ANN-route-predition/experiments/Experiments.ipynb

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"# A suggestion of curse changes for a robot sailboat\n",
"\n",
"## Motivation\n",
"\n",
"The goal of this project is to suggest good points to change the curse of a sailboat while going from point $A$ to point $B$.\n",
"\n",
"This project is done as part of the curse \"Maschienen Learning\" at the University of Applied Sciences South Westphalia. The code labeling the was writen by the team of the [Sailing Team Darmstadt e.V.](https://www.st-darmstadt.de/). A society of stundens whose goal it is to build the [\"roBOOTer\"](https://www.st-darmstadt.de/ueber-uns/boote/prototyp-ii/) a fully autonomous sailboat able to cross the atlantic ocean. A technical challenge that was mastered the first time only a few years ago by [a Norwegian team](http://sailbuoy.no/). I myself am part of the Sailing Team Darmstadt e.V. for nearly 10 years.\n",
"\n",
"One of the challenges to solve is a highly efficient way to find a path over the Ocean. The boot is only 2 meters long and powered by solar energy. That makes power a relatively spares commodity.\n",
"\n",
"## Situation as is\n",
"At the moment the pathfinding algorithm generates a set of more or less random routes to the goal. Each route than gets optimized by a gradient decent moving the curse change points over the ocean to find a path with the lowest cost that can be found by following the highest gradient. This is relatively inefficient since only local minima can be found for each of the randomly generated route. The route with the lowest cost for the so optimized route will be chosen as the final route.\n",
"The idea of this project is to ascertain if it is possible to generate a better initial route through a neural network to give the system a kind of good instinct for the initial routes to reduce optimization steps and the number fo routes that need to be calculated to find a good route. Even tough the initial calculation effort could be high the parallel calculation of 40 routes and lots of optimization steps make it possible that some calculation time and therefore energy can be saved this way.\n",
"The idea of this project is to ascertain if it is possible to generate a better initial route through a neural network to give the system a kind of good instinct for the initial routes to reduce optimization steps and the number fo routes that need to be calculated to find a good route. Even tough the initial calculation effort could be high the parallel calculation of 40 routes and lots of optimization steps make it possible that some calculation time and energy can be saved this way.\n",
"\n",
"## The Project\n",
"\n",
"The goal of this project is to calculate a good first route. That allows for some simplifications of this problem.\n",
"\n",
"Some solutions and assumptions can be made.\n",
"1. The route proposed by this network will not be the final route. This make a somewhat accurate solution good enough.\n",
"2. Since the neural network should not learn how to interpret a specific map but the concept of a map the map can be rotated.\n",
"This allows the wind to come always from north.\n",
"3. Since curse speed is only somewhat proportional to the wind speed a final course may change depending on wind speed not only direction.\n",
"These changes are however somewhat small compared to other influences and can hopefully be ignored since later processing of a proposed route should strait these details out.\n",
"4. When the wind comes always from the same direction (After map orientation by wind) map and route can be mirrored allowing to use all data twice for each route.\n",
"5. Scale does only matter when the curvature of the earth has a significant influence. Allowing for different scaling of the problem for additional training data.\n",
"\n",
"Since there is a solution for this project that only needs some optimisation we can used labeled data to train the network.\n",
"\n",
"### The generell structure\n",
"\n",
"Since"
]
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{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"/pyrate\n"
]
}
],
"source": [
"%cd /pyrate/"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
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"outputs": [],
"source": [
"import os\n",
"from typing import Optional, Final\n",
"from math import pi\n",
"import glob\n",
"\n",
"from tqdm.notebook import trange, tqdm\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import pandas as pd\n",
"from PIL import ImageDraw, Image\n",
"from shapely.geometry import Polygon, Point, LineString\n",
"from shapely.ops import unary_union, split"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"pycharm": {
"name": "#%%\n"
},
"scrolled": false
},
"outputs": [],
"source": [
"import experiments\n",
"from pyrate.plan.nearplanner.timing_frame import TimingFrame\n",
"from pyrate.plan.geometry.route import CartesianRoute"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"experiments.optimization_param.n_iter_grad = 50\n",
"experiments.optimization_param.verbose = False"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"SIZE_INNER = 75\n",
"SIZE_ROUTE = 100\n",
"MIN_DESTINATION_DISTANCE = 25"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"# https://stackoverflow.com/questions/16444719/python-numpy-complex-numbers-is-there-a-function-for-polar-to-rectangular-co\n",
"def polar_to_cartesian(\n",
" radii: np.ndarray,\n",
" angles: np.ndarray,\n",
"):\n",
" \"\"\"Transforms polar coordinates into cartesian coordinates.\n",
"\n",
" Args:\n",
" radii: A array of radii.\n",
" angles: A array of angles.\n",
"\n",
" Returns:\n",
" An array of cartesian coordinates.\n",
" \"\"\"\n",
" return radii * np.exp(2j * angles * np.pi)\n",
"\n",
"\n",
"def cartesian_to_polar(\n",
" x: np.ndarray,\n",
"):\n",
" \"\"\"Transforms cartesian coordinates into polar coordinates.\n",
"\n",
" Args:\n",
" x: A set of complex number to be separated into polar coordinates.\n",
"\n",
" Returns:\n",
" An distance array and an angle array.\n",
" \"\"\"\n",
" return abs(x), np.angle(x)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
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"data": {
"text/plain": [
"(array('d', [-86.18119184916772, -87.90889551960576, -87.947661741894, -86.99618756345707, -86.61726076535952, -86.3345620264375, -86.054807055551, -86.18119184916772]),\n",
" array('d', [-78.52226115759798, -78.73057445583323, -78.97513210182939, -79.9479803029265, -79.86728995594082, -79.67518404361331, -79.0727426090598, -78.52226115759798]))"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def random_polygon(\n",
" radius_mean: float = 2,\n",
" radius_sigma: float = 1.5,\n",
"):\n",
" \"\"\"Generates the simplest of polygons, a triangle with a size described by a random polygon.\n",
"\n",
" Args:\n",
" radius_mean: The average radius defining a circumcircle of a triangle.\n",
" radius_sigma: The variance of a radius defining a circumcircle of a triangle.\n",
"\n",
" Returns:\n",
" A single triangle.\n",
" \"\"\"\n",
" number_of_corners = np.random.randint(3, 10)\n",
" array = polar_to_cartesian(\n",
" np.random.lognormal(radius_mean, radius_sigma),\n",
" np.sort(np.random.rand(number_of_corners)),\n",
" )\n",
" offset = np.random.randint(low=-SIZE_ROUTE, high=SIZE_ROUTE, size=(2,))\n",
" return_values = np.zeros((number_of_corners, 2), dtype=float)\n",
" # return_values[1, :] = np.real(offset)\n",
" return_values[:] = offset\n",
" return_values[:, :] += np.array((np.real(array), np.imag(array))).T\n",
" return Polygon(return_values)\n",
" # return np.array( + offset[0], np.imag(array) + offset[1])\n",
"\n",
"\n",
"random_polygon().exterior.xy"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
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"name": "#%%\n"
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"name": "stdout",
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"text": [
