1206 lines
842 KiB
Plaintext
1206 lines
842 KiB
Plaintext
{
|
|
"cells": [
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"pycharm": {
|
|
"name": "#%% md\n"
|
|
}
|
|
},
|
|
"source": [
|
|
"# 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"
|
|
]
|
|
},
|
|
{
|
|
"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"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Requirement already satisfied: tqdm in /usr/local/lib/python3.10/dist-packages (4.64.0)\n",
|
|
"\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
|
|
"\u001b[0m"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"!pip install tqdm"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"metadata": {
|
|
"pycharm": {
|
|
"name": "#%%\n"
|
|
}
|
|
},
|
|
"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": 4,
|
|
"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": 5,
|
|
"metadata": {
|
|
"pycharm": {
|
|
"name": "#%%\n"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"experiments.optimization_param.n_iter_grad = 50\n",
|
|
"experiments.optimization_param.verbose = False"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {
|
|
"pycharm": {
|
|
"name": "#%%\n"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"SIZE_INNER = 75\n",
|
|
"SIZE_ROUTE = 100\n",
|
|
"MIN_DESTINATION_DISTANCE = 25"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"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": 8,
|
|
"metadata": {
|
|
"pycharm": {
|
|
"name": "#%%\n"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(array('d', [17.51127620448112, 6.747269675298146, 6.0133154595194, 18.947057950054642, 17.51127620448112]),\n",
|
|
" array('d', [-58.12293483990852, -54.65585353492957, -54.98056229087878, -63.39394014030877, -58.12293483990852]))"
|
|
]
|
|
},
|
|
"execution_count": 8,
|
|
"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": 9,
|
|
"metadata": {
|
|
"pycharm": {
|
|
"name": "#%%\n"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"POLYGON ((-11.633473233606555 -10.080092068385213, -14.904531044931492 -12.526815460291699, -14.902438460588852 -13.485855104001587, -10.070348885202387 -15.221857505500772, -9.06908919216602 -13.264510937603255, -9.067607303085786 -13.247542462365493, -11.633473233606555 -10.080092068385213))\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(random_polygon())"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"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": 11,
|
|
"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))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {
|
|
"pycharm": {
|
|
"name": "#%%\n"
|
|
},
|
|
"scrolled": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "986e8fd68b88482eb48b14821a38370b",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
|
"text/plain": [
|
|
" 0%| | 0/19 [00:00<?, ?it/s]"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"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": [
|
|
"57.23909246162316\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": [
|
|
"25831.169166603508\n",
|
|
"Error\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"
|
|
},
|
|
{
|
|
"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": [
|
|
"102.22298895814752\n",
|
|
"Error\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"
|
|
},
|
|
{
|
|
"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": [
|
|
"14540.683344260437\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": [
|
|
"19910.99035961719\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": [
|
|
"97.28214880128124\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": [
|
|
"431.6330756470847\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": [
|
|
"144.97608383310367\n",
|
|
"Error\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"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAfgAAAHiCAYAAAAEZd6CAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAACFIUlEQVR4nO3dd3gU1dfA8e9NIckm9CLSFSnSxYCCgiAiKFYsVAUbNuy9Y8Heu1h+WHkVVFRExUJTEKmCIL1LUemkl/v+cbImhIS0nZ3Z3fN5nn2S7G5mbrLJnrntHGOtRSmllFLhJcrtBiillFIq8DTAK6WUUmFIA7xSSikVhjTAK6WUUmFIA7xSSikVhjTAK6WUUmFIA7xS6pCMMcONMT+73Q6lVNlogFcqRBljTjTGzDLG7DHG7DTG/GKM6eR2u/yMMRcbY6wx5vIC991mjPnDGLPPGLPOGHObm21UKpzFuN0ApVTZGWOqAJOAq4FPgEpANyDDzXb5GWOqA3cDSws/BFwMLAaaAlOMMZustf8X5CYqFfa0B69UaGoOYK0dZ63NsdamWWunWGsX+59gjLnUGPOnMWaXMeY7Y0zjAo+1NMZ8n9fzX2GMubDAYzWNMV8aY/YaY35DAnFZPQa8CPxb8E5r7ZPW2gXW2mxr7QrgC+CEchxfKVUCDfBKhaaVQI4x5l1jzGl5Peb/GGPORnrQ/YHawExgXN5jicD3wEdAHWAg8KoxplXet78CpAOHA5fm3Qoee5Ix5s7iGmaM6QwkA68f6gcwxhhk1KFwL18pFQAa4JUKQdbavcCJgAXeBP7J63UflveUq4DHrLV/WmuzgUeBDnm9+DOA9dba/+X1pBcCnwIXGGOigfOA+621KdbaP4B3C537DGvt40W1K+/7XwVGWmtzS/gxRiHvQf8r8y9AKVUiDfBKhai84D3cWtsAaAPUA57Pe7gx8IIxZrcxZjewE5n/rp/32HH+x/IeHwLURXr7McCmAqfaUIZmXQMsttb+eqgnGWNGInPx/ay1nlg3oFS40UV2SoUBa+1yY8xY4Mq8uzYBo621HxZ+bl4vfrq1tncRj0UD2UBDYHne3Y3K0JRewEnGmNPzvq4BHGOM6WCtHZl3jkuBO4Hu1trNZTi2UqoMtAevVAjKWyR3izGmQd7XDYFBgL/n/DpwlzGmdd7jVY0xF+Q9Ngloboy5yBgTm3frZIw52lqbA3wGjDLG+PLm5YeVoWnDgaOBDnm3ecCDwD157RiCTBf0ttauLeePr5QqBQ3wSoWmfcBxwBxjTAoS2P8AbgGw1n4OPAH8nzFmb95jp+U9tg84FVlctwXYlvfcuLxjjwSS8u4fS6E5cmPMN8aYu4tqlLV2t7V2m/8GZAJ7rbV78p7yCFATmGuM2Z93O+RiPKVU+RhrrdttUEoppVSAaQ9eKaWUCkMBCfDGmHeMMX8bY/4ocF+NvEQaq/I+Vs+73xhjXjTGrDbGLDbGdAxEG5RSSimVL1A9+LFA30L33Qn8aK1tBvyY9zXIPGCzvNsI4LUAtUEppZRSeQIS4K21M5B9tgWdTX6CjHeBcwrc/54VvwLVjDGHB6IdSimllBJOzsEfZq3dmvf5NsCfYas+BybR2Jx3n1JKKaUCJCiJbqy11hhTpuX6xpgRyBA+iYmJx7Zs2bJ037hjB2zcCLklZcksI2OgVi1o0ACidG2iUspBWVmwejWkpwf+vcwNUVFQrx4cdljJz1X/mT9//r/W2trl/X4nA/x2Y8zh1tqteUPwf+fd/xeSJcuvQd59B7DWjgHGACQnJ9t58+aV7qzWQvfuMHs25ORUpP0HH3ffPtiwAV5/Hc4/X4K+Uko5ITsb7r0XXnwR0tLcbk3F5ObC7t2wZAlUq+Z2a0KGMaYsaaIP4mRX9EvyM2ANQ8pC+u+/OG81/fHAngJD+RVnDLz/PsTFlfzcskpPh5074ZJL4KST5ApbKaWcEBMDjz8OEydC1arydSjLzoaHH3a7FRElUNvkxgGzgRbGmM3GmMuAx4HexphVwCl5XwNMBtYCq5EqWNcEog0HaNIERo2CxMSAHxqAlBT45Rdo106usNPTnTmPUkqdeiosWwYdOoDP53Zryi89HV57DTZr+YFgCYlMdmUaovfLyYE2bWD58pKfWxE+n1xdjx0r/4hKKeWE7Gy45x546aXQHbKPjZXpzY8+crslIcEYM99am1zu7w/bAA/w++/QpUtw/hl8PujZE954A+rrpgCllEO++w4GDJCRxOzsgB8+q3p1No8aRfpRRzmzoNgYOPxwCfYKgPj4eBo0aEBsod+JBviS3HKLDAsFI8jHxEClSjI9cNNNoT9nppTypr/+grPPhj//hNTUgB563QsvULlzZ2rGxODYMuLKlaFFC6eOHlKstezYsYN9+/ZxxBFHHPBYRQN8+O/3euSR4K3azM6Wf7YHH5Q/3lmzgnNepVRkqV8ffv0VrrkGEhICeuj0o45yNriDjD7s2+fkGUKGMYaaNWuS7sBarvAP8AkJ8OGHwV2ckpICa9fCKafAkCHw77/BO7dSKjLExMBTT8Fnn0GVKhAdHZjjRkU5G9xBts1t3CjbjxXGoS3X4R/gQebGzz5bhs+DKS0NJkyAI4+EMWPCI2GFUspb+vaVVfbt24fWKvuMDNi1q9iHN2/ezNlnn02zZs1o2rQpN9xwA5mZmYwdO5aRI0eW+jTPP/88qeWcxpg2bRpnnHFGub7XCyJnkvjll2HyZMjMDO55MzPldvPN0ob335d/RKWUCpT69WHOHLjrLnjllcCuOerTR/J/BEqNGrJQMDcXNm2SKdRCi/mstfTv35+rr76aL774gpycHEaMGME999xD69aty3S6559/nqFDh+ILpYufAImMHjzIH9Ubbzi3N74kKSmSxalLF7j2Wp1/UkoFln/I/tNPAztkH8jgXvh4OTnwzz8HPeWnn34iPj