From 7623d29b3f500c537fe7ea8dc8057db72d9ec2ba Mon Sep 17 00:00:00 2001
From: Felipe Delestro <fima@dtu.dk>
Date: Thu, 7 Sep 2023 16:24:37 +0200
Subject: [PATCH] Added 3D local thickness notebook

---
 analysis/3D_local_thickness.ipynb | 405 ++++++++++++++++++++++++++++++
 detection/2D_blob_detection.ipynb |   2 +-
 2 files changed, 406 insertions(+), 1 deletion(-)
 create mode 100644 analysis/3D_local_thickness.ipynb

diff --git a/analysis/3D_local_thickness.ipynb b/analysis/3D_local_thickness.ipynb
new file mode 100644
index 0000000..85a8f79
--- /dev/null
+++ b/analysis/3D_local_thickness.ipynb
@@ -0,0 +1,405 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "a8d6a87f",
+   "metadata": {},
+   "source": [
+    "# 3D Local thickness\n",
+    "\n",
+    "author: Felipe Delestro (fima@dtu.dk)\n",
+    "\n",
+    "Based on the local thickness algorithmn by Vedrana Andersen Dahl (vand@dtu.dk)\n",
+    "\n",
+    "https://github.com/vedranaa/local-thickness"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "ec154a7f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import qim3d\n",
+    "import localthickness as lt\n",
+    "import matplotlib.pyplot as plt\n",
+    "import time"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "94670881",
+   "metadata": {},
+   "source": [
+    "## Helper functions"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "c53ecf54",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def show_slices(vol, nslices=5):\n",
+    "    fig, axs = plt.subplots(ncols=nslices, nrows=1, figsize=(nslices*3, 8))\n",
+    "    \n",
+    "    slice_idxs = (np.linspace(0, len(vol), num=nslices, endpoint=False)).astype(int)\n",
+    "\n",
+    "    for idx, slice_idx in enumerate(slice_idxs):\n",
+    "        axs[idx].imshow(vol[slice_idx], interpolation=\"nearest\")\n",
+    "        axs[idx].axis('off')\n",
+    "        axs[idx].set_title(f\"slice {slice_idx}\", fontsize=8)\n",
+    "            \n",
+    "    plt.show()\n",
+    "    \n",
+    "def plot_histogram(vol_lt):\n",
+    "    # Ignore zero thickness\n",
+    "    non_zero_values = vol_lt[vol_lt > 0]\n",
+    "\n",
+    "    # Calculate histogram\n",
+    "    vol_hist, bin_edges = np.histogram(non_zero_values, bins=16)\n",
+    "\n",
+    "    # Plot histogram\n",
+    "    fig, ax = plt.subplots(figsize=(6, 4))\n",
+    "    ax.bar(bin_edges[:-1], vol_hist, width=np.diff(bin_edges), ec=\"white\", align=\"edge\")\n",
+    "\n",
+    "    # Adjustments\n",
+    "    ax.spines[\"right\"].set_visible(False)\n",
+    "    ax.spines[\"top\"].set_visible(False)\n",
+    "    ax.set_yscale(\"log\")\n",
+    "    \n",
+    "    plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "dfad9383",
+   "metadata": {},
+   "source": [
+    "## Load data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "016f0d81",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1500x800 with 5 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Load the data using the qim3d data loader\n",
+    "vol = qim3d.io.load(\"../resources/img3d/cement_128x128x128.tif\")\n",
+    "show_slices(vol)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7575401d",
+   "metadata": {},
+   "source": [
+    "## Threshold the volume\n",
+    "The Local thickness algorithm expects a binary input"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "3038ad89",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1500x800 with 5 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "vol = vol < 64  # Values lower than the threshold will be set to True (foreground)\n",
+    "show_slices(vol)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "598ddd8b",
+   "metadata": {},
+   "source": [
+    "## Local thickness"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "80ae86a7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1500x800 with 5 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "vol_lt = lt.local_thickness(vol, scale=1.0)\n",
+    "show_slices(vol_lt)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7e5b4023",
+   "metadata": {},
+   "source": [
+    "### Check histogram"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "7608344e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 600x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot_histogram(vol_lt)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a7402c2d",
+   "metadata": {},
+   "source": [
+    "## Check effect of the scale parameter"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "id": "26b39c8a",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "\n",
+      "\n",
+      "Scale: 1.000\n",
+      "Process done in 1.245 seconds\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1500x800 with 5 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 600x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "\n",
+      "\n",
+      "Scale: 0.800\n",
+      "Process done in 0.900 seconds\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1500x800 with 5 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 600x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "\n",
+      "\n",
+      "Scale: 0.600\n",
+      "Process done in 0.536 seconds\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1500x800 with 5 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 600x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "\n",
+      "\n",
+      "Scale: 0.400\n",
+      "Process done in 0.400 seconds\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1500x800 with 5 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 600x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "\n",
+      "\n",
+      "Scale: 0.200\n",
