From 8db14e1581a789d0bbe5e1f3836fb13ee1555037 Mon Sep 17 00:00:00 2001 From: Daniel Newell Date: Sun, 1 Feb 2015 22:49:16 -0500 Subject: [PATCH 1/8] Committing before starting hard mode --- Traffic_Simulations.ipynb | 274 ++++++++++++++++++++++++++++++++++++++ car.py | 47 +++++++ road.py | 19 +++ simulation.py | 134 +++++++++++++++++++ 4 files changed, 474 insertions(+) create mode 100644 Traffic_Simulations.ipynb create mode 100644 car.py create mode 100644 road.py create mode 100644 simulation.py diff --git a/Traffic_Simulations.ipynb b/Traffic_Simulations.ipynb new file mode 100644 index 0000000..2f73ca2 --- /dev/null +++ b/Traffic_Simulations.ipynb @@ -0,0 +1,274 @@ +{ + "metadata": { + "name": "", + "signature": "sha256:723eff93d232e19873a4e8aaa9505c3a096e37c52583e80cb15f729c97b71bd4" + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ + { + "cells": [ + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import matplotlib.pyplot as plt\n", + "import seaborn as sb\n", + "import statistics \n", + "\n", + "%matplotlib inline\n" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 1 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "from simulation import Simulation\n", + "from road import Road\n", + "from car import Car\n", + "import statistics as st\n", + "import numpy as np\n" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 2 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "def run_simulation(cars,desired_speed,starting_speed,trials):\n", + " average_speed = []\n", + " for _ in range(trials):\n", + " road = Road()\n", + " simulation = Simulation(road)\n", + " simulation.make_cars(cars,desired_speed,starting_speed)\n", + " simulation.start()\n", + " for car in simulation.traffic:\n", + " average_speed.append(car.speed)\n", + "\n", + " return st.mean(average_speed)\n" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 49 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "avg_33 = []\n", + "for _ in range(1000):\n", + " avg_33.append(run_simulation(30,33,0,1))" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 50 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "\n", + "plt.hist(avg_33, bins=30)\n", + "plt.xlabel(\"Meters per second\")\n", + "plt.ylabel(\"Frequency\")\n", + "plt.title(\"Average travelling speed 33m/s\")\n", + "\n", + "ymin, ymax = plt.ylim()\n", + "mean = statistics.mean(avg_33)\n", + "stdev = statistics.pstdev(avg_33)\n", + "plt.vlines(mean, ymin, ymax, color=\"red\")\n", + "plt.vlines([mean - 2 * stdev, mean - stdev, mean + stdev, mean + 2 * stdev], ymin, ymax, linestyles=\"dashed\", color=\"red\")\n", + "plt.show()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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+ "text": [ + "" + ] + } + ], + "prompt_number": 51 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "avg_40 = []\n", + "for _ in range(1000):\n", + " avg_40.append(run_simulation(30,40,0,1))\n", + " \n", + " \n", + "plt.hist(avg_40, bins=30)\n", + "plt.xlabel(\"Meters per second\")\n", + "plt.ylabel(\"Frequency\")\n", + "plt.title(\"Average travelling speed 40m/s\")\n", + "\n", + "ymin, ymax = plt.ylim()\n", + "mean = statistics.mean(avg_33)\n", + "stdev = statistics.pstdev(avg_33)\n", + "plt.vlines(mean, ymin, ymax, color=\"red\")\n", + "plt.vlines([mean - 2 * stdev, mean - stdev, mean + stdev, mean + 2 * stdev], ymin, ymax, linestyles=\"dashed\", color=\"red\")\n", + "plt.show()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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+ "text": [ + "" + ] + } + ], + "prompt_number": 52 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It seems like with the driving paramenters, (slow down if within 25 meters, and match speed if you would have collided) doesn't really cause too many traffic jams. I'll add some charts to look at the flow of traffic. " + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "road2 = Road()\n", + "simulation2 = Simulation(road2)\n", + "simulation2.make_cars(30,33,0)\n", + "simulation2.start()\n" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 3 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "sb.set()\n", + "sb.set_context(\"poster\")\n", + "plt.figure(figsize=(16, 8))\n", + "\n", + "for items in simulation2.snapshots:\n", + " for _ in items:\n", + " plt.scatter(_[1],_[0])\n", + "plt.xlabel(\"Distance\")\n", + "plt.ylabel(\"Time\") \n", + "plt.title(\"Travelling at 120 KPH\")\n", + "plt.show()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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gWVEp0ExERERERETEcppci5R5CegoSohHmNCUtINbotQo0Oy447bQ2bk8ldqS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S5qSlKj24h67vdhDLNoc6LHRWkz6wVkks/9WZ3D0mo3TwvnRvjwuk+yo8V1BWPMCoLF9Z4Vt00G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\n", + "text": [ + "" + ] + } + ], + "prompt_number": 37 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "road2 = Road()\n", + "simulation3 = Simulation(road2)\n", + "simulation3.make_cars(30,30,0)\n", + "simulation3.start()\n" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 38 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "\n", + "for items in simulation3.snapshots:\n", + " for _ in items:\n", + " plt.scatter(_[1],_[0])\n", + "plt.xlabel(\"Distance\")\n", + "plt.ylabel(\"Time\") \n", + "plt.title(\"Travelling at 108 KPH\")\n", + "plt.show()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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MBSRCCCGEEEKIwlBAIoQQQgghhCiMM4p2QIgkjI+PsXfv3QAMDKxlyZKlTbcntdNJVNr4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3GdFbfizrpsGuVFmkFTDEiMMacA3wLWAx8GdgJ3GGNe5zIuERERERGpr/ADEmNMG7Ac+I619mJr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\nVeRzCK5Yf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+ "text": [ + "" + ] + } + ], + "prompt_number": 41 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 59 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "Now I'll make the road longer and add curves:" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 59 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 59 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [], + "language": "python", + "metadata": {}, + "outputs": [] + } + ], + "metadata": {} + } + ] +} \ No newline at end of file diff --git a/car.py b/car.py new file mode 100644 index 0000000..244beaa --- /dev/null +++ b/car.py @@ -0,0 +1,47 @@ +from road import Road +import random + +class Car: + + def __init__(self,desired_speed, speed, road, start_location): + + self.speed = speed + self.road = road + self.location = start_location + self.desired_speed = desired_speed + + def slow(self): + """slows the car by 2 m/s""" + if self.speed > 1: + self.speed -= 2 + + def acc(self): + """Accellerates the car by 2 m/s""" + if self.speed < self.desired_speed: + self.speed += 2 + + def check_location(self): + """Makes sure car wont drive off the map""" + if self.location + self.speed <= self.road.length: + return True + def move_car(self): + """Moves car up as many spaces as its speed""" + self.road.roads[self.location] = 0 + self.location += self.speed + self.road.roads[self.location] = 1 + def loop_car(self): + """ for cars at end of track puts it to a beginning location based on + speed""" + + def adjust_ratio(): + return (self.location + self.speed) - self.road.length + self.road.roads[self.location] = 0 + self.location = adjust_ratio() + self.road.roads[self.location] = 1 + + def go(self): + + if self.check_location(): + self.move_car() + else: + self.loop_car() diff --git a/road.py b/road.py new file mode 100644 index 0000000..b572bb4 --- /dev/null +++ b/road.py @@ -0,0 +1,19 @@ +import numpy as np + +class Road: + + def __init__(self): + + self.length = 999 + + self.roads = np.zeros(self.length + 1) + +class HardRoad(Road): + + def __init__(self): + + self.length = 999 + + self.roads = np.zeros(self.length + 1) + + self.length = 6999 diff --git a/simulation.py b/simulation.py new file mode 100644 index 0000000..7133d32 --- /dev/null +++ b/simulation.py @@ -0,0 +1,134 @@ +from car import Car +from road import Road +from road import HardRoad +import random +import statistics as st + +class Simulation: + + def __init__(self,road): + + self.total_cars = 0 + self.seconds = 0 + self.traffic = [] + self.road = road + self.snapshots = [] + + def make_cars(self,n,desired_speed,speed): + """appends self.traffic with n number of class Car""" + counter = 0 + for a_car in range(n): + a_car = Car(desired_speed,speed,self.road,counter) + counter += 30 + self.traffic.append(a_car) + + def is_first_car(self,car): + if self.traffic.index(car) == len(self.traffic) -1: + return True + + def next_car(self, car): + """returns the car in front of current car""" + if self.is_first_car(car): + return self.traffic[0] + else: + return self.traffic[self.traffic.index(car)+1] + + def is_end_of_loop(self,car): + if car.location > self.next_car(car).location: + return True + + def nxt_loc(self,car): + """gets the next location of a car""" + return car.location + car.speed + + def check_for_cars(self): + """"Checks if cars in front are too close""" + for car in self.traffic: + if self.is_end_of_loop(car): + if self.nxt_loc(car) - self.road.length > self.nxt_loc(self.next_car(car)): + car.speed = self.next_car(car).speed + car.location = self.next_car(car).location -1 + else: + car.acc() + else: + if self.nxt_loc(car) > self.nxt_loc(self.next_car(car)): + car.speed = self.next_car(car).speed + car.location = self.next_car(car).location -1 + elif self.next_car(car).location - car.location < 25: + if car.speed > 2: + car.speed -= 2 + else: + car.acc() + + + def acc_cars(self): + """Increases cars speed if they are not at desired speed""" + for car in self.traffic: + if car.speed < self.optimal_speed: + car.acc() + + + + def start(self): + """runs all distance checks, acc, slowing and movement of all cars""" + counter = 0 + while counter <= 60: + car_locations = [] + counter += 1 + self.check_for_cars() + self.random_slow(.10) + for cars in self.traffic: + car_locations.append((counter,cars.location)) + cars.go() + self.snapshots.append(car_locations) + + + + + def random_slow(self,percent_chance): + """adds a 10 percent chance to randomly slow for all cars""" + for car in self.traffic: + if random.random() <= percent_chance: + if car.speed > 1: + car.slow() + + + +road2 = Road() +simulation2 = Simulation(road2) +simulation2.make_cars(30,33,0) +simulation2.start() + + +class HardMode(Simulation): + + def random_slow_logic(self): + if 2000 > car.location > 999: + return random_slow(.4) + elif 4000 > car.location > 2999: + return random_slow(.99) + elif 6000 > car.location > 4999: + return random_slow(.2) + else: + return random_slow() + + + def start(self): + """runs all distance checks, acc, slowing and movement of all cars""" + counter = 0 + while counter <= 600: + car_locations = [] + counter += 1 + self.check_for_cars() + self.random_slow_logic() + for cars in self.traffic: + car_locations.append((counter,cars.location)) + cars.go() + self.snapshots.append(car_locations) + +road = Road +simulation = Simulation(road) +simulation.make_cars(30,30,0) +simulation.start() + +print(simulation.snapshots) From 26a9422dea7830018d6c65c83f33c352b907c15d Mon Sep 17 00:00:00 2001 From: Daniel Newell Date: Mon, 2 Feb 2015 09:11:12 -0500 Subject: [PATCH 2/8] Refactored a bit, added hard mode road, and changed driver strategy --- car.py | 7 ++-- simulation.py | 114 ++++++++++++++++++++++++++++++++------------------ 2 files changed, 76 insertions(+), 45 deletions(-) diff --git a/car.py b/car.py index 244beaa..f501169 100644 --- a/car.py +++ b/car.py @@ -24,20 +24,19 @@ def check_location(self): """Makes sure car wont drive off the map""" if self.location + self.speed <= self.road.length: return True + def move_car(self): """Moves car up as many spaces as its speed""" - self.road.roads[self.location] = 0 self.location += self.speed - self.road.roads[self.location] = 1 + def loop_car(self): """ for cars at end of track puts it to a beginning location based on speed""" def adjust_ratio(): return (self.location + self.speed) - self.road.length - self.road.roads[self.location] = 0 self.location = adjust_ratio() - self.road.roads[self.location] = 1 + def go(self): diff --git a/simulation.py b/simulation.py index 7133d32..98de600 100644 --- a/simulation.py +++ b/simulation.py @@ -6,59 +6,75 @@ class Simulation: - def __init__(self,road): + def __init__(self, road): self.total_cars = 0 self.seconds = 0 self.traffic = [] self.road = road self.snapshots = [] + self.length = self.road.length - def make_cars(self,n,desired_speed,speed): + def make_cars(self, n, desired_speed, speed): """appends self.traffic with n number of class Car""" counter = 0 for a_car in range(n): - a_car = Car(desired_speed,speed,self.road,counter) + a_car = Car(desired_speed, speed, self.road, counter) counter += 30 self.traffic.append(a_car) - def is_first_car(self,car): + def is_first_car(self, car): if self.traffic.index(car) == len(self.traffic) -1: return True def next_car(self, car): """returns the car in front of current car""" if self.is_first_car(car): - return self.traffic[0] + return self.traffic[0] else: return self.traffic[self.traffic.index(car)+1] - def is_end_of_loop(self,car): + def is_end_of_loop(self, car): if car.location > self.next_car(car).location: return True - def nxt_loc(self,car): + def nxt_loc(self, car): """gets the next location of a car""" return car.location + car.speed + def loop_adjust(self,car): + return 1000 - car.location + car.speed + + def end_of_loop_logic(self,car): + """Checks collision distance for cars that are nearing 'end' of track""" + if self.nxt_loc(car) - self.length > self.nxt_loc(self.next_car(car)): + car.speed = self.next_car(car).speed + car.location = self.next_car(car).location -1 + elif self.next_car(car).location - self.loop_adjust(car) < 25: + car.slow() + else: + car.acc() + + def normal_logic(self,car): + """checks collision distance for cars""" + + if self.nxt_loc(car) > self.nxt_loc(self.next_car(car)): + car.speed = self.next_car(car).speed + car.location = self.next_car(car).location -1 + elif self.next_car(car).location - car.location < 25: + if car.speed > 2: + car.speed -= 2 + else: + car.acc() + def check_for_cars(self): """"Checks if cars in front are too close""" for car in self.traffic: if self.is_end_of_loop(car): - if self.nxt_loc(car) - self.road.length > self.nxt_loc(self.next_car(car)): - car.speed = self.next_car(car).speed - car.location = self.next_car(car).location -1 - else: - car.acc() + self.end_of_loop_logic(car) else: - if self.nxt_loc(car) > self.nxt_loc(self.next_car(car)): - car.speed = self.next_car(car).speed - car.location = self.next_car(car).location -1 - elif self.next_car(car).location - car.location < 25: - if car.speed > 2: - car.speed -= 2 - else: - car.acc() + self.normal_logic(car) + def acc_cars(self): @@ -85,7 +101,7 @@ def start(self): - def random_slow(self,percent_chance): + def random_slow(self, percent_chance): """adds a 10 percent chance to randomly slow for all cars""" for car in self.traffic: if random.random() <= percent_chance: @@ -94,23 +110,31 @@ def random_slow(self,percent_chance): -road2 = Road() -simulation2 = Simulation(road2) -simulation2.make_cars(30,33,0) -simulation2.start() - class HardMode(Simulation): - def random_slow_logic(self): - if 2000 > car.location > 999: - return random_slow(.4) - elif 4000 > car.location > 2999: - return random_slow(.99) - elif 6000 > car.location > 4999: - return random_slow(.2) - else: - return random_slow() + + def rand(self, threshold): + """Sets the oddsf or a slowed car""" + if random.random() < threshold: + return True + + def random_slow(self): + """Slows cars based on location""" + + for car in self.traffic: + if 2000 > car.location > 999: + if self.rand(.4): + car.slow() + elif 4000 > car.location > 2999: + if self.rand(.99): + car.slow() + elif 6000 > car.location > 4999: + if self.rand(.2): + car.slow() + else: + if self.rand(.1): + car.slow() def start(self): @@ -120,15 +144,23 @@ def start(self): car_locations = [] counter += 1 self.check_for_cars() - self.random_slow_logic() + self.random_slow() for cars in self.traffic: car_locations.append((counter,cars.location)) cars.go() self.snapshots.append(car_locations) -road = Road -simulation = Simulation(road) -simulation.make_cars(30,30,0) -simulation.start() -print(simulation.snapshots) +def run_simulation(cars,desired_speed,starting_speed,trials): + average_speed = [] + for _ in range(trials): + road = Road() + simulation = Simulation(road) + simulation.make_cars(cars,desired_speed,starting_speed) + simulation.start() + for car in simulation.traffic: + average_speed.append(car.speed) + + print(st.mean(average_speed)) + +run_simulation(30,33,0,1) From 662ce4c67b2225aef95d6f5a153521ac1fdf1602 Mon Sep 17 00:00:00 2001 From: Daniel Newell Date: Mon, 2 Feb 2015 09:12:56 -0500 Subject: [PATCH 3/8] Added ipython notebook --- Traffic_Simulations.ipynb | 85 +++++++++++++++++++++++++++++---------- 1 file changed, 64 insertions(+), 21 deletions(-) diff --git a/Traffic_Simulations.ipynb b/Traffic_Simulations.ipynb index 2f73ca2..7137960 100644 --- a/Traffic_Simulations.ipynb +++ b/Traffic_Simulations.ipynb @@ -1,7 +1,7 @@ { "metadata": { "name": "", - "signature": "sha256:723eff93d232e19873a4e8aaa9505c3a096e37c52583e80cb15f729c97b71bd4" + "signature": "sha256:6e68e425d3ee2ee56a6748cef3ca92f7b4654e8cf85182a126cff1ef87e349bd" }, "nbformat": 3, "nbformat_minor": 0, @@ -16,7 +16,8 @@ "import seaborn as sb\n", "import statistics \n", "\n", - "%matplotlib inline\n" + "%matplotlib inline\n", + "\n" ], "language": "python", "metadata": {}, @@ -35,7 +36,15 @@ ], "language": "python", "metadata": {}, - "outputs": [], + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "11.333333333333334\n" + ] + } + ], "prompt_number": 2 }, { @@ -57,7 +66,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 49 + "prompt_number": 3 }, { "cell_type": "code", @@ -70,7 +79,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 50 + "prompt_number": 4 }, { "cell_type": "code", @@ -95,13 +104,13 @@ { "metadata": {}, "output_type": "display_data", - "png": 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"text": [ - "" + "" ] } ], - "prompt_number": 51 + "prompt_number": 5 }, { "cell_type": "code", @@ -130,13 +139,13 @@ { "metadata": {}, "output_type": "display_data", - "png": 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"text": [ - "" + "" ] } ], - "prompt_number": 52 + "prompt_number": 6 }, { "cell_type": "markdown", @@ -157,7 +166,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 3 + "prompt_number": 7 }, { "cell_type": "code", @@ -181,13 +190,13 @@ { "metadata": {}, "output_type": "display_data", - "png": 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gWVEp0ExERERERETEcppci5R5CegoSohHmNCUtINbotQo0Oy447bQ2bk8ldqS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S5qSlKj24h67vdhDLNoc6LHRWkz6wVkks/9WZ3D0mo3TwvnRvjwuk+yo8V1BWPMCoLF9Z4Vt00G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\nOvBqa+0TF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M+YP1Zcv6cxleZ7suV9tVS9haNbkuNgWapUiBZsVUHWyRZFiP67KuPev1g41A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\nTjtZ2da2kvY2GGZ9cfb9WuN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JMtgkaCBM9fiNjBzHiy8+C5xGFkFyRQ3CSi7QrHFwUhS1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\n7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"text": [ - "" + "" ] } ], - "prompt_number": 37 + "prompt_number": 8 }, { "cell_type": "code", @@ -201,7 +210,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 38 + "prompt_number": 9 }, { "cell_type": "code", @@ -239,25 +248,59 @@ "outputs": [], "prompt_number": 59 }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now I'll make the road longer and add curves:" + ] + }, { "cell_type": "code", "collapsed": false, "input": [ - "Now I'll make the road longer and add curves:" + "from simulation import HardMode\n", + "from road import HardRoad" ], "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 59 + "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, - "input": [], + "input": [ + "road = HardRoad()\n", + "simulation = HardMode(road)\n", + "simulation.make_cars(30,33,0)\n", + "simulation.start()\n", + "\n", + "my_list =[]\n", + "for cars in simulation.traffic:\n", + " my_list.append(cars.speed)\n", + "\n", + "for items in simulation.snapshots:\n", + " for _ in items:\n", + " plt.scatter(_[1],_[0])\n", + "plt.xlabel(\"Distance\")\n", + "plt.ylabel(\"Time\") \n", + "plt.title(\"Travelling at 108 KPH\")\n", + "plt.show()" + ], "language": "python", "metadata": {}, - "outputs": [], - "prompt_number": 59 + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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Rielj+U5febcl76iU16XkHY/oqOxJ1ukLdLP/CqqjiQ7Le+ne6atSilu5o7Il\n8M+wnseAC8NzMe1rLkr7+hgSZ+ehm/pJIQYgUTKrbD2bINHzIeTYTArbxk5fkDkqi8Lx90fuxgvI\ngRkUjj0SiamfImdlMhJLRyIhNQylpMX2yaeiTl+fDrEehETVJCRgjgzn2Du33k3J6ojynb4oKaSv\ntzbFv7eN4fgVx46LMcYYsxLofX5KnA5faehhpF5H5Q50Mx5bCVdzVPKzU3pyVE4N+1RyVPKzU9Yi\nmweyMephcxK64b+IrNPXjuG5n5AJqVgrUj6bpSdH5QHUOWtg+P5w5KisE/ZtDc+1IQHSD7VfLndU\nnkGOTEe4xhb0WhxG5qjMprKj8gRwBXAlmkf97nCurnAN01ENynAk2C4IX58L59kFvY77oCL7JchR\neTAcbwESRlfS3VH5W7jOQ4Av5ByV8XZUjOkFOy51YselGP4EoziOXWM4fsVZU2LXs0jpoE+fOD+l\nlkL6ckcl1pXsRvc2wc3iqES3Iz87ZRxKeyovol9VHJWF4Rqjo/I88C5KHZXvhnO/RFZIfxLN7qj0\nxprye7u8cPyK4+L8JsTCpRh+IyiOY9cYjl9xVvfYdXTMZPLkS0pEim4ut6MxkRKL35f37JSvINdg\nGt3TzJbF7JT8ZPVqnb5uQCljD4c1dYVj745ck7uQu7N+OMYnkBtzGxIWhG1iqtbmZI7KPagepCMc\nuxX4B3I/oqPyBkrlKp+d8kS47j7IyflCiM8SMkflOiSOWlHnrheR87VOWNsI5C6tFda8WVhvLKTf\njaxGZWfkAG0FzM8V0udrVPZeIbNTVvff2+WN41ccC5cmxMKlGH4jKI5j1xiOX3FWl9iVOypTp07L\n1amMoGeRUm1+SnQ42slESkzVKhcpPc1OqXacWmengETEe5GTEUXDspqdku/09QjqcjUPFeoPzJ0v\nPwBxdriW2B75B6gd8TXAukjcVZqd8gByU9rDc5PI3J9nwjl2CdvfTOaqzAvX2E42O2WtsP3ZSPj9\nNaztJVQ4H0XOYJS2NhuJqc5wjteAl8O5PkbW6Ws9JH7GIMFyK3HWTbMMeFxdfm9XFo5fcVzjYowx\nxhSkkqMyZUpM18nXqZSTr9cYhdKrzgUORXUJi8O+eYfjQVS/Mh0Jj7xIOZpSR2UJWY1LuVPyHOrK\nFetXYl1K+eyUBWju8k7h5wPC16fDtoeSzU55Dk1i35Lqnb5G5faBrEblBiQm7iZLURuLUqnIbbsA\nddOaRCbJ8v4fAAAgAElEQVR22pCL8r2wzc/JhMgtSCh8FNWOHB72i2lfXyJzVEDpZrPCvqOQcJoW\nrrcPqlHZGLgvd90HIFExA9W4jEDpYXeitK/vIVH1L/RaxTqf74fribEei0RS1ukrS/vaZ6mjcthh\npXUpY8duijFm2WLHpU7suBTDn2AUx7FrDMevOKtS7Kq3J67kqFRzUqoNeTycyvNTHiOb7VEt7auW\n2SmVXJv8OnqbnXILSsGCZTs7ZSByFOL8keuRgzOEbC5JpdkpzyN3otxReQGlY+0SrvdBsvqXb6IU\nrZfDuf+L0rY2Qy7NvUgIDQXeQq5KBxIg7ahIf300THIkEmMzwvP52Snzw/VegUTPB8I1nBKu73pg\nACrMv57W1ml0dur1ahZHpTdWpd/bZsTxK45TxZoQC5di+I2gOI5dYzh+xWnW2NU+Q6WW9sT5dKhR\nqG4hDl/Mt/29n0ykzKFyt6+ehEi+LiXOOfk82TT6/P6VhkCejNKYjkNOxZWoruI55CJUSvsqX99o\n1NULlGoFqu/YFrkO+dkp65N1+toe3fDHtDBQrclLaBp8rEvZOhxna+SGjAixeyasH7K0rznAdnQf\n8DiITKS0oRSuVuRaxbqUN1EqWBdyQeYgUfSlEKsfhGt/DU2zb0PiZUG4llYkINcKa/g8Wa2QXq8V\nXZeyLGnW39tVBcevOE4VM8YYY6hlhkq19sTV0r6gNN1qfbJ0qzh8Md/2NwqdmLZVT/rYcCSazgzr\nOho5KgeG/b8c1nYEpbNTYkH7OErTlgajAvXYjrhS2td3kaNyKBIzO6A2vbPI0qlA3bCGIdESO32N\nDc//lKxzVxtyPjrIXCOQ4IsMCms+HPgMcodivL6EUuT2QsLiRCRyNkbi7K5wjLeQyxLTvi4Jj3+T\nrNPXr8Nj3w/XsytKgzsJDYU8nazTV0e49ihC+yJhpLQ3pXwdCBzAyJGPseeel4dOX1OWihSnfBnT\nPNhxqRM7LsXwJxjFcewaw/ErzsqKXe8zVKo5KZU6f0VHJToee6Mb/J2pnvbVm6NS7ojkj9OOBMuW\nNOao3ISERnQEoktTSyH9lkhczEUOyQDklnQi4RBv8vsjMVDEUbk1rL1aIX0lR2VEWNOLyMnZFKWc\nDULC79NhHdeEtc1BImY+lR2VDuSQxUL6lvC65h2V2CkN1FygfBr9queo9Ibf8xrD8SuOU8WaEAuX\nYviNoDiOXWM4fsVZEbFbOTNU8qlhXXQXKdVqXcodlZ5mp1SqUSmfRj8urD/vYERHZTy1TaOPx9kE\nCY8R6Ab9PORG/JBs/shYdCP/AEqx+gGls1Niq+TyNs4LUBH9QODfyEmZHr6eF9YzmsxRKZ9GH1s7\nvzMccwHdC+kPQq7OS6gT2BDkqPSh1FHporujshsre3ZKM+H3vMZw/Ipj4dKEWLgUw28ExXHsGsPx\nK87yil33tK8JrNgZKq3A4+jmut6C/Hz9SrXZKbujG+1YSL8LKvaejW6ue3NUqHKN+dkpH0RF8C+G\nNeZrVHqbnTIXFfTPIZu3EifcR0flCVTovnuI62m5NUwP++5AqaOycVjP+qgb2GtI1LWG5z8b1nMd\nEk4zkNCYH46xfojpleEaF4TzvxaOG9sfR0dla+QMqdXzypyd0kz4Pa8xHL/iWLg0IRYuxfAbQXEc\nu8Zw/IqzLGJXW9rXypihUkv6WC1pX6Cb6N0onZ2SHx55Q7ieI5Db8Y+wpmqOCmQi5VZUt7KQ7rNT\nQO5COyrS74uckafpfXZKLMjvF74fhlKtoqMCcjTiFPqPInExHbkq+dkp/ZEz0hWuYw+UYhbP/SxZ\nJ6+nUMraF0Jcj0OpXFFEPR3Osxaxs1dp/Jpzdkoz4fe8xnD8imPh0oRYuBTDbwTFcewaw/ErTr2x\nK572VW974mopW9PpLlLqSR/Ld/6KIqWWtK8OdJPfCZxFVuuxEN2cV6tL6clR+RBqCZyfnbJz+P5+\n5N5shabcn0+W/rYr2SDKuaiIfyil6WQ7IdciplSdjdynuIboqOxNadrXO5BA2ggJleeRSJlH1tp4\nOnKrNgjnvwgJpFPJUta+T2laWEz7eiGcs1wASpRmaV8dudkpX1ljBUo1/J7XGI5fcSxcmhALl2L4\njaA4jl1jOH7FqTV2lQY91pf2VakupFrKVqX2xD3NUHkBpVCVp49VclvKhUyl+Skx7asTCah82lcs\nBP8PElBvo1SEVapLuRm5Fq9Q++yUp8kclb+H516idHbKzijdqx0JixeQWItCB1RX0i/33DPh2HEa\n/e1khe0dqPbmTTJH5W8h/kuAV5EAKW9NfBRygmag1yuery/Z7JQbwnqfQe2L70FixY5KEfye1xiO\nX3EsXJoQC5di+I2gOI5dYzh+xakUu/oGPdaT9lWpU1e5SKnkqJS7LtA9dWsOcj7moRv5QXQvpq80\nx6Wnbl/lIqWnQvrY6euesL5WdKO+IBxzX4p1+roDuScDkQCaF9Y/LBz7XkpFSkdYXz9UM7IICYX8\n7JTYMnktJFL2DY9fG477XzSlvi1sNxcJuhHAj8O1fQu4EQmR7cI+MW3u6hDbQyidnZKJlK6uTtra\nBtDe3s6BB37KAqVO/J7XGI5fcTzHxRhjzEqn9hkq5VSboVJp9snosE9PM1SOptRRWQB8Hd2s52eg\nfAk5KvPRp/pQOTWr2hyXnuannEVlkTImXGs89nwkGmKnrzspnZ0yMPwbFM51Npr4Hjt9Qc+zU9qR\nEzMoPPczJCRipy+QY/IN5OZMDo/9EDkmmyNxsQTNThkMbINqcH6D0ssOQKJxRljTCDQf5jVK077u\nBP6M3KTYDWwBWZraeORS7QacSf/+Z7Jw4SC6z045dqlI8c2jMaYSdlzqxI5LMfxHqDiOXWM4fvWR\nr1M55JC9ueCCK7jooodqmKFSS21KtU5d+RkqPaV9Vesalq9NiZ/iV+v4FTtn7R7W8GN0Y78jcgvu\npHi3r5vJ0r52DtcVO33diATCRsilWIK6cqWoViV2+loYrmUgWcpXdFTWRU7JniEGsa4ktiOeH84X\nO30tQu7Ic2Hf15DQWp/STl+gQvrByNWKjsrryMUZhWpqbkEF+MeQFdr3RyImptANDvtNBK6ntXUa\nnZ0SXPV0+vLvbXEcu8Zw/IrjVLEmxMKlGH4jKI5j1xiOX3Wqp32pPXF9M1R669R1LLpBr2fQY6Wu\nYfH4XVRO+8rvD6VpY6eTiZ9WJAyGIzFTS9oXVO72tQPdRcpQNBSxb1jfLqhAfWckUm5DQiOKlNiO\n+F5UG/NsOOfDSLTEAY+x01dn+P4PqC4lFu7n61Lmh+/jOj+PUtImhPi9HYm08rqUOODxTeQ0/Rl4\nMqzzx2HtN5MNeIzT6Jddpy//3hbHsWsMx684Fi5NiIVLMfxGUBzHrjEcv1J6T/taVQY9VivE3z2s\nobzj12yUugS9D3ksP/bBSJyAXIdFwM/Dz0eG656L6l8+gkTHOuE4+QGP96N0ruj2HInEDki4bAs8\nhFLMKg14nI/cjfIBj8ORcNgUdf56CNUGPYYcGeg+4BGy9C3IHJfyTl+1Dnhctp2+/HtbHMeuMRy/\n4li4NCEWLsXwG0FxHLvGWFPjV96aeOrUaWUDH3tK+1pdZ6icT5b2FdsTl19fPu1rSfgX55/cgETH\nXFQYPxAJiouR6MinfdXqqPwTOTTnIkfla8gleT6suTdHpQ2loP0QiZ2/hOO/DKxHz47Ka6g4vx8S\nLGuRNSG4mcxRied7BNUMLf8Bj2vq7+2ywLFrDMevOBYuTYiFSzH8RlAcx64x1oT41TY/5Vxqd1R6\nak+8Ks9QKXd7YnvifOevf4S1bkxWKB8dk5tQIX+cW3JGWMMY1Jr4urDdXkhIHUXm1PTkqMTZJ33C\nMUeEn+PslJeBDyOx81/UNhl6np0ynfodlZ5mp1CSAra82xGvCb+3ywvHrjEcv+JYuDQhFi7F8BtB\ncRy7xlid41ff/JTy72sRF1uimoY4FHB1mKGSFyl3IoGzFtkk+Zi6dS3wLiSE/h2uMzoqhOt5FYmF\nzVE3ruioDEMF+uNRalnsKDaULGXrRSSM/oyK3KMwmY7SzGD5zU6JjsrWSKhFQdU8s1NW59/b5Y1j\n1xiOX3EsXJoQC5di+I2gOI5dY6wO8es57avW+SmVCs2XRdpX/jjQvDNUbgFagI+iepv8fJRbkbPx\nJkq/2olSkVI+PyUvUrqQSHof2TT6OMn+0HDOhcjBWYTEyadR561bQkxawr79wvr3RiLnGtQNbMXM\nTmlpaV0hbkotrA6/tysLx64xHL/ieI6LMcasoXQvolenrylTYupOPfNTohsC3WefRJcDlHp0KfrU\n/3RWrxkqZ5DNFQHYEImMrZAImkQmdNqQQLkhHCsW4h+Vi3HfsN9pSKDFOTSPAp9DjshkNNdkLHKq\nHkFC7BGUFrYO2eyUWONyABIdS5AgmYKcoFOpb3bKBCRk7kGvzcVhvdVnpxhjTLNjx6VO7LgUw59g\nFMexa4xVIX4916hUqkupd37KBPTJ+01k6VrljkreCVndZqjchQrRhyKx83FU8P4DVJvyd3Tz/xLq\n1nUvqleJKVRxfsp2SNxFkXEQWRrWbsjtmB7iGIdGDiSbRt+OCuk/g8RR+eyUfmH9nwzXdns4dt5R\nKZ+dcmJY+yzi65zNTmleR6U3VoXf22bFsWsMx684ThVrQixciuE3guI4do3RbPErPjulp7SvWuan\nDEc377Wmfa0uM1Q+SqlIielXzyIB1Y7S0LZF7sS8sOaWcO35bl/zUDrZJmE9T4cYDkJipy38mx32\n3zC8Dh3hugaGbXvq9NUR1vUKEkt9wjFaQzxXXqevFUmz/d6uSjh2jeH4FcfCpQmxcCmG3wiK49g1\nRjPEb9nMTinv9AXdZ5f0ND+lp4L8CZS2EW6mGSpRrNyAbtgfy11/rTNU5iI3p5XSzmObhMffhxoO\nnIuci/JuX63hmmLa17ZIMDyOUsr6IFG2NVnaF8A3QtxeR6lrIHG2S/j+3hC3TorNTlmxnb5WJM3w\ne7uq4tg1huNXHAuXJsTCpRh+IyiOY9cYKzp+PTsqRWenTCArct+dynNPGnVUhpY91wwzVBaiovI4\nB2V31CmryAyVLcLaulCHrmHh+mMxfRQpXVTu9vVUOFalQvp21O2rPaz7HeH8PTkqL4Zzro06pa38\n2SnNhN/3iuPYNYbjVxwLlybEwqUYfiMojmPXGMsrfj13+loWjkq+RuWscNbylr61Oirl81OiIwKV\nHZVKa1nVZqhMInNUdiLr+HVM2PecsP1BZLUlk8NjP0CtkMsn0v+LrFg/FtIPQmJqEnJk7KgsC/y+\nVxzHrjEcv+JYuDQhFi7F8BtBcRy7xliW8avW6Su70ezNUaklVSs+tyuljsp05DA8gFyF7JP4yulj\nPc1PqaWQfnckJlbFGSovotqWFrIhjZCJlGfCfpDVqfQN27YjgZEiUXhMiP3lYT2vIEGUL6Sfiwrp\nYzvlzcK5n0OF9JPoPjtF4qZfv/tYtOjnrGmOSm/4fa84jl1jOH7FsXBpQixciuE3guI4do1RNH6N\ndfqq5qhAz6la4+g+4HEOclTqSR+rZX5Kfi3Qc9rX8p6h0icc979IvCyLGSrfRCJiByRknkNpX6+g\nVLohSDgtDNfzFvBDJFL+EmL/DBIh/VAa3sfJRMqgsG0UKc+TpX3VNjtlZQ54bHb8vlccx64xHL/i\neI6LMcasYCpNo9fslO1QitH6ZPUH5exP5bkiS4BfULn4PT87pbwuZTRZmta5aKDhIZSmj41HIuo0\n6pufsjvd568ciQRKTPt6CtWTPMrynaFyWljDGSjt61XUFSxf6F5khgpkaV8fJkv7+jhqc7wNKva/\nkKzG5W2oluXn4bEfkrUe/hHwBkqXGxjWMRcJvpPCWuqfnTJ27KYYY4zpHTsudWLHpRj+BKM4jl1j\nVItfY9Poa+n0VZ6qVc1Rqdapq6f0sbyjkndb8p3F8mspn58yKVzHnWiWSk+OSl5ILc8ZKs+FWJS3\nJ65nhspTyAFZl+7tiQehFsqfDa/ZdcAANLjxirDvEuCLIa4nhddvRySkng7XvGs41t1kaV9x3kup\nozJgQB+glZaWvnZT6sTve8Vx7BrD8SuOU8WaEAuXYviNoDiOXWMMGTKQmTNnMmnSb4FKaV9xdsq5\n9FyjUk+q1rKanVKt01d+IGM+LWsUuomfQKnI2Qila8Wi8dtQLcjhyNX4B7XPULku7Ps6EhOrwgyV\nm8I+RyGRMh29nqNCvG9D6Wo7IAH0LKrlyYuU2O2rL1khfc8DHv27WxzHrjiOXWM4fsVxqpgxxhQk\nOipdXQu5+upnefTR46ic9nVZEC35FLD9yUTKKHpO1TqOLFXrKFRrsSPdO30dTalb0VP62HNoavyW\nwKlk7Yg/RZYaBlna107hXAeEx9dHN+yHonkkMe3rv+GYf0DdvkaEtVZLcYtpXzcip2gacmsuDtd7\nFRI+tyORMhzNUJkQtmtDHcK+F+LyMzLnqR05PlsiYVA+Q+XT4drKZ6hshRoTxBi+FY4ZZ6hcEp77\nBhIkHcCvw7Fj2texyGm6O8TuY6jW5l/h+xPC+gcjkXIGkO/29YWlhfSHHXasnRRjjFlB2HGpEzsu\nxfAnGMVx7Hqnttkp1dK+ikyjr9TpK7oWlRyV6M68m/JP7JePo3InEhHfoX5HpXwq/eNkBfp/Cuea\nCXwQeAIJqgvIBj02wwyVRahY/gtkaV9d4RxXhGtqCdcSC/7zaXKwLOan+He3OI5dcRy7xnD8imPH\nxRhjctQ3O2UC1QvpqzkqUFq8PhF92j6aUkdle7p3+hoVzh3no+QdldPDY7EW5gtkQuRUsk5f5Y7K\nC2QT1/tQu6PyW4o7Kvmp9BuSOR0fC/ueF7aZQua6PBv+7YXaHk8iEy1xhsr6dJ+hcjtyRirNUCkv\npq80Q+VRNEPl7Nw6PxSOMyfE6OywdsK+S4DfhJ/HohSwDcN5p4SYxvkpF4bUrylLRYoL6Y0xZuVh\nx6VO7LgUw59gFMexq9zpq/7ZKT0NeDyc+menRJESj9MZznM9mQDIOyrDkeCZgJyMp8m6f/U0O+Wk\n8NgD4fn5VHdUqs1PgeqF9HlH5QrkTGyKnJHfhK/LeobKpqj2Z1skPNLwOtQzQ+VV4BPhdbketUt+\nFYkQULrdEiQOW5BIGkBsV9zaOo3OTr1GPdWpNIJ/d4vj2BXHsWsMx684dlyMMWsc1dO+RpCvS5Fo\n6clRyadBvYacheHoBv5gJFImhX8Po9qM+Uh0VHJUQKIjziY5FdVTxPkckKWWXYBqVN5DVqMSW/YO\nDF83Ab6OUr+OCutYiATPKUhInIhSmIYiARKPWc1ROR45BgeHNb6ExM2byIm4E4mKgWjOyMvImTgO\nuSVnhPVuhQTF21Ax/tuREIoi5Q1UnN+HzFEZRDZkMj9D5TuUzlBpCdssIJuH0oVqTh4CrgTeiQTO\nH8JrMDDEaS5wA3rdFwH3hVi2kAmxFiTOymeoyLnK0r7OYurUawC6tSc2xhjTnFi4GGNWGtVFSqW0\nr8uqHKVaGtQCMmFwBKVtggeiG+ufUH12Smz9GwvyO4lF2jrHgShd6R40h2U4cnrORDfjR5MV7h8K\nfBl9+l8+O+WocL4ZSLB8AaUwDab77JTTwzEXhWN9l8xRqTQ/5XRUSH8SSumah8TCXuEc54U1TwrH\nuA0JpQ6ygnlYcTNU+oQYj0Cpas9TOkOlk2wK/TVhnbGY/uywrrvoeYaK076MMWZVxalideJUsWLY\nei3O6ha7vFipLFJqaUecT9UCpVq9hJyS/OwUyGpJ5tB9gnxPs1OORSlIN+WOFR2Vr5B9kl/eESym\nfe1EaYrVg6jDVqXZKduFa4yOSr44v3yNByMnA1SbshDVaWyL6kDyrYnfQulbM4HPkKWe7Rr2r5b2\n9a/w9WnklqyoGSp7k7Un7o/E38UonW0xEj6bh7X0PENlWad9FWF1+91dkTh2xXHsGsPxK45TxYwx\nqzS9d/uKTsrx1Jb2dShK4dqFyqlaUaSMQg7Do+G5Sp2+liCh8G5URJ/v9PUcat27Ze5Ygyh1VA5A\nNS93oFSqg1ANylHo0/9WJArmh/O9jtKYfowEQqVp9HlHhbDvpciZ2D+s+diw1hvC+UCdwF5AQuHu\n8PgJIUY7IzfnSuAv4fgPIdFULe2rP3JAQDNU/oXSzY4Nj70WYrphWH8bKo6fjsTORpTOUJlP6QyV\nQSGu9yPR05+sg9nz4frfjgTOc8i1OSLE+lbkykSRsjZdXR+mpaXyVHpjjDGrDxYuxphlSu+OSm/d\nvnpL+5qI0oVGk4mHv6FJ7+UipafZKZU6fUVHJRbNV3I88rNTIOv09U+ytsVxeGQjnb5uIKtL2QSl\nXU1CoqMNiYZ7kaMzKDwXzw9yLQYi4bA7qruZFPbJd/vqKe2rNVzLipyhcmxY56ZhrT8H8jNU9vEM\nFWOMWUOxcDHGFKa8PXHpRPreHJWeRMr30c39ZLrXWrSiG+iLyGZ6HED39LElaB7I4+E4WTqRUo1i\nXUq+WD+Kouh4xLVsTamjMgnVi/wXiYw2MqdmOzIhle/0Va0u5VJ0034wcmj2CM/1J2tHfC0q1B+K\nnJO9kCiZgNyg2ciNeilsl3dUolC5NBx7XohbFCm3h3W+gGp+XkSuyCiU6jYavW4tYR19w7WMQKl3\nT4QYzw7nXhTitgsSbN+gdIbKn8LP7wpreQC91vcvjUe/fq+zaJHqfbJi+vFMnfp7gJI6FWOMMWsO\nrnGpE9e4FMM5o8Vphtj1PD9lAtBBnz7jWLLkw/Q87LE8XSu2CgYJlN1QO+JjkTipZcBjflBkvvYk\nipRKAx4/TzaNPr+OfMvingY83ohEwFcorUv5Y5VrjU7IlqiYHyQetgX+TfcBj2+hhgAXh23ytTL/\nQALl7aje4w7kXAxE3bTmhThWG/I4AAmHjZFQeDrEdBDda1MGo9qST5PVpqwdHl877F/PoMcHUT3O\nsh302Kw0w+/uqopjVxzHrjEcv+KsiBqXphcuSZKsixKqy/lTmqb7JUnSgj4y/SaqCr0DGJOmaZo7\nxgCUm/A/6K/mtcBhaZq+VO96LFyK4TeC4qzM2NU2P6U3kVKeahUL6XdDQiAOJMxPh++iezvickel\nvJA+XyCfFyKxEL/SHJdvh/PtSelgxHHhGqLbMzScbw66QW8J66skUCrNTomdvh5BnbxAXbN2Qy1+\nb0JpUtuH52ML5THIUbk+XM8DlLpPOyBRMwK99Z2L0rJOy53noBDHOORxSDju+siVejbsDxIh2+TO\nEwvx29Brlh/0uHPY5ybgg2TOCcjFWZJba5xzo65s2f8hlhbTr8wi+uWF3/eK49gVx7FrDMevOC7O\nF/Fjxj1RdWjk9fD1ePRX9GhU5XkscGOSJO9N03R22OY89JHhEejO41Tg70mSbJOmaedyXr8xqwTL\nbn5Kfu7JayhFaQTda0uOQilNRyLB8w8qF9L3VJAf076uD+fIz1jJz06pNsfllLBtK3IiLkIuwlNI\ncOTnsZxC5qiUz3d5nmzCfaXZKbHT12MonaqDUkdlIyQOHgrH/gZyVC6i1FHpIqv12Q05Km+i9LN9\nkMiIjsrhKHUtDnl8LaxrQDjXY8g56UP2Nvty2KeDrBC/Azkqu6A6leHhsThD5S3kFu0c1nMz3Weo\n6DWvnPblOhVjjDG1sSoIly2Bl9M0vbH8iSRJ1kZ3KhPSND0nPHYbEjAHA2clSbIZuuv5cpqml4Zt\nHkQfU34GjWQ2Zo1i2c5POZ7S2o3ymSX5+SlPUVpIn5/0PoruNSpR7EwkP5ejdHbKqWSOyqeQo9LT\n7BSQ8OpAIibvqDyE3nL2IXNUqs1OiYMed0BpU7PQzXwts1PODms5LWzzKhIN5Y5KOxI1w5GgGhxi\nlXeHbkdCp9xR6RPiexdK0/oESt1aP6zzEjJH5U4yRyXOUHkBtSc+Cs1QuYmsjbNnqBhjjFnxrCrC\n5aEqz+2IUr+ujA+kaTorSZJb0F/ps8j6hf41t80TSZL8J2xj4WLWCGrr9lWpkD7vooxC6VXx5jrf\nYSs6FqAbbNCNeG+F9PkBj8ch5yLOTil3VKKQialh0VGJ69g9PPZl4JPIJfkRujGPLZjj7JQt6O6o\nQOWGAc+QOSozwppfQc5C3lFpQzf6w8I1fQbd7J8U9n0IpZkdgmanXETmVkRH5XgkIj6GRE8HWeey\n28O6XghreI3MUXkJ+BYSOyOQozIIvc1vFY7zGKpdWRzWNB+Z119CjspYYL2w7fYh9n9FRvUI9Fb7\nYLjef1DeRW3kyKfZc89pdHVtSEvLhW5PbIwxZpmyqgiXeUmS3IHyLmYAk9M0PR0YGbZ5smyf6cC+\n4fuRwEtpms4r2+ap3P7GrFYs3/kp45A42Jmsw1a86Z6P3IGdqV4D0tMcllhkn5+dkndUIBMybydL\nm4rrWIhE1SlIEPyIrBj8Dpbd7JQ44PHpsH10VE6g9tkpfVHB//HAw+G5TcPapyOXqAV1NTscvc3t\nhATT0+HrIuQ+tYf4/zic5y/AO5GTcwSl81Nit6+TwvUPCDG9D4nHV8L6W1Da2Pp4hooxxphmoKmF\nS5IkfdBHoW+i6s5nUC7Ij5MkaUcfGy5I03Rx2a5vkn3kOxglYZfzFsrBMGa1YPnNTzkI3axPRDet\no1GKU6xRGU9pXcpoJFBiUT7UnvYVBzxWmp0SRUo+7etLYR0dSCiohW4mgC6mcqevnhyV51C6VVu4\n3vzslHXI5o8MDz9PCNtA5dkpRyLRE+PQFzk+ZyMxEQvp90EpX19Db2Fnhv0fDftGURFTwGJr4weB\nC8m6hm0Qjv/z8Ng45D4dixyVjnDuj4W13kuWFnYCpWlfnqFijDGmeWhq4YI+Qvwk8Gyapk+Hx25N\nkmQQ+gt8ctimEkvC15YatqmZvn1bl3acMLXTt28rgGNXgEqxmzlzJlOmTAXggAP25IILruDii//N\nayEmYeUAACAASURBVK+dTuPzUyrNLGlFN/axkH5uOO4PKBUY88mm0B8T9plGVkdSa9pXtTkuRyJR\nEJ2jm5GjMhTd6B+DPuv4v7CuWJdyKFmXrbyjcjBKt5oY1nwd2Q39v1Ah/RyygYzjkFPRhupGbkH1\nNHuE495JNjvlfrLZJITnNkI1MtORwFoUYljJUTkiPH8/EkiLQ9yGomYA9yOx9r0Ql6fQW91OSLQd\nGNa+LXJTLkcC86YQkwXh+52R6xKn2yvta4stnuVTn/ob7e3tfOUrJ3HJJX8CYMyYXzJsmAVLLfh9\nrziOXXEcu8Zw/IoTY7dcz7Hcz9AAoePXrRWeuhbdicwBBiRJ0idN07wIWRvlYhC+rl3hGPltjGla\nZs6cyeTJf2TOnLeQgOjkqqum8/jjJwAdTJo0noULt0c3nLWkfUHW7atSutVwVKMxHw0krDQ7BXQT\nfzLwbrKJ6aD6jbzrka8jid2+YjeuamlfZ6O3p38gF+UqdJPdhoTBz1C6U7mjEtO+BlFaPN+GZq7M\nQ3Up81Ba2SfI0qbakQiInb42IOu2FUXIlZSmje2MBjDeh4TFDuHc0VEBOSg3hXOOAL6I6kc2QGLj\n5HDudcjmqAxEn9m0obe7Yejt6r+oTqgvEihzkbhbPxxj2xDTvyFh8s5wrDfC9+9BDlns9vVzJFKO\nZ++924GPAn+lvb2dMWNO4m1vGw7A4sWdTJiwGcYYY8zKpKmFS5IkG6A2xpelaToj91R7+NqBHJUR\n6O4hsinqGgZqo/P2JEkGpGm6oGybW+pd0+LFne7tXQD3Ra+PfNrXtGkv8eij36U07esEsvbE51Da\n+auWtK8jyDpTfQkZmJXSvo6mu6OSFynjyQrsCeeMbYdj2tegcJzeun19icxROYtsEn0UKb+lezvi\nao7K+UhYvI/M8SEcP7oFg8K2t6CM0jOo3OnrvnDsoUisxUn0eyEhuRD4KRJ9s5F7sgeZoxI7fR2J\nxMrLyCkaiUrxbg/X9wBK+RqKUuiiozKJrNPX8yilbBdUv9MZnr8NCcDFaPJ9jMVY5EhtSOaOVer2\nNa5i2tfixeoW79/bYvh9rziOXXEcu8Zw/IoT5rgs13M0tXBBAuU89JHh2bnHv4CEyWXoI8PPEZLM\nkyQZij5SnRC2vRElhe+LPmImSZLNgfeS3Y0Zs9KoVEh/7bXP8uSTE5FIOY7aCukrzU+p5Kjk075i\natWvwn55R2U+lR2V2OFqDNmMliLzU06mtNvXzWSF9CeH4+Vnpwyje8OAao4K6G1jBHI/Dgk/jyZz\nVNYlmxI/GKWFTQ9riZ+NDEFdtg4jc1TizJd4jXeg+bdzkJNS7qjETl9tqGh+cLjOD4X9uyidndKP\nLOVrLhIc6yNRdExY/2XhsZeRC9SORNIQ5HDl56fEQvrL3e3LGGPMKk1TC5c0TZ9KkuSPwI+SJOlE\nSelfQncxn0nTdE6SJFNyzz+OPtadhRLoSdP0ySRJLgUuSJJknfDcqSif4ooVflFmjSUKFID99hvF\n1KnTmDdvThAp36fUUZlIbWlfPc1PyTsq1Qrpo6OS76jVk6Myge4i5Rhqn58yHDkqIBF1NpXTvpaF\noxK37YPSsGp1VNqRoNqF3h2V+FycnTIbCZ3bUQ1MuaMSZ6ccEM5R7qjEIvlqjsp1yFH5VTjOePRW\nthtwKv37n8nChZUcFYsUY4wxqz5NLVwCX0d3aLFdziPA59M0jXNZxqG/7kehu7w7gK+mafpm7hhf\nQ7knp6E7keuBw9I0rVa0b8wyoXunrwlAB1OmHBdSvKJIqbeQ/gWyLlizyeanbIichVoL6f+MXIF4\nrNep7KiUT70/ju4ipbf5KTcjp2FHstFM+dkpPQ14nB1+fgGJBoD+ZI7K/6LC99hieAdKHZWByM2Y\njkRMuaNyIuos1h5i1Z/MUbkdCbBXwnG/gJysDVDq1rfDOdZCGatt4VqS8H1niPFMMkelk8xROSoc\nr3x2yoJwTXF2ynbh6ynApbS2TqOzU4JNnb4WeyK9McaY1ZqWri7fu9fDokVLupz3WD9rQs5ouaPy\nm9/8lalTH2XGjDPQjfuB6Kb4/8iKyeP3l9G9ZW++CP696Cb3TlSjsgsqKB+FUpTaUeeraoX0E8J2\n7yYTRo+gm+AOskL6r5AV0n+e0kL6McAHkAj4N3I7QDfT7yHrJHYbcDWZeHgQOQ4H091RiccejdK3\nQAIH9BnDzuFrvO4Z6LOJAchZ2Z6sm9fuIUa3hcd2CWu9AYmEYahu5Blg47D+1rDu80McDg7n3g6J\nkueADyPR8m+U5rUICaS1QkxPQELsOrL5LPnZKf3I6lLi67AtcnueRw0AHiIbQnk3Wcpc37C+08hS\nvjalra19qWsHMHr055aLSFkTfm+XJ45fcRy74jh2jeH4FSfUuLQsz3OsCo6LMU1NR8dMJk++JCdS\noqOyPUpPqpbyBbU5Kq+SORNPk9WonE7vhfSxNfFp4bE4rR5K075i++BaC+k7cvu+QfdOYnvTfQBl\nT47KQpTF+QClaV/5dpQd6AY/Qe5RnJ3ShpyTODvlHFSUHifZRyfm6nDsWSEeeUfla8htmghMRYJr\nBhJI96JeHvuE878XZa1eGNb0TbIubBeF41eanXIiElDxnP3D6zM0vBZxdsoZQH52yheqzk4ZO3ZT\njDHGmDUFOy51YselGKvTJxj59K8FC+Zz+eVPMnPmB+nuqFRzUTrC9+eEI0a3IToqn6Kyo9KKyrhO\nDMcoFyEboTSpXcJj96HeFeWOSr5wm9xaOlDa0yjkZJyGbr7z9RYTKHVUNkYF+O3oxnsvKg+Q/DpK\nEQO16t0g7LdnuK5bw74zkOOyIUoP+wQSBLeFbeeGa1xI5qhch9yKNiQIhgLPIhHzQDhWnEZ/FNns\nlJgmV8lRWYxSyt5CDtRDaA7K0LCu74U4PhW2/RKVHZWngPeH1y3vqGyNWj1vG46dL6JfcY5Kb6xO\nv7crA8evOI5dcRy7xnD8imPHxZgmIC9U3njjDS677EnmzTsZ3ZhvgsqnLquwZ6VOX+ejm9e1yOpS\n4ocHryCx8ACVHZUoer6KbpJPRcXeWfcopTb9FzkhZ9B9IGP5tPrytWyIhMS56Gb/tnCMHZELEQvp\nKzkqeacnDng8HDkZ64Tn7kEF+bcBfw/bvI4cE8L6hiFnYgaq7+gKx38IuSrRtbiNTEw9HJ7bmEyk\nfB8JnC3COp4Kz88jm50yHA2abEVvh7uFOOZnp1yA0r0Ghufzs1MGIWco3+nrjbDtNiEWI5BLs4DM\nUYkiZW26uj5MS0vlIno7KsYYY0yGhYsxVYgpYH/4w3+YOTO6G5uQFb0fTyZY8iKllk5fMdVqFBr6\n91VK6z5GUerKLCErkJ+IbpSjCHmE0vbBkA1hXBZpX/vQXaSUp7Y9TZba9l8kRAYhkdIRYtaGakfG\nIqdhcO75o8K+Me3rStSR64KwbxzMGNO+7gjxiGlf54V1HhL2+xQSlCciwQhK+4r/3kIC6EGyjmJH\nIrenD/XNTinv9DUBicFbUKrYxUvjNHLk0+70ZYwxxhTEwsWYQN5Zee21F7n88udZvHhnMkclL1Qi\necFyKEr72h7dHEcXY3D4mu/09Q8qOyrxGIPDtpegNCoVZ2cDGeNslf8gcfI2svbB0Pv8lLvDOS8i\nS/vaCImDi8jSvsoFFVR3VNrCc4NQl6y+SADFQnqQszEw9/wXyRyVe1Ea2Sg0KPNE4JpwfdFReTsS\nhfug9LMW5KwcjtKx3oFE3mXhuoYi4dGKUrw2Do+9jDqAvYrE0YsovezjYZ3LYnbK0+y55zTPTjHG\nGGOWERYuZo2kvAPY+ef/id/97j/Mm3cKqi15Efg91YXKoWSOw6HoJrqTbOL7GHQTPxzVNtTjqMTa\nk+jy7EPmfuQdlUORWzEepXb1ND9l/bDtMShtDHoupI9pad9BQikW0ncgh2geunHPOyog8QLd56eU\nF9L/LVzXBciBiY7KFuht6bSw/guQSDg+bP8dMkflTJQu9ygZA8N525FIyc9oOSBsWz475b5w7O/R\n3VG5Ejkqs+juqNwVzp+5X56dYowxxiw/XJxfJy7OL0YzFLtVm6nSr994Fi3aGjkdl6E0pK1QelUU\nG4eSFZvHIvYd0I3ytPD9s+jGezhZkXrcPoqQDnSjvj26iU5Q3UesURmH6jK2RIX98VP80pQjiZWX\nUM3FlizbQvpxKCXuejTdfXo41z6o1uXU8P2W4RwbULmQHnRz/zzwrnD+21HR/GdCXN9A3bU+RNZR\nbChyXFrIZqf8O8TsWVSr0hmuYyhK+2oJsd0nPH41EmLPoUGQIHflE6hG5Xrk3swmq1F5AtXxvBJi\nMxTV1cwM515Aa+vdYXZKVkjf1dVJS0trECsrp4h+edEMv7erMo5fcRy74jh2jeH4FWdFFOdbuNSJ\nhUsxVvQbQf0zVY5BN+RRuByLPqk/hqwG4wPoRnwDVPD+OLp5b6FySlU1ERJFSvlslfK0r/L5Ke1k\nBd7RlfkBuok/jurzU+L6qs2I2QTVdrwN3bS3oBv8vCDaEjlR/ak8P2VG+L5S2tdu4VpHhDheA9xI\n1vb4GyiVay4SOC+jGpgZQIrcqD7hvB2ogcCbZELpmrCuRSjdbRESS19AQu6HSEy+GvYFtZtuAT5C\n6eyU7Sq8VixtR3zggXuv9E5fKxL/AW8Mx684jl1xHLvGcPyKY+HShFi4FGNFvBFUc1Q0D2M7eh4A\neTFyFsagG/QFyLm4Ck0xj52uKomAvGORd1Seovu0+ihW4kBGKE3Nimlf+dbEe1Ka9jUunP8usrSv\nWOjfVba+caj+o5KjEgcztiCRE+eSHInEBqiu5INkbYXj/JQtwvP3k7kxnyYrvG9DQmwjJATHolS4\nmBp3ABJ6r6MOXUNCHNdHAuYF5JRsjlyaLenuyLSFc58d9h+L0vLy634IidBYSP8BSmfFROFXPjuF\nktbEa4JIqYT/gDeG41ccx644jl1jOH7FsXBpQixcirGs3wjqd1R6mqlyLBIr8YZ8LrqpX4JcjpOB\nkXRPGQOJgE3RzXW8Ua7kqOQnoEMmUOL3LyDnokjaV/l8l3ztTBQ51yGxsgESG59AbsZWYbsbUcrV\nRuH6l4TzxG3i/JS3gD2Q2LmR+tK+XgixmkE2B+XfYf3t4dzTkQOyCPhsWNs1qFnB9BBLKHVUxgLr\nUeqoPBeOWz475UH0el9Pa+u0kPa15joqveE/4I3h+BXHsSuOY9cYjl9xLFyaEAuXYhR9IygXKFOn\nTivoqJSmca2zzrd4443+4Sx9Ua3JQ+jmuh8a3DgNuRj5lLFvoTqP4WHfR1DBfEwn24FsjkolRyU6\nI7shMbIrcirORjfud5E5BH8P58rXzsyhu6NyYu7YHSjdaTYSEm+im/tykRI7a/VF9RxxLszOSKTc\nhtKwdkGi4yZqS/s6BLlTLyNx9SISFQNRy+S1wroWo3S2weHnT4S1XwesHR5fO6whL1LKBzw+H67r\nIUpFylrA+ygVjM034LHZ8R/wxnD8iuPYFcexawzHrzgWLk2IhUsx6n0jiDNUMhelI5fGU5+jku3X\nsfST9alT/85rr12ABMMistSne9AN+R/I3JUxKGXsVrIBidFx+Q66cR5IqetRyVHZCd28x85go9HN\ndd6lifUseZGSF13VHJW8sDgv/Munfc0N23wECaF1wrnK076eR127Pk0mxHpL+zoIiZvXwzqvDOs+\nJ8QElPL1jnCt70WtlC/M7V9L2tcDSMiBHK7+xGGOEjRR+KkuJf+6r7feWPbbb0cOO+wrFih14D/g\njeH4FcexK45j1xiOX3EsXJoQC5diVHsj6NlRGUHPLkp1R6W3T9Y32WQUc+fugG7e/4gmpe+GXJIp\nSLRcheoidkA33DHN61uoI9W2KJ0p3z0s32J4Irr5zjsqt4Tn25AI2AbdxFdzVMrdmi3RzXk/JHAe\nQYKokqMS56uUF9IXdVSGhtdjABI/I1Ax/3rIHXkJtQ1upXghfbmj8iwSLQ+H66zfUWlr68eYMfvR\n2hpbNZta8R/wxnD8iuPYFcexawzHrzgrQrh4jotZYcycOZNJk34LVKpL6WDKlLyjMoHuM1Qi+5Pd\n0I+if/8xYb9DGT78G+y//4c57DDN0Og+r0XF+3PnzkM3zFehm+FBSCgMQqLlCFTnsREaeJgvlj8V\nfdJ/QFjPAjTHZTckVs5EbsppyPG4Cg2DHIpqLAjnKZ/vMjqc57tkbsb8sO/tqNYFlEZ1GhJYZ4Xj\nP49ExEeRAFonxLB8fspNSLycg1yNgXSfn3IiclTeiVK/bg/xyDsq48IxlqBUr7XDuR9Hous+9DrG\n+Sl3otqWM8gclQ/l1taBCuU/Fh67GwmWOWTC7QcoxewsIO+ofGGpkxZf98jYsZv6j5AxxhizmmDH\npU7suBSjs3M+H/vYSTz88DiK1aV0VO34VMlR6T3V7DcodWkYuuk/Ft0s/x0JilnoRvmP4bE9UArV\nScCH0Q36ZmQzWEAi5U3gJ8ipuRrVsLTTfXZKvjHAz8gcldnhWO9AQqQvciKeDuu5CrUZXoRqRGai\n4vhdwtp2pXsh/UBUO7IzmdMzDzkYiykd0nhQOOYC5Ki8Rmlr4i7k0KwX1jwMCZp9wrqvRsLpeVQ3\nBFnXsblIBK0TrufdZI7LRuG8n0Ri7Xbk3MSOaKoFGjnyjLprVCxciuPYNYbjVxzHrjiOXTHiB512\n6YvjVLEmxMKlGJMnX8TJJ3+R6nUpeeFSmiLVU8en4qlmF6IuWy+jG+3O8P1ElBZ2OZrBsgVyHtal\ne/eu8tku26Cb8yhSKtWoQNaO+CaywvKFqO3xxyktkr8ViZg30Q19rJOJIuaasLaXkAiqd35KZ1j3\niygtawOUyvUcEhVrIYdkBprz8ioSF/PouZA+zn3pQuLjCjTg8e0hduPCdd9MNj9ld/LpdVGkNDrg\n0X/Ei+PYNYbjVxzHrjiOXc/03vQH3v/+U/jzn49wTWSdOFXs/7N35mFS1Wf2/3SzdeMGCC5EDZBA\nGTUa17gmoqKJojOZZMwyxEkmEU0UsoiiiCCRQFDHDRMTl5iI40wgPzWiccEliisqBvfrhiIuiHYj\nCt3QQP/+OO/Xe2vtqlvd2MB7nseH7qpb9976tl19zz3nvMexkePbxBf0ScsXDBmymmHD/mgXq9M/\nISkBy5Yty1NUKrOa3YCIxRGIjLyOLqBn2DZ9EBG4HqkQyZ6WH6EL8xVIzRhO8VxKsH2dnHjdS7bt\nZxA5+B2ydPVE2ZNW4kD65vZcIEp1aFrXz5AqEpSSkYi01KEg/AJ7D5Nsm2K2r5lIPWmw165AJOTr\nZNu+/khs+5qPiMzlxLavkK9ZYed6CbHt6xp7Lx+iaW3FbF8nANOMqK7Js305HA6Hw1EJSlcnFLpu\n2BaAZ58dx5VX/i9jx/6o2K4dnxJccakQrrikQ2GrWPakr1KKSvUjkHMnfX0DWam6IdVhT3QBfz8i\nEP2JJ2/NQipGK7JevYE6Qf4NXXifSuGCxwcRueiL1JxhSLV5AFnGgqWrBdmxnkXB9/HAVUjted/2\ns8beS1JR+RfgXHtvh5Jt+wI4Cakga+18wmjiEKQPtrRAXNYRW8sesOf7I7vYANtPKdsXdoxt0BS1\no+2x9rN9pYHffUwPX7vq4OuXHr526bGpr1111w3b2l6WcNppTlwqhSsujo0Gffr04e67xyfC+Wcz\nc+b/ApSpqCTvhtxopKec8H5QOoYiVeA64AV0kb8ZurBvRRaoN5CqsD8iEY+iqV3bAn9C2ZWfIbIz\nAakhpwK/QBf+P0eWr4/Qhf4OxJauvyFbVFdEKGYgsjIwsc3ziBBcjjIfc+z7I5GF7Ayk0gwlVlQu\nQZasf6DsyRiksrxs23ax97XMjv0uIhFBbQokBaS4PIbIym7AE8iaFmxf2yJyswBZxT5ExOzXyPZ1\nOxq3vBOaZBZ6ai41kjKf1tYDqKlZQ13dHYwcmR+kdzgcDoejXLRdRp3mukFWsZEjf9nRp+9IAVdc\nKoQrLunQ1jjk9ldUxqG+kOfQBf/OxDauUcjetBJZnRqRdaoPugifi8Yj7w38EJGDLsgO9t+IWDQi\nArIGXaS/hqZ/5XanPIwIwzlIRQERhNANcxciBqFpHuLpZf+Ogv9vIpKxO9kdLScRFzqG8woImZh+\niMD80x6/FJGzcShs3w+pOuHcwrmDCMpOth6B5ITHHrGfA8S2r4mIkOmDPzlA4dMseNzU7z5WA1+7\n6uDrlx6+dumxsa9de143FBr606vXlh7OTwkP53dCOHFJh169erYxDrmyUsm4hDHZRr8CBeNzQ/Rn\nEdunAqH5HQqh97DHv4PUg78jItJozwWS8RfgbqSkRGiiWBdk6wqKSiABfZCt6stkB+nvQrawfojM\nLEVqz9fQVLBz7bgHIFXoCNQBcwHwKlI5vozsWK8jQpLbSL8KEYv3bU2Stq++iKB9Hik6TyA15300\naWw7pMgMsGMtsvc/njhI/yVEXkZRyPZVbZC+I7Cx/xHvSPjaVQdfv/TwtUuPjWnt2lZUqiujLmRR\n35jWb33DrWKOjQYNDQ1ZGRcF4vZFSsG2yHaVi2R4HzQe+EpgIVIGbgQeR6pEUlEJ5Obb6GJ8bGLb\noL78Ht15AZGMe9DFeh9EBPZBisUcRBQ+JlYd3rLXvY2UilfsHGagiWB/QRO8wjjkWUihWIfIRK3t\n9yD7+jbb3yUoOP8UImHvIvL1CiITHyKC0Rt1oDyPiE+TPf9VRC62sNfn2r4OJbZ9rbD1WmDrv8bW\n9xxi29cRaGLZE3b+aqnXXanSti+Hw+FwOCpBUkmpqamltXVdlqKS5rohOeinHIu6j0Pu/HDFpUK4\n4pIObY9DLkdRaSV/vHAxRWUOIgL3FTnGb4nJSh1SI5ag7pFxSCG5HZGep5ESsxciET9FBY3nIdUh\nafsCqRjHAr9BFrJjE9+/Y+c/yvZxOSJiP0ck5iJkX/sFIg1rUf7mUKT0vITUmRcJREIk7nWk5KxA\nBCppWYPCtq95yM52qJ3fJUiJeQSpLJ3P9pUGfvcsPXztqoOvX3r42qXHhrR2+bav0cTDbqpXVEaP\n/l7e36vSVjPZxnwccjq44uLYyJGrqDSj8cPP0baiEkL3vSmsqDxnz30bBepDSeRapNrMQgpImCr2\nKhpr/BrwPaRa9LNtVyElZQZqlp+NLFf/hexa16EMyTrUHt9oz30VEZSz7L11QRmTv9h72As4hdj2\n1cXOdQtEqD6wx5cjdWUXO5d5KIj/U6So9EMB/BCk/xbxJLOgqLxi2wTb1+3Idra17XOMrVFvhgx5\nnWHD7qO1tT81NWEktSsqDofD4UiP0opKssZgAu2pqEybdg1QbnjfxyF3djhxcawXjBgxjAsvHMWq\nVdORepLbb9IbhetzCcpQshWVQG6SispANAns24goXIR6TX6C7tKcYs8dg5SNcxDBuQKRjbVIyXkW\n5TrG2X6D+jMWKRXboNLGI1FG5jdIpeltx7wQTSI7zL6/AE0WCx+yhyLCNA/96n2EiNNWyJoWmun3\ns/e6gOwg/gpEZq6x508j7k/5rG03mVhR6WqP7YGmol1CbPuagojYzwGMrNzkJMXhcDgcVaF0wWOu\nohKIQzGSEl8LxF1vJ9O374mmqMR/r4Ltq6lpBZdddkNKq1mM5uamKlfC0RFw4uJYL7j++jmsWvUr\nYmUkKCor0QfI6WR3obxLnGcppKi0Etu0JqIsCEiJCCTlJNR1sgMiBwtQz8kbqH+lCYX516EpYl3R\nBf98ZMm60vbZiIoaW4lH//4SKRX7obJIkGrxG5RZuRXZri5FROUDRH4a0YfllkgFCYH5pKLyAFJR\nPrR1arZzHY4UlRNtzZYRjyZeZPubRHaQ/nFiu50rKg6Hw+HoGDQ2NpRZDF1IUQkkZRS62RdsyuUp\nKm0To0LjkLOJUXxDFeBXtLb2b98FcrQLnLg41iN6IxUke166FI7b0IX4lehivg6pJjdSWFEZDpyJ\nbFvbA99EQfzlSN2YAdyEFI06RCKCxeoyYDFSeNYRT/ja1vYZMiLvoYlbq4HjUKFi6Ca5CCkYL6Hg\nfiOybq20Y22BSMPLyI7VAwXg16JQfj2ya/W05wcixeUDNCEs2Z/S1163ABG6FqT0TLD3FIL0PwZu\nRqWWySD9Fhakd0XF4XA4HNWhtKIykFjRSNqv2lJUAkm5qeBNtdxj5mdU0lnNClvUAUZRU3NT+kVy\ndBicuDjWC0aMGMYVV/ychoZL7JHkh0VQUZIz11egD5dSisqZ6MJ+d0QEvoxsZlMQsRmPFJCFyC51\nDVJv5qBw+9aIOCxH2ZStERk50I7zLLJ99UQkCju3RcjiFuxrp9oxVqJRxu/a/g9HY40/RmQoBOkf\nQCRrK3RnqBGF8WuIu1xOQ8TrKGLb11vk274eQyRqBvqQHsGQIS+67cvhcDgc7YryFZVCaFtRKfT3\nqrGxgXPPvayNY5ZnNSvfog7wK+bMWc3o0Q3+N7STwaeKVQifKlY5Fi58jWOOOZ/331+NrFUvkF0K\nGVSU3GliY4GDESG4EwXRl6OL+hlIzVgDfAFlVC5Cqs2hKOh+LyISS4mzIGG61l223+7ESsiOyHZ1\nHJqyNRkpIPsTW7i2R+rJB0j5WGav/xxSQT6ybb6ARhf3IyY0i1D4P5CspxAxarRz7W/7rbX9/Bop\nKnfbOryBpp49Rmz7Gt9p+1M6CzakCTudDb521cHXLz187dKj2rVrW1GpruCx0N+r6o6ZnDAWOsaS\njo5QRj0S/d1diezZuRb1U9C1Ql9Eelo47TQP6FcCnyrm2ODR2NjA179+Fg0N16IPshPQB1ty0lc3\nNIXrUERKvo0+OJaji/qFyK4VguzT7PujkSIxCfgfdHEf2WsBBiOi8lWk8DyIrGEZRDRWoYleXRBR\nWIEk7jnEE8M2R6RiJSIobyKr13uIhL2MyMiryJLWFd3FWYoC8+8T98U0InJ1JyIjq1B2ZgtEvUEB\ncwAAIABJREFUbF5EH8D7og/jmxFJ+QMxSenqti+Hw+FwtAtKFzymUVQ09TOE5084IZlLybd9LVu2\nrB1UnEA8msm2nS8k+yZpctsfomE57xBb1PdHN0G3tW2WlLGCjvUNJy6ODsWVV95EQ0O4sD6b+G5I\nctLXmYiwhKlYv0FB9jsQ2TgWEZ1xSO79d3tNKHLsgSZ4Ydu8i0L4v0cfYGfacS5FKs4yZLvaExGQ\nZkRm1hEH8z6DiM/9yMI1wx4/Ddm8tkTdLj0QMfktyqmMRHd3liEiMtX+642IzhikwoA+lLFz6osU\nl3AHKLZ9DR9+K/X19ZxwgpMUh8PhcFSHYj0m+VO3CmVUkhmR5KSvXNvX9E/+Xo0dO6hdj6k8abBV\nF7KdB5JyBtmKSnLbi2zb/0J/t3N7YeALX5jMyJFjqltsR7vDiYtjPWAwsaf1l+RP+lqAyMFcRApm\nIZvVUNt2EvAMslc9jJSNM5GV6mNEDK5DKkYzyrecBfwnsoL9DKkXM4Ev2r6bECmpRZav99C445dR\nNqXVtjsSEaHv2HG7ExdNfgaRrS0RgWpCykydvY/HgdGI2DyMVJi+KEMTFJX7yLZ95QcTBw7cAXDL\nhMPhcDgqQ2lFpa2pW0mkU1Ta85jKpQxFdq7ryLedl6u+XIFuJoJuNP4q53U/o2vXhfzpT1f6zcJO\nCCcujg7FyJHf4Nprx9DQsCX68HgMBcuDotJI3Cw/FgXt64A+KJSeq6iMRQQFe2wy2YrKL9AoYOz7\n04D/h9SQxchitiMiI13Rh1of4Cr0QTYCEan9kSJzG7KS/Z5YUdkVFU5OsdefZ+dch1Sbh5H8fAnQ\ny855H2Qpy1dUPEjvcDgcjmoRCENr62qglubmVSl6TCpTVNqnO6VcRSW3jLqUopI79CdpUU8G9Yej\nv9HBAQGwhjVrjua66/7OxImnll50x3qHh/MrhIfzK8fCha8xbNhpLF++HSINj6NMSciojEU2qW0R\nITgGOAQRgo9RpmUOIiyH2V7nInVjc+KwfoQIwhIUZN8KkZ5GpKo0o1HDXe21NXacLkj56GHbfM7O\nb619/TzwNaSoPI5UmJVoDPFapKJshsjQfijvchYwh9ra+1i37ndUE6T3kGp18PVLD1+76uDrlx6+\nduUh34KV22OSG2q/kfxAu8qW4yB9I337nmGKytHMnHkfQF6Qvj2OmT2QZwwiFSvQEJta5IKYZM+P\nR7ZsiEP38xFByc2zFBr6s9Be93X0t38ssm5/QDxA5z10PXIm++8/lVtuCfZxRznwcL5jo8DAgYMY\nPLgPTz4Zwu1fRRf3PREBGYgIwyso33ILanT/OiI2p9ueDkSB9ntQUP5IFH4/E6klJyAC04oC783o\ng3JnpIL0QoRDd6NEWF5ABGdrpJYMRnmXB9CvxxA7h/PtHH5ix38D2cH2JL6D9Dz6IEx+6F/MzJl3\nALii4nA4HI7USBKGmpraHHUjXY9JOQWPUExRSdudspTYvhW6Ux4nX1EJ5CZYxCDfIlZIUYHiQ3/W\noAzsY+hmZB1yWDyBrg+G2bbT2XXXnQq8F8enDScujg5HY2MDzz33DrJjXY7sVo3ow+RjNDULdNE/\nF5GQ3oikTEaWsDtRGP5wZAEbj0gQwOeRZete9GF1TWJ/e6G7KB+jfEoXJCX3RndeeqL8TAjyB9vX\nwcjKdjNSW66z83gbqTFXARQY9Vg4mOhwOBwOR6VoW90ov8cktn3FGZXRo7NvqBUO0qc/Zn53ylDk\nTPg+2aOTh5KtqATb1xxkuw5B+tzJpMljnAJ8F930LDX0521kTx+DrgMyqJg6DP2ZjZwbfqOxM8KJ\ni6PDceWVN9HcfAGaKvZrRDzuIbaK/RjZtg4k7jRZiRSS7ZHK0RflT2agcHyNPVaD7t50QyTlNRSk\nryEmKTXI8rUDkp1nE5dE/itSgEYgpeZUYkXlAFRCCTCLbt0+oKVlCvDNhKKSH0x0OBwOh6NSVKeo\ntF3wWExRmTbtmnY9ZuE2+pX2+hHo73wocU4SGshXVFqJSdPIxOuSk0lPA45Htq+gqMxHNxkXIdvZ\nmUhhSVrU56Nc7T3EQ38m2zHPYcGC6SV/Xo5PB05cHB2O5uYmZAcbB5xoj56O1IxbiXMp96AJXTsi\nhWQpso+BrFz3o/9ljyJWWGqRMtPHXv8RyqrU2DG3Q+TjENvPs2hq2VaIMF2D8ikD0N2Xh4gVlbg7\nRR/6k/I+9MEVFYfD4XCUj9Jli2nVjUBSbqJHj88CM6ip6Vp00lf7KCpQWXfK6cC3UMfZWERo/kZp\nRWU4IhQhPL8cWclB9u4FyPYVJnoehIjLSvu6C1JavoJqEMqxqMsq1ty8osD7d3zacOLi6HA0N69E\nY4EvQ4Tgx2jS1y6IJMxH2ZJfow/P0B5/FHGDfSMagdiMCM+2KED3J/RB+XP0IfZbpNScgRQY0DSx\nm+z55KSvt5FEPIXsYOIxnygqhWR0h8PhcDgqRWNjQ5lli+kUlUBSkoMNGhsbOPfcy9r1mJV1p7xL\nXPC4FvirHW8gypasoG1FJSghu6Nrg73sHJah6wIQ2XnTvr8M/Y0P72VrdA1SjkU9WMXe4aWXFtPY\n2OBOik4GJy6ODsdzzy1CY4pPQORha0Qa3gU+RHdEdkIkpIFYUbkeuAGF6bshmXdP9EHXiKxcJ6O7\nKEPRnZRfoA/H7W3/j6G+lYHow/chFLyfRqyoFJfRHQ6Hw+GoBKUVlYGULltMorCiktv1lauo/PjH\nR3P99XNobFxW9TErU1Ryt+2LVJBQ8Ph44hiVKCoPooqBXsgZcaltdxC6FgiKSg973WxEQp5DJGW8\nveZe4qE/wf0RLOpz7Byft/PfmtWra7jyypsYO/ZHBdbJ8WnBiYujw7Hrrjvx6KMXoA+O2Sij0o1s\nRWUBulPyEfmKSiNSaZrRB9cV6MMyjE7eHd01arVjBEWlD66oOBwOh6OjULpssZi6UQjlKyrJLEyh\n7pTLLx/PqlXpj5lOUckteAzjj1ck9l1KURmHFJjtid0VSUVlPlJUnkZjjtMqKsWG/ky2/3rZeSwE\nNjOru6MzwYmLYz2hFjgJqSIHo0zLdUhRWYv+VwyKynL0IXkg+YrKbciLOgAF6S9BHz6bIatZoe4U\nV1QcDofD0T7In7pVrGyxkLrRVsFjaUWl7VzKjUZaih8znsIF+SpJT3RjMYTocyd9FVNUyi14bCRW\nVFqIMyrLUZB+R5R72RHdlLwFDdYZgBwaoBugW6BrhkfRzclcRSV36M8cpOC8ZPsZh9wemwPz0A3V\nWtt/LcrY9qO1dR2OzgUnLo4Oh6xi5wF/RqWN4YNoKJqd3h3Zvl5ENq7h6I7HBPRBsyf6QFtMdnfK\nGyQVlXK6U1xRcTgcDke5KG/SV5KktKVuTCA5jrjQZMrSikq53Sn5xxTB2JLs7pRCtq9yu1NyFZXk\nOOJkd8py2+ciRFYWIfv2LxDRGYhuPF6CSMMhyFGxF1JGfo3IzRSkntyNSNQe9tg59v3+dp7JoT93\no2E8/e09LkOEpwlVKWyP1Jxj7bl/oMD+ocAPqK+/o8jaOj4tOHFxdDj22msIjz56CWq//U90J+Yd\n9MFyEfrQ64PujDyCpNuX0R2Uq9AEknl4d4rD4XA4OgLtO+mrlKIS/70COmDSVyFFZQxSL661x5Lb\nVtudkquodKFwd8qDiByMt+0zyI7VBw3qmYcyKhfYfsbZfsYBv0OkIrTeX4pIzz/snA+2c+4J7IrU\nko/s+0H23h+w/ecO/dnVjn8zUnE+/8na1df/lJEjLyqw3o5PEzWtra2f9jlsUGhpWdu6bNnKT/s0\nNigsXPgaBxxwFuvWfQGF479OtqJyAPownovmsDcChwHQrduTtLT8gWxF5WhmzrwPgJEjv7HRW76S\nE2IclcPXLz187aqDr196rK+1KzTpK745dh26aL+RWGFIqg3ZKkX8utJ/r9rnmKPIzpqMQxfgzyFl\n5Sk0Evh5NIY4ue1PgS8hNeQe4MtkKyoXIlIxwf6dhnIpC1Ee5Rikipxu5/QB+ju+EN10HIz6VJaS\n353S317zz8R+zkO5lGnoOuAuO/d/teeDorI3yrm8jkos62z7LRHpWIYUmw+Ic7StwMPommKJbd+V\n2KLeC7k4Hkf5l8MQ4bmP//iPL3HxxZNwlI9evXrSrVuXmo48hisujg7HzJn3sW7dBGAqKnt8Ecm3\n26MPjK7Eiop3pzgcDoejfdGxk74K5yihlKKyviZ9/RR1l5Wa9FVJd8palEuZj0hCne3zUTQB9HBK\nd6cMRkpJbnfKUYgIARxBfHPzBnvdANTl1hf4ASqjbrX1akHKSRNybRxj7/d2O8dmilvUX7bXHIXI\n0r1IpZnCdts9WuBn4fi04cTFsZ4wEMnU16I7Qrm2r2/6pC+Hw+FwtCvK704phPInfQWMHTuoQ46Z\nvjslkJSkglPupK8zkYU7TPoCKSmLbZuf2TaHA/9OeZO+eiN1Jyg3wUY+j+xJX6uQJewcRHxCJmUw\n8BdEPK4Oq048MewjRD7qUEZmip3DqbYuwaI+BdnUvmzHvhM5QC4FBtKv3xhGjpyc/+NxfOpwq1iF\ncKtY5WhsbOCb37yIZ58dB4RcyiC7QzV0k7J9pYHbTaqDr196+NpVB1+/9EizdsWD9AORqpBruwpf\ndyPOpTQWyFEOorV1HTU1tUZWvlGwjT5fxSn/mLpAD7mUYPuajwhKT6QMTAIaqak5i9bW39u2wfb1\nom3bF+VJLrLjBdvXKGKS0Igu9g+2fdyGyAnEwfm1yJY1ABGCpO1rf5QR2RYpG0fZaxegTrYw6esW\nsid9jUGTvoKiMtH2PRAN3pmHCMj29n7W2fHfROQoKCpD7biPIEVlFSIqO6BM7Hx77Ajbz2KkIh2F\nSFSzbft5O2Y/RKx+BcylX78HeeCBC9h667AmjnKxPqxiTlwqhBOXdFi3rpnp02fS3NziBKVC+MVP\ndfD1Sw9fu+rg65cepdausiB9+RmVtnIppfpa0uZidDHfG6kdT1F60tfJ6AL+A1SsvDkxSUkeL5lR\nSZKUlSjEvqNt9wQiBpvbsQejXEmY9PUDRHb62XMRccfKg8iilTvpazhx/gWUS3kXeJV40tcilEvZ\nGhGGFjSieC0wBKk6byOisQoF53sgC1qTnfueKDPbSsjEykq2Bik5uZNJGxAB2h6pPYXKqHVD9fTT\n/4M+ffr4720KOHHJQSaT6YESXY9GUfTDxONno5KQrdH/jaOiKIpyXvcb4Duo8ONOYHQURe9Ueg5O\nXNLB/4Cnh69ddfD1Sw9fu+rg65cehdYufai9bUUlqaQkj1eor0Wv35fqFZVg+9omZ9vkpK+gqDxE\n9qSvqZSvqNyF8iagi/UjEcmYCwyzx+cjshCIx2Q0jet54jLHcXbMR8mf9HUsmvRVi0YJH2LPfWzP\nfQFZwQYD30fkcpV9/zyyqoX9DbVzeRSF7nsjhSQMCxiD8jSXIcIzFZGVY1FmptH2eyoqsd4RqTMX\nAhQcojB69Pc++dn77216eDg/HxPRDL1HwgOZTGYi+g09AxV7jAfuyWQyu0RRtNw2+z36P/qXyNw5\nFfh7JpPZO4oibxdyOBwOh6OTQARFwfDjjju4nYL05XWnQCFFJX1fi/pQetN2d0rYNtmdsjlxRmWh\n7QdEekJGJYwjno3UhG+iC/WBqMhxAPA51G0yGN3jDYrKacSKyi5I0QCpMi3Elq/riBWVne2xE23b\nvW27/yOe9PUXFIzfGikl9yLVZB2ykv3J3ntQVN5D/S/rkOpyH1JJeiGVaBc71jfIVlR+RqyoPAb8\n1dbgUkT0phIrKq8zbNhNXka9EWCDIS6ZTGZPdEvh/cRjWyDqPTGKosvtsbmIwPwIuDiTyXwO0fvv\nRlE0y7ZZgDTPfwFuWp/vw+FwOBwOh1C64LGRCy5ozyD99E9ISsCyZcuKBOn3JSZIbfe15HenhCD9\nhWQrKrndKSFIv9C2TXanJIP0I8nuTjmNeOrXSjtmLVCPQunNKBsTQvUfIqvUQkRWJiNrVaHulEKK\nSrI7BXvNODRq+Ag79kf230Di7pRWlIsJ3SkLEOnohcjM5ohs3GDHPhGRnzBp9A1iReWPSFFJdr39\nCRG1t1HJdVJROcaH/myE2CCISyaT6Yr+jz0fabAB+yPr1y3hgSiKlmUymfuBrwEXE5sfb01s80om\nk3nOtnHi4nA4HA7HekK+BatY2WIhRaWtgsebaG3tT01N9tSvYravfJJSSFEpVvBYqI0+2ItGkG37\naktRSY4jHgn8BNnOAkmZi8b0HosUlB+iC/fP2vezUT4kV1GZgrpTBiDyAlJUVgFPImvZdcTdKUFR\nGUXcnfIkMJM4o/J/ZCsqjyAFpRuyobUiheYwRH5m2H9rbZugqGxla/c2yvi8g+xtYcDACDvfU+z8\n/gochBSaDCJCF+KKyqaFDYK4IB20K8qpfDPx+BD799Wc7RcCxyW2eSeKoqacbV5LvN7hcDgcDkc7\no7SiklRRJlBc3YC0tq98RaVc21eSIEG2inKaPf4F8tvoQbmUMI4YO+YLlFZUJqAL9O8iheMkZArZ\nASknzSjUHtztNyPi8DoiJechJeX/ofu5uwBPk92dch4iQA+ijMhh6L7vA0ipmWDv5wakYgy2bXvb\ne30SkZItkJVsMHHB49G2NrciMtNk+97K9nslGirwWXtN6E7piUjXG3beK5HFrRsiaSPsvX6EFJW4\n66219QBqam4qOpbasXGi0xOXTCbzBaRHHhZFUUsmk0k+vSWwKoqiNTkv+8ieC9t8XGDXH6PfTIfD\n4XA4HO2E8hWVtnIphRSVbNsXxN0p5Skqldi+korK2RTuTmmxfRTqTilW8FhIUQm2ry6IpMxDBOHL\ndsy70P3YnxEH2EN3Ssa274HIS1vdKZcitWIeMq4Ms/3fj4oc37X3vJyY+DxAfndKPbJ+vQ/cYcfZ\nl7g7ZZRtcyn5tq/d0c94EDLTXEWcZVmJppJNRz+vEQwZ8uInikouSXFsWujUxCWTydSi35Kroyh6\nzB5OjkGryfk+ibUVbFM2unat/WTihKN8dO1aC+BrlwK+dtXB1y89fO2qw6awfg0NDUyfPpOmphUo\n57CO229fxAsvnEPbikrhXMrOO69h+PDrqa+v53vfm8z11/8VgFGjptCnT59PjgkwYsQwrrrqZmbM\neIalSy+kbUUl1/Y1Cl0g59q+ricel0tOd8q7qI1+IFIEjiSbrJRT8HgSIiI7Eisqz6ML/ucRgemB\n7FGDkeVsCgqhh0ua2YjcNBEH6S8luzvlJBS+X46I2Qxk9fqMHeNGRLYGI3vXOmRGeQUpMk22v9Cd\n8h106diM+lG2QnazK+zcw9jmJcSKyi3Af6DCx/9Ezv87EZnbBZhD9+4fsHq1rGE77zyBo4++Fakz\nM6ivr//kZ78+sCn83nYUwtp16DE6/AjVYRT6rT7aci4gIlJr338I9MhkMl2iKEqSkC2IzZwf2ve5\nSG7jcDgcDoejCHLJwvXXz6GpaYWRlFPJVlTOoTxFRSQl/yJ1MttsI5vVe+99Mo+HxsZGzj//2gRJ\naeTCC8ezatW+SMkoR1EBXXSPQXf9p1Lc9nUMGkb6Ea2tF6Bg+F5kk5TnkaJSQ/6kr6Ci1ADfQrav\nrZBKMR8RkzqUN7kP2bcOR4TiIZT3eAMF7J9GE7neQuOGISYaeyDSErpT9kcKy60ol7IMqTbTbN+9\nkDFluZ3bvsiG1hORiQH23K32fA1SZA5FZOR+RHYOQAWP0+w953anPEPcnXKBvaebkbrS2whKPfX1\n9YwYcX6CoE5ebyTFseGhU/e4ZDKZ+4CvltjkJKSDDomi6JXE62YDNVEUDc9kMiNRMm7zKIpWJbZ5\nBrg/iqJTKzkn73FJB5+Lnh6+dtXB1y89fO2qw8awfum7U5Jli0HVCJO+inenhGNed92tNDWtYPbs\n18voT7mxwDFD+WLoTwndJsH2ldudkuxZCd0puS30oT9lBnHB40J04T4VXZzvbPt4AoXOj0Q5lNOR\nSnMXsUKT7E451s5vV0RSFDpvuzsl+ZrxSMn4OyJAe1FZd0oDIlBbovvaA+28ZyMrWBMaSbw76lA5\n1N7r7UhlSt+d0pmwMfzeflrwHhcRk+Ttkxrgf9Ao40nE8/C+gc3zy2QyvRHZmWivuQfdYjgOfWqQ\nyWQGI31yAg6Hw+FwOEoE6dN2p5Se9BWOOW3aNW2E9zsqSH8ysjB9Fc3++U90wZ+bUQkI/Smj0CVH\nUlE5EVmybkdTvAah7EeEyMJPkaJyECIAoRSyh+1jNiIMj9r5zEKkaR2Fu1OSk74Woolc49DlzuaI\nNNyJbGU7IbL1MVJUtrdz+LY9v4540lcflDHphsjdWcgSllRUZhJ3pwRFZQreneJYH+jUxCWKopdy\nH8tkMs3AB1EUzbfvpwPnZTKZdYjInI1uIVxt+3g1k8nMAq7KZDJb2XNTkVZ783p5Iw6Hw+FwdBLk\nli1mFzwWCtJX051SeNJXdeH9aoP0S4iD9NsSk5T+5Nu+khmVEKSfjcjALaghvje6cA+KSgaRn23Q\nhX1SUQnvaWtgNPlB+tzulLG2zWREloKicjCK6X6EyMogpIQ8bO/9n+g+b1JR6YcIyhx0+bcPUlT+\nYo89gvIny9AEsj7AgYiMeXeKo3OgU1vFCiGTyTwFPBVF0X/Z913Qb/QP0CfCQ8DoJOnJZDI9UafL\nt1B6cI5t826lx3erWDq49JoevnbVwdcvPXztqkNnWr9iU7fKs311I2mril8T275aW9dRU1ObZ/9q\nH6tZsH1NQAQkafs6Bf3Zj4P0hW1f9eii/0hETL5vx7iQtm1ftyO1ZEekRmyBSMObKA+yCliKVIxD\nEZG4F2VAlhKXQM6393QEIjznoCzJ0Sg7MsbObW80AOBV4ozKSygf0wUpJOvI7k7pgRSatYiAbWHf\nh4xKVzu3rrZeq+w8XiRfUVlj59Bg7zHZnfIYcXdKbPkLBBgoaP/bkNCZfm83NKwPq9gGR1w+bThx\nSQf/IEgPX7vq4OuXHr521eHTWr9cReXPf741p8ckNyNSXl4k3Ek/4YSj8y5SS6s4A1MeE6QWrEZq\nwr8Bv0a2rx/Z80licyqyWbUiorI5hTMqydHEjWhM8EG2vzDWd7E9tsS+rkWEoB+68P8cul96iT02\nGNnCAkl52l53qL32QWRhOwyRhtCdMgbZuCLigsc3EEmpQTOEaoAvIpJxKNkkpRciR8vt+65IKdkT\nKShrkRrTG6kwg+xc77Hz2Qr4HnANIkOHIJXpZqTOZJOUYgR1Y4J/7qWHZ1wcDofD4XC0iep6TKA8\n21d2d0o47rnnXpalqOiYQVGp3GqWnVE5gzhIv7l9fw4iQlDY9pUkQuWMJj4TEaT9UV5jD+LyxeNQ\n6P03SJHZAwXTx6HpWv2RTQykAt2LyMnZxF0phyKL1S8o3J2SQSTnIzTZK5CLBxDhmG7/noZc7vsD\nu9mxPrT9LyO2fd2OyM1Fdm572fktRd3bryDC1cvO+W07B+9OcXR+uOJSIVxxSQe/g5EevnbVwdcv\nPXztqkNHrV/likpxFaVc21d1ikq21SzbyjUOhd7nI2tWT5SlmAQ0JvpTiikqK8i3fY1CF+aTiG1l\nB9vxbkPkBDQCeCekcOyHwvRvIoXnc7bfqbb9AEQahtprw0Sww5Ci8gCykR2Z+B7i8HywfRVSVEDd\nKa/Z/nIVlQb7bx2yivVGVq7H7f0PIVtR+QwiRME29nlk8doG2dkmAnOorb2Pdet+x6amqLQF/9xL\nD1dcHA6Hw+HYhFF80lfaZvhsFSV72lPhIH1uRqVyRSVM8EoWPN6ILrzPIDtIH2xf3wWG0to6xI6z\nOYUVlQZEVC5COY0zUXh+e+CbwHbIRtWICMTHdm5dkMXrTXSh3xP4AOU+QCH3p5HS8ms07WsqCuSH\ngsef2fH6IhIyAU0uixBhWIGyKcttny/aY3sgNWkQIkzzkOKyJ7JwNSFy1g1lVbZDpKinnfMaZAM7\nyh6/z7bfE6k2D9tr9iT+/yFDaLSPLX8XM3PmHQCuqDg2GLjiUiFccUkHv4ORHr521cHXLz187apD\n2vXLt33lTt1Ko6i03Z9RPEhfqDulEkUlZFQK5VIKBekXEhOa5PEKKSogIrQY2b4OQRat3REx+gow\n1x4P3SlvoSlfxyLisbft50k02Quk0iwkngg2OecYYULYObb/m5EaVI+KIXdEWZZltr/dkGIjhUPn\nvBTlUZrtWHX23MX2mlMQ0RqOCE5ud8oq1LXSVndK2905jhj+uZceHs7vhHDikg7+QZAevnbVwdcv\nPXztqkM561daUWlr6lYh4kCb054qt32VO/VrDLrwPgV4ilhR2YbsnpVTkOrQF1285wbpiykqySD9\nSjQgNCgqp6GL95eR/asnuuh/H6kvOyFl40g0xWsiIhqHEI8LHmaPN6E+l6OIFZVwjGtRRmR3ZO3q\ngtSOj4ita7sRKyoD7LgtqChyAbKHbYaIx472uoW2DkFRWUJxRWUxGqe8JzLOzCPuThnP8OEZ6uvr\nOe64gzeaSV/rE/65lx5uFXM4HA6HYyNA5d0p5RQ8DqV791F2V/1k+vY9Ma8/o7GxAYCmphVcdtkN\nRaxmbdm+inWnQHaQ/kKyScpQYkUlWfa4P3EuJUmEQpB+lJ1LUFRqyA7SB0WlHhGguejiPYTQcxWV\n3e3xrZHVDERGbrWvp9ix7kHBfVD/9TxkFQuKyl2IdBxux+gCfBmRtD1QxuQ6shUVkD3uTduuNyJh\nc9EEs2W2Jj9Eisp+9prb7XgD7fGrgM/aOV0FJBWVb2Z1pwwcuAOgC2/vTnFsbHDFpUK44pIOfgcj\nPXztqoOvX3r42lWHXr160tDQwK9+dWWVPSajiIlN+YpK+VazcmxfhRSVlcDzhOyEpm/9NrHtUERG\nchWV3HHEyWOEIP1K1LvSn2xF5SV0Ad8TXfQvRWrKTmhM8VBkp5qGcii5iso5iGwdgRRx+ZQFAAAg\nAElEQVSNsUjlKKSovIwC7nXEfSgNiJw1IALTE/gHsaIy395zT6Sc7IjuES9G4fojbL9vEysq99pz\nexMrKvsCz9r5Q7duT9LS8gfaGksN/ntbLXz90sMVF4fD4XA4NgAUUlRaW1dz++2LeOGFzxKH5280\n0lKOohKC9DfR2tqfmpo/5o2mLa2oJFWUCSWOmXvcYkH6XEUFlEsJ44ixY75g2+ZmVJKjiU9BAfyv\n2zF+gOxTb6OsSShNrEPkYTyajjUF5Vs2R2pHsjtlMArR97HtJqIw/YH2/Om2vyOQTWuUnRcomD/N\njrUWWbdW2vb7E0/66oXIWxfUJl+DbFw7IrLS1f7rjixtzyA729GI1Nxtr/kJUlReQ8MBziQu0ryK\neNJXVyOokxJDFPLHUjscmwqcuDgcDofDkRKFAu3Z9qtzqLTHJLs7JX/aU2NjA9OmXdMuVrN829cY\npDZca48ltw2KyskoaD8UXdiPtOM9jtScpKKSPMZwpHBcZ/vugVSWSYgc1CLlI4TlQRar4cTKSTnd\nKf+w5y6157ugccAXIBXndkQqBtg5gPIou6OJXHsh29f/2HO/QKRrb6Q0vYxI1j7E3Sl3oWD8H5ES\ndJ6dZy977mVEXqbZebyNiNGfgaTt65gs21fyZ+8kxeFw4uJwOBwOR1koHqQfSGlFJTsjEudSylNU\nAkkpHN4vpaiUU/AYFJVgizkbkaAW+z5Z8Aj5isqFtF3wmFRU3kKKyhpk81pk+7kTKR2/QjmOuxAx\nCD0nc+39PYRIypVkd6c0Az9GtrR97BgziXtU3kHEZy1SWxYk3vNOSM0J3Sv1SD35d0SmuiFVpRap\nJ0GN2RIRuB3tHOYDI2wfpxArKgcB79k+Z9Gt2we0tEwhmU054YSzCyoqDocjG05cHA6Hw+HIQXGS\nUkjdKK/HJITnsy9SC3enlM6olKuogC7ob0MqwJVkjxpuyNl2JDALXWQHspIM0hdSVEJ3SlBRlqOL\n9iW2zf9DisROSJ3ZAWU4BqB+lEsQIfg6sn09bfvpiVSPqWh62F223TT7/lZEHCYAM+y1X0Rk7FFk\nx2pG3Sld7L8mpAAF21cryrcstO1C5vdhpK40IqIzCNnDHrGvj0ZB/gcRGetn5/QZ1JcyChGsoKgE\n29ca6uq2cNuXw1EFPJxfITycnw4edksPX7vq4OuXHpva2pUXai8UpM8OtCf7M3beeQKHHz6gaH9G\n8e6U9OH9uI3+OfJJSu62bXWnJMcRLwTOt+cXIsJSbnfKMqSUpO1OORZZtmpR+P4QpOTshCZvPYxI\nUehO+QoiQStt+7C/ZHfKa0hdSXanjLLHGpGl6/codA8iLm+hLM2ptiZfRCTrZWR5q6w7pyOwqf3e\ntjd8/dLDw/kOh8PhcHQAcsP0f/7zrQnyUG6ovbSiUlfXjVGjJlNbW1dGd0q68H5likrutn2JMyo3\nogv4cIxAVkDE7L8QATgJ+BZSJ35OtqKyCCkQd6LulCZEKEI4/l7790yktnyMFJUrkaJSR6yoBNvX\nWUhRCbavt4AbUE5lMJpq9goiEC/aOfZAtq+1toZ/RXmVcKN2FSJOS2ybcJzQndITmG1rsBlqr38K\nKSo7IlXlKTv3iwg9NoUVNbd9ORztCScuDofD4dioUZqkhDD9vsTkoRRhKBWkn/6J7Ss+diPTp88q\nEd4vx2pWKqOSS1LOIFtReZd8QpOmO+UCpEJMRuOKn0RZl9Cdsgw4ACkbY4m7U3oQd6e8StydcoHt\nK6g2V9nrbkGkYJhtdwkqWlyMRgVvifIogxE56Q5cTdydsgBNGdscKSofo/6WXEVlHiIduYrK323f\n55OtqLSQr6gU/vmD274cjo6CW8UqhFvF0sGl1/TwtasOvn7psSGvXb7tS4WLuujcl9Lt8KX7U1pb\n11FTU5tn/ypk++rRYwKrVhU6XjndKRDbvuYj0pFtS4onfRXati8d250yGGU59kIkKljDFtjzj6Lp\nX3Nsv62IHIbv69EUs2RG5SVEQlbYz2Fz2+eHKKdymO