6eSy65BIDo6Giee+453nnnHVJTU9m0aRM9evSgWbNmPPjggwCkpKTQr18/2rdvT5s2bfj444958cUX2bJlCz179qRnz54AXH311SQnJ9O6dWseeOCB/845d+5cunbtSvv27encuTP7Cr1Hp6SkcOmll9K5c2eOOeYYvvjiC7wucnrwABdeKEF+xozAprEti7Q0acMff8D06e60QSkVvk47DZYuhbPOghUrAr7KPqByc2HLFqnzUeCCZOnSpRx77LEHPLVKlSo0atSI7OxsfvvtN/744w98Ph+dOnWiX79+bNiwgXr16vH1118DsGfPHqpWrcqzzz7L1KlTqVWrFgCjR4+mRo0a5OTk0KtXLxYvXkzLli0ZMGAAH3/8MZ06dWLv3r0kFFq8OHr0aE4++WTeeecddu/eTefOnTnllFNIdKvTWAqR04MH2X/57rsQH+9eG3w+6cU/+6x7bVBKhbcGDeC33+DKKwO+yj7grIVt28r0Lb1796ZmzZokJCTQv39/fv75Z9q2bcv333/PHXfcwcyZM6latWqR3/vJJ5/QsWNHjjnmGJYuXcqyZctYsWIFhx9+OJ06dQLkYiKm0DbnKVOm8Pjjj9OhQwd69OhBeno6GzduLN/PHCSRFeABGjaE0aODP1SfmAidO8P338PMmVDo6lQppQIqJkY6EhMmBHbIPtByc2H7dqmgl6dVq1bMnz//gKft3buXjRs3EhMTc9Cqc2MMzZs3Z8GCBbRt25Z7772Xhx566KBTrVu3jqeffpoff/yRxYsX069fv1JvT7PW8umnn7Jo0SIWLVrExo0bOfroo8vxAwdP5AV4gJEj4YgjglMNLjFRckhPmiSLYLp2df6cSinld/rpMmTftq13V9lbK8l78vTq1YvU1FTee+89AHJycrjlllsYPnw4Pp+P77//np07d5KWlsbEiRM54YQT2LJlCz6fj6FDh3LbbbexYMECACpXrvzffPrevXtJTEykatWqbN++nW+++QaAFi1asHXrVubOnQvAvn37yC6UJbBPnz689NJL+JPDLVy40NnfSQBEZoCPjoZx45wdqk9MhFatZI/qggXQo4dz51JKqUPxD9mPGOHNIG+tLL7L600bY/j8888ZP348zZo1o3nz5sTHx/Poo48C0LlzZ8477zzatWvHeeedR3JyMkuWLKFz58506NCBBx98kHvvvReAESNG0LdvX3r27En79u055phjaNmyJYMHD+aEE04AoFKlSnz88cdcd911tG/fnt69ex/Us7/vvvvIysqiXbt2tG7dmvvuuy+Iv6DyCf9UtYdy552Br7WcmAj16snQWL9+WjNeKeUtX38NgwfLzp4iFhv/+c03HJ23IA1wbptcUapUgebNA3euEPLnn38eNORf0VS1kbWKvrBRoyTLXSDKFyYlyUrQZ56Bc8/VwK6U8qZ+/WQXz5lnwqpVJa+yLy4YO2H/frklJQXvnGEsMofo/eLjpWxhRVaZJibK8Nebb8KaNdC/vwZ3pZS3NWwIc+fCFVd4a5W9prANqMgO8ADdusEFF0BcXNm+LzER6taFV1+F9eth4EBnSisqpZQTYmPh+efhk0+8tco+PR327HG7FWEhsofo/V58Eb76SnIjlyQxURapjB4Nw4drTWMVNpYvX06/s/uTVUKN8Ttvu5VrrhoRpFYpx51xhgzZn3GGDNm7zd+Lr1pVR0MrSAM8yB/Sm2/CsGGy8KQoPp/08h9+WIa1gl24RimHLV++nN02nrieVxT7nNQVvzDzl180wIebhg1h3jy49VZvBNXsbKnCWbu22y0JaRrg/c47Tyq+/fST/HH5+XzSS7//fqm97GYWPKUcFhOXSKVajYp9POOv5cDuoLVHBVFsLLzwAsyfL0HezeqXubmy+LlGDe9MHYQgnTQu6H//y5+LT0iAypXh3nslV/LNN2twV0qFP58PWreW90A31xVZKxnuVLlpD74g//71226TgH7zzRLklVIqksTFwdFHw+bNHN7pOLb9XbZc8YdSt05dtn79VbGP3/TsszSuW5cbBw+GbdvoM3w4DRs14q233gLglltuoX79+hx11FEsW7aMO++8s9TnHj58OGeccQbnn3/+QY/deOON9O/fn+7du3PZZZcxb948rLU0b96csWPHkpSUxKhRo3jzzTepXbs26enp9OzZk1deeYWoqCiWL1/OwIEDMcYwYcIE5syZw+DBgwFYsmQJzzzzDGPHji3bL6uCNMAXNmKEzLF7YR5KKaXcEhUFjRqx7e9tNL5jUsAOu+GJMw75+Ant2/PJDz9wI5Cbk8O/W7eyt0Dp1lmzZvHcc89x/PHHc9ZZZwWkTTt27ODXX3/l+eefB+C5556jSpUqANx88828/PLL/11I3HTTTdx6663k5ubSvXt3pk+fTs+ePZk4cSLnn38+9957L9OmTeOjjz76L8C3bduWzZs3s3HjRho1Kn4KLNB0iL4oGtyVUsoVXdu1Y/bixQAsXbOGNo0bUzkxkV27dpGRkcGff/5Jx44dGTt2LCNHjgSkZ3799dfTtWtXjjzySCZMmABIgZiRI0fSokULTjnlFP7+++8iz/npp5/St2/f/772B3drLWlpaQcVtwHIzMwkPT2d6tWrM3nyZJ5//nlee+01evbsyZ133snMmTPp0KEDzz33HABnnnkm//d//xe4X1QpaIBXSinlGfVq1yYmJoaN27Yxa/FiurRty3EtWjB79mzmzZtH27ZtqVTELqatW7fy888/M2nSpP96259//jkrVqxg2bJlvPfee8yaNavIc/7yyy8H1Z+/5JJLqFu3LsuXL+e666777/7nnnuODh06cPjhh9O8eXM6dOjA6aefzlVXXcVNN93E1KlTefzxx+nWrRuLFi3ipptuAiA5OZmZM2cG6tdUKhrglVJKeUrXtm2ZtXjxfwG+S4sWzJo+nVmzZv1XIKawc845h6ioKFq1asX2vMV5M2bMYNCgQURHR1OvXj1OPvnkIr9369at1C60Je9///sfW7Zs4eijj+bjjz/+7/6bbrqJRYsW8ffff5OSklLqXnmdOnXYsmVLqZ4bKBrglVJKecoJ7dsza/FilqxeTZumTTm+dWtm5wX4rsWU3I4rkI20rEXUEhISiqwLHx0dzcCBA/n0008Peiw2Npa+ffsyY8aMUp0jPT2dhCCnBdYAr5RSylO6tmvHpJkzqVGlCtHR0dSoWpXde/Yw+xABvijdu3fn448/Jicnh61btzJ16tQin3f00UezevVqQC4OCn7+5Zdf0rJly4O+x1rLL7/8QtOmTQ96rGANer+VK1fSpk2bUrc9EHQVvVJKqWLVrd+wxJXvZTpenbolPqftUUfx7549DC6w8K1t06bsT0ujVs2apT7Xueeey08//USrVq1o1KgRXbp0KfJ5/fr144033uDyyy/HWsuwYcPYu3cv1lrat2/Pa6+99t9zn3vuOT744IP/asNfc801Bx2vXbt2REdH0759e4YPH/7f3Hy/fv1K3fZAiOx68IcyZw5cdhm8/DL06BHccyvlgokTJ3Llfc+Q0K/4fcX7fp/CqbV2M+79d4PYMhVMRdUlL1FGBqxeLR+dzIAXFQWNG0MZgnxpnXjiiUyaNIlq1aoF/NgZGRmcdNJJ/Pzzz8TEFN2vdqIevA7RF2fCBFi2DE4/Ha6+GtLS3G6RUkp5kz8xTs2azma/y82FTZscuYh45pln2LhxY8CPC7Bx40Yef/zxYoO7UzTAF+fbbyVVYloavPsutGghxRiUUkodzN+7PuII54N8MfvZK+K4446jXbt2AT8uQLNmzejhwkiwBviipKXBihUHfr1pE3TvDnfdBVlZ7rXNLVu3wjPPwMkny8iGUkoVpXp1yWUfH+9MoM/NlfogJZQ1VhrgizZnjhRaKCwtTWrHt2kDS5cGv11umT8fmjaVwjtTp8qFzoYNbrdKKeVVcXHQqpVzQ/bWSqdDHZIG+KJMnQqpqUU/lpoKq1ZBp07w+OOQkxPctgXbnj1wxhlycePfJ7prF5x4Ivzzj7ttU0p5l5ND9tbK+09mZmCPG2Y0wBdl8uRDD//45+YfeUQC/dq1wWtbMFkLQ4dKQC8oN1fKOHbvDoX2eiql1AHKMWQffdxxdBg8mNYXXkj7wYN55oMPyC28sM5aqRlfgkcfffSAr8uyj76wsWPHHpCN7vLLL2eZh6csNcAXlpkJeYUOSpSSAr//Dm3bwmuvyR9cOHntNfjpJ9n6UlhWFqxbB7175/fslVKqKGUcsk+Ii2PRRx+x9JNP+P7ll/lm1iwefPPNA59kLezeXeIOp8IBvrh89KVROMC/9dZbtGrVqtzHc5oG+MIWLJA/xtLKzZVh+1tvlf3yQc417JilS+VnKm6qAiTw//47nHtu+E9VKKUOkpmTyWkfnMZpH5zG/sz9/32emVPE0Hk5h+zr1KjBmLvv5uXx47HWkpOTw20vvECniy+m3YABvPHkk4Dkk+/evTsdOnSgTZs2zJw5kzvvvJO0tDQ6dOjAkCFDAEhKSgJg2rRp9OjRg/PPP5+WLVsyZMiQ/1LcPvTQQ3Tq1Ik2bdowYsQIrLVMmDCBefPmMWTIEDp06EBaWho9evTAn6Nl3LhxtG3bljZt2nDHHXf81/6kpCTuuece2rdvz/HHH/9fnvxg0ABf2LRpRfdYS5KaCrNmyXa6Dz8M/d58aefX09NhxgwYPjz0f+YIsXfvXrZt23bQbVfhqZhipKWmFfn9/+iajIhz9rizmb5hOtM3TKfBsw3++/zscWcX/03lGLI/skEDcnJy+HvnTt7+4guqJiUx9733mPvuu7z58cesW7KEjz76iD59+rBo0SJ+//13OnTowOOPP05CQgKLFi3iww8/POi4Cxcu5Pnnn2fZsmWsXbuWX375BYCRI0cyd+5c/vjjD9LS0pg0aRLnn38+ycnJfPjhhyxatOiAvPJbtmzhjjvu4KeffmLRokXMnTuXiRMnApCSksLxxx/P77//Tvfu3Xmz8EiEgzRVbWGTJ5d/4UZ2NuzfDyNGwLhxMHYs1KoV0OYFTY8ecPPN8Nxzh+7Fgzz+2WdQp45spVOe1q5jMtu3/010EUk3kjqcdsjvja1Zn++//oijjj44p3bavt38uWwZzZs3D1hbVWhIy04jLVuGyhNiSlFQxT9kv3Ej7NxZpsQ1U+bMYfHq1Uz48UcA9qSksGr2bDolJ3PpZZeRlZXFOeecQ4cOHUo8VufOnWnQoAEAHTp0YP369Zx44olMnTqVJ598ktTUVHbu3Enr1q0588wziz3O3Llz6dGjx38V6YYMGcKMGTM455xzqFSpEmecIal+jz32WL7//vtS/6wVpQG+oJycwCSzSU2F77+HZs3gvffgEH8Ynvbww7BkCUyZUvI8e2oqvP461K4Ndxaf6lS5r1Wr1uw7qg+VO/Qt+cmFxDdoTfyVYw+6P3vfv9j3b6Bx48YBaKEKFeMvHE+DZxv8F9wBKkVXYsKFE0r+5qgoaNIEqlSB9esPGeTXbt5MdHQ0dWrUwFrLS7feSp+CeeXzjjVjxgy+/vprhg8fzs0338zFF198yCYUrEAXHR1NdnY26enpXHPNNcybN4+GDRsyatSoIivNlVZsbCzGmAPOESw6RF/QkiUQHR2YY2VmygKQgQNhyBDYuzcwxw0mY+D//k/2wJcmxWJqKjzwgA7Ve9ylFw8hat3sgB4zdcUvnHnWWQe8Yarwd8EnFxw0356Zk8n5n5xf+oPUqCG9+WKG7P/ZtYurHn+ckRdcgDGGPscfz2uffkpWXqBcuWEDKSkpbJgzh8Nq1+aKK67g8ssvZ8GCBYAE2KwyJCfzB/NatWqxf/9+JkzIv1gpqkocyEjA9OnT+ffff8nJyWHcuHGcdNJJpf8dOER78AVNnx747EipqfDpp/DDD/Dxx6FXuCYhQUYj2raFHTtKfu6118qFgfKs008/nZThlxKfsovoxOoBOaZZO4tLbtPpmUiVEJNApehKRS+uK434+AOG7NMyMugweDBZ2dnExMRw0WmncXPeIrnLzzmH9Vu30nHoUKy11K5enYlPP820337jqZtuIjYhgaSkJN577z0ARowYQbt27ejYsWOR8/CFVatWjSuuuII2bdpQt25dOnXq9N9jw4cP56qrriIhIYHZs/Mvkg8//HAef/xxevbsibWWfv36cfbZh1iHECRaTa6gPn1kONopCQmyGO2ZZ4rOlOdlCxdKcptDzcdXry7/oHmrVJV39b9wINN3V6dyx4qXAc3avY19H9/Ojr+3ERsbG4DWKTeVpZpcZk7mfwvqxl84ngs+uQCALwZ9QaXoSuVrwM6dJQ7ZFys6Gtq1C9xIbBBpNTknWQuzAztseZC0NFl416IFzJ3r7LkC7Zhj4P33D74wiYoCnw/at4cvvtDgHiIuuWgIZm359wMXlL7iZ/r376/BPQJViq7EN0O/4Zuh35BUKem/z8sd3KHEIftDsha2bSv/ucOMBni/FSucrWPs5y9cc9JJshgtlArX9O8vbfb55J8vPh4uvBB+/hkWLYJu3dxuoSqlU089lfR/NpK9998KH8uumcWwoYMD0Cql8viH7GvUKFuQ92fZDKX3VQdFZoBPS4PVqw+8b/r04C4OS0uDl14KvcI1990HN9wgHzdvlu2AxxzjdqtUGcXFxXHmWWeRumJmhY6TtWMzNnUX3