From e1ee930a6e2ce927425f210010e54e984ade3c03 Mon Sep 17 00:00:00 2001 From: Andrea Santamaria Garcia Date: Thu, 1 Feb 2024 17:51:21 +0100 Subject: [PATCH] First commit with almost final notebook version --- README.md | 9 - compare/github_vanilla/environment.py | 200 -- compare/github_vanilla/utils/twissReader.py | 698 ---- .../Application/electron_design.mad | 125 - compare/simon_gpmpc/environment.py | 499 --- .../record_statistics_wrapper_rew.py | 231 -- .../tt43_repo/beams/electron_beam.beamx | 8 - .../tt43_repo/elements/electron_elements.ele | 76 - .../tt43_repo/madx/electron_design.mad | 126 - .../tt43_repo/output/electron_tt43.out | 151 - .../tt43_repo/sequence/electron_sequence.seq | 83 - .../tt43_repo/strength/electron_strength.str | 79 - compare/simon_maml/electron_design.mad | 125 - compare/simon_maml/environment.py | 310 -- .../tt43_repo/beams/electron_beam.beamx | 8 - .../tt43_repo/elements/electron_elements.ele | 76 - .../tt43_repo/madx/electron_design.mad | 126 - .../tt43_repo/output/electron_tt43.out | 151 - .../tt43_repo/sequence/electron_sequence.seq | 83 - .../tt43_repo/strength/electron_strength.str | 79 - img/adaption_strategies.png | Bin 0 -> 253072 bytes img/awake.png | Bin 0 -> 923380 bytes img/maml.png | Bin 0 -> 88099 bytes img/meta_gradient.png | Bin 0 -> 40132 bytes img/meta_loop.png | Bin 0 -> 120276 bytes img/meta_policy.png | Bin 0 -> 262964 bytes img/meta_training_progress.png | Bin 0 -> 493052 bytes img/ppo.png | Bin 0 -> 663266 bytes img/ppo_untrained.png | Bin 0 -> 772982 bytes img/random_policy.png | Bin 0 -> 54416 bytes img/response_matrix_tasks.png | Bin 0 -> 107608 bytes img/rl_training.png | Bin 0 -> 398763 bytes img/steering_problem.png | Bin 0 -> 30046 bytes img/task_overview_evaluation_tasks.png | Bin 0 -> 162422 bytes img/trained_meta_policy.png | Bin 0 -> 84813 bytes models/.gitkeep | 0 notebooks/compare_gpmpc.ipynb | 3155 ----------------- notebooks/compare_maml.ipynb | 600 ---- notebooks/compare_vanilla.ipynb | 568 --- notebooks/inspect_environment.ipynb | 776 ---- notebooks/load_lattice.ipynb | 1342 ------- requirements.txt | 13 - src/environments/__init__.py | 0 src/environments/awake_e_steering.py | 368 -- src/environments/base_backend.py | 91 - src/environments/electron_tt43.out | 150 - src/wrappers/__init__.py | 2 - src/wrappers/record_episode.py | 113 - src/wrappers/rescale_observation.py | 99 - tests/test_backend.py | 119 - tests/test_environment.py | 91 - tests/test_record_episode.py | 24 - tests/test_rescale_observation.py | 31 - tutorial.ipynb | 795 +++++ 54 files changed, 795 insertions(+), 10785 deletions(-) delete mode 100644 README.md delete mode 100644 compare/github_vanilla/environment.py delete mode 100644 compare/github_vanilla/utils/twissReader.py delete mode 100644 compare/simon_gpmpc/Application/electron_design.mad delete mode 100644 compare/simon_gpmpc/environment.py delete mode 100644 compare/simon_gpmpc/record_statistics_wrapper_rew.py delete mode 100644 compare/simon_gpmpc/tt43_repo/beams/electron_beam.beamx delete mode 100644 compare/simon_gpmpc/tt43_repo/elements/electron_elements.ele delete mode 100644 compare/simon_gpmpc/tt43_repo/madx/electron_design.mad delete mode 100644 compare/simon_gpmpc/tt43_repo/output/electron_tt43.out delete mode 100644 compare/simon_gpmpc/tt43_repo/sequence/electron_sequence.seq delete mode 100644 compare/simon_gpmpc/tt43_repo/strength/electron_strength.str delete mode 100644 compare/simon_maml/electron_design.mad delete mode 100644 compare/simon_maml/environment.py delete mode 100644 compare/simon_maml/tt43_repo/beams/electron_beam.beamx delete mode 100644 compare/simon_maml/tt43_repo/elements/electron_elements.ele delete mode 100644 compare/simon_maml/tt43_repo/madx/electron_design.mad delete mode 100644 compare/simon_maml/tt43_repo/output/electron_tt43.out delete mode 100644 compare/simon_maml/tt43_repo/sequence/electron_sequence.seq delete mode 100644 compare/simon_maml/tt43_repo/strength/electron_strength.str create mode 100644 img/adaption_strategies.png create mode 100644 img/awake.png create mode 100644 img/maml.png create mode 100644 img/meta_gradient.png create mode 100644 img/meta_loop.png create mode 100644 img/meta_policy.png create mode 100644 img/meta_training_progress.png create mode 100644 img/ppo.png create mode 100644 img/ppo_untrained.png create mode 100644 img/random_policy.png create mode 100644 img/response_matrix_tasks.png create mode 100644 img/rl_training.png create mode 100644 img/steering_problem.png create mode 100644 img/task_overview_evaluation_tasks.png create mode 100644 img/trained_meta_policy.png delete mode 100644 models/.gitkeep delete mode 100644 notebooks/compare_gpmpc.ipynb delete mode 100644 notebooks/compare_maml.ipynb delete mode 100644 notebooks/compare_vanilla.ipynb delete mode 100644 notebooks/inspect_environment.ipynb delete mode 100644 notebooks/load_lattice.ipynb delete mode 100644 requirements.txt delete mode 100644 src/environments/__init__.py delete mode 100644 src/environments/awake_e_steering.py delete mode 100644 src/environments/base_backend.py delete mode 100644 src/environments/electron_tt43.out delete mode 100644 src/wrappers/__init__.py delete mode 100644 src/wrappers/record_episode.py delete mode 100644 src/wrappers/rescale_observation.py delete mode 100644 tests/test_backend.py delete mode 100644 tests/test_environment.py delete mode 100644 tests/test_record_episode.py delete mode 100644 tests/test_rescale_observation.py create mode 100644 tutorial.ipynb diff --git a/README.md b/README.md deleted file mode 100644 index c44c3fc..0000000 --- a/README.md +++ /dev/null @@ -1,9 +0,0 @@ -# rl4aa24-tutorial - -To run the software tests, run - -```bash -python -m pytest -``` - -Do not just run `pytest`. It won't work! diff --git a/compare/github_vanilla/environment.py b/compare/github_vanilla/environment.py deleted file mode 100644 index da0fea9..0000000 --- a/compare/github_vanilla/environment.py +++ /dev/null @@ -1,200 +0,0 @@ -import logging.config -import math -import random -from enum import Enum - -import gymnasium as gym -import numpy as np -from gymnasium import spaces - -from .utils import twissReader - - -class e_trajectory_simENV(gym.Env): - def __init__(self, **kwargs): - self.current_action = None - self.initial_conditions = [] - self.__version__ = "0.0.1" - logging.info("e_trajectory_simENV - Version {}".format(self.__version__)) - - # General variables defining the environment - self.MAX_TIME = 50 - self.is_finalized = False - self.current_episode = -1 - - # For internal stats... - self.action_episode_memory = [] - self.rewards = [] - self.current_steps = 0 - self.TOTAL_COUNTER = 0 - - self.seed() - self.twissH, self.twissV = twissReader.readAWAKEelectronTwiss() - - self.bpmsH = self.twissH.getElements("BP") - self.bpmsV = self.twissV.getElements("BP") - - self.correctorsH = self.twissH.getElements("MCA") - self.correctorsV = self.twissV.getElements("MCA") - - self.responseH = self._calculate_response(self.bpmsH, self.correctorsH) - self.responseV = self._calculate_response(self.bpmsV, self.correctorsV) - - self.positionsH = np.zeros(len(self.bpmsH.elements)) - self.settingsH = np.zeros(len(self.correctorsH.elements)) - self.positionsV = np.zeros(len(self.bpmsV.elements)) - self.settingsV = np.zeros(len(self.correctorsV.elements)) - - self.plane = Plane.horizontal - - high = np.ones(len(self.correctorsH.elements)) - low = (-1) * high - self.action_space = spaces.Box(low=low, high=high, dtype=np.float32) - self.act_lim = self.action_space.high[0] - - high = np.ones(len(self.bpmsH.elements)) - low = (-1) * high - self.observation_space = spaces.Box(low=low, high=high, dtype=np.float32) - - if "action_scale" in kwargs: - self.action_scale = kwargs.get("action_scale") - else: - self.action_scale = 3e-4 - if "state_scale" in kwargs: - self.state_scale = kwargs.get("state_scale") - else: - self.state_scale = 100 - self.kicks_0 = np.zeros(len(self.correctorsH.elements)) - - self.threshold = -0.0016 * self.state_scale # corresponds to 1.6 mm scaled. - - def step(self, action): - state, reward = self._take_action(action) - - self.action_episode_memory[self.current_episode].append(action) - - self.current_steps += 1 - if self.current_steps > self.MAX_TIME: - self.is_finalized = True - - return_reward = reward * self.state_scale - - self.rewards[self.current_episode].append(return_reward) - - return_state = np.array(state * self.state_scale) - if (return_reward > self.threshold) or (return_reward < 15 * self.threshold): - self.is_finalized = True - - return ( - return_state.astype(np.float32), - return_reward, - self.is_finalized, - False, - {}, - ) - - def step_opt(self, action): - state, reward = self._take_action(action, is_optimisation=True) - return_reward = reward * self.state_scale - return return_reward - - def _take_action(self, action, is_optimisation=False): - kicks = action * self.action_scale - - state, reward = self._get_state_and_reward(kicks, self.plane, is_optimisation) - - return state, reward - - def _get_reward(self, trajectory): - rms = np.sqrt(np.mean(np.square(trajectory))) - return rms * (-1.0) - - def _get_state_and_reward(self, kicks, plane, is_optimisation): - self.TOTAL_COUNTER += 1 - if plane == Plane.horizontal: - rmatrix = self.responseH - - if plane == Plane.vertical: - rmatrix = self.responseV - - state = self._calculate_trajectory(rmatrix, self.kicks_0 + kicks) - - if not is_optimisation: - self.kicks_0 = self.kicks_0 + kicks - - reward = self._get_reward(state) - return state, reward - - def _calculate_response(self, bpmsTwiss, correctorsTwiss): - bpms = bpmsTwiss.elements - correctors = correctorsTwiss.elements - bpms.pop(0) - correctors.pop(-1) - - rmatrix = np.zeros((len(bpms), len(correctors))) - - for i, bpm in enumerate(bpms): - for j, corrector in enumerate(correctors): - if bpm.mu > corrector.mu: - rmatrix[i][j] = math.sqrt(bpm.beta * corrector.beta) * math.sin( - (bpm.mu - corrector.mu) * 2.0 * math.pi - ) - else: - rmatrix[i][j] = 0.0 - return rmatrix - - def _calculate_trajectory(self, rmatrix, delta_settings): - delta_settings = np.squeeze(delta_settings) - return rmatrix.dot(delta_settings) - - def reset(self, **kwargs): - self.is_finalized = False - - if self.plane == Plane.horizontal: - self.settingsH = np.random.uniform(-1.0, 1.0, len(self.settingsH)) - self.kicks_0 = self.settingsH * self.action_scale - if self.plane == Plane.vertical: - self.settingsV = np.random.uniform(-1.0, 1.0, len(self.settingsV)) - self.kicks_0 = self.settingsV * self.action_scale - - if self.plane == Plane.horizontal: - # init_positions = np.zeros(len(self.positionsH)) # self.positionsH - rmatrix = self.responseH - - if self.plane == Plane.vertical: - # init_positions = np.zeros(len(self.positionsV)) # self.positionsV - rmatrix = self.responseV - - self.current_episode += 1 - self.current_steps = 0 - self.action_episode_memory.append([]) - self.rewards.append([]) - state = self._calculate_trajectory(rmatrix, self.kicks_0) - - if self.plane == Plane.horizontal: - self.positionsH = state - - if self.plane == Plane.vertical: - self.positionsV = state - - # Rescale for agent - # state = state - return_initial_state = np.array(state * self.state_scale) - self.initial_conditions.append([return_initial_state]) - return_value = return_initial_state - - return return_value.astype(np.float32), {} - - def seed(self, seed=None): - random.seed(seed) - - def setPlane(self, plane): - if plane == Plane.vertical or plane == Plane.horizontal: - self.plane = plane - else: - raise Exception("You need to set plane enum") - - -class Plane(Enum): - horizontal = 0 - vertical = 1 diff --git a/compare/github_vanilla/utils/twissReader.py b/compare/github_vanilla/utils/twissReader.py deleted file mode 100644 index b8c224c..0000000 --- a/compare/github_vanilla/utils/twissReader.py +++ /dev/null @@ -1,698 +0,0 @@ -# -*- coding: utf-8 -*- -""" -Created on Fri Aug 24 18:47:33 2012 - -@author: ldrosdal -""" -import math -import operator -import warnings - -import matplotlib.pyplot as plt -import numpy -import numpy as np -from numpy import matrix - -# filename_Q26 = '/Users/vkain/cernbox/CERN_dfs/SPS/twisses/twiss_Q26' -# filename_Q20 = '/Users/vkain/cernbox/CERN_dfs/SPS/twisses/twiss_Q20' -# filename_Q22 = '/Users/vkain/cernbox/CERN_dfs/SPS/twisses/twiss_Q22' - -filename_awakeElectron = "../src/environments/electron_tt43.out" - -# type_monitor = 'M' -# type_kicker = 'K' -# type_other = 'O' -# type_collimator = 'C' - -FACTOR_UM = 1000000.0 # TODO: when to scale? - -FIELD_NAME = "NAME" -FIELD_S = "S" -FIELD_X = "X" -FIELD_PX = "PX" -FIELD_BETX = "BETX" -FIELD_MUX = "MUX" -FIELD_ALPX = "ALFX" -FIELD_Y = "Y" -FIELD_PY = "PY" -FIELD_BETY = "BETY" -FIELD_MUY = "MUY" -FIELD_ALPY = "ALFY" -FIELD_DX = "DX" -FIELD_DY = "DY" - -PLANES = ["H", "V"] - - -def getSigma(beta, emittance=3.5): # mm - return numpy.sqrt( - emittance * beta * 0.938272 / 450 - ) # print 3.5*0.938272/450 #7.3 e-3 - - -def plotTwiss(twissSequences, title=""): - fig, ax = plt.subplots(2) - fig.set_size_inches(5.6, 2.2) - plt.subplots_adjust(top=0.9, left=0.1, right=0.95) - ax[0].set_title(title) - - s = {} - betas = {} - ds = {} - - colors = ["black", "mediumblue"] - - for p, plane in enumerate(PLANES): - s[plane] = twissSequences[p].getS() - - betas[plane] = twissSequences[p].getBeta() - ax[0].plot(s[plane], betas[plane], "-", color=colors[p], label=plane) - ax[0].set_ylabel("beta [m]") - ax[0].set_xlabel("s [m]") - ax[0].legend(loc=1) - - ds[plane] = twissSequences[p].getD() - ax[1].plot(s[plane], ds[plane], "-", color=colors[p], label=plane) - ax[1].set_ylabel("dispersion [m]") - ax[1].set_xlabel("s [m]") - ax[1].legend(loc=1) - plt.show() - - -def plotTwissAndSigma(twissSequences, title=""): # TODO:xlim? - s = {} - betas = {} - sigmas = {} - - f, ax = plt.subplots(3) - colors = ["limegreen", "mediumpurple"] - - ax[0].set_title(title) - - for p, plane in enumerate(PLANES): - s[plane] = twissSequences[p].getS() - - betas[plane] = twissSequences[p].getBeta() - ax[0].plot(s[plane], betas[plane], "-", color=colors[p], label=plane) - ax[0].set_ylabel("beta [m]") - - sigmas[plane] = [getSigma(b) for b in betas[plane]] - - ax[p + 1].plot(s[plane], sigmas[plane], "-", color=colors[p], label=plane) - ax[p + 1].fill_between( - s[plane], - sigmas[plane], - [-si for si in sigmas[plane]], - color=colors[p], - alpha=0.5, - ) - ax[p + 1].set_ylabel("sigma [mm]") - - # plot monitors - monitors = twissSequences[p].getElements("BP") - s[plane] = monitors.getS() - betas[plane] = monitors.getBeta() - ax[p + 1].plot( - s[plane], [getSigma(b) for b in betas[plane]], "s", color=colors[p] - ) - - # plot collimators - collimators = twissSequences[p].getElements("TCDI" + plane) - for c in collimators.elements: - print(c.name, c.s, c.beta, getSigma(c.beta)) - ax[p + 1].plot( - collimators.getS(), [getSigma(b) for b in collimators.getBeta()], "sk" - ) - - ax[0].legend(loc=3) - ax[p + 1].legend(loc=3) - - ax[2].set_xlabel("S [m]") - - -def getQuadPhases(filename, testvalues): - quads = {} - - seq = readTwissFromMADX(filename) - - for p in [0, 1]: - for element in seq[p].elements: - if ( - "QF." in element.name - or "QD." in element.name - or "MQ" in element.name - or "QT" in element.name - or "QDA" in element.name - or "QFA" in element.name - ): - if element.name not in quads: - quads[element.name] = [0, 0, 0, 0] - quads[element.name][p] = element.mu - diffCheck = element.mu - element.mu // 1 - diffCheck = abs( - np.array( - [ - diffCheck - testvalues[p] - 0.5, - diffCheck - testvalues[p], - diffCheck - testvalues[p] + 0.5, - diffCheck - testvalues[p] + 1, - ] - ) - ) - quads[element.name][p + 2] = min(diffCheck) - - for ik in quads.iteritems(): - print(ik) - - -def compareTwissFiles(file1, file2, refElement=None, posAttr="S"): - getPosAttr = operator.attrgetter("get" + posAttr) - - s1 = readTwissFromMADX(file1) - s2 = readTwissFromMADX(file2) - desc = ["".join(f.split("/")[-1].split(".")[:-1]) for f in [file1, file2]] - - s1_monitors = [s.getElements("BPMI") for s in s1] - s2_monitors = [s.getElements("BPMI") for s in s2] - - s1_monitors[0].removePlaneFromMonitors() - s1_monitors[1].removePlaneFromMonitors() - - s2_monitors[0].removePlaneFromMonitors() - s2_monitors[1].removePlaneFromMonitors() - - for index, plane in enumerate(["H", "V"]): # noqa: B007 - if not len(s1_monitors[index].getNames()) == len(s2_monitors[index].getNames()): - useNames = [ - x - for x in s1_monitors[index].getNames() - if x in s2_monitors[index].getNames() - ] - s1_monitors[index] = s1_monitors[index].getMonitors(useNames) - s2_monitors[index] = s2_monitors[index].getMonitors(useNames) - - if not refElement: - refElement = s1_monitors[0].getNames()[0] - - if len(list(set(getPosAttr(s1_monitors[0])()))) == 1: - posAttr = "S" - getPosAttr = operator.attrgetter("getS") - - diff = ( - getPosAttr(s1[0].getElements(refElement))()[0] - - getPosAttr(s2[0].getElements(refElement))()[0] - ) - - print("Shift", desc[1], "by", diff, "to", desc[0], posAttr) - xmin = [getPosAttr(s)()[0] for s in s1_monitors] - xmax = [getPosAttr(s)()[-1] for s in s1_monitors] - - for index, plane in enumerate(["x", "y"]): - plt.figure() - plt.title(str(desc) + " " + plane) - ds = s1[index].getElement(refElement).s - s2[index].getElement(refElement).s - dmu = s1[index].getElement(refElement).mu - s2[index].getElement(refElement).mu - plt.plot(s1[index].getS(), s1[index].getMu()) - plt.plot( - [s + ds for s in s2[index].getS()], [mu + dmu for mu in s2[index].getMu()] - ) - plt.plot([s for s in s2[index].getS()], s2[index].getMu(), ":") - plt.xlabel("S") - plt.ylabel("mu") - print(ds) - - for val in ["Beta", "X", "D"]: - getValAttr = operator.attrgetter("get" + val) - - peak = max( - abs( - np.array(getValAttr(s1_monitors[index])()) - - np.array(getValAttr(s2_monitors[index])()) - ) - ) - print(val, plane, "max", peak) - - if peak: - plt.figure() - plt.subplot(211) - plt.title(val + plane) - plt.plot( - getPosAttr(s1[index])(), - getValAttr(s1[index])(), - "-", - color="b", - label=desc[0], - ) - plt.plot( - getPosAttr(s1_monitors[index])(), - getValAttr(s1_monitors[index])(), - "s", - color="b", - ) - plt.plot( - [s + diff for s in getPosAttr(s2[index])()], - getValAttr(s2[index])(), - ":", - color="r", - label=desc[1], - ) - plt.plot( - [s + diff for s in getPosAttr(s2_monitors[index])()], - getValAttr(s2_monitors[index])(), - "o", - color="r", - ) - plt.xlim(xmin[index], xmax[index]) - - plt.legend() - plt.subplot(212) - plt.plot( - getPosAttr(s1_monitors[index])(), - np.array(getValAttr(s1_monitors[index])()) - - np.array(getValAttr(s2_monitors[index])()), - "g:x", - ) - plt.xlim(xmin[index], xmax[index]) - - plt.xlabel(posAttr) - - if val == "X": - plt.ylabel("[mu m]") - - -def readTwissFromMADX(inputFile, name=""): - if name == "": - name = inputFile.split("/")[-1].split(".")[0] - data = open(inputFile, "r") - fieldNames = [] - i_start = 0 - - hSequence = TwissSequence("H", name) - vSequence = TwissSequence("V", name) - - for i, line in enumerate(data): - if line.startswith("*"): - for idx, val in enumerate(line.split()): # noqa: B007 - fieldNames.append(val) - i_start = i + 1 - - if FIELD_NAME not in fieldNames: - raise TwissException("MISSING FIELD", FIELD_NAME, "IN TWISS INPUT") - if FIELD_S not in fieldNames: - raise TwissException("MISSING FIELD", FIELD_S, "IN TWISS INPUT") - if FIELD_X not in fieldNames: - x = 0 - warnings.warn( - "MISSING FIELD" + FIELD_X + "IN TWISS INPUT" + inputFile, - stacklevel=2, - ) - if FIELD_PX not in fieldNames: - px = 0 - warnings.warn( - "MISSING FIELD " + FIELD_PX + " IN TWISS INPUT " + inputFile, - stacklevel=2, - ) - if FIELD_BETX not in fieldNames: - bx = 0 - warnings.warn( - "MISSING FIELD " + FIELD_BETX + " IN TWISS INPUT" + inputFile, - stacklevel=2, - ) - if FIELD_MUX not in fieldNames: - mux = 0 - warnings.warn( - "MISSING FIELD " + FIELD_MUX + " IN TWISS INPUT" + inputFile, - stacklevel=2, - ) - if FIELD_ALPX not in fieldNames: - alfx = 0 - warnings.warn( - "MISSING FIELD " + FIELD_ALPX + " IN TWISS INPUT" + inputFile, - stacklevel=2, - ) - if FIELD_Y not in fieldNames: - y = 0 - warnings.warn( - "MISSING FIELD" + FIELD_Y + "IN TWISS INPUT" + inputFile, - stacklevel=2, - ) - if FIELD_PY not in fieldNames: - py = 0 - warnings.warn( - "MISSING FIELD " + FIELD_PY + " IN TWISS INPUT" + inputFile, - stacklevel=2, - ) - if FIELD_BETY not in fieldNames: - by = 0 - warnings.warn( - "MISSING FIELD " + FIELD_BETY + " IN TWISS INPUT" + inputFile, - stacklevel=2, - ) - if FIELD_MUY not in fieldNames: - muy = 0 - warnings.warn( - "MISSING FIELD " + FIELD_MUY + " IN TWISS INPUT" + inputFile, - stacklevel=2, - ) - if FIELD_ALPY not in fieldNames: - alfy = 0 - warnings.warn( - "MISSING FIELD " + FIELD_ALPY + " IN TWISS INPUT" + inputFile, - stacklevel=2, - ) - if FIELD_DX not in fieldNames: - dx = 0 - warnings.warn( - "MISSING FIELD " + FIELD_DX + " IN TWISS INPUT" + inputFile, - stacklevel=2, - ) - if FIELD_DY not in fieldNames: - dy = 0 - warnings.warn( - "MISSING FIELD " + FIELD_DY + " IN TWISS INPUT" + inputFile, - stacklevel=2, - ) - - elif i > i_start and i_start > 0: - for idx, val in enumerate(line.split()): - if fieldNames[idx + 1] == FIELD_NAME: - name = val.strip('"') - # if name.startswith('DRIFT'): - # break - elif fieldNames[idx + 1] == FIELD_X: - x = float(val) - elif fieldNames[idx + 1] == FIELD_Y: - y = float(val) - elif fieldNames[idx + 1] == FIELD_S: - s = float(val) - elif fieldNames[idx + 1] == FIELD_MUX: - mux = float(val) - elif fieldNames[idx + 1] == FIELD_MUY: - muy = float(val) - elif fieldNames[idx + 1] == FIELD_BETX: - bx = float(val) - elif fieldNames[idx + 1] == FIELD_BETY: - by = float(val) - elif fieldNames[idx + 1] == FIELD_ALPX: - alfx = float(val) - elif fieldNames[idx + 1] == FIELD_ALPY: - alfy = float(val) - elif fieldNames[idx + 1] == FIELD_PX: - px = float(val) - elif fieldNames[idx + 1] == FIELD_PY: - py = float(val) - elif fieldNames[idx + 1] == FIELD_DX: - dx = float(val) - elif fieldNames[idx + 1] == FIELD_DY: - dy = float(val) - - hSequence.add(TwissElement(name, s, x, px, bx, alfx, mux, dx)) # , t)) - vSequence.add(TwissElement(name, s, y, py, by, alfy, muy, dy)) # , t)) - - return hSequence, vSequence - - -# def readQ26Twiss(): -# twissH, twissV = readTwissFromMADX(filename_Q26) -# return twissH, twissV -# -# -# def readQ20Twiss(): -# twissH, twissV = readTwissFromMADX(filename_Q20) -# return twissH, twissV -# -# -# def readQ22Twiss(): -# twissH, twissV = readTwissFromMADX(filename_Q22) -# return twissH, twissV - - -def readAWAKEelectronTwiss(): - try: - filename_awakeElectron = "../src/environments/electron_tt43.out" - twissH, twissV = readTwissFromMADX(filename_awakeElectron) - except Exception: - filename_awakeElectron = "../src/environments/electron_tt43.out" - twissH, twissV = readTwissFromMADX(filename_awakeElectron) - return twissH, twissV - - -def getDispersionAsSource(filename): - seq = readTwissFromMADX(filename)[0] - - seq.name = "dispersion" - - for e in seq.elements: - e.x = e.d - - return seq - - -class TwissSequence: - def __init__(self, plane, name=""): - self.plane = plane - self.name = name - self.elements = [] - self.elementNames = [] - - def add(self, e): - self.elements.append(e) - self.elementNames.append(e.n) - - def remove(self, index): - self.elements.pop(index) - self.elementNames.pop(index) - - def __getitem__(self, i): - return self.elements[i] - - def calculateTrajectory( - self, monitorNames, kickerNames, kicks, kN, allPoints=False - ): # TODO: calculate at every value? - p = self.elements[0].x, self.elements[0].px - x_um = [p[0] * FACTOR_UM] - - for i in range(1, len(self.elementNames)): - kick = self.findKick(kicks, kN, self.elements[i]) - p = self.calculateTransfer(self.elements[i - 1], self.elements[i], p, kick) - # if 'BPMI' in self.elements[i].name: - # print self.elements[i].name, p - x_um.append(p[0] * FACTOR_UM) - - return self.extractMonitorValues(x_um, monitorNames) # TODO: need this? - - def findKick(self, kicks, kN, e): - if not e.name.startswith("M"): # ==type_kicker: - return 0 - - try: - return kicks[kN.index(e.n)] / FACTOR_UM - except ValueError: - return 0 - - def extractMonitorValues(self, x_um, names): - monValues = [] - for m in names: - monValues.append(x_um[self.elementNames.index(m.split(".")[-1])]) - return monValues - - def getMonitors(self, names): - newSequence = TwissSequence(self.plane, self.name) - for m in names: - newSequence.add(self.elements[self.elementNames.index(m.split(".")[-1])]) - - return newSequence - - def removePlaneFromMonitors(self): - for element in self.elements: - if "BPMI" in element.name: - test = element.name.split(".") - test[0] = test[0].replace("H", "").replace("V", "") - element.name = ".".join(test) - - def getElementsByNames(self, names): - newSequence = TwissSequence(self.plane, self.name) - for m in names: - index = self.getNames().index(m) - newSequence.add(self.elements[index]) - - return newSequence - - def getElementsByPosKeys(self, ns): - newSequence = TwissSequence(self.plane, self.name) - for m in ns: - # print m, self.elementNames - index = self.elementNames.index(m.split(".")[-1]) - newSequence.add(self.elements[index]) - - return newSequence - - # key in element - def getElements(self, key): - newSequence = TwissSequence(self.plane, self.name) - for element in self.elements: - if key in element.name: - newSequence.add(element) - return newSequence - - def getNames(self): - names = [] - for e in self.elements: - names.append(e.name) - return names - - def getS(self): - s = [] - for e in self.elements: - s.append(e.s) - return s - - def getX(self): # returns also y in vplane - x = [] - for e in self.elements: - x.append(e.x * FACTOR_UM) # *factor? - return x - - def getMu(self): # returns also y in vplane - mu = [] - for e in self.elements: - mu.append(e.mu) - return mu - - def getAlpha(self): - return [e.alpha for e in self.elements] - - def getBeta(self): # returns also y in vplane - beta = [] - for e in self.elements: - beta.append(e.beta) - return beta - - def getD(self): - d = [] - for e in self.elements: - d.append(e.d) - return d - - def getElement(self, name): - for e in self.elements: - if e.name == name: - return e - else: - raise TwissException("Element not found: " + name) - - # MDMH and MDSV, MDMV in ti8 is hkicker - def calculateTransfer(self, e0, e1, x0, kick): - if kick: - if ( - "MDLH" in e1.name or "MDLV" in e1.name - ): # print 'not hkicker, but rbend, length=1.4' - kick = -kick - # elif not 'MCIA' in e1.name: - # print 'kick by', e1.name - - M11, M12, M21, M22 = self.transferMatrix(e0, e1) - return [M11 * x0[0] + M12 * x0[1], M21 * x0[0] + M22 * x0[1] + kick] - - def interpolateBetween(self, e0, x0, e1, x1, e2): - if e0.s < e2.s: - a11, a12, a21, a22 = self.transferMatrix(e0, e2) - A = matrix([[a11, a12], [a21, a22]]) - else: - a11, a12, a21, a22 = self.transferMatrix(e2, e0) - A = matrix([[a11, a12], [a21, a22]]) - A = A.I - if e1.s < e2.s: - b11, b12, b21, b22 = self.transferMatrix(e1, e2) - B = matrix([[b11, b12], [b21, b22]]) - else: - b11, b12, b21, b22 = self.transferMatrix(e2, e1) - B = matrix([[b11, b12], [b21, b22]]) - B = B.I - # print (B) - # print(B[0,0]) - e = (B[1, 0] * x1 - A[1, 0] * x0) / A[1, 1] - g = B[1, 1] / A[1, 1] - f = (B[0, 0] * x1 - A[0, 0] * x0) / A[0, 1] - h = B[0, 1] / A[0, 1] - - px1 = (e - f) / (h - g) - px0 = (B[0, 0] * x1 + B[0, 1] * px1 - A[0, 0] * x0) / A[0, 1] - - x_vec = np.array([x0, px0]) - # print(x_vec) - x_out = A[0, 0] * x_vec[0] + A[0, 1] * x_vec[1] - # print(x0,x1,x_out) - return x_out - - def transferMatrix(self, e0, e1): - dmu = (e1.mu - e0.mu) * 2 * math.pi - cos_dmu = math.cos(dmu) - sin_dmu = math.sin(dmu) - sqrt_mult = math.sqrt(e0.beta * e1.beta) - sqrt_div = math.sqrt(e1.beta / e0.beta) - - M11 = sqrt_div * (cos_dmu + e0.alpha * sin_dmu) - M12 = sqrt_mult * sin_dmu - M21 = ( - (e0.alpha - e1.alpha) * cos_dmu - (1 + e0.alpha * e1.alpha) * sin_dmu - ) / sqrt_mult - M22 = (cos_dmu - e1.alpha * sin_dmu) / sqrt_div - - return M11, M12, M21, M22 - - def subtractSource(self, twiss2): # only x, y? - if len(self.elements) == len(twiss2.elements): - for i, e in enumerate(self.elements): - e.x -= twiss2.elements[i].x - else: - warnings.warn("BAD LENGTH FOR SUBTRACTION", stacklevel=2) - - def getNeighbouringBPMsforElement(self, element, plane): - indexBefore = 0 - # indexAfter = 0 - index = self.elements.index(element) - - for i in range(index - 1, 0, -1): - # print(self.elements[i].name, indexBefore) - if self.elements[i].name.startswith("BP" + plane): - elementBefore = self.elements[i] - indexBefore = i - break - if indexBefore == 0: - for i in range(len(self.elements) - 1, index + 1, -1): - # print(self.elements[i].name) - if self.elements[i].name.startswith("BP" + plane): - elementBefore = self.elements[i] - break - - for i in range(index + 1, len(self.elements)): - if self.elements[i].name.startswith("BP" + plane): - elementAfter = self.elements[i] - break - - # elementBefore = self.elements[indexBefore-1] - # elementAfter = self.elements[indexAfter+1] - return elementBefore, elementAfter - - -class TwissElement: - def __init__(self, name, s, x, px, beta, alpha, mu, d): # :, t=type_monitor): - self.name = name - self.s = s - self.x = x - self.px = px - self.beta = beta - self.mu = mu - self.alpha = alpha - # self.type = t - self.d = d - self.n = name.split(".")[-1] - - -class TwissException(Exception): - pass - - -class TwissWarning(Warning): - pass diff --git a/compare/simon_gpmpc/Application/electron_design.mad b/compare/simon_gpmpc/Application/electron_design.mad deleted file mode 100644 index 1e40cfe..0000000 --- a/compare/simon_gpmpc/Application/electron_design.mad +++ /dev/null @@ -1,125 +0,0 @@ -!******************************************** -! TT43-TT41 (AWAKE e-line) model -! -! F.M. Velotti, C. Bracco -! MADX version MAD-X 5.04.01 -!******************************************** - -title, 'AWAKE e-line'; - - option, echo; - option, RBARC=FALSE; - - -!system, "ln -fns /opt/vkain/PycharmProjects/awakett43/2018 tt43_repo"; - -!********************************************* -! Import sequence, elements and strengths -! N.B. FINT values calulated empirically from -! beam-based measurements -!********************************************* - -call, file = "../tt43_repo/elements/electron_elements.ele"; -call, file = "../tt43_repo/sequence/electron_sequence.seq"; -call, file = "../tt43_repo/strength/electron_strength.str"; - -call, file = "../tt43_repo/beams/electron_beam.beamx"; - -fint_h_var = 0.25; -fint_v_var = 0.09; -!*********************************************** -! Select strengths for needed optics -!*********************************************** - -//Focus at BTV50 -//kqf430205 := -7.74315 ; -//kqd412344 := -5.08493 ; -//kqf412346 :=21.0534; -//kqd412347 := -25.2612 ; - - -//Focus at BTV53 -//kqf430205 := -7.83841 ; -//kqd412344 := - 3.71018; -//kqf412346 := 18.396; -//kqd412347 := -16.3205; - - -//Focus at BTV54 -//kqf430205 := -7.70116 ; -//kqd412344 := -3.90342 ; -//kqf412346 := 17.9845; -//kqd412347 := -15.1748; - -//Focus at Iris +1 m -//kqf430205 := -7.64757 ; -//kqd412344 := -5.91917 ; -//kqf412346 := 17.6078; -//kqd412347 := -13.3947; - -//Focus at Iris +2 m -//kqf430205 := -7.69869 ; -//kqd412344 := -6.32961; -//kqf412346 := 17.3987 ; -//kqd412347 := -12.7635; - - -//Focus at Iris +3 m -//kqf430205 := -7.6056 ; -//kqd412344 := -6.02714; -//kqf412346 := 17.1487; -//kqd412347 := -12.5029; - -//Focus at Iris +4 m -//kqf430205 := -7.75767; -//kqd412344 := -3.12061; -//kqf412346 := 16.2752; -//kqd412347 := -12.1149; - -//Focus at Iris +5 m -//kqf430205 := -7.61516; -//kqd412344 := -4.42116; -//kqf412346 := 16.4406; -//kqd412347 := -11.8455; - - -!*************************************** -! Default optics -!*************************************** - -//Focus at Iris -kqf430205 := -7.92377; -kqd412344 := -1.07907; -kqf412346 := 16.7789; -kqd412347 := -14.0290; - - -use, sequence= TT43; - -set, format="15.9f"; - -! Normalised emittance about 7 um in both planes -emittx:=1.93e-7; -emitty:=1.93e-7; - -! RMS momentum spread (estimated from measurements) -dpp = 8e-3; - -!Spot Size [m] -sigma_x := sqrt((table(twiss, betx)*emittx) + ((table(twiss,dx))*dpp)^2); -sigma_y := sqrt((table(twiss, bety)*emitty) + ((table(twiss,dy))*dpp)^2); - - -! Measured ini conditions: beta_x = 3.1 m, alfa_x = 0.8, beta_y = 3.5 m, alfa_y = 0.8 - -Select,flag=twiss, clear; -Select,flag=twiss,column=name,keyword,s,l,sigma_x,sigma_y,betx,bety,dx, dpx, dy, dpy, alfx,alfy,x,y,k1l,mux,muy; -//Select,flag=twiss,column=name,keyword,s,l,aper_1,aper_2; -TWISS, file="../tt43_repo/output/electron_tt43.out", - -! Ideal initial conditions -initbeta0:beta0,DELTAP=0.0,BETX=5,ALFX=0,DX=0,DPX=0, -BETY=5,ALFY=0,DY=0.0,DPY=0.0, - x=0,px=0,y=0,py=0; - -!stop; diff --git a/compare/simon_gpmpc/environment.py b/compare/simon_gpmpc/environment.py deleted file mode 100644 index 6521faa..0000000 --- a/compare/simon_gpmpc/environment.py +++ /dev/null @@ -1,499 +0,0 @@ -import logging.config # noqa: F401 -import random -from abc import ABC -from enum import Enum - -import gymnasium as gym -import matplotlib.pyplot as plt -import numpy as np -import pandas as pd -import scipy.optimize as opt -from cpymad.madx import Madx -from gymnasium import spaces -from numpy import linalg as LA - -from ..github_vanilla.utils import twissReader # noqa: F401 -from .record_statistics_wrapper_rew import RecordStatisticsWrapper - - -def generate_drifting_optics( - time_step=0, drift_frequency=np.pi * 0.001, drift_amplitude=0.0 -): - OPTIONS = ["WARN"] # ['ECHO', 'WARN', 'INFO', 'DEBUG', 'TWISS_PRINT'] - MADX_OUT = [f"option, -{ele};" for ele in OPTIONS] - madx = Madx(stdout=False) - madx.input("\n".join(MADX_OUT)) - tt43_ini = "../compare/simon_gpmpc/Application/electron_design.mad" - madx.call(file=tt43_ini, chdir=True) - madx.use(sequence="tt43", range="#s/plasma_merge") - quads = {} - shift = np.sin(drift_frequency * time_step) * drift_amplitude + 1 - print("shift", shift) - i = 0 - for ele, value in dict(madx.globals).items(): - if "kq" in ele: - i += 1 - # quads[ele] = value * np.random.uniform(0.5, 1.5, size=None) - if i > 20: - quads[ele] = value * shift - print(ele) - madx.globals.update(quads) - madx.input( - "initbeta0:beta0,BETX=5,ALFX=0,DX=0,DPX=0,BETY=5,ALFY=0,DY=0.0,DPY=0.0,x=0,px=0,y=0,py=0;" # noqa: E501 - ) - twiss_cpymad = madx.twiss(beta0="initbeta0").dframe() - - return twiss_cpymad - - -class e_trajectory_simENV(gym.Env, ABC): - """ - Define a simple AWAKE environment. - The environment defines which actions can be taken at which point and - when the agent receives which reward. - """ - - def __init__(self, **kwargs): - self.state_out = False - # self.__version__ = "0.0.1" - # logging.info("e_trajectory_simENV - Version {}".format(self.