1nLiItGeKg/TpEuLZCuZP3EMkbQHYbfU9E\nkFYiNeWLxIrKIJStOQw4hO7dL8qzfRXrT+ks2JB/bzsDfP3SY31YxZy4VAgnLungHwTp4WtXHXz9\n0mNDWbu2bV+lSEoh8lAeSSk+Yayc4yUJkqxG+QWPj1PY9pUseHwE9Zm8QGFF5UKktkywf8cRFzOe\nicjNe4is1CAr1k6IOCxBmZJziCd9fcW2CSrF03Zu+9m2D9rjR+QcI1nwGBGTo26IkATS8YE9NgQN\nBbiEuN9lD4oXPL6BSM6ewBN27B6IJDXbuYXulFft+GeSX6TZdsFnZ8eG8nvbWeHrlx6ecXE4HA6H\nI4H2s30VGk8c51RCh0bl074K2b6yj5ffnRJsX7kFj0Pt398X2XZnlD2ppDulC7Hl6zfowv4ORETq\nbJvQnRJsX/Ps8a2B0fb605ANKwTrf4EyLb9PfP8PO8Zc4GbUwTIIWbh6IzvZPxEBCV//b+L1v0ZZ\nlGeB1Yhc9EP9LHNRzmUp8A1kR7sMEZIjEEEBjSn+NrKmNaCcTE/Uv5KrphXuznHbl8PReeCKS4Vw\nxSUd/A5GevjaVQdfv/ToTGtXfPpWubavCRSb+FTI+pN+2lcx21chRSV5p7+RmKSUo76UM+lrLLFl\nahviEcU3I9VjW+B9ZDubh4L7ByAyENro56MOlLDPcxCBOgLZrsIxylVUliH1Y5B9/45t8xWkqjxk\n269BVrCByBr2pv17BLLKvW3H/8BeAyJr9wCv27n2JB4O8Dq5ikoxNW1DR2f6vd0Q4euXHq64OBwO\nh2OTQ2VFj20pHNkB6uOPz5/4FML0TU0ruOyyGyoolsw9ZjxhTArAlsQFj4+Tr6iArFtBRRlr2/4N\nWaTuQxfu+1P5pK9Z6IL9ffSnvgYFzOejXMgHiKS8gOxedSiz8k/bZyNSNeqIVZPT7fuD7XW3IgVj\nme1vGprSBSJlK+3YhxN3p2yJ2uTftdetQUTlHqSubIEmkn1o5/OkrcExaCrZY0jpCbav15BdLNi+\n9rRj/RyAIUMWMWxYV1pbBxUs+HQ4HBsWnLg4HA6H41NH2x0q5dmwStm+AsaOHVTF8cIxi037GoNs\nT9faY4HMJG1fJ6PG9d6oqT7kUgJJWWHn0takr7GIYFyClIhmZKM6Dikr5xHbuXoTT/d6DE3Z6m37\nuM32eTaykM1D5CU56etpZLe6E7gbZVreRZO+uiAFZXc06WszVNIYulOSk74WIiWkGyIqp6Nxyneh\nvM5FaCDAZDSS+AWklrxlxx+IyN7bxAWP5Ez6Km77cjgcGzbcKlYh3CqWDi69poevXXXw9UuPjlq7\n8sL0lRQ9tm37ao/j5U/7Wo1G8wYF5nlysxPZZZAjkSoQFJVtKH/S12fRdKx59ro3EHl4H9moVgOf\nQ4H2KciqNQCRhqF2LvPRBf9hqMvkAeJJX3PtvOrtuKtQ/mVbpLIsRNO6ViMy1Nv+LTTpa3fgGaTC\nBEWlNyIqTyDlpx4pP0FR+QJSXWqREnOIrcM7iMzNJ/TBdOv2JC0tf2BDmvS1PuGfedXB1y893Crm\ncDgcjg0a7duhUrjoEfJtX6AwfW5OJc3xYnUkafs6g9j2dbK9biSyaL1D4e6UXEVlAsqwfBdN+jrN\njt0XXbQ/iVSWrujifyEiAm8CX0XKRYSIRrCAPY2mgjWghvgJSHnZ0s4rFDzeY4+NQWQpjCN+BoXe\ne9rzzSgjswdxwWMgKV2BL9m+muzxbqhz5UsonN8DEY43kaJylK3V3xGJ6WfvaQ4iK0uICd5Ke70G\nAsQkZVLBgkcP0TscGz9ccakQrrikg9/BSA9fu+rg65ceadeuIztUigWpqw/vZx8vWylJkpSgvhQK\n0gfb13+hVvVyulNANql9EekYTzzp62tI7ZiPVIjDiCd97WOvfRJZwdqa9NUb+AFSNA5FJOE0RHIG\nooD7jkhpWWav3w1lXq4gJm5LUQ7lfTtWaJa/0F5zCrKPbY1yJr9LvM87iAnUJSjrMhYpR68RhhTk\n276K/9wd+fDPvOrg65ce3uPSCeHEJR38gyA9fO2qg69fepSzduu7QyX3eDNn3pcgSOV2qGQfL9/2\nVaiRvljXSjJI397dKU+jQPpexFapOnv8fUJJonIwTSgEf5S9tw8RqTiN7ILHZ5B609OOXUNc7jiA\nwpO+HrVzakEqyyBkXfuHfR8UlTDpayXKwXRB9rBl9nxSUXkIWdWmAb3zulNuuUV9MCecMNzJSoXw\nz7zq4OuXHm4VczgcDkenwafdoVLY9hXGE1faoZKc/HU22bav3Eb60J8yh/xpX4WC9Gm6Uz4gW1EJ\n3SmxVQp+au/hbBRUb0REKHSnnGSvC5PHfoQC9ivs2DPsXA5CeZydkaIyw7b/hW27NzEp2wwRpzCy\n+afAImQdm0LcndLf3tM/EfH5LdmKSk+kwCQVlWM+sX/lDlCYOHE3wC8eHQ5HNlxxqRCuuKSD38FI\nD1+76uDrlx5h7RYuXNxJOlQKHa/cDpWxiKScQvbdfsi3fRVrpA9KyihEYCZBwSB9f+JxwwuR2pFB\nBOgdlAX5FVJObkXE4DmkSORaw5LdKQciMni3veZlO5drkdVqN6SodLP9BEXlfXvsc4hwPWHvu1h3\nyhB7D3Ptsa+SraiE7pRaRGSS3Sl9EenJoOllF1JIUWkrSO+/t+nha1cdfP3SwxUXh8PhcKxXJPMp\ndXU9gHXMnv16J+lQaWs8caEOlbPQxKrc8cTHENu+Qn9K6Fop1kg/HCkcs1HXyLfs/BrRRfoS4Jeo\n4HElIj3vo7zLPEQ4DkcTwZ6289mJuDsF22YdIkLNdrw9EbHpYv+uQEQhhO1Bf84XooxKq+0vdKf0\nIe5OeQF1rSS7U/ra+fYhnvTVStydsoC4OyWQlB3tvBrI70550bpTDqCm5iZvo3c4HO0GJy4Oh8Ox\niWPD6VApZvuC4h0qZ9i+WxLbhcLHCyle8jgSXahfgVSaZH/KeYhcXEBs+9rDHrsKKRF/RqRoHHA/\nyomEPpWxiBAcRn53yqX2/CpEbkL543P22GI73x7kd6ccSXZ3yv5IhbnX3n83FOrP7U75I1J4zrN9\nb4HyK28i8hi6U5IkJYx91kQ1705xOBzrA24VqxBuFUsHl17Tw9euOvj6xSgdbJ/IhtGhUiggv5LS\nHSq3IaKTHE/cgEjKOcS2L5BKsxiRlN0RCUg20r+EgumtSPHoSnaQfmdkxTrS9vcAIg2BgNxljx+M\nCM6dtN2dAiJcq4ktXUcRKyprkaLSYP+12r57IzXlHTTl6z1kMUt2p9xla72SbEVlP6TO5HanlB6e\n0F7w39v08LWrDr5+6eFTxTohnLikg38QpIevXXXYVNevrSB9TDzamvyVnVMph6Q0Na2gpqY2YftK\nMw45TPFKZlOeIr9DJUwGG4nUhKeQKpAkKYXGE2P7Xoou0lcRFyiegdrbX0ZWrlZkA+uCQvtPI0Xi\nS3Y+h9j+HkTkYioiIHchAjHN9n0LIiT72Pm9al+/hdSN3sAOqC+lFU0Bew4pKwOQKtOCQv3zye5O\nGYSyKXejXMtnEud9FArH32rv4X2Ud9kMkZ6u5BdpTmnz592R2FR/b9sDvnbVwdcvPZy4dEI4cUkH\n/yBID1+76rAprV/l/Sm5X1feodK27Stth8pqpHj8yB5LkplKO1QWAufbOSxEdq9jiCd47YoIz5eQ\nGhFC8gsQcXkU9ZGAJm/VIgtVsH0tIZ4INtnO61D7Pmx/KMW7U0DE6S0Uiv/Q1iPZndIHqS5vIqLR\nG7jYXnsqIjFfQyTsMuLMTG53ykBkxdsR2cRE4jpbd8qm9Hvb3vC1qw6+funh4XyHw+FwFETbFqyJ\nVB5sD2H6m2ht7U9d3Qzq6+s54YT88cTFj3mj7aucccigi/Ffozv+IXuSVFRCNuVd4jb6EKZPdqj0\ntu12sdflttKfBPwLUjS2QorFTehCf5Gdx/1IqWgCHka2qmeR+jDbjrMaTeOahRQWkJ2qGTiRWFF5\n0va/B7KO3YAa6T+HFJVXyFZUdrN9LUG2r+8TB+27odzJIGRjW4NI2njiSV/Y/u9DhPAxex3o53AJ\nIkpTibtTXmfYsJsKDE7wjIrD4eiccOLicDgcnRxtWbCq60/JnvwVLlobGxu47rpbgVIdKuUcM5Ci\nNB0qJyPFZSgiBCMRYUnToTLdnp+OWupr0VjfLuji/wrbfoz9W6g/5SIUyF+FiE3oTwmqygUos3I3\nUm9eRy3yw5HtbAnKknQHriZWVBbZftbY86tRNiUoKqPssXl2/pfb/r5KnMNZjYL9IUg/yLZXF005\n3Sk+6cvhcHR2uFWsQrhVLB1cek0PX7vqsKGuX/tYsCrrTwnHra6zpZDtaxekLOQ2pkPHdajshS7c\n90RWq1fsPN9Fwfl6lDvZB40jHopUk7vs+WF2jM0QsTjWzvcfiESNRtPLXkEk411k56qzr2tR5uQV\npLIMIDuj8oR9vRYRmYFIXVmMppMdgchJUFR6ItWnFk0AO9De/5uIwLyB1J3mRJD+08uoVIsN9fe2\nM8DXrjr4+qWHW8UcDodjE0BpRSWdBavc/hSQopJNktJ1tujC/zZ0YR1sXckpXuuzQ+U1RAw2B/qh\nQHoNUivmIktVq53DBDQKeEtEGkDh+tWIKJxHNkl5CxGvOts+EKXn7JwyiJgMQHmV5xAJa0XZkqVI\n6WlF0752t/cAcDRSkyYhBWYvZC17E2VklpBNAKXcKJeyhrq6LTj++El5P29wRcXhcGz4cMWlQrji\nkg5+ByM9fO2qQ2ddv45WVEaP/l7eXfXS4f3khLFKxxOHyV8hIF+O+nIGIg/J9xQ6VIqF6Q8h7lCZ\nSNyh8jV77GFENC4m7lDZluxw/WmoTPEP9v0vUKbl9/aaH9g+9rd9PoSyKI8hwtSD7CD9MluHpO1r\nGxSGX4UUm88Td6fMsf0mu1MOJVaMwlqE8xsDHICIyyQq+XlvyOisv7cbAnztqoOvX3q44uJwOBwb\nAapTVEJOZBRx6Lw8RWXatGuAcsP7yeMWK3rMbaW/nqTtq6bmLFpbQ+4jqC8vUFh9CR0qIZsCUkRC\n0eNJSFVJdqj8H3GHys/Rn7AJxB0quyClY5btbxFSSabZY3faa/878X29vc9zkUqzG/AMCrp3Q6rN\nvcjOtRAYTH6Q/j+QOrIWqSwg0tILkaRt7BiLkXK0PyKIrai5fj6x5asvmnA2G9m+utLS8mNEUk40\n21f+z9vhcDg2BThxcTgcjnZC6YLHQu3w5YTasyd91dTkt5Pn2r7SBelzj5tLUs5ChYXJVvpg+1J4\nvbX1s/bektmUkG3J7VDpZvvdD4XKQ4fKWahD5S/EHSoXIRVkCnGHyuHIXjbP9vcxyphcQGz7akGk\nZQ4xSRmDMjLJbIqmbElNecbOrRmRpJ3RZLG37fmX7P2ttee7I8LVFU0rq7Ntt0DZlIFIPcLW6R47\nn/4ofxN+Fj0RGYMhQ15025fD4XAUQMVWsUwmcyj6S7UDmmG5EunYM6Moainx0o0CbhVLB5de08PX\nrjqsj/UrHmhvy36VrjslHLOyzpZSJY/B9gXFO1RybV8/RZOz2ip6TNuhMh9ZqQ7L2fZp22/Ix7xO\nbCObRHbHyg/It33tgwjPcqSefMaOtQKRh6Ttq1R/yjJEgloQ8YJs29cdduyvAf+OCNUutt3zyDpW\n/s97U4N/7qWHr1118PVLj05lFctkMl2QL+Db6BYYwFXoU30G8JNMJnNMFEUftvtZOhwORydAaUWl\nUKC9/RSVadOuacNqliZIH3pTTiMOyBfrUJlFHLrvS/Z44o7qUJlvz81GCspTiIRchxSansBv7OvT\niTtUzrX9hg6VG+319Whq2FpErnay7VrstVuiLpYPEdHpao93RX/26hDBSvanrERWutrEOb+JCEwY\nc3ybHW8EEEhK8Z+3w+FwOAqjEqvYOOB49An9d2QGBjWAjUZ/sSeisS4Oh8OxQaN02WKwXwVFJWRU\nCqHtjEqyOyUcM3/SV6VWs2IZlR+R3TSfVF+GEo8nLtahElSbFXaM9dWhcjbZHSpX2baVdKhsjixl\nVyMSNo64D+Y1e27rxL5PRdPIvmbv/zJ0r+7LSFH5JwrhX47yLGMRGQu2r0Z69JjAqlUhSH9iwf4U\nh8PhcJSHsq1imUzmVeDeKIpOzGQyfYH3gCOiKLrXnr8UODaKoo3aeOtWsXRw6TU9fO2qQyXrV7n9\nqvjUrdgqFtuAWlvXUVNTm2cHah+rWbB9TUAEITnt6xSkVqykkE0p2/Y10rYN6svG0KGyHVJeDgEW\n2D5rkPLSDwXkn0Bqzw5IXVlCdiP9WjvWZnaMQ4iD9Bk0dUwWtvDz7tVrS0aMGMbVV/8d2DD6UzoL\n/HMvPXztqoOvX3p0KqsY0vAfL/H888gP4HA4HJ0epRWVcu1XkBtoLzz5qRxFJb3VTBf9Y1AuZSrF\ng/QgklLK9hVa6b9NPJ64IzpU1hJ3qExEpOFAO8czEel5mfbpUHkeTf16GJGURpTjCeH/R4hJyh12\nblujoP67iFgtQiSup51XMkjfldbWA6ipuSlLQQsXQGPHhqyQw+FwOKpBJcRlMfqrWAyH2DYOh8PR\nadDQ0MD06TNpbm4pkEuRolLe1K1s+1X37qMSikrS9lW44LHwpK/0VrPsjEoyl7K5fT8eKTWgi+9C\nJKWU7QuyxxOfSdyhcgFxh8oe9thVSOn4M3GHCoikhA6VYPu6yPbRaPsNI5SD7SvkVp5DKsxiRKh6\noGldbyGFpQ/5HSotdj53IXVkX+IOlbsQSbnIXrcMjSDeHZiMyMylyPY1BpGnNwm2r+z+FLd9ORwO\nx/pGJVaxs9FftB8iE/E7wBHoFtYZKA15XhRFEzvkTDsJ3CqWDi69poevXToE+9WsWS+ydOmFFLZf\npS94POGEo5k58z4gtgC1p9Usf9LXLij4nbzrHyxb44Hf2tdjEDl4BGUxNgceRBfr21KZ7Ws5IgR/\nQmOAQ4fKO+i+1znEHSo7I6XjSDvnNLavbZELeQvbphmRiS72787E44lDh8pbZHeo1KF8S+hQOYC4\nlf4oNJnsfJSVOcje+xu2Zm/Z88106/YkLS1/oK2feSn47256+Nqlh69ddfD1S4/OZhWbhj7RZ6C/\nEqA2sN7or8rtaDyyw+FwrFcUL3gciC7Uy7VfxVO3yil4BGhqWsFll92QctJXOG6yOyWE53MnfeUG\n6RuJw/MQ96dcSDyaOBCloKhMIA7Ql2P7ehOpIe9TeYfKOntuDiIdtRS3ffVGuZf3EIFbhixfA+wY\nzbb9K/Ye1yGbV3fbvobSHSprkP3tRUTKBth7DLmfnoRhADFJ8f4Uh8Ph6GxI0+NyOPCvKPHYBd1C\nmx1F0S3tf3qdD664pIPfwUgPX7vCyFc3cqdulR9oL6SojB79vTK6UwodsxpFJdf2FbYNikpy2zlI\nMSmnP6UREaFDbR93IQvV07bvYPv6GiIFDyOicTEiFSPpPB0qExH5mGP7/SMiOp2vQ8V/d9PD1y49\nfO2qg69feqwPxaVi4rKpw4lLOvgHQXr42pVSVIK6UYyktD3pS4rK0KK2LygW3q9k0lcgKcHK1Zv8\nSV9T7PkwjriQ7SvZSB/IyQT7d5q9LlnyuDu60N8BqRKDUXYkTPuKkCXsQ0RgCtm+QhnkO3Yuq4AH\nkEJynu3vb/b9Pnb8ZIfKGuIOlfft+57EPSeLEcnY3I6xCtnRugE7IsLypj12BFJNFiPlaH9b21YU\nuv/Qtt3P1kph/9j21faEt/aE/+6mh69devjaVQdfv/TobFYxMpnM59Ffm+3QX5o8RFH0q+pPK+uY\n3dFf5u+jMS+PAWOiKHoqsc3ZaKLZ1ui23qgoiqLE8z1Q2vM7yGh9JzA6iqJ32vNcHQ5H9ShOUirt\nMYntV/36jeT44/cvOOkrHBOK2b4qCe/nTvoqVPB4IdmKCkgB+BbKkIy1bf9GtqJyAtmKSpj0FTpT\nlhMmXUmJCCWP+yPC8LY9F6Z97YjC7oNR+WMh29cklBVZRhyYf5CYpFxCPG3rnyiI38P28yJx0eNB\nxEWTgaTMIZukbIHsX6/b1wfYPhbZe93VzqEGhfzvsX30R0Qs/Ex62hoWs315mN7hcDg2VFQSzv8u\nGhdTkuxEUVSQ0KRFJpP5LaobPgMZnH+OfAm7R1G0KJPJTER/pc5ACcvxyH+wSxRFy20f16JE6C+R\nJ2Gq/bt3FEXrqACuuKSD38FIj01h7drH9jWKQvafXr22ZNSo46mtrUtxzLbC+9nH1PdfRKpDsVxK\nIUVlPgrPJ49RjqJyiH19ILHK0YwIxjCk5jxsj/2BeNrXtsCjaNpXIdvXZKTWPIumhTWiiV/riEcW\nP4rsVw8Bn0cfu08jRWU3RGSuILvo8QU0KrkHus90se3rFESYhiO15DJiW9vtiOAMRIWQV/Fp2L7S\nYFP43e0o+Nqlh69ddfD1S4/OprhMQmNlTkJ/4dZ2xAklkclktgJ+DIyNougP9thDaHD/iEwmMx39\n5Z8YRdHl9vxcRGB+BFycyWQ+h9Sa70ZRNMu2WYA8Ev+Cbkk6HI71hLZtX2E08ATKVTcUpL+J1tb+\n1NRkt9GvW9fcxjjkSo6ZVEmagdvI7kPZD33cdCuwbVBfiikq4RiVKCq32PY3oyljK5C6Mh4pKPei\nSWFvoDB+M/oYH4CsaachG9cHxIrK6cgeVo+6YIYjVaMbIkf32/NL7FhftPe1lthiVo+Uj+ORQpLs\nUFmCwvr1tj6h6HGlrcls1MsyH9m+DrHjZhBJ6obuZQWSUvjn7nA4HI6ND5UQl/7AL6MoeqijTqYA\nPkZXAm8kHluDvAU90C28zdBfbwCiKFqWyWTuR6nMi4HD7KlbE9u8kslknrNtnLg4HB2A3IxINmFI\nY/vK7jHJ7k4pXPCYOw45vzulHGI0FN3pv5zsqV9nk62ojETKxMlIGSm07RXEBRVBT7oAACAASURB\nVI8rEmswMvG6U8juTglqxfbEikooXdyZwv0p9yNFJKgsYxHJOobYAvYocZB+JPoYfdqevxMF+PdD\nxCaMJx5Mx3aoXE7coXIAmhTmHSoOh8PhECohLo+hW2vrDVEUrQUWAGQymRr0F/9c9JfxeuLCgFdz\nXroQOM6+HgK8E0VRU842r9lzDoejnVCsx6Rw2WIhdaMUSSl8Z730Mfel7XHIxQoelyIlZSFxRmWl\nvT7bnhQrKnPQR1RSUdmGWEVJkqAwljgoKo3EikoLcUZlP+IQ+0dIoZiESMaDtv2BwCz7fg0iNFOQ\nvWszFHr/b6SojCHOqJyLPj73QUrMYkR8ett+70fDI5+zfe5mj79tj/8HUlrWonxOWItaO6dmZLnr\nStyhMpq4Q2W+rdNX0f2puahDpSstLT8mSVKy80nTnbA4HA7HJohKiMspwJxMJrMM3Zp7DykfWYii\naFE7nVsuJqArHoBzoih6OZPJfAtYFUXRmpxtP0K3CbF/Py6wv49ROtXhcKRA21O3cntMqrd9FVJU\nSh+znO4UqMz2Nc62fYGY2IQ8y3MUVlROAb4LfB2RoOOBfsj+1Wj7CB9TXey5xSg30tO2OQjdx7kE\nXeDfh+7hfAURhUcRAXnI3k+yP2WCve41ZNd6FikgWyE72JPo43wvew/bIotZqQ6VOjtHUB5lMSJY\nW9r3y+1c1tq5v2jnNADFDR9C08muBnqb7WsNdXVbcPzx3qHicDgcjnxUQlzWIE/E2fZfIbSiv7od\ngRuRYfswYKJNCmuiAHkyhAxOTRnblI2uXWs/CW45ykfXrprZ4GtXOTrb2jU0NHD++dcyY8Yzn1iw\nLr98AqtWtTV1C4qpGzvvvIajj55BfX09o0ZNoU+f+G56Q0MD06fPpKlpBbffvogXXjingmMmcylD\n0TSq39lzSUUlN0hfyPY1Eiku04lJykiyJ32NBH6CLGHDEUkJikoXYkLRE9m+5iL1Yy97fifi0DxI\nMVlAbOkai9SWw5Dl6gKkXjxs59kbqRiPIvL0FUQQ7kf2shp0X+cIlIlZYu+pO4FAZNu+1tr+P7Y1\nHk92h8qfkFIyFdnQxth/dyEn7nV2jn0RaboagB49JrBq1XTgGPr1G8v3v38IZ5yR/XPfc8/d2NDR\n2X53NyT42qWHr1118PVLj7B2HXqMCra9GqUjZ6C/eLkqBxQnCFUjiqJn7Mu5mUxmC+TVGAv0yGQy\nXcxWFrAFGuiP/bsF+Uhu43A4chAIA8CIEcO4/vo5CfLwWZIWLF2EJtWN7IxIjx6jbJtAUm5F1qJA\nVibTp0+fvGNeddXNCYJ0ne2zvGPm51KGIrJwHSI5U9HF/xmUtn2dhVSJa1HZYVu5lJOQU3VHRFCa\n0fSrD+zfVkQE7kTBc4i7Ux5FFq/ZwN3oY/YryAb2sG3zsu1zFpqT8q6d47lkKyo32/ust321IqtX\nCNJvh0jHvuge0PGIwKxGZAw0+Wul/XcgmmyW7FA5gbhDJdi+QocKwCy6d/+A1aunAN/8hKSceOJk\nrr/+rwCMGnV1FmFxOBwOh6MYKiEu+wK/iaLo3A46lzxkMpltgaOBWVEUJe1e/0Th/EZ0C3Eg8jEE\nDEJTw0B/5bfLZDI9oihalbPN/ZWe05o163xEXgr4eMH0WB9rV9r21cgFF4xPZFTOobAFK3vqVjI8\nf/zxyXzCuCzbV2PjMs477+q87hQdM5lRKWfS1xLycymhOyV3NDHowv9cREwCWQmTvoLt60KkqLRQ\n/qSv04knfa1B07emolzKPxAZeRwRm/Daf9o2cxHRSNrA7kLWrP527uNRdmUzFJafhtSSHrbfzdDH\ne7I/pRsK+L9n7+15sqd9NSGCshUiH8mix/bqULnsE9vXz352AgEb6+eCf+6lh69devjaVQdfv/Sw\nccgdeoxKiMsSRBTWJ3oD16Bben9KPH6knc/N6C/yN5AfgUwm0xslPUMe5h7kwTgO3aIkk8kMRkUA\nE3A4NmE0Njbk5EQKlS0WyqhkW7C6dx9l25xcdOLT2LGDyuhOKZVRyVVUgu0rqajsT34uZShxdwpk\nKyqXoKxI6E5ppbxJX6E7Jc2kr2R3yj22z0vRZK3zUD7kUkQUHkRkJEz6ugUpLFvasUFkYTAiPPug\nezhXI/IWJpKtQGrMk3auM+21J9rr59k5L7Nz6GPv73ZEml5G6tVViPztaecVhhScDITxxCGX5NkU\nh8PhcLQvKimgPAWZlw+Poui1Dj2r7OPOQobus9Bf4n9DXowfRlH050wmMw3dDj0b/XU9G/1F3zWK\noo9sH39BI23GoL/MU5HRe+8oiiqyt3kBZTr4HYz0aI+1Kz2aeCClyxYLlT2qTDG+q340M2feB/BJ\n6V/b4f1SpZLh69xgfCh47IsyKvXIllSs7HEsUhHOA54ivztlKtkZlUZESg6y4z1ix9nB9tMTqRDJ\n7pT+xN0pQVH5ElI+ghXsQWTBmooIU1BQzkOE4xb7/mCUKZmDrGbbIUWkp73nRqSMdEdqyRGIQDyI\n7F/bIhXoLaSOrEZB/77oXk+LvXYbNBmsBxK1BwLn27n+BBGq14k7VHa2c3gZZWziosfW1nXU1NR2\nisLHzgb/3EsPX7v08LWrDr5+6dHZCigH2PYvZjKZ55HfIC/nEkXR0e1zap/gBHQb9ixESJ4DvhVF\nUbgVOw55Ksag28EPAd8PpMXwQ9TpMg3dBp0DjK6UtDgcGwLasn0VHk2ci2KKSm5/yvRPSApAU9MK\nLrvshjzbV76KU053SiFFJUz6SpKoQhmVMagf5Fr7utLulKCo9EaZk1nAHShwHhSVZtIrKlchReUc\nshWVuxFZ6I/IR0/0sXWJvd990djiP5KtqGyOFJU6RE72Jrs/5W17TVBUvoyI2B2IgCWD9ElFxTtU\nHA6Hw9F5UIni8jryUZRiUq1RFA2s/rQ6L1xxSQe/g5Ee5a5dIduXLjj3JV9RKaZq5F6ktq2oFLd9\nlVJxAukYRTbpKKSo1BLf6W8k2/Y1DqkKn0cX78H+lexOWYjUhCvs9ach8gAaaxwsV4vQVK+kohLZ\n+b5vx5+HiMA+9txQRGAesPOYZudwJ/q4DN0pf7P3EhSVfyA1ZSkSf5OKyscoo9KKXK+hw6WWWFF5\n075vsffe07bbGt1TOgBVb0Hcn3I+UmVOJVtR6YlUnQPtsSmAFJXhwzPU19dz3HEH5/38HW3DP/fS\nw9cuPXztqoOvX3p0KsUliqIBHXgeDoejTLRt+8rNppTTZXJyyaK/0opKW6WSyeMlbV9LkZJRqDsl\n35Ym1WUVUgySBY/FMirJ7pSTgH9Blq/kpK9C3SnboZB9I4rTJbtTHiEOyX/bzmVLRCACabnVHhuD\nciGvoRzME4gMbYkIxrtItN7Bvt6MeCLY24hQzkXEZg36uO6DFJ9QozUUkZg3EEHpacdfYO9xf/L7\nU54iW1GBIUMWMWxYV1pbB2V15wwcuAOgP+CeU3E4HA7Hp41KrGIOh+NTRPEgffvavqDSIH05tq9C\no4lzCx5zu1MgP0h/Pvm2r1F2LpPIb6MP3Snz0AT00J0C5XenjEMZlNxtbiPuTvkB2cH6CWieyBJE\nMD6ycwvdKT2QYnIdcXfKUkQy1iCCttaeu8qOOQqpOvPsfV9u+/sqssVNtucvtTUahwos3yL0p8Rq\nWm6Q3m1fDofD4ej8KGoVy2QyLwBjoii6LfF9KV9ZDbKK7dLuZ9mJ4FaxdHDptXzkKiq33PIgTU0r\nmD379SJB+vazfYVjVhakb8v2tRCRkqdQruJ5ZEdK2r4akUIRFJXcIH2wfH0fEYrLybZ9rUT2rP5o\nutcBtn2E6qe6IGVnGbKGDbZj7IxIyhTiMcQfI6Wllrg75SmUSclVVGaQraissee2tPNoQerKUmAI\nUj2SbfQf2jkFReWz9u9i9HF7OCInbxMrKrfY6zdDwxGfRkH+Xez9aspZt25P0tLyhzZ/9qXgv7fV\nwdcvPXzt0sPXrjr4+qXHp20VC36IgCVl7M/D7g5HBUiqGjU1tUVC7W0pKtB+tq80QXrQx0Mx21fu\nZLCRts3zSB1J2r4KKSoTiJWUuaiCKRQ8dkXEY619XQf0QhmSWrK7U8Kkr93tPJLdKclJXyGXEiZ9\n9Ufh9VGo4+QAe36crc2uaMzwGvs+dKd8hMjFXnaOz6FRxc2IoHRDJKkLIje72/nVo0lfK5ENbp3t\n40VkC8ud9LWO7Elfa6ir24Ljj5+U97MHH03scDgcjg0XpYjLZ9GVAwBRFB3a4WfjcGwCqLzLpJz+\nlPayfZXqTxllxw5kZSkxScntT8m1fQWLWG+UBQnjiHNJykhiW9lwpKgE29dK2+dzyA41B03F2gcR\nDJDKcRhwLJqQVWjS18O2TbmTvm6x4/ZHWZT3gd/a9ovsue6J8/wFCtBvY8/diwjGvkjZWYjUmhZ7\nn9g59AeG2Xu6C5GlP9l5DLbtelLJpC8nKQ6Hw+HYmOAZF4ejA1FaUSk31A7lKSrj86Z9pT9mNUH6\nkxEBCf0puUH63rbPXYiJUDmKyipEFLqhkHkXe22uotJs57oY2bimArOJ2+gPtm1ORiH19xDBOBdN\n1fqi7eeX9j5BofwP7Xx2QoQjTPrqhpSY7yAC04Tu+3RBikoYxrgNGhgQbF8rEUmrQaH8+UhROdTe\nJyhH0w0YAWTnUo4/Pl9NczgcDodjY4YTF4ejHVB60lf6UHspRQX+P3tnHiZVeW39XzcN3bSI0AEH\n4gACltPFxDnOmuCcXDNckxhjZjRRcEDFiwyKikFwRBOHxCRqki+SXBPRGESjBudEjUbFcsJZiaYb\nZepm6P7+WPv1nBq76lQ3FLDX8/BAV50676nd1Kmzzlp7LzLWXDuN9CcC19l+SslPKdZIn09RCaOH\nG8hspL/RXnM6Ig+hkb6zNPpxiAA9g9SVebYeiMCsRMRjmh3vclv/n8BvEHHLTqOPZ6cERWUsuYpK\nE8pPCWn0Q4jS6F1RcTgcDoejMxRrzm9H36B/LGeH6XT6jc63WnfhzfnJsL42uxXOTgl9KeU3tYdE\nct1VV3M+wAknHA2QRVAmd8ma5TfSj0MN6CeT2UhfSn7KMkRKNid/I/0qpPAst+37EDXJZzfSL0bq\nRRvKUsHWnoea6HdFxGR3RDJeRpasNxCR6I8ISx1SVGpsf4WyU+qRirIZUmNes/fcTFdlp8R/92s7\nO2V9/dyuKXj9