9P6JvkqiRBCvEOkaqetvW7+JYS4Hfiu3Bq99ztm9riZ/VUzW3XOzZuZ3fiX7CZs5r3/uPf+tPf+tM0QLZEQQrwDvDE3zUyxzcuFEOKdIVU7TaIOUwhx+0LUjmmcczNmNvDe7zjnymb2V8zst8zs02b2UTP7zRv//vFbXi1KzDYyik1mhjBKXuLaKGCOmMCUaAtjIjCdIF4SI2Ppn2eJZ8K5f0POT7SQMbk3Ro54UOSIfnHAcjOJ+QJ5375MlL6tHsbWiYvJxhWMuecwNpYRv64RgWSVCDpj8heLmNwvE2s2yTXy5PkniZHofiLg3SBtwna+9+S4Y/eSeyHXHSdi0rXXMJYdfB1i9jBJlPg9MgGm78BYjrTT8fdh7PwrGLPD6R+vkfu4xWj7xF7op3PTYmETjlucxNi/6LwfYhsdFCq3emi4kNvGFNw4hX1YmUj3/4WDmCOP/xtiBkEMn+L63r7BkNtEcx1fxuQUjo9BzJGYL+Lzx6+iIVBhHkXzhWUcY8k1ovQPcFwH+9LfuI8uLMExOXJNH2FuyvUGEOsv4jwvbmKOGIzi8w9G8JcCgwo+Q4EYloRdvD83wOM27yUGKzOoQW8v4PlGz+G9NA+mrxF28FyNIsaCAY7F7nGSr7KCfjNbfAhz/cuvH4DYxPxt+u2c2JttZ8Yeq53KpCjosNoJ1xO/x9pp7BTGqpnldJos10ufxpiRpTQmSx0jJD4XzPvBk2ZiJmGe1Q7Le6ydNklDMYMtR5zoRjP5Y2MVj8k2sBmvnXKYn6xGFEc9UngWSaOUianHFGnQPvnLbpfNbXLPB9EUyorETIXVTlvEFGUqM/i6ZEBNkIHSJ203eRxj7Pe4hx7C2NLrGPOZdWbjzWunt3w5M7N5M/uEcy60b/2l7fe993/inPu6mf2+c+6XzOyymf38Hs4lhBBCCCGEEILwli9n3vsXzAz+zuS93zSzD34/bkoIIYQQQgghftD4rjRnQgghhBBCCCG+P+jlTAghhBBCCCGGgL1ozr537LTM/vjpdKxHDCceJUrP7Bb0ZlY8hoeNMX0d0W9Ok43as9LHOvGbOPAoxjZfwliLeFcWic8J02Ua2S/cM5Esddcl7iQMR7r+GhG1huT9fT8Ksa2euZkRIuj05FxlNB2wMjHSaBDx/8JpjBFBvLXJdXtE/LrvKMaOoojfXl/CWI0ooBtE/FogYtrF+zA2OpP+eXsdjyHj2qozGJu9E2OOiHX3E6U3o95O/3xzs8j3hQutGfvwN/5mKtYjJkQ/d++zEMsF2M8fnEcxcCXANv+dznsgdsfMFsTKGaH38xs4jlZ+GE04pl7EQVK8jGM/IKY5ySbehzlMTkmLuB/tsMT29mEmHhagMju4i4jLd9LrSW7/AjkXyRETmLD7U9h2+RU0odi5H+dhroe5qUcMQXrj2MadKby/qIITr3Id81V7niwobI0poBHH7ik0RChOpRej3hYxDSCUpnAR+4nDZyC21cex/ZHZpyD2T6K/gp9tMfeH24DdjtlnMkZc7at43P1tjDnsw8JBPKxGjA48Od0E8ZeoZFJlC32TbIF4JmwRz4TOBsYKxOekT8pET2oi5t9l5Ln2XDsxR4hVYkTDcso8yT2NzE3XSP3D/o5SIo1SxDXA2qQzpohJGHPTC8g18qSQHSf3XCVzcZmYndRIMU5MhqhT3txJjI1Op3/eIc9PvD+sTGrWafKSwQqvuSMYi8lFGpmB9x1MovWXMyGEEEIIIYQYAvRyJoQQQgghhBBDgF7OhBBCCCGEEGII0MuZEEIIIYQQQgwBN1fK34/MrmacMsJtPO7/xZ3Vcw+gmLhMNgfPE/+GfbBLm1kfdciweXmNeEYkcxirEJ3i/ndh7OxnyTUxZI6IBJvMEAT9CswOEbXuOeJOskGUsyNkF/oEReLWIkLHUuazjnSEIzcckNgkEfVXJjHWJaYDbRIrEbMOR4xIDpId6MtdjHkiiDVixJEjYtIWmXJNYvZRzZh4tMmAnSOiXsYMef7t1zD2+mcwViQi6YnM73RyxPjkFsMPAutdIxM+wx9++RGIHbwbnYM+30Khcj7EdvrQHS9C7AvLOP7DID0PgwqK/DuzOLbWTmNycu/G5LT47zBHBEbmXLA3QxCXw3sJF/dDLLp4CWMraP4TThOxNqOLYu14Jp2bkhLemy/g7ymTHMa2T2BeG/wQGmIUtzFvBjG2Xf0oxuIyfnYwTXJuhPc3IAYj/UkcKzOHcN2dK6AhwPUdzHUfzJh4fK2IYvifPPQyxPLZBdbMfmr0OYj987UfgdivfOMXIBaT5zeyXN0WDCKzaxmnDEcMvL6Ihgvh3biGlYgPGxnuNnUXxiKcsuYyn60yjxiyRJZJ7TRPrnnxS+Sa5BIs2GaGIOzPEtOkJlgjriM7xE2kSj7LxmKbmG5kaydWE7FSPSCxscMYKxJTjw4ZOx1SO9UOkfMR17390xgrk7qAGYw4YiaSI9ftkZqyy0zsMnVXSD43eZzcB5sAxMBlm9Ri576AsRzmXcsOE1ITfBv95UwIIYQQQgghhgC9nAkhhBBCCCHEEKCXMyGEEEIIIYQYAvRyJoQQQgghhBBDwE02BOmbXVxOx8aJIYjfglD5eTQmYBuQjxBd4gyJjRDDjm7m1kIiYO2Qc20SfWCbeHDsJ5uZt8njN8lm8zHRiHYuY4yaf8w9QA4khORdvYlmBzZCdkMvZDqjyHa5JwrZKWKa0SfuJyWiMD78PoxtnsdYQAShRdK5XTId7rwPY3Ui4twkn71GlMhrZADtkIFcyBgAjB7GY9aJqcc0E9eS+137JsYWiJnMISJ07mUU4QViGnKLEfTMRi6mx/+APDrxNLBLwT6I+RK2SWkChfmtcVTE/+LRpyD2jXpaIJ2fwnn5yjS6Fa1ewPFWXEfTiN370HCjtImC5sIamn/kDhCjj6vLGCPmH+70PRBLCnh/gzzmpvwyisHbJ/F5+7X0+bqTxDWApKYGSXO5FjFEKeCHo4fRcGn3AorhfYjjJJ5C8w8X4jUOLG5CbLmLYyDoYdutr47hdWdw4amUMIe9tJ02Tpofxc/9wZl3Q2xxCvurHqG5wOdePgWx2gSaMIwSs6Zr14iJze1Av292KWOUViNmCAnGyq/iGKsQT4ca8QObIs1Zuxtjg4xXSY4sJT229BFTt/YGxvaRMqFNHr9JYhF5hj6WmNz8Y4IYRzAjjpDE2sToq3YQY4VMbcNqJ8+MuQ5jrI/5mbrk7X8QY9t7cHoxMysTc6aIuNjNEve8XWKwtkVMUrbR2MbqZFC1yEAuZPLiCOY623gFY2ywO2LEtIkmXjZD+mye1HX9zBzOv7mDkf5yJoQQQgghhBBDgF7OhBBCCCGEEGII0MuZEEIIIYQQQgwBejkTQgghhBBCiCHg5hqCDGKztYwScxnVn+ExFDXWiFZx9mGMLRCfh8aTGFv8EYzlM7p2phm86/0YO0u0mstkE/ktostsks+yDc37xDjEpohAskMEkk2yU3mOqH8D4nYwQUw3xth1r6R/rhE1/QFiTNJHUbvViIBz9XmMVUlD1e7CWImc7z4iiM0Th5WjRIncJe25M4qxz+CzndhBU4ARw9h1S4uJr5XRJMKOkt+t7L6MMeZiUyKmK+ukjQPiRDOfjZH2uMUIIrPKanoy5i6jWHfnKAqfK9cw1n83tu+xGcx1n3kFx+uhB3Dc/OhE2vzl95Yx+f3WyU9B7FfiX4DYTgsF3XEBjS6CASYnX8Rn9S1MduEozgc3gfMwCvC6/XEyr4lueuuDaMTSmcHzVZfTH24STf7IPdjm8RbOy+IIGmT4l/BZmZGGP4XC9zFiavHh/U9D7N+u3A+xY6M4nq5OoDDd97DPXAOX/mgSjzs2iddYa6edcl57cRGvSUxSLp3D9jw3jX3o+pjXems4dlZzJOeOkTXsdiCKzdYzRcAyuloEh3AuVq5ByKaJIdo+5pH1EsYO/BDG8hnvh21i9HHyEYxdJPXPdbI07ZBlqEm62pGKdkA8KKjBWFLFWJeYB+WIU1RAEtQ4eWDmWNfNdFAZDZZsHo2TqKtJhdzbOilkq+T5K8SxLmv0ZsZromQJYyTf2wipOy8R47Sn0VBpvo2GHVXDtWzb0u8Pm0VinLZA1pj6OYx1iPlJiRiY7BAjvpAM2rmMAZh7czM1/eVMCCGEEEIIIYYAvZwJIYQQQgghxBCglzMhhBBCCCGEGAL0ciaEEEIIIYQQQ8DNNQTpR2aXMsLrCIV/ZSbqJDu/x0RbWGfiV+JfMUX0gL3d9M+Lh8kxROh6hOgjt89jrET0phWyKXmvjrF4P7nhi0Ss6sn7dv4Qxki7WxGF3VYi6l8i9rZKRmVfKeIxTbLr+xQRjU6icNzu/xsYGyUde/EZjJ08jbE8uZcW6dxlIvRsYNsF//t1iP21wQrEDhier2pHIfaipc05Sh3s6wuXUKxvjomESV8vkB3tV4hwdkCEw/nMxIsGeMwtRthNbOxcWkjs+mh0koRoQlCoozJ9eRwn+ytr2JbBNIqhp3MNiF3spdX67585C8d8cuM9EPvAAh73qSXs+6hCTBimUNBcHuCzMqMPv4tJzBfwfPVj2E65LuaX5gKaVew8SITZRF/dWcg8WwEP2lrBZ8jVcFzXiNHHL/zsn0Hs0Qq2+29c/imIfWz/lyD2bzfRrOjMRTTOONtG44DRc9hOhTq2Z3sO80m9in3RGsGxuHwpLZInq5AV1vE+itt4ZK6NY6I3hf0zSrT6gyqOWbQSu03oR2ZXMrk9wqctYbPbgKT/hNROrXWMTRA/hEniOdbL3Mr8PB7TuYixA8ScZ3cJY0WyDJWIH0ybLEW+RhqlTmLMTSR3AGMxMbAI5zBWRBMfy5EENZ6Z20VS6zWwlrBxYv4xRjrnrg9jjBmTXHkBY4vEJCQmxmkbpOA9R5xdzuJEdo/jOH5Xgu40Bw3z04hh3j5v6fsrkO5aWSGD3ZGXjApx9quQSbG+hLGYDNpyZuLFb26mpr+cCSGEEEIIIcQQoJczIYQQQgghhBgC9HImhBBCCCGEEEOAXs6EEEIIIYQQYgi4uYYgSWLWTG/X7sooiOsTT4cR9EywXbJ7/TTZSH2HCGLXyWeLmc3QJ4hnwtwJjL32FMYOk/uISWvHROi8Q3we7DkiLjz+AYxd3sVYh8RCYhJSuBtjPTQAsOQwxkYyIskRInwtkgcbJ78fuOc+jDHB6QYRph5D4by1yIA6QsS08+RZW5/H2CEUyX9q8CGIXTc0Njli2MbnDNvlgl1J/Tywx+GYUhMHaLdOxskEMWd5hYh/54lIeIMYolx4Nf1z49aX4bs4tmA7nSh8FcXV409cgVjnFKrfJ17Ga2zdTcb6Zeyv351GE55aRtV8uIrGLz83+TTEfmvpxyF26CSa11xyOG+i1zBhuRjbpHYJx0j7EXRJSvJoCFEkZio7R9EkYvcUEU5HeL7Jecx18xlTix5JxMvbKCwPQ8xhHzmEbfyFjTsh9tUtfP4HJzBf/eOL/xHEuhFZKPo4dmpLaGow9yTmpvpxFNL3iKb9R+9BQ6DVLubJ/Fb6/ha+gn0zIOZXURmfoT+CfThxBj/bnsbjKuvYP+PnMUZ8KG49Ym/WzDgbFHHuDF7Ej9bIUl8n3k+TpzDWwHRnW69jLJ9ZYkbI8jpDzD8ukmVo/x0YI9Y/1kPPHdsiZYetkfk0h3PWdtm8I2tbSIzT8sQ4g9VOZVKfVDLOJhWS6/LE6KtKTE1OkMZjLnk7xBDtIJpwWIN00Bi5vwox07iAudLO4eR+b4LF8p2GTnn3GdaF1w0NO1Yt3VaxYYFe6OK6228SM5UOMac7R2rRWeLst72JseXMZ1vEcOQG+suZEEIIIYQQQgwBejkTQgghhBBCiCFAL2dCCCGEEEIIMQTo5UwIIYQQQgghhoCbawjivVmU3sK9gDpfG2GbrZPjjOz83UStu03OYuzsExg7ltEleqLnmyL6wGnio1AhG8tveYyVyI72LaZ+PXwYY1e2yYWJILTExKrkGrkfw9iAqH93iNA1yuy4Ho7jMZ0ljI0R15VzXybHEaOLkAzfq0TBvHMJY3WiHD6Agv1g63ch9v8soiC2aujsctJ+HmLzhgM5T3a5/1xml/vAUBBcMRxQ3TYZjGvk+QdkcDdWMBZ3MZadtBEZD7caiTfXTU88X0IjlWg/cVIg5Lo4virXUcDdncY+vPY0GowEx9NmJRdDFCBPFdD56HANx82PEbeSf9hBY4r2Jl5jZBnHbzKLczjXwTGxfhIF1/W7Mdm5PI65v3MajXn+9eXTEGv1ChC7sJHus7FqB47pX8LEHk9icv5nL7wfYmMjeL5iDnPEv776EMTCc5jXci1s4xpJV6OXsY1709jGnWn8HWw8h208nkdxOotdWT2S+rmwi+0U9nCs9yYwX1dW8RkK27g4VZfxfEEXr5sUbm5Jc9Pw3qyfHlN5HOpWJemfHLbn2mmcpLsLxF/r4PH0zxHx/holfgujoxgrY/qzDZxiFhKPjA5Zwmyc1CJd0gBl4jpXISZpfTLGcu/FWERqp11S3A0yhkrTxE3HXcVYjTzXFWLCMUaK1hBNl2yF1E7rxLEuJOYf8QWMXcV7eXAM17s5Ytlz2O6F2CJ5XRkxbIOvW7o9naFJUoFYzPQ7pEDfIAPZE4fB1jrGEjLGCplc/B1qJ/3lTAghhBBCCCGGAL2cCSGEEEIIIcQQoJczIYQQQgghhBgC9HImhBBCCCGEEEPAzVfPhmlRa5/oDbfJKyPblL1PtHpkw3Dbv4CxLjluX0ZMO0bEqjMkNkZEsz1ynCOeFnYEQ419aERgrxLBabwfY5vHMDY4iDFfx1ifiVXJDRITE+s9l/55nDR6RISkV4iQstDCWJHImksVjLXIoDhAhLNfe5x89lkI/cx/jML+caaRzf0pxOaiByDWM7znL9o3IXbOnkz93DE08IiJSYjtEvOPChmMnkyAS0sYY2LqIONOELEBcYvhvflB+jmSV87CYS6PKbN0/DDEiteJ8UtrBGIr03i+fBM/Oz6anhNTZey/iRzOmyPjOL/25XYhFieYdPtEvF0/hMYMZji+do/gca37UdX/vmPnIbbVQ0H8RoSi9vfOoQi9FWPu/Mwrd6V+XpzAPLTTwOfP7+K5ggHGGiW8350ytl15FfvVk7Vu7hto1pHfwv7euRvn5va7UejfH8V7mZhEUfv55gzEXv0ymiQceio9zvLXsT2J3YCVHD5/PIn9GrRxHUrOYF+HM+h+EQa38e+b47R5QEQ8IuqsdiIGG32ydLAlgTSx9cjyPJHpxhrxtBglS3iZHNcnxiED4tUQoY+WdQ+QktaT+mf3OMZ692EsIQZrnriTDIj5w4C4wg3IWtl/Kf1zjRSUManXVjGP2w6p4cqk8CySWH0VYzXixPfiN8hn0UztzqPYafeS/h4J0BBkMkF3mo69BLGvG67Rl+351M99Q+M8asPRJo44JVyzLSAmadeIE80o+azLtEmE9eVfXuZN/4sQQgghhBBCiJuGXs6EEEIIIYQQYgjY88uZcy50zj3rnPuTGz9POuc+65w7e+NfsmGVEEIIIYQQQoi98N385eyXzezVN/z862b2ee/9CTP7/I2fhRBCCCGEEEK8DfZkCOKcO2BmP2lm/8DM/s6N8IfM7AM3/v8nzOxxM/u173ii2CyrRWd6uBzxeYiICHVsH8aIXt/a6KVgZSI6vZbRG3oihi0QXeZBohndIQLWceLf0SbH+Utkp/rJezCWJ6LO8oMYa5DGM/JwZLdy13kNj2ujyYAPPp8OdD+Ln5sh98s6p0gGhSMSzipRBF8l90sMPGwHg2OGQs8TqCW114jnxinif7J++YsQ27RliH3R/gJi25Y2NnGGwtxdu4IXHRDF7ToRus6TybNIBMzrRCR8eC79cwPNBW41fBxbspUxNkjIfAjREMLtNCAW70dRt0sgZBViHBKR3LT6YrrNr43hHDm/gdd8cAHHyGgOxeu5EJ81INr1fB0TVmcKf8fXm8DjHjmyhOcjjfLoJJo/DDwajHz+Kibe7Q0UYU9/JW1PsUncpUqkzQu7+AzOk4RN6I9gv06/gI4LQRsbOVxhTldIfD/5sgozTpjCsdJs4wO/VMfccehxNBjIr2SS4gDPHy1fg5grkrmzTlwiFuYgFBzGPktW1vCzR4hzGDHOuOWIzVwmzXqST3Kk/hmQ5b9CPCdYfmqQ9M+8uZZfTv88RZbmiHh/zZAlp0vOz3xemsyHqkEMrCo4nuhxBWISsksu7MnaOcDGc11SKHhSO7kn0oE+MV2aIAmqR4rRIkkAIYlViFnF1dcxRmoi28a5XfSYAxaZNwu55alJjHU20PyjbjiQn7RXILYLBiBkzTJiThcTG6MdYroySW54ltTT26R4nMuMuxarzb/FXv9y9r+Z2a+a2RtH4Jz3fsXM7Ma/s3s8lxBCCCGEEEKIDG/5cuac+ykzW/PeP/N2LuCc+5hz7mnn3NPst3pCCPFO8MbcNPDkN4RCCPEOkaqdhBA/UOzla42PmdlPO+d+wsxKZjbqnPtXZrbqnJv33q845+bNjHzHwMx7/3Ez+7iZmQuzJv9CCPHO8MbcNBpMKTcJIYaGVO3kVDsJ8YPEW/7lzHv/33nvD3jvD5vZR8zsC977/8LMPm1mH71x2EfN7I+/b3cphBBCCCGEELc5ezIEeRN+08x+3zn3S2Z22cx+/q0+kE+czdTTortoEgXHa2T3eral9zxRua2ex9jVVzH2yMMYO5Lxq7hAvCWaREf6Q0SXXSFi1RNHMPZJ1IibJY9hbPdOjEXk3ZoKWIlbRX+JnG8GQo6oeB3ZvT0OM24nPRSN2hYxsPAkNon3YQXyXNeWMFarYayJAnu3hULPWXLZM1/C2Bi5lQoRMc/ZRYg9a3jdpqHqOrG0aUPbmPoZmTIcoJsdNCGxC0SZO0IMW7rk636dzJhI3nyX+1uZYARF00kDzT98jMkpHMfPVrJGCmZWeQ77tXn6EMS2fTpV589h6u6Nowr/pcewb3br6LjkEzSwqK7hQGeGGN0xYmpSRYH8pQYmygencf5/cR2NPu4bxzG8fX0UYvkNbJf2vvT9VVfwGcrXsA8rVzE5d+ZxjvgQn3/sHH42yWF7hls4D+NtFKuHJDlV1rFvW/tR1D4+i2P23lnMz1/7+l0QyzEzqTjdt36PhkAuRKMDNp/sdYwFVTQrSdrYxrndW9+c6M0IMkM0j/4q1kWvH2rCMEJ8o1ZJ3XWN1FMniQHaSCaNnUGfBhsj15x6BGNdZpJGYtvEYIS6uMXE/KJPXOeaxPwhImYifbKeRuy6WCe5GGsRH2YK2T75EtoOMfViX1abIE4veVKwXCd1V4G8DjTI4GnhIKuSJt5ZwhhJTzZDxvE+UhM9YR2ItQ0N5RJLv1N0bW/1SY6YrkUDUv+sktq2SB6sT2q2Via3k9rh/7+f7wLv/eP2LVdG895vmtkHv5vPCyGEEEIIIYTgfDf7nAkhhBBCCCGE+D6hlzMhhBBCCCGEGAL+QzRn3zWJBdaz9Hf2N7dQc8aYJK+RG+T70NfJV+TvJF8bDnCfU3shsy/x/URfto98tfT1FzE2fwxjd/2XGLswRzbNfPDvYuw8+04z+X59k3wRu/WnGOuT3SUT8sDxUxDyHnUXLiMK9B3SOSH5PvTE3Ri79gTGqqgvoRtY75DnD/A70iWi9dslXyX/CtlHskmkWSNkXJwur2Cwg302T/RklzLfm24Y2SGUsOvIQ+zV56tCvpvdwA8Hm+lJRvZqvuVwzpnL7GBP9TCEgGyua1ew76M6fn8/dwB3pi9u4Xidezo9RnaP4KakbNPo3pM456rka/QTZ7DvXYwnbLCdRQm5Nn5/f/VlFAl/8Tpu6Jojc/MzY5gnF87iwBsQKUlWJzd6AbULvWkUje7cifrVqSdQ+5FM4HHhddQX+j6udTHb5JToEHwH77nyjSWIzdhhiF3eh1rErTG8rs/jXG8tYoOOXkhrLmIyrhkJeYa94kpkjpENXBPWnrcBzpyFmXKt29ubDpl0q22xpYmk/0kyn+pkTXwxE1skayTbW/kp3GvYuqSrz5Pz7SZsA3PMp0ZykbXIWGwSoVz/ixhLyGc9qU8iUgMZqZ0yS7vvEj2YI7XZ2GGMrZJitEx0+B2yQTLTjvdxjgWkFOmTUvR1khY82Ut7liwp40XU5uV72O5zRE+2kqmdOnssgGLb27sIJU+KIKL/dK30NdhG8t9GfzkTQgghhBBCiCFAL2dCCCGEEEIIMQTo5UwIIYQQQgghhgC9nAkhhBBCCCHEEHBTDUFii22TbMK7F/odFER2jCjbSay4irs/X1lFJd5CRqy5bZPkGNwMtGQHILZm6EKS+6f/FcTsfyZGH38DQ/YQUcn/yecwViDOFNndK83MOmQDwx6K3X0fh4jzuDt3Vx5omwAAFOlJREFUkKTbLvZEXNkmJiR93KiZOlhsXsZYCYXuVr8KoVlDQSwbObvklpmUtEF02FVyINkP1yaqbBNjPO5A5nzs/MvkfiNy3DzxYblOpqFfxQcrHcfjuucwdqvjk4Ruavt2SXpEDczIoUo+Tzonmk7v8lmsY/4a1PBcMRHXF7dxkIRdHIRBjMeVdvAatRX8bPkqMWuoYG7yORTrhy0ch55s4MwId1E0ntTSKnRHjBTCDsaqPXwuF2O7B2dJbiIbgsermHNdHk0NHDGYSfa40XPYJQrzUYyttYiJyRSOWR/gvcTH06YLuRE8V3SRuEaQnYTDKVxj4y00K4g3cYfk3CE0iYkuETOF2wBv3vrEOGpPxOjCMKAb82IsbOM43mljP45aem43DHecrpB1uESO2zGcd3USszkSK5DnYuZkDVb/ELcK+vcLUj14zIue+JCYJ451SdYkhPQz2118QMy/HGmTHbJpcp44vbRx3cmR5ye+Ltbdo5cG8RexUVKzNMlFpsr44ayZipnZQuZ8O+T8a6SJWa1XI0Y0TVY8NvFGcqS0j9Dn5E3RX86EEEIIIYQQYgjQy5kQQgghhBBCDAF6ORNCCCGEEEKIIUAvZ0IIIYQQQggxBNxUQ5Cc5WzCJlKxdVvf02frhmL9GWLEUTIUhPeIicdBOwGxRsasJLRH4Bi0wjBr2bsgtmmzEPuCEYUgenCYrf4Zxk79NoTu/x08bt+f4kf9DsYGJFYgG99ffhxjY0RMWX/+YOrn6x77ZquPIvEkYluko2mGJUQQ38fjSoYC5nViQrNgxCmBCKJnDU0MTvlRiE0TYfPDEd7zEzUc7/PoCWAbmTaeIb9G2STa5x5pzuubGGPiVwYz/8ilp7BF9T2ebIhxudDC8bQ5ATMhYCQdVAgHh3H8uw6KuqN9aHTUPIhi7XwjLfTePYKKaSaO7k9gTw+Ij87uCRyEleuoaK8QI6V+DQdnchjF/+VVbKewTUw3SE4I2kRxvoJzyUdkUmTE9I6YdbiECOlzuDwmTWJ00iIq9x3MOczowxPjmHABzaR8HXOJ34/Hbd6N15ibQyOm/+HEv4fYb5z9SYg1F3AsljNOR8n+CTgmt4p9wwx39jrHGMz8IxzF3Pw2PciGisACK2cMy1pGxh2hT9a1cVIT9Q3HYpHULNM2D7GBpcfnFKmvBmTVici5InK/dbZijRCDsTwx55lCQ5BaDRfFAhmKzF8jIfWPYz4k6Gtjnnx20E/nz4AYpwwiciMxs+ZgrmbEwWKAczEktU5EzEnGyXEdYtgyRY67w+OzzRnmmAdivL9v5rHP9hHTlZ1MX0yxY0hz9sn62SQ18V5h5h9BxmAkYeYi3z727V9aCCGEEEIIIcT3Cr2cCSGEEEIIIcQQoJczIYQQQgghhBgC9HImhBBCCCGEEEPATTUEiS22XXt77gFsJ3lvqPSLiDDRk89uEdHpgj2U+nmJvLveYe+D2LbdA7HnIGL21RmiGj1NHEHmyI72Z5+F0BTqsG1+AWNMI73vFMY++zsYmyUeJh61mhYdTQtxJ7sozO0T/W43xi3YBzaC13QoLg09qjW7RP09YWh2sE36v0T6u0hErQcNTRwWDBsZ5epmI00Uyh8j/ZO1TskRUes6mb1NInRlMRKyIunrHtGcR1kzmb26iwwxPk4sIaYLeyEgBhNWwHFjxBCkO12CWL+Knb3xrnRne4eNPnIvCqYfmVqD2CsbaCSxvY5zrhsR4fcc3lvYwVhvCtXV+TrmYWZiElXx2fY/jvM13If3HPZwZOdXMgO2h6L5eA3zho/xXEEVxevBCMlXHcxN1PxjBo0Zki10a2LXjUbQ/KNxBBv0J/adhdjjdVwA5qu4Nj93FO9v9Ep6XHiSm8b2oSGW28Y2jndJPUDMWYIKPr8f4JiI67eBOxEhscS6xLBjL5SI4UJASj9Pzp83LDIiwzV7xu5O/dwitdkBUiclxJhk0zBnrVSJcdwJUk8dIU5nXZyLc5N42DQZOiQV2cT/1969xdh1nmUAfr+9Z8Zztudkj+OZjJ2DcR3HCagJUQEJKgRJ6QkJCaoi9YJLLlqpEgoCIbjsBYgbbhCgVALRGxBUBQnSAq3SqgkhcWKndm3HsWPH9hw89pw8x71/LmYbea/3LbHjeO+1Vt5HGtn7yxqv9e/1r2/9KzPftzmN4eRLHIPYR12cwutzzdfsxjofyKK4D9fFhZdkozO+x4Ro9FETsQGx/lkG55hucHOSHvG9U6Jh26RY74mlIgZW+P52gL8VlzPnLETflGsiptrr3BT3J7XcqYimbnXxvfW7aDDin5yZmZmZmZnlgB/OzMzMzMzMcsAPZ2ZmZmZmZjnghzMzMzMzM7McaGlDkO1PuW/+hPA94hPiL+I8xdbBlXRjojB1P45SrBcPUqwmhj6AQ5nj5YLGRVEguyH+rXNYohj2/5Bje7lwGkPio+oTF0kvc30kRrnmFmNcX4uFExz7zG9w7Ph3OXY1260CQHfmVGRr8AFgUXSh6O4QhfNbompSVGEOiPMvdovr4AYAqvlHlyhqFSXHeEA0mOnLzOuftN/1LZ7va/NXKLaUOTxRb4r3RMGp2k41/5jiGnFcEJ9ojylufoLIfPNlUaxdMFGtoDKYOYdDXLxcO/sOxdIKlxLXBrkzz/WnuUJ8ZYKLuusiK/ceac4JIRqCPDbKzYWGu7h7z8bWPor1vMMzp9bN+0gP8b9Xr4rmHxQBpo5ep9j8Kk/EuUs85979TZ7FA69xoXv/FT6WvtR8Hjsv8HxNm3ytRie/J/UlkdeFSp9oYLUlGljM8rGo70UPj7WyxWPtmuS5eLCH58WrSwcotrDB+bRDNHvputHcOKDeKRpznTtPsdghmhWI5h9V0WCndoObiVRH+HqKTjHzOL0WTqCCrkxjhwFxz5kBn+sNrFFsRKy7Hsw09QCAHnCuqIn75K7M94ZoCLIBXussiQYWs+quO3SeY+N8TeCAOP9Vvtern0pM8tIRI6L52foljj336xw7J7rCXRNzMWWGOyNupzWx/umocHCrzuda2SHWrOo7l0STkB1y7cQxte6YEHN2UMSuqbVTjefP6g1e3GbXTuohZ0asndR2qvlHr2gmcpMPF+gTq7FsbFlMsAb/5MzMzMzMzCwH/HBmZmZmZmaWA344MzMzMzMzywE/nJmZmZmZmeVASxuC1FDDApq7WGRfA8AwuCD8YTxKsapoCDGBPRTbjcMUuyQ+hf5RfKLp9WUcp20ewEGKncJpim2KQkr0iULXed4HvvFtClV3cDH9INfvqrpx9IrYwZ/hWLf49Pr5H3GsJmri5zKFrkOij0SnKKS8dIe9JPaI2sr1DX6PVWHqTtGeQH2i/Tz4DdgpLpGKKHZWjUimwc0OVmUhNjeZmag3F3Z/D4u0zaQY60VRSDsmtttaFRWxygU1MhUrtrRVQ+1aphFP9jWA6h4uSl4/MkmxWje/52tjokj+EDe/qV/jyf6nj/1T0+uvvf0cbfOrw29R7Gsnf4ViNy8OUGyQ+y0grvPxbi5zs4r1YS6bHn2c8+vRofco9l43J4onx3i7SvB8/fa1JyiWRPF/10Lz9V95YIS2qfZwYwLV/EVRjSlQ43J41RCjunuMYqmf72vpCr+faWyQ/z3RnOX06jjF3pznhjXzK5yvtsY5nyzva56foy+e42N7hBuOqPdTvXdpTdyIBLpeSyyhjlUsN8WyrwFgEHxt7wefiyp4UTCOUYqNifXOVbFmexg/2/T6PbxB24yI5iLTeJViG7hIMVT4/ocF0cHqzTP8rSPcJEetnQZ5+BgS/Rom+HIS7zpQF2ubLnHbXc7cTkfE2qlLrNSn73D694t1V72mmjhxvh+8w7WTan6m1l1VsY9FEZsRa6cVsd9xcPOgPZk3/hXRnG9crImuijV7vzi2TdWdRVlRXUJUTPNPzszMzMzMzHLAD2dmZmZmZmY54IczMzMzMzOzHPDDmZmZmZmZWQ60tCFIIOhT7neDi5rXxGeV94nPG98nClhHRJOQPvHvfRzcEaM/s90IHqFtRsEVohfwfYo9JIoLf3ziXYrhOBe/I3GTkL3dXMA5wnXtGBTFn7vFI/gTXCOM1cscu8x14zj5Osc6MvsdFhWyV6Y5tpPrPrEginCnZR2laLAibILfuztsh4G9ojB1Rux3FtzEYRB8gkZF84+zosB6ITPP+kQhaV2M4rAo9L4KbjrRk8Qb383XIjZFpwhkGhvU1DYFE0ENG6p7ubkQNvncb/XwRbc0wbEtTk2orfF2Bx/jnHBuvflYnhq9QNt8f5GbJtVe5vk2dokLmodOcdF0rZdvDyt7uanFyjonmOv7eX5N7+KksKuL5+YXR35AsTMbXIX/gwOcxDrOcIF4vav5+Fb3iHvE+asUq47y9Vub42v1XhpTpA2+rmOJz48qQV+eEkXzs5wTjg1NUGy8jxssTPRzo59X1qYotmOp+V6cBrhJTGzx/bryxMcohgt804kqXxOqmYpS6RV5rRR9QwIdmeXaEPppqy2x7ugRa6dxcR8aEfcOtXYawxGK9WbuVw+LxlchmrDV8QrF+nGFYjNXRXOe0+L+P8qLjF0bfPXsepC/dRenIoxxTwsceYhjIW6BC9z/BO+c4lhnZh/D4jY8LXqfDIj7yZIYwzKfftzpCmhLZJ5VMZ+UcbEWnxNrp2HROKRfPBfsFG1XzoEb5S1n5mLPHa6dpsQablbMf/kTreDGIVJk8lhdnLD/bz9mZmZmZmbWWn44MzMzMzMzywE/nJmZmZmZmeWAH87MzMzMzMxyoKUNQTrRib3IFtlzIXqHKNZbE4V/N0UB6zM4RLFD4EL5XnBx8mzmWCZEw5EqTlNspziOG6oJxdyPKPbvL/4LxYa4ph07VW8CUZe5+RjHjvwSx64c41h1nWNPH+XYItfO49iJ5tdnzvE2k7s5dkLU+U4Mc+zSPRR17xCfLH8NPNgxcR73iiLUMfABLovGIeti/lwQxbQvi4r1pUyR7A5w0f2SaE5zU/z/lp5sAw8AZ7FMseoaj78uUkQ1M64trNA2RRMdHdQAInXy2FXZb3WDr/XqOs+5tSkuTH7qIF8Anx59g2JvrDRXsHdUeJ8vXeQGGZs7uaC7xnX5qLzLhfSVVS6GHlycpFjUuDHB5nG+bn5Y30+xP3zyXyn2wuwvUGy4i+fY84f/jWJ/vPoZiq0fb742h0/xNbj5U1y9X3mJk2T1EX6Pa2dFErtD0ctF87VL3BChMsXHtyyazvSN8XU9d5Nzx3yIhi3vcl4beZX30bXQnDtTDxfSx3U+jrjJOTe6OedsXRVzUWwH0TgEu0WXrBI0BKmigoFMA5CqbMzA1/sGuPnLumhCdQAHKfYIuPtFDx6m2DSam8n0ivvQdZyl2ONiu16xdprbmKXY4tvchaNb3Ir6RO+L+lsiJrY79AmOzYmmHr3ixxxPPc6xNV7G4sTJ5tdnxdppQqydTp7n2LhYO169h35d97J2ekCsnUbF2mlFNA4J0Uztopjvr4m5vZJp7LFDrM2WRZO0dXF37xTrnwUx/kjc1CSJuV1NzSeoJpqV3OKfnJmZmZmZmeWAH87MzMzMzMxywA9nZmZmZmZmOeCHMzMzMzMzsxyIlLiA9L7tLGIWwAUAowDEZ54XThnG4THkQ5HHMJVSGmv3QdyL23ITUOxzcYvHkB9lGEeRx1Cm/FTk83BLGcYAlGMcHkN7/cTc1NKHs//bacSrKaWPt3zHH7IyjMNjyIcyjKEsynAuPIb8KMM4yjCGMijDeSjDGIByjMNjyC//WqOZmZmZmVkO+OHMzMzMzMwsB9r1cPaXbdrvh60M4/AY8qEMYyiLMpwLjyE/yjCOMoyhDMpwHsowBqAc4/AYcqotNWdmZmZmZmbWzL/WaGZmZmZmlgMtfziLiGcj4scRcTYinm/1/j+IiPibiJiJiBO3xYYj4sWIONP4c6idx/h+ImIyIv4zIk5GxFsR8eVGvDDjiIjuiHglIt5ojOFPGvHCjOGWiKhGxOsR8a3G68KNoWyKmJsA56e8cH6y+6mI+cm5KR+cm4qnpQ9nEVEF8BcAngNwGMAXIuJwK4/hA3oBwLOZ2PMAvpNSehTAdxqv82wLwFdTSh8D8AyA322890UaxzqAT6aUngDwJIBnI+IZFGsMt3wZwMnbXhdxDKVR4NwEOD/lhfOT3RcFzk8vwLkpD5ybCqbVPzl7GsDZlNK5lNIGgG8A+FyLj+GupZS+B2A+E/4cgK83/v51AJ9v6UHdpZTSlZTSa42/L2F7cu9DgcaRti03XnY2vhIKNAYAiIgJAL8G4K9uCxdqDCVUyNwEOD/lhfOT3UeFzE/OTfng3FQ8rX442wfg4m2vLzViRbQnpXQF2L54Aexu8/HcsYjYD+CnAbyMgo2j8SPtYwBmALyYUircGAD8OYDfA1C/LVa0MZRNmXITUOD55PzUds5P+VOm/FTYueTc1HYfmdzU6oezEDG3i2yhiOgH8A8AvpJSWmz38dytlFItpfQkgAkAT0fEkXYf092IiE8DmEkp/U+7j8WaODflgPNTezk/5ZbzU5s5N7XXRy03tfrh7BKAydteTwC43OJj+LBMR8ReAGj8OdPm43lfEdGJ7eTydymlf2yECzcOAEgp3QDwX9j+ffYijeHnAHw2Is5j+1dTPhkRf4tijaGMypSbgALOJ+enXHB+yqcy5afCzSXnplz4SOWmVj+c/TeARyPiQER0AfgtAN9s8TF8WL4J4EuNv38JwD+38VjeV0QEgL8GcDKl9Ge3/afCjCMixiJiV+PvPQB+GcApFGgMKaXfTylNpJT2Y3v+/0dK6bdRoDGUVJlyE1Cw+eT8lA/OT7lVpvxUqLnk3JQPH7nclFJq6ReATwE4DeBtAH/Q6v1/wGP+ewBXAGxi+/9g/Q6AEWx3hjnT+HO43cf5PmP4eWz/GsSbAI41vj5VpHEAOArg9cYYTgD4o0a8MGPIjOcXAXyryGMo01cRc1PjuJ2fcvDl/OSv+3w+CpefnJvy8eXcVLyvaAzOzMzMzMzM2qjlH0JtZmZmZmZmzA9nZmZmZmZmOeCHMzMzMzMzsxzww5mZmZmZmVkO+OHMzMzMzMwsB/xwZmZmZmZmlgN+ODMzMzMzM8sBP5yZmZmZmZnlwP8Cxo96D4p8JLEAAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 