__version__)) - - # General variables defining the environment - self.MAX_Steps = 1000 - self.is_finalized = False - self.total_interactions = 0 - self.current_steps = 0 - self.total_episodes = -1 - self.traj_return = 0 - - self.plane = Plane.horizontal # hard coded - - self.seed() - twiss = generate_drifting_optics() - self.twiss_bpms = twiss[twiss["keyword"] == "monitor"] - self.twiss_bpms = self.twiss_bpms[1:] - self.twiss_correctors = twiss[twiss["keyword"] == "kicker"] - self.twiss_correctors = self.twiss_correctors[:-1] - - self.set_system_state(time_step=self.total_interactions) - - # self.twissH, self.twissV = twissReader.readAWAKEelectronTwiss() - - # self.bpmsH = self.twissH.getElements("BP") - # self.bpmsV = self.twissV.getElements("BP") - - # self.bpmsV.remove(0) - # self.bpmsH.remove(0) - - # self.correctorsH = self.twissH.getElements("MCA") - # self.correctorsV = self.twissV.getElements("MCA") - - # self.correctorsV.remove(-1) - # self.correctorsH.remove(-1) - - # print((self.bpmsH.getNames())) - # print(len(self.correctorsH.getNames())) - - # for _ in range(1, 9): - # self.bpmsV.remove(0) - # self.bpmsH.remove(0) - # self.correctorsV.remove(0) - # self.correctorsH.remove(0) - - # print((self.bpmsH.getNames())) - # print(len(self.correctorsH.getNames())) - - # self.responseH = self._calculate_response(self.bpmsH, self.correctorsH) - # self.responseV = self._calculate_response(self.bpmsV, self.correctorsV) - self.positionsH = np.zeros(len(self.twiss_bpms)) - self.settingsH = np.zeros(len(self.twiss_correctors)) - self.positionsV = np.zeros(len(self.twiss_bpms)) - self.settingsV = np.zeros(len(self.twiss_correctors)) - - # self.positionsH = np.zeros(len(self.bpmsH.elements)) - # self.settingsH = np.zeros(len(self.correctorsH.elements)) - # self.positionsV = np.zeros(len(self.bpmsV.elements)) - # self.settingsV = np.zeros(len(self.correctorsV.elements)) - # self.goldenH = np.zeros(len(self.bpmsV.elements)) - # self.goldenV = np.zeros(len(self.bpmsV.elements)) - - self.goldenH = np.zeros(len(self.positionsH)) - self.goldenV = np.zeros(len(self.positionsV)) - - # high = 1 * np.ones(len(self.correctorsH.elements)) - high = 1 * np.ones(len(self.settingsH)) - low = (-1) * high - - self.action_space = spaces.Box(low=low, high=high, dtype=np.float32) - self.act_lim = self.action_space.high[0] - - high = 1 * np.ones(len(self.positionsH)) - low = (-1) * high - self.observation_space = spaces.Box( - low=np.append(low, 0), high=np.append(high, 1), dtype=np.float32 - ) - - if "scale" in kwargs: - self.action_scale = kwargs.get("scale") - else: - self.action_scale = 1e-4 - - # init position of the magnets set to 0 but changed in the reset function - self.kicks_0 = np.zeros(len(self.settingsH)) - - self.state_scale = ( - 100 # Meters to cms as given from BPMs in the measurement later on - ) - - # the threshold for the ending of the episodes - self.threshold = -0.001 * self.state_scale - - self.sucesses = [] - - def set_system_state(self, time_step): - """ - Specific function, while training samples fresh new tasks and for testing it - uses previously saved tasks - """ - twiss = generate_drifting_optics(time_step=time_step) - twiss_bpms = twiss[twiss["keyword"] == "monitor"] - twiss_bpms = twiss_bpms[1:] - twiss_correctors = twiss[twiss["keyword"] == "kicker"] - twiss_correctors = twiss_correctors[:-1] - self.responseH = self._calculate_response( - twiss_bpms, twiss_correctors, self.plane - ) - self.responseV = self._calculate_response( - twiss_bpms, twiss_correctors, self.plane - ) - - def reset(self, **kwargs): - """ - Reset the state of the environment and returns an initial observation. - Returns - ------- - observation (object): the initial observation of the space. - """ - self.is_finalized = False - # self.current_steps = 0 - self.total_interactions += 1 - self.set_system_state(time_step=self.total_interactions) - - bad_init = True - while bad_init: - if self.plane == Plane.horizontal: - # Uniformly randomize actions - self.settingsH = self.action_space.sample() * 5 - # scale actions to problem - self.kicks_0 = self.settingsH * self.action_scale - rmatrix = self.responseH - - if self.plane == Plane.vertical: - # Uniformly randomize actions - self.settingsV = self.action_space.sample() * 5 - # scale actions to problem - self.kicks_0 = self.settingsV * self.action_scale - rmatrix = self.responseV - - state = self._calculate_trajectory(rmatrix, self.kicks_0) - if self.plane == Plane.horizontal: - self.positionsH = state - if self.plane == Plane.horizontal: - self.positionsV = state - - return_initial_state = np.array(state * self.state_scale) - bad_init = ( - any(abs(return_initial_state) > 10 * abs(self.threshold)) - or LA.norm(return_initial_state) < 0.5 - ) - - # - self.current_steps = 0 - self.traj_return = 0 - # self.total_episodes += 1 - # self.rews.append(0) - # self.lens.append(0) - self.sucesses.append(0) - - # print( - # "reset:", - # self.total_episodes, - # self.total_interactions, - # self.current_interactions, - # ) - # print('init stat: ', return_initial_state) - - # self.previous_state = return_initial_state - print("************* reset " * 5) - # print(np.append(return_initial_state, 0)) - return np.append(return_initial_state, 0.0).astype(np.float32), {} - - def step(self, action, reference_position=None): - print("step..." * 20) - self.current_steps += 1 - - self.total_interactions += 1 - self.set_system_state(time_step=self.total_interactions) - - # if self.current_steps % 5 == 0: - # action = self.action_space.sample()*3 - # print('** rand '*5) - kicks_scaled = action * self.action_scale - state = self._take_action(kicks_scaled) - - golden_trajectory = 0 - # scaling and clipping - # self.previous_traj.set_ydata(self.previous_state) - # self.current_traj.set_ydata(np.array(state * self.state_scale)) - - return_state = np.clip( - np.array(state * self.state_scale), - -10 * abs(self.threshold), - 10 * abs(self.threshold), - ) - - # we hit the wall - if (abs(return_state) >= abs(10 * self.threshold)).any(): - self.is_finalized = True - first_hit_position = np.argmax( - abs(return_state) >= abs(10 * self.threshold) - ) - # return_state[first_hit_position:] = return_state[first_hit_position] - for i in range(first_hit_position, len(return_state)): - return_state[i] = return_state[ - first_hit_position - ] # *(i-first_hit_position+1) - # if it would continue till the end of the episode - return_reward = -np.sqrt( - np.mean(np.square(return_state - golden_trajectory * self.state_scale)) - ) # *\ - # (self.MAX_Steps+1-self.current_steps) - else: - return_reward = -np.sqrt( - np.mean(np.square(return_state - golden_trajectory * self.state_scale)) - ) - self.state_out = False - # Check if episode length is max - if self.current_steps >= self.MAX_Steps: - self.is_finalized = True - # Check if target is reached - elif return_reward > self.threshold: - self.is_finalized = True - self.sucesses[self.total_episodes] = self.MAX_Steps - - self.traj_return += return_reward / self.current_steps - return ( - np.append(return_state, ((-return_reward))).astype(np.float32), - return_reward, - self.is_finalized, - False, - {}, - ) - - def setGolden(self, goldenH, goldenV): - self.goldenH = goldenH - self.goldenV = goldenV - - def setPlane(self, plane): - if plane == Plane.vertical or plane == Plane.horizontal: - self.plane = plane - else: - raise Exception("You need to set plane enum") - - def _take_action(self, kicks_scaled): - dkicks = self.kicks_0 + kicks_scaled - self.kicks_0 = dkicks.copy() - return self._get_trajectory(dkicks, self.plane) - - def _get_trajectory(self, dkicks, plane): - if plane == Plane.horizontal: - rmatrix = self.responseH - golden = self.goldenH - elif plane == Plane.vertical: - rmatrix = self.responseV - golden = self.goldenV # noqa: F841 - trajectory = self._calculate_trajectory(rmatrix, dkicks) - return trajectory - - # def _calculate_response(self, bpmsTwiss, correctorsTwiss): - # bpms = bpmsTwiss.elements - # correctors = correctorsTwiss.elements - # rmatrix = np.zeros((len(bpms), len(correctors))) - # for i, bpm in enumerate(bpms): - # for j, corrector in enumerate(correctors): - # if (bpm.mu > corrector.mu): - # rmatrix[i][j] = np.sqrt(bpm.beta * corrector.beta) * np.sin( - # (bpm.mu - corrector.mu) * 2. * np.pi) - # else: - # rmatrix[i][j] = 0.0 - # return rmatrix - - def _calculate_response(self, bpmsTwiss, correctorsTwiss, plane): - bpms = bpmsTwiss.index.values.tolist() - correctors = correctorsTwiss.index.values.tolist() - # bpms.pop(0) - # correctors.pop(-1) - - rmatrix = np.zeros((len(bpms), len(correctors))) - - for i, bpm in enumerate(bpms): - for j, corrector in enumerate(correctors): - if plane == Plane.horizontal: - bpm_beta = bpmsTwiss.betx[bpm] - corrector_beta = correctorsTwiss.betx[corrector] - bpm_mu = bpmsTwiss.mux[bpm] - corrector_mu = correctorsTwiss.mux[corrector] - else: - bpm_beta = bpmsTwiss.bety[bpm] - corrector_beta = correctorsTwiss.bety[corrector] - bpm_mu = bpmsTwiss.muy[bpm] - corrector_mu = correctorsTwiss.muy[corrector] - - if bpm_mu > corrector_mu: - rmatrix[i][j] = np.sqrt(bpm_beta * corrector_beta) * np.sin( - (bpm_mu - corrector_mu) * 2.0 * np.pi - ) - else: - rmatrix[i][j] = 0.0 - return rmatrix - - def _calculate_trajectory(self, rmatrix, delta_settings): - delta_settings = np.squeeze(delta_settings) - return rmatrix.dot(delta_settings) - - def seed(self, seed=None): - random.seed(seed) - - -class Plane(Enum): - horizontal = 0 - vertical = 1 - - -if __name__ == "__main__": - env = e_trajectory_simENV() - - environment_instance = RecordStatisticsWrapper(env) - # environment_instance = env - - environment_instance.reset() - - actions_history = [0] - - def objective(action): - last_action = actions_history[-1] - action_set = action.copy() - last_action - s, r, d, _ = environment_instance.step(action=action_set) - actions_history.append(action.copy()) - return -r - - if True: - environment_instance.reset() - d = False - steps = 0 - while steps < 5: - d = False - print(environment_instance.reset()) - - while not d: - sample_action = environment_instance.action_space.sample() * 0.1 - s, r, d, i = environment_instance.step(sample_action) - print(s, sample_action) - steps += 1 - print("episode", i) - - if False: - - def constr(action): - if any(action > environment_instance.action_space.high[0]) or any( - action < environment_instance.action_space.low[0] - ): - return -1 - else: - return 1 - - print("init: ", environment_instance.reset(no_limit=True)) - start_vector = np.zeros(environment_instance.action_space.shape[0]) - rhobeg = 0.25 * environment_instance.action_space.high[0] - print("rhobeg: ", rhobeg) - res = opt.fmin_cobyla( - objective, start_vector, [constr], rhobeg=rhobeg, rhoend=0.05 - ) - print(res) - - if False: - # Bounded region of parameter space - pbounds = dict( - [ - ( - "x" + str(i), - ( - environment_instance.action_space.low[0], - environment_instance.action_space.high[0], - ), - ) - for i in range(1, 12) - ] - ) - - def black_box_function(x1, x2, x3, x4, x5, x6, x7, x8, x9, x10, x11): - func_val = -1 * objective( - np.array([x1, x2, x3, x4, x5, x6, x7, x8, x9, x10, x11]) - ) - return func_val - - optimizer = BayesianOptimization( # noqa: F821 - f=black_box_function, - pbounds=pbounds, - verbose=2, # verbose = 1 prints only when a maximum is observed, verbose = 0 is silent # noqa: E501 - random_state=3, - ) - - optimizer.maximize(init_points=25, n_iter=50, acq="ucb", kappa=0.1) - objective( - np.array([optimizer.max["params"][x] for x in optimizer.max["params"]]) - ) - - history = np.array(environment_instance.current_history) - rews = np.stack(history[:, -1]) - actions = np.stack(history[:, 1]) - states = np.stack(history[:, 0]) - - fig, axs = plt.subplots(3, sharex=True) - axs[2].plot(rews) - axs[2].set_title("reward") - - axs[2].axhline(environment_instance.threshold, c="lime", ls=":") - - pd.DataFrame(actions).plot(ax=axs[0], legend=False) - axs[0].set_title("actions") - pd.DataFrame(states).plot(ax=axs[1], legend=False) - axs[1].set_title("states") - axs[1].axhline(1, c="r", ls=":") - axs[1].axhline(-1, c="r", ls=":") - fig.suptitle("Last episode") - plt.tight_layout() - - plt.show() - - if len(environment_instance.return_queue) > 0: - fig, ax1 = plt.subplots() - color = "tab:blue" - ax1.set_xlabel("episodes") - ax1.set_ylabel("return", color=color) - ax1.tick_params(axis="y", labelcolor=color) - ax1.plot(environment_instance.return_queue) - - ax2 = ax1.twinx() - color = "lime" - ax2.set_ylabel( - "episode length", color=color - ) # we already handled the x-label with ax1 - ax2.tick_params(axis="y", labelcolor=color) - ax2.plot(environment_instance.length_queue, c=color) - # ax1.axhline(-0.1, c='red') - - # plt.title('lengths') - fig.suptitle("Metrics") - plt.tight_layout() - plt.show() diff --git a/compare/simon_gpmpc/record_statistics_wrapper_rew.py b/compare/simon_gpmpc/record_statistics_wrapper_rew.py deleted file mode 100644 index 1ae101e..0000000 --- a/compare/simon_gpmpc/record_statistics_wrapper_rew.py +++ /dev/null @@ -1,231 +0,0 @@ -import os -import pickle -import time -from collections import deque -from datetime import datetime -from typing import Optional # noqa: F401 - -import gym -import numpy as np -from gym import spaces # noqa: F401 -from matplotlib import pyplot as plt - - -class RecordStatisticsWrapper(gym.Wrapper): - def __init__(self, env, experiment="default", deque_size=1000): - super().__init__(env) - self.current_history = None - self.experiment = experiment - self.num_envs = getattr(env, "num_envs", 1) - self.t0 = time.perf_counter() - self.episode_count = 0 - self.episode_returns = None - self.episode_lengths = None - self.return_queue = deque(maxlen=deque_size) - self.length_queue = deque(maxlen=deque_size) - self.histories_queue = deque(maxlen=deque_size) - self.no_limit = False - - self.save_frequency = 50 - self.total_counter = 0 - self.storage_queue = deque(maxlen=self.save_frequency) - - self.geneterate_plot_vars() - self.generate_plots() - - # high = 1 * np.ones(len(self.bpmsH.elements)+1) - # low = (-1) * high - # self.observation_space = spaces.Box(low=low, high=high, dtype=np.float32) - - # print('wrapper') - - def reset(self, **kwargs): - self.total_counter += 1 - if "no_limit" in kwargs: - self.no_limit = kwargs.get("no_limit") - observations = super().reset(**kwargs) - self.episode_returns = np.zeros(self.num_envs, dtype=np.float32) - # self.episode_lengths = np.zeros(self.num_envs, dtype=np.int32) - self.episode_lengths = 0 - - self.current_history = [] - self.current_history.append( - [np.array(observations), np.nan * np.empty(self.action_space.shape), np.nan] - ) - self.history_management( - [ - self.episode_count, - self.episode_lengths, - [observations, np.nan * np.empty(self.action_space.shape), np.nan], - ], - info="reset", - ) - self.update_plot_vars(init=True, update_vars=observations) - - return observations - - def step(self, action): - observations, rewards, dones, infos = super().step(action) - self.episode_returns += rewards - self.episode_lengths += 1 - self.total_counter += 1 - - self.current_history.append([np.array(observations), action, rewards]) - - self.history_management( - [self.episode_count, self.episode_lengths, [observations, action, rewards]] - ) - - self.update_plot_vars() - self.update_plots(action=action, return_state=observations, reward=rewards) - - infos = [infos] - dones = [dones] - - for i in range(len(dones)): - if dones[i]: - infos[i] = infos[i].copy() - episode_return = self.episode_returns[i] - # episode_length = self.episode_lengths[i] - episode_info = { - "r": episode_return, - # "l": episode_length, - "t": round(time.perf_counter() - self.t0, 6), - } - infos[i]["episode"] = episode_info - self.return_queue.append(episode_return) - # self.length_queue.append(episode_length) - self.histories_queue.append(self.current_history) - self.history_management( - [ - self.episode_count, - self.episode_lengths, - [observations, action, rewards], - ], - info="done", - ) - if not self.no_limit: - self.episode_count += 1 - self.episode_returns[i] = 0 - # self.episode_lengths[i] = 0 - - return ( - observations, - rewards, - dones[0], - infos[0], - ) - - def history_management(self, data, info=False): - if info == "reset": - self.storage_queue.clear() - self.storage_queue.append(data) - elif info == "done": - self.storage_queue.append(data) - self.save_state_to_disk(self.storage_queue) - else: - self.storage_queue.append(data) - - if self.total_counter % self.save_frequency == 0: - self.save_state_to_disk(self.storage_queue) - - def save_state_to_disk(self, my_queue): - if not os.path.exists(self.experiment): - os.makedirs(self.experiment) - - date_time = datetime.now().strftime("%m_%d_%Y_%H_%M_%S_%f")[:-3] - - with open( - os.path.join(self.experiment, date_time + ".obj"), "wb+" - ) as queue_save_file: - pickle.dump(my_queue, queue_save_file) - print(f"saving...{self.total_counter}") - - def update_plots(self, return_state, action, reward): - # print(reward, 'wrapper ____' * 20) - # self.rews[self.total_episodes_wrapper] += reward/self.lens[-1] - self.rews[self.total_episodes_wrapper] = reward - - self.current_traj_clipped.set_ydata(return_state[:-1]) - self.previous_traj.set_ydata(self.previous_state[:-1]) - - self.ax1.set_title( - f"ep:{self.total_episodes_wrapper} ep steps {self.current_interactions_wrapper} total: {self.total_interactions_wrapper}," # noqa: E501 - f"rew: {reward}" - ) - - self.rew_traj.set_data( - np.array(range(self.total_episodes_wrapper + 1)), np.array(self.rews) - ) - self.len_traj.set_data( - np.array(range(self.total_episodes_wrapper + 1)), np.array(self.lens) - ) - self.done_traj.set_data( - np.array(range(self.total_episodes_wrapper + 1)), np.array(self.sucesses) - ) - - self.ax2.set_xlim(0, self.total_episodes_wrapper) - self.ax2_twin.set_ylim(0, np.max(self.lens)) - self.actions.append(action) - self.ax3.clear() - self.ax3.plot(self.actions) - - self.fig.canvas.draw() - self.fig.canvas.flush_events() - - self.previous_state = return_state - - def generate_plots(self): - # plt.ion() - self.fig = plt.figure() - self.ax1 = self.fig.add_subplot(311) - self.ax2 = self.fig.add_subplot(312) - self.ax3 = self.fig.add_subplot(313) - - self.x_line = range(self.observation_space.shape[0] - 1) - # (self.current_traj,) = self.ax.plot( - # self.x_line, np.zeros(self.action_space.shape[0]), "b-" - # ) - (self.current_traj_clipped,) = self.ax1.plot( - self.x_line, np.zeros(self.observation_space.shape[0] - 1), "r-" - ) - (self.previous_traj,) = self.ax1.plot( - self.x_line, np.zeros(self.observation_space.shape[0] - 1), "b:" - ) - self.ax1.axhline(10 * abs(self.threshold)) - self.ax1.axhline(-10 * abs(self.threshold)) - self.ax1.set_ylim(-2, 2) - - (self.rew_traj,) = self.ax2.plot(0, 0, "g-") - self.ax2_twin = self.ax2.twinx() - (self.len_traj,) = self.ax2_twin.plot(0, 0, "b-") - (self.done_traj,) = self.ax2_twin.step(0, 0, "lime") - self.ax2.set_ylim(-1, 0.1) - # self.ax2_twin.set_ylim(0, self.MAX_Steps + 1) - self.ax2_twin.set_ylim(0, 10) - self.fig.suptitle("Wrapper") - self.fig.canvas.draw() - self.fig.canvas.flush_events() - - def geneterate_plot_vars(self): - self.rews = [] - self.actions = [] - self.lens = [] - self.sucesses = [] - self.current_interactions_wrapper = 0 - self.total_interactions_wrapper = 0 - self.total_episodes_wrapper = -1 - - def update_plot_vars(self, init=False, update_vars=None): - if init: - self.total_interactions_wrapper += 1 - self.current_interactions_wrapper = 0 - self.total_episodes_wrapper += 1 - self.rews.append(0) - self.lens.append(0) - self.sucesses.append(0) - self.previous_state = update_vars - else: - self.total_interactions_wrapper += 1 - self.current_interactions_wrapper += 1 - self.lens[self.total_episodes_wrapper] = self.current_interactions_wrapper diff --git a/compare/simon_gpmpc/tt43_repo/beams/electron_beam.beamx b/compare/simon_gpmpc/tt43_repo/beams/electron_beam.beamx deleted file mode 100644 index 87436d1..0000000 --- a/compare/simon_gpmpc/tt43_repo/beams/electron_beam.beamx +++ /dev/null @@ -1,8 +0,0 @@ -!**************************** -! Beam specification -!**************************** - -!option,debug,-echo; -!sigt=TBUNCH*CLIGHT*(BEAM->PC/BEAM->ENERGY) -BEAM, particle=electron, PC=19e-3, exn=10e-6, eyn=10e-6, npart=3e9, bunched, sigt=TBUNCH*CLIGHT*(BEAM->PC/BEAM->ENERGY); - diff --git a/compare/simon_gpmpc/tt43_repo/elements/electron_elements.ele b/compare/simon_gpmpc/tt43_repo/elements/electron_elements.ele deleted file mode 100644 index 301d947..0000000 --- a/compare/simon_gpmpc/tt43_repo/elements/electron_elements.ele +++ /dev/null @@ -1,76 +0,0 @@ -!------------------------------------------------------- -! Elements -!------------------------------------------------------- - -//-------------- Bending Magnets -MBH: RBEND, L := 0.1755 , apertype = ellipse , aperture = {0.02,0.02}, FINT := fint_h_var, hgap = 0.035, k1 := mbh_k1 ; ! Bending magnet, horizontal - -MBV: RBEND, L := 0.1755 , apertype = ellipse , aperture = {0.02,0.02}, FINT := fint_v_var, hgap = 0.035 ; ! Bending Magnet, vertical - - !specification magnetic lenght 0.1755 - !specification mechanical lenght 0.294 - - -//-------------- Quadrupoles -QUAD: QUADRUPOLE, L := 0.0708, apertype = ellipse, aperture = {0.02,0.02}; -!specification magnetic length 0.0718, but the measured gradient correspond to -!a magnetic lenght slightly smaller, i.e. 0.0708 m => this is very important to take -!into account - - - -//-------------- Correctors -COR: KICKER, L := 0.0406, apertype = ellipse, aperture = {0.02,0.02}; -!COR : KICKER , L := 0.1651; !magnetic length - !specification magnetic length 0.1654 - !specification mechanical lenght 0.073 - - -//-------------- Beam position monitors -BPM : MONITOR , L := 0, apertype = ellipse, aperture = {0.02,0.02}; -BPMShort : MONITOR , L := 0.207, apertype = ellipse, aperture = {0.02,0.02}; -BPMLong : MONITOR , L := 0.207, apertype = ellipse, aperture = {0.02,0.02}; - - -//-------------- Beam observation TV monitors based on screens - -BTV : INSTRUMENT , L := 0.273, apertype = ellipse, aperture = {0.02,0.02}; -BTV2 : INSTRUMENT , L := 0.354, apertype = ellipse, aperture = {0.02,0.02}; - - - -//-------------- Markers -Start_line : MARKER , L := 0; -End_line : MARKER , L := 0; ! apertype = rectangle, aperture = {0.00025,0.00025}; -Mon : INSTRUMENT , L := 0; - -//-------------- BeamStopper -Beam_Stopper : INSTRUMENT , L := 0.15; !0.069775; - - - -//-------------- Elements proton and secondary beam line -bpg412445 : INSTRUMENT , L := 0.248 , aperture = ellipse, aperture = {0.060,0.060}; !old 0.248 -otr2 : INSTRUMENT , L := 0.35 , aperture = ellipse, aperture = {0.06,0.06}; - -plasmacell: INSTRUMENT , L = 10 , aperture=ellipse ,aperture={0.020 ,0.020} ; -iris: INSTRUMENT , l = 0.001 , aperture=ellipse ,aperture={0.005 ,0.005} ; - -table: INSTRUMENT , L = 2 ; - -MQNBR : QUADRUPOLE , L := 0.285; - - -MBXFB : SBEND , L := 1; - - -BTVSPS : INSTRUMENT , L = 0.448; - -HEATER : SOLENOID , L = 0.025 , KS = 0.00017/0.033; - - - - - - - diff --git a/compare/simon_gpmpc/tt43_repo/madx/electron_design.mad b/compare/simon_gpmpc/tt43_repo/madx/electron_design.mad deleted file mode 100644 index 7ced164..0000000 --- a/compare/simon_gpmpc/tt43_repo/madx/electron_design.mad +++ /dev/null @@ -1,126 +0,0 @@ -!******************************************** -! TT43-TT41 (AWAKE e-line) model -! -! F.M. Velotti, C. Bracco -! MADX version MAD-X 5.04.01 -!******************************************** - -title, 'AWAKE e-line'; - - option, echo; - option, RBARC=FALSE; - - -system, "ln -fns /opt/vkain/PycharmProjects/awakett43/2018 tt43_repo"; - -!********************************************* -! Import sequence, elements and strengths -! N.B. FINT values calulated empirically from -! beam-based measurements -!********************************************* - -call, file = "tt43_repo/elements/electron_elements.ele"; -call, file = "tt43_repo/sequence/electron_sequence.seq"; -call, file = "tt43_repo/strength/electron_strength.str"; - -call, file = "tt43_repo/beams/electron_beam.beamx"; - -fint_h_var = 0.25; -fint_v_var = 0.09; -!*********************************************** -! Select strengths for needed optics -!*********************************************** - -//Focus at BTV50 -//kqf430205 := -7.74315 ; -//kqd412344 := -5.08493 ; -//kqf412346 :=21.0534; -//kqd412347 := -25.2612 ; - - -//Focus at BTV53 -//kqf430205 := -7.83841 ; -//kqd412344 := - 3.71018; -//kqf412346 := 18.396; -//kqd412347 := -16.3205; - - -//Focus at BTV54 -//kqf430205 := -7.70116 ; -//kqd412344 := -3.90342 ; -//kqf412346 := 17.9845; -//kqd412347 := -15.1748; - -//Focus at Iris +1 m -//kqf430205 := -7.64757 ; -//kqd412344 := -5.91917 ; -//kqf412346 := 17.6078; -//kqd412347 := -13.3947; - -//Focus at Iris +2 m -//kqf430205 := -7.69869 ; -//kqd412344 := -6.32961; -//kqf412346 := 17.3987 ; -//kqd412347 := -12.7635; - - -//Focus at Iris +3 m -//kqf430205 := -7.6056 ; -//kqd412344 := -6.02714; -//kqf412346 := 17.1487; -//kqd412347 := -12.5029; - -//Focus at Iris +4 m -//kqf430205 := -7.75767; -//kqd412344 := -3.12061; -//kqf412346 := 16.2752; -//kqd412347 := -12.1149; - -//Focus at Iris +5 m -//kqf430205 := -7.61516; -//kqd412344 := -4.42116; -//kqf412346 := 16.4406; -//kqd412347 := -11.8455; - - -!*************************************** -! Default optics -!*************************************** - -//Focus at Iris -kqf430205 := -7.92377; -kqd412344 := -1.07907; -kqf412346 := 16.7789; -kqd412347 := -14.0290; - - -use, sequence= TT43; - -set, format="15.9f"; - -! Normalised emittance about 7 um in both planes -emittx:=1.93e-7; -emitty:=1.93e-7; - -! RMS momentum spread (estimated from measurements) -dpp = 8e-3; - -!Spot Size [m] -sigma_x := sqrt((table(twiss, betx)*emittx) + ((table(twiss,dx))*dpp)^2); -sigma_y := sqrt((table(twiss, bety)*emitty) + ((table(twiss,dy))*dpp)^2); - - -! Measured ini conditions: beta_x = 3.1 m, alfa_x = 0.8, beta_y = 3.5 m, alfa_y = 0.8 - -Select,flag=twiss, clear; -Select,flag=twiss,column=name,keyword,s,l,sigma_x,sigma_y,betx,bety,dx, dpx, dy, dpy, alfx,alfy,x,y,k1l,mux,muy; -//Select,flag=twiss,column=name,keyword,s,l,aper_1,aper_2; -TWISS, file="tt43_repo/output/electron_tt43.out", - -! Ideal initial conditions -initbeta0:beta0,DELTAP=0.0,BETX=5,ALFX=0,DX=0,DPX=0, -BETY=5,ALFY=0,DY=0.0,DPY=0.0, - x=0,px=0,y=0,py=0; - -!stop; - diff --git a/compare/simon_gpmpc/tt43_repo/output/electron_tt43.out b/compare/simon_gpmpc/tt43_repo/output/electron_tt43.out deleted file mode 100644 index 41f495f..0000000 --- a/compare/simon_gpmpc/tt43_repo/output/electron_tt43.out +++ /dev/null @@ -1,151 +0,0 @@ -@ NAME %05s "TWISS" -@ TYPE %05s "TWISS" -@ SEQUENCE %04s "TT43" -@ PARTICLE %08s "ELECTRON" -@ MASS %le 0.000510999 -@ CHARGE %le -1.000000000 -@ ENERGY %le 0.019006870 -@ PC %le 0.019000000 -@ GAMMA %le 37.195517398 -@ KBUNCH %le 1.000000000 -@ BCURRENT %le 0.004799733 -@ SIGE %le 0.001000000 -@ SIGT %le 0.000000000 -@ NPART %le 3000000000.000000000 -@ EX %le 0.000000269 -@ EY %le 0.000000269 -@ ET %le 0.001000000 -@ BV_FLAG %le 1.000000000 -@ LENGTH %le 30.000000000 -@ ALFA %le 0.000000000 -@ ORBIT5 %le -0.000000000 -@ GAMMATR %le 0.000000000 -@ Q1 %le 1.131369293 -@ Q2 %le 2.078779423 -@ DQ1 %le 0.000000000 -@ DQ2 %le 0.000000000 -@ DXMAX %le 0.598808849 -@ DYMAX %le 0.584019342 -@ XCOMAX %le 0.006822133 -@ YCOMAX %le 0.009435631 -@ BETXMAX %le 1047.816533115 -@ BETYMAX %le 725.120313697 -@ XCORMS %le 0.001452804 -@ YCORMS %le 0.002275717 -@ DXRMS %le 0.136452243 -@ DYRMS %le 0.158742611 -@ DELTAP %le 0.000000000 -@ SYNCH_1 %le 0.000000000 -@ SYNCH_2 %le 0.000000000 -@ SYNCH_3 %le 0.000000000 -@ SYNCH_4 %le 0.000000000 -@ SYNCH_5 %le 0.000000000 -@ TITLE %12s "AWAKE e-line" -@ ORIGIN %16s "5.06.01 Linux 64" -@ DATE %08s "16/09/20" -@ TIME %08s "17.57.42" -* NAME KEYWORD S L SIGMA_X SIGMA_Y BETX BETY DX DPX DY DPY ALFX ALFY X Y K1L MUX MUY ENV_X ENV_Y -$ %s %s %le %le %le %le %le %le %le %le %le %le %le %le %le %le %le %le %le %le %le - "TT43$START" "MARKER" 0.000000000 0.000000000 0.000982344 0.000982344 5.000000000 5.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 - "BEGI.1000" "MARKER" 0.000000000 0.000000000 0.000982344 0.000982344 5.000000000 5.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 - "DRIFT_0" "DRIFT" 0.179170000 0.179170000 0.000982975 0.000982975 5.006420378 5.006420378 0.000000000 0.000000000 0.000000000 0.000000000 -0.035834000 -0.035834000 0.000000000 0.000000000 0.000000000 0.005700719 0.005700719 0.000000000 0.000000000 - "BPM.430028" "MONITOR" 0.179170000 0.000000000 0.000982975 0.000982975 5.006420378 5.006420378 0.000000000 0.000000000 0.000000000 0.000000000 -0.035834000 -0.035834000 0.000000000 0.000000000 0.000000000 0.005700719 0.005700719 0.000000000 0.000000000 - "DRIFT_1" "DRIFT" 0.248570000 0.069400000 0.000983557 0.000983557 5.012357409 5.012357409 0.000000000 0.000000000 0.000000000 0.000000000 -0.049714000 -0.049714000 0.000000000 0.000000000 0.000000000 0.007905720 0.007905720 0.000000000 0.000000000 - "MCAWA.430029" "KICKER" 0.289170000 0.040600000 0.000983986 0.000983986 5.016723858 5.016723858 0.000000000 0.000000000 0.000000000 0.000000000 -0.057834000 -0.057834000 0.000000000 0.000000000 0.000000000 0.009194325 0.009194325 0.000000000 0.000000000 - "DRIFT_2" "DRIFT" 0.430173000 0.141003000 0.000985973 0.000985973 5.037009762 5.037009762 0.000000000 0.000000000 0.000000000 0.000000000 -0.086034600 -0.086034600 0.000000000 0.000000000 0.000000000 0.013659197 0.013659197 0.000000000 0.000000000 - "MQAWD.430031" "QUADRUPOLE" 0.500973000 0.070800000 0.000999862 0.000974717 5.179916255 4.922657899 0.000000000 0.000000000 0.000000000 0.000000000 -1.949541945 1.687425455 0.000000000 0.000000000 -0.360074573 0.015874654 0.015912579 0.000000000 0.000000000 - "DRIFT_3" "DRIFT" 0.732673000 0.231700000 0.001087973 0.000898473 6.133088811 4.182663475 0.000000000 0.000000000 0.000000000 0.000000000 -2.164280047 1.506335548 0.000000000 0.000000000 0.000000000 0.022419019 0.024042920 0.000000000 0.000000000 - "MQAWF.430034" "QUADRUPOLE" 0.803473000 0.070800000 0.001089199 0.000897000 6.146911269 4.168954872 0.000000000 0.000000000 0.000000000 0.000000000 1.972157775 -1.309646171 0.000000000 0.000000000 0.672884018 0.024239730 0.026762973 0.000000000 0.000000000 - "DRIFT_4" "DRIFT" 1.035173000 0.231700000 0.001009065 0.000963580 5.275715655 4.810809011 0.000000000 0.000000000 0.000000000 0.000000000 1.787857826 -1.460548645 0.000000000 0.000000000 0.000000000 0.030717073 0.035000891 0.000000000 0.000000000 - "MQAWD.430037" "QUADRUPOLE" 1.105973000 0.070800000 0.001005692 0.000964420 5.240497511 4.819206028 0.000000000 0.000000000 0.000000000 0.000000000 -1.283596434 1.343584172 0.000000000 0.000000000 -0.583400862 0.032874944 0.037325115 0.000000000 0.000000000 - "DRIFT_5" "DRIFT" 1.236166000 0.130193000 0.001038063 0.000929779 5.583291691 4.479222095 0.000000000 0.000000000 0.000000000 0.000000000 -1.349372930 1.267799946 0.000000000 0.000000000 0.000000000 0.036705998 0.041785534 0.000000000 0.000000000 - "BPM.430039" "MONITOR" 1.236166000 0.000000000 0.001038063 0.000929779 5.583291691 4.479222095 0.000000000 0.000000000 0.000000000 0.000000000 -1.349372930 1.267799946 0.000000000 0.000000000 0.000000000 0.036705998 0.041785534 0.000000000 0.000000000 - "DRIFT_6" "DRIFT" 1.305566000 0.069400000 0.001055553 0.000911630 5.773017990 4.306055024 0.000000000 0.000000000 0.000000000 0.000000000 -1.384435406 1.227402802 0.000000000 0.000000000 0.000000000 0.038651554 0.044300641 0.000000000 0.000000000 - "MCAWA.430040" "KICKER" 1.346166000 0.040600000 0.001065856 0.000901121 5.886266934 4.207349413 0.000000000 0.000000000 0.000000000 0.000000000 -1.404947459 1.203769891 0.000000000 0.000000000 0.000000000 0.039760035 0.045818770 0.000000000 0.000000000 - "DRIFT_7" "DRIFT" 1.498666000 0.152500000 0.001104997 0.000862422 6.326525501 3.853736860 0.000000000 0.000000000 0.000000000 0.000000000 -1.481993965 1.115000951 0.000000000 0.000000000 0.000000000 0.043737740 0.051847815 0.000000000 0.000000000 - "BTV.430042" "INSTRUMENT" 1.771666000 0.273000000 0.001176629 0.000796648 7.173347970 3.288329032 0.000000000 0.000000000 0.000000000 0.000000000 -1.619919840 0.956089996 0.000000000 0.000000000 0.000000000 0.050189202 0.064065270 0.000000000 0.000000000 - "DRIFT_8" "DRIFT" 1.994790000 0.223124000 0.001236458 0.000746925 7.921386141 2.890654808 0.000000000 0.000000000 0.000000000 0.000000000 -1.732647214 0.826211432 0.000000000 0.000000000 0.000000000 0.054900801 0.075593443 0.000000000 0.000000000 - "MBAWV.430100" "RBEND" 2.170290000 0.175500000 0.001225263 0.000745557 7.778592613 2.626050519 -0.000000000 -0.000000000 -0.027677746 -0.324187539 2.453231961 0.725805288 -0.000000000 -0.000315208 0.000000000 0.058460061 0.085570063 0.000000000 0.000000000 - "DRIFT_9" "DRIFT" 2.414373000 0.244083000 0.001131596 0.001078460 6.634761943 2.306375009 -0.000000000 -0.000000000 -0.105914558 -0.324187539 2.233004564 0.583894731 -0.000000000 -0.001206740 0.000000000 0.063868576 0.101380932 0.000000000 0.000000000 - "BPM.430103" "MONITOR" 2.414373000 0.000000000 0.001131596 0.001078460 6.634761943 2.306375009 -0.000000000 -0.000000000 -0.105914558 -0.324187539 2.233004564 0.583894731 -0.000000000 -0.001206740 0.000000000 0.063868576 0.101380932 0.000000000 0.000000000 - "DRIFT_10" "DRIFT" 2.491773000 0.077400000 0.001102197 0.001233708 6.294498086 2.219471150 -0.000000000 -0.000000000 -0.130723862 -0.324187539 2.163169301 0.538894148 -0.000000000 -0.001489450 0.000000000 0.065774819 0.106826662 0.000000000 0.000000000 - "MCAWA.430104" "KICKER" 2.532373000 0.040600000 0.001086842 0.001319988 6.120335995 2.176671306 -0.000000000 -0.000000000 -0.143737528 -0.324187539 2.126537367 0.515289192 -0.000000000 -0.001637745 0.000000000 0.066815892 0.109766678 0.000000000 0.000000000 - "DRIFT_11" "DRIFT" 2.615873000 0.083500000 0.001055414 0.001504930 5.771495068 2.094671697 -0.000000000 -0.000000000 -0.170502087 -0.324187539 2.051198291 0.466742052 -0.000000000 -0.001942735 0.000000000 0.069051981 0.115992016 0.000000000 0.000000000 - "BTV.430106" "INSTRUMENT" 2.888873000 0.273000000 0.000954319 0.002150303 4.718785663 1.883161912 -0.000000000 -0.000000000 -0.258007771 -0.324187539 1.804880115 0.308019067 -0.000000000 -0.002939888 0.000000000 0.077381535 0.137938155 0.000000000 0.000000000 - "DRIFT_12" "DRIFT" 2.962372973 0.073499973 0.000927610 0.002330072 4.458342638 1.841024007 -0.000000000 -0.000000000 -0.281566985 -0.324187539 1.738563707 0.265285972 -0.000000000 -0.003208353 0.000000000 0.079932028 0.144222306 0.000000000 0.000000000 - "MQAWD.430109" "QUADRUPOLE" 3.033172973 0.070800000 0.000976172 0.002319275 4.937369863 1.532503260 -0.000000000 -0.000000000 -0.281826135 0.316962523 -8.859392376 3.858872117 -0.000000000 -0.003208412 -2.246133760 0.082397991 0.150756208 0.000000000 0.000000000 - "DRIFT_13" "DRIFT" 3.188760500 0.155587527 0.001249078 0.001894550 8.083918335 0.582731674 -0.000000000 -0.000000000 -0.233078963 0.316962523 -11.364262649 2.245547718 -0.000000000 -0.002640374 0.000000000 0.086317936 0.177079594 0.000000000 0.000000000 - "BEAMSTOPPER.430112" "INSTRUMENT" 3.338760500 0.150000000 0.001512646 0.001497860 11.855434272 0.142375258 -0.000000000 -0.000000000 -0.186082421 0.316962523 -13.779176929 0.690161726 -0.000000000 -0.002092735 0.000000000 0.088756638 0.264255735 0.000000000 0.000000000 - "DRIFT_14" "DRIFT" 3.877605947 0.538845447 0.002460950 0.000695746 31.379667943 2.409348855 -0.000000000 -0.000000000 -0.017256604 0.316962523 -22.454280697 -4.897256006 -0.000000000 -0.000125452 0.000000000 0.093203544 0.578341964 0.000000000 0.000000000 - "MQAWF.430118" "QUADRUPOLE" 3.948405947 0.070800000 0.002463058 0.000816647 31.433450578 3.448983395 -0.000000000 0.000000000 0.004435493 0.308092654 21.719814289 -10.267127493 -0.000000000 0.000131063 1.395009380 0.093556451 0.582315972 0.000000000 0.000000000 - "DRIFT_15" "DRIFT" 4.792838920 0.844432973 0.001028034 0.003554608 5.475925432 42.789543742 -0.000000000 0.000000000 0.261511734 0.308092654 9.019777811 -36.321011062 -0.000000000 0.003217302 0.000000000 0.103807324 0.593387850 0.000000000 0.000000000 - "MQAWD.430128" "QUADRUPOLE" 4.863638920 0.070800000 0.000987867 0.003511884 5.056384367 41.099541828 -0.000000000 -0.000000000 0.262235507 -0.287932579 -2.783221965 58.912150051 -0.000000000 0.003216812 -2.246133760 0.106006038 0.593649483 0.000000000 0.000000000 - "DRIFT_16" "DRIFT" 4.985138900 0.121499980 0.001054201 0.002954337 5.758242314 28.030845324 -0.000000000 -0.000000000 0.227697582 -0.287932579 -2.993387604 48.649155750 -0.000000000 0.002771097 0.000000000 0.109590038 0.594219202 0.000000000 0.000000000 - "BPM.430129" "MONITOR" 4.985138900 0.000000000 0.001054201 0.002954337 5.758242314 28.030845324 -0.000000000 -0.000000000 0.227697582 -0.287932579 -2.993387604 48.649155750 -0.000000000 0.002771097 0.000000000 0.109590038 0.594219202 0.000000000 0.000000000 - "DRIFT_17" "DRIFT" 5.054538900 0.069400000 0.001092308 0.002636917 6.182055654 21.685176114 -0.000000000 -0.000000000 0.207969743 -0.287932579 -3.113432853 42.787000016 -0.000000000 0.002516507 0.000000000 0.111441343 0.594667205 0.000000000 0.000000000 - "MCAWA.430130" "KICKER" 5.095138900 0.040600000 0.001114666 0.002451726 6.437717667 18.350107203 -0.000000000 -0.000000000 0.196428672 -0.287932579 -3.183661053 39.357554442 -0.000000000 0.002367568 0.000000000 0.112465618 0.594991131 0.000000000 0.000000000 - "DRIFT_18" "DRIFT" 5.655721893 0.560582993 0.001426985 0.000486093 10.550712495 0.768449500 -0.000000000 -0.000000000 0.037075776 -0.287932579 -4.153334324 -7.994388020 -0.000000000 0.000311102 0.000000000 0.123299614 1.071142716 0.000000000 0.000000000 - "MBAWV.430200" "RBEND" 5.831221893 0.175500000 0.001459471 0.001087069 11.036551373 6.041647072 -0.000000000 0.000000000 0.015652575 0.036275691 1.591501717 -22.581904030 -0.000000000 -0.000006842 0.000000000 0.125888616 1.083904883 0.000000000 0.000000000 - "DRIFT_19" "DRIFT" 5.832971893 0.001750000 0.001459102 0.001094143 11.030982097 6.120942731 -0.000000000 0.000000000 0.015716085 0.036275691 1.590941529 -22.729901616 -0.000000000 -0.000006870 0.000000000 0.125913858 1.083950684 0.000000000 0.000000000 - "PIPPO" "MARKER" 5.832971893 0.000000000 0.001459102 0.001094143 11.030982097 6.120942731 -0.000000000 0.000000000 0.015716085 0.036275691 1.590941529 -22.729901616 -0.000000000 -0.000006870 0.000000000 0.125913858 1.083950684 0.000000000 0.000000000 - "DRIFT_20" "DRIFT" 5.999557600 0.166585707 0.001424217 0.001768101 10.509809084 16.040782524 -0.000000000 0.000000000 0.021761742 0.036275691 1.537616273 -36.818063039 -0.000000000 -0.000009514 0.000000000 0.128376327 1.086626500 0.000000000 0.000000000 - "BPM.430203" "MONITOR" 5.999557600 0.000000000 0.001424217 0.001768101 10.509809084 16.040782524 -0.000000000 0.000000000 0.021761742 0.036275691 1.537616273 -36.818063039 -0.000000000 -0.000009514 0.000000000 0.128376327 1.086626500 0.000000000 0.000000000 - "DRIFT_21" "DRIFT" 6.068957600 0.069400000 0.001409787 0.002049027 10.297929696 21.558449475 -0.000000000 0.000000000 0.024280377 0.036275691 1.515400845 -42.687224448 -0.000000000 -0.000010616 0.000000000 0.129438048 1.087220463 0.000000000 0.000000000 - "MCAWA.430204" "KICKER" 6.109557600 0.040600000 0.001401376 0.002213394 10.175406799 25.164053987 -0.000000000 0.000000000 0.025753815 0.036275691 1.502404499 -46.120768443 -0.000000000 -0.000011260 0.000000000 0.130069291 1.087497889 0.000000000 0.000000000 - "DRIFT_22" "DRIFT" 6.238057561 0.128499961 0.001374901 0.002733683 9.794574644 38.413528825 -0.000000000 0.000000000 0.030417280 0.036275691 1.461270758 -56.988016456 -0.000000000 -0.000013300 0.000000000 0.132117935 1.088155686 0.000000000 0.000000000 - "MQAWF.430205" "QUADRUPOLE" 6.308857561 0.070800000 0.001387713 0.002964373 9.977970723 45.183730656 -0.000000000 -0.000000000 0.032367402 0.018605947 -4.085815640 -37.366903761 -0.000000000 -0.000014153 -0.561002916 0.133265334 1.088424370 0.000000000 0.000000000 - "DRIFT_23" "DRIFT" 6.600700396 0.291842835 0.001554082 0.003678271 12.513838304 69.628168156 -0.000000000 -0.000000000 0.037799793 0.018605947 -4.603339193 -46.392005380 -0.000000000 -0.000016531 0.000000000 0.137422545 1.089252479 0.000000000 0.000000000 - "MBAWH.430300" "RBEND" 6.776200396 0.175500000 0.001696447 0.003644259 14.147346733 68.374498974 -0.048006129 -0.581893976 0.036302224 -0.033733677 -4.898053759 50.968915899 -0.000546358 -0.000015878 0.000000000 0.139414935 1.089657476 0.000000000 0.000000000 - "DRIFT_24" "DRIFT" 7.494310500 0.718110104 0.004227833 0.001691267 22.092969962 14.772353487 -0.461157257 -0.581893976 0.012067148 -0.033733677 -6.166577117 23.674436405 -0.005257471 -0.000005300 0.000000000 0.145881388 1.093253944 0.000000000 0.000000000 - "BPM.430308" "MONITOR" 7.494310500 0.000000000 0.004227833 0.001691267 22.092969962 14.772353487 -0.461157257 -0.581893976 0.012067148 -0.033733677 -6.166577117 23.674436405 -0.005257471 -0.000005300 0.000000000 0.145881388 1.093253944 0.000000000 0.000000000 - "DRIFT_25" "DRIFT" 7.563710500 0.069400000 0.004527727 0.001502747 22.957398845 11.669405619 -0.501085240 -0.581893976 0.009725008 -0.033733677 -6.289170464 21.036627988 -0.005712765 -0.000004278 0.000000000 0.146371835 1.094095209 0.000000000 0.000000000 - "MCAWA.430309" "KICKER" 7.604310500 0.040600000 0.004704523 0.001392507 23.470991273 10.023883557 -0.524443686 -0.581893976 0.008354823 -0.033733677 -6.360889339 19.493472055 -0.005979118 -0.000003680 0.000000000 0.146650203 1.094692663 0.000000000 0.000000000 - "DRIFT_26" "DRIFT" 7.732810455 0.128499955 0.005269375 0.001043971 25.134907712 5.641672814 -0.598373715 -0.581893976 0.004018153 -0.033733677 -6.587881263 14.609347229 -0.006822133 -0.000001787 0.000000000 0.147492220 1.097412371 0.000000000 0.000000000 - "MQAWF.430311" "QUADRUPOLE" 7.803610455 0.070800000 0.005228860 0.000919128 22.758351457 4.376051812 -0.598808849 0.569746273 0.001848532 -0.028214770 38.634200980 4.062162679 -0.006821924 -0.000000842 1.902520500 0.147952848 1.099731527 0.000000000 0.000000000 - "DRIFT_27" "DRIFT" 8.760220514 0.956610059 0.001395905 0.000302404 8.899647058 0.264015621 -0.060067488 0.569746273 -0.025153729 -0.028214770 -24.146893148 0.236387344 -0.000540540 0.000010882 0.000000000 0.637246882 1.274371494 0.000000000 0.000000000 - "MBAWH.412343" "RBEND" 8.935720514 0.175500000 0.001902310 0.000276627 18.688568286 0.254089031 -0.013629394 -0.007694114 -0.020722659 0.070673945 -34.839531955 -0.180718670 0.000008273 0.000082427 0.000000000 0.639303046 1.392861954 0.000000000 0.000000000 - "DRIFT_28" "DRIFT" 8.937970514 0.002250000 0.001910271 0.000276165 18.845675252 0.254922839 -0.013646725 -0.007694114 -0.020565164 0.070673945 -34.985786295 -0.189863037 0.000008293 0.000083948 0.000000000 0.639322127 1.394269008 0.000000000 0.000000000 - "PLUTO" "MARKER" 8.937970514 0.000000000 0.001910271 0.000276165 18.845675252 0.254922839 -0.013646725 -0.007694114 -0.020565164 0.070673945 -34.985786295 -0.189863037 0.000008293 0.000083948 0.000000000 0.639322127 1.394269008 0.000000000 0.000000000 - "DRIFT_29" "DRIFT" 9.165770500 0.227799986 0.002716568 0.000328580 38.158332790 0.552325368 -0.015401411 -0.007694114 -0.004619694 0.070673945 -49.793224787 -1.115679313 0.000010259 0.000237946 0.000000000 0.640674133 1.498100288 0.000000000 0.000000000 - "BPM.412343" "MONITOR" 9.165770500 0.000000000 0.002716568 0.000328580 38.158332790 0.552325368 -0.015401411 -0.007694114 -0.004619694 0.070673945 -49.793224787 -1.115679313 0.000010259 0.000237946 0.000000000 0.640674133 1.498100288 0.000000000 0.000000000 - "DRIFT_30" "DRIFT" 9.237170500 0.071400000 0.002969364 0.000375972 45.600182523 0.732363315 -0.015951387 -0.007694114 0.000378140 0.070673945 -54.434362510 -1.405860551 0.000010876 0.000286215 0.000000000 0.640946554 1.516005276 0.000000000 0.000000000 - "MCAWA.412344" "KICKER" 9.277770500 0.040600000 0.003113120 0.000406614 50.127399338 0.853218395 -0.016264119 -0.007694114 0.003220046 0.070673945 -57.073440823 -1.570865569 0.000011226 0.000313661 0.000000000 0.641081707 1.524183216 0.000000000 0.000000000 - "DRIFT_31" "DRIFT" 9.406270504 0.128500004 0.003568150 0.000514867 65.868602253 1.324039339 -0.017253922 -0.007694114 0.012214748 0.070673945 -65.426188946 -2.093110531 0.000012335 0.000400530 0.000000000 0.641437622 1.543472069 0.000000000 0.000000000 - "MQAWD.412344" "QUADRUPOLE" 9.477070504 0.070800000 0.003828757 0.000577815 75.849738521 1.632542855 -0.017846487 -0.009034313 0.017134223 0.069552350 -75.804400533 -2.256424569 0.000012980 0.000447267 -0.076398156 0.641597184 1.551132387 0.000000000 0.000000000 - "DRIFT_32" "DRIFT" 10.006208300 0.529137796 0.005852278 0.001077693 177.286922329 5.065167188 -0.022631964 -0.009034313 0.053596312 0.069552350 -115.898374387 -4.230778497 0.000018059 0.000787832 0.000000000 0.642323415 1.580586202 0.000000000 0.000000000 - "BPM.412345" "MONITOR" 10.006208300 0.000000000 0.005852278 0.001077693 177.286922329 5.065167188 -0.022631964 -0.009034313 0.053596312 0.069552350 -115.898374387 -4.230778497 0.000018059 0.000787832 0.000000000 0.642323415 1.580586202 0.000000000 0.000000000 - "DRIFT_33" "DRIFT" 10.077608300 0.071400000 0.006125342 0.001147605 194.223494211 5.688344203 -0.023277700 -0.009034313 0.058516378 0.069552350 -121.308514722 -4.497190898 0.000018744 0.000833787 0.000000000 0.642384655 1.582703302 0.000000000 0.000000000 - "MCAWA.412345" "KICKER" 10.118208300 0.040600000 0.006280615 0.001187484 204.198645592 6.059666573 -0.023644883 -0.009034313 0.061314063 0.069552350 -124.384869030 -4.648680302 0.000019134 0.000859918 0.000000000 0.642417101 1.583803909 0.000000000 0.000000000 - "DRIFT_34" "DRIFT" 10.246708250 0.128499950 0.006772061 0.001314192 237.416714245 7.315988497 -0.024807025 -0.009034313 0.070168801 0.069552350 -134.121602400 -5.128147811 0.000020368 0.000942624 0.000000000 0.642509985 1.586875682 0.000000000 0.000000000 - "MQAWF.412346" "QUADRUPOLE" 10.317508250 0.070800000 0.006756260 0.001440765 236.315784854 8.735542495 -0.024401616 0.020401064 0.078046911 0.156984675 149.233040131 -15.481040963 0.000020187 0.001028753 1.187946120 0.642556893 1.588305065 0.000000000 0.000000000 - "DRIFT_35" "DRIFT" 10.846646000 0.529137750 0.004498121 0.002824582 104.773370923 32.832333850 -0.013598883 0.020401064 0.160157234 0.156984675 99.364633975 -30.058691092 0.000012430 0.001984602 0.000000000 0.643092095 1.593278584 0.000000000 0.000000000 - "BPM.412347" "MONITOR" 10.846646000 0.000000000 0.004498121 0.002824582 104.773370923 32.832333850 -0.013598883 0.020401064 0.160157234 0.156984675 99.364633975 -30.058691092 0.000012430 0.001984602 0.000000000 0.643092095 1.593278584 0.000000000 0.000000000 - "DRIFT_36" "DRIFT" 10.918046000 0.071400000 0.004193435 0.003011443 91.064556687 37.265162821 -0.012141200 0.020401064 0.171236914 0.156984675 92.635565411 -32.025748289 0.000011383 0.002113581 0.000000000 0.643208432 1.593603459 0.000000000 0.000000000 - "MCAWA.412347" "KICKER" 10.958646000 0.040600000 0.004020185 0.003117704 83.697897899 39.911065605 -0.011312322 0.020401064 0.177537124 0.156984675 88.809232306 -33.144271008 0.000010788 0.002186922 0.000000000 0.643282446 1.593771010 0.000000000 0.000000000 - "DRIFT_37" "DRIFT" 11.087146000 0.128500000 0.003471865 0.003454049 62.430116547 48.884052781 -0.008688900 0.020401064 0.197477445 0.156984675 76.698793784 -36.684422966 0.000008904 0.002419049 0.000000000 0.643565370 1.594234024 0.000000000 0.000000000 - "MQAWD.412347" "QUADRUPOLE" 11.157946000 0.070800000 0.003289012 0.003516790 56.030902657 50.615521700 -0.007534077 0.012391235 0.201518344 -0.042322271 15.794396443 12.804615294 0.000008169 0.002460891 -0.993253200 0.643758132 1.594457909 0.000000000 0.000000000 - "DRIFT_38" "DRIFT" 11.719070900 0.561124900 0.002768510 0.003037113 39.713100873 37.271690854 -0.000577549 0.012391235 0.178124676 -0.042322271 13.286119828 10.975884993 0.000004673 0.002106607 0.000000000 0.645651387 1.596514086 0.000000000 0.000000000 - "BPM.412349" "MONITOR" 11.719070900 0.000000000 0.002768510 0.003037113 39.713100873 37.271690854 -0.000577549 0.012391235 0.178124676 -0.042322271 13.286119828 10.975884993 0.000004673 0.002106607 0.000000000 0.645651387 1.596514086 0.000000000 0.000000000 - "DRIFT_39" "DRIFT" 11.790470900 0.071400000 0.002702381 0.002976148 37.838631281 35.720948949 0.000307630 0.012391235 0.175147963 -0.042322271 12.966955681 10.743189307 0.000004228 0.002061526 0.000000000 0.645944533 1.596825521 0.000000000 0.000000000 - "MCAWA.412349" "KICKER" 11.831070900 0.040600000 0.002664790 0.002941491 36.793082791 34.853974054 0.000810967 0.012391235 0.173455322 -0.042322271 12.785470185 10.610872152 0.000003975 0.002035892 0.000000000 0.646117712 1.597008650 0.000000000 0.000000000 - "DRIFT_40" "DRIFT" 11.965570940 0.134500040 0.002540331 0.002826726 33.434655311 32.058605538 0.002478427 0.012391235 0.167847927 -0.042322271 12.184243427 10.172530709 0.000003137 0.001950971 0.000000000 0.646728039 1.597649042 0.000000000 0.000000000 - "BTV.412350" "INSTRUMENT" 12.319570940 0.354000000 0.002213395 0.002525084 25.368384275 25.264864056 0.006867131 0.012391235 0.153089433 -0.042322271 10.601832948 9.018829409 0.000000931 0.001727462 0.000000000 0.648662630 1.599628762 0.000000000 0.000000000 - "DRIFT_41" "DRIFT" 12.865570900 0.545999960 0.001711955 0.002061528 15.123787535 16.387875850 0.013636148 0.012391235 0.130326333 -0.042322271 8.161166118 7.239391941 -0.000002471 0.001382728 0.000000000 0.653099660 1.603899914 0.000000000 0.000000000 - "BPM.412351" "MONITOR" 12.865570900 0.000000000 0.001711955 0.002061528 15.123787535 16.387875850 0.013636148 0.012391235 0.130326333 -0.042322271 8.161166118 7.239391941 -0.000002471 0.001382728 0.000000000 0.653099660 1.603899914 0.000000000 0.000000000 - "DRIFT_42" "DRIFT" 13.445570940 0.580000040 0.001187329 0.001573144 7.160571356 9.086522909 0.020826680 0.012391235 0.106145748 -0.042322271 5.568516002 5.349146743 -0.000006085 0.001016527 0.000000000 0.661974675 1.611467400 0.000000000 0.000000000 - "BTV.412353" "INSTRUMENT" 13.795570940 0.350000000 0.000880852 0.001282395 3.810195702 5.741352983 0.025165794 0.012391235 0.091554017 -0.042322271 4.003985868 4.208481616 -0.000008265 0.000795544 0.000000000 0.672647177 1.619182691 0.000000000 0.000000000 - "DRIFT_43" "DRIFT" 13.995270940 0.199700000 0.000714163 0.001118966 2.389271182 4.190456363 0.027641568 0.012391235 0.083228392 -0.042322271 3.111309675 3.557650685 -0.000009510 0.000669457 0.000000000 0.683188847 1.625664264 0.000000000 0.000000000 - "MCAWA.412353" "KICKER" 14.035870940 0.040600000 0.000681534 0.001086056 2.144001147 3.906947204 0.028144905 0.012391235 0.081535751 -0.042322271 2.929824179 3.425333530 -0.000009763 0.000643823 0.000000000 0.686043966 1.627261261 0.000000000 0.000000000 - "DRIFT_44" "DRIFT" 14.192570940 0.156700000 0.000561871 0.000960379 1.335556722 2.913473123 0.030087589 0.012391235 0.075002825 -0.042322271 2.229361688 2.914641458 -0.000010739 0.000544885 0.000000000 0.700803346 1.634655970 0.000000000 0.000000000 - "PLASMA.E" "INSTRUMENT" 14.192570940 0.000000000 0.000561871 0.000960379 1.335556722 2.913473123 0.030087589 0.012391235 0.075002825 -0.042322271 2.229361688 2.914641458 -0.000010739 0.000544885 0.000000000 0.700803346 1.634655970 0.000000000 0.000000000 - "DRIFT_45" "DRIFT" 14.240570000 0.047999060 0.000527917 0.000922399 1.131840866 2.641181564 0.030682656 0.012391235 0.073001712 -0.042322271 2.014801757 2.758210447 -0.000011038 0.000514579 0.000000000 0.707018321 1.637410008 0.000000000 0.000000000 - "BTV.412354" "INSTRUMENT" 14.240570000 0.000000000 0.000527917 0.000922399 1.131840866 2.641181564 0.030682656 0.012391235 0.073001712 -0.042322271 2.014801757 2.758210447 -0.000011038 0.000514579 0.000000000 0.707018321 1.637410008 0.000000000 0.000000000 - "DRIFT_46" "DRIFT" 15.042570940 0.802000940 0.000505229 0.000400805 0.775279058 0.313241371 0.040625437 0.012391235 0.039565763 -0.042322271 -1.570211495 0.144454721 -0.000016035 0.000008211 0.000000000 1.043441273 1.809220850 0.000000000 0.000000000 - "IRIS1" "INSTRUMENT" 15.042570940 0.000000000 0.000505229 0.000400805 0.775279058 0.313241371 0.040625437 0.012391235 0.039565763 -0.042322271 -1.570211495 0.144454721 -0.000016035 0.000008211 0.000000000 1.043441273 1.809220850 0.000000000 0.000000000 - "PLASMA_MERGE" "INSTRUMENT" 15.042570940 0.000000000 0.000505229 0.000400805 0.775279058 0.313241371 0.040625437 0.012391235 0.039565763 -0.042322271 -1.570211495 0.144454721 -0.000016035 0.000008211 0.000000000 1.043441273 1.809220850 0.000000000 0.000000000 - "DRIFT_47" "DRIFT" 25.692570940 10.650000000 0.010313347 0.009015399 541.229124280 366.885185432 0.172658472 0.012391235 -0.404439777 -0.042322271 -49.176628432 -34.564355572 -0.000082392 -0.006716001 0.000000000 1.130458945 2.077450275 0.000000000 0.000000000 - "IRIS2" "INSTRUMENT" 25.692570940 0.000000000 0.010313347 0.009015399 541.229124280 366.885185432 0.172658472 0.012391235 -0.404439777 -0.042322271 -49.176628432 -34.564355572 -0.000082392 -0.006716001 0.000000000 1.130458945 2.077450275 0.000000000 0.000000000 - "DRIFT_48" "DRIFT" 26.192570940 0.500000000 0.010780137 0.009445238 591.523274237 402.264301809 0.178857206 0.012391235 -0.425285108 -0.042322271 -51.411671481 -36.193877182 -0.000085507 -0.007031691 0.000000000 1.130599586 2.077657418 0.000000000 0.000000000 - "PLASMA.S" "INSTRUMENT" 26.192570940 0.000000000 0.010780137 0.009445238 591.523274237 402.264301809 0.178857206 0.012391235 -0.425285108 -0.042322271 -51.411671481 -36.193877182 -0.000085507 -0.007031691 0.000000000 1.130599586 2.077657418 0.000000000 0.000000000 - "DRIFT_49" "DRIFT" 30.000000000 3.807429060 0.014335243 0.012719169 1047.816533115 725.120313697 0.226059686 0.012391235 -0.584019342 -0.042322271 -68.431207188 -48.602453045 -0.000109230 -0.009435631 0.000000000 1.131369293 2.078779423 0.000000000 0.000000000 - "TT43$END" "MARKER" 30.000000000 0.000000000 0.014335243 0.012719169 1047.816533115 725.120313697 0.226059686 0.012391235 -0.584019342 -0.042322271 -68.431207188 -48.602453045 -0.000109230 -0.009435631 0.000000000 1.131369293 2.078779423 0.000000000 0.000000000 diff --git a/compare/simon_gpmpc/tt43_repo/sequence/electron_sequence.seq b/compare/simon_gpmpc/tt43_repo/sequence/electron_sequence.seq deleted file mode 100644 index dacce6a..0000000 --- a/compare/simon_gpmpc/tt43_repo/sequence/electron_sequence.seq +++ /dev/null @@ -1,83 +0,0 @@ - -!------------------------------------------------------- -! Start of Sequence -!------------------------------------------------------- - -! central positions -TT43: SEQUENCE, L = 30 ; -BEGI.1000: Start_line, AT= 0 ; - -BPM_offset = 0.0067; -BPM_offset2 = 0.0087; - -BPM.430028: BPM, AT= 0.18587-BPM_offset; -MCAWA.430029: COR, AT= 0.26887 ; -MQAWD.430031: QUAD, AT= 0.465573; -MQAWF.430034: QUAD, AT= 0.768073; -MQAWD.430037: QUAD, AT= 1.070573; -BPM.430039: BPM, AT= 1.242866-BPM_offset; -MCAWA.430040: COR, AT= 1.325866; -BTV.430042: btv, AT= 1.635166; - -/////////////// Dogleg start /////////////// - -MBAWV.430100: MBV, AT= 2.08254; -BPM.430103: BPM, AT= 2.421073-BPM_offset; -MCAWA.430104: COR, AT= 2.512073; -BTV.430106: btv, AT= 2.752373 ; -MQAWD.430109: QUAD, AT= 2.997772973; -BeamStopper.430112: Beam_Stopper, AT= 3.2637605 ; -MQAWF.430118: QUAD, AT= 3.913005947 ; -MQAWD.430128: QUAD, AT= 4.82823892; -BPM.430129: BPM, AT= 4.9918389-BPM_offset ; -MCAWA.430130: COR, AT= 5.0748389; - -/////////////// Dogleg end/////////////// - - -MBAWV.430200: MBV, AT= 5.743471893; -pippo: marker, AT = 5.743471893+0.179/2; -BPM.430203: BPM, AT= 6.0062576-BPM_offset; -MCAWA.430204: COR, AT= 6.0892576 ; -MQAWF.430205: QUAD, AT= 6.273457561; - - -/////////////// Achromat /////////////// - -MBAWH.430300: MBH, AT= 6.688450396; -BPM.430308: BPM, AT= 7.5010105-BPM_offset ; -MCAWA.430309: COR, AT= 7.5840105; -MQAWF.430311: QUAD, AT=7.768210455 ; - -/////////////// Common Beam line /////////////// - -MBAWH.412343: MBH, AT:= 8.847970514 ; -pluto: marker, AT = 8.847970514+0.18/2; -BPM.412343: BPM, AT= 9.1744705-BPM_offset2 ; -MCAWA.412344: COR, AT= 9.2574705; -MQAWD.412344: QUAD, AT:= 9.441670504; -BPM.412345: BPM, AT= 10.0149083-BPM_offset2; -MCAWA.412345: COR, AT= 10.0979083 ; -MQAWF.412346 : QUAD, AT:= 10.28210825; -BPM.412347: BPM, AT= 10.855346-BPM_offset2 ; -MCAWA.412347: COR, AT= 10.938346 ; -MQAWD.412347: QUAD, AT:= 11.122546 ; -BPM.412349: BPM, AT= 11.7277709-BPM_offset2 ; -MCAWA.412349: COR, AT= 11.8107709 ; -BTV.412350: BTV2, AT= 12.14257094; ! BTV for Electrons and Protons -BPM.412351: BPM, AT= 12.8742709-BPM_offset2 ; -BTV.412353: otr2, at = 13.62057094; ! BTV for Electrons and Protons -MCAWA.412353: COR, AT= 14.01557094 ; ! Alexey corrector no position monitors after - - -/////////////// Plasma Cell /////////////// - -plasma.e: Mon, AT:= 14.19257094 ; ! => beginning of the 12m plasma cell -BTV.412354: Mon, at = 14.24057; ! BTV for Electrons and Protons -Iris1: Mon, AT= 15.04257094 ; -plasma_merge: Mon, At= 15.04257094 ; ! merging_point = 0.5m (standard) -Iris2: Mon, AT= 25.69257094 ; -plasma.s: Mon, at= 26.19257094 ; - - -endsequence; diff --git a/compare/simon_gpmpc/tt43_repo/strength/electron_strength.str b/compare/simon_gpmpc/tt43_repo/strength/electron_strength.str deleted file mode 100644 index 258f76e..0000000 --- a/compare/simon_gpmpc/tt43_repo/strength/electron_strength.str +++ /dev/null @@ -1,79 +0,0 @@ - -!------------------------------------------------------- -! Strength Variables -!------------------------------------------------------- - -!======================================= -!Matched values for 16 MeV -!======================================= - -scale = 0.0718/0.0708; - -kqd430031 := -5.0149662 * scale; -kqf430034 := 9.3716437 * scale; -kqd430037 := -8.1253602 * scale; -kqd430109 := -3.12832e+01 * scale; -kqf430118 := 1.94291e+01 * scale; -kqf430311 := 2.64975e+01 * scale; - -!======================================= - -kMBAWH430300 := -0.5670925 ; !Angle horizontal bending 1 MBH2003 -kMBAWV = -0.321465 ; !Angle vertical bending MBV.1002 & MBV.2001 -kMBAWH412343 := -0.569608324504889 ; !Angle horizontal bending 2 MBH2005 -mbh_tilt = -0.105103009315855 ; - - - -//————Strength Dipoles - MBAWV.430100 , ANGLE := kMBAWV, k0:= kMBAWV / 0.1775, TILT := pi/2 ; - MBAWV.430200 , ANGLE := -kMBAWV, k0:= -kMBAWV / 0.1775, TILT := pi/2 ; - - MBAWH.430300 , ANGLE := kMBAWH430300, k0:= kMBAWH430300 / 0.1775 ; - MBAWH.412343 , ANGLE := kMBAWH412343, k0:= kMBAWH412343 / 0.1775, tilt := mbh_tilt, e1 := var_e1, e2 := var_e2; - -//————Strength Quadrupoles - MQAWD.430031 , K1 := kQD430031 ; - MQAWF.430034 , K1 := kQF430034 ; - MQAWD.430037 , K1 := kQD430037 ; - - MQAWD.430109 , K1 := kQD430109 ; - MQAWF.430118 , K1 := KQF430118 ; - MQAWD.430128 , K1 := kQD430109 ; - - MQAWF.430205 , K1 := kQF430205; - - MQAWF.430311 , K1 := kQF430311 ; - - MQAWD.412344 , K1 := KQD412344 ; - MQAWF.412346 , K1 := KQF412346 ; - MQAWD.412347 , K1 := KQD412347 ; - - -//————Strength Kickers - MCAWA.430029, vkick := 0.00, hkick = 0; - MCAWA.430040, vkick := 0.00, hkick = 0; - MCAWA.430104, vkick := 0.00, hkick = 0; - MCAWA.430130, vkick = 0, hkick = 0; - MCAWA.430204, vkick = 0, hkick = 0; - MCAWA.430309, vkick := kCv430309, hkick = 0; - - MCAWA.412344, vkick := kCv412344, hkick := kCh412344; - - MCAWA.412345, vkick := kCv412345, hkick := kCh412345; -// kCh412347:=-1.616e-3 ; -// kCh412347:=3.221e-3; -// kCv412347:=-0.989e-3 ; -// kCv412347:=1.474e-3; - MCAWA.412347, vkick := kCv412347, hkick := kCh412347; - MCAWA.412349, vkick := kCv412349, hkick := kCh412349; - MCAWA.412353, vkick := kCv412353, hkick := kCh412353; - - - - - - - - - diff --git a/compare/simon_maml/electron_design.mad b/compare/simon_maml/electron_design.mad deleted file mode 100644 index d071cc2..0000000 --- a/compare/simon_maml/electron_design.mad +++ /dev/null @@ -1,125 +0,0 @@ -!******************************************** -! TT43-TT41 (AWAKE e-line) model -! -! F.M. Velotti, C. Bracco -! MADX version MAD-X 5.04.01 -!******************************************** - -title, 'AWAKE e-line'; - - option, echo; - option, RBARC=FALSE; - - -!system, "ln -fns /opt/vkain/PycharmProjects/awakett43/2018 tt43_repo"; - -!********************************************* -! Import sequence, elements and strengths -! N.B. FINT values calulated empirically from -! beam-based measurements -!********************************************* - -call, file = "tt43_repo/elements/electron_elements.ele"; -call, file = "tt43_repo/sequence/electron_sequence.seq"; -call, file = "tt43_repo/strength/electron_strength.str"; - -call, file = "tt43_repo/beams/electron_beam.beamx"; - -fint_h_var = 0.25; -fint_v_var = 0.09; -!*********************************************** -! Select strengths for needed optics -!*********************************************** - -//Focus at BTV50 -//kqf430205 := -7.74315 ; -//kqd412344 := -5.08493 ; -//kqf412346 :=21.0534; -//kqd412347 := -25.2612 ; - - -//Focus at BTV53 -//kqf430205 := -7.83841 ; -//kqd412344 := - 3.71018; -//kqf412346 := 18.396; -//kqd412347 := -16.3205; - - -//Focus at BTV54 -//kqf430205 := -7.70116 ; -//kqd412344 := -3.90342 ; -//kqf412346 := 17.9845; -//kqd412347 := -15.1748; - -//Focus at Iris +1 m -//kqf430205 := -7.64757 ; -//kqd412344 := -5.91917 ; -//kqf412346 := 17.6078; -//kqd412347 := -13.3947; - -//Focus at Iris +2 m -//kqf430205 := -7.69869 ; -//kqd412344 := -6.32961; -//kqf412346 := 17.3987 ; -//kqd412347 := -12.7635; - - -//Focus at Iris +3 m -//kqf430205 := -7.6056 ; -//kqd412344 := -6.02714; -//kqf412346 := 17.1487; -//kqd412347 := -12.5029; - -//Focus at Iris +4 m -//kqf430205 := -7.75767; -//kqd412344 := -3.12061; -//kqf412346 := 16.2752; -//kqd412347 := -12.1149; - -//Focus at Iris +5 m -//kqf430205 := -7.61516; -//kqd412344 := -4.42116; -//kqf412346 := 16.4406; -//kqd412347 := -11.8455; - - -!*************************************** -! Default optics -!*************************************** - -//Focus at Iris -kqf430205 := -7.92377; -kqd412344 := -1.07907; -kqf412346 := 16.7789; -kqd412347 := -14.0290; - - -use, sequence= TT43; - -set, format="15.9f"; - -! Normalised emittance about 7 um in both planes -emittx:=1.93e-7; -emitty:=1.93e-7; - -! RMS momentum spread (estimated from measurements) -dpp = 8e-3; - -!Spot Size [m] -sigma_x := sqrt((table(twiss, betx)*emittx) + ((table(twiss,dx))*dpp)^2); -sigma_y := sqrt((table(twiss, bety)*emitty) + ((table(twiss,dy))*dpp)^2); - - -! Measured ini conditions: beta_x = 3.1 m, alfa_x = 0.8, beta_y = 3.5 m, alfa_y = 0.8 - -Select,flag=twiss, clear; -Select,flag=twiss,column=name,keyword,s,l,sigma_x,sigma_y,betx,bety,dx, dpx, dy, dpy, alfx,alfy,x,y,k1l,mux,muy; -//Select,flag=twiss,column=name,keyword,s,l,aper_1,aper_2; -TWISS, file="tt43_repo/output/electron_tt43.out", - -! Ideal initial conditions -initbeta0:beta0,DELTAP=0.0,BETX=5,ALFX=0,DX=0,DPX=0, -BETY=5,ALFY=0,DY=0.0,DPY=0.0, - x=0,px=0,y=0,py=0; - -!stop; diff --git a/compare/simon_maml/environment.py b/compare/simon_maml/environment.py deleted file mode 100644 index 726394c..0000000 --- a/compare/simon_maml/environment.py +++ /dev/null @@ -1,310 +0,0 @@ -import logging.config -import math -import pickle -import random -from enum import Enum - -import gymnasium as gym -import numpy as np -from cpymad.madx import Madx -from gymnasium import spaces - - -# Standard environment for the AWAKE environment, adjusted so it can be used for the -# MAML therefore containing functions for creating and sampling tasks -def generate_optics(): - OPTIONS = ["WARN"] # ['ECHO', 'WARN', 'INFO', 'DEBUG', 'TWISS_PRINT'] - MADX_OUT = [f"option, -{ele};" for ele in OPTIONS] - - madx = Madx(stdout=False) - madx.input("\n".join(MADX_OUT)) - - tt43_ini = "../compare/simon_maml/electron_design.mad" - - madx.call(file=tt43_ini, chdir=True) - - madx.use(sequence="tt43", range="#s/plasma_merge") - quads = {} - for ele, value in dict(madx.globals).items(): - if "kq" in ele: - # quads[ele] = value * 0.8 - quads[ele] = value * np.random.uniform(0.5, 1.5, size=None) - - madx.globals.update(quads) - - madx.input( - "initbeta0:beta0,BETX=5,ALFX=0,DX=0,DPX=0,BETY=5,ALFY=0,DY=0.0,DPY=0.0,x=0,px=0,y=0,py=0;" # noqa: E501 - ) - twiss_cpymad = madx.twiss(beta0="initbeta0").dframe() - - return twiss_cpymad - - -class e_trajectory_simENV(gym.Env): - def __init__( - self, twiss=[], task={}, train=False, **kwargs # noqa: B006 - ): # each instance of an environment with new generate_optics() - self.current_action = None - self.train = train - self.initial_conditions = [] - self.__version__ = "0.0.1" - logging.info("e_trajectory_simENV - Version {}".format(self.__version__)) - - # General variables defining the environment - self.MAX_TIME = 50 - self.is_finalized = False - self.current_episode = -1 - - # For internal stats... - self.action_episode_memory = [] - self.rewards = [] - self.current_steps = 0 - self.TOTAL_COUNTER = 0 - - self.seed() - twiss = generate_optics() - self.twiss_bpms = twiss[twiss["keyword"] == "monitor"] - self.twiss_correctors = twiss[twiss["keyword"] == "kicker"] - - self.response_scale = 0.5 - - self.plane = Plane.horizontal - - self.responseH = self._calculate_response( - self.twiss_bpms, self.twiss_correctors, self.plane - ) - self.responseV = self._calculate_response( - self.twiss_bpms, self.twiss_correctors, self.plane - ) - - self.positionsH = np.zeros(len(self.twiss_bpms) - 1) # remove one BPM - self.settingsH = np.zeros(len(self.twiss_correctors) - 1) # remove on corrector - self.positionsV = np.zeros(len(self.twiss_bpms) - 1) - self.settingsV = np.zeros(len(self.twiss_correctors) - 1) - - high = np.ones(len(self.settingsH)) - low = (-1) * high - self.action_space = spaces.Box(low=low, high=high, dtype=np.float32) - self.act_lim = self.action_space.high[0] - - high = np.ones(len(self.positionsH)) - low = (-1) * high - self.observation_space = spaces.Box(low=low, high=high, dtype=np.float32) - - if "action_scale" in kwargs: - self.action_scale = kwargs.get("action_scale") - else: - self.action_scale = 3e-4 - if "state_scale" in kwargs: - self.state_scale = kwargs.get("state_scale") - else: - self.state_scale = 100 - self.kicks_0 = np.zeros(len(self.settingsH)) - - # self.threshold = -0.0001 * self.state_scale # corresponds to 1.6 mm scaled. - self.threshold = -0.16 # corresponds to 1.6 mm scaled. - - self._task = task - self._goal = task - self._id = task - - def recalculate_response(self): - self.responseH = self._calculate_response( - self.twiss_bpms, self.twiss_correctors, self.plane - ) - self.responseV = self._calculate_response( - self.twiss_bpms, self.twiss_correctors, self.plane - ) - - # MAML specific function, while training samples fresh new tasks and for testing it - # uses previously saved tasks - def sample_tasks(self, num_tasks): - goals = [] - print("Number of tasks: " + str(num_tasks)) - if self.train: - for i in range(num_tasks): # noqa: B007 - twiss = generate_optics() - - twiss_bpms = twiss[twiss["keyword"] == "monitor"] - twiss_correctors = twiss[twiss["keyword"] == "kicker"] - responseH = self._calculate_response( - twiss_bpms, twiss_correctors, self.plane - ) - responseV = self._calculate_response( - twiss_bpms, twiss_correctors, self.plane - ) - goals.append([responseH, responseV]) - else: - with open( - r"maml_rl/envs/Tasks_data/Tasks", "rb" - ) as input_file: # Load in tasks - goals = pickle.load(input_file) - - # Code used to create sample Tasks - # with open( - # "../AWAKE_MB_META_RL/meta_environment/Tasks_data/Tasks", "wb" - # ) as fp: # Pickling - # pickle.dump(goals, fp) - # print("Saved Tasks") - - tasks = [{"goal": goals[i], "id": i} for i in range(num_tasks)] - - return tasks - - def reset_task(self, task): - self._task = task - self._goal = task["goal"] - self._id = task["id"] - - def step(self, action): - # use goal to set variables usually set in init - self.responseH = self._goal[0] - self.responseV = self._goal[1] - - state, reward = self._take_action(action) - - self.action_episode_memory[self.current_episode].append(action) - - self.current_steps += 1 - - return_reward = reward * self.state_scale - - self.rewards[self.current_episode].append(return_reward) - - return_state = np.array(state * self.state_scale) - # if return_reward < -1: - # return_reward = -2 - # self.is_finalized = True - - if (return_reward > self.threshold) or self.current_steps > self.MAX_TIME: - self.is_finalized = True - - return ( - return_state.astype(np.float32), - return_reward, - self.is_finalized, - False, - {"task": self._id}, - ) - - def step_opt(self, action): - state, reward = self._take_action(action, is_optimisation=True) - return_reward = reward * self.state_scale - print(return_reward) - self.rewards[self.current_episode].append(return_reward) - return return_reward - - def _take_action(self, action, is_optimisation=False): - kicks = action * self.action_scale - - state, reward = self._get_state_and_reward(kicks, self.plane, is_optimisation) - - return state, reward - - def _get_reward(self, trajectory): - rms = np.sqrt( - np.mean(np.square(trajectory)) - ) # nur first n elements of trajectory - return rms * (-1.0) - - def _get_state_and_reward(self, kicks, plane, is_optimisation): - self.TOTAL_COUNTER += 1 - if plane == Plane.horizontal: - rmatrix = self.responseH - - if plane == Plane.vertical: - rmatrix = self.responseV - - state = self._calculate_trajectory(rmatrix, self.kicks_0 + kicks) - - if not is_optimisation: - self.kicks_0 = self.kicks_0 + kicks - - reward = self._get_reward(state) - return state, reward - - def _calculate_response(self, bpmsTwiss, correctorsTwiss, plane): - bpms = bpmsTwiss.index.values.tolist() - correctors = correctorsTwiss.index.values.tolist() - bpms.pop(0) - correctors.pop(-1) - - rmatrix = np.zeros((len(bpms), len(correctors))) - - for i, bpm in enumerate(bpms): - for j, corrector in enumerate(correctors): - if plane == Plane.horizontal: - bpm_beta = bpmsTwiss.betx[bpm] - corrector_beta = correctorsTwiss.betx[corrector] - bpm_mu = bpmsTwiss.mux[bpm] - corrector_mu = correctorsTwiss.mux[corrector] - else: - bpm_beta = bpmsTwiss.bety[bpm] - corrector_beta = correctorsTwiss.bety[corrector] - bpm_mu = bpmsTwiss.muy[bpm] - corrector_mu = correctorsTwiss.muy[corrector] - - if bpm_mu > corrector_mu: - rmatrix[i][j] = ( - math.sqrt(bpm_beta * corrector_beta) - * math.sin((bpm_mu - corrector_mu) * 2.0 * math.pi) - * self.response_scale - ) - else: - rmatrix[i][j] = 0.0 - return rmatrix - - def _calculate_trajectory(self, rmatrix, delta_settings): - delta_settings = np.squeeze(delta_settings) - return rmatrix.dot(delta_settings) - - def reset(self, **kwargs): - self.is_finalized = False - - if self.plane == Plane.horizontal: - self.settingsH = np.random.uniform(-1.0, 1.0, len(self.settingsH)) - self.kicks_0 = self.settingsH * self.action_scale - if self.plane == Plane.vertical: - self.settingsV = np.random.uniform(-1.0, 1.0, len(self.settingsV)) - self.kicks_0 = self.settingsV * self.action_scale - - if self.plane == Plane.horizontal: - # init_positions = np.zeros(len(self.positionsH)) # self.positionsH - rmatrix = self.responseH - - if self.plane == Plane.vertical: - # init_positions = np.zeros(len(self.positionsV)) # self.positionsV - rmatrix = self.responseV - - self.current_episode += 1 - self.current_steps = 0 - self.action_episode_memory.append([]) - self.rewards.append([]) - state = self._calculate_trajectory(rmatrix, self.kicks_0) - - if self.plane == Plane.horizontal: - self.positionsH = state - - if self.plane == Plane.vertical: - self.positionsV = state - - # Rescale for agent - # state = state - return_initial_state = np.array(state * self.state_scale) - self.initial_conditions.append([return_initial_state]) - return_value = return_initial_state - return return_value.astype(np.float32), {"task": self._id} - - def seed(self, seed=None): - random.seed(seed) - - def setPlane(self, plane): - if plane == Plane.vertical or plane == Plane.horizontal: - self.plane = plane - else: - raise Exception("You need to set plane enum") - - -class Plane(Enum): - horizontal = 0 - vertical = 1 diff --git a/compare/simon_maml/tt43_repo/beams/electron_beam.beamx b/compare/simon_maml/tt43_repo/beams/electron_beam.beamx deleted file mode 100644 index 87436d1..0000000 --- a/compare/simon_maml/tt43_repo/beams/electron_beam.beamx +++ /dev/null @@ -1,8 +0,0 @@ -!**************************** -! Beam specification -!