ksNrlxxeu8rg9UuOtd2cD7oSuaKM/XWg26IOx3qF8rNTSmtql4pyGx0dgzLyM+KW\nr4aGnhx//MgsgtRZL0zhNaWM3ElpjfTjicYRn2eP74AUld+Rv5G+UH5KsH21IqLRgOxdDyDCcDGa\nuHUPsnO9bsfWSuFG+svs53sRkbrAfr4LEZNH7PWPWm1qgHcR2fjQjn07RHTqkSLyMJmTvkCWshY7\njsPs2N5AU78GkD87ZQ5JslNcUXE4HA6HIz86Iy63Af8qY38+VcyxzqP4aOAkk74ym9ozLV+5fSn5\nJn3NmDGBtrbOJn0VXjNqpF8AnI3Ui6C+FGukP9e2fQ6RlBlIUVlJpq0sX35KCyIzV5Br++qJFIxd\ngJ+T2Uh/HZHt6w7bd7B9/S+auHWDPX87sn1diYjCWYgMtaPpYnugccJbI0WmHmWahOyUJxDBGWi1\neRWdxv6fvY8f2PE+jkjS1Ui1KZadMtRe22jHk62meXaKw+FwOBxJ0JlV7Ph0Ov2bNXtI1Q23iiVD\ntUuvuVO34hasPUiWnRJZfzo62qmpqbUL1i/mkJX8fSnZa8btX9mp8ucShSOOR43vTyLSMQDlklxG\nrkUsbBsUlVJsXwuAc1Afyf6IQAykNNtXD6Ru7G7bHIxUir8hAhDS5+cgAnGp/Xyn7fs9O94wWrgH\nUm+aEJl7117XF1m6Pmc/z0OWrU9ZXdoQualDBOfTqCG/zdZ5HQU3Hmz1m41sY4uQvavFtjnYttuJ\nzOyU4r/7dQXV/rmtdnj9ksNrlxxeu8rg9UuOarCKORzrHUqbulVoNHAcySZ95SoqlUz6ClavXWw/\n88mvqEBkEZtPrvoSFJVSbV+bIGvUY6hnJdi+7kGKw8WI/AxEdqo0ke0LRDQm2ftebtscZj8vQ4Qo\njRSOVWhaV7B9vYNIBEj56Y1ISF9b+x/2Pp5Gik09IkV1VrMtUV9JP0RSXrJ9h0lf9xJN+noDeMiO\nZyGZ/T+NwBgyAx7Pz/ndOxwOh8Ph6Bo4cXFsECg9x6QzwtAd2SmlTPr6EVJUTkK9KPuTfxzx2WQq\nKq1EPSohhf45dAHek0hRGQX8ECkq2fkp9ZRu+7oK2aceIMpCgUzb13Q0Veyvth72/tpQqv05SOFY\nglScVmT12hmRjIWIOK1Etq+w/xQaJrCISGEZgVSbFkTC3kAZL6PsWJNO+sq2fXnAo8PhcDgc3Y1i\nxOUmZPh2ONYpVJZjUmgccXdmp5QS8BgUlT7oYv+yPNsXU1Q6iAjNKKJ+lpNt/aPIVFQabX9PI4Wj\nH5o6dibKV9kH2bm2Qg3oH9oxzLV/90YE5NsoPf5dItvXaUS2r1mISH2ElI42O45aRFxAqfKvotPV\n5siitQdSao5FaswyNAVsO6v1FXb8A+29voVI095W6z/aPkJ2SnzS11xbt7PsFFdUHA6Hw+FYkyjY\n4+LID+9xSYbu8IyWl51Sar9I8ZG0QLesKQKxC7rgfxopBTXkD3gEpc5vjCZ89SFTUfkusmrFFZUW\nRCT2tdc/QmSbWmb7akWkIIUu+B9C1qtv2777odHBByGl5RmUIn8IuvAPtq/P2DEFa1cjIlk3IwKy\nvb22DSkcvWzd1WhUcTMKoRyIrGjbIGLzNiIvS60mu9kxdth6I8gcR7w3UnZWobHIHyDFZZDVInvk\n8/rRl9KVcK93ZfD6JYfXLjm8dpXB65cca6LHxYlLmXDikgxdeSLo7uyU7AvV4o37XZGdMgBdjGeT\nlGKN9CGFPqwRGugn2d/TkKKS3UgfwhMXoolXs5BF6lBERv6K1JT4v0HTt65DBOhHyL72P8j2tRlS\nKq61bU9EROJS+3kMUk0WImIzFNmw4rav98ic9vUGGg7wLiI4GwHDiAIez0R9K1fZGiFkchnwF0SC\nPh87xh1tu+fJP+kr/+9+Q4d/gVcGr19yeO2Sw2tXGbx+yeHN+Y4NGmszOyWsmTkKuZLslPcRSRhC\nlC6fr0elkO3rITJ7VPrbGkFRORoRlNCXUgN8BSkqA21/M2ydBcje9X0i29ffEIFaEXsPAxAhOcT2\nfQKRogLRWOSFqP/nQiJF5Z+oqX8rRDpeR8rHpijjZDWyfb1q62wCfA2dktqQyrINIjAd9nhf4Iu2\ndlBUziBSVB4jylbpjcjXnUh5itu+8v/uHQ6Hw+FwVDecuDiqAsV7RNZOdorW7IrslHjAY7aikt2j\nUqiRvjed96icQ6So9EfqRFBURqAm9KVIfWhA9rCgRGxka8YVlXORWhFsZkFR+ZGtERrpf4dIS097\n/jnUK3MYUjcGILvY1WQqKisRwXrJ1t+NTEVlHpmKyiDb518QIakFbrRjHG5/NiG3kb6FgQNHceyx\nezNmjJMUh8PhcDjWVThxcaw1lD51K5+60dmkr+KKSulrxglSoUlfkF9Rudj2nR3wCMUVlXyN9Bej\nC/SgqHwIfBkpGnFF5T/kV1TmIIUjjCMG9azEFZVvIwIRmuJn2fG9R6aisgtwP7JlhUb6VvsT7F0v\n2J9eqA/nQTveBqTqbIMa6d+z42hBU8jyKSptqJE+rqh8Bf2uAgo30jc09GT06J9RW9uAw+FwOByO\ndRfe41ImvMclGdrbW5k581ZaW1cWsGAV6xHJ1y+i4MUoP+PIjCb60iZ9lbJmPFwSdLG8FBGT5UgJ\n6UP+HpUQDjkOXeRfQGbAY7yR/maiHpXwmv1szb8gQtCGSMFQpGI8TtTEHm+kvwrZqt5DpCTeSL83\nIhoP2r73if28kvyN9E/atlvbGo8hklJvf4Id7TGkiryByMlGaDTxZijgMTTSfwZN+XrDtjkSEb4f\n28872Zpb2v5HU0kjvfuVk8NrVxm8fsnhtUsOr11l8Polh/e4ONYLtLQ08+UvX8azz46ndAtWobHE\nazs7ZSqyRmWTmnyKyvGo6f0XSIXJF/BYSFFpI2qO3wKpHK2ILO1i22yCJoA1IPVia9SU/xNkyRpH\npKgE21cbmY30pdi+vkhk+3oNkZsb7fmQn/I0UoHqrLZDiGxfY4lsXx/aez3KanImUnY+j6xkFyJy\nNJZo5HN2I733pjgcDoej6xDvbz3rrG/Q1OTfLdUKV1zKhCsu5WPatJ9z6aVfp/PRwIUnfZU3lrgU\nRaXQ5K5Cisqh6EI6KCL/iy7+iykqd5B/0lcLujA/yNa8Eykob6FxxQuJekCGIrvXPPt7a6RGbGLb\nH2X7+BsiDZNt27vt8f2QovI3YLFt/xQiH6tQhskylDy/DZmjibe0Y93Gfv438Cnb1zKry0dWz32Q\n4rLEtt0TNeiDSM9OSFHpB3wDTSjrAxxgxzQZ9eC8RlePJva7Z8nhtasMXr/k8Nolh9euMIoP/ZH9\neOedp3LPPRPcXpwArrg41mPEe1TKm/SVPQo5t3G/1ElfC8ntSymkqIAuqq9HdqVxwLdQv0UhRWU0\nmSrKcqK+lBDwmEYE5V17HERa2oHLiVLq64ga6WttjSsQSbnHHtvbtp9rxz7C/j0YEZh7UfDiCmTp\nWm3HtAXq0RluNdnI9tfLjuNZe6zZXnMAspbVI4vYANTzUo9sXy32/CBEvOaifpfBRMrRrxERPBGA\n7bbbgpEj6+jo2NanfTkcDoejYpQ/9GczAJ59djwzZ97KqaeesBaP3lEITlwc3Y5Ro77InDlTzSqW\nP40+e9pToeyUXJtZobHEhSZ9rSYiKXuT25eyEtnEgu3rJGTnWobISOhLGQJ8DikpK8mc9HU0UlRm\nI4XkdqTYnIdUmV1tvbuBLwATkBrxLmqgvx5ZpsYDRwA32PPB9nUlIkS3k2n7OgkRqXORLWsQUnDu\nQQTpEOA7tu/XEOkAEa8Ftt7B9vh9RFO//h+ynn3bfn7QanqrvX57q88DwJ/t/Qfb1wBgZxQEGZ/0\nlX/Sm8PhcDgcSVHZ0B/HugC3ipUJt4olQ3ZzfjHbV/7G/UI2s0KN+xAFPMbT6L9HYUUlHvB4nv35\nrL3mTNSbEQ97DIrK9vb6eBr9KlsvbduCyM4xiFSsQBfzzyBi0Y5UkTZEDHoCFyFF5X5k0fo76rMB\nkZ790SjhekTI3kZN/K+hE/EKpKgMRCSkg9Ib6YOigu3zHSJFZQhwib3HvZHC8qbt7wxyG+mLD1Ho\nbrhtIjm8dpXB65ccXrvk2FBq1zUDeHKvHdwqlhxrwirmxKVMOHFJhnAiXbDgraLSre7I70EuWSk0\n6asFnXCutpU6S6Mv1qMSV1SyJ30V6lFZhojH/kRp9LPRJLBVSH34PJGi8jn7+UJEBo6IPb8QqSKf\nJ0qkf5So2f67iCiA+kwOtfcV+l/CFLFwTFsgUvKr2PvcHZG4F2yfHUSJ9d+22i6ksKKy1N5TSKTf\nFk03mwaQpahURyL9hvIl3h3w2lUGr19yeO2SY32rXfG+lGxFpdiNzszrgELfV6E5f32p35qEE5cq\nhBOXZOjXr5Hm5mYOPngK8+efTNITTURSWoAxiDAch9SJHex1M4lITSAoUFxRuZFckhImfQVF5S5E\nBLYiU1F5BSkmW9ufx5ECchlRo/xyYCRSVObZ9pfav/9qazwOHG5r/QU4ECkiKVvnNaAJEZ59EMkI\nZKK/HdswZOcK6ssrdiwbETXSx0cTh6b8uKIyAqlBS4ka9t+z43md0KfSs+cTrFx5HWtbUekM69uX\n+JqE164yeP2Sw2uXHOtL7VpamnN6WiOykWwATylDf5T9dawrLgngzfmO9QozZ97K/PkT0IlmEsWb\n6OMWrnhfyo/t8R2Q4hAUlRnoJNWHzL6UC2y9eHbKc+T2qByNFInQSF8D/ADZqu5CNqgRiFz0QI3m\nDyIiUW/HdTsiIUegSVpT0CSvz9nP56OpWn2Ipn/9GTXCN9kaaVt/AGqmb0OkJ5CXxbbePDvGXvYe\n/5+9r5eRNa4Zfbz3Q30w7bb+H+y1GyHFKLuR/k9oatkQdMJ/CKk7UmV00l9FQ8PGHHvs+dx6628B\ncsZSOxwOh8NRCoorKkPovKc1IHMAT/KhP/CnP13IH/5wRlXcfHNkwhWXMuGKSzL069fI+edfy0UX\nfYXiisq5yBoVV1ROJupLKTbKeDxSKA6lcF9KMUXlXkQG9kHqxllo6tjdts8GZLPamkwL11ikcBxp\nx3sBUiuC0hNI19NI2QmZL59FKswFRLazB+zvI9BJ+EJk6+qNrGI3owb61xCxmmrvudG2+Y2t+W2r\nUw0iLDejHpYD7RgnIBJ0tB3DxWiE8auEvpTozlakqIwZc9w6dyJfX+4+rg147SqD1y85vHbJsS7U\nrtAAnq5UVLJV/+Jrxi3qAAsZO/a3jBv3ve4vxnoEt4pVIZy4JEO/fo288sor7LvveTQ3T6Ky7JTw\nmleQotAH2b/KyU4Jtq9N0QX9IDLT6LcC/mH7fhv1nSxHxOIYdPEfjnskkaKyEbJVzUDKxh2ICDWi\nJvstbP3Ftt0qNPkrvIeVqIH+fdvuEKSiLEE9Mq1AXzuWJtSzUsj2dZC974dtnQNtzUB0LgDmUlt7\nH+3tImHFZPR1jbAErAtf4tUKr11l8Polh9cuOaqtdtnqRucDeAr3tObrS8mX9VVa434hizo4cUkG\nJy5VCCcuydDe3srnPnchzz7bhC6aayht0ldoSH8eOJXyJ309jixTb6FRw6Ev5U1k+RqESMoTqAfk\nQEQiHkRE4FB7zUX280Q0Cex+8k/6OhQpF1Ntv5+0bT5C5OGziFikEUHZFk0jG45sb1ehHpL7EVHZ\n2NYdjOxif7PjPhPZw95ACkwjIkk1tt9tbN1e9p6ORxku91mtqOq+lK5EfQ40kwAAIABJREFUtX2J\nr0vw2lUGr19yeO2SY23WrjhJKXUAT64bo9D3FRQLo+6scb8QQYIddriAP/7xrPXu+7C74cSlCuHE\nJRmuvPKmEmxiXT3pa0+kVlxvz38XXfQfSjQVKz65axFRdkqxSV+PoJNdf9RLs7u9y5CzAiJlbyKF\n5Ehk+zrDjmMoIjC327EvsOc2QiSlBRGQqYiA/ACpQw32fq8msn2NQHayFSjfpZ/VLti+zqJUGX19\nhV8AJYfXrjJ4/ZLDa5cca7p2pVuwkk/6ymf7qrxxP59FXdM3zzijnnPO+WH3FW09hTfnO9YbLF++\n3P6V3XjfCtxCNOkrO42+v223o70uO42+Dl2cg2xWIPWhCVmoNkM9MgsRKTjMtjnVft4eEYQzkCqy\nrx3TWKSovGM/zwJeRMrHOSjxfSt7/X3IMrY5IkFvIyvXUHTyvBTlrUwiUoh+gRSVLyCb1yKkyKyw\n45sA/BLZ4TZCDf4twClIJRqOGunvsueyFZVg+8rfmOhwOBwOR7no3IKVHfD4f3n2knkdEA8jPvbY\nc2NDXyYAUlSuv/62Lm3czxz6s4sdex/03byS3r1/X1GdHN0HJy6ObkdLSzN33PECUYJ9vjT6fJO+\niqXRz0b9LX0R8cCevwdNAtsVkYXNkA3sBkQOzgGOQurEj9EUMFAvzXSkyPyVSFE5y/b5OaR+NCCr\n2FZIUXkJKSqH2b7bkGKzE/Br4DO29mhERv6NCNLn0QkzNPI32nrnI0Xll0hROdVeF0+kvxj146SI\nFJU+wPFst90LjBx5m5MUh8PhcCRGedkpgax0NiX0YHr1Gm0E4yQGDPiBDX0pZdJXCzNnxhWVyeQn\nRWHN0Lgfrjsgk6xMJb9FfSW9eo3m+OMvTFY4R7fDrWJlwq1i5WPatJ9z6aVfRyeH4ygvO2UOIiKg\ni/6Qc/IIkns/Y699CY0VHozUiL8j1eO/ybRTTUHEI2Sn/J1IhZmDekpOQyflvZAqczdSXTZG4ZZP\n2L5r0InxRkRqTkEkpR/qUfkIncgbbe0vILLzCCJINYh47QD8CzjA3suLqE8lOz8lhRLv44pK/sZE\nRwS3nCSH164yeP2Sw2uXHJXUristWPkmUxbqUSndZlZqGHUYnjMMWcZDPy0UzoYbh76Hj+KMM+7g\nnHNOLLt+GzrcKuZYL9DaGmxiTRTPTqlDd0HakKISEuYvsOcvQpaykEq/FyIsb9p+G1GfSdj/DNv+\nQqSUTCcKfNyYKDvlMdvXvoikjEeqziLUDF+P1KBP2rZhVPFEpKp8iCxlP0RkZF/gE6iX5iF7XyvQ\nyb4XsobtgMjQe/b6AchitgiRt2eJ56dsv/0kPvvZOjo6PkNNjSsqDofD4UiO7s1OyWf7Ut9KYUWl\nVJtZ9ponocE2+5OZ85ZPUQl28lYys+HiFvUmYCEPPfR0aYV0rHG44lImXHEpDy0tzXz+8xfy4otL\n0LjicFdjP9vir2hcMGj88PX273g2yufRSWgBIgPtSB2ps+eys1NCtkoLatb/PFFuyW7IljYNqSqj\ngesQSRiO1JarESHaFuWh/CTruFrtWEDjlCejoQGjgV/F3tMLqE9mAWqUBw0F2B+RqTZ0d6cRTU3L\nn59ywgkHcPbZ3/IU34TwO7fJ4bWrDF6/5PDaJUex2nV3Gn3y7JSkisoIdMMwhFFnN95nKyrBon5f\nbL14zhvAFHbb7X3uuuvnZVTdAT5VrCrhxKU8RDaxJWg61mZIZTiE3EDHqUghuRspKpejyVv32jZb\nIHJTj6xaV9j2c5CKcSlSVO5EFjKQ4hHIzcWo9+RuYBPU9P6WvXZz1LfyNFHPykR77gNkQ+tAJ8iD\nkcVrLrJ8DUSKy25IkWlE5GYpUnRa0An4ABQc+aYdz78J/TnF8lOGDNkS8C/wpPALoOTw2lUGr19y\neO2So1+/Rpqbm5k+/ddAIUWl2rJTSgmjPg45L3Yg0/aVL4x6BSI1X0IDerIt6qPRNcT55N5QfYGm\nprd45JHr3dVQJtwq5ljnEdnEhqL+j1OJQiDvQyrILugCPkwH2w+pKqehZrowRetpRBqeRiQkkJzD\nENmYZPv+MTqZtSLl41GUKL8CnaAGIdKwBToxXox8sE/Z8QSytByFS9ajXJfVqH/lEUSktkNKSR0i\nMvMQwVlk230G2cD2Q4TlNCCc+PvS0dGn4LSvceO2LbnGDofD4dhwkU0Y6ut7cNddbzB//kSSNbXL\nghWa5084If+kLxApylRUkjbug76zT0U3AeOTvg4lUlRm2DHGbV8TUP9pmFB6BZmKSj6L+mx0DXA8\nsmovsX01AItpbr6Sq676DZMnn1K48I61Aicujm5FR0c70VSPPugk0oZ6Ua4lyk4B9aBMRDat99Fk\nLYDTyc1OmWvPhZ9BqskdwO8RkdkbWciWowb3r9ka4S5OmPT1ASIi9YhsnIVOan9BTfZH2PPh8TuR\nUvPfts4lSCHaBxG054mmfV0MBLLiI4kdDofDUTlyLVjZhGEihXtUCk36yuxRGTVq5sffVePGbZvX\nZpafFE0il6zESdHBwI/Qd3G8R2U6+Sd9tRBNGAURjOMRoZmO+lVOsjU7iGzgk5Gikt1P22p/apFD\nItjYz7TXXwX04bHHni39F+JYY3Di4uhW9O69ETqB3ILUkQ40zet/USDkCkQ4niQKjXwa9aDMstcc\ngPpdZtteN7a/H0B3SU5FxOFVNI2rHmWazEMnw38iS9d4RFKOQierJegEWoeIVE+knHzf9rOnPX63\nHeM1SL1Zge4GzUaTwz6JCNRkAM9PcTgcDkeXobTslEKEIY7yFJU1l50SFJWmnGOMohMusPf4J0Q0\nLkHWsyainLdJlKaoNAGPo2uLcC3SF323X2XHNMWO11FtcOLi6FYce+zBXHHFOaxefR0iDGNQH8gd\nyGsKUlTeo7CiMobobshiRFJ2QQ13p6NRh70RQboZKST7o5Pf3xFZaUMk5TUi5WQOUnKOQLav8Hgd\nUc/KNHt8ATqp9UcntHlIdbkWGOKKisPhcDgqQtdmp0TqRjFFBYpN+lpT2SnFFJUQRj0EuSiWWh1G\noQiCq4ly3jpTVE63x39q241F1vAbiK49ZiFy08qee/5XgffqWJvw5vwy4c355UHN+e+iSV57oTsn\njxE14odG+vcRGQEpLpuhxvoDkVryN3vtYDTJ6wmUaxJOXP9BSfSt6ETVh6hHZTVSc4agBvzH0MSw\nrVDvCkhR2RqpOA1I1Xkf9aqsQn0z84C5bLLJKoYP34IRIwbTu3efbs9P8SbVyuD1Sw6vXWXw+iXH\nhlS77pj0pRH6g/MOfIG1nZ3yv4ikxCd9XYD6TIOicge5OW/hNWNRP+sHyM69FRqcs6et9bjt8yB0\nE/N8NIznXaQW3Y6mfx6ByND5yKmxFA3zaaC+/gGeeeYavwlZJrw537GeYABqqLsPnUwGIRLQgE5w\ntWh08CpEKN5CIYyDkLVsHiIgh6ETzAeIoDyF7pB0oBPU3uhkVIMk4n/b+m+jk+2btuZkdJJ8AZGa\nXrZmDyQ/X4u+ABYAp7Hzzpuzyy638cor77Hrrgdy6qnH+8nM4XA4HGWhe7NTIntyv359GT36Qmpr\nGzpJo1/T2Smhef682GsKKSqjUf9KPOctDPAJFq4B6JrhI0RaWpGLYjFqyG+11zSgG6cjgDOQA2ML\ndA3wMJlDf+YBD7Dxxs3+PV+lcOLi6FaMGvVFZs78EStWvEYkHT+P7po8iEYUNqK+l9cQ6fgM6ku5\nzrYfj05MP0R3TTZCqstWwDnoRPln29c0dLLcFd2JegBJwL9EgwDGoBPtABQSeRY6OYJObjsBZ9DQ\n8BV23nlrrrnmOoYM8QlfDofD4Sgd2YThV7+6o0stWJmWrwkZ44i1fgszZ87Ks+YeRASps0lfBxO5\nGiDT9lVo0lf8NfEelZnoe/45RFJmoP7UlbbND5GqE2xfs5ELYjaazNmXEB+g5+9HNywno+/wfEN/\njrDnJiAlpxVZ1KfbcT+KBgTELeoNQAMffLCCBQte9e//KoRbxcqEW8XKQ0tLMzvvfDQrV/ZFJ6ut\nkSqyCjW1b436UI4gMzvl34jENKAT0ja2x/fQiW4wGjW8F/AG8Io9X4dOhr9H08l6IILyH1urBpGe\ncDdne2AZ/frNY/DgftTV1bPXXjszZsxxVXO3ZUOyTHQHvH7J4bWrDF6/5FgXa9eVYYtJslPia9bX\nT6KtLd+axbJT4mGN3ZGdkm37WoBuPh5lr7vQjqsFONz2+zj6/j4QuTMeRtcST9s2y5FK8gXbx/lE\nisrGwEJ0HbCfvf4RRGAOBtJkWtRTyEreDkxi771/yu23B9LmKAVuFXOs87j++ttYuXJj1Oj+lD16\nBZnZKcuA21B2yhKkpKRQg/xqFBb5HjpZHYJOXO+jvpQ25KVdgUjJp1Fw5RZorvs56OR6OTCbpqZ7\nOeKIIbzyysXstNPWNDSsoqFhE0aN+nnVEBWHw+FwVDeKKyrJLViFJn1lKyqLFi0qavtqayu0ZnZ2\nSlxFidu+OstOuQh9h5eTnRK3fZ2GvuPHA8+gaV4HIAJxke1zLrqROR2Rk9vRzcwtbB+ziVwaT6OB\nOxujm6CB5Bxsaz6Mrh8us/39G5hPZFF/EdnKB1l9Ck1mc6xtOHFxrAEMBF5Hk7sGA1eifpO30clx\nIfADdKfnJURSjkbScDw7JXvS15voTszB6A7Nt5EE/nMij+xsmppe4Zhjfkv//v0ZNeo6JygOh8Ph\nKBuF1I0kFqxyslO6as1MC1foUYn3pcRJSvZ0sHiPSjZJKSU7ZYXtI/w7KDunoxuQwbI1Hk32egK4\nnvy2rzmInNxkjzWi64Of2P5/hPplBhHlvL1m640isqi/h64jFqC+19tj7/dErrzy/Dw1daxtuFWs\nTLhVrDy0tDSzww7fpb29FxpZ/Bayd72HSEp4vBUpKkMoPOlrlT3eB534hhMFPYqk9Ot3F4MHD6Cu\nrpYRI1JGVrpv4teawLpomagmeP2Sw2tXGbx+ybG2a9e5olK6BSuyfbUwYMDZpqgcmTHpK9v2lT+v\npRzb17lEYcv5bF9fQt+dYTpYmPQFIh+vIHtVHyKysj0iNgvQd+4ViKSE6WD7IQfF3UgV+Q9SORqQ\nIrI16isJU0XvRha5+M+fQ2rJn2ztJbbfDxA5WYGG9dSiaaH7IBISFBVsrf722HCkqGRb1B9HAdJf\nRRa1VuTe6IuI1Ic89tjvvMelTLhVDEilUrVIU/wB8hC9DvwknU5fE9vmXOBE1MzwEDA6nU6nY8/X\nIw30a6izew4wJp1Ov7um3seGiv79m9hxx4149tmQv7I56mkZhhrrHkF+0kPQCelu+7kXOhkuQifa\nu9Bdosy+lGHDLmCXXbaloeE2u1v1i3WapDgcDodjzaI4YUiibmSqKMceG7d9zfyYpAAsX76Uq676\nTWzNcvNa4ravVtTjuRv5Ax7jikof9J36PUQsxpE5HSxfGn2+gMcQAvkRURzB1ohwHGTHdT/6Tn+G\niKTcQzT56zQ7nmVo0hf280bo0m0uUmBCGHWjbbOV/TuEUYcohfmIgOwB/Atd6sYt6s8gcnIbGuyz\nEtgX2c7+bTW9mVNPvcx7XKoQVU9c0CdlHPqf9Cj6n3tFKpVqTKfT01Op1GR7/mxEaiYA96ZSqR3T\n6fRHto9r0XDuM9CsvYuBP6dSqd3S6XT7mn07GxZaWppZvnwT+2l/dJK6DxGSXZBt7DT0q61BJ80J\niKA0EDUABtvX2xxzzJampHhfisPhcDjKR64FqxBhyNejUijgMepRGTMmM4g4v+0r35r/Zz9nk5XM\nNWWH+gmZtq/plBbwGO9ruYloHHFnk77iAY8tiABcSWTxWo6+34Nlayy6YXllqALqVQF93/8L9av+\n0vYxFhGTI9El2zhKD6M+g2hIz1Q7hqAGjUbXFS1IBeqByF2wqL+IFJiv2LqTgDNYtWomjupDVVvF\nUqlUD6R/XpFOpyfHHr8a+B9gKEoUmpJOp6fbc/0QgTkvnU5fnkqlhqLREV9Pp9OzbJth9thX0un0\nbeUck1vFyoMCKL+O7oZ8gygYsgPdKalBJ6FCispmpqg0dnvQY7VibVsm1nV4/ZLDa1cZvH7J0ZW1\nK82CVSjgMd/Ur2jSV7GAR8iX19LZmoXsXxAFPI5A36O90XfqUiJFJdsyFg94vJ5oOlh2X0t86lfo\nKQlp94MQSQgBj0+i7/TdkWXrUaSorEQEISgqhxDdrAyOi43tGHdHCknY/m4iRWUnWydM+gqKymDb\nz6vAlsgC9ndEuk4hU1F53/ZRT6SohJ6WWvt9LkUTS7dDZp0O+/kUYAbf/W6KH//4HBylw61i+h/+\nK3JHY7yIOr4PQVri7eGJdDq9KJVKPYDm5F1OZHq8I7bNy6lU6jnbpizi4kiKoehuRvDGuqLicDgc\njq5D8YDHci1YpSkqxQMe8+W1dLZmdlN8XB3JF/DYmaISD3iMKyrxZv3sRvpBts9pKE8tKCotRNkn\nUJqi8gFSVECN+B8RqTQhOwVKU1ReR9cS44Ffx957XFFZiMYrv0bm0J/HyRz6MwvdMF2GrG6X2H5f\ntOM7k/79H8VRfahqxaUQUqnUXESRp6H/lb3S6fSq2PNXAl9Ip9NDUqnUdOBr6XR6q6x9/BHYJJ1O\nH0wZcMWlPLS0NHPMMTOYP18nlZ49z2Hlyn1xRaV0+F3byuD1Sw6vXWXw+iVHObVraWnOIQxRQ3xn\nikpQKDJzSYopKoGw5F+zs7yWwmtGisow1Cg+gszslHx5K4UUFWz/l6EbhpfYMcSzU/ZHdqqN0OCc\no+x196MbixMREfkrIj7PE/WcxBWV0PgeslM+AHZGislU28cdKBj6OVs3NOynkCKzBCkobXaMtXb8\nNxKpIPEYhXeQ4rQxUp8OQJluhYb+BEUlDP15yOrW0/5siUjVVUB/dt55Kn/4wxl+PVImXHHJg1Qq\n9X00y240Cvhoi5MWw2JEq7G/l+TZVQgMKQt1dbUfn1AdnaNfv0buu28S11wzC4DjjruEW26ZCzQy\nevRvaWryk0JnqKurBfD/dwnh9UsOr11l8PolR77aNTc3M3PmrQAcf/xIbrllLsuXL+Wuu95g/vxt\niJrnQ19KKYoKbL/9Ko488g50gXwzvXv3ZvToqTQ1NX28ZkNDT44/fiQ33XRHJ2uWktcCsjLNQhfV\nxRSVeHZKvryVQooKto/voib5E5HDvgOpE88gsrMrIhBXIIJxP7psWorMLE+h0cK1SLUIvSx7IZLw\nPmqy/7s9BprmNQApN0GB2cr28REiLyByFrJT/sdquQ1Sjq5GMQgfIhXkh/b6YUQhlSCS0g8RkWEo\n0+UpW2+grf8yutztae//GaIYhdOIW9Q/8YmxfOc7h3DOOZPo27cfjvIQPrfduka3r9CFSKVS30D/\no2el0+lrUqnUePS/MB9W2981JWzj6EY0NTVx/vk/BGDVqnYmTx66lo/I4XA4HOsKmpubueSSX3Dz\nzf/i/fdnAC3MmDHBQhZvQoSgM8KQacESWQkk5cKMm2iBrEQEZWIZaxbKToFMC9ee5PalZFu4TkJ2\nqmVImYlnp8yw95TdSH+yHcNRSFmZTmT7ut6O43REhH5KbnZKsJuNs+c+hQax1toxDbHt49kpwfa1\nHJGCy2P7DT0ubcj2db79DrZCE0N/glQhkGVrM3tdM1JNrgdutlpdiojVQYigTbF6ZQ/9OcbWeA8p\nKZ9A9rBgUb/Q6nkaMJtPfOIdvvrVIfTvP4DRo3/JppsOAHS94qg+rDPEJZVKnYH+1/0JdXmDqHh9\nKpXqkU6n4yRkY3subLNxnl3GtykZq1a1u+yfAG6ZSA6vXWXw+iWH164yeP3KQ7xf5PvfP5JbbplL\nS8si61EJikI8GT6uqHQW8HgbHR2DqKkJQY/jP7Z8TZ/+a6BQXsvEktfMH/AYV0em2usKBTwWUlRu\nJDfgEXRf9uuokf5E1EfaYft/BhGU7YmyU2ahJvj/QmrJLKSOBEVliR37UtTM/jTqGdkL+AdRP8qb\nVod6NBYZdEnVhmxi59ljr9g+hqBJYdfaz1PsdzkdKTaH2/a1yMbVw/69DKlDixHhqLfnHrTj+i6y\nwLWjy9l6e08PIhL0S6KemdnA1gViFK7NsIQFwuKf2/JhVrFuXWOdIC6pVGoqunXwK+B7sRHGL6FP\n7hCkBQZsi6aGhW02T6VS9el0ui1rmwe69cAdDofD4XDkoHjAYwtXXx1XN8KY4HyIW7Ci5vkTTohn\np0zICXjMzE4pJ68ld004HvVYxAlHvuyUuO3rPNuuUBp9XFE5Gl0CZWen/Ieoh+QypILsgyxdD6OL\n/ZfIzU6pRcRmNur5+BciAgcgW9aPbZ9peyykzDfYsWP7byUzO+VtpND8C12WzUR9KVsDv0HE5lmr\nW5j01Z/MSV+PILvY7rZGm70edJm3CilXS5Gysw9RFsxMeyyEUY+moaE3U6aczZw5TwKb+NCf9QBV\nT1xSqdSp6BN7RTqdPiPr6fDJ+SKi7qRSqf7AgehMB3AvouhfQFScVCo1HNiR6FaHw+FwOByObkRu\njkkhwpBEUQlKysyPL0xLz04pLa8lyk4BKQXXo16Ow8glKcUUlXjeSjzgMZ+i8jWkVpyDelKWIuUi\nWLFuJ3PS15mo4b0WkYbpRH0mbcA/kQrxM3vsdEQEbrB9nmvHsB/qPRll2z2Pmt/jifOlZKc0U/qk\nr9mor+V9pAJNs8ffRCQt9KV8G/1f+Tlxy1dT0yscc8xvbSppZhj1pz71aRzrB6p6qlgqldoCjZdI\no09P9qSCv6NPy6no0/aS/b0FsFM6nV5s+/kdOrOciUyQFyPtcbd0Ol1WAXyqWDK4ZSI5vHaVweuX\nHF67yrAh16+4ohImfRXKL8k3gUsTtQYMONsUlSPzTvrqfM3y8lrKz06Jv2aYbZtPUWkmmvrVgoiJ\nJm7qnmxQVKYQ5Zw0ImIQJn01kD87pda2r7d1trX39S6aIBafFraPHfODSI35PCI7ryDr2DDgk0RN\n+ykiRaXU7JQF6P5xUGzCpK+Hkc0rPulrBSJS26IU+z3IVFQUnSBFZQB1dbWMGJEystI1U0k35M9t\npfCpYiIbvdBcvUeynutAIyPGo//5Z6IzxEPANwNpMXwH6YfT0Cd6LjCmXNLicDgcDocjE8UDHku1\nYGUqKvX1o011yVVUIDPgsTQVp/O8lvw9KkmyU+KvKVdRWUJmdkpQVG6w15SqqAQFZaz9vBciJTPI\nr6i8hhSVb9nxnEWUnVJH8jT6fIrK27Zt1ykqjg0HVa24VCNccUkGv4ORHF67yuD1Sw6vXWVYn+vX\nuQWrmKKSqaJEmSuRonLKKV/mllvm0tq6soTslJllrFkoO2WEbXsR6j35km0XSEq52Sn5XrOfve5B\nlOawEBGPoKjsjgwmYVLWA0i5mEauovIXdF+3BSkePREh6IEITchOCYrKQ4i4BEXlZUSShhMpKh1W\nh5fIr6i8i9SUOnIVldAcny+NfnP78ygieH2RstJofw9HBGbNKCqdYX3+3HY3XHFxOBwOh8Ox1lA8\njX4ymc3zkyhNUclUUY49Nt5Irx6V9nY1gec20g+hvLyWuO1rNSImwyisjoQelT4Ung5WanbKWGT4\nWEzURP4oGoX8LJFa8ijqlXnJahgnKS2IQIBsUyE75SDUGH8xEfE5AJGXeHbKCqR87IPGHf8OWba2\nIcpOqQOuQWrKEqLm/ZMQERpmx/eBPRf2+4g9twe52SlBqQnZKS8gK1pudkr+SV+uqDjyw4mLw+Fw\nOByODORTN2S/ik/6Ks2CFTXSR1O/xoyZkHFhmt1If9997zJ//inkNtKXMl0s3kjfme0rOzsFRHCO\nR5PBsqeDlZOdMp7MpvkR6LJrjD1/BlIorgtVICIdNaiX5H00eQzUSL+cqDn/RKIRxf1j+z0TkaVV\nKNdkgtUuELc/ILUIouyUibZWb2QVew3Zvi5Fyk9fe683IMLRilSaJcj2dYzV8wVEZDqICEpudkpT\n09scc8yWpqT4pC9H6XCrWJlwq1gyuPSaHF67yuD1Sw6vXWVYF+pXXFEZQq79qlDzfKYFa7vtJjBy\n5LamqByc0UgPlKDiFGqkz+4z+V+iPpNCjfSHIvvWJHItXGMQqTmOyCb2PZSdssDe1xVEfSljUfDi\nEbbOhWRmpwR7ViNRw3vc9jXe6rQXas+dbce5HF3wL0YWsp2RohJGGd+JCNZBSP050o57MrKf7YNU\njjAyeDhRdspwRMzOR835C9Gcojqr7Qr7exnwKlJXNrbthtu/n0LqylaIsKxERGhz4CM0E6nF/t6E\nyPI1l6OO+hSvvLKQnXbamoaGRlNU1oztKwnWhc9ttWJNWMWcuJQJJy7J4CeC5PDaVQavX3J47SpD\ntdWvs+yU3H6RUiZ9RSSlo6OdmprajAvT8tcsrS8mmsdzGpl9Jvka6UGEYSlSB76EVJLPImUjPh2s\n1ElfYSrXrsCTiDg0AM8horKEiMztZfu4C+hH1AfSYI+vRP0ttWjy2F6IPPwL2MmO/2mkqjyOyEsP\nRGjq7bjqEKG6wtYYjQjVQtQLU4+a9/dBqkiLPd6IyNJ+9vq0PTYYqSgz7PhaUd9K4UlfTU33csQR\nI0in3wB6sNdeOzNmzHFVS1AKodo+t+sSnLhUIZy4JIOfCJLDa1cZvH7J4bWrDNVQv0LZKSIMe1Bc\nUclUNyKSkamoZN89r2zNUhvpC5GUQorKyeT2snSmqOyPLFXtaDBpf2QR2922fRzloQTb12Ki6V+h\nGb8ZqS21tuYQRKI2IzN/5UdIURlp211j+z0VkZvPIUIxx37eFhGunyDiFo691d4XiNhNs2MajBSh\n11AvzCKiSV9/se17I1vZHODP9vNnyJz0dQHZZOWYY/Zao83z3Y1q+Nyuq3DiUoVw4pIMfiJIDq9d\nZfD6JYfXrjKs6fpVb3ZKuWtCZhbKy+SSlXwqTD7bV3crKlcAn0BWUhToAAAgAElEQVQWqrmoF2Q5\nUk0+QH0ju6PYuf3tvT2MSM181IMCUQJ9aKQPtq8GiisqH9hzPcic9BXS6BuBD1FOSi/bbw9ys1Nq\n7JifRnavPlaf6pj0tSbh573k8KliDofD4XA4MtD5pK9k2SmdpdG3tDQD+SZ9JV+ztCyUYo308QT7\nfI30E8nNTvk6UlRCdko7cCWRohIa3rMb6bMVlWeATyFF5TU7pqCoNCKi8ZPYfpfba4J6M972/Tfb\nPjTSX4hsXdmN9GOJlCKQIrIbUk5mIfXkEatDPDvlL0hh6Y1IW1BU3qdwdkpQVDw7xVFdcMWlTLji\nkgx+ByM5vHaVweuXHF67ytDV9euaHJPC2SnFFJWuyGvJzTXpiyxc2Vko8deciy7+CykqXwLOQxf0\n8TVAF/pvo56QNqSirEYX7yHnZFekouyP1I2gfDyByFVQVIYD9yIV40Ngb0Rk3kEKxn723CNIkTkY\n9YtkKyoPIdsWKJ2+A+WobIpIzdFoTPFEez8LEYHqRfnZKXFFpbcdX9h+KCJJG56i0hn8vJccrrg4\nHA6Hw7GBofNJX8lyTIplp0BnafTJ8loyVZTsLJTfEWWhBEUlvCaMI97F1g7TwbIVlRMQ+QkqyliU\no9IX2b5CzslDqLfjdaKRw5ugRvV9kRpyN+olqUVWsGlIqdjItqu1f/+YyEp2sO3rYZS7chkaAfxv\nZAVbhfpR0ohENaGE+m0RaQgBj08hIvQHO942RIZetmMeSESMhtlzjyC1aCRSku622vWwdZ8hUlQ8\nO8WxfsCJi8PhcDgcawmdTd3KzU4pLcekWHZK9ppdldcSWbgKZafEAx6D7atQ3sqZiJT0RA3qQVGJ\n28RqgK+hsb9TkaXqDpSLEuxZt6ML+PDYOHSBX48UhxuQTasRqRr/RAnxwfY11tbdC6XOz7Ca7AcM\nsjVAVrH3UPZJaKSfj0hKna17ix1HCyJdE1CPyodowtlr9vqrEVF6ymq0MSJw8eyUTyJ723ikBDUi\nUjKBKDslDDfw7BTH+gO3ipUJt4olg0uvyeG1qwxev+Tw2lWGQvVbE5O+CmWndO+kry+RaeGaSe6k\nr/CaV5CCkp23MgmpFguAS+wYFqB+lKMQsYnnkUwnSo7fHSkbQQX5ByIThxBZxUKuyhykygTbVA1S\nRHogFSRYyfaxfT2MbFyftzUb7bHhiETcZ9vtiexjCxGxCI30K+1YGoga+Lexx9+03+tmqO9kG2T1\nehgRrN0RmXoZqS697XUD7fcS+m7OBA4EltG//4MMHbqpKSrVn51STfDzXnK4VczhcDgcjnUYzc3N\nTJ/+a6DQ1K2gaATbVymKSqSinHBC3PJViqKSdE2IkteHkb+JPq6o9CFTRYnbxAopKtjP30V9KSei\nfo8OpCQ8g0hLCHh8isj21QOpFJMRkbkHEZYtUIN6LUq6vxdZrw4CXrTjCsTnAERewj63snUeQMTn\naaSg/ANZvkKGTB1Sja5GCspbiJichgjGXoi8fWj77YUIzVtWywOQ7asF9c68amuuRqRlPupTCYpK\ndl/KJBoaejNlytnMmfMkDQ0DGD36N9TWNuBwrG9wxaVMuOKSDH4HIzm8dpXB65ccXrtkCMSho2MF\nd931BvPnq9G6erNTSk2jLyU7JbwmKCqFxhEXUlSCopGdcxKI0vPIbgWamvU6UkJC5spBSFG5E5GW\n5tj2pyNCcS2yjZ2IpnKByMj1ROGWQ9AY5GPsmE5HpCSFbF23236C7Wsl0eSuy8nMTnkd9dNcYI9v\nb8d4HyJGB9rxn27H8kki4ncp0UCDSFFpanqMr399/7wBj/65rQxev+TwHJcqhBOXZPATQXJ47SqD\n1y85vHado7Ick8omfXXFmskmfeULeIxP+voecCOdBzyOQKN/O2yfzxDZsxqBB4msXQ8gcjCNTEWl\nxbbrQP0v96Jekf9CtrGptv2dyEJ2EFJZjrTjvhA1xS9HU7n6I8WlBilOf0SqSOitCQGPi5HqEldU\nXkTKzOZ2/AuRlWwAmbavN+wYa+24+yHr2zKkpuRO+pKi8j3mzHkSoKjtyz+3lcHrlxxOXKoQTlyS\nwU8EyeG1qwxev+Tw2mWis0b68tWN4n0p2eOIa2pqc7JTkqwpYtEHqQ3xvpRCigqoCXxp7DUnI+Wh\nuwMeZyJi0I7IRyPwkT22CKkZGyE1Yx5wlz03APgXsJMd/9NILXnA9j0YkYwFaMLXF1FafSApl9p7\neM9q0cuO4QBEPF62x3sjG9fBiITcgwjKYKTW/Nheu8zeY3bAY5j0BYMH/50BA3oCqysaR+yf28rg\n9UsOJy5VCCcuyeAnguTw2lUGr19yeO2Ewvkp+QhDeYpKPqtP92ennItsSoVeky875WRye1kKKSpv\nEykaFyCiEJ/0tbtt+zjwM6KAx6VEtq6xSB1pRipKT0Qm4pO+DiKa9PU2UmD2t5+vIbJXLUbjgYPt\nazSybvVEY4t/E1szKCrtSBVaSBTweCciJ03IDhdsX80oRLI/6kH5E1J5GlGWyqW2z2mo8T8e8Hgv\nxxyzV5dmpvjntjJ4/ZLDiUsVwolLMviJIDm8dpXB65ccG2LtCiscQyhOGPKrG9tvP4nPfnZwQkUl\nkJR86xRTVMYjFSB70lcxRSXeyxKf9LWUZIpKdsN7UD5KUVSWIKJ0L7rg74kUjVpEuPay7R4lIi+h\nL+Yh1OD+OrJjrUB2raOJFJVvInLTgfpW6lBzfzzgsZCi8iAiXv+wv19FCsxqNCK5+xWVzrAhfm67\nEl6/5PCpYg6Hw+FwdBMKk4ZshaNQfko8bDE3O+WEEw7g7LMvpLa2IcdmVlxRSZqdMor8ikqp2Slx\nUlMsOyWEPZ6DFJV2NPo3KCpzbdt+SLEppKg8g3pRZtt+ryJSVH6PSMkEO45HkaIylUhR+R+kqNyB\nFJXtkapxlr3vz6A+l6tszd8g0hSCJQ+2v+OKyuOIgP2UTEXlAXt/05ElbRXwBCIzP7X9TwN+Tqai\nEs9Ome7jiB2OCuGKS5lwxSUZ/A5GcnjtKoPXLznWx9qVZsPqTEkprZF+yJAtaW5uZsqU6/PYzGZ2\nsl6x7JRiigoFXlNIUYlnp8StZQtsnSPIn50Sck52RSrK/qhH5Wk79iesVnFF5Q7bZjlSVO5G08dA\n5GIeIlyt9pp/IrISFJXB9vwS1JfShhSPbVB6/C1IXYkrKm/Ze+2NyNHeiDD9G6ksG5OpqDxg226B\nclIeIkqjr7c/IfslhD2uWUWlM6yPn9s1Ca9fcrji4nA4HA5HQnRuwwpKyiRKUzgK5afM/Nj2BbB8\n+VKuuuo31Nf3sHHI26A+h3h2SinrQWZ2yi2IJJxNYUUFFGI4C6kX+fJWimWnjAW+g/pC9kEkolB2\nyiYoO2VfREbuJkqNb7djqke2qmZEbl4kCo18C5GSI+13cSAiUNMROfk3IkAtiGy8CmyKCFSd/dkE\nNb/fbrV6zmq3GhGdjWyd1VarR+x9hkb61cCWiASF7JQVSLl6B6lGQbEZh+xgy+jXbx7Dhl1gAY+r\nbES1KyoOR3fDiYvD4XA41ht0rqiUYsMajdQVkYfttlvByJE32sXpzI8vTseN27aE9SbSecBj5noi\nC4UCHpsLvGY1cDxSUPYkty8l2MSC7etkMi1f0xFBGE9udko9soCBclTeQ4Tix8hO1Wh/eiGV5F3U\nsN8PZZN8aNv1Rza2yYgAbBfb72a2/ig0razR1nkVKSXjEHG7iig7pQNNGKu117wG/MDe30uot+ZL\niDBNAfYA7kfk6xD0exqP+mHeJwp4nI6UoYvt37MBGDq0L4cfvoqGhk0YNernTlIcjrUAt4qVCbeK\nJYNLr8nhtasMXr/kqPbalZZnUp4NK4wn7uhop6amNiPsMXkjfSkBj8MQmQqKyqZZrwmTvrBj/i9k\naXqaKByylOyU/WNr7mtr3ov6QRqRInEw+bNT4orK7bZNA+oJeR8Rl6OIiMJi235v28cRRLavRtTQ\nPxzZvu61tQYhtWVLey5M6/oQEZk6WycoKivtvQXl5AMyFZXs0cQ1tm0vov8HN1idooBHKSqbmaLS\nmDf0s1pR7Z/baofXLzl8qlgVwolLMviJIDm8dpXB65cc1VS75BkqhUYFJyUplYwmPhMRhdPIDHjM\np6iE14xGk7k6KH/S14Moz2QRIishO2Ufq+rDRCOEJyJSMJn8AY/Q+aSvTyDL1cPIGoe95yWI5Ayz\nY74fkZGtEVEbjpSgeB/NIvt3P0RaBtt7esOOcwvb7yBgK9SL0mHvtx3Zw1ai/pcVRKQo5LME29cH\nNDQ8zM47b83UqSeWFPBY7aimz+26CK9fcjhxqUI4cUkGPxEkh9euMnj9kqMaald5hkp+RSXfHfTk\njfvFGunjTfGFxhEXUlQGEJGU7ElfoYkechWVC22959EUr0CaRqBQxp/Z68YhO1U9skiFKVqtqJG+\nDjgcTe+6kNzslHft5/0RIQjHMx4pKo+j/pWvIsvYB4hILAF+Zdt+GxGUDxFZqQcOQ9PAUvb3m4h4\nHIHsYGEK2J8RsQnk63Tb5ycRwTspdlyhBgcCMHToMxx++I7rlJJSKqrhc7suw+uXHE5cqhBOXJLB\nTwTJ4bWrDF6/5FjTtevqDJVSFBUo12ZWWMHJtH29TC5ZyaeohIDHUhSVfJO++pGrqOwKPGt1CI81\noIv/7OyUu20fC1FvTDMiCsUUlUeIGvvPREMAHkM9K8UUlasRKXoekaJGNK3rQHtvLyDb2WJgc5Ip\nKhOIjyPu1+8uBg8eQENDb6ZM+d56oah0Bj/nVQavX3L4VDGHw+FwrHfIJg233npfJ8305WeoKJV+\nQg5JWbRoUY6CM3NmUHDC5K/SG/cLN9IHEpWdnQLqB7keXYQfSn5FpVB2ylQi9aMe9bLEFZU6ouyU\nseiifmukUkwnNzvlSqLslNeRgnKe7bcO2b6mAjcjixuoYf4GpKiEnpfnkTrSisYIxxWVVkS4PkTk\n7EZ7/WA7nvtt25/aOqOJFJX/ALsAlyBFZTEiLjtYjS5FClKowWxgU5qazuDrX9+fMWN+kUFQPvWp\nT+NwONZduOJSJlxxSQa/g5EcXrvK4PVLjq6uXWHbV2eZJuVnqATC0pU2s/Ib6QspKqVmp4xDJOAj\n2388O+UlpC7MQ8GJOyLFYhyZisocW7MZKSr/Rn0itYichOyUlajnow2FPf4EqSbB9hUa6Qeihvkm\nZOm6jdwelbdQP0qt/RwUlTQiUpvbPhfaa7ci6qPZ3P48jJroa22tjWyft5Bp+1r/elQqhZ/zKoPX\nLzncKlaFcOKSDH4iSA6vXWXw+iVHJbUrz/ZVWnN7IZICFFFwktnMktm+zkTqylJybV/Z2SnjkPJy\nECIpF6DskPdQz0YDkc3qAaKAx4cQSXkK+DRSLAKBuZWIIDWhnpJ6IiJ0ASIo+6LRyX8E7iJSdk5F\n5GAf1PuSttdvZM8PtL/fQGTtQ3vf7XZs8YDHsHZ4fLkdx+vIxrYd0aSvOqTK7IPUnBVEtq/cgMe6\nuroNxvaVBH7Oqwxev+Rw4lKFcOKSDH4iSA6vXWXw+iVHubXrjub2zprpu0LBiRSPuEJyMuU10i9A\n6sv25E76yqeohLHAm5GpcIwCdkIX/zPssRNRUvtTRLYt9XBI8QgkJZ6dspxo5PJZwCrgcvs5u7H/\nfURKhiNS8bqt92WkcIQG/5Cd0mI1OYrMZvk7kEry3yjJfgrRaOX7kMpyILKmBcKyVaw20+yY44rK\nMpqaHjPb13FOUEqAn/Mqg9cvOZy4VCGcuCSDnwiSw2tXGbx+yVGsdsmb2wvZvpKOJ+5MwSmFpByH\n0ul3sNfMpHzb10SKZ6fEbVRH2TbzgN2JAhEBnkQkpMaeK6aoZGenBNXmP7b+THTxH0hSP9SXEhSV\nlxDB6YtUju3In53S0/60o9HMbyBlpB0l129ix3IYhRUVbB8NiMAss+PLr6hcfvnJ3HHH32ltXemK\nSpnwc15l8PolhxOXKoQTl2TwE0FyeO0qg9cvOULtFix4q4szVDrvTSk9Q6UzBSc7DyVOUmrInN5V\nan5KIdvXnqhH5EFkk7qAzOyURkRSdkEqxF9R8OM7SOF4GFmtWlFvSi3lT/oKfSn9kK1sMLKHLUBk\np1B2yluIxNSQ2ZfyAuo5+RANE3gfTfIaQjTpaxuUXH81IjPboUlni9Fo4kAUQ3ZKRFJgNSNGpOjf\nv38GQfHPbXJ47SqD1y85nLhUIZy4JIOfCJLDa1cZvH7J0d7eyiWX/IKbbnqmijNUSkmlH0F+kpLd\nfF9Ofkpnti+IJn09h6aIQW52SjHbF1lrXIGsVY/EXjsptl1QVMKkr7+gxv5hiFBcZdt+m8zslE0Q\nUXkN+AGa1PU6GlV8ObmTvrKzUzay/Q8imvRVWXaKf26Tw2tXGbx+yeHEpQrhxCUZ/ESQHF67yuD1\n6xyFxhPfd9+7zJ+/DdWfoRLu5vdFvSn5Uumzm+8DSekNPE1+clMoPyW7kR6kluwHzCdXUXkTqRBx\nReUepFZkKyrB9jXejmMHRCCKKSrLENEYiPpSfoXISnYa/YdIremBhgK8Q66i8oE912HHWI9S6sOk\nrzZgS3u++9Lo/XObHF67yuD1Sw7PcXE4HA5Hl6I4aQiZJqG5fSLrTobKLxBJGYIu8PNlqJyEyMzB\niDBkk5SJSKUJfSrZ+SkXIDJyOVEj/XLUhxIeG4dCHeuBi5FacS5SK95HU7yOsscvJDc7ZYU9Hprw\nT7RjyZed0hs13W+ESMevbdvbrTYTkaKyEvXivEakqMyz95cvOyX03MxEikoL6puJZ6fEFZWbABg6\ntC+HH76KhoYtGDXqlo9JimenOByOroIrLmXCFZdk8DsYyeG1qwxev3w2rMkUt32tLxkq2eOJa1FD\n+vlk2r4gaqY/EKkK81Dj+0Vk5qc8RzSaOLuR/ikye1RqUB9KM2pob0ckqBYpKMWyU7J7VF6x5wbZ\ne9gOEa8rEHF5GakgtfbnMHtfgUQtR0pJvEelerNT/HObHF67yuD1Sw63ilUhnLgkg58IksNrVxk2\ntPoVbmyfTGTD6sz2tT5kqMyn8HjisbbORGCu/elJRFLuBz4F/J3C+SmFSEoIeGxEE7XmIpXlQOD7\nKDvlr0i1gMLZKX2QsjILNdJ/EylJHcii1g81v/dCo4eDtWsVsrHV2rEdjojRw4i4LEXKSw0iKftS\njdkpG9rntivhtasMXr/kcKuYw+FwOPKiUF9K/sb2yRS3YeWzfcH226/iyCNvpqamjlGj9Fh8zfy2\nr2Azm0wpNjNZj65GNq5vIqIwldzelGzbF0g9uB71oMwgk6RkjyeO274uRaTifGSJuh5ZvG5Htq9L\nifJTFpGZn3I5aqRfhAjJMDueq1G/yBHI6jUDWcsOQoTpUqv/8cDzwDXI9nUkIkCTUOP9OKLsFIDH\nEFE5B/XkvI4I0lR736ciVaU/+p3fYHVoQcSr0f70QCSwBpGen9p7mIZ6YgL5mw1sTVPTfZadMj2D\noLjty+FwrE244lImXHFJBr+DkRxeu8qwvtUveehirkrRme3rrLO+QVNTEwsWvFWG7auaMlTKsX09\nTTQV7EA6z09ZhXpVwvjjoNjMRYrKT+1YshWVkJ2yGWrcn0OuovKWrdUL2ctG2j4etr+3tb8XI+Kz\nCFnPhqEG/QeI0AvY2J57AxGota+odIb17XO7JuG1qwxev+Rwq1gVwolLMviJIDm8dpVhXa1fcUWl\ns9DFQtO3MkcSh/1C/gyVhoZ6oJ3Zs18rw/aVz8aVj6QUy1DJtn1VmqGyK+pH2QeRlOeQjaqZzN6U\nWuBPtt9B6KL/XaL8lDZkIzsQ+AoiZfuRP+DxZWTB2ghIoVDG7OyUZqSm1NvaB9j7/TMyRPRAOSi1\ntt3+9v46UO9LPDvlv5Aq9brtLxCn0rNTqgnr6ue2GuC1qwxev+Rw4lKFcOKSDH4iSA6vXWVY1+rX\nNYpK6fkpYc3qyVBZQOHelCQZKs8j21ULcIYdU7BhhYv6ZqRSrAautOfi+5+BCMxBiDzEp2qNRQpK\nHVJGRth72hYpQrdbTRbY+o1o9HA8O+UsZNe6F5GQqxEJGmtrtiBCdBhSWv5s222E+la6JjulmrCu\nfW6rCV67yuD1Sw4nLlUIJy7J4CeC5PDaVYZqrV9likqhSV/F81Pi6xZv3i+HpBTLUIHiJOUFRFAG\nkGn7im871tY4CJGGeNL7UbbNPKScPIEa2lsREVmJejjmosb1Q2xfDyKSsjdSa96wfR1m73ExUk16\nkEmGAknpQEpIf+BviGQMQgrL0Uj9OR8pNu8hlacHkaKSPekrX3bKYCJFpcaeG4LGEi8ljCBek5O+\n1iSq9XO7LsBrVxm8fsnhxKUK4cQlGfxEkBxeu8pQDfXrLDslaY9KZ+OIS2/eL2U8cdzG1Qc4jdKC\nHk9GgYxxkhK3fcW3HYcuzHdH9qhHyZzuBfmDHu9FhOA0e197IUXiTqRwfGSPZZOUQiGPkJ+kPIRI\nyta2/tH22kuIlBTs2Peyer1gj4VJX8tQX0p80lebHddqez/ZAY/VMelrTaIaPrfrKrx2lcHrlxxO\nXKoQTlySwU8EyeG1qwxrq37dk51Smu2rq61mmbavQiSlUIZKB7kkJbtR/3R08R5XNtrJDHrcCTXM\nh/T4cajZvR5d2IdpWs2IyNQg29cQ219QaPZHfTYrkCpyc+x9hvyUEPIImhy2JUqPfxW40R4/hSiY\nsRGNHX6NKODx9dgxhGMD9dwst2MZYXWosX3EJ30FNSsoKstoanrMJn0dt94QlELw815yeO0qg9cv\nOZy4VCGcuCSDnwiSw2tXGdZE/YorKl2fndK5opK8eX/9zVDJ10zfiFSP4Wga1zykCB1O/vyU+LSv\nXnZ8zyGS0guFOIaAxy3sOIOisgCRsXar551ICfokGiSwYSkqncHPe8nhtasMXr/k8BwXh8PhqDIU\n7xEJWSZ7oLvu5WenbLfdCkaOvNEUlZkfk5SARYsWJcxPCesGRWUKEVlpJWpmLzVDpRXljTxH9Weo\nzEAEYhqaSHY7UlQa7fhfRuONN0dN8tj+37PXLEHEZF/USD/LjuNu4L/R7/ECRGQWAP8CdkMEKCgq\nG+PZKQ6Hw1EZXHEpE664JIPfwUgOr11l6Ir6lTZ1q7Qekc6yU/KNJa7UahbZsiBTUemDLtzPBjal\nc9tXUFRqUR7J+Xn235UZKnOBP6B7bGE88Tsky1B5HRGUNqSuLEZjisNErhYi61kjIhsHIiLyor2u\nH7KY7W/HUqiRfiXKe1mKCM025BtLvCErKp3Bz3vJ4bWrDF6/5HDFxeFwONYwOp+6FRSNSZSmqGSq\nKMceey633vpbgBIVlbDmZsD/GenpTFGZRGYS/Y/tWHYgU1HJJlYnIRvTwajx/SZk+8pWVILt67u2\n7kSknMxFF/JTEUl5FE3SetKea0A9J+/a65Yjq1bIUGlDKsYgohHE/SieoXI9slnNIspQOZfMDJX7\nke3raiKSshyRp1ORfesA2/51IvXlfqTaDEYkBURCVthzbcAnkDJzHXCNHe85SJ1ZRlPTZWy77QBG\njNiZ3r1XmZLmiorD4XAkgSsuZcIVl2TwOxjJ4bWrDKXUr7sVlXzN1N2vqBTKTwl9KUFRATWl70ik\nvmTbvgqNJ17XMlR6IaWll73fuO2rHdm+RlptD0bqzj+AL9jaZyDSUgtcZcd6if1eFiDCogEAAwZM\n5YQTDuDss79FbW0DjvLg573k8NpVBq9fcnhzfhZSqdQXgFvS6XTfrMfPRYboT6AuztHpdDode74e\n3XL8GrqlNgcYk06n36VMOHFJBj8RJIfXrjJk1y95jklpAY/F0ughSfN+NuGIT+PKl0hfSn7KANRE\nns/2NcleAxFJ2dO2exiRmn8gYgDdm6HyCJHta6zVooFkGSphPHEakY9PkDme+HWUbr8dcAz6yuiw\nbYeh3pSQn7KIiKSMoHfvi9hpp61y8lOGDNkS8M9uEvh5Lzm8dpXB65ccTlxiSKVS+wB/AYgTl1Qq\nNRndujsbffNMQN9qO6bT6Y9sm1+gW3fhlt/F9vdu6XS6vZzjcOKSDH4iSA6vXTIEstDQ0JPjjx/J\nz3725y5QVCoNeEyiqIAUiKWo4ftLRCSlkKICxfNTwvaFpn3lm+4F3Zuh8jBSUyAiTPW2TRs6vQ9C\nxGYrZAGbiwhKu20PxTNUWlHDfD6Sshql2dchMlP5tC//7CaH1y45vHaVweuXHE5cgFQq1Qt9I05B\n37o9A3FJpVIbIy1/Sjqdnm6P9UPfSuel0+nLU6nUUHSL7evpdHqWbTPMHvtKOp2+rZzjceKSDH4i\nSA6vXXnIl2NSXz+JtrbkOSalZKd0ldUsv6JyMvn7UoopKvlCHvM10r+NFId8tq81naHSiPpUjkTk\nZiwaKxzPUGmx99mBEuf7ocb41yieodKCSFhQimYT2cy2tLXiNrTK81P8s5scXrvk8NpVBq9fcnhz\nvnAk0uTPRN/GY2PP7Y2sX7eHB9Lp9KJUKvUAuq12OfIngEbZhG1eTqVSz9k2ZREXh8NRHeg8xySM\nI/4/Iy3FGunjisoKRo68jY6OQdTUhLHEEzIUlWnTft6lzfu62x/6QuKN9Ici8tGUc5xSMGYh29L1\n6PS4J/kVlZPIbaS/hzDlSpiF7gNti5SN2fZ4+A5abe8vZKhsgVy3JyOF4zEKZ6icbu8XRI6mA79G\nBOlUNOXrCXsP/2PH8pK97jJ7jx+gU3a+DJXZqJn+dNQ8v68d59VIrfmdHX8dsp+9h0jXzXZM45DK\ntC0NDV9h5523ZurUs01R2YRRo37q074cDoejCrAuEJfHgcHpdPqjVCp1XtZz29nfr2Q9vgB1U4Zt\n3k2n08uztnk19nqHw1HFKN4jUnmOSWZ2yoScvpRFixZ1oqiEqV+dEaN4Fkp86lf2pK8ZeY9TZCWb\npARFZRRSCk4hUlSy81Omo/s8j6Im+f5I6WghU2UZjy7unyKnwBgAACAASURBVEAkZG1lqPwEfU21\nIptcJRkqFwO/JOrlGUcgZ0OH9uXww1fR0LAFo0bd8jFJ8WlfDofDUV2oeuKSTqffK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3JK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\nEdmwRm07C/g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+ "text": [ + "" + ] + } + ], + "prompt_number": 11 }, { "cell_type": "code", From 795df520c2603425c50a212adfb65d54a8b397c3 Mon Sep 17 00:00:00 2001 From: Daniel Newell Date: Mon, 2 Feb 2015 09:28:42 -0500 Subject: [PATCH 4/8] Added pep8 edits --- car.py | 6 +++--- road.py | 6 +----- simulation.py | 53 ++++++++++++++------------------------------------- 