pm21-dragon/exercises/source/exercise-09/3__Bean_counting.ipynb
2024-12-12 17:17:35 +01:00

505 lines
878 KiB
Plaintext
Executable file

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Bean counting using connected components and more to do multiple object detection\n",
"\n",
"Now we have an image of many coffee beans and we want to count the number of coffee beans in the image."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import scipy.misc\n",
"from scipy import ndimage\n",
"import imageio.v2 as imageio"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"im_rgb = imageio.imread('data/IMG_4272.JPG')\n",
"original_gray = im_rgb[:,:,1] # take green channel to make grayscale image"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(original_gray, cmap='gray')\n",
"plt.colorbar();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's view our image is pseudocolor. This will be helpful for getting absolute intensity values from the images."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(original_gray, cmap='jet')\n",
"plt.colorbar();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"One thing we may notice are some very small details in the image which will not help us perform our bean counting task."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"im = ndimage.gaussian_filter(original_gray, sigma=10.0)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(im, cmap='jet')\n",
"plt.colorbar();"
]
},
{
"cell_type": "markdown",
"metadata": {
"nbgrader": {
"grade": false,
"grade_id": "cell-349688ed72efb990",
"locked": true,
"schema_version": 3,
"solution": false
}
},
"source": [
"## Question Part A\n",
"\n",
"We now want to pick a single threshold. Ideally, this will perfectly decompose our image into connected components of coffee beans and a background.\n",
"\n",
"Enter a threshold and describe why you chose this value. Use the variable `threshold`."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"nbgrader": {
"grade": false,
"grade_id": "cell-6e1c2b89bd8a66f5",
"locked": false,
"schema_version": 3,
"solution": true
}
},
"outputs": [],
"source": [
"# Enter your value here\n",
"threshold=60"
]
},
{
"cell_type": "markdown",
"metadata": {
"nbgrader": {
"grade": true,
"grade_id": "cell-4590afe7907cebe0",
"locked": false,
"points": 0,
"schema_version": 3,
"solution": true
}
},
"source": [
"(Here you should describe why you chose your particular threshold value.)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"thresholded = (im < threshold).astype(np.uint8)\n",
"plt.imshow(thresholded, cmap='gray')\n",
"plt.colorbar();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, we are once again going to use [connected components labeling](https://en.wikipedia.org/wiki/Connected-component_labeling) to detect objects in our binary image."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"labels, num_labels = ndimage.label(thresholded)\n",
"plt.imshow(labels, cmap='jet')\n",
"plt.colorbar();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Detour: erosion and dilation (morphological operations)\n",
"\n",
"Here we will take a small detour to demonstrate some morphological operations. You can read about morphological image processing [here](https://en.wikipedia.org/wiki/Mathematical_morphology).\n",
"\n",
"We will first perform `erosion` 30 times in a row on our thresholded image. What does the erosion do?"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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8GO+99x62bt1qoLMh0g9LChmck0FEeiORSNC+fXts2rQJP/30E9544w1YW1uX27Z+/fpYvnw5fvrpJwwfPhwNGjSAVCoF8Cx8yGQyDB06FGKx2JCnYDQ+Pj6YPn06vvnmG6xduxb16tUzdklEVcaeDCLSmaKiIigUijLbJRIJunXrhnbt2mHr1q34/PPPcenSJRQXF8PR0RG9evXCRx99hJYtW75w/6+//jrq1auHrKwsfZ2CSWjRogW2bduGwMBAAEBJSQl27NiBffv2Gbky0gVL6slgyCAinSkoKEBaWhoCAgLKfd7Ozg6jR4/GW2+9hfPnz6OgoAANGjRA06ZNK+zh+CsXFxc0atSoVoeMFi1aYPv27XjllVc028RiMYKCghgyaglLChkcLiEinREEASdOnHhpO5lMhk6dOiEsLAytWrWqVMAAnk0s/euHb21TXsAo5e/vb4SKiGqGPRlEpFPHjh2DSqWCjY2NXvbfvHlzvezX2EqHSCoKUZYyF8USWFJPBkMGEelUcnIyrl+//tL5FS+iVCpRVFQE4FnvhSAIePjwIR49egSZTKarUk1GkyZNtOZgUO1mSSFD78MlsbGxEIlEiI6O1mwTBAHz58+Hl5cX7Ozs0K1bN6Smpmq9TqlUYurUqXBzc4ODgwMGDBiA27dv67tcIqohhUKB48ePV+u1eXl5+PLLLxEaGoo2bdqgTZs26N69O0JDQxEUFITg4GC8//77Oq7Y+NRqNTZt2oQrV66Y1QcI0cvoNWScOnUKa9asKdP9t3jxYsTFxWH58uU4deoU5HI5evbsicePH2vaREdHY+fOndi2bRsSExORn5+Pfv36cSEeIjOwf//+Kn9YpqSkYNCgQYiOjsaxY8dw7do1XLt2DYmJiTh27BgyMzNRUFCA3NxcPVVtPDdu3MCSJUvQrVs3fPHFF3j69KmxSyI9Ku3JqMnDXOgtZOTn5yMyMhJr165F3bp1NdsFQcCyZcswd+5cDB48GP7+/ti4cSMKCgqwZcsWAM/+EoqPj8fSpUvRo0cPtGnTBps2bcL58+dx8OBBfZVMRDpy4cIFPHnypFJti4uL8dNPP6F///44dOgQ1Gq1nqszXZmZmZg5cyZGjx6N9PR0redycnKMVBXpGkOGDkyePBl9+/ZFjx49tLanpaUhKysLYWFhmm1SqRRdu3bFsWPHAABJSUkoKirSauPl5QV/f39Nm+cplUrk5eVpPYjIOB49egSVSlVmuyAIePr0KQoLC3Hv3j0kJCTg3XffxdChQ3Hz5k3DF2qCiouLsXXrVnTt2hWffvopdu/eje+++w7ffvutsUsjqjK9TPzctm0bzpw5g1OnTpV5rvT6dg8PD63tHh4euHXrlqaNjY2NVg9IaZuKro+PjY3FRx99pIvyiaiG6tatq3V1iVKpxK5du7Bz506kpqaipKQEjx49QnZ2tmaCJ2m7efMm5syZA5FIBMC8JvvRi1nSxE+dh4yMjAz8/e9/x4EDB2Bra1thu9IfnFKCIJTZ9rwXtZkzZw5iYmI0X+fl5cHb27sKlRORrvTt2xeOjo4Ani3QNXPmTMTHx5fbu0EvZk4fKFQ5lhQydD5ckpSUhOzsbAQFBUEikUAikeDIkSP44osvIJFIND0Yz/dIZGdna56Ty+VQqVRlJnj9tc3zpFIpnJ2dtR5EZHiBgYGYMmUKgP8LGGvWrGHAIPr/OCejBrp3747z588jOTlZ8wgODkZkZCSSk5PRuHFjyOVyJCQkaF6jUqlw5MgRdOjQAQAQFBQEa2trrTaZmZlISUnRtCEi0+Pv74+tW7eiQYMGWgGDV4URWSadD5c4OTmVWf7WwcEBrq6umu3R0dFYuHAhmjZtiqZNm2LhwoWwt7dHREQEgGdLDo8ZMwYzZsyAq6srXFxcMHPmTAQEBJSZSEpEpsHf3x/bt29Hy5YtGTCIXsCShkuMsuLnBx98gMLCQkyaNAm5ublo164dDhw4ACcnJ02bzz77DBKJBEOGDEFhYSG6d++ODRs2cGldIhNUGjBatWqFgoICfPDBBwwYRBWwpJAhEsyp2irIy8urlcsPE5ma5wMGezDInCkUCr3N6Sv9XFqzZg3s7e2rvZ+CggKMHz9er7XqCu9dQhZLLBZrXa2kVqsteiGo6iidg8EeDKKqqaV/35fBkEEW6Z133sHIkSO1/gq4fPkypk2bhoKCAiNWZj7kcjk2b94Mf39/KJVKzJo1C6tXr2bAIHoJSxouYcggiyMWizFu3Dj07NlTa3ujRo0glUoZMippyJAhCAgIAAAkJCSwB4OIytD7XViJTE1JSQmuX79eZntBQQE/JCvJ1tYWQ4cO1Qw37d27t1avg/GyhQKJqoLrZBDVcr///nuZ+RdnzpzRuhMwVax+/fpo0aIFgGe/MG/fvm3kivTHy8sLISEhxi6DahGGDKJabt++fTh37pzma7VajV27dpnVD68xtWzZUuvqrRfdQsDciUQiPHz40NhlEJklhgyySDk5OXj//fdx//59AM8mfR44cMDIVZkPBwcHWFk9+/UhEonQunVrI1ekP0VFRbyrM+kUezKILMDBgwcxevRoZGRk4OOPP0ZOTo6xSzIbz6/q27p161o7b+H+/fsV3v2ZqDosKWTw6hKyaLt378aFCxeQnp5u7FLMyt27d7W+bty4MWxtbVFYWGikivTH3H6pk+mzpEtY2ZNBFu/GjRsoLi42dhlm5fm/7F1dXSGVSo1UDRGZKoYMIqqyhw8foqioSPO1q6sr5HK5ESsiMh+WNFzCkEFEVXbr1i08efJE87VEIoFEwtHX6hKLxXB2doZMJoNMJoOdnZ2xSyI9MlbIWLlyJXx9fWFra4ugoCAcPXr0he2VSiXmzp0LHx8fSKVS+Pn5Yd26dVU6Jn8rEFGVZWVl4cKFC3jllVdw//59pKam6nzirIODA2xtbWv9hNy2bdti/vz5aN26teYu0w8fPsSpU6ewb98+HD58GI8ePTJukWT2tm/fjujoaKxcuRIdO3bEV199hT59+uDChQto2LBhua8ZMmQI7t27h/j4eDRp0gTZ2dlVHlrmXViJqFq8vb3h4OCArKws5Ofn62xeS+PGjTF16lSEhoYiISEBM2fO1Ml+TZGVlRU2b96MoUOHlvt8cXExLl68iBUrVuC7775Dbm6ugSu0PIa4C+vnn39eo96qwsJC/P3vf69Sre3atUPbtm2xatUqzbaWLVti0KBBiI2NLdN+//79GDp0KG7cuAEXF5dq18rhEiKqloyMDFy6dAmPHj3S6cTZrl27Ijo6Gq+88gpsbGx0tl9T5Onpia5du1b4vEQiQUBAAFauXIlDhw6hX79+1RqWqlOnDjp06IBRo0Zh1KhReOuttzhR14h0NVySl5en9VAqleUeT6VSISkpCWFhYVrbw8LCcOzYsXJfs2vXLgQHB2Px4sWoX78+mjVrhpkzZ1b5CjIOlxCRSbl//z4ePXqEOnXqaK3KWht16dIFHh4eL21nZWWFwMBAbN++Hdu3b8eHH35YqbU73N3dERkZiXHjxsHPz08T2oqKijB16lSsWbPGrCYRkjZvb2+tr+fNm4f58+eXaffgwQOUlJSU+V7z8PCo8Pvoxo0bSExMhK2tLXbu3IkHDx5g0qRJePjwYZXmZTBkEJFJ2bt3L/r06YPVq1cjOTnZ2OXoja2tLcaOHatZObUy7O3tMXLkSAQHB2P69Ok4dOhQmXvwAM96QPr3749PPvkELVu2LLNQmrW1NebNm4fDhw/j8uXLNT4XqhpdrZORkZGhNVzyst6p578PBEGocBE9tVoNkUiEzZs3a6YexMXF4e2338aKFSsqPdzD4RKyaG5ubnobf6XqUavVOHHiBAYOHIiUlBRjl6MXIpEIY8eORefOnav12oCAAHz//feYMWMGnJyctJ7z8fHBihUrsHnzZrRq1arCDxFPT098+OGHmsmmZDi6Gi5xdnbWelQUMtzc3CAWi8v0WmRnZ1fYk+bp6Yn69etrzW1s2bIlBKFqN0RkyCCL9s4776Bv377GLoPKcevWLTx9+tTYZeicSCRCv379MH/+fFhbW1d7PzKZDLGxsThw4ACmT5+OYcOGIS4uDomJiRg/fnyl/tIcNGgQAgICql0DVY+hL2G1sbFBUFAQEhIStLYnJCSgQ4cO5b6mY8eOuHv3LvLz8zXbrly5AisrKzRo0KDSx+ZwCVksKysr9O7dG1KpFN9//z1UKpWxSyIL0K9fP6xbtw6urq413pdYLEb79u3Rvn37ar3e2dkZgwYNqtXDUvRMTEwMoqKiEBwcjJCQEKxZswbp6emYOHEiAGDOnDm4c+cOvvnmGwBAREQEPv74Y4waNQofffQRHjx4gPfffx+jR4+u0pUxDBlksWxsbNC4cWN4e3ujYcOGuHbtmrFLolquNGC4ubkZ5fhqtRpXrlxBYmIiCgsLIZVKNXfULW9uB+mHMe5dEh4ejpycHCxYsACZmZnw9/fH3r174ePjAwDIzMzUuoeTo6MjEhISMHXqVAQHB8PV1RVDhgzBJ598UqXjMmSQxXN2dkbnzp0ZMkiv+vbta9SAkZubi0WLFmHt2rV4+PChZrtYLGbAMDBj3SBt0qRJmDRpUrnPbdiwocy2Fi1alBliqSrOySCLVlJSApFIhLZt2xq7FKrF+vbti/Xr16NevXpGOX5ubi7Gjx+PxYsXawUM4NnPAJG+sCeDLJZSqcTEiRM58ZP0ylQCxvfff881MUyEJd3qnSGDLJYgCDhx4gROnDhRo1n+ROWRSCQYNmwYli5dyoBBWhgyiCzMX29bTlQTTk5OCA4OxsiRIzFkyBDY2toapY7c3FxMmDCBAYOMiiGDiEiHunXrhiVLlqBp06YVLoSlb6UB43//+x8DhomylPeFEz+JiHTop59+QmhoKObMmYM///zT4BMrGTBMn6EX4zIm9mQQkdko7RnQ9S9ZZ2dnNGvWDE2aNIFIJMLjx49x8uRJZGdnV2t/d+7cwaJFi/DVV1+hS5cuGDp0KHr27Kn3y1fz8vIwceJEBgwyGQwZRBbEz88Pubm5ZS5jNBddunRB48aNsXHjRp2s7VC/fn2MGjUK4eHhaNKkiWb+RElJCT788EMsXry4Rvt/9OgRdu3ahT179sDPzw+RkZEYPHgwGjVqBDs7O6jVapSUlEAikVTrFu7PW7FiBQOGGeDETyKqlbp06QJHR0d8+eWXxi6lWnr06IHo6Gg0btwYn332WbXDklQqRXh4OObOnYtmzZqVef7OnTv47rvvalquRklJCa5cuYJ58+ZhyZIlqF+/Pvz8/FBQUID79+/Dw8MDvXr1wnvvvQdHR8dqHSM9PR0rV67kwlpmgCGDiGqlDRs2GG0yYk1JJBKEhITA0dERc+fORY8ePfD+++8jMTGxSvtp1KgRYmNjMXjwYNjY2JR5XhAEbNq0Cbdu3dJV6VoeP36MS5cu4dKlS5ptKSkpOHToEK5evYq4uLhqBY2ff/4Zd+7c0WWppCeWFDL0MvHzzp07ePfdd+Hq6gp7e3u8+uqrSEpK0jwvCALmz58PLy8v2NnZoVu3bkhNTdXah1KpxNSpU+Hm5gYHBwcMGDCgSreXJaKyBEEw2790RSKR5sNXJBKhffv2+P777zFq1KhK3668U6dO+OGHHzB06NByAwbwfz0Chv5FrlarER8fj5iYGK07X1b2tfv27TOrDx+yDDoPGbm5uejYsSOsra2xb98+XLhwAUuXLkWdOnU0bRYvXoy4uDgsX74cp