**************************** - -!option,debug,-echo; -!sigt=TBUNCH*CLIGHT*(BEAM->PC/BEAM->ENERGY) -BEAM, particle=electron, PC=19e-3, exn=10e-6, eyn=10e-6, npart=3e9, bunched, sigt=TBUNCH*CLIGHT*(BEAM->PC/BEAM->ENERGY); - diff --git a/compare/simon_maml/tt43_repo/elements/electron_elements.ele b/compare/simon_maml/tt43_repo/elements/electron_elements.ele deleted file mode 100644 index 301d947..0000000 --- a/compare/simon_maml/tt43_repo/elements/electron_elements.ele +++ /dev/null @@ -1,76 +0,0 @@ -!------------------------------------------------------- -! Elements -!------------------------------------------------------- - -//-------------- Bending Magnets -MBH: RBEND, L := 0.1755 , apertype = ellipse , aperture = {0.02,0.02}, FINT := fint_h_var, hgap = 0.035, k1 := mbh_k1 ; ! Bending magnet, horizontal - -MBV: RBEND, L := 0.1755 , apertype = ellipse , aperture = {0.02,0.02}, FINT := fint_v_var, hgap = 0.035 ; ! Bending Magnet, vertical - - !specification magnetic lenght 0.1755 - !specification mechanical lenght 0.294 - - -//-------------- Quadrupoles -QUAD: QUADRUPOLE, L := 0.0708, apertype = ellipse, aperture = {0.02,0.02}; -!specification magnetic length 0.0718, but the measured gradient correspond to -!a magnetic lenght slightly smaller, i.e. 0.0708 m => this is very important to take -!into account - - - -//-------------- Correctors -COR: KICKER, L := 0.0406, apertype = ellipse, aperture = {0.02,0.02}; -!COR : KICKER , L := 0.1651; !magnetic length - !specification magnetic length 0.1654 - !specification mechanical lenght 0.073 - - -//-------------- Beam position monitors -BPM : MONITOR , L := 0, apertype = ellipse, aperture = {0.02,0.02}; -BPMShort : MONITOR , L := 0.207, apertype = ellipse, aperture = {0.02,0.02}; -BPMLong : MONITOR , L := 0.207, apertype = ellipse, aperture = {0.02,0.02}; - - -//-------------- Beam observation TV monitors based on screens - -BTV : INSTRUMENT , L := 0.273, apertype = ellipse, aperture = {0.02,0.02}; -BTV2 : INSTRUMENT , L := 0.354, apertype = ellipse, aperture = {0.02,0.02}; - - - -//-------------- Markers -Start_line : MARKER , L := 0; -End_line : MARKER , L := 0; ! apertype = rectangle, aperture = {0.00025,0.00025}; -Mon : INSTRUMENT , L := 0; - -//-------------- BeamStopper -Beam_Stopper : INSTRUMENT , L := 0.15; !0.069775; - - - -//-------------- Elements proton and secondary beam line -bpg412445 : INSTRUMENT , L := 0.248 , aperture = ellipse, aperture = {0.060,0.060}; !old 0.248 -otr2 : INSTRUMENT , L := 0.35 , aperture = ellipse, aperture = {0.06,0.06}; - -plasmacell: INSTRUMENT , L = 10 , aperture=ellipse ,aperture={0.020 ,0.020} ; -iris: INSTRUMENT , l = 0.001 , aperture=ellipse ,aperture={0.005 ,0.005} ; - -table: INSTRUMENT , L = 2 ; - -MQNBR : QUADRUPOLE , L := 0.285; - - -MBXFB : SBEND , L := 1; - - -BTVSPS : INSTRUMENT , L = 0.448; - -HEATER : SOLENOID , L = 0.025 , KS = 0.00017/0.033; - - - - - - - diff --git a/compare/simon_maml/tt43_repo/madx/electron_design.mad b/compare/simon_maml/tt43_repo/madx/electron_design.mad deleted file mode 100644 index 7ced164..0000000 --- a/compare/simon_maml/tt43_repo/madx/electron_design.mad +++ /dev/null @@ -1,126 +0,0 @@ -!******************************************** -! TT43-TT41 (AWAKE e-line) model -! -! F.M. Velotti, C. Bracco -! MADX version MAD-X 5.04.01 -!******************************************** - -title, 'AWAKE e-line'; - - option, echo; - option, RBARC=FALSE; - - -system, "ln -fns /opt/vkain/PycharmProjects/awakett43/2018 tt43_repo"; - -!********************************************* -! Import sequence, elements and strengths -! N.B. FINT values calulated empirically from -! beam-based measurements -!********************************************* - -call, file = "tt43_repo/elements/electron_elements.ele"; -call, file = "tt43_repo/sequence/electron_sequence.seq"; -call, file = "tt43_repo/strength/electron_strength.str"; - -call, file = "tt43_repo/beams/electron_beam.beamx"; - -fint_h_var = 0.25; -fint_v_var = 0.09; -!*********************************************** -! Select strengths for needed optics -!*********************************************** - -//Focus at BTV50 -//kqf430205 := -7.74315 ; -//kqd412344 := -5.08493 ; -//kqf412346 :=21.0534; -//kqd412347 := -25.2612 ; - - -//Focus at BTV53 -//kqf430205 := -7.83841 ; -//kqd412344 := - 3.71018; -//kqf412346 := 18.396; -//kqd412347 := -16.3205; - - -//Focus at BTV54 -//kqf430205 := -7.70116 ; -//kqd412344 := -3.90342 ; -//kqf412346 := 17.9845; -//kqd412347 := -15.1748; - -//Focus at Iris +1 m -//kqf430205 := -7.64757 ; -//kqd412344 := -5.91917 ; -//kqf412346 := 17.6078; -//kqd412347 := -13.3947; - -//Focus at Iris +2 m -//kqf430205 := -7.69869 ; -//kqd412344 := -6.32961; -//kqf412346 := 17.3987 ; -//kqd412347 := -12.7635; - - -//Focus at Iris +3 m -//kqf430205 := -7.6056 ; -//kqd412344 := -6.02714; -//kqf412346 := 17.1487; -//kqd412347 := -12.5029; - -//Focus at Iris +4 m -//kqf430205 := -7.75767; -//kqd412344 := -3.12061; -//kqf412346 := 16.2752; -//kqd412347 := -12.1149; - -//Focus at Iris +5 m -//kqf430205 := -7.61516; -//kqd412344 := -4.42116; -//kqf412346 := 16.4406; -//kqd412347 := -11.8455; - - -!*************************************** -! Default optics -!*************************************** - -//Focus at Iris -kqf430205 := -7.92377; -kqd412344 := -1.07907; -kqf412346 := 16.7789; -kqd412347 := -14.0290; - - -use, sequence= TT43; - -set, format="15.9f"; - -! Normalised emittance about 7 um in both planes -emittx:=1.93e-7; -emitty:=1.93e-7; - -! RMS momentum spread (estimated from measurements) -dpp = 8e-3; - -!Spot Size [m] -sigma_x := sqrt((table(twiss, betx)*emittx) + ((table(twiss,dx))*dpp)^2); -sigma_y := sqrt((table(twiss, bety)*emitty) + ((table(twiss,dy))*dpp)^2); - - -! Measured ini conditions: beta_x = 3.1 m, alfa_x = 0.8, beta_y = 3.5 m, alfa_y = 0.8 - -Select,flag=twiss, clear; -Select,flag=twiss,column=name,keyword,s,l,sigma_x,sigma_y,betx,bety,dx, dpx, dy, dpy, alfx,alfy,x,y,k1l,mux,muy; -//Select,flag=twiss,column=name,keyword,s,l,aper_1,aper_2; -TWISS, file="tt43_repo/output/electron_tt43.out", - -! Ideal initial conditions -initbeta0:beta0,DELTAP=0.0,BETX=5,ALFX=0,DX=0,DPX=0, -BETY=5,ALFY=0,DY=0.0,DPY=0.0, - x=0,px=0,y=0,py=0; - -!stop; - diff --git a/compare/simon_maml/tt43_repo/output/electron_tt43.out b/compare/simon_maml/tt43_repo/output/electron_tt43.out deleted file mode 100644 index 41f495f..0000000 --- a/compare/simon_maml/tt43_repo/output/electron_tt43.out +++ /dev/null @@ -1,151 +0,0 @@ -@ NAME %05s "TWISS" -@ TYPE %05s "TWISS" -@ SEQUENCE %04s "TT43" -@ PARTICLE %08s "ELECTRON" -@ MASS %le 0.000510999 -@ CHARGE %le -1.000000000 -@ ENERGY %le 0.019006870 -@ PC %le 0.019000000 -@ GAMMA %le 37.195517398 -@ KBUNCH %le 1.000000000 -@ BCURRENT %le 0.004799733 -@ SIGE %le 0.001000000 -@ SIGT %le 0.000000000 -@ NPART %le 3000000000.000000000 -@ EX %le 0.000000269 -@ EY %le 0.000000269 -@ ET %le 0.001000000 -@ BV_FLAG %le 1.000000000 -@ LENGTH %le 30.000000000 -@ ALFA %le 0.000000000 -@ ORBIT5 %le -0.000000000 -@ GAMMATR %le 0.000000000 -@ Q1 %le 1.131369293 -@ Q2 %le 2.078779423 -@ DQ1 %le 0.000000000 -@ DQ2 %le 0.000000000 -@ DXMAX %le 0.598808849 -@ DYMAX %le 0.584019342 -@ XCOMAX %le 0.006822133 -@ YCOMAX %le 0.009435631 -@ BETXMAX %le 1047.816533115 -@ BETYMAX %le 725.120313697 -@ XCORMS %le 0.001452804 -@ YCORMS %le 0.002275717 -@ DXRMS %le 0.136452243 -@ DYRMS %le 0.158742611 -@ DELTAP %le 0.000000000 -@ SYNCH_1 %le 0.000000000 -@ SYNCH_2 %le 0.000000000 -@ SYNCH_3 %le 0.000000000 -@ SYNCH_4 %le 0.000000000 -@ SYNCH_5 %le 0.000000000 -@ TITLE %12s "AWAKE e-line" -@ ORIGIN %16s "5.06.01 Linux 64" -@ DATE %08s "16/09/20" -@ TIME %08s "17.57.42" -* NAME KEYWORD S L SIGMA_X SIGMA_Y BETX BETY DX DPX DY DPY ALFX ALFY X Y K1L MUX MUY ENV_X ENV_Y -$ %s %s %le %le %le %le %le %le %le %le %le %le %le %le %le %le %le %le %le %le %le - "TT43$START" "MARKER" 0.000000000 0.000000000 0.000982344 0.000982344 5.000000000 5.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 - "BEGI.1000" "MARKER" 0.000000000 0.000000000 0.000982344 0.000982344 5.000000000 5.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 - "DRIFT_0" "DRIFT" 0.179170000 0.179170000 0.000982975 0.000982975 5.006420378 5.006420378 0.000000000 0.000000000 0.000000000 0.000000000 -0.035834000 -0.035834000 0.000000000 0.000000000 0.000000000 0.005700719 0.005700719 0.000000000 0.000000000 - "BPM.430028" "MONITOR" 0.179170000 0.000000000 0.000982975 0.000982975 5.006420378 5.006420378 0.000000000 0.000000000 0.000000000 0.000000000 -0.035834000 -0.035834000 0.000000000 0.000000000 0.000000000 0.005700719 0.005700719 0.000000000 0.000000000 - "DRIFT_1" "DRIFT" 0.248570000 0.069400000 0.000983557 0.000983557 5.012357409 5.012357409 0.000000000 0.000000000 0.000000000 0.000000000 -0.049714000 -0.049714000 0.000000000 0.000000000 0.000000000 0.007905720 0.007905720 0.000000000 0.000000000 - "MCAWA.430029" "KICKER" 0.289170000 0.040600000 0.000983986 0.000983986 5.016723858 5.016723858 0.000000000 0.000000000 0.000000000 0.000000000 -0.057834000 -0.057834000 0.000000000 0.000000000 0.000000000 0.009194325 0.009194325 0.000000000 0.000000000 - "DRIFT_2" "DRIFT" 0.430173000 0.141003000 0.000985973 0.000985973 5.037009762 5.037009762 0.000000000 0.000000000 0.000000000 0.000000000 -0.086034600 -0.086034600 0.000000000 0.000000000 0.000000000 0.013659197 0.013659197 0.000000000 0.000000000 - "MQAWD.430031" "QUADRUPOLE" 0.500973000 0.070800000 0.000999862 0.000974717 5.179916255 4.922657899 0.000000000 0.000000000 0.000000000 0.000000000 -1.949541945 1.687425455 0.000000000 0.000000000 -0.360074573 0.015874654 0.015912579 0.000000000 0.000000000 - "DRIFT_3" "DRIFT" 0.732673000 0.231700000 0.001087973 0.000898473 6.133088811 4.182663475 0.000000000 0.000000000 0.000000000 0.000000000 -2.164280047 1.506335548 0.000000000 0.000000000 0.000000000 0.022419019 0.024042920 0.000000000 0.000000000 - "MQAWF.430034" "QUADRUPOLE" 0.803473000 0.070800000 0.001089199 0.000897000 6.146911269 4.168954872 0.000000000 0.000000000 0.000000000 0.000000000 1.972157775 -1.309646171 0.000000000 0.000000000 0.672884018 0.024239730 0.026762973 0.000000000 0.000000000 - "DRIFT_4" "DRIFT" 1.035173000 0.231700000 0.001009065 0.000963580 5.275715655 4.810809011 0.000000000 0.000000000 0.000000000 0.000000000 1.787857826 -1.460548645 0.000000000 0.000000000 0.000000000 0.030717073 0.035000891 0.000000000 0.000000000 - "MQAWD.430037" "QUADRUPOLE" 1.105973000 0.070800000 0.001005692 0.000964420 5.240497511 4.819206028 0.000000000 0.000000000 0.000000000 0.000000000 -1.283596434 1.343584172 0.000000000 0.000000000 -0.583400862 0.032874944 0.037325115 0.000000000 0.000000000 - "DRIFT_5" "DRIFT" 1.236166000 0.130193000 0.001038063 0.000929779 5.583291691 4.479222095 0.000000000 0.000000000 0.000000000 0.000000000 -1.349372930 1.267799946 0.000000000 0.000000000 0.000000000 0.036705998 0.041785534 0.000000000 0.000000000 - "BPM.430039" "MONITOR" 1.236166000 0.000000000 0.001038063 0.000929779 5.583291691 4.479222095 0.000000000 0.000000000 0.000000000 0.000000000 -1.349372930 1.267799946 0.000000000 0.000000000 0.000000000 0.036705998 0.041785534 0.000000000 0.000000000 - "DRIFT_6" "DRIFT" 1.305566000 0.069400000 0.001055553 0.000911630 5.773017990 4.306055024 0.000000000 0.000000000 0.000000000 0.000000000 -1.384435406 1.227402802 0.000000000 0.000000000 0.000000000 0.038651554 0.044300641 0.000000000 0.000000000 - "MCAWA.430040" "KICKER" 1.346166000 0.040600000 0.001065856 0.000901121 5.886266934 4.207349413 0.000000000 0.000000000 0.000000000 0.000000000 -1.404947459 1.203769891 0.000000000 0.000000000 0.000000000 0.039760035 0.045818770 0.000000000 0.000000000 - "DRIFT_7" "DRIFT" 1.498666000 0.152500000 0.001104997 0.000862422 6.326525501 3.853736860 0.000000000 0.000000000 0.000000000 0.000000000 -1.481993965 1.115000951 0.000000000 0.000000000 0.000000000 0.043737740 0.051847815 0.000000000 0.000000000 - "BTV.430042" "INSTRUMENT" 1.771666000 0.273000000 0.001176629 0.000796648 7.173347970 3.288329032 0.000000000 0.000000000 0.000000000 0.000000000 -1.619919840 0.956089996 0.000000000 0.000000000 0.000000000 0.050189202 0.064065270 0.000000000 0.000000000 - "DRIFT_8" "DRIFT" 1.994790000 0.223124000 0.001236458 0.000746925 7.921386141 2.890654808 0.000000000 0.000000000 0.000000000 0.000000000 -1.732647214 0.826211432 0.000000000 0.000000000 0.000000000 0.054900801 0.075593443 0.000000000 0.000000000 - "MBAWV.430100" "RBEND" 2.170290000 0.175500000 0.001225263 0.000745557 7.778592613 2.626050519 -0.000000000 -0.000000000 -0.027677746 -0.324187539 2.453231961 0.725805288 -0.000000000 -0.000315208 0.000000000 0.058460061 0.085570063 0.000000000 0.000000000 - "DRIFT_9" "DRIFT" 2.414373000 0.244083000 0.001131596 0.001078460 6.634761943 2.306375009 -0.000000000 -0.000000000 -0.105914558 -0.324187539 2.233004564 0.583894731 -0.000000000 -0.001206740 0.000000000 0.063868576 0.101380932 0.000000000 0.000000000 - "BPM.430103" "MONITOR" 2.414373000 0.000000000 0.001131596 0.001078460 6.634761943 2.306375009 -0.000000000 -0.000000000 -0.105914558 -0.324187539 2.233004564 0.583894731 -0.000000000 -0.001206740 0.000000000 0.063868576 0.101380932 0.000000000 0.000000000 - "DRIFT_10" "DRIFT" 2.491773000 0.077400000 0.001102197 0.001233708 6.294498086 2.219471150 -0.000000000 -0.000000000 -0.130723862 -0.324187539 2.163169301 0.538894148 -0.000000000 -0.001489450 0.000000000 0.065774819 0.106826662 0.000000000 0.000000000 - "MCAWA.430104" "KICKER" 2.532373000 0.040600000 0.001086842 0.001319988 6.120335995 2.176671306 -0.000000000 -0.000000000 -0.143737528 -0.324187539 2.126537367 0.515289192 -0.000000000 -0.001637745 0.000000000 0.066815892 0.109766678 0.000000000 0.000000000 - "DRIFT_11" "DRIFT" 2.615873000 0.083500000 0.001055414 0.001504930 5.771495068 2.094671697 -0.000000000 -0.000000000 -0.170502087 -0.324187539 2.051198291 0.466742052 -0.000000000 -0.001942735 0.000000000 0.069051981 0.115992016 0.000000000 0.000000000 - "BTV.430106" "INSTRUMENT" 2.888873000 0.273000000 0.000954319 0.002150303 4.718785663 1.883161912 -0.000000000 -0.000000000 -0.258007771 -0.324187539 1.804880115 0.308019067 -0.000000000 -0.002939888 0.000000000 0.077381535 0.137938155 0.000000000 0.000000000 - "DRIFT_12" "DRIFT" 2.962372973 0.073499973 0.000927610 0.002330072 4.458342638 1.841024007 -0.000000000 -0.000000000 -0.281566985 -0.324187539 1.738563707 0.265285972 -0.000000000 -0.003208353 0.000000000 0.079932028 0.144222306 0.000000000 0.000000000 - "MQAWD.430109" "QUADRUPOLE" 3.033172973 0.070800000 0.000976172 0.002319275 4.937369863 1.532503260 -0.000000000 -0.000000000 -0.281826135 0.316962523 -8.859392376 3.858872117 -0.000000000 -0.003208412 -2.246133760 0.082397991 0.150756208 0.000000000 0.000000000 - "DRIFT_13" "DRIFT" 3.188760500 0.155587527 0.001249078 0.001894550 8.083918335 0.582731674 -0.000000000 -0.000000000 -0.233078963 0.316962523 -11.364262649 2.245547718 -0.000000000 -0.002640374 0.000000000 0.086317936 0.177079594 0.000000000 0.000000000 - "BEAMSTOPPER.430112" "INSTRUMENT" 3.338760500 0.150000000 0.001512646 0.001497860 11.855434272 0.142375258 -0.000000000 -0.000000000 -0.186082421 0.316962523 -13.779176929 0.690161726 -0.000000000 -0.002092735 0.000000000 0.088756638 0.264255735 0.000000000 0.000000000 - "DRIFT_14" "DRIFT" 3.877605947 0.538845447 0.002460950 0.000695746 31.379667943 2.409348855 -0.000000000 -0.000000000 -0.017256604 0.316962523 -22.454280697 -4.897256006 -0.000000000 -0.000125452 0.000000000 0.093203544 0.578341964 0.000000000 0.000000000 - "MQAWF.430118" "QUADRUPOLE" 3.948405947 0.070800000 0.002463058 0.000816647 31.433450578 3.448983395 -0.000000000 0.000000000 0.004435493 0.308092654 21.719814289 -10.267127493 -0.000000000 0.000131063 1.395009380 0.093556451 0.582315972 0.000000000 0.000000000 - "DRIFT_15" "DRIFT" 4.792838920 0.844432973 0.001028034 0.003554608 5.475925432 42.789543742 -0.000000000 0.000000000 0.261511734 0.308092654 9.019777811 -36.321011062 -0.000000000 0.003217302 0.000000000 0.103807324 0.593387850 0.000000000 0.000000000 - "MQAWD.430128" "QUADRUPOLE" 4.863638920 0.070800000 0.000987867 0.003511884 5.056384367 41.099541828 -0.000000000 -0.000000000 0.262235507 -0.287932579 -2.783221965 58.912150051 -0.000000000 0.003216812 -2.246133760 0.106006038 0.593649483 0.000000000 0.000000000 - "DRIFT_16" "DRIFT" 4.985138900 0.121499980 0.001054201 0.002954337 5.758242314 28.030845324 -0.000000000 -0.000000000 0.227697582 -0.287932579 -2.993387604 48.649155750 -0.000000000 0.002771097 0.000000000 0.109590038 0.594219202 0.000000000 0.000000000 - "BPM.430129" "MONITOR" 4.985138900 0.000000000 0.001054201 0.002954337 5.758242314 28.030845324 -0.000000000 -0.000000000 0.227697582 -0.287932579 -2.993387604 48.649155750 -0.000000000 0.002771097 0.000000000 0.109590038 0.594219202 0.000000000 0.000000000 - 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"PLASMA.S" "INSTRUMENT" 26.192570940 0.000000000 0.010780137 0.009445238 591.523274237 402.264301809 0.178857206 0.012391235 -0.425285108 -0.042322271 -51.411671481 -36.193877182 -0.000085507 -0.007031691 0.000000000 1.130599586 2.077657418 0.000000000 0.000000000 - "DRIFT_49" "DRIFT" 30.000000000 3.807429060 0.014335243 0.012719169 1047.816533115 725.120313697 0.226059686 0.012391235 -0.584019342 -0.042322271 -68.431207188 -48.602453045 -0.000109230 -0.009435631 0.000000000 1.131369293 2.078779423 0.000000000 0.000000000 - "TT43$END" "MARKER" 30.000000000 0.000000000 0.014335243 0.012719169 1047.816533115 725.120313697 0.226059686 0.012391235 -0.584019342 -0.042322271 -68.431207188 -48.602453045 -0.000109230 -0.009435631 0.000000000 1.131369293 2.078779423 0.000000000 0.000000000 diff --git a/compare/simon_maml/tt43_repo/sequence/electron_sequence.seq b/compare/simon_maml/tt43_repo/sequence/electron_sequence.seq deleted file mode 100644 index dacce6a..0000000 --- a/compare/simon_maml/tt43_repo/sequence/electron_sequence.seq +++ /dev/null @@ -1,83 +0,0 @@ - -!------------------------------------------------------- -! Start of Sequence -!------------------------------------------------------- - -! central positions -TT43: SEQUENCE, L = 30 ; -BEGI.1000: Start_line, AT= 0 ; - -BPM_offset = 0.0067; -BPM_offset2 = 0.0087; - -BPM.430028: BPM, AT= 0.18587-BPM_offset; -MCAWA.430029: COR, AT= 0.26887 ; -MQAWD.430031: QUAD, AT= 0.465573; -MQAWF.430034: QUAD, AT= 0.768073; -MQAWD.430037: QUAD, AT= 1.070573; -BPM.430039: BPM, AT= 1.242866-BPM_offset; -MCAWA.430040: COR, AT= 1.325866; -BTV.430042: btv, AT= 1.635166; - -/////////////// Dogleg start /////////////// - -MBAWV.430100: MBV, AT= 2.08254; -BPM.430103: BPM, AT= 2.421073-BPM_offset; -MCAWA.430104: COR, AT= 2.512073; -BTV.430106: btv, AT= 2.752373 ; -MQAWD.430109: QUAD, AT= 2.997772973; -BeamStopper.430112: Beam_Stopper, AT= 3.2637605 ; -MQAWF.430118: QUAD, AT= 3.913005947 ; -MQAWD.430128: QUAD, AT= 4.82823892; -BPM.430129: BPM, AT= 4.9918389-BPM_offset ; -MCAWA.430130: COR, AT= 5.0748389; - -/////////////// Dogleg end/////////////// - - -MBAWV.430200: MBV, AT= 5.743471893; -pippo: marker, AT = 5.743471893+0.179/2; -BPM.430203: BPM, AT= 6.0062576-BPM_offset; -MCAWA.430204: COR, AT= 6.0892576 ; -MQAWF.430205: QUAD, AT= 6.273457561; - - -/////////////// Achromat /////////////// - -MBAWH.430300: MBH, AT= 6.688450396; -BPM.430308: BPM, AT= 7.5010105-BPM_offset ; -MCAWA.430309: COR, AT= 7.5840105; -MQAWF.430311: QUAD, AT=7.768210455 ; - -/////////////// Common Beam line /////////////// - -MBAWH.412343: MBH, AT:= 8.847970514 ; -pluto: marker, AT = 8.847970514+0.18/2; -BPM.412343: BPM, AT= 9.1744705-BPM_offset2 ; -MCAWA.412344: COR, AT= 9.2574705; -MQAWD.412344: QUAD, AT:= 9.441670504; -BPM.412345: BPM, AT= 10.0149083-BPM_offset2; -MCAWA.412345: COR, AT= 10.0979083 ; -MQAWF.412346 : QUAD, AT:= 10.28210825; -BPM.412347: BPM, AT= 10.855346-BPM_offset2 ; -MCAWA.412347: COR, AT= 10.938346 ; -MQAWD.412347: QUAD, AT:= 11.122546 ; -BPM.412349: BPM, AT= 11.7277709-BPM_offset2 ; -MCAWA.412349: COR, AT= 11.8107709 ; -BTV.412350: BTV2, AT= 12.14257094; ! BTV for Electrons and Protons -BPM.412351: BPM, AT= 12.8742709-BPM_offset2 ; -BTV.412353: otr2, at = 13.62057094; ! BTV for Electrons and Protons -MCAWA.412353: COR, AT= 14.01557094 ; ! Alexey corrector no position monitors after - - -/////////////// Plasma Cell /////////////// - -plasma.e: Mon, AT:= 14.19257094 ; ! => beginning of the 12m plasma cell -BTV.412354: Mon, at = 14.24057; ! BTV for Electrons and Protons -Iris1: Mon, AT= 15.04257094 ; -plasma_merge: Mon, At= 15.04257094 ; ! merging_point = 0.5m (standard) -Iris2: Mon, AT= 25.69257094 ; -plasma.s: Mon, at= 26.19257094 ; - - -endsequence; diff --git a/compare/simon_maml/tt43_repo/strength/electron_strength.str b/compare/simon_maml/tt43_repo/strength/electron_strength.str deleted file mode 100644 index 258f76e..0000000 --- a/compare/simon_maml/tt43_repo/strength/electron_strength.str +++ /dev/null @@ -1,79 +0,0 @@ - -!------------------------------------------------------- -! Strength Variables -!------------------------------------------------------- - -!======================================= -!Matched values for 16 MeV -!======================================= - -scale = 0.0718/0.0708; - -kqd430031 := -5.0149662 * scale; -kqf430034 := 9.3716437 * scale; -kqd430037 := -8.1253602 * scale; -kqd430109 := -3.12832e+01 * scale; -kqf430118 := 1.94291e+01 * scale; -kqf430311 := 2.64975e+01 * scale; - -!======================================= - -kMBAWH430300 := -0.5670925 ; !Angle horizontal bending 1 MBH2003 -kMBAWV = -0.321465 ; !Angle vertical bending MBV.1002 & MBV.2001 -kMBAWH412343 := -0.569608324504889 ; !Angle horizontal bending 2 MBH2005 -mbh_tilt = -0.105103009315855 ; - - - -//————Strength Dipoles - MBAWV.430100 , ANGLE := kMBAWV, k0:= kMBAWV / 0.1775, TILT := pi/2 ; - MBAWV.430200 , ANGLE := -kMBAWV, k0:= -kMBAWV / 0.1775, TILT := pi/2 ; - - MBAWH.430300 , ANGLE := kMBAWH430300, k0:= kMBAWH430300 / 0.1775 ; - MBAWH.412343 , ANGLE := kMBAWH412343, k0:= kMBAWH412343 / 0.1775, tilt := mbh_tilt, e1 := var_e1, e2 := var_e2; - -//————Strength Quadrupoles - MQAWD.430031 , K1 := kQD430031 ; - MQAWF.430034 , K1 := kQF430034 ; - MQAWD.430037 , K1 := kQD430037 ; - - MQAWD.430109 , K1 := kQD430109 ; - MQAWF.430118 , K1 := KQF430118 ; - MQAWD.430128 , K1 := kQD430109 ; - - MQAWF.430205 , K1 := kQF430205; - - MQAWF.430311 , K1 := kQF430311 ; - - MQAWD.412344 , K1 := KQD412344 ; - MQAWF.412346 , K1 := KQF412346 ; - MQAWD.412347 , K1 := KQD412347 ; - - -//————Strength Kickers - MCAWA.430029, vkick := 0.00, hkick = 0; - MCAWA.430040, vkick := 0.00, hkick = 0; - MCAWA.430104, vkick := 0.00, hkick = 0; - MCAWA.430130, vkick = 0, hkick = 0; - MCAWA.430204, vkick = 0, hkick = 0; - MCAWA.430309, vkick := kCv430309, hkick = 0; - - MCAWA.412344, vkick := kCv412344, hkick := kCh412344; - - MCAWA.412345, vkick := kCv412345, hkick := kCh412345; -// kCh412347:=-1.616e-3 ; -// kCh412347:=3.221e-3; -// kCv412347:=-0.989e-3 ; -// kCv412347:=1.474e-3; - 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sns.histplot(old_env_observations[:, i], ax=axs[0, i], bins=20)\n", - " sns.histplot(new_env_observations[:, i], ax=axs[1, i], bins=20)\n", - " axs[0, i].set_ylabel(None)\n", - " axs[1, i].set_ylabel(None)\n", - "axs[0, 0].set_ylabel(\"old env\")\n", - "axs[1, 0].set_ylabel(\"new env\")\n", - "fig.suptitle(\"Observation distributions\")\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "shift 1.0\n", - "************* reset ************* reset ************* reset ************* reset ************* reset \n", - "step...step...step...step...step...step...step...step...step...step...step...step...step...step...step...step...step...step...step...step...\n", - "shift 1.0\n", - "step...step...step...step...step...step...step...step...step...step...step...step...step...step...step...step...step...step...step...step...\n", - "shift 1.0\n", - 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", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "old_observations = []\n", - "new_observations = []\n", - "\n", - "observation, info = old_env.reset()\n", - "old_observations.append(observation)\n", - "\n", - "observation, info = wrapped_new_env.reset(options={\"magnet_init\": old_env.kicks_0})\n", - "new_observations.append(observation)\n", - "\n", - "for _ in range(100):\n", - " action = old_env.action_space.sample()\n", - "\n", - " observation, reward, terminated, truncated, info = old_env.step(action)\n", - " old_observations.append(observation)\n", - "\n", - " observation, reward, terminated, truncated, info = wrapped_new_env.step(action)\n", - " new_observations.append(observation)\n", - "\n", - "old_observations = np.array(old_observations)\n", - "new_observations = np.array(new_observations)\n", - "\n", - "fig, axs = plt.subplots(1, 10, figsize=(25, 2), sharex=True, sharey=True)\n", - "for i in range(10):\n", - " axs[i].plot(old_observations[:, i], label=\"old env\")\n", - " axs[i].plot(new_observations[:, i], label=\"new env\")\n", - " axs[i].set_title(f\"BPM {i}\")\n", - "axs[0].legend()\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "shift 1.0\n", - "************* reset ************* reset ************* reset ************* reset ************* reset \n", - "step...step...step...step...step...step...step...step...step...step...step...step...step...step...step...step...step...step...step...step...\n", - "shift 1.0\n", - "step...step...step...step...step...step...step...step...step...step...step...step...step...step...step...step...step...step...step...step...\n", - "shift 1.0\n", - "step...step...step...step...step...step...step...step...step...step...step...step...step...step...step...step...step...step...step...step...\n", - "shift 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- "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "old_observations = []\n", - "new_observations = []\n", - "\n", - "observation, info = old_env.reset()\n", - "old_observations.append(observation)\n", - "\n", - "observation, info = wrapped_new_env.reset(options={\"magnet_init\": old_env.kicks_0})\n", - "new_observations.append(observation)\n", - "\n", - "for _ in range(100):\n", - " action = wrapped_new_env.action_space.sample()\n", - "\n", - " observation, reward, terminated, truncated, info = old_env.step(action)\n", - " old_observations.append(observation)\n", - "\n", - " observation, reward, terminated, truncated, info = wrapped_new_env.step(action)\n", - " new_observations.append(observation)\n", - "\n", - "old_observations = np.array(old_observations)\n", - "new_observations = np.array(new_observations)\n", - "\n", - "fig, axs = plt.subplots(1, 10, figsize=(25, 2), sharex=True, sharey=True)\n", - "for i in range(10):\n", - " axs[i].plot(old_observations[:, i], label=\"old env\")\n", - " axs[i].plot(new_observations[:, i], label=\"new env\")\n", - " axs[i].set_title(f\"BPM {i}\")\n", - "axs[0].legend()\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "rl4aa24-tutorial", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.18" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/notebooks/compare_maml.ipynb b/notebooks/compare_maml.ipynb deleted file mode 100644 index 73936c5..0000000 --- a/notebooks/compare_maml.ipynb +++ /dev/null @@ -1,600 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import sys\n", - "\n", - "sys.path.append(\"../\")" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "import cheetah\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import seaborn as sns\n", - "from gymnasium import spaces\n", - "from gymnasium.wrappers import RescaleAction\n", - "from stable_baselines3.common.env_checker import check_env\n", - "\n", - "from compare.simon_maml.environment import e_trajectory_simENV\n", - "from src.environments.awake_e_steering import AwakeESteering\n", - "from src.wrappers import RescaleObservation" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "old_env = e_trajectory_simENV()\n", - "\n", - "new_env = AwakeESteering(max_steerer_delta=3e-4)\n", - "wrapped_new_env = RescaleAction(new_env, -1, 1)\n", - "wrapped_new_env = RescaleObservation(\n", - " wrapped_new_env, -1, 1, assumed_space=spaces.Box(-1e-2, 1e-2, shape=(10,))\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Number of tasks: 1\n" - ] - } - ], - "source": [ - "old_env.train = True\n", - "task = old_env.sample_tasks(1)[0]\n", - "old_env.reset_task(task)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'goal': [array([[ 0.40955231, 0. , 0. , 0. ,\n", - " 0. , 0. , 0. , 0. ,\n", - " 0. , 0. ],\n", - " [ 0.83640717, 0.47151044, 0. , 0. ,\n", - " 0. , 0. , 0. , 0. ,\n", - " 0. , 0. ],\n", - " [ 2.77586545, 2.44141533, 1.40100721, 0. ,\n", - " 0. , 0. , 0. , 0. ,\n", - " 0. , 0. ],\n", - " [ 6.27809196, 5.59802063, 3.30769056, 0.41047894,\n", - " 0. , 0. , 0. , 0. ,\n", - " 0. , 0. ],\n", - " [ 12.97315806, 11.63034684, 6.94892334, 1.28609644,\n", 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"%%timeit\n", - "_, _ = wrapped_new_env.reset()" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "23.2 µs ± 95.3 ns per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n" - ] - } - ], - "source": [ - "%%timeit\n", - "_, _, _, _, _ = old_env.step(old_env.action_space.sample())" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "5.89 ms ± 30.1 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" - ] - } - ], - "source": [ - "%%timeit\n", - "_, _, _, _, _ = wrapped_new_env.step(wrapped_new_env.action_space.sample())" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "old_env_observations = []\n", - "new_env_observations = []\n", - "for _ in range(1_000):\n", - " old_env_observations.append(old_env.reset()[0])\n", - " new_env_observations.append(wrapped_new_env.reset()[0])\n", - "\n", - "old_env_observations = np.array(old_env_observations)\n", - "new_env_observations = np.array(new_env_observations)\n", - "\n", - "fig, axs = plt.subplots(2, 10, figsize=(30, 4), sharex=True)\n", - "for i in range(10):\n", - " sns.histplot(old_env_observations[:, i], ax=axs[0, i], bins=20)\n", - " sns.histplot(new_env_observations[:, i], ax=axs[1, i], bins=20)\n", - " axs[0, i].set_ylabel(None)\n", - " axs[1, i].set_ylabel(None)\n", - "axs[0, 0].set_ylabel(\"old env\")\n", - "axs[1, 0].set_ylabel(\"new env\")\n", - "fig.suptitle(\"Observation distributions\")\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "old_observations = []\n", - "new_observations = []\n", - "\n", - "observation, info = old_env.reset()\n", - "old_observations.append(observation)\n", - "\n", - "observation, info = wrapped_new_env.reset(options={\"magnet_init\": old_env.kicks_0})\n", - "new_observations.append(observation)\n", - "\n", - "for _ in range(100):\n", - " action = old_env.action_space.sample()\n", - "\n", - " observation, reward, terminated, truncated, info = old_env.step(action)\n", - " old_observations.append(observation)\n", - "\n", - " observation, reward, terminated, truncated, info = wrapped_new_env.step(action)\n", - " new_observations.append(observation)\n", - "\n", - "old_observations = np.array(old_observations)\n", - "new_observations = np.array(new_observations)\n", - "\n", - "fig, axs = plt.subplots(1, 10, figsize=(25, 2), sharex=True, sharey=True)\n", - "for i in range(10):\n", - " axs[i].plot(old_observations[:, i], label=\"old env\")\n", - " axs[i].plot(new_observations[:, i], label=\"new env\")\n", - " axs[i].set_title(f\"BPM {i}\")\n", - "axs[0].legend()\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "old_observations = []\n", - "new_observations = []\n", - "\n", - "observation, info = old_env.reset()\n", - "old_observations.append(observation)\n", - "\n", - "observation, info = wrapped_new_env.reset(options={\"magnet_init\": old_env.kicks_0})\n", - "new_observations.append(observation)\n", - "\n", - "for _ in range(100):\n", - " action = wrapped_new_env.action_space.sample()\n", - "\n", - " observation, reward, terminated, truncated, info = old_env.step(action)\n", - " old_observations.append(observation)\n", - "\n", - " observation, reward, terminated, truncated, info = wrapped_new_env.step(action)\n", - " new_observations.append(observation)\n", - "\n", - "old_observations = np.array(old_observations)\n", - "new_observations = np.array(new_observations)\n", - "\n", - "fig, axs = plt.subplots(1, 10, figsize=(25, 2), sharex=True, sharey=True)\n", - "for i in range(10):\n", - " axs[i].plot(old_observations[:, i], label=\"old env\")\n", - " axs[i].plot(new_observations[:, i], label=\"new env\")\n", - " axs[i].set_title(f\"BPM {i}\")\n", - "axs[0].legend()\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "rl4aa24-tutorial", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.18" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/notebooks/compare_vanilla.ipynb b/notebooks/compare_vanilla.ipynb deleted file mode 100644 index ce08f9f..0000000 --- a/notebooks/compare_vanilla.ipynb +++ /dev/null @@ -1,568 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import sys\n", - "\n", - "sys.path.append(\"../\")" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "import cheetah\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import seaborn as sns\n", - "from gymnasium import spaces\n", - "from gymnasium.wrappers import RescaleAction\n", - "from stable_baselines3.common.env_checker import check_env\n", - "\n", - "from compare.github_vanilla.environment import e_trajectory_simENV\n", - "from src.environments.awake_e_steering import AwakeESteering\n", - "from src.wrappers import RescaleObservation" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/jankaiser/Documents/DESY/rl4aa24-tutorial/notebooks/../compare/github_vanilla/utils/twissReader.py:433: UserWarning: MISSING FIELD PX IN TWISS INPUT ../src/environments/electron_tt43.out\n", - " twissH, twissV = readTwissFromMADX(filename_awakeElectron)\n", - "/Users/jankaiser/Documents/DESY/rl4aa24-tutorial/notebooks/../compare/github_vanilla/utils/twissReader.py:433: UserWarning: MISSING FIELD PY IN TWISS INPUT../src/environments/electron_tt43.out\n", - " twissH, twissV = readTwissFromMADX(filename_awakeElectron)\n" - ] - } - ], - "source": [ - "old_env = e_trajectory_simENV()\n", - "\n", - "new_env = AwakeESteering(max_steerer_delta=3e-4)\n", - "wrapped_new_env = RescaleAction(new_env, -1, 1)\n", - "wrapped_new_env = RescaleObservation(\n", - " wrapped_new_env, -1, 1, assumed_space=spaces.Box(-1e-2, 1e-2, shape=(10,))\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "# check_env(old_env)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - 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"metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Box(-1.0, 1.0, (10,), float32)" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "old_env.observation_space" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Box(-inf, inf, (10,), float32)" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "new_env.observation_space" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Box(-inf, inf, (10,), float32)" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "wrapped_new_env.observation_space" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(array([ 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± std. dev. of 7 runs, 100 loops each)\n" - ] - } - ], - "source": [ - "%%timeit\n", - "_, _ = wrapped_new_env.reset()" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "23.1 µs ± 29.3 ns per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n" - ] - } - ], - "source": [ - "%%timeit\n", - "_, _, _, _, _ = old_env.step(old_env.action_space.sample())" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "5.97 ms ± 28.4 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" - ] - } - ], - "source": [ - "%%timeit\n", - "_, _, _, _, _ = wrapped_new_env.step(wrapped_new_env.action_space.sample())" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "old_env_observations = []\n", - "new_env_observations = []\n", - "for _ in