diff --git a/s01-Python_basics.ipynb b/s01-Python_basics.ipynb
deleted file mode 100644
index 5bc1f0bb52025120d940cbe7325623d74df10b6f..0000000000000000000000000000000000000000
--- a/s01-Python_basics.ipynb
+++ /dev/null
@@ -1,261 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# 1. Python Basics solutions"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "1. Create a variable var1 which is of type int"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "var1 = 3"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "2. Create a variable var2 which is of type float"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "var2 = 5.4"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "3. Create a new variable var3 by multiplying those two variables"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "var3 = var1 * var2"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "4. What is the type of the new variable ?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "16.200000000000003\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(var3)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "float"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "type(var3)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "5. Compare var1 and var2 with an operation of your choosing and store the result in a new variable var4"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "False\n"
-     ]
-    }
-   ],
-   "source": [
-    "var4 = var2 > var3\n",
-    "print(var4)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "6. What is the type of var4 ?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "bool"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "type(var4)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "7. Compare var3 and var2 with an opertion of your choosing and store the result in var5"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "True\n"
-     ]
-    }
-   ],
-   "source": [
-    "var5 = var2 < var3\n",
-    "print(var5)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "8. Try different combinations of var4 and var5 using and/or/not"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "False"
-      ]
-     },
-     "execution_count": 13,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "var4 and var5"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "True"
-      ]
-     },
-     "execution_count": 14,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "var4 or var5"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.7"
-  },
-  "toc": {
-   "base_numbering": 1,
-   "nav_menu": {},
-   "number_sections": false,
-   "sideBar": true,
-   "skip_h1_title": false,
-   "title_cell": "Table of Contents",
-   "title_sidebar": "Contents",
-   "toc_cell": false,
-   "toc_position": {},
-   "toc_section_display": true,
-   "toc_window_display": true
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/s02-Numpy_basics.ipynb b/s02-Numpy_basics.ipynb
deleted file mode 100644
index 72c21796e995e1a33034577f640b4a1e36fed6cf..0000000000000000000000000000000000000000
--- a/s02-Numpy_basics.ipynb
+++ /dev/null
@@ -1,281 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# 2. Numpy basics solutions"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "1. Import Numpy"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "2. Create a 6 rows, 4 columns array of 1s called ```my_array```"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "my_array = np.ones((6,4))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(6, 4)"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "my_array.shape"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "3. Modify the element at row = 3, column = 1 to be 50"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "my_array[3,1] = 50"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "4. Modify the array by multiplying all its values by 3"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "my_array = 3 * my_array"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "5. Using Google, find the Numpy function to take the square root and create a new array called ```my_array_root``` by applying it to your current ```my_array```."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "my_array_root = np.sqrt(my_array)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "6. Create a new array called ```my_array_sum``` by multiplying ```my_array``` and ```my_array_root```"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "my_array_sum = my_array + my_array_root"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([[  4.73205081,   4.73205081,   4.73205081,   4.73205081],\n",
-       "       [  4.73205081,   4.73205081,   4.73205081,   4.73205081],\n",
-       "       [  4.73205081,   4.73205081,   4.73205081,   4.73205081],\n",
-       "       [  4.73205081, 162.24744871,   4.73205081,   4.73205081],\n",
-       "       [  4.73205081,   4.73205081,   4.73205081,   4.73205081],\n",
-       "       [  4.73205081,   4.73205081,   4.73205081,   4.73205081]])"
-      ]
-     },
-     "execution_count": 14,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "my_array_sum"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "7. Find the maximum value of your array by using either a methods or a function"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "162.2474487139159"
-      ]
-     },
-     "execution_count": 15,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "np.max(my_array_sum)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "162.2474487139159"
-      ]
-     },
-     "execution_count": 16,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "my_array_sum.max()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "8. Create a boolean array where only places in ```my_array_sum``` which are larger than 100 are True"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "my_boolean = my_array_sum > 100"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([[False, False, False, False],\n",
-       "       [False, False, False, False],\n",
-       "       [False, False, False, False],\n",
-       "       [False,  True, False, False],\n",
-       "       [False, False, False, False],\n",
-       "       [False, False, False, False]])"
-      ]
-     },
-     "execution_count": 18,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "my_boolean"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "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": "3.9.10"
-  },
-  "toc": {
-   "base_numbering": 1,
-   "nav_menu": {},
-   "number_sections": false,
-   "sideBar": true,
-   "skip_h1_title": false,
-   "title_cell": "Table of Contents",
-   "title_sidebar": "Contents",
-   "toc_cell": false,
-   "toc_position": {},
-   "toc_section_display": true,
-   "toc_window_display": true
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/s03-Images.ipynb b/s03-Images.ipynb
deleted file mode 100644
index 7606e5bc32acd01a2a98cc2423d0546b6ce646dc..0000000000000000000000000000000000000000
--- a/s03-Images.ipynb
+++ /dev/null
@@ -1,372 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# 3. More on images solutions"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "1. Import the numpy and skimage packages"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "import skimage\n",
-    "import skimage.io"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "2. Using the skimage import function, load the image visible at this link: http://wiki.cmci.info/sampleimages/cells_Actin.tif\n",
-    "and put it in a variable called image"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 26,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "image = skimage.io.imread('http://wiki.cmci.info/sampleimages/cells_Actin.tif')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "3. Check what are the dimensions of the image"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 27,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(1024, 1344)"
-      ]
-     },
-     "execution_count": 27,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "image.shape"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "4. Check what is the image type. Is it an 8 or 16 bit image ?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 28,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "dtype('uint8')"
-      ]
-     },
-     "execution_count": 28,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "image.dtype"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "5. Plot the image using Matplotlib (that you have to import). Change the color map to 'gray' and make the image larger"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 31,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import matplotlib.pyplot as plt"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 35,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x720 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.subplots(figsize = (10,10))\n",
-    "plt.imshow(image, cmap = 'gray')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "6. Plot a histogram of the pixel values. Change the bin size to better see the distribution"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 38,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.hist(np.ravel(image), bins = np.arange(0,255,1))\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# 8. Slicing and indexing"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "1. Make a cropped version of the image by selecting 100 rows for which you want all columns and plot it."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 53,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "cropped = image[200:300,:]\n",