"POLYGON ((-95.10069931721466 92.77567449205789, -95.2897018683966 92.72655632786748, -95.32388941964963 92.7119739559533, -94.24521712866358 91.79478282904707, -95.10069931721466 92.77567449205789))\n"
]
}
],
"source": [
"print(random_polygon())"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"def generate_obstacles(\n",
" seed=None,\n",
" number_of_polygons: int = 40,\n",
" radius_mean: float = 2,\n",
" radius_sigma: float = 1,\n",
") -> dict[str, Polygon]:\n",
" \"\"\"Generates a set of obstacles from a union of triangles.\n",
"\n",
" The union of triangles meas that if polygons overlap o polygon containing the union of those polygons is returned.\n",
" Args:\n",
" seed: A seed to generate a set of obstacles from.\n",
" number_of_polygons: The number of polygons that should be drawn.\n",
" radius_mean: The average radius defining a circumcircle of an obstacle triangle.\n",
" radius_sigma: The variance of a radius defining a circumcircle of an obstacle triangle.\n",
"\n",
" Returns:\n",
" A list of unified obstacles.\n",
" \"\"\"\n",
" if seed is not None:\n",
" np.random.seed(seed)\n",
" polygons = []\n",
" for _ in range(number_of_polygons):\n",
" poly = random_polygon(radius_mean, radius_sigma)\n",
" if poly.contains(Point(0, 0)):\n",
" continue\n",
" if poly.exterior.distance(Point(0, 0)) < 1:\n",
" continue\n",
" polygons.append(poly)\n",
" polygon_list = list(unary_union(polygons).geoms)\n",
" return {str(i): p for i, p in enumerate(polygon_list)}"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"POINT (-61 31)\n"
]
}
],
"source": [
"def generate_destination(\n",
" obstacles: dict[str, Polygon], seed: Optional[int] = None\n",
") -> Point:\n",
" \"\"\"Generates for a map.\n",
"\n",
" Can be used to generate a valid destination for list of obstacles.\n",
" Args:\n",
" obstacles: A list of obstacles.\n",
" seed: The seed determining the point.\n",
"\n",
" Returns:\n",
" A goal that should be reached by the ship.\n",
" \"\"\"\n",
" # sets the seed\n",
" if seed is not None:\n",
" np.random.seed(seed)\n",
"\n",
" # generates the point\n",
" point: Optional[Point] = None\n",
" while (\n",
" point is None\n",
" or abs(point.x) < MIN_DESTINATION_DISTANCE\n",
" or abs(point.y) < MIN_DESTINATION_DISTANCE\n",
" or any(obstacle.contains(point) for obstacle in obstacles.values())\n",
" ):\n",
" point = Point(np.random.randint(-SIZE_INNER, SIZE_INNER, size=(2,), dtype=int))\n",
" return point\n",
"\n",
"\n",
"print(generate_destination(generate_obstacles(42), 42))"
]
},
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"cell_type": "code",
"execution_count": null,
"metadata": {
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"name": "#%%\n"
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\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"100.1516289789457\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"75292.76193632427\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"18967.522924599307\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"63200.63075818353\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"28914.654143248754\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"186.09536925574923\n"
]
},
{
"data": {
"image/png": 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0wIMPPqhIm65du4bt27ffvrCYPn06ihQpAgB44YUX8Nlnn2HChAkA6AJk3LhxsFqtaNu2LTZs2ID27dtjyZIl6NOnD1577TWsX78ec+bMwSOPPAIAaNCgAc6ePYvTp0+jcuWCL3AYY8wrDhxw/2czMiifxbJllNwqwPhND97bWrVqhW3btgGgsrH169dHVFQUbty4gdTUVBw8eBBNmjTBDz/8gDFjxgCgnvmzzz6LVq1a4c4777zdS5dSYsyYMahVqxY6duyIy5cvOzznr7/+ii5dutz+3h7cpZSwWCx5itsAQFpaGlJSUlC8eHH88ccfmDFjBr788ku0b98eEyZMwKZNmxAdHY3p06cDAB544AHMmzdPuV8UY4x5wtVyzbmZzcDIkYBthDOQcIB3U4UKFRAcHIzTp09j69ataNmyJe6++25s27YNsbGxaNCgAUIdbK+6cOECNm/ejOXLl9/ubS9evBiHDx/GgQMH8NNPP2Hr1q0Oz7lly5Y89ecfffRRlCtXDocOHcIzzzxz+/bp06cjOjoa5cuXR82aNREdHY1u3brhiSeewNixY7Fu3TpMmzYNbdq0we7duzHWthAlJiYGmzZtUurXxBhjnjl3zvNjJCcDr7zi+XF0hgO8B1q1aoWtW7feDvAtW7a8/b29QExuvXr1QlBQEOrWrYtLttz5GzduxMCBA2EwGFChQgXcd999Dn/2woULKF26dI7bvv/+e5w/fx516tTB/Pnzb98+duxY7N69G5cvX0ZycrLTvfIyZcrg/PnzTj2WMcZUZTa7P/+encUCfPed68WjdI4DvAdat26NrVu3Yu/evahfvz5atGiBbdu2YevWrWjVqpXDnwnLVl3M1UI/RqPRYV14g8GAAQMG4Ndff81zX0hICLp06XJ7YV5hUlJSYDQaXWoXY4yp4uRJ5bYR2/fG2xOMqcVqBQ4dAn78kQrkqH2+AnCA90CrVq2wfPlylChRAgaDASVKlMDNmzexbdu2fAO8I23btsX8+fORmZmJCxcuYN26dQ4fV6dOHRw7dgwAXRxk/3rZsmWoXbt2np+RUmLLli2oXr16nvuy16C3O3LkCOrXr+902xljTDXx8cpWhjt5EvjiC+WOBwCXLwO//w5MmAA0b051K+rWBYYPp2167mzxU4jfrKIvV/GOQle+u3q8wjRo0ABXr169vQrdfltSUhJKlSrl9Lkeeugh/P3336hbty4qV66Mli1bOnxc9+7d8fXXX2PUqFGQUmLYsGFISEiAlBKNGjXCl19+efux06dPxy+//HK7NvxTDkqjNmzYEAaDAY0aNcLw4cNvz813797d6bYzxphq4uNpq5tS7HPxDz/seQ6SDz8E3nuPykmHhdEiPqs1K9fJiy8Cr75KX2vEf+rBB4h77rkHy5cvR7FixRQ/dmpqKu69915s3rwZwflkjgrU33sgWLJkCR5//SMYu0/I9zGJe1ahU6mbmPvzj15sGQtYzz4LfPqpsscMDgY6dwaWe7itevZsWp2fmpp1W0QE0KYNFbqpWtWz48PzevA8RK8zH330EU6fPq3KsU+fPo1p06blG9wZY8yrDh5U/pgZGcC6dcAff3h2nEGDgNhYSlhmNAJ33AEsWUJlphUI7krgd3Kdufvuu1U7do0aNVCjRg3Vjs8YYy45cUKd45rNwIgRdHxPFvHVr0+JeNasAbp29bnKk9yDZ4wx5psuXFDv2AkJtAjOUyYT0LOnzwV3gAM8Y4wxX3TzJg2nq8ViobnyvXvVO4fGOMAzxhjzPSdP0ty2mlJSaG+8rRiXv+EA7wGDwYDo6GjUq1cPjRo1wkcffXS7apur3nnnnRzfu7KPPrcffvghRza6UaNG4YAnBRsYY8zb4uPVP4eUlOv+66/VP5cGOMB7wGg0Yvfu3di/fz9Wr16NlStXYsqUKW4dK3eAzy8fvTNyB/hvv/0WdevWdft4jDHmdSdOUA9bbcnJwEsvAbbU4f4kIAJ8WmYauv7SFV1/6YqktKTbX6dlKpdAoUyZMpg5cyY+++wzSCmRmZmJ8ePHo1mzZmjYsCG+tl0hXrhwAW3btkV0dDTq16+PTZs2YcKECbBYLIiOjsagQYMAAJGRkQCA9evXo127dujTpw9q166NQYMG3U5x++abb6JZs2aoX78+Ro8eDSklFi1ahNjYWAwaNAjR0dGwWCxo164d7HkE5s6diwYNGqB+/fp4+eWXb7c/MjISEydORKNGjdCiRYvbefIZY0wThw8rm+SmIKmpwBNPeOdcXhQQAb7n3J7YcGoDNpzagEofV7r9dc+5PRU9z5133onMzExcvnwZ3333HYoWLYodO3Zgx44d+OabbxAfH485c+agc+fO2L17N/bs2YPo6GhMmzbt9mjA7Nmz8xz3v//+w4wZM3DgwAGcOHECW7ZsAQCMGTMGO3bswL59+2CxWLB8+XL06dMHMTExmD17Nnbv3p0jr/z58+fx8ssv4++//8bu3buxY8cOLFmyBACQnJyMFi1aYM+ePWjbti2++eYbRX83TAGJiYAtPbEnEhIScPHixTwfN27ccOrnLWaLw5+/cuWKx21jNkePAjExlCGtYkWgRQtg4EBg5kxa/R0IDh3y3rnS04FVq+jDjwTUPnhLhgWWDAsAwBis7uKNVatWIS4u7nbN91u3buHo0aNo1qwZRowYgfT0dPTq1QvR0dGFHqt58+aoVKkSACA6OhonT57EPffcg3Xr1uH999+H2WzG9evXUa9ePTzwwAP5HmfHjh1o167d7Yp0gwYNwsaNG9GrVy+EhoaiRw9K9du0aVOsXr3aw98AU8zevcD06cC8eTRnGBcHeJCvoGGTGFy6dBkGBwmNIqO7FvizISUrYvWKObirTt56BZbEmzh44ABq1qzpdtsCXmYm8MEHwJtvUq/SagXOn6ePf/6hnOfPPQeMH0+P8WcnT3r3fGYzMGwYTQ34ScGtgAjwC/stRKWPK90O7gAQagjFon6LFD3PiRMnYDAYUKZMGUgp8emnn6Jz5855Hrdx40asWLECw4cPxwsvvIChQ4cWeNzsFegMBgMyMjKQkpKCp556CrGxsbjjjjswefJkh5XmnBUSEgJhK+pgPwfTUGoqsGgRvdkfOUJDlZmZlOd61Chg/Xq3i3DUrVsPiXd1RlR0F5d/NrxSPYQ//kOe2zMSr0L+/ByqVKniVpsYgP37gX79KLBZLI4fk5xMnz/8EJg8mf4e/JGU2syJ37oFTJoEvP++98+tAj/968ip74K+eebb0zLT0GdBH8XOceXKFTzxxBMYM2YMhBDo3LkzvvzyS6TbKgkdOXIEycnJOHXqFMqWLYvHHnsMo0aNwq5duwBQgE13oeqQPZiXKlUKSUlJt0cKAMdV4gAaCdiwYQOuXr2KzMxMzJ07F/fee68nT5up4dtvgdKlaU5wzx56s7eXnLRagZ07gWXL3D78iKGDEBS/TaHGEvPhLXjgwQdzXIwyJ6WnU1Bp1oxSszpT/9xgAPbtU79tWrl6Vdkqcs6yWIDPPqPsdH4gIHrwdsZgI0INoYotrrMvjEtPT0dwcDCGDBmCF154AQBtTTt58iSaNGkCKSVKly6NJUuWYP369fjggw8QEhKCyMhI/PTTTwCA0aNHo2HDhmjSpInDefjcihUrhsceewz169dHuXLl0KxZs9v3DR8+HE888QSMRiO2bct6Iy9fvjymTZuG9u3bQ0qJ7t27o2dPZdchMAUsWkTz7flJTgZGjwY6dXJrKLFbt25IHj4C4ck3YDAV96ChWcSJrXh0/EeKHCug7NoF9O9PQ/D59dodycwENm4EGjZUr21aio+n9QfZC7l4i31vfGys7kdIAqKaXFpm2u0FdQv7LUTfBX0BAEsHLkWowffSC/oyribnBa+8AkybVvBjjEZg7Fhg6lS3TtG73wBsuFkcUU08L7GcfvMiEue/hGuXLyIkJMTj4wWElBRKk/rFF64F9ux69KA5eX80fz7w2GMFX+iqyWQCZsyg6TANcTU5J4QaQrFy8EqsHLwSkaGRt7/m4M58Ut26gG2bZL4sFlp452YxjkeHDII44X6uhexSDm9G7969Obg7699/gZo1PQvuALBlC81V+6P4eM9+N55KTgZeeAHQ+c6QgAjwjOlKrVrODQ2mpdFQvRs6deqElCunkZFw1a2fz04e34phgx/x+DgB48cfgYsXPQ9gKSneX2nuLQcOqJuH3hmpqcBTT2nbBg9xgGfM19Ss6dybf2YmsG0bsGKFy6cICwvDAw8+CPPhTW40MEv6tbOQ5hto27atR8cJKJ9+Sgspixf3bDuWwQBs8uz181lHjmjdArqA/uMP4O+/tW6J21QN8EKIWkKI3dk+EoQQzwshJgshzmW7vZua7WBMV4oVA8LDnXus2UzzhG5skVRimD7l8Cb079cfBoPBo+MElKAgYOhQ4PRp4JlnKMg7yElQqKQkv0vMctupU1q3gJjN9Fp5I2WuClQN8FLKw1LKaCllNICmAMwAFtvunm6/T0r5h5rtYEx3XNlPnpBQ+KI8B+677z5k3LqM9JsXXf5ZAJBSwnp8K4YOHujWzwe8yEjgvfdoOLpTJyAiwvVjrF+veLM0Z7XSNjlfceMG8NZbWrfCLd4cou8A4LiU0kcuzRjzYfXzZorLl9lMiTlc7PUEBwejd+/esBxyb5g3/eophFjT0KJFC7d+ntlUrUrTLCtXAnfdRSu4nXXliu4XguVx4QLgSws2zWZa0Hr4sNYtcZk3A/wAAHOzfT9GCBEnhJglhMizGVcIMVoIESuEiPXlHNdTp05FvXr10LBhQ0RHR+Off