+      "Process done in 0.353 seconds\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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yGkEns5O4F4te2JPOPggZh8O/MOW880GELphasZFUKNiLZRgZmfBz15+EUJl18y5KRzZaDgdea9O7JBLBJpFItTOPQgEHXmfeO/17DEDVi5nfau9BUCugzlgD+ft7sm4Gcgvmm4XEtTLc+USGLcqe3KLj4ye+emTijqhK1Jlr7EK8rhGOAVI9tUire+6dJnjlrqs6AJ5+n1knVDZWGK3Igdd1+2CHrxabiFHIKLYWmGiluWDFifHNaoqpOs4LMjkx2Mgc8Y147OLSsUZDjG2FOezN9o8PJKK9e6tomfEmGrld8/Dim3pqli7WlJQ6tlQcYBIqnWBTEVL6c8oHoJLXZVnJAVMBd9zfcKcWU+0IIYQQQgghhBBCSCpQ8VQlC/45/VmcaM+LCI46MvX9NBK5RccDA4MAAN3fD4Ame1ly6BeLkZdmKiAni6cElM1Z04n1bt2Oq1Zh0WvvLWsfT/9Vr5cEyyGNuV+Y2MyMDuyjEEVyZz8j6xRPEXzeXSOn3fVfsBGTrq+dhJ6QStCnrY6NVIN47swpYOTvMlS9uBSFGih6WoEitRMQz6wmFGHByUsBANFD28rebnT22sQ2AWGVVI2ifCPZ8Oxf9MZ9wyjVvJ55j1E/Hf1pKp8mREIQ4b/zhHRACQEZmjf1XbQJk6+rXPXk+gZdp77UpTrVa3+1xKWvvfC2nuJjflgl31J2A8OJtmydeINKVRAeppBrW5Lpc7Z6nYTw4l2h4JW8Ikos1/B700LE4yevckos6/b5kah4IoQQQgghhBBCCCGp0NaKpyf+wczERJ129q5DY8lfN5bqIXr2uaybUBHPXWnz/XPxbEaur0IVi4386siEnWVXF9TAQE3bScbmkPV1CoRGYBVNQSIJWgnhFVDJOL2tCotcPsKj31sNAFjyus0l9/H4P5qcdDkYCxeghTdHdLub88Xyj519r4/z3LUsVjmNMHsU8SSDTju/uwoG/ngjAJRUOx28rBvKftciMZsz7fuN1X+R5sf4b4hh64RXvWRKwjNBS6voWboY0bbHMmxUhggx+szpMH+Jcghfss5+BvHsObQvDiCkhjrDKt+ofGo7oo4SqoDkczHsOakaoWOlU7GS256LUfwGWW3fnFBi1EOFpHLxPnTziZ5GkDwXslIZiRKKp6Q3VTsiNIq8CQ0a0h50Quliv6c0fruEukknlE/aL7bACVAmbRt4euYvexHYWIZQ1sBbAY9+3Ny4BkPAwg+PPFndTXEwAG/W1n/BRuQPmRJ3uf+5O+2mNyzPXdnrKweojmTFAOGN+MqprqDdRVPZwEYY1rytpDSual3e9sKBVMjZZSk0pO2RtRZeL+nS6yCVX87nIvMeAI99bzUWDws+bfvcJsh+bfcBCHcBiAAXGXIXgueu7MWRny9Ppq9y8BdbLeHbWByESgzUvLy28Tr9rp+MDDjtv9yYcaqc8OeaUO57IyQl3LmTGBxlmmJn0aVS7YRAcOIJAIDoke0ZtSwbwsd2jky3A8x3I13aXflCd1cBSAvbX7onbmCuTPCJtCcqX2zQC6A4rQVoCtPopkBjRDqjCmI7AQnhx87VTqS5lC9X0c7sK70fULXAHeicL92KF/58ZLW7ehdRSab++UqH7JoBALO+ditefHOx+boJ5Gq/7CdWVLxcy6C5uu9hiDUr7E4Sk0DuunzH/bXbWYPDVDtCCCGEEEIIIYQQkgotEG+ujL1vMFHPXL+OlU4+uhnrgoNBgSc/aNLGjv23WG2R67ePAxr9F5pUmKBfQQ41YK5OnXBlPHUAr8KIOozqCTBlXqNCebMm4Y7HEcydazdiZBxUPNWPQDgVUmwonlyW9vxQUsTSVZvyhSgAAvubaeHVUWGuhBxnSohIOBfwwCt2kjOlyRnUctEBfLt0UKxy8qbjboZQCGil4881ASpv+6wOQHW4aU9ARpzaIukgb9qcdRNGJzlz6NNE2txovNTfnvh+1AMPl70ppw4tSoOJdCxiYSpVW6NzANzl3Z2Kwy/3bXwqlsOB1xkVc1JxIey4ZOoPYoPwolQ7XzTA/gYAlIjHTO68rRZ170MQ64w6Q9+ZjhLj+bePVKA0K5XYQaTNnC81TlsaCnd+JforUer1xHF4xDdr+13qex6s6faalbYLPLmqD7ogvMyuOJfZ5kgXgGBw9M/LUEMW7HJBt6W/wb4rekauTPrnWAm+qahT/naj55+feONIVchhV3+ZuKsoWhYaw8eXUmifapcLIgi7LaniaNLTPzYS7qAvQlgwESCd00WV6Nyx4qvP6fIr48z+8q0+rdN8OPE4TKauE+uaJQfeB9ICeI8nibYqiEFITAnJer0q3OWOX2AWbOqaDiSi7TtS3+94hI/tBADkFi/0y9VSFHBKVuJJBLobIeVSdHZm3YS2REuMSEsRietqPXx7gmVLEG19NP0dpcC+1/f4IJOfaBvtO9O65BearCro7mWmXT3x8Yy+u743ya3g8UQaF2eNs/9Pu0u/ITGGnvFdeqWmCVPtCCGEEEIIIYQQQkgqtJXi6dDFm4okqE7cIZ10oxC/VxYAWSLDa8Z3TCT04KXdflu5G9vTUHzmt00E2Zm2yVBDD7lZ59i0PRiEV4eRxkb5qijmMdTSV68KdRynDpWEslNz7jOhkojsstbCm4trLfDc9SeZD+rEQ7KKhF2WUUIKW6VBYkmj7eRsYRC/r+lMuV2fFcZ/TrnG66Q0sqsr6yaQKnFKh+DkpUXqp+jBR+rflgZQOyWZqNoJiFN+iqrlKV7LiUGEI6/PWqB4SjslJUuwdLHdYfMejzO/dasvGFKUalfiT5r6g9tx8NJu+x6nkhJ+DCOjeEzeDMz9wq3Y85YS6nTStjxjMyKOvvCh1Pbh7uFJdpQdeDr8mk0AgCnX3j7OOxuX4SlfvhqHS5/TcScuosSgqwTTrubB6/AXvkKxXNavHzRVAknj44sVuSpzWiByAScVp+JFWiJUZn1kHzXgg02RkkX3J2q4jlqL+GBRwleVE2HpgO+Rny0/uOIktS++qacoeOUrviQGeOVUWWwk3N9GaocaGICcMiXrZpAJED20DcHyZXXdZ/j4rrrurxyCExbVNADW8cu7/HLh3PUATF/aaNV79WAJXwSSOqKUtako9kw89mPpTIxE2x5LZbv1ZkQFMq1Hvc8aft+x/0+7ccQ3m/deZPZXS4xnvlT/dpTLi2+ygTJhKqWR6hn6/0z11cNDHegfMubAgwMmJLHtW2ux9PV/yKxtJF2YakcIIYQQQgghhBBCUqFsxVNhsolR7X1jT9MY8Y5AxOa8AHyqj3QzDZEuVuw0r4K3rjjn/71v7IGTmAgF6NCl2unmPWbaDK90ss+lFgm1kvSqIZVIpYsSKienflIaRal2w6Wzj353TbG0PKk0rKBCmzMS9+rFKD4eqQ4i5aIOH866CWSCRFu2jvqaPOWkoueVVHabKPKUk4DApiXfm04KgU87glE9OWqpfsr/6q7x30Taivn/eouv/lyqaMf8f2ndNPAX3tZTMoPCSL/NYklFzzCmf696xRLThupLUuHnKqTXuvJZOyBuPBb7DxmLg4GhPIaGTCgiGrRSySGJbZ8xWVZL3928WVakNFQ8EUIIIYQQQgghhJBUKF/xZC0wtBB47p1mhuPIzzXXbMa079/mjbCBhEpiWDlYs7J5SqxPBLH+lKLS0yNKmt5xf9nbOuIbt2Lf660CJQK0lZLlBikdaxa8SknEyiZYFROk8obikYo9npwiSmnhfZ2S5uIj/J0ALLn8Hmz9/EYA5vzzfmAJjyf3sTlfKn0evvC2nlgplTAqP/A6Y8A5kZnEVqL/go2YdP0dWTeDkLoxXOE02utpKp+c55QG/DVWrFth1tWoVHlw4glmQev40V3Pm9h0mTQP7trrfZ1E8yqdDl28CSpvzp/Rxg8vvC32+XFjlOFeV+6ewnkCUX3dGpT0NCMVs3+wC4f7OwEA4VAA5ZROBXNPIQcl5NDI+wbSGpQdeIq63A1pam2pC84Qbu8bexI3qzY9LIo7lrYxD9e6aIDqf147eNXdK4Hb7it7czO/xQtsMzPj/O0AgP0/Nzc0SmgEJXJOkxXsIm8yLqBULKJ0AafRKlQsuzIOhji5vgw1Zn957GPohT+Pg5vJgJN51H75wGu7Mf2q+Dzed4X5XDNVfqmUvldtiosiuFTGCBg6b4NZDhXyv24sY2BCsiJYvmzMFL0JUSrwI1IeQCWrzxFSB+Z9vDmDTKXQUng7jhff3FPaQDqZUphcV+p0t+v2vqGHKVktgKzABoKMzsBQHoVBE37QQxIYsgEn/ygg61yQyqWr16Joge5dZR6lgLxp84S312ow1Y4QQgghhBBCCCGEpELZiifhSpxLFBnqNSvtkEZXDvruB+O0hFJhSB2UmsghLY5TPj3z45MRSCMhCqSGsFN4elhaXbwuVkEd+6ry00mO/bfyZ00DWznbKJ5iM3v36GalkjOSBy/tRlAw6w+81qbiXdV6qkZZ0AnT9vi7EaH5gmSkoc5cY5Z/d08mbSQkTYIVJ1Z0zXLpatEj22vajuihbQAAuXo5tDUX13c9UNN9FKXYDVvnlY+EkLIYK9Ph+bf3jPqaFojHzxqxKsqlHzJFqyUInG2IMGoWUh1HXvAwBq89BQAwlMshCsyJogI7dg8kFn+gfqbiwdLFEJE5SXOLjgeUWQ4f31XdBnnpHZPyA0/OS0UDR362daS1BBBDBbuQ6Ehdp6pKn0OFc9dD2cF05w13pttAkhlHX/gQdv/Q+JJIqSETaXeljgsXhKok6FQpuYE4lUwMC7JAJ4JQic+4oFOrMni+S6XTCc86l0Ksi9OK21gunjv6KL8cPvNshi2pPblj5yF88qmsm0GGoTZvSW3b0dZHAcSV7GpZxY6QWrPrw8UV8ERkKuM1BePEGZITXcOvsPQGag1yA+aHVDmBSdez2tpEWPAaMwnz1HXLMShNKGLRm8q3daklIlLx5I1SQDSxE1bceq95nGjDaoxLARyOuOXeuraDqXaEEEIIIYQQQgghJBXKVjwd+fmMZiW6V/o0EfeIUKVajabdEIUw8cSmBFjF03C5vu4xEdNgMIIIrKn0WWvNut/+IeWWNiYDf7wx6yakyvxXx+qlXVYeC8Cn3ZV632g8+h8mzW3JX1ef5hYkqiQKHSud/DrbTXT9JDYvl0M6fm9G7L+8GypnK/3lMDLsr4HZX6kuBViGbrZGj6jSKVTib48Sr7chTuWUO+bojFtSe6h2smg9YqZRp23qnTFUOpFmYET1tyZSArk+pNQ4oqh/ERhhQN5MfycZHTlofsjOn7FAS62Yd1F6iuDxcEphRMqn1yGpfmoR1OmrzcIo4yB9hrXf+H197DfKDjxlxm33ARtOBQDvk8BOvLaEOx4v631y5UnQQyZIpZBDIF0qT3P9IC54pgMBBPGJWI3nTd+rNvlgQjvg5LHVMpGAk2PydbHEefDlG4peGy3ts+und5RcnzYHL+2GyptllRN+OcqLWIc7PF2wCvK/usts96y18cDYnZa6OP2u3rLahiQIkJt/LAAg3P1kxo0haSO0HjX4VGtvJ0JIaYZPejTTJIibfH/uyt6RLyaDTTKRdmcnl476VJOkE5IxYUXg1sJN2OQWHoeEaS0QRRm2qrbonlX+PndEgDwjmGpHCCGEEEIIIYQQQlKh8RVPAPSd9wMAxHqb5tPisvlGRd33sK+AJxXiKGqtK/WkhJMb6pyJt2opoBNqpejc9QBi9Ug5hF2irRRPjUajG9urvFU32WXVES97Gb6dXJGh8JVz5n6hupS74Ld/iA0Ek+mHLSAdLpy7vqJzc0x4DWlZoi1bEaw4MetmjM3GU2O1h1LQd6dXjIGQRuHYjxnlz1MfsKqhJrwslVQ+CaN0AqziyS0HaFj6LzQWEZN+nI0anJBGIdz5BHLHzjPLrWZZIAWUtcUppXJKFkWoV3dFxRMhhBBCCCGEEEIISYUJK56eea+J+kcdQDBo1uUPmWmMao1yR8XO2qt7H6rtduuMWGfK0zfjLGezmrrr01bHfk6lcvGF8MdXJcoKWdBNOWtHALl6OUTByo0KoS9NXgsOXmZM1FUgimZCx6RGIhzn4SSsNx60bhpVoiM8Zx0A48OmEj5sQ+cZT6+OX0xM6Rbu2j2hz2dNMHuWWZABYAtBRM8+l2GLGovowUcAAMHJS80KIUqq/qItW+vZLGDjqSVXy9XLAQBqc3ZGq6Q92H+5uTbN+O7E/RarZd6/N7/n0ZGfv8UrlDWKPRudmvGYjzfW39n3qk0AABFpM3aFuaZO9HpKSLPTckonS9QZQHUkbj5KjIPq7bU3ocBTUmpaSl66//Luml7cmjFQU4pW+TuaCS1iYzVvsCZFyZQbXUEAYOoPbveSZdJciMMDsTF+jc0Ele0DtUTpgFJicFpUha6GGWAuRbnZiM5e6wtJqEDERSW09tfMWgWgmpFg7lwfbBKidB9GDNFD27JuQkXIU05q2smdiZKbf6wfFLfqTUAj0EyG3o1OtSnxWRHYqmwiiquEs1gTaSWis02VdZWXvjp7MBgh+E17Vl3P3Xh3XHldo0TVa0DXWT3BVDtCCCGEEEIIIYQQkgpVKZ72vtHIS410PZ5tdUonlxrRyMZ6pM0YpYykLlrtcvAqi/7SnLE5ibY95peDuXNrum0305JUghapmfQoy8SY/ifKUWt7ldJaeCP2dv7SREc+8SQ7tZMz8HZpbWR83GyjUeDadULAHc/tqHbKHb/ALESx9CJ3zNHQyjxnCmltmf697FLsxsNZd6ggka72icZKV2tmpFU8yUhD2PLx8nf3ZNkkQmpGdPZaqLwZcKuc8ONwoSTEGWsAAPL37Xe8d/3E3KP2XbTJKxyTY+nOn5e2llEpfWdVBZ5cg4skmomqDk5HpXKx18m07zfuxY60AYmUJz3sEbCvte+9bNsTPf98Tbc389tGgr/nrT0lA05Cwa8fLn1td7SIA3cqF3s8me9JJ5bbk0ZIQwqWLwNsYCA4eWnTpbRlhU9/3XiqT5eEauODuQzcpECyjw6mT4d2E0RRBNXXl0XT2patnzepG3JA4oT31WZs/+y7h1WJs4vPvcusDwZ07X1j2wyfaqc0xM2bs20MITVGBXGVcZVPBJ4iAcnq45h83e0Vvd9VfY/OMumLItI1CUIx1Y4QQgghhBBCCCGEpEJ1iieV0ItbtISfonDGuipHpVOtEGtWxGHCRAU2GpWXh/zdPQhfsq54pRAl0+7aWU1BaktR5cQEQiOe0uXxVkT+13dj8BXGPFzL2FwcSvsvc9wKgSRdIlWUkhwsXWxWJ9JXyRjcERv/J7uCdiM4YREQli7sIFwxkBLfTnTgAOS0aam2jZRm65c3ADnzmykAj37cWG8seX91aqQX3matO5JdikBR9eHkI6medkwzIq1P4aXm3k7lJVQ+Vsu7PkMmqiPTAah8XNqiQ0S6JmqlqgJPQcE8RgVA2mVZiFPwpEvFq22hqLZEnnKSWYgiQHlTiDjwlFG7mpHcjXcDiDspE0CNfZ1cwCn/q9L5roRUypwv3uoH1iadU8fLjkR1uzlfZCoBAHT+zFSr679gY5yTruJJD5ezTrIhemQ7gmVLzBOtGXAiVRFt34HcouPNk0AW+Tz594ySBq0OHkyzaWQMnLVcLcafMrTbkhrCp8YkJmw4yCWEjIVLW09WkRbwHZUONPK/vjuLlpEScA6BEEIIIYQQQgghhKRCVYqnqdeY9LkDr+1OzNwLiMhWSRiyGx/kVMVEEQU7HSRFPM2UUDyRymHkm0wYey4Gc+YAc2YCwKgGy3O+FKuY9rwloX5y2FN59lepdhrOpOupbGpUoq2PZt0E0gLowMx/Cq3jMY6URuVNGg4xJKEj8zvJQemzHqrFK54EEMubYhsEGdqCEjwcCCElcFkqg+dvKLawsPfJHEdWR1rZP1Q8EUIIIYQQQgghhJBUqErx5D88EKtuhIKPNAZDZmH6VTQWnyjRI9sBWBNOKp4qZvDlxqS484Y7M24JaUm0in1JNp5qHhPGwcOhqildnCeeGCp4tWi44/Esm1Qz/N+mYhfe0VR2hNSDwrnrJzwrGm3fUaPWkHqw9J2VleQeD1lIOoo7tH86978nfs10SmMdmH+12i4hrYJYfwoAQB7ohzh4GAAQPv1Mlk2qmM6f8z6vGZhQ4GnydbW9AJHRibbvQG7hceaJEC1zM5UmQy9b7ytiDZ6/AXLIBAiYakdqhtYQtiqTsAEohoSzQ9j0nJZMA3PVnSBNWhKA4OSlDD41IXLVydA5m2IWKqh7H8q4ReUz9LL1sWmriCd3fDVYrdHxSxboIOXhJqgPvLYbM79V+8nqF9/c44NNKif88jPv7cXRn7ql5vsjpBlReXNiyICJUCRdeIQRQgghhBBCCCGEkFSYkOKpHKKz1wIAgt/8Ie1dtTzhzieybkJTEL5kHQBABwIqb00wC/AlN9WZa8y6392TSftIC+BSXZUGlFU63f1gVZs6/OpNAEy6MlWkE6Ol1T/SzhMJDW2NdoUQo7+fNBzB8mUAAK21L8YCrRGsOBEAED34SFZNG5fB842yCcMOOe2OQdcnasEUd1IxaVlzJNPrdACovF1O/e6HtAsuTU3f9UDGLakelx3ixxmEpETqXS8DTqTuiPhRy2HrACBiMlQt6L9gIwAjXwdsoM8O8EYbRBbOXQ8AkEMKwW+bv2+I9u4F9u6t+HPuuwOAKT9ksImMj7vBFwAg45t8Mjpy2jQAgDp4MOOWDEOh6fTm/sZktNfdRTbxtsFXbEDnzxh8cgz8sen3RaR9tba0KgcRw+wv34rnruwFYMaDbkzoxiqEVINcaTwXIQS0vacQ61b416udiMwKedNmAACLRzYXz7ynFx0HzPGXvN+d/ZXG9bBrsqEPIYQQQgghhBBCCGkWKDYF8Ny7zGzIkZ+l0WArkPsfYx6uz12PwCoDZEFDFkxKlIvsk4mhZfEMd1J8ceiSbky9ZqTqyc3uFl66Du084RgMxqo7pwKr18x3cOIJdkEi2rK1LvskE0fYlE5obRQzaOzUrCTBzBkAAB2puqiPgiOOsAt2bq1BBE/OUBxSegWRgIQWja3CHXjlxqKqCaJEVV2dTPu0i2oclVS74VK+oGN1cOGl6yCtYoIZAulw5Ofjsf0zf9mbYUuyY+UfBJ4eMP3w8737sm1MkxMsX+YzJ3QQX5s1tRwtxTPvMX1FNAkIJ5vfO5wERFOMLmzZlXdk1jZHNAmIhkauf/4dppJnI1bvbOvAk5PfugHA03/V6/O/ZQE45hMMRNWDg5d1I3/YdNy5wxFyh+xZNEZZ+nLI/+ou6POM14QsKA7qaoyTdSYDTsn7p8OvMd5FU64dmUrW7pUFO36RTfpJsHxZ0c2vk4Zrd4M+wXOOpEczVT5LEsyZDdiKj4CCnDLFLB0+nNo+RWeH3XmDhbetf4YORLwsdMOnfws1fvsEnNxfxNcGycBTEv99BNpfK1Ve+tTZBjta647zOzQpcea7mnZ1bb2fjv7Pxh7Xb/vWWujQnkChwLK3VTdW2LDZ3BwrO0DrUx3+tfxvj8G+gUkAgCnnPTaB1rYpkfKTGiKKA8pCa+9119g9emMzeP4GdP48uxTtF99sgjbBkPkVVUd8HdN5DXSa8cwTPzgVx11c+Zj5kzvjYND7FvZMpKkIJwHBoJvpMQ9CG8/YRoXhWUIIIYQQQgghhBCSCm2reHruXb1e6eQrXgj4MLWWwNPvM4qoYz7Z2DMkzY6ItJ9RLSXhnwhZKUtanUMXbwJsakUpf2Mt4KsIklHoXgkAcXUrpfyMhb4nHWNK3ZHzKT46kF795GaX9Vlr0Qqm72QkuUXHI9zxeKZtEELUZSY4fObZOuylctTmLfETe/7jtsZQGXr1YwlT3M6f3+kr1QHFylbf/ye6e9+fcGqziPj7EK6rh4gAxUsl+i/cGB9XGn4sfuiSbgAombrfiix9/cSvvy974IBXOPVF5jFUAaSVQeSEwqR8AQBw4IYlmP7yRye8z7ZCJeQkgUycwNnLTNx9K9C8965Zqp0AQIbm0fXXIoqvczqnEUwyb5gxpR/Tfj8HAHDwjBfG3e6Xn7ipeD8AvmHXvfG406tq6/H/EP/GT33A/PYibOzfnsMCQgghhBBCCCGEEJIKbat4ijow0hQ5GYYTnK2rF0IhTojWoM9MEzBeaW2Ald7H5bb7ANTXC0Bt3gLds8rsNxCx4sn+nionEFplQ+cNVAu2ElmrnTySF1YA/vxvBOTKk4rNwUswms+TU6m4z2uJeGzFn7qI2PNKw39JQkPzYlmMjo83fjVj4/xi3rewB+/dbnwAnwun4dnQGIkfjLoAAIXEyZiTEToDK+voAPb/3BQcmXH+9no1u6mJtj2GYOli/zw+q7Pv8BpZ6ZIl0VlrAQDjKfoPXbwJMnTXOvPLOgUUYBRPnZ1GLXjklENYNGUPAKCcq/lke40M7HbzQkLW8JiZ9+/N8du3beAp4bNX8s5PC9DpsU5M+eHtGDpvw/hvJA3DtO/fhgOvMxJ4d/6IhDwewryHNB4u2KTyEjpnA04+/U6g66flVeoYeOVGf3OQtTS6nZGnnAQAUA88nHFLShO9sAfB7FnmiRYNbXrZbgQrTgQAaCl96vRodPzSViQ9dz2QDEK5tLrEe12wYOoPRhaWaGeSqXaukqGQomQBjrbEjSVQNJQgY7Ciw5iEX7f7DuwIjaF4BIH9kS3iYE/GUMU3NB0ygrTHX04oSFphV0y0jabszYSztIjONgEoFYiSRY5khEQk0fbRkYjX5RSmdJkCWMdM2o8lXc8BAO7D3HHbMFmY6mV5EfjHl81bXcVf09xkH54lhBBCCCGEEEIIIS1J2yqe5BBGysFFPFMndPPI1loBmoA3H9O/ZxRNzvwzydQal0AmtUP+/h6zcPpqaNf5WXPM/A0jZ4BGo1xlFKktucULfcpOtH0HxJCRfQcnnoDokcZMlYj2vJh1E0gJogcfAWCUT0XG52OQ/9Vd8efPXgvtSjjbY1Ioo2Imo9MuRtmVMOnHd6DvVZv88yKjcTIqTjHxw923+XS6AdWBAW1u7w5HnfYxTvNQWngllBQKwn7Z/KpJK+ELZgQSInJSa+n/L7x0HQAUKZ+iDoGw02YC2FOmMBUIJ5uzI5gcYlrnIABgZr4f04KBsttz0fyNAICfP2nS/dpR7QS0ceDpmE/egmfeY93/XVU7GS/XowcOZs5AtG9/+jsiJEU4iG5O5E2boXuN31Nwy70Zt4aUS/jYTuSOXwAAyC08DrCBp/FSpYhBnbHGe5oJrSF/d0/GLcoeF4CqlOA31VXg2n+5maxIpmcLBe+t0aqBq0ZKP3/6fb1FfjCP/2MPAEDlgUUfujWTNk3+UWv+7vWgoBWGYFJ5DqsOHLLeTodCc/c8EOaL3i8TOc8u7S6qR0NJw9N/oQmQQJuKboCtOJ7oq4HGFwyIcKy8fol8ievXtO/fhuffbvrCcLIZJxSmaqjJZltTugqYljeBp2nBAKbJ/orbdf6xayv+TL3pe9Wm1PpjptoRQgghhBBCCCGEkFRoW8UTABz9aTPb45VPiVS7eR9PP82OaidCSJYIKp2aE6dyAnyVuPDJpzJqTOOje1fFFcWSVdcgoM5cY1ZT+ZQ6+67oKXquYWfSATP+sgOww6/e1LKqp6x57l29fvnJD5pllUdC5a/x2L+Z3ym2odBY8teNo9YiIylAY0AbVdOA7kCfTa3rs4qn/jDvU+pyUkHaTjAnooZQPD36HyMtG0g2xNU34z5AFFWPqG97qkXda6o8ylUnV/S5uV8wis8n/t70j+FUDTnFjLmmdg3iiM4+AMDvV3bh91hWq+ZmTnjOOkQd5gcXkcbh15jU5yhvjofpV9XmGtDWgSeHC0ARQtLFeTiISPu0ChEBsqD8+vHKnRLS7ughU1UFQiB6YU/NtptbvHDEuvCxnTXbfr1xqaRaCsBVbhQC2qYlCmhoewPGAFS67Ht9j5/YS+K+f/OTmGuChMDhV5trRbsGoJ75S3PTo5OBUhGnuQRDwJGfrX7sOuqNZKmbSmbxNjxXLDgNf7X9QQDAoMqjv0TgKR+Y0JLWwi9DxKl2WbHtM5ugu5jo1yjoErlQKpHK32zVSkum3N1x/7ifO+4fTf+69csbsOyKeFyQ9RTf8//3ROzdPQMAMHlXDlOeHnn+HvGN8tOl1Rl27BOq+BotpQ9AyhrnxjHVjhBCCCGEEEIIIYSkAhVPJBu6VwLKRmnLiDzXg9yC+QCAcNfujFvSevRdZKvVJM0JfdWa4mi9j77/nsoDQkqRWpU43SQa+jLxKQNBrHKCQFGqnYD2ywAQnbUWVF3WHp383t2sakJJY2bZ3QrtU4HaTfnk0t+c6kBLQLuiNxKAnbxXg7Eq6uj/rE75lBS6jCV6KaVUI41HwVZH6lMd6I9M2l2/NRUfCHO+kh1yIQIdq0AGz3ymvg0dzrQQnZOHsm0D8Uy51vS1By/tLuqza5VqVW+qLZ7hWPbWxjBRP+72KQCAJ5/MQQ6aC0SuH8gfNueyH+8I4MDrTOqqqz7ucPdik6+Lr6deESYAabehQw0p7djIXn8OXtZdkwIZVDwRQgghhBBCCCGEkFSg4olkgghVPLu+ZgX0PQ9m0o5g6eL4SWSivrmFxyHc+UQm7WlVhNIjnzv1U6KkdhJ1+moAgLxpc6ptmwgiF3ehOgwzbAkhNUC0lrTB9R3qjDVAMPL1ohLR7no0VgVmUjVCIRY0lVA8QSd+g+T1oLUOyXFJKp0AFJvhi/gUTXo/PXelUT4d+fnxlU/OF+qZ98Ym40LHw7HkMmku/uuEk/zy3FvM2CRStvhEJL15f6QFBkP7+nlZO9YAMq+Qy7HjbTSmXd2cCqdW5PKHd+OnLxjPykIhgAitN2IU+/6NUBSXIKl08vjrceKDQozw+qqF2glg4IlkhL7rAYg1K8xyBUGn3MLjfIAISgGRM0g0J0z4dPmS4WD5Mmjrmia0hlZ2u2GE3KLj/TLA9LuJ4ozEPToRjFKlR7kZ+10S0nY4I/Fg6WJE2x7LtjE1QPeYgVoy8K0DURTY8MGOyBY7KLPfCVacaD42QRl/uyAj7QfEpcbFQicG0Bpx9KOFrgP9F2wEAIRdEmGX+RaO+GaxCez8fzWBoV0ftoEhFR+TQpkbDQCQYbw8fGKnHI7+1C146gO9I1/Qid+n9X6CtuH53n0AgEkwj/t/fDJcRs1AIeeDUFMyaNtwllx+D3b/cEXWzSCk4XjbVjMOe2hgHvYOTgYAhEMBZMKLX7vCKcn0bLu87/U9mPmtsY3GXXVrdeYaKLetIE7dc+tqBVPtCCGEEEIIIYQQQkgqUPFEMqOq9Dqd0IGr6qS5cqWRI2spoXPSblZDFEwIWSCe4RPUnNeGYT+V0IlZ3ESKRbN9382WXidXL08oCbRXCqp7H8qwVaTRaAW1EwAIq47VkAkZR9LRGrHSSRU/jotVw8pTzPVEPfDwRJtbEcHyZYi2bK3rPieCiEZXOnl0QnVm17eSqXgwYI/HQEDlS7/HKZ2KvpfE9dOpwpKKp7lfKL90dpJ5/27UVbs/1FtU+GP4ZfiE942eYrH16+vM56wRrQg0TvjT6gqDHH6NNZK/tnV+80bh6AsfwuPXnAoAUJFEFDWW7mD+q+39ADPuCPE8NjQXAPB4/2zsH+gCAKihAEHiPBmenq0CMTJluwzk7+6pixqJgSfSXChddOOs3UC1Am8S3WEOe52T0IE7UzVkYht+KeJVsBaM8HjSiFPsRrnPEzdvTrVN7YRLOVKRin+LKPHFd680j7fdV+eWEZIe/liXOjY+GObr5APgVm5eNnbiQ0TROG+sHWLNCgi7X611ZkGvaph29W0+sDCev595sR6tqi/BoPntVF5CdI7yB8aF/fyjCzYlU+1ECAjbh+95Sw8AYPZXqwtAufS+ctn65Q1mIdAQ0p4HLvAkNXZ831xPwoE8lr7x7rK2ue+KHnTY6kxDL1uPjl/eVVGb0uDgZaYyVGGyQGGKtXOwuWnhJOD4f6iummC1LLxjEgBgXud+AMAtqzoq+nwYGqO7aDAABs3ytv/ahKV/wUAfIY3Ir0+ZBgDI/3Y6Dg/Y870g/XUAAJT1r3SpcclUu1lfr+6akCaNFfImhBBCCCGEEEIIIS0DFU+kqQh37Ubu6KMAmBnf6NnnKt6GypvwsM5J6JybBY9fl1r7mUSviCITQkQlFE/JalIl0i0aCiEas11lojrNMR/89l4oq36SIlbzuZmSWosMkgqHVkqZIc2BvuuB+Ik97qFEPOWmMGpxg/HIJB0xEL4gBlSsMpGrl5tVm7fUv00V4FKonMm2ULEqTQsRV+WRwKTr78ikjWkSDJjU7KhTQoblKZ5GMxSXofYGs9Uqnaph6xc2AgmVUzLFDgCkVAjschRUqBh3AsXhxUgyoO+iTUXVobzqLPFb7PgXozRb9Lf1+f6HlLll61OVKZ0cqmD7jsEAss8s5/pbUFpISIvxQt8UDPSb814MCcgoPm+TSif3WEmKXb1h4Ik0HdpXIaouxUHcah38z14LlbdV7SIdVwYIYu8nEZY+e4OZM0wT9u2vqg3tRv7XRm4fvmSdX5csnZ0sZe5KoDcUQkK446PJfJ0AIPjtHwAA4TnrIG1pGyXjYNp4aUb9F270A+6un4x/Q9j3qk0jt2FvNlvxhpI0Pq7fb+bbLNWZK1ntzf1tzULb9gE2lbnD/ivFgn8y6VtPftB4PRUHmwBhgzIyQlG6Rd0QibJ3ieVkRW4hXNodsPUr6wEAy/5s7NS5md9uvJQQ77OVqMLrAoYqBGTBLD/27z1Y/IH02//8wFQAwFPdB6v6vB4wE1CyTyLXZ9qeO9zMPSIhjcfgrxaaxyjAkE1vnTvlMPRLnqx6my8emAx12IRscgMSomDWCz3S40lLNHQ+WwM3jRBCCCGEEEIIIYQ0M1Q8kaajmvS6UgS/+QPUuevjFc5cXMbpDOqR7SM+lzt2HvSQCTcHM2dQ9VQBuRuN8ik6a22RysnN4jek2gmA7IhLEDWj4smR+5/Y6DU8Z51XTYx3IdBSYNKPJ5YqJ+jTT8iEYMGF9uHYfzPKp2ff3ZtI80qk1325vgqhbZ+zKlahEiVpy/hgkwpqhNIQyjReRoC2l31lH2UIaKs6SCutZetX12PZW2KlWOGspye0vWV/fudEm0QIGYMXf7oMg31G5VQo5BAWrLWLFpj7P/PNm87ZXfF2F112Hx79D1PsIOgXCGzfA5Xof2xfW4vU676LNsFm9mLqD2prk0HFEyGEEEIIIYQQQghJBSqemohg6WIAGZmatij5X5X2HRjT2rIjD+HUUYEEQMVTKdSZawAA8nf3jHjNeQ41C6KrMzYhHhjItjE1Iql+Go/JP5qg2il7r9iWITh5afGKhDl2VEKhSQhpXo76zC1ZNwEAoEfpxMVYiiahAdmcnb8MNVTOelVFgLBmvs74XIcC2pYxd8qoWpNUOxFCsmPf600hgcPzBI792Mg++ekfnwwAGOrLISyY0Eo0GADWB+4AjOoJAI6sUvm05K9vAwA8+Te9kENmndCxz96sr01M6RSes877HsuChtvwoYuN2nUs5dPeN/SUvR8GnpqIRg04RWet9csufapUsKFVCHc8jtzihWZ5d/Vmca2IOmPNyHVnxuuqPS7EhlP9sr7z/qq2MRGYTlkZvhpQFfcchZfGFz8dCHT9tE2NiEdDJoTKWhfpll1QKnpoW50bRQhpZZZdafrhrV/e4INNIhGMSi67GyyBcQJTDUznz+5EdJG54Uqm2rlgky7EKS7HfKIxgoOEtDpy5UnxE5uCrB54OPX9BkOmfzv2Y8XBnd0/XAEAGOozdhzRUOBN/MWQgBwyHWCkBYaXBDhy2PPnrjd/2/79k4G9pvxE515bfbIPELYPKhX4qgUi0hA2r1sICen77jgAVSr4tPeNPRWlGzPVjhBCCCGEEEIIIYSkAhVPTY5cZeR96t6H6r7v8Jx1ZsH5TGoNbSOj6sw1ra16emxn1k1oTJxhuBB+NqKmmxcAuleaJ7Y0dbtz6JJuKDcLGwAzvnNb3fbd96pNftmpnKb8cOSMSCWpejoQ0IHtRzoEDl5qDBWnXV2/v6sRcX291tqfW80gJgiWLm5YtS4hpEKErix3uklT7QBjMA64VDu7LrQpd1JDy2bogQlpIRL3Fb5AUR0IBkvva/6rHwRgCgEAAAYlgn6brjYoEAzaPkILRDAqJqd8Siqe9v5sKQ7snWSe7Mt7pVPni2ZVri/9v1UWFGI9koKyy7FCqbi/23eFSa/TIlaClkPDBJ4GX74hfpL42zp/zioMwxFrVgD2xkzbE0+sWQF9z4N1a0Ph3PX+RtOPQaL4Qg0NqNNXA2jcSmWktujTVieelO4kqz0m3LGmAwlx672VN66G5BbMj/8+rRE++VQm7TjwOhOQUYHwMlcdAHveai4GaVU9OniZ2a9IVCNM3occfk0cjJpybfkBJxfI1oGAylt5cl4g6qj94P7Zd/f6GwkZacz5Yn0rRFVDcnLBB6GixOVS68bMa5EyTk1mwJ6QpmbZn8W+Q9u/s2bMIJQQGktf31x+jkkmXT96mveLb+7BnC8yxa5W7LhqVdZNIM1GHQNPk68beywr+k3kJeiTCKwNbNAvEAz6dwDCDNQjkR/x+X0HJ0EdMOs79kt07DPru140kbZcv4bKpTu+E5FKFHeXcFG+kQGoYrSEn/wuB6baEUIIIYQQQgghhJBUyFzxNPDKjWZheCBPx6/TXLYYofXIQK8ExDpjcqbvTl/5pAIRhy2jEm9o0Ml3Uj9KToRWO0NxhzEUz/KQcqqNIrRG7vgFAIDw8V11bY9y6Wh58w8AVE745bQYmmr2GwyZf4Dprr3qSqKqFARXZU+dtyFOcdCiZnLqp9/XC+FS1BKKYgWB599efkWORsCpn4IVJxap76ItWzNsVWmqrbQnp0yBOny4xq0hWRKcsMgs2MEBUzCbHA0vR/a9tNY47uL6FwCpNxOtIEWKUYo6CDI+9TASd7ixvTpiGvqPmQIA6LyhdBbW0ncZRdTj/9gDOegqYMYpunIIyPWZ9Uv+euQ2Cvu6kDtgZEO5PgFZsC+4jlUg/Rug2+4DbFYKAG954cbKXT8pjsX4YmKRqKhtmQeefIUImWi4Ls6tJmVQoyiPr0Dm8mhl6UpkOhen98jkmeF+Nwad2g6d+M2Lgk5aV1XdrJEIli2BLnVQaw2oFMysymDmt83A9/m390DZdLSoA1Ad6exv99/2AgBy/ea5Pqx9IAeAlwGrXNyvP/dO85kjP1d+SkLHL1JMr3Ypm3LYuibtsKIHH8m6CanBoFPrIaJs+kqSDidc0bo+nqS+LLncHkuvzbYdhDh03oRIdCB8TOLAa7sx/arR/UaP//tb8dT7zbhXFkzwCQCCQWD+v44erM6/GCB32IxDcwNxFT13L6XrNERN2qCMmz3nLH1VZbEahpgJIYQQQgghhBBCSCpkpnjqv8Ck2DkpVzI9w0QWk8skidq8xRiMA95kHEJA3zlxebPKmVik+961FAhfZtz6O34Zm0p2/eQOHH71pqLPSuhYdq2A4PfNaypJaoBPAUpUn3CKuA2n1uR4nQhFaUqAX44e2jbyzbnAq2KSyiehtf9ccOIJ5vNVphZVijMRV3mBqNOsizqBBR9Nx/B0aGbcJ5gdC59qBxi1lWuP8supNKVqfEEEFKueNKdgCEmdcMfjWTeB1IGdV5vKswsvbb/Ks+qMNZC/pxKMtD7RWWshIjumV/FYWNwydgEg3bvKj6dFpPw2sr4ncATLltgFl9YjfRuDwvgxiXkfN2Pw597Z6z93zCfHTs3t3BsbkQeDekSqnZaibqqncvEZD0JDVpBrx+E2IYQQQgghhBBCCEmF7DyehnltqEB4XxARCUiti14nxeh70jEQjzps2UQXgRbFSqckU35ozNT6XmWUTzph2Ktl6ynVXLl3Z4LcLqgzrO/XMJPnZC5wSVz+r9ax0qmGCkZ92uoiVZXf123lzbJqIUrG6IPly0aYNOucjH2AhIhVT1pDbd5SeeNrwOwvxzMou/7O5JSnpXYCgHCGTVZX5rIhCwLK2fAIxD5TnQn1U2dqzamcxI/daDNHpLXx3ol+RbzYd0wnpl4zumcEKY3YcCoAey5XUcyA1Jbt3zHHuJQaQpsDfMdVq7DotWOrH5K461j+MHD0p9K7lqVJ0F8A1p8CANB3PZBxa0hWyFUnAwBEqLwPaEk1fROiT1sNAJBDUTymVzpeXreiZJEr12cjVL7PFlHskypXLzebymhM7dAdVqrv7mdF7LUkCxoHXtcNAJj+vbGv25V4mzqVFADsu6InUWDHrhQY01sqC1x7Dry2u6J7u8wCT+7GzaVtGENa6wQPDe0lXFm0rn1xjv2D528o+zOTf3R7Ws1pGMJz1nnz5MFXbPDLk65v7YqL0dlr46DOMPM4H5BKUqoCWfKC5ALKE6i8qGzVhZJV8yoMbBUZhtvlUlUz1H0P+6qRkDKu9hBpiAYYZKYZcHJ0zDQ64ELBXI2jvsDFoAARB5uiTiCcZNMWu1JvVlXo4RVCeJ0hKVF46bq4r3J9qYz7RJWDNyNNDj7JGHSvhPITAWja4gDV0HeRmegTWmPSj7Mff2z75loAcTp9bJQBQGjsuGoVAJQVgKrHdSxt9F0PQJ5yklnOuC3lkjvm6KLn4dPPZNSS5kb3rPIFFHSikIIIs2pROsghezOgNeBS7RK2E4h06WM/NN+JkABUPHnr0tGqrnpdY3TeqmBc4CmQ/nothzSmX59uAMgVDmoWRIU1Q6gnIoQQQgghhBBCCCGpkJniafJ1Nk3Lzt5A+wwOBAUNaQ28Wl1R0qh0/jzFkuZNxKGLzfEpQ8TpocPVEi1I4VxjKG/USnalwLhTeMFvjammOn11PAktRWyQVwNVkLYG+BpJ0/L4tbKj6TmZSNXTRekvJfebVGl1G/NULQDc2R5yemcUu+3TRmYsElPbOhDeSDzqjJVOS97fODM3x3ziFjz5wd54hW37sR9LzLJ/7L31bRQZk2D6dL8cHTiQYUsqJ9mHetz5AuGn/VRO+LHPts9uwtJ3tb6CuFp8el3RysYzXU0LZ2sAmGOo/0JTpCcr5dPWL2/waTLu2BYaPpdZaeGXt397DU64oj1Mt0upphuV3KLji8dBAHIL5vvlcPeTJT8XnLzUfKQj5xUi7Zpa6FPIkoodn9Uj/Z22XHlSrKzvzAF3NIaZdsXYc15EuujYGU+5JFxfoeM+21hx2PUVKmfSwlvZ2HG+uPVeWA2UfyQx066+zd8rl0N2Hk8WF4AipBGZ+gNzfO59Q48PwAitMeM7jZVrW2uUTSUTArHcVI2S3mbX5W6Mva+G+z/VUkCrOhKhpRKpdeUGniaUR16mj1QjEv76uBHrlB0FdPzR+FWnlr7HHPu7PxQHcVQQTxyoTt1QAackx/5b86dytAvBEUdk7t0TnLAIkLZHESKuciMEogcfGfOzInR5daVeBJSzGQji6o+6o7KR91efuAkA0CGcTQEQ2B3mhYQLw6vEiD6yvfEl83sq2lfW+FTnNuTwaxKD+sRhpe1v7apE132iNhIJ70PbPKFjKw0loEM7URQJbP2isXBY9uec2Mwalw6okJjAC00KlSiEQGSWc8fOQ/jkU/5zueMXAAB0weSPCRWnW6EBqhXXG7l6ObQLxCRHn+68yAloP4jWfuJUdQZNm3LkA0xK+WBRcQBplBG/+5zUEAmfVLeNhgvYNvE4v964e2VcPf57m/W4J4QQQgghhBBCCCENTuaKJ0KagSO+2ZgKjloz8Eozc+qNQoXwqlkhBXRCQltS/VQH8r8yVRYHz98wwlRWC4F8Fo1qEvp/uQj9A+YbGgwDhKGVyFvFk77mVBx/SXkzlkIlikQEgLZf/KK/aY9zhaRLtHcvgrlzAQAiqO8cWbB0sVkQCUXHMPWVXGkVA/eVKEZw+uq4oIJIFDFIpGu7AgU6B6i8NWjtUFD/YxQF8pxdJdv28Z1GcThFhCVl/3IUo22ndFK2D//urpu9DuqKBaeV/EzDkUytDhJ/Zwubix9+zaY4lVCIou8gWfEoExSM6gmJCtRSwFkL60hAh7ZxBYll76B1RiOge1b5fgCIFSxiyLpgSwEx4F4fVlVmqGDe6/q3nPLqKMjmMVSvFUnlvFi3IpFiF183/LIQUHlbnKVToqOuLa0hidS4OH0url7tXx/+MatoClacWJRqN556mLQWDDwlCE5YBOTNV9IqZS+TOD8tlRcs30xKom2P4AIRQiEeSWhdVIc+6wIU9CErn+A38wAAQ/0B+gZNhGigrwNq0N66+gojo29j5z+b1Jyg37w3GEDC4ym+eSakVkTPP5/NjkV8o4DETUPJt64xKWDeFwL2psxW8NE5WewPCBN00olUOxe0DToizOjoBwAcLLGvT+68FXmb850v0ZwgEYGQkAicn4iOA04uAFXQGgX73s88fjPefXyDB58U2tJgY8q1t+PQJcZXTycq+Amt44BTFV1vMHfuhM8vEYk44OTiEzL2ddKRBGyqHYNOjUM0OVd0zLggUuAqi2sN2EkpMVQo+qwu2OcuvSyUiGwVvODEE9JsdsOj737QVzl21w0dSOic6+ult4qIOps3WO4mW4Lly4AoDjxFWx8t6/MMNLU3TLUjhBBCCCGEEEIIIalAxVMCEUamAkGLMfgKY+joDQQ1cOC1ZgZt+lVjK59efHNPPKMlgNlfzjaNRq46OX4ihDfqC6ca0Wphag5dP+XMWrW46jiueo6WibQ7LeIKd0Bscpq19ImMS06aH64QSQwOmHNFHcwjOGxnNd3vOuyn3PlPRuUkCwK5Q2adDIsfAat4atKryc5/6oFQzTv7SFIgKGESO3zZrXL9Y3Jd0lw1ipUpGkkllV2XE1A5cwJ2dIQ4eMYLI/bxhceNiXgyu6zakYo71QsAbPFgBND4vN3HlcefXuWW00Xf82DCYHzY79B6w7YivFJOxul1WsZpd5MrqGrnKkXWQk249N23Y9vn7FjBNkyrOD0fkcCyt5fXtuff0YO5/8007XoQTg5KKp5cXybCHMSgucAnjcUBIHphz4jtBbNnmdce2Z5Gc5sKV9lP96wyjzkBZe9Tog4JZZVOUUfzd1rRlq1ZN4E0IU16q5AO4c4nsm5CKnT+zKQkuVQ7AON6Aux5S49/XzLw9Pw7zPp6DxB8OoNEURqE69BbQb7aSEz+kalQ0PeqTf5mSUD7YyEZgHLHF5kYBy/rTgTz4G8qfLWICRAq88NJAcjA5EREHQGU9ecQBSuxL8TnzxP/0GvS6Szut486E4/OvmOKRjjDbPfR763GktdtnnCb0+Sxj/XEXaDG6FVYmpRgxYkAKGmvmlJpdaOk2o1XHVPnBKJOE+BVNj8u6hSI7HJhKhBNMR3q1EmDIz7/7V03Y7wLdmyvI3y6XSCEr2o3wqelxOe77C6+u+tmXN7gnk9Ct5eXzLSrzQThwUu7/TqhNKb8sPJrQ3TgQM3aBQBL32nasPXzG/065XIiC+WPx4JBYN/rzfhy5rcYgEqTrp/cUVT+3E28iMil1ynoCoJI0Z4Xa9vAFsB5+KmcRNQZ+zpFHS7wxHsV0p40f8iVEEIIIYQQQgghhDQkTat4Co460iwMDkIPmFlCNTAwxifI5OvGnh178c09ieopicdhxqj1Rqw/Ja4UIRCb9iWMX1Wu+JHUhsk/uj1WyulY6SQinYm59+FXb/K/sZbjp4o2E1oM84q1x/zBy7ox7fsT+zujs41cfhaA3A1LzD6m92GwYC4Bhw53AQAWJ5RKUZdGrs8pNDRUh1tvTZM7NNBplBS5zghTuozp6OTOoQm1NU0e+/cev+w981uoywhOXgoAPgVZbDjVV9ERt9ybWbtaDT1eFbXb7oM+Yw0AIOwKEE4xv0FhsnsEwslmGwOzNYIZ5pyZM/mw1yZ9cqdRfeTLKFnmKtkFSKqcEq9DQtpUKGmVlF1CQNqzIAC8EXmQWYm08dF3GwN3seHU4hdKF1FqOZzyqRFZdmWcUufUT8l14zHra1Q51ZJ9V1j12LdLf69JJfX+y42SbsoP70q/YW2CvGkzAKBw/gZEXdYSpFN4pVO7VMomZDhUPBFCCCGEEEIIIYSQVGhaxVNJZACosb0MyOjoZBiylMpJxDO9z72zF0d+7pb6tCsn4xnmRDlh85pVOuXdY12a1FaMp5SrO407IT8hpl91mzf9x7Dzrqb7ebkpebv0zk6/btuGkd4yUadG0G8VT10a0TSrbppmlE0zp/fhqKmm6HtXUFxyuVQp+GoYfMWGWOEWCO89NlG0jP3KIFtH9aQ7zCXdKZ50IEb1JiKjkzRNDZYvK/keV1J6NOTv7zHbetUmDE01v8fQdPNbDE0DCtON2iiaM4RlVmmYHL10CfMsL8YfpiVVTk65NGKdtr479nBQOjY9l4iVTnkhcd1uo1S5aH7s29NI6Dvvj9Whp63OsimkBJUonUg6jKZ0KsWM7zaukq7ZibokQmco3ilwxDeodCKNj1i3wiuMa01TBp5y84+FLhTGfyMpixfe1jP6i6L0TVm9gk4AoBMVhnQy8CQBFSRusADM+A4voK3OiHTQYex9Q2yMn9VFfuCPzQ2bDmz1IZjArlueek3p49SlDh54XTemfy/dY7lUsCmJ7tReE6smaeRnmPcfO3s/AGDFzGewcZoJYilIvBhOBQC8UJiKuycopg1fsg4AIAsa9v67plXztIzvw5HT0EFrWBWrex8yCxtNKpKWAuLmzdk1qE4Uzl0/5uv5X1WfQjLRyj2Tf3Q7JlfxuU5/mRsZVBqN4Wl20neSMs6Ttge+Esqn2gFx4ElC+v383ydNOvWfHLuhir+gPoibN7fqXAQhpMmZ/KPbsfeNZkzKoFNjceB1ZqJXqGIbkWqKNrQKcvVyAIBW8FVkax2AYqodIYQQQgghhBBCCEmFplQ8jQrT7KpizpdMFP75t8fKJ5EUAPi0O5FJmpO4eTPUmWtGtEEL4VPtapWCQ7Ilt3ghdJdxsS6lNBhvJmLfFT3+2FUS2PMWc0zP/mp9Z5p8qdykYlCIslO6aql2evTjPQiOOwwAWDN/N/aeVl7p46XvvB2P/6P5/nRnhNkzzDZWzXoSAHDejPtx3mSjgupTQ9haMF/8g0PzcDcWTKjNsmANzFXScX1i8yQ7/jVRPEECyJn26pwC8q2hePLccT+Als1K9Qy+wipxNIBSP6H9AgbP35BJMYSJ0CVc6ltQ8nVZwa9r3mvOH+lS7SDAzHRCWptn3tPrl4/+dP0yFUgMlU6Nw/4/NSonLePxuIxiZb2EwOFXm4JK7aZ8kitPAmzxEQFApzSCbMrAU7j7ybiqHVjNrmaYI20k2r2sMffzE+tAXUqEFnHakdBAxy/GvimQv7tnQvvd+vmN/iZk2TvoP9CwRBEQVh5AdhVcRmBjFc+/owdz/7t+F//kBevgpd1122+S599hvpNcP6CUOfin5Qbxvh3mXPvIovHTZ47/+5Hf2cIH9wEAVnXswcvmnV6j1hbj/HF07yq/LvjNHya20UTfZvofu0ICImiPsljR2WsBAEJpINLxMpqv6l3/hRvja1Py5xslANV/gUl/nXR9c/T/XTbglAwwBaKy4Guk4y9meKBKIg5oqZJfGqDapVwcqYhn/tIGMwRw9KeyD2Y88Q+mPVGnOY4X/W173+jv/lBvnDqUOIWf/KD5nrQE5v9r9r8bGcljHys9ll38NyOP6afeb37P/CFd1/FtM6OC2PoCiUkYV+1VJ6p3919oxww/zm7MkFswHwAQ7tqdyvblypMg7FhQKwAyHgu4YFytp2WZakcIIYQQQgghhBBCUqEpFU8AED37XNZNaDmSEXOXogQAc2qQpuSUTi7ajITRstYmFQJAaukQoiCL0wdJQxI+vqui9++/3JoDutmKpPluIs1NC4Fn/8LMDh31X+XP9D13pfmMDLVPSa0Uryip8/E3ONNW0JqhMHOKUYXO6jjsq2VVyw0rZppHpKN2SlJLFY5IzGSJCEDB9j8ANEqnM7US4Tnrip77DEa3ondV06mefNp1YgotOcNfqlJr/4UbM53BLJfI/jJJNZLSxefueOl2TiGVVD4Vba+EoinSvFCS0Xn+7T3xOaaB595lrpFHfjZDBU0yhbpMHv8/vTj+H1pL9bPrw+a3EDrR9yW6iGRhFvfeBf/cWt9BFgydZ+5fVF6g6yeVX1t2/rO1NAhQdGH2P50GdvyLeU9SzTfv4+a3c+r2VsUptVVe+irHKi98UalKrFaO+Kb5/vZd0ePPERlqSHtpFYm0uwkOlSdEbv6xdsGMTYNlSxBtfbTm+xGRBpTp0IXScS5+itWQMw88uVQK1RH4gyj3P3envl+R74AuDKW+n2al1p44Lsjkq2Tl4k4DGpBhTXc3gqXvYbW7VsQFc9ytkoAunZc8SnXG0Xj6fXYA5y48svpOeOoPzEWx71Wbaq9ZHYOhI+zOZg5h9pQ+AMCc/EFMESmfbA3Kwg/fih1Wxi6iYb+nal03JBdw0kHsaSAiQNiBhXAnUaQBez1uhgBUMsgsEieWHiWGqFMcSKVBwQaLlBg93c29kqxmN1owSvlAVrw9F2RiSh0pF6Hj66JQOtObM8dx/7vy4EmrBZ0A+PG1TnreDUsxB2AiGnZ510d6seCfWvC7qBND522AysfBEFcpLewy62Z9bfx7qVJjUwEUp5LbLtr5biZtEFo5zS46a22iMnTC8zPxnVXjySQjDTcfIyP4dDMZmUAUEK+rN7ljjvYBJ503YZpo66OQq04GkKheXAOiBx9BsHSxeaI1kOzPUxozMdWOEEIIIYQQQgghhKRCZoonr3TqNFG9qDOIo8YvW4+OX96V7v7bSO1UeKmZ8VadJs7Y+bP6V/fRCaWTe3SKJ6E0VMvXXyKpEEudSlNihq8cjvmkmQF8+q9sGkENqsHUu/JiONMom6bN6MdRkw4CAObmDmJylafats+aWSU92UyJdEwZwnSXwvfKkRUIR2P/n3ZjxncyUiC6VDsAwk4zajW6SqYV8OmmcnhVxVInjxyxphloNjVTOTgNUlmpb1YVJSuYSyzoyKfzjdg30+3IKMz54q2+ArIMs01HIcUkFU3D1eAl30eqZvDlJr1O50R875oTsXl1GWMKlz7nU8aHve7FrgoQVpXdbuebDoS/b9RJi5ak4rmKy5UMUbKqnVA6tsfISAgcPv0MghMWmSdW+SRXL4favGXEe6Oz1hbdSwOVF+IRrqCTiv/gSm1PKoGKJ0IIIYQQQgghhBCSCpkpnlRHrHQCgHCS9FHjQAJDLzNm1Gkrn1oVseFUAOZ7lq5Uos1bHXjlRnT9tL7mqj5KHcSPyh59QglMu7b+Coin3t/rvaUaoSQwqZzpV5njxuXVa2BUucbR/1n5b3zMJ5r3uFj2NqNsFDcei+MmvQgAmBUcwhuPq9wU/In/3Yv8fusHc9gaFu/NYU9+EgBg7ye6seSvxj6HD7zW/EYdB5X3HaqHn1+SpDHnjn+1fk9KQLew7ZUuUT642AdtPNlgY9F/gSlxPLy5Y83iN2NhCe+/NGzaNalSCoa7qwsFN5843OvJ+Ti57UbQXtk0mvLp8gWnVf8HkIbn4GX2uimHKSPt4eSMeIcz9wut6ynT1CSkBGV3eU3YNzYCqtOqnII4e0Pl4O9rVDl31774TfFzsxIJjyfREIbXWaByosjjqZRpfjWIKB4FCZXwdUr41okwQ+9D6+2k8yZGMlztFL7EZjIlTNadJ1WlAv5wx+MTaGjlZBh4sjcv1oAt6hSIOuLSFO12cqWGjmWDsuCuMAqDr7BV5OqUdudkpz7lLojT7oTSOHipGQBNu7p+Aah5H78FL7yttatBNApy2jQAgDp4sOLP6tNWI5xkA9VdQcmg6fTvmePGVbnzn7VdSqYVdzJGv+RJ3G1HpHdjWUWf3f0hk2oYDAC5PvtlunQ1JbwUWRaAPW8159LsL4+8KRn4443oetFEd4JBBTmUfQe/6EOmnTv/qadJQi5VIkYacxaZ8DvJutJAEwTgJl1vzv++V20qDjaVqN5UKt1keBDKBUGDAXNMips3166xE8AFiK/ZfeuoqW/OMDzvKyHJcesguACU0hqFOtx1uoq2+V/dBXXGGgCA/P09qe+XjM3eN/QU3cTpePjtGatPJ9nhAob9sySO/Hw8tokDGHrkOgzr+3wnmVIjW5won5hEd/c3gYjvdYLxv9iSAacSc0JCxQEnmf3Qqa7oYJih+BjX+UqQYVw2UIQoSq9zAaf8r+s7MZokemjb2K9b65xkqqccMn/D0Hkb0PGL+lvqlAtT7QghhBBCCCGEEEJIKmSmeMr/yqTQhVY2byK6cQnDeqeCtRw6lg3CSQhtWFiGqHvxZDdLPfDH8e8deeWE9iXn682cL3Emrx5UonQKTjwBAKAndQAAIqW9DFaH2h9DOgAm/bi4n5jx3YxMq1uUoRlOLQkEg8IvA7bs7JBb1iUl+y4FUhY0cs64OtIQod3W+lOg73ogxb9gfBZ+JNEHfDi7dqSFm70TQsYzfArxNSKKZ/pyN2Y3w1cxuuTkcJGxrp8xTqQtTL7udp+uFwxqBIMTm0LOzT/W7is+AcInn5rQNpPsDoG8/YO6hEbers8LgbyozdzhkNZwgugCBAq6Nts98NpuTH7WdBjq9NUQUYapC6QIlUNJpcWoChmSOU6d6VNqChpPvd+okud9/BYEg+Z9WggvKyj5e+qEcTJ/46pwyiMF7dOatdZxWlhh/C928d+YsceOjxll4QgFr/sNJXz+VLvVfShSkYlY/VR0iariO3H3pICx9kmm2lVqzp0FsmCVy5AInForHJ7d1JhkFngajlAaMjJH1JQfZhOEaClc76S0v9r4GxAthp219aPrJwwokjKxFRZkqIBEjre7GuvI+JUBqGug2qWfmbaZAV+rEh5hcq9kX+Av/i7lThaK5cmlJPuFSfa9eQEX7hZKet85DFLnnzZOLl546Tp/HkFpfxNSbSWUrJl83e3ou2iTf+6PpKJ0Evua1kVB6uQg07+/whG9Dzj5BsTHcu7YeTULPr1vYQ/+/jHz20wRBUyzkd/J0HGKnSWosLqfGwUoAH32BD+sc/jIog0TaXLcniHtB8gi0hDtdtfUgIxqL1Dq0LE/15639GD2VzlJlzn293DepHLIpME75v+LGYs89f5eP8RPDvVdsElo+Nnnef/RuuOXNElWKT78anMdqvre1QUBg2HBJ/fbBRruBJ3/j+31eyXvGQ+/ZlNJL8cpE6wY3Yxe0m5cF75knT/Hs0wNrASm2hFCCCGEEEIIIYSQVMhc8ZSUu7UFMgBU+u5w+u4HAQBi/SmIw+luCgTI/a45IqOkdiRNXhuaYSlAOlReTCAF/Ky5CkTdIvxJlVMRAnjmvea1VqyM2DHTaPeHgg64y4UsxFXSknL9UiJKN0v+/Dt6IJStthUBctB8UN95f3qNJ0Wkda4ESxcXpXaHj+1MZT+lmHydmensv3DjsEp9BtdXDE/JjSsEad/PVCLXzx2/wKiJR6NC5dF4PBPOBADMDg5BWqlap5iYE7wUwle4K2ijdAJQM7UTYFIZndJahorn+zhs/VKJ736YIfSyt09szKyTJY9GOYSHp9g1S8rdtk/bKn2TIshJ5vzQkcTSN7bGeNelQofWbiAY0jjqMyOVaPM+fosfl+hEyp1LD2vFsUqWTDRLx1XbfexjPfHJJoW/dTO/YZOchCky5VpmQw2nqewRLJkHnpqV3IL5CHftrvyDdQg6JdF3PWCDT4DQvNlrZ/wNVqPj00RdikZ8zkgA2qV3BekLNkcNOFmSWavP/KUNQP1n6wzqjpppvLmexTQMheYPVQNxFNDfwOthNzTDmPvfTNNoNYKTl5oFpf05q4VGsGwJACDa+mjd2jI8sDQeruJLdNbaOGhWyzQwKZBbvBAAahKI+9KyxQCAd2zbji5hUu1myjjwJCsQr7v3Roj71QgCfapzwu0csa+CMqnSAJBlaeoGxweccrE1QlFOiY4Xtn7ZvHfZW6urWuSrCSd8z5L3tELrkesbfOjw2L/Z9EEx8hjTGtj6BestOiSw9C+a/+bVpR91jfEeBpeaD+f5REgrw1Q7QgghhBBCCCGEEJIKVDxVSx3UFrUi66pRpEFo8FlLT9IYH7EpPmBmY53iSd91b92bNoISPv3PvLe3ZWYbJ71sBwBgxs+W4oUBc7lQh6y5uxBFE8xzvsjZunYhWHFifJ4GotiYe4JpZur01QAAnZNxhSBpngOxWqkWBL+toaG6TPzdQqSScvjfS0/wy59//CYEJR2hy8d9vqAF/nXJygltq+T2BxVEwZV/UhVdgnILjzMLofl8uPvJ2jaukcjZa11O+erDDj1c+WSfb/3aeix7c+Vp80d9xlybnv2L3pJVH3WiLKTb86yvN27f/vg/9sQNHed0ECqbYhatNCYghJCJ0DzRE0IIIYQQQgghhBDSVKSueIrOXgsACLsCaJtbniyP2KyEO5/IugmEVISMjDwlfMm6hjaki7bvKHoeLF8W++MLXVcFnzPj1AJ+NnVEOdfh67OZVE2VI16xDUfY5Z3/ZPw0ggEgN2hmxqd/77aMWkYyIalwqqE3kjpjTTwdljjnkvsZfPkG/3rnz2unfqqE8PFdyC06PpN9O648/nR84FHj1zhFDAEAJssCpghTEKBTAFOE83PSKNjvzzk7veW401NvY/DbP6BqZyerdEJUX1/MLBBS+0cnGHSnlRC6WI0E996J7fOo/7oFz767tIehE13N/krjKp2KcF2QUzRpQLtlFZs0QwM7PmauX4vq6Kdz9KduwfPvMPsd7nc48ErjP9X10+a/LyKEkPEoO/CkzlwDAJC/u6fsjasz1kDlbVpGTnhTw4E/3tgSwSeHPOUkP1hW9z2cbWMIGQ1rLi6rvxXIhGjL1sz2LY2Pr0n1cQN9ifiGOGnQ2iYs/Mj4A/a9bzSD7KjDPBeqiW5iyLhEW7YiONGmfQ0PPFWRaqfOMOMLSJPC6XGbjrN/igyPXRCq84b6B6DCHY8DgDdTh45N1ocHz9Pi35ecWpf9ZIFLrQvmzM64JRmT4vXFpd01NVr4wgAu9VsrAW2LYSAScYpdhtdqF3Da9/oeBHbCJjeg2q+yNyGkrWGqHSGEEEIIIYQQQghJhbIVT+Ek81ZZQZqODgRUYGYaVE74cttaA4OvsDOVP8tGKl9L1OS8Nz5twSwb0iIIZ9Z90+ZsG9JEOMWTCgAE8Xqnfkr6wIo2Uz6NxRHfMLO7h1+zyazgd1NXguXLAABaynh6ScbzTGrzlonvRDl5QfGPW5XaZ5wpMKHhiwp4saEAZAOIN6Otj2bdhJYmemFP1k3IHG8wnjAXr2GGa1MjFGKTdNsfiEhARyNT7Wp5jd71d71Y8NHKFWMzv0XlLyGkfSk/8DTZjAwDOf6HdO8q8xgIaB94gq9QIyKgpe5E7rifASfS8IhbGqAKXAMgVy8HUN7N95GfNQPL597ZGycoJivZlUi1O+aTLZC+UCOmXHt71k1oK4anvwmloH1Up7ZRmmjbYzXbVlF6nSixDvFNYzIA1c7B3u2f6o77oZnG42najH4cfeFD2TWKpI4POI0wGyxm+ye7kesz78n1Ccz/lxa9LunigBMAY2SmRLwuEbirlbeT6tDeL0oUyktBJ6TVyB2/wCwMFaALZqaWkwVkLJhqRwghhBBCCCGEEEJSoXzFU5eV9wqJznHeqwMTz1I5AW33oHIinslkuKs12GiMTV0KF7SGvvvBDBtEyPiI/qGKP3Pk5+LZ4mfe21tSaXHMJ1p0Rpk0BcEJi+L0NzenJI3qCcC4ComGQIxUOgEoUhUWp7emI3mSK0+yOxBQ9zaWgmj335pKZFOfiH/SgcNmVHZgIED4wxUAgONn7UV09lOZtJFUxtI3GvuK7d9ZU/oNJVROy958V8m3bv28qZIW9CWUQAp49i/McXPUf7XWdeq4f7zFV1r1KXURgFD4dcJXtatdHxh1GNUTAAQQeOJ/m+/3uP/dWt8vIcNxyuroke1A4v6PkHIov6qdTZmTUldV/lPouM8XGrVW/ZMMcL5WruMRkYZYZwa9DECRRiNYuhiAvVhOgKM/xYElaTyE0vGkTjLY5AI5gZzw4NDJ6sPHd01oOyOo4H6wKNhUw7FusOJEs8mitD/RcNe0rj3mj84fiv944U3ncuiTkwEATwYKR4OBp2bihD+9B9u/bYJPJX2dlBg14ORw6WYiFPFy5CwuWhOX5rbzn20AqiBcph2Eir+TxR+oYTqcQHG/xftu0mYEJywCCqF5UkU1W9KeUHtECCGEEEIIIYQQQlKhbMVTbkDZR41gaGy5kvz9PQCA4Oy13lA8ENrPDgQDCp03NHY1u+isuO3lVvFrO3yEOzHV08xKtkTqoL7rgYwbQ2pNLc2Q64I9HnHH/dm2gzQF4WM7zQxkkqQ6KFITl8NbdWtuwXyEu3ZPbFsJXLq2u+aOhVMkCaVTS7Vz17aSaX8ZEwzax0Ji3YBVQR0UUDkzrDsgp+DoejeOTJgTrrhnQp+XA7YQ0BAgbVa5LACy0PqSnIUfTt/ge/eHTEpd7jCg7DkYDAos+CcqoUmd6V4JwNjb6Jwt5BVIr3zO/zqde9eJZg2Q9oaKJ0IIIYQQQgghhBCSCmUrnvJ9RsoiCxr5X42dY+4IfvMHBHZ56LwN6PhFY6ucAKBw7noAJqXezb5Gr9iAzp81ftvrjfdpdDPQWvkZ6GacW/OeVbfcm21DWgyxZgX0PY3hj9KUdK8Ebrsv61aQJiDavgMAipVPThUkxIRVf7VUOSWRvzMqj+istRX5PbnP1QT3PQUJXyyJhvKu2Pf6HuSsukmG8VU2129nu/OxSqsQ5evfwHoi7ehStbB5URUseb9R/ez6cC+kVeTIAiDDDBvVQsz/V6Nseuqve6EKNqOj8nolhEyMjaf6e1QtRWI5vpcZfPkGAGj4DKN6EkyfDgDQYQht/al0gSdwPSk78BT021S7KtPOmiHoBABRhzlhdYCiE3m8Sn7tgu5ZZR6Tg3MXZtI6UVWpsXABRQA+XWS4DFUw4JQKOi8h1p9ilpnC2Fa4i3x04EDGLWkvXAAqt3ghwsd2ZtuYCgh++weEL1k35nvqkfreiCl2ADDzW7ei/0JT3EWE8EE6F4zSEhDWVXnBP6efdpQVIhcPXXVjDjkyJxiKAyKyoDHra617PJTiqfeblLh5H08nBW7efzC1jmSHDqSvIK9zwhcA07k41a6c1PW2RSnoiJMWWcBUO0IIIYQQQgghhBCSCuWbi7eJwXbXT+8Yse7Aa7vH/dyLb+7xyy4FTTglvAZmfb30bJM6w5TOzb/YBwCIHnykgtbWH3GrUQXpM9aMCFvqux9suBS7oZetH7FO2FmAwrnrR1U/kYmjTl8NwJwH2n7PwpkhCuGPpYlsX960eULbaGia2FRcTpkCwMiZAUBOmwZ18GCWTWpLmknt5MhqrBFt2QoAkCtPiq9tDah8mvRjM0YZOm+DH2u44i8iEpj1tduzalr9EBJws/khc8hKkZbSJ8met/Zg9pcbR0n13JVG5QQB5PqzbQtpHwbPNyltOhC+UIawYhpZUMj9T+2vaToQJvMENtXOLQ/L1iHFUH2fPWUHntqZ6VfdNubre/6sp+R6nRiz7nmrec/wi7SrANhsgj/X7kYmPCeRspG4gUj+LkgEocr1LiPl4T2ztAZs+kcyMOl+hujstQh+84eKt9/SQacqUWes8QMf51lT7xRS2dXlA04usNt4t++k1RDrVgAwEyATQd33cC2akzrNYl+QBvTkyJbn