bt3D1DLlMrjX2XfpEnZgry18NdfTrUqpDga4I0xLYwxiwrc9hpjbjTGjDLG/FXg/tMda8Tu3ZK85tlnpQfaqJFsy2jdWirD+X3zTcn7vQMtFAvXGAOPPgp33y1pJ1XICsQwffqKmQy4cADRITjnqUKEf8g+Lq50gd5aWRCsKbSdXUVvrV0BdAAwxkQDfwGfA5cAz1lrnw7oCbdtk8Vg8+fDzJkybLxrl8wbZ2QcmKEuLk7KwkpD5flu8Beuefhh+OQTmDABjjzSnbaoiHLyySeTvedvsnZvI7Za3TJ/v7WW3DWzuPjxDxxonVIFxMdLp6y0iXGslanQZs2C0z6PCuY2uV7AGmvtBhPobVTffw8XXCBXbPHxUgSm4Ha3wvMx0dHQsCG88YZ8vWFDiQULHJeaml+45qmn4OqrdbuZclRMTAz9+/fni+UziT3+gjJ/f9a/G4jNzeT44493oHVKFeIfsq9cWd6zSwry+/ZJZtEIXvgbzDn4gcC4Al+PNMYsNsa8Y4w5aDOuMWaEMWaeMWZeiTmuo6MliGdkSP3ykvayV64MP/6Y/8LPmOGNbRX+wjW33SaL8HQeSTls+EVDoJzD9BnLZzJo0ACiAl3rWylg9OjRtG7dmnbt2tGhQwfmzJnD888/T2pCQumG7HNzpcdv7UFV4CJFUP4zjTGVgLOA8Xl3vQY0RYbvtwIHZciw1o6x1iZba5P9+X2L1bNn6XO+JyTAt9/KXLzft9/KlZ5XpKbKlr2WLcOjcI3yrBNPPBHS9pC1Y1OZvs9aS/bqX7h4iK6eV4E3e/ZsJk2axIIFC1i8eDE//PADDRs2lACfmpo/ZF+9+qGDfHo6OTt3aoB32GnAAmvtdgBr7XZrbY61Nhd4E+hcoaMbA7ffLtu3DsXng7feguOOO/D+adMqdHpHFCxcc+aZ8G/FtzMpVVh0dDQDBgwgfcXPZfq+zG2rSYyLoWPHjg61TIWKD5d8SJPnmxD1YBRNnm/Ch0tKzhZXkq1bt1KrVq3/Uh/XqlWLCRMmsGXLFnr27EnPnj0hKoqrn3yS5EsvpfWAATzgn3IFmpx1Fne89BIdBw9m3BtvHFTmNVIEK8APosDwvDHm8AKPnQv8UeEzDBt26J6uzwfXXw+DC/U4tm6VRRteVbBwzVdfud0aFYYuHjKInNW/UJasllmrfuaiIYMI+HoaFVI+XPIhI74awYY9G7BYNuzZwIivRlQ4yJ966qls2rSJ5s2bc8011zB9+nSuv/566tWrx9SpU5k6dSogw/jzFi1i8eLFTF+0iMVr1vx3jJpVq7Lggw8Y2rcvye3bF1nmNdw5HuCNMYlAb+CzAnc/aYxZYoxZDPQEbqrwiZKS4KKLii6KEh8PJ58Mo0cf/NjMmVCpAlmXgiEzU4rVXHGF2y1RYej444+nEtlk/bOuVM+3NpeMlb9wkQ7PR7x7fryH1KwDtxenZqVyz4/3VOi4SUlJzJ8/nzFjxlC7dm0GDBjA2LFjD3reJ598QseOHTmmSxeWrl/Psu3b/xuyH9C7tzwpN1fWZ4XCNuQAc3wVvbU2BahZ6L6LHDnZzTdLOtWCi+xiYmTb2SefFD1XM2WKrLb0soQEOP10eOEFt1uiwpAxhqGDB/Lu7J+pVKfkLZoZfy2nZrUqtGlzcE14FVk27tlYpvvLIjo6mh49etCjRw/atm3Lu+++e8Dj69at4+mnn2bu3LlUr16d4cOHk16lCuSVLE4s3FP38kitQ8Jr+WuLFtChw4H3Va0qldyKG5b54QfHm1VuiYmykGTqVNkfX7++2y1SYWro4EFkryrdMH32qp8ZdpH23hU0qtqoTPeX1ooVK1i1atV/Xy9atIjGjRsfUK517969JCYmUrVqVbZv384333wjT65ZE2JjZWQ2r1NXOSGBfRs3Br5aqMeFV4AHybDm3/7m88n89eGHF/3cnTtlDt5rEhIke9Orr8LixQcvClQqwI455hiSfHFkblt1yOfZ3BzSV85iyKBBQWqZ8rLRvUbjiz1wcbMv1sfoXkVMh5bB/v37GTZsGK1ataJdu3YsW7aMUaNGMWLECPr27UvPnj1p3749xxxzDC1btmTw4MGccMIJ+QcwRnYh5a2yH37mmVz16KN0aNcuohbZhV+52JwcqFdPUtSOGyfpaYvz5Zcyb793b0DaWWExMXLlef31kus9MdHtFqkIctfd9zBm6nIqn3Rpsc9J37CYKovHsXLp4iC2TAVTWcrFgiy0u+fHe9i4ZyONqjZidK/RDGk7xMEWltGOHfmJcYyR+h95q/O9xIlyscHMZBcc0dGyFW7btkMHd5Dhea/Mv/t8sp//lVf+m0NSKpiGDhnMy2/0wnYfjjFFD+5lr/6ZS7RynCpgSNsh3grohdWsKZ2lVatksd2mTXDUUW63KijCL8CD7BsvjSlT3E8ik5goIw5vv63lVg/FWk3d67DWrVtTq2Z10v76k/gGrQ963OZkk7piFoMGveJC65SqAH9inPXrZWo2La34dVlhJPzm4Etr/35Yu9a988fHywLA556DP//U4H4o334raxKeDmxtInWw4UMHk73ylyIfS9/wO0c2bUqTJk2C2yilAiEqSnZUtWgh778RIHID/OzZ7lzBRUXJea+8UvIkX3GFN/Lge1F2tmQo7N9f1lQ88IA3F0WGkcGDBpK28hds7sF7hnNW/8ylF3t4KFYFTCiszSq3ypU9Nxro1O87cgP8Tz8FP/+8zycJdxYvhuefl7r0qmhbt0KXLrImwb/qNSsLrrvO3XaFuWbNmtGgQX3SNy454H6bnUXKqjkMuPBCl1qmgiU+Pp4dO3aEd5D3EGstO3bsIN6BUYXwnIMvjW++KbncYKAkJkLt2rL4r1ev4JwzlP3wA5x/ftFlfydPhlmzoGtX99oX5i69aAhPjZ8GTTr8d1/auvm0atWG+pqLIew1aNCAzZs3U2IVTxUw8fHxNGjQIODHjcwAn54u895Oi4uTZAujR0t996LS6Kp8OTmyPfD55/N77YWlpcHw4fL66dSGIwYOHMCDox8jseeVmGj5m7VrZnHZCB2ejwSxsbEcccQRbjdDBUBkDtHPnevsIgtjZJ59+HDZf3nddRrcS7JtG5xwgqTjLSkRxZYtMGZMcNoVgRo3bkzTo5qRvn4RALmZ6exb9Rvnn3++uw1TSpVJZAb4qVOlSpsTfD4JVPPnw+uvSyYldWhTp8LRR8vvrDSvS0oK3HFHROaWDpbLhg0hZ42spk9bM5eOyZ2oU6eOy61SSpVFZAb4yZMDn5M4MREaNIDx46VCXRkyQUWs3Fy4/37o109WyZflNcnMlBX2yhEXXnABKSvnYLMzYe0sLtXc80qFnMgL8NnZsGhR4I5XqZIE9wcegDVrpOqbKtnff8ve/2eeKXlIvigZGfDRR/D774Fvm6JevXq0btuOlOU/s2/tAvqXlBVSKeU5kRfgFy4MTP13/zz7oEGwbh3cdpv368p7xYwZUghi7tyKTZWkpcEll7ifjTBMXXbxYPZMfYuuJ3SjRo0abjdHKVVGkRfgp0+X3l9FJCZCcjL8+iuMHStb4FTJcnPhoYegb1/YtUu2vVXUypVSVEgF3Pnnn09uRoomt1EqREXe0u6vv5b52/Lw+SQL0quvwrnnei4bkqf9+69kpJs/v3xD8sVJSZFdCmedlV8mWAVE7dq1Wfz77zRt2tTtpiilyiGyevC5ufDbb2X/vthYCe533inFCvr31+BeFr/8IkPyv/7qzO6F1FQYNSrwx1W0bt3akQxbSinnRVaAX7pUcsGXRUKCBPTVqyUJi77ZlV5uriT56d1bajIHYki+KOnpMqqyerUzx1dKqRAUWUP006eXfitWYqLUDH7rLZlvV2WzY4ekm507N7BD8sXJyIDLL4dp05w/l1JKhYDI6sFPniy9vUNJSIBateDNN2XFvQb3svv1VxmSnzVL5siDITdXLiYmTQrO+ZRSyuMiJ8BbKwGnODExEtxvuUXSyw4apPPsZWUtPPmkVMz799/yL2Ysr9RUuOGG4J5TKaU8KnKG6FevLn4OOCEB+vSBF1+Ehg2D265wsWsXXHghzJ4dnCH5hATJO5CeLosgmzWDjh0lK55SSqkICvAzZhzcI09MlID+9ttafrQifvsNzjxT0s0GutfuD+RpaVKd76ijJJAfeyy0aiU3zUOglFIHiZwAP3ly/nxwQoIEi2efhWHDyr6yXglr5Xd4330V77UnJEhPPD1ddir4A3nHjtC6tQTyWrUC0+5QkJkpv4vKlXWqSClVLpET4GfMkEAeFwfXXiu54zUxSvnt3i3rFGbMKFtwL9gjj4/PH1ovGMhr1nSs2SFhzx445hjYtEkWDyYmQpUqUK2a/G7q1IG6deVWsybUry9TE3qhqpQqIDIC/N69cjv1VNkvfcQRbrcotM2fD2ecIeVaixuS9/mkR14wkB97rARy/9B6pAfyomRnS7DesiV/S+e+fXL7668Dn+u/YI2KkvUPb7+tvX2l1H8iI8BXqQLbt0sPSJWftfDSS7LTwB98fD7ZgZCeLr3zonrkWqikdKyFK66ABQtKVy8hNzd/9OTjj+W1ePllZ9uolAoZkRHgQYN7IPzyi2xDq1pVAnlysgwlt24NRx+tgbyinnkGPvmkfOsZUlPhnXekut6xxwa+bUqpkBM5AV5VXNeuMixfvbrbLQk/X34J999fscWKaWlw9dXlq7eglAo7uipHlV5UlAZ3J+TmwsUXByZ/wMqVFT+GUiosaIBXym3Z2YFJ6ZuYKMP8SimFBnil3Fepkmx1q6iGDWUOXiml0ACvlDccc0zFvj8hQRbZ6V54pVQefTdQygu6dJG8AeURGwunnSbHUEqpPBrglfKCDh2kF14eMTFSKEkppQrQbXJKeUH79qVLblOYzwd33BGYOXylVFjRHrxSXnDYYZJ2tqwqV4bbbw98e5RSIU8DvFJe0aZN2Z6fmCi1FeLjnWmPUiqkaYBXyitef13SAJeGMXJBcO65zrZJKRWyNMAr5RVt28LPP5cuyMfFwVtvafU4pVSxNMAr5SVVq8JXX8GIEVLEp1IlmWcvuMI+Lg6GDi37kL5SKqLoKnqlvOLzz2HgQNn2lp0NWVn5PfRKleCEE2DdOnnsiSfcbatSyvO0B6+UVzz0EGRmSunXzEypD5+bK5/v3y914h94ALZt09K8SqkSaYBXygsWLiy5ElxaGtx0E4wfH5w2KaVCmuMB3hiz3hizxBizyBgzL+++GsaY740xq/I+ag1SFdmeeALS00t+XmoqzJjhfHuUUiEvWD34ntbaDtba5Lyv7wR+tNY2A37M+1qpyPTPP/DFFzIcXxpr1jjbHqVUWHBrkd3ZQI+8z98FpgF3uNQWpdz12mtle/7Gjc60QylVvLQ06NsXNm+Wqo1RURAdnf+x4Oc1a8qi2fJkpwygYAR4C0wxxljgDWvtGOAwa+3WvMe3AYcFoR1KeU9WFjz/fOmG5/22b3esOUqpYjzyCMydK4G+JNWqQU6O400qSTAC/InW2r+MMXWA740xyws+aK21ecH/AMaYEcAIgEaNGgWhmUq54LPPJMiXxe7dMpyvtd+VCo61a+G550oX3BMT4dFHpRCUyxx/h7DW/pX38W/gc6AzsN0YczhA3se/i/i+MdbaZGttcu3atZ1uplLueOwx2QJXFrGxMm+vlAqOyy+X7aqlUbWqPN8DHA3wxphEY0xl/+fAqcAfwJfAsLynDQO+cLIdSnlWeUrEGiN75JVSzvvyS5gzp3RD7omJ8OyzchHuAU734A8DfjbG/A78Bnxtrf0WeBzobYxZBZyS97VSkeeddw5MQ1sSnw9eegnq1nWuTUopkZYmaaNTU0v3/AYN4IILnG1TGTg6B2+tXQu0L+L+HUAvJ8+tVEjo0gXuukuG6kua3/P5JAf9ZZcFp21KRbrRo2Hv3tI9NzFRLr49tDbGOy1RKlLddx/8+CM0bJjfm/f5ZC4vIUGG+5o0kZ7Byy+72lSlIsbatTLcXpqFdSDFn3r3drZNZaTFZpTygi5dJFXt44/LKvlWraBZM2jeHOrV07KwSgXbFVeUfmFdQoL03j1GA7xSXhEfD6NGud0KpdRXX8Gvv5ZuYV1UFPToAZ06Od6sstIheqWUUsovLU1676VdWFepkuyR9yAN8EoppZTf6NGwb1/pnhsbC+efDy1aONumctIheqWUUgrKvrAuJkbWzXiU9uCVUkopkD3vpV1YFx8PV10F9es726YK0ACvQtLs2bJ1fPZst1uilAob8+aVvkhMdLRscfUwHaJXIWf2bDj5ZLnQjouTLeRdurjdKqVUyOvYEaZOLfl5Pp8kqKpe3fk2VYD24FVISU+HBx+Uj7m5ksp92jS3W6WUCgtDh5auClxcHNx0k/PtqSAN8CokWAsTJsDRR8N33+Vng8zNLf1uFqWUOqRLLoG+fWV+vTgeKgdbEg3wyvPmz4eTTpJMrZUrww8/wM8/w0MPQXKy/K9NmOB2K5VSIc8YeP99SRtdXE75atU8Uw62JBrglWdt2QLDh0sQX7ECxoyBhQuhVy+Zc7/vPhmeP/54GDwYJk92u8VKqZDn88kwYWLiwY/5y8HGhMbyNQ3wynNSU6V33qwZjBsHd9wBq1ZJcqno6AOfm5gIX38NbdvCeefpfLwKcZs3ywIT5a4jjoDx4w8u5dywoafKwZZEA7zyjNxc+PBDSQr1wANw+unw55+SR6JKleK/r1o1ueA+8kg44wxJIa1UyMnJya8oeNxx8oe/YIH8Y6jg69NHVsr759oTE6WaYwgVftIArzxh9mwZdh86FOrUgenT5QL6yCNL9/21asH330PdunDaabBokaPNVSrwoqPhxhtlhfZvv8lV7kknSdngfv3gzTdhxw63WxlZ7r1XXoPoaBkm7NXL7RaViQZ45aoNG2DQIOjaFTZtgrFjYe5c6N697MeqV0/2xCclwamnwvLlAW+uUs568MH8FdyZmbB/v9wmT5asaW+/7W77Io0x8PHHcNZZ8NprbremzDTAK1fs3y8Xxy1bwsSJsmBu5UoYNqz4xaul0bixBPmoKDjlFFi3LmBNVsp5VarA88/LIq4qVeRqFWR4+PjjYeRIV5sXkSpXhs8+gw4d3G5JmRlrrdttKFFycrKdN2+e281QAZCbC+++C3ffDdu2wZAhknK2YcPAnmfJEhlZq1YNZs70dLpopQ62b59sHfnzT/jjD8mwduGFITX/qyrOGDPfWptc3u8PjbX+KixMny7JnxYulM7IxImylsgJbdvKwrtevaQnP326zO0rFRIqV5b9ocnlfm9XSofolfPWrJEtbD16wL//yta3WbOcC+5+nTrBpEkyz9+nD+za5ez5lFLKSzTAK8fs2QO33QatWklv+uGHZdRx4MDgjTR27w6ffw5Ll8q2u337gnNepZRymwZ4FXDZ2fD665Ko5plnZJ595UpZVFc4b0Qw9OkjC2HnzoWzz4a0tOC3QSmlgk0DvAqo77+XxaZXXy2FYebNg3fekS1sbjr3XNmCN20anH++7EByhbUytKGUUg7TAK8CYvlyySJ36qnSQ/70UwmmHTu63bJ8Q4fKyMLkyfJ5drYLjXj3XUmDuXWrCydXSkUSDfCqQnbuhBtukFXrM2fCk0/CsmXQv783d/SMGCHTBuPHS0GooGcBjYmB3bslcYYrVxhKqUihAV6VS1YWvPgiHHWUpGe+/HIpCHPbbZJp08tuvhlGjZLO9PXXy6h50CQlyW3ZMqmio5RSDtF98KpMrJXqbbfeKiviTzlFqie2bet2y8rm/vslm97TT0u8feyxII04JCVJmr2UFCl0r5RSDtEAr0rtjz+k9/v999C8OXz1ldTA8OJQfEmMkemE/fvhiSckr8g99wThxImJkJEhwxxjxgThhEqpSKUBXpXon3+kxztmjBS2ev55uOYaiI11u2UVYwy88op0pu+9V2LvjTc6fNKkJKn3/fDDcpWklFIO0QCvipWRIfPsjzwCqalS5+KBB6BGDbdbFjhRUbKNLyVF0ugmJcl6AscccQQ89VQQriSUUpFOF9mpg1grxZNatYLbb4du3aR4ywsvhFdw94uJgY8+gr59ZZX9uHEOniwpSRYwxOi1tVLKWRrg1QEWLICePSV3vM8HU6ZIPveWLd1umbPi4mTvfrducNFF8MUXbrdIKaUqRrsRESgzJ5Ozx50NwPgLx3PBJxeQvrs6jee/z3vvRlOzJrz2mgxVR1JH0+eTi5lTTpHKnJMmQe/ebrdKKaXKJ4LevpXf2ePOZvqG6eRs7Eytd18ge/d55CweiMnJ5dZbo7nnHllMF4kqV4ZvvpFRjHPOkSI5J57odqsCaPFi+PBDScrftavbrVFKOUiH6CNUzsbOZL79LRk/3E3OvMsx9RZw4hNX8uSTkRvc/WrUkKmJBg1kG2BYbVd/5hnZH3jCCZKGUCkVtjTAR6DxF47HbOgJuTGAAZNNpRZT+ea6l9xummccdhj88ANUry759f/4w+0WBci6dbLQ77nn5IdTSoUtDfAR6IJPLsA2ngrRmWCyIDoT23gq539yvttN85SGDeHHH2UBXu/ekoo35E2cCH/9Jdv0QjFDkVKq1DTAR6joRr9R6dLTiTv1USpdejrRjX5zu0me1LSp9OSzs2Xx3caNbreogmrUgCpV3G6FUioINMBHoC8GfcFJjU/i5G4J/PvlLZzcLYGTGp/EF4N0b1hRWrWSxXZ79kCvXrBtm9stUko5av9++OUXeOklGDAAjjwSOncOcmWqijM2BBqcnJxs582b53YzVISbNUvm4484Qmrd16zpdouUUhW2axcsXCiraWfOlGQg27fLvtnMTEktDfL1woVBTTFtjJlvrU0u7/frNjmlSqlrV0mA06+fZL378Ucd7VYqpGzbJkF63jyYMQMWLZKhOZ8P0tIkoPvt3Xvg9+bmwuTJIVVDQgO8UmXQqxdMmADnniuB/ttvpUiNUsqDVqyA996TYL5kifTG4+KkuEZ2dv7z9uwp+Vjp6fDJJyFVR0IDvFJldMYZ8MEHMHiwBPqvvpL3DBUB9u6FqVOhRQvpyUXpMiZPGzRIeukFp6IzMsp/vAUL5OLA56tw04JB/zqVKocBA+Ctt+D77+XzrCy3W6QctWGDlFM8/HApVpCcLPkEjj8e7r4bvv4a/v03eO3Zvz/kFnwF3caNsGxZYH9PcXFygRciHAvwxpiGxpipxphlxpilxpgb8u4fZYz5yxizKO92ulNtUMpJl1wi5XS/+AKGD4ecHLdbpAJu7lwZsmnZEsaMkd7bvn1SXzgtDebMgSeekOGc+vWhbl1JA/zCC/DbbxXrLR6qTTVqyEXGwoWBP364+OCDwB9z3z74/PPAH9chjq2iN8YcDhxurV1gjKkMzAfOAS4E9ltrny7tsXQVvfKyxx6TTtwVV8Abb2j+mLAxdaostEhPL3svMD4eKlWSi4CmTeGkk+R23HGyDaO8fySbNkH79rLyGyAhAfr3lxTEhx1WvmOGqyZNZOQl0OrUkcV6QfhH9+wqemvtVmBr3uf7jDF/AvWdOp9SbrnrLhkxffRRGbV95hkN8iFv2zYJnGlp5fv+9PT87VXLl8vto49kmCcqCo45RjIndeki+6tLUwBi/35Z5VlwdXdaGowfLxkKv/02zCojVcDixfDPP84ce/9+SWsZAqvpg7LIzhjTBDgGmAOcAIw0xlwMzANusdbuCkY7lHLKI4/I//1zz0lFugcfdLtFqtxycuCss+QFDaR9+/I/nzkTZs/O355Vp47swzz5ZOnlt217cK3mQYOkR1p4LigzE2JjYc0aDfB+//vfgVveAik3V9ZchECAd3yRnTEmCfgUuNFauxd4DWgKdEB6+M8U830jjDHzjDHz/nHqSkypADFGgvull8JDD8FTT7ndohC3c+eB25iC6a67YOlS58+fnS298awsqQ8wfjzcfLMM5ScmylD8DTfIvszNm2XOvVo1GZZPSDjwWDExMvSvJAC//75zr59/u1wIcDSTnTEmFpgEfGetfbaIx5sAk6y1bQ51HJ2DV6EiJweGDIGPP4ZXXoFrrnG7RSFk2zYJZm+/LeX7GjSQbEJHHhm8NkyeDOefX/6h+UAzRuZ9srJkXr9jR7llZEjmtfnzZWV3Wpr04Bs2dLvF7ps+XRZGBnoEpqBKlWQdhMPb5Tw7B2+MMcDbwJ8Fg7sx5vC8+XmAc4FwKcSpFNHR0nlITYVrr5X35osvdrtVIeDVV6X3Gh0tvzyAv/+WjGPBCvCbNskwuFeCO8jiPv/Qfno6/PQT/PyzBPu0NNm217y5XAzt3i0r+SN9b/5bb8kuByfFx+cvwvQwJ+fgTwAuApYYYxbl3Xc3MMgY0wGwwHrgSgfboLxo4kQZBq1fHxo1kjfw+vVl4VGHDm63rsJiY2UE74wzZCtdYiKcd57brfK46tXlF1ew1xUbC7VrB+f8WVnygjkdGAIhMzN/fnnjRrklJsroR3Y2tGkjc/knnCDz+ZG0uj4jAz77zPkcAf7tch4P8FpsRgXfZZfBO+/kfx0VJXOK2dnSewuTHsj+/dCnj2xbnjgRTteMD8VLS5PqPQV7z5UrS4WfNoecwQuMkSNlYZZ/9CDURUXJ8FFGhvweO3eWFfhdusiFdHy82y10xuefw7BhBy5odEoQtstVdIg+PN5JVWgpvGgyN1d6TlFRstgoTCQlyWLbNm2kBz9tmtst8rCEBPklFby4y8oKTg/+s8/CK7iD/E/t3SsB/t9/ZW3B3XdLlaTKlWVY//LLJRnMqlXhkxXvjTeCE9xBruBXrgzOucpJA7wKvuJSelaqJG82YaRaNZgyRWYhzjxTEp+pYlx11YGrwzMynK/Ju3at9PjCKbgXJyNDgn52tvyfvf02XH21TIslJcmQ/v33y376nTvdbm3Z7dkT3Ktof3U5D9NiMyr4dhWT9iAzU954Tj45uO1xWK1akrO+e3fpQE2bJjugVCFdu8pWsG3bJPtbr14H7wUPpPR0mTeJhOBenIJrHmbNkivQxET53dSsKUP6PXtKzv127eQi3KsmTJC/FyfSAxfFv13uppuCc75y0ACvgq+40oxpabI9KgzVqwc//ADdukHv3lK9smVLt1vlMcYEtwd2zTWyQC03N3jn9LqcnPxMeVu3yvTF5Mmy4DEjA5o1gx495A/5+ONlkaxX0ja+/nrwF0kuWAB//glHHx3c85aSDtGr4DvUHNnixcFrR5A1aSLbuo2RLKXr1rndogj24YeSrMBLW+K8Kj1d/mczMyUB0CuvSOGFo4+Gxo2dyxhXFn/9JfXe3XDssZJk6MEHpf68h2iAV8Fl7aHfVFevDl5bXNC8uQzXp6bKCHQYrSkMHcuXw4gRkT00X1H79sn/8fbt3vg9fvihOyMJmZnye1i/XopRHHOMLLj54Yfgt6UIGuBVcKWkHPof8e+/3UtRGiTt2sk6pn/+kZ68ZmIOotRUmXfXnntgREXJbge3jRmTX9zHLf5gv24dnHuuJ3rzGuBVcO3adeiFOnFxzpR49JjOnWUL3YYNcOqpkoRMBcGll8rccrhsC3NbVJT7Q/TLlsGWLe62obCUFLl6L269UZBogFfBtWvXoVdGx8SE3Va54nTvLnk5li6F005zNnW2QraFffWV+z29cGKM+wF+7FjvjfpZK6OR55xzcPW/INIAr4Jr585DD9Gnp3s+eUQg9ekja73mzpUKpTpy7JDFi+H6670xXxxO3B6it1YCvBemCQrLzITffoM77nCtCRrgVXDt2nXo4dGMDPdWw7rk3HPlPWraNLjgAvc7RGFn3z7d7+4kN/9gZ83y9lVxaiq89hqMG+fK6TXAq+Datavk4bQIC/AAQ4fK+8DXX8vnXhtxDFnWSv3e4rInqooxxt3e81tvef/CLTVV0gIvWhT0U2uiGxVcu3aV/Iawdm1w2uIxV14p8/C33irJxN5+O2zq7rjn5ZelxGqwsptFGjfn4DMzYfz40EhUlJoqq2mXLg1ehUTCOcCnpcn8x/TpslT59tuhRQu3W6X+/bfkAL9zp7whx8UFp00ecsstEuRHjZIg/9JL3kkUFnLmzZP5Ty8P4YYDtwL8d9+F1hXw7t2ymnb2bMkMGAThE+B37pT5mJ9+khd+1SopXJGaKld4H30kk52PPSbZl5Q7tm0r+TkJCdKL92j6R6fdf79MGz/zjNQAeewxDfJltmuX1HfX4O48t4box4wJXuW4QMjKki19jzwiWe+CIHQD/KZNMHOmZAz68UfZ25qQIN0f/5BNwT+89HQZzvn8c7j4YnjoITjsMHfaHslKyupijExAR/DGcGPgqadkK+0TT0h1z3vucbtVIcRauPDC4osaqcByowe/b5+khAw1aWmyVVMDfCHLlkmFjilTJLDv3y/DHAWv4Eq6kszOltvYsfD++zBypNRIrlbNyZargnbskI9JSTK8lp4ue98bNpQplA4dpIhFly6uNtNtxkjK7/374d575dd1ww1utypEPPmkjObpdgTnWevO7/mzz/IL4ISaP/+UTmgQpheMDYGMTsnR0XZeQoL8MQVyxWR8PERHw513Ssm/xMTAHVsVbcIEqcDUsqUkZm/WzPma3yEsO1s6o59/LguGL7vM7RZ53C+/SLk+HZoPjipV4J134LzzgnveLl3g11+De85ASUqSxBelKCdpjJlvrU0u76lCI8AbY+c5eQKfT64GH3wQrr7a2zWPVcTJyJCEWN99JzU1Bg1yu0Ue9c8/sm7DP0qknFe5MrzxRnD/KLdtk9KModh7Bwnwr74KF11U4lMrGuBDaAmig1JTJWfwPfdAgwbwv/+5ml5QqYLi4uDTT6UE90UXwZdfut0iD8rNhf7982uZq+BwY4j+o49Ca/V8Yfv3y0hTEITwb8kBKSnSC7juOqnvO2FC8ItSWCtvUiEwsqKCx+eTtTkdO0q2O49Uo/SOBx+UqR8vpiwNZ7m5wf+dv/FG6E/BzJwZlNNogC9KSoqs0h8+XIb8gvRi8OOP0KYN1KghW/o0yKsCqlSRMrMtWsDZZ8PPP7vdIo/46SfZduD1jGbhKDc3uD34lSvlvTnUrVoVlHSVGuAPJSVFavqedpqzRbvnzpWV42efLbsFcnJkC8h99zl3ThWSatSQP40GDaBfP5g/3+0WuWzrVlngFeo9ulAV7B78u++Gx/RpfLxktXOYBvjSyMqCm2925thXXQU9esCcOXJB4ZeaCs8+K6XGlCrgsMNkiL56dalGF4T3CW/KzpYSfFpn1z3B7MFbK/mbw2H7Y04OrF/v+Gk0wJdGZqascgp0d2nnTtmTX9zQYloaXHqpdtPUQRo2lBmdSpXglFNg9Wq3W+SCu+6SES+tzOOenJzgBdzCnaBQlZAg27LPOMPxU2mAL620