/7BjBkzYHYmWUUuuavAsQAWHe3asG16ulvFMoYPGQS4OUyfemgTBg7sjyCd7xX2GW3bUv71jz8GihZ1bpomPBzYvFn9tnlTfDwQ6mM7nFJTgSFDdLdrwSv/mUKIUAAPAlhou+lLANUBRAO4ACBPhgwp5UwpZYyUMsaeO93XbNu2DcuXL8euXbsQFxeHNWvW4I477nArwGdmZnKAZ1lq13ZtyDYjgxKfuFhD4J577gEst5B+7YxLPyelRMaxLRg6iFfPK8pgoJ0Rp07RPnCjseAdFYmJwNq13mufN8THZ2Vu9BVWK02l/Pij1i1xibcuvbsC2CWlvAQAUspLUspMKaUVwDcAmqvdgNl7Z6PqjKoImhKEqjOqYvbewrPFFebChQsoVarU7fScpUqVwqJFi3D+/Hm0b98e7du3BwA8+eSTiImJQb169TBp0qTbP1+1alW8/PLLaNKkCebOnZunzCsLYDVr0puKK8xmYMQIl0psGgwG9O/fHymHXesFpl08BlNYMJo0aeJaG5lzihYFPvmEUhW3a5f/xZ6ULl/U+bwTJ5xL1+ttyclU6OfaNa1b4jRvBfiByDY8L4Qon+2+hwComlR59t7ZGP37aJy6dQoSEqduncLo30d7HOQ7deqEM2fOoGbNmnjqqaewYcMGPPvss6hQoQLWrVuHdevWAaBh/NjYWMTFxWHDhg2Ii4u7fYySJUti165dGDx4cL5lXlkAql7dvX3S169TIRIXDB00EJnHtsCVrJbpRzdjyKCBtwsUMZXUqEE99CVLaOGlo/n5+HhaUe8v9u93/eLWW1JSaOeDTqge4IUQJgD3A/gt283vCyH2CiHiALQHMFbNNkxcOxHm9JxXhOZ0MyaunejRcSMjI7Fz507MnDkTpUuXRv/+/fHDDz/kedyCBQvQpEkTNG7cGPv378eBbIUM+vfv71EbmJ8KDQVKlnT958xmSl979qzTP9KiRQuEIgPpV+KderyUVqQe2YIhPDzvPfffDxw7BrzzDq2+z17Ux2gEtm/Xrm1KO3pU6xbkLy0NWLqUpsN0QPUAL6VMllKWlFLeynbbECllAyllQynlg1LKC2q24fSt0y7d7gqDwYB27dphypQp+Oyzz/Drr7/muD8+Ph4ffvgh1q5di7i4OHTv3j1HWVeTKytmWWBxt+Z7WppLGbiEEBj8yACkOjlMn3ruEEoWK4L6rqz0Z54LDgaefZbm54cOpcAuBA0d20YL/cIZ19aDeJ3ZTMVotCiE46KAWP5auWhll2531uHDh3E029Xm7t27UaVKlRzlWhMSEmAymVC0aFFcunQJK1euzPd4+ZV5ZQHK3UphGRk0rOvCm/7gRwYi46hzw/QZRzdj2BDuvWumRAlg5kxgxw6gZUuah//zT61bpYyMDODmTa1bUbhr12g0xccFRICf2mEqIkJyLlKJCInA1A7uVeKyS0pKwrBhw1C3bl00bNgQBw4cwOTJkzF69Gh06dIF7du3R6NGjdC4cWPUrl0bjzzyCFq3bp3v8exlXnmRHQNAAd7dtRhmM/Doo7R9zgmNGzdGZEQY0i4WPDwqrZlIObIVgwZychvN1atHW+SWLAGGD9e6Nco4c8b5LI5aMpuBDz6gaRMfFhDlYgFaaDdx7UScvnUalYtWxtQOUzGowSClm+r3uFysF/39N9C7N3DrVuGPdSQiApg0CXjpJace/sqrEzFz3SFE3Tsi38eknIpDkbi5OLI/Lt/HMOY2T//mvSkoCLj7bqrqp9JiUy4X66RBDQbh5PMnYZ1kxcnnT3JwZ76vVi2XtrzlYTYDU6ZQZjAnDB70CNKObAHtXnUs49hmPMqV45ha4uOdHnXSnNUKxMUBsz3fcq2WgAnwjOlOhQqeJ/xITwfGjHHqofXq1UOpksWReu6gw/tlZgbMh7di4MABnrWJsfwcP+6be+Dzk5xM/183bmjdEoc4wDPmq4QAKlXy7Bjp6ZTj3MmyosMHP4KMI1sc3pdyag/urF4dVatW9axNjOVn/36tW+C6lBRKgOODdB3g9bB+wJ/w71sDtWt7fgyLhRZhZWQU+tBHBg6A5cgWSGvekYPMY5sxYihPbTEV+fiiNYdSU4FFi2gu3sfoNsCHh4fj2rVrHHS8REqJa9euIVwPK1z9SePGyizguXQJ+OyzQh9Wo0YNVKpUESmn9+a4XWakI/noP+jfr5/nbWEsP+fOad0C91gsVIzGx9YPuFCuyrdUqlQJZ8+ehS9XmvM34eHhqOTpkLHeXLxI6UGjorQ5f506dH5PU5EmJwOvvQYMHAiULVvgQ0cMGYQPFq4Hqkbfvs0SvxN169ZHxYoVPWsHY/lJSdF3yt1Ll4Bp04DXX9e6JbfpNsCHhISgWrVqWjeD+aMbN2jIbeZMKvZx5500N2gweL8ttWoVXE3MFenpwPPPA3PnFviwAQP6Y8rUd2Fq/ziEgd4i5PGtGDmah+eZik6dorwPeg3yZjPw7rvAoEH0nuEDdDtEz5iikpMp8LVvD5QvD4wdC8TGUlA8c8ap4W1V1KzpXtEZR+x5tLdtK/BhVapUQfW7aiDl5G4AgDUtBYlH/0WfPn2UaQdjjsTHa3MRraS0NFrv4iNTxxzgWeBKTaWA98ADQKlSVId7/Xq6PTk563FmMzBxotP7yRVVpIj72ewcsS+4K2T73chhg5B5nBYNWY7vQJOYZihTpoxy7WAst5MnPcv74AsyM4Fdu4AFC7RuCQAO8CzQZGYCa9YAjzxCOb2HDAGWLy98/s/FAi6KUnpb2rFjhVbD6te3L5KP/AOZkQac2IoRnHueqe3IEeVGq7SUnAw88YRP5NTnAM/8n5Q0LP344xTUe/cG5s2jnrmzxX3S04FVq6iIi7c1aODZzxuNlLa2VCmaH5w3DyigJgIAVKhQAfUaNETyoc1IPLELvXv39qwNjBUmWxlt3bNYgBde0LoV+l1kx1iBpKQ0kj//DPz0E/3Dmc2UXtJdZjMwbBhl28pej1ttjRrRkJ+zW3CCgymgp6UBLVoADz8MdO4M3HWXS1vuRg59BM+Om4A2rdugRIkSbjaeMSedOKF1C5STmkoX0o8/TvnqNcIBnvmXY8coqM+aBVy/TkHOiQQvTrtxg1bKTp6s3DELU7s29cILCvBRUfSmUr068NBDQNeu9MYSEuL2afv06YMxzzzDyW2Yd2ixxkVNFguNmB086NH/oSc4wDP9O3eOVsB/8w2teM/MVG+xjtkMvP8+MHSo97bC1KyZd+TBvvAuMpKCec+etAOgeHHFTlu6dGnE7dmD6tWrK3ZMxhxKSqJ1MP7mwgXgo4+ACRM0Ob1uy8WyAHf1KrBwIQX1Awdo6NlbbxAGA3DPPcC6daqVicwhPZ2G3I1GGo1o3Zp66Z07U4+dMb3bu5f+rp1dE6MnERH0HlWliss/6mm5WO7BM/1ITAQWL6YENLGxFGi1qDyVmUnnX7yYFuypLSQE+OMP6q03a0Zz7Izp0bZtwIgRQEICbQEtWZI+0tK8c7GshdRU4NFHaYGul58j9+CZb0tJoeD2zTfUYw4J8Z1MVyVL0t7dyEitW8KYbzObgZdeorUx/rAVzlUmE/Djj7Tg1QWe9uB5mxzzPenpwJ9/An370ra24cPp+9RU3wnuAO13nThR61Yw5ts2bqQdHIEa3AF6r3jsMRq58CIO8Mw3WK1Us3zECArq/fpRPniLxXfn5VJSaGRh3z6tW8KY70lKoqDWpQstNgvU4G5nsQDjx3v1lBzgmXakpLSOzz0HlC4NdOtGw1hJSb4b1HNLSaFseJ7sr2fM36xdSwtAf/mFA7tdSgpt4fXidDMHeOZ9hw7R0HalSkDbtsDnn9Oe9aQk/QVKKYGjR4EfftC6JYxpLyGBtpA+8ABw+bJ/bn3zhH1vvJK5OQrAAZ55x+nTlCCmenWgSRPggw+A8+dpbqqQwic+LzmZqs9du6Z1SxjTzsqV9P+9YAH32gty7hwwY4ZXTsUBnqnn8mUqs9qwIdU1nzKF0lFaLM6nXdWLlBQK8owFmhs3gAEDgD59KD9FaqrWLfJtycnApEmUlEtlHOCZsm7dAr7/HmjZEqhcmbbG7N1LAdCf//HT0mhR4PbtWreEMe9Ztox67UuWaJOTQq/S0oCRI1U/DQd45jmzmYblOnYEypYFnnmGAl1qamAN1VkstODOS/NrjGnm2jVK8jRwIPXg/fniXQ0ZGcCWLXRhpCIO8Mw9aWnAihWUMrVkSWDUKFo5m5pKQ1CB6vx54H//07oVjKln0SLqta9Ywb12T5jN9L6pYm4PDvDMeZmZlE1u6FDaqz5wIF2BpqToZ1ub2sxmml87f17rljB/9f33QP/+VIvh1i3vnffyZaBHDyqZfOuWegWdAklysqqFaDhVLXOOlECHDsCOHfRHqYO/G80EB1MhmOXLtW4J8zc3b9L20uTkrBLB9epRwH/gAaBOHeXznUtJ1RqffNI/F8hqzWik4frGjfPcxalqmXcsWwb88w8NJ3FwL1hGBo10rFqldUuYv3n//axtpYmJ1Iv+7z8aNWrWjNbAjBxJ9RuUGD6/cIEuVu1pVjm4K8++N16F7cLcg2eFS0kBqlYFLl3SuiX6Ur48bQsMD9e6JcwfXL8O3HFH4YFbiKzefbNm1Lvv0YP+h50lJWWVfOYZ+v/nhaPqMpmAqVMpq2c23INn6ps2jefY3XHrFv3TMqaEadOcy/QoJfW2U1OBzZtpq2qdOnRx8NxzNLpUUE/87FmgfXtgzBgasePgrj574SqF1+5wD54V7MwZSlITSNvdlGQ0AnFxVE2LMXddu0Z5JTwddg8KovLG6emUJrp/f6BrV6BcObow+PZbStiUmsqB3duCg4FOnWh3go2nPfhgRRrGNJOWmYaec3sCABb2W4i+C/oCAJYOXIpQQ6jnJxgzhufdPJGaCjz6KJXMVHrxEwsc77yjzByt1ZpVsvSvv6iHn54OVKlCw/qHDwf2NlctZWQA69fT4twePRQ5JPfgda7rL12x4dQGZJ68GzjeDaixAobK/+LeKvdi5eCVnh1840a6uue9rp6JiKBiNH37at0SpkdXrlAA5lG0wFCmDK3dMZl4Dp4BmQe7Ie27NUhbNw5ps/5A5unmnh80I4N6nhzcPWc2A088wesYmHveflt/VRaZ+xITaT5eARzgdW5Q8G9Im/8TIIMACCAzBOJUeyzqt8izA3/1Fa+aV5LZrGpCC+anLl0CvvmGU8EGEosFmDmT1u54iAO8TiUkUEKpIQONQLHTQHAKINIBQzpklXXos6CP+we/dg149VWei1NSSgplINuzR+uWMD156y39l1NmrrPvjfcQL7LToU2bKFvs6dNA9Z5zcK7JE7CeawJxqj1klXUwVP4XwL3un2D8eE5DqQZ7MZrdu2k1M1PXtm1A8+aAwaB1S9xz4QLw3Xf8vxio4uM9PgS/y+hIWhrwyivAvfdSfNi0CTjwax+0u7M17mtjxNVlL+K+NkbcW+VeLB241L2T7N4NzJvHQ4JqOXGCtiIxdaWnU2rlXr30GyCnTOG590CmwAgqr6LXiYMHacTmv/+AESOAGTNoV4uipASaNqWTMPVERVGgL1VK65b4twceoD3F7dpR6lY9ZRQ8d45yJ6SkaN0SpiEB8Cp6fyYl8OmnQJMmNCS/eDGN2ike3AHquR85osKBWQ6pqcCzz2rdCv83dCilAN2+nYK8imU5FTd5Ms+9M49xgPdh58/TNvRnn6X3p717acRRFcnJlNSGF9apLy2Nyuxu2aJ1S/xbt26USdBioamn1q2pGpuvO3MG+OUXTjDFPKZ6gBdCnBRC7BVC7BZCxNpuKyGEWC2EOGr7XFztdujJtm3A4MFA7dqUa+bzz2mEsXx5FU86ZQon0vAmi4V6mPwmrh6TiTKDRUbSqMmhQ7To7soVrVtWsEmTuPfOFOGtHnx7KWV0trmECQDWSilrAFhr+56BKoy2aQPMnk0jit99Bzz1lMpZTo8fBz77jAO8t128CHz8sdat8G9161KpY6ORRk5OngRiYmiO2xedOkW11/nCjylAqyH6ngB+tH39I4BeGrXDp/z2G9CnT9bFe1AQvR+p7vHH9bvSWM/MZuDNN6l6F1NP+/bAr78CDRtSQY8zZyjIK7ANSXGvv85FXphivBHgJYBVQoidQojRttvKSikv2L6+CKCsF9rhs86dAx56CHj4YSrqFBZGW3dDQ2nuXVV//klzAjwkqI20NOCxx7Ruhf/r2pWSDO3eDbzwAg3Z9+6tdatyio8HFi7kAM8U440Af4+UsgmArgCeFkK0zX6npH16efbqCSFGCyFihRCxV3x9zsxNVivw9dc0ivjnn1Tuef9+Ktf81lvA2rVAy5YqNsAeXDjfvHYyMmihxUoPCwMx59SsCXz4IXD5MvD771q3JqeJEzm4M0V5dR+8EGIygCQAjwFoJ6W8IIQoD2C9lLJWfj/nj/vgDx+m2LppE40gzpypQcnw996jIWIO8NorW5Z6cEaj1i1hWpCShu547p1l49P74IUQJiFElP1rAJ0A7AOwDMAw28OGAXAz7Zr+pKVRcaiGDWnb23ffUU/d68H94kUO7r4kIYF2MrDAJAQlmWJMQWoP0ZcFsFkIsQfAvwBWSCn/BDANwP1CiKMAOtq+93v//EP/w6+/TvvZDx6krHSqrpDPz3PPcW/Bl1gswCefcKKhQDZyJG3tY0whnKrWC5KSaHrt00+BihWBL76gLJqa+ecfmhfgbXG+JSiI9mlv3arRVR/T1LVr9AbBdSCYjU8P0TNaO1WvHgX3p56iRXSaBnerFXj0UQ7uvshqpXmbefO0bgnTQsmSlJOaMYVwgFfBtm3UY+/UibJlmkzA5s2US6ZIEY0bN2sWJbVnvik5ma4Eb93SuiVMCyNG8DA9UwwHeIVt3Up71995B1i9mqbV/vsPaNVK65aB8nCPG8f55n1dSgrw0ktat4Jp4aGHeKscUwwHeAVdvUpb3+xJ4QwGoHp12v3iEyZO5Pk9PUhJAX7+Gdi1S+uWMG/jYXqmIA7wClm5EmjQgBZBh4R4MROdsw4cAL7/nutL64W9GI3VqnVLmLfxanqmEA7wHjKbqcpqt25A6dLAzp3Ahg1eykTnLCnpTYODu76cPAl89ZXWrWDexsP0TCHBWjdAz3btAgYNoiqUL7wATJ0KhIfTfT4R2O2WLKHV2TrYEsmySU4GXn6ZKhCVKaN1a5i3lChBJSXXreMaEcwj3IN3Q2Ym8O67wN13A4mJwJo1wEcfZQV3n2KxAE88wQvr9CotDXjmGa1bwbxt1ixOW8w8xgHeRSdP0rz6q69SMaq4OKBDB61bVYB336VMO0yf0tKA5cupIA0LHHfcQXmsOcgzD3CAd5KUwE8/UQ75uDha5DxvHo2m+azTp6lyFueb1zezmRbccWrhwNKvH/DLL0BEhNYtYTrFAd4J168D/fsDw4YBjRtTgB88WAfZRJ96KmvPHtO3K1eADz7QuhXM23r3BlatAqKitG4J0yEO8IVYvZq2vy1ZQtVV//4bqFJF61Y5Yf16XqTjT8xmWsV56pTWLWHe1ro1sH07UKoU7b9lzEkc4POxfj39X3XqBBQtSvVZXnpJJ/9fGRm0LY6H5v1LWhplUmKBp25dYPduoGpVSrDBmBM4wDuwbRvQsSOlnTUYqPpb48Zat8oFX3wBXLqkdSuY0jIygC1bgN9/17olTAsVK1KijUaNaPGdyUTz80YjbeHhBXksF94H78D69VlbxjMz6XuPMtIlJQEVKtCWNfvEvRA5v3Z0m7Nf5/7+5k1ekOWvzGZg1CggPp4XXwWiokWp53HmDPU+DAYgOJg+9+9Pc4iM2XAP3oF27Sh/fJDtt7NihYdJ4Ewm4Lnn6B8xPZ0+0tIoL3xqKh08JYUuAMxm+khOpguDpCTabJ+QQB+3blEAv3kTuHGDVgBeu0YfV6/SYiwO7v4tMRGYNEnrVjCtBAcD1aoBlStTr75sWZqff+01TnHLcuAA70DLlpRm9u236X8mNhYYMMCDuCkE5a796iseRmOes1iAzz8HDh7UuiXMl7RrR/