-    "plt.imshow(cropped, cmap = 'gray')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "2. Select a region in the image of 100x100 pixesl and create a cropped image. Plot it."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 52,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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8ecCqDOxJHy8phy3qwEHLM2sHeiaV2ZV3zGHJPJKU4pXi0kQlk9jKzmGalh9fjuEU3shnztoNa1f6mk4xRyIva3X3NLkosWeO3cHz9Fh7Ocg1ZEkvVnhtbxq5p9juw+OXdr0dk6oQR1EULmtPy93Z2TH9+OxTZiu1SKXIAj3iP/ZKcFlaAhfm5PgBjbcHvTUWlrze+C2JyRIs6keQ7yY+5qiI55x98JYhU4iDxxKd62k7ls9+KrVWt8+SXtby7CEZKYmu7xkrrVdj2QMyxUCYkvhFsYXUg18UW8hGjHuckAMczHX3KsNaaq+XcBPVz2N13VLD+BxPnZ4TGqz/z2OQ2uhRjQAxUkYVWryQY74+UdBPFCqaVftXvTzI5Mt7BrVILfZUfL0kY2Me73rE4eMaucc5JNsai/Qp442Sx7T6XxV4iqJw2UgAjxhCrC2dZYYTw12UqMHVetloqF0qXpojh/lGwTheYM0cV5Fuz9MKMruiSDixZQjUGhVwUGuS725pFMJI6GvGAHjYqbY8/pEquN59dNNNN10+Vtx18leuMd9HOsxbJDzvQ2iFiXt7OrIh2NIyR65hSfyi2ELW7s7TIYV6luSEFM9FF611WIpb2gFL7WhNNhViaa2vPddTlOTCn2UCPuTYqHAGB6BwlWBrjT+1RrbaZxdjxi6QTemNjolCakfwJL1oplpzYm3Vq9mo1/ES4OWF6FpjnpLi1vsnT56skN2iKHw2ssa3EmO8oBiWJnqtI2G3XMIoSs/1LPORxJRzJPCF12pWEoqMgbUDPdvz+pPX61HapuBdL/3/aH2oxxERBQZNhdSOJNNk1qmZFNtMxWKB08TlenEiFHBwv0bWQEW6W/YZb9em6J7glG1LI5tjHymJXxRbyEYkfuQ7l/c4icbab8/DOkZCfnm3HZ5hdV16z2bAkt7qzyocovuzECnB7Vo2BK9QhiUJRHLJNfDSRC0iqT1nHTpigeZj55TIEliqW/sbcFENkbK69Bn36cWSRN8jg7QnNgUvlF2P+6qrrio/flEUPvXgF8UWslZVv/eOnZ2dA+o8cDBPXtQtUcnlfQmZ1OdI+OT58+cBHAx3BHzDH7tatFrHKn20ZZbAW3VL+xLwYWVXCXJduMafNiDJd5bMOlb9dPscTirXcKRC6zrDbaeOzaj4fA7XdYiMe7zPgFU3wgt7jmDj80iZeV7CRbUhRyiJXxRbyNol/vPPP2+GirIkFEOUSCnLsCMzqRzDWoNVr5yTHsSgJrOwdsNMBdR4Yb+6bw70sIxKVsARYLsLRRqJxGfXqCXRJBx6JEDIS1DSZOvbZRJ7Mnnymf69YBy+v6zgLpbE1jVlQ1+UJCWw287K8/fGL3CdRDH66XOAStIpiiJg7SG7wJ5E1msnnjlZYrKrRX/GMypXztFIP5mqOp4bhu0BVvovS4AoSYe3985UmBEtwaseo8cn2sFI3XXBq8Tjjct6P5NG6722zo++8xyJz9WS5d6w7DG8f6KQkeYMb3Gu38ueq/s6duxYhewWReGzVon/4osv4uLFi5dDX7X0YMmrLf76fW2plllWasrzml+3zzM/W92tgBteo3oWeStk16tlb62V+T2xM3DRDf2ZpxVYY/RqE0Zr/ah67yiZlNjo2Kk6dJZm50leKxjH01Ci+nZyD3tp5FbtRm93KGt8XMGZNVSrDuA111yT1hhK4hfFFrKRNT5bmYG9GfP06dP7jpX176OP7m7Gq/34MrudOXNmXxvy98KFC5eP5VndS+/Vu5xyFVqeuS3p6xWCsJJHRDORsUg7sk6TY7WUkj69JBE9Fk4mGrHms2QZSXeN1uB8DGtCmTW+EO1KxJ/x2tfSEuZglYRjRCLzd5PfVY/FC0/mRCutBYqF/8YbbzQ1GouS+EWxhaxd4u/s7ITSg3eTYWu73vVFIvZk1r311lsB7El6a53F0oOttLqAAn/mFezMFI/gc4D9CUG6HU7W0RJBimh4RTB0vyO7BwtTRSrn7KSj8azfUeoun8OfZyIRuZ/ILsBSU/erNUI9Nvkb7arEqboSzRm1x94sy0uhJT4X8vQoiV8UW0g9+EWxhWzEuGfVChfVi1V7UVdFxdcGO+3GAA7mUVtuNs8NJmq9Vu+9bZci9x6r4JxcwQk4mkxVXQ9rS7DM3gGjWNc0G7qr32NjlaXOs+vMGgOwXzXn78j3QlQjgPuR+0qPdaomvuVG9Ja2fA2APeO2qO98j8v22bpNrf6Xql8Uhcvak3QuXboUSkoOK5XXEqSjZ3SZ/cTI51XB1XAVVNEkIoOjSBSRyBzsY1W94UCeaBNFduOJ1hFdJ+4vcoexNJ0TumuRCb7h96eCoqyagd5rCzbasYHQMgjKZ2JsY2kbGezY/ca18TTsuuTqx8CexL/jjjv2jUUM11aCm7Czs1NJOkVR+KQlfmvtGIAHATzce39La+2VAD4C4DSAzwJ4Z+/dzmBwiNa04rYSqW4V7xB3mMyY8peDQ4CDM3Mkabz3WCJHyIzM0sJK+2U3XhRo49V4s6T5MtV054ToZsbEsESO9gDk6877B+r2+HW0Q5CnIUaJVXyvsRS3ksm4P9EOdFCaSHz5y3YA0QC0W1uOefrppw9F4r8bwEPq9XsBvK/3fieAJwC8a6Ctoig2SGpab62dBfAvAPwHAP+27U4rbwLwjsUh9wH4XQAfjNqR0luW5BFrN8+YItX1rCjweocTe6J0TZm5xZJrSXGWHhxYw23rdllyRYkxEhrMksdKZvL2A5hjsV9VjXYeS9SGd10sSS/t8O/Kv6VeI3PatSfNdX+iybHWYdmVvD0D+H7VhTLYvsBp4/r6sxdL4CIz+hprLWTVabnvB/CbAERPvRnAk713uSLnAdxundhau6e19mBr7cFl3FVFUayOyem9tfYWAI/23j/TWvsJeds4tFvn997PATgHAFdffXUHbCnllaGS9YsVhiuzohTkFKIdSniGlvdZ6ur/szTySjRZx7IPXX9n0TJGdn0RuD1v11bu8zDJhNCylhHtXeidK1hagnhgvMIuvNcAsOfh4Z2MrFRqLwmLx6h/B/a4WLs58/l8Dbm8nO5Xa5O9m4/hATJ63RsB/Fxr7WcBvATADdjVAG5qrR1fSP2zAL6V6rEoio0zqer33t/Tez/be78DwNsB/FXv/ZcAfArA2xaH3Q3g44c2yqIoVsoyATy/BeAjrbXfA/A5AB+aOkGMe1HYJP8VdUjce5J7D+wZUsT1wepcFJQjqrGoULwhpu57ysinVU7OKoy29ZYlg1c5NyKqZCtw3UJedszJuJtTc2+EKPDFe18vvTzjniDH6kAf73pHYb5ssONlQVRpSe456/pLO7whrASpWegqQFk72tAv1Hv/awB/vfj/VwG8buT8oiiOBmsP2bVq2gEHjW9cwVb+6iQdrk4iLhSZQbVLhMNWvVleSw8v6IONe1bVG66qY7mmPKkdVWrl6xQZ0qYMZ5m6CFHYbDbYZ6R6T6auPr+vXbEyFrn+vDuOhOXqNsQ4LMFibFjWv7doZdlKN8C0dmbt/8BGQrnvIyMugLRxr0J2i2IL2UhargWv7WUW57p2ElQB+OGebB/Q/+eUYF4Hiy1Bt+O5WKz13FSAjSWhOdmHJZplJxipPsPj9V5HrNol6H3HSMvJ7O4jiETmpCxBa57eHguWRsNp3PJaQrOlH+t68XvWHo8s4cWmJZoi78Gg27l48WL6Ny2JXxRbyEbScq21p7dbjSAznQ7PfPzxxwEclPhWgAS3JzOozNS8NgcOSgCZWVl66+IaU0UvrDWsd6xlVZ6yUVh47UdtzUmJzeCFO0eVeAUvtdbaFYfh399KtfWSr/R6nr0FPG62KWjkXE48022IxslJP9F9pbXZrGZWEr8otpCNrvGjdRCv+WSG1tJJZmj2t1vFCqRd0RJEwvN+9lFaKFtS5dhnnnnm8nu8HmcbhZVw46WORtV7vZRby8/uHWtZzUc0iimrflQQxfORZ9KjuV8t5b0qutHvKxqbnJPxVkTXUH8O7MWIWKW2eEyeZ4q1WSstt9b4RVGErF3ie7vOiDS9/vrr9x0vElRmTT07ciQUz9iWr1P8sN4xlkTg6C9e+2sp762xLLsGj8GTfpaW4Ekwyyc8ReRnH7EDCJm96Nm+YX1XPpalLO9y67UDxBGUI8VC5f7hMmyC9Tuz1sfrdmsvBJHirJHyccBeBOulS5fCMmGakvhFsYXUg18UW8iRMe55hg8OmNBJCByEw7nKWj0VFYhVZVbbteom6pSolKxGSainpVJ721lHhq7MtlJTBsBMEk2mCjG/zhi8PPXdWkp44dBWGLcs5TgRxkpIyVYkipYH0TW1EoOA/W5mb0xehSgrCclLqBK0qq9dixWyWxSFy0YlvuVuE8kuM6pXRx44WLtMZlTLQMfGsKmqOrovT3pb8LFRdVfPqCeIRqMDSzypZLmXvOq2Xg24iCiV2qvtzyHPFt5ONHqc3o5Ggpak/NnULjx6nJzSa2ksvMcCpzxb0pu1StEcrY07RfMVg520ryvpMvr3qwCeoihcNhKye7lzw7XFNdIESae0ZjR2+UX1773QzUytfG7DWvdy8ga7bCzpGmk13rFewQfL7ebVuZtDxoYQjckrqmEFMXE71s5F3vhYW2MN0rr3rD0XGa/QBWsneg3OrjkhuudYg5DkNGsPRj2mCuApisLlyKTlWiGnmkjSyywoM58VWMPrK2/dHs3CHBJsnSOShctoRVLWC2KxglG8GT0KtPHOyVjqR7SRbBuAXcEWsG0UnpbAbVnvcdVdDvKyxhmtk9n7IL83W+z1mDwvB5fZAvbW8FPX2dqRaYSS+EWxhWxE4nP5KODgGl9gCSxrfeDgXnNeeKM+xsOaYVmy82wvY9YeAS9xyLJdsLWapbYVZjpl1bfIlNHKnmOt8efYKNiGE2kF3u47guUJ8EpjRUVNvGP0PcglvHThFmAv5dZa43O7URg3l/1i24J1vZ5++ula4xdF4VMPflFsIUcmZFdg9YfDM6NMtWhbZs+4xm4xy1DE6jWruFoN4344rDgyvvF3HwmwiQx1U/X55uTAR+1M1RkADn5XUY2j689YgUHe9maRAYyDxzJLFy/bz/oe2XsvGlNmy/OLFy+m6+qXxC+KLeTIuPPY6ONVwbWMS+Ki43DcjFsmIwkEb+aO3G0s2aIknamx6v/PCcKJDHUemWPm1Ofzko2sAB6W7KxJaHcYJ/RwUg0HWHl9636te07a8YyIVt0IbtfSDvjaSSIYh/da99zFixcrSacoCp8jI/EFDsuUv1KLTM+wvJbkdVdmV5ZICk4FfbA70foe/Npy5/EY+fvMqaqjyazP57Q/FXiUwUvs0f/npCKR6lHyD58z4rqMqh97v2sUZORdH67nb7UvcICQRu/XWGv8oihcNiLx59SGt+rnyYx56tQpAHH6rLePHAdMREEz/NoKOoqCiICx7yxk1vgZa3v2ff1ZppDIKiW/hr00GS1K+pTQ16lwX30Ot2dpevydeGxSkCMKIuOQXV3EQ/qUtT33a6Vyyz373HPPVQBPURQ+Gw3ZzcBSVc90MqtLmKRXDVd/xrYDrnSbsfJ7VmDNiFbjJfKMFACZgyWZpyz0UchuJszXO9fqbyohyTqOf1eWslE5s8x+flM+/qh+v1cRWa/f5T6VFHO5B7i0l1XZObu+B0riF8VWsvZCHDs7O0N+Xpac1lr/kUceAbC3s6iF59tnC3rGzx5JYpY0mViCqTHr8lEsuebYDEZgKT6ybo+KXjCZuIqR7+yN0yv0Ep2rX7Pdgb9jRuJz3/qe5vuQ92v0oguF8uMXReGSevBbaze11j7aWvtia+2h1tobWmunW2t/2Vr78uLvqcMebFEUqyGrt30AwJ/33t/WWrsawDUAfhvA/b3332+t3QvgXgC/FTXSWhuu4BKpdbxp5c033wxg/yaCAhv+vI0SdWgkG3fY1WdtYCgsEw7L31mPiSsKz2nfqyuQOWYkoSfqO6oydBhEdQC92gAcLg7kQ6atQC3PDWwtJdjgKwFsU9e/tRaOS5iU+K21GwD8MwAfAoDe+/O99ycBvBXAfYvD7gPw86kei6LYOBnx+yoAjwH4o9bajwL4DIB3A7it934BAHrvF1pOPaxXAAASRklEQVRrtx7GADOVWmRWlEqkIvGtWZfDJaMAlSmjnkhdK2GCJZnlMpraajnasjsyTjGeljWilViSeSp1N6phlwkqmtIK5oThZmoSjlxb7m9ZzcUbC4cpe999lca94wB+DMAHe++vBfA97Kr1KVpr97TWHmytPZgdVFEUh0tG4p8HcL73/sDi9Uex++A/0lo7s5D2ZwA8ap3cez8H4BwAXHXVVcNPfiQVea0kbpGRcE2eoa36arqGeTRG3Z437hGJY7kY+TvN2cY6c9wcbWDk3Myx2XTfjEYRSXUvlVrQNhZp16sHaLXJ44sSk/gcti9ZLk2tBaxM4vfevw3gm621H1q89WYAXwDwCQB3L967G8DHUz0WRbFxsib2fwPgwwuL/lcB/DJ2J40/aa29C8A3APzCVCMjATxMJolDJL7sO6YDekR6c9VeXj/qtF+Z6T2Jn1nXRbvb8vqTz7EKTUjoJs/8maAWb5zWmEas7cukCmfG4h2T8TB4zA18YimdKQvmhepG9zSfy+dkrlNE6oze++cB3GV89ObhHoui2DhrDdmd48eP8HyzVmosr409aW4VgvD6zSTrCJGl2NtRd077UeFGbt9iShLPCb8dSXLJ9j3aRgYvTNz6nnw/eWnf+jNuZ8R7wN4ib4/BKsRRFIVLPfhFsYUcuZp7I3iGEFH1n3zyycufSTivFz5pqUhiVONa7cLIBpUj6jqHjOolyy233AJg2p2k21kmLHZOZZ9MUNQy7sJMjYBVELnbvP6i7c/4mKhPb/kXsbOzU9l5RVH4bETiz6nJZuEFQsj7slU1YOfxAwfDcK2qPQJL/iikdo67yDNWWtVWJCw5qhw0lRCz6oQbbzeijMF0hGVqBGRgF2kUHJUxOGYSqrhvbyzWbzcnxLgkflFsIRuR+KuaoVm6RsEVnHYrUlSkuOUm4dlVgntEykZ79a0Sa0xcNz4jnQ4rGEfw1sRzqvbo86Yk/MiYM2OJEsO4mq73XT0NU7c/stbPJKtdunSp3HlFUfj8QKzx+bVVtZa1gEzq6NS+dyNWfR6HbteTACzdgb31omgfc9JzR6zUkWdgSrJnkk8issFEh7XGF6xkL+5bJK2l/WXuG8bbNTpi5DqUxC+KLeTIrvFHJANLvYz/lduP9sFjaz5rCSMW/EzIqzdW4GApJi7FFZV8Gim5FY3BOzYjied4GjxtLWIqZXiu3WGOf9273qtIqfbGOUVJ/KLYQo5s5F6mKCOvf9jKrtdmItG9iKrMbCkpvXN89CPSVbAs9byGlO+Y0XI8li3EMfX5SIms6DMvIjAq18Usaw/gMcj1F61wqjSWZtV7Ily6dKki94qi8KkHvyi2kCOr6gvZumvAwZDRkYqtUWUT+Sv1+0XdnmvUY0YMTqzqy/Zacq7+fMrVl0nAiVx22XFnwolHxrBMBZ45xr2oxoG4VdlIvGoXI/er25+zZCiJXxRbyJGX+MsQuWE4yCcTCONVap2z7bdmjnSQSsKnT58GYKfpZkOJM2GyFsuEzkapu1OMjHGOhOff1Tp3qnaj1d4qQrtXpUmUxC+KLeTISfxlZuhlatVFY/FeR2SLSIwi7Wakh1c7LhrT1PWfW1TD6mvZc+cEz4y42aK9HMR9JwFUnPwVtTdS4/+wKIlfFFvIkZP4c2Zogc+xapvLWpi1AishRtqR9RxL2cjaOyIxvXPltf4enhTnwhze+TyGaKzR2Lz3on5GxzDlicmck+l/6lhrt1y23ssx1113HYA9DxCfr7ECtFYZahxREr8otpAjJ/GFOWmb0XqdP7P83sD+2TcryeaUPspgpWSyliFrSvbnA368wZy1eTS+KcmcOTfj7VhGCo6MLbPfIY9BNK7MsdExh+X/Z0riF8UWshGJvypftrWW92DJnklRFSKpBMRrtJHUYCb6XiLpudSStlF4En/E/x29n5XAIwU5okIfc/DayESARsd6Wp+VpONplyNxIJlrWoU4iqIIqQe/KLaQjaj6qzIuCVHABfc51bd+f06O+5S6NVKBZ2Tra6n6qlmF0ZHVVN1mNl8+em+OIXAkCGhOwNBIUJdngJwTAj7CskbAkvhFsYWsVeL33rGzs3NA+gL5YJCMUcZyg4kxbCphItpae4Q5SS4Z+JyoIizX/+frM1JlhwOfrGPmpPLOcQXyOSNa1LKScup8a59FT/ovs+uSZk5wT0n8othC1irxW2uza6FlZjN2qVihliOzKxf2WKbwRibk1ZOClsTIXEce9xw3VSahZ4pM2u+I2/Mwkqc0IzYjdt9ZmuQyOygLyxQfsSiJXxRbSGqqaK39OoB/BaAD+BsAvwzgDICPADgN4LMA3tl7f95txCATDOJ9rplKggD20iY96RClubJFOyNxMimk2Zk6SgaSdfz111+/b4zWeV6Cz8iYRpJbDps5a9tVpUULcl8Jll1old6VqTGtrMpua+12AL8K4K7e+48AOAbg7QDeC+B9vfc7ATwB4F2pHoui2DjZ6e84gJe21l4AcA2ACwDeBOAdi8/vA/C7AD6YaeywLd5RySSGJb2ePcUTIAkYwpzdVFYZC6DHwKnDUvwROGjrWEU67hzpOsdXH40z0g5XkTg0UhvfSucG9v8OzIjmNeUF4XNWtltu7/1hAH8A4BvYfeCfAvAZAE/23mXE5wHcbp3fWruntfZga+3BrBpSFMXhklH1TwF4K4BXAng5gGsB/IxxqPlU997P9d7v6r3f1VpbZqxFUayIjN72kwC+1nt/DABaax8D8OMAbmqtHV9I/bMAvpXudCArbI5RT963DC1zAjxGqutOLWMywSwZWMWUwBGpAGONwXPrrdpgd1hGv5HgHo+RsVlhyt75vG25lZ3HlZAzRr/M0kW/t8ottL4B4PWttWvarsh+M4AvAPgUgLctjrkbwMdTPRZFsXEmp7/e+wOttY9i12W3A+BzAM4B+J8APtJa+73Fex/KdpoJRphjDOPZ1pKuXj19q1/5TIx8XsDF3HzzZeCxiHFP9ydGyaeeemrfsZm68UJkVJpTE2+q3ShAaJnknBGDoGBJ76naDNb38ILHlgkIWzr0OHNQ7/13APwOvf1VAK9bqveiKDbCRiIwMq6bjPvCO9da20ugi1cFxSI7I4+MzWLEZeNJaWusI26p7FhGtBshE+Y7Eky0TGJP1HYUIu0dK39PnDjhti99s1s1k6SzMXdeURQ/eKxV4kdpucxIkI+VlAPsX9ty/bnMOtezvo4UyPDGnDkmugbymbdfALBXnEP22cswtZZclebC7bENJsMyQVGHFXq8TCq3xtsLwdojURj5HiXxi2ILWavEj9Jys6GhmRRVmQ2jxJsR3/wqkl0yYZlTabpWu4zeu0379PW45xS7mBNjMHLsSEhwZr0+YncYgc/z7AHWjkzyN7PvoRcWHmmoq/bjF0XxA8ZG1/j7BjIxA1szK6/teR0/sl6M1kwsPaIknamU3Yz0zkhBT9vQ+7aL9Od1YUbieGv7jP+bGdF2pvqMxhj1PSLhM7vl8hi8nZqAveuv9zXMkokH0fdJWfWLonCpB78otpCNBPBYzDHGsOrtbRkVtZ9R61Zh4LLaWCZ8N+NilD4ldFfcet6SxWKZMNyRY6Lr450ThRFPYanKkbruvSdqPF9Tq9runN/bU/Gj0OkMJfGLYgvZiDsvE5jiVba1JHMk6bOMGHQisga76JgMbMAUw5HeUUfaE+mTCUWdGmdknMwE8MwJ780GOkV9jxhMozEJck1feOEFAHvXXa6xDuH1KvHOuV/nGMYtSuIXxRayEXeeMMc1FM2Sc5Ie+NxsX1Nk1rDMiJQdSfiQSrDyl0OR9TlzQnQ95gQgRX2P2FyWSUyKkpvkPbmWXnJOVLwjGtuyu+pkKYlfFFvIRqz6GQuuN/NFa/BotpySAKuaaUfSTr1jMhLCSzaygnO49vscVi1dM2QThjKekow3wkOH38r1lmvKSTnyWr8/ZWPR996U1jp1/SpktygKl41a9fcNJCk19EzqhZ5mwj8z/lGPKEkns06fOnbOmKx+nn32WQB7fnyxPIsHYE5o8xwLcsbPntECR9qfM86RPe2njrXsJp59Jmp/ZL/DCtktiiKkHvyi2EKOjHGP4UAey4AX1Yf32uPXmawnZs5209GYpsJYIzg/21KVZUnEQSbLbuY45bIcMagtk8N/WNV0LOR+lOVTZpvskczTdS2/SuIXxRay0SSdyCjDbj2rppzgVSWZEyBknc9GGTbqRYEeI5I/c64XeGQdK9JH8vKlIo9IKzH+ZciEima+65zfYaT9OcY9/l1ZE9KvvV2aRn6zVQfpVJJOURQpNiLxrRlqTnjmlDsvciONrEf53GhtvIqEnug4L9CJqxABe5Kdk11EWlnSK9o23Buz91stk547OobMZx58DTPty7WVv5lkskwA0rooiV8UW8hGknRG1kNCZO3MhMl60mjOrDvH4jpSNCJKHR2RaCK95Zybb74ZwN7OriLp9Vp/ar8B65qOaE9TRBb6dUnIKIVXwm+n6ufrMGk5X1dA1v1sgpL4RbGFbCRk93LniaILq5Aimjnr0CmWnbk9STZiJc/AUnzZ8Fth6jcb8a5kNKLMmJjIcj+VEGbds6dOnQKwp1VxnIk1dk6LFvSxXqhulLxTfvyiKFJs1I9vMSX9MpZ66/NlEl7mJIl4r0f6mRMRqKUJxz7IGpMt07re+yrWnZFUX6b9TLxDNtoyk8LN8RsAcOONN6ba13heoGXsSstGK5bEL4otpB78othCjow7L+uqGcl9n5s8441pjjspMiZOhbxmQoHlbyb4hFV9q1rMSJLI1FIoc71G1NRlkpmYEeOevj4cuMP1C60EqGXGN1L5d4SS+EWxhRw54x4zYijKJI3MSZ6ZkjTLGsSmApCWDeTxjpVgFOvzTMXiOWHWTOacw0i1tercsTHPcnvecMMN+9phNx5rAsBBzSpK4bXGdxiUxC+KLaRlq3KupLPWHgPwPQD/b22dLsc/wJUzVuDKGu+VNFbgyhnvP+y93zJ10FoffABorT3Ye79rrZ3O5EoaK3BljfdKGitw5Y13ilL1i2ILqQe/KLaQTTz45zbQ51yupLECV9Z4r6SxAlfeeEPWvsYvimLzlKpfFFvI2h781tpPt9a+1Fr7Smvt3nX1m6W19orW2qdaaw+11v6utfbuxfunW2t/2Vr78uLvqU2PVWitHWutfa619snF61e21h5YjPWPW2tXb3qMQmvtptbaR1trX1xc4zcc1WvbWvv1xT3wt621/9Zae8lRvrZzWMuD31o7BuA/AvgZAK8G8IuttVevo+8BdgD8Ru/9hwG8HsCvLMZ4L4D7e+93Arh/8fqo8G4AD6nX7wXwvsVYnwDwro2MyuYDAP689/6PAPwodsd95K5ta+12AL8K4K7e+48AOAbg7Tja13ac3vuh/wPwBgB/oV6/B8B71tH3EmP+OICfAvAlAGcW750B8KVNj20xlrPYfVjeBOCTABp2A0yOW9d8w2O9AcDXsLApqfeP3LUFcDuAbwI4jd2Q9k8C+OdH9drO/bcuVV8upnB+8d6RpLV2B4DXAngAwG299wsAsPh76+ZGto/3A/hNALI96s0Anuy9S7D7UbrGrwLwGIA/WixN/lNr7VocwWvbe38YwB8A+AaACwCeAvAZHN1rO4t1PfjNeO9IuhNaa9cB+FMAv9Z7f3rT47Forb0FwKO998/ot41Dj8o1Pg7gxwB8sPf+WuyGbW9crbdY2BneCuCVAF4O4FrsLlGZo3JtZ7GuB/88gFeo12cBfGtNfadprZ3A7kP/4d77xxZvP9JaO7P4/AyARzc1PsUbAfxca+3rAD6CXXX//QBuaq1JKtlRusbnAZzvvT+weP1R7E4ER/Ha/iSAr/XeH+u9vwDgYwB+HEf32s5iXQ/+pwHcubCMXo1dY8kn1tR3itZaA/AhAA/13v9QffQJAHcv/n83dtf+G6X3/p7e+9ne+x3YvZZ/1Xv/JQCfAvC2xWFHYqwA0Hv/NoBvttZ+aPHWmwF8AUfw2mJXxX99a+2axT0hYz2S13Y2azSa/CyAvwfwfwH8u00bN4zx/VPsqm//B8DnF/9+Frtr5/sBfHnx9/Smx0rj/gkAn1z8/1UA/jeArwD47wBObnp8apz/GMCDi+v7PwCcOqrXFsC/B/BFAH8L4L8COHmUr+2cfxW5VxRbSEXuFcUWUg9+UWwh9eAXxRZSD35RbCH14BfFFlIPflFsIfXgF8UWUg9+UWwh/x+r9r1RbkJ8OAAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "cropped2 = image[200:300,600:700]\n",