NNmEHMh58U8/lSQvh+IvUrBlS+DOq8JC06bSk8/Kgl69YONGt1sURJMnSyYgnXd3VzBX0b/9dmhPxcTEQNWqslr2kUckB4vDNMCXxerVskUjUN54o3RXpHv3avIOVaRWrSS54+7d0pMvTar/kLdpk+y71v8Hb0hPd/4cWVkyXRmq8+8+n2Tp/PNPuRoPEg3wZZGSAtdfH5g5vz17Sl8fODtbiq8MHKgr69VBOnaEb76Bv/6S68CwzvOSmSmrC8NhqDZcBCPAh/K+0IQEuOYaqSJ3+OFBPbUG+LJKSwtMoYAqVWQitbTS0+WPfMKEip9bhZ2uXSUBzqpV0LdvGOd7uekmGUkL1Z5cOApGgA+1ynEgQ/BVqsh79lNPlTwd6wAN8GWVliZzf2vXVuw4xsADD0jawtLKzZVhHqWK0KuXFExctEjW74Td9PRnn8miVB2a9xanA/z+/ZIAItTExspC0NNPd60JGuDLIzNTtrdV1ODB8kdQGsbIdrpmzSp+XhW2zjwTPvhAMmGee27opus+yJo1MGxYGF61hAGnF9l98YUrvd8KS0+XKlEu0gBfHjk58g5a0XrElSrBHXdI0oOSxMfDww9X7HwqIgwYAG++KYvvBg4Mg+yt6enSC9Lg7k1O9+Bffz10cx0sWuRq2zXAl1dqKlx+ecXfPa++Gk46SUrV+nwHl6z1+eDII2H6dEgud1EhFWEuvRRefBEmToRLLpHZnZB19dWycj6kf4gw5uQw0Z49sjgtVMXHw9Sprp1eA3xF7NgBL71UsWP4E4zv2ycJbV54Qbpghx8uw1K33CJbKzp1CkybVcS47jp49FEpMXv11SG6AeODD+CTT3Te3cucHKJPSoJjjin9VKbX7N3r6jC91oOvqMREWLcOatcO/LFzcoKSDEGFt7vvhscek2zLTz8tyzlCwt69kpc3GKu0Vfl16wYzZjh3/B07oG1bSfIQAvHqILVrw/bt5frH03rwbsvKkl62EzS4qwAYPVp6888+G5gdnkGTmFi69SnKXU4vsqtZUyoGFp6+DBX+omUu0ABfUZmZss9xwQK3W6JUkYyB55+XufgHH5RefEiIjpaSzaG4gjqSBCNVbcuW8j6bkOD8uQItNxe+/tqVU2uAD4S0NEnAoZRHRUXJyvoBA+C22+C119xuUSldfrnsNlHeFaxc9H36yFyTzxec8wVKerqsI3GBBvhAmTMnNOeHVMSIjob335ckONdcI597XuvWUL++261QhxLMfZg33CB7P0MtyLu0XU4DfKA0ahRCq5dUpIqNlWx3J58so9+ffup2i0rhmmtCc2g2UgQ70cIbb0D79qE1suPSdjkN8IGQmCgrmJQKAfHxkhzs+OOlKNs337jdohIMGaJ74L0s2AE+JkbKBdepEzqdKpe2y2mAD4TGjaXClVIhIilJ1v20aQP9+0seJc+qXVuq6Shvys4O/jmrVZMecVlqebjtq6+CPo2rAb6iEhPhuedC50pSqTzVqsF338ERR8i8/Jw5brfoEK69FipXdrsVqihu5UI+6igpoRgq0zepqbB8eVBPqQG+oo46SopwKxWCateWKsR16kiZ2d9/d7tFxTjjDB2m9yo3evB+PXpIBysUFt3l5srUQhBpgK8I7b2rMFCvHvz4o4x29u7tWk6OQ4uLgwsvlP1+yltyctw9/5VXyopRrwd5F7bL6X9LRbRqBT17ut0KpSqsSRPpyRsjdeXXrXO7RUUYMcL7b+KRyM0evN+LL0q9Dq+vrJ8/P6jb5VwL8MaYvsaYFcaY1caYO91qR7n5fLpyXoWVFi2kAnJqKpxyCrz842c0eb4JUQ9G0eT5Jny45EPnG5GaKqn2UlIOfuy446Q4k/IWt3vwIEkevvwSunf3XkpbY+TvNi5O5sHi4oJ2alcCvDEmGngFOA1oBQwyxrRyoy3l1qEDnHii261QKqDatZPihlu2ZXH9oKPZMPdo7Mw72PDH4Yz4aoSzQT4rS+q+33Yb/PbbwY8bI734IL5BqlLwQoAHCaJTpkgGpz59ZD9olSruTKHGxsqFRo0aMn3wf/8Hu3fDpElBrYznSjU5Y0wXYJS1tk/e13cBWGsfK+r5nqsml5AgWzSOO87tlijliLojB7D99fcgJxZMLkRnwrBeNG6zlfU3rg/8CXNzZY598mQJGKNHw623Hvy8jRtlqEErzHlLTo731kdkZMC0aTLv/cUX8jeTmencqn+fT34PjRpJtr1zz5WOYAUuMEK1mlx9YFOBrzfn3fcfY8wIY8w8Y8y8f4LatBIYA507a3BXYe3v2uOhzUeAARsjgX59Dzbu2Rj4k1kLI0dKxp20NHkTLq78aKNGkr5WeUd0tHtb5Q4lLk568m+/Df/8Az//LLWTmzeXxwKxnsM/9N6tm0zZrl0LK1fCQw9JHXuXF2B77JIrn7V2jLU22Vqb7ECl9fKLj9e5dxX2GlVtBMljICYdTBZEZ0GTaXJ/oD38MLz7rsy/+82fX/zzr702tBKchLuoqOAVnCkvY6Q3PWqUbBNZu1bex7t3lwBd2hwLMTHy3CpVJA3k++9LvfoZM2Q1f716Tv4UZeZWHca/gIYFvm6Qd5+3GSPz7h07ut0SpRw1utdoRqSOIHXYybC+BzSZhu/IxYzuNSawJ3rjDXjiiQODO0iPa9++ot94zz9f8tMrbwiFAF9YvXoSkK+8Uv72fvhB5sm//lpGlNLS8ncHJCTIfXXryjTSeedBcrL3piSK4NYcfAywEuiFBPa5wGBr7dKinu+ZOfiEBPj1V1mJpFSY+3DJh9zz4z1s3LORRlUbMbrXaIa0HRK4E0yYABdfLG+mhVWpIm+2xS1k7d/fldzeqggJCdIjrlvX7ZZUXG4uzJ0Ln30mlZhq14bBg+GssyQleZBVdA7elQAPYIw5HXgeiAbesdaOLu65ngjwUVFw2mmyClIpVTFTp0r9hqKCO8iw6eOPw403Fv34Dz9IkN+3z7EmqlLy+eDPP2V9hAqoUF1kh7V2srW2ubW26aGCu2dUqgRPPeV2K5QKfQsWwJlnFh/cQVZAz5xZ/OM9e8p8qHJfVJQ3F9kp7y6y85ToaOm9H3202y1RKrStWiXF6ItKZFPYvEOM20VHy/7iIO4pVsUwJvTm4COEBvjSiI2VhUBKqfLbskW2E+3dW/rnF158V9Dll2sv3gvCIcDv3CnlXP/x1KbsCtMAX5LoaDj7bGjWzO2WKBW6du2SBXP//lv6mtg+HyxeXPzjrVpBw4bFP66Cw5jQHqLPzZUqSwMHQoMGspjuiitkkd2//7rdugrRAF+S2Fh4rMgEe0qp0rrjDli/XvavV60qtypVZBtc5cpyf2KiBPWEBMk3sX9/yYvoRo7UAjReEMo9+PnzZW98aqr8HBs3wltvwaWXQv36UompqKyKIUDHtw4lNhYuuACOOMLtligV2h54AC66SIbU/bfo6AO/LupWUnGZQYMkd71yVygH+Hr1pBdfmH8qacsWWLQoqE0KFA3whxIdDY884nYrlAp99evLLdBq1ZKh/x9/DPyxVemF8hB9vXpFTxvFx8to0uuvS0cvBOkQfXFiY2HIEN3bqZTXXXtt6VONqsCzNrR78MbIMHxBCQky4rR+vWSvczmnfHlpD744MTFSMEAp5W2nn176hXvKGaHcgwfJTrp8uawDqV8fPvxQ0tGGOO3BF6VSJbjkEs8VDlBKFSEuDgYMCInc4GEp1HvwIOloY2OlU7d0aVgEd9AefNGio+H++91uhVKqtEaMkGIhpUmgowIrHAL82WeH/s9QBL3kLSwuTioMHXaY2y1RSpVWp05QrZrbrYhM1ob+EH2YCo0AH8wFDtHRcM89wTufUqrijIGrrpILdBVcublh2fsNB6ER4KtVC04yi/h4SZxRq5bz51JKBdawYW63IDJpgPes0AjwRx4JL7/sfJCPjoY773T2HEopZzRsKKuhVXDl5uoQvUeFRoAHWdU+d67sV4yPD/zxExLgppugevXAH1spFRzXXitpb1XwaA/es0InwIMUl1i6FM47L/C9+ehoTXmpVKg77zzIzna7FZElJ0d78B4VWgEeJLB/8AG88YZ8HogFeD4f3H57yXmvlVLelpQEZ5zhdisiT3q62y1QRQi9AO83dCgsXAhNm8rwekXExMjwvFIq9F11laauDTYN8J4UugEeoHlzWLJE6viWZ8jeGElNePfdOm+nVLjo2VOyUargychwuwWqCKEd4EEW3L3zDrz9tgTrktJV+isE1a0rCW0+/1zn3pUKJ1FRsig3NtbtlkSOtDS3W6CKEPoB3m/gQPj9d+nVFx6yr1JFruiPOw4efVSet3UrvPYa9O6tOayVCjeXXSZTbyo4tAfvSeH1H9C0KSxaBNdfL716/4Kb886DU07RYXilIkXLltC4sVQIU87TAO9J4dd1jYuTFfabN8POnfD++3DOORrclYo0114bnAyYSgO8R4VfgPc77LDg5rBXSnnLoEGyR1s5TwO8J4VvgFdKRbaaNaF7d7dbERk0k50naYBXSoWva67RPfHBoD14T9IAr5QKX6efLvXKlbM0Va0naYBXSoWvSpVkC210tNstCW86RO9JGuCVUuHtyiudqUCpREKCVuH0KA3wSqnwduyxGoCc4PNB1apw//0waZLbrVFF0AAfKdLTYf16qd2sVCQxRgrQaC8+MBIT5YLpkUckI+idd2qeEY8Kr0x2qmg7dkC3brBunQT4Jk2gQwfo3BnatJFbvXqaN0CFr2HD4OGH3W5FaEtMlOH4UaMkFbBeMHmeBvhIMHo0rFoF2dny9cqVcps4Uf5hMzMlH//PP0vgVyrcNGgA7dvDb7+53ZLQk5Qkwf3hh+VCSSv1hQwdoo8EvXodXIAHJLDv2SOVoHJzYc6c4LdNqcI++EDqRyxcGNjjjhypQ8llkZQE9evDK69I6u8rrtDgHmI0wEeCU08t+TlpabBmjfNtUao4aWlw8cX5ZZxPOEEuThcsCMzx+/fPH8VSxUtKkmm8N9+EDRvkNdHKfCFJA3wkiI2FwYNL3gu8YkVw2qNUYatWQbt2MGECpKZKcpq0NJg6FU48MTCBPjERXnpJykdrEZqDJSbCUUfB2LFysa/5A0KeBvhIccUVJS+KWbs2OG1RqqD/+z845hgJKmlpBz5WMNB36wYnnwzz55f/XJdfDlu2yEKxqlU10IME9qOPltdh5UqZHonS0BAO9FWMFB07Qo0ah37O7t1BaYpSgOQvv+wyuaWkHDqlrLXSs582TQrIVCTQJybCbbfJFq+HH4Zq1SIz0CcmysLDzz6DpUvhjDN0J02Y0QAfKYw5dEYvnw/+97/gtklFrrVrJbiMGyeBu7QKBvpu3aBnT5g3r3xtSEiAm2+WQP/YY3IBnJhYvmOFEp8POnWS5DQLF8oaHQ3sYUkDfCS5+OKie0k+H0yeDKecEvw2qcjz2WcS3FetOnhIvrT8Q/fTp0uPviKBPj4err9ehu6ffBJq1QrPQO/zycLFKVNku2CPHhrYw5wG+EjSsCG0bZufYrJqVVkx+/33cNJJbrdOhbvMTMkod9FFsH9/YLIq+gO9f+i+IoE+Lk7Ky/71Fzz7LNSpE/qB3hgZqejZU9Yx/PyzBHkVEYwNgVKKycnJdl55/2nVgdavh19/lXnHatXgyCPljUwpJ23YAP36ydB8eXvtpeUfgn7qKflYXllZ8N57cO+9sG+frBMIFVFRcsFy0kky/aAJrEKSMWa+tTa53N+vAV4p5agvv4ShQyVABrMWQqACfXY2fPQR3HWXJIbycqCPjpZkNL17SwbLNm3cbpGqgIoGeB2iV0o5IytL5rYHDZIecLALHaWmyhx9jx7Sky1vmtqYGFm/snEjvPGGpL312tB9TIysJTj3XFk498UXGtyVBnillAM2bZJe89tvl22VvBNSU2HGDJmHrkigj46GIUNkmuutt6BxY/cDfWysBPYBA2Sr2/jx0KKFu21SnuFIgDfGPGWMWW6MWWyM+dwYUy3v/ibGmDRjzKK82+tOnF8p5aLJk6X3+Mcf7gf3ggoG+u7dy197ITpasrytXStZ3448MviBvlIlCexDh0oGyg8+kHYoVYBTPfjvgTbW2nbASuCuAo+tsdZ2yLtd5dD5lVLBlp0Nt94K558Pe/dCTo7bLSpaairMnCnJcioS6KOi5GddtUoCbLNmzgf6uDhZFX/ppbB6NbzzDjRq5Ow5VchyJMBba6dYa/1VHX4FGjhxHqWUR2zZAscfD6+95vwq+UApGOi7dZPdJeURFQXnnCM96XHjoGVLWeBXuXLg9pn7A/uVV8K6dfJ7rl8/MMdWYcvxVfTGmK+Aj621HxhjmgBLkV79XuBea+3Mko6hq+iV8rApU+DCC2V1eShXa/P5JKXzU0/JxUp5WQvLl8OSJbLg7ddfZX58924J0gWDvrVyy82VW05O/g1kGD4qCq69Fm6/XZLwqIjh2jY5Y8wPQN0iHrrHWvtF3nPuAZKB/tZaa4yJA5KstTuMMccCE4HW1tq9RRx/BDACoFGjRsdu2LChXO1USjkkJ0f2iL/wQuj02ksjUIG+sH37ZFg9LQ3S0yUXf8GPhT9PTYWaNWHECMlZoSKOZ/fBG2OGA1cCvay1Ra60McZMA2611h6ye649eKU8Zts2GZZessRbC+kCyeeTKndPPQVdurjdGhWBPLkP3hjTF7gdOKtgcDfG1DbGROd9fiTQDNAapUqFkqlTpbzo/PnhG9xBfrZffpEaDSeeCLNnu90ipcrEqVX0LwOVge8LbYfrDiw2xiwCJgBXWWt3OtQGpVQg5ebCAw9Iytndu0N7vr0sCgb6E07QQK9ChqaqVUqV7J9/8rOkhXOvvTR8Psnt/tRT0LWr261RYcyTQ/RKqTAyc6Zs/frtNw3uIL+DWbMk33vXrvK5Uh6kAV4pVbTcXHjkEejTB3bulNzyKl9qqgzX+wP9L7+43SKlDqABXil1sB07JAHM44+H1xY4J/gD/amnymp7DfTKIzTAK6UONHu2DMnPmuXt0qhek5oqSW1695Zqbkq5TAO8UkpYC08+Cb16wb//6pB8eaWlwSuvuN0KpYhxuwFKKQ/YtUvSzc6erUPygTBjBuzZA1Wrut0SFcG0B69UpJs7V4bkZ8zQIflAiYmBzz5zuxUqwmmAVyqSjR8v+db//hsyM91uTfhISYExY9xuhYpwOkSvVCRr2BAGDYK1a+GvvyShTVaWVD2LipKCMqmpsmVOlc3ChXLhVKeO2y1REUoDvFKR7PjjD66Ytn+/BPvNm+W2aZNUQVu7Vr7+5x+Zp09IgOhouQhIS8svcapEVBR88gmMHBmc86WmynTLjBnw7beweLFUo+vSBbp3h06doG1bqS2vIoKmqlVKlV1aGmzZkn8BsGkTrFkjt82bpee6f79cBMTEyAhAWlrk5K/3a9tWAq2TZs6EW2+VEYOEBAn0hX/P/tchPR2aNJHEPN26SdBv1UoeU57j2XKxgaQBXqkQlJmZfxHgvxBYu1YuAjZuhO3bYe9eiI+H2Fi5CMjICK+1APHxsGIFNGoU+GMvXAjXXw8LFpQvhXBioowyZGRAs2ZSMe/EEyE5GZo3l8eUqyoa4PWyTSnljEqVpLfYpEnxz8nKktry/ouAzZvlImD16vyLgN275VixsfI9GRlyCxXjxsEddwTueCtWwM03S9ne9HTJX1AeBXdMLF0qtw8/lOO1agVz5oAxgWmzcoX24JVS3paTI0P+RV0EbNggFwg7d8oFQKVK8j2ZmRL8vKBpU2lrINxwg6zOz8x0duFjYiK88QYMGeLcOVSJdIheKaVycyX7XsGLgPXrYdUquQjYulXy60dFySIzYyRIBiOpT0KCDKe3aFGx48yYAaedFryKftWryyhKUlJwzqcOokP0SikVFSXb0erUgY4di36OtdLTL3gRsGGD9K7XrZP1Av/+K8+Lj5djZmVVPKDm5MD770tlvooc47LLgluuNz0dRo2Cp58O3jlVQGkPXiml/KyVhX8FLwI2bpSRgHXr8nMFZGfn5wrIzpaRgEMNmderJ8cq75z2mDEy7x7sTIMJCbIL4KijgnteN1jruTUH2oNXSqlAMUbyx1etCq1bF/+8ffsOzhXgvwjw5wpIT8+/CNiyBVauLN8w/d69cPvt7qQRzsiAK6+EH38M/rmD6cUX4a67YNgwuPtuaNDA7RYFhAZ4pZQqq8qVJX9/y5bFPyctLf8iYOdO2XpWHvfd596ugdxcKYH7zTcy/x+OPvwQ7rxTXq+334b//Q/695fpiWbN3G5dhegQvVJKedWqVdC+vfsV/urXl50L/l0K4WLyZDj//IN/v9HRsiujVy9ZO9GhgyvNq+gQvWYyUEopr7r6am/s+d+1C555xu1WBNbevUUHd5BFjenpcgHQtauk+p05M/htrCAN8Eop5UXffw+zZ3uj0E9qqvRkt251uyWBk5tbcv0Ea+UCYOZMmaI45piQKqmsAV4ppbwmOxuuuCK42+JKkpUlqXHDReXK8jOVVkoK/PGHBnillFIV8OqrsiffS7KyZMh69my3WxIY/nn2sjjiiJAq/6sBXimlvGTnTrj3Xm/2FFNT4ZJLvDFtEAg+X+mfGxMD553nXFscoAFeKaW85K67vF1Rb/Nm2U4WDsoS4BMS4IwznGuLAzTAK6WUVyxbBu+9542V88VJSZH687t3B//c1sq+/EBtG7zmmtIH+ZwcOO64wJw3SDTAK6WUF1gLI0Z4O7j7ZWbKSEMwWQs33gg9ekimuTfekMWIFXHPPZK5rnCQj4mBKlWk1+7zSX2Dp5+W+0OIJrpRSikvmDQJBg705tx7URISYN48qR3vtJwcSSP7+ef5OwsSEyWl8NNPw4ABkhK4vJ59Fu64A+rWlaQ2XbvKx3btpI6ASznqtVysUkqFg/btpbBLqDAGOneWVfVOBsCMDEkdO21a0dsGExPh8MPhhRdkr3p52xKGxWZ0iF4ppbygosPNwWat7Av/7DPnzpGSIulip04tPidASoqU/L3wQhlKL2/GOY8F90DQAK+UUl5QrZrbLSi7lBR44glnjr1rlwyVz5tXukV1KSmwaBH07SupZRcudKZdIUQDvFJKeUGNGm63oGx8Pil/+847gT/2tm2QnAzLl5d90WFqKvz8M5xwApx5ppTpjVAa4JX65x8ZblTKTTVrut2C0ktIgJtvhiVLoE2bwB573ToZat+4sfz5APw55L/5RtY2DB3qfkU+F2iAV5HHWli6VLKFNW4sC3RatYJx48qWm1qpQKpd2+0WlCwhAY48En75BR5+uOypXkuydKn03LdvD8yaBH9VuM8/h6+/rvjxQowGeBUZrIXff4c774SGDWX175NPSi8hJ0eGAkeMkGD/+OPuJPFQka1mTcmP7lUJCXDttZKM55hjAn/8uXNlzn3nzsCnwk1NhS++COwxQ4AGeBW+rIUFCyTrVr16Mif37LPw11/yD1+4t75/P+zYAQ89JM+/8kpYu9adtqvI06QJxMe73YqDJSTIRfG0afDUUxAXF/hz/PQT9OwpNdqd8t13ETcVpwFehRdr4bffJONV3bqymvaFF2TRTkpK6Ybg09Lk9s470Lo19Okji3Yi7M1BBdmAAXD66RJQvSIhAS67DFaskFEvJ0ycKIvhnE7ws38/rFnj7Dk8RgO8Cg9z5sB118k8Zq9e8PLL8Pff8qZR3rm87GyZv5syRbbe6Dy9cpIx8MEHMvztRC+5LOLjZbpqyhR46SXnLjrGjoXBg4NX9/6774JzHo/QAK9C33PPwcknSw3tHTvkSj0nJ7DnSEnReXrlvEqVZOV3o0bu5T1PSJBV56tWwYknOneeZ5+VYi/BWt2eluZsUh4P0gCvQtvnn0vBiNTU4NSo1nl65bQqVWS+u3r14J43Ph7q1JHV5m++KSlgnWCt/M/ed1/wt67NmhV6GQMrQAO8Cl1z5ri3v7XwPP2pp4ZWHnHlbfXqwfTpULlycM7n88EFF0jK1549nTtPbi5cdRU8/3zwhuULio2VNToRQgO8Ck1r1sjiNzfeJAryz9N//70UugjGKIKKDEcfDZMnl75eeXnExUkGvU8/lTr0Tl5QZGdLtbwPPnDv/9af/CZCaIBXoefff+Gkk5zdUlMee/dGZDIN5aATT4T//c+ZRW4+H5x9tlws9+0b+OMXlJ4uOwQmTXL3ojw7W6b1IoQGeBVa0tOhd29ZIe+1bWv798OoUW63QoWbCy+UrHGB6slXqiSFbT76CD7+2PkiN/v2yQX5zJneSBe7ahXs2eN2K4LCsQBvjBlljPnLGLMo73Z6gcfuMsasNsasMMb0caoNKszk5sL558tqdq9uVVu+HObPd7sVKtzccgtccknFg7zPJ7311aul9+60HTvg+OMli2R6uvPnK434eCk/GwGc7sE/Z63tkHebDGCMaQUMBFoDfYFXjTEezs+oPOPHH2V1sVfeKIqSlgajR7vdChWOXnxRcjyUZ7g+NlZW548dKylbg1HY5q+/4Nhjpcdc1opwTtq7F776yu1WBIUbQ/RnA/9nrc2w1q4DVgMOpUhy2VVXyUKwKVN08VUgVK7s3t7g0rJWFvFs3ux2S1S4iYqC8eNl10alSqX/Pp9P8kSsWiUr5YNh9WqpCLd5szdH2yJkoZ3TAX6kMWaxMeYdY4x/U2d9YFOB52zOuy/8xMbK6urzzpPkKI88IilTVfnUq+fNN4vCcnMliYdSgRYXJx2GevVKLkwTEwNJSfDGGxLQ6tQJThsXL4ZOnaQMc6ATTgXKrl2wfr3brXBchQK8MeYHY8wfRdzOBl4DmgIdgK3AM2U89ghjzDxjzLx//vmnIs10z9Chkixi/35ZFDZ6tBSU6NtXAr/26sumbl1vD8/7ZWbCmDHyuisVaNWrw4wZULVq8c9JTJQV+CtWyPuQMcFp26xZUtRp927vLYItKCpKLpTCXIUCvLX2FGttmyJuX1hrt1trc6y1ucCb5A/D/wU0LHCYBnn3FT72GGttsrU2uXYo1EkuSufOB+aUTk+XuajvvoP+/eUqfPRoqX2sSlapkrN7ggPJWnj7bbdbocJVw4ayUKxwtrnoaLnvhRekQlu9esFr07ffyg6XULiwTU2NiLS1Tq6iP7zAl+cCf+R9/iUw0BgTZ4w5AmgGhGdqIWNgyJCih9L275fA/sgj0Lix7BH94Qft1ZekVi23W1A6qanw2GPeHaJUoa9dO6nE5l90l5gIxx0n9dovuyx4vXaATz6RTovbiafKYubMsP//dHIO/kljzBJjzGKgJ3ATgLV2KfAJsAz4FrjWWhu+v+WhQw+96tXfq//mGzj3XKhfHx59VIb01cGC2SOpqJQU+PJLt1uhwtkpp8gce5Uq8MQTUta4UaPgtmHMGBg+3Bt73MsiOhoWLHC7FY4y1svzJHmSk5PtvHnz3G5G+VgLhx0mC05KKz5evq9XL7j5ZskNHaU5iQBJdfnxx263ovTat4dFi9xuhVLOeOwxGYUMpZ67X2ws3Hsv3H+/2y0pljFmvrU2ubzfr1HDaYcapi+Ov1c/eTKcc4706h97THv1AE2but2Cslm1KqKKW6gIYS3cemvoBneQHTlhnrZWA3wwDB0qvfLy2L9fttY9/LAMvZ1xhiyeidS5+gYNnMnL7ZT0dMklrlS4yMmBSy+F114L3eDut2xZaCwKLCcN8MHQsWPFayunpUmv/uuvJcVkgwbw+ONlG/oPB/XqydBaqPD5YORIt1uhVGBkZUlej08+Cf3gDtLxmj7d7VY4RgN8MPiH6QOVhW3/fti6FR56SLbLnHmmbJkJgfUUFRZKi+x8Pplmad3a7ZYoVXGpqbINbsqU8AjuIIVwJk1yuxWO0QAfLEOHHrgnPhD8vfpJk+Css2Su/sknpZxquAqVbHYJCZL3u1s3t1uiVMXt2SN/y3PmhN5q+UOxVgO8CoBjjpG0kU7x9+pHjZLh+7POksIs4darP+wwbxWuKIrPJ1sdg5X3Wykn/f23pJ7944/QyCRZVv/+G7a1IzTAB4sxcNFFzhdL8ffqv/pKhu4bNICnngqfXr0/v7ZX+XwwYgTceKPbLVGq4jZulDVE69ZJCuZwFB0tqcPDkAb4YBoyJPDD9Ieyfz9s2QIPPCCB/pxzZEFJqPfqvZq6OCEBTjsNnilT2QWlvGnFCin3unUrZGe73RrnpKSE7XY5DfDB1L69ZJwKNn+v/osvZJtdw4bSq9+xI/htCQQvLrSLi5NpmI8+0qRESsyYIVNma9a43ZKyW7BA0t7u2BEZW3KnTQvLn9PjxbXDjDGy2O6559y7It6/X24PPAD33Sc9zptukgU0wcxdXRGNG0seaa+IiZE2fftt2ep0K2dYK3u1s7OL/3iox+rUkaqPFW3DSSfJ/9SyZbKtLFTMmCG1MVJS3G5J8FgLv/8uF+lhRAN8sA0ZAq++6v6Ql38l7BdfyPxT9epwww2SwKJGDXfbVpIjj5Q3Ti9MNRgDNWvK1Eflym63JrQtWiR/f2lpEmwLBt7c3Pz7/F/77/N/7r9ZK69LVNSBH/03/9eQf5+fMTLXfP/9cPvt5R+NMUbyVDzwgKzSTk8vf7KrYJo0CQYMCJ9tcKWVmSlVPsMswGOt9fzt2GOPtWEjN9faevWslbchb918Pmvj4qw991xrZ8yQtnrRmDHSVrd/X2BtlSrWLl/u9m8kPJxwgvuvp/+WmCjt2bq1/D9PZqa1Rxwhx/v884D9mhzzwQfWJiS4/7t365ac7PYrcBBgnrXlj506WRhs/tX0XszGlpoqc/UTJ8rQfePGko7Sa+rVc343Qmn4fHLV36KF2y0JfXPmwMKFbrciX0qKtKllS8keWR6xsfD++/L5228Hrm1OeOkluOKK8NrjXlaLF4fdz68B3g1DhngzwPtZK29wmzbBbbd5r2ayFxbZJSTAuHFw/PFutyQ83HGH94aFs7MlwcsFF8A115Qv/8IJJ8CgQZL9zYtz2tbKQsA77wy74FZm8fHeWtsTABrg3dCmjcx5e53PJ3ORZamEFwz16rm7J9fng2eflWRCquLmz4e5c91uRfHS0iQrYdu2sHx52b//xRcleHz1VcCbViHWwvXXy44ar11cuWH//rDLaqcB3g3GwMUXe7sXHx8v2atuusntlhysdm330tX6fLIY8aqr3Dl/OLr9du/3HtPSYPVq2Rc+ZowEx9KqVQs+/BCaN3eufWWVkyM7et55R4O7X26u9y7CKkgDvFsGD/ZugK9UCVq1kkIpXmxjVJQ7+QR8Pjj3XBg9OvjnDlcLF8Ls2WULmG6xVoLhTTdJlsjdu0v/vWecIRnhvCAnR9o/caIG98K2bpXy3E76+2/44IOg7LvXAO+W1q29uR0tJgaOOEJqzvt8bremeMHOZhcfL4k/xo4NnXwBoeCuu0Ivv3lqqmwtbd4cfvnF7daU3b594VURLpBiY+GHH5w7floa9Ool20EHDHB8JFIDvFuMgWHDvNVDjo6GunVloUnVqm635tAaNAjeuWJjoWlTGb7zwur9cLF4sSRVCYXee2GZmfDPP1I+9d573c9rURbVqsnCQa+trfGC/ftlZMMJublw3nky1ZOVJSOkp5/u6AWuBng3DRrknQBvjIwozJrl3VzvBT35JHTtKqvZnQy6UVGS2WzqVEhMdO48keiuu7xfGbAkaWmSmfK446QwS6h48EHvvPd4zQ8/OHPReeONkhDLH9BTU+Hnn6F7d9i7N/DnQwO8u1q3lgU4XlCligw3NmzodktK59hjpb3+7GcJCc5MKVSpIr3MULjoCSVLl8pFUzjk/05NlTSnbdrAhAlut6Z0mjeXoWKdbjpYdrakFw6kV16RXAiFp0XS02Uk6/jjHan4qQHebcOGuZ+/PClJriybNXO3HeXRvDm88QZs3y69+kaNAldONjFRruaPPDIwx1P57r479HvvBeXkyNz2sGGBT2qTk+PMHvrRo0Mjfa4bAnlBP3my5BMpbs1DRkb+Do0A16XXAO+2IUPkKjox8cCbz5d/S0g48BYfn3+Li8u/Vap04C02Vm4xMfm36Oj8W1SUHO/bb6XSXSirXBmuvRbWr5f8+r17y++nvBdPCQnw6afyT6cCa/lyWeQVDr33wlJT4Y8/AnvMESPk77tWLfjzz8Adt3176Nw5cMcLB4mJ8PTTMi0XCIsWyXqHkraBZmXBX3/J+82qVYE5N1psxn0tWsjcXWrqgQUx4MCvC98q8njBx6Kjw2vhmDFw8sly27BBkoz49y2XtheUkCAFgfr0cbatkeqee9zLYxAMgR6ZeO89+fvt21cWwQbSo4/KxbCuqJf3jubN5YIqEDZvlmmQ0v5uc3Jk4WbnzlK+NgCdrjB6Zw9hgbpaVAdq3BieeUaGIseNg8cegy1b5B+uuEU0Pp+kTR0+PKhNjRgrV8qQpdfSHwdSoAP8//2fTD116hTY44IsVD36aMkmGOni4+Gjj8pfQbCgffugZ09JdVwW1kp+hRNPlDoXFaRD9Cr8xcfDJZfAihWyf/mss/KnOAry+WRnw333udPOSHDvveHde4fAp1E+7zxngrvfY4/pDhGfD265RYoLVVR2tiQ22rSp/Bey+/fDqadWuCka4FXkMAa6dJF9ruvWycKXatVkUV5cnGxXeeMNXVnslDVrJJdAOPfeIfQWD55ySujsnnFK7dqBu7DftUsyNGZmyhoon0/WUFStKrcqVeSCKi7u0McJwPuQDtGryFS3Ljz0kPxTf/aZbLl74glN/uGk++8P/947hF6AN0Z68RddJD3HSJOQIEPzgdrNVLu27Gv3r/vZu/fA2549B36+cyfs2CEf9+yR2759ciGwZEmFmqIBXkW22FhJGTlggNstCW/r18uFVLj33sHdSoflddZZkugq0gJ8fLxMy3XtGvhjGyOjg0lJ5S9xXcFevA7RK6Wcd//9oZXOtSJCMcBHRcHjj3u7/oQTfD7JRBimNMArpZy1cSOMHx85AT5UpyEGDoR+/SJnwZ3PJ0mJ3KhMGSQa4JVSzho1KjKG5v1CsQcPMhz8f/8HDzwg89LhLCZGFtWec47bLXGUBnillHM2b5YcBKHaqy2PUP5Zo6Jkd8ns2ZJHIlwDfXw8vPOO261wnAZ4pVTZ5eRI+s09e6RIxpYtRffSH3oosnrvENoB3q99e0mLO2RIeAT5hATZqhYfLwvqxo2Dww93u1WO01X0SrktN1eGdTMzJTgU9Xl5HsvIkGpVGRkSjNPT5X7/fRkZ8tyMjPzv839vVpbMmWdny+c5OfJ5To7crJVhzqgouVkraZe/+y4/neqWLfD+++ER8MoiXH7ehAR4800Zxh4yRDJAhsrPlpQkf6dxcXDCCZLmt1s3qfgXQVthNcAr5YTcXDj7bCmL6g+S/qDpD5bZ2fK83Nz84j8Fb0XVECjIWrnl5uZ/npOTf0yni7kUXjS3bJm8gU6ZAh07wiOPhGdBmZKE22LCfv0kC+SFF0pKWycq21VEVJQE9PR0OOwwSRHbu7eke23cOKITV2mAV8oJ48dLvfPSvhn6e8ahLDtbEnZ06yale//3v9BdcFYRodLLLYvDDpMCKC++CHfdVXJ1NCfFxsroQnq6FIc59VQJ6l27yl5+9R9jiyu64SHJycl23rx5bjdDqdLJzZUa8hs2uN0S9yQkyO8h1LK6BUL9+gGv6+0pS5fK6NSWLcEJ9AkJMsKVkyPlVPv2hZNOguTksK9nb4yZb61NLu/3aw9eqUD79FNZeBbJ3OzhuS3chugLa91aat7fcouM0gT6ta5cWX6HPp/Mn/fpI6NCrVsHptJbBNEAr1Qg5ebC7bd7b55SBU+4B3iQnvMrr8CZZ8LgwfL3Xp7pGP/8eVqajHycfLIUvznhBCmRqypEA7xSgfTZZ9p7j3ShvpaiLPr2lQV4gwfL3vmSLmwrVZKLg/R0Kc166qkS1Lt0kcqOKqA0wCsVKLm5cMcdkVewQx0oEnrwBdWuLTsnXntNkuSkpcmODpBhdv82yuRkuSDo3l3m0ksql6oqTAO8UoEycSJs3+52K5TbIqkH72cMXHON9Mb795dRrG7dZP78xBOlt67z50GnAV6pQLBWeu86964irQdfUMuWkg9BeYJeUikVCF9+CVu3ut0K5QWRmNxHeZIGeKUqylqZe9Teu4L8VL5KucyRIXpjzMdAi7wvqwG7rbUdjDFNgD+BFXmP/WqtvcqJNigVNF99JUk/lAKZj87JkVz9SrnIkb9Aa+0A/+fGmGeAPQUeXmOt7eDEeZUKOu29q8KioiRdrQZ45TJH/wKNMQa4EDjZyfMo5Zqvv4a//nK7FcpL/AE+HMqsqpDm9Bx8N2C7tXZVgfuOMMYsNMZMN8Z0K+4bjTEjjDHzjDHz/vnnH4ebqVQ5aO9dFcUf4JVyWbl78MaYH4C6RTx0j7X2i7zPBwHjCjy2FWhkrd1hjDkWmGiMaW2t3Vv4INbaMcAYkGIz5W2nUo755hvYtMntViiv0QCvPKLcAd5ae8qhHjfGxAD9gWMLfE8GkJH3+XxjzBqgOaCl4lRosRZuvVV77+pgxmiAV57g5BD9KcBya+1/dRONMbWNMdF5nx8JNAPWOtgGpZzx7bewcaPbrVBepAFeeYSTi+wGcuDwPEB34CFjTBaQC1xlrd3pYBuUCjyde1eHokP0yiMcC/DW2uFF3Pcp8KlT51QqKKZMgfXr3W6F8jIN8MoDNJOdUmWhc++qJDpErzxCA7xSZfHDD7BundutUF6mAV55hKZaUqq0tPeuSksDfPClp0Pr1lC5Mpx2GvTsCV26yNcRSgO8UqX100+wZo3brVChQAN88P36K/zzD6xdC3/8Aa++CmlpcMQRcOqpcMopUpu+Zk23Wxo0GuCVKg1r4ZZbtPeuSicz0+0WRJ4ff5SADlLsZ29e/rSVK2HVKnjvPenlH3aYBPvevaF7d6hf3702O0wDvFKlMXUqrF7tditUKLBWe/Bu+PpryM4u+jFr8wP+pk3wv//BhAnyOlWpIoH+tNOgWzc46ihZRxEGNMArVRq6712VhQb44EpPh6VLy/Y9+/blf++ECZJ62lqIjYWuXSXgn3QStGkjuQ1CkAZ4pUoybRqsWOF2K1So0B588P32G8THV2xqpOAF/DffyKhdTIwM93fqBKefLgH/2GPlIiAEaIBXqiS6cl6VhQb44PvpJ0hNDewx09PzP58xQxbxxcfL/e3a5a/UP+448PkCe+4A0QCv1KFMnw7Ll7vdChVKNMAH36RJxc+/B0pmZv4Iwbx5sGgRvPCCLOxr1gz69oWTT4YTToBq1ZxtSylpgFfqUHTuXZWVBvjgysiAJUuCf97s7PyFe8uWSUfgrbck4DdoIKv0e/eWhXuHHRb89qEBXqnizZxZ9oU7SuXmaoAPprlzKz7/Hgi5ufkBf906GDMGxo2TdtWoAT16SC+/e3do3DgoK/U1wCtVnNtuC/y8ngp/2oMPrqlT8/e/e41/pf7WrRLsv/pKFu0lJEjSndNOk4B/9NGOBHwN8EoV5Zdf3Bn2U6FPe/DBNWlS6Py+9++Xj2lp8OWXUtvCGLl17gz9+knA79BBVvBXkAZ4pYqivXdVXhrggycrSxa7haqC7zE//SQdi5gYOPdceP/9Ch8+NHfvK+Wk2bPh99/dboUKVTk5GuCDZd48mX8PFxkZsqg3QBctGuCVKkx776oiAjC0qkrpp5+8O/9eEX//HZDDhG+A37gRRo2SDEfWut0aFSp+/RUWLnS7FSpUxcVBnTpw5ZVutyQyhNL8e1n45+orKHwD/LBhMHo09OoFtWvDddfJm7cGe3Uo2ntX5eXzwZlnwp9/SpBXzsrKCt+L8dzcgBwmPAP8V1/J3sjsbLkS2rEDXntNkg7UqgXXXguzZgXsl6jCxG+/wYIFbrdChZroaEhKgrffhvHjpTqZct6CBVCpktutCLyYGEhMDMihwi/Ap6fDFVccnH0sJ0eC/c6d8Prr0KeP9OyvvlpWLmqwV9p7Dz0+n7uFP3w+6NhRMpkNHOheOyLRTz/JorRwEBUlF4m1a8ONN0pMCsRhA3IUL3n00fzkAsXJzc0P9mPGSHahmjVl3mzmTA32kWjuXFmRq0JLvXpw8cWykjo6OrjnTkiAe+6Rqb+GDYN7biX1393OXldRlSvLiM9ll8H338P27fDUU9CiRUAOb2wIzEknJyfbeaV5812/Hlq1Kv+qyqgoGRqJioILLoChQyXbULDfOFTw9ewpZWFV6IiKgltugSeflNSgd9wh03OZmc5epMfHS09r4kTpvSt31KwpnbRQU7myTB+feSZcfrm89xSz88IYM99am1zeU4VXD/6qqyp2RZebK73/PXvgnXfkBahZU66upk2TYX4VfubNgzlz3G6FKqukJFlEC3DEEfDJJzB/Ppx6qvSuneDzwaBBUlhEg7u7Bg8OnTn4pCTZYdG3L4wdKxcmH38s68Ic3FYZPj34KVMk+48Tc6jGyAtkjJzj4oslnaDudw0PJ58sF3Ah8L+gCoiNlQW0lSsf/Ni8eTKXuWhRYKoBxsZKcP/gAzjjjIofT1Xcli3QtOmBddu9xOeTTuGxx8KIERI7yrgAU3vwfg884NwCKWulZ793L7z3HpxzjlQHuvhiySXsdB1i5ZwFC3T7ZKg64oiigztAcjL8/LPM07ZrV7FVyT4fdO0KK1ZocPeSevXgvPO8NYUaFydTOG3bwhNPSD6WX36Rbdsu7K4IjwCflha87U3+YL9vn1zN9+8P1avDRRfJKEI4Jl0IZ7ff7t0egCqeMTLcWZKTTpJe/CefSG+vLIHeGAnujz8uFctcqumtDuH++93dRQEykuvzyQXn/ffL9M3ixTBypOv5EMIjwO/bF5TaugfxB/v9++HDD+H886VnP2QIfPedBnuvW7RI8iFo7z30VK4s85elYQycfjqsXCl71evXLznQJyTAUUfJUP9117nz/qJK1ry5LFIL9usTHS1/Q4cdBjffLDk01q6Fu++WWu8eER4Bvk4dWfXu5px4wWD/0Udw4YXSsx84EL75JvS3c4Qj7b2HrrQ02eFSFlFRMGCA7LZ5/nlJeuXzHfy8hASZM/3jD6nTrbztoYecW1RZkDFyYVm1qiy8/vFHqfP+xBPQurXz5y+H8Flkt2EDtGzpzTfsypVlscWnn5ZuWFE57/ffoUuX8CxUEQmOPBLWrKnYMdLTJcPlgw/KBbi10isbP156hSp0dOkia2mc4H//PussCew9ewZt3l8X2fk1bizbJtyejynKvn0SSObPd7slyu+OO7x5MahKp7TD84cSHw833QSbN8O998r86apVGtxD0SOPyE6nQPFvazvtNFlYvXMnjBsHp5zirUV9JQivfV4PPSQvghfnvqOiQuoPI6wtXgwzZujce6iqXFn2ugdKUpLMnarQdfLJ0KCBLHArL/+2tuTk/G1txe3SCBHh04MHWTwzfLg3kx8YowHeK+68M3xyWEeijAzo1s3tVigvMQYefrjsvfi4OLm1aycZETdtku2VF18c8sEdwi3Ag+yH92IgjYmRIUHlrj/+kKQ2Wm8gdNWpI6lilSro3HNlAVxJYmNlUd6RR0q8WLlS1uRce23Y/V2FX4A/7DAZXomLc7slB4qNhU6d3G6F0t576DvlFLdboLwoOloCdlG9eH+dEf+2tnnzZJHmXXdBo0bBb2uQhF+AB1kw47VefGampCxU7lm6VEpMau89dFWuLKWelSrKxRfnT9EW3NZ25ZXyv791qyQuatXK3XYGSXgG+Fq1ZLjFS0Pi7dt7c4V/JNHee+jLzJQ6EEoVJS5OshbWrStFgSZOlHoFr74KnTtHXMKi8FpFX9Bdd8mL6gUxMZJJS7ln2TKpG6C999BWvbrkIFeqOL16SU9dhWkPHuSN4KabgpPhqCRxcYHd1qPK7q67NJtgONA96kqVWvgGeIDbbnN/Lj4+Hvr1k0xLyh3Ll0shIO29h7akJEk8opQqlfAO8FWqSMYyN3vxtWpJgQvlnrvv9mbyI1U22dk6/65UGYR3gAe48Ub3FrclJMBXXwU2haIqm5UrpdhPTo7bLVEVlZTkqUpdSnld+Af4pCTZNldU1SgnJSbKdowOHYJ7XnUg7b2HD+29K1Um4R/gQbbMBTN9baVKUsryuuuCd051sJUr4euvtfceDnw+3YmiVBlFRoD3+STDUWJicM5XtaoUvYmwPZeec8892nsPJyed5HYLlAopFQrwxpgLjDFLjTG5xpjkQo/dZYxZbYxZYYzpU+D+vnn3rTbG3FmR85fJVVcFJ/FNQgJ8/rls01PuWb0aJk3S3nu4iI2Fpk3dboVSIaWiPfg/gP7AjIJ3GmNaAQOB1kBf4FVjTLQxJhp4BTgNaAUMynuu8+LjpdqQk714n09W7Z9wgnPnUKWjvffwcuKJOiKmVBlVKJOdtfZPAHPwP97ZwP9ZazOAdcaY1UDnvMdWW2vX5n3f/+U9d1lF2lFql10mQ/UpKWX/XmMkgMfEyHad9HSoVk1qEDdtCkcfLbdBgwLebFVGa9bAl19q7z1cJCTo/LtS5eBUqtr6wK8Fvt6cdx/ApkL3H+dQGw5WqRI89hjccMPBQT4qSgJ4dLT0/DIyoEYNCeDNmkHLllJesEkT2apTv77mlveq++7T3ns4iYqCHj3cboVSIafEAG+M+QGoW8RD91hrvwh8k/477whgRN6XGcaYP5w6FyBZzvbvP/C+f/6R28KFjp4aqAX86/RJXKQ/X2hz9+dLSYHWrZ06ur52oS3cf74WFfnmEgO8tbY8xZf/AhoW+LpB3n0c4v7C5x0DjAEwxsyz1iYX9bxwoD9faNOfL3SF888G+vOFOmPMvIp8v1Pb5L4EBhpj4owxRwDNgN+AuUAzY8wRxphKyEK8Lx1qg1JKKRWxKjQHb4w5F3gJqA18bYxZZK3tY61daoz5BFk8lw1ca63NyfuekcB3QDTwjrV2aYV+AqWUUkodpKKr6D8HPi/msdHA6CLunwxMLuOpxpS9dSFFf77Qpj9f6Arnnw305wt1Ffr5jLU2UA1RSimllEdERqpapZRSKsJ4LsCHVPrbCjLGfGyMWZR3W2+MWZR3fxNjTFqBx153uanlYowZZYz5q8DPcXqBx4p8LUOFMeYpY8xyY8xiY8znxphqefeHxWsHoft/VRxjTENjzFRjzLK895gb8u4v9u801OS9jyzJ+znm5d1XwxjzvTFmVd7HkMujbYxpUeD1WWSM2WuMuTHUXztjzDvGmL8LbgMv7vUy4sW8/8fFxpiOJZ7AWuupG3A0svdvGpBc4P5WwO9AHHAEsAZZqBed9/mRQKW857Ry++cox8/9DHB/3udNgD/cblMAfqZRwK1F3F/ka+l2e8v4s50KxOR9/gTwRJi9dmHxf1XoZzoc6Jj3eWVgZd7fYpF/p6F4A9YDtQrd9yRwZ97nd/r/VkP1lve3uQ1oHOqvHdAd6FjwPaO41ws4HfgGMMDxwJySju+5Hry19k9r7YoiHvov/a21dh3gT3/bmbz0t9baTMCf/jZkGMn1eyEwzu22BElxr2XIsNZOsdZm5335K5LTIZyE/P9VYdbardbaBXmf7wP+JD/DZjg7G3g37/N3gXPca0pA9ALWWGs3uN2QirLWzgB2Frq7uNfrbOA9K34FqhljDj/U8T0X4A+hPgenua1/iPtDSTdgu7V2VYH7jjDGLDTGTDfGdHOrYQEwMm846Z0CQ4Ph8JoVdClyZe0XDq9duL1GBzDGNAGOAebk3VXU32kossAUY8x8I9lAAQ6z1m7N+3wbcJg7TQuYgRzYGQqX186vuNerzP+TrgR4Y8wPxpg/iriFdA+hKKX8WQdx4B/sVqCRtfYY4GbgI2NMlWC2u7RK+PleA5oCHZCf6Rk321pWpXntjDH3ILkePsy7K2Reu0hljEkCPgVutNbuJcT/Tgs50VrbEanYea0xpnvBB62M9Ybs1ikjCdLOAsbn3RVOr91BKvp6OVVs5pCsS+lv3VDSz2qMiUFK7h5b4HsygIy8z+cbY9YAzYEKpS10QmlfS2PMm8CkvC8P9Vp6Rileu+HAGUCvvH/EkHrtShASr1FZGWNikeD+obX2MwBr7fYCjxf8Ow051tq/8j7+bYz5HJlq2W6MOdxauzVvSPdvVxtZMacBC/yvWTi9dgUU93qV+X8ylIbowzX97SnAcmvtZv8dxpjaxpjovM+PRH7WtS61r9wKzQ+dC/hXihb3WoYMY0xf4HbgLGttaoH7w+K1I/T/rw6St9blbeBPa+2zBe4v7u80pBhjEo0xlf2fIwtB/0Bet2F5TxsGOFYkLAgOGO0Ml9eukOJery+Bi/NW0x8P7CkwlF8kV3rwh2IiL/1t4fkkkJWVDxljsoBc4CprbeGFGKHgSWNMB2SIaT1wJcChXssQ8jKyC+B7iRv8aq29ijB57ay12SH+f1WUE4CLgCUmb0sqcDcwqKi/0xB0GPB53t9jDPCRtfZbY8xc4BNjzGXABmRBb8jJu2jpzYGvT5HvMaHCGDMO6AHUMsZsBh4AHqfo12syspJ+NZAKXFLi8fNGFpVSSikVRkJpiF4ppZRSpaQBXimllApDGuCVUkqpMKQBXimllApDGuCVUkqpMKQBXimllApDGuCVUkqpMKQBXimllApD/w/rXK3Skvb/9wAAAABJRU5ErkJggg==\n",
|
|
"text/plain": [
|
|
"<Figure size 576x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"534.5037544444888\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": [
|
|
"43.341254620524666\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": [
|
|
"697.876354982896\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": [
|
|
"274.2971367700994\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": [
|
|
"50510.53279699534\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": [
|
|
"73501.59483882214\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": [
|
|
"36.28175415214624\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": [
|
|
"59.99645908379837\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(31, 50, 1)):\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": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"a = [Point(73, 49), Point(70.2287350694941, 41.22346430945754), Point(70.22927795970757, 43.90628272112926)]\n",
|
|
"LineString(a).crosses(Point(70.9481331655341, 43.24219045432384))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"plot_situation(\n",
|
|
" obstacles=obstacles,\n",
|
|
" destination=Point(70.9481331655341, 43.24219045432384),\n",
|
|
" obstacle_color=\"RED\",\n",
|
|
" route=TimingFrame(CartesianRoute.from_shapely(LineString(a))),\n",
|
|
" title=f\"Seed: {seed}\",\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# result = snap(Point(70.9481331655341, 43.24219045432384), LineString(a), 0.5)\n",
|
|
"r = LineString(a)\n",
|
|
"c = Point(70.9481331655341, 43.24219045432384)\n",
|
|
"\n",
|
|
"### Create a buffer polygon around the interpolated point\n",
|
|
"buff = c.buffer(0.0001)\n",
|
|
"\n",
|
|
"### Split the line on the buffer\n",
|
|
"first_seg, _, last_seg = split(r, buff)\n",
|
|
"\n",
|
|
"### Stitch together the first segment, the interpolated point, and the last segment \n",
|
|
"r = LineString(list(first_seg.coords) + list(c.coords) + list(last_seg.coords))\n",
|
|
"\n",
|
|
"first_seg"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"plot_situation(\n",
|
|
" obstacles=obstacles,\n",
|
|
" destination=Point(70.9481331655341, 43.24219045432384),\n",
|
|
" obstacle_color=\"RED\",\n",
|
|
" route=TimingFrame(CartesianRoute.from_shapely(result)),\n",
|
|
" title=f\"Seed: {seed}\",\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"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"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"pycharm": {
|
|
"name": "#%%\n"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"from shapely.wkt import loads\n",
|
|
"from shapely.wkt import loads\n",
|
|
"from shapely.validation import explain_validity\n",
|
|
"from shapely.geometry.polygon import LinearRing\n",
|
|
"\n",
|
|
"l = loads(\n",
|
|
" \"LINESTRING (9603380.577551289 2719693.31939431, 9602238.01822002 2719133.882441244, 9601011.900844947 2718804.012436028, 9599670.800095448 2718931.680117098, 9599567.204161201 2717889.384686942, 9600852.184025297 2721120.409265322, 9599710.80929024 2720511.270897166, 9602777.832940497 2718125.875545334)\"\n",
|
|
")\n",
|
|
"\n",
|
|
"print(l.is_simple) # False"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"ring = LinearRing(list(l.coords))\n",
|
|
"\n",
|
|
"print(ring.is_simple) # False\n",
|
|
"print(\n",
|
|
" explain_validity(ring)\n",
|
|
") # Ring Self-intersection[9600397.5202531 2719977.17748099]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"a, v = list((1,2,3))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"from shapely.ops import snap\n",
|
|
"\n",
|
|
"square = Polygon([(1,1), (2, 1), (2, 2), (1, 2), (1, 1)])\n",
|
|
"\n",
|
|
"line = LineString([(0,0), (0.8, 0.8), (1.8, 0.95), (2.6, 0.5)])\n",
|
|
"\n",
|
|
"result = snap(line, square, 0.5)\n",
|
|
"\n",
|
|
"result.wkt"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"list(square, line)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"line"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3 (ipykernel)",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.10.4"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 1
|
|
}
|