myGbPhAJ+Pli2BV16huPzpp8DSpcDw4R7W/hg2jJKWREYq1UwWqFJS6O+J0w8zOyGACRO4F89u4wDvhDFjqL77nDm0tdyj99T77qMl+WXK0FAbY+6QkioE/vKL1i1hvmTIEK1bwHwIB3gnvfIKXRx//TXV//AoyNetC+zZA9So4UPF4pnuJCdTnvqbN7VuCfMVERG0CDMkROuWMB/AAd4F77xDPfgPPqCvPVKuHLBjB1WN4tXQzF0pKcC4cVq3gvmSsWN1krCDqY0DvAuEoPn4IUNo8d0nn3h4QJMJ+PNPqjnLQZ65IzWV5o5iY7VuCfMVVapQx4EFPA7wLgoKokqODz1EO9++/97DAxoMwMyZwJQpvMKeucdioatOTkvM7F59lRfbMQ7w7ggOBubOpTS2o0YBCxcqcNBx46hEHffkmTvOnKEMhowBwL338pY5xgHeXWFhwG+/Aa1a0Qj7H38ocNCHH6ZMVEWL6qBUHfMpycm0EvTiRa1bwnwBb5lj4ADvEZOJtrU3aECxecMGBQ564wZlq5OSV8Iy16SlAU8/rXUrmK8YMoQ7CgGOA7yHihYF/voLuPNOoGtXWmW/bZsHB6xcGShRgr7mlLPMFenptGhz3TqtW8J8AW+ZC3gc4BVQqhTw7ru0Y+nLL4H27T0I8nXrUl55q5WuHHgbHXOF2UwZ7rZtA3r0AI4e1bpFTEvPP89b5gIYB3iF7N+fNRqWmkp75T0iBK3iW7+ehgU4yDNnXbtGecn/+AO4+27OWR/IqlQB2rbVuhVMIxzgFWKvQGcw0Fa6xYspLqeleXjgoCC6Wvj4Y95Gx5xjNtMfnpS0pqNlSyAuTutWMa288govtgtQHOAVYq9A99ZbtNhu/Hgaru/YEbh8WYETPP44Ldvnf1Tmqlu3aKpn506tW8K0wFvmAhYHeAXZK9Ddcw/w/vtUB2THDiAmRqH31i5dgC1bgJIleV6NuSYhgYaZPFoBynRJCO7FBygO8CoaNIjiMUBBf84cBQ7aqBEVqqlWjQvVMNckJQH33w9s3Kh1S5i3DR7MW+YCEAd4lTVpQmnCmzengD9+vAIZRStWBHbtooPy4jvmiuRk2s+5erXWLWHeFBEBPPYYb5kLMBzgvaBMGWDNGlp09+GHQLduwPXrHh40Koqy3vXpw0GeucZsBnr1oj3zLHA89xxP7QUYDvBeEhICfP458M03lIekeXPaWueR4GDghx9ofo1X2DNXmM3AV19p3QrmTbxlLuBwgPeyUaNoa3tyMtCiBTBtGiXJcXvtkxBUu/a777gnz5wXFUXzsiywcJW5gCKklFq3oVAxMTEyVu/1rv/7D7hwgdLcGY04d47WO9lzkISG0jC+R2WcN28GuncHEhNpDzRj+TEaKSEOj/wEFimB6tWB+HitW8KcIICdUsoYd3+ee/DesG8f0Lo1MGAA5Znv1QsVdy7DwL4Ztxe2pqVRbH7jDeDUKTfPc889tC+vXDleTMMK9sADHNwDEVeZCygc4NUmJSWpSUmhnnVKCrB0KTB4MDq+dz/Cg1JhCLIiNFSifn3g7bdpB1y3bpQNz+V6MzVr0ja62rWB8HBVnhLTuagomitigYm3zAUMDvBqW7mSAm7uIfPERLRMXY+1me3wVvCbWB/UAVurD0H8L1vw+kQr4uKA3r2puNzEiS6OqJUuDfzzD00HREQARYrwFTvLYrHkXWw1bhwVp7l2TZs2Me+xb5kLDdW6JUxlPAevpvR0qiN79qxzjxcCiIwEhEDG5Lex8q5nMHMm1QyxWqn2zOjRwIMPOjkCb7VSdp1ixWgz/ocf0uo+FthMJhoqev55+v76dcqtkJlJf3/z59MCEea/Tp8GatWiEUXms3gO3pd9/jkV+3CWlDSMn5CA4D+X44EHgN9/pzn5KVNoQV6fPkClSjSNduxYIccLCqLhuB49gNdfp4sNHppjycm08+LCBfp+1iz6W0lPp7/Xnj2Bp5/mN39/Vrky5ahnfo0DvFquX6eg6m6POTr69peVKtHiu/h4YMUKynn/4YdAjRpUzGbBAieq1hkMwLx5PC/PSFoa8OSTNMrz8ce0L97OYgG+/x6oX1+BZA3MZ3F+er/HAV4tr77qxgo5G5MJqFcvz80GAy2+W7KERtjefpt68f3700XA+PHAkSMFHLduXZpr5f3yLD2d0tVOnEijRrlZLMDx40CzZsCMGbzt0h+1bUtpNpnfUm0OXghxB4CfAJQFIAHMlFL+TwgxGcBjAK7YHvqqlPKPgo6luzn4w4eBxo3pTdIdRYoAf/1FmXAKYbXS+/TMmcCyZUBGBhUNa9eORl07dqQe/21paRTojx93r20s8JhMVFRhwQLagsn8x7ff0loMXpvjkzydg1czwJcHUF5KuUsIEQVgJ4BeAPoBSJJSfujssXQX4O+7j4rCW63u/XxoKM2Plijh0o9dvEiZaz/9FDh/nm4zGqlOfY4gHxtLV+/uXoCwwBMcTCM/P/9MqzyZf7BYqBeflKR1S5gDPrvITkp5QUq5y/Z1IoCDACqqdT6fsWYNbVFzN7gDFOBdDO4Ada4mTKD1UdkT6Kxfn+uBMTG0HJ8TnTBnZWRQTfmBA4Hhw7nH5y+MRnov4C1zfskrc/BCiKoAGgP4x3bTGCFEnBBilhCiuDfa4BUZGbS/NPuCJXdUruzRj7dvn3MtXbt2Dh707rtAcf/51TMvMZtpG13t2sDOnVq3hinhuedoPo/5HdVfVSFEJIBfATwvpUwA8CWA6gCiAVwA8FE+PzdaCBErhIi9cuWKo4f4nm++AZRoq4MFdq5o2ZKG5du1o63NxYo5eJDRCMydywvumOtSUii3Q5s2tNIzM1PrFjFP8JY5v6VqgBdChICC+2wp5W8AIKW8JKXMlFJaAXwDoLmjn5VSzpRSxkgpY0qXLq1mM5Vx6xaNj3s6dBkcTAv0PNSyJa2JiogA3nsvnwe1bUtL8HnrHHOHxULlEFu0AM6c0bo1zBNcZc4vqRbghRACwHcADkopP852e/lsD3sIwD612uBVb7zhxGZ0J0REUIYpBZQuTdNrv/wCnDyZz4NmzOB/bOa+5GSqlFi3Lo0IMX1q0wYoW1brVjCFqdmDbw1gCID7hBC7bR/dALwvhNgrhIgD0B7AWBXb4B0nTtDwvBKZv6RULMADwIsv0ucBA/KpOV+kCPDjjzxUz9yXmUmrsEeNAvr1o8V4TF+EoF58ZKTWLWEK4lz0SujalTajKzEXaTDQm6VCw+bbttHFeWYmHfLvv3NtmbN7+GFg+XJlRiFY4AoLo0Ufv/0GtGqldWuYK3jLnM/x2W1yAWPDBmDjRuUWGhUvruicePYtcikplAXPoZkzedsc81xqKnDpEmVYeuUV2lnC9IG3zPkdDvCesFrpH8LTbXHZ3XWXcscCraQPDaWBAYAW3l2/7uCBJUsCX3/NQ/VMGRYL8MkntGCUsybqx3PPcUEqP8IB3lMZGcouUmvYULljIWvL3FtvAZ99RhnuHnwwnyR2/foBrVvTSn7GPGU2AwcO0N/0rFmcz14PKlemRBrML3CA90RQEOWd/+ADmnf0dIg7PFzxAA9QkH/lFcpwN3s2sHUrLbrLM3oqBOW6DQtTvA0sQFmtFOifeYbKFjscPmI+havM+Q0O8J4KDqaym2fPZlVqc3cOKywMqFlT2fbl0qcP5apftoyanadTVaECMH06/4MzZZnNlMa5Rg1a6cl8F2+Z8xsc4JViMgFvvklF24cMod64feLbWenpqgd4gHryEydSIalJkxw8YNQooEED19vPWEHS0qgH36MHzfWmpmrdIuaIfcscX+TrHgd4pZUpQ5EzLg7o3Nm1Yfv0dOCOO9RrWzZvvQWMHEmfv/wy151CAHPm8FA9U4fFQnkjGjQADh7UujXMkUce4cV2foADvFpq1ABWrADWraNa2s5cDVeo4LWiD0IAX30FPPAA9eh//TXXA6pVoxEJvopnarBYgGPHgKZNac6IF+D5FqMRePxx3jKncxzg1Xb33VR/fd48WqGaX8AMCfG4yIyrgoOpWS1a0AX7hg25HvD888Cdd/KVPFOHlBToJ0wA7ruP9s8z38Fb5nSPA7w3CEHzjseP0wK24sXpCjk8nD5q1QKmTAG++87rTYuIoAR21avT9rm4uGx3Ggx0BcDFaJiazGZgyxb6P1ixQuvWMLs77qALL6ZbnKpWC2YzDUsaDLSsvWpVrVuEM2doO53VStvocjRp0iTgww+VTejDmCNGIw0nffopZ1b0BZs2USpuT6tkMrd4mqqWAzy7bf9+4J57aJ3gli1AqVK2O9LTgTp1OCMZ8w6jkUohLl0KREdr3ZrAJiWtJ+L/fU1wLnqmmHr1aLj+9GkqFT9liq0CXUgIMH8+96iYd1gs9EfYqhXVm7datW5R4BIC+PhjICqKKs1psbPGYKB2hIdTO4oWpSqYJhO9N7F8cQ+e5fH++8DLL9PXRiOlum3ZErTobubMfPLcMqaCiAjaTrdoEVCpktatCVxWK7BvH1XNXLyYFg6HhdHQvVKFthyJiqJpgnr1gBs3KI/CtWtZH9evA5cvUw7uS5eAq1fptlu3qCqe1UrtDA6miwQpaUQyNVUXF46e9uA56TjLIzMz638hNZUq0rVsCeDdd4GFCznAM+8xm4GdO4G6dWkRat++WrcoMAUFURrthg2BF1+kpEXbtwN//klTKceOUQ87MVG5LY8mE/UuGjWi70uXpg9XWCw5LwrsX1+9ShcEFy7QBcLVq3QBkZhIFy3BwTmrdGVmZl0Y6Aj34Fke27YBHTrQ/4YQwF9/Afffb7tz40agSxcO8sz7IiJoq8fMmdSzY77j1i3aZ7tiBfDHH8CVKzR87m5teZOJ3nhat1a2nc6QEkhIyHlBkP3j/Hng4kV6jtevAzdv0uPT0uiiICSELoikpAuDtDS6OHADL7Jjqti2DfjlF8pyN3IkJR67beRIynSXkqJZ+1iACg+nbaa//UYJHJhvOneOet9Ll9LnjAwKds68Z0RE0IVCu3aqN1NRGRk0CpB7CuHatZyjBfYLg4QEx9MIVisdKzUVwmrlAM/UM2EC8N57wKpV2XrxCQm0cf7qVU3bxgKY0UhDxZMmcXljXyclcOhQ1vz99u3U0zWb85a0NBrpMZ07a9NWLVgseS8IbNMI4rXXOMAz9aSk0E6llBRg795sI6N//EHzobw3nmklIoK2cC1eTKmVmT5kZAA7dtAQ/JIlwIEDFNjT0ymx1oMPat1CnyGE4ADP1LV1K+2Pf+op4LPPst3Rpw/w++80x8SYFoKCKDh8/jkwdCinVtWjpCRaKV+0KG2NZLd5GuB5HzwrVKtWlJb6889z5av/+mveG8+0ZbXSquenngJ69qQ5UKYvkZGULY+Du+I4wDOnvP021Z0ZOTLbqHzJkrSiOSJC07YxBrOZhnxr1KB9nYwxDvDMOSYTbUM+fhx4/fVsd/TtS+P3vNCJaS0tjRYndesGvPACTx2xgMcBnjmtXTvgySepIN62bbYbhQB++IErzjHfYbEAX31FSVkOH9a6NYxphgM8c8l771EVyREjsm1pLV+eon5+te4Z8zaLBThyBGjSBPjiC+WyqzGmIxzgmUuioijpzaFDwJtvZrtj5EjqMdlTOzKmNSlpbn78eEricOWK1i1izKs4wDOXdepEPfj336c04QBoqH72bG2qTTGWn5AQuuhcuzbXHk/G/B/vg2duuXmTCjyVLEmFpUJDbXd8/DHwxhu0dYkxbwkOpt0c9tzfVarQiFKzZkD9+vTHWqUK7ZtnTCc83QfPS5+ZW4oVo23wDzxAReYmTbLd8dxzwI8/Uto7HVw8MieFhWUVzNCyzGbuQH7HHRTImzfPCuRVq3IgZwwc4JkHevQABg2iPfIPPUTvszAYKN1k06Zccc4fBAfTMPfIkcCwYTQ/o2UymdBQoHt3WgBSrRqv+WCsAHyZyzzyv/8BJUoAjz6arW5EnTrASy9xAhw9s6eA7duXtpp9+ikQEwOsW0eZx7RiNgN//83BnTEncIBnHilZknYh7doFfPBBtjsmTgQqVNCsXcwDERFAx460gnLOHBoGt2vUCFi+XNuLN7MZWLlSu/MzphMc4JnHHn6Y6s688QYwdqwtCU5ICDB/Pueq1xOTiXrpf/9NaV/r1HH8uHvvBX76yfFrKwTtpYyKoh52xYo0rF+0qHLtTEwEpk5V7niM+SkO8EwRw4fTEP2MGUCHDrYg36QJ8PjjHOR9nckE3HUX8OuvwL//AnffXfjPPPww8NFHdCEXHEyjNR07Aq+8QokStm6lnvbZs3Sx8MUXyiZC2rMHOHhQueMx5oc4wDNFxMVlVepMS8tW7+Odd4DixbVqFiuIyQSUK0cB+fBhoHNn18qtPvkkcOIElfs8dw5YvZp61v3704r223snAQwcSCvclSrnmpaWa06IMZYbB3imiHbtst7PDQb6HgD13ufN4168LzEaacj8vfeAU6co+Lq7raxSJeeSGyldsyAzE5g7lxIyMMYc4gDPFNGyJfDnnzRa+9BD9P1tbdpQEOGCNNoKC6PFcRMmUI/76adz9rLVVqcO9fqVutgLCgK+/VaZYzHmhzjAM8W0a0cfBw44uHPGDG23VwWy4GAKqo89Bpw+TashvVEYaO9e2s72yCM0Jy8l7V9X6u/AbAY+/JB684yxPDjAM0V17Ejv6xcv5rojKopWXvPeeO9xtJe9ZEnvnPvIEaBtW+DkSZqi6dyZttt98gkwZYpyFxjJybxljrF8cIBniurYkT6vXevgzq5dgW7dvDssHKgK2suutpMngVatgFu36Hspsxbivfkm7aVMTvY8UU1ICF3EVKzocZMZ80cc4JmioqMps92aNfk84KuveMGdmmx72bf971+82+4vbLuZz152tZw/T8H9xg3HtQhSUoDUVPrak1oFJhPtxz9yBGjc2P3jMObHOBc9U5TBANx3H7BiBe2Qa98+14K7kiWBmTMpt63ZrFk7/Y7JBJQvD3z2GbZFdUK79gJpaTRYsmYNrXNU3ZUrFNwvX3auII07RWsMBlqs+dlnlBtfqW13jPkh7sEzxd15J73Xv/56tqQ32fXtC9xzDy3+Yp5xsJd9/QYK7gBtF+/eHXjrLeDSJQ/Oc+QIsGABncPRorabN+k1PX9evUVvJhOVfz1wgDIrcXBnrEAc4Jni7COvVmuupDd2Su+JDkQF7GW/9156iBDUg69blxbOV64MDBlCyepctmcPBdXatencdeoAQ4dShrqNG+mkJ09mlZRVkhB0znfeAbZsoSfCGCsUB3imuIceyuqcBwVlS3qTXfnytHXOG9u1/IkTe9krVaLPPXrQxdX27cChQ5Q1eOlSykR7993AL79kTYcXqm9fupB44gm6gjtyBPj5Z2DcOOCBB+h7+7CB0kJD6Zxz59IoQkqKOudhzM9wgGeKa9mSqorWqEHvy/mOxI8YQdXJuOxn4VzYy759O31+442s9Q+1atEOtXPnaLfcrVvUm69SBZg0iUbWC1W6NPDll8CxY0C/ftSe1FQgIUHdoJuaSsffvp2ef6lSwKhRtEPAk4V6jPk5zQK8EKKLEOKwEOKYEGKCVu1g6rjnHpp7r1iR6pJcvergQUIAs2c7l+o0ULmxl337dpr9aNQo731RUcCYMTSN/ddfNKX91lsU6AcOzMpHAwCz985G1RlVETQlCFVnVMXsvbPpjipVqPferJn3d0QkJdEWux9+oGmB6tWB6dPz+QNjLLAJqcEVsBDCAOAIgPsBnAWwA8BAKaWjHGiIiYmRsbGxXmwhU8rOnUDr1rSK+88/8+msT58OvPYar6rPLSKCrpRmzMi/dKsDrVrR73nTJucef/w48PnnwKxZ1LNv0gSIeWgbfs7sDsuZWsDJdkDV9Yi4Mw4zH5iJQfUG0tXA8uW+8ZoZjbTgo3174JlnqDwtL+BkfkAIsVNKGeP2AaSUXv8A0BLAX9m+fwXAK/k9vmnTppLp13ffSQlI+eqr+TwgI0PKhg2lFIIeGOgfJpOUMTFSbt/u8u86JUXKsDApx41z/XVKTJTyyy+lrFvX1pSw6xJBaRIiXSI4WWJkC1llemUpR4yQMiJC+9+To4+oKCmLFaNfwJEjrv8SGPMhAGKlm3FWSqnZEH1FAGeyfX/WdtttQojRQohYIUTslStXvNo4pqwRI2jq9J13aJFXHgYDpTMN9FX17tRlz2X3bpqybtHC9dNHRtIaun37AAztABQ5D1iDARkMZIYAJ9vh9M3T9Fr5Qs/dkcRE2rL3v/8BDRtS5qXvv6ehfcYCjM8uspNSzpRSxkgpY0qXLq11c5iHPvkEiImhnVVHjzp4QJ06wEsvBWauek/rsmdjX2DnToC3EwKo0vg48OAoIDgFEOmAIR2ouh6VE4TvBvfs0tNpYd6ePcCzzwJlygCDBtE2O8kL81hg0CrAnwOQPTl2JdttzE+FhwOLFlH68N69aZ1UHhMnAhUqeL1tmlGyLrvN9u2Udt7T9OxTO0xFxJ1xwLD7gPveAIZ1QES57Zi6RofBMSkJsFhom12XLrSP8J13gAsXtG4ZY6rSKsDvAFBDCFFNCBEKYACAZRq1hXlJlSr0Hrt/PzB6tIOOVEgIMH++/+eqV7Eu+/btnvXe7QY1GISZD8xElfoXINpMQ5Ui/2DmMmDQXs+PrRkpKdifP09bB+68k5I0LF6s3h5+xjSkSYCXUmYAGAPgLwAHASyQUu7Xoi3Mu+6/H3j7bSpw9tlnDh7QpAlNBPtjkFe5LvvFi5RMTokAD1CQP1nqbVjfM+LkdKnv4J5bSgp9bNhAOe1LlaILrX37tG4ZY4rRZJucq3ibnH+xWinb3R9/UKa11q1zPcBioSw55/xk1iYoiHrtvXrRcLytdOvKlbTvvFu3XAV53LR0KZ1iyxbaKuexxYtp3tpiUeBgOmAw0Ot0xx00b//II0CxYlq3igUwT7fJ+ewiO+a/goKAH38Eqlal/C0XL+Z6gNFIK7X9oRefT132bduoCMzbb1OOgE8+ca+4Wnbbt9MsR5MmCrT7zz8DK7gDVCTHbKaFji+9ROmUe/UC1q71/MVhTAMc4JkmihUDfvuNdjT17++gRsk991APSq9b52x12fH335QyLleimj/+yFqDkJkJPPccJWV7+23g7Fn3Trl9O5VG9/hXtnEjpR8MpOCeW3IyDeHbh0XKlqXyiKdOad0yxpzGAZ5ppkED2hm2cSOtN8tj+nTKraonTu5lL1WKPtsz0U6eTGu+Xn+dFiP26EEj5M4WZ8vIAHbsUGD+fccOmjPQw1Y4b0lKolS4779P1fTuvptGYwL5AojpAudzZJoaNAj45x/g44+BEiWyqs+1bAkK7j/+CPTp4/sBx2Si9n78MQ1JFLLdzb5NcOJEoGvXrDn4EycoZez339N2wrJlaQ3YyJFAzZr5H2//fjqmRwE+Lg7o0CGfPYzs9kr7f/+l0nyPPUav9VNPAU2bcn165ns8SYPnrQ9OVevfUlOlbNCAMo0GBUlpNEq5dWu2B/TtK2VoqPZpUB19GI1SFi0q5Wef0RNx0kMPSVmjRv73p6dL+fvvUvbsKaXBQKdq21bKn36SMjk57+O//JIec+KE003I6fBhSvGq9e9Tbx9BQZRauGpVKT/6SMrLl918ARjLCzpNVcvYbaGhtOAMoLVMaWm0uv62r77yvQV3Hu5l37GDpujzExxMw/RLlgBnzgDTptH27aFDae3XU08Bu3ZlPX77dkrWVrWqG8/l5Eladn/rlhs/HOCsVhrxOHmSCibdcQdlIlyxguZNGNMQB3jmEx58MKtqrJS5to2VKEGT9b6QxlaBvewXL9JCumbNnHt8+fLAyy8DR47Qhc+DD9IQftOmtGL+iy+ANWuoiqw9Va3Tzp+n4H7jBqdw9ZTFQoUAVq2irISlS1NOfMY0wgGe+YSWLYF162hO3mqloJVjZ1LfvrSfTKsyoG7UZc+PPaVDQT14R4SgEug//0xZVj//nGLy00/TIMKhQzSFvm2bkwe8coWC+5UrvA1MafaiN/Pmad0SFsA4wDOf0bIl8MsvwAcfAAsX0oryHL7/Xpttc/nsZXdXbCxdLzRu7P4xihWjYfr//qMALwQF+zzTGwV55BG6MuChZHXYy/MxphEO8MznvPhiVnnZH37Idkf58sCMGYqmdy1QIXvZ3bVjBx0qMlKRw2HQILruMRhoGUC7dk7+YKdOWfMiTHnp6bQVgjGNcIBnPkcIGn7u2JGK0uTokY4YATRqRNFMLQrUZc+PlNSDd3b+3RktW1Kytbfeos9Op7194QXKrsPbu9Rx//36y+PA/AoHeOaTQkJomL5GDeoEHT5su0MIYPZsdXqeCtZlz8+ZM8Dly67PvxemZUvglVdczGlvMAALFug3W6Avi4qivfKMaYgDPPNZxYoBy5fTurru3SmZGADaCzZ1qnJD9SrUZc+PfYGdkj14j9SqRYsdfGGHgj+Rki4QGdMQB3jm06pVo3TgZ8/SCvG33rKtEn/2WRpGN5nc72WrWJc9Pzt20AVLw4aqnsY1L71Ev2geqldGUBBluAsJ0bolLMBxgGc+r2VLSukaF0fbzjt0ALb9E0SL3775hlbltW5N++VDQ6k3XtCws8p12QsSG0vB3adGxXmoXlkREZRbmDGNcS56pgvZt7/bt4K1bFmChtMHDsy688YNYO9e+vjnH4qoJ07QAQwGWtmcqy67t9gX2PXr59XTOqduXZrEnzbN9/P++zqTSYGqP4x5jgM804V27bL2ehe4Fax4caBtW/p4+mm6zWqlVKJ799Kcc+3a3ml0LosWUe6TEiU0OX3hXnmFFjDeXtHIXBYaCjz6KE93MJ8gpA7SU8bExMhY++okFpBu3KDAaJ+Hd2m1uJdISZVFb9zI+/Hff8CXX1Lt97Awytrni88Be/fStkAuheoeo5Fe7Fq1tG4J8wNCiJ1SSrf33HAPnunCli30+fXXvRcYt2wBfvqJFu2XKeM4cGf/uHnTuaRwGRn2KQaVn0B+pKTGnjpFIxunTgFHj1Ku25Mns8qiMtdVrszBnfkMDvBMFzZsoNHP5s29c75t22gaIHfANhho+17x4lkf1arl/N7Rx9GjQM+eFDtdyjbniXPngK1bKWgfPkzVak6dAi5doiBvX1SXmkofzDNGI+99Zz6FAzzThRUrKFPt7t3e6fn++GNWcDcYKOnba69R/hJ3plerVqUsc+vXU3D3Su992DAK8BkZtLgwN+6pK8tqpfz+jPkIDvDM561ZAxw8SIG1QwcX07G6IT0dWL2azhcURD3uhx4CihTx7LgtW3p5WL52bfplMe9o2hQoW1brVjB2G++DZz7vzz/ps8vV0tz04Ye0s+79993I7+5L7r5buYo2rGBcOY75IO7BM5/38MNUfj0tLWsVulqOHwfefJPOOW6ceufxCk/q0TLXZGTQMA9jPoR78MzntWxJvfYXX6TiZ+PGAZMmUbBXkpRUYz0kBPjf/5Q9tiZq16YVfirl1WfZdO7MoyXM5/B/PtOFli1p6DwuDhg6lHrZ3bplK0CjgHnzgFWrqA59xYrKHVczwcG0/aBoUc+Oo3J+ft3jynHMR+krwKelAStXUmrSe++lTcqcVjOgREQA338PzJxJvfomTSgjradu3ACef56qvD35pOfH8xnVqlFWHXdz7YeEAHfeSf93RqOybfMn99+vdQsYy0MfAT45Gejbl4Yb+/enrtbGjZSKtFQp2g60d6/WrWReIgTVidm6lbawtWkDfPEFDbG76+WXgWvX6MLBYFCurT6hUSPg999dD9D24L51K9ClCzBqFAf53AwG6nAE83Im5nv0kaq2ZEkZe+tW/pOuQUHUtdu3D6hSxbuNY8rKyABmzAB69HAqZ/z168CQIcAffwCDBgFff+16Z3XzZrpIGDcO+OAD95qtC/PnU550Z9LQhoTQ5v3t27OS51ssQI0alECHEZOJqhp6KwMTCyiepqrVRw++ShWgXr385wKtVnrz6dNH+ZVXzHsOHgSio4Hx46kAvBNKlKDO6VtvAXPm0M4wV2qlpKXR9GnlysDkyW61Wj/69wc+/5yCdGgobex3lLUnKoqC+7ZtOSvjGI10kcC9+CxRUTSvw5gP0keADwqixULVqlHPwpHMTODAASp3yfQlMxN4911KFLJ/PxATQxltnBQURFnm/voLuHiR3m8XLXLuZz/8kP5sPv/cayXhtfXoo5Sy9tIl4JdfaMFBtWpA6dI0lD9kCNWG37cPKFky78+3bk1TYlw7ni6SRo3yfuW49HRKDrF0KU2fHD1KtQV0MBrLvEsfQ/T2anJXr9K799mz+Vf1CA6m3jzPienD4cO0vuL4cVowGRFBaeRatXLrcGfO0OH++YfSy06blv814bFjQIMGNBuwcKEHzyHQmM20X/HiRa1boq3wcFr7c9dd3jnf/v3AV19RHmWALiyEoAtke5KIyEgqllCyJFCuHFChAlCpElVLKl0650eJEn644MS/eDpEr68ADwAXLlCQv3CBhuZzCwqiAM9be3xbZiZ1n6dMAVJSqPchBE2Gb9jg0aHT0mjP/GefAffcQ6PKFSrkfIyUQKdOdCFw6FDe+1khNm6khXeBXFa2Th0a/lHTzZs09/Tpp1QoKD3duZKF2QlBFyMhIfS11UrHSU2lC+qiRakC3t9/q/IUmPsCYw4+u/LlaViqVKn8h8Z0cNES0I4coeH4N9+kAGF/vcLDaYGdh0JD6f1wzhxg1y7aSpc7ve2cOZTj/t13Obi7pW1bWtUYqEP1ERHq7ae0Wik/8kMP0fvd+PF0FWqxuB7cAfr/sliAhATg1i0gMTHrojotjUZGW7Xi900/pL8AD9CKqK1badsc04/MTFqmHh1NGWuy5zAICqIyawqmVx04EPj3Xxqx7NCBcstLSSvvx46lBXmcPtwD06d7nkRHrzIzadGikqxWuugtWxbo1QtYsoQCsRq5PgwGWiw5fDjNa739tvfXEjDV6Xeiunp12t/UsiVdldoFBXFqTl909CjQrx99djSsGxoKfPSR4qetVw/YsQMYOZL2ui9fTh2Za9doqp+nID0QGUlDIT16BN5QffPmNK+tpI8/Bt57T/3kXUYjJeb5+GN6H2V+Sx+RMDHR8e116tB8bVQUfR8enpVMnPkGq5UCd6NG1GtPTs77GIOBgkSdOqo0ISqK5uGfew7YtAnYs4euATkJogLuu496soE0VK9G5bg9e4A33lD3jzIigjpEmzfTCnwO7n5PHwH+5ElaFOJIo0Y0mWoy0ZvM2297tWmsAMeO0YLIN96gHp6jRZEAXZC9956qTRGCRj7tgztSql92NmB88knWRXYgyMgAevZU7nhmMx1PrVEQkwmoWZOG/LdupUUpLCDoI8BnZBRc3qt5c2DLFnrHDqQ3Gl9ltdJiuUaNgN27C+6VhIRQD/DOO1VvVrt2VGrWYKAZgXbtVD9lYIiKoj31ERFat8Q7unVTNmnCmDGUl0BpJhNd1X77LSWR4nz5AUcf2+SEkLEmE/UIy5XTujmsICdOUMA+eNDxcHxuRiOtqq9USf22gZKzrV9Pwb1lS6+cMnAMGgT8+ittv/JXUVGUNKFzZ2WOt3Qp8Mgjyg7NG4104fzWWzSVwFuGdSsw9sELIWNDQmgYizOS+CarlTaev/IKrfzNbzg+u7AwWv32+efqt4+p79Ytmte9dk3rlqinSBF6fkok0jp/ntadJCR4fqzsTCbKE8KjmboXOPvg09OBFStoKJ75lvh4oEUL4NVXqSfiTHAHaEJ80iR128a8p2hRKuHsr0P1QUHU21YiuFutVDtDjUV13btzcGcA9BTgAVqEMnw4F5TxFfZee/36lFHGmSF5u/BwmntUeqsR01a3brQjIixM65Yoz2ikESclfPABrZx3J3FNQaKiqJ4AY9DTEL39G5OJEoyPGaNlk9jJk8CAAVSUxJXAbmcyUU2BYsWUbhnT2o0bNFR/44bWLVFWxYqUFMbThDC7dlEOZTVWzYeH0+89kLYt+rHAGaK3S06med6rV7VuSWCSEvjiC+q1x8a6F9yNRuCllzi4+6vixYEffvCvofrQUOq9exrck5PV3RLXoQMHd3abKgFeCPGBEOKQECJOCLFYCFHMdntVIYRFCLHb9vGVWydIS6Nco8y7Tp2icqEvvURvVO5OlYSEUKk35r8efJBWmvvLCu6gICqT66knn1SvcxIVpUwbmd9Qqwe/GkB9KWVDAEcAvJLtvuNSymjbh3vpoNLSaDvOjh0KNJUVSkrg668p7+u//7rXa7eLiKDEN5GRyrWP+aZvvqHRGn9w112e52r47Td630pJUaZNuaWlAV27qnNspkuqBHgp5SoppX31yHYAym9yti+4c3bFNnPPmTNUwvXFFz3rtduFhwNPP61M25hvK1kS+O47/Q/VR0R4npr23Dl6v3J21XxoaFZ5V2e1asUXziwHb8zBjwCwMtv31YQQ/wkhNggh2nh05FOngFmzPDoEK8DixbRPd/t2z3rtdiYTpRLmOcLA8fDDNC+s5/oQnlaOy8wEevd2bt7dYKD/jyFDKAlO1670fWFVkSIjeXie5eH2KnohxBoAjtLKTZRSLrU9ZiKAGAC9pZRSCBEGIFJKeU0I0RTAEgD1pJR5Mj0IIUYDGA0AlYGmp/JrSJEitKKbS8cqy2qlQulKptAsW5ZGBPT8Zs9cd+UKDXErndDFW+6917PCBW+/Dbz7buG9d6ORLoamT6ffl93Ro5SVbuFCmi5zlCkwLIwS55Qo4X47mc/RbBW9lLKjlLK+gw97cB8OoAeAQdJ2FSGlTJVSXrN9vRPAcQA18zn+TClljJQypnRBDUlNpUVfTFmbNinTa7eLjKSC7BzcA0/p0sDMmfocqo+KooVx7oqNBd55p+DgbjJRPY2NG4Hff88Z3AGgRg1KIHTiBFXLjIjIu7YhOpqDO8tDrVX0XQC8BOBBKaU52+2lhRAG29d3AqgB4IRHJ0tNBWbPpqQRTDmff65sgC9RgnKVs8DUrx/Qtq3+LvAyMoAHHnDvZ5OSCt4SZzJRMP/tN5oGiymko1a+PNVwP38eeO012mZqMlHvnYfnmQNqzcF/BiAKwOpc2+HaAogTQuwGsAjAE1LK6x6fzb7gTgdJe3QhMZF6Ekr9PiMjqSZ8YfOIzH8JQXvj9bb+okcP90ceRo8Grjt4e4uIoAyOX38NHD4MdOrk2mK6okUpLfTFixTwW7WitQ6M5aK/THb5MZmAL7/kNI1K+PZb4PnnlevB16wJHDrkeZIQpn+//AI8/rg6OdiVFhVFveuOHV3/2fnzgREjcj5Pe5W3KVNoqN1fcgQw1QRONTlnHlisGK2sL1JE5Rb5ufbtPVtUlJ3JRIuDeH8uA2hU6P77gQ0blM/DrrSiRalynKsjT6dPU86IpCT6PjSUjvHcc5SFk9+fmJMCL1VtQVJSgIkTtW6F/im5GOquu4AuXZQ7HtM3IYCff/b9oXqDARg82PXgbt8SZzZnbXkbNIgWyL37Lgd35lX+F+C/+w44cEDrluhb+fLKHCciAvjf/3honuVUvjzw6ac0uuOrwsPdqxz39tvAzp208K1LFyAujnJ1lHO0o5gxdflXgAcoyI8YwQvuPFFJocSDjRrRHmLGchs2jFaNK1FbXQ3Fi9PWM1ecP0/71Zs1oymI5ctpixtjGvHR/y4PSEklTBctAvr21bo1+lS6NPVgPMmZHREBzJihWJOYn7BaaUvr2rXAzZsU4H1tLj4sjFbAuzryVKECsHs3zb/zqBXzAf4X4AFa/f3kk0C3br49DOirSpem1b6eBPjgYHqjZO6R0j+ChJS0g2LtWmDZMmDLFqrMlp7uOCObLxDC/d049esr2xbGPOB/Q/R2ZjMwebLWrdCn0qXpTdgTiYlAy5aUw/vsWWXaFShWrqTpDb0WUoqPp7UwPXvSUHdMDGWbXL2a/i+Tknw3uAO0rbNqVa1bwZjH/DfAWyyUje3oUa1boj+lSnkeXKSk1+C33+gNc/x4/eUiP3bM+38/O3cCvXrR7gNPL7K85fx5yiY5cCAlcKlXj7aELVsG3LpFQd2ZQiu+QInKcYz5CJ28g7gpNRUYNYoX3LmqdGnl5kUzMrIutu64g1ZPp6crc2y1XLpEi8AaNKCe9KuveqfN8fFUbCQtjS6I9GDPHqBaNQqK8+ZRYRmLRdk0x97kaeU4xnyIfyW6cSQiApg7F3jwQSWbpB/JycDly/Rx5Qp9vnSJ6lOfOwdcuEC3lSoF/PMPzT+mp9MiOzWGiE0mSkj06afUU/WleWaLBfjgA+C99+h3YA/qERE0ZPvbb0CtWuqc++pVoHFjek3uvJNGDnzpd5OfTZsoV/utW1q3RBn33UfrBRjzAZ4muvHPRXbZmc20IrZTJ99PruGM1NSsQG3/fPkyDZOeOZMVsK9doyFxKWmxm307UkYGLZ7LzMx53JMnswJKSAj9jBrDqsnJ9DFkCA3df/UVVdLSktVKQ8xjx9Jzzp1G1WwGDh4EmjQBpk0DxoxRNviazdRzv3SJLibGjdNHcAeovTroJDglKoqH55lf8f8ePEBvQi++CLz5plJNUk5GBgXj3AH7wgVanHbuHL3xX7tGvaS0NLpQCQ6mIJCZSUHf0yFkgyHnsHy5cq7Vgg8Npfa4ungqIoJyfc+YQUO93rZhA+VGP3vWuWFlk4l62vPn07YoT2Vm0m6PjRvpwisign7vkZGeH9sbDh2iC7TERK1b4r7ISLpIiYqijHO5S7EyphHORe8so5Ey3Km9OtZqpf29uQP2pUvUwz53jqpAXb2atQApNDQrQFqtFMS9vco4JITOa1evnmsZAY1Gqmj166+u9/wNBnr+I0bQRZg36lofOUI98S1bXC98EhxMz/fbb6kMqrukpDUi8+ZlpTYdMYJqp+vF5cu0tiL7344vCwvLGp2qWhVo04aSMd19NyWl0cvCRhYQOMA7y2CgYdC//nLt56SkbT35zWOfPUu97StXKLAnJVEACA2lNwsp6c3Pkz3l3hAWlrON995LvUpnf/aJJ2j4ulYtKrbhbhtCQoDXX6dV2Grso792jRbN/fQTvS6erDOIiKB0pN9/716O8bfeot+Z/QLDaARiY4G6dd1vkxY6dgT+/tvzofqwMPo/jYykEQFPp4iCguhYKSlUOKZ5c3oPaNGCRmH8YcqO+TUO8K6IiKCFUp070/fp6cCaNVnB2x6wz5+ngH39Os1jC5H15iNl1jy2XvcpO2I05uzJDhhAw9DOiIigoF6yJLBjB10chITQfbnnkqXM+WG15vzIzKQ35tWracGTUlJTaRrgrbfo9VNqhCQ8nBYMjhrl2s/9+COVDM3+O2/alAK83vz7L1UgdKcEbFQUvRb169Pf3AMP0EXiRx9RHgtXVuPbh9qtVqBhQ2pT69YU2MuUcb1tjGmMF9m5wmymAhInTlAPe8UK2hITEkJvMgVtDfP1rV3uioigC5dSpXLe7mw++vBwqh1fsiR936wZrUI+fz5r6iE0lH7HznwfEuJ6Ba/C/Por8PTT1CtUug55UBAFEVesWkWZFrP3UCMjgZdfVrZt3tK8OQXU7dsLf6x9egOgha/9+tHnYsVyPm7sWKodHxfneGQg+1B7lSpA27Y81M5YLoHVgwcooL36KpWVvXwZqFzZt7NqKckezFNS6Hm3bAnccw/1HBs0yDkk/uGHzu3/joykkQ9fLYOZkEBz+rl3DSilTBlaU+Hsqvfdu+l3nrtnWrQojRrZRz70Zv16oEcPxz3uiAj6/VesSPUhevWiC8HCLuQOH6ah9NRU+jtLTaW/s+bNaXTHPtTOi+KYn+IevKvMZlrINWYMvTnXqUNvuv4mv2AeE0Pb05o1o+Hq/BYdli5NPeqCAnxEBPDKK74b3AF681frIlYI1/bynzpFgSl3EAwNpR69XoM7QL3natWo0JMQWUPvrVrRKFn37q5XKaxVi6Yydu3ioXbG3KCPAG8fbnN3zjs0NKs6Wv36NM9nD0rDhlFPQS+pNB3JHsyrVMnZM69fP+9itX//pee8d2/+Ab5UqcJLeYaE0PC8L7MP+auxXiIqCujTx7nHXr9Ow8iOEsIIQVMIeiYE8MkntAugQwf6vbRr5/lCtr59uSokY27SR4C/6y6ga1daIHflCr2ZFBSQIyKyelXNm9M+4zZtaDgvNDTnY3v3pl6oXrgazB3ZsoU+79tHFzuOlC5d8DFMJmDKFGqPr4uIUCfTWloaBe3CpKTQSvMLFxxfaLRt63rv1he1b0/pdhljPkEfAT4qilZAz5hBGdeWL6fV71ev0ta0hATanhYaSsGuc2f6XLt24cOnlStToDx8WP3n4arswbxq1bzBPPfFirNWr6bP//6b/2NKlSp40aHRqJ+sXyaTOgH+nnsKv6DKzKSLyEOHHE93REbqJ+88Y0w9qan0fl/YyKkL9BHgs6talebPx4xR7phDhtB8tJaL7dQK5o7YVzvHxeX/mNKl809eYjIB776rn3rvUVHKH9Nkom1dBZGStsJt2JD/iFNUFA1pM8YCz4kTVB56wQJ6X37/fcoBohD9BXg19O0LTJ3qvfM5CuZt2lAwr1dP2WCe25kzWcHmzBnqYTpazRwZmf+8dbFiwPDharVQebm3YCkhPZ0WjhXk3Xdpq1d+W/OMRuCFF3hLF2OBwmKhC/6lS+nj5s2s2yMjC+80uIgDPECrykuXdj8DW0GyB/Nq1XL2zNUO5o5s3UoLz1JS6Nzx8bTGITchaCHijRs5bzeZqOKagsNIqiteXPljVqtG+frz88svwNtvF7xWRErKy8AY809SAseOAX/8Qb302FhaeJqYmHN3T0QEMGsWULasoqfX0bu0yh55hLJneZLQxlEwz94z94VtUOvXZxUGMRgo37yjAA/QH1vuAF+mjLr1ss+epYBsMil3THsSHqWEhBT8O1i7lioYFhTcg4KAnj3VufhgjGknOZneZxcvBn7/PSuY21OB5576DA2lZE8q7BbhAG/Xvz+lHHU2wJtM9CadkkL1u3P3zH0hmDuyZ0/W12YzraR/8EHHj33jDeCxx7L2bZtMwPTpyg8pHz1KV7c//kiLKKtWBbZtUy4wF7YjwFVhYRScHYmLo/sK23YZHk5lYRlj+iYlLaL94w9g4ULgv/8c99LzExlJvXcVcIC3a9SIApijTFy5g3mrVpR4IyaGCoP4ajB3ZMaMrLzhGRkFr6QfMICGme1V5apUyf9iwBVSAvv3U677X36hwj1Wa9Yix5MnKeXotm3KBOeKFbPyICghOJi2XOZ2+jT9bp3Jn165Mv39MMb0JzGRCiz99hsFdrOZ3sPy66XnJyKC3gNVGsnjAG8nBPXiZ86kIZOUFKB69Zw9c70Fc0eaN6erxUcfpV5mQSvphQC++ooqpglBFwfOZm1z5MgR4JtvgDlzaHFJerrjEZP0dAqWd99NK0s9zV729NNA+fL0j7R+Pb2+CQnuH69Hj7y/hxs38k9kk5vJxFvjGNMTe6dkxQrqpe/dS50GT95HwsOpxHbXrsq1Mxd95KKPiZGx3qiyde0aXY01bOgfwbwgkycD772XVRmvoLzgnTpRJrYdOzwL8A0aAAcPOp8XPjiYEsCcOOHZebNLSaEr77lzgWXL6B/XbHa+TUWKAD//nHMkIyWFLgL37nXuyt1kojoIekgSxFigunWL1tP89httZbMXJFNqO3XZsjQ9WcA2Xs5Fr6SSJWlPfCCYNImG3hcupABao0b+j/3zTwqwngbZMmVozt9ZGRk0NSKlcgE+PJwyG3brRkNq//xD8/8LFtCoQmZmwf/Aqak5961brbQ45sAB54J7cDBtMeTgzphvkZLWKNl76QcPet5Lz4/RSO85auToyIYDfKASgnqi5crRIo+CKLWorl496j07y751RK194kFBNAXTsiUtHjx0iErLzpkDHD9Ooxq597DHxORc4f/MM/ScnK1lEBysaCILxpgHbtygzJ6//gr89Rdd4KelZV2sOzuX7gqjkWo2OJPm2kMc4ANZWBgVCPGWOnXoj9uZYBgcTMVK7r1X9WbdVrs2lRGeOJHyxi9dSvP2O3bQ7yo1FRg4MOvxH3wA/PCDazXmo6MLHi1hjKnHaqVV7suXA4sW0bqgsLCsrcPeULo0leP2Ag7wzHvuvJMWuDkT4ENCgC++UL9N+SlfnnLtP/EEDdH9+Sct0OvXj+6fN4+mOVypQhgVBbz8sirNZYzl4+pVYNUq6qWvXk1D8ampWQt81eil58dopHZ4WmXRSRzgmfdUr15wARs7o5GGsatUUb9NzihShAK7Pbhv2EBDbK6WGA4JoRX4jDH1ZGZSxrjff6dgeuKE93vpjkREAM8+69XtsRzgmfdUqeLcXvSICOD119Vvjzv27aMg7WpwDw+n+Xo9pfhlTC8uX6Y59EWLaOW7PW+JFr10R4QA7rgDePNNr56W322Y94SEACVKAFeu5P8Yk4kyCvriKvOzZ2ldQFKS6z8rpX7K6zLm6+xJuuy99FOnaPrPnf9NbwgPp3Z6ees1B3jmXbVrU76B/CrV1aiheEUlRdy6RQv+7NWfXNWhQ8HFaZj/yK9CI/PMhQvUS1+4kNbDGAw0kmaf9tO6l56fiAjgtddoF5GXcZ1K5l1z51IvOCyM5razMxppW5xSe96VkppKyX7OnnU+IU52kZHASy8p3y7mO5KSaOFlp070d+ylVdJ+LT0d2LiRajZUr04FvJ55Jis1bGKic2t6tBQURNVKNfr/5x48866KFWmOLDmZVrTOm0f/sBYL0KeP4xzvWrJaKYWxs1nqHCle3Ct7XpmXJSVRUpRZs2jhZWho1kKuN96gYN+wobZt1JuzZylr3MKFwKZN9DtNTs66sFYqi5y3hIfTugCNRnQ4wDNtmExAr170kZkJHD5MV7q+ZuxYuhBxdVGdXUQE9UB8bVSCuSc5mYL6998D69blDOrZg4/FQn/bBw54bUuULqWlAZs3U9roJUuAixdpIaq9YJNSBaK0YDIB06bR6INGOMAz7RkMlPvf13z8MfDtt64lssnNagWGDVOuTcz7zGYaZZo1i7IW5hfUc7t4EXjxReDzz73TTr04dYp+n4sWAVu3Zi2Os6/L0Vsv3ZHgYEpq9fTT2jZD07Mz5qsWLqSFMe723AG6cOnXDyhaVLl2Me8wm2moeNYsmlJyNqhnZ7FQT/+hh4COHdVrq69LSaHh9qVL6ePqVZqbtl8467mXnp/wcJp+1HjkjgM8Y7lt2kQFYTwJ7gAtJHzhBUWaxLzAYqGg/v33wJo1tKXJ1aDu6Jj9+1PVsBIllGurrzt+nH6XCxbQdrawsJy9dH9mMgGffUaVMDXGAZ6x7A4eBLp392xY3q56daBRI8+Pw9STkkJpiL//ntKZZg/qSvUsk5KAoUNpz7a/rsWwWGjr2tKlNJ9u305qv0j2h2F3Z4SEUOnooUO1bgkADvCMZTl/nva6K5HSkrfG+a6UFNpP/f339FmNoJ5dWhotyPvpJ/9ajyEl8NVXVJApNpaGpRMT6fZAFRFBr7OPXMiptg9eCDFZCHFOCLHb9tEt232vCCGOCSEOCyE6q9UGxpyWkEDB/cYNZY4nBNWJZ75DSmDyZBoqHzqUepspKd7JUW4204KrkyfVP5e3HD9Ou0y2bqWLmIQEDu6zZgFlymjdktvU7sFPl1LmyPgghKgLYACAegAqAFgjhKgppXQjgwhjCkhLA7p0AU6fViZxRkgIMGoUzTsy3yAl8OqrVB7ZYvF8fYU7LBagd28qP+wPme4SErLKKAe6sDCgWzd6fX2IFpnsegKYJ6VMlVLGAzgGoLkG7WCM3vgfeQTYvVu5VJcGA2XcYr4he3BXYm2Fu6xWyvfwzjvatUFJiYk+MxStuchI4JtvtG5FHmoH+DFCiDghxCwhRHHbbRUBnMn2mLO22xjzvnHjaLWvkj265s0prSbTnq8EdzuzGXj3XWDXLq1b4rlAn2+3i4gA5swBihXTuiV5eBTghRBrhBD7HHz0BPAlgOoAogFcAPCRi8ceLYSIFULEXimo+hhj7vrkE1okpOQbPy+u8x2+Ftzt7FnufKlN7giUbW8FCQ+nbZCdOmndEoc8moOXUjqVvUEI8Q2A5bZvzwG4I9vdlWy35T72TAAzASAmJoYvE5myFi8GJkxQfi7WaKT5fKY9XwzudlevAs8+S5kS9Sox0b3iS/6keHH6G/NRaq6iL5/t24cA7LN9vQzAACFEmBCiGoAaAP5Vqx2M5bF1KzBokPLBPTwceP55/1hApXe+HNwB+tubO5dStuqVHqq5qclopEQ+kZF570tOpkx2o0YptzPHDWquon9fCBENQAI4CeBxAJBS7hdCLABwAEAGgKd5BT3zmsOHga5d1VlFLSXw2GPKH5e55tVXgf/9z3eDu53ZTBeaR44ApUtr3RrXJSUFboA3Gul//Z57sm5LS6O8Ct9+m5U0KT0dGDBAs1TFqgV4KeWQAu6bCmCqWudmzKGLF5VLZJObELRNRo9v1P5EL8HdLjkZGDyYsunpbUV6nz7Ae+/p53etpLJl6blnZlKp4FmzqBpeUFDOpEkmE5XA1YgW2+QY877ERAru166ps/LXXhaWaUdvwR2gHt6WLfqci69bl9odEaF1S7zLaKSFtGPHAiVL0oLJOXPoYi1358Fi0TTAC6mDbQ4xMTEyNjZW62YwvUpPB+67jxKMqJWU4847gWPH9NcL8xeZmbQGQq9DxhERwJ49wF13ad0S1z39NPDDD/q6sHKX0UhBOzKSnq8zuwiGDgV+/NGt0wkhdkopY9z6YXAPnvk7KWkIdOdO9YK7yUS9dw7u2jEYaIpEr69BSgplQdPjBcqMGUCdOlQD3d/Z1+64skUwPl699hSCAzzzbxMmAMuXq5ua1GoFhuS75IR5y4sv0sWWHlmtlNt9yhStW+K6kBD6H4uK0rolvulcnl3gXsMBnvmvL76gusxqDh0aDLQS2tFWGeZdbdrQvmS9MpuBjz4C/vlH65a4rlw5KodrNGrdEt9z+bJmp+YAz/zTsmU0bK5mcA8NpY+xY9U7B3OeEMALL+h70Ze9IE1SktYtcV3r1sDUqfr+/avBbNasIA8HeOZ//vkHGDhQvWH5qCjKO/3ii7Svvm5ddc7DXDdsmP7Tp16/Djz5pNatcM/zz1Mmx/BwrVviO4xG4Px5TU7NAZ75l6NHKS+0Uj330FCa1y1ShN60WrSgFcOXL1NVsDvuKPQQzIuKFwd69tTvYjuAFtz99hvVq9cbIYCffgIqVND3a6Ck4GDNtsoFwLJHFjCuXAHatqU61XbBwRSkg4PpDUdK6uGlp1PmKXsAj4wEihYFSpSgva2lSwNlytD3xYpR4KhfH6heXbOnx5z0wgu06Cs5WeuWuM9sptGIQ4dofltPTCbK6Na4sT6nGpRmtXKAZ8xjQUFAjRpA06ZZAbpkSQrOxYplBWr718WKBcbWnkDTrBkFxePHtW6JZ5KTKc3punX66w3fdRcweza1X80dLHqgYbIbfndj/qNkSWDjRq1bwbQmBK2PGD9e3734jAwgNhb4/HNgzBitW+O6Bx8EnnlG/Z0svi4jAzhxQpNT8xw8Y8z/DB6s/8V2AF2gvPQSLebUo3feAZo0ob3ygUyj0SQO8Iwx/xMVBfTv7x+le1NSKN95errWLXGdwUBFWPScn0AJZ85ocloO8Iwx//T880BYmNat8JyUwOnTwMSJWrfEPSVLAitXBnYSnEuXNDktB3jGmH9q1AioVk3rVijDbKa57M2btW6Je5o0AT79NHCT4CQkUEEkL+MAzxjzX+PG+U8aYYuFarBn3waqJyNHAg8/HJg9+dBQTXrxHOAZY/6rf38a4vYXN28Cjz2mdSvc9803NKriD2sjXBESoslWOQ7wjDH/ZTRSpT9/yXeQmkpJfBYu1Lol7gkLAz780L8uupzFAZ4xxhT27LP+tU3LbKbhbg3LkLosPh546y2galWaZgi0Hnxqqiavl59c1jLGWD7q1KGPXbu0bolyLBagXz9g0ybK4OiLLlwA5s8HZs6kAC+lZlXVNJeaCpw86fXT+uhfBmOMKcifFtsBlB1tzx5g+nStW5LTjRvAt98CzZvTXPurrwIHD9Je/kAN7nbHjnn9lBzgGWP+r3dv/eVzL0xyMvD668D+/dq3Y9484L77gPLlKf/Ajh0U0AM9D312p055/ZQc4Blj/i8sDBg1yr/m4gEKoL16eb93nJYG/P47leYtVQoYPZqK4qSm6jv/v5ouXPD6KTnAM8YCw9NP++firnPnKF+92jIzKYgPHkxllAcPBpYto+H3xET1z6931697ffcAB3jGWGCoXp1qlPsbi4X2l69fr+55vvsO6NABmDOHeul6TbijFYOBgrwXcYBnjAWO8eOpEI2/sViAvn0pEY5aBg4EWrYEwsPVO4c/Cwvz+l54DvCMscDRo4d/DtMDNEz+6KPqHT8qiobou3QJ3JzynhDC63vhOcAzxgJHSAjw5JOUG9zfpKYCq1YBv/yi3jlCQ4FFi4ARIzjIuyotjXvwjDGmqief9N3kMJ4ym+n5nT6t3jmCgqgy3OuvB2bhGHdZLF7fKuenf+WMMZaPO+6guWR/Za86Z7Wqe54JE4Cvv+Yg74rjx716Og7wjLHAM26cfy62A2g72/79wHvvqX+uIUOAJUt4uN5Z8fFePR0HeMZY4OncmVY1+yuzmYq77Nmj/rk6dQI2bgSKFfO/bIFKO3/eq6fjAM8YCzwGA1WZ8+ctX/Ysd95IF9u0KaWnLVfOf0rzquHqVa+ejgM8YywwPfaY/9clv3QJGDvWO+e66y7gv/8ooZA/j454IiPDq1n/OMAzxgJTuXKUmc2fWSzATz/R9jlvKFuWevJNm/LiO0eMRq/uhecAzxgLXC++6F9lZB2xWIABA4Br17xzPk6Ik7+gIA7wjDHmFe3b++9q+uySk2nFu7emJDghjmMZGV5NdsMBnjEWuISgOWp/H05OSwM2bAB++MF757QnxHnjDf///TrLYgHOnPHa6TjAM8YC26OPqp8UxheYzcAzz3h9LzZefpkT4thZrV5NdsMBnjEW2EqVArp3D4w93BYL0Ls3JcPxJk6Ik+XECa+digM8Y4y98EJgBB+rFThyBHj7be+fmxPiEJ6DZ4wxL2rVinrygcCe5S4lxfvnbtoUiI0N7IQ4V6547VQc4BljTAjaMufvvXiTiYrtzJ2rXRa/6tUpIc5ddwVmQpzkZCrt6wUc4BljDACGDvXfxXYmE/Wav/ySFtn17atte8qWBf79NzAT4hiNwIULXjkVB3jGGAOAokVpAZo/1Yo3mWjqYfp0qhE/ZAjl4fcF9oQ4Xbv6/8hJdsHBXpuH96O/ZMYY85C/7ImPiKDFbO+8Q8HksceAkBCtW5VXaCiwcGFgJcSxWvUd4IUQ84UQu20fJ4UQu223VxVCWLLd95Ua52eMMbfExAAVK2rdCvcZjUCRIsDkyVSa9NlnfX+eO9AS4lgsXgvwqixjlFL2t38thPgIwK1sdx+XUkarcV7GGPPYuHHUk09O1rolzgsPp6H3l16itusx/e7LL9PF1ejR3ilxq5WMDK/thVd1iF4IIQD0AzBXzfMwxphiBg7Uz2K7sDAa2n7+eeoVvvGGPoO73eDBlBDHZNK6JeryUjY7tefg2wC4JKU8mu22akKI/4QQG4QQbfL7QSHEaCFErBAi9ooX9w0yxgJcZCTwyCO+sxjNkdBQGs5+4gng1Cng3Xdpzt0fdOpEefP9OSGOl/LRux3ghRBrhBD7HHz0zPawgcjZe78AoLKUsjGAFwDMEUIUcXR8KeVMKWWMlDKmdOnS7jaTMcZc99xzvjl3HRJCgf3RR2mYd8YM30zQc+sWkJjo/s/7e0KcS5e8chq3A7yUsqOUsr6Dj6UAIIQIBtAbwPxsP5Mqpbxm+3ongOMAanr2FBhjTGENGlBCFl9hMNA8+8CBwOHDwFdfUfDzVZ98ApQoAbRpA3zzjXsBzZ8T4ty65ZV6AGoO0XcEcEhKeXu5oBCitBDCYPv6TgA1AHgv8z5jjDlr3DgartdSUBAF9ocfBvbvB378kTLR+bpXXqFRkM2bgSefBKpUARo2BN5/Hzh2zPnj+GtCnNBQ4PJl1U+jZoAfgLyL69oCiLNtm1sE4Akp5XUV28AYY+7RMtubEBTQuncHdu8G5s8H7rxTu/a4KjgY+PBDYNkyWgSYng7s3QtMmkSBvkoVWjUfGwtIWfCx/DEhTkiIV7bKqRbgpZTDpZRf5brtVyllPSlltJSyiZTyd7XOzxhjHjEagWHDvD8HHBEBdOwI/PMPBchatbx7fiU98AAQF0fPwWikAjcWC2XV+/hjoF07WkPw2GPA2rV0IeCIPybE0XOAZ4wx3XvmGe8F+IgImrPesAFYtYrWAfiDqlVpLn3gwJzBOSODcg1cvw589x2lCS5WjD7/+mveYO9PCXFSU4Fz51Q/DQd4xhjLT61aQP366p7DZAKaNwdWr6Z66TEx6p5PC2FhFMRnzqQgn3v7m5RAQgKVsl28mAr/TJ7s+Fgvv0zH0XOQT00FTp5U/TQc4BljrCDjx6uTPMZkovnoZctoOL5VK+XP4WsGDaJ598qVCy5XazbTSvykJMf3+0NCnKNHC3+MhzjAM8ZYQXr1UjbhislEIwMLF9ICuvvuU+7YelCnDu0I6Nat4Pl0qxX4+uv879d7QpzTp1U/BQd4xhgrSGgo5UcPDfXsOCYTzUf//DNw8CCtCtdjYFKCyQQsWkQr7fMbajebqRpeWlr+x9FzQhwv1ITnAM8YY4V56in368SbTEClSpTw5fhx4KGHAjewZycE7ZHfvJkCtKMLqNRUYM6cgo9TvTqNhOgtIc61a4VvEfQQB3jGGCtMtWquL34zmYAyZWjld3w8rSJ39yLBnzVpAhw4ALRtm3fIPjmZVs0XVvynTBlKiBMTo5/Fd0FBwI0b6p5C1aMzxpi/cHaxXUQEpWn94AMqKvLoo/obPva24sVpa+DEiXkD9I0bwO9OpEyJigL+/ls/CXHCw1XfC88BnjHGnNGtG2Ugy09EBFC0KPD227TH+cknPZ+3DyRCAK++Cvz1FwV8+0VRUhIFfmeGs+0JcUaO1EeQV3kvPAd4xhhzRnAwzcXnnuc1Giln/cSJ9IY9dmzBW8BYwdq0oUWITZtmBemTJ4FNm5z7+aAg2mI3aZJvD9dnZHAPnjHGfMYTT2QtkAsPp3n2ceMosL/6qr73ZfuSsmWBLVuAMWMoSCcnA6+/7toxXnrJtxPimM2qb5XjAM8YY86qWJF6mKGhlMb2zBngzTeBIkW0bpn/MRiA996j7XQmE2X5i4tz7Ri+nhDHlcp6buAAzxhjrli+nPYwv/8+zRUzdXXrRqvs69enqnKu8uWEOPHxqh6el3YyxpgrQkNplTzznsqVaa+7weDez9sT4rRpA1y5QvPfvuD8eVUPzz14xhhjvs/d4G7niwlxrl5V9fAc4BljjAUGX0uIk56ef0EdBXCAZ4wxFjh8KSFOeLiqe+E5wDPGGAssvpIQx2DgAM8YY4wpyhcS4qic7IYDPGOMscClZUIci4VyKaiEAzxjjLHAplVCHKuVSgirhAM8Y4wx1qkTZcvzdkKcEydUOzQHeMYYYwyg2vSxsUC5ct4r8ctz8IwxxpgXeDshzpUrqh2aAzxjjDGWXZkywI4dQLNm6i++S0oC0tJUOTQHeMYYYyy3yEhg7Vr1E+KEh6uWk54DPGOMMeaINxLihISoluyGAzxjjDGWH7UT4litqi204wCvlrQ0qhl98CBw6ZLWrWGMMeaJl14CvvlG+SCfksIBXlc2bwZKlaLVmHffTZ/nz9e6VYwxxjwxaBCwdKmyCXHS04H4eOWOlw0HeKUtWAB07gwkJlIawsREIDkZGDECePppejEZY4zp0/33K58Q59gxZY6TCwd4JX34ITB8OGA2573PbAZ++AFo3ly1FZOMMca8QOmEOCrlo+cArwSrFRgzhhZhWCz5P85sBvbtA+rVAzZs8F77GGOMKUvJhDgqrdPiAK+EP/8Evv7acc89t4wM4OZNoEsX4PJl1ZvGGGNMJUolxLl5kzqKCuMAr4QOHYD69V0bqgkNBbZvV69NjDHG1KdEQpyQEFU6fBzglRAWBvz1F1C8uPM/k57O2+cYY8wfeJoQJzRUla1yHOCVUqYMsHq1cy9uWBgt0hg+XPVmMcYY8wJPE+JwgPdxjRoBP/9c8IsbFEQrL1esoGEZxhhj/sOdhDhpaaqkq+UAr7TevekFzq8nHxUFrF8PFC3q1WYxxhjzElcT4qSkACdPKt4MDvBqmDSJkiGEh+e83WikFfdVq2rSLMYYY17iakIcFZLdcIBXgxDA3LlAtWqAwUC3GY3Ad98BLVpo2zbGGGPeYU+IU7584busTp1S/PQc4NViNNKiuyJFaFHdSy8BAwdq3SrGGGPeVL068N9/hSfEuXBB8VNzgFdTxYrAmjXA22/TsD1jjLHA40xCnGvXACkVPS0HeLU1aQKMG6dcUQLGGGP6Y0+I062b40XYQlBGOwVxgGeMMca8ITSUKo6OGpU3yIeFKb4X3qMAL4ToK4TYL4SwCiFict33ihDimBDisBCic7bbu9huOyaEmODJ+RljjDFdCQoC/vc/YPLknMP1QvhWgAewD0BvABuz3yiEqAtgAIB6ALoA+EIIYRBCGAB8DqArgLoABtoeyxhjjAWO8eNzJsTJyFA82Y1HhWyllAcBQOSdX+4JYJ6UMhVAvBDiGIDmtvuOSSlP2H5unu2xBzxpB2OMMaY7gwbRAryHHgKSk4HTpxU9vFpz8BUBZK9gf9Z2W363M8YYY4HHnhCnSBEgPl7RQxfagxdCrAFQzsFdE6WUSxVtTc7zjgYw2vZtqhBin1rn8gGlAFzVuhEq4uenb/78/Pz5uQH8/PTll1/oI0stTw5XaICXUnZ047jnANyR7ftKtttQwO25zzsTwEwAEELESiljHD3OH/Dz0zd+fvrlz88N4Oend0KIWE9+Xq0h+mUABgghwoQQ1QDUAPAvgB0AagghqgkhQkEL8Zap1AbGGGMsYHm0yE4I8RCATwGUBrBCCLFbStlZSrlfCLEAtHguA8DTUspM28+MAfAXAAOAWVLK/R49A8YYY4zl4ekq+sUAFudz31QAUx3c/geAP1w81UzXW6cr/Pz0jZ+ffvnzcwP4+emdR89PSIVz3zLGGGNMe5yqljHGGPNDPhfgAyn9rRBivhBit+3jpBBit+32qkIIS7b7vtK4qW4RQkwWQpzL9jy6ZbvP4WupF0KID4QQh4QQcUKIxUKIYrbb/eK1A/T7f5UfIcQdQoh1QogDtveY52y35/t3qje295G9tucRa7uthBBitRDiqO1zca3b6SohRK1sr89uIUSCEOJ5vb92QohZQojL2beB5/d6CfKJ7f8xTgjRpNATSCl96gNAHdDev/UAYrLdXhfAHgBhAKoBOA5aqGewfX0ngFDbY+pq/TzceN4fAXjD9nVVAPu0bpMCz2kygHEObnf4WmrdXhefWycAwbav3wPwnp+9dn7xf5XrOZUH0MT2dRSAI7a/RYd/p3r8AHASQKlct70PYILt6wn2v1W9ftj+Ni8CqKL31w5AWwBNsr9n5Pd6AegGYCUAAaAFgH8KO77P9eCllAellIcd3HU7/a2UMh6APf1tc9jS30op0wDY09/qhqBcv/0AzNW6LV6S32upG1LKVVLKDNu320E5HfyJ7v+vcpNSXpBS7rJ9nQjgIAIjk2ZPAD/avv4RQC/tmqKIDgCOSylPad0QT0kpNwK4nuvm/F6vngB+kmQ7gGJCiPIFHd/nAnwB/Dn9bRsAl6SUR7PdVk0I8Z8QYoMQoo1WDVPAGNtw0qxsQ4P+8JplNwJ0ZW3nD6+dv71GOQghqgJoDOAf202O/k71SAJYJYTYKSgbKACUlVJesH19EUBZbZqmmAHI2Rnyl9fOLr/Xy+X/SU0CvBBijRBin4MPXfcQHHHyuQ5Ezj/YCwAqSykbA3gBwBwhRBFvtttZhTy/LwFUBxANek4fadlWVznz2gkhJoJyPcy23aSb1y5QCSEiAfwK4HkpZQJ0/neayz1Syiagip1PCyHaZr9T0livbrdOCUqQ9iCAhbab/Om1y8PT18ujffDukhqlv9VCYc9VCBEMKrnbNNvPpAJItX29UwhxHEBNAB6lLVSDs6+lEOIbAMtt3xb0WvoMJ1674QB6AOhg+0fU1WtXCF28Rq4SQoSAgvtsKeVvACClvJTt/ux/p7ojpTxn+3xZCLEYNNVySQhRXkp5wTake1nTRnqmK4Bd9tfMn167bPJ7vVz+n9TTEL2/pr/tCOCQlPKs/QYhRGkhhMH29Z2g53pCo/a5Ldf80EMA7CtF83stdUMI0QXASwAelFKas93uF68d9P9/lYdtrct3AA5KKT/Odnt+f6e6IoQwCSGi7F+DFoLuA71uw2wPGwZAtSJhXpBjtNNfXrtc8nu9lgEYaltN3wLArWxD+Q5p0oMviAi89Le555MAWln5phAiHYAVwBNSytwLMfTgfSFENGiI6SSAxwGgoNdSRz4D7QJYTXED26WUT8BPXjspZYbO/68caQ1gCIC9wrYlFcCrAAY6+jvVobIAFtv+HoMBzJFS/imE2AFggRBiJIBToAW9umO7aLkfOV8fh+8xeiGEmAugHYBSQoizACYBmAbHr9cfoJX0xwCYATxa6PFtI4uMMcYY8yN6GqJnjDHGmJM4wDPGGGN+iAM8Y4wx5oc4wDPGGGN+iAM8Y4wx5oc4wDPGGGN+iAM8Y4wx5oc4wDPGGGN+6P8sO61O2uaTrQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"23898.229530915676\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"63.479683711281005\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/pyrate/pyrate/plan/nearplanner/cost_functions.py:131: RuntimeWarning: overflow encountered in double_scalars\n",
" grad = -cost * self.scale * self.safety_dist / dist**2 if dist > 0 else 0\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"16899.906925933017\n"
]
}
],
"source": [
"def plot_situation(\n",
" obstacles: dict[str, Polygon],\n",
" destination: Point,\n",
" obstacle_color: Optional[str] = None,\n",
" route: Optional[TimingFrame] = None,\n",
" legend: bool = True,\n",
" title: Optional[str] = None,\n",
") -> None:\n",
" \"\"\"PLots the obstacles into a matplotlib plot.\n",
"\n",
" Args:\n",
" obstacles: A list of obstacles.\n",
" destination: The destination that should be reached by the boat.\n",
" obstacle_color: The color the obstacles should have. Can be None.\n",
" If none all obstacles will have different colors.\n",
" route: The route that should be plotted.\n",
" legend: If true plots a legend.\n",
" title: The title of the plot.\n",
" Returns:\n",
" None\n",
" \"\"\"\n",
" plt.figure(figsize=(8, 8))\n",
" # plt.axis([70.9481331655341 - 5, 70.9481331655341 + 5, 43.24219045432384-5, 43.24219045432384+5])\n",
" plt.axis([-SIZE_ROUTE, SIZE_ROUTE, -SIZE_ROUTE, SIZE_ROUTE])\n",