06dglwuR8+ePfH48WNNm+joaOzcuRPbtm1DYmIi8vPz0a9fPy6BS0Qa7u7uWLFiBaZMmfLCoGFlZYXw8HBs374dgYGBFbZTq9X46quvjNYjUN2goVAocPbsWT1WRrrEq0tqYNGiRfD29sb69es12xo1aqT5tyAIWLZsGebOnYvBgwcDADZu3AgPDw9s2bIFEyZMgEKhQHx8PL799lv06NEDALBp0yZ4e3vj4MGD6NWrV5njKpVKKJVKzdd5eXm6PjUiMkF2dnaIjY2FIAhYsWJFmT9ExGIxRo8eXalhiLNnz2L16tX6LPelSoMGgEoPnSQlJXGoxIxwuKQGdu3aheDgYLzzzjtwd3dHmzZtsHbtWs3zaWlpyMrKQlhYmGabVCpF165dcezYMQDPfmCKioq02nh5ecHf31/T5nmxsbGQyWSah7e3t65PjYiMqKSkpMIPUjs7O3z66aeYP38+HBwcNNsdHBzwySefYNmyZS/9sL569SqmTZuG3NxcndZdHaVBY8aMGS/t0RAEATt27OCqtWSSdN6TcePGDaxatQoxMTH48MMPcfLkSUybNg1SqRTDhw9HVlYWAMDDw0PrdR4eHpqJVllZWbCxsUHdunXLtCl9/fPmzJmDmJgYzdd5eXkMGkS1iFqtxtWrVyt83s7ODnPmzMGrr76KLVu2AADGjx+Pzp07v3TOxpUrVzBs2DCcOXNGpzXXhFqtxtdffw2RSIQlS5ZUGJKuX7+OHTt2GLg6qglL6snQechQq9UIDg7GwoULAQBt2rRBamoqVq1aheHDh2vaPT/DXRCEl856f1EbqVQKqVRaw+qJyJT9/PPPmD59eoWTNsViMfr166e5s25lrqQxxYBRSq1Wa3qC4+LiYG9vr/W8UqnEkiVLcO/ePWOUR9VkSSFD58Mlnp6eaNWqlda2li1bIj09HQAgl8sBoEyPRHZ2tqZ3Qy6XQ6VSlem2/GsbIjI8kUgEd3d3ox3/zJkzuHLlykvbiUSiSgWMq1evmmzAKFXao1HaO1PqwYMHmDFjBtatW2ekyoheTucho2PHjrh8+bLWtitXrsDHxwcA4OvrC7lcjoSEBM3zKpUKR44cQYcOHQAAQUFBsLa21mqTmZmJlJQUTRsiMjxBENCgQQOjHV+hUGDLli06+Uvu6tWrGDp0qEkHjFIlJSX4/PPPkZKSgl9++QWffPIJOnfujJUrV3Iuhhni1SU1MH36dHTo0AELFy7EkCFDcPLkSaxZswZr1qwB8OwvjOjoaCxcuBBNmzZF06ZNsXDhQtjb2yMiIgIAIJPJMGbMGMyYMQOurq5wcXHBzJkzERAQoLnahIiMw8rKCtbW1kb7cPv6668xYsQING/evNr7MKeAUSolJQUhISF4+vQpiouLjV0O1YAlDZfoPGS89tpr2LlzJ+bMmYMFCxbA19cXy5YtQ2RkpKbNBx98gMLCQkyaNAm5ublo164dDhw4ACcnJ02bzz77DBKJBEOGDEFhYSG6d++ODRs2VHrRHTIdQUFB8Pf3R2pqKk6fPm3scqiGkpOTjfohd//+ffz73//G119/XeHcjBcxx4BRqqqLdBEZm0gwp0hUBXl5eZDJZMYuw+KJRCLs2LEDgwYNwvXr19G9e3e9LddMlkMqlWL9+vUYNmxYlV537949DBgwACdPntRTZWTuFAoFnJ2d9bLv0s+lf/3rX5qb8VXH06dPsWDBAr3Wqit6WVac6K9K/9r08/PD1KlTzfbeGWQ6lEol/vnPf1b5VgPr16/HqVOn9FQVUeVY0pwMhgzSu/v372v+/e6778LPz8+I1VgGkUgEe3t7o14Jom/Xr1/HkiVLKn0vFpVKhZ9++smsfkFT7cSQQaQjgiDg5s2bmq89PDwQFRVlvIJqKYlEAk9PT/To0QMzZszAN998g8TERBw6dAj169c3dnl6s2HDBvz++++VapuVlVXmyjci0i/e6p307tq1a1oLqfXt2xeLFi1CQUGBkSurHRwcHPDll1+iT58+cHNzg0Tyfz/WgiBgwIABWLVqlREr1B+FQoFp06Zh3759mjV4KqJSqbTub0RkLJZ0dQl7MkjvMjMztW5a1apVK/j7+xuxIuOysbHBu+++i7/97W+wsqr5j2BBQQGWLl2KkydPltmfSCTCG2+8UavnwSQnJ2vdH6ki1tbW1boahUjXOFxCpEM3b95EQUEB1Go1cnNzcfToUYvuxWjUqBFWrFiBFStW6GTOhCAISE1NRVRUFDZv3lxmjkKLFi1qNJPdHOzatQuFhYUvbCOXy9GsWTMDVUREAIdLyAAePnyIuXPn4vr167h8+TJu374NlUpl7LKMpnnz5nB0dIStrS0aNGhQ4U3/qiovLw9TpkwB8GyCbWnvhUQiqdU9GcCz7zGlUgk7O7sK20ilUoSEhODEiRMGrIyoLEsaLmHIIL3Lzc3F8uXLdbY/BwcHNG/eHLdv30Z2drbO9msozs7OsLKygkgk0vnicn8NGpGRkbCysrKIUNemTZtKrRfQv39/rFixotb/f5Bps6SQweESMhsuLi6YNm0ajh49iqNHjyI0NNTYJVXLw4cPcfbsWdy+fVsvK2eWBo3SoZOkpKRavQy1RCLBsGHDKjW/pW3btmjcuLEBqiIigD0ZZCZsbGywdu1a/O1vf4NIJMLt27eRkpJi7LKq5eeff8avv/4KmUyGR48e6eUYpUGjpKQEP//8s16OYSrat2+PXr16VaqtTCZD165dcenSJT1XRfRi5tQbURMMGWQWVCoVbt++jV9++QU//vgjdu/ejfT0dGOXVS1qtRpKpVLvQz15eXl47733tK7sqW3s7e2xYMECODo6Vvo1nTp1wpo1ayzmlzyZHksaLmHIILMxe/ZsFBcX89bWVfD06VNjl6BXYWFh6NSpU5Ve06JFC1hbW3NeBpEBcE4GmY3CwkIGDCOpU6cOPD09jV2GFmtra7z33nuwtrau0uvkcjlvnkhGZUnrZLAng4heSCQSYfLkyfDy8sLUqVMrfa8QfZPL5WjTpk2VX2dnZ1flYEKkS5Y0XMKeDCJ6oXbt2iEmJgZDhw5Fy5YtjV2OhqenJ+rUqWPsMsqwsrKCs7MzXF1dtZZ41zeZTMabD5oJS+rJYMggogr5+/sjPj4eLi4ucHFxweTJk3WyFLouqFQqpKSk4PTp07h58yYKCwsr9ctXJBLp7RycnZ0RHx+PP/74A8nJyVixYoXBgkaHDh0wZswYgxyLqLI4XEJE5fL398fWrVvRqlUrzbbBgwdj0aJFuHXrlhEreyY1NRUdO3aEWq2Go6MjvL290bp1a3Tu3BmhoaHw8/MrN0w4OzujTZs2uH37tk7rKR1WGj58uOa4b775JmQyGXJycnR6rPJ06dKFc03MBIdLiCqhTp066NatG8aNG1ep1RbJuOzt7TFkyJBKzUcoDRjP38jOw8MDAwcO1FeJVVJUVITCwkIolUrk5OQgOTkZmzdvxnvvvYf27dtj9uzZUCgUZV4nkUgwbdo0nQ+1BAUFYcaMGVrBRiKR6HxV1/KIxWK0adMGjx8/1vuxqOY4XEJUCaNGjUJCQgK+/PJLrb92yTQ1adIEK1euxMyZM18YNFq3bl1uwCgVGhpqMkMm5REEAQ8fPsSSJUvw3nvvlRs0unfvjlWrVuksaPj5+WHVqlVwdXXV2q5UKg2y2qqtrS0aNWqE1NRUvR+LqCpM9zcFmTxbW1tIJBJIpVIEBAQYuxx6iT59+sDV1RXz58+vMGi0bt0a27Zt0woYOTk5uHr1KjIyMqBWqxEYGGiSEy6fJwgCtm3bVm7QEIlECA8Px6pVq2o8xODn54dt27YhODi4zHMZGRnIy8ur0f4rw83NDc7Ozrhw4YLej0U1x54Moipq2LChsUugF3B0dMTgwYMBPFuifd68eWWCRqtWrcoEjGPHjqFTp05o27YtgoKCMGvWLNjY2JjN8Ji+g4afnx+2bt1absAAgMePHxvkA8HV1RV3797FjRs39H4sqjlLChmc+EnV9ssvv+Ds2bPw9/dH69atIRKJzOqb35L07dsXbdu21XwtlUoxb948WFtbY82aNWjUqBHWrl2rFTASExPx7rvvaiZ55ufnIy4uDrm5ufDw8MDNmzcNfRrVUho0rKyssGLFCq1AIRKJMHToUACocGilIqUB47XXXquwzcWLFw2yrHtxcTEmTZqEhw8f6v1YRFXBkEHVdvLkSXTr1g0dO3aEi4sLA4aJcnV1xcyZM8tcSlkaNCZNmgQHBwet+388HzBKqdVqrF+/3qTnZJRHEARs2bIFAHQSNHx8fLB48WI4OjoiIyMDcrm8zPCTIAg4ffq0Ds+iYufOnTPIcUg3LOnqEoYMqpG8vDzs27fP2GVQBRwcHBAbG4ugoKByn7eysoKHh4fWtmPHjpUbMEqp1WqTWfWzKv4aNFauXKk15FMaNARBwKRJk14YNEQiEWxtbfHee+8hPz8fDg4O8Pf3R0REBHr27IkGDRpALBbjwYMHOHbsmN7Pi8wPQwYRmT0HBwfExcVhzJgxEIlElXrNsWPHEBERYRLrYOhDadCwtrbGV199BRsbG81zIpEIw4YNg1QqxaxZs3Djxo1yf5kLgoDLly9rvi4oKMChQ4dw+PBh1KtXD6+99hpcXV1x//59na/FQWRuGDKIaiEHBwcsXboUY8eOrfTQxvHjx2t1wChVOkdj9OjR6Ny5s9ZzIpEIb731Ftq1a4c9e/Zg9+7dOHfuHBQKBZRK5QvvaisIArKzs7Fnzx59nwKZOUvqyTCvgVUieikHBwcsWbIE48aNY8CowNOnT3H48OEKn2/QoAEmTJiAH374AadPn8YXX3wBe3t7wxVItRqvLiEis1QaMMaPH68JGMXFxXjw4AGcnZ3L/aC8desWoqKizOZqEV2pzFLfYrEYFy9exD/+8Q9euUE6w54MIjI75QUMpVKJ+fPnIzAwEJGRkXjw4EGZ1+3YsQPXr183dLlGd/ny5ZdOYD169CjeffddZGRkGKgqotqFPRlEtYCTkxMWL16sNUSiUqnw0UcfYcmSJSgqKsKPP/6IkpISrFu3Dm5ubprXnjhxwlhlG9XL/ho8evQoIiMjGTBI59iTQURmwcbGBl26dMH333+P8ePHa27GpVKpsGDBAk3AAJ79Ytq9ezdGjx6t6dF4+vSpznoxRCKRVngxdTk5OVCpVOU+x4BB+mRJczJ0HjKKi4vxj3/8A76+vrCzs0Pjxo2xYMECrW5JQRAwf/58eHl5wc7ODt26dStzYx+lUompU6fCzc0NDg4OGDBgAC8HI/r/6tati+nTp+PAgQPYt28fevbsqdWDsWDBAixevFgTMEo9HzRUKhUePXqkk5pcXFywefPmCpfYNjXXrl0rd6LrxYsXERUVxYBBpAM6DxmLFi3C6tWrsXz5cly8eBGLFy/Gf/7zH3z55ZeaNosXL0ZcXByWL1+OU6dOQS6Xo2fPnlq3KY6OjsbOnTuxbds2JCYmIj8/H/369TPIEr1Epi4yMhJLly5F165dtSZzvihglPpr0Dhz5gyysrJ0UlNISAhCQ0Oxfft2DBw40CC3OK+JR48e4eeff9ba9vDhQ4wfP95irrIh42BPRg0cP34cAwcORN++fdGoUSO8/fbbCAsL0yyvKwgCli1bhrlz52Lw4MHw9/fHxo0bUVBQoFmNT6FQID4+HkuXLkWPHj3Qpk0bbNq0CefPn8fBgwd1XTKRWRGLxQgNDS2zwJZKpcLHH3/8woBRqjRoREZG4smTJzWuSSKRYMKECZBIJGjcuDE2bdqERYsWlVlN1NR89dVXmpClVquxZMkS/P7770au6v9UdhE1Mi8MGTXQqVMn/PLLL7hy5QoA4M8//0RiYiLefPNNAEBaWhqysrIQFhameY1UKkXXrl01S/AmJSWhqKhIq42Xlxf8/f0rXKZXqVQiLy9P60FUG7m5uZW5KVdpwFi0aNFLA0YpQRBw9+5dndTUqFEjdOzYUfO1o6MjYmJi8Ouvv6JTp046OYY+XLhwAWvWrAHwbALsypUrTeoXuI+Pj7FLIKoRnYeMWbNmYdiwYWjRogWsra3Rpk0bREdHY9iwYQCg+avh+b9wPDw8NM9lZWXBxsYGdevWrbDN82JjYyGTyTQPb29vXZ8akUlo2rRpmZ+f3bt3Vylg6FpoaCjq1KmjtU0kEqFVq1bYvHmzVgAxNVu2bEFOTg4+++yzKt2FVd/s7OzQvHlzY5dBemIJvRiAHkLG9u3bsWnTJmzZsgVnzpzBxo0bsWTJEmzcuFGr3fPdgIIgvLRr8EVt5syZA4VCoXlw0hbVVv7+/mXu+HnixAmjBQwAaNu2LUpKSvD06dMyvwQbNmyILVu2mGzQyMrKwvXr13H8+HFjl6LF3d29UguGkfmxpOESna+T8f7772P27NmaWycHBATg1q1biI2NxYgRIyCXywE8+8H29PTUvC47O1vz15lcLodKpUJubq5Wb0Z2djY6dOhQ7nGlUimkUqmuT4fI5LRq1arMNmPfFTUxMRE//PADbt++jXbt2qFbt25o2LAh6tevD3t7e9jZ2eHbb79FVFRUleY82NnZoU6dOqhfvz6kUinOnTunNUFcVwoKCnQyN0WXrK2tcenSJWOXQVQjOg8ZBQUFZe6XIBaLNb8EfX19IZfLkZCQgDZt2gB4Np585MgRLFq0CAAQFBQEa2trJCQkYMiQIQCAzMxMpKSkYPHixboumcisPD+MCAAtW7aElZWV0cLGpk2bNP9OSUnBunXrYGVlBScnJ0gkEtja2qJbt2748MMP8e9//7vCuVWla220b98evXv3Rvv27eHt7Q0nJyeIxWL84x//0PnvgHr16qF58+Zo0aKFSS1MlpaWxqvpailLWoxL5yGjf//++Pe//42GDRuidevWOHv2LOLi4jB69GgAz36JREdHY+HChWjatCmaNm2KhQsXwt7eHhEREQAAmUyGMWPGYMaMGXB1dYWLiwtmzpyJgIAA9OjRQ9clE5m9t99+Gzt37qzyHUBdXFygUCh0/mEmCAJKSkq01uDYtGkTTpw4gcWLF+PLL7/EkSNHNKFIIpGgVatWGD58OAYPHoyGDRuWewlsixYtdFonAAwdOhRyuRxRUVE4deqUyXywm0odpHsMGTXw5Zdf4p///CcmTZqE7OxseHl5YcKECfjXv/6lafPBBx+gsLAQkyZNQm5uLtq1a4cDBw7AyclJ0+azzz6DRCLBkCFDUFhYiO7du2PDhg0mf+09kb4dPnwYbdu2RfPmzSEWiyEIArKysspMvHyZV199FevWrcPatWuxZs0ag3yoXbt2DbNnz8bq1avx9ttvIz09HdbW1ujUqRPatWtX5XOoKR8fH4wdOxYikQjDhw9HQkICfvjhB4PWQJbHkkKGSDCnaqsgLy8PMpnM2GUQ6UXdunXRvn17yOVyFBQU4Ndff8X9+/cr/fpXX30V27ZtQ/PmzVFQUICZM2caLGgAQLNmzbBt2zbNkGllrV27FuPHj9dJDba2tli7di3effddzbYbN25g4MCBSElJ0ckxyPwoFAo4OzvrZd+ln0tjxoyBjY1NtfejUqkQHx+v11p1hfcuIZMhEong6uqKnj174m9/+xscHR2NXZLJys3Nxb59+7B+/Xps3769SgEjMDBQEzAAwN7evszdW/XtypUrGDZsGJKTk6v0utJF/WpKJBJh/PjxCA8P19reuHFjxMXF8XuP9MpYV5esXLkSvr6+sLW1RVBQEI4ePVqp1/3++++QSCR49dVXq3xMhgwyOisrK/j7++OLL77AH3/8gb1792L79u1mcw8Mc9KoUSNs2bKlzPoLpUGjdO6UIVy+fBnh4eGVDho5OTk4fPiwTo7drFkzzJo1q8ylwMCzNT/GjRvH1TZJb4wRMrZv347o6GjMnTsXZ8+eRefOndGnTx+kp6e/8HUKhQLDhw9H9+7dq3WuDBlkdJMnT8aRI0cwZcoU+Pn5QSKRQCKRaM3RId14+PAhzpw5U+4vKXt7e8yaNQsuLi4Gq+fKlSsYOnRopYLGL7/8opM7xopEIkyYMAFeXl7lPi8WixETE4OGDRvW+FhEpiIuLg5jxozB2LFj0bJlSyxbtgze3t5YtWrVC183YcIEREREICQkpFrHZcggo6pbty6mTp2q9cEmCAJyc3P1sh6CpcvLy8PkyZOxY8eOcp9v0KABfH19DVrT5cuXERkZ+cKbkhUWFmLFihU6mTNSp04dDBgw4IVtGjRogIEDB9b4WETl0VVPxvO30lAqleUeT6VSISkpSetWHQAQFhZW4eXkALB+/Xpcv34d8+bNq/a5MmSQUQUGBqJRo0ZQqVS4ceMGtmzZguHDhyMkJKTS44VUNXl5eVi4cCHy8/PLPGdra4tmzZoZvKYLFy4gLi6uwudPnz6NkydP6uRYPj4+qF+//kvbDRw4sEaT84gqoquQ4e3trXU7jdjY2HKP9+DBA5SUlLzwdh7Pu3r1KmbPno3NmzdDIqn+hag6v4SVqCqKi4sxd+5cHD9+HBcvXsTDhw/N6vIsc5Wamork5ORyb172yiuvYOvWrQav6bfffkNhYSHs7OzKPPfTTz/h6dOnOjlOTk4OvvjiizK/OH19feHp6YkmTZrA1dUVrVu3Rt26dXHv3j2dHJdI1zIyMrSuLnnZqteVvZ1HSUkJIiIi8NFHH9X4jw6GDDKqxMREJCYmGrsMi6NUKnHq1KlyQ8arr74KsVhs8MWg8vPzyz2mIAiauzrrQkZGBmbNmlVmu5WVFSQSCTw9PdGrVy8MGjSIIYP0QlfrZDg7O1fqElY3NzeIxeIyvRZ/vZ3HXz1+/BinT5/G2bNnMWXKFADPbl0gCAIkEgkOHDiA0NDQStXK4RIiC3XhwoVytzdr1swo1977+/vD3t6+zHaRSISgoCC9H1+tVkOlUuHWrVtYs2YNBg8ejBs3buj9uGR5DH11iY2NDYKCgpCQkKC1PSEhodz7gTk7O+P8+fNITk7WPCZOnIjmzZsjOTkZ7dq1q/Sx2ZNBZKEqunrHy8sLjRs3RlJSksFqEYvFGDp0aIXrdAwbNgxff/31Sy+30yVdDc8QmYKYmBhERUUhODgYISEhWLNmDdLT0zFx4kQAz+5kfufOHXzzzTeaZQX+yt3dHba2tmW2vwx7MogskK2tLfr371/uc1KptMq/SGqqY8eO6Nu3b4XPN2nSBCtWrEC9evUMWBWRfhhjnYzw8HAsW7YMCxYswKuvvorffvsNe/fuhY+PD4BnNyHVR4jnsuJEFkYsFmPy5Mn4z3/+U+HVE59//jmio6MNUk/dunXx448/onPnzi9tu3v3bowYMQIPHz40QGVkiQyxrHhkZGSNlxXfvHkzlxUnItMiFosxceJExMbGvvCXXGBgYI0uW6tKPR9++GG5E1DL07dvX8ybNw+2trZ6roxIf4y1rLgxMGQQWYjSgLF48eJyJ1j+VZMmTeDm5qb3mkJDQzFx4sRKL+EtEokwadIkjB07Vs+VEZEuMGQQWYDKBoysrCx8+umnyM/PR9euXfVak5OTEz7++OMq34xMIpHg/fffr3BZcCJTx54MIqo1xGIxxo8f/9KAkZmZiYiICMyZMweRkZHo0aMHHBwc9FZXaGhotS9N9fb2rvR1+vRiEonEYHffpWcYMoioVijtwViyZMlLA0ZUVBQOHToEADhz5gy+/PJLjBw5stwVOHVR14gRI6o970MkEmHgwIH8cKwBe3t7fPzxx9i9ezdatmxp7HKoluI6GUS1VGWHSEoDxi+//KK1/dy5cwCAkSNHYsOGDSgsLNRZbfXr16/0ZM+KtG3bFjKZDLm5uTqqyrI0adIEM2bMgFgs5kRaA9PVip/mgCGDqJaxs7NDQEAAxo8fj2HDhr00YAwfPrxMwCh17tw5iEQinQeNwMBAuLq61mgf7u7uqF+/PkNGNbm7u+OPP/7An3/+iTt37hi7HIvCkEFEZmvcuHFYtGjRS/86LQ0YBw8efGG7P//8E8CzHo3169frZCXMjh071niow87OrsZBxZIdPnwYR44cQVFRkbFLoVqMA5pUbVZWVhwTNzFWVlbo0aPHSwNGVlZWpQJGqT///BPHjh3DqFGjajxHw8rKCk2bNq3RPoBnw0EtWrSo8X4sVXFxMQOGEVnCpE+AIYOqoVGjRpg+fTp27tyJdevW6WViIFWPtbU17OzsXvrhsXjx4koHjFJ//vknbt68iQULFtRoDF8sFsPb27var/+rl93amsgUWdLVJRwuoSpxc3PDjz/+iICAAIhEIpw+fRpqtdrYZdH/p1Qq8e6776JVq1bo1KkTevbsiTZt2mitRZGfn1/mboyVlZqaig0bNmhW6qzO0ElJSQm+/vpr7Nu3DwDg6OiIv/3tb/D19a3yfi5evFjl4xOR4TBkUJW88cYb8Pf316zQeOfOHXa5mph79+7h3r17OHToEBYvXozXXnsNS5Ys0dye+f79+8jIyKjWvj09PSGTyTB16lTUqVMHkyZNqnLQUKvVWLNmjda2FStW4Ntvvy33ttMVKS4u5qRPMkuWNPGTwyVUJb1799bMwxAEAT/++CN7MkyYUqlEYmIi3nnnHRw9ehQAUFhYiOLi4mrtz9raGmKxGBKJBF26dNHZcMWNGzcQGRmJ48ePV/o1d+/exY0bN3RyfCJDsqThEoYMqjSpVIomTZogMzMTZ86cweeff44ff/zR2GVRJWRkZCAyMhJHjx7F6dOnUVBQUON9Hjp0CHl5eTqo7pmbN29i2LBhlQ4ahw8fZk8GmSVLChkcLqFKU6lUGDVqFAoKCqBQKHS6OBPpX0ZGBiIiIuDo6FjtX1JPnz5FcXExiouLsWnTJp3/srt16xYiIiKwZcsWhISEVNiuqKgI33//vVn9siWyRAwZVGmCIBile7pOnTro378/pFIp0tPTce7cOWRnZ3OYphpu375do9dfv34dd+7cwZUrV3DixAkdVaXt5s2bLw0aly9f1gz/EJkbS5qTwZBBJq9Pnz7YuHEjRCIRiouLkZWVhYMHD+Kzzz7D+fPnzeoHztw9evQI27dvx6+//gqlUqm345QGja1bt6J9+/Zlntf1UA2RIVlSyOCcDDJ5QUFBmqtZJBIJGjRogJEjR+Lnn3/W++3ISZsgCPjPf/6Dw4cP6/1YpXM0/vjjD63tarWavRhEZoIhg0yeQqEod7tcLseCBQv0ejtyKuvRo0coKSkxyLFu3ryJKVOm4MGDB5ptBQUFOH/+vEGOT6QPljTxkyGDTN7evXtx8uRJ5Ofnl/nhat++Pfr06aOzY5X2mJDpSEpKwtdff635+sGDB8jOzjZiRUQ1w5DxAr/99hv69+8PLy8viEQi/PDDD1rPC4KA+fPnw8vLC3Z2dujWrRtSU1O12iiVSkydOhVubm5wcHDAgAEDykxIy83NRVRUFGQyGWQyGaKiovDo0aMqnyCZv6SkJLzxxhto3749Ro0ahfj4eBw5cgQ3btzA7du30bt3b1hbW1d7/66urggPD8fSpUuxZMkSiMViHVZPNSUIArZu3Yr8/HwAz1Ys1cVN2ohI/6o88fPJkycIDAzEqFGj8NZbb5V5fvHixYiLi8OGDRvQrFkzfPLJJ+jZsycuX74MJycnAEB0dDR++uknbNu2Da6urpgxYwb69euHpKQkzS/4iIgI3L59G/v37wcAjB8/HlFRUfjpp59qcr5kpgoKCpCamorU1FRs3LhRc48O4Florc6qo3Z2dnj33Xcxbdo0tGrVClZWVvjjjz9gZWVlsOEAqpy0tDTcvXsXzZo1M3YpRDVmSRM/qxwy+vTpU2H3tCAIWLZsGebOnYvBgwcDADZu3AgPDw9s2bIFEyZMgEKhQHx8PL799lv06NEDALBp0yZ4e3vj4MGD6NWrFy5evIj9+/fjxIkTmqWQ165di5CQEFy+fBnNmzev7vlSLVFUVFSj5czr1q2LtWvXYuDAgZBI/u/HICMjgwHDBBUVFUGlUgF4dkmzo6OjThYUIzIGSwoZOp2TkZaWhqysLISFhWm2SaVSdO3aFceOHQPwrOu7qKhIq42Xlxf8/f01bY4fPw6ZTKYJGMCzsXeZTKZp8zylUom8vDytB1FFCgoKcPPmTdy/fx8PHjzAlStX8OOPP2LlypVcf8PEeXp6onv37sYug4gqQafrZGRlZQEAPDw8tLZ7eHjg1q1bmjY2NjaoW7dumTalr8/KyoK7u3uZ/bu7u2vaPC82NhYfffRRjc+BLINSqcSsWbOwdOlSWFtb4+HDhygoKGDAMANisRjTpk3D7t278fjxY2OXQ1RlltSToZfFuJ6foS8Iwktn7T/fprz2L9rPnDlzEBMTo/k6Ly8P3t7eVSmbLExJSQkyMzONXQZVglKpxOzZs+Hl5YXmzZvDw8MDXbp0wZ49e4xdGlGVMWRUk1wuB/CsJ8LT01OzPTs7W9O7IZfLoVKpkJubq9WbkZ2drbnNs1wux71798rs//79+2V6SUpJpVKd3RGSiF5OLBbD09OzxkuVV4YgCFqBQiQSae4GTGRuLClk6PSn1NfXF3K5HAkJCZptKpUKR44c0QSIoKAgWFtba7XJzMxESkqKpk1ISAgUCgVOnjypafPHH39AoVBo2hCRcb366qvYs2cPgoODDX5sQRA4QZfIDFS5JyM/Px/Xrl3TfJ2Wlobk5GS4uLigYcOGiI6OxsKFC9G0aVM0bdoUCxcuhL29PSIiIgAAMpkMY8aMwYwZM+Dq6goXFxfMnDkTAQEBmqtNWrZsid69e2PcuHH46quvADy7hLVfv368soTIBEilUsyfPx+vvPIKli5digEDBlS4MisRabOknowqh4zTp0/jjTfe0HxdOg9ixIgR2LBhAz744AMUFhZi0qRJyM3NRbt27XDgwAHNGhkA8Nlnn0EikWDIkCEoLCxE9+7dsWHDBq1FkDZv3oxp06ZprkIZMGAAli9fXu0TJSLdGTx4MHr16gUA6NSpE0aOHInPP//cyFURmQdLChkiwZyqrYK8vDzIZDJjl0FkkkQiUbV/UTVo0AAJCQlo0aKFZltKSgo6derE3gwyewqFAs7OznrZd+nnUq9evWq0SnFRURF+/vlnvdaqK5w5RWSBpk2bhldeeaXKr3NwcMDHH3+sFTBKSkogk8ng4+OjyxJ1zsbGBsOGDcOaNWuwefNmfPrpp5wsTkbBe5cQUa0WEhKCbdu2VSloODg4YOnSpRg+fLhm29WrVxEeHo727dvj8uXL+ihVZ9RqNRo1aoQRI0YgIiICo0aNgpubm7HLIgvEkEFEtV7Lli2xbds2+Pv7V6p97969MWrUKM2lo1euXMGQIUPw/fff4+7du1Aqlfost8aKi4uxZMkSfPzxxygqKkLdunXh5+dn7LKIajWGDCILdOHCBQDPgsZ3331XqaCxZ88erFy5EiUlJbhy5QrCw8ORnJys50p1q6ioCEuWLMGePXtgbW0NX19fY5dEFsiSejL0suInEZm21atXIyQkBL1794a3tzdatWqFlJSUF77m6dOn+PDDD5GdnY19+/aZXcAo9fTpU8TGxiIoKEhrbgmRIZlTUKgJhgwiC5SdnY2RI0di9erV2L9/P/73v/9V6nWFhYX49NNPzf4X5KlTp9CpU6cy91AiIt1iyCCyUPfu3UNERASUSmWVbgxn7gEDeHYO6enpSE9PN3YpZIEsaZ0MhgwiC1ZYWGjsEogsDkMGERER6YUlhQxeXUJERER6wZ4MIiIiA7KkngyGDCIiIgOypJDB4RIiIiLSC4YMItKwtraGu7u7scsgqtUsacVPhgwi0qhfvz7+97//cSVMIj1iyCAii+Tr64uQkBB89913DBpEVGMMGUSk8frrr0MikSAgIAD//e9/ERkZifr16xu7LKJahT0ZRGRxRCIR3N3dkZWVBYVCgRYtWmDDhg2IjIw0dmlEtYolhQxewkpEAJ794ps9ezYWLVoEZ2dneHh4wNnZmUuPE1G1MWQQkUZRURGys7ORnZ2Na9euGbscolrJktbJYMggIiIyIEsKGZyTQUQmx8rKCsHBwXB1dTV2KUQ6Z0lzMhgyiMjk2NnZYePGjZg5c6axSyGiGuBwCRGZJCsrK3Tq1Ak2NjZQqVTGLodIZzhcQkRkRIWFhZg+fTpu3rwJZ2dnY5dDpFOWNFzCngwiMjlqtRr79+/HL7/8gpKSEmOXQ0TVxJBBRCarqKjI2CUQ6ZwlDZcwZBARERmQJYUMzskgIiIivWBPBhERkQFZUk8GQwYREZGBmVNQqAkOlxAREZFeVDlk/Pbbb+jfvz+8vLwgEonwww8/aJ4rKirCrFmzEBAQAAcHB3h5eWH48OG4e/eu1j6USiWmTp0KNzc3ODg4YMCAAbh9+7ZWm9zcXERFRUEmk0EmkyEqKgqPHj2q1kkSERGZCmOtk7Fy5Ur4+vrC1tYWQUFBOHr0aIVtd+zYgZ49e6JevXpwdnZGSEgIfv755yofs8oh48mTJwgMDMTy5cvLPFdQUIAzZ87gn//8J86cOYMdO3bgypUrGDBggFa76Oho7Ny5E9u2bUNiYiLy8/PRr18/revhIyIikJycjP3792P//v1ITk5GVFRUlU+QiIjIlBgjZGzfvh3R0dGYO3cuzp49i86dO6NPnz5IT08vt/1vv/2Gnj17Yu/evUhKSsIbb7yB/v374+zZs1U6rkiowcCQSCTCzp07MWjQoArbnDp1Cq+//jpu3bqFhg0bQqFQoF69evj2228RHh4OALh79y68vb2xd+9e9OrVCxcvXkSrVq1w4sQJtGvXDgBw4sQJhISE4NKlS2jevPlLa8vLy4NMJqvuqRERkQVSKBR6W2W29HPp1VdfhVgsrvZ+SkpKkJycXKVa27Vrh7Zt22LVqlWabS1btsSgQYMQGxtbqX20bt0a4eHh+Ne//lXpWvU+J0OhUEAkEqFOnToAgKSkJBQVFSEsLEzTxsvLC/7+/jh27BgA4Pjx45DJZJqAAQDt27eHTCbTtHmeUqlEXl6e1oOIiKi2ev4zT6lUlttOpVIhKSlJ63MXAMLCwir8TH2eWq3G48eP4eLiUqUa9Roynj59itmzZyMiIkKTtrKysmBjY4O6detqtfXw8EBWVpamjbu7e5n9ubu7a9o8LzY2VjN/QyaTwdvbW8dnQ0REVHO6Gi7x9vbW+tyrqEfiwYMHKCkpgYeHh9b2v37uvszSpUvx5MkTDBkypErnqrdLWIuKijB06FCo1WqsXLnype0FQYBIJNJ8/dd/V9Tmr+bMmYOYmBjN13l5eQwaRERkcnS1TkZGRobWcIlUKn3h657//HzRZ+pfbd26FfPnz8ePP/5YbgfAi+glZBQVFWHIkCFIS0vDr7/+qvWfIJfLoVKpkJubq9WbkZ2djQ4dOmja3Lt3r8x+79+/XyaJlZJKpS/9DyYiIqotnJ2dKzUnw83NDWKxuEyvRXZ2doWfqaW2b9+OMWPG4L///S969OhR5Rp1PlxSGjCuXr2KgwcPwtXVVev5oKAgWFtbIyEhQbMtMzMTKSkpmpAREhIChUKBkydPatr88ccfUCgUmjZERETmyNBXl9jY2CAoKEjrcxcAEhISXviZunXrVowcORJbtmxB3759q3WuVe7JyM/Px7Vr1zRfp6WlITk5GS4uLvDy8sLbb7+NM2fOYPfu3SgpKdEkJxcXF9jY2EAmk2HMmDGYMWMGXF1d4eLigpkzZyIgIECTklq2bInevXtj3Lhx+OqrrwAA48ePR79+/Sp1ZQkREZGpMsay4jExMYiKikJwcDBCQkKwZs0apKenY+LEiQCeTTm4c+cOvvnmGwDPAsbw4cPx+eefo3379prPcjs7u6pduSlU0aFDhwQAZR4jRowQ0tLSyn0OgHDo0CHNPgoLC4UpU6YILi4ugp2dndCvXz8hPT1d6zg5OTlCZGSk4OTkJDg5OQmRkZFCbm5upetUKBQV1sIHH3zwwQcf5T0UCkVVPxar/Lnk7+8vBAYGVvvh7+9frVpXrFgh+Pj4CDY2NkLbtm2FI0eOaJ4bMWKE0LVrV83XXbt2Lff/Z8SIEVU6Zo3WyTBlXCeDiIiqyhDrZLRu3brG62SkpqbqtVZd4Q3SiIiIDEiwoLuw8gZpREREpBfsySAiIjIgS+rJYMggIiIyIIYMIiIi0gtLChmck0FERER6wZ4MIiIiA7KkngyGDCIiIgOypJDB4RIiIiLSC/ZkEBERGZAl9WQwZBARERmQJYUMDpcQERGRXrAng4iIyIAsqSeDIYOIiMjAzCko1ASHS4iIiEgv2JNBRERkQBwuISIiIr1gyCAiIiK9sKSQwTkZREREpBfsySAiIjIgS+rJYMggIiIyIEsKGRwuISIiIr1gTwYREZEBWVJPBkMGERGRAVlSyKi1wyXm9CYQEZFp4GeHbtXakJGTk2PsEoiIyMw8fvxY78co7cmoycNc1NrhEhcXFwBAeno6ZDKZkavRjby8PHh7eyMjIwPOzs7GLkcneE7mozaeF8/JPBjinARBwOPHj+Hl5aWX/T9/LEsZLqm1IcPK6lknjUwmqzU/aKWcnZ15TmagNp4TUDvPi+dkHvR9TrXlD1JTUmtDBhERkSliTwYRERHpBUNGLSCVSjFv3jxIpVJjl6IzPCfzUBvPCaid58VzMg+17ZwsKWSIBHOqloiIyEzl5eVBJpPB3d1dM2+wOtRqNbKzs6FQKEx+3k2t7ckgIiIyRZbUk8GQQUREZECWFDJq7WJcREREZFzsySAiIjIgS+rJYMggIiIyIEsKGbV2uGTlypXw9fWFra0tgoKCcPToUWOXVK7Y2Fi89tprcHJygru7OwYNGoTLly9rtRk5ciREIpHWo3379lptlEolpk6dCjc3Nzg4OGDAgAG4ffu2IU9FY/78+WXqlcvlmucFQcD8+fPh5eUFOzs7dOvWDampqVr7MKXzAYBGjRqVOSeRSITJkycDMI/36LfffkP//v3h5eUFkUiEH374Qet5Xb0vubm5iIqKgkwmg0wmQ1RUFB49emTwcyoqKsKsWbMQEBAABwcHeHl5Yfjw4bh7967WPrp161bmvRs6dKhJnhOgu+81Uzqn8n62RCIR/vOf/2jamNr7RJVTK0PG9u3bER0djblz5+Ls2bPo3Lkz+vTpg/T0dGOXVsaRI0cwefJknDhxAgkJCSguLkZYWBiePHmi1a53797IzMzUPPbu3av1fHR0NHbu3Ilt27YhMTER+fn56NevH0pKSgx5OhqtW7fWqvf8+fOa5xYvXoy4uDgsX74cp06dglwuR8+ePbVuTGRq53Pq1Cmt80lISAAAvPPOO5o2pv4ePXnyBIGBgVi+fHm5z+vqfYmIiEBycjL279+P/fv3Izk5GVFRUQY/p4KCApw5cwb//Oc/cebMGezYsQNXrlzBgAEDyrQdN26c1nv31VdfaT1vKudUShffa6Z0Tn89l8zMTKxbtw4ikQhvvfWWVjtTep9qwpJukAahFnr99deFiRMnam1r0aKFMHv2bCNVVHnZ2dkCAOHIkSOabSNGjBAGDhxY4WsePXokWFtbC9u2bdNsu3PnjmBlZSXs379fn+WWa968eUJgYGC5z6nVakEulwuffvqpZtvTp08FmUwmrF69WhAE0zuf8vz9738X/Pz8BLVaLQiC+b1HAISdO3dqvtbV+3LhwgUBgHDixAlNm+PHjwsAhEuXLhn0nMpz8uRJAYBw69YtzbauXbsKf//73yt8jamdky6+10ztnJ43cOBAITQ0VGubKb9PlaVQKAQAQt26dQUXF5dqP+rWrSsAEBQKhbFP6aVqXU+GSqVCUlISwsLCtLaHhYXh2LFjRqqq8hQKBYD/u4tsqcOHD8Pd3R3NmjXDuHHjkJ2drXkuKSkJRUVFWufs5eUFf39/o53z1atX4eXlBV9fXwwdOhQ3btwAAKSlpSErK0urVqlUiq5du2pqNcXz+SuVSoVNmzZh9OjREIlEmu3m9h79la7el+PHj0Mmk6Fdu3aaNu3bt4dMJjOJ81QoFBCJRKhTp47W9s2bN8PNzQ2tW7fGzJkztXpvTPGcavq9ZornVOrevXvYs2cPxowZU+Y5c3ufqBZO/Hzw4AFKSkrg4eGhtd3DwwNZWVlGqqpyBEFATEwMOnXqBH9/f832Pn364J133oGPjw/S0tLwz3/+E6GhoUhKSoJUKkVWVhZsbGxQt25drf0Z65zbtWuHb775Bs2aNcO9e/fwySefoEOHDkhNTdXUU977c+vWLQAwufN53g8//IBHjx5h5MiRmm3m9h49T1fvS1ZWFtzd3cvs393d3ejn+fTpU8yePRsRERFaqyRGRkbC19cXcrkcKSkpmDNnDv7880/NkJipnZMuvtdM7Zz+auPGjXBycsLgwYO1tpvb+/QiQg2HO2r6ekOqdSGj1F//wgSevSnPbzM1U6ZMwblz55CYmKi1PTw8XPNvf39/BAcHw8fHB3v27Cnzg/hXxjrnPn36aP4dEBCAkJAQ+Pn5YePGjZoJatV5f0zlPYyPj0efPn3g5eWl2WZu71FFdPG+lNfe2OdZVFSEoUOHQq1WY+XKlVrPjRs3TvNvf39/NG3aFMHBwThz5gzatm0LwLTOSVffa6Z0Tn+1bt06REZGwtbWVmu7ub1PL2JJIaPWDZe4ublBLBaXSa7Z2dll/kozJVOnTsWuXbtw6NAhNGjQ4IVtPT094ePjg6tXrwIA5HI5VCoVcnNztdqZyjk7ODggICAAV69e1Vxl8qL3x5TP59atWzh48CDGjh37wnbm9h7p6n2Ry+W4d+9emf3fv3/faOdZVFSEIUOGIC0tDQkJCS+910Pbtm1hbW2t9d6Z2jn9VXW+10z1nI4ePYrLly+/9OcLML/36a8EC5r4WetCho2NDYKCgjRdaKUSEhLQoUMHI1VVMUEQMGXKFOzYsQO//vorfH19X/qanJwcZGRkwNPTEwAQFBQEa2trrXPOzMxESkqKSZyzUqnExYsX4enpqenu/GutKpUKR44c0dRqyuezfv16uLu7o2/fvi9sZ27vka7el5CQECgUCpw8eVLT5o8//oBCoTDKeZYGjKtXr+LgwYNwdXV96WtSU1NRVFSkee9M7ZyeV53vNVM9p/j4eAQFBSEwMPClbc3tfbJYep5YahTbtm0TrK2thfj4eOHChQtCdHS04ODgINy8edPYpZXx3nvvCTKZTDh8+LCQmZmpeRQUFAiCIAiPHz8WZsyYIRw7dkxIS0sTDh06JISEhAj169cX8vLyNPuZOHGi0KBBA+HgwYPCmTNnhNDQUCEwMFAoLi42+DnNmDFDOHz4sHDjxg3hxIkTQr9+/QQnJyfN//+nn34qyGQyYceOHcL58+eFYcOGCZ6eniZ7PqVKSkqEhg0bCrNmzdLabi7v0ePHj4WzZ88KZ8+eFQAIcXFxwtmzZzVXWujqfendu7fwyiuvCMePHxeOHz8uBAQECP369TP4ORUVFQkDBgwQGjRoICQnJ2v9fCmVSkEQBOHatWvCRx99JJw6dUpIS0sT9uzZI7Ro0UJo06aNSZ6TLr/XTOWcSikUCsHe3l5YtWpVmdeb4vtUHaVXlzg5OQnOzs7Vfjg5OZnN1SW1MmQIgiCsWLFC8PHxEWxsbIS2bdtqXRJqSgCU+1i/fr0gCIJQUFAghIWFCfXq1ROsra2Fhg0bCiNGjBDS09O19lNYWChMmTJFcHFxEezs7IR+/fqVaWMo4eHhgqenp2BtbS14eXkJgwcPFlJTUzXPq9VqYd68eYJcLhekUqnQpUsX4fz581r7MKXzKfXzzz8LAITLly9rbTeX9+jQoUPlfq+NGDFCEATdvS85OTlCZGSk4OTkJDg5OQmRkZFCbm6uwc8pLS2twp+vQ4cOCYIgCOnp6UKXLl0EFxcXwcbGRvDz8xOmTZsm5OTkmOQ56fJ7zVTOqdRXX30l2NnZCY8ePSrzelN8n6qjNGQ4OjpqaqzOw9HR0WxChkgQzGhwh4iIyEzl5eVBJpPB0dGxRpNRBUFAfn4+FArFS+cYGVutvbqEiIjIFNX0b3tz6htgyCAiIjIgSwoZte7qEiIiIjIN7MkgIiIyIEvqyWDIICIiMiBLChkcLiEiIiK9YE8GERGRAVlSTwZDBhERkQExZBAREZFeWFLI4JwMIiIi0gv2ZBARERmQJfVkMGQQEREZkCWFDA6XEBERkV6wJ4OIiMiALKkngyGDiIjIgCwpZHC4hIiIyAKsXLkSvr6+sLW1RVBQEI4ePfrC9keOHEFQUBBsbW3RuHFjrF69usrHZMggIiIyIEEQavyoqu3btyM6Ohpz587F2bNn0blzZ/Tp0wfp6enltk9LS8Obb76Jzp074+zZs/jwww8xbdo0fP/991U6rkgwp34XIiIiM5WXlweZTKaz/SkUCjg7O1eqbbt27dC2bVusWrVKs61ly5YYNGgQYmNjy7SfNWsWdu3ahYsXL2q2TZw4EX/++SeOHz9e6RrZk0FERGSG8vLytB5KpbLcdiqVCklJSQgLC9PaHhYWhmPHjpX7muPHj5dp36tXL5w+fRpFRUWVrpEhg4iIyABsbGwgl8t1si9HR0d4e3tDJpNpHuX1SADAgwcPUFJSAg8PD63tHh4eyMrKKvc1WVlZ5bYvLi7GgwcPKl0nry4hIiIyAFtbW6SlpUGlUtV4X4IgQCQSaW2TSqUvfM3z7cvbx8val7f9RRgyiIiIDMTW1ha2trYGPaabmxvEYnGZXovs7OwyvRWl5HJ5ue0lEglcXV0rfWwOlxAREdViNjY2CAoKQkJCgtb2hIQEdOjQodzXhISElGl/4MABBAcHw9rautLHZsggIiKq5WJiYvD1119j3bp1uHjxIqZPn4709HRMnDgRADBnzhwMHz5c037ixIm4desWYmJicPHiRaxbtw7x8fGYOXNmlY7L4RIiIqJaLjw8HDk5OViwYAEyMzPh7++PvXv3wsfHBwCQmZmptWaGr68v9u7di+nTp2PFihXw8vLCF198gbfeeqtKx+U6GURERKQXHC4hIiIivWDIICIiIr1gyCAiIiK9YMggIiIivWDIICIiIr1gyCAiIiK9YMggIiIivWDIICIiIr1gyCAiIiK9YMggIiIivWDIICIiIr34f9GMpQIxKVGoAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"eroded = thresholded\n",
"for i in range(30):\n",
" eroded = ndimage.binary_erosion(eroded)\n",
"plt.imshow(eroded.astype(np.uint8), cmap='gray')\n",
"plt.colorbar();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we will perform `dilation` 30 times in a row on our thresholded image. What does the dilation do?"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x12794c9d0>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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FYjHOnz8vW9DF29sbxsbGcmVSU1ORlJREi74QQnRGVlYWXr16pZa6LC0t5ULG1atX1dKjm5iYqJYwo0+oJ0MFY8eOxa5du7B7925YW1sjLS0NaWlpyM3NBfClWy8oKAhLlizBgQMHkJSUhKFDh8LCwgIDBw4E8KWLMTAwEJMnT8aZM2eQkJAAf39/eHl5ya42IYQQbScSifD48WO11GVkZITvvvtO9u/379/j8OHDnNYpkUhw6dIlTuvQRxQyVBAREQGhUIh27drB1dVVdouNjZWVmTZtGoKCgjBmzBg0atQIr169wqlTp2BtbS0rs3LlSvTq1Qv9+vVDy5YtYWFhgcOHD8vWTieEEG0nkUhw6NAhtX0p5OXlyf6bYRhERETg3bt3nNX36dMn3L9/n7Pj6ytDChk8Rpdaq4SsrCzY2tpquhmEEAPn5uaGq1evcn7Fm1gsRsuWLXHz5k3ZfXw+H4sWLcKMGTNKnVhfFg8fPkSTJk1kSxXoA6FQyNmcPun30rFjx1TaVO7Tp0/44YcfOG0rW2iDNEII4dDr16+xdetWzut58+ZNoTkYEokEa9euxe3btzmp8+HDh8jOzubk2PrMkHoyKGQQQgjHNmzYgISEBE7rOHXqFN6+fVvo/tTUVAQHB3NyBcijR49oIa4yoJBBCCGENW/evMHw4cOLXUxQVU+ePMHSpUuL3ZH1/PnzWLp0KauBgGEY3Lp1i7XjEf1EIYMQQtTg1q1bGDlyJN6/f8/qcZ89ewZ/f/8Sr2KRSCRYvXo1IiIiWAsaHz58wJUrV1g5lqGhngxCCCGsYhgGhw8fRmBgIGtB4/nz5xg4cCCuXr1aatmcnBxMnz6dlaAhkUgQGxuL58+fq3QcQ0UhgxBCCOsYhsGhQ4cQGBio8qWlz58/x4ABAxQKGFJsBA2JRIIdO3ZgxowZNB+DlIpCBiGEqJE0aAwfPrzMPRplCRhSqgQNacCYMGECPn78qHTd5AtD6skw0nQDCCHE0DAMg7///hsAsHnzZpQrV07h56oSMKSkQYPP52PkyJEKLXJIAYM9qgYFXQoZ1JNBCCEaIA0aw4YNU7hH48WLFyoHDKmcnBxMnToVGzduLLVHQyKRYOfOnRQwiNIoZBBCiIZIg0b//v3x33//lVj2yZMn6N+/PysBQ0qRoCENGOPHj6eAwRIaLiGEECW5ubmhbdu2qFevHvLy8nDnzh3Ex8fj+fPnxa7fUBIjIyPY2NigfPnyEIlEePPmjWyjRX3CMAxOnz4NX19fLFy4EJ07d4aDgwMAoKCgAG/fvsXRo0exdOlSPHnyhPX6pUGjoKAAw4cPh5mZmewxChjcMKThEgoZhBCVmJmZYdy4cRgzZgwqV64s2yODYRi8e/cOf/31F9avX48HDx4oFDYqVKiAHj16oGfPnqhRowYcHR0hFovx8uVLXL16FX/++ScSExP17sqGx48fY/Dgwfjuu+/g6ekJPp+Pjx8/4t69e3jz5k2ZgpqicnJyMHnyZPzzzz+YNGkS6tati/z8fPz111+YPn06BQyWGVLIoA3SCCFlZmZmhsWLF2PChAkwMir+N8v79++xY8cO/P7773j16lWxxxowYABCQkJQrVq1Yjf0ysrKwp49ezB79mzOVtDUBpaWlqhfv74scKSkpODq1atFLh3OJjMzM1SoUAH5+flISUnRuzBXGnVskLZv3z6VN0jr06ePTmyQRiGDEFImigYMKYZh8OLFC4SFhSEmJgaZmZkAvuwUWr16dSxevBjdu3eHsbGxQse6desW/P398eDBA1VPRavw+Xy0bdsWCxYsQJMmTWBiYgLgy9BJcnIyfv/9d2zevBkikUjDLdVP6ggZe/fuVTlk9O3bl0KGJlHIIIQ7ygaMr0kkEty9exdxcXH4+PEjqlatii5duqB8+fJKt+P27dvo37+/3gQNPp+PESNGYMmSJbC3ty+yTH5+PqKjoxEUFIQPHz6ouYX6T10hw8LCoszHycnJ0ZmQQXMyCCFKMTMzw6JFi8oUMIAvX6ReXl7w8vJSuS316tVDTEyMXgQNPp+P4cOHY/ny5bCysiq2nJGREfz9/WFlZYVhw4ZR0CBajS5hJYQoTBowJk6cWKaAwYV69eohOjoaNWrU0HRTykwaMFasWFFiwJDi8Xjo1asX/vzzT9mVKER3GNIlrBQyCCEK0caAIVW/fn3ExMToZNBQNmBI8Xg8/PTTTxQ0dBCFDEII+YqZmRkWLlyolQFDSho0qlevrummKIzP52PYsGFKBwwpChpE21HIIISUyNjYGPPnz0dQUJDWBgwpXerRkAaM33//vUwBQ0oaNDZt2kRBQ0dQTwYhRGOKWx9CU3r27FnmSZ6a0KBBA+zatQsuLi6abooMj8eDhYUFrKysYGVlBUdHR4wePVrlgPH18Xv37o1NmzYVe1UK0R6GFDJ041ODED3H5/NRq1Yt+Pj4oFmzZsjIyMDJkydx7Ngxja6HYG1tjZkzZ8otNa0LvL29sWjRIowcOVJji0nxeDxUqlQJ/fv3R7NmzVC1alXZ/0dTU1O4urqyGtykQeP169eYMmUKxGIxa8cmpKwoZBCiYba2tggJCcGIESPkfoX+8ssviI6OxsSJEyEUCjXStpYtW8LT01MjdauCx+PBz88PsbGxiIuLU3v9NjY2GDt2LMaMGYOKFSuqrV4ej4dRo0bh9u3biIyMVFu9RDmGtKw4DZcQokGVK1fGzp07MW3atELd3CYmJggICEBERITGFpZr3769QitwaiMrKyuMHTsWAoFArfVWrlwZW7duxaJFi9QaMKSMjY0REhKiVcNFRJ4hDZdQyCBEQypXroyYmBh079692HkYPB4P/fv3x4YNGzQSNKpVq6b2OtnUrl07tU4CrVatGv766y/07t0bfL7mPl6rVKkCX19fjdVPSkYhgxDCKWnAaNq0aalleTweBgwYoLGgoctsbW3RpUsXtdRVtWpVREdHo1GjRmqpryQ8Hg89e/bUmcm6RH9RyCBEzSpXrozo6GiFAoaUpoLGu3fv1FYXV7p27cr5kEnVqlURExOjFQFDqnHjxnByctJ0M0gRqCeDEMIJacBo1qyZ0s+VBo1169apLWjcv39fLfVw6fvvv+d0EyltDBgAUK5cOZ0f7tJXFDIIIaxTJWBI8Xg8DBo0SG1B4+bNmzp/KaSzszPc3d05ObY2DZF8y8jICLVq1dJ0M4iBo5BBiBqwETCkpEFjzpw5nI+5P3jwAGlpaZzWwTUzMzNUrlyZ9eNKA0bjxo1ZPzZbNDn5lBTPkHoyaFYQMSg8Hg/Ozs5o1KgR6tevDzs7O9ljr169wrVr13D37l1W16VwcHDAjh07WAkYUjweD2PGjMHJkydx6tQp1o77rffv3+P8+fMYPHgwZ3Vwjc/ns96ToQsB41uOjo5o164dmjRpAj6fj5ycHJw5cwY3b97Ep0+fNN08g2JI62RwHjJCQ0Mxc+ZMTJw4EatWrQLw5X/Q/PnzsWnTJmRkZKBp06ZYv3496tSpI3ueSCTClClTEB0djdzcXHTs2BEbNmzQyHXnRD+4ublh6tSp6Nu3L1xdXYucDCgSiXD//n2sW7cOf/31F7KyslSq08TEBMuWLUOrVq1UOk5RzMzMMGjQIMTFxXH2ocMwDOLi4uDv7691y51rir29PSIjI3UmYPD5fHTp0gVLly6Fp6enXO/G9OnT8e+//2LevHm4dOmSTn15Ed3AaV/ajRs3sGnTJtStW1fu/mXLliE8PBzr1q3DjRs34OLigs6dO+Pjx4+yMkFBQThw4ABiYmJw8eJFZGdnw9fXV2NLBBPd1qZNGxw7dgxBQUGoWLFisVcbmJqaon79+ti4cSMOHz6s8mqXP/74I6df0K1ateJ8bsalS5eQmZnJaR26wszMDKtXr0abNm003RSFCAQCDBkyBLGxsahbt26h4RMTExN07NgRhw4dQlBQkM4uvKZraLiEBdnZ2Rg0aBD+/PNPLFq0SHY/wzBYtWoVZs2ahd69ewMAtm/fDmdnZ+zevRsjR46EUChEZGQkdu7ciU6dOgEAdu3aBXd3d5w+fVpt170T/dC1a1ds27YNzs7OCj9HIBCgTZs2iI2NhZ+fH5KSkpSu19TUFOPHj4epqanSz1WUk5MTKlasyGkIePPmDV6+fGlwG2+Zm5ujTZs26Nixo+w1dHZ2Ru/evXWmV+fHH39Ey5YtYW1tXWI5e3t7LF26FGZmZlixYgXy8vLU1ELDRMMlLBg7dix+/PFHdOrUSS5kPHv2DGlpafDx8ZHdZ2pqirZt2+Ly5csYOXIk4uPjkZeXJ1fGzc0Nnp6euHz5cpEhQyQSyW0kpWo3N9EPXbp0UTpgfK127dplDhru7u5o2LBhmepVVF5eHnJzczmt4/Pnzzrdk8EwjNKfB61atcKCBQvQsmVLmJiYcNQy7nXp0kXhQGRiYoJ58+YBAAUNwhpOhktiYmJw69YthIaGFnpMOlP92w99Z2dn2WNpaWkwMTEp9Mvp6zLfCg0Nha2trezG1SVrRHd06dJF1kumCmnQUHbopEaNGqX+glTV8+fPOb/6w9zcXKd7MVJTU3H+/HmFy7dv3x579uxB+/btdTpgAFC6x8XExARz587FlClTaOiEQ4Y0XMJ6yHj58iUmTpyIXbt2lbg99LdvfoZhSv2DKKlMSEgIhEKh7Pby5UvlG0/0BlsBQ6osQePNmzecrjGRn5+PDRs2cHplgEAgwC+//KLW/T/YVFBQgD/++EPhz4OOHTti165dcHV15bhl2svU1JSCBscoZKggPj4e6enp8Pb2hpGREYyMjHD+/HmsWbMGRkZGsg/9b399paenyx5zcXGBWCxGRkZGsWW+ZWpqChsbG7kbMUxsBwwpZYPGo0eP8PjxY1bbIMUwDGJiYrBr1y5Ojg98CRgjRozA0qVLdfIXfUFBAdavX48VK1Yo9KHcvn177NixA25ubmponXajoMEtChkq6NixI/73v/8hMTFRdmvUqBEGDRqExMREVKlSBS4uLoiLi5M9RywW4/z582jRogUAwNvbG8bGxnJlUlNTkZSUJCtDSFF8fHw4CRhSygQNoVCIJUuWICcnh9U2MAyDI0eOYNKkSfj8+TOrx5aSBowVK1bAwsKCkzq4JA0YM2bMUGjOSvv27bFr1y4KGF/5OmjQRmukrFh/51hbWxf6ALa0tES5cuVk9wcFBWHJkiX4/vvv8f3332PJkiWwsLDAwIEDAXzZOTEwMBCTJ09GuXLl4ODggClTpsDLy0t2tQkh3+rcuTOnAUOqdu3aiI6ORt++ffHff/+VWHbPnj2ws7Nj9cv6yJEj+PXXXznbvIwCBpGSBg2GYbBixQrk5+drukl6ga4u4di0adOQm5uLMWPGyBbjOnXqlNwkuZUrV8LIyAj9+vWTLca1bds2zndTJLqpcuXKiIiIgIuLi1rq8/T0xLJly+Dn51dib0JBQQE2bdoEACp/aTMMg6NHj1LAKEFBQQE2bNhAAYNFpqammDdvHkQiEVatWqVTX3DaypBCBo/RpdYqISsrS61bYhPNEQgE2Lx5M4YOHarWekUiEbp27Ypz586VWpaNL29pD8bbt2/L9PzS8Pl8jBgxAr///rtOB4zp06crFDDatWuHnTt36sUqwopMnFdVZmYmevfujbNnz3Jaj6YJhULO5vRJv5c2bdqk0t9YTk4ORowYwWlb2UK75xCd9/3336NXr15qr9fU1BQdO3ZUqKy0R2PatGllmqPBdcAAgCZNmsiGLnWNsgGjVatWehMw3r17h8WLF7O6305R7OzsMGfOHFhaWnJaj6EwhEmfAIUMogdq1qypsV4rT09PhX9BSi+nVCZoSCQSHD58mPOAYWxsjGnTpmn9ehj379/H1atXkZmZCYlEAolEgrdv3yIsLEzhgGFhYYHFixfrTcAIDAzE3LlzMXr0aM6DRvPmzWnyPQsM6eoSmjJMdF6tWrU0tsyzsvVKg4ZEIilx6IRhGLx69QobNmzA+vXrOV/Btl69eujcuTOndbDBzs4OkydPxrNnz+Dh4QHgy6XCT548UfiDt3379mjevDmXzVSL9PR0DB8+HIcPH5Zd0gwAERERnIVuU1NT9OjRQ+7KP0JKQiGD6DzpF4wmgsbHjx+V/lUhHTrh8/lYuHAh7OzsUFBQgI8fP+Lly5e4fv06Lly4gLNnz+LVq1dq+dXi5+cHKysrzutRlaurKzZv3gx/f38cP368TMf48ccfOV/7oaCgAPfv34ezszPs7OxgZGTE6vtTLBZj3LhxsoABQG1Bw87OjpPjGhJDmvhJIYPovNu3b0MoFGrkw+/SpUtlel5BQQEiIiJw5swZ1K9fH69fv0ZycjLevn2LnJwctX6ImJqacrIVPVfc3Nywa9cu+Pv7Kz0J0djYGA0aNOCoZf8nJycHfn5+yMrKQoUKFVCzZk1MmDCBtb1sTExMMH/+fGRmZuLMmTOQSCQAvnz5HDp0CN26dcPgwYNZqetbXA7bGQpDChk0J4PovMePH2P//v1qrzcjIwP//PNPmZ8vkUjw4MEDxMTE4MKFC3j+/Dk+ffqk9g8QR0dHVKtWTa11AqptYigNGu3bt1fqeTweTy0LS6Wnp+P169dISUlBfHw8nJycUKdOHVbrqFWrFvbt24e1a9eiVatWqFGjBn7++Wf8/fff6N+/P6t1SWVmZmLv3r2cHJvoJ+rJIDqvoKAA8+fPR4MGDdTyK1Xq6NGjePLkidrq44qpqalGlo6Wbp9eVm5ubtixYwcCAgK07rLK3NxciEQiGBkZISgoCAsXLlT5fItibW2NMWPGYNiwYRCLxbCwsACfz81vR6FQiDFjxuDKlSucHN+QUE8GITomOTkZ/fv3R0JCglrqS0lJQWhoKAoKCtRSH5c8PDw0Mh+DjS/dihUrYseOHQr3aOTn5+PFixcq16sIrgPG10xMTGBlZcVpwBg9ejRiYmJ06gtOWxnS1SUUMojeePjwIfr374/ExERO68nNzcW0adNw7949TutRl/fv30MkEmm6GWUmDRpt2rQptaxEIsGRI0c4D4cpKSkYM2YMFi5cWOJu1LqAAgb7KGQQoqMePnyIX375hbP1AhiGwcqVK7Fnzx5Ojq8JHz580OmQAXwJGqtXr0b58uVLLXvgwAHcvn2b0/Y0adIE8+fPp4BBDB6FDKJ3Hjx4wFmX+IMHD7By5Uq9GCaRysnJwcePHzXdDJXVq1cP/v7+pZYTCoWYNWsWpwtXOTg4cD5Eog4PHz7E0aNHKWCwjHoyCCFFOnLkCGebk2lKVlYWXr16pelmqIzH4+HXX39VaC+HkydPYuzYsZyvkKnrGjZsiKCgII0tdqevNBUyNmzYAA8PD5iZmcHb2xv//vtvieVFIhFmzZqFSpUqwdTUFFWrVsWWLVuUqpNCBtE75cqV42xXzdTUVE6Oq0lisRjXr1/XdDNYUaVKFXz33XellmMYBrt372Y9aAiFQtmaFfpAIBBg3LhxqFevnqabQlQUGxuLoKAgzJo1CwkJCWjdujW6deuG5OTkYp/Tr18/nDlzBpGRkfjvv/8QHR2NmjVrKlUvhQyidypVqgRra2tNN0OnHDt2DHl5eZpuhsrMzc3x/fffK1RWGjTGjRvHyrLtqampuHDhgt796i9fvjzCwsJ0YkVYXaGJnozw8HAEBgZi2LBhqFWrFlatWgV3d3dEREQUWf7EiRM4f/48jh07hk6dOqFy5cpo0qSJ0nvXUMggeqdt27acjYdXqVKFk+Nq2o0bN/RizQ9AuTUEGIZBVFQUxo4dq3LQEAgE6Natm96FDADo2LEjhg8frpfnpglshYysrCy5W3ETuMViMeLj4+Hj4yN3v4+PDy5fvlzkcw4dOoRGjRph2bJlqFChAqpXr44pU6YotAnh1yhkEL1ibW2NAQMGcHb8li1b6uVW1xkZGdi0aZNOTSgrSm5uLh49eqTUc6R7fvz222/Iz88vc91OTk5qWU1UEwQCAUJCQtC4cWNNN4V8xd3dHba2trJbaGhokeXevXuHgoICODs7y93v7OyMtLS0Ip/z9OlTXLx4EUlJSThw4ABWrVqFvXv3YuzYsUq1UT//IojB6tKlC2rVqsXZ8evUqYMWLVrozC6URkZGKFeunGxFz8+fPyMjI6PIq2OioqLw66+/wtPTU93NZE1KSgpevnypcHkzMzO0atUKAQEBaNWqFQQCAYet023ly5fH0qVL0aNHD2RnZ2u6OTqNrRU/X758KTfRubQe3G97ohim+I0lJRIJeDweoqKiZJvthYeHo2/fvli/fj3Mzc0Vaiv1ZBC9YW5ujgkTJnD6a9LExASBgYFa/4tVIBDAx8cHhw8fxq1bt3Dnzh3cuXMHt27dwsGDB4vcdTU9PR1BQUHIyMjQUKtVd+TIEYUux+XxeGjYsCGio6Nx9OhRDB48GB4eHjQcUIo2bdpwti+KIWFruMTGxkbuVlzIcHR0hEAgKNRrkZ6eXqh3Q8rV1RUVKlSQ2823Vq1aYBgGKSkpCp8rhQyiN2rXrg1vb2/O6+ncuTOqVq3KeT1lZWxsjKlTp2Lfvn3o2rUr3NzcYG9vD3t7e7i7u8PX1xe7du3C8ePH0bJlS7kv1n/++QejRo1CZmam5k6gjIRCIXbu3FnqL0QrKysEBwfjxIkT6NWrF0xMTNTUQt0nvdpEkcuESfHUPfHTxMQE3t7ehXpg4+Liip3I2bJlS7x+/Vqu1+rhw4fg8/moWLGiwnVTyCB6o02bNrCwsOC8HgcHB/Tt25fzesrCyMgIU6ZMwbx580q8GsDIyAitWrXCwYMHMWrUKNkwAcMw+Ouvv1gPGmKxmPMFzC5cuICkpKQSy1SsWBGbN29GWFiYQquDfkskEuF///tfWZuoF2rXrk1zM3RQcHAwNm/ejC1btuD+/fuYNGkSkpOTMWrUKABASEgIAgICZOUHDhyIcuXK4ZdffsG9e/dw4cIFTJ06Fb/++qvCQyUAhQyiR5S9flsVPXr00Lolo6UBY+7cuQpfXePo6Ijff/8dY8eOlQsae/bsYS1ofPz4EWPHjsWKFStUmlhZEolEgt27d5d4/Lp162Lv3r3w8/Mr89wLIyMjeHh4lLWZesHY2BidOnXSdDN0miYuYfXz88OqVauwYMEC1K9fHxcuXMCxY8dQqVIlAF8uwf56zQwrKyvExcUhMzMTjRo1wqBBg9C9e3esWbNGqXq1e2CZEC1Vq1YtVKlSRWs2STMyMsLkyZMxb948pS/fNTc3x9KlS8EwDDZs2ICCggJZ0ODxeIiIiICdnV2Z2vXx40dMmDABO3bsgLGxMXg8HoKDg1mf01LaB2+rVq0QFRWl0EJdJREIBLReBL70ZvB4PJ2/GklT2Jr4qawxY8ZgzJgxRT62bdu2QvfVrFlT5Unu1JNB9IY6V1q0tLTk9CoWZRgZGSE4OBjz588v8/og5ubmCAsLw5gxY+R6NGJjYzF69Ogy9Wh8HTAkEglEIhHmzJmD8PBw1ns0BAIBVq5ciZ9++kluu3M+n4+ff/4Zu3fvVjlgkP9D4YIoinoyiN7gemfNr/H5fLi4uKitvuJIA8aCBQtUXoBMGjQAyPVoxMbGAgD++OMPuZnmJfk2YEhJgwYA1ns0XF1dsWPHDqxYsULW5mHDhmHEiBG0AizLbt++TUFDBZrqydAEChlEb1y4cAFZWVkGM/Odz+dj0qRJrAQMKWnQYBgGERERckGDYb5sc+/q6lrs8z9//oybN29i+fLlOHLkSJG9S1wGDSsrK8ybNw+TJ08GwzAG815Qp8zMTBw4cEDTzdBpFDII0UGPHz/GhQsX4Ovrq+mmqEWLFi3w22+/sb6E+tc9GtKgwePxcO3aNaxatQojR46Evb093r59C7FYjCdPnuD+/ftITk7GjRs3cO/ePeTk5JRYB5dBAwD1XHBELBYjPDwcd+7c0XRTiI6gkEH0hlgsxvz589GsWTM4OjpyWldBQQGePn3KaR0l4fF4GDJkCGe/1C0sLBAWFoZPnz7hypUrmDRpEnr37g0HBwcAwPv377F3716sX78eqampZfplJRKJsGTJEvTs2RM1atRg+xQIy/Ly8rBkyRKEhYXp1U6zmqJLvRGqoJBB9Ep8fDxGjBiBzZs3y74QufDkyRPcvHmTs+OXhsfjcT6R0cLCAuHh4RCJRIVWBSxfvjxmzJiBRo0aYejQoUhNTS1THXXq1KEJmTpAGjBCQ0MhFos13RydZ0jDJXR1CeGUiYkJqlatijp16sDV1VVu5j8XGIbBwYMHMWzYMHz48IGTOnJzc7F06VK8ffuWk+MrSh0fNHZ2dsUuO8zn8+Hj44MdO3aUaRIsj8fDoEGDlFrYh6ifWCzGkiVLsGTJEgoYRGkUMggnjI2N0a1bNxw7dgw3b97EjRs3cPPmTaxatQpOTk6c1s1l0MjNzcWMGTOwY8cOVo+rLIlEgrt372q0DVKdOnUqU9BwcXFB9+7dOWoVYUNeXh5CQ0MpYLBME4txaQqFDMI6Ozs7rF+/Hvv27UPHjh1hZ2cHc3NzuLm5Ydy4cThy5Ahq167NaRukQWPEiBGsBY3c3FyEhIRg/fr1nC+RrYi///4bubm5mm4GgC/7uWzfvl2poOHl5VXilSpEs/Ly8rB06VIKGBygkEFIGdnZ2WHjxo0YNmxYkd3gPB4PjRs3RmxsrFqCxv79+1kJGrm5uZg5cybWrVunFQEDAC5fvoxdu3ZpuhkyPj4+SgWNZs2aaf1utoZKGjAWLVpEAYMDFDJU9OrVK/j7+6NcuXKwsLBA/fr1ER8fL3ucYRjMmzcPbm5uMDc3R7t27Qp1/YpEIowfPx6Ojo6wtLREjx49lNpelqifNGD8/PPPpW6Z7enpiZiYGLUGjbJuYS4NGGvXrtWagAEA+fn5mD9/Pq5du6bppsgoEzToMlPt9ObNG8ydO5cCBmEF6z8jMjIy0LJlS7Rv3x7Hjx+Hk5MTnjx5Irf3wbJlyxAeHo5t27ahevXqWLRoETp37oz//vtP9sETFBSEw4cPIyYmBuXKlcPkyZPh6+uL+Pj4Mm9uRLhjZ2eHP/74Q6GAIeXl5YWYmBj069cPDx484Kxt0qDB4/GwadMm2NvbK/xcbQ0YUunp6fj999+xZcsWrdlTQxo0AgIC8ObNG003hxQjKSkJ4eHhqFmzpuwzNSUlBUeOHMGTJ0906teyrjGkq0tYDxlhYWFwd3fH1q1bZfdVrlxZ9t8Mw2DVqlWYNWsWevfuDQDYvn07nJ2dsXv3bowcORJCoRCRkZHYuXOnbLe/Xbt2wd3dHadPn0aXLl0K1SsSiSASiWT/zsrKYvvUSDGkAaNfv34KBwwpLy8v7NmzRy1BY9++fQCA9evXKzT5lIuAIRAI4ObmBicnJ3z+/BnJycn4+PGj0sfh8Xho2LAhZsyYga5du2pNwJCSBg1/f3+8e/dO080hRdizZ4/c5zRRH0MKGawPlxw6dAiNGjXCzz//DCcnJzRo0AB//vmn7PFnz54hLS0NPj4+svtMTU3Rtm1bXL58GcCXtQ7y8vLkyri5ucHT01NW5luhoaGwtbWV3dzd3dk+NVIEVQKGlDRocL1VuzRodOjQAYsWLcKFCxeQkpJSZIBgO2Dw+Xy0aNEC0dHRuHHjBi5fvoyrV6/i0qVLmD59ulK9KyYmJggODsaJEyfQt29frQsYUj4+Ppg+fXqxPY8vX75Uc4vYx9XW9VzLzs7G0aNHNd0MYgBYDxlPnz5FREQEvv/+e5w8eRKjRo2SbZQEAGlpaQBQ6Np7Z2dn2WNpaWkwMTEp9MH7dZlvhYSEQCgUym768AGm7WxtbREREaFSwJDy8vJCbGysWoLG3bt3MXv2bHTu3BmNGzdGz549ERkZiXv37iE5ORmnT5/G4MGDWZvkKRAIMGbMGBw9ehQ///wznJ2dYWJiAisrK3h5eSE0NBT79u2Dp6dnqccyMTHBb7/9htDQUM5XNVUVj8fDyJEj0bRp0yIff/TokVYOQSkqOzsbw4cPx+bNm/H582dNN0cpJ06coKXBNciQJn6yPlwikUjQqFEjLFmyBADQoEED3L17FxEREQgICJCV+/ZLiWGYUr+oSipjamrK+h4OpHh2dnaIiIiAn5+fygFDqm7duoiNjYWfn1+JQyc8Hg82NjawtLREQUEBsrOz8enTJ6XrE4vFSEtLw9GjR3Hs2DFYWlrC2NgY2dnZyMvLU+VUZAQCAcaOHYulS5cWu+gUj8dD+/bt8ddff2HAgAFITEwsspyJiQlmzZqFGTNmwNjYmJX2cc3a2hoTJ07E9evXC/3qj4+Px6tXr3Ryxc+CggIsWrQIO3fuRFRUFP79918sXLhQJ87l/fv3CAsL09leGH1AwyUqcHV1LXTFQK1atZCcnAwAslnn3/ZIpKeny3o3XFxcIBaLC10N8HUZojnSHgw2A4ZU3bp1ERUVVeT6CUZGRmjZsiU2btyImzdvIiEhAbdv38b58+cxfvx4lYYNGIZBdnY2MjIyWA0YY8aMKTFgfK1mzZqIiYlBvXr1Cj0mDRghISE6EzCkOnXqhEqVKhW6/+3btzhz5owGWqQaiUSCLVu2yIbS8vLysGPHDrRt2xZ//vknsrOzNd3EYuXn52P58uVyV/sRwiXWQ0bLli3x33//yd338OFD2YeMh4cHXFxcEBcXJ3tcLBbj/PnzaNGiBQDA29sbxsbGcmVSU1ORlJQkK0M0Z8KECZwEDKkGDRpg6dKlcj1TTk5OWLt2LU6cOIHhw4ejWrVqcHJygrOzM7y9vbFy5Ur8+eefclcxaZI0YISFhSm1bHaNGjUKBQ1dDhgAYG9vj8aNGxe6n2EYbN++vdQdW7WJRCJBZGQkJk2aVKjdz58/x+jRo9GrVy+cOHFCbiK6NmAYBtHR0Vi9erVO/RLWR4Y0XMJ6yJg0aRKuXr2KJUuW4PHjx9i9ezc2bdqEsWPHAvjSNRwUFIQlS5bgwIEDSEpKwtChQ2FhYYGBAwcC+PJLOTAwEJMnT8aZM2eQkJAAf39/eHl5ya42IZrh5OSEX375hbOAAXx5jwwcOFBWj6enJw4fPoyRI0cW21shEAjg5+eHiIgIjQeNsgYMKWmPRt26dWFiYoKZM2fqbMAAvryeDRo0KPKxS5cu4eDBg+ptUBl9HTCKG54rKCjAmTNn0KtXL3Tr1g3bt2/Hu3fvNP6lwDAMDh8+jODgYJ2bP6KPDClksD4no3Hjxjhw4ABCQkKwYMECeHh4YNWqVRg0aJCszLRp05Cbm4sxY8YgIyMDTZs2xalTp+QW51m5ciWMjIzQr18/5ObmomPHjti2bRutkaFhtWvXVsuVO0ZGRpg9ezYEAgFmzJiBihUrlvocHo8HPz8/AMDo0aORmZnJcSsLEwgEGD16dJkDhlTNmjURGxuLCxcu4JdfftHZgCFVXG9Ffn4+QkND0aFDhzJtsqYuigSMr4lEIpw9exYXLlxApUqV4Ovri4EDB6Jhw4Zqfy0ZhsGRI0cQGBhIlxMTteMxuhSJlJCVlQVbW1tNN0PvjB8/HmvWrFFbfRKJROmdWxmGQWxsrNqDxtcBw8LCQm31aruCggL89NNPOHz4cJGP83g8jBs3DitXrtTKHxHSgBEcHKzSfAsrKyu0bt1aFjaka7U4ODhwtjuxNGD8+uuvFDAUJBQKYWNjw8mxpd9Lc+bMgZmZWZmP8/nzZyxYsIDTtrKF9i4hSjExMVFrfWX58JX2aERERKgtaPL5fIwaNYoCRhESEhJw/vz5Yh9nGAZbtmzRykmg0rapGjCAL5e8Hj9+HAEBAWjSpAm8vb3RuHFj7N69m6XWyqOAob0MabiEQgZRijaMLyuC7aBhYWGBGjVqoF69ekUer0WLFli8eDEFjG8IhULMmjWr1BV4P336hLlz50IoFKqpZYp58eIFZs6cqXTA4PF4xQZkhmHw6dMnJCcn4/nz55g+fTouXrzIRnPl6qCAob0oZBBSjBcvXkAikWi6GQrh8Xjo378/NmzYUOag4ejoiEmTJuHChQu4fv06rly5gmvXrmHixImyXh0zMzMsWLCAhue+IRQKMXbsWLmrxEpy48YNREZGatUH6O3bt/H+/XuFy1esWBGTJk1CVFQUjhw5gnnz5qFZs2Ylzs95/fo1Bg0axGrQyMrKQnh4OAUMonEUMohSXr9+XaaFrzSFx+NhwIABWLdundK9DE2bNsXJkyfx+++/w9vbGzY2NjA3N0eNGjWwfPlyzJw5EyYmJmjevDmaN2/O0RnopqysLIwdOxa7d+9WODQUFBRg8eLFuHTpEsetU9zHjx8VCtXm5uaYOHEiLl26hPDwcAwYMADdunXD3LlzcfbsWRw+fBjNmjUr9qqs5ORkVoOGra0ttm/fjr59+3J6JRgpG+rJIKQYmZmZOrf5nLRHY/DgwQo/p1mzZoiOjkbDhg2L/JA2NjZGSEgIZs2ahYEDB6o0iUvflCVgSH348AELFy5kbUE0VVlaWpY6L8jCwgLLli3D77//XuSKn2ZmZujYsSOOHj2KsWPHFju5le2g8d133+HPP/9Uamdkoh4UMggpRmZmZrH7x2gzIyMjBAQEKBQGmjZtit27d8PDw6PEciYmJggJCZFdNku+XIkxa9YsREVFlfmD8Pr163jy5AnLLSubunXrljh738LCAmFhYRg9enSpV8Y4ODhg2bJlGDNmTIlBw9/fn7WgYWdnh40bN1LQIBpDIYMojM/nY8CAAahWrZqmm1ImderUgZubW4llmjZtiujo6FIDhpSxsbHc+i6GTnoFhSq/tHJzc7VmAmiFChVQvXr1Ih9TJmBImZubIywsrMSg8eLFCwoaeo56Mgj5hpmZGebMmYN169ZpfEXNshIIBDAyKn79OWUDBinMyMhI5dDl6uqK77//nqUWqcbMzAw//vhjofvLEjCklAkaly9fLlO7v2VnZ4c//viDgoaWoJBB1M7ExATt2rVDWFgYNmzYgN9++w2enp6cLdKjDOnVE7NmzVJpEzJNYxim2El8FDDYYWFhgX79+qn0RdazZ0/Y29uz2CrV/Pjjj3KThlUJGFKKBo3+/ftj165dyM3NLVM9X7O3t6egQdRO899gBBUqVMDu3btx/PhxTJs2DaNHj8bChQtx/vx5zJw5U6OTCk1NTTF//nxMmjSpxF4AXfDy5csi55M0adJEoTkYRDFDhgwpctdVRTg5OWH06NFa9SVYo0YN2RChubk5li5dqlLAkFLkWC9fvsT48eNx584dleqSkgYNuupE8wyhFwOgkKFx9evXx9GjR9GnT59CYcLBwQHz5s1DaGioSvtglJWpqSkWLFiA4OBgnQ8YABAXF1doUaUmTZogOjoaVapU0VCr9I+bmxuCg4OV/hLm8XiYOHFisXMgNMXKygqNGzdWqPdBWdJekVGjRhV5TGNjYwQHB6NRo0as1Ad8CRobN25Ely5dWDsmUQ4NlxC1qF+/fqFtvb8lEAgwfvx4LFmyRK1BQ98CRkpKCjZs2CB3X8OGDSlgcCQwMBDt2rVT6jmVKlXC0KFDtfIXdqNGjbB06VJWA4aU9BLYooJGz549MXXqVNbrtLe3R1hYmFZvSkf0A4UMDalXrx5iYmJQo0aNUst+HTTUMXSibwFDJBJh/vz5ePjwoew+a2trhIeH61TAkEgkKCgo0HQzFGJhYYF58+YpNQl00KBBpV79oyl+fn4lrnGhKmnQ6Nevn+w+GxsbTJ8+nbO/+bp162LEiBGcHJuUjHoyCKfq1auH2NhYhQKGlLqChkAgwJw5c/QuYGzfvl3ufl9fX7Rq1UpDrSqbc+fOISQkhJVJgOrQrFkz+Pr6KlTW2NgYnTp14rhFZWdvb8/5DrEWFhaYNm2abHn67t27o0GDBpzW2atXL40MxRo6ChmEM9IhEmUChhTXQYPH42Hw4MEICgrSq4CxYsUKuRUkBQIBBgwYoJXbihcnPT0dM2fORHh4OKZOnYo3b95oukmlMjIywsSJExXqzbCwsEDlypW5b5SW8/LyQocOHWBkZIT+/ftz/h6tUqWK1vYe6TMKGYQT9erVQ3R0NGrWrFnmYxgZGXEWNLy9vbFixQq92Em0uIABfFkzgOtfiGx6+/Ythg4dimvXrqGgoAAbNmxAq1atcO7cOU03rVTe3t4K92aQLwG4cePGcHZ2RuPGjTmvz8rKSusm2hL9QiFDTWrWrInY2FiVAoaUNGgsWLCAtR4HgUCAKVOmoFy5cqwcTxEFBQX43//+h5ycHFaPKxaLiw0YwJeVS3Wlp+bt27f45ZdfcPz4cdl9DMPg8ePHrC3UxCUjIyMMHz5ctmNtcSQSidbsV6JpderUQd26deHo6Mh5XQKBAJaWlpzXQ+RRTwZhVbly5bB27doyDZEUx8jICOPGjcPPP//MyvHc3NyUvhpAFRkZGZg0aRLatGmDadOmsRY0xGIx5s2bV2zAAIDPnz8jIyODlfqKkp+fj6SkJJU/CKQB4+jRo4Ue4/F4cHJyUun46tK0aVPUrVu3xDKfPn3C7du31dQi7WZqaor69eurZTivoKBAp3ZV1hcUMghreDwegoOD0bFjR9aPbW5ujhkzZrCyOuJ3332n1l6MjIwM7Nq1C5mZmfjjjz9YCRpisRgLFy4sMWAAX7bv/rpngE0FBQWIiIhA165dceDAgTJ/GLx9+xa//vprkQED+BJcmzZtqkpT1cbCwqLUSbYSiQTHjh3TqQ9PruTk5KB27dpqqSs3NxdPnz5VS13EMFHI4Jibmxt++eUXzq799/T0RNeuXTk5NpecnJxQoUIFAF++mFUNGtKAERYWplC3+5o1a5CUlFSmuoojnS8xffp0vHr1CsOHDy9T0JAGjCNHjhR6zMbGBsOGDcOpU6fU9kXEhtatW5e6RP6JEye0ZvdVTXry5InaJsG+efNGJ3dV1nXUk0FY06ZNGzg7O3N2fD6fjy5dumjlAkYlMTc3l/v/Ig0a06dPVzpoiEQipQIG8GVfiAEDBuDevXtK1VUcaQ/G9OnTZZeYfvjwQemg8e7du2J7MOrWrYtDhw5h48aNaNCggU5dHVOhQoVS58GkpqZizpw5rM/R0TWfP39G+fLl1VLXzZs38fHjR7XURf4PhQzCGnd3d843OatevbrKXzjPnz/H27dvWWpR6QQCQaFf4l9/USvyRSORSHDnzh0MGTJEqYAhlZSUBD8/P5WDRlEBQ0oaNCIiIvDo0SM8ePAAp06dwp9//om4uDi8e/dOVvbrHoxvP0S6du2Ko0ePom3btlqxaZ6yvvvuO9n6DyXZs2cPpkyZYrBBQyKRIC0tjdMfJl/XFRcXV+ymgYSwQTem2OswdfwBZ2ZmqpxsU1NTcebMGfj7+7PUqtIVFYykX9gAEBYWVuTltLm5uYiPj8f27duxb98+lSZxSoNGbGxsmYYfFAlGHz58wLhx42BjYwOJRIKcnBwUFBTAyMgIlStXRocOHWBpaYlLly7hxo0bhZ7ftWtXbNu2TS1fPFwRCAQKhaOCggJs2rQJAPTmcmplZGVl4cOHD2pZ2ff169eczU0iJVO1N0KXejIoZHDsxo0bEIlEMDU15ayOc+fOqbzctEQiwdq1a/HDDz/AwcGBpZYVj2EYCIXCIh+TfnG/fPkSQUFBst1RX758iXPnzuHIkSO4c+cOaytfSoPGnj17UKtWLYWfp0zPS1Hnm5+fj8ePH+Px48fFPq9Lly46HzCAL3NJfHx8sGvXrlI/IA05aKSkpKBLly5qCRm7du1Camoq5/WQwihkENZcu3YNx44dw08//cTJ8Z88eYLdu3ezcqwbN25g/vz5WL58eanrGqgqPz9fbi+RbxUUFODvv//GiRMnZMse5+TkQCwWc9KepKQk9OvXT+GgoezQTlnoQw+GlJmZGdauXYv8/HzExMQoHDT4fD5WrFihli9dbVCrVi3UqVOH83oePXqEiIgInfqyIrpJ9wZ3dcznz58xevRonDhxgvVjZ2dnY9KkSUhJSWHleAzDICIiAosXL+bsy1zq5cuXJYYMKZFIhMzMTGRmZnLeJmnQuH//fonlsrOzsXbtWk4Dhr70YHzN1tYWERER6N+/f4kTlaXDSP3790eDBg2Qn5+vxlZqlkAg4HwSd1paGsaOHYvk5GRO6yHFM6SJn9SToQZv3rzB0KFDsX37dnTp0oWVY2ZnZyMoKKjYdRTKKi8vD6GhoeDxeJg5cyYnPRoMw2DLli1qnWiqqKSkJPTv3x/bt29H3bp1wefzIRKJ8OrVK9y9exfXrl3DyZMnkZiYyNmXn4+Pj94FDClp0ABQqEfD1tYWnTp1QkBAAFq0aIFy5crp3FVT2i4tLQ1DhgxBXFycppti0Gi4hLDuzZs3GDJkCCtBQ9qDsXXrVk4mlkqDBgDMmjULxsbGrB7/9OnTWLduHavHZNOdO3fQuXNntG7dGqampnj27BkePnwIoVDI+UReHx8fbN++HS4uLpzWo0nSoGFra4t79+5BIBCgTZs2+Omnn+Dp6alTl+bqEmnAOHXqlKabYvAoZBBOsBE0pAFjy5YtnH7hicViWY9GSEgIaz0aV69exYgRI4qd9Kkt3r17hwMHDqi1zjp16mDz5s16HTCkbG1tsX79etmHpSrBQiQSISEhAY0aNdKZPWnUTfrZQwGDqBvNyVAz6R/7yZMnlX6uugKGlFgsxpIlSxAaGsrK5lXXrl3DgAED8Pz582LLCAQCVKhQAdWrV0e1atUU2iZcH1hZWWHVqlVwd3fXdFPUhs/nQyAQqNxzYWJigpycHNauNtI3FDC0jyHNyaCQoQFl+aPPzs5GcHCw2gKGlDRoLFmyRKWgce3aNfTv37/YgGFrawt/f3/s3bsX8fHxiI+PR0JCAi5duoQJEybofdjo1asX2rdvr+lm6CQej4cOHTro/XukLFT5UUO4QyFDBfn5+fjtt9/g4eEBc3NzVKlSBQsWLJD7YmQYBvPmzYObmxvMzc3Rrl073L17V+44IpEI48ePh6OjIywtLdGjRw/WrqLQBl//8Zf2hpEGjMjISI2szqdqj0ZJAcPU1BSDBw/G2bNnsW3bNvTq1QvOzs6wsrKClZUVvLy8sHLlSsTExKhtPwd1MzU1xa+//kpzEQirUlJSMHToUAoYRKNYDxlhYWH4448/sG7dOty/fx/Lli3D8uXLsXbtWlmZZcuWITw8HOvWrcONGzfg4uKCzp07y62hHxQUhAMHDiAmJgYXL15EdnY2fH19VV50SpukpaXB398fs2bNwtOnTwudG8MwePToEQIDAzUWMKTEYjEWL16MOXPmKLXCZkkBo1KlStixYwciIyNL3IuDz+fjhx9+0Nug4enpqTM7qhLtJ93huGvXrpxcOk9UZ0g9GTyG5db6+vrC2dkZkZGRsvv69OkDCwsL7Ny5EwzDwM3NDUFBQZg+fTqAL70Wzs7OCAsLw8iRIyEUClG+fHns3LkTfn5+AL4sgevu7o5jx44pNGkyKytLob0StIWTkxMaNGiAevXqybp9Hz9+jJMnT2rVLok8Hg9NmzbF3Llz0bZtW9lCWUW5du0aBg4cWORW0o0aNcKOHTuUWmFTesyShl100YQJE7B69WpNN4Poid9++w1Lly7Vqx9k6iQUCmFjY8PJsaXfSyNHjlRpFWiRSISNGzdy2la2sN6T0apVK5w5c0a20NLt27dx8eJF/PDDDwCAZ8+eIS0tDT4+PrLnmJqaom3btrh8+TIAID4+Hnl5eXJl3Nzc4OnpKSvzLZFIhKysLLmbLklPT8fJkyexbNkyzJ49G7Nnz8b27du1KmAAXxL41atX0atXL3To0AFbt25FWlqaXC9LXl4eDh8+XGTA4PF4+Omnn7B3716lAwYANG3aFNHR0XrToyEQCFhbO4VoNzYmT5eGYRg8f/6cAgbRGqxf7zV9+nQIhULUrFkTAoEABQUFWLx4MQYMGAAAsi/NbxcacnZ2xosXL2RlTExMYG9vX6hMcV+6oaGhmD9/PtunQ4ohEolw9epVXL9+Hd999x0aN26M+vXrw9zcHGfPnsXp06cLzfbn8Xjo168f/vjjD9jZ2ZW57mbNmiE6OrrUK1V0ga2trVqWkSbsy8zMxPHjx2Fvb4+6devCxcWlyE3gCgoKcPjwYZiYmMh+bHGloKBA9jlKtJsuDXmogvWQERsbi127dmH37t2oU6cOEhMTERQUBDc3NwwZMkRW7tuV/BiGKXV1v5LKhISEIDg4WPbvrKwsg7ocUFMkEgmeP3+O58+f46+//iq2HI/Hw88//6xywJBq1qwZdu/ejYEDB+p00KhYsSKcnJw03QxSBvHx8QgICADDMHByckLXrl3x888/o0mTJrCwsIBIJMK9e/cQERGB48ePq2V+RGpqKh49esR5PUQ1tBiXCqZOnYoZM2agf//+AAAvLy+8ePECoaGhGDJkiGyhobS0NLi6usqel56eLuvdcHFxgVgsRkZGhlxvRnp6Olq0aFFkvaamppzudErKThowNm7cyErAkGrevDl2796NAQMG6Oyvt6pVq9L7Vkd9+PABBQUFYBgGqamp2Lp1K3bu3IkKFSrAysoKubm5eP36NT5//oyKFSuiUqVKnLfp3LlzSE9P57weQhTF+pyMnJycQl2GAoFANmbv4eEBFxcXubXzxWIxzp8/LwsQ3t7eMDY2liuTmpqKpKSkYkMG0U5cBQyp5s2bIzw8HJaWlqwfWx3s7OyK7GIn2q9BgwaFhnTz8/Px4sUL3L17F0+fPsXnz58BAA4ODpy/R3Nzc7F161ad+pVrqAzp6hLWP926d++OxYsX4+jRo3j+/DkOHDiA8PBw2VbnPB4PQUFBWLJkCQ4cOICkpCQMHToUFhYWGDhwIIAv49SBgYGYPHkyzpw5g4SEBPj7+8PLywudOnViu8mEI1wHDKmePXsiMDCQs+MTUpTKlSsrPGlXum4Ql/bu3YtLly5xWgdhhyGFDNaHS9auXYvZs2djzJgxSE9Ph5ubG0aOHIk5c+bIykybNg25ubkYM2YMMjIy0LRpU5w6dUpuxb6VK1fCyMgI/fr1Q25uLjp27Iht27bRgkU6gu05GCURCASYMGECYmNj8ebNG07rYlt2drZC85GI9jEyMsLChQsRHx8vu5quOFy/vk+fPsXixYshFos5rYeww5DmZLC+Toa20LV1MvRN+/btsW/fvkLdyVyRSCT45ZdfsGPHDrXUx5Y6derg6tWrsLKy0nRTSBmdOHECAwcOLHGRul69emH//v2chI3s7GwEBASofUM/faWOdTICAwNV2nRSLBYjMjLSMNfJIKR27drYtGmT2gIG8GVVUD8/P53r6Xr69Cnu3Lmj6WYQFXTp0gXBwcElzq1JS0vjpJdBJBJh8eLFOHToEOvHJtzR1HDJhg0b4OHhATMzM3h7e+Pff/9V6HmXLl2CkZER6tevr3SdFDIIq0xNTREaGopq1aqpve66devCwcFB7fWqIjc3FytXrpRNECS6h8fjYfz48SVOSn/w4AH+++8/VuuVSCTYvn07fv/9d1p8S8doImTExsYiKCgIs2bNQkJCAlq3bo1u3bohOTm5xOcJhUIEBASgY8eOZTpXChmEVW3btpVbqVWdLCwsVOqC1JSDBw9i9uzZFDR0mK2tLWbPnl3s5ciZmZkIDw9n7TWWSCTYtWsXpk6dWqaVRHk8HlxdXdGnTx8sXrwYv//+OwYMGKBzIZ0oLjw8HIGBgRg2bBhq1aqFVatWwd3dHRERESU+b+TIkRg4cCCaN29epnpZn/hJDBefz8fQoUNhZmam6abolPz8fKxatQoAsHDhQvr/p6Nat24NLy8v3Lx5s8jHo6Ki4ODggCVLlqj0GksDxvjx48u0fYKDgwNGjBiBsWPHws3NTTbMI5FIcPfuXcyaNQtHjx7V6IaM+o6tiZ/fvv7FrRclFosRHx+PGTNmyN3v4+NT7FYdALB161Y8efIEu3btwqJFi8rUVurJIKwpV64cWrVqpbH6MzIy8OnTJ43Vrwpp0Jg9ezZEIpGmm0PKwNzcHL6+vsU+np+fj7Vr1+K3334rc48GwzCIiooqc8CoUaMGYmNjsWTJElSsWFFuHgmfz4eXlxeioqIQEBBA67dwiK3hEnd3d9ja2spuoaGhRdb37t07FBQUFLmdR3FbdTx69AgzZsxAVFQUjIzK3h9BPRmENVWrVi30Jlan8+fP69zGeF+TBg0ej4cFCxZQj4YOatasGfh8frG9APn5+bIddxctWqTUayyRSBAVFYVx48aV6X1ev359xMTEoEaNGiWWs7a2xpo1a8AwDHbu3Ek9Glrs5cuXcleXlLZ6sKLbeRQUFGDgwIGYP38+qlevrlIbKWQQ1nz//fcwNjbWSN2ZmZlYv369zn8g5ufnY+XKlQC+DJ3QkuO6pUKFCjA3Ny+xR60sQUPVgFGvXj2FAoaUtbU11q5dCwAUNDjA1nCJjY2NQpewOjo6QiAQFOq1+Ho7j699/PgRN2/eREJCAsaNGwfgy3uQYRgYGRnh1KlT6NChg0JtpZBBlGZubg5vb2+0atUK9vb2yMnJwdmzZ+Hi4qKRRaVyc3MxZ84cJCYmqr1uLkiDhrRHQxeCBsMwSE9PR1ZWFlxdXQ123Q87OzuYmJiUOmynTNCQDpGoEjBiY2MVDhhS0qDBMAx27dpFQYNF6l6My8TEBN7e3oiLi5Otvg0AcXFx6NmzZ6HyNjY2+N///id334YNG/DPP/9g79698PDwULhuChlEYQKBAB07dsTs2bPRqFEjuQ/GkJCQYsf2uJSbm4uQkBBs2LBBrz4E8/PzER4eDgA6ETRSU1PRsWNHvHr1ClWrVsWMGTPg5+en6Wap3fv37xWeUyMNGjwer9gJv3l5edi9ezcmTJhQpoBRt25dpXowvvV10IiKitKrvzFDExwcjMGDB6NRo0Zo3rw5Nm3ahOTkZIwaNQrAl8/wV69eYceOHeDz+fD09JR7vpOTE8zMzArdXxoKGUQhNjY2mD59OiZMmFDkr1RTU1O17DL5NWnAWLdunV6uEyANGq9fv0ZwcDC8vLxUmoDFJemWAB8/fkRqairq1q2r4RZpRmpqqlKTOqXzcN6+fYuZM2fiu+++g7GxMfLz85GSkoK1a9di48aNZZooKg0YNWvWVPq5X7OxscG6desAgIIGSzSxrLifnx/ev3+PBQsWIDU1FZ6enjh27Jjsczs1NbXUNTPKgpYVJ6Wyt7fHpk2b0Lt3b62Zca7vAeNbtra2aNeuHcaOHYs2bdpoXc+GRCJB3759cfjwYYSFhWHSpEkGuR/LzJkzi53hXxp7e3tUrVoVlpaWyM3NxePHj/Hhw4cyHatu3bqIjY1VOWB8LSsrC2PGjEFUVBRrx9RG6lhWfNCgQSovKx4VFaUTy4pr588iojWkAaNPnz5a86WRm5uLmTNnGkzAAL588P3999+Ii4vDihUrMHr0aE03SQ6fz0eDBg3A5/MxZswYrXmvqFNGRgYOHz6s0vOLW2NDGVwEDOBLj8by5cvx4MEDxMfHs3psQ2NIG6Rpx89SopW0OWCsXbvWYAKGFJ/PR58+fTBo0CBNN6VIPXv2xPLlyw3y0luJRIL169fj3r17Gm2Hs7MzNm/ezHrAkHJ1dcXy5cthaWnJyfGJ/qGQQYqkjQGDYRisW7cOGzduNMiAMWjQIKxbt05ru0fr1q2r1KxzfSGRSLB161aEhYVpdL6CkZER5s6di8aNG3NaT+vWrfHjjz9yWoe+09QGaZpAIYMUoo0BA/iykMwvv/yCgwcPYuTIkQa1z0L79u2xdu1arQ0YhqygoADPnz8v0x4ibGrYsCH8/f05r8fIyAiBgYFaOwlZF1DIIAbL3t4eGzdu1LqAIeXo6AgfHx9s2LABx48fh6+vr95/2Lm5uWHNmjU0kVlLGRsbY86cOZg7d67GNujj8XgYNWqU7CofrlWtWhXm5uZqqYvoNgoZREYaMPr27auVAeNrfD4fTZo0QWxsLBYtWqTXv/BHjhyJ2rVra7oZpATGxsaYMmUK5s6dq5ErfywsLNCsWTO11aftnw/azpB6MvT7JyBRmJ2dHf744w+1BIz8/Hy53oe8vDy8efMGt27dAsMw8PX1hUAgUOhYFhYWmDZtGipUqICxY8fq9N4lRbG3t0ffvn013QyiAGNjY0ydOhUSiQQLFy6EWCxWW92Ojo5q3TcoKysL+fn5aqtP3xjS1SUUMghMTU2xdu1a/Pzzz2oJGNOmTcO7d+9QvXp13L17F69fv8aDBw/QsGFDbN26VeGAIcXj8WRXXJQlaBgZGaFq1aqoXbs2qlatiqSkJCQlJeHVq1ca/2OuVasWqlWrptE26JOMjAxMmjSpyPdI1apV4e7ujsaNG8PLy6tMS6MbGxtj+vTpAKDWoCEWi9U6J+TkyZPIzc1VW31Ed1HIMHDSsVw/Pz+1dIEaGRnByspKtgmYVOfOnbF161a4uLiU6bhlCRo8Hg/e3t4IDg5Gt27dYGtrCx6Ph4KCArx58warVq3CunXrNPph2rRpU42N8+sjU1NTJCQk4M6dOyWW8fLywrJly9C+fXul69BE0MjKyoJQKFRLb0ZKSgq2bdvGeT36TtM/YNSF5mQYuLp162LmzJlq3T3Vzc1N7t+dO3fGjh07yhwwpKRBQ5HLPK2trfHbb7/h1KlTGDBgAOzs7GQhSyAQwM3NDaGhodixYwecnJxUapcquFrvwFAJBIJSJwqLRCK4uLgovUfD16RBY/bs2WoJiZ8/f8bjx485r0csFmPhwoV48OAB53XpM0Oak0Ehw4AJBAJMmTJF7V+iX/cMdOrUiZWAIcXj8eDv719i0HB3d8fu3bsxb9482NvbF3ssgUCAvn37YuvWrRoJGnw+3yDXneBSRkYGXr16VWKZzp07Y8uWLShfvrxKdX0dNLgO8QUFBTh16hSnXz5isRgLFizA1q1bOauD6B8KGQasUqVK6Natm9rrlW7Cw3bAkCqpR8Pd3R1RUVHw9fVVeB+WH374QSNBg2EYvHnzRq116rvs7OwSNxurVKkSVq9erXLAkJJedeLr68vK8UqyZ8+eQttzs0Xag7Fs2TKNrweiD6gngxiEFi1aqH1Bq6ysLMTFxaF+/frYvn07XF1dOalHukLm1wtYubu7Y9euXWjdurXSx/vhhx8QGRnJ2pePIhiGQXx8vE59oGi7xMREfPz4scjHeDweRo8ejVq1arFap5mZGUaPHs15b0ZqaioGDRrE+tLm0oARFhZGAYMlFDKIQWjQoIHar3c/duwYXr16hbCwsEJzM9jG5/Ph7++PtWvXonbt2oiKikKbNm3KfDxfX19WutGVsXfvXjx//lxt9ekzhmFw+PDhYpf+rlSpEgICAjip29vbGxUqVODk2F9LSkqCn58f7t+/z8rxKGBwg0IGMQjqXkEyNTUVixcvRrdu3dChQwe11CkNGufOnStTD8a31B00UlJSMHr0aBo2YUFqairOnj1b7OPt27dnfehOyszMTG0bxyUlJaFfv34qBw2xWIxFixZRwCAqoZBhwNS5mI500tjTp08xbtw4tS4FzufzWQ0F0qDh6OjI2jFLcvLkSQwdOpSChopOnDiBlJSUYh9v1aqVVq9kyePxIBAIFJpLpGrQkAaMpUuXUsDgAPVkEIMQHx+vlnokEgkiIyOxdetWVKxYUaVLA7WFr68vFi5cqLZfpydOnKCgoQKJRIIjR44U++FsbGyMqlWrclp/WXdoFQgE6NKlC3bs2IFTp07h+PHjGDVqFOzs7Ep8XlmDxufPn7F48WIKGByikEEMwvHjx2VXenBFIpFg06ZNmDp1KkQiEapXr16mlRS10bBhw+Dn56e2+qRBIz09XW116guhUIiEhIRiHzcyMuJ0CCw9Pb1Mr5udnR2WLFmC/fv3w9/fHx06dICPjw/Wr1+Pw4cPlxrYk5KS0L9/f4WDRnJyMn799VeEhoZSwCCsoJBhwFJSUjBr1izO9vuQSCT4888/MWXKFHz69AnAl0sICwoKOKlP3YyMjDBhwgS1bs5GQaNsUlJSkJWVhbp162LIkCEYPXo0/P39Ubt2bbUslnX37t1ir2opjoODAyIjIzF16lRYWFjIPcbn89GqVStER0ejTp06JR7nzp076N+/P65du1bk355EIsHr16+xcuVKdOjQAdHR0RQwOGZIPRm0rLiB2717N/h8vtylnmyQBozJkyfLAgYA3Lt3D2lpaXB3d2etLk3y8vKCt7d3iRMK2Xb8+HEMHToU27Zt0+hqpIp49+4dDh06hMGDB6t1VdlvlStXDsePH0ft2rVhaWkJHo8HhmGQnZ2N8+fPY8WKFZzOx7h48aJS4drBwQGbNm3CTz/9VGK7PD09ERMTg/79++Pu3bvFlrtz5w66dOkCHx8fNG7cWHalS0pKCm7duoWLFy/i9evXOvXlpctUDQq69Dop3ZNx4cIFdO/eHW5ubuDxeDh48KDc4wzDYN68eXBzc4O5uTnatWtX6M0vEokwfvx4ODo6wtLSEj169Cg0ISsjIwODBw+Gra0tbG1tMXjwYGRmZip9gqRkEokEu3btwvjx45X+pVXSMYsKGADw9u1b7N+/n5V6tIGxsTFatGih9nqlQUPbezRu3LiB8ePHY8WKFRr9dezm5oYmTZrAyspK9qXN4/FgbW0NX19fHDx4EJUqVeKk7pycHJw5c0bh8tKA0bt3b4WCjzRolNajIRQK8ddff2HatGkYNGgQBg0ahOnTpyM2NlYrNgMk+knpkPHp0yfUq1cP69atK/LxZcuWITw8HOvWrcONGzfg4uKCzp07y32BBQUF4cCBA4iJicHFixeRnZ0NX19fuaQ/cOBAJCYm4sSJEzhx4gQSExMxePDgMpwiKY00aEyYMEHloCGd5FlUwAC+hNDly5dztjKhJpQ2AY8rx48fR58+fXDkyBFkZWVp5ZdEuXLlwDAM5s+fj9DQUGRnZ2u6SUWys7MrNCTBlhs3bpTYy/A1e3t7bNy4UeGAISUNGrVr1y5rM4kaGdJwCY9RobU8Hg8HDhxAr169AHz5H+fm5oagoCDZLoQikQjOzs4ICwvDyJEjIRQKUb58eezcuVM2ae7169dwd3fHsWPH0KVLF9y/fx+1a9fG1atX0bRpUwDA1atX0bx5czx48AA1atQotW1ZWVlqXwdC1/H5fAQEBGDNmjWwtrZW+vnSgDFp0qQiA8bX2rVrhz179qh1YSuujBs3DuvXr9dY/SYmJqhSpQq8vb3RsGFD/PDDD1qzsdrnz5/x008/4cSJE+Dz+fDz88OcOXNQvXp1hZd112V5eXkIDAzEzp07Sy1rb2+PTZs2oU+fPmUeupEuxsX2qp+GRCgUcjbPSvq95Ovrq9LwYV5eHo4cOcJpW9nC6l/5s2fPkJaWBh8fH9l9pqamaNu2LS5fvgzgy2WTeXl5cmXc3Nzg6ekpK3PlyhXY2trKAgYANGvWDLa2trIy3xKJRMjKypK7EeVIJBLs2LGjTD0aygQMADh37hx+/fVXvH37tqzN1Qq5ubklXrWgDmKxGA8ePEBUVBQmT56Mv//+W6Pt+ZqZmRnWrVuHRo0aQSKRIDo6Gm3atMGxY8c03TS1OH36NP76669Sy7ERMIAvPRqxsbHUo0G0BqshIy0tDQDg7Owsd7+zs7PssbS0NJiYmBTa/fLbMkVNaHNycpKV+VZoaKhs/oatra3eTCxUt7IEDbFYjD///BPBwcEKBQypo0eP4tdff8W7d+/K2lyNi4+Px61btzTdDBkjIyNUr15d082QU7VqVURHR6NRo0YAvszLef36tYZbxb2UlBTMmDGjxA3ZAMDKygobN25UOWBIeXp6Ijo6mj4DtZghDZdw0l/57R8KwzCl/vF8W6ao8iUdJyQkBEKhUHZ7+fJlGVpOgP8LGuPHjy9x8aeCggI8evQIw4cPx8SJE5Ueb2cYBkeOHNHZoJGbm4vly5eX+iWiTm3btkXnzp013YxCqlWrhujoaHh7e2u6KWohFAoxefJk3Llzp8RyfD4fkyZNUnoORmnq1q2LZcuWqeXyXKI8QwoZrF7CKl33Py0tTW53zfT0dFnvhouLC8RiMTIyMuR6M9LT02Wz9F1cXIr8cnv79m2hXhIpU1NTmJqasnYuhk4aNK5du4aBAweifv36qFq1Kvh8Pl69eoXHjx/j7NmzOHPmjMoBQRo01LlUt6rEYjGWLFmiVd3+FStWxMqVK7V2sbNq1aohJiYGvXr1wocPHzTdHM4IhUKMHj1aoWGSJk2aYPLkyRAIBKy3o1evXvDx8cGRI0dYPzZRDV3CWkYeHh5wcXFBXFyc7D6xWIzz58/LAoS3tzeMjY3lyqSmpiIpKUlWpnnz5hAKhbh+/bqszLVr1yAUCjVyuaChYhgGDx48wJw5c9CrVy80btwY3t7e6Nq1K0aNGoXY2FhWeiB0rUfj650p1bn/S0mMjIwwe/ZseHl5abopJapWrRrWrVuH+/fv6+WCT9KAERMTU+oXAZ/Px/jx4zmboG5mZoZff/2VkwBDiKKUDhnZ2dlITExEYmIigC+TPRMTE5GcnAwej4egoCAsWbIEBw4cQFJSEoYOHQoLCwsMHDgQwJedPwMDAzF58mScOXMGCQkJ8Pf3h5eXFzp16gQAqFWrFrp27Yrhw4fj6tWruHr1KoYPHw5fX1+Friwh7JNIJMjJyUFOTg4nX6zSoBEYGKjVQUMsFmPx4sVatzNl165ddeYS77Zt26JZs2bFTuLWVcoEDABwdXVF+/btOW1T48aN4eDgwGkdRHk0XFKCmzdvyv1hBAcHAwCGDBmCbdu2Ydq0acjNzcWYMWOQkZGBpk2b4tSpU3KXRK5cuRJGRkbo168fcnNz0bFjR2zbtk0ucUdFRWHChAmyq1B69OhR7NocRD8wDIPDhw8jMDAQkZGRWjd0Ig0Y2ravg7GxMcaNGwdzc3NNN0UhPB4P/v7+GD9+PL777jt4eHhoukkqEwqFGDt2rMIBAwBq1qzJ+YqtlpaWatvEjyjOkIZLVFonQ5vROhm6i8fjoWXLlti4cWOZLsVjGAZXrlxBfHw8RowYwcpcHekcjCVLlmhVwAC+DEFcv3690BVb2m7btm2IiorC9u3b4ebmpunmlJk0YOzevVupD/+xY8dy/sPpw4cPqFevXolb3BN56lgno0uXLiqvk3Hy5EnDWyeDEDYwDIOLFy/ixx9/RGRkJIRCocLPzc7OxurVq+Hr64vg4GDMnz8fIpFIpfZIA4a29WBI1a9fXycDdatWrXDz5k0EBAQgNTVV080pk7IGDHV5+fKlXk+y1VWGNFxCIYNorefPn2PkyJFo164dIiIikJSUhOzs7CL/wMRiMc6ePYsff/wRU6ZMQUZGBvLz87FixQqVgsbXPRhisVjVU+KEg4ODTq6e6eLiAmdnZ5w5cwaDBw/WuaCRlpaG0aNHlzlgPHjwgPOJwwcPHkROTg6ndRDlGVLIoF1YiVYrKChAYmIixo4dC0tLS1SuXBmNGzdGjRo1UL16dfB4PCQnJ+PQoUO4fPkycnNz5Z6fl5eH5cuXAwDmzp2r1NCJNg+RfE2XPnC+ZmFhgSpVquC///6TBY2dO3fKXf6ujfLz83H58mVMnjwZ8fHxZf7/Hx8fj6SkJNSvX5/dBv5/z58/x9atWzk5NiGKopBBdALDfNmWOykpCUlJSQD+b8G20j7kpT0agOJBIz09Hb/99hu2bdum1QED+HKFV35+PoyMdOvP+fPnz0hOTpb9WxeChkgkwujRo7F3716VNxPMzMzEzJkzER0dzfpwV2ZmJqZNm4YXL16welzCDkOa+Kl7fayE/H/K/KHm5eVhxYoVmD59eonbowuFQsTExKBt27bYvHmz1gcMAPjf//6HV69eaboZSnvz5k2hRffOnDmDgIAArV123MjICKmpqSoHDKkTJ05g9OjRSs07Kk1mZiZGjRqFvXv3snZMwj5DGCoBqCeDGJC8vDysWbMGx48fxw8//ICmTZvCyckJZmZmSE5ORkJCAo4ePYr//vtPaxbZUkR6ejqioqIwc+ZMTTdFYQzDYNu2bXj//n2hx06fPo0ePXpgzZo1aNq0qVYtJiUQCFi9VJhhGMTExIDP52P9+vUq92hkZmZi9OjR2LNnj859GRH9RCGDGBSGYfDw4UM8fPgQwJc1Jng8ntZO6lQEwzBYvXo1OnXqhCZNmmi6OaViGAb79u3D6tWri/0ijI+Pxw8//ICePXuiV69eqFu3LhwdHWFmZgZjY2OdnOhaHIZhsHv3bgDAhg0bynxJonQxsNjYWAoYWs6QhksoZBCDpgvDIYpIT0/HyJEjERMTo9Wr4koDxsiRI0sdIhAKhdixYwd27doFKysrODk5wcrKCh4eHqhYsSKqV6+OcuXKoXLlygCAjx8/okmTJrCzs+P+RFimatAQCoWypf516QvIUFHIIITonMTERPTv3x+xsbFat9078H8BY8SIEcjIyCixrKWlJSwsLCASiZCdnY2srCxkZWUBgGxLA+DL5F/pcAqPx0NAQABWrVrF2SZxeXl5yMzM5OTY0qDB4/Gwfv16hYMG9WDoHkMKGfrT50gIQWJiIvz8/GTDQdqCYRjs37+/1IDx3XffYdmyZbh69Spu3bqF+Ph4bN++HU2aNClyK3SGYZCfn4/8/Hzk5eVh69atmDRpErKzszk5j+fPn8uFHLYxDIOoqCiMHTtWFqpKoux+KYSoG4UMQvSMtgUNRQIGn89Hnz59EBcXh6lTp8LT0xMVK1ZEtWrV4O/vj+PHj2PUqFGlTgKVSCTYsmULJ0EjNzcXK1euLLUXRlXSoBEYGFjiJagUMHSXIS3GRSGDED0kDRpPnz7VaDsYhsGBAwcwYsSIYpe35vP5sg0WixvmcXBwwIoVKzQWNHJzczFz5kxs2rSJleOVhmEY7N27F127dkVERATevn0LiUQC4Mv5JSUlYdiwYRQwdJQhhQyak0GInkpMTMTZs2dRpUoVjdQvDRjDhw8vNWCsWbOm1HkUFhYWWLZsGSQSCTZt2oSCgoJiy0qDBvBl12dV5mh8/vwZM2fOxNq1a0uskwsPHjzAuHHjsGzZMjRu3BhVq1bFkydP8M8//xR5+S8h2oZCBiF6TBOrgObl5eHdu3f466+/MH/+/FIDxurVqxUOARYWFrLVWxUNGjweD+Hh4WUKGp8/f0ZISIhGAoaURCLB8+fP8fz5c43UT9hnSBM/KWQQoqeMjY1Rs2ZNtdaZn5+PCRMm4MiRI3j9+rWsi/9bfD4fAQEBWL16NaytrZWqQ9mgERkZCQBKBw1pD8a6des0FjCIfjKkkEFzMgjRU3Z2dqhQoYJa6zQyMoKHhwdSUlJKDRhr1qxROmBISYPGiBEjFJqjERkZiYEDB+Lly5cKHf/rIRJdWv2VEG1DIYMQPVW9enWUL19e7fX26dMHDg4ORT7GRsCQUjZoHD58GF27dsXff/9d4gqvFDAI1wxp4ieFDEL0VIsWLZTa2p4t7u7uqFWrVqH72QwYUsoEDQC4d+8eBgwYgJ9//hlnz55FTk6O3OO5ubn47bffKGAQThlSyKA5GYToqbp162qkXhMTE7i5uRW6v02bNli1ahVrAUNKetVJSkoKDh8+XGr53NxcHDp0CKdOnUL9+vXRp08fuLi44OPHj/j7779x5swZChiEsIRCBiF6ysTERNNNkLG3t0dYWJjKu4wWx8rKCitWrMD169cLbR9fnM+fP+Pq1au4evUqJ20ipDg08ZMQovNSU1M1Um9ubi6ePXsmd1+bNm3g7e3Nab3ff/89/P39Oa2DEDYY0nAJhQxC9NS2bduQnp6u9npv3LiBe/fuyd3XunVrheZMqILH42HkyJFwdHTktB5CVEUhgxCi827fvo0xY8YUuxgWFzIzMzFr1qxCEyqdnJzUUn+VKlXQuHFjtdRFCCkdhQxC9NTXG5OpI2hkZ2cjODgYly9f5ryu4ggEArRu3Vpj9ROiCEPqyaCJn4ToMWnQAL6sjlnc+hWqys7ORlBQELZv317kIlzfztHgkre3N/h8frGLgRGiaTTxkxCiN6RBY+TIkZxsUy4NGFu3bi32i/3cuXMlLoDFpsqVK6u0IRohhD0UMggxAAzDYN++fRgxYgSrQSM7OxuTJk0qMWAAwLVr13DlyhXW6i2JhYWFRjaGI0RRhjRcQiGDEAPBdtCQBowtW7aUOjSRk5ODFStWIDc3V+V6CdF1FDIIIXrp66Dx9u3bMh9HmYAhdeLECaxevZrz1TTfvHlDYYYQLUEhgxADIw0aHTp0wJ9//onU1FSlvvjT0tIwbtw4pQIG8GUb+Hnz5iE8PJzToHHhwgUKGUSrGVJPBg1cEmKAGIZBUlISRo0aBVdXV3h6eqJevXpwd3dH7dq14eDgAGdnZxgbG8PGxgZZWVnIzMzEuXPnsHHjRty8ebNM9YpEIsyZMwcAEBwczPrciYcPH2LdunWsHpMQLuhSUFAFhQxCDJhEIsGrV6/w6tUrnDx5EsCXtSZMTU1hYWEBc3NzuLq6IjU1FVlZWcjKylL5w1EaNHg8HiZNmsRa0Hj8+DEGDRqEp0+fsnI8QojqlB4uuXDhArp37w43NzfweDwcPHhQ9lheXh6mT58OLy8vWFpaws3NDQEBAXj9+rXcMUQiEcaPHw9HR0dYWlqiR48eSElJkSuTkZGBwYMHw9bWFra2thg8eDAyMzPLdJKEEMUVFBQgJycH7969w8uXL3H9+nW8fPkSQqGQtV9f0qCxcuVKVoZOnjx5ggEDBpS5h4UQddLUcMmGDRvg4eEBMzMzeHt7499//y227P79+9G5c2eUL18eNjY2aN68ueyHiDKUDhmfPn1CvXr1iuySzMnJwa1btzB79mzcunUL+/fvx8OHD9GjRw+5ckFBQThw4ABiYmJw8eJFZGdnw9fXFwUFBbIyAwcORGJiIk6cOIETJ04gMTERgwcPVvoECSHa6fPnz5g9e7bKQePJkyfo378/BQyiMzQRMmJjYxEUFIRZs2YhISEBrVu3Rrdu3ZCcnFxk+QsXLqBz5844duwY4uPj0b59e3Tv3h0JCQlKn2yZAWAOHDhQYpnr168zAJgXL14wDMMwmZmZjLGxMRMTEyMr8+rVK4bP5zMnTpxgGIZh7t27xwBgrl69Kitz5coVBgDz4MEDhdomFAoZAHSjG920/GZmZsYsX76cycvLU/ITiGEeP37MNGrUSOPnQDf9uQmFQqXfh4qSfi/Vr1+f8fb2LvOtfv36Sre1SZMmzKhRo+Tuq1mzJjNjxgyFj1G7dm1m/vz5CpdnGIbh/OoSoVAIHo8HOzs7AEB8fDzy8vLg4+MjK+Pm5gZPT0/ZngdXrlyBra0tmjZtKivTrFkz2NraFrsvgkgkko0ZS2+EEO33dY+GSCRS+HnUg0EM3bffecX9/YjFYsTHx8t97wKAj4+PwnsNSSQSfPz4UemtCTgNGZ8/f8aMGTMwcOBA2NjYAPhy+ZuJiQns7e3lyjo7OyMtLU1WpqhdG52cnGRlvhUaGiqbv2Frawt3d3eWz4YQwpXPnz/jt99+Q7du3bB27VpcvHgR7969K7Y8BQyiyxiWhkvc3d3lvvdCQ0OLrO/du3coKCiAs7Oz3P1ff++W5vfff8enT5/Qr18/pc6Vs6tL8vLy0L9/f0gkEmzYsKHU8gzDgMfjyf799X8XV+ZrISEhCA4Olv07KyuLggYhOkQsFuPs2bM4e/YsTExM4O7ujsDAQAwZMgRubm6yco8fP6ZJnkSnMWWcV/H18wHg5cuXsh/wAGBqalri8779/izpO/Vr0dHRmDdvHv7+++8iOwBKwknIyMvLQ79+/fDs2TP8888/cv8TXFxcIBaLkZGRIdebkZ6ejhYtWsjKvHnzptBx3759WyiJSZmampb6P5gQohvEYjGePHmCWbNmYfPmzejbty/q1KmDpKQk/P3333j48KGmm0iIxtnY2Mh9vxbH0dERAoGgUK9Fenp6sd+pUrGxsQgMDMRff/2FTp06Kd1G1odLpAHj0aNHOH36NMqVKyf3uLe3N4yNjREXFye7LzU1FUlJSbKQ0bx5cwiFQly/fl1W5tq1axAKhbIyhBD9xzAMnj59imXLlmHIkCFYvnw5BQyi89gaLlGUiYkJvL295b53ASAuLq7E79To6GgMHToUu3fvxo8//limc1W6JyM7OxuPHz+W/fvZs2dITEyEg4MD3Nzc0LdvX9y6dQtHjhxBQUGBLDk5ODjAxMQEtra2CAwMxOTJk1GuXDk4ODhgypQp8PLykqWkWrVqoWvXrhg+fDg2btwIABgxYgR8fX1Ro0aNMp0oIYQQog3YGi5RRnBwMAYPHoxGjRqhefPm2LRpE5KTkzFq1CgAX6YcvHr1Cjt27ADwJWAEBARg9erVaNasmey73NzcHLa2tko1Vilnz54t8rKfIUOGMM+ePSv2sqCzZ8/KjpGbm8uMGzeOcXBwYMzNzRlfX18mOTlZrp73798zgwYNYqytrRlra2tm0KBBTEZGhsLtpEtY6UY3utGNbsre1HEJq6enJ1OvXr0y3zw9PcvU1vXr1zOVKlViTExMmIYNGzLnz5+XPTZkyBCmbdu2sn+3bdu2yP8/Q4YMUapOHsPo5wLqWVlZyqUtQgghBk8oFCo0z6EspN9LderUgUAgKPNxCgoKcPfuXU7byhbau4QQQghRI0YDwyWaQlu9E0IIIYQT1JNBCCGEqJEh9WRQyCCEEELUiEIGIYQQQjhhSCGD5mQQQgghhBPUk0EIIYSokSH1ZFDIIIQQQtTIkEIGDZcQQgghhBPUk0EIIYSokSH1ZFDIIIQQQtTIkEIGDZcQQgghhBPUk0EIIYSokSH1ZFDIIIQQQtRMl4KCKmi4hBBCCCGcoJ4MQgghRI1ouIQQQgghnKCQQQghhBBOGFLIoDkZhBBCCOEE9WQQQgghamRIPRkUMgghhBA1MqSQQcMlhBBCCOEE9WQQQgghamRIPRkUMgghhBA1MqSQobfDJbr0IhBCCNEO9N3BLr0NGe/fv9d0EwghhOiYjx8/cl6HtCdDlZuu0NvhEgcHBwBAcnIybG1tNdwadmRlZcHd3R0vX76EjY2NppvDCjon3aGP50XnpBvUcU4Mw+Djx49wc3Pj5Pjf1mUowyV6GzL4/C+dNLa2tnrzhyZlY2ND56QD9PGcAP08Lzon3cD1OenLD1JtorchgxBCCNFG1JNBCCGEEE5QyNADpqammDt3LkxNTTXdFNbQOekGfTwnQD/Pi85JN+jbORlSyOAxutRaQgghREdlZWXB1tYWTk5OsnmDZSGRSJCeng6hUKj18270tieDEEII0UaG1JNBIYMQQghRI0MKGXq7GBchhBBCNIt6MgghhBA1MqSeDAoZhBBCiBoZUsjQ2+GSDRs2wMPDA2ZmZvD29sa///6r6SYVKTQ0FI0bN4a1tTWcnJzQq1cv/Pfff3Jlhg4dCh6PJ3dr1qyZXBmRSITx48fD0dERlpaW6NGjB1JSUtR5KjLz5s0r1F4XFxfZ4wzDYN68eXBzc4O5uTnatWuHu3fvyh1Dm84HACpXrlzonHg8HsaOHQtAN16jCxcuoHv37nBzcwOPx8PBgwflHmfrdcnIyMDgwYNha2sLW1tbDB48GJmZmWo/p7y8PEyfPh1eXl6wtLSEm5sbAgIC8Pr1a7ljtGvXrtBr179/f608J4C995o2nVNRf1s8Hg/Lly+XldG214koRi9DRmxsLIKCgjBr1iwkJCSgdevW6NatG5KTkzXdtELOnz+PsWPH4urVq4iLi0N+fj58fHzw6dMnuXJdu3ZFamqq7Hbs2DG5x4OCgnDgwAHExMTg4sWLyM7Ohq+vLwoKCtR5OjJ16tSRa+///vc/2WPLli1DeHg41q1bhxs3bsDFxQWdO3eW25hI287nxo0bcucTFxcHAPj5559lZbT9Nfr06RPq1auHdevWFfk4W6/LwIEDkZiYiBMnTuDEiRNITEzE4MGD1X5OOTk5uHXrFmbPno1bt25h//79ePjwIXr06FGo7PDhw+Veu40bN8o9ri3nJMXGe02bzunrc0lNTcWWLVvA4/HQp08fuXLa9DqpwpA2SAOjh5o0acKMGjVK7r6aNWsyM2bM0FCLFJeens4AYM6fPy+7b8iQIUzPnj2LfU5mZiZjbGzMxMTEyO579eoVw+fzmRMnTnDZ3CLNnTuXqVevXpGPSSQSxsXFhVm6dKnsvs+fPzO2trbMH3/8wTCM9p1PUSZOnMhUrVqVkUgkDMPo3msEgDlw4IDs32y9Lvfu3WMAMFevXpWVuXLlCgOAefDggVrPqSjXr19nADAvXryQ3de2bVtm4sSJxT5H286Jjfeatp3Tt3r27Ml06NBB7j5tfp0UJRQKGQCMvb094+DgUOabvb09A4ARCoWaPqVS6V1PhlgsRnx8PHx8fOTu9/HxweXLlzXUKsUJhUIA/7eLrNS5c+fg5OSE6tWrY/jw4UhPT5c9Fh8fj7y8PLlzdnNzg6enp8bO+dGjR3Bzc4OHhwf69++Pp0+fAgCePXuGtLQ0ubaampqibdu2srZq4/l8TSwWY9euXfj111/B4/Fk9+vaa/Q1tl6XK1euwNbWFk2bNpWVadasGWxtbbXiPIVCIXg8Huzs7OTuj4qKgqOjI+rUqYMpU6bI9d5o4zmp+l7TxnOSevPmDY4ePYrAwMBCj+na60T0cOLnu3fvUFBQAGdnZ7n7nZ2dkZaWpqFWKYZhGAQHB6NVq1bw9PSU3d+tWzf8/PPPqFSpEp49e4bZs2ejQ4cOiI+Ph6mpKdLS0mBiYgJ7e3u542nqnJs2bYodO3agevXqePPmDRYtWoQWLVrg7t27svYU9fq8ePECALTufL518OBBZGZmYujQobL7dO01+hZbr0taWhqcnJwKHd/JyUnj5/n582fMmDEDAwcOlFslcdCgQfDw8ICLiwuSkpIQEhKC27dvy4bEtO2c2Hivads5fW379u2wtrZG79695e7XtdepJIyKwx2qPl+d9C5kSH39CxP48qJ8e5+2GTduHO7cuYOLFy/K3e/n5yf7b09PTzRq1AiVKlXC0aNHC/0hfk1T59ytWzfZf3t5eaF58+aoWrUqtm/fLpugVpbXR1tew8jISHTr1g1ubm6y+3TtNSoOG69LUeU1fZ55eXno378/JBIJNmzYIPfY8OHDZf/t6emJ77//Ho0aNcKtW7fQsGFDANp1Tmy917TpnL62ZcsWDBo0CGZmZnL369rrVBJDChl6N1zi6OgIgUBQKLmmp6cX+pWmTcaPH49Dhw7h7NmzqFixYollXV1dUalSJTx69AgA4OLiArFYjIyMDLly2nLOlpaW8PLywqNHj2RXmZT0+mjz+bx48QKnT5/GsGHDSiyna68RW6+Li4sL3rx5U+j4b9++1dh55uXloV+/fnj27Bni4uJK3euhYcOGMDY2lnvttO2cvlaW95q2ntO///6L//77r9S/L0D3XqevMQY08VPvQoaJiQm8vb1lXWhScXFxaNGihYZaVTyGYTBu3Djs378f//zzDzw8PEp9zvv37/Hy5Uu4uroCALy9vWFsbCx3zqmpqUhKStKKcxaJRLh//z5cXV1l3Z1ft1UsFuP8+fOytmrz+WzduhVOTk748ccfSyyna68RW69L8+bNIRQKcf36dVmZa9euQSgUauQ8pQHj0aNHOH36NMqVK1fqc+7evYu8vDzZa6dt5/StsrzXtPWcIiMj4e3tjXr16pVaVtdeJ4PF8cRSjYiJiWGMjY2ZyMhI5t69e0xQUBBjaWnJPH/+XNNNK2T06NGMra0tc+7cOSY1NVV2y8nJYRiGYT5+/MhMnjyZuXz5MvPs2TPm7NmzTPPmzZkKFSowWVlZsuOMGjWKqVixInP69Gnm1q1bTIcOHZh69eox+fn5aj+nyZMnM+fOnWOePn3KXL16lfH19WWsra1l//+XLl3K2NraMvv372f+97//MQMGDGBcXV219nykCgoKmO+++46ZPn263P268hp9/PiRSUhIYBISEhgATHh4OJOQkCC70oKt16Vr165M3bp1mStXrjBXrlxhvLy8GF9fX7WfU15eHtOjRw+mYsWKTGJiotzfl0gkYhiGYR4/fszMnz+fuXHjBvPs2TPm6NGjTM2aNZkGDRpo5Tmx+V7TlnOSEgqFjIWFBRMREVHo+dr4OpWF9OoSa2trxsbGpsw3a2trnbm6RC9DBsMwzPr165lKlSoxJiYmTMOGDeUuCdUmAIq8bd26lWEYhsnJyWF8fHyY8uXLM8bGxsx3333HDBkyhElOTpY7Tm5uLjNu3DjGwcGBMTc3Z3x9fQuVURc/Pz/G1dWVMTY2Ztzc3JjevXszd+/elT0ukUiYuXPnMi4uLoypqSnTpk0b5n//+5/cMbTpfKROnjzJAGD+++8/uft15TU6e/Zske+1IUOGMAzD3uvy/v17ZtCgQYy1tTVjbW3NDBo0iMnIyFD7OT179qzYv6+zZ88yDMMwycnJTJs2bRgHBwfGxMSEqVq1KjNhwgTm/fv3WnlObL7XtOWcpDZu3MiYm5szmZmZhZ6vja9TWUhDhpWVlayNZblZWVnpTMjgMYwODe4QQgghOiorKwu2trawsrJSaTIqwzDIzs6GUCgsdY6Rpunt1SWEEEKINlL1t70u9Q1QyCCEEELUyJBCht5dXUIIIYQQ7UA9GYQQQogaGVJPBoUMQgghRI0MKWTQcAkhhBBCOEE9GYQQQogaGVJPBoUMQgghRI0oZBBCCCGEE4YUMmhOBiGEEEI4QT0ZhBBCiBoZUk8GhQxCCCFEjQwpZNBwCSGEEEI4QT0ZhBBCiBoZUk8GhQxCCCFEjQwpZNBwCSGEEGIANmzYAA8PD5iZmcHb2xv//vtvieXPnz8Pb29vmJmZoUqVKvjjjz+UrpNCBiGEEKJGDMOofFNWbGwsgoKCMGvWLCQkJKB169bo1q0bkpOTiyz/7Nkz/PDDD2jdujUSEhIwc+ZMTJgwAfv27VOqXh6jS/0uhBBCiI7KysqCra0ta8cTCoWwsbFRqGzTpk3RsGFDREREyO6rVasWevXqhdDQ0ELlp0+fjkOHDuH+/fuy+0aNGoXbt2/jypUrCreRejIIIYQQHZSVlSV3E4lERZYTi8WIj4+Hj4+P3P0+Pj64fPlykc+5cuVKofJdunTBzZs3kZeXp3AbKWQQQgghamBiYgIXFxdWjmVlZQV3d3fY2trKbkX1SADAu3fvUFBQAGdnZ7n7nZ2dkZaWVuRz0tLSiiyfn5+Pd+/eKdxOurqEEEIIUQMzMzM8e/YMYrFY5WMxDAMejyd3n6mpaYnP+bZ8UccorXxR95eEQgYhhBCiJmZmZjAzM1NrnY6OjhAIBIV6LdLT0wv1Vki5uLgUWd7IyAjlypVTuG4aLiGEEEL0mImJCby9vREXFyd3f1xcHFq0aFHkc5o3b16o/KlTp9CoUSMYGxsrXDeFDEIIIUTPBQcHY/PmzdiyZQvu37+PSZMmITk5GaNGjQIAhISEICAgQFZ+1KhRePHiBYKDg3H//n1s2bIFkZGRmDJlilL10nAJIYQQouf8/Pzw/v17LFiwAKmpqfD09MSxY8dQqVIlAEBqaqrcmhkeHh44duwYJk2ahPXr18PNzQ1r1qxBnz59lKqX1skghBBCCCdouIQQQgghnKCQQQghhBBOUMgghBBCCCcoZBBCCCGEExQyCCGEEMIJChmEEEII4QSFDEIIIYRwgkIGIYQQQjhBIYMQQgghnKCQQQghhBBOUMgghBBCCCf+HzX46DyAj4deAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dilated = thresholded\n",
"for i in range(30):\n",
" dilated = ndimage.binary_dilation(dilated)\n",
"plt.imshow(dilated.astype(np.uint8), cmap='gray')\n",
"plt.colorbar()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now what about the combination of `erosion` with `dilation`?"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ed = thresholded\n",
"for i in range(30):\n",
" ed = ndimage.binary_erosion(ed)\n",
"for i in range(30):\n",
" ed = ndimage.binary_dilation(ed)\n",
"plt.imshow(ed.astype(np.uint8), cmap='gray')\n",
"plt.colorbar();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# End of detour - no more morphological operations\n",
"\n",
"Let's view our connected components labels a bit larger."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x1000 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(nrows=1, ncols=1, figsize=(10, 10))\n",
"labels, num_labels = ndimage.label(thresholded)\n",
"plt.imshow(labels, cmap='jet')\n",
"plt.colorbar();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So, above are the labels for each connected component. Note that some individual coffee beans may be broken into two or more components and that sometimes multiple coffee beans may have been combined into one connected component."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we can calculate the \"center of mass\" of each connected component."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"coms = ndimage.center_of_mass(thresholded, labels, index=range(1,num_labels))"
]
},
{
"cell_type": "markdown",
"metadata": {
"nbgrader": {
"grade": false,
"grade_id": "cell-1213340a2a7c110e",
"locked": true,
"schema_version": 3,
"solution": false
}
},
"source": [
"## Question Part B\n",
"\n",
"Change the parameters (and, if you like, change the processing steps) to label each coffee bean individually. Make a plot where each bean is marked with an \"x\".\n",
"\n",
"You may like to change:\n",
"\n",
" - the image channel used (red, green, blue, an average of all channels, ...)\n",
" - gaussian blur size\n",
" - threshold used for binarization\n",
" - optionally, any morphological image operations"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"nbgrader": {
"grade": true,
"grade_id": "cell-9a32e77f790bb4da",
"locked": false,
"points": 2,
"schema_version": 3,
"solution": true
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x1000 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(nrows=1, ncols=1, figsize=(10, 10))\n",
"plt.imshow(im, cmap='gray')\n",
"plt.colorbar()\n",
"for com in coms:\n",
" ax.plot([com[1]],[com[0]], 'x') "
]
},
{
"cell_type": "markdown",
"metadata": {
"nbgrader": {
"grade": false,
"grade_id": "cell-5b9512404535239b",
"locked": true,
"schema_version": 3,
"solution": false
}
},
"source": [
"## Question Part C\n",
"\n",
"Describe what can go wrong when performing this connected components analysis to count and identify individual coffee beans. Name two possible problems and what do you see if each problem happens?"
]
},
{
"cell_type": "markdown",
"metadata": {
"nbgrader": {
"grade": true,
"grade_id": "cell-b109315aba1b058b",
"locked": false,
"points": 2,
"schema_version": 3,
"solution": true
}
},
"source": [
"(Answer here.)"
]
}
],
"metadata": {
"celltoolbar": "Create Assignment",
"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": "3.11.10"
}
},
"nbformat": 4,
"nbformat_minor": 4
}