1080x720 with 6 Axes>" ] @@ -233,11 +289,17 @@ } ], "source": [ - "# Compute anisotropy\n", - "anisotropy = (1-val[0]/val[1]).reshape(image.shape)\n", + "## WEIGH THE ORIENTATIONS BY THE ANISOTROPY\n", "\n", + "### USER INPUT\n", + "anisotropy = 1-val[0]/val[1] # compute anisotropy\n", + "### END OF USER INPUT\n", + "anisotropy = anisotropy.reshape(image.shape)\n", + "\n", + "\n", + "# Plot image, anisotropy and weighed orientations\n", "fig,ax = plt.subplots(2, 3, figsize=(15,10), sharex=True, sharey=True)\n", - "# Plot Image, anisotropy and weighed orientations\n", + "\n", "ax[0][0].imshow(plt.cm.gray(image))\n", "ax[0][0].set_title('Image')\n", "\n", @@ -265,22 +327,22 @@ "metadata": {}, "source": [ "## Part 3. Understand the parameters sigma and rho\n", - "The aim of this part of the exercise is to get you familiarised with the parameters sigma and rho. In the structure tensor there is a first step to remove noise and a second step to compute the orientations, where the dominant direction is found as the direction in which the intensities change the least. \n", + "The aim of this part of the exercise is to get you familiarised with the parameters sigma and rho. \n", "\n", - "In the first step, noise removal, the image is smoothed with a kernel of size sigma. In the second step, the intensities are integrated around the pixel in a region of size defined by rho.\n", + "In the structure tensor, there is a first step to remove noise and a second step to compute the orientations, where the dominant direction is found as the direction in which the intensities change the least. In the first step, noise removal, the image is smoothed with a kernel of size sigma. In the second step, the intensities are integrated around the pixel in a region of size defined by rho.\n", "\n", "Now that you know that sigma is related to the scale of the image noise and rho to the scale of the structures of interest, play with the widgets to change the values of the parameters and see the effects on the results. Move the widgets and wait for the image to update." ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "28eebac72f394f5abcf61fb4b6c8bd8f", + "model_id": "96b8254cac584834b5be6a8328d8dc64", "version_major": 2, "version_minor": 0 }, @@ -301,7 +363,7 @@ "metadata": {}, "source": [ "Set rho low (< 1) and play with the noise level (sigma in 0-1). See how the noise is reduced.