"\n",
" # Sets a title if one is demanded\n",
" if title:\n",
" plt.title(title)\n",
"\n",
" # Plots the obsticles.\n",
" if obstacles:\n",
" for polygon in obstacles.values():\n",
" if obstacle_color is not None:\n",
" plt.fill(*polygon.exterior.xy, color=obstacle_color, label=\"Obstacle\")\n",
" else:\n",
" plt.fill(*polygon.exterior.xy)\n",
"\n",
" # Plots the wind direction\n",
" # https://www.geeksforgeeks.org/matplotlib-pyplot-arrow-in-python/\n",
" plt.arrow(\n",
" 0,\n",
" +int(SIZE_ROUTE * 0.9),\n",
" 0,\n",
" -int(SIZE_ROUTE * 0.1),\n",
" head_width=10,\n",
" width=4,\n",
" label=\"Wind (3Bft)\",\n",
" )\n",
"\n",
" if route:\n",
" plt.plot(route.points[:, 0], route.points[:, 1], color=\"BLUE\", marker=\".\")\n",
" crossing = route.detect_crossing(route.route)\n",
" if crossing:\n",
" plt.plot(*crossing.xy, marker=\"X\", color=\"YELLOW\", label=\"Crossing\")\n",
"\n",
" # Plots the estination\n",
" if destination:\n",
" plt.scatter(*destination.xy, marker=\"X\", color=\"green\", label=\"Destination\")\n",
" plt.scatter(0, 0, marker=\"o\", color=\"green\", label=\"Start\")\n",
"\n",
" if legend:\n",
" # https://stackoverflow.com/questions/13588920/stop-matplotlib-repeating-labels-in-legend\n",
" handles, labels = plt.gca().get_legend_handles_labels()\n",
" by_label = dict(zip(labels, handles))\n",
" plt.legend(by_label.values(), by_label.keys())\n",
" plt.show()\n",
"\n",
"\n",
"# for seed in tqdm(range(0, 30, 1)):\n",
"for seed in tqdm(range(150)):\n",
" wind_dir = 180\n",
" obstacles = generate_obstacles(seed)\n",
" destination = generate_destination(obstacles, seed)\n",
" route = None\n",
" try:\n",
" route, _ = experiments.generate_route(\n",
" position=Point(0, 0),\n",
" goal=destination,\n",
" obstacles=obstacles,\n",
" wind=(18, wind_dir),\n",
" )\n",
" except Exception as e:\n",
" print(\"Error\")\n",
" route = None\n",
" plot_situation(\n",
" obstacles=obstacles,\n",
" destination=destination,\n",
" obstacle_color=\"RED\",\n",
" route=route,\n",
" title=f\"Seed: {seed}\",\n",
" )\n",
" if route:\n",
" print(route.cost)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"def generate_image_from_map(\n",
" obstacles: dict[str, Polygon],\n",
" destination: Point,\n",
" route: Optional[TimingFrame] = None,\n",
") -> Image:\n",
" \"\"\"Generate an image from the map.\n",
"\n",
" Can be used to feed an ANN.\n",
" - Obstacles are marked as reed.\n",
" - The destination is marked as green.\n",
" - The points where the route will likely change are blue.\n",
"\n",
" Args:\n",
" obstacles: A dict of obstacles as shapely Polygons. Keyed as a string.\n",
" destination: A destination that should be navigated to.\n",
" \"\"\"\n",
" img = Image.new(\n",
" \"RGB\",\n",
" (SIZE_ROUTE * 2, SIZE_ROUTE * 2),\n",
" \"#ffffff\",\n",
" )\n",
" draw = ImageDraw.Draw(img)\n",
" for polygon in obstacles.values():\n",
" draw.polygon(\n",
" list(np.dstack(polygon.exterior.xy).reshape((-1)) + SIZE_ROUTE),\n",
" fill=\"#FF0000\",\n",
" outline=\"#FF0000\",\n",
" )\n",
" img.putpixel((int(destination.x) + 100, int(destination.y) + 100), (0, 0xFF, 0))\n",
" return img\n",
"\n",
"\n",
"seed = 42\n",
"wind_dir = 180\n",
"obstacles = generate_obstacles(seed)\n",
"destination = generate_destination(obstacles, seed)\n",
"route = None\n",
"try:\n",
" route, _ = experiments.generate_route(\n",
" position=Point(0, 0), goal=destination, obstacles=obstacles, wind=(18, wind_dir)\n",
" )\n",
"except Exception as e:\n",
" print(\"Error\")\n",
" print(e)\n",
" route = None\n",
"generate_image_from_map(\n",
" obstacles=obstacles,\n",
" destination=destination,\n",
" route=route,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"def generate_all_to_series(\n",
" seed: Optional[int] = None, image: bool = False\n",
") -> pd.Series:\n",
" \"\"\"Generates everything and aggregates all data into a `pd:Series`.\n",
"\n",
" Args:\n",
" seed:The seed that should be used to generate map and destination.\n",
" image: If an image should be generated or if that should be postponed to save memory.\n",
" Returns:\n",
" Contains a `pd.Series`containing the following.\n",
" - The seed tha generated the map.\n",
" - The destination in x\n",
" - The destination in y\n",
" - A list of Obstacle polygons.\n",
" - The route generated for this map by the roBOOTer navigation system.\n",
" - Optionally the image containing all the information.\n",
" Can be generated at a later date without the fear for a loss of accuracy.\n",
" \"\"\"\n",
" obstacles = generate_obstacles(seed)\n",
" destination = generate_destination(obstacles, seed)\n",
"\n",
" try:\n",
" route, _ = experiments.generate_route(\n",
" position=Point(0, 0),\n",
" goal=destination,\n",
" obstacles=obstacles,\n",
" wind=(18, wind_dir),\n",
" )\n",
" except Exception as e:\n",
" print(\"Error\")\n",
" print(e)\n",
" route = None\n",
" return pd.Series(\n",
" data={\n",
" \"seed\": str(seed),\n",
" \"obstacles\": obstacles,\n",
" \"destination_x\": destination.x,\n",
" \"destination_y\": destination.y,\n",
" \"image\": generate_image_from_map(obstacles, destination, route)\n",
" if image\n",
" else pd.NA,\n",
" \"route\": route.points if route else pd.NA,\n",
" \"cost\": route.cost if route else pd.NA,\n",
" },\n",
" name=str(seed),\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"df = pd.DataFrame(\n",
" [generate_all_to_series(i, image=False) for i in tqdm(range(5))]\n",
").set_index(\"seed\")\n",
"df.to_pickle(\"test.pickle\")\n",
"df"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"https://programtalk.com/python-examples/PIL.ImageDraw.Draw.polygon/)\n",
"https://stackoverflow.com/questions/3654289/scipy-create-2d-polygon-mask"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"scrolled": false
},
"outputs": [],
"source": [
"save_frequency = int(os.getenv(\"save_frequency\", \"50\"))\n",
"start_seed = int(os.getenv(\"seed_start\", \"0\"))\n",
"continues = bool(os.getenv(\"continues\", \"true\"))\n",
"\n",
"files = glob.glob(\"data/*.pickle\")\n",
"seed_groups = {int(file[9:-7]) for file in files}\n",
"for next_seeds in range(start_seed, 10_000_000_000, save_frequency):\n",
" if next_seeds in seed_groups:\n",
" continue\n",
" print(f\"Start generating routes for seed: {next_seeds}\")\n",
" tmp_pickle_str: str = f\"data/tmp_{next_seeds:010}.pickle\"\n",
" pd.DataFrame().to_pickle(tmp_pickle_str)\n",
" df = pd.DataFrame(\n",
" [\n",
" generate_all_to_series(i, image=False)\n",
" for i in tqdm(range(next_seeds, next_seeds + save_frequency, 1))\n",
" ]\n",
" ).set_index(\"seed\")\n",
" pickle_to_file = f\"data/raw_{next_seeds:010}.pickle\"\n",
" df.to_pickle(pickle_to_file)\n",
" os.remove(tmp_pickle_str)\n",
" if not continues:\n",
" break"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"pd.read_pickle(pickle_to_file)"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"Ich würde auch zu 1. tendieren, stimme Ihnen aber zu, dass das Thema sehr umfangreich ist. Könnte man sich nicht einen Teilbereich herauspicken? Ich verstehe nicht viel vom Segeln, daher lassen Sie mich kurz zusammenfassen, was Sie vorhaben: - Sie generieren Trainingsdaten mit dem existierenden aber langsamen GD Algorithmus. Ich nehme an, es handelt sich um lokale Routen in einem relativ kleinen Kartenausschnitt. Lässt es die Laufzeit zu, dass Sie eine große Menge an Routen berechnen. - Sie haben dann eine Karte und als Ausgabe eine Liste der Wendepunkte - Warum wollen Sie daraus eine Heatmap berechnen? Diesen Schritt habe ich noch nicht verstanden - Wenn Sie aus einer Karte eine Heatmap trainieren wollen und dafür genügend Beispiele haben, könnnten GANs hilfreich sein: https://arxiv.org/abs/1611.07004 Ich würde Ihnen raten, das Problem möglichst so zu reduzieren, dass es im Rahmen des Moduls noch handhabbar bleibt. Alles Weitere kann man sich auch für spätere Arbeiten aufbewahren. Das 2. Thema ist auch ok. Aber vielleicht nicht ganz so spannend. Ich überlasse Ihnen die Entscheidung. Freundliche Grüße Heiner Giefers"
]
}
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