-    "plt.imshow(cropped2, cmap = 'gray')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "3. Using this second cropped image, create a boolean mask by finding all pixels above some reasonable threshold (use the histogram above to find a value)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 56,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "mask = cropped2 > 20"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "4. Plot your mask"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 58,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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ORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.imshow(mask)\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "5. Get all the values of all the pixels which are selected in the mask and store in a variable"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 59,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "values = cropped2[mask]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "6. Plot a histogram of all the values"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 61,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.hist(values)\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "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": "3.9.10"
-  },
-  "toc": {
-   "base_numbering": 1,
-   "nav_menu": {},
-   "number_sections": false,
-   "sideBar": true,
-   "skip_h1_title": false,
-   "title_cell": "Table of Contents",
-   "title_sidebar": "Contents",
-   "toc_cell": false,
-   "toc_position": {},
-   "toc_section_display": true,
-   "toc_window_display": true
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/s04-Thresholding.ipynb b/s04-Thresholding.ipynb
deleted file mode 100644
index 95db7537c76b7133295020dc5773234ff5347ac4..0000000000000000000000000000000000000000
--- a/s04-Thresholding.ipynb
+++ /dev/null
@@ -1,235 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# 4. Thresholding solutions"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "1. Import the relevant packages: numpy, matplotlib and skimage"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "import skimage\n",
-    "import skimage.io"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "2. Import the same image as in the main notebook"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "image_stack = skimage.io.imread('https://cildata.crbs.ucsd.edu/media/images/13585/13585.tif')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "3. Create a new variable called ```image_green``` that contains only the green channel by slicing the array"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "image_green = image_stack[:,:,1]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "4. Plot this image"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.imshow(image_green, cmap= 'gray')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "5. Plot a histogram of the image"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.hist(np.ravel(image_green), bins = np.arange(0,160,5))\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "6. Try to determine an appropriate threshold to recover the large structures in the image, create the corresponding mask and plot it"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "my_threshold = 60\n",
-    "mask = image_green > my_threshold\n",
-    "plt.imshow(mask, cmap = 'gray')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "7. There are other algorithms than the one of Otsu. Find one in the [Scikit-image documentation](http://scikit-image.org/docs/dev/api/skimage.filters.html) and try to use it"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "51.605408800315914\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "li_threshold = skimage.filters.threshold_li(image_green)\n",
-    "print(li_threshold)\n",
-    "mask = image_green > li_threshold\n",
-    "plt.imshow(mask, cmap = 'gray')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "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": "3.9.10"
-  },
-  "toc": {
-   "base_numbering": 1,
-   "nav_menu": {},
-   "number_sections": false,
-   "sideBar": true,
-   "skip_h1_title": false,
-   "title_cell": "Table of Contents",
-   "title_sidebar": "Contents",
-   "toc_cell": false,
-   "toc_position": {},
-   "toc_section_display": true,
-   "toc_window_display": true
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/s05-Filtering.ipynb b/s05-Filtering.ipynb
deleted file mode 100644
index c3aaaf95e6c0fea0d8dd5729264f2361d2c45c7d..0000000000000000000000000000000000000000
--- a/s05-Filtering.ipynb
+++ /dev/null
@@ -1,212 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# 5. Filtering solutions"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "import skimage\n",
-    "import skimage.morphology\n",
-    "import skimage.io\n",
-    "\n",
-    "image_stack = skimage.io.imread('https://cildata.crbs.ucsd.edu/media/images/13585/13585.tif')\n",
-    "image_nuclei = image_stack[0:100,0:100,2]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "1. Using the skimage documentation (Google it), try to find the Sobel filter. Try it out on ```image_nuclei``` and by plotting it, try to understand what it does"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "image_filter = skimage.filters.sobel(image_nuclei)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.imshow(image_filter, cmap = 'gray')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "2. Using the Otsu method, make a mask of the filtered image and plot it"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "mask = image_filter > skimage.filters.threshold_otsu(image_filter)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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Et+Ll+E03bdfkxDcrUNeJ/1/AL6p/h+BXGU6tMKx6h1QrDKfeX6/zoE7n6gNIOhEReztd6YqGVCsMq94h1QrDq3cRD/XNCuSOb1agPjr+wR7Wuaoh1QrDqndItcLw6p2r8218M+ufh/pmBeqs40v6pKTTks5KOtDVeuuSdI2kY5JOSXpO0r3V/dslPSXpTPXvtr5rHZO0SdIzko5Ut3dLOl7V+pikLX3XOCZpq6RDkl6o2vjmXNtW0per98Czkr4j6Yqc23YVnXR8SZuAvwQ+BXwA+LykD3Sx7iVcBP40In4DuAn4o6rGA8DRiNgDHK1u5+Je4NTE7fuBB6pa3wDu6aWq2b4JfD8i3g98kFHd2bWtpJ3AF4G9EXEDsAm4m7zbdnnjq3e2+QPcDDw5cfs+4L4u1t2g5sPAJ4DTwI7qvh3A6b5rq2rZxaiz3AocAcRogsnmWW3ec61XAy9S7VOauD+7tgV2Ai8B2xlNcDsC/HaubbvqT1dD/XFjjp2v7suSpGuBG4HjwLsj4gJA9e+7+qvsEg8CXwHeqm6/E3gzIi5Wt3Nq4+uA14BvV5smD0m6igzbNiJeBr4OnAMuAD8DTpJv266kq44/64yDLA8nSHoH8D3gSxHx877rmUXSp4FXI+Lk5N0zHppLG28GPgx8KyJuZDRtu/dh/SzVfoY7gN3Ae4CrGG2iTsulbVfSVcc/D1wzcXsX8EpH665N0tsYdfq/iYjHq7v/U9KO6vc7gFf7qm/CR4HPSPoP4FFGw/0Hga2Sxudf5NTG54HzEXG8un2I0QdBjm37ceDFiHgtIv4XeBz4CPm27Uq66vhPA3uqPaNbGO0seaKjddei0XmQDwOnIuIbE796AthX/X8fo23/XkXEfRGxKyKuZdSWP4iILwDHgLuqh2VRK0BE/BR4SdL11V23Ac+TYdsyGuLfJOnK6j0xrjXLtl1ZhztNbgd+DPw78Od979yYUd/HGA3f/hX45+rndkbbzkeBM9W/2/uudaruW4Aj1f+vA/4JOAv8LfD2vuubqPNDwImqff8O2JZr2wJfA14AngX+Gnh7zm27yo9n7pkVyDP3zArkjm9WIHd8swK545sVyB3frEDu+GYFcsc3K5A7vlmB/g91yN6xn8bHLgAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.imshow(mask, cmap = 'gray')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "3. Threy to erode the image. Use influence regions of different sizes and observe the effect:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "influence_region = np.ones((3,3))\n",
-    "\n",
-    "eroded = skimage.morphology.erosion(mask, footprint=influence_region)\n",
-    "\n",
-    "plt.imshow(eroded, cmap = 'gray')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "4. Choose an erosion level that leaves at least one of the circles complete. Use the skeletonize filter on your resulting eroded mask"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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caOm1S9HoTAePAWcj4usTPzoBHCi+P8Bo3b9TEfFgROyJiBsZ9eV3I+JzwCng3mKxXrQVICJ+Crwi6ebioTuBF+lh3zIa4t8q6erif2Lc1l727dJanDS5C/gR8B/AX3c9uTGjfR9lNHz7N+BfittdjNadnwHOF193dt3WqXbfDpwsvr8J+AFwAfhH4J1dt2+inR8E1or+/SdgR1/7FvgK8BLwPPD3wDv73LfL3LznnllC3nPPLCEXvllCLnyzhFz4Zgm58M0ScuGbJeTCN0vIhW+W0P8BWhJzNnTIW5QAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "skeleton = skimage.morphology.skeletonize(eroded)\n",
-    "\n",
-    "plt.imshow(skeleton, cmap = 'gray')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "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": "3.9.10"
-  },
-  "toc": {
-   "base_numbering": 1,
-   "nav_menu": {},
-   "number_sections": false,
-   "sideBar": true,
-   "skip_h1_title": false,
-   "title_cell": "Table of Contents",
-   "title_sidebar": "Contents",
-   "toc_cell": false,
-   "toc_position": {},
-   "toc_section_display": true,
-   "toc_window_display": true
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/s06-Regions.ipynb b/s06-Regions.ipynb
deleted file mode 100644
index e87fecd35a26cd46b1925a4f570e62ac119c7e33..0000000000000000000000000000000000000000
--- a/s06-Regions.ipynb
+++ /dev/null
@@ -1,320 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# 6. Region properties exercises"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "import pandas as pd\n",
-    "import matplotlib.pyplot as plt\n",
-    "import skimage\n",
-    "import skimage.morphology\n",
-    "import skimage.io"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "1.Import the image in 'http://wiki.cmci.info/sampleimages/4color_cells.tif'"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "image_stack = skimage.io.imread('http://wiki.cmci.info/sampleimages/4color_cells.tif')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "2. Create a mask using the second channel"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "image_mask1 = image_stack[:,:,2] > skimage.filters.threshold_otsu(image_stack[:,:,2])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.image.AxesImage at 0x16a67aa30>"
-      ]
-     },
-     "execution_count": 17,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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Diq06by1scvmsq1ObuIUtufhCO2QPj9xx5dxFxh7qiaKpPPPrQEynSx/9f6uQFmhPgJz3xN6ZFoym2IarSG5YH9nbq9z7C70dZ/6n40Pf/bljbt+4lOtYWW8ms6vlMovc4dVpjkR+cmsVQdX5+3HHwl0c6zeLg4On8/z634n/pgmiecNKPa+QZYa1+QO9kLnX0cj3Yz7hRm8rFZMoC5rGgU3hFh7vwvitwSpO961nnXMKweXh7Yp82+aEouxbC4evM4nvuoDdL08n4bm88BPNmI3fKyqdBg4m6tXSq/uSkxOyq2tlTdmqOC/fQbsFLxFnTCPOmMbaz++s/qrRksyJCTG8uuZb2v1+jswH2pTrMHKdABY3/zz39YzrdXD7s3wVh2786I+imR8WWZqRZalufHqyK5fu8LR4kNo6KW3qMsTDvNyXhcRjzjeIu+sr7v5qe6ULxvwE650JGh5XuA27ss/99g4efWYEIcsHszWzcE1VFhKqlda1mfe3Zt0rnxT5vs0tn9Na12NVyAxAjywkDPckwqS895UjxzAcoUCf5qKQmjUgdN4J6jsmsGpMF/S/2Hj3OFUh6P3tjP72WQD8jtlAAYo2DVn++GSaGQzcZR/L32NCEb/al9nJc+bRABramS85o6Ywc9ED1L5UvopDAV8cpKHXCIxuKnbXJXzbnWdDo+VkNTTSJWU0rl9vLddxq5rLLXR45JhK8vOK1zG2TalHehdDuVrsloimcjbTEziROzQ/aB33dxqJ4ceqrbCjmUzoNuyi/lYnxoT3YkvTFQW2MWoKeitls15uqcNf51zk+zanKZ7tZSq0R3B5OTrGnumB2xjpcZrkkTduich8zWRCOXIM5cgxm3CwHBumo5nBkPt6bN1fEM5ld3b5bctgVZon+7MzifhpMEEzDpZ7TsqNGwS9vZmINw8hGt1gQ8OV6IVMpqbgdsyKS+hyXC+SiwvZ3VojNYoscduQxRf5Mb3wG3RhyGrUVlGFvldRNJOJv75oTaqa92BzluwxOVSPSJAcHTk6I5JNTQqv77c/W6H2KutkpQUvuUjXI/cX+b7NaYqyztJ+du24J54VOJ6kzzueqtrcM6BUCJ2OpKdak+khcEhU8Vx3FOX69SrzFrYKKbzHdFmR/trDF490Q7XXEbFrZ6m1/SIRgstPNWJPzFTknAfp8ycfQxw6UWHtWvby5GKv+tg9cIUbW2pR5+cU2H6gxP0ke3uOzQnlSIfZLLxRh+87Niq2m6By7CSvL3gWp4Fz6OSQ940omkq7bQMIOnCy4t9TEfjO2UnzumPY89RnOEv2LEnxwnXfFfDyBEWpWudeSF3+uWcKelH4A+K66gBW6jukHDsJxYRF25xQ/De1f7OOk2FDhozHNKdbMvtDbdOQb/43gWC9M0lKOj+/Fcgba58g4sM4lKuV239FV68uD/n8YzF2yugD5XT+WLNznc7Pl7df+jJ3ZTE3OYDM13wR6RcrdFxj55aYXr3CtqjpZkdOM/iqjzffPNapxPmnd2nCxjsmoRfOtLQ/xQ/65iWeL3D8Zt7f8xwDHpJ44+7VOElZvLPvfkIGJ6DcuFGhz1IcmjGb0P/bRfvzYwl86BTv1PuBFt8d4w7nOHan12Ppok4ETt5ZJb2FhNHEJUWPfyESKcGUytjpL+N3aVulzwNscPmcnyUpXjjvq5gL3n2DA+lqNgN+ex79bzYYvyZEiUs0sfUgnVa/iKKpeMiO9HZJ4mjvmcROqlfp09PSMkjIztPVk9UMFr73oG1kEskygbrrACxI9uO7gfeSFOlI0o/hHPuyRbkKZcj1wxg161s2NFht4dnu55pI7FD34neWZEzDE6ldjL2qKOx+3knE8B0sbxPOV60bU69P1WRracZs/KZu40hsbdoY9Lxf6wDdHLN43fsoP478BFG/aroMKnEn6D9+NAuS/TBqSu7fkhQv7pv0Mn6Tt1RZuJDNaYqK0Synj2SnM2niULzPli+w9yY+yw7y4IkhRCUkVtoypDwIvR3GuxpzaXgmjoZsfAanF120QlWI+vA0DW4M57s+n+EnK0iAllX5Uf/KlSvM3tKRR7ru5XC2L+NWDCVs1R6byCfX0tJ5/I9h6OxNBE/XEAKWvP0pEXqzvTPkk+cJf6bopWthxA3y5mGn1ELfE9nFP7zk0CBeD1uX+3rulQ5oaWXwDmhatUQaZHVvwY77P+PfSRGOQpBRx4WkTu3IqcKH/VUNnxWHrK/Bahrec7awcm0Llkb0yB02nLyC3+mqbf9hc0Ix8pM0gtX+eG61w3texT2IakoK8sbdNiUQAY5/1IKfe35KqN6sVQS/PZCIwReLfBqaLlwk+O1EXpv/BClNfFH1gsh1B6pEOEWOPsQYvz6QbSQkYYtNCEQAJSmJiOfN0QRCp+Pk4ga5AhFA1pd9pu6xgjOmVOrm0/YOZWfw6LbB1J99pdjrKCPEk3aGa6SqEkPOdONafx+UpGNlnkNVo+oF+kLadnjLTkyeOZ3Gdvrcth6paiaN7xpOxHOVs+oynTuPnC9AuzrcjLZZEEKSQVNvSftfaZDrh/HiulUWhvX16QamxtxlLlNfQ5nRBQfxwe/Lcr3kJ4ypDOk3EunPMvaYFYLM+1qT0EnCK+Iq2gpv3OMykLceLDESQOh0pD7UEk0WuK7df8tURBc6HfFvt2bSkwvp7JDC2jQvXKQM7nUsvJ1Hwy19qP3YoSqepfUpqiCEzWmKwG3fLEfxcKStIQ3IC5S1F1bqJ/Mf5fx9gUTozctbRVPpvmUYwZv2lv1Amob92u2Erb05YNb0StXq22TCaYXZGWAr2nRp0Ewm6r25hRlf9WCynxt255LIquuJvOBLiwc3mDVFt2Xly0K6VSjR0SKE+FwIcVkIcTDfmKcQ4lchxLGcfz3yvfeaEOK4EOKoEKJrZU38diMu2++2fxhUJgErTtJhb18mXQsh6svhhI04d9uuNCoL5dhJpL/2YDp5Cnnjbl6aOJh3rzTAqJmvy11Z2TRdNhrX78uofd9ilLh8FkLcBaQCX2ma1ihn7BPgmqZp44UQrwIemqa9IoRoACwF2gABwG9AhKZpxd7tpa6neJsge3jQcMN1JvjlXVzBqwcRMWR7Nc7q1kfodAidrqacmhWRvTy53iUCVQfuR9PQdh0u8eF9dUAM+scuIy/wxmnlTpt92Jd7+axp2iYhRL1/DT8EdMz5/5fARuCVnPFvNE3LAuKFEMcxC8iKuZBvM5SkJDbMjSHrze0YhJ4zplRCltnmhXMroZlMZc8AEoK0x9pwLUpGzoTaM/ehpt1aRSUqE+XqNVy+MTs8S6N3S00i+fKNSTS0cyDps3TaNXiJoA+320RmVmkpr03RV9O0CwCapl0QQtwMCAsE8ruME3LGCiCEGAQMArDHsZzTuHXxXbSfNvYvYHQBp3MaXpt2VH+O838QOTKMt8Z/zr2ORnZlZfPW0kdqhGIFUO31BOnMtl0P2ZFfB3zCM/+8cEvVuLS2o6WwQK5C73VN0+YCc8G8fLbyPGweNS0Nv8l58Vf/uS+gEITBQOoDzTA6SLgkZCH/sbvcx7pZ7aW4pXR211bUe/dorpd1yKG+eF2xTkpjZSA5OZF8f2MUO4HbyQzElgM2tzSV485w1+5n2NFyKbKQqK1z5mRPmYhbqMZleYXiJSGEf46W6A/cjJBNAPI3ia0NVH5VyBpueYTBwLGPm7Pv8ck4S/bszcpi8FujcV9UNsuL7OpK/NhGPP/4z8hozF3ZlXof7C5QaUa0bsyUOdNpYmcWnstS3fB6x65yKtJYAcnJidhpUcR2nYZB6DmUncH9P48icswhmwr9Ua4n4/ecTPg7Q5ncbRFOUhbuB2wzyKUoypvmtxp4Juf/zwA/5BvvLYQwCCGCgXDgtvMeSE2jcnuoyO5u1T2d24KUh/IEIkAzg4HnXluN5FL68A/JxYVjs0PYP3Aa4zxPMNbzJHP7zkKqW9CCc7qHC1F6c5pGkpLOO1/2QdtZ/qo9lU3qvY2I7TorN8+7oZ0DsffP5MqTTat5ZgVRrl4jfNR2Zt9xB5Pad6bWrKrJWbYWpQnJWYrZUVJfCJEghOgPjAe6CCGOAV1yXqNp2iFgGXAYWA8ML8nzfKuR8kQ0737/FWu/mcsPS+cQsSGN7K4FHFhlQrK3R3JyQnJyQuQr0fVf4lrPtFyBeJNHXeJI61S60lm62oG4rdcT2+Fzi5zlSH0aN5r4FNg+eMkFlqb4Em9Mpd2Cl6jzkW3fuIYkI+dNllqsQehx7FWx4heVhqahXLps7qtiY0v8kiiN9/nJIt4qNIZG07QPgA8qMilbJfOBNkz6aAZtDDmJoAIm++8k5L6WhP9cjgNKMkn92tB4yAE6uMcCsPpKMw7/3JJ6s4+iJF613uRtHCEKWlV3Z3nisut8qVK9TvYPYn+9acjCMh/82eM9cflxX4FgauV4PN/2uIOlzp0JOrwdzcZvXHnTPh7cPYgDbb+2GJcK+d5uJ2RvL7T0jCo1Edxai/1qROh0SKMuEW1vvSIMukB/Pn1rFnflU5D6uf6GMvQXoho9S/CT1/4zAcgZiQUjEP5IiUK9VnKlGMnenmcf/9VCQwSYnFSP1Cm1ccgs3KxdUoMoOSqcLH9XpGylVGl+lYqq4DvFnu/nOVsUrLi8KYA6nKq+eVUisocHnqsV/tnfqEpjeG26dJgtIXQ6nggs2MrggimVoB/Lp2VoGRmsT25SYFwWEg9FlFzQ9HYicnYq27PyUh3T1Wx+XtiuVOExalYWX37ThXhjKlmakf3ZmYRtfJZfO9XH4fuy30xyw/qYfqvLi2tXsn7RXJYunUHWT4Ho6tQu/UEkGdnVFcnJeu145Y27mfP4AwSvGUibPT0J/f05guefKHG/WxJJ5vT8AGbXXc+qrtNI6R2N0NtVzamr5Cy3AZqmWdQVvMkdy1/C8Pv+QvYoGSXxKrufb8yEa6EF3juX4V6uY96qqHsP88RPw8nSjCSrGfSL70HA0lJWmNE06n68nYHPjqLVZy/wavenCe17oFx9gm+2YN3QYDWdHBT0QsZbduKPhj9wYkDdkg8gBKJ1Y44tbEq/HQdos/k6F8e0s9oNre47QsTgHXjcd4ywvnuqrBdylaMqGONccZbsaWYwsOjjT7k4tGK2+9JSs3wuJVpWFv+8Gs3qaSd40Mls33jxQgsip57HVIHKxNqeQ2x4Jpp/JoXxap11tDYIbqiZxH0eiZf230oEihx3iPa7R6HL1PBYdaBMQdSayYT8x24C/ih9U7PCODLalXW+hT/ksoNKDte5NDKGr8ZOyg31wSWJcS/uItowlsDxVVsX0OYRoljzUNCPGXzzqAe9XZLwlXVIxqoxJdlm6TAbxnhvKxKHpZF1wJ2w+QnW6z0tBFKTSDL9nZGzFHR/7b+lUqNuF87+Xzt2Dp2Mo5Sn2aWqmXQ7+BSuT6cUW9pN6HQ03WHiY9+9Bd4LXjeAiAE23kmyitAFBhD7Yl2atjpBwoIwPJfsKPJalxvW5+KdnqT7C+q9b93WCLdW6TAbRv/LTvx/Mf/fqiJL01D3HcFuX85Lax7bVpBk5PBgRGaW9R4mVqbup7tomzWa1BATr929lk92d8Vjgz0+Kw+X2MhJM5lYu6wd743YYdGRcmOGhOd263WovNXJDvFlS8+J1JKdSHr/B1p0GEXUh1dRjscX2FY5dBSfnNKNVXVP2LymqKtTm6T2tUnumYLDOldq/X0F5ejxKp5hDRVFFxjAsYnerIqew4GsAMZPfxLfaTa8nBQC2cUFJTWtTHF2kosLiT0bYbLPy3j1//MqyuG4/0wkQYlIMmfebMtfAybgLZsdUf1O38XVJ90xnTpTaaeVG9bn5Nt2ONpnk3rYkxOvvFiopmi7QlEIEgdG88LY7+jnmpg7PC0piHV92qPuPVzFs6x8dMFBJLf0w2XdAZtK3aowksz5FfUtYuwmJ9Xjl7tCKr0bYQ02iiRz/sW2jHz+ewa5mUOmwr4eQuhLFW9BUhhyw/q0WHKY92vlRXXI/scLFYo2632WmkYx67WpFgIRYKTHaS63vf1S62QvT9wW32DlZ5O4sdIPnb9fdU/JaigdmvJjy7kWY4+7HCStXVg1zaiGakdVCJiwmZVP30PY0iF8fDUctOIbg1WEcx9IFgKxOGxWKJ58zC0vcyQfl5U0HBIrUOxdCIROZ+4DY0MYGwXxSZ011JKd2NR4OcdGBlf3lKzGid6yRSMogNo6Z65F1Zi0/+toOw8S+uJWNkbXIuy1HZV2Hg/HjFJva7NCMWhdOr+k6zmSnc6R7HSS1QwOZWdw98xxOK0qnxdPDgvm2PQ2xOxKR/97LeT6tqOpJHR0wF82Z3XIQuL9x79GV68UcXFVjOzjw5WhMVztH1Pq2DuneH1uSfub7M3Kova6mqVzDWbUtLRKjbY4e9iPLK10fZBs9lEtth1kSufuIJnl9qV7/PE8nE7trdvKnmAuBEnPRHPnyG2s819lHvM5TMQ7zxBcVGZ3FVNv1TVOPZ+e2/L0MackZkb5YqhEw3NZkcOCabviKK96r8OoKbSuPZa675bsLAn8PYX0Edm4CYfcsb1ZdRAXazoX1lA1RLy+n0inYazrMoUou+KLWtusUERVLDxRXiXkqRbHlcHRfPfahFyBcxPjdRuqSHP8DF3/GcHeu2YjIfHsqe447T1bLX1vi+LYQD/W+awC9BiEnsZdjpLyqVOJQdbysQTeu9Seif7morFZmpGPvnuMeon/reD0GqoPNT2d+kP3MCp6GMmhNx/OLxa6re0KRSuhCwxg0KjVBQRiqppJyHLbqYyipqcTPvAYjzYdDEKgO34e5ZINlYUSAkP4DYuhSXV/YFDQ83A4rthdlaQkNs6NIeH/NuEjG7g/9lFCPthj021AZW8vs2fcBqIzarAOmsmE9PdePP4ufrvbXihmh/jynNspwNJp0/iXEdT/+4BNBUmraWmIzebobdsR12Z0dWszs9mScu9f68s99Dk/luthOmovPYHJRjvuidaNOTrUwMg2vzNjTweCFsnof6nJRPkvYbOOFmuhP3ya/11pAZibpCcqaQSvGUjUh1etXnpe6HTEfxSD/EcAcbPalKlqtM0jSfhIlrGTPrKBs/d5l2p3NTMT+zXb8ftss80WMRCtGtHti7+I7zafsZ4nOdFpIcOnL0MXUq+6p1YpCL1dlVWeuZW47TVF5eo1dvVrSOjz7RFGQeh3qdTftx+lEnpxKNGNWPWkub2jMUKh8ZURBL11+9rNDEJPeoAtL4LLxpnuroz2OGUx1t0xkfEd/PEso01bGAxkdm7CpVZ6hApBP1xDPXDUJpbjQqdDiWlMyMRY9ELlRP9I1P2x1T0tm+G2F4oA6v5Ywkbnva6syzLhHkca2pmNuHohM/yxdaz7uHZNy8xbGEfJjsQ2Cp4LS7e90OnI6tycjFFJLG/0GbVz4jM3PQdjxg/Fe271PyQvDG/DN2M+zfXCxjRqjmv5qt/dlvwnhGKVIASdHrDsbeupS80NKbodydKMOJ6r5s8nBFJOX5vi2pmW6lCFGHITlTTqrC/9XE6/3obfB3yCv84ZyHPu3WUPj4z4g78/d67W6keieUMGDPoxVyAuS3XDc3PpWj78V7h979hqQCfZmnvEiqgqV1TL+K4rShZ11iUWsUPVcLV/NPfvPkf77dfJeKhNhY5V75vz9I6/J/d1uppNj/3P4rh+X6n2l6PCmf7MnByBaIlRU/jyYDSaWr3L59MPujHSw9zb+kh2Op9MeKrEIgzCYED2Kdj863alRihakUPX/S1ef3iwG1pG6dOLbBnTmQSe+W1gdU/DAtnDgw5DtzHc/SxveMdy3/t/IHt7lft4ppOnSOnjTMjywYw415Z2H4/Gu29i6R1yRhOZWsHUVEVTGXO+HREvX6neznaSjL55EqlqJktSvHj6/Rfxml9MAQYhuDSyHSk/BNLh91Nc7xdTdXOtRmqWz9ZC00hcUQfl/1RkIZGuZmP3u9vtUyhW04icnsKGTjKdHMw39pCTPdFOJVTblC4+Ecky388Ac5XrV7yOsfrue3D+rvxdEE2nzhA+6gzHJBlfdXOZQqOUYyd5ffrzzHvkBNODV7A2tT6LzrQl7Uc/AhYfQUk6V+55WQVVIbB3PPffMxKnAxfwOlu8ffP8SzFsGDWBWjnlvS6/4MLhFSUH69/q1GiKViRg5Qnu2N+TDRky/eJ74P/t0eqeklVR98fy7tj+zE0OoM2enmS94VutJc4yfUSBXtHXellpPuXU6Pwmbybz3usMvH8Aa+5thnO3k/hO24ySVHJXwqpAzczEsG4HprMlP8xaPXYgVyAChDhcQci2VUilMqjRFK2I6eIl3B9LYaLTPWiZmagpKdU9Javj8MN2vt9UH8/0M1aP87QGXi7Vr8VoWVlo+2NtOmOnrGRpRqYtv5+gG9XvPa9s/pNCUejtrNrrIT9qejrcTgViC8FWtJ46P6cQNyCNCL1ZmzFqCunf++LEyWqeWfnRhdTjwr3+JLXNxqfWDUxrvdGngsey3VX+EDo4pxEtH/XnWqILQcskgjftv60EfVHYbuXtSkAXGED8s/XQtU4i/bgbYd+moe34b/VXvp2QXV1RVrnyc9RaAMZdbM6hji4oN26UsGf5z0egLxc6+ZBaWyNkZSpy7GmrnU/28cF3TSYL6/5lMZ6uZtN0yQuEvHL7a2lVSVGNq24poSh0Okx3NEExSDhsO1ZiI6H86Px8afTTJd6rlddU6OOr4WzqFo7p3Plyz90WEa0bI2JP3ZbL93+jqx3IlTmOhLkncvn/gpE37i6wjdSsAec7uKPdnYT8mwf+iw+V6doBkN3dOPdFAGtazMNbssNRsiPBlMp9uwcS+Oz5Mh+v0HM0rM/cnxbkBnzn55d0PZN7PIgSd6LC56nBzG3Rze/Um23Y8vynOEsGWu7oS+DTaqlv/NPPhrKy1lqLLmtPuu3hT+emlTXdakFqGsX7yxbwU0oTFq2+m3pvbrWJ1LLKwpRwDo/7BVcBWbMUiFKzBpzp7s7UAXNyPebG1gqtdCPxm1y2plnZzUPZ2XoeepEnsGrrnPmxxTyebTaKwoRxmVFV0osoyX9dLb4GYA3W45bxPsv1w5jcZwEesiN6IfND83loEaWrTC05OtL7qd8tBOLtSkagM43sBG94xzLvqVmodzWr7ilVPppWUPC3aUyPJf9waOTMXIEIkKhk4Lu97M4Yw+lrTLoWaTF2KDuD+ya+jG7LoXJN+9+ox+J58ItxbM/KqxBt1BQmXAtlztDHa7TEKuKW0RQzgj3o4pDBTTkerHcm/mFX6u0qfj8AhKCuXcHMi9cT7ocLl6070WrmdE81V/jfZQ/XXkrD+89qnlQVo/Pz5a4FW3MzN26SqKTRefbL5urtZcR08hQbn2zJsvadc8c8D2fiv2W71WJRNZOJoHe38dbqZ7nSyhUAKRt81h5Hd6U0F3oN1uCWEYr2F1LZkaURnS8sTdRPReh0JV+Umkay4gTkCcZ0NZvjMyNxu1E5LRWrDdVy+WWnu41TD4vC0YGuzgcBy8rqv2cEEDT9IEo5YxDVg7F4H7Qcs7phQlXQdh3CO58M/A/+gtXKLbN8VvfHMv5sD4ux15v8hDCU3FJATU9n+qoeFs2TBp25F4+Vt19pkKhJKfQ/cwepaiZJSjo3NvlW95SqHNOpswz4YDQfJta3GD+e6Yem1IiYGornltEU0TQuzgsm8aM0vOWbcWmln37op4eJCBjMazHr+PZcK/SvuKClW8cWZEsoh45yvpMT994/GsmkUXtV2ZeKtobQ6czCrLQOI1XBa/4Wfk24iztmHuXLy3dwNcuJ5A/rYJdmpSraQuRmd2iqVr05zTVYlRJDcoQQdYCvAD9ABeZqmjZFCOEJfAvUA04BvTRNS8rZ5zWgP2bNf5SmaT8Xd45SxylKMnGzW7C3x1QAWiwfQ9iYbWXyrupqB2JKqOYc1BpKhyRzfmxbnuy3gc8PtCPsMyPazoMl75eD7FsLJcgXdh62qtBKe6wt57qqDIzeBMCqM03J+Nsbh8saXl/tuH3y3W9zyh2nKITwB/w1TdsthHABdgEPA88C1zRNGy+EeBXw0DTtFSFEA2Ap0AYIAH4DIjRNK/KqLEvwtuzhweXHIxEm8Fl12CrxYbcEkozUKBzNToeceKPEck+3A1r7Zkz/ekZuxkrv+HtI7pJZ6nxrOSocLl81N6AqBsneHq1xOCd6OmNyN4EqCFmmoNu4t1BheuH7KPa3WVpgPElJ565pLxHwSdnCfWqoHsodp6hp2gXgQs7/U4QQR4BA4CGgY85mXwIbgVdyxr/RNC0LiBdCHMcsIK0Sjq8kJeE1z3yoW3LBIgS0bsSx4Xq4bkfk7KsoR44Vu4vsW4tTM2qxpvVsPCWJxTeiWNu/A2y9/WyiN5FdXanz2dFcgQgwP2gdjzYfgvhnb6mOoRw9WaKGKJo3RP00mSURs/GQHJCF2cx+pkcq3We/TO3xBfuMOy1z48OQ+oz2NGdD6YV5GT35WmvcTtySV2UN+SiTTVEIUQ9oDmwDfHMEJpqmXRBC1MrZLBDI79JNyBm7JZGcnJA83NEyM1ESy1+S6iYXxsSweNQkmtiZ3eiTOoXw22MtUI4eL3Kf9JZBHIiZg5wTODzS4zRTRsqEbper3ZYlu7oiXF1A0zBduGS1+SQ+2pBlAXllwcAsfDQBhYc3F0JJAlGnw3vGORbX2wg4WbxXV+fMn0Mn0HPXC9j9bGmHdP16K3//WpeNYdEAXGvoiMlBELD0KE6Jt74N979Oqb3PQghnYAUwWtO04pI9C7tmC6zRhRCDhBA7hRA7jdhetRWArB6tMaxz5r2/VtHhjzOcH9cOqWlUkdvLPj5oMU2RGkUW+r7Q29H96c25AhFgrOdJbjQqvjCqU+wV3k9sZDl43r7aBKLQ20Gbxpz8OAbP9RLv/bWKcZvWc2ppQ9Ieb2uVc1xpqxQoC5ZgykLOMBaxR9nRFIXNx0OKfN9bdsLkVHipLOXKFcSWfYgt+/Cav8VcHiznoamrVxctpim64CCrzbWGqqNUQlEIoccsEJdomrYyZ/hSjr3xpt3xZhR0AlAn3+61gQLJxZqmzdU0rZWmaa30lBxWU9VkdW/N61O/4Pvwn2lpsOMVr2PsHj2NT3/4HNM9LS22lV1dufhCO9r+do6V383h7dVLEC0bFjim8c7GDPcqoRN3IZhOnmJrv6a8e6VB3jmr6zkiyZz4oCWLVswmtu8MFtfbSEuDHR0dVI7e+RWTJkxHatag5OOUgP+fEhdMqbmvL5hSeXzCy2i7D1f42LloGpEf3CD4pwEkKekoWl4NmFQ1k97x9+C6vexFdA+/6sfK7+bQ/odYdH7VEBIlBJK9fe4fotS6dQ2UYvkshBDAAuCIpmmT8r21GngGGJ/z7w/5xr8WQkzC7GgJB7Zbc9KVjhCceVLhXkdLrUQvZBraORD/rEb47+Yx2d2N47ODOHTntBzbkj0tDQpGd/sCX64uNZtrip66+d5IV7ORs0v2nqv7jrC1X1OCR7RnWMzveB6upnzmVg34rudki+Kj+WluJ2H0sKeipUhdlu3g3jovM3nIHBRNYsi6F4mYsxNrFzBRjh4ncrg9vZsN4URPRxR3EyiCoFXguPs0yqWyRSpIjo7UjziHs2TPi14H+bZ3J/wmV12fa7l+GEeHejP23h9zx+bNegDfabe280dycUHydAdVQ7lwsVI9/KWxKbYHngYOCCH25oy9jlkYLhNC9AfOAD0BNE07JIRYBhwGTMDw4jzP1Y2uXl1UNyfUfUdyx+RaPkyO+abQ7ROVNGqvzPvazg5smE8gmnn1Ymvs4y4V6JAmdh9hyqXOFqWhmvw5mPBfS1enTt13hIiB8IdXEK7Xqsd2JVSN7GIWGC9eiMZwrOBnLzOqQsDEbUxaZE6rC7+03eoCMfdUmZmwdT+h/0puKs9Fm9KjMSvDJwFOGIQeo4s1Zlg6bjwVzbvvLSjwMJ/ZMRmmVd08rI3UNIrr47OZE7UEoybx5NaBhP9fMqYy9uIu9flK2kDTtL81TROapjXRNK1Zzt86TdOuaprWSdO08Jx/r+Xb5wNN00I1TauvadpPlTJzK3D+5XY8/fNffPzDQuIWtEJ2dzO/kZXFb8kNczNgkpR0Litp9DrZibunjMPhhx3m7SSZ6Mf3WQjEeGMq2z9oXWi5d81k4sj0hsxNDuCykkanww8S/klmmVtzKlevVVnlG8nREaS8z6ftPsLTX4/ijCmVRCWNRCWNTZkQvfdx2rw2lBOP+1svDlRVMF28hOnipVum0s/1UDlXiz6UnUHt36qmEviNp6KZ9cGUAgIxSzPitMa1SuZQGWjtmtLkiyNsabqCJnb2tDTYEdfhS848FlBp57SJjBbFy4lTL8bgeUjDdWnZgrHLjRB0emI7vV2SAHvius2h2YmR1P5wM8r1ZE48HEjTZ0eS6aMS+l0mutRstCMnCMjKW4boAvyIds1LUo03pvLIxJfxXVV09JHb4q388GcLVnl1xC72ZIV7FVcmWfe15r6Pf2fhN12p837O51YVgt/ZxeBlA9FyelpL6Vm4HT0OHL8t+gfr/P3AwR6yjWUW8LoMc2UbvZB58O9hhO84YP386H8hR4Xz/v/m0exfKa9ZmpGoDYOp/135K2bLDSI438mbwLXnUM6eq9LAdMnJCcNHF/nYd6/FuFFTKtWmbhNCMSLwEruem8WmTBi/7wmUQ1Xf8EkvZIyueZevKeEcdd7PuyEKu6hMCef49JtH8er7FV9diOHijFB8l20pUaibzibAWWvNvPK41ErPOM8TBDz9LV8vbp8bMK4Zs9HymRts1jZSRuT6YcS+7sqrbdZzp8Nxjhpr8eqeR1BVgdvPTnguLDnUNmDREVprI1HtIHJFAqYqECLxvXzoaG8k/8LPqClmgTj8WLm77xnvbcVrsz6njSGTI2Ph6fmjqfNRwbjNykJydeHVOj/CvyzUC5LrErjiVKU9gG2iIIScM4277IHpKRbLteKQnJyQXFzK7l0TAtnFBb3I+3GzNCOiHNEedd/dzLx7O5He5QYu396eBV17O1/h2KBbNtS0dAjBkXHunOzyOYPczhNl58jDTqnE3rGIuLu+Ytk7E7g6oOS+x0pSEr7TNuM/cXOVZR0F/XiDSUnhXFbS+PhqONF7Hyfm7RHUH3q0QtXXbwTp6eig4ijZ0dJgxxcDpiCaFh5uVhlomVl8k5QX4qVoKktSvPhuRLcC1fIle3uOT46m9lZnrj0XUyGPu01oivl5ue56Pm7QC/VgbLHbpT/alkfe+xVffTLjFzxBwKele4LJXp4ce7k+rz64ikedTwKOzLheh7lzHyB06fFyaT2m+NMlb3QLIDk6ktKjMdciZYIX5amyspB449Hv+GZSU6sEsNsiQqfn8RZF1ywM1jsjPZII86twUqVE23mQjd0i+d2zNdLlJNwumk0Z1m4y1cag5+gwRyIGWo4LvR1SvdqoZ85ZtbmWkpTE0eciCenfCiQN/XWJsIUX0J0s+DtdfL4FBx6fjKNkx9Y3/+Td3X0tnKdlweaEYkcHlTfD3XAsJu8/46E2/G/CPDo6mH/2DiM+4dHL4/D4ouTlzdEpQcTdPSMnnctc4n3e7Afwm1q2xudWQQib0iyPftyY7Q9Pwk2yZ2lfXw5l5AnGenaJcBv3/NWM2fyyqB1vv7ilQND4TQaH/MXKOq1K1TO5qjElnIOEws085aaQS/O+Zvs5lu+6FTodJ99tyaqnJvHQijGEvb7HqoJR3R9L+At5rwtbMsvubtw7cDOOkh0A0fYyJ3q7E7yvfOe0ieVzfmZcr4PrllPFbpM5KClXIIK5V8aNohMTLGgbfCo3v/UmUiniBK2JLjCAyz9EEr7djviPYswZItWM7OXJY+234y07oRcy/VwTCxi4b3f8Z+6iy7jRNN3+JHcdeIQTxlSL9/u5nuPEgNK1wLgdqLXxIt+nFWyilR/Jy5O5T8yhoZ0De5+YTMoPgeaIhSokq2UY79ey1B7VCqh7NiEUs3JCX4yawsxFD5hDMMqAUVPQpZfOhrDn16LT9CqKLjgI2cenxO2OvFaHPa2/YXrgNnY//RnJj7eotDmVFrWuP6/7/FNgfMS5tixLdePH5GZwmxdo1bKycF26Fb+Hj+DQ/QxPv/wSWVqeoVkvZGb0nVMgo+l2RTlxinErn7bI9CkOZ8meXxt9Q2q3xpU8s8rFJoTisWt+HMrOYFpSOPUWlr05z9IUX4KWFu/Oleztud4vhil955Xt4KU02GY+0IZhv/5M69/Oc7V/8QZ5zSlvEeAs2UO/K2WbUxWRqmay+fMWfNGmGQc6uN629sRCURU0CaR/3SKdHBQuj8ywSuqcrk5tsnq0Rr2jWYWPVSloGhFzLrAizSN3aP2fzYs1+ThKdpjsqzatUH8jm3iT9ULbbEIo2p1L48Weg/itZ8tSaYn2cz3YlPMdXDCl8tHSXphOFy0UJUdHYic34Y8PCwa3FkV2t9ac/CSG4181Q/bwKHZbOSKUFyct5j7HTN71OcQdw3YgdEXr745xBlLVvB/RIFe/BiYnpfBrhr/F2GGjjP/q0yjXk8ve8F0IZC9PROvG6GoHFvt92CJZ3Vvzxv++sAjMv8mrDX5GDgsu/8GF4OqAGHr+up0N8+Ywd8l0rg4s2bNdHZhOnmJhzx4Erx5Eg5nDqD/xlMX76tVrDNjWr3oml4O24wAPbB2a+zpdzcYl/jbwPms7DpTa0eHww3beMg3kXAcdgRtNBG3YVWyA7KV+TTl0/5RcQ2xJ3HgqmikfTKONQY9RU2jRfyQBnxadO3qyjy/3OaZy8xnzRq0/eTJmBPLWQ2R2bkpCJ5mwpSlou8ztD+p8upNmnmNY/vhkmhkMJKY6VX1tNSGQI8PQ9DLCpKLEneTtJX3oOnAibpIDAJ+e64Z6o+whHVKjSGKHu/JZ568J0SdyRXFi4I8DiBi312pGeMnFBYLzvjVhVEpVP7FUx7a3546PtnKfY+HaRx+Xq/y+6DIXHvBBuVJ2LV9qEsmU12fQ3l4CJIL1ztw3YhM7vg8o1/EqG3XfESKGmP//b0eHZjIRMl3jSLt0ouyqrzd13WkSHzcIJ8gukYUJ7fFfdrTcjlObEYplxfDjDkJyct5LcpOE9DlWpEBckeqK0+U8m4nWvhmzPpiSmx2gFzJ+3c8iJhfRNVCSyQ7OtHDeuEn2qHYSF0e3YsOoCdSSndj1WDZD3nsBz4Vb0IzZhL6ynVdWDORqIyeCfr9Q5ZkgsqcHvVf9QTen06SoGo/sGUjwuIu00Y+lXeeD7DhfF//P7JBS9pTpuKm9ovlk/MycGx7M9RAVtj8yib6LhsCOAxWeu7FzS/zePcnkugtyx64qgoe3DSFoikBsLqfb8SaRIdzvuoh/Bw3nZ1rt32k25gWC37hWJkEsDAbkKdfzfT9mTqT5oFVjdpMcEUpqAy/sL2chtuwvU1SE2LKfpya8xMqXP+FAdi08dlyu8kgO6e+9bIyuBZIfkjERpQLfpU0snysT0bIhH9b9odD30tVsPvisD44r84ornBxOgXSp+/wOFBmOIjs7MT56hcXYx1cbYth1nLR6Sm4ebEuDHU+++HNeKSlVga378Zq/pdIS20uili6FWrIToXpn9rdZiu+iK4QtOM/56BQCHz2E9FfZBKLs5Un0K9sL3PCQEypihfAj2duLXlPX83XwH9SSnXL/ouwcOXrnVzSfsQ/Zu/j6lCUSe5L9WXWK3cRRsuP9x79Gdi68WlBRiKhQ3qi7tsD4rnN1KhRoXRGE3o7ARRfZNHMu05fO5PS3jcpm59Q0as3YzJCeQ5nR5zGU4/GVNtfiUNPSUFNSKpw6e9sJRaHTcXlEO+Jmt+HysHaodjrsReE3Y9+T9+G3zDKl0M+zoO1s9qE70Yyl1+UWbL6r0N4xIz2Ocebp0FIfp6pZWPcvDF+ml2hDLQotsBav1PqrwHiqmkmXXQNgX1xFp0hW03p0dSo6DdRFzqxwPKVmMjF+RzeLlriFIZcjqzmxuRvR9pbzu6yk4ftF4bGRVYIkaOZizr6J0DsRe8ciBn6+CuXuMkZFbD9g/rOh2NvyYDtCUZLNxviKePUkmTOvtuHnVyYQ/+BcPn1xDvozV7hv16DcTbI0I48e70LLd4aS1cdQoKlR5ne+ufFpiqYyNzmAup9JRS6R1PR0Xlv3JOlqNgDvJ0YSNc0sEAM3mCvs3EQvZJ58ekPFNRlrYDSxKaV+geGFIau51LN8qVzi1HleOdfNYixJSaf54jEEPHUazZhdruPmx3DwLEuTCw+JiTOm8f2Uu1EuXS70/dKimUxEjjhOqwkj6XWyE1/cqGURmnMTo1Z24Sv+Fd1yWUmj4+xxGH7aXd7plhpdYABpj7Ul7bG2KB0tBd6/P0sv52QGzVlRYLv/AiV286sKHPzraB2+eZS7fY4ya1cHfH4z4L5ke5mN5mmPtWXN5M/wkM0G38EJMZztrEc4OXL4g9q8FP0z05bfT/CHe4pVsZOejeFq50ykc/aEz7tY4nJAGAycfqUlmcFZRE5Oz00vkuztcfrVmeWhv+VuuyFDZtJdXTGdO4+uXl3OPlYbxQ50mRD4xRGUpKQyfeaKcGlkO7a9OgWD0FuMDzsXzcl2armEWHa31pzpm6NVa1B7mR6H9XutIhBziW5C6jupzIr8GoDfUhswbUsnwhdmV9yeWAi6OrVJbhvIux/Pp5ND3jUZ/NMAIgbsKluLXT9f0r5yYGrEN6y90ZRvF3TCb1rlF1lI7RXN8+9+T3+3iwAcyU5nzCMD0fYcAiG4NDKGP8Z9mnvv3KT9/kdxeci66Xu2QrlbnFYFrZraa9t/zrPhxBnTGN3j+TJXy0leF8bWZssBOGFM5cm3xuHxZU7qnyQj+3hVWIsoK2febseRwTNzXwevGUjEkJ1k3t+aoZ9+R0/nq8hCMlc12TiA0L57q2z5Ifv44LxKZVnIhtyxLM1I5E9DiRi0p9qbYhWHZG+P5GsOlNfSM6vEa3tseltOPjoHgGQ1g+4vjcHlm60l7FUQ2dUV4eGGlpZeJbGfkqMjLr84WPzO6Wo2Dz8xKLczouTiwvVltdjS1NI+/k+mygddH0c5drLS51nVFCUUbWf5nA8XoaHpyj41JzuzNpKlGbl300g8vsp3wapKlQtEgJAFp1mQ7AfA65eaEPXGKeQGEfzfZwvp7ZKU67XWC5k+jbaDKN9PcrV/DOL3QE69H4OuTm2L94qKEVSuXCGtjyNPxd9NqppJsppB5C9DiHzhiFUFotDblS5OUQhE84Zkd2tdohlFzczEdPosptNnqyyMJXLaVV651IxUNZM2/wzGbU35POnKjRvmeVdRMLxwdGCA3yaLsQlXm6GLzavio6ak4NHvBh0PPmyxXbQBLnT1q4pp2gw2IRQTFfMNcyg7gy9u1OLuhS/D0bJ7sJRJvoT80p+Y/42i/siTNmHwNSWcY9lz9xL8wyD+ficaJTGRI8PdCg0iX368GZQyperf+D19ivWRP3L0+VkkTHNB6HQIvR2XR7TDdaMbl0a2K3x+p89y/VE9j/YcTK/HBxM5/Ei56+/9G8nenvMvt6PF9kzsNniT2iu6SGEn9Hac+CSa91Z+wddzP+PSCNsLZlaOHufgA4E89vggQgbEW+17qg6+2Na+gD1duXIFx6fTCV47kA0ZMmdMqcxODsJ//YVqmmX1YBPL52ZN7bRt62tTf8Uwoj4+W6BW2u2Ezt+PkX/9QTfHgjaaxpOGFRskXhz6jf6sjTB3fkgwpfLMcy+Q7apj9VSzjXVrpsLrgwah/63o8ljW5tpzMfz9/tRcm2WcMY2ek8YR+NUR1NQ0tOb1kVMyUY4cI+3xtvw4eXJu4PjHV8P5s3NwtWj3txvCYCD+q/ocvuMLZCExNzmAVb07FF1aSwiz7bNZHZz2nMF06bJNKBhlRXZ1JbtlGKe7Gwj7Ohl1r2UnSJtePuuQ0AuZ7Y9M4mT/erd3S0ZJwlNOLfSt5o8dRBdY8d4TtXXOxEzcTmb/pFzDebS9zKAZK9GF1Kvw8UuL4YlLFk6cCL0TO1+eRos/EvH/y8CiFbN5ee0KXP7y5o3xX+QKRIBernvA/dbtLWJLaFlZhA4+TcN/nuHhY11Z/nyX4msNahqmCxcx/LTjluqPY0F0Ey4sCmD1otnE9pnBayu/RmpSuqgKm8po8ZadmP7MHCZ+9yjKkWPVPZ3KQVW5orgABb3fXwVtIqr/MOq+V3ZNOSnTweL1mz676e+xBcgr/dTT+SrvPBNA0Nunynz88qCTCpoC9ELm/Vo3bXFO1HJQ6ZjPO3+Ta6pdsVV5JHt70ro24XJLcyiJR6yG+5pD1RYAbeso15MJ7n+KLEVBpFddy9XqILtba8ZMW8KDTumAOZOtrcGIydW+VFqgTWiKafmeRJ0cFFIiPatxNpWL6eIl3v7oOd690oANGQXj3LIjMsp34AU+FjGRBqEnWG9ZC08WEg3uPmZukG7jDDnUF+Vk4eX8JUdHYmc24ttpk4gdMIvYAbNY9/EknNYZyOrRuopneuugpqSgpqeXvOEtjPHeVvkEYh7zk0OwO3GxVMewCaF47oQXTT4dxh37HyV847O5RWYlJyckJyebKMJqNTQNrwVb2NLSkeFLBhV4O3C5vpCdSsZ5xU7az3mJMybz0vyNy41pNn4Y27MsHTr7TtdGzS5HM5pycH1NQKlq8U1LCmJ1Wl58XJZmhBVeRXrAtQYh7O4yFX9dntD3kB1ZHvobr079CjkqvOKTLw+SjGjZkKv9Y7jaP6bsGSHVgRC599ktjxBcH5FSQCDGGdNY+Nn9mC6UTijaxvI5PRP/SZthEoRgrsRxvV8M/V5di7uczvSTHXF5zxmxxfqBuTeRXV25+lBDkhpA8A9psP1QpcbpaSYTQrW0nW7KBKeTN8pXUl5VqDt+O8//M4qTD9tRf8F1fPdvpnfECI48Mh2D0DPqfGvqf5iKUkXxhwFfHqTRXc+wv13hJbgAxl1szsF+9TnzgCd3DvsUR0lP1G+Dqb+smLacQiAVYXfu4pDBa+Nl/J50rFKtSOh0nHqrNV89PZU2BvOD7Z9MlXGvDTM3NLNFJJlLI9oycuhKkhVHZvxyL7oMQeiXl1Hiyl7XtLqR3Vxp7We5uogzpvHkhy/hPb/0v4FNeJ9dhafWVnTKfS05OXH/jjMMd8+rkRj1z9PU7VnxCiuFIXt5cukLb35r9gUesiMbMyTG9+6DZoWKLsVh6tSSsXOWcJ9jJqlqJs2/HkPIK9btCCg5OXG5bxOMToLaP15GOXrcascuDbKHB6eGR/HwY38z1nsL3jkFMlLVTAac7sGNQT4oh44idDqu9WmNyRF8Fx8s1DYoNY3ifEcPXLpf5I/G3xUpaDdkyEyMvqdKy3AZO7fkq8+nUFtnabKYfT2QNZ0al1pLqUp0/n688NeGAuFhb1xuzKa3Y3D4YXs1zaz8JA6O4ZUXv6aXczJLUryYNKkX3nMLv6dsOqOlMKH4yM54BrnlORxGX2jFkVZKpXjCLo5px+6XpluU/4qcP5Sgt0puhFVRRPOGHB3miOGCjnr/22XddDgbQuh0nH+hDfb3XMGkSBiWeuC+am+pK5pkPNSG9z+bS3uDWqDHTn6SlHTGnuvKxS5UqdPl2JRoTvacXWDcqCl0HD0M5++2FbJX9SL0dhyb0IItj03MreZ0k7sPPYRd1wSbzmoqCl29uqQ29sN5/4Vii08XJRRtY/n8L9T0dOZOeog7/29ibuHK8xluwLXidywndp0SC9xoWhVFBWl7DuW2jKz+x5NZs0MSBQJ7i9w+LJjjA/xQdTmz1wRhX98w59TmQzOZ8J+4GSbmjZXWTCA5OuI+9oy5L3ghZvCm258k5bQbAHXXKzjtOYOaUrUe1rBvMzjyUMFCqx8mNsbt92OVWl9QF1KP7DoenO5uT/D3aciHT5WqUrpmzCb8lT30/G0MZ7tYfq+BGzXs1Fuzda/p1BnsT50pd41SmxSKaBpe87cy5OJotBFXSLjoQcTULNCqJi0qXc3G/mo1xUpKMpk9WnKpXwa+Xzlgv7bqljBaTFPqTT2KTij8MzeGWksLX8beRBcchNeiq6wLWmUx/mHX+vzVr2WBYNnyIgwG2nsWbuN6+0pDAl/KRDmeF3dX1QV7wVxo9cHNwzjW8YvcsXQ1m5Wfd8TvatEB+ZKjI9cea8qNB1PxWeyAw5pdZdLOjJ1b8n9zFxCuS8Vf50zCU6m8eb47J99vU6prR8vKwn7tdsILlnj8z2KbQhFA07Bfsx3WCsK1+MrVolZ6kdXciEHoydKMtN/VD/9Zxbc4sAZau6ZcaeGE0wUFp5XmvOez/9eWTYMm4C070capJ/Y/Vl1v6ONDZH4JNBukjW9vpeHdzxM29FShtSEBLnQL4MegggV8X/c+SvjLMYT0la2y/FKSklj8VRf6jNxjYbObnFSPXz+8E5fjNuDI0DTCXzhH42eH8eTTG9ifEsjeDfWpN7vo60i0bozP1NOsqGNulZEYncZdTcZR53+lz2pK87fLMSmYv5faOmcW1v2L5gMDsa8RdOXCJkJyiqUKBIL3t/uJXD+UFamuRK0aQcCQ65VaKkkYDJx7tR2Dv1jFntdn8vmkSSgdmnP29TyBCNDcJwHZrexZHZKLC7RpzMlPYjjxaTRa+2bI7m4l7ue1Ma/iuF7IHLrrc2KnhoJUuEPD80gWccbC839dXdIRFSz2mp/AyTvpN2A0LXY+wYpUVwaebc/PT0TblGdXuXKFgAmb+btLEMndjAS9taXI60gXUo97F/7DV0GbcltleMtOPPzo32Xqm+y1NpYGfz+bG4p1k5Q0249FtVVsytEi2duT2bExpx4Du8s6wuadw3Sq8ADeAghhrjBTTs1E6O2QHOxR09PzerEIgdKxORei7QnclJ5bZqmipD/altVTPrOoXRf599N803q+RSuEXic7kTrIC+Vw6StWy66unP2yNhtazcs1nl9W0njnYicOfNTUovXCv9EFB9FgxRkm+OW1IYgzpjG8z3Ckv/cW2F7odMRNbMXXD8ywqCb9fZoz0wY/ge73vDxrnb8f8c+H4BSTiPKjF35LDpW9QyB5v5OmKKgZ/3LS3EJOgfjxMcT1m1VgfFpSED/dU79MOd9Cb0dm56bcCDIv/IQGfr+cxxR/a9oEq4pbwtGSMKoF20ZNzn1yPnxHV5R7DSVqbZK9PUfnNODBRvs5+lwk6v7YMp9bM2aj5Pf8SjLnX2rLhpHmxlP7B2cy8M0xuC+ueMhMwgMmC4F4wZSKy3pnHNuagDyhuCxkAxvWyLz5+sBSa0SmxiFsaz0XRynPm1hLdmJm4FY2TNjBxCNFp1Ca4k/z94Ro4sf/lZsNE6F3It3fgHMh22smE+EvbOXdBX2IHeqKvXcGmgYBc+3Q5xOIKb2j6ffWGoa4rwfA2Fyh4V3PE/rc0TL309CM2SiKwrlxbXmw998W7y3d3hb/32Vcvtth8wJSFGH43JZc9iIYmjEbw0878Mk3Vh121dsFm1k+y7616NfvZ4uue1+Gfk/KQ81L3DetaxM23T2VD303kxHoYpX5qHc2YfXwT3K1rSZ29rz85hLkWj4l7Fl2Htz/PD4/nmD0yZ4omkq8MW8p1MlB4UawdX6mjvZGjj/tXew2rt/u4JGJL/NLujkAOVnNQJ9evJ9Y3R9LxNDt1O15gKBeBywq8UguLoSMimWI+7ncMb2Q+b39DNK7NCnX51A6NGXd8E/40He/xV/8A/NY8PEk5Kiwch23KglbcJ73Ey0LFKxOcyThf9WUjVNDLjYjFK91DmGsh6UG4yY5kN7neon7nrtborbOGUfJjuQhKYh/deMrD8efLJg77Ke7jpAq/pXpL9qRrmaTqKRx96GH8BljQrl0GfG0IOb/hnPPT2Mttn/qqQ0Q3aRU1YN0R8/yaNwjhabX/ZMl4XClhGOoCr7TtjD5gYdp9dZQeowdg/3PZevql59rjzRiWp11BcaTVRnD1fLZbRM62hMoF253O23ygCzbj/U0xZ9mc+8mBP8wiOfO3En4xmeZ/kxPDD/tqO6p/ecpcfkshLAHNmFe1+mA5ZqmvS2E8AS+BeoBp4BemqYl5ezzGtAfUIBRmqb9XNJ5nM9lc8KUQYTeMohUJxevpQidjkfvyrOTzWmyiHd9HsaUcK6YvUqBVHm21tD39/PQusEIk4phxyGUHBumKeEcHl+cI6mBZYHV172Pcv83+3hyzlhqf1S8Z1JJvIr8hA8t+o4gvXV6vnEDkXOu43eoFJ5NTUM5cgyvnGV2Rb4JOUtDKeQID/49jPDtB8p17NAvztGh7ePMiVxiMX4o248ZY5/A/vitkYmhHI4jYiicB0LYW/4DCYFcywf12vXbNvi/KimNTTELuEfTtFQhhB74WwjxE/AosEHTtPFCiFeBV4FXhBANgN5AQyAA+E0IEaFpxfeL1G89zJzEO5noX7auZprJxPql7Xh/9HYMQs8nCd1Rk8tuwP838g0ZRbPMnvj4bA/UGxXPklDT0nJ7KpdWKDSxs6d/n/X8OtW/xIrPypUr+H1WMMWtOqxsbmsP0P3p59jRYlnu2MCz7an/bnLuw6CsmOJP4/KwPS/797Z8I9uI/blbQyBaDSG4MiSad8Z+yct7HiP0hSsVTimUw0OIHe2DJmlEzrpRLhv9rUyJa0HNzE0jlz7nTwMeAr7MGf8SeDjn/w8B32ialqVpWjxwHGhT0nnUzEw2fBFNsmpZOivxXMmhJHW+OMb4xKZsyoTLE0NKld4l+/iQ8Ho7LnwfhVy/oA0q4vNrbMjIW4anqpkkzqxXoRL0QqcrMrylNPRy3U9Gxwbl3r86UNPS8HkuiQYzhtHrZCfCFw/lfG/vCjdCUjMzMcWftvyz0YrtV/vHcG1tBOmPtK3Q718YWT1a8d2rE3jQKZ197T/ndL+QCh1PGAzYzU/j5CNziH9oLs2/PIzcIMJKs701KJWBTAghCyH2ApeBXzVN2wb4app2ASDn31o5mwcC+RMOE3LG/n3MQUKInUKInUbMtiW/2TtptXhsrmBcneZI5KyShZBy5QrbH4lg/ANP4PB96TSFs8+Gs3/4dPa3WYo6K6NAeTLlcBwfjHmOb1I8+CbFgxaLxuC2Zn+pjl0Yunp1yfopkITvIpF9infWuMeaWwr8m9/T6+G0/9brl6FcuUKdDzaTfMdVQl7e8p8KFZGaRrHozYnsaLGMVVMnkfFg4T2ry0vm8CRCc2zfBqEnvXYF1wOqxvlU11yb9Ie++4kd4lHRad5SlCokJ2fp20wI4Q6sEkI0Kmbzwiz5BVaJmqbNBeaCOU4RzKEFoW/u4u5TY8moJQj8KxN5b+mW06aTp0q13U3SGmblLo2Xhn9Hr+jhuUvam9iv2c6iHWYlN/jilvKV9MrhyIv+nGw4B0VTiV7YG59n1SK7uXl+sZ17/V/mwLC8IhWJShozPhiK+1nrFqmQXV1RGtTLfa27lPyfElqVjeJoR52czpTeshOGkReQ1tuXORSpMCRHR6J9T1X4OPnRjNn4DEih/tjhjOjxExey3Qn60XbCm3T+fpVecahMcYqapl0XQmwEugGXhBD+mqZdEEL4Y9YiwawZ1sm3W23MtuTSncOYjc/syq9OE/V/F5jcuh6jPU7hKtmTVN8er78Kbme6aJ3CAprBLFJlIbGjxTJi7h2C69dF5HKrCvXmH+fT3vUZ4rGfo0YdT/w8hsgV+yokmG+iCwzgxOAgIjrEE+58mXd95+a+ty7dl/Gx3fAbm41yvOwdFS2QZDLva0mWq4RQwePXY1XW1tNWGVl3A3MC7kUt40O8MITBgJsuLwXTqCk4nK/48tx04SKhL19i/Ru+oGrYGXdW+JhgFuKpXRuTHCyT0iib2mtlnNcfKLHupdDpSO7ZCsNzF+keuJflZ1ugLfDBecXOSolHLY332Qcw5ghEB6Az8DGwGngGGJ/z780k2NXA10KISZgdLeGAzVm/TefOs+DLHgx/YRp6IZPWNRWv+ZV3PpFpaalI65WM69dFb69cusyfvVvwu1M0clo2EYe2W0UgAsSO9+VEp/zZFHkpYb2ck+nV6luafvokfg+X/xxCp+P0623YPPDT3ED1Nnt64v28fNt16NP5+YIQhWowklEhRTXhnPPzv3PkAXxOHrXKeZWkJI6l1gIfc0Wi2ddDqPfVKesEbmua9VJdJZnkJ1sTNjyW7+pOwVkyX2+p92YyMqELl58MKnZ1ktG9BesnfJbb2Gy0xykSJ6XxqHFMqc1lZZpuKbbxB/4QQuwHdmC2Ka7FLAy7CCGOAV1yXqNp2iFgGXAYWA8ML8nzXF3UmXuIhn89h1FTyLxWhlxRIRAtG5L+aFtOv9sOXb26Je4SuizLwon0etR6dMFBxe6jHDoK2w+Y/7UimlpyvGMd9+sVOsfFYW34a+AEi8ydLc2+5Wy/gk4tXZ3aaO2bceLTaOJmt0G5u4U5fzsfkr09p/4XQ9z8Vqh3NreJjo/CYCC1Z1t6btzDwE1/c+LT6IJl/ffGcvfWoUy4FkrIb8/j+2blhAZfVtKYP/8+m3Q26eoEMPF/M1lcb2OuQARwluxZWPcvjg8ooYOlBuq/ssi8ZSeSn62cepklaoqapu0HCqSVaJp2FehUcA/QNO0D4IMKz66C3GzQVJT9RrmeTPhryUS8MZioN06VKmRF5+fLiWEh/PTMBAJ0BnTIRLgNI2x08TnacqbJ4oft7JjAF14uUI4VqtDpEHZ2qJlZ5Vo+RL16nkiHp1nddjY+kqVw+SGtHl+ejSFtSQAelM+pI/R2SJ2v5ha2uIksJNR/XXEXX2jHmKHL6eWckJvNlH5/Ni239Kfe86dyIwlOvdyC/c9PwSD0xHdJpcfnLxM8+3i1ap0iMoTFn07MDfJ/4MmZREjDCBubl5KpmUzUe+oIG4QX4aY9BW7uihL3RSQtHqiFyzw3/NZWvtmpXGRlszsjmPb2hWuDUkThLX9vYr9uFw+MHkPWc0nE+MXzru+fTL7WGsMqdyR769hn82NTuc/WQq4fxvFnfHik+xayVB2b5sdQa96OvEIP+TDFnyai/+lSCUTZ1ZW0rxyIbTSL/K1DtVIEegujwjVVxSPH5DM2oTvi4PEyBy/r/P04/E4d3u7wAx/88Bihb5S9WrfpwkWCel/hhQb90fSWNij52g3sTp/GjvI7WyR3NyY1/K7A+P7sTIJWX839ruWG9Xl52Lf0cbnKzVaUAI6SHevazGJ4wLNw1CwUMwNMuT2kg/XOHBk8kztiHsXtOalEw7vsWwvh5AhGkzmovwTBJDk6IvnlBFOkZxRpVz7Z0526ujxNWBYSUx/8gpmTOlkkDxR23VkLr3lbYF6lHd4qmC5e4svPepAy6nde9Dpo0Qs8SUnHe2kJVYFUBacV23BaAcfd3XgyeCCKsx2Rnxwi4sXr/Pr6XVatO3rbCUXZwwP/Ly+yru7y3LGE1zbS79gLFjm55UF4ujM14hvy2+BKi3ogjod3D+JAW7Mhcdf5OtTOPFTCXv86f+vGtF+wnZVeazAIPfc/9Sl9Vg2FreUIFVIV1IMFg3Ir6/ZVNJUnd/Wnbnyeahw7zjlHIBbkqNELkS9dr9Y/Mun3Z1vkxv/ZeDmtZj9FrUeuFKkxS80a0OKLA/Rx38ZZkxtvvjsA90VFa1TqHc1Q373K1FDz7/RbWhSTtnUh7HNTgUpBRhetQMX2erok0N92t1WF8Zq/hX/W1uPXRZF08ztMpqrnTIYnexc2xmf1jlIrB8r1ZOSzOiLW32BqgDkl8vzb7pxYZ53anWBDuc/W4uITkUypbdlcvbbOmfjHS+eVkxwduf50DPIfAZxf1YDr/WIK2Lf+jVBKYd9SFXyn2LM/O5ND2Rn4zSibYJW9PGk1by+vex/NfdI6Cj2abHs/oZqUxIDvB3FZMceYJippNNvel6D+CRaeRlFICmeiksao86354OVnLcrGef9zgVVp/hbbykJiXfP5GO9pVug85Ib1ufOrXbxf6wBRdo7c62hk3v8+Q7RsWOj2Wrum9Jm/jl+j1hBl50iUnSMjPU4T320+M5bMKNCyVBRyD/6c2hAtvZy9u28lhCBxUAy+W1w5Nq1toQkQN5Hd3Yj7vBUBP6QyM3wpP11oyLbH6pPQLgPvOVvKrEkLZyee8fon97W7zrpdG2+7R1qmj7Aw5t4koF4iwlB8GTKh03Hqy1C2xkzK9XQZ2yhEdR1A+JDjaMkpzL7SkZmBeTajQ9kZhC4r3U0gb9zNkFdGgwCX38tWHPXyo/V50+dnzAlFZiZfa4z+3DVMmJt93bivMZdbCpzOCQLX5tTTq4Z6mZrJRNjre+j1+2gS7pEJWZ5BnUPxBeonhk8x8nqjJvTx2MZFxZnBW/sRPBv0B0/hmGRZ99F08hTT3uvJQx9Ptvh9/XXOZHnq830rZiR7e4685Mw6b0snVZRej9HNvtALP6GTE8+6Fm6jjNA7caKvRMQfeWP1511l1F2tczWWRCWNLxZ2w/9S6Stn36rIEaEseG2yuf5n0CbeuLMxu/o2LLD6EDodcTODieswJ6f7oiMbG31P3686ktS3TpnjiwGUhPP03jKIYx2/wKgpLN3dhgitYqvA/Nx2QtFwzdwbI/8yC+B8vDcRWcWnlonIMNa1mYWblGcv1AuZKW2XMsO3O8rxeH7+Jxql5+bcZVOvOS9Se2vpDdzlrRTts/06zWe/QOeHduAgG1m2uxWRU9NQTx1BvbM58nuXWBs2CQ/ZkXQ1m/2jZV58pfq6yGlZWRh+3EHoj+bX/1aqdIEBKPvi2NvBnZ0Nh6A/dYmwKwfQTKYi7bvuy3bTvOkYHu2yhWc9NhOht+f9xEa47blcYB9jdAMOdJnBv00d8aZM9CnZhS7Xirp2AF680IKoT65bnEc5cozjfcLoNqsWTT3OsWZFO+p8Zntd+24imjfk6FBHnE7oqb3hBtrOg+U+lmbQEaDLq//5fq0DjPrCnuPdvCxiUYWdHa81X1+gHe3ieht5cGE31O5l78+tmUxEvH6Npg8NQ5epEfn1Qas6sGyq8rY1kL29uPi5N+ubf04t2QmjprDwRh2+G3hvodWj8yM5OeHwkyMrw361GJ+cVI/1LXzRsrKQ3d04uzCQRc0W8tg/Q6g/JqFK+wvnhqLk/G6SvT1pP/izqfGqAps2/mwYAROqXmuRvb248mAEdikqrmv2WXoHJZnzL7Zl9PMric3wZ82aGEJnnShbkLwQ0LYxWZ4GnGKvFKptHJvRlpOPzLEYSzCl8tD74/CeW/hDTBgMHPu4uUXLzyzNyIvn7+Bk3zpF98z+129SFci+tbj8QCiKncAjLgvDtrgic/6F3o6jU5uxvNt0WhrsUDSVWGMW9/8xgsjhR8oslAB0QXV46pfNFjbhdDWb9uNHU2t63jUn9HYo6335NWpNgWMsSfFiSdtGRfYAqmxuqb7PFUUYDGR0aUpCZwm7JImQLxNK3dZAvbM5nWf+zVjP2Nyn24sXWnAoWpfr5ZVdXcHPB+X4qWqv8Cy5uJC9yoMNDVZbjD9+ojPX36qL/EfZqg5ZYz4uP9mxKHg9KWo2PWOfwvF5BdPZBABEy4bMXTWHujkNqBRNJWbvE3j1PFeum7Mozo9rxx+j8vrdXDCl0mn7EOr2OVa8CSXftQPgdFaizpIyCu1KxtSpJd2mbGS0Rxx6IXPCmMrCpBjWLLwT/5k7C0QjyN5ejN66qUDT+8tKGo+OHovTivJpt/EfxhD3rGVLhai5w6j7juWDWBcchPa5kSVhy3PjVn9J1/PKpIHUmrWlWkw88B8TihVF9vHh8oNhKA8mEeV9iUtvhaDbUDqbhVw/jPQQDxy3nyh17+SKogsM4MKDQWg5MYdC0fD/Ib7Sc0QL4+qAGLa8O91iufTgsW4oT0mYzp1HahLJRz98adGL5rKSxqNjxuK0vBw3Z1FamiRzvU8b/Aec5MDuYGr/ruLwy76yZWkIAa0bIR05VarKS1XFya+bWbRSvUmCKZV+A0aj/8UyLU/o7Tg6pwmxXWehQ841/cQbU+nfv/xRGbqgOhx5KYDZ3T+nk0MWf2XqePGTwXjPKaiJS46OJD/QhAxvCTTw33AZJe5EsQJRblifE28ZcLQ3C3ltgye+06wnRGuEYnkRpW8xKlo25OFFGxnodpZXL7XkUK96Fc8fvsVIXhfG1mbLC4xHzh9K0FvmmyVufivius+xEJzB3w8iYljpY82EwcDxD5vzyN1mQfp9bFOCZ4C07aClN7MMv19+ZC9P4qbVZU27mcxK7MDREVHlC32qBHT+fhz91J/l7WYToDPlLvUBwpYOIfTFgnZrydGR7JgoEpsYUO5MRtPA/VsXXFbtrnBhWjkqnMw6btifS7Fa9pVkb4/HBge+Ds7zbK1PNzC1x/1mYWoFaoRiFXB5RDv2vD4TMC8Lm23vS2Cv47d8NWTjva049YBZgNVdp2L/274iP9Pp92KIHVCwS92Dx7qR1cGsucpenrT74zxveOd5Kl+/1IRdLfWlNkfEj49hb98pFk6RQ9kZPLxsLKH/V/aA9n9z6oMYDj6bp/E2mTgM/4k25FWWZOSQuqRHeHOmh8TL96zl4y3diRp/rcK1Km2BrPtas3bOtAKRJO1HD8F5mXXa2hYlFG0vyO1WJt/zRRYSP7WcS+a9TatvPlZAjgpn9IyvOfnYHE4+Noelcz7jxPstC9SfvEnoggS+SSm+/p5y9Rq/j23PqPOtc+v2KWW8FLW6GeiFbNGLpqGdAzufmsS5Fwpc52VCV68u7z7+jaXHtCTdQZKrNh9bVVCOx2NYt4Pwkdv5oW0IEQP33BYCEeBiG30Bgfhjuj1uu822XdnDg/RH2hK3oBVpj7eFNo2t9v3XCEUrEvBjAr3j78l9XVvnTPhbh9H5+5X/oEKQ2rMtcnjFKiqXF5OnE50drue+9tc5s6fPZ5z8X+HFUk2nzzLx496Mu9icdNWsrRk1hQNHLItm6H/bxfF7HIj4bhj1/+rHH1NiyuS0Ch91lu59B9Jo7ggWJPtxwpiKoqmcNgl89lasusuxQYH0dknKff3cmTup833hhRbkqHDi5rQmek8m6m+1SXusbZma2VsFTTPbPG28rWtZqLXHRJaW5xhSNJU3Dj2MctLsMI19L4KN02cR330+f0+dw6Rlc4mb37LERIvSULN8tjK64CAOv+LL2x2/J9LuAvMud+DiEx6YTpuLkctR4aj2dkgp6SXbG4Xg4qgYvh/7CeMvdeFs3wCr2VNKi9a+Gd9/O7dA7N7GDIlPHuxZpA1J9vLkwhORpNyRjj7OkXoTD5TJWSHXD0N1NCCdOo+SlFTstjp/P1Qfd0494kntjRnI/xyoUL5x0o/hbG/+HclqBs+ceJjs/o5F/lZnvmvMkfaLcl9fMKXSdfdAave/VGWOttsRycmJ2OmRxN47m0tKFncvf4nICadynYeFOZuyNCMNfh9ExJC4UrUNqbEpViVCmLWF8CA4dhrC6nLxPQ1Pp3Q+CV1OkM7IzixPRq54vtiCDnKDCF5es5yODuYlYvD6AUQM2GOhEcj1w7jRyMv8/2wNxw0HrRraInt70XrDRd71sczTVjSVTgMGl9ySUypbTqrk4sLR8Q1Y1H0W9fUZvH+5A3/Pbo3P1/uLv9CFQPb2JuXOEJziU9H2Hi63l1KOCif5M4Vrm/2o98nuYquwXFsbYdGUC8zfTdNpIwgcb0M2yFsQycmJ6w81xpCsYFi30+L3PPF1M44X4oHP0ox0f2ZIqTzqRQnF2y6jxSbQNPMNvPcwcngI7RbtyedUsAPs6OaYxS+9J9A9axy6dLMtxP+fDIuWCBc6eucKRID3269isVODXI1Lrh9Gh+X7eMXL3Io0Xc1mZMI9HJgVg8ei7VZZTimJV/ntgztp8+EJujmk54Zz7MjS0GUoSE5OxQurMs4hYWhjjjw8JSe/24nJ/jvJemcLzX1foM77hQsZydGR2EmNeKPDavq7/crWTIUnfx9M1KQbKIfjynR+MGeqOHcDZ06WWNg3I/vfCYZme3LkfXGkjC/zqSuPnEKvqXXMv1/An2noCkm9tCXUtDRcvy7cqeL/nYHkuzJy03FvYtQURAWrMdfYFCuZuEG+Fl7W/ATrnYkdMIuDo2ZycNRMhixYgalTPltdCXbj5CZeuQIRzCW3FtT9m+X/m4DSwXoOHudlW/l0xNOcU/I00Gh7mSlfzMDlZ3uzodtK1P32LF0P9SRRyRO0BqHnmSd+LdJWl/xAE2IfmEF/t4u5c4vvMZ+kiQoiXzxkZeC10Mlirjc5c8O2mj1dGdSGVR99mnutTVk6izq/GUl6JqbknQtBGAxmR8f8VlwZEoPsUbWf12ntHlp+M4ZUNU+LT1ezabLyBfT/lD99EWqEYgGEzrrKs2/j0mdCPOZ8g4EzVyKHBZvnolou/4yaZf6oQ6KRE8aCBTrr6pw50ct6n0MXHETU/w7kZqHcpKGdA8tCNjBlwrQiK8+UFdPps9jfd57Hho6h+fvDWJ9uFmq++uQivYuqHosafTf5tfESzr1g3e55/8b+x110nD6Or25453rCTxhTcZhlW0LR6ZKKY772qlF2jsypvYWl700gu2vZvfVnx7Zk9dTPiO8xny1vTuX4rDol72RFNGM2Ya/tpvuoF4h+eQjRLw/h3tEjiRi3t8JtFGqE4k2E4NpzMdht8Obcq+3MfTeqgZ7OVznxjNlb7b/mDD2O9gDMxTj/99OjqKl5QlD+Yze9PhjHkexCbIhWjA65Fu3PZwGFdPXKIUyvYHK1nkamGbOxX7udWjM388KuJ3K92EXh+fMJYvY9ZhGeA+Zy92mB1upsUwSqQuDHm/m2awwN548geM1AhvQZgf2PJdhaqxiXuOtcUgp+F6F6Z64NLVsvc52fL8OeXpObsmcQen6KmYlobp0HY2nRjNk4rtyG2+KtuC3eitPybVbpK3Nb2RRldzdMUfXQn7pU5hS3zPtaM+8tcykkJUylsTyCOh9UPN/1SlL5QwRMCefQ9atNw77DcE7QiPi+YDUQ73lbGXB9LF7DT/FSnfXcZQ/fpHjg+5f1nnfuqw8Q1W0wRzvPK1DtZHuWkadWjCHs791lriJeGkKHn6PRWyPRHFTqZ+0pdBvlyhU8n5OIHDOciY9+yYNO5oeEoqnYJVdN7KDp9FmC3j5b8oY5SE5OmJqHc6K3AZxNBP6gw2ldxbWcolCOHOeR2eOYOmAOnRzy7LxJSjrGnWXTai88HMIgt3VA3rXgL9uhOuqt+SyuNm4Z77MuMICrd9fFPTa10JJHWfe1puV7u/if71YWJIcze/F9BM07WrqWmkKQsb5ebqWZVDWTuz4Yg8+sive8UO9szuRFM2loZ2kQVjSVNemudLC/bNHc6ZsUDxZ171DmOnNCp0NEhpHc0B2PredyQ4CsheTkREq3RiRFyNTubI4Vu7imLv5/JlfI01sqhEDY2SFyls9aMZ3mdCH1SGpt1rQlRcP1lyM250yQXV2JmxXK3g6zcgOUk5R0Wi0fS/i4nZXXvkAI5Mgwrjfxyh2yS1Uw/LS7TA6x/JlbN0lVM3m012DE5n1Wm25lc2uH5Egy8UsaEdfhS5aluvHR1D4W5YkA4ua1Jv6+vGYViqbSeteT+PY+W3KIiiTTcpeRD33Nua19T3Xk2gOS1eLMbjwZzdWH0pnVegn2wsj/Tj3A6U1BhHx1nhPPBDD36ZnIqLxx4hGkj7zR/W69gpm3A8bOLUkdc4MBIeZqy0fT/fh9YTS+s7dXav+TyuL0u+04MGBaAa17RaorC9o0r7ZSWqVFFxzE8z//wWPOeQ+b3vH3kNwls1T3mq5OAAiBdj25Wj/rLS0UdUF1eObXTfRyNn+BGzJkJt7/KMqRPM/ryY9jiO07w6JnxmUljUfGjrUstCrJSI0jUA/EWTwdT0yIYe+Tn7H4RiirH2pr/XQpSUZXyxsA9UZK7sUjdDpkb/OTW72ebPXOZLKPD8LZsWBfXUkm+94WnH5SIfB7PU5r99hkjnZW99a8Ou0rujlaaobJagZ3TH2RgE+qMBawiGunTIdwdKTL9ouM9Sx4fd0qQhHg5PgYYp82329JSjo9XhlbZPjMTXSBARz50I+v75yHi5TNqONPYPdgolXjasvCLZ37bDp9lo+OdM993clBIXaIl8U2octTSVIt2wLUkp24Hp73NJZ9a3FxZQQfff8FJxY3NgcW5xD2xm7uGzKK5cO6Vk7+qKpgungJ08VLFheBZjLljVtZIIrWjWm34SzP/LyRK6vrowvK8xCK5pF8NHM2J7t8zuqpn3FhRMXyhSuLtOHJBQQigL3QYarCbLr818611aGWoVNlQFMUtl4PLvS9cVsfR7lRSLvPm8kANtDr+ibhHx6i1UcjaL27F/ePHYPbsp0l7nN8SBAnu3xOtL1MQzsHltZfSkqPxlUw27JxSwhFAEWzvCDs/P/lMdsfx5NxvQvsF/3g/twwm6yGddjZejHNDAa23jmDs6+1zX1Py8rCfu125I1VW5S1Mjk60J43vGPp5ZzM7lbfEj/RLffzXmnpSssch7GH7MhrQ5Ziuqdyw1fKQ2pGQa92uppN10M9qTe+in4rSebUoDB2t15CM4OBHS2W0WLCbmQvzzIfSsvK4uyMcIuIgVQ1k36n7yLygxuFaqDXno3m/p1nOT6xrbnAsQ2g3LhBremb8bw/DufvtpXKjJHtl7eNoqk8frgvbn+fqsRZlo9bRijqf3LnjCnvKZp11dJxoWVloRvrzIeJ9S3Gfz8UiaaYLzRdajZnTGZt0lt2Ys2gT1BirPikkmSyerTm5NfNOL2sMXELWkF0E+sdv4wIo+XPu6LVXKTQegD4rjrO5KSI3Pd6uyRhePNCVU6vVAS/lUnw6kFMTqpHnDGNNy43ptGqkTg+ecPqmnVR6IJqs+j5yRammXdrbeNir/rF7FU0rt9sY9DYMXQ9cj/PnbmTDu+NIbErhbY7kF1daT1sD8Pdz7Kz5yROD2+Ua24pLdeei+H0ssac+rYJKb2j0dWrW/JOlUDAL+aldoIplZHn2+E8Rl+lFc2FTkfGw22I/6YJp5cVfd/fEjbFm1wZEsMdA3ay9mATIl+ML9QRIjVrQMr4TL5p8BVTEu/k0NMRFkULEgfHsPT1T4nQmwtzhi0ZSui4inuZwexQ+eGTiRZFP/dnZzLojdG4LbZODbiyIDWJZMzKFdzraGRrpsJTa4ZT/7X9uct39c7mOL1/nlnBKzirGBj+3ig8F1rnu7A2srsbpgb1EFsPgqZWbT+UsGAmb1ice83cJOzrIYS+VIHfVQgQUrH2Sdm3FqP/+SO3lYCiqTT85xmCnjhYuu9ACJrsggl+5nAmo6awItWbD+c+SeCM4vO65Yb1UaamUdc5iU2nQnFf64TXmsPlt3lKMsZ7miEbVaS/9ldtVR8hiP8gmm1PT8yN9pD9j9+6jpb8yF6eKNeSir0ghMGACA9Gunq9YLyiEJz4tC1He89kY6ae198ZVGxz9LJQWKgCwK6sbEaPHYnjqqrv9JbVvTVnekjU3qDh8H3BytaSkxOE1kFkmUosD/9fpTChqGgqDRcMz60mXmlIMicWN7YofhBnTOOFBweg7jtS8v5C4POPG4vrbbQYvqyk8eihp3EbkIUp4Vyhu14dGMPOd/MKBqer2bx5KZpDg6LQdh0qdB+bRZI5/mUTYu+Zn+v1L0oo3jLL55soV6+VeONqWVmoB2MLD+DWNCLGn6D1+8OZeP+juFtRg/Pdkszs64EFxqP0cCNILmSPysfw0w7CR24rVCCCOele3R9rXrpZUyAKAZKM1r4Z2V1bkd21FXLD+lXrLJBkzo9rx/lVDTi9rDGZ97excK6VFu1SIj33DLAYW5/hSMjiwntEWwPJyYkTE2Iw3tMMv5UGdmXlRQYsvd4aca6U59Y0Lr4ewqHsgk7IPxsv5/p8Q5GprT7bkpicVC/3taNkx0T/3XT6cqvV0jplL08uvtCOY1+1QL2jmVWOWSiqQv2RJ4n4ZRAvXmjBixdaFLnpLacp5sfYuSVJkWZDvM+edMQ/e608s7KjxTTl3EsmJjZdTgO7qygadFr9IhEvVV62QmmRXFzIbh3BtSgD/r9dRj111upzklxcuNKrEWHPH8XP/gYv+WzEP2e58lemjvGnuyONcCpX9ZqyIru68uzOfbmhXIlKGnfOG0fd97eVeekme3hw5KNwXP1SuHHFmfoz09H2VJ62dOadduwfOI2f0l2YMvhJdOlGjg3RM7jlJmZv7kjE4NKnEQqdjpPvtea3vhMK5K9/fDWcP1p5FnkdiFaNuPeLzQVCiF680IIjnVwqFD4k+/iQ+IU7W5p9iywkpiUFsb5zVOU3XMt5MP+mfnd7LJ9vkt21Fe/Oms9dORXLv09z5v8+70edSbuqXfhATltHe3NhVvXkmWqf07XnY+gy8h+e9dxChN6JfzJVhuzrS52Bl0qX9VMKdH6+uKwwMj9oXYFS8vlpvqM3tR4qvHKQNZFdXem/c69FkPFlJY1eg0djWGdbucn/Jn/f6voLhlLvTfMyXefni5qSWqoiqvkRejuyOzTm6oh03mrwIwBXFWc+/+DBEu3dolUjzrxqdtRF2ZkfcOlqNve8OqpCtvJT78dw+Lm82OIVqa583u2eMmdzlZfbq56iENwYcSNXIAI87JTK3cMncn/s6Kqz3RXTKa5AsHQ1Itnb494nISdjx2wXa28vsbfNYupPfZ7Qp6wjFNVaHkytuwBnyanIbRRNJTXNnlpWOWPJKP/Kxq0lO5E18hoOv9tXmfe6PPj/KUh+yFwvMPSO06h6OzRjdrm9tZoxG/1vu/D/044FTs3Ng6qG242ShZq28yB1n7Rj5B0jOD88m3uCjnEqzROPvddLrDdZFJKjIy3vjs0ViN+nOfPa8j4YHhPo7zSgaQL7b91xW7GnyhWKW0ooCoMBOcCPcw8E8mb9xQXed5MccBxxDulnx8qLkpdkbvRuzY0gCa+OF3AeJRcaSmFTSBIGuWAcmSwkfm4/nSefGYfHlxV3GEhJqXx9oyGjPU4VeO+CKZW5SW1Y8VVHwr86RlX4HZXUNF7Z2Ite98+zGP+ywVeMrt0XbLj9rPu2c/yQWod+rok87LeXVfp6Vsk40ozZKNctjyO7uoJdTuk1TUNJSi5gXtCM2ch/7KbOH3BMCNAuAOUP4VIzszjwfTMaRgeQfcyV0OUpBH50nj8a/pC7zZnmqTxzdTR2P5ccGG5NbhmhKDk5cXRGJIvumke0AYuYsfz0r/MXX7rFVJ5QbNWAleM/xT/HNjNqSWtO3O9bpfFWxSFaNuTY0y6ELM9E2nwANJVLzzTlm+BPuakl5idU74zy+FXEEl2Z84hlDw8uPx7JtWZ5+kL8N3WZ5qkiZVlqaHV+N2K/5zT+VzZXSCDK3l5ceKI+zucVXHckFOk5BUBVaPDRZXo3vIdvgn+vwFlLT2rPtlzoCKgQ8Xlque2OptNnmXPqLvo1WWnV+f0bqVkDIhbE0cPNXMghU9Pzwq99iRx3qOgluqaR8kQ0F+/ScD0q4zezHDnoqkLAhLwUTdEkkm8jvyb/NVpX58zZZ0yE/lq2lhYVpdRCUQghAzuBc5qm3S+E8AS+BeoBp