\n", - "Increase rho and watch the orientations become more smooth as the size of the integration window covers the width of the structures. As rho is increased (try rho > 6) the smaller structures start to disapear in the anisotropy image and the orientations colours start to blend across structures." + "Increase rho and watch the orientations become more smooth as the size of the integration window covers the width of the structures. As rho is increased (try rho > 6), the smaller structures start to disapear in the anisotropy image and the orientations colours start to blend across structures." ] }, { @@ -312,7 +374,7 @@ "\n", "The structure tensor is very useful for finding out whether your material has a preferencial orientation. This has numerous applications, from manufacturing of composite materials to understanding blood flow in your body.\n", "\n", - "We are going to see two examples, one about cardboard fibres and the other about retina vasculator. You will see how the orientation information can be accumulated into a histogram of angles and used to determine the preferencial orientations of your sample, if any!" + "We are going to see two examples, one about cardboard fibres and the other about retina vasculature. You will see how the orientation information can be accumulated into a histogram of angles and used to determine the preferencial orientations of your sample, if any!" ] }, { @@ -326,24 +388,9 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "ac3c3eb39f9a4c08ade6f6fd54185e7e", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "interactive(children=(IntSlider(value=11, description='rho', max=20, min=2, step=3), Output()), _dom_classes=(…" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "filename = './structure_tensor_master/example_data_2D/10X.png';\n", "sigma = 0.5\n", @@ -367,24 +414,9 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "af262d5975294d7f973f1cfd4de87d35", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "interactive(children=(IntSlider(value=5, description='rho', max=10), Output()), _dom_classes=('widget-interact…" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "filename = './structure_tensor_master/example_data_2D/OCT_im_org.png';\n", "sigma = 0.5\n", @@ -432,7 +464,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.4" + "version": "3.7.9" } }, "nbformat": 4, diff --git a/Structure Tensor/utilsST.py b/Structure Tensor/utilsST.py index a4b3629d3be661465b31378f59bc66dc54a29702..9e227364ba58a094338e9a3697ede7279d9c2c08 100644 --- a/Structure Tensor/utilsST.py +++ b/Structure Tensor/utilsST.py @@ -11,7 +11,7 @@ import numpy as np import matplotlib.pyplot as plt import sys, os sys.path.insert(0, os.path.realpath(os.path.pardir)) # indicates location of st2d (in parent directory) -from structure_tensor_master import st2d +from structure_tensor import st2d import skimage def st_and_plot(sigma,rho,image):