3 files changed, 18 insertions(+), 47 deletions(-) diff --git a/car.py b/car.py index f501169..5844afa 100644 --- a/car.py +++ b/car.py @@ -1,9 +1,10 @@ from road import Road import random + class Car: - def __init__(self,desired_speed, speed, road, start_location): + def __init__(self, desired_speed, speed, road, start_location): self.speed = speed self.road = road @@ -37,9 +38,8 @@ def adjust_ratio(): return (self.location + self.speed) - self.road.length self.location = adjust_ratio() - def go(self): - + """Moves the cars after checking driving logic""" if self.check_location(): self.move_car() else: diff --git a/road.py b/road.py index b572bb4..54f7a3e 100644 --- a/road.py +++ b/road.py @@ -1,19 +1,15 @@ import numpy as np + class Road: def __init__(self): self.length = 999 - self.roads = np.zeros(self.length + 1) class HardRoad(Road): def __init__(self): - self.length = 999 - - self.roads = np.zeros(self.length + 1) - self.length = 6999 diff --git a/simulation.py b/simulation.py index 98de600..2f2126b 100644 --- a/simulation.py +++ b/simulation.py @@ -4,6 +4,7 @@ import random import statistics as st + class Simulation: def __init__(self, road): @@ -24,7 +25,7 @@ def make_cars(self, n, desired_speed, speed): self.traffic.append(a_car) def is_first_car(self, car): - if self.traffic.index(car) == len(self.traffic) -1: + if self.traffic.index(car) == len(self.traffic) - 1: return True def next_car(self, car): @@ -32,7 +33,7 @@ def next_car(self, car): if self.is_first_car(car): return self.traffic[0] else: - return self.traffic[self.traffic.index(car)+1] + return self.traffic[self.traffic.index(car)+1] def is_end_of_loop(self, car): if car.location > self.next_car(car).location: @@ -42,26 +43,26 @@ def nxt_loc(self, car): """gets the next location of a car""" return car.location + car.speed - def loop_adjust(self,car): + def loop_adjust(self, car): return 1000 - car.location + car.speed - def end_of_loop_logic(self,car): - """Checks collision distance for cars that are nearing 'end' of track""" + def end_of_loop_logic(self, car): + """Checks collision dist for cars that are nearing 'end' of track""" if self.nxt_loc(car) - self.length > self.nxt_loc(self.next_car(car)): car.speed = self.next_car(car).speed - car.location = self.next_car(car).location -1 + car.location = self.next_car(car).location - 1 elif self.next_car(car).location - self.loop_adjust(car) < 25: car.slow() else: car.acc() - def normal_logic(self,car): + def normal_logic(self, car): """checks collision distance for cars""" if self.nxt_loc(car) > self.nxt_loc(self.next_car(car)): car.speed = self.next_car(car).speed - car.location = self.next_car(car).location -1 - elif self.next_car(car).location - car.location < 25: + car.location = self.next_car(car).location - 1 + elif self.next_car(car).location - car.location < 25: if car.speed > 2: car.speed -= 2 else: @@ -71,20 +72,16 @@ def check_for_cars(self): """"Checks if cars in front are too close""" for car in self.traffic: if self.is_end_of_loop(car): - self.end_of_loop_logic(car) + self.end_of_loop_logic(car) else: self.normal_logic(car) - - def acc_cars(self): """Increases cars speed if they are not at desired speed""" for car in self.traffic: if car.speed < self.optimal_speed: car.acc() - - def start(self): """runs all distance checks, acc, slowing and movement of all cars""" counter = 0 @@ -94,13 +91,10 @@ def start(self): self.check_for_cars() self.random_slow(.10) for cars in self.traffic: - car_locations.append((counter,cars.location)) + car_locations.append((counter, cars.location)) cars.go() self.snapshots.append(car_locations) - - - def random_slow(self, percent_chance): """adds a 10 percent chance to randomly slow for all cars""" for car in self.traffic: @@ -109,11 +103,8 @@ def random_slow(self, percent_chance): car.slow() - - class HardMode(Simulation): - def rand(self, threshold): """Sets the oddsf or a slowed car""" if random.random() < threshold: @@ -123,7 +114,7 @@ def random_slow(self): """Slows cars based on location""" for car in self.traffic: - if 2000 > car.location > 999: + if 2000 > car.location > 999: if self.rand(.4): car.slow() elif 4000 > car.location > 2999: @@ -136,7 +127,6 @@ def random_slow(self): if self.rand(.1): car.slow() - def start(self): """runs all distance checks, acc, slowing and movement of all cars""" counter = 0 @@ -146,21 +136,6 @@ def start(self): self.check_for_cars() self.random_slow() for cars in self.traffic: - car_locations.append((counter,cars.location)) + car_locations.append((counter, cars.location)) cars.go() self.snapshots.append(car_locations) - - -def run_simulation(cars,desired_speed,starting_speed,trials): - average_speed = [] - for _ in range(trials): - road = Road() - simulation = Simulation(road) - simulation.make_cars(cars,desired_speed,starting_speed) - simulation.start() - for car in simulation.traffic: - average_speed.append(car.speed) - - print(st.mean(average_speed)) - -run_simulation(30,33,0,1) From 04b3cbd77fd70843ec1cbccc2c468ecd2617e33f Mon Sep 17 00:00:00 2001 From: Daniel Newell Date: Mon, 2 Feb 2015 09:45:02 -0500 Subject: [PATCH 5/8] Edited conclusions in the notebook --- Traffic_Simulations.ipynb | 51 ++++++++++++++++++--------------------- 1 file changed, 24 insertions(+), 27 deletions(-) diff --git a/Traffic_Simulations.ipynb b/Traffic_Simulations.ipynb index 7137960..ac33345 100644 --- a/Traffic_Simulations.ipynb +++ b/Traffic_Simulations.ipynb @@ -1,7 +1,7 @@ { "metadata": { "name": "", - "signature": "sha256:6e68e425d3ee2ee56a6748cef3ca92f7b4654e8cf85182a126cff1ef87e349bd" + "signature": 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HcRwno8QZgzkG+BXwEBCd9HgzsClwg4i8r6q39KyIjpNuWloWM2fO7E7zvPvu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\nlCGP4zjrKEsXL2TGPQtpfKb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"text": [ - "" + "" ] } ], - "prompt_number": 5 + "prompt_number": 16 }, { "cell_type": "code", @@ -139,19 +131,19 @@ { "metadata": {}, "output_type": "display_data", - "png": 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jKk/HfjGNjf3p0yd+fV++JAlmBHBhO/PvBH6TcPv9sFJRf+C3kenfxBLILcBl\nwL7AuQAisjawHTAx4bZcF8nDuE95iDEvfCwyV6kkCeYd4EvA70rM3xz4X5KNq+orInIDNuRMK1bV\ntj+wH7C3qn4gIpMj82djvdiagCuSbMt1nTyM+5SHGPOiq8Yiqyb/vLMpSYK5DjhRRJ4HLlfVpQAi\nsgZwCHAkq5ZCyvUD7G79Y4ChwCxgP1W9I8wfjzXojwUGYEPFHFzGCAHOOedSlCTBnI6VYC4AzhWR\n17H2kfWBNYD7sESRiKp+CIwLP8XmL29vvnPOuWxK0k15CbCziHwD2B3YCOiNJZa/Arepaqkuxc45\n53qYxGORhaqrOzpc0DnnXI+WKMGISC9gG2A9rPSyGlX9cxfE5TIsD+M+5SHGvKjlWGSV8s87m5IM\ndrklVhW2fjuLtQGeYLq5PPTSyUOMeVHLscgq5Z93NiUpwUzCnvtyIvBPwO9Ic845V1KSBLM1cEY5\ng1g655xzSUYyW4iP/+Wcc65MSRLMH4HDRKRPtYJxzjnXfSSpInsSe6LlCyJyBzCfIkPmexVa95eH\ncZ/yEGNe+FhkrlJJEsyfIr+PaWc5TzDdXB7GfcpDjHnhY5G5SiUdTdm5XFq4cAGzZs3scLno8+Cd\nc52TZKiYudG/RaQv0BLGCnMu02bNmsm4STfTMGRYu8u9Nftxhm6ydW2Ccq6bS3on/wbYoJd7AOsA\nO4nIMmyQy3Gq+o+uD9G5rlHOs94Xzp9bm2Cc6wGSPDJ5BPAPYB9gBjaSMuF1K+BBEflSl0fonHMu\nl5KUYM4GWoDPAcuwB5Chqg+JyGbAI8BpwG5dHaTLljyM+5SHGPPCxyJzlUqSYHYEzlfVt0Rk3egM\nVX1TRC7CHg5WkdCm8xwwQ1UPi0yfABwBDMYeNjZaVbXS7bjOy0MvnTzEmBc+FpmrVJIbLdcA3m9n\nfhvQtxOxTAQkrAcAEZmIPSL5HOBAYBAwXUQaOrEd55xzNZAkwTwNHFBshoisCRwKPFtJECLyeWA0\n8G5k2kDsMckTVXWKqt4O7AIMBA6vZDvOOedqJ0mCmQhsIyJ3A98O074gIj/Gks/mwK+TBiAi9cCV\nWCnljcisUcBawLTCBFVtAh4Edk26Heecc7VVdoJR1QeAvYFNgclh8jnApVj7yEGqelcFMZyAtQWd\nxcqeaYTtALwcW35OZJ5zzrmMSnQfjKr+TUQ+hfUk2xh7quVrwFOq+lHSjYfeZ+OBHVR1mYhEZzcA\nS1W1JfbtXZHWAAAe0klEQVS2RWGeS0kexn3KQ4x54WORuUolSjAA4c79p8NPxcLjl68ArlDVJ8Lk\ntsgidbG/o1YbZLMj9fW9aGzsn/RtmVBfbwXNrMRff9kU6t56i7ahQ+k7/oSOl08h/niMAwZ0pv9J\nz5bVscgGDOi74phKekzWSta+u0kV4q/4/eUuKCJ3UvqEDyEhqOruZa5yNLABsHtohymso1f4ewHQ\nV0R6x4ajGYg/l8Y55zIvSQlmMyzBRNtJemPtL2sCrwJJRgrcB/gkq3d93hL4PnbvSx0wHHgpMn8E\nkPg+mJaWVpqaFid9WyYUrn6yEv86rW30Blpb28qKKY344zE2N/sTvrub5ualK46ppMdkrWTtu5tU\nY2N/+vTpXfH7kwx2OazYdBHpjY1NdhVwfoJtHwEMiPxdhz3UTIFfArOBC4B9gXPDttYGtsN6tDnn\neqiWj5asMvL1Tss+ojewbNlHzJjx2CrLjhy5OQ0Ng2ocoYMK2mDiQvXVNBG5DBtOZqsy3/ef+DQR\nWQK8p6rPhL8nA6eLSCuWcCZg1WNXdDZu51x+LV4wj6n3zKPhWSuZjlq8jDWBRYuXcebUlc3DC+fP\n5cwxMGrUNilF2rN1OsFEvAps0cl1xNt4xmMN+mOx0s6jwMGquqiT23GdkIdxn/IQY15kdSyy6OjY\n07b6Jv0++pAP1+iX+WFtepIuSTAiMhi7u/6NjpZtj6p+Pvb3cmBc+HEZkYduoHmIMS/yMBZZlnq3\nuZWS9CL7N8V7kfXFGuv7AEd3UVzOOedyLkkJ5u0S05djz4e5TlX/2vmQnHPOdQdJepFtX8U4nHPO\ndTOdu03TOeecKyFJG8wcVh/KhSLT2qK/q+qITkXoMicP4z7lIca8yMNYZPv849YVvciyGmNPlKQN\n5hrgYGAYMB27IXIJdmf9HlhiuS32nvaGlnE51e+SyfR+ex7L1/t4Zk/eeYgxL7I6FlnUPk/fxuAP\n3s90jD1RkgTzAdAIfKlwI2SBiAwDHgZmqeppXReec865vErSBvNzYFI8uQCo6lxsWJefdlFczjnn\nci5JghkIxJ/NEjUAyNatvs4551KTJME8BIwRkc/GZ4jItsAY4PauCsw551y+JWmDGYuNBfaMiDyO\nPbq4Dnt88ReB/wC/6PIIXebkYZyvPMSYF1kdiyzq1v/be0UvMpcdSW60VBHZAjgB2A34P6yX2EvA\n6cC5qtpclShdpuShV1YeYswLH4vMVSrRYJeq+hZwTPhxzjnnSko8mrKIbA/sjj3u+NfAYmBr4M+q\nuqxLo3POOZdbSe7k7w1MBb7NyhsofwesA1wL/ERE9lDVBV0epXPOudxJUoIZDxwAHAX8DXglTL8N\nG6b/N9ijjI9NEoCIrAGcgo0SMBh4Ahirqs9GlpmAPWJ5MNbRYLSqapLtOOecq60kCeZQ4EpVvVhE\n1i1MDNViU0RkE2AfEiYYYBJwEHA81mHgGOB+EdlSVV8TkYlYx4LjsadmngRMF5GRqrow4bZcF8jD\nOF95iDEvfCwyV6kkCWZ94Kl25s/CShllE5FBwA+BE1T1sjDtUeA94CARmYx1j56oqlPC/IexRHM4\nlpxcjeVhnK88xJgXPhaZq1SSGy1fB7ZsZ/5XwjJJNANbAVdHprVgbTx9gVHAWsC0wkxVbQIeBHZN\nuC3nnHM1lKQEcxUwMdxkeW9hooisiVVffRe7H6Zsqroc+GdYTx0wHDgVaMU6FOwcFn059tY5wF5J\ntuWcc662kpRgzgZuwnqM/TdMux5YhCWFO7Fuy5U6BWuDOQg4W1VnAw3AUlWNj4G2KMxzzjmXUUnu\n5G8Bvisiv8ca8zcGegOvAber6rT23l+GW4D7gB2wklJf4ENKP1OmNcnK6+t70djYv3MRpqS+3q4D\nshJ/r151K17LiSmN+OMxDhjQt2bbdtkyYEDf1L47WfvuJlWIv+L3l7ugiEwFblLVW7EHjnUpVX0+\n/PqwiAwEjsN6j/UVkd6hOq1gINDU1TG48rQeMwYWLYKB2R3nKw8x5oWPReYqlaQN5pvAY125cRFZ\nDxsV4MbYOGbPYY3872MDag7Hqs8KRmBP1CxbS0srTU2LOxdwSgpXP5mJ/7AjV/5eRkypxB+Lsbl5\nae223c3kfSyy5ualqX13MvfdTaixsT99+vSu+P1JEszz2ACXXWlt4PdYNdjVkek7A28Dt2KPZd4X\nOBdARNYGtsNu6nTOuZJaPlrCzJkvdLjcyJGb09AwqAYR9SxJEswfgDNF5DPAI8B8irSDqOo55a5Q\nVV8UkZuB34Q7+ucA+2EN/Yep6qJwL8zpItIKzAYmYNVjVySI3TnXAy1eMI+p98yj4dnSJdiF8+dy\n5hgYNWqbGkbWMyRJMBeG1y+Fn1LKTjDB97HSyDhgKDAT+Jaq3hLmj8cS2VjsqZmPAger6qKE23HO\n9UANQ4Zlvoqvu0qSYEZUIwBV/RA4MfwUm78cSz7jqrF955xz1VEywYQqqYNU9ToAVZ0bpjcAH8R6\ndbkeJA/jfOUhxrzwschcpRI9DyYMcvkO8HXsnhXXA+VhnK88xJgXPhaZq1Tn7qJxzjnnSvAE45xz\nrio8wTjnnKsKTzDOOeeqoqNG/nVFZMPI3+uE1/Vi01dQ1de6JDKXWR/+ZPSKHlpZlYcY88LHInOV\n6ijB/Db8xP2xxPJt2AjLrhvLQ6+sPMSYF3kfi8ylp70Ec1oF6ys1tL5zzrkepmSCUdVTaxiHc865\nbibRjZbOOdfdlDviMvioy0l5gnHO9WjljLgMPupyJTzBuMTyMM5XHmLMi54wFpmPuFwdnmBcYnkY\n5ysPMeaFj0XmKuU3WjrnnKuKVEswItILOAb4EbAB8CpwsapeFFlmAnAEMBh72NhoVdUUwnXOuQ4t\nXLiAWbNmAjBgQF8AmptXb9/pCR0G0q4iOwU4AbvnZgbwVeC3ItJfVc8VkYlh/vFY8jkJmC4iI1V1\nYVpBO+dcKbNmzWTcpJtpGDKs5DI9pcNAaglGRHoDY4BzVPXMMPl+ERkCjBWRS7DHJE9U1SnhPQ9j\nieZwYFIKYTvnXIe804BJswQzELgGuCU2/T/AEGAHYC1gWmGGqjaJyIPArniCSU2txvmKVjV0JF7d\n4GORdR0fi8yUe79MuffU9ASpJRhVbQKOLjJrT+C/wCfD3y/H5s8B9qpiaK4DteqVVU5VAxSvbvCe\nY13HxyIz5d4v89bsxxm6ydZVjycP0m6DWYWI/BDYERgNDAKWqmpLbLFFQEOtY3Pp8KoGlyXlHI8L\n58+tTTA5kJkEIyLfAy4FblTVi0RkPKUHz2xNuv76+l40NvbvTIipqa+33uQ9Lf5CD5yOtHy0hFde\n0XaXf+UV73josmXAgL6Z/04XvrsVv7+L4ugUETkWOBe4DfhemLwA6CsivVV1eWTxgUBTjUN0GbZ4\nwTx+d9s8Gh5rLrmMV1s4V3upJxgROQM4EWvwP1xVC6WT2UAdMBx4KfKWEUDiy9GWllaamhZ3Mtp0\nFK5yelr8xe4dKKWjqguvtnBZ09y8NPPf6cbG/vTpU/kjvtK+0fLnWHL5raoeG5v9GLAE2Bcr3SAi\nawPbARNrGadbVR7G+ers2FR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"text": [ - "" + "" ] } ], - "prompt_number": 6 + "prompt_number": 17 }, { "cell_type": "markdown", "metadata": {}, "source": [ - "It seems like with the driving paramenters, (slow down if within 25 meters, and match speed if you would have collided) doesn't really cause too many traffic jams. I'll add some charts to look at the flow of traffic. " + "It seems like with the driving paramenters, (slow down if within 25 meters, and match speed if you would have collided) doesn't really cause too severe of traffic jams, but cars will slow several meters per second on average. I'll add some charts to look at the flow of traffic." ] }, { @@ -240,13 +232,11 @@ "prompt_number": 41 }, { - "cell_type": "code", - "collapsed": false, - "input": [], - "language": "python", + "cell_type": "markdown", "metadata": {}, - "outputs": [], - "prompt_number": 59 + "source": [ + "The traffic flows a little more smoothly at 108 kph" + ] }, { "cell_type": "markdown", @@ -302,6 +292,13 @@ ], "prompt_number": 11 }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The above chart indicates I did something incorrect with making the longer road. " + ] + }, { "cell_type": "code", "collapsed": false, From 04e185d051d1a0795688546aeca20cdbaa463ca3 Mon Sep 17 00:00:00 2001 From: Daniel Newell Date: Mon, 2 Feb 2015 10:24:53 -0500 Subject: [PATCH 6/8] Added requirements txt --- requirements.txt | 3 +++ 1 file changed, 3 insertions(+) create mode 100644 requirements.txt diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..8e444d2 --- /dev/null +++ b/requirements.txt @@ -0,0 +1,3 @@ +numpy +matplotlib +seaborn From b4806c7ab82e848ceec85f0e141a9654f494f3a7 Mon Sep 17 00:00:00 2001 From: Daniel Newell Date: Mon, 2 Feb 2015 10:35:32 -0500 Subject: [PATCH 7/8] Added more comments --- simulation.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/simulation.py b/simulation.py index 2f2126b..8214edc 100644 --- a/simulation.py +++ b/simulation.py @@ -25,6 +25,7 @@ def make_cars(self, n, desired_speed, speed): self.traffic.append(a_car) def is_first_car(self, car): + """Checks if is the farthest ahead at beginning""" if self.traffic.index(car) == len(self.traffic) - 1: return True @@ -36,6 +37,7 @@ def next_car(self, car): return self.traffic[self.traffic.index(car)+1] def is_end_of_loop(self, car): + """Checks if the trailing car is towards the end of the loop""" if car.location > self.next_car(car).location: return True From d442b64fc42b88249932633113f89323850ccb7b Mon Sep 17 00:00:00 2001 From: Daniel Newell Date: Thu, 16 Apr 2015 14:42:18 -0400 Subject: [PATCH 8/8] Updated chart notes --- Traffic_Simulations.ipynb | 9 +-------- 1 file changed, 1 insertion(+), 8 deletions(-) diff --git a/Traffic_Simulations.ipynb b/Traffic_Simulations.ipynb index ac33345..baf531c 100644 --- a/Traffic_Simulations.ipynb +++ b/Traffic_Simulations.ipynb @@ -1,7 +1,7 @@ { "metadata": { "name": "", - "signature": "sha256:cd56d821851f865921b1d7fe62c5f4da33f490a17c8692b68b0633d3c9ab03ad" + "signature": "sha256:8901a058ddc1e863f4a12b96808e38db2817a978b8f0c396697be84e83f8de5a" }, "nbformat": 3, "nbformat_minor": 0, @@ -292,13 +292,6 @@ ], "prompt_number": 11 }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The above chart indicates I did something incorrect with making the longer road. " - ] - }, { "cell_type": "code", "collapsed": false,