4BemqYl5Wz7GtAfUIBRmqb9XJFJSo6OHJ0RydEucy2S6DdmSLQypOeOHclWeWtpH4IuVF4+rGon4ynnZVm8VusPnvceAJcuo3RsTrabDpe9FzGdOlPhc+X3CpZ40QnB+ZdiGP38Svq7XSTukTSeefVF3NceYvioVQVi7BRNzX2wPB+6hXU+Dctk4M54uA1N/m8fy/0tey8nqxk0+2kUEa8dKLA8rehlrQsMQP5a5Z/QyRhRuHPn8wQ8kVjs8soUf5qUp+rw1Nd3s6jeBmQhMTb+cbQL1vcc6/z9ePrdtQxxNwvqDzvU569+LVH3Hi7X8dScLC5VqxyPvezhQdSCWCb6588MMuLadT6fvNsZihCKkosLLV7aw/TAbWbnlcc46r63pULRCxmBLhRWeEx33KHiAvFmxEEpj1OWkJwXgPyBUa8CGzRNCwc25LxGCNEA6A00BLoBM3MEarmR3FwZ1XqDhUBMVjMYM2kIj/QZyn19BnNfn8G89shzBL1duQUC9JdT+CPDucC46e4WfP7lVDbNnEva3IpHOiUOiqHtrgxidqXTdlcGl0e0K7Z1ptwggmlDZueW5HeXQDZqoKpkapZVqf/JVGk0dwQRm/oR8eczrBxxb5kEouzqSuirR5geuK1Alz83yYF1XaYgBVSgrWthSDLxUzxZHb4eR8kON8mBtS3mkd2h8MwEodMh+9ZC9q2FcvEyyY8baDJ9BCHfDUEd6lxmR0VpuBEdlCsQAV73Pkrci4ZyhQEB2M30YkGyHzPnP4SakVHyDmVETUlhzS9tSc5XMyBVzWTquU6QUYy9VVW5YTIrBt6yE/OfmY7UJLJCc9FlKqT8q0jwrqxs6v1QsbJvpntaUm+rHeqvAaQ/0rZUIWGl0hSFELWB+4APgLE5ww8BHXP+/yWwEXglZ/wbTdOygHghxHGgDVBuo5XpwkW++agbx1/Ywyf+f+Eo2bEwOYqAtWct6gZWco1lAJS4E7w2qT87h/zOK16HmHEtBnHpKqdft88Nd2jgcZGKNiLN6nbDooPe8Fe207nzAAJ6nijUtqTpZeyFkZuFP7M1DTnL3EDri0/v56l38yL5l16NqdiT3debN/y/Ago+HABkYf2IBqlBON+3nsO/l1cX29hR55eC258d14apA+Ygo/Fa3COk/u5LnU93mm1qVp+dGV26QpKSblEf8+3Wa1gcfR/xDzliclOo8xM4rt9XKueB/ZrtrNzZDP9L24r8reSIUDR7PerBY2XWqDSTiZC3dtEx4UXSA8zHd0oAv2VHi61BqaalsfWPGJRnNiILifb2Eufv9sCvAqUUdX/tp+v8l3npyZXIQuX3pEiOzmqI+57C42tLg+zqSpNPd+dm82z4VGbSjm7Fm1wo/fJ5MvAykL+MtK+maRcANE27IIS46VAMBPK7tBJyxiwQQgwCBgHYU3K5E7fFWznxgwude4xCMQi8/ziL6ax1C6mWllozN7P52wDu6toRx4tGdFd24eDgY9VzGH52xdhWydWOa8lOLGz6Jf/XrD/sOFBge+3Qccaf7cHXoWswCB32QpDpIWMPeH+7n45uL/HlqM/wlI38+V1LArTya9Ta+Ut03zKMI3d+Uaht975/hhN20cpxiDoJ93+dKlXNxPFS4cJCbZGSW2F6S9MVJDfOoJXXWELfLLqlbEUxbDzAjKQWFo3K+rhc5oFvZ+Eq2ZvLbN2XTsuVY4l4aXep5lGUBi85OhL3QRMWPDiXOrobPDTzZQI/KfuDTjNmU2uG5bVQGtEaNvEoLRr0YV+bpQAEPXKSrMllOrXlPEwm6v5vC8s/DTG/VrJwz6qY8y/9zvp86Dubm4pCW0MaF3vUxXtu8UKxxHWeEOJ+4LKmaaWtfFqYflrgl9I0ba6maa00TWulp5T9PYxGPP4+g9e6OExnE0o5ncpBuXoN16+35haEzcrMW6L+EhdV4eP7Lj1Eo7+f43JOpzhFUxl1tDfsL1zYaMZsjE/JPPzEICIXD+eez8bhvtj8lFXT0vD7bDOvPfQMgx4dQsCnFQtZUtPSCBt0io+uNijwnlFTCJonWd/RFXuStj+OISGnKEiqmsnzp+6j1neF2+u0I5ZarJvkwJ6+nxH/TuVVAtKyslj8/d0WvWJkIeEhO+Y+PDxkRz6/fy6Su1uFznXmhWYc7jWNjg4qoXpnfh8xgaweVVf+Tbl6jcDnLhKyajCzrwdydXpQxQ+qaajp6ajp6VYJwzE6yRYmNwdhR6a3dZbP7YEHhRA9AHvAVQixGLgkhPDP0RL9gZuW6wQgf2uv2sD50n2M4omd2YilHefwV3oEvwy5E+nvvdY4rFUI/SiLdxs04EWv3Xj/VPEmTsqNG4Q8d5xHe4zlaiMZYYTgL09jKs6pcO484tx5cgpUF0Ddb72AaeXGDRb8cxdvVEEQNoCamUn9F/bRd80YLrXW43BRw+/b2CIzKkI/P8frDzTJraYO5kZWU574nKlfPVBpYVQh047TpOHT/NR6ToHsEWshDAYe7/2nRQfDWrITif3TCfyxUk5ZKEpSEuEjtrO6VkOcL1V9Xn9JnL/X0jkZZ8wkaNWVEjXhEjVFTdNe0zSttqZp9TA7UH7XNK0vsBp4JmezZ4CbAUargd5CCIMQIhgIB8pvGMhBtG7M2numEW0vM87zBKdHWFoQZS9Pjn3ZgtT1IYhWjSp6ujKj7o9lW88ouo96AffvCm+wVOZjpqfjtHwbdd/ZTJ0PNpdoC6lqAjeIAj2PJ1xtgN3ByjFraFlZGH7cQd13NuMzewtKUlKR25pOnWFv3yheudTMQnPr5phF3CDvSpkfmJto1XniKM8+/wKt3hzK3OSAAttkaxXLgxdCUEtf0ObnbF8NWVOahnKp8nLAK0LYl4pFC+CfUhvBtZLTEiviJh0PdBFCHAO65LxG07RDwDLgMLAeGK5pWoVt20YXO2rn02slyXJFHvdaBMc6z+efJis50716CnEqcSdwXFl0m0VhMJB1X2vOvN2OM2+3I+WJaJuqplxWXNbu49kTj+e+NmoK3y7shHLlSjXOKg/l0FEOPhBI41kjmH09EKOmkKxmYHetcuugaCYT+t924bVgC+O3dS/w/uBNz1So/49mMrHoVFuLsXQ1m2t7rWvXtiWyu5nvm6sDY9AFBpTqvpH+3ku3peNYneZIzL7HWD/wzlIJ8DIFb2uathGzlxlN064ChSYsa5r2AWZPtdXQ/3WAlt+OYWPPT1l2owlOGyyXJoqbUmRAty0g2dsTO7Uxf3X7jNo5y6of0+2Z+WcHmwn8LitqZibZ/wvgrpcf4W6/OJZ/24G68w9USRRAaTElnKPO++dYs7Aps3o9hC5No+7CnZXSjrUwvP+w48TdqYTqzb/5rqxs6s/IQKtA7J1mMuEwxZ1JE0MY63mSXVnZ9PphFOHvVk6b2eom4+E2vDdxPh0dVFLVTDa/4sLrHw/Aa14JjhhNI+S1rcyZfCfu18+VOq3zlioIcTOp3bD5SAFDftzsNsQ/OBeABrOGUed/VdjQqBScfbMde4ZMsbADbcqEj9t3s0pVEDk8hCuf6Qhyu0a2quPc18H4Lj1UJe09hU4HQrLJxle2wPHFzdnZYQYzklqw5tO7cf/KOjUYZR8fkjuG4BKfZq5vaAP3cmWQ/WuQRfofwJIUL77uHFNuh6vQ6fjV+M2tWSVHcnJCquWNejmx2IBb0bwh599WaemXwMn3o7BfW2EzplURzRty15c7ed3bXAX8spJGx9njqPNR2ctYFTi2TkfK2rr8ky8lLEsz8srFGGIHRxbaJ9vmEQJd7UAwmSq/lFQlI7u7oYbVQTp9yWZMC5WF7OXJhSciSffX8Nuu4Pjr/goX3rg8rB173ihYvDly3rDyJWtIMnGzWnBm0Cu3nlA03dMSh7fOM6HeCnruHkjdN4zF1uETejuEvQE1JaUyp1tupCaRJHQzNztyvKDhvmS7VXI6ZS9PWmy4wvu1CsYvTroWwi/PtUcrJLbRlrn2fAzj/28uZ41efLz0cYI+3Fmjido4ckQovl9dZkbtDThKdlxW0mj7ywtEjjxcoRAtOSqcu7/bzThPy5SI9vsfxblb2Ttvau2b8dmSWTQJOndrVd6WPTxweTuBtRE/EWXnyMHoJbjOS0T28ChyH82YXakCUejtMHVqyakPYgjY6pL7d2xKdLEpeDdR98cS8MlmAj7ZbG6BYKUkd+XqNZbsbmvhZb3JWM+TtJq3t1yd56oNIWg/fAedHBSedb3Mr/0/Ieue6msAVkPJCIMB+/k3WFj3r9zUz1qyE3Hd5hD/SrMKHVs5cowNT0fT6fCDJClm4ZqqZpLxg2+5jqc/k0hsdtH72myVnFPDotgXNo2b0egAS+r9RqNRI6j7btXbC2VXV47OCOWXu6bkGs1vkl57Ax32vYDn59XX9CnqxRNEXRpOmw5HeDlgPU3s8opNjvPeTtfuY6qleVZ5kfO5a2rrnDnTTUdYhcqK1FCZZHZqwrchUwHLLpt6IZPlZ6zw8bU9h7C7354He4whobOG72YJ31X7y+XUM527wCs7HwUKb5Frs5qiyUWziEYHc3ZAZlB2uRPsK0J6+/r83WFaAYEIsCy1Nl4HCmliXoUoSUkEv7aFq12MvNxzICG/9GdaUhBZmpEWG4fhubp8lVqqBU1j7fq2pKp5tqiR964vlTZeQ/XgePwaWzLdK/UcamYmjiu3ETFsO26Lt5a/qIeqEP580UkHNisURRGVshqHJiDZ6Qt/sxKx/20fT8b2JV0127UuK2lsyJBpuv1Jvu7fw2ZsdmpaGtqOA4Q/u4uf7gqlW/9hRAyOK9wLLQRy/TCu9o9B51e+pUhlETL+IEPOdMt9rRdV2A7zP4Rkb4/s7pb7V16FQ4k7wYjvn8u9P26SqmZSZ53txeIW5/yxWUeLLqQejVac4mPfvbljz525k0t9vVGqqWKy7O3FhV71SQlVCV6Vid3561XWT6JSiG7C0EUruc8xmRnXQ/mp/12wNS8tThdSDy0pudjMkcpErh9G3CBvHuq4nT9ntsXr8623bdhJdZD+SFtcRp2lf+DfuWMvb3uM+h+mohw5VubjyV6enBkQyfsDvuJeh2s4Sna8eKEFsQ/6YTpnlUxfq1JUjxabFYpg7ll8PcysFQoNAtadv7WFkA0hdDqOLWzMiU4Lc8dCNzxH+IDDpDzYjJQ+N5ja+FuWXWvDz/80I+LNQ9Xm1ZdcXFBTUwsViHLD+qTXc+VMLwXNJFFvGdj/faTsSytJRm3XGJOzHkNiRpnCmITeDtMdjZAzTBYPFVtGa9+M9xfPo42h4Kpr1PnWHH+qrrkPeFmRZGRPdxLvjyDbRRDw25VyCdiq4JYUijVUHrKXJ6O2/UM3x7yUxCPZ6Ty+ayCb287HTcozmBs1haiNA4gYeqJKgsFLi9qhOQPnreQxp6TcbKYszUjUb4OJGHSo9JVWhCBuQUs2d55MLdmRvdkmnp05mtrTdpcYY6cLqoOyUGVp+HdcUTV6LHuJ0JdtX6NNf7Qtv0+bWcBuD+aKTC0mjMBvcvUmQMiuriCb56ck37B6S4KihKLN2hRrqHqi7Bw5FLPEQiCC2YN4pON8LvSr+kIbxXGppQOPOF2zSO80CD2vtlmP5Fx0R8F/IzWJ5LdOk/HXOSMLiZYGO34a+QnpXUoOAzo+sDbrI3/EQ3YkQu/Eyp6fkfp4m3J9nqrE+dfDRP4xAGMhZQm+S/Wi9vfVXJrv7hZ0+OcCw3dsYdD2HZwb17bKHKw1QrGGXI5kp7MkxavQ97I0I7p029J+6nx7irnJ9XJfK5rK21casuj1B8pUcEFkm/jqumWBhdo6Z84+biqx8IBrM8v2sE3s7DnfWa2SQh+yuxtxc1tzdnkj0h5vi+xb+saxakoK9YedoOXEkTx35k4Gnm3PwLPtabS1D/OHPGKVHkPlRRdSj36zVvOK1zHuc8zkYadUFg/5DNGyYP3OSjl/lZylBptDy8zi28Q2dKv7F2BeIvf4bRSBP8nEv/1nbvXoRCWNS4rEI1sHE7b8UJW0Ji0tpnPn+X5oZ6YOU5AkDbu/XQhcHIvj1bLV9lOOHGPHvYEE/68dHZvEsv1cXTLT7Yj8IBmlHMvgsLCLCJ2+0jNwTA2DOdRjhjlYuh1MTqrHsve64fJt6eJRlf9v78zDm6ryPv45Sdp033eKtNAWymahlPWFUVQEN3gGxwUr6Ai4sTgqCvq6jeOK4ILAyKLiiw4qMMgim6CoCJZWyr4UKdDS2lK2QkvbLOf9I2mb0Ahpmza3cD/Pk6fJTW7uN+m9v5zzO+d8f6WlRE//hYLptdta0bDqg67k0EPR3OdfjG2bLUWv59ggf1pva/rjq0HxKsVcVsbemX1Y/mIWnTyLuXnzOJKfzsF05iy/7O1C0v3XgwYiM8z47yym7dH9mBS4zE6zaTtxm2ofNzRom4qKSRpbTFFAALGle5x+rws/h3H62tq6LBmVBipnRONtaJ5SGVqbFukTwUdIe2MWL5wei8e65q2V7EqqQhvveKWLjsIcEQwmidx/qF4lWNWgeBUTtHAr/95yM5VtQkjYtAOT9cQx7csh/rnaEUMltQ6bmvoOJLV6+1duOfokrR/PYWLMep5+fjwByy7dUtP4+HBixLV43VmExlrk69zyaKI2ncK823knc92BPHpkjGJ16pwaO7p+XhpOJnsS5aCYV0PQ+PtTNjAZqbUE34DsIoxH8pq2DrODxvlZ8wV8ip1rtZf/tRfDX11LesAeyqVk0KeTaPOy8z4D6uiziooL0Hh5QUKcU0Gt4Jm+ZE60t5ED+LQ0gs/H3Irmp3o4twvBiUd6c+ejG2scmOJXjaHjC8cwFpc0KniJbp3oMO8AU6N+rRmlXlbmxyt7byPm4dNN5gMq0rowYH4GT4XuRi88OG+uIGXToySM2nXZFp/Q6/FaF8SyxNo1oVsrTLw8fCRyu31qQB19VlFpQswVFU638iqDZJ2ACPBAQDH3zFmNtn2C8weWkvDZW/hm6sCakeRdQ2Yw/ucfKHiqV6OMQA6M8+a96Ey7aTvDfM+T2eML/pgbiNA3vhaRI+S2XWweFEfa9Im0n/8o/V9/kqQJR53qAhv6dWZBu2V223p7aTmZ4rwbvxoUrQidzmI9plMzCk2Fxt+fk6P7ULW+DeYNrTn6Sl/Mf+nmlrXs7iR2YxXHjI7Xyo8MOE5lbP0r/Z0acqEmePlpvBjsU0nmE++TPz+ywSPhfiGO7b60QsOkpPUIT88Gva8zGP8oInraL8S9sIWIWb84PZvA7CHwEXV1iXo4R6hBEdAmxBP2ox+Ds4vx2RhM6YjeaPz9L7+jitNo/P3Rr/Rh8ysf8H2nb1ifvIL9Y2bx789mkPt550tawl1peG7axZDZz7DonP1nNkgTc87GoS+o/wR53QGfOtZxeuHB2u5zKX6sT4N0XvPYKW7Ye4dDS7oTxgAwK6nwhAXvLQd5rsi+Rzz/bBTh3x11+j3UnCJQcVtPNs2ZU/O4xFTGbbtGETLqbI1TsjY4mMrubTl8lwZ9kY52Hx9361yulkbZ8F5s+OBDh91GgzTR87XxRMxSVgmJpkb2SyF/YK3zj64cWi860qB1wrrWsXRYVsC06Lp2WJ223Efs8IZNtdG1iuHAk9cwbvCamm1L87shZoQrzt2+GsONqaS+/Rut9KdZnNcd3Qeh6L+tO5fnz3KKal/RAWFaX7amLCZpxkji7y0BKTk4sw3ZA2bip/HCJM1Mvi2VPTeFNKoq29WEWSfQ4bib7CG0mJvI+EjodGijozjVP5bAg+dhx0HFOHiLzdm0vqhGt/MTRy7aLy+ffemJDHivDUs7LiRMa1nRU26uouJYw3s9xuMFtHu6kDXP1boo+ZjykEb3mLI4g8d3Wezq5ckuTSR+pmNIY/3cudWWIpZlXqMXf8twP/tuy0FDGROHjkFTdIrB3+1jfHBtE7zcXEX/f04kbI77jGVbEtrwcFLWFfFqRLbdHLTTpnLuzfkb2lGiwUWI/vSYQYEcnNmWt9KWMNyvlIxKAx8U3kTO7GSXlYJQGsLDkws3p3BsmBkERPzgQcjSnQ33HryCUbQhRKBnpOxpHOBWDeb+3Tg+0cCytI9I8vCtvVhHGDHER7H064/w03jZ7dNl+mPEvNNCu3waLfToiKbSiHnHvmY5pK5Naw6NjiW6VyEnvrcUiffLl4Qs290kDjwHP0nl4KA5dUwPjhnPc9t7zxD97hbFGzfYIlI7kXdzIFUBkrbLyhCZe+s1KVnFHkUHRX1crByQ19f9J6jVPupCpB5duRmv73YgDVVogwJJ+K6cD2Jq8xIlpjJuf/YpAr5wvcW/xscHzOZGV0Gr+8ZaZK/OHB6noX+7Q7wes5oikwd3L3yCuBeascWr0TZLKy0uw5uPYh1/rplnWrMy7Zoma0EJnY7zw1Kp9NcgzBD27aFGVfIrebgPXz03lTidJQd50nyBO/emo3k/DP3qTPdfOy0QRecUI/xKm2Wt6GUxm9D8nE21v0r1aWY6c5adL6Wx5v2dNVZbdx+4l6BvXF/43XBjKn3fyeCUwZfDYzvVmXDaGH5/O43Fw98npWZ+mR/ROqiKbebvvZm6rev2dAQHQdEkzbz77a20K6/fGmlnEToduS+nkfHA9BrHoT73DCf4AYGpqLhB76m5/aRdKYwIrS8/dvkvB2eXkf7i0wQvUNM4rkIhU3Ka2FFECOjdFdN13TH372ZZfVBP9Ku28c6Y++iacS8JXzyC14PmJmllhLx0lH9F7GJWq630+XQ7ulYxrnljIRj0l2ybgGjJ58UvG0vya1fmYFGHd8tI+OEBdlbVtrgXnQum4yePkzT1cJO1rkTnJDaMnGpnwfZz16/JT6/HpOyL8J4XRLGp7vmW5OFL3wnb0LWNa/B7q9ijiO6zd1Rr+T8n+jTZSVp2Zy8WTZ9GpNabSmlg7NEh5M5sT8CibfVvtQjRpF2V0M3BfBH/PWCZqpLy4Xhi33BN3tJ4QyrHH64iyO8ChmXhBB4x4Lkx+8rOSwmB6NGZ8hhLgPLPLsR4tGnNGjT+/hyeF09Wvzk1eeisyiqev/NBZFYDW/5CUHFrGgNf+5mXwusWIes67TGip7XQ/LabUHT32aOozFJvoIkoTS+tWTDvIbR8Ef89JW+tpH/CJNq8nlG/oNDEPyL7/pNM5ZR16IUHHkJLRbjrOui6DVm02VD96BDgcO19s6GLikQG1HYJxbkyjIV/uPYgUiK37aopvOmq8K9r0xqp90QWFtcZJDKfO0fb0bncOPQJintZvuHgXRrCtjdiXp+UeK3MYGvetbQd3Z8JA9eS5n2Y3npYUhZMyN7GlxFVsaCIoNjU+C0KpCS1rGbuFljmIv40ZiqDTjxN+Gzl5GOiPs6mQ6fHWTz4Qzp7CvQnFZLhcDGarh3ovGA/Y0OW1GxbU5bMtMybSH7pJMZc51cgNDfHJ/fllb8vJEVfwLDfxtL6weOYzpy1e4353DkCF24lcKFrj23esY/E8bAuqA3rIlIpHBRJzKrj6HObwWjQRWiDAim8rxNVAy3fWcASf4KWZrt+YLGBKKL73OTzFDVa8p7vxQ9jpxKhtbepT/pxJG3TlTe1QXTrRGWkD14/7sFc7ngNakvm2It92ffILIfPzTkbw9y3hxLyiXJ+rKrRJsTzyOq13OFb+z/p8usIYkfmuWxakfDwRONraduaSs9fUfMpNf7+FPxfLL+lfV4zX7XcXMXoozdzakJMw9MLDeDqdskxm7jmjQwGv/4000+1rdlskmbM+T5Ik/JOOrl9D55rttUERG1yIvlT+qK5Ntl1gy9upO1n+UwoSHP43NjAAiruOOvwOXdzrmsE/b1K7Lb92GMeZ27v5JL317ZPoPDrdozdlsVDGdvJ+TiFo6/0vWIGUkRUOEu7zbWbwO+j8bTk0aeecZ8wG66OoAhIo5Hw2VtYP6In8avGMO54L5J/eoCkN3MUP8cr74W+PLFiGdnjZjB3xVx6fnsE0c01F6G7MB45xu7JXRmRe32d5w4ayvBaXn+nmObAf89Jzl1kkOCj8aAs2jWXUnlCMDt6/odhvucZ7lfK4UHz2TP6Q+5fvQnDjakuOYY7ERVVZFW2cvhctI8yKkVeNUGxGvPO/SSN2UZOzyri79mJqeTk5XdyI9qgQPrfvp1BPgY8hJZYnR8vhe/l90keLd5yy2NjNhlb29tte+x4bx5PH6fIrjMAZjPnzPbf++slKbT+vAE1kh3g9Uc5P1ywvyy1QsM9/qe5b8aqehWnUiLGvHxmTbyLJecDOGu+ULN9a4WJ3R8po1rkVTHQ4hCFtg617RM49EA4Rj9rayTAwFcxswD7uZV+vhUIjcCBq1OLoWpQd365axpYp8ubpJkNa7sR95NCAyJgzj3G0M2PsW3ATPRCx3NFfdk/uj3yD9fkwmTWHl58ajQvTZvPDd72aZ1Q3XmEpuW3Y/Srt/Hx3r8wtX8rTnYVCCO0+/IMITtdvzqsITgVFIUQR4BzWMp1GKWUPYQQIcCXQBxwBLhLSnna+vopwEPW10+QUq518LYqNmi8vMh5LYVZQ+dzg3flRYV77APieXMFckOI4gaH6oPQ67kw4bTdwNeqcj/aLSiyqwmjjYwgPz2BwFwTPssy3T7oII1GEh/ax+23/QOjXhCyYi+y1LWDA97LMnjz5EhefP4sP3ZZjFZoqJQGXnvjfkIKlfuDUR+MR/MIPJpHdZJESb/t9WkpXi+ltM0wTwY2SCnfFEJMtj5+VgjREbgH6ATEAN8JIZKkdFB1+ypF4++P8PHGdOJkzUWuiYlixfDpJHv68GdZDYM0cchQye1LniRhdqZb5xg2Fm1UBNM6fEX1Zy03V/Haq48SlFN70etaxWD8TMPO5FmcNpXTr+PTtP6X+ycomysq8F1sWSLYVCe15qftBN4bTGr6OMr7ncd83IfEL3cqKnhcqTSmLT4UWGC9vwAYZrN9kZSyUkqZi2WWcM9GHOeKQqR2Qiz3Z8LmTRyc261mwESeOs3o/ekOl3IBjMi9npQPx/PUoPtJmPyb+9eJNxJjXgHp6x/m09IIPi2NoNOKcYR8ZVOwSQj2Ph/Ltx2WAxCs9SFlSPO4+SgF0+nTRM74hfh7dtLuqa2q/Vcz4WxLUQLrhBAS+EhKOQeIlFIWAkgpC4UQ1RngVoBtciDfus0OIcRYYCyAFz4XP604TNd1J+8GPdG9Cqn4LIrAhfXPf5iu685bn/ybVL2lhkTukHlkDazi8RcmELhwK0EPerNwfReeDLE3xYxfOYaO/ywgNv+XK6fcqNlE+3E7+NIzEYD2lb9htkkHaENDePemLxpd//dyaJPaUdoljMDMgiZf/qfSMnA2KPaTUhZYA996IcSlypY5cneo09OzBtY5YJm87aSOZkcbFsrvE5NYMfIdkjws+a+MVw28nDUC076cy+xtz4UIz5qAWE2q3pObJ/3EtrUxyAA/OnvZX5i5hvO0+S8Y84837oO4CW1YKMXDkoj4pq51ljRU/WmLt+TWJG70XsXF+VRXUjqiN8OmbODZ0Bw+Kw1j4YO3IrbsaJJjaXx9QcorciK+LUKnQxseBlJiLCpW7IDmpXDqZ1hKWWD9Wwz8F0t3uEgIEQ1g/VvtiZQPtLbZPRaof9EJBaANDaFwfjh7/z6zJiACtNVVYfZyXSWzJ0MzqejWBtOBQ7yRe4vdczuqovDZctBlx2puDk9I4oeX36XXd8cRaV2c3q8qUNQx9f311/Z/8ur6o4ttxaj/XcGzoZYftpEBJRwep3F5NUeR1oWDc9Pw+NYfuTKYg/N7kPNhL0QPZUw/cTWF43ry7OY1DP1+F9rkRHfLASzr1OnZBV18G6def9mgKITwFUL4V98HBgG7geXAKOvLRgHfWO8vB+4RQuiFEPFAInDJlfCGdl7o4q5xSnBzUnp9Ipk96nbhfIRHverIVuNVYuB3Q93SloEab0Z+sJy8xZ3x96ys2X7aVM5TK9Mxn2+ZuSSh05E+7Hv8NF68FL6XEy9WOl0r2KfITIlNfnXSH91oP+vyxdc1Xl5OXYzmsEDu9Lf/sVnQZz7aqMg/2aP+aCMj6DMvi9xb57I8cQ1rOqwid8g8Dv/1I978ej5n03u77FhKQBsezt/+vpEBXpZVSZUfVCiiZPC+Z2L4aukcBq/M5tzdvS+ryZmWYiTwsxBiB5bgtkpKuQZ4E7hJCJED3GR9jJRyD/AVsBdYAzx+uZHnTr6nODJNeSVFpUY4zGmVSwOh2Q0oQ7kxi7+9McnhYMoDAcXs7buQ5YmWqml3/n4jd0z4B4mTt7fYqTfSLFmSm1LzeHbnz9GGhTq1b+CKnTxyZChgccne8npPTIcuXSxJF9sK3/V+9P1yV4NKpnoJ137PBXcnMDnMcXc8Ra9n2j9noU1s6/D5lkjh3YlMCt1V8/iF+JVoktz/+aRWEqjxZnzwUVZPe5ejz1163FcRhhBCiBNAGVByudcqgDBUna6mpWhtKTqh5Wh1p842UsrwizcqIigCCCEyHTlWKA1Vp+tpKVpbik5oOVqVqLPlrxlSUVFRcSFqUFRRUVGxQUlBcY67BTiJqtP1tBStLUUntBytitOpmJyiioqKihJQUktRRUVFxe24PSgKIQYLIQ4IIQ5Z3XbcredjIUSxEGK3zbYQIcR6IUSO9W+wzXNTrNoPCCFubkadrYUQ3wsh9gkh9gghJipRqxDCSwiRIYTYYdX5ihJ12hxbK4TYLoRYqXCdR4QQu4QQ2UKITIVrDRJCLBZC7Leer32UqhUAKaXbboAW+B1oC3gCO4CObtY0AOgO7LbZ9jYw2Xp/MvCW9X5Hq2Y9EG/9LNpm0hkNdLfe9wcOWvUoSiuWtfB+1vsewK9Ab6XptNH7JPAFsFKp/3vr8Y8AYRdtU6rWBcBo631PIEipWqWUbg+KfYC1No+nAFPcqcmqI+6ioHgAiLbejwYOONILrAX6uEnzN1hWFilWK+AD/Ab0UqJOLOv0NwADbYKi4nRaj+coKCpOKxAA5GIdv1Cy1uqbu7vPrQBbWxiHNmMKwM4mDbC1SXO7fiFEHNANSytMcVqtXdJsLKYh66WUitQJvAc8g70RtBJ1Qq2dX5bVhg+UqbUtcAL4xJqWmGf1UFCiVsD9OUWnbMYUjNv1CyH8gCXAE1LKSy3IdptWKaVJSpmCpSXWUwhxKYsYt+gUQtwGFEsps5zdxcG25vzf95NSdgeGAI8LIQZc4rXu1KrDko6aLaXshmU576XGDtz9vbo9KLYUmzFF2qQJITywBMTPpZRLlawVQEp5BvgBGIzydPYD7hCWekSLgIFCiIUK1Am0KDu/fCDf2jsAWIwlSCpRK+D+oLgNSBRCxAshPLHUdlnuZk2OcJlNmqsQQghgPrBPSjldqVqFEOFCiCDrfW/gRmC/0nRKKadIKWOllHFYzsONUsp0pemE5rHzcxVSyj+APCFEtRnmDVgctBSntYbmTGD+SSL2Fiwjp78DzytAz3+AQsCA5VfrISAUSwI+x/o3xOb1z1u1HwCGNKPO/8HSrdgJZFtvtyhNK9AV2G7VuRt40bpdUTov0nwdtQMtitOJJU+3w3rbU33dKFGr9dgpQKb1HFgGBCtVq5RSXdGioqKiYou7u88qKioqikINiioqKio2qEFRRUVFxQY1KKqoqKjYoAZFFRUVFRvUoKiioqJigxoUVVRUVGxQg6KKioqKDf8PDT6Y6gqdvc4AAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.imshow(image_mask1)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "3. Create a labeled image of the mask"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "mask1_label = skimage.morphology.label(image_mask1)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "4. Measure the region properties using this labeled image and use the **fourth** channel as intensity image"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 39,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "my_regions = skimage.measure.regionprops_table(\n",
-    "    mask1_label, intensity_image = image_stack[:,:,3], properties=('label', 'mean_intensity'))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "5. Extract the ```mean_intensity``` property from the dictionary"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 40,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "intensities = my_regions['mean_intensity']"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "6. Plot a histogram of these intensities"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 41,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.hist(intensities)\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "7. What do you observe in this histogram ? Plot the fourth channel and see if the histogram makes sense."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "The histogram can be split into two parts. Most nuclei have almost no signal (around 0). A few have much more signal between 10 and 80. The plot of the third channel shows that only a few nuclei are expressing a specific protein that is fluorescent."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 29,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x720 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.subplots(figsize = (10,10))\n",
-    "plt.imshow(image_stack[:,:,3])\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "We can count how many nuclei are above some threshold:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 31,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([False, False, False, False, False, False, False, False, False,\n",
-       "       False, False, False, False, False, False, False, False, False,\n",
-       "       False, False, False,  True, False, False, False, False, False,\n",
-       "       False, False, False, False, False, False, False, False, False,\n",
-       "       False, False, False, False, False,  True, False, False, False,\n",
-       "       False, False, False, False, False, False, False, False, False,\n",
-       "       False, False, False, False, False, False,  True, False, False,\n",
-       "       False, False,  True, False, False, False, False, False, False,\n",
-       "       False, False, False, False, False, False, False, False, False,\n",
-       "       False, False, False, False, False, False, False, False, False,\n",
-       "       False, False, False, False, False, False, False, False, False,\n",
-       "       False, False, False, False, False, False, False, False, False,\n",
-       "       False, False,  True, False, False, False, False, False, False,\n",
-       "       False, False, False, False, False, False, False, False, False,\n",
-       "       False,  True, False, False, False, False, False, False, False,\n",
-       "       False,  True, False, False, False, False, False, False,  True,\n",
-       "       False, False, False, False, False, False, False,  True, False,\n",
-       "       False, False, False, False, False, False, False, False, False,\n",
-       "       False, False, False, False, False, False, False, False, False,\n",
-       "       False, False, False, False, False, False, False,  True, False,\n",
-       "       False, False,  True, False, False, False, False, False, False,\n",
-       "       False, False, False, False, False, False, False, False, False,\n",
-       "        True, False, False, False, False, False, False, False,  True,\n",
-       "       False, False, False, False, False, False,  True, False, False,\n",
-       "       False, False, False, False, False, False, False, False, False,\n",
-       "        True, False, False, False, False, False, False, False, False,\n",
-       "       False])"
-      ]
-     },
-     "execution_count": 31,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "np.array(intensities) > 400"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 32,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "15"
-      ]
-     },
-     "execution_count": 32,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "np.sum(np.array(intensities) > 400)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "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": "3.9.10"
-  },
-  "toc": {
-   "base_numbering": 1,
-   "nav_menu": {},
-   "number_sections": false,
-   "sideBar": true,
-   "skip_h1_title": false,
-   "title_cell": "Table of Contents",
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diff --git a/s08-Loops_conditions.ipynb b/s08-Loops_conditions.ipynb
deleted file mode 100644
index 8ef50169565830c33b4773b314be8f1489c802ff..0000000000000000000000000000000000000000
--- a/s08-Loops_conditions.ipynb
+++ /dev/null
@@ -1,279 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# 8. Loops and conditions solutions"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "1. Create list of 10 numbers with values spread between 0 and 100"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "my_list = [3, 80, 25, 56, 4, 32, 9, 29, 92, 49]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "2. Create a for loop that goes through the list and prints each number"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "3\n",
-      "80\n",
-      "25\n",
-      "56\n",
-      "4\n",
-      "32\n",
-      "9\n",
-      "29\n",
-      "92\n",
-      "49\n"
-     ]
-    }
-   ],
-   "source": [
-    "for elem in my_list:\n",
-    "    print(elem)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "3. In the loop create a variable called ```squared_val``` that is the square of the current value of the list and print that instead of the original value"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "9\n",
-      "6400\n",
-      "625\n",
-      "3136\n",
-      "16\n",
-      "1024\n",
-      "81\n",
-      "841\n",
-      "8464\n",
-      "2401\n"
-     ]
-    }
-   ],
-   "source": [
-    "for elem in my_list:\n",
-    "    squared_val = elem**2\n",
-    "    print(squared_val)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "4. Create an empty list before the for loop. In the loop append squared_val to that empty list. Verify now that your array contains indeed those squared values"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "empty_list = []\n",
-    "for elem in my_list:\n",
-    "    squared_val = elem**2\n",
-    "    empty_list.append(squared_val)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[9, 6400, 625, 3136, 16, 1024, 81, 841, 8464, 2401]"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "empty_list"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "5. Create an ```if``` condition in order to only append square of numbers which are larger than 50"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "empty_list = []\n",
-    "for elem in my_list:\n",
-    "    if elem > 50:\n",
-    "        squared_val = elem**2\n",
-    "        empty_list.append(squared_val)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[6400, 3136, 8464]"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "empty_list"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "6. Create another empty list before the for loop. Add an ```else``` condition to your ```if``` statement and append the values smaller than 50 to that list."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "empty_list = []\n",
-    "empty_list2 = []\n",
-    "for elem in my_list:\n",
-    "    squared_val = elem**2\n",
-    "    if elem > 50:\n",
-    "        empty_list.append(squared_val)\n",
-    "    else:\n",
-    "        empty_list2.append(squared_val)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[6400, 3136, 8464]"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "empty_list"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[9, 625, 16, 1024, 81, 841, 2401]"
-      ]
-     },
-     "execution_count": 12,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "empty_list2"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "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": "3.9.10"
-  },
-  "toc": {
-   "base_numbering": 1,
-   "nav_menu": {},
-   "number_sections": false,
-   "sideBar": true,
-   "skip_h1_title": false,
-   "title_cell": "Table of Contents",
-   "title_sidebar": "Contents",
-   "toc_cell": false,
-   "toc_position": {},
-   "toc_section_display": true,
-   "toc_window_display": true
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}