32HGs1qIONhjOfLz2aWgBYPxCGP2V81Y+8U39Yw68UvIRBl8+YaiAY6vumpHuzqtwU+Q8HUaEYSCX24lnNWLY6KT1yQbGA8lhBBCCCGEEEIIIanQ9IqngVduRDjZxM8KkwSO+GaDzmzYiZhGkya3Oi7dUY+XBKgaLUmw+XEVDqEQq2/c7yGTCrTWmpWpN+rMNeY7BuLKXAl0z6q6zgyJjo64Hda8UfX11W3/jr1vsLPydvav3cx12wmxbgVEZPuYU06CsEUuXPocGcnQeRuK+mUqfkm5OHWFeZJdO4bjVE5AbH8hFLDvCrM889vZXwPEhlMhhowiWAyFgK2s5QpCkOZGDB+D1UN1pLQvKgHoWGYVZH9y5hbMNwtSIHx8V1XbEBtONY+hSk9BRupG0weeVF5AeVlhIu3Nnm/JCxFpD6Kz145YJ7Lvf9uK4cGQ2O/MRwJjeCGZGMMDe8O+Y6E1YL21cNt9qTenEXLo972+xx9XbqCy5y09vB60GGKNSa8ToQJc4Elrfw4Ey5YAAKKtj2bTwAZGC/ibIq1tIMo+6fglg1BkdNyY21xvEssNwt439Ph2HfGNBuvzk4EJIQBpJs6DExYBYACqKUn4+ZYKxDrbj1p6Pcnf3QNlK8AKjXjyPNGGrp9Wl47tK6dG8BM6nT+vblvhrt1VfS6JvtP4nYp1KyDcRLUQjRTzJhXAVDtCCCGEEEIIIYQQkgrNr3jKIWGkhrqqJ0qailPJkTnOqDo8Zx1T6DJC/u6eoqp2w1U4SWPwNCp+tBXDFWVJpZOjDkqnRsCl10GUruji0i+YdtcayKFERTPfx2j2+2PgKjCZc8TJAhF/f0p49VM7G5iT0Tn608ZA/Jm/7IXwyubs2jOchrTccKrjUMXrhIgL39ByoOkZkWZnKTc9LLdgfkUKoTQqwDq1k8e2ffDlG9B5Q7bXg4kWDiGNARVPhBBCCCGEEEIIISQVWkDxJKCc0aGMI8suwJymr8fsr5jtllQ+AfEMUCLaTWPx+lKu7wBVN7WnpAqH5U9rTilFWRFtpP5w6legxCyjaKhJeVILCuGYL9PbqQRO5CQFVM6W/tYaiOIy4NqKMpzySRYUr5FkBEf/5y1ZN6FpcF450Nqrm7QQEAHn/5sePcoyzDik49dj953BiSeYhYFB5I4+CgAQPvNsDRtYIYm/wRX/EVJj8OXmepC18qlZEetPKXqu73ogo5ZkS9mBJ/eFNcoXdfCybgAm8JRMtfM3G3bgVDf1aove0RReus5LqdOQdaaKBtMdM0TcvBmArarmAiMbTXUK3HF/Rds6eGl3YsP2UcfBranX3FZ9Q5sccfNm6J5V8XOfMmMfK/yumxmXQrfnrT2l+2T2By2FCyzlFi+M08aS6St1xg8sIw3hKjre93DNtu9uSoCJ35joIE5H1RD+K5OhCT4B8AGooipmhJCK8QbJtiACACAQ0DbxRLECZ1PSecOdPiBTasxRTqGG6JHtAIDcwuOyDTgBI/8Gn40tIGSL3ujWAbl6OXRU/P2JdStSSx8MjjrSL0fPPpfKPqqFoXZCCCGEEEIIIYQQkgpNmWrX96pNXoUjI+1nOot8+lTxY5rM/sqt2PvGUdLt0IDlXMfAGUKrjkTOSpNOdiYVWtHZa0e87kzISbpMNL3u0CXd8axL4lgUiCdnDl1iFFG1Vj4FJy+1OxOI7IykPOUkwCoA1L0P1XR/1cIUxmGUmJhzqdGk9Qgf25l1Ewx2RlMo5VNrgpOXInpoW002r8OxUwvLQUT2UQAycaL49UrHinGrmsz/avxZe0JalfCcdSOuKULrqsaQ+p4H/abkqpOhHqidIpKkS+Gl6wAA+WGpc8nUs8K56817qugzw51PTKB1tWHS9Xeg/4KEwXiyWE2DC57kKSfFin+t/Zi9IVAKYlghAa3SubkO5s6NMx60QjBnNgAgemFPKvurlIoDT3LVyZnfbMlC4gTQiE8MJTDz29ncXDRTcGks3EBTeF8Y0bSBpyQMMtUfufIks6BQ1eDq0MWb4idJvzQxbB3gPY4Ov2YTplx7e8X7GpUwvkvzefhRhOiB2txIknQQEfxxwgp2pF4IZSI2IlSAXUYYIbd4oVmsMkAWzJ5lFhJVk4LZsxDtebHibblKdUMvW1888PXjqESVzDbyhyOtxb4rzGSwjDSmf6+6CSnncQbAn3sivp+DsoEIoaqzosj6XopUxvCAU8n3tECQftL1dwAABl650d8Ldv688X2dhNbekwpC+HuQWqa7V4u67+H4nsiiN29JaWdRYjkxZjjiCER796azzwpgqh0hhBBCCCGEEEIISYWKFU+NEKHv+skdGHilkwIKTP1B+xoL1xqveHImaAIIbqRaiFRGsGwJMFAofo7Kqkz5mcVKFHdlTNBX0hYRJmYO7ExKw6T1kFERKjZOJqReuPFRcPJSr5YUkZpwn+GUTcHMGRPaTpKOX97lU0eAZBXS+D1NV1CEtAR739gDGbqxqFknQ42pPxhbzXz4NUYlPeXa2xMpN8XrK6Go6qMdiLjNCikSCkQqA0l2qDPXQP7unppvt+und9R8m3UjyK7IyGjUTXkVRcXP66BcHjx/w/hvsjSlxxPQ5CdEI3PbfQAohWtFJpruUQlicGjCnb4bJB66eNOo23I3S8Mfx2xbGI3/Jku443EAQG7BfIS7dpf9OZItR3yT6XWtSrIqlL4nnYowE6VWnk4jqPEAspzUEdL65OYfCz2pEwAQbXusZtt98oO9sd9qBBzzyVvGfP+Lb+7x7x2BEDj8ahtA+mFxAMmtd5NUBy/rTnjTVNd2AFB5F3hCIhXVvRgHoxrtBpfUF33aavOYCEbKmzanuk91xpri52fGz9MIQjUFWnv/VS2lX243dDTM3Nqm/avDh2u6n6GXGT8zlZeIOsv/rhlfIIQQQgghhBBCCCGpULbiSd/1QJrtAACI9afUbV8kXfa9vsdPBgWF6s0dSe3QuWD8N9VqXwODIyo41ASRmGQsuePxN1GN4otqp5FEZ61F1GnmLkSkm0494WbXoSc2K07qi87H82XtNmbQuvhADaZPNwudVq3y/PP1bhJpAXShABHUbh5619/1AhimXKq2j3UVbWX85PCrNxWpnnxadWKsUSp1tO+iTZh8XfnpdirntiW80sntS6hk1ezGv4CIfAd0YSjrZrQkwitMZN0KMgilYxsKJbyMRAvhq3i3W1GlaMtWyFUnA2hcNXQ9UAcP1mc/HeagC7sEog4qngghhBBCCCGEEEJIxjSkx5NYf0rbzGC2KsMNoQ9d0g0AmHoNlU9ZUYmx94T39exzCObMjp+/sKfqbQmFWN6kEIfLdcIM3/lIsPx36uieVWZBIDHD3HzfuwztgkZsRNuGOG8ILcWoM6TOw0LcvLlOrRodnVRm3HFvdg3JgORMppw8GVFfHwAgmD0rqyaRFiB69jnkjp1Xs+0JNXJZqNLvdex5S0/83hLdsRaIxwHDp8ztdaho3FliG5WonQBAO48YFW8wVj6JEetqgVy9PC4JH4gJ3wvJadMAmL4jt2A+AEBPnZSeD10bIkJzAGghEuqnscktOj6+liWyA8oepysdD78SPvdCoK0lJWkVQIvOsiqy37aXimwsipSmFSS2NFTgyXWwYt2Kcd6ZoHul76TFrbUdhAYrTvTL0YOP1HTbrc7wgQcDTu3HRIJNSWSo/UVVBYBQ9nyPNGRUXPmm6ycsOlCK3DFHAwDCp5+Z8LakHWRhKL7SNKOkOxhs32ATUBxwco+uypnQQO5/4tRJ955GsOqs9XW+WVE26ATEVe8IqZbwyadqtq1g0DwKBRu0AWQEPHelScE78vMjTcaLUtcSZt7+9TG6aze+PHhp94j3T7v6Nj/xWSnTvm+2W+rzQmvf3s6f3VnV9pP4FCGRSJuqwQS8C1YHJyyCmtJl1jVAdfJWwt+7bjzVT36Odrjmjl9gP6TjIJWIr8HlMjzAJRKf1TS7rzkMOI1EDrmjXPn7srI+l05zCCGEEEIIIYQQQki701CKJ4e+uwJTsNvuK3sWNlhxYqxH1Hp8qemgMeJj+k7lzPz2rdh/uZklqqUMmbQfk66PVUx9F22ClrZcbaQx6cdUOFVC7uijED7z7IS2oe+8HwAgN5zq+1Pds6rplCjTri6hwryq/u3IAnXmmljplExTceuURniOUT/l/uduyN83V3lmscaoptvZYJQ0LsHMGUC+AwAgOvJA3gzFw51PZNmsmhEM2IVkOrweeyw46+u3Yt/re+x7xx5zT/1B6ZQ516cfvLS7SJ45UcV98vN9F20yC7q2CmunQhJrVlR2DzQOYsOpAIBIANHkvFk+bwM6fjFxlRYZxh33j2s6ED6+C0BC+QT4cZQY7lEyBiJSXk04Al73SB0IhswBKJSALJR/7DZk4Ck1hgrxCV5GMCnavgNAnKZCKmPGd5leR2pLpR4NxFCLFLvh6Dvvh7Rp0bUcKJP00VLEASene5YilvrH9iXNwcZTE1Ws4oa7qndA+1S+I42LnDx55Eohalv5tQE48nMmlc5XDgUAbYJLY+HH5clKo1X0QyUnFWpE2mOQWgfL3UTRUCLYVL/6xmQ0XACqWpJjLnnKSX5ZPfDwhLZLSLkk7RhcJcVyYKodIYQQQgghhBBCCEmFtlI8Rdse81UdUEEVozTUAoQQ0uw0mtIpt/A4AIDO54AOm1bAwhAjMIon+yRhLq694ElAN5XkCUVtL4VLOXEKAELqjq9eJf1518rM+trYCqfhzPhO5UqlQxdvGjX1rpUIz1lXpDCoFKbWtS5UOZGsqaTAUFsFngAg3LU76yYQQgipMcHMGdCH+wFY35RCaNYvXQzATDwQQ5Gfk0x4PNl7YQ00bfpPKZuMsSpitQsuzUu4gOy+/ZV93lbdgtZQ9/FGp50QG05t2IBtqwed9GmrAQAqL3HoYuMv1ep/MyGkdWGqHSGEEEIIIYQQQghJhbZTPBFCCGlBhheM8Gkt5lGechIl6Y5kqt0oNJNKSESJ8j5JpVYypb6Nq6vKyZMhcna4F5RvLexVTkIAyn6BylYIBgClxq8OTEaiVdxfaR1/tw2Gqw6p8hLRS2yVyxurT/cai4FXbkzsePyKcX2vMuqfyT9qbfXP0HSjUCxMlRiaarQCz767FwBw1GduqWtbtn12E5a+y3zf2/7LVfcTWPoeFhIihJQHFU+EEEIIIYQQQgghJBWoeCKkDJ55Ty9kZJZFpDH3vyszzSSEpMO4JcoDO7/CaRZP/ld3Yehl68d8TzOZ0YpQJZROJaRaWkPd+1Bd29RIqL4+BEccYZ7I8RVPwfJlAABdogiL0LpISRYsWwIAiLY+WoOWtjbq8GEAQDB9ulE9AUAUIXzyqQxbNTr6HlM8QiD9m4X8oTD2mCvDX67VlU6OglU5DU2VKEwVdl1927Dtc07dBGz7TLwMGGXs9k91AwBOeC+VT4SQsWHgKQMG/thIiseTEpPseO5dRsocdZrnOgC0CzyFAs+907wuQ405X2QQipCsUH19AAA5bRqELpGyMizljhg6fnlX1k2oGerehyBPOck8SQYY7eEgKqhi26pEe/dW/2Gti1MV3fc5PL2VlEV04EDWTWg4gt+WXxWpnXDpdbO+nt04U9u8a5HMz9aJShTsBghpCtyEow4S1YztXJSIgK6fph+X4BwwIYQQQgghhBBCCEkFKp7qzOHXbPLlq/sv3IhJP6bqqRFxSqeowzzqHCBMdXZXhdy+ILDnrT11bVstGHzFBgCAyom4nLqMDYXbRcZOWpNw95MITlhknlDx1BYkjeOd+XX04CNZNac1cConmVCNDVePUU3WVvS9ahO0nbIOBjXkkLLL9rEBlUvOiFwF8Uz/tO83R1pYlkonx7IrzX3Kts9tKkqxAwBo4IT3Ncd3SUg7M/Sy9UVKJ8Dc27rlelWUYeCpzhQmyTiPXUr0XWQuiO6i3fnzynw1gpkzAADRvv21a2Sb8/Rf9fqAk7IBKJXTkIkbV9H4BWlGpf+CjYnOB1BuOQCE/VsOv8Ycl1OuZQCKNAfq4EEEnbMBALn5x3qfEPeoNm8Z/cPdK1NvH6kfDDhNjGjLVgCI0xeHp9mpUYJQpCUZPH8DVEc8ZvA3KtAQkTkGZMEcJGLNCsi+QQBA9Mj2urd1OIOv2ABhj1chhT9k91/ejRnfZcCkEpa+k+NBQpqNwrk2vU6KooATYO7/3ESCEMKLEjp/lp7HJ1PtCCGEEEIIIYQQQkgqUPFUZw4tEN6TLzcgEPTb5X5bueKy7ookwFQ61R6hYkWTsIbiEiJejmJlkFDxcqPjTO1N1NusS0a7dSIM7VRQhDQT0Qt7qvpcOVWUCGk3XHpd0fkhBJJuwtG2x+rcKlJvok7pDWiTYwMt4b0HvO90Yl2WDJ23IX7ixnMKEHZwJ6Ps20gIIWnjVKlCwGdcITQLEhrKrpSRTlXp5GDgqc70HV/wy/JwgFyf+cFzh81j/pDAtExaRhwiiv2c/HhbATJMvO4q3EW6aQJPbuBYJJUXSASeEjcU9uHQxZsw9QeUV5MWh/cgI4jOXgsACH7TeJ4tpD6MGpB1148mufaRiTH5uuIxwMHLus2CiMcS8qbNZt2GU6GDoI6tK42OswHjMZrQkLaz10wTTYWn/8pUfD7mE7dk3JLmIbfwOABAuPOJzNqgTl9tFoTwVhyN6NdGKsenQyNxyfbdn4C0T+rlOc1UO0IIIYQQQgghhBCSClQ81Zllf34nDtywBACw9+BkDB407tXhAfNTRJM49Z41IorVTbERfELxFCYVT82TapesXqcTf5dOSuXtsjPj1A0gmSckbcQt92bdhIYgOmutX3Z9gDpjjTeR9qoG0hYkKwU6guXL/HIjmEeT+jOWHYS+8340gpao84b0U0aI4akPGJWTCAE5ZNY9//YeP2ae/ZXsK/M1MlkqnXwbpuYB2PsAO+zPXrdIaoFTrkVnrfVqI586jdhaZvDlG+rSb1LxRAghhBBCCCGEEEJSgYqnDJj+8kcBAAtumo2d+2cBAF6cNAUAMNjZkVm7iEFEGnKYt0WR4ikCZGjN2prIXNybh4thhuIJ9ZO3ePJh8fq1jxCSLc4LAFr7WTBoHfcLPavs+xRwx/31byDJnGjL1qybQNqU8CXrAAAqL9Dxy7sybg1xyEH7WDAGxYBVP9nMgH1X9AAAZn67NZRPgy/f4MfNnT9vDWVdYYod9CdufdQFGzHp+vr4/pDKyB07DwAQPvlU2Z8RoYLXG9kxnQSgdXGmS9ow8JQh+0/fgyNgqjBN+7Uxl3syNyPLJhEAc79wK55/u7lQSh2np8VV7XRzptoVpde5dcOCUMotuzcz8kRIK6LOWAMAkL+/BwCgT1ttAkpAUcBZaA3YAUkyGMWegRBST5KTZ6QxePYvepEbiINNyYrPPghl1x26pBtTrym/anfDIlGX6l/1pDA5kQDlUu0Ga3uVF+tPAQCofACdM/sTkYoDHrfdV9P9TZRgzmwA1VdLTpNKAk6OpFWCOtOM/7QWdS8gw1Q7QgghhBBCCCGEEJIKNVM8ifWnjJyF0Br6rgdqtYuWZvE0E1GNFGOBwVFHFq9QGtHzz9e1DXO/YCTBL/y5UT5pEcuGoeLlI76RkA5/o37tq4apPzAlkQ+8rrsovc6XHU6YCs78VmtIogkhI0kahrsyymLY5KYYR+3oZi95jW8vgpOX+uXooW0ZtoS0G15dXqeUEDI+wYBG4FLtwjhFWyh45axfF7XG71YvtZNcvRyAyUxAYAfn9j5b31nbVHeXBvnC23oSa+ukLHSK6nUrAAD67gfrs99RCObONQuFoQlvK3fM0QCA8OlnJrytWiJ/d09m+65Z4EnnpDk5EgitgY2n2uXanyitwOsf2QUA2D5wFABgUAV40qbd5V6afaWDepNbML/0+vnHAgDC3U/WszmY88XWC8BM/95t2Pd6e3FJBJsIIW2CBKCG+dhBQ/jOQMfXcw0Il47rBogQTZuGG8ycgWjf/qyb0XQEy0w1XkSqaF209dGMWtR8DPzxRgBA10/om1INsmCOPa04aGkU5nzpVhy6eBOAxOQsMDJdG7FdBSkTd43NSZ+apgObopbSLud8KcV7HnccJNP3lfapdi4wmfXIolZCh9zRRwE5E2bJHb8A4eO7arLdZofyGkIIIYQQQgghhBCSChNWPIkNRtGkAulTdpysUmvE6Xda+/dS+RQzNzgAACh0BgCAQChMzxndajuK2HVnnsaRdYCpdIS0L1oICDlsXlEJOMtwUTSfmlA/ucdIAXc2Z4qdmDIFoOKpYkRo5Aq+8ATAa3WFuMpR6lWbEAwa9U6rmRSniS+E0Lsq45aQJPk+cyyLKGHdkKTFKsDVg2D5slj5I4Tvd1Xe9CFBNs2qGnnKSdDOeD7S0DKhcnIpmKpJKjWVSfjMs8gtOh6AUaoFSxebF6T5DaNHtmfVtEyZcOBJWfmfOxkAxPJAJbyETmu0TV72/32yuHONEikJCgqR7U4umd+DI4NDAIAOq0GdJgdwTH4fAGDw9iV4YtPh1NvrPBsawa8h2r4DwYoTASC+2ZGAuu/hDFtFCHH596Ykq320N6PtegFtWgSgh4n1hdQ+/U4LxLL4YUEoAIBs3oBDNdVgCBA+thMAkFt4HMKdxgYgOGFRhi1qPgqT4iq52uWvvmJDwwaf9vyZSckXCpj1tcaZrBK33Jt1E1Jj5z/1QHWY5cUfbJzvfCzc8avOXJOYpIjH8Lkb786qaU1LtGUr5KqTAZjrsUuxUznznTZb4Ek98HDsWaXj9DooBaFc4LL1YgQ6Z38pKQH7G2obeJKrl0Nt3pJV0zKDqXaEEEIIIYQQQgghJBUmrHjS1mnfPQKAtlpLIXQc2orgo33NO1c6OtfsNjMTeQQo9y/87q6bMWBnlWfIAgDgqOAQCvZLu+bko2vf0BI0gtIpSfTgI1k3gRAyDDfjlqQV+/JGZeCVxphYJy4xWgqf2jDlh7eXva3gN39AdPbaonUaw9LvSqifkDQcr/QPIC2BUzsBRqFMyiecFKtBfMWvBq5kPPsrZly77/U92HeFUz9pzPjubVk2q2V48m96ff/tVE7J8qLbP9mNE97XPN91lpWyWhF170N+WQ57rJbtn+w2YwiY1EgRmQNwyfvTV9c5dY9YtyJWNyn4VLuWvPdLKJ6cQXzyd0X3SgBG7SUKJoOg1VVQjXvFI4QQQgghhBBCCCFNzYQVT24GNGkoJxILzkdCCBRF8luJnz/5BwCdAAAFDYXyDNLyQiLw017m4bIFvSm0kBDSCOSOnQeg+Xxm9GmrIVwZdVfKWojYz4GkjsrH/jBFiqcMpo/Era3rsUJIWmg74tYBvOogi/O3UmRBt+rwPVNUAD/974+DIjUcsO3T3QCApe9pHuUTmTi5xQuhpnYBmLjH7aOf6IbqsH7LeQVYZbOOBERoBhPbP2WOsxPem/5xpu9+sPh56nvMDpdRJFee5L2dksSZBCoeW7c4Ew48+SoTSdm+6zR17FYvdPWGgCJvNKi6MFR9Q1PABJxGIu2VxAWgAiGKDMYDe9fQpyOfajdQshQEIaTZkdOmAQBEZ4dfl1u80Jv1NgMiUsWm4gAQKogoyrBV7YVyV2sRp9cl890OvLYb068qf9AY/MZcv9SZa+wOEBuK63g5OSqsJOCUW3icb6+foEqYkrdLmpbI5YAgiJcBiHwOESvrVYwzMxeR8hWQwsd3Zdmkisj1m5MpGAACO5ytJEW23vRfYNJ7XdUyUht2/62dYBYlqsAl05iVgAzNMbP1vzdi2TvuqFcTSUYERx1pFrT26Whi/SnQd1VeRfbRT5hgkurQ0Hl7Ie+MIAIbeCrIuMiBpdnSO5sGBej7Hhyx2k/o3nZfSwfgkjTBXAshhBBCCCGEEEIIaUYmnmpnEWEiVldi1nRC5U914822jK52EkXPAKN8Crwpq/RKqCGtcVCZmdB9yqTq/cX2h/FfJ5w04fbteYsxgpz91eYox5oGz767F5H5WiFDQNoZxmDQHJPt/N2Q+uDUmvEK0w80k9oJQNFsjHsMTl4KhBNTPPVfsNFP74rQPkYanTc0ZnnxLHFllMfi0CVmhnPqNeXPWNbdENaV2F50PMIdj9d33xmglTaFVgDAKgSjw4czbFET41IVlI6N7puI2V82Y45DF2/C1B80rtLJMel6o7ApvHSdX5f/9d1ZNadlGDPBQQPOrUMk/y803/FOqkA50+1Y1YlIQ/euAlDZvbTKu/Q6DXSaa0/QGSEIrFpUBH532uZ6ikjgsX8394+LP8B7pFqhHhglXfK2++rbkAagZoEnl3KXBjoMU9t2msRBKFnS92lQAwdtKYvno+kAgGcKMya83+fe1YtgwPQme/6sx1cmaReeu9LImHUu4amgEefSW2+FvW/oQTBkvqdKUlQIKRddGILo6vTPw91PZtia2jKRapguhSPpUSSTExZkBM7jCdpUlgLc5A4Sy9l/ebn5x5qF4ZXw3LJ7XofAgavcJ5TOruKSiqCVC9Ca673o7IQeHMymPc2M9cPQWhsrhyalGYJOSRhsqjHJVOlh3aBIBJ508q0hA09thdJ+Yk9EEWTB9n0VbMKn13UoBDbw1NERIpczy1rHVei1q2IbaHp3klRhqh0hhBBCCCGEEEIISYWaKZ7aDZWIOyfT64KEUVuUSBF0huMQyksbh7TEPjUZAPBcaBRPTxdmTrxtQaxIHz6b0g44RZPK2aohgFEJuFSeZBWRNvx+AODA60xKDvT4aq/B8zcAMClQzuhSRBrBb0unm5Ji1MGDZuFgtu1oJJzJtJZxNR8dmHUK8THX+XOm3DmcubhQiNVCSkM4MY1uDLWYU/XlFsw3K4QuVjmVMBqv6f7PWeePJXexFUJAn2XVTzo79ZMvkCKDsd9ISjIRlSUhjYYuoXgCbB8PFKXdyZT6S9JguPtGrWPj6VAB0qqUKtlWzrxbdkTI583nJ3UOocMrngS0MgOwMGcVVaH2Ve8ISQMGnirk+7tuAQAo5ONgEooDTiPWaTUsUGXWD2qBA8qUy3yhYCpfPTUwE+LGmeZjL6kuLefoT9+C599ucnTnfqH90uxcep1KptqpRPniwN346LFz7VuU/Zd3u2tYPMAZhcGXb/CVNWSo4xSfSEOfttos37w5pZaStHHeHS6gWI9gYv+FG4uCTX7ZV1ET/lwlMT7wFCWkylrE/kFAw9YlLgoyueWUSgernPB9vFCJAJQL0DWCZaRiNUhC2pUFHzX3EU/8Q+/IFxOD0mTXXuSjWwPcPYLQ8TjQeZCR7Ihe2AMAyB1zdDxzHkZQW7ZWvC2Rt5XVcxG6OgoAgCkdBXTmQrvZAGFo9hGFNvAkpR+TEZIGPLwIIYQQQgghhBBCSCoIrZvYoZEQQgghhBBCCCGENCxUPBFCCCGEEEIIIYSQVGDgiRBCCCGEEEIIIYSkAgNPhBBCCCGEEEIIISQVGHgihBBCCCGEEEIIIanAwBMhhBBCCCGEEEIISQUGngghhBBCCCGEEEJIKjDwRAghhBBCCCGEEEJSgYEnQgghhBBCCCGEEJIKDDwRQgghhBBCCCGEkFT4/wH7YzbSUCTRfgAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 1500x800 with 5 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 600x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "nscales = 5\n",
+    "\n",
+    "for scale in np.linspace(1.0, 0.0, num=nscales, endpoint=False):\n",
+    "    start_time = time.time()\n",
+    "    print(f\"\\n\\n\\nScale: {scale:.3f}\")\n",
+    "    vol_lt = lt.local_thickness(vol, scale=scale)\n",
+    "    print(f\"Process done in {(time.time() - start_time):.3f} seconds\")\n",
+    "    \n",
+    "    show_slices(vol_lt)\n",
+    "    plot_histogram(vol_lt) \n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/detection/2D_blob_detection.ipynb b/detection/2D_blob_detection.ipynb
index 8f695b5..4a72b08 100644
--- a/detection/2D_blob_detection.ipynb
+++ b/detection/2D_blob_detection.ipynb
@@ -198,7 +198,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.11"
+   "version": "3.10.12"
   }
  },
  "nbformat": 4,
-- 
GitLab