range(1_000):\n", - " old_env_observations.append(old_env.reset()[0])\n", - " new_env_observations.append(wrapped_new_env.reset()[0])\n", - "\n", - "old_env_observations = np.array(old_env_observations)\n", - "new_env_observations = np.array(new_env_observations)\n", - "\n", - "fig, axs = plt.subplots(2, 10, figsize=(30, 4), sharex=True)\n", - "for i in range(10):\n", - " sns.histplot(old_env_observations[:, i], ax=axs[0, i], bins=20)\n", - " sns.histplot(new_env_observations[:, i], ax=axs[1, i], bins=20)\n", - " axs[0, i].set_ylabel(None)\n", - " axs[1, i].set_ylabel(None)\n", - "axs[0, 0].set_ylabel(\"old env\")\n", - "axs[1, 0].set_ylabel(\"new env\")\n", - "fig.suptitle(\"Observation distributions\")\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "old_observations = []\n", - "new_observations = []\n", - "old_steerer_settings = []\n", - "new_steerer_settings = []\n", - "\n", - "observation, info = old_env.reset()\n", - "old_observations.append(observation)\n", - "\n", - "observation, info = wrapped_new_env.reset(options={\"magnet_init\": old_env.kicks_0})\n", - "new_observations.append(observation)\n", - "\n", - "for _ in range(100):\n", - " action = old_env.action_space.sample()\n", - "\n", - " observation, reward, terminated, truncated, info = old_env.step(action)\n", - " old_observations.append(observation)\n", - " old_steerer_settings.append(old_env.kicks_0)\n", - "\n", - " observation, reward, terminated, truncated, info = wrapped_new_env.step(action)\n", - " new_observations.append(observation)\n", - " new_steerer_settings.append(info[\"steerer_settings\"])\n", - "\n", - "old_observations = np.array(old_observations)\n", - "new_observations = np.array(new_observations)\n", - "old_steerer_settings = np.array(old_steerer_settings)\n", - "new_steerer_settings = np.array(new_steerer_settings)\n", - "\n", - "fig, axs = plt.subplots(1, 10, figsize=(25, 2), sharex=True, sharey=True)\n", - "for i in range(10):\n", - " axs[i].plot(old_steerer_settings[:, i], label=\"old env\")\n", - " axs[i].plot(new_steerer_settings[:, i], label=\"new env\")\n", - " axs[i].set_title(f\"Steerer {i}\")\n", - "axs[0].legend()\n", - "plt.tight_layout()\n", - "plt.show()\n", - "\n", - "fig, axs = plt.subplots(1, 10, figsize=(25, 2), sharex=True, sharey=True)\n", - "for i in range(10):\n", - " axs[i].plot(old_observations[:, i], label=\"old env\")\n", - " axs[i].plot(new_observations[:, i], label=\"new env\")\n", - " axs[i].set_title(f\"BPM {i}\")\n", - "axs[0].legend()\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "old_observations = []\n", - "new_observations = []\n", - "old_steerer_settings = []\n", - "new_steerer_settings = []\n", - "\n", - "observation, info = old_env.reset()\n", - "old_observations.append(observation)\n", - "\n", - "observation, info = wrapped_new_env.reset(options={\"magnet_init\": old_env.kicks_0})\n", - "new_observations.append(observation)\n", - "\n", - "for _ in range(100):\n", - " action = wrapped_new_env.action_space.sample()\n", - "\n", - " observation, reward, terminated, truncated, info = old_env.step(action)\n", - " old_observations.append(observation)\n", - " old_steerer_settings.append(old_env.kicks_0)\n", - "\n", - " observation, reward, terminated, truncated, info = wrapped_new_env.step(action)\n", - " new_observations.append(observation)\n", - " new_steerer_settings.append(info[\"steerer_settings\"])\n", - "\n", - "old_observations = np.array(old_observations)\n", - "new_observations = np.array(new_observations)\n", - "old_steerer_settings = np.array(old_steerer_settings)\n", - "new_steerer_settings = np.array(new_steerer_settings)\n", - "\n", - "fig, axs = plt.subplots(1, 10, figsize=(25, 2), sharex=True, sharey=True)\n", - "for i in range(10):\n", - " axs[i].plot(old_steerer_settings[:, i], label=\"old env\")\n", - " axs[i].plot(new_steerer_settings[:, i], label=\"new env\")\n", - " axs[i].set_title(f\"Steerer {i}\")\n", - "axs[0].legend()\n", - "plt.tight_layout()\n", - "plt.show()\n", - "\n", - "fig, axs = plt.subplots(1, 10, figsize=(25, 2), sharex=True, sharey=True)\n", - "for i in range(10):\n", - " axs[i].plot(old_observations[:, i], label=\"old env\")\n", - " axs[i].plot(new_observations[:, i], label=\"new env\")\n", - " axs[i].set_title(f\"BPM {i}\")\n", - "axs[0].legend()\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "rl4aa24-tutorial", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.18" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/notebooks/inspect_environment.ipynb b/notebooks/inspect_environment.ipynb deleted file mode 100644 index e98212b..0000000 --- a/notebooks/inspect_environment.ipynb +++ /dev/null @@ -1,776 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import sys\n", - "\n", - "sys.path.append(\"../\")" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "import cheetah\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "from gymnasium.wrappers import RescaleAction\n", - "from stable_baselines3.common.env_checker import check_env\n", - "\n", - "from src.environments.awake_e_steering import AwakeESteering" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "env = AwakeESteering(backend=\"cheetah\")\n", - "env" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Box(-inf, inf, (10,), float32)" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "env.observation_space" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Box(-0.0003, 0.0003, (10,), float32)" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "env.action_space" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "MQAWD_430031 -> k1 = -5.085799217224121 (scaled: -5.0149664878845215)\n", - "MQAWF_430034 -> k1 = 9.504011154174805 (scaled: 9.37164306640625)\n", - "MQAWD_430037 -> k1 = -8.240124702453613 (scaled: -8.125359535217285)\n", - "MQAWD_430109 -> k1 = -31.725053787231445 (scaled: -31.283201217651367)\n", - "MQAWF_430118 -> k1 = 19.703521728515625 (scaled: 19.429100036621094)\n", - "MQAWD_430128 -> k1 = -31.725053787231445 (scaled: -31.283201217651367)\n", - "MQAWF_430205 -> k1 = -7.923769950866699 (scaled: -7.813411235809326)\n", - "MQAWF_430311 -> k1 = 26.87175941467285 (scaled: 26.497501373291016)\n", - "MQAWD_412344 -> k1 = -1.079069972038269 (scaled: -1.0640411376953125)\n", - "MQAWF_412346 -> k1 = 16.778900146484375 (scaled: 16.545211791992188)\n", - "MQAWD_412347 -> k1 = -14.029000282287598 (scaled: -13.833610534667969)\n" - ] - } - ], - "source": [ - "scale = 0.0718 / 0.0708\n", - "\n", - "for element in env.backend.segment.elements:\n", - " if isinstance(element, cheetah.Quadrupole):\n", - " print(f\"{element.name} -> k1 = {element.k1} (scaled: {element.k1 / scale})\")" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "_, _ = env.reset()\n", - "env.backend.segment.plot_overview()" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(array([ 9.6271462e-05, 4.5557192e-04, 1.5230102e-03, 3.0014128e-03,\n", - " 7.9003926e-03, -8.9900279e-03, -2.0484079e-02, -1.6072413e-02,\n", - " -1.0338252e-02, -6.9227051e-03], dtype=float32),\n", - " {'backend_info': {'incoming_beam': array([1.0000000e+08, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n", - " 0.0000000e+00, 9.8234415e-04, 1.9646883e-04, 9.8234415e-04,\n", - " 1.9646883e-04, 1.0000000e-06, 1.0000000e-06], dtype=float32),\n", - " 'quadrupole_settings': array([ -5.085799, 9.504011, -8.240125, -31.725054, 19.703522,\n", - " -31.725054, -7.92377 , 26.87176 , -1.07907 , 16.7789 ,\n", - " -14.029 ], dtype=float32)}})" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": 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"env.step(env.action_space.sample())" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "wrapped_env = RescaleAction(env, -1, 1)\n", - "\n", - "check_env(wrapped_env)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "tensor(14.1926)" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "env.backend.segment.length" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "92" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "len(env.backend.segment.elements)" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "11" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "sum(isinstance(element, cheetah.Quadrupole) for element in env.backend.segment.elements)" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['MQAWD_430031',\n", - " 'MQAWF_430034',\n", - " 'MQAWD_430037',\n", - " 'MQAWD_430109',\n", - " 'MQAWF_430118',\n", - " 'MQAWD_430128',\n", - " 'MQAWF_430205',\n", - " 'MQAWF_430311',\n", - " 'MQAWD_412344',\n", - " 'MQAWF_412346',\n", - " 'MQAWD_412347']" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "[\n", - " element.name\n", - " for element in env.backend.segment.elements\n", - " if isinstance(element, cheetah.Quadrupole)\n", - "]" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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4IE7QGyXojdK2vT9nO6vdaEUrr3FTVluUejaSL5uMICsOEZJcCXEQJRMavp4w3s5MS1Q6oYoN0wrlLLZlavtqisxWKE+lC4tNBpEQQghx8NgcFiobS6hsHHqPVzQUp78rZHzvdRqJV39nEF9PmERMo7clQG9LYMh2xRUOytMJl9nqVYTbIz0vxOQiyZUQB0AkGDe/QPqzvlB8PWF0LX/PXEWB0kqXkUTVFhlfJKlaPFex/QB/AiGEEGLsHG4btTM81M7w5KzXkhr+3ojZS8Ob+p7s6wwSDSYI9EUJ9EVp2dKXs53NaTG/G43Ey/i+9FS7ZLJ5cVBIciXEONE1nYG+SCp5CmbVzAUJD8QLbpf+YiivLTK+HGpTrVFV0golhBDiyKBaMgNrzDipMue9cCCW6uGR29rl7zUG1ejeM0D3nkGDaihQOsVJRV2R0eJVV0R5nZuK2iLsLrn8FRNH/nUJMUqapuPvCdPXEaS/M0hfhzFErbczRCJeeES+4nJHphVKujQIIYQQI+IqtuM6xk7dMWU56wd3rc9OwGLhBP7eCP7eCLs3783ZrqjMQUWd20y6KurclNcVSa8QMS4kuRKigGRSw9cdpr/DSKCMZ6PGrNCw5saQti6zW0I6gZKhZ4UQQojxZbFmD6pRZa5PDwrl7QylKkJDZoVoyBczB9Ro2Zo7oIaz2JZq6TKSrYpU8lVUJpWgYuTkak8c8ZJxDW93KCeB6u8M4u0KoSXz3w9ltamp2q5UN4M6owAurXTJiHxCCCHEQaQoCkUeB0UeBw2zy3PeS98D3WdWnIbo7wgy0BchEojTvsNL+w5vzjZ2pyXVrdBIvNJdDUunOGXoeDGEJFfiiJGIJY3uAlkFal9HcNhBJWwOS06XgXQNWUmFFKhCCCHEocZZZKP2KA+1R+UOqBGPJs1Bp9KVrf2dxsBTsUiSrl1+unb5c7ax2tTUvdKZ64R0bxWLRe6ZPlJJciUOO2YBmWqFStdO+XvDUGDKbLvLOiSBKq8rorjcIV0BhBBCiMOczWGhelop1dNyJ4dN927J7lrY32EMWpWI5x86XlUVPNUu81oi3cOlrMYtIxgeASS5EoesWDhBX1YSlW6RGtgbKbiNo8iakzylX8ugEkIIIYQYzGJTmdJQzJSG4pz16aHjMwmXcUtBX2eIRDRpTrvCP3vMbRQFSqtcQ65BymplkuTDiSRXYtKLBONGIZVKntLN9YH+aMFtXCW2IYVXeV0RrhKbJFFCCCGEGJPsoeNzBtPQdALeaKZrYda93NFQAl93GF93mF0bezM7Sw8bX1+c04umvLYIm0OSrkONJFdi0ggHYjld+dLJVMgXK7hNkceeNbBEZoAJGU5VCCGEEAeaoiqUVDgpqXAy7fgp5vr0CIbm9U17psI4GswaNn5T7v5KpjipqM+MXJi+zpERiCcv+cuIA0rXdcID8ZzkKf083ES7xeWOQQmUcfOow207gEcvhBBCCDF62SMYNh1bYa7Pd13U1250NQwPxBnYG2Fgb4Q9g+bqKq5w5L3NQSZIPvjkLyAmhK7rBL2xTEHRmSk0osFEwe1KK505c0uk55uQwkIIIYQQhxtFUXCX2nGX2mkcNGx8eCCWM01MX0eAvo4QYX+MQF+UQF+U5nf6crYpLncMuSVCKqMPLLliFWOi6zqB/mielihjdvS8FPBUurJO/szwpdK3WAghhBACXCV2GkrsNMwaNFdXIE5fZ6qFK+t+9JAvRqA/SqA/SsuW3KQr+zaKivpMBbazSJKu8SbJlRgRXdMZ6IvkDCiRHqEvHk3m3UZRFTzmqDhuo89wXRFl1W6sMiqOEEIIIcSoOYtt1B9TRv0xZTnrcwYAa8/0Ggr0Rwn6YgR9MVq39eds4y6151R2pxMvuXd9/0lyJXJoms7A3rB5o2V6ot3+ziCJmJZ3G1VV8NS4jZMyq+9vWbUbi00m0RNCCCGEmGjOIht1R3uoOzp3guRoODFkxOW+jiCBvighf4yQP0bb9tykS0Zd3n+SXB2hsudnMBOp1MzkyXiBJMqqUF4zdKJdmYlcCCGEEGJycris1B7lofao3KQrFklkKtFT98f3tRvzhYYH4rQNeGl715uzjbPIluqNlDtsvLtU5gtNk+TqMJdMavi6w0NqLPq7QmgJPe82FptKea2b8tpM39yKuiJKK52okkQJIYQQQhzy7E4rNTNKqZlRmrM+Hk0aEyJnD6bRHsC/N0IkGKdjp4+Onb6cbRxuq1Hpnho2Pn396PYceUmXJFeHiWRcw9sdGjSqTBBfVwhNy59EWe2qmUCVp7r0VdQXUTLFhaoeWSeCEEIIIYQAm8NC9bRSqqcNSrpiSbydoSHdC/09YaKhBB3v+eh4LzfpsrusOS1c6V5PxeWOwzbpkuTqEJOIJ/F2hXLvh+oI4u0OoxdIomwOizkUZ/Y/7pIKJ4okUUIIIYQQYh9sdgtVU0uomlqSsz4RS5oV/MYIhqkK/p4wsXCCzvf9dL7vz92X05Lnni63cW16iCddiq7r+a/Ij3B+vx+Px0NPTw+lpaVD3ldVFas1k5vGYrGC+1IUBZvNtl+x4WCEN59pNkZ/6Qwx0Buh0F/M5rSkuvO5KUs9l9e6KCp3oKpqzn7j8TjD/entdvt+xSYSCTQt/z1bo4212TI3TU5UbDKZJJnMP9rhaGOtViuqqk6aWE3TSCQKzylmsViwWCyTJlbXdeLxwhNJjyY2+/ycqFgY/lw+UGXEcOfnRMWClBH7EytlxNhipYyQMmK0sVJGjC12rOdyMq7h6wnT3xnC1xUxW7183eGCvapsDgtltW6mpBKv8lo3nhoHxRXOfR7DRJcRfr+fqqoqfD5f3twgTVqu9mHFihU4nUP/oDNnzuTSSy81l5cvX17wjzRt2jQuu+wyc3nlypWEQqG8sfX19Vx55ZXm8i9/tQrr9uNRyAxdrilxktYQthKNj5y5wMz816z9X7b09sAejEcWj8fD9ddfby6vXr2a9vb2vMfgdru5+eabzeUHHniAPXv25I212Wzceuut5vIjjzzCjh078sYC3H777ebrxx9/nC1bthSMXbp0qVmIPvXUU2zcuLFg7E033URRUREAzz77LG+88UbB2Ouuu46ysjIA1q1bx/r16wvGXnXVVVRXVwPw0ksv8eKLLxaMveKKK2hoaADg1Vdf5fnnny8Yu2TJEqZPnw7Ahg0bePrppwvGXnLJJcyaNQuAzZs38+STTxaMvfDCCzn++OMB2Lp1K4899ljB2PPPP5958+YBsHPnTh588MGCseeccw4LFiwAoLm5mTVr1hSMXbRoEaeddhoAHR0d3HfffQVjTz/9dM444wwAenp6uOeeewrGLly4kLPOOgsAn8/HypUrC8bOnz+f8847D4BQKMTy5csLxs6dO5fFixcDxgXAsmXLCsbOmTOHiy66yFweLvZAlRF33303Pp8vb2xVVRVf/epXzeV7772Xnp6evLFSRmRIGWGQMsIgZYRByogMKSMMoy0jPn6+UUa8/94u1v7fY1gSbiwJN9bUsyXhIh6Fnj0D9OwZMLeNOfrwV7yTd78HsoyIRCIF47NJcjXZKRAqbkFXEyStIRLWELoaB8UoFOee2ZQJPbRbUYUQQgghxGFOtSgkbSGStkEVBLqCJenkA8edSrWnif6OIF3NPjqDwYNzoPtJugUWMFm6BUpzvjTnS5ef0cdKl5+JjQUpI/YnVsqIscVKGSFlxGhjpYwYW+xkOO8nUxkx0m6BklwVkE6u9vULFEIIIYQQQhzeRpobyKRFQgghhBBCCDEOJLkSQgghhBBCiHEgyZUQQgghhBBCjANJroQQQgghhBBiHEhyJYQQQgghhBDjQJIrIYQQQgghhBgHklwJIYQQQgghxDg4IMnV3XffzfTp03E6nZxyyin84x//GDb+0Ucf5dhjj8XpdHLiiSfy5z//Oed9Xdf59re/TV1dHS6Xi0WLFrFjx46cmOnTp6MoSs7jhz/84bh/NiGEEEIIIYSAA5BcPfzww9xwww3cfvvtvPnmm8ydO5ezzz6b7u7uvPGvvPIKl1xyCV/+8pf55z//yeLFi1m8eDFvv/22GfOjH/2Iu+66i1WrVvHaa69RVFTE2WefTSQSydnX9773PTo6OszHNddcM6GfVQghhBBCCHHkUnRd1yfyB5xyyil86EMf4uc//zkAmqbR1NTENddcwy233DIk/uKLLyYYDPLUU0+Z60499VTmzZvHqlWr0HWd+vp6brzxRm666SYAfD4fNTU1rF69ms9+9rOA0XJ1/fXXc/311+/XcY90FmYhhBBCCCHE4W2kucGEtlzFYjE2bNjAokWLMj9QVVm0aBHr16/Pu8369etz4gHOPvtsM37Xrl10dnbmxHg8Hk455ZQh+/zhD3/IlClT+MAHPsCPf/xjEolEwWONRqP4/f6chxBCCCGEEEKMlHUid97b20symaSmpiZnfU1NDdu2bcu7TWdnZ974zs5O8/30ukIxANdeey0f/OAHqaio4JVXXmHp0qV0dHTwk5/8JO/PXbZsGd/97ndH9wGFEEIIIYQQImVCk6uD6YYbbjBfn3TSSdjtdv7jP/6DZcuW4XA4hsQvXbo0Zxu/309TU9MBOVYhhBBCCCHEoW9CuwVWVlZisVjo6urKWd/V1UVtbW3ebWpra4eNTz+PZp9g3PuVSCTYvXt33vcdDgelpaU5DyGEEEIIIYQYqQlNrux2OyeffDLr1q0z12maxrp161i4cGHebRYuXJgTD/Dcc8+Z8TNmzKC2tjYnxu/389prrxXcJ8Bbb72FqqpUV1eP5SMJIYQQQgghRF4T3i3whhtuYMmSJcyfP58FCxZw5513EgwGufzyywH44he/SENDA8uWLQPguuuu4/TTT2fFihWcd955PPTQQ7zxxhv86le/AkBRFK6//nr++7//m5kzZzJjxgy+9a1vUV9fz+LFiwFjUIzXXnuNj370o5SUlLB+/Xq+9rWv8fnPf57y8vKJ/shCCCEG0TUNkkl0XTeekxroqXWaBppmrNOSxut0vKaDlonXk8b72fG6poEOmIPf6pnXqWdd140Yc13u++g6uj54HXnjTIoCigoKKKqatazkWWd8f2GuU3KXUUAduk5RjVhUFcViAYvFeFYtKFaLuT7nPYvF+NlCCCEOuAlPri6++GJ6enr49re/TWdnJ/PmzeOZZ54xB6Robm5GzfoS+PCHP8zatWu57bbbuPXWW5k5cyZPPPEEJ5xwghnz9a9/nWAwyFe+8hW8Xi8f+chHeOaZZ3A6nYDRxe+hhx7iO9/5DtFolBkzZvC1r30t554qIYSY7HRdh0QCPRZDj8fRYjFIPevxOHosbr6X+xwz3ks/JxLoiQQkE+hx47WeTBj7jifQk0n0RBwSSTNWTybAjE29b8YO3lee97MSJDTtYP8qjzyKMiTZGpKAZSdiVguKajGfFYsFbFYUmw3Faks9W42HzVb4PbstE2PNjrFm4gq9Z7Oh2O3mQ009Y7UaSacQQhwCJnyeq0OVzHMlxJFN13UjUYlG0aNRtPRzJIIejaFHI8a6SBQ9Fs19XSgmFjP2GYsPTYjyJknx3JaSw1m6dUZVwWLJea2kEwVVNVp1LKqRCKRjVBVUJbWb9EV4qsUnve/0s/kaFIZ7fx9xutE6pqODlmop07TcZV03Wtv03HW6nmpp07Tc5dQ+zFY0PWu/WlYrXzJptOAlkxPxl5h8FAXF4RiSdJkPh8NI6ux2VLtj0HvZ8dnv2VDT+3Q4UOwOVKcDxeE0nl0u432nE9XhAJtNEjwhjnAjzQ0O29EChRCHH13TMglOKIQWiaCFI+iRMFo4ghYJo4fDedZFjG0iYbRIOllKJ0BZryMRIwGKRNCj0YP9cYdSlNwLx3RNv1njb9T+q3Y7pJ7NVgJrunXBYixb0q0QViNxGfy+1YZitaBYrTBMrGK1Qk6s8aykEiSzO9uwyZJFLlz3g55OxlLJlp7UjBZFTTNaJbOezdbERNLoSpl+Tm+T1IzWynRsqgVSj8dTLZRGhQDpls30+ni6ZTTr/azWUuP91Hvx7HV5to3F0VIVC2TPS6nrxjkZiQBwUFJKVTUTLcXpRHU6c5fN9UaCpjgdqE6X8WwuOzPJm8OJ6nLmJnNOJ6rLheJySbdOIQ5hklwJIcaNnkighUKpRzj1HDSSlnAELRwyX+dLiHISoXAYLRzOvM66uDrgFMW4cLLbUZxOFIfDuJhyOIyLJvug106nUWPuSMU6HYNqzdMJkQ3FlqpFH5QQ5SZNdrNLlRBp6SQVi4XDLTXVk8lMi24shhaNZbq8RqNZ66OZ7rGxGHrMeE+LxYwKk+x9xKKZluPsfcRSrcuRdEtz5tlsOdY09FCIZCh0QD6/YiZaTlSXG9XlGrrsdqWSsqzXLjeqK5OkqS43qttI3BS3sZ3icEhlhhATSL6phTgC6ZpmJCxmIjQ4ITKSIi0UMuKCg+LC4dyY1HZ6LHbAPoORtDjNGt/BNb/GOqdx4eFKvZ+uQU4nRmaSlEqGhiROTjPpkYsRIQ4cxWJBcbnA5Tpox6DrutG6lq4QiqYqftIJWCSaWhfNahVPt5KnWsTT68KRzPLgJC4cNp/Nnx2JkIxEoH8CPpiipBIvV1bSlrXsdqEWFaG63UZC5naby8ajCLUo+9l4X7HbpZwUAkmuhJj00vf+aIGA8QgGSaaetUDQeM5JkIKZxCmYLyEK5XyJTwirNfNFPOTL24niHJT8uF2pLjVZ76drXwevS3XHUSyWif0MQogjmpLqhovdjuUA3Huta1oqkUt1bQ6ny+1wptU/lGrRD4eMVn7zdSoukuohYMaFzV4AZuWXrputcOPaxdJiyZT72clYTmKWWi5y531fcbuxFBUZSV1RkVG5JcQhRpIrISaIHouRDKaSn2AwT3IUyqwLpdYFsmJTz8lgMPf+g/GkKFlfai6jJjI7KTK//FIx5rrsL0tX7hen221ckAghhBgxRVXNlqKJoCcSuV2uUxVuZkIXyk7UsirnsivwBlfmBYOZ7trJJNrAANrAwPgdtM02NDHLStAsxcWp16nn4mLj+6qoKPNe+tntlko5cUBIciVEFj2ZzEluchKeYMBMdnKSoHTsoKRoIrrImV8qxcWZL4zsWkCXe5iEKKsbR2qd4nRKNw4hhDgCKFYrluJiKC4e1/3qyaSRnAWzk69gTjKmh0Ikg0FjICIzcQvm9q7IStzMAYXicTSfD83nG5djVVLfjZaiQYlXURFqcRGW9Dp37nuW4qIh8ZKoiUIkuRKHPF3TjBq3YGBIi48WyEp4goGh3elSyVEyZKybiO5yitNp1qblFOjpddk1b2ZNm9S6CSGEmPwUiwVLcbGRuI2T3MGRUolXdktaMKvSc3BvkGBuD5Ds3h9md8ie3jEfo+Iy7k2zFA1NvNTiotzWs6Lh3iuSwYoOM/LXFAeFnhpaVwsEBhWKee4pGpIchXKSKC0YHP8DtNlyk5t0YViUZ11OK1JxppYrtU4KTSGEEGLkFKsVS2npuNzrZt63nKfLfaZnSnYyNqgSdnCiFo8b+w2HSYbDJHvHKVErTl1jpK8pBi9nV7wWF6cqZLOWi4tlUJFJQq76xIgNKaDy3T8UzNOdLic5yqxD08b3AC2W3BaiQcmRZXC/7HzJUfpZ7hkSQgghDnlKahJq1eGAioox709LDzA1OPEy14VyrntyrpMG3z4wOFEba4uazZbp2pgvQTN7xRTnvw5Kv+eWudbGQpKrI4Aej6dO7syJbnaHG9xFbpjkKLvGZtwoSm5Sk50EDddFrigrYUrX2MjcHUIIIYSYQKrdjlpRMX6JWr4K60Dmmixn2VyXtRwIoKXnX4vHSXq9JL3esR1Y9rXZCBK0IclZVg+eI7H3zpH3iUcpFosRyzMwgaqqWLP+weSLSVMUBZvNtt+xsZ07UzUeqRMsfX9QMAiRsJkEJQb8Q5qx9ewbQ8eR0YRdjOp2YykpyXSBS8+LUZxuJXKbiZDiLsJRXmYmR7rLiW63F6wdsWXNLZRIJNAKtHRpgGWEsYP3m0wmSSYLD0Y7mlir1Yqa+iyTIVbTNBLDjDJosViwpO7hmgyxuq4THyZ5H01s9vk5UbEw/Ll8oMqIeDyOnp7o9ADFAtizWndHE7uv83M0sSMtI8YSK2WElBFSRow+FqSMGHFsUREUFaHW1GDfz3M5EYsRHxhAH9Qylr4eJBxOvRckOTBAMjCQul4cWpFOMgm6biZuY6U4nWailt1TiOxrxUHP1tISrKWlxn18bjea02m0POZxIMuI4c67bJJc7cOKFStwOp1D1s+cOZNLL73UXF6+fHnBP9K0adO47LLLzOWVK1cSKjDLe319PVdeeaW5/Iu77+Zjv7oXdZhCaaQUh8P8R90fiRBCJ2G1EbcZj4TVSjw17OmiT37SjH3mxb/RsncvcauVRCpOT53QNpuNW2+91fwZa9euZceOHRAKGY+e3GO4/fbbzdePPvooW7ZsKXi8S5cuNQvRp556io0bNxaMvemmmygqKgLg2Wef5Y033igYe91111FWVgbAunXrWL9+fcHYq666iurqagBeeuklXnzxxYKxV1xxBQ0NDQC8+uqrPP/88wVjlyxZwvTp0wHYsGEDTz/9dMHYSy65hFmzZgGwefNmnnzyyYKxF154IccffzwAW7du5bHHHisYe/755zNv3jwAdu7cyYMPPlgw9pxzzmHBggUANDc3s2bNmoKxixYt4rTTTgOgo6OD++67r2Ds6aefzhlnnAFAT08P99xzT8HYhQsXctZZZwHg8/lYuXJlwdj58+dz3nnnARAKhVi+fHnB2Llz57J48WLAuABYtmxZwdg5c+Zw0UUXmcvDxR6oMuLuu+/GV2AkraqqKr761a+ay/feey89PT15Yz0eD9dff725vHr1atrb2/PGut1ubr75ZnP5gQceYM+ePXljB5cRjzzyiFFGFJBdRjz++ONSRiBlhJQRUkZkkzLCkF1GvPnWWyMuI9566y2jjCgvHxqo61z4yU8yu6mJZCDAzk2b+Pszz2JNxLHFMw9rPIEtEWdGTS0eux0tECC0dy8DXV3G+4kE1lRimJ4QO7l3L/vb96m1sYFX/uVf8r53IMuISHragX2Q5GqyUxRCRW7QIWGzEbdZzYTIWlLCCR/6kNks+/d/vE5fNGImSQmbzUyI3FOmcN2NN5q7vffee4ctFMsu+LS5HNi5A/9EzbMkhBBCCCEOPkUBhwNrVRXWqioIheiufatgeNP559OUqoB59913eTqrAkZNJrEmEqlkLM6/nHwys5qa0AJBevbs4Y2X/p5J1OLxrAQuQZndjkPTzNa0hNVW4AgmJ0Ufrp32COb3+/F4PPT09FCaZ7Qaac7PH3vENednkS4/Y4uVLj9SRow2VsqIscVOhvNeyggpIwbHShkhZUR2bDKRIBGJoBQYaOxAlhF+v5+qqip8Pl/e3CBNkqsC0snVvn6BQgghhBBCiMPbSHMDGWdRCCGEEEIIIcaBJFdCCCGEEEIIMQ4kuRJCCCGEEEKIcSCjBQohDlu6rqPpGkk9SVJPoukaCS2RWael1ulD12m6hoaGphnPuq6b+9B1Pec9M17PisvaJn0c+fabb1udQfGDth28X/M1+bfJ3q+u6+b+dXSM/zPL+dall811qVt188akjiNfjLmuUEzq2AbH5D2mw4iCgqIopP9DAVVRzeX0zfDZcapi1I1mb2fGZcUoKHnj8j3nxCkKKirG4QyKy1qnKqoZm35tUSzGOkVFJbNucGz6Ya5T1fz7GbQu/bmy9zHcvke9HxSsqhVVUc04VVGHrEsv51uXXk7/bCHEkUOSKyEOE7quk9ATJLQESS1JQkuQ0FOv9dx16ZikniSuxUnqycx2g97PSUZGmaDk2zb9fnZc+v0h67RB2w1el/Xa/PmDthFCiINpSAKmGKOx5SRuSiopUzNJWXaCpqpZMen16qCYPOuGi7Gq1pzndLxVsebEmO/neW/w+sHPw+0zXUEgxOFGkitx2EvX2ie0hPmcfqQv1uN63Ew+smOyt4treWKykpbsmOz3s5OdfNvlS2b2ZztJJEYv+4Ii3wWNWfs++JGnNn5w7Xi+WnWLYsnZdsj+C22LgkW1mLXs+9p2cM189rZmC8QIWjJGFDPC7Qu1xuQcEwXWKZi/t+wWlrFI7+dg7iPdGpjdgpduqTNfD1rOjstuxRuyXZ7nnLjBz4NeD2nRzHeMWc95W3dT2w5eZ7beDl43qGU2u5V4Xy3HhfY9uFV3SGtyoZbn7EohLbcCKB2bXXk0HDMemS8yW7psKpSwmYnYPhK69LJNtQ3ZNl2mD96vTbUV/Jnp98xEUbWa+85OSPcZl3ovHSfJ5JFDkqt9iMVieeeTOBzmp8j+wshONBJaAtWqmhfwkVgkp1UjqeW2digWxXwdS8SIJ+M5iUD2/nVFN9+LJ+J5k5j0z9HQMklLap/5WliyWyzMdYP2eSTL/jKwKrm1kNlfDuna0+z4dC2nVbFitVgzF/HkdpPJrnm1WoxYM5HQlfw1qooFq8WKzWIz1+maXjDZsVvtmf0qKnpSz6kFzj4Gm8WG3WY39oEFLanl7C/7i07msBl9LMgcNvsTK3PYjC12Ms9zZXbPRUe1qGYSFo6G8yZkmq6hKzqomAlcNB7N21qfjk9/1ya1JLF4LH+cppEkCUrmmGKJmPkdmV6X3dMgnQAntATxZFYF4aDKw+yfl9ATJJK539nZ1xDZPQ0Sev6/r07qeoAEHAFf0+nvoJzv5DzfzzaLLfNdNSjBzI63W+yZVkDU3PhBrZIOq8PYr2p8L6u6mjfOqlpx2IxYq2pF1Y3v8IL7tTlw2BxYFavRe+YwLyOG+27OJsnVPqxYsQKn0zlk/cyZM7n00kvN5eXLlxf8I02bNo3LLrvMXF65ciWhUChvbH19PVdeeaW5fPfdd/OC9QWSSuo+DMUokDU0bHYb9Y31ZkLR0dlhFKKKNiQWFexOe6ZgTsUdyayKFXRAw0gA0olA1nNleSUOu1FwBANBBnwD+WN1lVnHzKKkuASLYqG3u5e2lrYhMQrG84L5C6iqrMKqWGnZ08I7b78zJCb9fOa/ncn0qdOxqlbe2/EeL/3tpSEx6efFn1zMCXNOwKpa2b51O7/73e8K1q6ff/75zMuaWf3BrJnVBzvnnHNYsGABALt372bNmjVDYpKp/05fdDqnLTgNgLa2Nu67776C+z399NM544wzAOju7uaee+4pGLtw4ULOOussALxeLytXriwYO3/+fM477zwAgsEgy1csLxg7d+5cFi9eDBhJwrJlywrGzpkzh4suushcHi72QJYRPp8vb2xVVRVf/epXzeV7772Xnp6evLEej4frr7/eXF69ejXt7e15Y91uNzfffLO5/MADD7Bnz568sTabjVtvvdVcfuSRR9ixY0feWIDbb7/dfP3444+zZcuWgrFLly41k7GnnnqKjRs3Foy96aabKCoqAuDZZ5/ljTfeKBh73XXXUVZWBsC6detYv359wdirrrqK6upqAF566SVefPHFgrFXXHEFDQ0NALz66qs8//zzBWOXLFnC9OnTAdiwYQNPP/10wdhLLrmEWbNmAbB582aefPLJgrEXXnghxx9/PABbt27lscceKxibXUbs3LlzxGVEc3Nz3jIibdGiRZx2mlFGdHR0jLiM6OnpGXEZ4fP5RlxGhEIhli+fmDLizh/eWTB2cBnxP//zPyMuI3784x+PuIy48847C5YRNVU1OWXEL37xixGXEffee++Iyghd1/m/Nf/H7j270RU9c32Cjq7oqDaV/7zqP81k7qk/P8Xu5vyxGhqfufgzZuz619bT2t5qtG7mif/Iv34EVEhoCbZt30ZXT5e5n8Hxs46dha4YiWZHVwf9/v78sYpOiafErCwORUPE4rHca648X7vpJDmuFb6gP5SpqKBjJmSDr5NKi0opchdhU20k4gn6evoy1zCD4utq6qirqcOqWomGonRu7GRGYEben3sgy4hIJDKi34UkV4eAPcV7CiZCLZ0tmQVL6lFAJJb1j2KY3iyKrmC32s3aiXg0brQS5EkoVEWlsaHRrHHp6eohHAybMYNPnAXzF5j73fnuTvp6C59c5378XKNGRLXyzw3/pGVPi5lIDI79wue+QEmRkdi8/PeXeeftdwrGXnv1tUwpn4KiKPzlL38Z/sLpk5kLp7/97W+8uH2YC6fFmQunl19+mec3Fr5wWty02Lxw+of/HwQDwYKxJ3pOZFaNceGkt+lsjm8uGFtkLcJtcwOZrlVCCCHEwZLuLm3BgjkWTVZDt021MbV0qrlco9Tgj/kL7u/MaWear4MbglgDhS9lrzzhSrMC5onmJ9jYP0wFzKmZCpg//elPvLFjmAqYCzMVMPmuI8wBgBSNy798OeVTyknqSV56+SVeee2VnKQuOyk757xzKK8oJ6En2PzOZt7a9FZuXFb8B+d/kNKyUhJagubWZt7d+a6xnzzxTdOacBe7SWgJ+rx9dHZ3mkmj+ZyKLyopQrUZra+RWIRQJJQbVyh5TK0vdL0ajAUhu+FnaLuFqTXQCoHMcqOrsWByNRkp+nB9OY5g6VmYe3p68s7CfCC7/Ny/5X4As0nYqljNLlUOq8Ps26toSt6uXRbFgs1iM1tgrKoVPann7YtsVawoiiJdfvYjVrr8jC12Mnf5yRcL0i1wf2KljJAyQsqI0cdKGbF/sVJGjC220PmZ7jqqKzq6qpu3hUTj0SG3ZaRv1UgncEktSSxpxOaLS+pGL5h0t9F4Ms60kml8bOrH8h7vgSwj/H4/VVVV+Hy+vLlBmiRXBaSTq339AoUQQgghhBCHt5HmBjJ0iRBCCCGEEEKMA0muhBBCCCGEEGIcSHIlhBBCCCGEEONAkishhBBCCCGEGAeSXAkhhBBCCCHEOJB5rvYhFovlHfJUhlDNHytDqE7+IVTTZJjlscWCDLO8P7FSRkgZIWXE6GOljNi/WCkjxhY7Gc77yVRGDHfeZZPkah9WrFiB0zl0prPBM6svX758xDOrr1y5csQzq999992c7n0EC0NPBKfDwayZM1NLOrt37CASjeaZ203HbrMxa9YsSBVuLbveJxwOmxHZ21gsFmbPmmkut+/Zk3W8es42iqIye9Ys873O1lYCwSAK+QvR2TMz++3paGcgkJklbvA2Rx91FIqqgq6zt7ubgYGhkwqmj3v6tGlYLEZh0N/by4A/Ozb3mBsbG7GlThhfXx8+v2/I7yC9TX19PXar8WUy4PMOmeU++5hrampwpAr9oN+Pz+fN9ytAQaeqsgqHwwHohANBvD5vwd/ZlIoKnA4HANFwGK+3f8jnTx9zWVkZrtS/12g4knUM+pBtSktLzdh4NJo6hvxKiotwOV0AJOIx8/eQ75iL3G5cLhfoOloiwYC/8O/M5XThchnHoCWTBIf5uzkcjtQx6OiaRij17yHf381us2NNfTZd14kEcv/tZG9js1rNWHSNWDD/hM4KOhaLFWvq7wYQD4UK/t0sqoo16yIgGcl/voGOqqhgt5vnpx6L5v0dGC8UyLogIx4fdAzZ2yhgsZjr1WQSnfx/NwBS5xuARddz9jWEkun4MJpYVddR0dEL/WtTs2I1vfCxjjo2M8O6qmsow81CkhWr6BoWfR/Hm7pwUjQNdZj9KqOKtWRidQ11mAs9cmJ1VC1Z+DehWjK/N01D0QpfZCnZsbqOkkxQcAb6vLEjOIZU7LDHm/43rOuQKHwxlD82c7w5Z4lqzTmPNPOcy1OiWCxgs5nvJSPhgv8eMmWEsa94KJjaz9B4i8WK1eUyl6OBoHmUub8PBYvFgs1dZP6dIwN+sv/5ZMdbLFZsxSXmxwn5/VmJQu7vw6Ja8HhKzfUhv49EMv+/NUW1UFFebu4n6POSSCTyfjZFUamsrDSXA16veY00+LMpikJ1VbX52Qb6+4lmXcQOjq+rrTWXBrxewpFI3s8GUFdXh5Iqfwa8/QRDmXI4m45CfV196jpCYaC/n0AwUPDvXF/fYF54+71e/KnvrsHHasTWY7c7UrH9eL2Z78TB/+7r6xvM7/sBn4+9fX0FP1tDfT0ul9uM7entLfzZ6uspLioCFAJ+P11dnQU/W119PaUlxjDjgYEB2tvbC362uro6czLlYCBAS0vroNjMz6itq2NKRQWgEA4GeX/37rzHClBbW0d1VRUAkXCYv+0M8LrygbzHe/rpp3PGGWcA0NPTwz333JM3DmDhwoWcddZZAPh8PlauXFkwdv78+Zx33nkAhEIhli9fTsT8tzY8Sa4OASeyDWue5Ioo8HZmtvGZQyMy4sA775iLRw0XmwS2bjMXpw0XqwPbd5iLjcPFAux433xZl3oU9P5u82VN6lHQnj3my6rUo6DWFvNlRepRUHub+bIs9Sioq918WZp6FNTbab4sTj0K6usyX7pTj4K8PeZLV+pRkL8XUjmHg338fgN7zdnS7ezj9xvqh1QubgWmDBcb8UGqrLIA5cPFRlMPjP7MZcPFxlOPVOywf4sEEMgk2MP+LZJAaMBcLBouVgMimUqUYf8WOhDNFNqOwpFGbDxz4WErHGnIusi1DBMGQNYF/D77jOuZMmn/YgtcTo/mGCZFbO5nGzZ+ssRqExGbmPBYBaP8GZ/YOMQysUOrULMkU49U7LDnchIIZSoNhy0jkkBWxU/JvmIHMhflw5ZpScCXqYTzDBerAf195uI+Y/fuNRfLhovVgZ7Mxf6wZbsOdGe+u4aNBejszokdNr4j8/2579iOkce2Z77v9x3bOorYzPVJGfv4Hbdnrnv2HbvLfOlhH3/n9sx12j6vZTp2QurXVgLMGTb2XTO2CDhxuNjObZC6THIDU5nF6+RPriajAzKJ8N13382Pf/xjOjs7mTt3Lj/72c9YsGBBwfhHH32Ub33rW+zevZuZM2dyxx13cO6555rv67rO7bffzr333ovX6+W0007jnnvuYWZWq0hfXx/XXHMNf/zjH1FVlQsuuICVK1dSXDzspZMpPVFYW1tb3onCrFZrTotWIKsFZjBVVXG73fsVGwqF8P7t7pyLE7MmQAGbLavZPZHIqcnKrpRQULHZbeZSLB43avaUwbV0xrLR7G68Nprz8+8XwGbPXAomEkn01IWJPmjfoGSa8xWFeDxhxA6JM1hsNqPmFEgM6lKQU+OS6qqQbnaPZx3DoF8CAFab3ahBxmj615PJQceqmJ/XZrdnNecnSCYLnC6KgsVqTTU3K0aXglSz++BjhVSzu8Watd/MxZyealvI/B7sWHKa8xND95s6bqvNhsWioqOgJTUSg2puc/ZrtWBJtcolzdhUw8Wgv4mx3/TxJrOa6LNr09KfzYLFagUUtGSS+DDHkL1fTdeIxeJD9mdsomC1ZParoxOLRs33Bu9bVS3YUv/WNF0jFo3ljQNQLRZsNjs6OroGMbMGe9DnUxQsqmruFyASiTLkhFDSx6Bgc2TOjUg4OiQms6hiz6rtjkbD5utseqqW14g13otGB9ek5f7eHM7MpWAkGiVzMuf+7RRVweHIlGmxaHTYbjHOrBr3UcXGYua5YfzsQbFZxxuPRUhqw3QlcjiMVj8gHo/mnEe5dBwOh1mDHY9FSWoaFPj6szscZreYeCxunnPDxqa6jSSH6b5is9vNLinxeHzYri42uw2LapwbiWScRDwdO/SYrTY71tR+E4mEeS7nk47VgWQiSTyer5uL8TNsVqtZRmjJJLG8sQyJ1ZNJosPEWi1WrNZMl594bJhuPFaL2UKgacbfbuSx2edGukVIB11HtViN741US7hx3udvClLVzPenntSIx1PHkPPvR0/FWnK770XCQ2LS26oW1fgOT+3HOJez6vyzzlVFUXK6w8Wyz/tBx5EuI9ItubFoNOs7Mfc4VCXzHa6gE49FMU65occx+Bji0Sh6OpvNcy45slv5Y7HMMShKbiuzrpvln5I6jzRdK/C7SO83dQzxGLp53g/6PZD6Dk/HJhLoWiI7JLN/dKx2W6o80UnEU90C8/yNAew2q1mO68kECbNMG3rMVpsdNXUQyUSCZDJZqD01t0teMkEikTR+V+kNso5ncKzZ1S/990Ix92+xWrK6BSbQEtnXlNntTLpxLaMav4dkUjPKv0G/qzRVVbCmv8O1ZFb5pw85XtWiGuWfrqPreqr803N+V+ltVdWCxWpB0XWSmoZWNo2SE84lH7vdbv671DStYM+w0cZmX+enY/1+Pw0NDfucRHjCW64efvhhbrjhBlatWsUpp5zCnXfeydlnn8327duprq4eEv/KK69wySWXsGzZMj7xiU+wdu1aFi9ezJtvvskJJ5wAwI9+9CPuuusu1qxZw4wZM/jWt77F2WefzZYtW8xfxOc+9zk6Ojp47rnniMfjXH755XzlK19h7dq1ozr+n/3sZyPqFnjXXXeNuFvgPffcM+Jugb/61a/4WeexJGXskcPYsO0Ug+yznSKLyr5P8ewL7WHreTGaeNKGawPRMKuEzX3n+5mk4kbWh9lsihqxwoWmEEJMDvm7Iec3si5JhtGUl/n2m78yKne/+2p3zE7oRvrdpTC670TpgHUkmG7p46PPrsj7Xna3wN7e3hF3C/T7/SPuFhgOh1mxYsXk6Rb4k5/8hCuvvJLLL78cgFWrVvGnP/2JX//619xyyy1D4leuXMnHP/5xbr75ZgC+//3v89xzz/Hzn/+cVatWoes6d955J7fddhvnn38+APfffz81NTU88cQTfPazn2Xr1q0888wzvP7668yfPx8wkqRzzz2X5cuXU19fP9Efe1zZSaDl6RurqmpO4heJRArWHiuKat7bsu9YxbhnJiUajRa8+VFRlJyWtkgkMuyNkkVFmU4S0Wh02Jpbt9uNqigjjk23MEVjMRLD3KToytpvLBYb9oZGt9tl1vYYg5sMs1+Xy7zvKxYb/sZHl8uZU4MdjebGZv+1nS6n2bqTSMSJRgrX3DqcDqyp2uPRxCaTCSLhobW8ZqzDadbcJpNJwsPU9jgcjkyrUTI5fC2Sw5Fbi1TgficwapzSNZa6rhEIjDRWH7a12Gaz5bZCDwwUjLXarDnnxoB/mFirFZc7K3YgULClxGK1UOTOnBsDgQH0Ai02Fosl5zwKBAbQCsSqFpXiokxrfSAYQCvQuqOqCiUlmY5JgUCQZIH7cVQlNzYYDGbV3OZSIKeGLxQKER90LmfXhHpKPYNiC59zpaUe81wJhcMFWmEMJSWl5nkfjkQGtVAO2m9JqXneh8NhosPElhSXmOdyJBIhMqQlMaO4uNis5Y1EI0SH+aIuKio2W2FisWjOPbJDY4vMczkWixEOFz7n3G632eMhEY8TDBU+j9xut3l+xuNxgsOcny6XyzznEonEsOecy+nC6TJik4kk/mHOOZfTiTP13ZVMaua9Lfk4HQ7znNOSGr4CsQo6DofT/O7SdQ2v11twv3a7wzzndF3Pue91MJvNntNDpj+ry93QWBvFxSVZsf0MLnszPQKslJRk9uvz+tAKlScWS8756c+552pQrGqhpLTELJoGBgbQCpz3iqLmnMsDgYFhrw2yz+VAIECiYAuwgidrv8FQKKf1dXAvDc8+ypPURgCUlJakWnAgHAkP20paXFJsXkdEIlHiw3yHFxUXo6pGL5doNDrs931RUVHOdUQ0Wrg8cbvdqOlrAzM2f+8ep8uVdR0RM3popAztEeA0W4vj8cSwx+BwOMyyJ5EYPtaeFZtMJodNPux2OzabDT3VGjVc+Wez2bHZ0i1iGrZ44evKyWhCuwXGYjHcbjePPfYYixcvNtcvWbIEr9fLk08+OWSbqVOncsMNN3D99deb626//XaeeOIJNm7cyPvvv8/RRx/NP//5T+bNm2fGnH766cybN4+VK1fy61//mhtvvDFVUBkSiQROp5NHH32UT33qU0N+bjQazfkH5Pf7aWpqoqenJ2/Tn4zykz9WRvmRUX4m6yg/4x0LMhLY/sRKGSFlhJQRo4+VMmL/YqWMGFvsZDjvJ1MZ4ff7qaqqOrjdAnt7e0kmk9TU5N4qX1NTw7Zt2/Ju09nZmTe+s7PTfD+9briYwV0OrVYrFRUVZsxgy5Yt47vf/e6Q9dn9M4czkpj9ic0uyA6F2OwvikMhNvtEO9xiVVUd8b+1yRA7uD//ZI+FiTvvpYyYPLGT4VyWMsIwGc57KSMmPnYynPdSRhgmw3k/mcqIER/ziKKOAEuXLsXn85mPlpaWfW8khBBCCCGEECkTmlxVVlZisVjo6urKWd/V1UVt1jwF2Wpra4eNTz/vK6a7uzvn/UQiQV9fX8Gf63A4KC0tzXkIIYQQQgghxEhNaHJlt9s5+eSTWbdunblO0zTWrVvHwoUL826zcOHCnHiA5557zoyfMWMGtbW1OTF+v5/XXnvNjFm4cCFer5cNGzaYMS+88AKapnHKKaeM2+cTQgghhBBCiLQJHy3whhtuYMmSJcyfP58FCxZw5513EgwGzdEDv/jFL9LQ0MCyZcsAuO666zj99NNZsWIF5513Hg899BBvvPEGv/rVrwCj3+P111/Pf//3fzNz5kxzKPb6+npz0IzjjjuOj3/841x55ZWsWrWKeDzO1VdfzWc/+9lDbqRAIYQQQgghxKFhwpOriy++mJ6eHr797W/T2dnJvHnzeOaZZ8wBKZqbm81RSQA+/OEPs3btWm677TZuvfVWZs6cyRNPPGHOcQXw9a9/nWAwyFe+8hW8Xi8f+chHeOaZZ3KGU37ggQe4+uqrOfPMM81JhO+6666J/rhCCCGEEEKII9SEDsV+KPP7/Xg8nn0OtyiEEEIIIYQ4vI00N5DRAoUQQgghhBBiHEhyJYQQQgghhBDjQJIrIYQQQgghhBgHklwJIYQQQgghxDiQ5EoIIYQQQgghxoEkV0IIIYQQQggxDiS5EkIIIYQQQohxIMmVEEIIIYQQQowDSa6EEEIIIYQQYhxIciWEEEIIIYQQ40CSKyGEEEIIIYQYB5JcCSGEEEIIIcQ4kORKCCGEEEIIIcaBJFdCCCGEEEIIMQ4kuRJCCCGEEEKIcSDJlRBCCCGEEEKMA0muhBBCCCGEEGIcSHIlhBBCCCGEEONAkishhBBCCCGEGAeSXAkhhBBCCCHEOJDkSgghhBBCCCHGgSRXQgghhBBCCDEOJLkSQgghhBBCiHEgyZUQQgghhBBCjANJroQQQgghhBBiHEhyJYQQQgghhBDjQJIrIYQQQgghhBgHklwJIYQQQgghxDiQ5EoIIYQQQgghxoEkV0IIIYQQQggxDiS5EkIIIYQQQohxIMmVEEIIIYQQQowDSa6EEEIIIYQQYhxIciWEEEIIIYQQ42BCk6u+vj4+97nPUVpaSllZGV/+8pcJBALDbhOJRPiv//ovpkyZQnFxMRdccAFdXV05Mc3NzZx33nm43W6qq6u5+eabSSQS5vt/+9vfUBRlyKOzs3NCPqcQQgghhBBCTGhy9bnPfY533nmH5557jqeeeoq///3vfOUrXxl2m6997Wv88Y9/5NFHH+XFF1+kvb2dT3/60+b7yWSS8847j1gsxiuvvMKaNWtYvXo13/72t4fsa/v27XR0dJiP6urqcf+MQgghhBBCCAGg6LquT8SOt27dypw5c3j99deZP38+AM888wznnnsura2t1NfXD9nG5/NRVVXF2rVrufDCCwHYtm0bxx13HOvXr+fUU0/l6aef5hOf+ATt7e3U1NQAsGrVKr7xjW/Q09OD3W7nb3/7Gx/96Efp7++nrKxsv47f7/fj8Xjw+XyUlpbu3y9BCCGEEEIIccgbaW4wYS1X69evp6yszEysABYtWoSqqrz22mt5t9mwYQPxeJxFixaZ64499limTp3K+vXrzf2eeOKJZmIFcPbZZ+P3+3nnnXdy9jdv3jzq6ur42Mc+xssvvzzs8UajUfx+f85DCCGEEEIIIUZqwpKrzs7OId3wrFYrFRUVBe996uzsxG63D2ltqqmpMbfp7OzMSazS76ffA6irq2PVqlX87ne/43e/+x1NTU2cccYZvPnmmwWPd9myZXg8HvPR1NQ0qs8rhBBCCCGEOLKNOrm65ZZb8g4Wkf3Ytm3bRBzriM2ePZv/+I//4OSTT+bDH/4wv/71r/nwhz/MT3/604LbLF26FJ/PZz5aWloO4BELIYQQQgghDnXW0W5w4403ctlllw0bc9RRR1FbW0t3d3fO+kQiQV9fH7W1tXm3q62tJRaL4fV6c1qvurq6zG1qa2v5xz/+kbNdejTBQvsFWLBgAf/v//2/gu87HA4cDsewn0sIIYQQQgghChl1clVVVUVVVdU+4xYuXIjX62XDhg2cfPLJALzwwgtomsYpp5ySd5uTTz4Zm83GunXruOCCCwBjxL/m5mYWLlxo7vcHP/gB3d3dZrfD5557jtLSUubMmVPweN566y3q6upG9VmFEEIIIYQQYqRGnVyN1HHHHcfHP/5xrrzySlatWkU8Hufqq6/ms5/9rDlSYFtbG2eeeSb3338/CxYswOPx8OUvf5kbbriBiooKSktLueaaa1i4cCGnnnoqAGeddRZz5szhC1/4Aj/60Y/o7Ozktttu47/+67/Mlqc777yTGTNmcPzxxxOJRLjvvvt44YUX+Mtf/jJRH1cIIYQQQghxhJuw5ArggQce4Oqrr+bMM89EVVUuuOAC7rrrLvP9eDzO9u3bCYVC5rqf/vSnZmw0GuXss8/mF7/4hfm+xWLhqaee4qqrrmLhwoUUFRWxZMkSvve975kxsViMG2+8kba2NtxuNyeddBLPP/88H/3oRyfy4wohhBBCCCGOYBM2z9WhTua5EkIIIYQQQsAkmOdKCCGEEEIIIY4kklwJIYQQQgghxDiQ5EoIIYQQQgghxoEkV0IIIYQQQggxDiS5EkIIIYQQQkw6PbE4wUTyYB/GqEzoUOyHg1gsRiwWG7JeVVWsVmtOXCGKomCz2fYrNh6P448nKLaoKIqyz9hCgz+OJhbAbrfvV2wikUDTtHGJtdls5meeqNhkMkkyWfikHU2s1WpFVdVJE6tpGolEomCsxWLBYrFMmlhd14nH4+MSm31+TlQsDH8uH8gyYjzOeykj8sdKGSFlhJQRo48FKSP2J1bKiExsSIdfNHfzy5Ye/rNhCtdPrdrnfie6jBjuvMsmydU+rFixAqfTOWT9zJkzufTSS83l5cuXF/wjTZs2jcsuu8xcXrlyZc7cXtnq6+u58sorzeWf3303v516PJqisHDXO9QMeM33qqqq+OpXv2ou33vvvfT09OTdr8fj4frrrzeXV69eTXt7e95Yt9vNzTffbC4/8MAD7NmzJ2+szWbj1ltvNZcfeeQRduzYkTcW4PbbbzdfP/7442zZsqVg7NKlS81C9KmnnmLjxo0FY2+66SaKiooAePbZZ3njjTcKxl533XWUlZUBsG7dOtavX18w9qqrrqK6uhqAl156iRdffLFg7BVXXEFDQwMAr776Ks8//3zB2CVLljB9+nQANmzYwNNPP10w9pJLLmHWrFkAbN68mSeffLJg7IUXXsjxxx8PwNatW3nssccKxp5//vnMmzcPgJ07d/Lggw8WjD3nnHNYsGABAM3NzaxZs6Zg7KJFizjttNMA6Ojo4L777isYe/rpp3PGGWcA0NPTwz333FMwduHChZx11lkA+Hw+Vq5cWTB2/vz5nHfeeQCEQiGWL19eMHbu3LksXrwYMC4Ali1bVjB2zpw5XHTRRebycLEHqoy4++678fl8eWOljMiQMsIgZYRBygiDlBEZUkYYDnYZkVBU4mecxR9UN31xIwl8eNMWQg+8gpIn/kCWEZFIpGB8NkmuJjmv3UWnp4KkauH3Hzido7vbOGX3FjyR/IWqEEIIIYQQhxIdeLe6iX9MP5ZA0gHJJMe4HXzF4+D9vz+ZN7GarGQS4QLSE4X19PTknSjsQDbnt0ZirGju5nfdPnTAqsDnayu4fmoVtW5XTqw050tz/mRozpcuP9Llp1CslBFSRkgZMfpYKSP2L1bKiLHFHqjz/iVvgP/Z3c07QaNlqNZu5eYZdVxcW4GKPmnKCL/fT1VV1T4nEZbkqoCRzsJ8IL0TCPPf77Xz174BAIotKtdMreHKpircFhmbRAghhBBCHBq2BsJ8L+u6tsSicu20Gq5orMI1Ca9rR5obSHJVwGRMrtL+3jfA999rZ3MgDECt3cbXZ9RycV0FFuVQajgVQgghhBBHko5ojB/t6uThjj40jB5ZlzVU8rVptUyxT947liS5GqPJnFwBaLrOE91e/uf9dlojRrPm7CIntx1Vx6IppUNGFhRCCCGEEOJgGUgkubu5m1+2dBPWjPTjE1UevnlUPTPcjoN8dPsmydUYTfbkKi2qafxfay937unCm5oHYGFZEd85poG5Je6DfHRCCCGEEOJIFtd0ftuxl+W7OtkbN+6f+lBpEbcfU898T9FBPrqRk+RqjA6V5CrNG0/ws+Zu7mvtIarpKMBnaitYelQdtQ7bPrcXQgghhBBivOi6zrO9fr7/XjvvhaMAHOVycNvRdZxT6TnkellJcjVGh1pyldYaibHs/Q5+19UPgNuics3Uav6zqXpS3hwohBBCCCEOL1sDYb69s42X+gMATLFZuXF6DV+or8SmHlpJVZokV2N0qCZXaW/6gnxrZxsb/MZ8WA0OG7cdXc/i6rJDrqZACCGEEEJMfr2xBD/a1cFv2/eiAQ5V4T8aq7hmWg0lVsvBPrwxkeRqjA715AqM5tgnu718/7122qLGoBcnl7r53jENnHwI9XEVQgghhBCTV0zT+N/WXn6yu5OBpDFH2L9XlXHb0XVMc03+wSpGQpKrMZpMkwiPdUK/SFLjV+19/KKtl1DqH/ziKg+3TKumvsD9WDL53+hjj9TJ/8YrViYIlQlCRxsrZcTYYifDeS9lhJQRg2OljDi0yghVVfnLXj/f2dnGrrDx7/KEIie3z6jhlKyK/LGUEbFoFNWSv9VrMk4iPHkHk58kVqxYgdPpHLJ+5syZXHrppeby8uXLC/6Rpk2bxmWXXWYur1y5klAolDe2vr6eK6+80ly+++67iWzbiK5a0OxONLsT3eFEt1ipqq7mq1/9qhl777330tPTk3e/Ho+HV676L374fgcPd/bxRI+PP3b2Ma91Jx9o2YFNy5xobrebm2++2Vx+4IEH2LNnT9792mw2br31VnP5kUceYceOHXljAW6//Xbz9eOPP86WLVsKxi5dutQsRJ966ik2btxYMPamm26iqMg4iZ999lneeOONgrHXXXcdZWVlAKxbt47169cXjL3qqquorq4G4KWXXuLFF18sGHvFFVfQ0NAAwKuvvsrzzz9fMHbJkiVMnz4dgA0bNvD0008XjL3kkkuYNWsWAJs3b+bJJ58sGHvhhRdy/PHHA7B161Yee+yxgrHnn38+8+bNA2Dnzp08+OCDBWPPOeccFixYAEBzczNr1qwpGLto0SJOO+00ADo6OrjvvvsKxp5++umcccYZAPT09HDPPfcUjF24cCFnnXUWAD6fj5UrVxaMnT9/Pueddx4AoVCI5cuXF4ydO3cuixcvBowLgGXLlhWMnTNnDhdddJG5PFzsgSwjfD5f3tiqqqpRlRHXX3+9ubx69Wra29vzxkoZkSFlhEHKCIOUEQYpIzIO5zJi7ifOZ62lmL+n7qtyxSKcsmsrs7uaeQF4ISt2n2WErqPEoqixCLOnNeGxW+lrb6W3tYUBm4tY3bS8x3Agy4hIJFIwPpskV5OcrmtY+3tRyK3x0VULkdYSnr47QkV9I+X1DWjBAdA0UPMPXFHrsHHncVP5UmMlX3npDXa7StkwbTbbaqey8P13OKanDbkbSwghhBBCFBK22nl9+rH80g8aAeyKwkVFFpzPrsOeLNwiBRAODLB3z/tYvb2o0TBqLIIajaDEoua1bnNLbnKtFh1aV6fSLbCAydItMBwM8s6Lz+PtaKe/ow1vRzv+vT1QsNlepaSyirK6eirqGiira6C8rp7y+kbKqqrNpulYLMafe/38YHcXLan7sU4tdfPdo2o5rsgpzfn7EXsoNudLlx/p8rM/sSBdfvYnVsqIscVKGSFlxGhjpYwYW+zg8zOu6azp7OPO5h78qdtMzqvy8O2j62ly2MxYLZnE39NFf3sb/R1t9He2m9exYX/+VlQAq91OWW09FfWNVDQ0UVFvXMeWVFVjd7rybjMZuwVKclXAZB7QIh6L4u3soL+9lb72NvraW83XsXD+bgIAdpeL8roGyusazNYud20DD2sOftG2l7CmowKXNVRy84xaym3SsCmEEEIIcaR7uX+AW3e0sT1odI07vtjJbQ0VzA7spa+tlb6ONuNatK0Vb1cn2jAtWMVTKqmoa6CioZHyukYq6o3XJRWVKAV6X00GMqDFGE3m5KoQXdcJ+bypZCuVdHUYz76uLnS9cC1MsukoXjjlLN6qbATAo+jcWF/Gl46eirXATYRCCCGEEOLw1RqK8O0tu/jzgDEJcHEizrnvvcmsDX8nOmwrlIPy+gYq6hoor2+koqEx9bqhYCvUZCfJ1RgdisnVcJKJON7OTvo6UolXW6v5OhIYMOP2NBzFutPOY29FDQC1ve1csGMD89x2o2YhfZLUN2B3uQ/WxxFCCCGEEOMkHBigry3VE6qjja72dv7kqmDdzA8St9lRNI25W/7BR15fhysaNrcrnlJpdOOrbzBaoRqM15O9FWp/SHI1RodbcjWckN9nJFypZKuno50/O8p4btbJxOzGSInHb/8n//rqsxSHA+Z2ReUVZi1EupthRV0jpdXVqKq0dgkhhBBCTBaJeBxfV0eqC19bqneT0Z0vPOA343Y1HsO6j5xHf1kVAA1dLVy4cwMnFruMrnz1jcZ1X139IdsKtT8kuRqjIym5KqQ7HOU7W3fxe5/Rv9aZTHDW7s2c9MZfifb3FdzOYrNRVlOXSbjqG837vJzFxQfq8IUQQgghjii6pjHQt9cYSCKdQHUYz/7u7mFvEUk0HcW6U89m0xRjOPgKReeWhnI+f1RTwXmmjiSSXI2RJFcZb/qD3PpuG28NGINlzHI7+d7UKcwO9OXc19XfbowIkxxm9BVXqSfTdFyf6WLoqa7FYpUBNIQQQggh9iUSDBgJVEd7qiuf8dzf2U4iGi24nTG4mdHqlG59ctU28Ijm5O72vUQ0HYsCVzRWceP0WkqtklSlSXI1RpJc5dJ0nYc6+/jBex3sjRsjwFxYU87tx9RTZc8MzappSQZ6e8xm5uzRDAPDtHapFgue6trclq4Go9nZVVJqDmMqhBBCCHEkSN8vb1Zid7TT32E8h3zegtupFguemrqcBKqiLjVKtKcs55rqL70+btvRRnPEGN7/tLJifjCrgWOLJkd3P13X0fUkqnrwK+AluRqjyTLPVTweJxxuxeGoQVGs+4yd6PkpvPEkP2ru5oHOfnSg1KKy9Oh6vlg/BYuiDDs3RCwcIri3l75U0rW3rYW+zna8ne0konl+J7qGAjiLivHUN1BWU4ento7ymjrKaurx1NTicBuDasj8FENjJ8O8NDKHjcxhMzhW5rCRMkLKiNHHShmxf7GHQhmh6zpBbx/9He0MdHemEijjXihfT0/hbny6Rkl5BeV1DXjq6vHU1FNeayRUJZXVOb2B8pURbdE4t7/fyV/6jEHNau1WvjWjhsU1FZPivE8m++nofIKO9seorl5MY+OX9rnfyTLP1cFPAye5FStW4HQ6h6yfOXMml156qbm8fPnygn+kadOmcdlll5nLK1euJBTKPx9VfX09V155pbl8990/5+hjfoPFEqO762i6uo4hEjH+oFVVVXz1q181Y++99156enry7tfj8XD99deby6tXr6a9vT1vrNvt5uabbzaXH3jgAfbs2WMulwCfKinj78fMpbekjKXvtvJQx17umNXElqeeYMeOHXn2arj99tupOeoYAB599FH2+KNw1JS8sTXdewj2dhMJBvAGY7zXF4S+nbBl55DYD1aWUJ26x2vz7hbe3ra94DFcd911lJWVAbBu3TrWr19fMPaqq66iuroagJdeeokXX3yxYOwVV1xBQ4PRT/nVV1/l+eefLxi7ZMkSpk+fDsCGDRt4+umnC8ZecsklzJo1C4DNmzfz5JNPFoy98MILOf744wHYunUrjz32WMHY888/n3nz5gGwc+dOHnzwwYKx55xzDgsWLACgubmZNWvWFIxdtGgRp512GgAdHR3cd999BWNPP/10zjjjDAB6enq45557CsYuXLiQs846CwCfz8fKlSsLxs6fP5/zzjsPgFAoxPLlywvGzp07l8WLFwPGBcCyZcsKxs6ZM4eLLrrIXB4u9sCVEXfj8+UfDvdglRHZbDYbt956q7n8yCOP7LOMSHv88cfZsmVLwdilS5eaF1pPPfUUGzduLBh70003UVRUBMCzzz7LG2+8UTBWygiDlBEGKSMMUkZkjLaMqKqqIjzgZ91zf+HNtwsfr+v9LVgiQQBiU2qJHfuBgrGXfvZiZs4+FoB//OMfqTLi7byx2WXEPzdt5r/ffIc3ps0mYbGiahpzW9/j5ObtvK0lOfaglhEa5eXtnHiSD13fiK4bCdimzb/mN7/pyrvfA1lGRCKRgvHZJLma5Gy2ADZbBJstStPUt2ma+jY+bw2dnTNRlLKDdlw1A14u+OeLbGs8hjdnnsjGgTDnbHiXD5fWMtuyC8cwk8eN1Jd+ugpF1+jvaOfp555nd3tHwdjtL/+dd1M/M1o7FVJDyeeTGKamQgghhBBivDy18g5CHa1Eg0GiVfVQ1VAwtuHYOTQ0GvNBtQ4EeX1T/mQJwOYYWvG/L695A1znh91HGclTna+Xf92xiYrQwD62nFhO5wA1NTuprtmJwxEm3WhYWjoXt+tjrH+l9aAe32hJt8ACJlO3wGQySl/f3+jseoz+/pcB41+dxVJCbe0nqa//DKUlJxy05nyvrvC999p5rKsfgEqbhW9Or+HTVZ4h90qNZ3N+NBTE29WJt6uDgdSzcXNnB5FQsOB+QcdTWU15XT2lNXV4qmspq62jrKaO0qrcpnTp8nPgYqXLj3T5GW3sodDlJ5uUEWOLlTJCyojRxk5EGREJBgn0duHr7KC/MzWseVcHvs4OIsE81x6pWxwAiqdU4ampM29zqKiro6y2wbz2mKjz3qfD/+zq5MEO4973CqtxnXZh9dDrtANVRkSjAfbu/QudXb/D5/tH1s8vo7ZmMQ0Nn6G4ePakKiNG2i1QkqsCJuuAFpFIOx0dv6O94zEikUwmX1w8h/r6i6itOR+bzXNQju3/9Q+w9N1WdoSMUWoWlhXxw1lNzC4afe3KWIUH/PR3GPdz9Xe2myMZejvbiYXDBbdTVBVPdQ3ltfWU1dVTXltPeV0DZbX1lFZWyVCkQgghxGEuEgzg7ewwrhs62jPPXR1EsuaDyqe4YkrONURZbR3ltfV4auuw2R0H6BMY0oOR/fd77fTFjeTrc3UVfPPoeipsB77zmq7rDAxspr3jMbq6/kAikW4xU6io+Aj19Z+hqvJMVPXA/p5GSga0GKPJmlyl6bpGf/962tsfobvnL+i6UYulqnaqqs6mvu4zlJefiqIc2NmxY5rGL1t6+MnuTsKajlWB/2yq5mvTayiaBImJruuEfN5MQdnRllNoDjd8qWqxUFpZjaemlrKaOrO1q6ymFk9N7X410QshhBDiwNJ1nfCAH1+q14u3qyMnmQrvK4Eqr6Cstp6y2nrK00lUXT1lk+haYGsgzDfebeUfPqM17bgiJ3fMamRB2YGfbzQe99LZ+QTtHY8SCGwz1zudjdTVXUh93QU4nfUH/LhG66AnV319fVxzzTX88Y9/RFVVLrjgAlauXEnxMJPIRiIRbrzxRh566CGi0Shnn302v/jFL6ipydw/c+211/Lyyy/z9ttvc9xxx/HWW28N2c+mTZv4r//6L15//XWqqqq45ppr+PrXvz6q45/syVU24x/tk7R3PDLoH20T9XUXUld3AU5n3QE9puZwlG/vbOOZXqOAanLauWNWI/82ZfL+LnVdJ9C/l/72rBavVOuXt6tj2Pm7AIrKKyhLJV6emlqj4E0tO4tLZDh5IYQQ4gDRkkkG9vbg7TQSKF93OpHqxNfVSSycf0CQtKKycjN5Kqs1RuIznuux5RnobLIIJpOs2NXFr1q7SejgtqjcPL2WKxqrsKkH7jok3QjQ1v4wPT3P5TYCVJ5Fff1nKC9feMAbAcbioCdX55xzDh0dHfzyl78kHo9z+eWX86EPfYi1a9cW3Oaqq67iT3/6E6tXr8bj8XD11Vejqiovv/yyGXPttdcye/ZsXnvtNTZt2jQkufL7/cyaNYtFixaxdOlSNm/ezJe+9CXuvPNOvvKVr4z4+A+l5Cot09z6KJ2dfyCZDKTeUZky5XQaGi6hcsoZKMqBa0H6S6+Ppe+20hY1EpNPVZfxvZkNOXNjHQp0TSPQ35dTw2UU0MZyNF8/6ywOd1Gmxaum1ph/orYOT00dJRVTUNRDp3ARQgghJoNYJGy2PhnPmdf+3m60Ye5DAqMLX7pCtDyrJaqspha7y32APsX4eabHxzd3ZK65zq308P2ZDTQ47fvYcvxEY73G7SttDxGONJvri4uPo77uImprz8dmKztgxzOeDmpytXXrVubMmcPrr7/O/PnzAXjmmWc499xzaW1tpb5+aNOfz+ejqqqKtWvXcuGFFwKwbds2jjvuONavX8+pp56aE/+d73yHJ554Ykhydc899/DNb36Tzs5O86bHW265hSeeeIJt27ZRSDQaJZrVJczv99PU1HRIJVfZkskw3d1P097xKF5v5kZBh6OW+vqLqa//DE5H7QE5lmAiyY92dXJvaw8a4LFa+PbR9VxSV4F6mLTmhAMD+Do7zFoxs6DvbB928mQAi82Gp6qGstpUi1d1LaXVtXiqqvFU1xySBbwQQggxVumu/N7O3Jan9HfscBPpQv7vV3NAieoarPYDl3RMpI5ojG++28afe40h9xudNv5nZiNnVR6Ye/AzrVQPpVqpjOTOYimmtvZ86usuoqTkhEO+B89Ik6sJuZtt/fr1lJWVmYkVGPNaqKrKa6+9xqc+9akh22zYsIF4PM6iRYvMdcceeyxTp07Nm1wN97P/9V//NWc0mbPPPps77riD/v5+ysvL8263bNkyvvvd7470I056FouLurpPU1f3aUKhXbS1PUhH5++JRjvZtWslu3b9jMrKf6Oh4RKmVPzLhLZmFVktfHdmA5+uLeembS1sDoS5cXsLj3b28aPZTcw6CANejDdXcQmuY0qoPWbWkPfisahZo5Zu6Uq/9nV3k4zHUxMr5x9q1FlSiqeqBk9VNaXVNXiqa/FU11BaVY2n6vD5chBCCHFk0XWdSGAAX3cX/p4ufN1d+Hq6zdf+nm4SscL3QgM4i0uMHiGpkX/TvUQ81bWHfc8QTde5v30vP3ivnYGkhlWBq5qq+dr0WtyWif/csdheOjp+R1v7Q4TDmXnMSkvn0VD/WWpqzsNiOfIqiCckuers7DQnVTR/kNVKRUUFnZ2dBbex2+3mpGxpNTU1BbcptJ8ZM2YM2Uf6vULJ1dKlS7nhhhvM5XTL1eHA7Z7BzJm3ctRRN9LT8yxt7Q/i9f6D3t7n6e19HqezwWjNqrsIh6N63zvcT3NL3Dx98izua+3hjl2dvOoLcubr27l2WjXXTqvBcZgWgDa7g8qmaVQ2TRvynqYlGejtzepq2IE/9eXi6+kiMuA3H13v559Usai8Ak9VKtlKJV7pR3FFZc7Q8kIIIcSBFAkG8Ke+04zvt0zi5OvuIh4pPIIvAIpCyZTKnG712YNJOYsO/AANk8H2YISbtrXwut+4LeEDJW5WHNvEnGLXhP5cXdfxel+jre3BnAHV0q1UDfWfpaRkzoQew2Q3qquuW265hTvuuGPYmK1bt47pgA4Wh8OBwzE5h34cLxaLg9raT1Jb+0mCwZ20tT9ER8fviUTaeP/9n7Br111UVp5JQ/0lVFScNiE3GVpVhf+cWs25VR6WvtvGuj4/K3Z38WS3lx/NauLD5UdWIamqFjMRmnbivCHvR0OhrBq8dK1e6jn1pRTs7yPY30f7u0PPPUVVKZlSmUq+MklXaWU1JZVVFFdMkeRLCCHEfouFQ2by5Ovuxt/Tia87lUz1dO3znmQwKgnTvTEyPTNqKa2uprSyCov10LpPeyJFNY2Ve7r42Z5u4rpOkUVl6VF1XN5QiWUCu93F4/10dPyetvaHCIXeN9eXlJxIQ8Ml1FR/Aqu1aMJ+/qFkVFdVN954I5dddtmwMUcddRS1tbV0d3fnrE8kEvT19VFbm/8+n9raWmKxGF6vN6f1qqurq+A2hfbT1dWVsy69PJr9HO6Kio5h1szbOPqom+jufpq29gfx+TbQ0/MsPT3P4nJOpb7+YurqL8Rhrxz3nz/V5eC3J83gDz1ebtvRxs5QlE+/tZNL6ir49tH1lB+E+RcmI4fbTdW0GVRNmzHkvezuFPmSL39PF8l4HH9PN/6ebmDz0B+gKBSXV1BSWUXplCpKq4ykq7SyipIpVZRWVuMoKjrk+0kLIYQYPS2ZJNDfx0BvD/69PcZzbw8Dvd3mupEkT65STyppqjHvJ05X+JVUVh3w+Z8OVeu9AW7e3sLO1HyiH5tSyg9nNU7YgBW6ruP1vUF724N09zyNpqVbqYqoqfl3GhouobTkhAn52YeyUV3BVlVVUVVVtc+4hQsX4vV62bBhAyeffDIAL7zwApqmccopp+Td5uSTT8Zms7Fu3TouuOACALZv305zczMLFy4c8TEuXLiQb37zm8TjcXMm8eeee47Zs2cX7BJ4JLNYnNTVfYq6uk8RCGynrf0hOjsfJxxp5r33f8z7u+6kqupjNNRfkhoyc/wushVF4fzqcs4oL+EH73dwf/teHuzo47leP9+b2cCnqsvkon4YiqLgKinFVVJK7dEzh7yvaxpBn9dItLo7ja6G3V34ezoZ2NuLv7eHZDxOoG8vgb69dJB/wBeb00VpOuGqrDJbvUqnVEnrlxBCHMKioWAqWcokTf7eHgb2GsuBvr3omrbP/TiLilP3BGcnULVma9RkHrr8UOCLJ/j+ex38tmMvAFV2Kz+Y2ci/V3km5DopHvfT2Wm0UgWDmVsSSoqPp77hs9TWfBKr9cjqaTQaEzoUe1dXF6tWrTKHYp8/f745FHtbWxtnnnkm999/PwsWLACModj//Oc/s3r1akpLS7nmmmsAeOWVV8z97ty5k0AgwKpVq/jrX//Kww8/DMCcOXOw2+34fD5mz57NWWedxTe+8Q3efvttvvSlL/HTn/70sB+Kfbwkk2G6uv9EW9tD+P3/NNe73UfT2PA56uo+jdVaMu4/9zVvgJu3t/JuKALAGeUl3DG7kWkuqdGaCLqmEfL7htRI+nu6zS/WsN+3z/0oikpRRYWRbE2ppLhiivlcXFFJScUUisorJAETQogDKBoKmZVnA329qde9OcnUvuZ6AlAtFkqmVGZVqlVnVbYZ5b6MajsxdF3njz0+btvRSncsAcDn66Zw29F1lE1AD5+BgS20tv2Wzs4/oGnGvXCq6qI21UpVUnLiEV3pfdDnuerr6+Pqq6/OmUT4rrvuMicR3r17NzNmzOCvf/0rZ5xxBpCZRPjBBx/MmUQ4uzvfGWecwYsvvjjk5+3atYvp06cDuZMIV1ZWcs011/CNb3xjVMd/JCdX2QYC22hre5DOzsdJJo2mf4vFTW3N+TQ0fp6S4mPH9efFNI27m7u5c08XUU3HparcelQdX2qc2L7EIr94NMLA3r2pL+Ju80t5YG/mdTKR2PeOFAV3qWdI0pWbiE3B7pzYG3GFEOJQl64YM5KmvQT29hLoTyVRe1NJVP9eYuF9DBSR4iwpNXsi5CZNxrO7rAxVPXDzYwpDWyTG0ndb+ctePwBHuxz8ePb435uuaVG6u5+htfU3+LIq1IuKZtHY8Dlqa8+fkAr1Q9FBT64OdZJc5UokAnR2PkFr229zmog9npNpbPg81dUfR1XHr8/ve6EIN25r4VWfkdCdXOrmJ8dOZfZhMGz74ST9Je/v7cbf00Ogrzfny35g716C/XtHloBhTLZcPDjpKjdavorKyigqM57l5mYhxOEoFg4R9PYT7O/PJEyDWp+C/f1oydGXqcUVUyipmJLb8jSlSrrsTTJJXef/2npZ9n4HwaSGTVG4emo1102rwTmOw6uHw220tT9Ie/vDxOPGfJyKYqW66uM0NH6eMs/8I7qVKh9JrsZIkqv8jCE4X6e17Tf09PwFXTcKeJttCg31F9PQcAlO59BJoveHpuv8tn0v33uvnUBSw64oXD+9hqunVmM/TIdtPxzpmkZ4wJ+6QOhN1a4O7aoy0lpWAFdJKUVl5amkqzz1qKCovJzisgrcZeUUl5dLVxUhxEGnaUnCfj+B/j5C3n4C3j5CXq+5HPQZyVTQ2088GhnZThWForJyswfA4B4B0hvg0LQtGObGbS1s8BvdNeeXull+bBPHFo3P31HXNfr6/h+tbQ/Q2/sCYNxP53DU0lB/CfX1F+Nw7HtshSOVJFdjJMnVvkWj3bS1P0x724NEY+kRGlUqK/+NxsYvUFH+4XEZzr09EuPr77byfKpp/LgiJz85diofKJUL58NJofsDAqmh5oNeL0HvyGtsAWwOZyoJSyVfqUTMXVaGu7QMt8eDu9SDu7RMam+FECOmaxrhwABhv5+Q30vI5yPo7Sfk689KovoJefsJ+Xzo+r4HhUizu1xmhVG+lvySKZUUlZWjWqSr3uEirun8vLmLn+7uIqbrFFtUvnl0PUvqp6COQ+tRPO6lo+N3tLY9kDPZb3n5h2ls/DyVU85EVeW+6H2R5GqMJLkaOU2L09v7Aq1tv6G/f7253uWaTmPj56mr/TQ2m2dMP0PXdZ7o9vLNHa30xZOowH80VXHzjLoDMgu5mBzSFzRBb3+q60xf7rO3n6DXeD2aljAAq8NhJFylpbg9ZbhKPbg9Zanky3i4PJmETLomCnH40HWdaDBIyO8j5PcS9vsI+XzGs99HyOclPGCsC/l9hAf8IxpFL01RVKPsKCunuKw81bpegdtjtLIb640KIKnoObJsGgjxtW3NvBMwWi0XTSnlR7MaqR+H4dX9/s20tj1AV9cf0DRj+HartYS62gtoaLiUoqKjx/wzjiSSXI2RJFf7JxjcSWvbA3R0/J5kMgCAqjqprfkkjY2fp6Tk+DHtvzeW4Ns72/h9Vz8A0112ls9u4iPlcrOlyBWLhLMSL6+RdKWSsJA/fZHkJezzkYjHRr1/h7sIt8eDq8SDs6QEV3Fp6rkEV0kpzuJinMWluEpKzPet9omZi0QIkaFrGtFwiMjAAOGAn0ggQGTATzgQIBLwEx4YIBIYIDzgN5Imv4+Q3z+qVvE0Z1ExrlIPrlJPbtJUVpbVRbkCV2mpDAohckSSGit2d/KLlm6SOlTYLHz/mAY+XVM+pnudksko3d1/orXtAfz+t8z1xcXH0djweWprP4nFIj1/9ockV2MkydXYJBJBurr+QGvbbwkEMvMnlZZ+gKbGL455AIy/9Pr4xrutdETjAHyhfgrfOrqeUqt8eYnR0XWdeDRiJFs+r1Er7c+8Nmqs/Tnvacnkfv0sq92RlYCVZJKvYuPhKinF4S7CUVSEw12Es6gYu9uNw+VGkfsMxREmmYgTDYWIBgNEg0GioRCR4ICRHA34M68DA4QDA0RSryOBwKi64WWzu1y4S8twebJarFNdh92e9Ov0+lJpwRb75R/eADdkTQb8yeoyfjCzgSr7/v97CofbaGv7Le0djxKPGxXQimKjuvocGhs/j6f0gzJAxRhJcjVGklyND13X8fk20Nr2W7q7n0HXjWTIbq+ioeFSGuov2e+bJwcSSb7/Xjv3txuT6tXabfxodiNnVY6tC6IQw8l0H/KaCZdRC56pDTcu8HLXjaYL0RCKgsPlNpMu89l8XYxz0Dq7y43N6cTucmF3urE7nZKgiQMmmUgQi4SJR8LEwmEjOQoHjedgkGgo9ch+nbMcIhGLjukYbA6nUXFRUoIruyW5uMRscUp3/U0nTdK6LCZSMJlk2fsd/G9rLzpQbbdyx6xGzqkq26/9pQcZa2ldQ0/PX0gPUOF01NPQcCn19Rdht1eO2/Ef6SS5GiNJrsZfNNZLe9uDtLatJRbrBoxalZrqc2ls/CIez7z92u8r/QFu2t7C+2Hji3hxdRnfH2MNkBDjSdd1YuFQpsY9VdNuJF+ZbkqRwMCQC8/96bJYiM3hzE24XC5j2eky1rlc2JyuzLLTWLba7VgdDmx2B1a7A5vDgdXhMNbb7dLd6RCl6zpaMkEiFiMRixGPRknEoiSi0dRyhFgkQiwSIh4Op15nEqZ4ajkWCafeN2Li4dCIp18YCbvLhcNdjMPtNlt5nWbrb+5rV9b7kiiJyeSlvgFu3N5Cc8Qo0y+ureC7x9Tv12TAyWSUru4/0tpyPwOBd8z15eUfpqnxi1RW/huKIuXyeJPkaowkuZo4mhaju+dZWlvvx+d701xfWnISjU1LqKk+B1V1jGqf4VTf5XvGue+yEAdbIhYza/KjoUAm+cpKwiLBoNF1Kh0XDBALh4lFQsTC4bG1mo2AxWbDarcbyZcjlYDZMwmYkZTZsdhsqFYbVpsV1WrDYrVhsVqx2FLPg5dtNiwWa9Z2NlSrFVW1oFpUFNWCqqooqYdqsRjP6WU1d/lA0nUdXdfQNQ0tmTSeNWM5/Tq9PvNekkQ8jpZIkEzEScYTJJNxkomEsS5uvE6ar7Nis9Yn4jEjQYqnE6ZYJmkatO5A/NuwO125ra15W1/zvHYXYXe7JHkXhzR/Isl3d7bxQIcxl1SDw8by2U18dMrory2j0W5a2x6grW2tOTeVqjqorV1MU+MSiotnj+uxi1ySXI2RJFcHht+/mdbW++nsegpdN2pzbLYpNDZcSkPDJTgcNaPa36aBEDdsa+HtgDFS3FlTSvnR7CZqHdKKJY5Muq6TjMeNVoVwmFg4lGp9iJgJWDycei9qrIunYtKtE4nYoIvy1EX6oWZIAqaoMB51Lzpm4mQmTPt5z8/Boiiq2UKZnShnt2DaU62e2a2b6deZFtHcdRarDO8sjlx/6fXx9e2tdMaMWyIub6jkm0fVUTzK+8N9/o20tKymu/vP5vyiDkcdjY1foKH+M9hs5eN+7GIoSa7GSJKrAysW66Wt/WHa2tYSjXYCmZnCm5qWUFr6gRG3QMU1nbubu1ixu4u4ruOxWvj+zAYuklYsIcaNrmlZCVc0060s3aUsFiURjWS9jmZaVxJxtEScRDyBlohntcjEs1plcpe1RIJEKlbXCrQIHUIJjaKoZuubmexZLFitqVY9szUv06KnppdtWa1+VltmfWpbq91udN00Ww0dQxMne3bXTgcWq1XKRyHGyd5Ygm9ljWx8lMvBimObWFhWPOJ9aFqc7p5naGlZg9//T3O9x3MyTU2XUVV5lsxNdYBJcjVGklwdHJoWp6fnL7S03o/P94a5vqTkhNQog5/AYhlZl8GtgTDXb2tm44DRirVoSik/nt1InUP64QtxONJ1PaeLnZGAaWja0O53xvP4ff2pWa1i2V0R83VXVBRVEhkhDkO6rvNkt5dv7mhjbzyBCvxnUzU3z6jFNcI5OWOxvbS3P0xr2wNZlc02amrOo6nxMkpLT5zATyCGI8nVGElydfANDLxDS+v9qcnv0l0GK2io/ywNjZ/D6ajd5z4Sms49Ld38eFcnMV2n1KryvWMauLi2Qi5uhBBCCDEuuqNxvvFuK0/3+gA4tsjJT4+dygdKRzan1EBgGy0tq+nqetK85rHbK2lo+NyYRlYW40eSqzGS5GryiMX6UrU4v82qxbFQVXU2TY1L8HhO3meitD0Y4bqtzbw1EALg3ypKWD67aVxmQBdCCCHEkSndWrX03Vb6E0lsisJ102q4dlo19n0MpKPrSXp719Hcshqv9zVzvdFb5zJqas4d9QBfYuJIcjVGklxNPpqWoLf3eVpa1+D1/sNcX1w8h6bGJdTU/PuwXQYTms6qlm5+vLuTqKZTYlH57swGLpFWLCGEEEKMUm8swTfebeFPPUZr1QnFLu46bipzil3DbheP++noeJSW1t8QibQAWZXGTZfJhL+TlCRXYyTJ1eQ2MLA1Ncrgk2iaMb+VzVZBQ8OlNDZ8DoejuuC27wYjXL+tmTf9RivWR1OtWA3SiiWEEEKIEXiq28s33m1lbzyBVYGvTavl2mk12NTCSVEw+D4trWvo7Pw9yaRxDWK1ltHQ8FkaGz6H01l/oA5f7AdJrsZIkqtDQzzeT1v7I7S2/oZotANIT0x8Hk1NhW/8TOo6v2zp4Y5dHUQ1nWKLynePaeDSOmnFEkIIIUR+ffEEt77byhPdXgCOK3Jy13FTObEk/71Vuq7R1/cSLS2r2dv3d3N9UdFMmhovo7b2fCyW4Vu6xOQgydUYSXJ1aNG0BD29f6Gl5f9yJiY2hiy9nKrKj+UdsnRHMMLXtjXzRqoV6/TyElYc20SjtGIJIYQQIsszPT5ufreFnlgCiwLXTq3ha9Nr8t5blUgE6ej8Pa2t9xMKvZ9aq1BZeSZNjUsoL18olbmHGEmuxkiSq0OX37+JlpY1dHX/CV03Ju5zOuppbPwC9fUXY7N5cuKTus69LT38cFcHkVQr1u3H1PP5uilS8AkhhBBHuP54gm/taOOx1LxVs9xGa9W8PCMBhsMttLb+hvaOR0gkBgCwWIqpr7+IxoYv4HZPO6DHLsaPJFdjJMnVoS8a7aa17QHa2tYSj/cBoKou6uo+TVPjEoqKjs6Jfy8U4fqtLbzuDwLwr+XFLJ/dxFSXjNQjhBBCHIn+0uvj5u0tdMWMeav+a2o1N82oxZHVWqXrOv3eV2lpWU1v7zrAuLR2uabT1PhF6uouwGod+QTCYnKS5GqMJLk6fCSTUbq6/khL6/8RCGwz10+p+Feami6jouJfUBSjkEzqOv/b2sOy9zsIazpFFpVvHV3PF+unoEorlhBCCHFE8MUTfHtnOw93GpWzM90OVh47lQ96isyYZDJCV9cfaGldk3N9UVHxLzQ1LmHKlNPN6wtx6JPkaowkuTr86LqO1/sazS3/l1Oz5HYfTVPjEurqPoXFYjTxvx+K8rVtzbzmM1qxTisr5qfHSiuWEEIIcbh7Ya+fG7e30BGNowD/2VTF12fU4bIYiVIk2klb629pa3+IeNzoKmj0jPkUjY1fpLho5kE8ejFRJLkaI0muDm+h0B5a235De/ujJJMBAKzWUurrL6ap8Ys4nfVous6v23r5wXvtZivWd+ReLCGEEOKwNJBI8p2dbTzQYbRWHeVysPK4qXzIU4Su6/j9/6S5ZTU9Pc+i6wkAnM4G457uus8MuadbHF4kuRojSa6ODInEAB0dv6OldQ3hcDOQmsiv8ixjIj/PyewOx7g+qxXroxUlrJjdRL2MKCiEEEIcFv7eN8DXtjXTlmqturKxiluOqsOpJOjufpqWltX4BzaZ8WVlC2hqvIzKyjPzjkYsDj+SXI2RJFdHFl1P0rv3b7S0rKa//xVzfUnJCTQ1XU5l1Tn8b5uPZal5sUqtKt87poGLa2VeLCGEEOJQFUgk+d577dzfvheAaU47dx43lZPdEdraHqS1bS2xWDcAimKntubfaWpaQknJ8QfzsMVBIMnVGKV/gT09PXl/gaqqYrVmaipisVjBfSmKgs1m26/YeDxOoT/RRMUC2O32/YpNJBJomjYusTabzUxcJio2mUySTCZz3g8G36W9/Td09/wRTYumjruK+vpLCZR8im/sDvJWIALAovJilh1TR43dhtVqRU2NHpRvv9kORKymaSQSiYKxFosFi8UyaWJ1XScej49LbPb5OVGxMPy5LGVE/tjDoYzY31gpI8YWK2WElBGjjd3Xef+KN8jNO9tpiRp/0y81VHJdtZeettV0dz9lTudit1dRV3sJtbWfwW6fImVEykSf9/F4nO3bt1NcXEx9ff0+9zvRZYTf76eqqmqfyZW0Y+7DihUrcDqdQ9bPnDmTSy+91Fxevnx5wT/StGnTuOyyy8zllStXEgqF8sbW19dz5ZVXmst33303Xq/XXM5uJamqquKrX/2quXzvvffS09OTd78ej4frr7/eXF69ejXt7e15Y91uNzfffLO5/MADD7Bnz568sTabjVtvvdVcfuSRR9ixY0feWIDbb7/dfP3444+zZcuWgrFLly41C9GnnnqKjRs3Foy96aabKCoyRvB59tlneeONNwrGXnfddZSVlQGwbt061q9fnyfKjdV6PuefX47X+wTRWBe7d69E037G57qPpiR5IS/Xf4Dn+wO89Mo7fGTnJu745MdpbGwE4NVXX+X5558veAxLlixh+vTpAGzYsIGnn366YOwll1zCrFmzANi8eTNPPvlkwdgLL7yQ4483atO2bt3KY489VjD2/PPPZ968eQDs3LmTBx98sGDsOeecw4IFCwBobm5mzZo1BWMXLVrEaaedBkBHRwf33XdfwdjTTz+dM844A4Cenh7uueeegrELFy7krLPOAsDn87Fy5cqCsfPnz+e8884DIBQKsXz58oKxc+fOZfHixYBxAbBs2bKCsXPmzOGiiy4yl4eLPZBlhM/nyxsrZUTG+JcRhquuuorq6moAXnrpJV588cWCsVdccQUNDQ2AlBFSRkgZkXYwyoi4auHVGXN4u+EoAEoiQe44aoBpAz/k7dbXze0H/JW0tx9Lb+80dN0L/AqQMiJtIsoIXdf54Ac/iKZpbNmyxaxIKNRL6ECWEZFIpGB8NkmuJrnBtSzS0HjgJBJOqqsvY86cr9Hd/TTvbLkLVd1Ffe0O/pNl/Kt/Hv9r/w86XdWsO24+X+/ws7I6TpXdtu+dCyGEEOKAay+t4K+zP4jfZVS2LPBt4Iv2X+Jp24sXUBQrifhJvP12DQMDVQf1WI8Ug69t33zzTfN1cXExgUDgQB/SmEi3wAImS7fAUCjEO++8w9tvv51T62OxWDjmmGOYO3cuM2fOxGazHXHN+eMRO9rm/P7+DbS3/4ae3meBJAks/Nl6GY8lP04SlQqbhTtmNXHulJIjvjl/tLHS5Ue6/Iw2djKWEQf7vJcyQsoIKSMyss/PgWiMH+7q5NcdfehAtRrky9rPOEF/PRVbTkP9JTQ0fg6rpVLKCCb+vO/v7zevcfv6+sxYp9PJ8ccfz0knnURjY+OwxzsZuwVKclXAZBzQwufz8fbbb7Np0ya6urrM9Q6Hw/xHOHXqVPOkEBMnEumgte0B2toeJJHwspsZ/FK5lmamArC4uoz/mdVIhU0ah4UQQoiD6XVfkOu27uH9sJGUnqE/x+e4HzchiouPpanxMmpq/h2LZehtIGJ8BYNB3nnnHTZt2kRra6u53mq1Mnv2bE488USOOeaYnIqHyUIGtBijyZhcZevq6mLTpk1s3rwZv99vri8tLeWkk07ipJNOMvv4iomTTIbp7HyCltY1+IK7+D0X8Uc+haZYmGLVWHHsUXy8quxgH6YQQghxxIkkNX74fjO/au1HQ6Fc38sV3MM8NlJVeSZNTZdRVnaKjPo7wWKxGNu2bWPz5s3s3LnTbMVUFIUZM2Zw4oknctxxx+Ud42AykeRqjCZ7cpWmaRp79uxh06ZNbNmyhWg0ar5XW1vLiSeeyIknnjipP8PhQNd1+vtfoaVlNa/tbWYVV9OuNAFwXomXH594MhWOkoN8lEIIIcSRYX33e1y3vZ3mhPHd+6/6C1xmeYyZ9Z+gsfELuFxNB/kID2+aprF79242btzI1q1bc7qy1tXVcdJJJ3HCCSdQUnLoXBtJcjVGh0pylS0ej/Puu++yefNm3n333Zz+wjNmzOCkk046JGoGDnWh0G52tvyWn7UrPKWfg66oVNDHrZXvccEx5+ByNR7sQxRCCCEOO7qu07X3FZbt2MYj4XnoioUyvZ+vOh7n09MWUFv7KazWooN9mIe1dM+qTZs2MTAwYK4vKyvjpJNO4sQTT6Sq6tAcKESSqzE6FJOrbKFQiC1btrBp0yaam5vN9ek+rSeddBJHH330pOzTerhIJAZ45v2n+VZ7GR260UXzDP15rpvSzLFTP0dZ2QLpiiCEEEKMUbqL/l+bn+fO8Pm0Ksb9z/9m38b3j6nnqOqPoChyP/pEGRgY4O2332bjxo10dnaa69MDU8ydO5empqZD/ppHkqsxOtSTq2z9/f1s3ryZTZs20dvba653uVyccMIJ5mgsh/o/+skqmEhw+5Y3+O1eo8Vwit7DV7ibU4sTWTfROg7yUQohhBCHlnC4jba237Kn7TEeS57Fk3waTbFQrkb4n6PL+VTj7IN9iIetWCzG9u3b2bhxI++99555H5WqqsycOTNnNOvDxUFPrvr6+rjmmmv44x//iKqqXHDBBaxcuZLi4uKC20QiEW688UYeeughotEoZ599Nr/4xS+oqakxY6699lpefvll3n77bY477jjeeuutnH3s3r2bGTNmDNn3+vXrOfXUU0d8/IdTcpWm6zodHR1s2rSJt99+O2fegPLyck488UTmzp3LlClTDuJRHr5e6Q9w3db3aIkap9wi/Wku4beU2Nw01H+WxsbP43DU7GMvQgghxJFL13W83tdpaV1NT89z7GYqv+QampXpAHyysohls2cwxS49c8Zb+j6q9H3+2fdRNTY2mvdRud3ug3iUE+egJ1fnnHMOHR0d/PKXvyQej3P55ZfzoQ99iLVr1xbc5qqrruJPf/oTq1evxuPxcPXVV6OqKi+//LIZc+211zJ79mxee+01Nm3aVDC5ev75580ZpgGmTJkyquz5cEyusiWTSXbt2sXmzZvZsmVLzlj/R8IJcrAEE0m+9147a9r3AlBDD1/RV3IsW1EUK9XV59DUuASP5wMH+UiFEEKIySOZjNLV9QdaWtcQCGwlgYU/8GmeUC4iicWcZ/Lfq8sO9qEedrq7u837qLJHqE7fR3XSSSdRWVl5EI/wwDioydXWrVuZM2cOr7/+OvPnzwfgmWee4dxzz6W1tZX6+voh2/h8Pqqqqli7di0XXnghANu2beO4447L2+r0ne98hyeeeKJgcvXPf/6TefPmjfiYo9Fozkh7fr+fpqamwza5yjZc0+6sWbPMpl25P2v8/L1vgK9ta6YtGkdB55P2N1gc/Ql2jFqg0tK5NDVeRnX1x1FV+z72JoQQQhyeIpEO2toeoK39YeJxY6LZVmUm91m/wY5EOQDnVXn44axGquyHTxe0gy0QCJi3lHR0dJjr03Orzp07l6lTpx5Rt5SMNLmakKvl9evXU1ZWZiZWAIsWLUJVVV577TU+9alPDdlmw4YNxONxFi1aZK479thjmTp16qi79AF88pOfJBKJMGvWLL7+9a/zyU9+ctj4ZcuW8d3vfndUP+NwYbfbzSHbB9+UuG3bNrZt24bT6eSEE05g7ty5cn/WOPjXihL+uuBYvrOzjbUdfTwZ+xCbnA9yo/sZKvrX4Pdv5J0tX2PHzmU0NlxKQ8Ml2O2Hf62QEEIIoes6Pv+btLSspqfnWXQ9CYDN3shfi2/iPm8T8QSUWy0sm9XI+dVlcl0yDuLxONu2bWPTpk0581Gl76M66aSTmDVr1mF1H9VEmJDkqrOzc8gEtlarlYqKipxRRAZvY7fbKSsry1lfU1NTcJt8iouLWbFiBaeddhqqqvK73/2OxYsX88QTTwybYC1dupQbbrjBXE63XB1pSkpKWLhwIQsXLhwynOYbb7zBG2+8QUVFBXPnzuWkk06ivLz8YB/yIavUauEnx07l3KoybtrWwq5onGujH+crDRdyseUZejt+SyzWzfu77mT3nl9QU/3vNDVdRknJnIN96EIIIcS407QoXV1/oqV1DQMDb5vry8pOIVb5Jb7T3cTG/jAAH68s5Uezmqh2yIX+WKTnS924ceOQ+6gaGhrM20SKimQI+5EaVXJ1yy23cMcddwwbs3Xr1jEd0FhVVlbmJEkf+tCHaG9v58c//vGwyZXD4cDhkBHbstXU1PCxj32MM888k127dpkTwfX19fHXv/6Vv/71r0ydOpW5c+cyZ84cXC7XwT7kQ9KiKaX8bcFsbtvRxmNd/axqC/CCexErT/wCdeG/0dKyGv/AJjo6f0dH5+8oK1tAU+MSKisXoarSVVMIIcShLRrtpq1tLa1ta4nHjXuSVdVBbc351DV8gd/2T+FH73cS08N4rBZ+MLOBC2rKpbVqDHp6eti4cSObN2/G5/OZ64+0+6gmwqiuzG688UYuu+yyYWOOOuooamtr6e7uzlmfSCTo6+ujtrY273a1tbXEYjG8Xm9O61VXV1fBbUbqlFNO4bnnnhvTPo5kqqpy9NFHc/TRRxONRtm2bRsbN27k/fffp7m5mebmZv785z8ze/Zs5s6dyzHHHIPFYjnYh31IKbNZ+fmcaXyiqoybtrfwbijCJ/65i2unLuD6D36CSGAjzS2r6el5Bq/3H3i9/8DpqKex8QvU11+MzeY52B9BCCGEGBWf7y1aWtfQ3f1ndD0BgMNRS2PD56mvv5jmhJvPbW1mg9+452fRlFKWz26iVlqr9ksgEDBv/Sh0H1VTUxOqKnOCjcWokquqqqoRzaq8cOFCvF4vGzZs4OSTTwbghRdeQNM0TjnllLzbnHzyydhsNtatW8cFF1wAwPbt22lubmbhwoWjOcwh3nrrLerq6sa0D2FwOBzMnTuXuXPn4vP52Lx5Mxs3bqSnp4ctW7awZcsW3G43J554IieddBL19fVSszQKH6/y8CFPEbfuaOXJbi8/3dPFX/b6uOu44zjxhLuybux9iEi0nZ3v3cH7u+6irnYxjY1foLhY5vQQQggxeWlajO7uZ2hpXYPf/5a53uOZT1PTEqoqP4auWLm3pYcf7tpORNMpsah8f2YDF9dWyDXFKMXjcXPQssH3UR1zzDHMnTtX7qMaZxM6FHtXVxerVq0yh2KfP3++ORR7W1sbZ555Jvfffz8LFiwAjKHY//znP7N69WpKS0u55pprAHjllVfM/e7cuZNAIMCqVav461//ysMPPwzAnDlzsNvtrFmzBrvdzgc+YAxl/fvf/55vfetb3HfffVx++eUjPv7DfSj28aTrOp2dnWbzcjAYNN+rrKw078/yeKR1ZTT+0O3llndb6IsnsSpww/Rarplag01VSCYjxpC0LasJBLeb25SVnUJj4xeoqlyEqkpBKYQQYnKIRrtpa3+ItrYHicWM3k2KYqe25hM0Ni2htOQEAN4PRbl+WzP/8BnXEh+tKGHF7CbqnTJy7khpmkZzc7N5H1X2aNj19fXMnTtX7qPaDwd9nqu+vj6uvvrqnEmE77rrLnMS4fSQ6X/9618544wzgMwkwg8++GDOJMLZ3QLPOOMMXnzxxSE/b9euXUyfPp01a9Zwxx13sGfPHqxWK8ceeyw333yzObz7SElytX+SySTvvfcem/5/e3ceH0ld54//VdX3ke5O37nPyTXJ3NweCMghKgp4ICrouiwICooIHoiuqyDsV0V/67G6yCqXgngg6HKjHMIMcyaZZDIzyeTsTt/3XZ/fH9VdSU+SOcjVSd7Px6Mf3amq9FQmlep61efzeX/27kVfXx+y2ay0rqGhARs2bEBHRweNbztBnnQGt/aP4imv2B96g16De9tr0a4Xx7cxxhAI/hOjow/A631GqqikUjpQVXUFKis/CpXq+K3NhBBCyEJjjCEUehMjo7/OV/0TrwmUSjuqq65EVdVHpUq4AmP4n1Evvnt4HAmBQS/j8c3mKlxZQa1VJ8rj8UiFyKaPozIajdI4qhPpgUZmt+zhaqWjcDV/yWQSvb292LNnD44cOSItl8vlaG9vx8aNG9HQ0EDjs46DMYbH3QF8bWAMwWwOCo7DzfUO3FDrgJyf+sBJJscxNvZwfi4QcUAwxylgt1+I6upPwGjYQh9QhBBCFl0uF4fL9SeMjj2AaLRPWm40bkV11cdnzOE4GE/hC33D+Ge+teod5Xp8v60W1dRadVyxWEwaRzU+Pi4tV6lU6OjokOajonFU80fhap4oXC2sQCAgjc/y+XzScr1ej66uLmzcuHHehUtWO3cqgy8fGMH/ecXZ0TeUaXBv21QrVoEgpPL92X+DcHiXtFyv70BN9SfgcLwPMhlVdiSEELKw4vFBjI49iImJx5DNRgAAPK+G0/F+VFd/YsZUIgJjuG/Mi+8cElurdDIedzRV4hOVFroZeAyZTAYHDhyQxlEJggAA4DhOmo+qtbWVxlEtMApX80ThanEwxjA2NoY9e/agu7sbiURCWudwOLBhwwZ0dXXR//kcGGP4vTuAr+dbsZQch5vrnbi+1l7UilUQDu/D6NgDcLufgCCIfa7lciMqKy5HVdWV0GrrlvpHIIQQsoowloPX9yJGR38Dv/8f0nKNphbVVZ9ARcVls1a0PZIQx1a9FhRbq95m0uP7bTWo1dCwgdkUxlHt3bsXPT09M8ZRFeajKgy/IQuPwtU8UbhafNlsFgcPHsSePXtw4MAB5HLieCGO49DY2IiNGzeira0NSiV1CziaO5XBLf0jeNontmJtLBPHYrXpZm+RymQCGB9/FKNjDyKZHM0v5WCxvBPV1Z+AxfwOcBx1GSCEEHJixM+V32F07KGizxWr5V2orv44zOa3z/q5IjCG+8e8+I/DE4jnBGhlPL7RVIlPVlrAU2vVDF6vVxpHFQwGpeUGgwEbNmzAxo0baRzVEqFwNU8UrpZWPB5HT08P9u7di5GREWm5UqmUxmfV19dTn+FpGGN41B3A7QNjCOVbsb7U4MRna2ZvxRK/Jwef7yWMjP56ljuMH0dFxeU0ZxYhhJA5hcN7MTr6ANyTT0AQ0gAAudyEysoPobrqY9Boauf83iOJFL7YN4JXglEAwJkmPX7QVoM6aq0qUhhHtXfvXoyNjUnLlUol1q9fjw0bNqCuro6uiZYYhat5onC1fHw+H/bu3Ys9e/bMepdmw4YNsNvty7eDJcaVyuBL/SN4Nt+KtalMi3vba9GqUx/z+47VN76q+kqpLC4hhJC1LZdLYXLyKYyO/Qbh8B5peVnZelRXfRIOx3shk839mSMwhl+P+/Dvh8YRzwnQ8Dy+3lSBT1VZqbUq71jjqJqbm7Fhwwa0tbXROKplROFqnihcLT/GGEZGRqTxWdP7F1dUVEjjs6h/sfh/9TtXALcfHEU4K0DJcbilwYnrjtGKVSBVdRr9TdGcWYayDaiq+hgcjoshk2kX+0cghBBSYuLxQYyNPYzxid8jmw0CEOemctjfg+rqj8Ng2HTcwhMjyTS+2DeMfwTE1qrTjTr8sL0W9dRaBUEQpOuco8dRVVRUSPNR0XVOaaBwNU8UrkrLse7oNDU1SXd01vr4rIlUGl/qG8VzfrEVa3O+FavlOK1YgBjQgqEdGBt7EJOTfwNjGQCAXF4Gp/ODqKq8Anp9y6LuPyGEkOUlCGl4vM9ibOwhBAKvSctVqgpUVV2BqsqPSHNTHQtjDA9M+PDNg+OI5QRoeA5fa6rEp6m16rjjqKiHTmmicDVPFK5K17H6ItP4LPED7bcuP75xcAzhrAAVz+GWeieuq7VDdoIfaOm0FxMTv8fY2CNIJIel5SbjKaiqugI224WQyeiuIyGErBaJxAjGxn+L8fHfSXMlFgpUVFV9DBbLO8BxJzYv5WgyjZv7RvBSQOxyfqpRhx+21aJRu3Y/N2KxGHp6erBnz54Z1y6F+ahoHFVpo3A1TxSuVoa57v6UlZVJ82c5HI7l28FlNJESP9ye94sfblsMWtzbVot1J9CKVcCYAL//FYyNPwyv91kwJlZ0VCjKUVFxGaoqPwqttmFR9p8QQsjiEoQsfL4XMTb+EHy+vwMQLwmVSjsqKz+MqsqPQK2uPOH3Y4zhoQk/7jg4hmhOgJrn8JXGCnym2nbCN/dWk0Kvm71792JgYGBGr5uNGzeitbV1zfe6WSkoXM0ThauVhTFWNP9DMpmU1q3l+bMYY3jE5cc3BsYQyYmtWF9uqMC1NSf/QZdKuTE+/juMjT+CVMolLTeXn4Wqqo/Baj0XPE8DbQkhpNQlUy6Mj/8O4+O/Pep8/rb8+fyckz6fjyfTuLl/BC/kb+htM2jxw/ZaNGtP/IbeanCs6xEaL76yUbiaJwpXK1c2m5XuFB04cKDoTlFDQwM2bNiA9vZ2qFRrp3vC0R96Ww1a/PAkW7EKBCELn/8ljI09BJ/vJUzd6bTl73R+9KTudBJCCFl8Yk+Ef2Bs7GF4fc9P64lgRmXF5ais/Ai02vq38L4MD7v8uGPaTbxbGyrwb2/hJt5K5vP5sGfPHhpHtYpRuJonClerw1zzZykUCrS1tWHjxo1oaGiATHZi/chXssX4AEwkRjE+/luMT/wO6bQ3v5SDxfIOVFZ8OH/3k7o7EELIckkmxzEx8XuMTzw2bbJfwGQ6DVWVH4XdfgF4/q3dbBxOpHBL/6g0tuqtdD9fyeLxuDQGfHR06v+2MI5qw4YNa3oM+GpD4WqeKFytPn6/Xxqf5ff7peV6vR6dnZ3YuHEjnE7nccvKrnRjyTS+tMBdNwQhM6261KvScoXCjIqKS1FZ8WHodE3z3ndCCCHHJwhpeL0vYHzit/D5/gFA7MEhlxtQ4bwUVVVXQKdrfuvvzxjuH/PiPw5PIJ4fW3VLQwX+rdp23Ok/VrpC75g9e/bQOKo1hsLVPFG4Wr0YYxgdHcXevXvR3d2NRCIhrbPZbNi4cSO6urpgNBqXcS8X19GDjlU8hy/Vn9i8WMcTjw9hfOIxTEz8Hun0pLTcaNyKysoPw2F/D82bRQghiyAWO4Txid9hYuIP0yr+FVqpPgKb7YJjTvZ7Ig7HU/hi3zD+GYoBAE4z6vD9tho0reKxVdPn3Tx6HJXT6ZTmoyorK1vGvSSLjcLVPBX+Az0ez6z/gTzPQy6XS1+n0+k534vjuKIZtU9m20wmAyErgJPNvOCdbdu5fp0nsy2AojsuJ7NtNpuV7uLMd1uFQiG1Ii3Wtul0GgcOHEB3dzcGBgaQy+Wk7erq6rBx40Z0dHRArVYjl8sVrT+aXC6Xmv5LYVtBEJDNZufcViaTYSKTwy3TWrE6dWr857pKdBzVpUMmk0ldJ0/kfWUyGQQhC6/3BYyN/w5+/0sAcvn1OthsF8PpuAxG4ybp74gxhkwmc9z3PZFtp/99Lta2wLH/lpfyHLEQf/d0jph92+P9zZ3MtivxHHGyf/eLuS2dI2Y/R+RycXi9/weX+zGEwzul5UqlDRUVl8Nu+wDU6toTet9j/S0LAH7lCuJ7gxNICgxansdt9XZ80lk+67xVq+Ec4fP50N3djZ6enhnjqAoViS0WC50jFmFbnuORGgwhtt0FRbMB6g2zz622lOeIcDgMm81G4eqtKoSr2267DWr1zLsx69atw8c+9jHp6+9+97tz/pLq6upw9dVXS1/fc889iMfjs25bWVmJf/3Xf5W+/uEPf4gzJxuRRQ4H5BMY4b0QOPFXZrPZ8NnPflba9ic/+Qk8Hs+s72s0GnHTTTdJX//iF7/A+Pj4rNtqtVrccsst0tf3338/jhw5Muu2CoUCX/3qV6WvH3roIQwMDMy6LQDccccd0utHH30Uvb29c277la98RTqJ/vGPf8SePXvm3PZLX/oSdDodAODJJ5/Ejh075tz2xhtvhMlkAgA8/fTTeO01cZLEuf4U5HI5WltbwfM89u3bN2e3wc985jOoqqoCALzyyit49tln59yHq666CvX19QCAN954A3/961/n3PaKK65AS4s4ee/u3bvxpz/9ac5tL7/8cqxfvx4A0NPTg8cee2zObS+55BJs2rQJjDH8aPd+fN8TRUqhBC8I2DwygK3DByBj4gfRRRddhFNPPRUAMDQ0hP/93/+d833PO+88nHXWWQCAsbEx/PKXv4RCEYfDcQgO50FoNJFpW1ejZd2n4HR+AIFAGj/96U/nfN8zzjgD559/PgAgGAzi3nvvnXPbbdu24eKLLwYgzi3yn//5n3Nuu3HjRnzgAx8AIF6w3HnnnXNu29HRgQ996EPS19/61rfm3HYpzxGhUGjWbekcMWUhzhGzue6666RB6i+++CJeeumlObddqecIADhw4AAefvjhObed7zliLu985ztx9tlnAwAmJyfpHJF3zz13g+dH4HAOwGYbglwufh9jHOLxJpxx+i2wWM4Gz8sX5Bzh15bh7+3bMKETLyjfXq7HKbteQWJ4aNb3XcnniHA4jEcffbRonPbRPv/5z8NsNgOgc8RCnyO0TIkL694Oq0eFnF9sIXTxQTyp2jnr9kt5jkgmk7jrrruOG67kc64hJUGTU6BSKAcA1KatSCCNg3IXDsgmlnnPVp/poakQtEwmE4LBIHp6emasO/p7ViqO43CRTo7xvz6PvzdvwKCtEm/WteKwtQJnH9gNZyQw738jk9FidLQLo6OdMBrdcDgOwmI9AplsFAcGvo2Bg9+DwfBOmEwMwaATAA3+JYSQo6XTPrjdT6Ct/TFotVPd/hKJMrhdzZicbILV2gyb7bwF+fdyHIfd1euwo64FAi9DmYzHt5qrcEWFGb/c/gISx3+LFYExhn379qG/vx9DQ0PHbOEHQAUqFhjPONQKVrRkK1AlWMD3M+SQBKeSgTVr8cbBuW+GlSJquZpDKXULzHjiSO70ILnbCyE6dVdLXq2D/pQKaDfawKvl1OVnEbr8yOVyTExMSOOzYrGYtM5sNmP9+vVYv349zGbzqmnOf9Ibxu2HJ+DN5MAB+JdKM25rqIBeqZjX+x4tmw3D630KE65HEY1O3XlUKh2w298Hh/0D0GqnimCs1S4/x9uWugVSt8CV2OWHugWe+LaCkEYg8HdMev4En+9FMJbNf78KFsv5cDouh9G4DRwn/l4X6u++O5rALQcn0BMTWw/OLdfjnrZaVKqVx31foPTPEdlsFocOHUJPT8+MYQHV1dXo6OhAe3u71OI91/vSOeKt/91nJ+NI7PQguccLFpv6XmW9AbpTnNB0WQE5VzLnCOoWOE+lWNCC5RiSB/yIbXcj2ecHBPFXxyl4aDqt0J3igLLBuCpaU0pRLpfDoUOHsHfvXvT19RX9sVdWVqKrq2vVDGj1Z7L4xsAYHnOLrVZ1aiX+X1sN3la+OD9bONKNifHH4HI/gWw2KC03lG2As+JSOB3vhUJRvij/NiGElBrGGCKRbky4fg+3+y/IZKZ6EJSVdaGi4jI4He+HQrHwhZdSgoAfDLnx42E3cgwol8vwH+uqcKmjfMVfXwiCIE3w29vbW1SYwmq1oqurC11dXVKXP7LwhGQW8b0exHe4kR6eGibAlymg2+qAdqsDCltpFr2ighbzVIrharpcJI34rknEdriQnZxqmJdZ1NLBKTeunUlyl1oqlUJfXx/27duHQ4cOSXfkOI5DfX09urq60N7eDo1Gs8x7Oj/P+sL4cv8IxlPi3Z1PVFpwe1MlDPLFmRdMEFLwel/EhOvxoju0HKeA1XoOKpyXwmJ5J3hecZx3IoSQlSeVmoTL9UdMuB5HLDY17kiptKPC+QE4Ky6FXrdu0f79naEYbuobwYG4GDreazPizpZq2JQr+5zrcrmwb98+7Nu3D+FwWFpeVlaGzs5ObNiwYU1MxbJcGGNIHwkjtt2NxF4PWCbfgsgD6jYLdNscULeaZy3eVkooXM1TqYerAsYY0iMRxHe4Ed/jAUvlm3o5QN1SDu02BzTtFnBy6h+8WKLRKHp7e7Fv376iAbAymQzr1q1DV1cXWlpairperCSRbA7/cWgc/zsu9u+vUClwd0s13m1d3FL16bQXLvcTcE38AZHo1Jg3hcIMp+P9qKi4FHp9B30YEkJWtFwuCY/3GbgmHofP/zIKc1LxvAo267tRUXEpysvPAs8v3jD5eE7A3YMT+O8RDwQAVoUcd7VU471206L9m4stGAxKgWpycmpaEJVKhfb2dprgdwnkImnE3nQjvsONrHeqIUBu00C3zQntFjtkZStnPjAKV/O0UsLVdEI6h8Q+L2I7XEgPTt2Z4bVyaDfboTvFCYVzZt9hsnACgYA0W/v0ikuFk3lXVxfq6+ulPr8ryauBKG7uH8ZgQhwXcJmjHP/eXAWLcvHr4kSj/ZiY+D1c7j8hnfZKy/W6VjgrPgiH431Qq5yLvh+EELIQGMshEHwDbtefMen5K7LZqe5RRuNWVDgvhcNxMeTyxe9m/pI/glv6RzCcFM/tlzvK8e/rqmBWrLyaZ/F4HL29vdi7dy+Gh4el5avlZudKwHIMyX4/YjvcSPb5CvcKwCl5aLps4hCWOsOKvDFK4WqeVmK4mi7jTSC+w43YTjeE8NQgWUW1HrptDmg32sFrVt6Jc6VgjMHtdmPfvn3o7u4uKoOr0+nQ2dmJrq4uVFVVragTTDwn4J7BCfw8f3fTopDjO+uqcIndtCQ/hyBk4ff/AxOux+HxPAvGCsc2B5PpVDgd74fdfiEUCtOi7wshhJwMxhgi0R64XX+Ge/JJpFIuaZ1aVQlnxQdR4fwgtNqGJdkfXzqLbx4aw6MucTxXlUqBu5agV8JCS6fT6O/vl+arnF60otBNv6OjY8V30y914nWnC7E3JyFEpq47lbVl0G1zQrPRCl61sq87KVzN00oPVwUsx5AcCCC+w4XEfj+Qy/+65Ty0nRZotzmhajSC41fOBf5KIwgCRkZGsG/fPvT09CCRmGoaLy8vlwbQ2my2ZdzLk7MzHMMX+kbQn68i9W6LAXe2VKNavXTN+5lMCO7JJ+F2/RnB0HZpOccpYLG8E07H+2G1ngOZjD5QCSHLJx4/Arf7z3C5n0A8fkhaLpcbYLddCKfzEphMp0rV/hYbYwyPuwO4/eAY/IWqsNVWsSrsIo2nXWiZTAYHDx5Ed3c3Dhw4UFT1zeFwYMOGDejs7ITRuLKC4kojpHNIdHsR235UjymdHNrNDuhOcUDhWD09pihczdNqCVfT5aJpxHd5xCIY7qkJSmXmQhEMO+SmmRMmk4VTqDi4b98+9PX1FX0gOJ1OdHV1Yf369dIEpqUsLQi494gbPzoyiQxj0Mp4fKWhAp+utkK2xK1xyeQ43O4n4HI/gWh0v7RcJtPBZns3nI73L/qYBUIIKUilvZh0/wUu9xMIh3dLy3leBav1XDgd78sX51nawlPDiRRuPTCKF/xiN8Q2nRr/r7UGW42lfwGcy+Vw+PBhdHd3o6+vD6lUSlpXXl6Ozs5OdHZ2wuFwLONern6MMWTGoohtdyG+e7ax/k5o2s2rcqw/hat5Wo3hqoAxhsxoFLEdM/8wVOvKodvmgKaDimAstkJXhn379uHgwYNFXRmqq6vR2dmJjo6Okj/++mNJfLl/BK+HxDnANpVp8Z+t1egsW55SqtHoASloJZNTBUYUCjMc9ovhcLwXRuOWJbtLTAhZGzKZEDyeZ+Ce/Av8/lcgDTYBD7P5LDgd74PNdv6SjKM6Wo4x/HLUg7sOu5AQBKh4Dl+oc+CztXYoS7iggyAIOHLkCLq7u9Hb21vU88NgMGD9+vXo7OxEZWXliupivxIJ8QxiuyYR3+5GxjU156esXCUWp9jqgNy0uqtUU7iap9UcrqYT0jkkenyIb3chdXhqXBCvlUO7yQ7tNgeUlfpl3MO1oTAId9++fThy5EjRurq6Oqxfvx4dHR3Q60vzdyEwhgcnfPj2oXGEswJkHHBtjR031zuhlS3PBzdjDOHwLrjcf4bb/SQyGb+0TqVywma7AA77eyhoEULeskKgmvQ8Bb//FWn6CAAwGDbmx4FeDJVq+bp990QTuLlvBLsjYo+V0406/GdbDZq1pdlThTGGsbExdHd3o6enB5HIVLEPnU6Hjo4OdHZ2oqamhir9LTImMKQOBRHb7kKixzdtaAkHzXpxflVVo2nNDC2hcDVPayVcTZf1JcSSmW+6kQtNK4JRVSiCYQOvpQo7iy0cDqO3txc9PT1Fpd0Lc2itX79+zlnjl5s7lcHXB8bwhCcIAKhVK3F3azXONi/v35AgZBEIvAqX+8/weJ5BLheV1qmUDtjsF8Bhv5iCFiHkuI4VqHS6Fjjs74HD8T5otfXLt5MAEjkBPxhy4Scjk8gywCDn8Y2mKnyswgy+xFp5CkWguru70d3djWAwKK1Tq9Vob29HZ2fniq22u9Jkg0mxKNoON3LBqe6XigoddKc4od20Nq8HKVzN01oMVwVMYEgNBBDb4Uaid5Y7FdscUDWtnTsVyykYDKK3txfd3d0YHx+XlnMch8bGRnR2dqKtra3kqiA97Q3hKwdGMZaffPhyRzm+2VwF6xKUbT8eQUjB738F7skn4fE8O2vQstvfA5NxKwUtQgiAowPVq2BsarxsIVDZ7e+BTte0jHs55eWAWF69MHXGxTYjvruuGg5VaV0Qe71eKVB5vVPTbCgUCrS1taGzsxNNTU2Qy5f/s2O1Y1kBiV4fYjvcSA0EgPylH6eWQbtJnM5HWVWavWeWCoWreVrL4Wq6XCyD+K5JxHe4kHFNK4JhUkG71QHdNgfk5aXZtWC18fv96OnpQU9PD1yuqRK+PM+jubkZ69evR2trK9Tq0vh9RLM5fG9wAr8c9YIBKJfL8M3mKnzYWV4yfeOngtZT8HqfLZprRqm0w26/ADbr+TCZTgHPl9ZFCSFkcaVSHni8z8DreQb+wGslH6gAsbz6tw+N4xGX2A26QqXAneuqcaGtdKrmeTweqXfG9Ml9ZTIZWlpa0NnZiXXr1kGpXDmTy65kGVdMLE6xaxJCfKoVVtVohPYUJ7SdFnAKai0EKFzNG4WrYlJ1mB1uxHdPgiWnFcFoMolFMNZbwSnoTv9S8Hq96OnpQXd3d9FkxYWJEtevX4+WlhaoVMs/uHRnOIZb+kfQExXLtr/NpMc9rTVo0C7/vk0nBq1XMTn5FDzeZ4qCllxuhNX6Ltis74bZ/HbI5aXXJZMQMn/x+CA8nqfh8TyDUHg3pNv3KN1ABYjjXh+Z8OPbh8YRyIrl1T9ZacHXmypRVgLl1ScnJ6VANf0zi+d5NDY2oqurq6RuDq52QjKL+F4P4tvdSI9MfdbxBiV0Wx3QbXVAbi2tHjGlgMLVPFG4mhvLiEUwYjvcSB0MSss5tRzazTbotlHT8VKanJyUBv76fD5puVwuR0tLC9rb25c9aGUEhp+PTOL/DbmQEBjUPIcb85WqVCU4IFkQ0vD7XxEvsrzPFhXD4HklzOVvg832blit50CptC7jnhJC5oMxAeHIPng8z8DjeQbx+MGi9QbDRtis74bNdn7JBaqC/dEEbjswKlVsXa9X4+6W5S2vzhgrClTTu/zxPI+mpiZ0dHSUZLf21YoxhvSRMGLb3Ujs9YBl8tUseQ7qdjN0pzihXlcOTlYaPUtKEYWreaJwdWKy/qRYBGOHG7nQUYMetzmg2WSHTEfdqZbC9AHBPT09CAQC0jqZTIbm5ma0t7ejtbV12T7MjiRS+HL/KF4KiHfKmjQq3NVSjbebl7408YliLIdQaFc+aD2DRGJ42loORuNW2Gzvhs16LrTahmXbT0LIiRGEFAKBN+DxPguv91mkUlPdrDlOjvLyM2CzvhtW27lQq5zLuKfHFsvl8IMhN36WL1ihlfH4cr0Tn6m2Qb4MY6ILn0G9vb3o7e0tClQymUwKVMv5GbQW5SJpxHeKxSmynqlS9nKbRiyhvsUOWRl1wTwRJRGu/H4/Pve5z+GJJ54Az/O47LLLcO+99x6znHQymcTNN9+MRx55BKlUChdccAF+8pOfSJPC7dmzB3fddRdefvlleL1e1NfX49prr8WNN95Y9D4vvvgivvjFL6Knpwc1NTX4+te/jquvvvqE953C1cmZs1ynjINmvQW6bU6omqkIxlJhjGF8fBz79+9Hb28v/P7pLS88GhoapLuGS111kDGGP04GccfBMUymxf7dH7Sb8M3mqpIbbH00xhhisQPweJ+Fx/MMIpF9Res1mjpYLGfDankXTKZTIZOVVtdHQtaqZHICPt+L8PpeRCDwKnK5aWOIZTpYLO+EzfpuWCxnQ6Eo/c/8p70hfHVgFKNJcRzYxTYj/r25ClXqpb1IZozB5XJJgWp674lCoCq18cBrAcsxJA/4EdvuRrLPDwjiNRmn4KHZYIPuFAeUdYaSGf+8UpREuLroooswMTGBn//858hkMvjUpz6FU045BQ899NCc33PdddfhySefxP333w+j0YgbbrgBPM/jlVdeAQDcd9992LNnDy699FLU1NTg1VdfxTXXXIO7774bN9xwAwBgcHAQnZ2duPbaa/GZz3wGzz33HG666SY8+eSTuOCCC05o3ylcvXVCPIP4bg9i213ITEybaM6ognarXezLa6G7VkulcDexELSm93fnOA51dXVS0FrKYz2czeF7hyfwqzEvBAB6GY/bGitwdaV1We66vhXJ5Dg83ufg9TyDQPCNogHvPK+B2XwWLJZ3wmo5G2p15TLuKSFriyBkEQ7vhtf3Any+FxGN9hWtVyrt4jhK2/kwl58Bnl8ZN0LGkmncPjCGp7zivJTVagW+u64a51uXrmBFYR6qvr6+GTfvCr0kCuN+KVAtraw3gdgON2I73RDCU1PqKGvLoNvmhGajFbyKKi++Vcservbv34+Ojg5s374d27ZtAwD87W9/w3ve8x6Mjo6isnLmhUYoFILNZsNDDz2Eyy+/HADQ19eH9vZ2vPbaazj99NNn/beuv/567N+/H88//zwA4NZbb8WTTz6J7u5uaZuPfvSjCAaD+Nvf/nZC+0/hamGkx6KI7XAhvtsDlphWhabJKP6hUxWaJef1eqW7jNOrDgJATU0NOjo60N7eDpPJtCT7szcSx639o9iVn+CyS6/B91qqsWUZxwu8FdlsFIHAq/B6X4DP9xJSaXfRer2uFRbL2bBYzobRuJmqDxKywNJpL3y+f8DnexE+/z+QzYamreVgNGyCxfouWC1nQ6/vWFF37TMCwy9HPbhnyIV4ToA8P1H7F+od0C3BvE+5XA5HjhxBX18f+vr6EA6HpXVyuRzNzc3o6OigQLUMhHQOiW4vYtvdSA9OHfO8Tg7tZgd0pzigcKysz9NStezh6r777sPNN99cNO4jm81CrVbj0UcfxQc/+MEZ3/P888/j3HPPRSAQKLqwq6urw0033YQvfOELs/5bH//4x5FMJvHYY48BAN7xjndgy5Yt+OEPfyht86tf/Qo33XQTQqHQrO+RSqWQSk2NGQqHw6ipqaFwtUBYRkCi1ztVBGP6/AkbbdCd4oSiSr+iPuxWA7/fj/3792P//v0YHR0tWldZWSkFLYvFsqj7kWMMD4778J3DEwjlK119vNKCrzZWoFyx8u6yMcYQje6X7pqHQrsBCNJ6mUyHctNpMJvPgtn8Nmi1TXTsE3KScrkkgsHt8Adeht//CqLR/UXr5XITLJZ3wGo5G2bz26FUmpdpT+dneyiGW/tH0BsTK66eZtThrpZqtOsXtwdIJpPBoUOHsH//fhw4cACJxNR4HYVCgXXr1pVEwaS16JgVnNeVQ3eKA5p2Czh56RWMWslONFwt2lWLy+WC3W4v/sfkcpjN5hl3y6d/j1KpnHHH3OFwzPk9r776Kn7729/iySefLHqfwhit6e8RDoeRSCRmHUh555134lvf+taJ/GjkLeAUPLQb7dButCMbSCL+5tTM37HXXYi97oLCqYV2mxPazVQEY6mYzWacddZZOOussxAKhaRuHkeOHMH4+DjGx8fx7LPPwmq1oq2tDa2traiqqgK/wBX+ZByHT1ZZcZHNiG8fGsfvXAH8ZtyHJz1B3N5UiY84zeBXUPjgOA5lZR0oK+tAQ/31yGQC8Pn+Aa/vBfj9/0AmE4DX9zy8PrG1XaVywlx+Jszmt6HcfBZUVIGQkBkYExCJ9sLvfwV+/8sIhXZAENJF2+j17bDmW4gNhk3g+ZV3c6ZgMpXBtw+P41GXeJO6XC7D7c2V+Oging8TiQQGBgawf/9+HDx4EJnMVFdnjUaD1tZWtLe3o7GxEQoFfU4vNSEuzj0a2+EuHnZRrhKLU2x1QG6ioLvcTvqsc9ttt+F73/veMbfZv3//MdcvlO7ublxyySW44447cP7558/rvb7yla/gi1/8ovR1oeWKLDx5uRqG8+pQdk4tUoeDiO1wI9HtRcYVR+gvhxH66yA0HRZotznEsqArZPzNSmc0GnHaaafhtNNOQzQalYLW0NAQvF4vXn75Zbz88svQ6/VobW1Fa2srGhoaFvQD1qZU4EftdbiiwoLbDoyiP5bEF/pG8MiEH3e2VKNjke/ULhaFohxO5/vhdL6/6AIx4H8FwdB2pFIuTLgex4TrcQCAXt8Gc/lZKC8/AybTNsjlpVtNkZDFwhhDIjGEQOCfCAT+CX/g1aJpEYDCjYmz8jcmzlwVNyYyAsOvxjy4Z9CFSE4AB+BjFWZ8tbESFuXCh8VIJIL+/n7s378fg4ODEISpVnaDwYD29na0tbWhtrYWsiXogkiKMYEhNRBA7E13ccEwOQfNeit0pzigaqSCYaXkpP9Kb7755uNW3WtsbITT6SyaeRsQuwX6/X44nbOXNnU6nUin0wgGg0WtV263e8b39Pb24txzz8U111yDr3/96zPex+0uHu/gdrthMBjmLP+pUqmoWXuJcTwHdXM51M3l4t2YPR7xbsxYFIl9XiT2eSEzKKHd6oBuGxXBWEp6vR7btm3Dtm3bkEwmMTAwgP7+fgwMDCAajeLNN9/Em2++CaVSiebmZrS2tqKlpWXByuueYdLj2W2t+O9RD/5z0IXXQzGct70fV1dZcUuDc0V2FSzgOB6Gsk4YyjpRX/dvYtem0A74/S8j4H8VkWgPotE+RKN9GB75HwA8yso6UG46DSbTqTCZToFCsXSD1wlZKowxxOOHEAi8jkDwdQSDbyCd9hRtI5PpUF5+utTSu9q61L4SiOBrA2Poy3cB3FimwZ0t1dhiWLgxM4U5qA4cOID+/v4ZXcKtViva29vR3t6OioqKVfX/u5JkvAnE33Qj/qYbuWnFKQpT3Wg328FrqfWwFC16QYsdO3Zg69atAICnn34aF1544XELWjz88MO47LLLAAD9/f1oa2srKmjR09ODc845B1dddRXuvvvuGe9z66234qmnnsK+fVNlkj/2sY/B7/dTQYsVID0eRTzfj1iITxXBUDYYxbmzuqzglXT3bDlks1kMDQ2hv78ffX19iESmZnbnOA719fVobW1FW1vbghXEGE2m8c2DY/iLRxwvaVbIcFtDBa6stEC2Cj/002kf/IFX4fe/gmDgdSSSw0dtwUGvb4PJdGo+cJ2yYseSkLWNMQGx2IAYpAJvIBB8A5mMr2gbnlfCYNiMctOpMJvfBoNh46osBjORSuNbB8fxx8kgAPE897XGSlxRsTBdALPZLI4cOSIFqmAwWLS+qqoKbW1taG9vh9W68lv/ViohlUNin3ijOT00VTSE18qh3WSHdqsDyqq5pzMii2vZC1oAYil2t9uNn/3sZ1Ip9m3btkml2MfGxnDuuefi17/+NU499VQAYin2p556Cvfffz8MBgM+97nPARDHVgFiV8BzzjkHF1xwAe655x7p35LJZLDZbACmSrFff/31+PSnP43nn38en//856kU+wrDsgISvT6xCMZAYKoIhkosgqHd5oCypozuqi2TwlxahaB1dEu1w+FAW1sbWlpaUFFRMe9xWi/n7+j25+/oduo1+M66KpxmWt0fNMnkBIJB8cIzGHwD8fjhGdtotU0wGjfDaNgMo3EzdLp14DgayExKSzYbQSi8B6HQToRCOxEO70Y2GynahudVMBq3wGQ6DeWmU2EwbFrV88WlBQH/PeLB94+4Ec8J4AF8ssqKWxeghT4ej2NgYAAHDhzAwYMHi4p2yWQyNDY2oqWlBS0tLTAaqTV8uTDGkB4Ki0Mk9nnA0vlumRygbimHdqsDmg4qTlEKSiJc+f1+3HDDDUWTCP/oRz+SJhEeGhpCQ0MDXnjhBZx99tkApiYRfvjhh4smES50C/zmN785a+GJuro6DA0NSV+/+OKL+MIXvoDe3l5UV1fj9ttvp0mEV7BsMCUWwXjTjZw/KS2XO7RS87hMTzOMLye/3y8FreHhYUw/teh0Oqxbtw7r1q1DU1PTWy7VmxUY7h/34p5BF0JZsTrSZY5yfL2pAhWqtfH7T6U808LW64jFBmZsI5PpYTRsgtG4GQbjJhgNm6krIVlSYhe/QYTCOxEK7UIotDN/rBZfcvC8BibjFrEltvx0GAxdK2bOqfl6yR/B1wZGcTAuhp5TDDp8t6UKXWXat/yeXq8X/f396O/vx8jIyIzzcCFMNTU1QalcG+fMUpUNpRDf6UZ8hxtZ37TrGqtGHA6xxQ6ZcW38LawUJRGuVjIKV6WJCQypwZDYbXCfF8jm7/DwHDTtZmhPcYpFMGTUmrWcYrGYNE7r0KFDSKen+ovzPI/a2lrpQ95isZx066M3ncVdhyfw4IQPDIBWxuMLdQ5cU2ODaoErGZa6dNqPcHh3vjVgF8KRvcjl4jO202qbYDB0oaysE4ayLuj17ZDLae4TMn+MMSSTY4hEuhGOdIvP4X3IZoMztlWrq2E0bpFaWvX6tlXZze9YDsdT+ObBMTztE7t92ZRy3N5UiQ85yk/6XJjNZjEyMiJ195s+oS8A2O12qQBRZWXlgld6JSdnzh45Sh6aDTbotjmgrDNQj5wSReFqnihclT4hkc0XwXAhMxqVlvNlSui22qHd5oTCSkUwlls2m8Xw8LDUPcXnKx5TUV5ejpaWFqxbtw719fWQy0+8K8yeSBxfOzCKHWExTDRolPj35iq827p2W2kEIYtY7IDYWhDeiVBoNxKJoVm25KDVNsJQ1oky6dFOlQnJMc0WpCKRbmQygRnb8rwSZWVd08LUFqhUtmXY69IQymTx/SNu3DfqRYYxyDng01U2fKnBCYP8xMcRh0IhDAwM4ODBgzh8+PCMm1eFsa8tLS0oLy9fjB+FnKT0WBSxHS4k9niKx5LXG6Db5hTHkqtoLHmpo3A1TxSuVpaMKyZOprfLDSFGJ65S5vP5pKB15MgR5HI5aZ1CoZDGATQ3N5/QOADGGH7vDuDbh8bhTou/+3PMZbijuQqturfW/XC1KbRuTV0M9yCVmm3uQA5abT30ujbo9K3Q61qg17dAo6kFx9Hfz1qTzUYRix1ANNqPaKwf0aj4erYWKY6TQ69rRVnZepQZumAo68y3SlHXs6zA8MCED3cPTsCfEc9351kMuKOpEutO4BxVuEF18OBBDAwMwOMprqCo0+nQ3Nwsdfd7q92uycLKxTKI755E/Og5qfJVkLVbHXQDeIWhcDVPFK5WJpYVkNjvR3yHC8kD05vcpxXBqKUiGKUilUrh8OHDUtiKRqNF661WK5qamtDc3Iy6urpjjhGIZnP44RE3fj7iQYYxyDjg4xUWfKnBCZtybXU7OhGptBeR8D5EIj1SK0QqNTHrtjyvhk7XDL2uBTp9C/S6Vuh0zVCpnFQ4YxXI5eKIx4cQix9CLNqPaD5QJZOjs27PcQrodS0oM3Tmu5l2Qq9vXTNjpU7G3/0RfOPgVGn1dVoV/r25Cu+yHPu6IhgMSmFqcHCwqHWK4zhUV1ejubkZ69atg9PppO5+JYLlGJIDAcR3uJDY75+ak0rGQbPeAt02J1TNNCfVSkXhap4oXK18hcGisR1u5KYPFrVpxJnMt9ghK6O7qqWCMYaJiQkMDAxgYGAAY2NjRYOxZTIZamtr0dzcjKamJjgcjllD8mA8hf84PI4n86Xby2Q8Pl/nwL9W26CW0QXIsaTTPkQivYjG+hGLHhCfYwMQhNSs2/O8GlptPbSaBvFZ2wittgFabQMUCtPS7jw5JsZySCbHEY8fRjw+iFh8MP/68BytmCKl0g691IrZmm/RXEdB6jiOHldVLpfhSw1OfLLSCsUsF9bpdBrDw8M4dOgQDh48OGfrVOH8p9W+9aIXZOFl3DHE3pxEfNckhMi0Oamq9NBtdUC7yUZzUq0CFK7micLV6sEYQ3owlC9z6gXLFIpgAOo2C3TbHFC3mqkIRolJJBI4fPgwDh06hEOHDiEUChWt1+v1aGpqkh46XXFxhteCUdxxcAx7IwkAQLVaga83VuISu4laLk8CYzkkEsP51owDUjexRGIYjGXm/D6FwgyNphYadTXUmmqo1VXia3U11OpKyGTUdWkhMcaQyQSQTI4ikRxFMjGCRHJs6jk5AkFIz/n9CkU5tJp6qWVSrxcfCgWN2TkZgUwWPxxy474xr9SC/qkqK26uLy6tLggCJiYmcPjwYRw+fBjDw8NFXaSpdar05aJpxPd4EN85iczYtHHfWjm0m/NzUlWu7qlC1hoKV/NE4Wp1EpJZxPd6EN/uRnpkan4VvkwB7RYHdFsdUNjpjmCpYYzB6/VKd3WHhoaQzWaLtqmoqEBjYyMaGxtRU1MDpVIJIT8e67uHJzCREoPANoMW32quwlYjVcqbD0HIIpkcRTw+KD4Sg9LrY7WEFCiVtnzQqoBK5YBKaYNS5YBKaYdKZYdK5YBMpqcgDDHgptM+pFJupNKTSKXcSKcm81+7kUxOIJkcQy4XO+b7cJwSWm1dvnVxqpVRp22kEDVPyZyA/xnz4kdH3NI0EeeYy/DN5iq05MdVBQIB6YbR4OAgEolE0XsYDAbpZlFjYyO1TpUglhWQ7PMjtnMSyT4/IOQvoXkO6jYzdFvsULeZaU6qVYrC1TxRuFr9Mu58EYydkxBiU3fglXUG6LY6oNlgBa+e3ySOZHFkMhmMjIzg4MGDOHToENxud9F6mUyG6upqNDQ0oKGhAWZnBX4x4cePj0wiIYgtl5fYTfhqYwXqNNS9aaFlszEkEkNIJEanWlKSY0gmxNfHCwEFPK+BSmWHUmmDQmGCQlF+1LMJCvnUMrlcB57XlHQgE4QMcrkYstkYstkgMpkg0hk/MpkgMpkAMoXX6QAy2QDSaR/SaQ8Yyx3/zSF249NoxBZCjboaGk2N2GqYf6bCJAurcAPnrsMTGMvfwGnXqXF7UyXO0CowODgoBapAoLiiokqlQn19PRobG9HU1PSWpqUgi48xhsxoFLGd7hnV/hRVeui22KHZZIdMR93+VjsKV/NE4WrtkO5E7XAj2e+fmuNSzkHTYYF2sx3qlnJwNF6nZEUiEelu8OHDhxGJRIrWKxQK1NXVwVjfiL9ozfhzKAkGQMFxuLrKghvrnLAqKUgvBcYYstlQvuvaKJKpiXwrzGS+VWYS6bQb2Wzk+G82Kw4ymQ5ymQ4yuRYymW7qa5kWPK8Cx8vBc0pwvAI8p5CeeV4BjlMAhQtcxgAwMOmkwKaWsRwEIQ1BSInPLJ3/urAshVw2hmwuhlw2imwuilwuNuf4tePj8617YqueSmXPt/I5oFI5oFaL4Ukmo5sFS+UlfwTfPjSO7qjYAuVUynGVBmidHMXw0BBcruIWXJ7nUV1dLbWwV1VVQSajsFuqcqEUYrsmEd/pRnZyqpWRL1NCu9kO3VY7FA7qAbGWULiaJwpXa1MunEJs5yTiOyeRnZyaiJXXKcRqg1vsUFRRV6VSxhiD3+/H4cOHMTg4iKGhIcTjxZPqhs027GjZhAMq8YNRL+NxXY0d19bYoDuJ+WbI4snlElLgSqe9+VadwLQWnmDR62w2hKk7I6WP55WQy03TWuLKoZRa5MxS65xSaYFK5YRSaaFWpxLRE03g2wfH8WJAvAGgYQLO9I6ioW835PmW8QKr1Sq1TNXV1VGZ9BInpHNI9vgQ2+lG6mBw2s1WXqz2t9UBVZOJxmivURSu5onC1drGGENmPIb4TjfiezwQolPdBuV2DbSbHdButkFuog/KUicIAiYnJzE4OCiFrUJZ45FyG15vWA9vmQkAYATDNTY9PttaD42CunisJIwJyOUSyOViYre7XAy5bLz461wcTEhDEDIQWAas8MwyEISpr6euqDhw4ABwhS+lZRwnB8crwfNK8LxKfOYKX4vLZHId5DL91LNMD7lcbEnjeTq+VppDoQj+ff8Qno5nwTgOvCBg/fggthzphyYrnlMsFgsaGhpQX1+Puro6lJXRpNyljgkM6aGw2O1vnxcsNdUFV1lvgG4LDRMgIgpX80ThihSwnIDkQBDxnW4kev1ANn9nkgNUDUZotzig6bKAV9GJdyXI5XIYHx+XwtbI6Cj6THa8Ud+OsFas7GRIxnBxzIf3W42or6tFdXU1FBS2CFlTQqEQhoeH0T0yhkeSDNuNdgi82HrYNDmKUwd70ajToL6+XnpQmFo5st6E2O1v1yRy/qnpWmRmtdjtb4sdcgtN8kumULiaJwpXZDZCMovEPi9iOyeRHpwqDc4peKjXW6DbbIequZy6DKwguVwOExMTODR0BL/zhvFXjRlxpThuxRIJ4rTBXtSFvKiuqkJdXR1qa8WwRZW8CFk9Ci3cw8PDGBkZwfDwMCZjceyuaca+qiZkZeLNs9poEB/nU3hXbSXq6uro+mCFyUXTSOz1Ir5rsqhiMKeSQdNlhW6LA8p6A03yS2ZF4WqeKFyR48n6k4jvFu96ZT3TB7sqoN1oF8dnVehofNYKE81k8cP+IdzniSCe7w5WEfTilKH9qAz5pO0sFguqq6tRU1OD6upq2O12moeGkBUinU5jbGwMw8PDGB4exujoKFIpsdhIhpdhb3UT9tSsQ1outli3yTnc2uDAhVWzT15OSpeQziG534f4Lg+SB/xAYVgcB6jWlYvl0zss4JU0ppEcG4WreaJwRU7UMcu0OrXi+KxNNsiMVMVrJfGls/jRsBv3j3qRyp8mW7MJnDZ8ANqRwRnbK5VKVFVVFQUuat0iZPkJggCPx4OxsTHp4Xa7cfTlD69SY6RtA14yORGGeKOkXafGbY0VON9ioFC1gjCBIXUoiPiuSSS6fWDpqXFUimo9tJvs0G60QVamXMa9JCsNhat5onBF3gqWFZA8EBBP6L0+IJf/8+IAVaMR2k12aNZbwGtp/M5KMZ5M40fDk3hw3IdM/nT5dqMWVypzKHOPY3R0FGNjY1KRjOksFguqqqpQVVWFyspKOBwOKJX0YU7IYgqFQkVBanx8fNa/T4PBgNraWjira7DLYMV9waQ02XijRoVbGpy4xG4CT6FqRZAKUe2aRHzPJITIVCEqWbkK2s12aDfZobDTTS/y1lC4micKV2S+hHgG8X1exHdOIn0kPLVCxkHdaoZ2kw2adjM4BXVFWAlGkmncO+TGIy4fsvmz5nkWA25pcKJLp8bk5CRGR0cxMjKC0dFR+Hy+Ge/BcRxsNhsqKyulh8PhoGIZhLxF0WgUExMTmJiYwPj4OMbGxmbMcweILcuVlZXSzY6qqiqoy8rw0IQf/98RtzQBcJVKgZvrnfiw0ww5jbtZEaQu+rsni+ej0sqh2WCDdrMdytoyankk80bhap4oXJGFlPUnEd/rEcdnuafmXOJUMmjWW6DdZKe5M1aII4kUfjDkxqNuv9QweaHVgJvrnegqm7ojGo/HpVat8fFxjI+PIxaLzXg/nudht9ulsFVRUQG73U6Bi5BpGGMIBoNwuVxSmHK5XLMGKY7j4HA4ioKUzWaTxkQmcgIenPDhv4YnpZYqp1KBG+rs+HiFBWqaML7kSTcvd00iPTTt5qWcg6bdAu1mO9Qt5eDk9LskC4fC1TxRuCKLJeOK5e+yeZALpqTlvF4BTZcV2k10l20lOBxP4ftDLjzuDkjjo88xl+GmOgdONelnbM8YQyQSkYJW4XH0BMeAeHFosVjgcDjgcDjgdDrhcDhgMNC4D7L65XI5+Hw+uFyuojCVTCZn3d5isaCiokJqmaqoqJi1+208J+A341781/AkJtPi2NhKlQI31NrxMQpVJU9I5ZDs9SG+x4PkQGBmt/vNdmg6aT4qsngoXM0ThSuy2JjAkB4OI77bg8Q+D4TYVCEMmVkN7UYbtJtsUDh0y7iX5HgGYkn84Igbf5wWss4w6XBTnRPvKNcfMwwxxhAKhYrClsvlmjVwAYBGo5kRuKxWK43jIitSoTVqcnKy6OH1epHL5WZsX2jldTqdqKioQEVFBRwOB1SqYxcLimVz+N9xH34yPAlvRjzPVqkUuLHOgY9UmKGiKp8li2UEJPv9YqDq84NlBGldoWCUZpMNcioYRZYAhat5onBFlhLLCUgeDCKx24NEjxcsPf0DRAfNJhu0G22Ql6uXcS/JsQzGU/jxsBuPugJS4YvNZVrcWOfA+VbDCQ+KL7Rwud1uuN1uuFwuuN1ueL3eGdXNCkwmE2w2G2w2G6xWq/RarabjhSy/wjHt9XpnBKnZCk0AgEKhgMPhkEKU0+mE3W6HXH7irRL+TBb3jXpx35gH/owY1mrVStxU58DlznIoKVSVJJYTkDoYRHyPB4keH1hqKmjLLWpoNoqfh3TjkSw1ClfzROGKLBdxTg4/4rsnkTwwresDAGWdAZoNVmi7rJAZ6E5dKRpLpvGT4Uk8OOFDUhB/d206NW6sc+B9NtNbHiSfyWTg8XhmhK5EIjHn95SVlRUFLovFAovFgrKyMpqTiyy4dDoNn88Hr9db9Ozz+eYMUTzPw2azwW63Fz2MRuNbPkZHkmn8fGQSD477kRDEG1X1GjFUXeYwQ0GFKkoOExjSQyExUHV7i3tyGJViYYqNNiiqjt0bgJDFROFqnihckVIgxDOId3sR3+VBeigEFP5aOUBZb4B2gw2aTivN1VGCPOkMfj7iwf1jXkRz4gVetVqBf6u244oKM/TyhakSGYvF4PF44PF44PV6pdezDfQvkMlkMJvNRQ+LxQKz2QyDwUDBi8wplUohEAggEAggGAzC7/dLISocDs/5fRzHoby8fEaIslgskMkW5m+hN5rAfw1P4o+TAemeVJdeg+tr7XjvPG5skMVRmCMyvseD+F4PhPBUAOd1+THIG21Q1hnA0e+OlAAKV/NE4YqUmmwohcQ+LxJ7PUgPT7twzg/m1WywQbPeApmeglYpCWay+J9RL/5nWtcko1yGT1Za8C/VNjhVi1MVMJlMzghcfr8fgUAAgiDM+X0ymQzl5eUoLy+H0WiEyWQqetbr9RS+VrFcLodQKIRgMCiFqOlhaq7xgAVarRYWiwVWq7Xouby8/KS69J0oxhheC8bw/w278bx/6rz4jnI9rq91HHfcI1lajDFkJmJI7PMivseDnH+qSAmnlkGzXgxUVD2XlCIKV/NE4YqUsmwgKX447fUgMxqdWsEDqiYTtF02qNdbINNROe9SkcgJeNTlx89GPDicEKtEKjgOH3SYcF2NHe16zZLsRy6XQzgchs/ng9/vL3oEAoFZCwlMJ5PJYDAYikJXWVlZ0UOr1VIAK0G5XA6RSAShUAjhcHjWx7FaPAs0Go0UwMvLy4tClFa7NBO0pgUBf54M4hejHuyJiF1jeQDvtZtwfa0dG8toothSUZjcN7HPi8Q+D7K+aYFKwUPdYYF2gw3qViqdTkobhat5onBFVoqsP4nEPg/ie73IjE0PWhxUzSax62CHGbyWglYpEBjD094wfjYyiX+Gpua9epe5DNdU2/BOc9kJF79Y8H0TBCl4BYNBBINBqRWjcEF+Ih8ZPM9Dr9fPCF16vR5arRY6nQ5arRZarRZqtZpaFuZBEATE43HEYjFEo1FEo1Hp9dHP0Wj0+G+IqdZLk8lUFKIKy5azUIonncFvxn24f8wrlVNX8Rw+4jTjuho7GrQ0FrUUMMaQGYuKNwH3eYtaqCDnoG4xQ7vBCnWHBbxyYbqFErLYKFzNE4UrshJlvQnE810HMxPTJqyVcVCvK4em0wp1u5latErEzlAMPx3x4ElPUCrj3qhR4VNVVnykwgzDAo3LWiiFVq/pgSsYDCIajSISiSASicw6UfKx8DwvBa3CQ6fTQa1WQ61WQ6VSFT1Pf61QKFZFMMtms0in09IjlUohkUhIj2QyWfT19OXxePyEAm8Bz/MwGAwwGo0wGAyzPnQ6Xcm1PHZH4vjFqBd/nAwglS8U41QqcHWVBR+vtMKqpLmNlps0hmqfF4nu4kDFKXioW8uh6bJC3WYGr6LfF1l5KFzNE4UrstJlPHEk9ordMDKuaeMkeEDVaIKm0wLNeiqGUQqOJFL45agHj0z4EckXv9DKeFzuKMenq61o0y1Nl8GFkMvlisJWJBKRvo5Go1IrSzwen7OC3IniOA4qlQoKhWLWh1wuL/paJpOB53npcfTX0x+Fj0bG2JyvAbHlKJvNIpfLSc/TX09/zmQyM0JUOp0+5hi4E1UIpXq9fs5ng8GworpsZgWGp30h/GLUg9eCU6F9c5kW19TYcLHNSOXUlxljDOmRSL7Lnxe5YEpaxyl4qNvMYqBqNYNXldbNIkJOFoWreaJwRVaTjDvf373HV9yixQHKWgM0nVZo1lsgN9O8SMspls3hMXcA94150R+buut7lkmPT1dbcYHFuKoqnmUyGcTj8aJHIXglk0kkk0mkUqlZn1fjR5dMJoNSqYRKpYJGo5EearW66OvpywtdLBeq4l4pGE+m8eCEDw+O++FKZwAAMg54r82Ea6pt2Gqk+Y2WExMY0sNhJLp9YqAKTQtUykKgEsdQUZc/sppQuJonCldktcp6E0j0+JDo9iI9Ujx4XVGll1q0FHYaEL5cGGN4NRjFfWNe/M0bkspKV6oU+GiFGVdUWFCjXrstjowxZDIZKWxlMhmpZWi2R6HbnSAIyOVyEARhzkdhPcdxUpfDY70utIDJ5XLIZLKi10cvUyqVx3yspoB0sgTG8KI/gl+Pe/G0Nyx1k7Uo5PhYhRlXV1lRtYaP+eXGsgKSh4JI9viQ6PVBiGakdZxSBnW7Gdouq1iUQrF2j2OyulG4micKV2QtyIZSSHaLLVqpwWnzaAGQ27Vi0Oq0QlGhWxVjW1aisWQavx734TfjXqmUOwfgbHMZrqyw4HyrgbpGkRXLk87gkQk/fj3uw0hyqpvomSY9PllpwUU2I1R0fC8LIZlFsj+ARK8PyT4/WGqqkiinlkFTaKFqMVGgImsChat5onBF1ppcNI1krx/xbi9Sh4KQmksAyMxqaDos0HSYoawz0vwjyyAlCPirJ4QHxn14OThV9c2qkOPDTjOurDSjSUvdOknpSwsCnvGF8dsJP57zh6VTjVEuw0ecZny80oIWHR3LyyEXSSOx34dkjw/Jg8GizwG+TAnNegs06y1QNRipbDpZcyhczROFK7KWCYksEn1+JLq9SB0IgGWmBtzzWjnUrWaoO8xQt5RT1adlMJRI4aFxHx5x+aVy1ABwulGHy51mvNdmhElBvxdSWvZF4vity4/H3QGpFRYAthq0+GSlFe+3m6CR0QX7Usv68l3Fe3xID4eLezBYNdCst0C93gJldRm4VTTmk5CTReFqnihcESIS0jkk+wNI7he7hgjxqYt5yDiomkzQdJihabdAZqQ5ZpZSRmB4zhfGAxM+PO+bGqei5Di822rAhxxmnGMpo26DZNl40hn8wR3Ab11+9ESnirQ4lQp8yFmODzvNWEetVEuKCQzp0QiSfX4ke33F1WQBKKr1+RYqGntLyHQUruaJwhUhM7EcQ/pIWOw20utD1pcsWq+o0kPTboa6w0LjtJbYRCqN37sCeMwdQN+0SoPlchnebzfhQ04zthq09Dshiy6YyeIpTwh/mAzglUBUCv0qnsOFViM+4jTjneYyyOhYXDJCKovUQBCJ/X4k+/1FBSnAA6oGIzTrxUl95Sa6SUbIbEoiXPn9fnzuc5/DE088AZ7ncdlll+Hee++FXq+f83uSySRuvvlmPPLII0ilUrjgggvwk5/8BA6HAwCwZ88e3HXXXXj55Zfh9XpRX1+Pa6+9FjfeeKP0Hi+++CLe9a53zXjviYkJOJ3OE9p3CleEHBtjDFlPQhzsvN8/ozuJzKSCul1s0VI1GMEpqPVkKTDG0BtL4lGXH39wB+Ce1m2wRq3Ee21GvM9uwuYyClpk4cSyOfyfL4w/ugN4wR9BZtqlxRaDFh92mvEBu4m6qy6hrD+J5H4fEn1+pA6HisZPcSoZ1C3l4jm6zQxeSxPLE3I8JRGuLrroIkxMTODnP/85MpkMPvWpT+GUU07BQw89NOf3XHfddXjyySdx//33w2g04oYbbgDP83jllVcAAPfddx/27NmDSy+9FDU1NXj11VdxzTXX4O6778YNN9wAYCpc9ff3F/3wdrv9hCdPpHBFyMnJRdNI7vcjsd+P1EDxOC1OwUPVbBLHarWWQ15O3YCWQo4xvByI4lGXH095Q4jnpn4n1WoF3msz4f02EzZTixZ5CyLZHJ7zhfGUN4RnvCEkhKnLiQ6dGh9wlOMSuwl1GmoJWQqF+aeSfeJ5OOsu7u4ns6ihaTND3W6Bqt5ABSkIOUnLHq7279+Pjo4ObN++Hdu2bQMA/O1vf8N73vMejI6OorKycsb3hEIh2Gw2PPTQQ7j88ssBAH19fWhvb8drr72G008/fdZ/6/rrr8f+/fvx/PPPA5gKV4FAACaT6S3tP4UrQt46lskheTCIZK8fiX4/hHC6aL3coYW6tRzqVjNUdfQhvxTiOQHP+8J4whPEM75wUdCqUinwXrsJF1qNOMWgW1UTFZOF5Uln8H/eMJ7yBPFyIIr0tEuIBo0SH7CX4wOOcrTSOKolkYumkToYFMfF9h81JpYHlHVGsat2mxlym4ZuohAyDyeaDRatff61116DyWSSghUAnHfeeeB5Hq+//jo++MEPzvieN998E5lMBuedd560rK2tDbW1tccMV6FQCGazecbyTZs2IZVKobOzE9/85jdx1llnzbm/qVQKqdTULOPhcPiEfk5CyEycQgZNuwWadgtMjCEzEZM+/NNHwsi644i644j+fUzsntJsgrpNbNWSGegu92LQyni8127Ce+0mJHICnveH8cRkEE/7whhLZfDzEQ9+PuJBuVyGcywGvNtiwLvMZTBSN641bzCewl+9IfzNG8L2UGx67180alS4yGbE+2wmbCyji/fFxnL5YhT9fiQPBJAZixZ1x+bUcqhby8VA1VJO3f0IWQaL9qnpcrlgt9uL/zG5HGazGS6Xa87vUSqVM1qbHA7HnN/z6quv4re//S2efPJJaVlFRQV+9rOfYdu2bUilUvjlL3+Js88+G6+//jq2bNky6/vceeed+Na3vnUSPyEh5ERwHAdlpR7KSj0M76qBEM8gORAULw76AxBiGakMMAAoKnRS0FLWlIGj0swLTiPjcbHNhIttYtB60R/Gk54QnveH4c/k8Ht3AL93ByDjgNOMepxvMeA8qwFNGhVdPK8BsVwOrwSieMEfwQv+MIYSxS3Pm8q0uMhqxEU2I9Zp6ZhYbLlwCskDAfExEARLZIvWKyp04vip1nKah5CQEnDS4eq2227D9773vWNus3///re8Qyeju7sbl1xyCe644w6cf/750vLW1la0trZKX5955pk4dOgQfvCDH+A3v/nNrO/1la98BV/84helr8PhMGpqahZv5wlZo3itAtqNNmg32sAEhsxYFMl+PxL9AWRGI8hMxJCZiCHywgg4lQyqRiPU68qhWmeC3Ep3xheaRsbjIpsJF9lMyDGGHaEYnvaF8bQ3hIF4Cq8Go3g1GMU3D42jSqXAO81leEd5Gd5eXgaLklq1VgPGGPrjSbzgi+B5fxivB2NF3f0UHIfTTTpcZDXiAqsRVWrlMu7t6seyAlJHwkgdCCDZH0DGFStaz2nkUK8zQd1ihrrFRK39hJSYk/5kvPnmm3H11Vcfc5vGxkY4nU5MTk4WLc9ms/D7/XNW7HM6nUin0wgGg0WtV263e8b39Pb24txzz8U111yDr3/968fd71NPPRUvv/zynOtVKhVUKjpBEbKUOJ6DsqYMypoyGM6rE4tiDASR7BOLYgjxLJL7/Uju9wMQKxCqmk1Qt5RD1WSCTEddXhaSjONwmkmP00x63N5UiaFECs94w3jaF8I/gzGMpTJ4aMKPhybE30eXXoN35MPWNoMWOrlsmX8CciIYYzicyAfngBiep1eVBMTKkueYy3COxYCzTHro6Xe7aBhjyLrjSB4MInUwiNThEFh6apJlcICiukxsnWrJt+jTuEhCStaiF7TYsWMHtm7dCgB4+umnceGFFx63oMXDDz+Myy67DADQ39+Ptra2ojFXPT09OOecc3DVVVfh7rvvPqH9efe7342ysjI8/vjjJ7Q9FbQgZHkxgSEzHhUvOA4EkDoSLiolDE6cV0vdLLZqUWGMxRXL5fDPYAx/90fw90AE+2PFc5zJOKBTr8HpRj1OM+lwilEHm5LCbykQGMPBeAqvh+YOU2qewxkmPc4xG/AuSxl1AV1k2WASqYEgkofEQFU07xQAXq+QwpRqXTndSCKkBCx7tUBALMXudrvxs5/9TCrFvm3bNqkU+9jYGM4991z8+te/xqmnngpALMX+1FNP4f7774fBYMDnPvc5AOLYKkDsCnjOOefgggsuwD333CP9WzKZDDabDQDwwx/+EA0NDVi/fj2SySR++ctf4sc//jGefvppnHvuuSe07xSuCCktQjqH9GBIbNkaCMwoM8wpeCgbjFA1ig9lVRmNPVhEk6kM/hGI4KVABK8EohhLZWZs06xV4VSjDpsNWmwq06JNp4GC7rgvukAmi53hON4Mx7AzFMfOSAzhrFC0jZLjsNWoxZkmPc406bHFoIOGxjcuGiGeQfJQCKmDAaQOhZD1JorWF85f6mYTVE0mcRJ2+lshpKQse7VAAHjwwQdxww034Nxzz5UmEf7Rj34krc9kMujv70c8PnWR9IMf/EDadvokwgWPPfYYPB4PHnjgATzwwAPS8rq6OgwNDQEA0uk0br75ZoyNjUGr1WLDhg149tlnZ51YmBCyMvBKWX6eLLEyaC6cQnJAvOubHAhAiGbEFq4DAQDiJJmqegNUTSaoGo1QVOrpYmUB2VUKXOY04zKn+PsYTabxRiiGfwajeD0UQ38siYPxFA7GU1I3QhXPYb1eg01lWmwyaLGxTIsmjYpKv8+DL51FbzSB7mgCPdEEdkfiOBhPzdhOw3PYZKAwtVSEZBapoTBSgyGkDgaRGS+u6gceUFaXid2cm01Q1lLLOyGrxaK2XK1k1HJFyMrBGEPGFUfqkDheIXU4BJYs7vbEqWVQNRihajRB1WSEwkl3hhdTIJPF9lAM20Mx7I7EsScSn9F6AoiBa51WjTad+GjXa9CmU6NSpaBuadPEcwIGEykMxJLoiyWlMDUxS4shADRpVNhi1GKrQYetBmo1XGxCIisGqcMhpAZDM8MUALldK7ZMNYs3fHg1FYQhZCUpiW6BKxmFK0JWLiaIc2ulDgeROiRe7LBUrmgbTiMXw1aDAap6IxSVOir7vogExjCUSGN3JI7dYTFs7YsmiiYzns4g59GgUaFRo0K9RoUG7dRri0K2KoNXShAwnsxgJJnG4UQKh+Ji699APImxZOboa3VJg0aJ9XoNOvUadJZpscWghZnmJ1tUuVgG6cGQFKgyrtiMMCWzqPM3dMTuflTVj5CVjcLVPFG4ImT1KBTHSB0KiYFrMFxcjQv5MQ+1ZVDWG6GqN0BZWwZeRReoi0lgDCPJNPZHk9gfS6AvlsT+aBKHEsmi2iVHK5PxqFIrUaFSoFKlQIVKmX9WwKlSwKqUwySXl0xLDWMM0ZwATzoLTzojPmeyGE+mMZJMYzT/PJnOzhmgAMAkl6FZq0KLTi0GKb0GHXoNVfJbZIwx5IIppI+EkToSRnowhIwrPmM7uVUzNeazwQi5kcIUIasJhat5onBFyOrFcgzpsQhSh0PiBdNQeMbEnOABRYVeDFr1YuuWrIzm91kKKUHA4XgKQ4kUDifS4nP+69kKZ8zFIOdhVshRLpeLzwoZdDIeOpkMWhlf/OB5yDkOPAfwHAcZxNL0PAfw4JBjDGnGkBEKzwLSjCEtMMRyAiLZHCK5HCLZqdfhbA6+TBbedBZJ4cQ+atU8hxq1ErVqFdbpVGjWqtGsFZ9Xa4tdqWE5AZnxmBik8oFKCKdnbCe3a8Uw1SA+ZAY6PxCymlG4micKV4SsHUxgyHriSA2FkR4KIzUUQi4wsyiAzKKGKj8vl7LWIFb0okHoSyqREzCSTGMilcF4SnyeSGUwnsxgIpWGK51BIJM7ZgvQctHKeNgUctiUctiUYktbtVqJarUSNWolqtUKWBVyClBLLBfLID0cRvpIBKkjIWRGo2CZo7qr8hwUVXqoCq3bDQbI9BSmCFlLKFzNE4UrQta2bCglBa30UHjWMRWQc1BW6vNhqwzKGgNk5TQ/0HLLMYZgJgd/JotAJgt/Jgd/Ngt/OotYTkBcEJDICYhPeyQEAVnGkGOAAAaBid0WcxCf5RwHBc9BKT3zUPAcFBwHnYxHmVyGssLztNfmfJiyKuXQyaj73nJjGQHpiSgyIxGkR6NIj0aQ9SRmbMdr5VDWGqCsM0BVZ4CiWg9eSb8/QtYyClfzROGKEDKdkMwiPRwR73CPRJAeiUCIZ2dsx+sVYtgqPKr04LU0ASghS63QIp0eEUNUeiQi3iSZZUCf3KaRgpSyzgC5TUM3SQghRUpinitCCFkteLUc6pZyqFvKAeQHufuSSI9EkMoHrsxEDEI0g+R+P5L7/dL3ysxqKKv0UFTqxecqPWQ6ClyELBQmMGT9SWTGo0iPRpEZFVumji5cAwC8TgFltdjirKgpg7K6jP4eCSELhsIVIYS8BRzHQW7VQG7VQLvZDmCqy1F6OCK1buX8SeT8SST8SST2eaXvl5lURWFLWaWnghmEnACWFZBxx8UgNR5FZjyGzERs1iDFKXnx7ysfopTVZdR1lxCyqChcEULIAuEUPFS1Bqhqp7oLCPEM0uMxZMbyF4JjUWS9CeSCKeSCKSR7fdK2fJkCCqeu+GHXglNQ0QyyNgnxDNITYnjKFILUZByYrfqinIfCqYWySi8GqZoyyO1amiycELKkKFwRQsgi4rUKqJtNUDebpGVCMivedR+LITMWQXo8iqwnASGSQSoSRGogOO0NxPlzFE4dFBU6KBzis8xEd9/J6iGkssi448i642KrlDuGjDs+awl0QJwEXFmpg6Iy3922Uge5VQtORn8ThJDlReGKEEKWGK+WQ9VogqrRJC0T0jnxwnIihoxr6iHEs8hOJpCdTCCxd6pbIaeUQW7XQGHTQm7XQmHTQG7XQm5Rg5NRSxcpTUIqi6wnIQaoyTiyLjFE5YIzpz4okLrQSmFKB5mRbi4QQkoThStCCCkBvFImVRgsYIxBCKenwtZEDBlXHBlPHCydQ2Y0isxo9Kg34iC3qMXAZddCbssHMIuaqhaSJcFyArKBFLKeOLLeBLKeBLLeBDLexJwtUUC+W6xDB4VDC4VDB7lDC4VDC15NlyqEkJWDzliEEFKiOI6DzKiCzKiCutUsLWdZAVl/EtnJ/N1/TyL/HAdLC+LFrCeBZI+v6P14rRwysxpyi0YMYNOeeb2CWgLICWNZAdmAWKwlG0iKx2M+RGV9ydnHROXxOoUY/p1ieFLYxSBFFfsIIasBhStCCFlhODkPRb5lSjNtORMYcuG0GLo8cWQLwcsThxDJQIhnIcRnae2CWFVNbtZAZlFDXq6GzKSC3KSCLP/gdRS+1pLCsTQ9PBVe5/xJ5CLpmZNqT8MpeKmaptwmPlMLKiFkLaBwRQghqwTHc5DnQ1FhPq4CIZ0TL47zLQtZf/7ZJ1YuZGlB6n44KzlfFLbE12rIjErIypTgy5TgtXIKYCsAywlicAqnkQul8o+jXkdSgHDs9+GUPGTlasjN+YcUpLSQGZRUpY8QsiZRuCKEkDWAV8rA58u7H63QxSvrSyLnSyAbSkml4rOBFIRIGsgKYjDzJub+R2QcZHoleIMYuGRlCjF4Fb7WK8HrFGIIU8koiC0glmMQ4hnkImkIsQxy0QyEaDr/PPU6F05BiGaO2eok4TnIylWQ5wPU9CAlK6fWTEIImQ2FK0IIWeM4OQ+FTQuFTTvrepYVkAulkA1Oha5cMIVsMIlcOA0hkoYQzwI5JrV+ZI73j8o48Fo5eK0CvFYBmVaeD14K8Lr8crUMnEqef5aBV+dDmYJflRf1TGBgGQEsnYOQyBY9WDwzY5mQyIpdPWP5//8TCUwFsvx4PoNSGtcnMyohL7w2iK2R1PpECCEnh8IVIYSQY+LkfL74hWbObVhWQC6alsJWLpJGLpIRX4fFr4WoGAJYRgByTBwHFjluDJuJhxi6CoFLyYuBS5EPXnK++Fkx9TVkHMBzYmjgOHFeJG7aMh7SOjAm5hUGgLH8c/41xGqOYAByDCwrgOUEsCwD8s+FZSi8zuaDU1oAS+Xyr3PSa5Y+Tj+84+HEYhG8Lt9iqFNApleA1yvFZ51CClG8VkHBiRBCFgGFK0IIIfPGyXnITWrITerjbiukc/niGhkIscyM17m4+MxSOQjJLFgyByElfg0GQABYIotcIosc5p4facXi8uFRKwevmfngNMXrZHoleL2CAhMhhJQACleEEEKWFK+UgVfKAJPqpL6PMQaWFsBSWQjJ3FT4SufE7nSZfOtQRjjq65z0GjkGJogtTkxgYslwgUmvp5YB4ADwnPgMsTQ+OIitWoUMwwGcLN9KJuOA/DMnz7eUyTlxvYwTW8+UMnBKGXiV+Myppn/Ng1fJxPdYhd0eCSFkLaBwRQghZEXgOA6cSgaoZJAZlntvCCGEkJn45d4BQgghhBBCCFkNKFwRQgghhBBCyAKgcEUIIYQQQgghC4DCFSGEEEIIIYQsAApXhBBCCCGEELIAKFwRQgghhBBCyAKgcEUIIYQQQgghC4DCFSGEEEIIIYQsAApXhBBCCCGEELIAKFwRQgghhBBCyAKgcEUIIYQQQgghC4DCFSGEEEIIIYQsAApXhBBCCCGEELIAKFwRQgghhBBCyAKQL/cOlCrGGAAgHA4v854QQgghhBBCllMhExQywlwoXM0hEokAAGpqapZ5TwghhBBCCCGlIBKJwGg0zrmeY8eLX2uUIAgYHx9HWVkZOI5b1n0Jh8OoqanByMgIDAbDsu4LWRnomCEni44ZcrLomCEni44ZcrJK6ZhhjCESiaCyshI8P/fIKmq5mgPP86iurl7u3ShiMBiW/cAiKwsdM+Rk0TFDThYdM+Rk0TFDTlapHDPHarEqoIIWhBBCCCGEELIAKFwRQgghhBBCyAKgcLUCqFQq3HHHHVCpVMu9K2SFoGOGnCw6ZsjJomOGnCw6ZsjJWonHDBW0IIQQQgghhJAFQC1XhBBCCCGEELIAKFwRQgghhBBCyAKgcEUIIYQQQgghC4DCFSGEEEIIIYQsAApXhBBCCCGEELIAKFytAP/1X/+F+vp6qNVqnHbaaXjjjTeWe5fIMrjzzjtxyimnoKysDHa7HR/4wAfQ399ftE0ymcT1118Pi8UCvV6Pyy67DG63u2ib4eFhXHzxxdBqtbDb7bjllluQzWaX8kchy+Suu+4Cx3G46aabpGV0zJCjjY2N4eMf/zgsFgs0Gg26urqwY8cOaT1jDN/4xjdQUVEBjUaD8847DwMDA0Xv4ff7ceWVV8JgMMBkMuFf/uVfEI1Gl/pHIUsgl8vh9ttvR0NDAzQaDZqamvDtb38b04tR0zGztv3973/H+973PlRWVoLjOPzxj38sWr9Qx8fevXvx9re/HWq1GjU1Nbj77rsX+0ebHSMl7ZFHHmFKpZLdd999rKenh/3rv/4rM5lMzO12L/eukSV2wQUXsF/96lesu7ub7d69m73nPe9htbW1LBqNSttce+21rKamhj333HNsx44d7PTTT2dnnnmmtD6bzbLOzk523nnnsV27drGnnnqKWa1W9pWvfGU5fiSyhN544w1WX1/PNmzYwG688UZpOR0zZDq/38/q6urY1VdfzV5//XV2+PBh9n//93/s4MGD0jZ33XUXMxqN7I9//CPbs2cPe//7388aGhpYIpGQtrnwwgvZxo0b2T//+U/2j3/8gzU3N7MrrrhiOX4kssi+853vMIvFwv7yl7+wwcFB9uijjzK9Xs/uvfdeaRs6Zta2p556in3ta19jjz/+OAPA/vCHPxStX4jjIxQKMYfDwa688krW3d3NHn74YabRaNjPf/7zpfoxJRSuStypp57Krr/+eunrXC7HKisr2Z133rmMe0VKweTkJAPAXnrpJcYYY8FgkCkUCvboo49K2+zfv58BYK+99hpjTDzB8TzPXC6XtM1Pf/pTZjAYWCqVWtofgCyZSCTC1q1bx5555hn2zne+UwpXdMyQo916663sbW9725zrBUFgTqeT3XPPPdKyYDDIVCoVe/jhhxljjPX29jIAbPv27dI2f/3rXxnHcWxsbGzxdp4si4svvph9+tOfLlp26aWXsiuvvJIxRscMKXZ0uFqo4+MnP/kJKy8vL/pcuvXWW1lra+si/0QzUbfAEpZOp/Hmm2/ivPPOk5bxPI/zzjsPr7322jLuGSkFoVAIAGA2mwEAb775JjKZTNHx0tbWhtraWul4ee2119DV1QWHwyFtc8EFFyAcDqOnp2cJ954speuvvx4XX3xx0bEB0DFDZvrzn/+Mbdu24UMf+hDsdjs2b96MX/ziF9L6wcFBuFyuomPGaDTitNNOKzpmTCYTtm3bJm1z3nnnged5vP7660v3w5AlceaZZ+K5557DgQMHAAB79uzByy+/jIsuuggAHTPk2Bbq+Hjttdfwjne8A0qlUtrmggsuQH9/PwKBwBL9NCL5kv5r5KR4vV7kcrmiixoAcDgc6OvrW6a9IqVAEATcdNNNOOuss9DZ2QkAcLlcUCqVMJlMRds6HA64XC5pm9mOp8I6svo88sgj2LlzJ7Zv3z5jHR0z5GiHDx/GT3/6U3zxi1/EV7/6VWzfvh2f//znoVQqcdVVV0m/89mOienHjN1uL1ovl8thNpvpmFmFbrvtNoTDYbS1tUEmkyGXy+E73/kOrrzySgCgY4Yc00IdHy6XCw0NDTPeo7CuvLx8UfZ/NhSuCFmBrr/+enR3d+Pll19e7l0hJWxkZAQ33ngjnnnmGajV6uXeHbICCIKAbdu24bvf/S4AYPPmzeju7sbPfvYzXHXVVcu8d6QU/e53v8ODDz6Ihx56COvXr8fu3btx0003obKyko4ZsiZRt8ASZrVaIZPJZlTucrvdcDqdy7RXZLndcMMN+Mtf/oIXXngB1dXV0nKn04l0Oo1gMFi0/fTjxel0zno8FdaR1eXNN9/E5OQktmzZArlcDrlcjpdeegk/+tGPIJfL4XA46JghRSoqKtDR0VG0rL29HcPDwwCmfufH+lxyOp2YnJwsWp/NZuH3++mYWYVuueUW3HbbbfjoRz+Krq4ufOITn8AXvvAF3HnnnQDomCHHtlDHRyl9VlG4KmFKpRJbt27Fc889Jy0TBAHPPfcczjjjjGXcM7IcGGO44YYb8Ic//AHPP//8jObvrVu3QqFQFB0v/f39GB4elo6XM844A/v27Ss6ST3zzDMwGAwzLqjIynfuuedi37592L17t/TYtm0brrzySuk1HTNkurPOOmvGFA8HDhxAXV0dAKChoQFOp7PomAmHw3j99deLjplgMIg333xT2ub555+HIAg47bTTluCnIEspHo+D54svJ2UyGQRBAEDHDDm2hTo+zjjjDPz9739HJpORtnnmmWfQ2tq6pF0CAVAp9lL3yCOPMJVKxe6//37W29vLrrnmGmYymYoqd5G14brrrmNGo5G9+OKLbGJiQnrE43Fpm2uvvZbV1tay559/nu3YsYOdccYZ7IwzzpDWF8pqn3/++Wz37t3sb3/7G7PZbFRWew2ZXi2QMTpmSLE33niDyeVy9p3vfIcNDAywBx98kGm1WvbAAw9I29x1113MZDKxP/3pT2zv3r3skksumbVs8ubNm9nrr7/OXn75ZbZu3Toqq71KXXXVVayqqkoqxf74448zq9XKvvzlL0vb0DGztkUiEbZr1y62a9cuBoB9//vfZ7t27WJHjhxhjC3M8REMBpnD4WCf+MQnWHd3N3vkkUeYVqulUuxkdj/+8Y9ZbW0tUyqV7NRTT2X//Oc/l3uXyDIAMOvjV7/6lbRNIpFgn/3sZ1l5eTnTarXsgx/8IJuYmCh6n6GhIXbRRRcxjUbDrFYru/nmm1kmk1nin4Ysl6PDFR0z5GhPPPEE6+zsZCqVirW1tbH//u//LlovCAK7/fbbmcPhYCqVip177rmsv7+/aBufz8euuOIKptfrmcFgYJ/61KdYJBJZyh+DLJFwOMxuvPFGVltby9RqNWtsbGRf+9rXikpi0zGztr3wwguzXr9cddVVjLGFOz727NnD3va2tzGVSsWqqqrYXXfdtVQ/YhGOsWlTaBNCCCGEEEIIeUtozBUhhBBCCCGELAAKV4QQQgghhBCyAChcEUIIIYQQQsgCoHBFCCGEEEIIIQuAwhUhhBBCCCGELAAKV4QQQgghhBCyAChcEUIIIYQQQsgCoHBFCCGEEEIIIQuAwhUhhBBCCCGELAAKV4QQQgghhBCyAChcEUIIIYQQQsgC+P8B9a3AXxdXmQwAAAAASUVORK5CYII=", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "env = AwakeESteering(backend=\"cheetah\", backend_args={\"quad_drift_amplitude\": 1.0})\n", - "observation_on_reset, _ = env.reset()\n", - "observations = np.array([env.step(np.zeros(10))[0] for _ in range(1_000)])\n", - "\n", - "plt.figure(figsize=(10, 5))\n", - "for i in range(10):\n", - " plt.axhline(observation_on_reset[i], ls=\"--\", color=\"grey\")\n", - " plt.plot(observations[:, i])\n", - "plt.show()\n", - "\n", - "# Repeat with different reset\n", - "\n", - "observation_on_reset, _ = env.reset()\n", - "observations = np.array([env.step(np.zeros(10))[0] for _ in range(1_000)])\n", - "\n", - "plt.figure(figsize=(10, 5))\n", - "for i in range(10):\n", - " plt.axhline(observation_on_reset[i], ls=\"--\", color=\"grey\")\n", - " plt.plot(observations[:, i])\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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", 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z1e182+d86qWq//tz5HA41IkTJ6qtW7dW/f39VV9fX7V169bqhx9+eN51FIR/KklVL+BOY0EQBEEQBOEfS9xjJwiCIAiCcJUQgZ0gCIIgCMJVQgR2giAIgiAIVwkR2AmCIAiCIFwlRGAnCIIgCIJwlRCBnSAIgiAIwlVCTFB8ESiKQk5ODv7+/uf92B9BEARBEITzoaoqlZWVxMTEIMt/3icnAruLICcnh7i4uMtdDEEQBEEQrmInT56kTp06f5pHBHYXgb+/P+Bt8ICAgIt+fJfLxdq1a6sf8SOINjkb0Sa1iTapTbRJbaJNahNtUtvlbJOKigri4uKq440/IwK7i+DU5deAgIBLFtj5+PgQEBAgfsGqiDapTbRJbaJNahNtUptok9pEm9T2T2iT87ndSwyeEARBEARBuEqIwE4QBEEQBOEqIQI7QRAEQRCEq4QI7ARBEAThf1i8J4sHvtzND7uzLndRBOFPicETgiAIgvAnVh/M5Ynv93lfH8pDp5G4oU3sZS6VIJyd6LETBEEQhHMot7mYuuwQANGBRgBeW30Uh9tzOYslCOckAjtBEARBOIdXVyVTWOmgXrgvqx/rRWSAgewyG99uz7zcRROEs7riArsPPviAhIQEjEYjnTt3ZseOHX+af+HChTRp0gSj0UjLli1ZuXLlOfM+8MADSJLEO++8c5FLLQiCIFxptqcX8+0ObwA3Y0RLAk06Hr62IQAf/ZKG3SV67YR/nisqsFuwYAFPPPEE06dPZ8+ePbRu3ZqBAwdSUFBw1vxbt27l1ltv5e6772bv3r0MHz6c4cOHc/DgwVp5lyxZwu+//05MTMylroYgCILwD+dwe5iy5AAAt3SMo0u9UABGdYgjJtBIfoWDBTtPXs4iCsJZXVGB3VtvvcW9997L2LFjadasGXPmzMHHx4fPPvvsrPnfffddBg0axMSJE2natCkvvfQS7dq1Y/bs2TXyZWdn8/DDD/P111+LGbYFQRAEPvo5jfRCC2F+BqYMblqdrtfKTLimAQAf/pwqeu2Ef5wrZlSs0+lk9+7dTJkypTpNlmX69evHtm3bzrrPtm3beOKJJ2qkDRw4kKVLl1a/VxSFO+64g4kTJ9K8efPzKovD4cDhcFS/r6ioALyPG3G5XOdbpfN26piX4thXKtEmtYk2qU20SW2iTWr7Y5ukFVr4YFMqAM8NaYyPrmqbqoIkMbx1FB9sSiW33M43v2dwR5e6l63sl4r4nNR2OdvkQs55xQR2RUVFeDweIiMja6RHRkaSnJx81n3y8vLOmj8vL6/6/axZs9BqtTzyyCPnXZaZM2fywgsv1Epfu3YtPj4+532cC7Vu3bpLduwrlWiT2kSb1CbapDbRJrWtW7cOVYXZhzW4PBJNgxTI3MOaEw7aZ8whqnwPeQFt2J04gR4hRhaWa3h33RECig6iu6Kuf50/8Tmp7XK0idVqPe+8V0xgdyns3r2bd999lz179pzXg3VPmTJlSo2ewIqKCuLi4hgwYAABAQEXvZwul4t169bRv39/cam4imiT2kSb1CbapDbRJrWd2SZL9xeQ+vshTDqZD8f1pE6wCXnNZDTluwGIrtjLYM0W+ox5jc1vbyavwkFleAtu73x19dqJz0ltl7NNTl0ZPB9XTGAXFhaGRqMhPz+/Rnp+fj5RUVFn3ScqKupP82/evJmCggLq1j39C+nxeHjyySd55513yMjIOOtxDQYDBoOhVrpOp7ukP+xLffwrkWiT2kSb1CbapDbRJrWVOxReW3sMgMf7NyIxIgDSNsKuT7wZujwIv3+AZs8X+HW6hwevacDUZYeY+2sGo7skYNBqLmPpLw3xOantcrTJhZzviuk81uv1tG/fng0bNlSnKYrChg0b6Nq161n36dq1a4384O1CPZX/jjvuYP/+/SQlJVUvMTExTJw4kTVr1ly6ygiCIAj/OC/8mEyZ1UXzmADGdU8EWyksfdC7seO9MGgGNL8RUGH9C4zqGEdUgJG8CjvfixGywj/EFdNjB/DEE09w55130qFDBzp16sQ777yDxWJh7NixAIwZM4bY2FhmzpwJwKOPPkrv3r158803GTp0KN999x27du1i3rx5AISGhhIaGlrjHDqdjqioKBo3bvz3Vk4QBEG4bPYVS6w+lo9WlnhtZCu0GhlWToLKHAipD/2r7qu+9jk4shxS12E4uYUJ19Rn2rJDfPhzGqM6xl2VvXbCleWK6bEDuPnmm3njjTeYNm0abdq0ISkpidWrV1cPkMjMzCQ3N7c6f7du3fjmm2+YN28erVu35ocffmDp0qW0aNHiclVBEARB+Icps7pYeNz7dfhA7/o0jwmEw8vgwPcgyTBiLuh9vZlD60P7u7yv101nVPs6RAUYyS238/2urMtTAUE4wxXVYwfw0EMP8dBDD511288//1wr7aabbuKmm2467+Of6746QRAE4eo0Y1UylS6J+uG+PNy3AZgL4cfHvRu7PwZxHWvu0GsSJH0LOXswpvzIhGvaeHvtNqUyqkMd0WsnXFZXVI+dIAiCIFxMm44WsCQpFwmVmSOaY9DI8ONjYC2GiObQZzIAJfYSNmZupMhWBP6R0K2qg2HjS4xqG0VkgIHccjsLRa+dcJmJwE4QBEH4V6q0u3hmsfexYb2jVdrGBcH+7yH5R5B1MGIOaA2klqYybMkwHt30KNcvuZ5jpceg60PgEwbFqRgPfsOEPlVPo9iUisMtnkYhXD4isBMEQRD+lV5dlUxuuZ26ISaGxilQkQ2rJno39nkaolthdVl58pcnqXB65xGrdFXy5M9P4tKZoPckb96fX+Xm1iFEBhjIKbfzw27RaydcPiKwEwRBEP51tqUV8/X2TABmDG+OXlbQLBsP9nKIbQ/dvffYvbL9FdLL04kwRbBs+DJCjaFkVGTw5ZEvof1YCIoHcz7G3XMZ37s+AB9sTMXpVi5b3YR/NxHYCYIgCP8qNqeHyYv3A3Bb57p0TgyhQcFK5MytoPOFGz8GjZalqUtZnrYcWZKZ1WsW9QLr8Vj7xwCYu28uBc4y6DvNe9Df3uWWFr5E+Ht77RbuFvPaCZeHCOwEQRCEf5U31x7lRLGVmEAjkwc3gdwkmuYs8m4cPAtC65Nens6M7TMAeKjNQ3SI6gDA9fWvp1V4K6xuK2/vfts7YXFUK3BWYtz2NuP7eHvtPtyUJnrthMtCBHaCIAjCv8aezFI+3XIcgFdubIm/7ES77AFkPChNhkHb27G77Uz8ZSI2t40u0V24u+Xd1fvLkswznZ5BQuLH9B/ZW7QP+j3v3bjzE0Y3ggh/A9llNnGvnXBZiMBOEARB+FdwuD1M+mE/qgo3tovlmsYRsOZZpOJUbLpgPIPfBEnijV1vcKz0GCHGEGb2nIks1fyqbB7WnBsb3gjAjO0z8CT2hsTe4HFi2PwqD5y6126TuNdO+PuJwE4QBEH4V3h/QyqpBWbC/AxMu64ZJP8Euz8HYE/8feATwroT61hwdAEAM3vMJMwUBkDFypXkTJ5C+YoVADzc9mH8df4klySzKHXx6V67/Qu4LaGC8Kpeu0V7RK+d8PcSgZ0gCIJw1TuYXc5Hv6QB8PLw5gR5SmD5wwB4ujxIkX9zTlScYOqWqQCMazGObrHdACj55huyn3iS8qVLyZk4iZIvviDUFMqDbR8E4L2971EeVt97vx0qhp9fqu61my1GyAp/MxHYCYIgCFc1l0dh0g/78SgqQ1pGMahZJCwd7326RFRLlN7P4FSdTNw8EYvLQruIdjzU1vtkCcu2beS/4h1EYWrbFoD819/AfvQoNze+mQZBDSh3lPP+3vfh2udA1kLqOu6IPFHda7dY9NoJfyMR2AmCIAhXtXm/pnM4t4IgHx0vXN8CdsyFtI2gNcKNn6Bq9CyzLiO1PJVQYyhv9H4DnazDmZlJ1mOPg8dD4A3XE//N1/j37w9uN7nPPItGgWc6PwPAwmMLOSq5vXPbAfqfX+SBXvUAmL0pFZdH9NoJfw8R2AmCIAhXrdSCSt5dnwLA9GHNCLemwrrp3o0DXoaIJixMWcg+1z40koY3er9BuE84isVC1oMPoZSXY2zdiqgXX0SSJCKnPoccEID90CFKvviCjlEdGZgwEEVVmLF9Bmqvid658LJ3c0fQPsL8DGSVil474e8jAjtBEAThquRRVCb+sB+nR+GaxuEMbxEKi+4BjwMaDoSO97CvcB9v7HkDgEfaPEKHqA6oqkrOlGdwpKSgCQ+jznvvIxsMAOgiIoicPBmAwvfex5mRwVMdnsKoMbKnYA8rC3dBN++9e/qfX2Z8zzgA3t8oeu2Ev4cI7ARBEISr0vytGezNLMPfoGXGjS2R1r8ABYfBNxxu+IASRylP/vwkbsVNc11zbm9yOwDFc+dRuXYt6HTUee89dJERNY4bOGI4vt27ozoc5D43lUhTBPe0vAeAt3a9hbXjOPAJg+JU7jD8Vt1rt2RP9t/eBsK/jwjsBEEQhKvOiWILr69JBmDKkKZEF26B7R95N97wIR6fEJ7+9WnyrfkkBCQwwmcEkiRRuXEThe++C0DU1OfwqRowcSZJkoh64QUkHx+su3ZR9v333NXiLur41aHAVsC8o99C70kA6H+bxUM9ogF4f1OK6LUTLjkR2AmCIAhXFUVRmbzoAHaXQrf6odza3ARLJ3g3droPGg3gg6QP+D33d0xaE6/3eB2jZMRx5AjZTz0FqkrQLTcTPGoUAE6bm3WfH+KTJ35l9byD2MxO9HViiXj8cQAKXn8DuaCESR29wdwXh7/gRMO+EBQP5nxuU38izE/PyRLRaydceiKwEwRBEK4q3+7MZFt6MSadhldHtERa8QiY8yG8CfR/kZ9P/szHBz4G4Pmuz1M/qD7asnJyHnoY1WrFt1s3op59FgC3y8PKj/ZzbHs+DqubtD0FrJ57EMWjEHzbaExt26JYLOROn07vOr3pHtsdt+Jm1p63oO80AHTb3uORLiGAGCErXHoisBMEQRCuGjllNmau9F6CfWpgY+pmLICjK0Gjhxs/5qStiGc2e6coGd1kNEPqDUGxWon5Yj6eggL0DeoT++47SDodiqKy7rPDZB8rQ2fU0PPmhugMGnJSytjx43EkWSb6lZeRdDosv26m8scfebrj02hlLZuzN/NrYBhEtwZnJbc6FhDmpyezxMqSvaLXTrh0RGAnCIIgXBVUVeXZJQcwO9y0qxvEXY2csNobxNF3OvbwRjz+8+NUuippHd6apzo8herxkDdpEsacXDQhIcTNmYvG3x9VVdm84BjpewuRtRJDxrei1TVxXHNHEwB2rz5BVnIJhnr1CHvQ+wSK/FdmEOcO4I6mdwAwa9frOK99DgDd7s94sqMe8D5D1i167YRLRAR2giAIwlVhyd5sNh0tRK+ReW1EEzRL7gW3Der1Qe08npd/f5mjpUcJMYZ4JyHW6Mh/dRbWX35F0WqJfv899HViAdiz5gQHf8kGCfrd1Yw6jYMBaNghkmbdo0GFdZ8fxmZ2Enr3OAxNm+IpLyf/lVe4v/X9hJvCyazM5L/2TKh/LSgubiqfT6ivnhPFotdOuHREYCcIgiBc8Qoq7byw4jAAj/ZrSIOD70HuPjAFw/A5LEpbwrK0ZciSzGu9XiPKN4qSr76m9MsvAci7+WaMrVoBkPx7Lr8vTQegx8iGNOwQWeNcPW5uRHCUD9ZyJxu/OAJaLdEvvwQaDRUrV6H8+juPt/cOrJi3fx55PR4BJLSHF/NMGzvgvddO9NoJl4II7ARBEIQr3vRlhyi3uWgeE8D9dXNgi3fKEq5/n0POEmZs9z7v9eG2D9M5ujOVP/9M/gxvWuijj2Ju1RKAEweL2fRf7z16bfrXpXXfuFrn0uk1DLinBRqtTMaBYvZvzMLUvDmh48YBkPf8CwwO60XbiLbY3DbeOrkKWnlH2A4vmkuIj44TxVaWJuVc0jYR/p1EYCcIgiBc0VYeyGXVwTy0ssQbw+qiXfYAoEK7MZQl9uSJn5/Apbi4Ju4a7m5xN/bkZHKeeBIUhcCR/yHobm9AlpNSxqq5B1AUlYYdI+k2on71OZx2G9lHj+CwWgAIq+NH95ENANi6JJXCzErCHnoQfUIC7sJCCl5/nSmdpiAhser4Kna1Gg4aPZoTm3m5RR4A729MEb12wkUnAjtBEAThilVqcTJt2UEAxveuR9Nd06EiG0Lq4en/MpM3TybHkkOcfxwv93gZd0EhJx8Yj2K14tOlC9HTpyNJEo5SmdVzDuFxKSS0CqPvXU2RZAmArCMH+XjCWL6bNpF5E+4iI2k3AC16x5LYOgzFrbL200O4VQ3Rr7wMkkT5D4uoe6yMmxrdBMCMw5/g7uh9OsWgvDmE+Wg4UWxlmei1Ey4yEdgJgiAIV6yXfjxMkdlJwwg/HgnfDYeWgKyF/3zC3KNfsyVnC0aNkbf7vI2fW0vW+PG48/LQ16tHnappTYqyzBTt8sHtVKjTJJiB9zZHo/F+PWYdPsjimc9jt5gBcNpsLHtzBvnpqUiSxLVjmuIXbKAs38rmBcfwad+e4NGjAcidOo0Hm9xDoCGQlNIUFkQngjEQueAQrzU+CoheO+HiE4GdIAiCcEXalFzA4r3ZyBK8MyAQ3Wrvkx/oM4XNqpU5++YAMK3rNBoFNiB74iTshw97pzWZOwdNYCAluRZWfnAQ1S0RWS+AIeNbodVpgKqg7tXncTnsxLdqy0Off09Cm/a4nQ6WvvEylrJSjL46+o9rhiRB8rY8ju3II/zxx9HGROPKysI1Zz6PtnsUgNmHPqeoy3hvEbPnEeUDGcVWlu8TvXbCxSMCO0EQBOGKU2l38cySAwDc3S2O5r8/BU4z1O1GdptRTN48GRWVUY1GMaz+MApefwPzhg1Iej11PpiNPi6O8kIby9/Zi93sQhfgYfADzdEZvEHdycMHWPTq9Oqg7oaJz2Hw8eG6RycRElMHc3ERy954GbfTSUzDYDoMSQDg52+OYrZJRL/wIgAl//2SwZb6NAtthtll5h1NBQTEIldk8VbCDgDe3yhGyAoXjwjsBEEQhCvOzFXJ5JbbiQ/1YZJpBWTtBEMgjhve54lfJ1LhrKBFaAue7vQ0pd99R8n8+QDEvDoTn7ZtMZfaWfbOXizlToKjfQjraENv0gLeoG7xq8/jdjhIaN2OGyY+h05vAMDg48vwSVMx+vqRm3KUdR/PRlVVOgxJILpBIC67h7WfHMLUtRuBw4eDqpL/3DSeaTsRgGXpP5LU6S4AuuZ8TrzJzvEii+i1Ey4aEdgJgiAIV5StaUV8sz0TgNk9XOi2vOHdcN1bzDz6FYeLDxNkCOKtPm/h3LqDvJdeBiD80UcIGDIEa4WTZe8kUVlsJzDcxNAHW6LRqwAcT9rN4plnBHVPnQ7qTgmOjuW6xyYjyTKHf93Irh+XIGtk+o9rjsFHS8GJSrYvSydy8tNowsJwpqUR/cMWhjcYDsCM0l14Ipoh2ct5p84mbz1Er51wkYjAThAEQbhiWJ1uJi/yXoId1yGUltufAlWBVjezxKhhUcoiJCRm9ZxFcHYl2Y89Bh4PgcOHE/rAA9gtLpa/m0RZvhW/EAM3PN4Wn0Dvo76O/f4bS197CbfTQWLbDtzw1HNo9fqzliO+VRv6jLkXgF+//pz0vTvxDzFy7ZimAOxdl0l2toeoqVMBKP74Ex70HYq/zp8jJUdY1GIgAG1yvqepqYz0Igsr9oteO+H/TwR2giAIwhXjjTXHyCyxEhNoZAqfQdkJCKzLka738sr2VwCY0GYCnfQNOTn+ARSLBZ+OHYl+8QVcdg8r3t9HcbYZnwA9NzzaFv8QIwDlKUdY/cFbKB43jbv14oannq0O6lRVxXaomLKf0rHuK0RVvb17bQddR8u+A0FV+end1ynOOkm9NuG06O19LNn6+YfRdOmN/8CB4HZjfeE1Hmz5AADvZa+nLKEbksfB2xE/AfD+hlQ8ivq3tqdw9RGBnSAIgnBF2H2ilM+3Hgfg4/aZ6A4uAEmmfNjbPL51Kg6Pg151enFPwzs4OeFB3Dm56BMSqPP+e7jR8NOH+ynIqMDoq+P6R9sQFOkDwK7liyjc+RuoKq37D2bIw0+i0eoAUD0qZUtTKf7yMObN2ZR8m0zJd0dRPSqSJNF33APUadoCp83K0tdexGaupPt/GhAa64ut0sWGL44Q+eyzaAIDcRw5Qv/NZhoFN6LcWc57dbwTHDfOX0knU7a3107cayf8P4nAThAEQfjHs7s8PL1oP6oKd7fU0XzPdACUHk/yzIklZJuzifWL5ZVuL5P39BTsBw6gCQoibu4c8A1g9ZwD5KSUoTdqGPZIa0Jj/VBVlV+++oyt338FQMcbRtL37gnIsndkrOLwUPzlYSzb80ACY7NQ0EjY9hVSuugYqqKi0eoY9sQUAsIjKcvP5ce3X0WSVQbc3QKtTubk4RIOJFmJfO5ZAEo+msOzEWMA+CH7Fw41GYCEyutBSwB4b2OK6LUT/l9EYCcIgiD8483emEpqgZkIXy1T7G+DvRxi2/NJaCi/Zv2KXtbzVp+3cMz+hMp165B0Oup8MBttnTjWfnqIzMMlaPUy1z3Umoj4ABTFw9q577NrxWIAQtt2putNtyFJ3qdNeCqdFM7bjz25BLQyobc1JWxMM0JHNwEZrHsKKFuehqqq+AQEMnzic+gMRjIP7uPn/35MSIwvPUY1BGD70nRsLXrh16cPqstF8FvfcF3CEFRUZpgUFFlHfOlW+puSSS+08KO41074f7jiArsPPviAhIQEjEYjnTt3ZseOHX+af+HChTRp0gSj0UjLli1ZuXJl9TaXy8XTTz9Ny5Yt8fX1JSYmhjFjxpCTI36pBEEQ/imO5Vcy55c0AL5suh3tya2g82VrzweZve8jAJ7r8hzRGw5S8ulnAETPeAVT23Zs+OII6UmFaLQyQya0IrpBEG6Xi5/eeY2Dm9YiSTJ9732Q4Katqs/nKrBS8GESrmwzsq+W8PtaYmoRBoCpeRghNzUGCSy/51KxJgOA8PhEhjz8FEgSSWt+Yt+6VTTrEUP9dhEoisq6Tw8RMmUqsp8f9v37eSC5Dj5aH/aXHWNZiwEAvOK7EAmFdzeIXjvhr7uiArsFCxbwxBNPMH36dPbs2UPr1q0ZOHAgBQUFZ82/detWbr31Vu6++2727t3L8OHDGT58OAcPep8raLVa2bNnD1OnTmXPnj0sXryYo0ePcv311/+d1RIEQRDOQVFUnll8ALeicne9chodfheA3H7P8XTSO6io3NjwRvoXRJBXNSlw2EMPEXDddfz87VGO7chHliUG3teCuCYhOO02lr72Ise2b0Gj1TLs8ck0792v+nz2Y6UUfLgPT6kDbaiRiPFtMNQNqFEmn7YRBA333h9X+XMWFZu8U6806NiFHjffAcDGz+eQdfgA19zeGP8QIxVFdrasLyXi6acBsH34KY9H3ALAO86TlBsCiDAfYZRxl+i1E/5frqjA7q233uLee+9l7NixNGvWjDlz5uDj48Nnn3121vzvvvsugwYNYuLEiTRt2pSXXnqJdu3aMXv2bAACAwNZt24do0aNonHjxnTp0oXZs2eze/duMjMz/86qCYIgCGfx3c6T7DpRSqjexRTbG0iKG2fTYTxZtJkyRxlNQ5ryVOgosh99DDweAq4fRuiE8Wz5IZXDm3OQJOg3rhmJrcKwmSv54eXnOLF/LzqDkRFPP0/Dzt28J1LB8lsORZ8fRLW70df1J3x8a7RhprOWy69zNIFDEgGoWHOCyi3ZAHQafhNNuvdG8XhY/var2CqLGXBPcyRZImVnPnmx3fDt1g3V4aDz/F3U90+kxFHGh427APCMcSF6XLwneu2Ev+iKCeycTie7d++mX7/T/1nJsky/fv3Ytm3bWffZtm1bjfwAAwcOPGd+gPLyciRJIigo6KKUWxAEQfhrCirtvLrqCABfxa1AW5oG/jG8FpvAgaKDBOgDeKPlVPLHP4JiNmPq0J7ol19m508Z7NtwEoBr7mhCww6RmEtL+P75yeSmHMXo68dNU18hvlUbAFSXQkKqL+Y1maCCT4dIwu9rhcbv7HPYneLfqw7+fesCUL4iHcvOPCRJYsADjxBZryH2ygqWvf4SIdE6Og3zBoG/fncM06PPIfv4YN+9h2l5nQD4znyMo4HRBNqzudu4ibRCC0v3Zl+KZhWuctrLXYDzVVRUhMfjITIyskZ6ZGQkycnJZ90nLy/vrPnz8vLOmt9ut/P0009z6623EhAQcNY8AA6HA4fDUf2+oqIC8N6z53K5zqs+F+LUMS/Fsa9Uok1qE21Sm2iT2q6kNnlh+SEq7G7uDDtG0+wfAFja5U4WpH6NhMTL7abhnvQSrpwcdHXrEvX22+zekMWunzIA6DayPg06hlOUfZIlrz5PRUE+vkHBDH96OqFx8bhcLjxlDkq/OUpokQEk8B+SgKlzJG7VAy4PAJWVlWzYsIHs7GwiIiLo27cvISEhAJh6R+OxubBuzaV0cQqKBowtQxn62NMsmDaRopMn+PG91xnyyNOcPFxMTko5G1YUcM2jj1EycwY+Hy/mxme6s9i6hVdi4/miPJdHtEv4ih68ve4oA5uFY9D+/X0wV9Ln5O9yOdvkQs4pqadmWjwPZWVlLFmyhM2bN3PixAmsVivh4eG0bduWgQMH0q1bt79U4PORk5NDbGwsW7dupWvXrtXpkyZN4pdffmH79u219tHr9XzxxRfceuut1WkffvghL7zwAvn5+TXyulwu/vOf/5CVlcXPP//8p4Hd888/zwsvvFAr/ZtvvsHHx+evVE8QBEE4w5FSiTnJGgIxs8X3afw8pWyI7M1EnyxcuLhG14fbl+Tjf+AAHh8fMieMp9QaQ9lh74TDAY0cBNR34igrIWfTKjw2K1o/f2KvHYLOz/v33a9CS71jfuhcMi6tQnojM+ZAd41yVFZWkpGRgdt9Ol2j0ZCYmIi/v783QYW66T6EFxhRJZXUxmYqgl3YiwrIXv8jquIhuFkbgpp0Iv83HxSXjF9dBy02v4/P8eOU149nwk35uCQ300vdjCzL4WPlBl5x3sx/Ejz0ihaXZP/trFYro0ePpry8/E/jEzjPHrucnBymTZvG119/TUxMDJ06daJNmzaYTCZKSkrYtGkTb7zxBvHx8UyfPp2bb775olTkTGFhYWg0mloBWX5+PlFRUWfdJyoq6rzyu1wuRo0axYkTJ9i4ceP/bLQpU6bwxBNPVL+vqKggLi6OAQMG/M99/wqXy8W6devo378/Op3uoh//SiTapDbRJrWJNqntSmgTm9PD67O3Ajb+G7MIv5JSykPq8WaEC5fZRZeoLkzeX5fyA+tBq6XuB7ORPHEc/+oYAG0HxtHxugRyU4+y/PVv8dishMbFM3zSNHyDvT1t1h35VG7PAEVFE2niQEwuvYf1rW4TRVHYsmULe/fuBSAiIoKePXuyfft2srKyOH78ODfccANNm3ofIaYqKhWLUrHvL6ZhagDBdzRBXy+Q5PqJrP3oHUoPJ9GpzzW0HteC1XMPYc404Pv4LJg0hsC0E0wr6cvU0F/4IDyIQeW5jNWuZr7zWjYVxjBldA8CTX/vz+pK+Jz83S5nm5y6Mng+ziuwa9u2LXfeeSe7d++mWbNmZ81js9lYunQp77zzDidPnuSpp54670KcD71eT/v27dmwYQPDhw8HvL94GzZs4KGHHjrrPl27dmXDhg089thj1Wnr1q2r0eN3KqhLSUlh06ZNhIaG/s+yGAwGDAZDrXSdTndJf9iX+vhXItEmtYk2qU20SW3/5DZ5c30aWaU2bvFLonXJGlRJZlr9lpws2ku0bzTPl/ai/NMZAES//BIF+vr88ol3toPW18bRdXgDThxIYvkbr+By2Ilu1IQbn34eo58fqluhbEWad9JhwNQqDP8bEnGuz65uE4vFwuLFi0lL806x0q5dOwYPHoxOp6NJkyYsWrSI5ORkFi9ezODBg+ncuTMAoTc3odidjP1wMWVfHyXsnpa07NOP0pwsdi77gQ0ff8DNz79K62vj2LfxJFvWlDFg/BOY355B02+20/LBGA64c5gT35ynMg7yst/3jDU/yLPLDvPRbe2RZelv/1n8kz8nl8vlaJMLOd95Xbg/fPgwr7322jmDOgCTycStt97Ktm3bGDt27HkX4EI88cQTfPzxx3zxxRccOXKE8ePHY7FYqs83ZswYpkyZUp3/0UcfZfXq1bz55pskJyfz/PPPs2vXrupA0OVyMXLkSHbt2sXXX3+Nx+MhLy+PvLw8nE7nJamDIAiCcG5Hciv4eHM6IVTwouYTAL5pPZSNRXvRyTre8h9LxcuvARA2YTxl9Xuw7tNDqCo06x5N95sakLJjK0tefQGXw058q7bc9OzLGP38vJMOf3Kg+kkSAQMTCLm1CZJeU33+1NRU5syZQ1paGlqtluHDh3P99ddXf7HqdDpGjRpFhw4dAFi1ahXr169HVVUkjUzorU0wNAhCdSoUfXYIZ46ZHrfcQb12HXG7nCx942Va9g4iLM4Pu8XFLnMzDK1bo5jNPL0pAFSVr2ULaXo917i30FV7lDWH8nlsQRL2qnv+BOHPnFdgdz69WP+f/Ofr5ptv5o033mDatGm0adOGpKQkVq9eXT1AIjMzk9zc3Or83bp145tvvmHevHm0bt2aH374gaVLl9KiRQsAsrOzWb58OVlZWbRp04bo6OjqZevWrZekDoIgCMLZKYrKlMUH8CgKn4R+g95RwuGoxrxZeRiAZ6LuRDf1HXC7CRgyBHv/21k99yCKotKwYyS9b2vCwZ/X8ePbs1A8bhp16cHwSdPQGY04syopmL0XZ0YFkkFD6J3NCbgm7vSTJjweVq1axVdffUVlZSVhYWHce++9tGnTplY5ZVlm6NChXHvttQD89ttvLF26FI/Hg6STCR3TDH18AKrdTdGnB/EUOxjy8ERC69TFUlrCindm0HdMI7QGDTkp5RQMm4ik06HfcZD7cpvgVj28Et8EFfgo9HsMssLyfTmMmruNrFLr3/TTEK5Uf2lUbE5ODr/99hsFBQUoilJj2yOPPHJRCnYuDz300Dkvvf7888+10m666SZuuumms+ZPSEjgAsaOCIIgCJfQ19tPkHSyjJsM22ln+RWLRsfE0ABc1nwGB3WnzawfcVVUYGrbFum+yaz86AAet0Ji6zD63tWU3T8t4devvPOatrx2AP3ufRBZ1mDZW0DpohRwK2jDTYSOaYYu/PRAt+zsbI4ePVo920Hnzp3p27cvev25pzuRJIlevXrh5+fHihUr2LdvH2azmVGjRmEwGAi7qzmFH+/HlWOh6JMDhN/fmuGTpvH1M4+Tn57C9iUf0+vm29j432T2bK3g2ruehI9fpd+STJaN07PTVMayoDCGlx1hY6uNXHdsMPuzyhn2/m+8f2s7ejQMu7Q/DOGKdcGB3fz587n//vvR6/WEhoZW/7cD3g/6pQ7sBEEQhKtPfoWd11YfJZxSXtbNR3XDS027kmnJoI4+kvu+LcGVlYUuLg7DM6/x49wjuB0e4pqFMODu5mz9/kt2LF0IQMfr/0PP0XeBAmU/pWPe7J0PztgkhJBbGiMbvV99brebX375hd9++w1VVfH392f48OHUr1+/Vvk8HhtW63GMxjrodKcHybVr1w4/Pz8WLlxIWloa8+fP57bbbsPPz4+wcS0onLcfd4GNwk8OEPFAK4Y9PoVFM6aSvOUXwuLiadixOSk789le1ICuzdviObSX57c2ZPy16bwRFkqvihJikz9jc0s3d2TfyN4cK2M+285TAxszvnf9Gt/BggB/YYLiqVOnMm3aNMrLy8nIyOD48ePVS3p6+qUooyAIgnCVe2HFISodLj4MmI/BXcGyOk35yZKBBpnXt9fHlXQAOSAAv1feY+X84zhtbqIbBDLwvmb8/N851UFdz9F30eu2sag2N0XzD1YHdf7XxBE6pll1UFdQUMAnn3zC5s2bUVWV4OBg7rvvvlpBnap6OHlyPpt/68KOncP4bUtn0tLfRlFOzyvWqFEj7rzzTnx8fMjNzeXTTz+luLgYjZ+e8Htaogkx4imxU/jJQWITm3LNXfcD8NuCL6nbtJyAcBPmUgcpXR9C1WoJ3ZHCyMxoyj02Xm9xDSDhd+C/LNI+x0Mt3CgqvLb6KA98tZtKu5hnTqjpggM7q9XKLbfcgixfMQ+tEARBEP7BNhzJZ+WBPEZpf6WjcyfpBhMzjN55417O7YZm9a8gywS8+CarFhVht7iIiPdn8P3NWDfnbfatWwWSRP97H6LTDSNx5VnI/yAJR0oZkk4mZHQTAgcmIMkSiqKwdetW5s6dS15eHiaTiRtvvJGEhASMRmONcpnNR9m1exTHUl7C4zEjyyYUxUlGxmz27LkVm+30kyHq1KnDuHHjCAoKorS0lE8//ZTs7Gw0AQZvcBegx11gpeizg7TqNYDW/YeAqrJ27tt0HOKPLEtkpNqpuMn7LNmblpcSUgk/Vqbwfd/HwScUueAgT2Xcx8L2h9BrJNYcyueGD7aQkl/59/2whH+8C47O7r77bhYuXHgpyiIIgiD8y1gcbqYtO0QMRbxo+Aq7JPFUQiNsHgcjKxtT/8vNAPg+Opm1v0pYy52Exvoy6P6mrJr9Kke3bUbWaLnu0Um06jcI28EiCj5MwlNsRxNkIHx8a3xahQNQWlrKF198wdq1a/F4PDRs2JAJEyZUz0V3isfjIC39bXbsvJ6KiiQ0Gj8aN36JPr3306L5e2i1/pRX7GXHzusoKFhTvV9YWBh33303UVFRWK1W5s+fT0pKCtoQI2H3tET21eHKNlP0+SF6j76buOatcNltbP76bdoN8g4CTCqqg6tNLySzhZm/RCOpKi+nL+LdnvfgqnctuO10PPQKO+t9TLMAO+mFFm74YAs/7c9FEOAvBHYzZ87kl19+oU+fPjz88MM88cQTNRZBEARBOF/vrD9GdpmVd30+xeix8HpcI1KcpTS0BXLzV1ng8WAYNpJfsxtgLnEQFOnDwHsb8eM7L3I8aTdavYHhk6bSqHMPytedoPirI6hOBUO9QCIebos+xg9VVdm7dy8fffQRJ06cQKfTMWzYMEaPHn366RGAqqoUFW1kx86hZGTMRlXdhIX1o0uXNdSJHY0kyURGDqVTxxUEBLTB7a7gwMEJHD36PB6Pd+CFv78/Y8eOpV69erhcLr799luSkpLQRfgQdncLJKMW54kKyr49xnUPTyIwMoqKwnwy9vyXuCYBeFwKBxvcjmLyI/jASZ7Lao+KyifHvuWmAIWk3o+BxkDgyY38qJ3EhNg0rE4PD36zhxkrj+D2KOdoaeHf4i8FdmvWrCE/P58DBw6wd+/e6iUpKekSFFEQBEG4Gh3MLuezLRncrllPR2Ufa/0D+V5jw+BUeWG5CbWsHG2LNuwKuo7yAhv+oUb6j0tgxVvTyDl6GIOvLyOffYn4pq0p/uoIlRsyAfDrFkPY3S3Q+Oowm8189913LFu2DKfTSVxcHOPHj6d9+/Y1Bh7Ici4HDt7Nvv33YrUeR68Po0WL2bRqOQejoebTikymONq3+474uvcBkJX9Jbt2/weLxXufucFgYPTo0bRs2RJFUVi6dCmbN29GF+1L2LjmSHoZR0oZ1hU5DH9yKnqTiawjB9HptmL011Fa5CLzhudRgVbfJzE74D5CjCGklaczJnMJL/e4A3NEU2RrEZOKp/JD/GIMOJn3azq3f7qdIrMD4d/rggO7N998k88++4wjR47w888/s2nTpupl48aNl6KMgiAIwlXGo6g8s+QAsWoeU/XfkqXV8HxEOKgqr/0WjzY9Cyk0nMOdH6PwpAWjn45rbothxVtTKTxxHJ/AIG6e/iqRYYkUfLAP++Fi0EgEj2xI0PX1kTQyycnJfPjhhxw9ehRZlunXrx9jx44lJCSkuhxOZzEpqS9g8nmDsrKtSJKe+Lr30bXLeiIjBp9z1Kks62jQ4GnatP4MnS4Es/kIO3fdQG7uIgC0Wi0jRoyofob6hg0bWLlyJbo6foSOaQ5aCfvhYqRtNoY+NBEkicO/riWxRS6SBOl5Jkr63oPqdBI5/RO+LhnJiPhhqKgsyFzLDWG+bGwzAoAO+T+wK/xl2ulP8nt6Cde99xt7Mksv8U9Q+Ke64MDOYDDQvXv3S1EWQRAE4V/iv9syOJBVytuGeciqnafrJFKpOHngQCTR29NRdToybnyFrDQLWr1Mj5GhrHx/OmV5uQSER3LLi6/h7wgif3YS7gIrsr+e8Ptb4dshCrvdztKlS/nuu++wWq1ERERw33330aNHj+qBf4ri5ETmJ2z7vS+5ud8iSSphoQPo2mUNDRo8jVbr/z9q4BUa2pvOnX4iOLgrHo+Vw0cmcejwk7jdFmRZZsCAAQwaNAiAnTt3snDhQjTxvoTe3gxkCVtSIcGZwfS85U4AklZ/RaOO3pGuB2iHq+9IVKeTync/ZMzM3XzuM544vzoU2Ap4tHw3T7S/jkL/CPwrU1mkncqkwPXkV1i5ee42vvr9hJir9V/oggO7Rx99lPfff/9SlEUQBEH4F8gtt/HGmqOM06ymPUd4Pyyc/ZKTbieMXLvSOwgg/9YZpKW4kGSJzsP8Wf/Jy5hLigmtU5ebX3gV7TGFos8Potrd6OP8iXy4DYa6ARw/fpyPPvqo+tag7t27c9999xEV5b2cqqoqhYXr+H37IFJTZ+J2V+Lr2xSrdQLNmr2HyVS3VnlVVWV9cQWz0nP5NrcYi6fmo70MhgjatvmCevWeAGTy8payY+f1VFYeAqBLly6MHDkSjUbDkSNH+OqrryDeRMgtjUECy448Guna0azHNaiKQvJvnxPTwIPiUdkTMAjfZ19FExaG60QmvlPf54MloTzmez0aScO6kv3cEB3KwgadURUnExyf8VPw2wR7Snhu6UEm/rBfPIrsX+aCJyjesWMHGzdu5Mcff6R58+a1Hky7ePHii1Y4QRAE4eozfdkholyZPG1YwG8mI5/7m4guVnlkmQdUleJhj3M40/tkiHYDTGz59nXsFjNR9Rsy4qnp2NfmYU0qBMCnfSTBwxvgxsP6NWvYtm0bAEFBQYwYMYL4+Pjq81aak0lJeZnSUm8evT6M+vWeIixsGKtWreGPVFVlXXEFb2Tksb/SVp3+anouk+tFc3NUCHLVpVpJ0pCY8CDBQZ05eOhRbLYMdu4aScMGk6lTZwwtWrTA19eX7777jhMnTvDZZ59x++23E3xjQ0oXpWDenE3Xa0ZQWpBL7rFkCtK+wj9kNJUlsDYpmE7TviDi0ArK5n+Ofdduuu3eQ7fBfXirfT6/u47xIhZ+at6V6WkHaGbbzS/+aTxmHcsPuyE5r4KPbmtPXIhPrToKV58L7rELCgrixhtvpHfv3oSFhREYGFhjEQRBEIRzWXMojw2Hc3hTN4cyjcKzUdGYHCovrfBFttgo63Qj+8wNAGjWXcvu5e9gt5iJbtiYEQ9Pp/Lr496gToagYfUIHtmQ3MI85s2bVx3UtWvXjvHjx1cHdU5nEUeSn2XHjmGUlm5DlvXEx4+na5cNxMTchCRpapRRVVU2FFcweHcKYw4cZ3+lDR+NzMjIYOoa9eQ73TyefJJBu4+xo8xcY9+goA507vQjYWH9UFUnx1Je5MCB8bhcZSQmJjJ27Fj8/PwoLCzk008/xRIvEzisHgDmTdkM6j2ekNg4zCXFuCyLCY3V4LC42bw4gzWFHbC/+DW+190AqgorN/HkG8d5O60LgYqR3dZs/hMbwZw6jdC6ypire5s3TZ+Tll3AsNm/8euxwkv94xX+AS64x+7zzz+/FOUQBEEQrnJmh5vnlx/ifs0KWspp3B8ZQ6nq5vlVJgJyK6hM6Mi+gH7gVklspXJo04c4qoK6YbdNouzTZBSzC9lHS8htTdEl+PPrr7/yyy+/oCgKvr6+XH/99TRu3BgARXFw8uQXHM/4AI/HG4BFRAyhQf2nMZnq1CqfS1FZkV/KnMwC9pu9PXQmWWZcnTDGx0UQptfiUBQ+zSri7apevOv3pjIiIojn6scQa/Q+W1anC6ZVyzlkZX1BSuosCovWUbHjIC2av0NUVAfuuecevvrqK4qKivjss8+49dZbCR4QT8XaE1jX5zBsyOMsWjyDsrxsjH7L6DpiPPs25GMucbBlVT6+gdfR4tkRBK/6AOeencR+/xufhIeyZmAsn9ZJ5QOdmzUNmzM9M5X/ONbRxfcw91vHc+fnLp7s34gJfRogy+JRZFcr8fgIQRAE4W/x5tqjBFYc43HdYj4JCmC7QcutWzQ0PWLGEliXfY3H4nGrRNVzkL7r4+qgbsjgRyn/MgXF7EIX5UvEQ22xBHn4/PPP2bRpE4qi0LRpUyZMmEDjxo1RVZWCgjX8/vsgUtNm4fGY8fdvQft2C2jZ4v1aQV2l28M6vT89dqcw4fAJ9pttmGSJ8XHh7OjalKn1YwjTe/tBDLLMhLoRbO3SlNuiQ5CAJQVl9Nh+hDeO52GtmkdOkiTi4u6iQ4eFmEzxOBy57Nk7moyMDwkM9GfcuHHExcVht9v573//S1aUGf/e3nLZ1+dzw+CnMPr6kZd6jD0/zaLjYAfdRybiF2zAUu5k+xYLv8TeS9mD7yHFJaIWFjPgq6P8d2EUXXL9SHVXMiYmihlRdQhSclhmmM798nLeWpvMfV/upkI8iuyqdV6B3aBBg/j999//Z77KykpmzZrFBx988P8umCAIgnD12J9VxjdbU3lL9xH7DRo+DA6i01GF4Zud2A1BHOg6EadDJSTKQm7yF96grkFjBnUdj3nFCVBUTC3DCBvfij2p+5kzZw5ZWVkYDAZGjBjBqFGj8PX1pbLyEHv23saBgxOw2TPR6yNo1vQ1OnZYQlBQhxplyrY7eT41m847j/GDMYQch4twvZanE6PY3a050xvEEq7XnbU+4Xodbzapy5oOjegc6ItNUXkjI4+e24+wNL+0ejRqgH8LOnVcTlTkDaiqh7T0N9mbdBcajYUxY8bQpEkTPB4P33//PckhBfj38QZ37i2lDB80Cf+wcMrz81gz5222fT+Vei3T6HJDBP6hRmyVLvYc0rCl1WQKb3sZJTAMQ1o2T8wv483VEUSWKHxrkrkhoR6bTXom677jG/0MDh05zA2zt3A0TzyK7Gp0Xpdib7rpJv7zn/8QGBjIsGHD6NChAzExMRiNRkpLSzl8+DC//fYbK1euZOjQobz++uuXutyCIAjCFcLtUZiy+AATNEuI0Z5kZGQMsQUqj/4k4dKaONjrWax2Gb/AcoozF+CwmIlp2JR+zcdi3ewdJet/bRx0Duab778lLS0NgMTERIYPH05gYCAORyHp6W+Rk7sQUJFlA3Xr3kN83fvRan1rlGd/pZU5JwtZVlCKp2o2kGiPkycaJ3BTTBhGzflfzGrl78PStg1YXljGi6k5ZDtcPHD4BJ9nF/Fiw1ha+/ug1frRrNmbBAd34+ix5ykt3cr2HUNp3uxNRo0axcqVK9m1axerVq2iskcPOg5oSOXaTNQ9Fv7Tfwop7j3sW78Sc2kJO5Z9jyT/QL32nUhs2ZWMQyYqCu0csASj7/oy9bXHCVv3IXF7c3h3v4Zfu/gwv6OFh6PCGWB1MKUomTXyZCaX3M3wD+y8NrIVw1rHXJSfs/DPcF6B3d13383tt9/OwoULWbBgAfPmzaO8vBzwdjc3a9aMgQMHsnPnzlrP3BMEQRD+3eZvzUDOTWKCYRlPhIVgdkq8sURCdsGBHhOpcPlgMJZQWfADDquZOg1b0CfuFhz7ir2DJIY34LipiJ8++g673Y5Wq6Vfv3506tQJVXWRkfERGSc+wuOxABAZOYwG9SdhNJ4OWJSqAREfnSxk6xkDHnoE+XFfTAiW3zdzXVRbdBcQ1J0iSRI3RATTPzSQjzILmJ2Zz/ZyC4N2HePW6BCm1IsmXK8jJmYkgYFtOHjwEcyWoyTtu4v4uvczePBj+Pv7s2nTJn777TfKW5ZzzeAOWFdlYvs9n3oJTWk54VqyKo6StOEnsg4fJG3n76Tt/J3g6Fjqt+5BUU4c5YUejlAXXe9ZxDsOEbX1C3pvqaBrkoFvu7pZ3U7Ptrg4niguYnbleyxyJzH52ztJOtmMyYOb/KW6C/885z14wmAwcPvtt3P77bcDUF5ejs1mIzQ0tNaUJ4IgCIIAkF1mY/a6gyzUfcSCAF9+NZl49nuVkBKFwx0epESORKMpwla2CKfNQnzDNnQPHY7reCWSTsbv5gasPbaF/fv3AxATE8OIESMICwujoHAVqamzsNuzAAgIaE3Dhs8SFNi++vx2j8Ki/FLmnCwgxep91JZWghsignkgLpyW/j64XC5WXoS6+mhknkyM4pboEF5Jz2Vxfinf5JawvKCMxxOiuKdOGL6+DejQYTEpqTPIzv6aE5lzKS3bQadO7+Dv78+KFSs4cOAAhVGFXD/kWtR1hTgzKnBmVOBn1NC/+Thc/RQOJm/i8OaNlOZmU5q7AK1eT2yTLlgtjaks8SdVakZGr1nUKdtN7IEfuHO9g+uS9Hza280LDUP40deX6cVbWelI5rEtD3JbdjkfjG5HuL/hIrSEcDld8KjYU8T0JoIgCMKfUVWVaUsP8oCyAKdPAW+GRHHbRoUWx1VSmtxCvl9TUAtwWZbgtFmo37AjnXwG4sm3IfvpUG+I4qtffqCwsBBJkujVqxe9evXCYjnM7j0PUV6+CwCDIYr69ScSFXk9kuTtdSp2upmfXcTn2UUUudwA+Gtkbo8J5Z464dUjWC+FWKOeD5vFMzY2jOdSsthXaeOltBy+yinihQax9A8NoEnjFwkO7kpy8hQqKvayY+cwmjaZyZgxY1i4cCF5eXl8Wb6EETfdQMRJPbZ9hXgqnFh358NuaOrbhtZD+5CvZLJr5wqKTmZwYv+vwK8Ex9RH0rTEUlmXDP/2ZPZoR2zBduJSVjBpURlH4jXMv9bAyNho7isr55vSF/gw80ZueG8U79/eifbxwZesbYRL7y8HdoIgCILwZ1YfzKPs6GZuM6zklohIuh5SGbZD5URcf7KieqK481FdS3DZrTRt0IPWml4oFS604SZyu0qsXP41LpcLPz8/Ro4cSXS0iaNHp5CbtxjvfXRG4uPvJ77uPWg03sl306x25p4sZGFeCTbFewNdrEHHfXHhjI4OxV+r+ZMSX1wdA31Z1b4R3+eVMCM9l+M2J2MOHKdPsD8vNIylccRgAvxbcvDQo1RUJHHg4IPExt7GPfdO4IeFy8nJyeHbJQto3bo1LW5qQZQahOtQKbaDRSgWN/bdRQTiQ//g21FayKQU7iZp7xpKc9KANPQmPwwBrbHbmnAyrAvZ4Z2Izv2dhIxVvDq/hJ9bSHzdO5DVdXx4vmg5vWz7eXLeQ9x9XW9ubi/uu7tSicBOEARBuOgq7C5mLtvNfN0cXg4PRlOk5f5VCrmRnUirPxzFnY/iXILbYaV1g340UTugOjzIdX3ZEX2SPWv3At4BEiNGDKW4+Du2/T4Xj8cKQFTkcOrXfwqjMRpVVfm9zMyckwWsKarg1NNRW/mbmBAXwXXhQWgv07xtsiRxS3Qo14UH8e6JfOaeLOTn0kqu3ZnMXTFhPJUYRft235Ge/jYnMueSnf01JcWbGT7iRbZtjWTv3r0kJSWRlJSERqMhPj6een3qUUcfgX8m2A+XoFS6IBka0oJGzdtQ4VvG/tSNZBUewWnbAtJWTAENcHmakxXZhZyoLkTlbqdz6hq6JReyrLOWezpFMMJeyLclk3l1xV3szriJ7uKq7BVJBHaCIAjCRffGmqOMtf+XfUFmtkghvLrIQ6V/U5Kb3oHizsdjX4zHZaNT/WEkepoBKs4mRtbZd5K7zzsStlevXrRubeTgoVHYbCcACAhoS6OGzxEY2Aa3orKsoJQ5mYXsrbRWn3tAaAAPxEXQNcgXSfpnTMTrp9XwbP0YbosJ5YXUHFYVlfNpdhGL80uZVC+aO+pNJDi4C0eSp2CzZ3LgwF00ajSK1q3vYN++FNLS0qioqCA9PZ309HQATCYT9ZomUsc3iuhSX3QpDtRKN/6VfnT3ux4l4npy3cc5ePxnyspTgBS0hmA8cgtyItuQG9WZyIJdDN2zmr778vm2ty9jmph4tvhzyg4n8aF2LO26W6kfKW67upKIwE4QBEG4qPZmlpK6fSV3+W7gtqBIJn7nQafGsbflfXjchXhsi1HcdnrWH0WMkghAXnMP67LW43A48PHx4Ybh/VE835O073sADPpIGjSYTGTkMCwehY9PFjIvq5CTdqd3uywxKiqE++qE09DXeNnq/r8kmAx83jKRzSWVTE3NJtliZ8qxLL7ILuKlBm3p2nk1qWmvk539NTm536PXb6Jlq9vo2as7DnsEJ07kk56eTkZGBjabjUOHD3OIwwAEhwQTHxxDtD2IsCwtBquWWBKJjU3EqXdyvHQf6aX7qXBsxmPfhqRrSG5oa/LCnyOyKIm7Nq2iYFcOH/YNIy7qKG8UT+Glj3K489bRXNM44jK3nHC+Ljiw27RpE9dcc81Zt82dO5f777///10oQRAE4crk8ii8tGg7r+vn8mREGLdsgPiiMPa0fxCXUorbughJ8dC33hhClSgUSWFfwyJ2px0AIC4ujr59gzmZNR6n0/ts09jY22hQfyKFHgOvpOfy35wiKtzeJzyE6DSMjQ3jrtiwc04m/E/UM8Sf9R0a82VuMa+l55JssXPTvjQGhQXwdOIU2kdez5HkKVit6Rw//k7VXhI+Pom0at2crt2a4rBHkJur4/jxArKysigtLaW0tJQkABkio8KJJZTIYh8inQE09u1IY9+OWCgnvXQ/meYjmCuPIGkiyAlsTX6HSYQXHeKpZas5HJPFtF5wG69z4Ms9HOw1hQf7NRGPIrsCXHBgN2jQIB555BFmzJhRPc1JUVERY8eO5bfffhOBnSAIwr/YZ78d56biOXwT6SH+kJE+B33Y3fZB7JIVl3URelXm2sQxBKjBWLQOfo1MJTszD4CuXZsSFb2JtPR1APj41KNJkxkU6lry2LF8lhaU4q66ga6+ycD9ceHcFBWC6Qqdf00rS4yNDWN4RBBvHM9jfk4Rq4sqWF1UwdDwUB5p+gMJ1vUUFq6jovIgDkcuVms6Vms6sKL6OI0aR9O2XVPc7hhKin05cUIhJ8dGflkh+RSCBrQ6DdH6UKIsAcS6g2ke3IOWwT0pdRaQaT7MScsOLLZfyfVtTkHb+wgvy2HiwlVsbXSCtPbbuGH7aJ49MZ3Jtw8l0HTlBND/Rn+px27MmDGsW7eOb775huPHj3P33XfTuHFjkpKSLkERBUEQhCvByRIru9YvYGTA7+yrCOO59Rr2tRqPRa/gsizGVzZxbd3bMKm+5JjK2KQ/jK3YhsGgp/8AE2bzDIqKzEiSlvj4+5Ej7mXayRIW5SWjVJ2jS6Av4+tG0D80APkfcv/c/1ewTssrjeowJjaM14/n8lNhefXSL7QtQ8L60CTBSKJsxmBPxmw+TGXlISrNh7DZMnE4cnE4vPclanVQvwE0bhKEJNXFbA4hN0dHUZGJkzY3JzUF7NSAQdYT4w4iVhNCoqEzrUP6UOzI4aQ5mUzLInL1wRQ0H06M2Um7RWtZ3yqNOqbHmf32Dm6862maxoj77v6pLjiw69atG0lJSTzwwAO0a9cORVF46aWXmDRp0j/mJlVBEATh76WqKjMWb2OC/mOeNYTw3PcqyU3vptzHiMu8iBB9KL1jRqFBzx6/E+xxp4ID4uL0tGixl/LyPYB3kuGQejOYV+jLN7vScVU9c3VwWCCPxEfSNsDnclbzkmrsa+STFokkW2y8m5HPsoIy1hdXsL64ojqPQQ4i1tCHOsb+xAbriYlQCaOQQPdxAhyHMVp34bQdxe0uA8owGCAh0buAAaczktISP8rLAykwh5BhDURVNfirRmK0IcSamjMgtAeV9gJOWo5wUpdFUb2uNC3qS1DKz2S1WcTmz7dwvP+HDOnU/DK1lPBn/tLgiWPHjrFr1y7q1KlDTk4OR48exWq14uvr+793FgRBEK46P+7P5doTb/JWlI4HflDJix1NYWAYTvMiYk116Rp5Aw7crPffT7arCElS6NS5DINhHWaLE1k2EZowiaXua/nsQDF2xQ5An2B/nq4XfVUHdH/UxNfER80TeDLRzve5JeyssJBhc5LncOFQVNJtDtJtjjP20AINgYZI3ECkXku0zk24XEGomkugKx1/xyFC1GzC9EVERmUSGeXdU1VlLJYgzOZgKs0h7DKHYDEHE6QPIdYvkfaedsjWCnIsKZw0NKFBZhf0th0csd1I1rGJjL11nHgU2T/MBQd2r776KtOnT+e+++7j9ddfJzU1lTvuuINWrVrx1Vdf0bVr10tRTkEQBOEfqtzm4pdlnxMTeojum3zRGIZyIrweTvMiGvo3p21oP/KlMjb6HMbqshMUVEabtgfweDJQVTAE9+U3v6f4JNOO2VMEQKdAXyYnRtMt2O8y1+7yaeBj5Jn6pycKdioKuQ4XWXYnWXYX2Q5n1Wsn2VXv7YpKntNNnhMgoGppDAyGqotqfpKLcKmUYCWHUHIJ9SskzK+QMAqpSyoBahkOmz8WczAHzSFYzaH4VCRQ1xGLyWanorIdwemtcaet5YMTyxg94WsiggP+/gYSzuqCA7t3332XpUuXMnjwYABatGjBjh07eOaZZ+jTpw8Oh+N/HEEQBEG4msz+cRvX6D/h1xQ/+pd040i9tjjNi2gd3I3GgR3Zr8lkly4NSXXSvHkKIaF78XgUVG0Eu0NfYX5JOKVl3nnoWviZmFwvmr4h/uL2nj/QyzLxJgPxprPPHKyqKkUuN1l2V1Ww5yTLcTrwy7I7KXV7MKs6zGoEx4kAqU2t42hxEepTRIhPMaERRYRSRCgnKHIdwmhxY6qQCSiPQF/UmsCTOpY+/hBNx91Mz15DL3ELCOfjggO7AwcOEBYWViNNp9Px+uuvc9111120ggmCIAj/fLsziql/6HmWqUZG72vBgcZ9cFuW0jVsIBF+DVir289JTRFBwTk0b7YHWVOKGy27/Z9kgbM7+QUewEMDHwOTEqO5LjzwqhkU8XeTJIlwvY5wve6cl64tbg9ZjjMCP7uT7OpeQCe5DhduSUc+0eQTXXNnfdUSDEbVRghFhKglBDr9+L0ohcXzX6Nr2+60rt+aOiYTvpq/7/FtwmkXHNj9Mag7U+/evf9fhREEQRCuHE63wqoFsykxneTmFY042GgI2H6id8QNSD5BLNXvwK4rp3H93UREpqEg87v2epbIt5Nl1gAe6hh1PJUQxcjIkMv22K9/E1+thsZaDY3PMYmzW1HJdbrIMFtZtX0XEU2bkevykG23kWWzkOPwUKFosUsmcogjR4oDI94lGL4tAUpSAfDDTrROIdZkpK5vEHVMvsQYdMQY9MQadUQZdBhkcX/exSaePCEIgiD8JV+v306g9F9arq3L0QY3onFsomfUSLJNdrZrdxIacZyWDXej0drYSReW6u4nwx0AHgjXa3ksPpLbY0LFl/s/iFaWiDPqidJIlLgtDIkLr56z9hSLx+O9189mJbU0kwPHj5JlM1NmMFGq86eEUOySD2aMpLggxQVUVAAVtc4XrtMSY9QRa9ATY/QGfTEGHbFG7zpSrxMB/wUSgZ0gCIJwwU4UmfHsfhKf3RHkxtyMUdlJl+iR7DJlkuVznCYNthMSms0B2vCDZixpSh1wQ5BWw4N1IxhXJ0xcqrtC+Wo0NPDR0MDHSJ/QEGjQBoD1K74iZ8FGjBGB2KMtFIZYqfT3YDXpKdcFUEIoxYRRTBglhOKS9BS63BS63OyrtJ31XBoJIvVnBn6ng75TPX+hOq24fH8GEdgJgiAIF0RVVZZ+MxNHho0Q4534a47RNGIIawyH8IlNokPiHlK1DfhQeolkmoECPhqZ++uE80BcOIE68dVzNeo37Hbyuw1lwXu34bs1knBjfRr5GtD4h1HmU0ZZQDpav234+ZXi41uKx0ehVA6pCvTCKK4K/EqkcEqlSIrVQDyqTI7DRY7DdbYOPwD0kkS0QXe658+gI8ZYs+cvSKv51wzGEb9dgiAIwgVZs2UntswlRFWMIcC/hMCITmwM/Jn6jbZSHOjHmzzNPqkdAAZZ4q6YMB6Kj7iinuUq/DWRocGMn/YjX3wzh+KD76M/0oky/8boteXUN9Uh2K8nZQYPOXIJeZoiNL7FBPiVEO13HD/f3fj5l6HROEEFBZlyAqt6+UKp1DakTFefMjmaIjWQfLeBQpeCU1U5YXdywu4ELGctl49GJraql6+65++My7+xBh2+2qujB1kEdv9yHlXF5lGwehSsStXao1TP9g7VUx/VXlf996OoKi5Vxal41w5FxaV4f9lciopTVXErKrIEGklCW7VoznjvXVP9WnPGa+0f3mskwO2hUNKSZXdiVFQ01D7Gqf3+Lf+lCcLfocziIHnNg0Rn/IewMJny8EjKEhcQXreE+fIYtkvdANAAo2NCeTw+khij/vIWWvhb6TQy99wxgdU7epOx/gFyC3bQ4XA7TobX4YgliQCKifNtQCfftjgdGrLLSsmRSzghl+GRPBiMZvx8S/H1KyU4uJJ6fkU0kFPA/Tu4/3AyTShO3w5YjC2p0NanVBNDoRJArtNNTtXcfiUuD1aPQorVQYr13FOyBWo1NS7x1uj5M+gJu0LivisusPvggw94/fXXycvLo3Xr1rz//vt06tTpnPkXLlzI1KlTycjIoGHDhsyaNYshQ4ZUb1dVlenTp/Pxxx9TVlZG9+7d+eijj2jYsOHfUZ3/ya2obCypJElrQi0qR5E1uBQVd1Uw5a4KqNxVQZT3vYJLVbzBleKh0u2qWjxYPAqVHgWLB6yKhEO9gm9a9o/luV0p/zObjOoNDKEqmOSMQNG71kkSYXo94XoD4QYd4Tot4fpTi45wvZYwvVbcEyT863376RMEH+5JZGwkmXUz0DbZx2qfwWymN6qkQQJujAzmqYQoEn3OPt+a8O8wqFNzjtX9icWfv8Lx2O8pSUmix9EWZMX05bDDwoGKxQRrtMT5NqGXXxOMWn8KpHJy3CXk2Mo4WVxO5glvJ4NW68DXt5SoaBdhoTYMxgLc7pOonmL0FWvQV6whGIgHJEmPn19D/Pya4R/VFK1vMyp19Shw66sncj4V9OU4XOTYnVR6FMrdHsrdHo5Y7Oesk79fHWYnpVHHaKgO/Lw9gToSfQz/iF7pKyqwW7BgAU888QRz5syhc+fOvPPOOwwcOJCjR48SERFRK//WrVu59dZbmTlzJtdddx3ffPMNw4cPZ8+ePbRo0QKA1157jffee48vvviCxMREpk6dysCBAzl8+DBG49mHg/+dKh2V3Hk4E3wiIDnrIhxRwvu/9B9SVQU9DgxVi7bWv0WgIp31tYSKFjdaXFXrmosGNxo8qEgoaPAgV601KMgoyHjO8v5seU7v/8f3GlTp7EGqgoSigstb8LNQAZV0ux049y80gEmGMJ1MxKkAUK8jTOcN+vSyhAYJqaonUsa7lqrWsgQavGv5jO0yVKdpqNomgYw38JSr85yxj0R1mqYqr+Rx4/nT0gvC/8+2XZsxblUJbpBAesvf2BbTmo3MwCN5v8wGhQXwdGI0Tf1Ml7mkwj9Fo6gAJjz+Mq993ZWucS+wqMkemu44QLujTciIG0iZjy8HLPvYV7qZEEMEdX2b0NSvKe019XHiJk8uI0dXRp6mnKJyA+XlcNR7ZDQalYQEPTGxCoEB5SBlYTYfweMxU1l5iMrKQ+SeURaTsS5N/ZvSya8pfmHN8PdrisFQD0mSqHR7qgO+HIeLbHtV0Fed5sSmqFTKGg6Y7Rww1/6uGB0dwltN6v5NLXtukqqqZ/2q+yfq3LkzHTt2ZPbs2QAoikJcXBwPP/wwkydPrpX/5ptvxmKx8OOPP1andenShTZt2jBnzhxUVSUmJoYnn3ySp556CoDy8nIiIyOZP38+t9xyy3mVq6KigsDAQMrLywkIuLiPVSkuLmTovl/R4DkjUPJUvz8VNJ16rf3DNi1ujKodveLEoDjQKy70HhcGtwutx4PW40brUdAoCqqiQfFoUBQNiqoBVTodB6neQK7GBVr1jG2qBlXVICny6deqDIrGu6gyqqSC7EGVFJDcVWsPSAqqrCBLClL1op5ey39Mq7n91H6qBEgqiiSjyngXSUKRpBrrP75WJQm3LGPW+FNOEOUE1lhXVK2d0pXR+2CSJQK1Wvy1MgFaDQFaDf5aDYFaDf4aDQFaufr9qW2n8gVoZPy0GjRXyeVrl8vFypUrGTJkSK0pG/6t/mqb2J1OvrnvQaQ2ofzazJcN2gHVvxM9g4xMqR9Hu4Ar83nh4nNS28VuE1VVmbfpKPaNM4kKWs8PnkBG/AIJxfXJiB9ESVACHudBPI79qEo5oYYY4nybkBDYAgPefxRsOMk1lpMfbCHbVUiZueZoCq1WS3x8XRIS/AmPsKPV5mKxJFNZeRiHI/dsxUKrDcLfvyn+fs3w8/cGez4+9ZDlmnVWVZVCm53vN2yiXscu5HsUcqomdz61vj06lEcTIv/fbXU2FxJnXDE9dk6nk927dzNlypTqNFmW6devH9u2bTvrPtu2beOJJ56okTZw4ECWLl0KwPHjx8nLy6Nfv37V2wMDA+ncuTPbtm07Z2DncDhqPDqtosL74XK5XLhcrr9Uv3NRrG7uP7ARVA2S6g2QJOXMtTfdu02DpGqRFQMoGuSqNK1iQIsWrapBi4wODRpVg0YFjSohqxKyqlZ1XKmgKoB3raoKKgqqoqCqHlRVRcWDqnrwqB5UVUFRPSiqBw+e6tcq3uOpVb1hAJIkI6NBljTIkoxG0iAhI0saJElGkjRIaECWkCQZJBmQkGQZJAkk2dtTWPUayRu4AacDNhRUScVbagXFW1rv6zPSVW+t8FS9c0se9NpK/HXlRBvK0ehz0ett6PU2dHobOr0dVadgM+ix6oxUygHVwV8FQVQQgActCnJVz6SMgoRa1bt4Kq16LWlQ0VWttaiSt/dRRUaRvOtT+57er2pRJVQkPFU/Lg8qigpK1WfGpqjYnK6qZ0X+NX4ab1Dof8bavyrwq/G+Ku3UthCdlmCdBu0/JDA89ft4sX8vr2R/tU3+O30yO25syAa/7tgkbwDXyuTm2foN6Bbk+5eO+U8hPie1XYo2GdezPltjZvH5gu95jvf44jqVn/LTuWPjbOodT+BE/EAKQ8ehuE9Q6thHcckmkko2EmaIJTGkNXX9mlLPHk693HAgAbPRSUG0nRxdGSeLc7BYLKSlpZOW5j2f0WgkPv4aEhLG0rhRCHp9PhZLMmZLMhbzESzWNNzuMkpLt1FaejqOkCQ9vr4N8fNtiq9fE+/atzF+GIhTXPQJMJ4z2L1Un6ELOe4VE9gVFRXh8XiIjKwZDUdGRpKcnHzWffLy8s6aPy8vr3r7qbRz5TmbmTNn8sILL9RKX7t2LT4+Z3+My1/lLC/HtD8MFdUbc525hurwxBuTSWekn4rT1KqAwLtdwRsAqN4LeVAVXCFp4Mw0FSTVexlRAiRFQkJFUr2XAyUVZFWtygeyKiMjVwWWKrKqIKveS7yS6kGRQJFkFFnGI8sokoRyai2pKLKCIimouKvySiB5g0hUj7fUqvfRQ6fTTm9TVTdVF12rLlGqyKqKLElVaWdevvTWyXtpU0IjaTDKOsI0fvhoIzBq6qHV+YJWj1srY5EcWHFglRwokgNFsqPRVRKkryRCX4Zen4tOb0Ovt6PVuNBonWg0LjQad9V7FxqNC63WhSxXXSyt7u38/30+VFUC9KiqETdGbKovVkxY8cMqmbDhgxUfbJiwVK2tkhEbxqp8RmyS0bvGgKvqkprZo2D2KH9+8j/hq3jwUxX81ZprP9WDr6pgOmPxUVVMqoIR5Sw3CVwc69atu0RHvnKdb5s4gQ2WE2zoP5xKydtTUMddwHCnixYVbsrys1l5Ccv5dxKfk9ouRZv0aRrP5KMzuCf3v4T472LGmGCaHsnkll/mkphRhxN1B1IQfj2qasbt2E+x6wBFuSvZyUrCjHHUi+hAjC4RP7sev+N66hGASxtLZmAZmYZiCt3lmM1m7HY7R48e5ehR78VbnU6Hv78/fn4t8Pfvil4vIcv5yHI2siYbjZyDrMkGHJjNhzCbD0H+6XIrSihGYyw//7IOxRODosSiqoGcHlJ46Vit1vPOe8UEdv8kU6ZMqdETWFFRQVxcHAMGDLjol2JLCrL57btVnArVToVtUvUrFUlSQa0Z0qln5FEkD4rkvQSq4sEje1AlDx5J8W6Tq17Lp16reGRQZPBULYoOPLJ0Ol2iRh5FxttT5u1kQ61eq95oCrw9hG5QFcl7BdYjoXOD3gNaN+jdKjoP3jQ3aDwSercGnUeL1qNFq2jQKDq0qhatokVWtGgUbx+krGiR0aLI3kWVdSiSFkXWoMh6b5p0aruuOp9H0uCRNThkDUV6HQ4tqKoZVclFVSqRFQtGWcEoSfhofYnS+mPS+OOjrYte64ukNeLRarBKTqySwxsESg7Kq4JBi+TAI50OkCTJg0bj9gZ+Wpc38Kt6rdO6MfnI+JjAYFDRGxR0Wg8ajQtZ40DCgYoNRbHidpsBj/dnjwNJcqCnHD0Q+P/4vLlUbVUg6IsVH6zVax9s+GDBtzpYPHO7d5sfFnxRJRmLrMGChnwu7BKOr0au7gEM/EOPofdysUyA5tTlY+/rU9sDtRqMslRjFLTL5WLdunX0799fXGKrcr5t4lJUvjyZxjsn8ikN6AVApCePB/y0jGvX56qaEFZ8Tmq71G0y0q0wY1Vjynf9wH+tn/LfBB2PNvFj2PZsbtj+KYkZkZyoO5D8qK4oxi4orjQ0mkMUVRynKPMkEhLxkS1oltCLAHMgOivULw6lPqFIPlr0TYMojfaQ7Swk40QGWVlZuFwuSkpKKCkpASA0NJSEhATq1u1FfHw8JpMJVVWw27OxWI5gNidjthzBYknG4chFlouR5WK07K+uh1YbhJ9fU/x8mxAU3I2Q4J4Xva3g9JXB83HFBHZhYWFoNBry8/NrpOfn5xMVFXXWfaKiov40/6l1fn4+0dHRNfK0adPmnGUxGAwYDLXvt9LpdBf9F8AUEIi59z7AO0jhlJqvz3x/eljDqb+7sup9brOsVvfToamKt2TVu6h4b0pTqbofDhlVrbprT9XiVquGR6h63KoWj6qvGiqhw6XqcKp6XOjwVEVxp8ojqYAHJBQMuDBqnJg0Tow6p3eQhuxElqoW2YlGcoLsRpLcqLIbVXJXBZ8qdknCJknYJQnnOdYeRcLtkfAo4FFkVA8oHhk8oHgkb3elIqF3ewNInRt0HjA5ILRSJbRYJsgWgJ8jGFUTjMMQjN0Yht0QhFnvS5Fei0v2oNorUZUcVKUSSbFgwImvVoe/LoQYXSj+uhACdKH4aANwSZ7qgM9yRsBnlR1YtS6skh2r59xD8P9Io9Hg7+9HQIAJf38dvr6yN9jz2CgsyCMwMABFdeFxu1AUNx6PC4/iRvG4UBQPHsXl/Zyculfx1D8Hp+5brHovSyr+kkqAZEaismr76fzefbzH0Gkd6PQ2NHonTr0Gi+xPBQFUEkBF1VJJIJX4/yFg9MWKb/W9WhaPgsWjkOusPXjnfGglTt8vqNXgL8tYTWFsOF5AsF53OmDUykQZdMQZ9cQa9Bg1V/Do8L/oXH+vPKrK4rxiZqakkuMxghxEqFrEoLyd/CeyJd26DLoMpf17XIq/4Ve6S9UmOh3MuLE1P8SHcsuSRsws/JAhplRe6BzC+rY6bvmlgD4H/0tCxkoyEwaRG9UZlUboA0owGpOxVewnI/8AGfkH0Gh1tGkziAahbZCzVRSLC8fuInyAxr4m2rTogbZrMAXaco5nHCc9PZ3c3FyKi4spLi5m9+7dAERHR1OvXj0SExOpW7c/0dFDq8vrcpVSWnaQXTsXE1dXwmpJxmJNxe0uo6xsG2Vl21BxEhlx7UVvK297nf/P4IoJ7PR6Pe3bt2fDhg0MHz4c8A6e2LBhAw899NBZ9+natSsbNmzgscceq05bt24dXbt2BSAxMZGoqCg2bNhQHchVVFSwfft2xo8ffymrc958fAIJ6LeavUlJtG7dBlkjo6qgqFTd71a1PpWGiqfqXjkVUJSqtXo636nLuYpadbsa3suSpwJBqWrUpUGrwaiTMWg1+FetjedY67Uyf/wH/sxhOR5VxeHyYHcr2Jwe7C4PNpenxmtL1XubS8HuqpnH4XTicdpRnRYUlw2Pw4qtshQfnYTktiO5bWg8Dow48ZOcGHFiwIlRcmLEhQnvNqPkRC850eqdyMZTQaULSWPHqbWSq9OQrK0kR5tPqVuDw6pBa5EJq4CwCpWwcggz6wi0B2F0h+DSB2M3hlAe0JRSYxRlSgmKNQ/VnYrizkMjKfhpg/DXhRKg9wZ8kYZw/HVxaNB6r3MBCgpWTvf62Q1ubD4ebHq3N81jx+KwYLPb8Xg8lJWVU1ZWfpZPjB/Z2Qrekc/nd2FTI2nQShq0koxGrVo8Mlq8r7V4743UqjIaZLRovGvVu/agYJHslEmOqp5LOw6NBZ3BilFvJ0BnQ68v8d6rqLOj0zrR6hxotU60Wu8aLbV6Af/3+ozXki8qMm4VSlweSlxnjA/W+bK3oOxP2yBSryXOqKeuyUADHwMNfYw09DVQz2RA/y95jqmqqqwuKmdG2glSbCpgJEAtY5BtLV1+N2D3KaLb6Cn/8ziCcCFGtq9D0+jrGf9lNAMrFvGFYwELgnz4cGgQqzrAnZtKaJ78FQnHf+Rkg+vIieyC09UN2diR4LATqJ4DlOUeZ/euFexmBeFxCbRrP5QoTQLO5DIUiwvL9jzYnofJT0f7Fgn06NsBJUrPicwTHD/uDfSKiorIzc0lNzeXLVu2oNFoqFOnTnWgFxsbS3BQF1yuEpo09g4o8XgcWKwpmCuPUGk+TEhIj8vdnMAVNip2wYIF3HnnncydO5dOnTrxzjvv8P3335OcnExkZCRjxowhNjaWmTNnAt7pTnr37s2rr77K0KFD+e6775gxY0aN6U5mzZrFq6++WmO6k/3791/QdCeXclQsiBFbZ3O2NlEUFadHqQoOzwgK3R5sTqU6ze70YHd7auSrsLnJL63AWZKJpuIkEUohdSTvEiEXotcV49KayddqyNFqydVqyZM1WBxadOUyLY6rtEuT8XfGUxrciNKgRpQHJOLBjOrOQ/HkobjzUJXCqvsCwaTxr+rZCyHEL4YQvxh85QC0znP/v+XWKDhDZJwBKjZfBZvejV11InsHGlOcW0hUcARat4TGCbJdRbKryHYVrVIVmKkyGrwDaTTeiVLOfT7Vhd1twaFYcXhsODxW7B5r1XsrTo8NrazHpPHDpPXDpPHHpPXHqPFF1hpxyB6skgMbTqySE5vkwC65sOPCUbW2S07csrMq0Dsd9OlOBX660wGg7g95tFoHsuz958WO8U8CwZppFvwoJYRCKQIH5/4910iQYDTQ0NdAAx9jdcDXyMeI3xU6S/0ff3dUVeXXUjMz07NJqvRO4eCjmhmqLKdNahmB+xqQq9nEA+/8iO4KrfP/Iv7G1vZ3t0m51cXj3yeRd3QH7+o+wKjP56WwYLYZjbRLVRn3i5aIQicOfQA5zUdwMrQT7qqOfb+gCky+yeQe24Hb6f1vWWcw0rR7H1o2uxZDgQ7boSIU6+krAbKfDlPLMHxahqNPCKDSXMnx48erA70/XvrU6/XUrVsXm83G4MGDiYmJQf4b/+m7KkfFgnf6ksLCQqZNm0ZeXh5t2rRh9erV1YMfMjMzazR0t27d+Oabb3juued45plnaNiwIUuXLq0O6gAmTZqExWLhvvvuo6ysjB49erB69ep/xBx2woWRZQmjrMGo0xD8l4/SHVVVKTI7ySq1klVq41CZjaxSK7kllThKTqIpPkmEkk9rqYg6UiHxmhPktShiRWcfUu0ZtEnNoEPKaloe1FHpn0hZUCNKgxtREdDbO3DFU4TiycPpzqdELaDAvA8q91aXQCt5L+lGhCQQGZpIoDECk+KLZFbRumW0heBTKBFU3St35m0B/lB07tqpGhWP1oMTBxVuC1ZHOWZrKXaXGYdixV4VvJ0K3DzqqT+EOiRNIJIciCQHVK2jkbT+gBvVY0F1VaIq2ahKZfVikFR8tH5VgZ8//hp/wjU+GDQmDJowjBofDLIPGo0eBy7skqt6bZecOHBjl5zYJRc2XJSeERQ6JTegegepnNH7p9U50GmdBGmdhGlL0ery0WodNYJCnc47wEVVwYw/RYRTSAT5RJFNHXKkOHKIw6YaSLM5SLM5+OODKqMNOhpW9+4ZaehjoJGvkTCd9op52snOcgsz03PZWmYGwKDaGMRPdCnejfFIX6RMfwrdP9P96beu2qBO+GcI9NHxyZgOzN4UxLD1MUxWvmFu3lp+9PXh9QZhPFrPQ78kmdu3OUjc+wV1tD+Q1/k2Tvi2wVwWgLmsE0FxnQmPzSI/dSslOSfZv3E1+zeuJrphY1r3HUJCREscR8qwHSpGMbuwbMvFsi0X2V+PT8swmrRKoNX1rUCCkpIS0tPTq4M9m81GamoqAJ988gk+Pj4kJiZW9+iFhIRc5hY87YrqsfunEj12f7/L2SaqqlJscZJVauNkiZXtx4s5mLSD691r6afbzFY/iR/9fElX9LRLVemYotI6XUWjGigPrE9pUCPKQptS4RsLSKiqC9VTiOLOQ6cvRlXysVcWcrYhs1HRDYiLaUZYYBwBuhB0Dj04VdBJuCQXuUXZ+AWZsDkrMVuKKasooKw0F7OtDIdiRVHPPoWxJGnQ6AJRVH8kKeCMIM67IBkxOsvwNefgZ8nGz5KDnzkbF0VVfX9B2I0h2Iyh2I0h2KvWNn0QLq2EqlaiKhWoihlVsaAqFlCtqIoVVbUgq66qYM8Ho8YXg2zCoPH1Bn5Vi1E+/Von6/Gg4KjR81ezF7BGetXaGwx6abUODEYzxqrFZKrA17cMP78yZNmNCpQSQg51yCaWHOLI0zQgh2hKlHOPfg/Saqp79s4M+uKM+n/EgAOXy8Xc1evYFteIDaXegE6ruujHagY5VlGc2pSGOdeQl5eMUnEM+3WteGDsc5e51JeW+Btb2+Vsk5+PFvDod0m0dezkDf08NHIFb4SGstzPhMmuctsuE/1/tyO53Li1Jor63U+63AS71fv3zTdIT2JLB+X5O0jb9TuKx5tu9POneZ9+tLp2ECazCdv+ImyHilDtp/8uagL0mFqGYWoVjj7OH0mWUBSF/Px8UlNT2bFjB3a7vdb0I0FBQbRv356ePS/d4InzjTNEYPd/7J13fBzV9befmdm+K+2qd1ly773STDGYGkwPJQECJCGQBEhvlDe/hPSQUBMSSAKBACH0amxMNW644W7L6lqtpJW215l5/9j1WmvJDSQ37vP5jGZ25s6dO0e7s989955zBwAh7A49R5pNQrEkT61o4vH3NjMtuJirlLfINzXyssPGKw47rRiYWK8zfZvOjO2QG9JJGKz0OEfQXTAaX9kkApIrU5+ux9BUDzZHDwZDB9FgC6Hujr4XliRkWc48uPaKJGGxuzCa89ClXBIxO5rqSAk3xQmSPZU7EFD0OPZAK45gM45QK/ZgSshJWpi6UthaIbGlUqKuHArNKaHUoSnYAjLFPTolPVDco1PsS60L/GY0Q35a8OUTNzmJmZ3ETE7iu9ZGK+iRtOhLiT20ELqefp0RgiEggSIZMStWLLI9tVbsfQRgb1GoSKnOCQ0tI/YCUgS/FMEnhfFLYXrkMGEpBmhYrQEcDi92ezc5uT3k5PSgKLsnFw9hp5UKWqjErYygXRlBs15CW9KaNStLb6yyxDBbSuSlxN6hH8e3PRzlVztaebkz5X2UUZmrL+YCniHelkfXjhOYFRjFes8Kcr1e3LO3ce13FpFrOfyfscHkSHueHAkcbps0ecN8/fFVtLU282vjw5yurOIji5mfl1XQSJKiHp1bVhQxYmUqNZlmy6X7vG+xLVxNOJASXbZcE2OOd6LGPmHDO28S6Nz9DB0ycQqTTj+LoZNmEN8ZILKug8iGLvRYL5HnNGGdUIR1YiGmqhySySSvvvoq8+fPx+12Z7ptW1pa0DSNE044ISsv7kAihN0hRgi7Q8+RapOEqvHq+jYeeqcOg3sNVylvcZ7yITvM8LLDzusOO92SxIhWmLFNY84OA8UdqYdQ3OigxzUC/9A5dLuGE4hlR15LRMkt9GO2dqPG3fja6wl2d2WOWxw5aAYLBcXVyAYXajKHaMhCOGhFknKQJMMe9enYpSB2XyO2rjocaW+cJepFQqfHIbGlArZUSGytkNhZChVakjmRKHOiUUaHJdapY0kiUyO5cSkePCaNJqORJoOBJqOBJoOBZoOCGlMo7oZiX0rw5Qd08gOpSOR8P+RGDMRMubuFXnq9pwBMGu3oehxdC0Mv0ZcSguHdQjD9mvQka0bJhDkt/izpxW5wkWPMTy95yJJCiBgdsp8O2ZdaKwES6e5oozGSEnuOblzOADm5PRgMXfT2rMYx0UYZbdJQOkwTcctDadIKaUxYSOzlSdt7HN9uD19KAA7UOL6maJw/1Lt5qs2LBki6zhze4yKeJjccZPu22RR4JzIumMeyzo8o7VbYPvNlJp/1PGfMGDsgbTiSOVKfJ4eTI8Em0YTKz57/hGdWNXGFspg7TY+jEeevhcU8mmMlqWuM95j5zof52Dc1pU4qKsV/4a1s9hQQ7E5lG7DYjUw8pYKcfDcb332TnWtWZaL7HPkFTDh1PhNOOwNHbj7Rrd1E1ncS2biHyHOZMY/LZ5VvM3MvPQOTyZQ5FovFaGxsJC8vj8LCwkGxhRB2hxgh7A49R7pNdF3nvW2d/OXdHazf3sBFyntcqSxiiNzKUquFVxx2FtvtRCUo60p1187daaWyIZRKEQPETE78Q2cTGDabTqmEYDD7o6oYZAorZSx2hWCPTo8niZroP6mwxayTKwew9zRgaVyPw9eILexG0VKiUpMlmkuNbChLsDUt5Dqc4NR0ZkciHBeJMicSxZC0s1CdzhvaDDoKZ3LC6Aog9et6pydApKuJCr2VWslNTXqpldzkyx48JonmdOBJm0HBnV63KQZ8yOQFoSAABf7doq8gAPn+1NoVBF02Ejfl9iP+XFmvVYMVXddBj2XE3p5CUFd70DUv6FEkJHKNhRRZKimyVFFsq8Yi29HQ8UkhOmQ/HtlPpylIl+pPZ4gEWU5gt/dgd3RTWBAmN9eHYnCTCXdOoyLTQSmd5ml0GMfTKg2hSc1nZ9xAUN37I/izjuPzxBL8qaGdx1q7iKcf9dNZzUX6Y1TpjTQ1jaOlYSIz42NxBqIs866kLFDE6tFPUjDka9x2461HzXjBz8KR/jw5HBwpNtF1nf+saOKOFzZQqTXzoPVBRmk72Go0cteQkaxTA6DrXOoewsULw9CS8uAZR4wicNGtbNhhwtcRAcBkNTDxlEpqJhjZunQR699eSMSfyi4gyTLDp89m0ulnUz1+IqgQ3dpNeH0H0Y1e9PhukSe7TNgmFmObWIixwnFIPiNC2B1ihLA79BxNNvmkxcdf3q3jlXUtzJQ2cZXyFmcqK4hJGovtVl7OdfGR2YAGOEM6M7ZLnN7kYsgWH3J89ziOeFENoeln0VM4Fo/PTMjfd4oZSdbJLzCQKwWw99RjqVuDpWEtpkQwq1w8x8LOKhOrioNsqZCoK4WYScIATI3GmBOOMCcSZXQ8TotWxBvaDN5Qp9NgHcd5U6q5cGoF48pz+zzQVE2nuTvMjo4gOzyh1LojyE6PH0ukjRqpPRNtnFo6qZI8uOQe2pW00OtH+LkNCgldwhWCfH8v0dfb8xeA/AAYNFBlUx9vX8zs7NUN7CJqLURDSnUBq11oyRa0ZCOa2ga6isPgoshSRZGlihJHDTYpB4AkKp1SgA7ZT6c1SIfkx58I9bJCqis3N9dHSUk85dlTWtH0vulpdCBoHIHXMhOPcSytVNKQdFIXlehI7D2X3/7G8XkTSe5v9PBIcwcRLfWIn6w0cEHyQYazjUCggG1bZyMFyjktMQG/r46PfRsoiY9ke94jlFZVcdZNz1KVP7Az6RypHE3Pk0PFkWaTtU093Pj4Kjp8Qb5jeo6vyc+jofN0yRD+lGMmpEYxawo/bZ3GmBc+QUtHtVpPOJHQF77BujUxvK2pz6nBrDD+pAomzC2lZcsq1r75Ki2bN2SulVdWzsR5ZzFu7mlYc3LREyrRLd0E13oIb+hE0XY/95R8C7b0mDxjuX3QRJ4QdocYIewOPUejTZq8Yf72Xh1PrWwiJ+HlUmUJXzK9TaneQYci85rdzssFJWxKe3vMcZ0ZTWbOaSmidn0Xsr+XODOZ0OecTmjkcWgGC8aeNkzbP4Y176Mk9pgkVpYJVxWyo8rA0nwvn5QlcOeRyWA9XFeY4+9mTiTKtGgMm66zWavKiLntSi2njy3loqkVnDiiCOOnTObrDcXZ2Rmk0RumsStCozdMkzdMozdMt99PudTVR/RlUs5IPfTIckb4uXcJQGW3AOwwGJB0ndxQ2vOX7ubtLQIL/FAQTCWm1iQDYVsxIVspQUc53a5R+HNrU9PaJVvQEo3oWhNawgPoWBQHRZZKiq3VlOUOw6bnZFLFhNNduF2WEB2WIJ54N7Fk9v/BaIxQUBCitDRBrtOPorSSTLbQX5CMLFvBPpkuyzTcyiha9XLqk3a2hxM0ReN7nYnOKktUW800RGJE04JuvDnA+bE/MVZfja4b2Vk3kZaW0VSrxcxNjGWL90M2h5oo1KYRjz6AaU4Ibfp/uebUSZ/q/3w0cjQ+TwabI9Em3lCcb/9nNe9t62SGtJmHc/6KK+7GbTBy98gZLI40AzDaUMlPN43C9MJiSCRAlnFeeBGh07/M6g+66WgMAKlej7EnlDPljGpiQTdr33qNje8uJh5JefgUo5FRc05k0ulnUzZiFMlkktdeepVThs4ivrGb6CYveq9eEuukIgouHz0o9y6E3SFGCLtDz9FsE28ozmNLG/jn0np6QlFOkVdzjWkxJ7AGCZ0dRgOv5JfySk4OrWrqF6ak6czudHF+WzlD13Zkuhv6Q8pxEBpVybYKiXddHlYW9BAx7/4VmS+bmRNXmdPdzuxIlJJ04MUafQSvJlPdrA16KTNq8rhwaiVnTyjDaR1cG0cTKs3d4bToC9PojdDoDaVee8PoiSgVGaHX2UcAFks9xIH2jKcv29vXlt4XkSXQdXLDUNEFQzw61R06NW6doe2QNNjx5o2lq2Ac3sLxJBQruhZBSzahJRuR9CaS8W4AjLKZQnMlJfYayl3DcWhOJD1lZx0dnxSm0xyiKyeMBx8dIS+alt1VLssJyst1SksT5OT6MBjaiMfr0LRoP1aSsdlqMdnH02WeglseRrNeQl1MZls4Rl04RqLX43yMFS7WHmdU9DkkIBSsZuPGqcSiucxIDGNcsoIVna/TGPXhlI+npPnPLP9CJ6p6C3fd+k0Mn6PZOI7m58lgcaTaRNV0/rhwK/e9vZ0cwtzv+jcnRd8GYFHlBH7pUPDEUlOGXek4jcvejhN9K3VcttnIv/56grPP5+O3WnHXpYOIFInRs0uZeuYQrDkSm99/hzULX6Wjvi5z3eKaYYw/9QzqAxHOPf98jEYjWlwlutlLZH0n0c1enGfW4Di+YlDuWwi7Q4wQdoeeY8EmkbjKfz9u5uF362j0hqmUPHzZ+DZXmN7BkexBA1ZbrLxSMYo35Cj+ZHoSaF3nuHg1F7grGVofRUloBEocbC5RecW4nbWuDvRe3QFm2chUg4vjejqY093GiHgCGVAlhVWM48X4NN5Up+Mhj+p8GxdOreCCKRUMKbAfFrvsia7rdARjGe9eQ1c4y9vX7o9hJt5H+FVJnsx2keRDB/xpr1+LwcB2k5EtJhObTCaajQZyQzrTtuvM2KozqT41f7E/t4bOgnF4iycTsKamHdRUX0rk0YyebCQZT4lvRTJQYC6nzDmcCtcIHKoTSd39f0ii4jWG8ObF6DQFcUe76An27Z5VFImqKjNlZbvFXjS6jUSiq09ZAJOpiBzHGCyOcfhM42mnGHPgHZT2B5DQkCQH27ZNoa11CDbJyqnRsRSoNj5ofw5PUsVhOo3Rm/7E3y7u5GT/aKbd8A8mVbkG+t94RHMsPE8GmiPdJgs3tnPbU2sIxJJcaVvOXcrfMSQCBEwO/jThNJ72rkFHJ8+cx+32Sxj22HtE160HwFBSQuEttxAafSIrX2+kZUvqx5okwYgZJUw7s4a8Mhtt27awduGrbFn6Hmo6vYlsNDL+5HlMmX8uhVVDMu3R0oEWsnlw8j0KYXeIEcLu0HMs2UTVdF7/xM1f3t3BumYfJhKcpazgm7nvMjySmmw6DrxXXMMrJUNYEm4mofUdX9eb0fYK5qgKc9q2McXnwZL+mCdlCysNU3gqOJlF2hT8OMi1GDh3UjkXTqlg2pC8o26w/C5v3y7B11v0NXrDRBMaFmJp4bdb9I2Wmhgn11Mk+fDJMktsVl632/jIakVJ6Eyu05m5RWdGnYQlqhEzOenKH0tXyWS680aTxJCapk/tRFMbMRpbiIUa0dJdsBIyeaZiqovHUe4agSPhRNqjlzwqJ/AWJuhyhOjQfLT1eIhEI33u0Wq1UlWVS2lpkty02ItEtxIO76S/rtxdJJNTWbliKImElQqpgJMjY0GN807b0/h1M1bLWUxedz8PnNPCdYY4H457gh9fMGMg/z1HBcfS82SgOBpssrMzxI2Pr2KzO0Cl3MUzxf+grCc17+uaUadyl0Vlu38nAMeVzuEHgRPQHvgnidZWACxjx1L8gx/gLxzFqtfqafgk/eNJgmGTi5h2Vg1F1TlEAn42LHmLNQtfw9felrl+xehxTDrjbEbMPA7DINtICLtDjBB2h55j0Sa6rvNRnZe/vLuDJVtS+ZZGSk18J/8DTosvxpAOgPAZLLw1fA4vWw2s6tmKjk6ZrZTplhJGNzVydqCewshuT1DCmMtK00z+1TORt9UJRDFjkCVOHlXEhVMrOXV0MRbjsTmrQDwe5z8vvMbIKXNo9cczYq+hK8zmNj+huEoRPUyXt3CespTTlNVEZZW3bFZec9hZYbUgqTrj63VmbYU5OxTsgQSapNDjHIa3eBLe8qkESX3udV1FT7ahGFuQaSbc04Su7+5+zTUVMrRiaqrrNp6LFM5+/OrohAvBmx+l0xDAHe7C3dGO2k+ewry8PCoqiigrU1PRuEorofAWotEWzKahbN5cRV2dFYCp+lAmx2oIJLp4p+1popITs+0LTP7kYV6YtpUptT7ejXyf33z3RnKO8Zx1/XEsPk8+K0eLTcLxJD/+33qeX9OKjMYfKt/lfO8jSFqSRE4Z/5i2gIeaFhLX4lgUCzeN/Spnr9To/uvf0IKpZ6rjlFMo/t738BsKWflaPXWre+W7m1DA9LNqKB3qJB6L8eyjf8Ma8FL38Qr09NAKa66TCaeczsR5Z+EsLhmU+xTC7hAjhN2h51i3yaY2Pw+/W8eLa1tJajo2onw172OuMS3C5duUKRcvHEnC6sLeuhbUWGZ/wlrEx7bjeaRrPIuiI0mmZw+cUOHkwqkVnDepnEKHuc91jzX29T7RNJ2dXSE+afHxUV0Xr6xrg6iPs5VlXKy8y3R5K52KzBt2G6/n5LLGZEDSdEa2wqytcOIOI87O1Fi4iKWArsIJdNfOwWusQE1Hzel6DLRWrHY3iWg9oe62rDbkWPIZUTOTcucI7PEc6Okn0bTTSKBMo9MWwpPsobXLTVdX325ZWZYpLS3F5XKxbds2EokEVpOFuaHRVKoFeGJNvN/2X1SlGKPjAsZt/jebi1ey5eQY49umU/nFP3Hm+NIBsvzRxbH+PPk0HE020XWdfy1t4OcvbySp6ZxZ0M6fjfdh6tkBQMP0L/P/DEGWt68EYHT+aO4YfQuFTy6i+6mnQVVBUci77DIKb74JX9TEqtca2L6yfVe6OypH5zH5jEpWb/2Qc845m2jAx/pFb7B+0RsEu1Nj+oZOm8kF3799UO5RCLtDjBB2h57Pi01aeyI88v5OnlzeSCiuAjrzcpr4fuEHjOhYiJTcPcg+kTuEJYlxPKedxGu+SnRSg99Lcy0smFLBhVMrGFmSc5ju5PBwMO+TaELlzY3tPLmskaV1XQyR3FyovMclhvcpp4MWg5ISebl5bDIAuk51B8zZKjN3p4XC5lSknSobU9PGjTiJztxRhBO7r6trQSy2doymVkLe7UQC3VltyHEUMGrYcZQ7h2OP56B1xGCP1ISy3YBWaaU7L0qHHMAd6KC5pZlwOJxVrjK3lBM9w7BjoTGymWXul8BQjtFxAcPrXiaefIu/XAa/dOv8pebvPHDN8Z/e0Ec5n5fnycFwNNpkVYOXb/z7Y9r9MQrNKv8b9irVdU8CoBeP5YVZV/G7bU/ii/mQJZkrRl/B153n4r/nfoJvpwMsHA4Kv/418r70Jfw+lY/faGDLUjdaOsrclJfktC9OonZiMZIkoSaT1K1azpqFrzL93AuonTxtUO5NCLtDjBB2h57Pm0184QSPL2vg0Q/q6QymPHOVlii3DXeTZ9Z5zl3Eiy12SKffsJkUzhxfykVTK5k9tABFPrrGzQ0Un/Z9srMzxH9WNPLflc14Q1FmyZu5SHmXcw0rsOoRdhoNvG638aqrkPr0/LNFPTrHbzdw2k47xTu6kfRUGuOwrZSeESfiLZ9GZyyHXT2zuq6jGHzk5HWgq030tG0lHskWZ66CMkYOn50SerEckq0RSGYrPcmkYKx2ECtT6LSE8GthnI1QsE1GQmJLcAVrOhYjG6sw2hdQ1fI+hW3/5afXyPw+0MFvoz/l97fdQLnL+plsfTTzeXueHAhHq008gSjffGI1y3amvGi/ndjKxc2/Qgp3gmKm6+Tv81u9g1d2vgpAmb2Mn87+KdOaTbT/+jfENqV6RIwVFRTddiu5Z59NwBtlzZuNbPygFTWZkkxF1TlMP7uG2omFSIfg+SqE3SFGCLtDz+fVJtGEyvOrW/jru3XUdYayjkkSjMjVuGHeRM6eWIHdbNhLLZ8fPuv7JJ7UWLixnf+saOS9bZ1YiXKmvIIvmt9npv4JoLPVZOS1HCevO/No0VOi2xnSOaHOzOkNuZRt7kRKJxtOKhZ8tbPoGTGXdr2EaK+sJrqukVvgx2pvJxbcSWfjVtRkdpLiouqhjBg6g7Lc4diidhJNIfToXhIZS/BxzyK2eVeimKow2BZQ0rGeUZsf4a4rZc6y+Yh3nYzlzP/HV06oPWjbHEt8Xp8n++JotklS1fjNG1v467updCVnDpH5s/3vmOoWpgoMPYUP5lzHz9fdT0uwBYD5NfP5wfTvY3zzQzruuYdkezsAlkkTKfnBD7FNnYKvM8Tzf3+PaIuFZDz1Ayu/3M60s4YwfFoJ8iAKPCHsDjFC2B16Pu820TSdhZvaeXV9G7GExrQheZw5roiP31/8ubVJfwzk+6SxK8xTKxt5emUzHYEYZXRxgfI+V1k/oDzZjA6sM5t4Pa+Y1+02OtO56KwxnRMb7ZzZmEfF+nakSGq/jkSodDSBSWfSYR9GZ7eUFeBqsujkl/mR5Wb8nq10NtVn5rcEkBWFsuGjGDZsBmW5w7CELcQbAmj+OOQrvLvtGdr82zBYqlEs55Pnq2fSuvt4eL5GdGSMb7dZ+Enhvfz35pM/tx7dXXzenyf9cSzY5NX1bXzvmbWE4iqlOWaenr6R6hW/hGQErPlEzvkdD8Ya+NeGf6HqKjnGHG6dfisXVJ5N9z/+Sdff/o6eHuKQM38++d/+FgvXr+fUk05nw7ttrH+7mXg0NS7WWWxlxjm1jJo1OONUhbA7xAhhd+gRNumLsElfBsMmCVVj8WYPTy5v5J2tHei6zmRpB1dYPuA8+UOsagAVWGUx81rxEBaawKemxJwxqXOi28U5jQVUrnUj9fh31+soIDTrC3QVT8LdYyEW6RVIIUFhpUKOq4tkrAHPzg34PNlJqo0WK1VjxuMsLGH9uwtJxmKYbDVIpvNwRDqZ+vHvWTwhygvz4MkWD9dH7+JXN13F+ArngNjlaEZ8dvpyrNhkuyfA1x5bxY6OEEZF4ncnW/jCjjuQ3KlUUky5is2zruPOlb9hQ1dqWrGpxVO5Y84dVMUddN57Lz3P/g80DQwGvHNmM+3uX2EpLCAWTrB+STNrFjURCyUZf1IFc68YNSj3IYTdIUYIu0OPsElfhE36Mtg2ae4O8/TKZp5e0YTbH8VEgtPkj7k+5yOmxFci6yoJ4CO7g9dKh7FYChNKRy9Lms7c7hLObSqienUbuD2ZejXFSHzWmfQMO4H2RCFd7uyZKGy5JkqGSpjNbYS822netI5IwJ9Vxpo7HE0+C6saYeqKX1NX3MP/fVHmgY4OlgbOIzDrVu74wvgBt8nRiPjs9OVYskkwluT7/13Lq+tTP4YumVzML/Newrj0z4AOebWoF/6VJwNb+fPqPxNJRjDKRq6fcD3XT7gebXs9nt/8htAHHwAgO50U3fQN8r74RSSTiXg0yYZ3Wxk2tYjcwsEZqyqE3SFGCLtDj7BJX4RN+nKobJJUNd7Z2sGTyxtZvNmDpkMhPi6zfMSXrB9SGtkGQFSSeN9VzGslNbyT6CS2K9G0rjM3Us0XmksYssaNtqM++wKTZuOfNJ8Ocw0tjTGSsd3ePFmWKB2eQ0FZDLQmwr52vG4X3vZKTCSYsuI3xAxufnCNzGUJPyd35fMV7uSt78/H5fj8Bkz0Rnx2+nKs2UTXdf7+/k7ufm0zqqYzujSHf5wSo3TRLeBvBkmBuT+gbeoV/N+KX/Fu87sA1DpruX327UwvnU7P229Tf+ddmNPj74xDqin+7nfJmTdv0BO7H4zOEKOrBQKB4DNiUGROG1PCaWNKaPNFeGZlM0+taOL+nvncH53PGKmBG/NWcIb6DvO625nX3U5Ikni7dASvFxTzQbiVd2xNvDOyCUbCSYzl/JZSate0k1y3AdZ+RO7aj8gFRg0bSXTOeXQVjKPFLdHTHqZ1q5/WrQDF6QUMssbEVX/GHHfz80tlhikxrmsPsSDxEy4YKYvgGsHnCkmSuP7EoYyvcHLzEx+z2R3g9OcM3LvgOU7e/iv45FlY8kvKdizivgUP8eawL3D3srvZ6dvJtW9cy0UjLuKbM79Jw7e/xfHRGN777yfR0EjLN7+Fdfo0Sn7wA6wTJhzu2wTg8zPLs0AgEBwCypxWvnXaCN79/in849oZzB9Xwlaphm95L2ac7x6+wQ/5xHUqVsnIuW1bue+T91nS0MidcimzcoYiSzLvspXvVLzLReds5f67ptLy9XMxzZkJBgPJHVsxPP57Sv70FWa++2Pml65m1iwTVWPyUAypR7rNojHx4z/h9O/kwbMkukp0fu3p4s/JS6gdM5Xx+aKjRvD5ZPbQAl7+5olMG5JHIJrkmv9s4/c530db8Bcw50LTMqS/nMT8ni5eOP8FLh55MQDPbnuWi16+iPXqRnIvvohhb7xBwde/hmQ2E1m5ivpLLsX9/35+mO8uhfjJJhAIBIOAIkucPKqYk0cV4/FHeWZVyov3qncir7onkssXubFwLZcY3qOwZx0X7VjORUCnzcWbtdN5zaixxredd6LreCdvHcopCiddMIsF7ZUMXdtB9IOlJNva4D9/w87fGO1yMfnk04jnVxP/90NIsQgvzJZ4f7zMPe0dtCaG8qThfF45ZzQfv996uM0jEBw2Sp0WnrxhNr98dRP/+LCee9/ewZoRtdx39ds4X78ZGpfC8zfiHLuAO879I+cNPY+7lt5Fna+Op3iKlnda+Nmcn1F+yy3kffGLdPzxHnwvvICxuupw3xoghJ1AIBAMOsW5Fm46ZTg3zh3Ghzu6eHJ5I29udPPrzuP5NcczztTOd0s/5vjQIgpDrVyx4S2uAFoLhvLGkIm8pvnY5NvB293LeNu0DNMsEyefdzxf8A5h6FoPkbffRe3pIfT8s0AqTfXq0SaemKtyhS/AcSGVsxNf5zvnjaE013JYbSEQHAmYDDJ3fmEck6tc/PB/63hvWydnd4R46IonmFD/CCy5GzY+D03LmXrBQzxz3jM8vPZhHl7/MO+3vs+CFxbwzSnf5IrRV1D+61+Rf/WXMQ8ffrhvCxDCTiAQCA4ZsixxwohCThhRSGcwxrOrmvnPiiY2dJZwbeNZSMzniuJ6rstZRq1nEeVddVzbVce1wM6a2bxeOozXIo3s9DfwpnsJbwLWCVZOmX8SXwiOoHZNO7Ft23m11M1fx7QyOqnyHW83v0x+mdzKMVw1ewiaupeExgLB55AFUyoYVZrDjY+vor4rzEV/XcbPz7+Uy647BZ69Abw74F9fwDTnZr560o8w15t51/IuqztW85sVv+Hlupe5c86djBk79nDfSgYxxk4gEAgOA4UOM1+bO4zF35nLkzfM5vzJ5RgVA//2DOXUHZczPfogT1X8mEDZHABq6z/ixo/+zQsbP+a/9slcV3k6FfZyIskIrza+wde993Hx8Nf52hfcPDSuDask85t2D6vUsTyuz+fuCyZ87hMRCwT9MaYslxduPoF5Y0qIJzV+8Ox6fviRkeh1S2DaNalCS+/D8Oh8hsZjPDzvYe6ccyc5phw2dm3k8lcu5/crf084Ed7HVQ4dQtgJBALBYUSSJOYMK+BPX5zCsh+fxs/OHcvwYgddCSM/2DGeCTu/yZdz/87q4Teh5tUiJUKM+uRFbnnv77zW1MK/i07jqppzKbIWEYgHaAu1kSubudftpjhp4HvJr3LdCcMYWz7wqZgEgmMFp9XIX780je/NH4UswX9WNHHJI+toPuFu+OITYCtA8nzC3C13YFj5dy4acSEvLniRM2vORNVV/rHhH9zy9i2H+zYAIewEAoHgiCHPbuK6E2pZeOtJPPP1OVw4tQKzQeZdj5ULPjmecZ2/5M8199Mx8nJ0cy6Sr4mJyx/lB28/wEK/zKNDLub3Qy7glYZ6ZkRj/DxxJbpzCN+eN+Jw35pAcMQjyxI3nTKcf35lJnk2I+tbfJx77/u8I8+EG5eiDT0NRU+gvPkj+PfFFCZVfjv3t9x/2v2U28u5fsL1h/sWACHsBAKB4IhDkiRm1OTzh0sns/zH87jrC+MYXZpDNKHzh815zFh3Huea/s7i8b8mMXQeSDJK8wqmL/kDZyz5E65kgpfV2Typnsr/XTAem0kMpxYIDpQTRxTx8rdOZGKlk55wgmseXc69y/0kLn2SdZVfQjdYYPtb8OAc2PwKJ1WexMsXvMzMspmHu+mAEHYCgUBwROO0Gbn6uBpe+/aJ/O8bx3Hp9EqsRoUNHQm+srKKcVuv56fDnqFh2o/RSyeg20t41nwB30l8nXMmlnPKqOLDfQsCwVFHhcvK01+bw+Uzq9F1+P3CrXz9yTVsyDud5FfegpIJEO6C/1wBL34Loxo/3E3OIH7GCQQCwVGAJElMrc5janUePzt3LC+saeXJ5Y1saPXz+CcxHmc8QwtnYTEpbOzyk2czcse5R06knkBwtGExKtx94QSmVLv46fOf8PaWTtabFcbNqGDiDYtg8c/hw3vh439C/ftw0cNQMe1wN1t47AQCgeBoI8di5KrZQ3jlWyfy0s0ncPnMauwmhbrOEBvb/FiMMn++fArFImedQPCZuXR6Ff+78TgqXRY6YxKXPryM/63rgDP+D778IuSUp9KiLPnV4W4qIDx2AoFAcFQzodLJ3ZUT+Ok5Y3h1fRsdwRhnjS+jttB+uJsmEBwzjK9w8tyNc/jyg4vY1AO3Pb2W1Y09/OzcEzHd+AEsvB1O+cnhbiYghJ1AIBAcE9jNBi6ZfmRMaSQQHIu4bEa+Olqjzjqce9+u47GPGvik1ccDV06l7Pz7DnfzMoiuWIFAIBAIBIIDQJbgW6cO55FrppNrMbC6sYfz7n2fD3d0Hu6mZRDCTiAQCAQCgeAgOHV0CS9/80TGlOXSGYxz1d+W8Zd3dhzuZgFC2AkEAoFAIBAcNNUFNv5343FcNLUSTYfucOJwNwkQY+wEAoFAIBAIPhVWk8LvLpnIGeNKOG30kZEz8qjx2Hm9Xq688kpyc3NxuVxcd911BIPBfZ4TjUa56aabKCgowOFwcNFFF9He3p45vnbtWi6//HKqqqqwWq2MGTOGP/3pT4N9KwKBQCAQCI4RJEli/rhSDMqRIamOjFYcAFdeeSUbNmxg4cKFvPzyy7z77rt89atf3ec5t956Ky+99BLPPPMM77zzDq2trVx44YWZ46tWraK4uJjHH3+cDRs28JOf/IQf/ehH3HffkRPdIhAIBAKBQHCgHBVdsZs2beL1119nxYoVTJ8+HYB7772Xs88+m9/97neUl5f3Ocfn8/H3v/+dJ554glNPPRWARx99lDFjxvDRRx8xe/ZsvvKVr2SdM3ToUJYuXcr//vc/br755sG/MYFAIBAIBIIB5KgQdkuXLsXlcmVEHcC8efOQZZlly5ZxwQUXZJW///77+fnPf04ikeBXv/oV1dXVzJw5k9GjR1NdXc3SpUuZPXs2AA8//DD/+te/+OSTTwCwWCyMGTNmn+2JxWLEYrHMa7/fD0AikSCRGPjBk7vqHIy6j1aETfoibNIXYZO+CJv0RdikL8ImfTmcNjmYax4Vws7tdlNcnD0o0WAwkJ+fj9vtztr/1FNPcdttt3HNNdfw6KOPMnXqVObPn8+WLVsoLi6mpKQk65wlS5Zw+eWXc9xxx7Fp0yauvPJKAoEALS0tVFRU9Nueu+++m7vuuqvP/ieeeAKbzTYAd9w/Tz755KDVfbQibNIXYZO+CJv0RdikL8ImfRE26cvhsEk4HAZAVdX9F9YPIz/4wQ90YJ/Lpk2b9F/84hf6yJEj+5xfVFSkP/DAA1n7Zs6cqd900036v//9b91kMumqqurl5eX63Xffreu6rs+YMUP//ve/36eu9evX64WFhfpdd92l5+Tk6P/85z/32u5oNKr7fL7Msnjx4v3eh1jEIhaxiEUsYhHLZ1mWL1++X211WD123/nOd7jmmmv2WWbo0KGUlpbi8Xiy9ieTSbxeL6WlpZl98XicVatW8aMf/Yjc3Fzi8Th+v5958+axdOlSANrb27POAdi4cSOnnXYaX/3qV7n11lu5++67yc/P32ubzGYzZrM583ry5MkANDU1kZubeyC3flAkEgnefPNNzjjjDIxG44DXfzQibNIXYZO+CJv0RdikL8ImfRE26cvhtInf76eqqorhw4fvt+xhFXZFRUUUFRXtt9ycOXPo6elh1apVTJs2DYDFixejaRqzZs3KlOvs7ERVVUpKShg7dixGo5FFixZRUlLC5s2b2bJlC42NjcyZMydzzoYNGzj11FO5+uqr+cUvfsE3vvENysvLmTdv3l7bs+cYu1AoBIDVasVqtR60HfaHwWDAZrNhtVrFByyNsElfhE36ImzSF2GTvgib9EXYpC+H0ya7xtgpirLfspKu6/pgN2ggOOuss2hvb+ehhx4ikUhw7bXXMn36dJ544gkAWlpamDt3Ljt27ODDDz9kzpw53Hjjjbz66qvMmTOHTz75JONN+/DDDwH45JNPOPXUU5k/fz6//e1vuffee3nggQd47rnnOPnkk/faljvvvPOwjLETCAQCgUDw+SMcDnPFFVfg8/n22zN41Ag7r9fLzTffzEsvvYQsy1x00UX8+c9/xuFwAFBfX09tbS2yLPPss8+yYMECotEo3/nOd/jb3/6Gqqp84Qtf4IEHHsh0xe5NoA0ZMoT6+vq9tqW/qNiqqio6OzsHrSt24cKFnH766eKXUxphk74Im/RF2KQvwiZ9ETbpi7BJXw6nTfx+P4WFhQck7I6KqFiA/Pz8jHeuP2pqatB1nVmzZrFo0SIWLFiAxWLh3nvv5YUXXuDmm2/mhz/8YdY5d955J3feeSe/+c1v+MUvfsEbb7yRSYOyL/YcY7cLo9E4qP/swa7/aETYpC/CJn0RNumLsElfhE36ImzSl8Nhk4O53lEj7A6U2267jauvvprp06czc+ZM7rnnHkKhENdeey0AX/7yl6moqODuu+8G4Ne//jW33347TzzxBDU1NZlUKA6HI+MNFAgEAoHgUPNBd4C7trfSGktwemEuN1QWMdYx8OO4BccWx5ywu+yyy+jo6OD222/H7XYzefJkXn/9dUpKSgBobGxElnfPpPbggw8Sj8e5+OKLs+q54447uPPOOw9l0wUCgUAgAGBLKMqV6+qIaqnRUk+2eXmyzcup+TncVF3McS4HkiQd5lYKjkSOOWEHcPPNN+91SrAlS5Zkvd7XWDqBQCAQCA41UVXj6xvqiWo6J7gc3FhdzFNuLy97eljsDbDYG2BKjo2bqos5q8iJIgSeoBfHpLATCAQCgeBo5f/qWtkUilJoNPDguCEUmYycVpBL/dAYDzZ6eMrtZXUgzPUb6hlqNXNjdRGXlORjUeT9Vy445hHvAoFAIBAIjhAWdvr4W3MnAPeMqabItHvQfI3VzK9HVbFizlhuHVKCy6BQF4nxvS3NzPhoI39uaMeXSB6upguOEISwEwgEAoHgCMATS3DL5iYAbqgsZF5B/2ktikxGfjC0jFVzxvL/hpdTYTbSEU/yy7o2pi7dyJ3bW2iLxQ9l0wVHEELYCQQCgUBwmNF0nW9taqQrkWSs3cJPhpbv9xy7QeGrVcV8NHss946pZrTdQkjVeKipg5lLN/HtTY1sCUUPQesFRxJC2AkEAoFAcJh5uLmDJd0BLLLEg+NqDmq8nFGWuKQ0n7dnjOLxiUOZ47KT0HWecnuZu3wzX15Xx/Ke4CC2XnAkIYSdQCAQCASHkfWBMP+3ow2Au4ZXMMpu+VT1SJLEvIJcnpsyglenjuCcIicS8GaXny+s3s55q7bxRqcP7eiYcErwKRHCTiAQCASCw0RIVfnGxgYSus5ZhU6+XF4wIPVOddr5+/ha3ps1mqvKCjBJEiv8Ia5ev5O5yzfzZFsXcU0bkGsJjiyEsBMIBAKB4DBxx7ZWtoVjlJqM/H501YAnHR5us/C70alI2m9WF5OjyGwLx7h1cxMzl27igUYPgaQ6oNcUHF6EsBMIBAKB4DDwsqeHx9u6kID7xlaTbxy81LIlZiM/GVbOx8eN4/Zh5ZSajLjjCf7fjlamLd3AL3a04oklBu36gkOHEHYCgUAgEBxiWqJxvrslldrk5upiTsjLOSTXzTEofKO6mGVzxvDH0VWMsJnxJzXubfQwfelGvru5iR1hEUl7NCNmnhAIBAKB4BCi6jo3b2qgJ6kyOcfG92vLDnkbzLLM5WUFXFaaz8IuP/c1eFjhD/F4Wxf/buvizIIcJsmmQ94uwWdHeOwEAoFAIDiE3NfgYWlPCJsi8+DYIRjlwzfXqyxJzC908tK0Ebw4ZThnFOSiA691BfiVo4xL1u1kUZcfXUTSHjUIj51AIBAIBIeIj30hflOfSm1y94hKam3mvZbVtCRe77vE4h3kuWZis9UOattmuhz8y+VgSyjKffVu/tfezUf+MB+tq2OM3cI3qotZUJx3WIWoYP8IYScQCAQCwSEgkFS5cWMDqg4Lil1cWpq317LJZIDVa67G71+b2ZeTM47SkgWUlJyL2Vw8aO0cZbfwh5EVTNvxCXWjJ/FvdzebQlG+uamRX9W18bWqIq4sK8BuUAatDYJPj+iKFQgEAoHgEPCjrc00RONUWoz8emTlXlObqGqUteu+it+/FkVx4HLOQJIMBAIb2Lb9F7z/wfGsXnMNbe7nSSZDg9bePF3lZ7WlrJozlh8PLaPIZKAlluD27a1MW7qRX9e10REXkbRHGsJjJxAIBALBIPNft5f/tncjAw+OrcG5l9Qmmpbkkw3foqdnOYriYNrUJ8jJGUc87sXjeQ23+zl8/tV4ve/h9b6HLFspLjqD0tLzycs7Hlke+K91l9HAt4aU8NXKIp5p9/JAo4edkTh/bGjnwSYPl5Xmc2N1MTXWvXcrCw4dQtgJBAKBQDCINERi/HBrMwDfqSllhtPebzld19i0+Yd0di5Cls1MmvgwOTnjADCZ8qmsvJLKyisJhxtwt7+I2/08kUg97vYXcLe/gNFYQGnJeZSWnk9OzoQBT3ZsUWS+VF7IFWUFvNbh475GD2sCYf7Z2sVjrV2cW+zipupiJuXYBvS6goNDCDuBQCAQCAaJhKZz48YGgqrGLKedbw8p6becruts2/5L3O7nkCSF8ePvJS9vZr9lbbYhDK39JrU1N+MPrMPtfp729pdJJLpoav4HTc3/wGYbRmnp+ZSWfAGrtWpA70mRJM4tdnFOkZMPe4Lc1+jhbW+AFz09vOjp4cQ8BzdXl3BSnmPAxaVg/whhJxAIBALBIPGHejcf+8PkGmTuGzsEw14iSuvr76ep6VEAxoz5DUWFp+23bkmScOZOwpk7iRHDf4zX+z5u9/N0dC4kHN5BXd0fqKv7A07ndEpLz6ek+GyMRteA3ZskSRyfl8PxeTlsDEa4v9HD855u3usO8l53kAkOKzdVF3NukWuv9y0YeISwEwgEAoFgEPiwO8g9De0A/HZUFVWW/hP+Njf/m7qdfwRg5IifUVa64KCvJctGCgtPobDwFJLJAB0db9Lmfp7u7qX4fCvx+VaydevPKSw8mdKSBRQWnowsD9yYuLEOK/ePHcIPh5bxlyYP/271sj4Y4esbG6i2tPH1qiK+WFaATRExm4ONEHYCgUAgEAwwPYkkN29qQAe+WJrP+cX9pzZxt7/Elq13AFBb802qqq75zNc2GHIoK7uIsrKLiMbctLe/hNv9AsHgJjo63qSj400MhlyKi8+itGQBLtd0JGlgBFeVxcT/jajktppSHm3u5O8tHTRG4/x4Wwu/q3dzXUUR11YWDuq8uJ93hGUFAoFAIBhAdF3nu1uaaI0lGGo184sRFf2W6+p6h40bvwvoVFZ8idrabw94WyzmUoZU38CQ6hsIBrfgdqcCLWIxN62tT9Ha+hQWSwWlJV+gtHQBdvvwAbluvtHAd2pLubG6mP+0dfFQU0rg/bbezX2NHq4sz+drVcV79WIKPj3CJyoQCAQCwQDyRJuXlzt8GCR4YOyQfhP59vhWsW79N9D1JCUl5zFy5O2DHmjgcIxi+PDvc/xx7zFlyuOUlV2CojiIRluob3iQj5bNZ/mKL9DY+AixuGdArmlTZL5SWcSHs8bw0NghTHBYiWgaf2vuZPZHG7lpYwMbgpEBuZYghfDYCQQCgUAwQGwLRfnpthYAflhbxuTcvqk/AsHNrF17PZoWpaBgLmPH/GbAukIPBEmSyc+bQ37eHEaNvJPOrsW43S/Q1bWEQGADgcAG2H43FusI2j1JSkvOxGDoP0XLgWKQJRaU5HF+sYt3u4Pc39jOu91Bnm3v5tn2bk7Jz+Gm6mKOd4lI2s+KEHYCgUAgEAwAMU3jGxsbiGgaJ+Y5+EZ132m/IpFG1qy5hmTSj9M5lQnj70eWD193pKJYKCk+m5Lis9NJkF/F7X4en381BsMWtmz5Ptu23TFgSZAlSWJufg5z83NYFwhzf6OHlzw9vO0N8LY3wOQcGzdVF3N2kRNFCLxPheiKFQgEAoFgALi7ro31wQj5RoV7xwxB3kOYxGIeVq++mni8A4d9FJMm/g1FsR6m1vYllQT5KqZP/y8zpr9JLDYfi2UImhbB3f4Ca9Z+hfc/OI6tW3+O378eXdc/0/Um5tj4y7gals4ewzUVhVhkiTWBMDdsqOeEZZv4V0snUVUboLv7/HBMCrv777+fmpoaLBYLs2bNYvny5Xstu2HDBi666CJqamqQJIl77rnn0DVUIBAIBMcES7x+HmrqAOCPo6spNRuzjicSPtasuYZItBGrpZrJk/+B0eg8HE09IKzWahLx+cyY/jrTpz1LZeWXMBrzM0mQV6xcwEfL5rOz/n4ikebPdK0hVjO/GlnJyjnjuHVICS6Dws5InO9vbWbGRxv5U307PYnkAN3Zsc8xJ+yeeuopbrvtNu644w4+/vhjJk2axPz58/F4+h8IGg6HGTp0KL/61a8oLS09xK0VCAQCwdFORzzBNzc1AnBNRSHzC7MFm6qGWbvueoKhLZhMRUyZ8k/M5r7dtEcikiThdE5m1Mg7OeH4D5k08W+UFJ+LLJszSZA/XDqXlasuo6XlSRIJ36e+VqHJwA+GlrFqzlh+PryCCrORjniSu3e2MW3pRu7Y3kJrND6Ad3dscsyNsfvDH/7ADTfcwLXXXgvAQw89xCuvvMIjjzzCD3/4wz7lZ8yYwYwZMwD6PS4QCAQCwd7QdZ1bNzfREU8y0mbhjmHlWcc1Lc769Tfh832MwZDLlMn/xGqtPqB6V61axapVq4hEIpSWljJkyBBqa2spLi5Glg+9X2bPJMiejjdwu1/ISoK8Zev/+8xJkO0GhRuqirimopAXPN3c3+hhUyjKX5o6+HtzBxeW5HFTdQmj7JZBuMujn2NK2MXjcVatWsWPfvSjzD5Zlpk3bx5Lly49jC0TCAQCwbHI31s6eavLj1mWeGjcEKy9ZlbQdY2NG79Hl/ddZNnCpEl/w+EYtd86Y7EYL7zwAhs3bszs6+npYfPmzQBYrVZqa2upra2lpqaGwsLCQx5JajDkUF52MeVlFw9aEmSjLHFxaT4XleSx2Bvg/kYPH/YEedrdzdPubk4vyOXm6mJmuRyDdJdHJ8eUsOvs7ERVVUpKsidZLikpyXwgBoJYLEYsFsu89vv9ACQSCRKJxIBdZxe76hyMuo9WhE36ImzSF2GTvgib9OXT2mRTKMrPt7cC8JOaEkaYDZk6dF1n+46f0+55GUkyMnbMvdhtE/d7jY6ODp599lm6urqQZZm5c+dSUVFBa2srDQ0NNDY2EolE2LhxY0b4ORwOampqGDJkCDU1NbhcroO0QF8OxiaKXEB52TWUl11DKLQFj+dl2j0vEY/vToJsNpdTXHweJcVfwGYbdtDtOSnXyknjh7A6EOah5i5e6/KzML1Mz7Hy9cpCTs/P6ROwMpAczs/OwVxT0j9rWMsRRGtrKxUVFXz44YfMmTMns//73/8+77zzDsuWLdvn+TU1Ndxyyy3ccsst+yx35513ctddd/XZ/8QTT2Cz9c1ZJBAIBIJjizgSv7SX0qaYGJ8Ic3Okg96SwmR6DZN5IbouEYteRTI5Zb91er1empqa0DQNo9FIbW0tdnt2/jhd1wmFQgSDQQKBAKFQqE90qslkwuFwkJOTQ05ODkZjdiDHoUFDUXZgMKzCYFyHJEUzR1S1kmRiGsnkFHQ991PV3i4bWGjKZanRQTIt5krVBGfEfcxMhDgcdzyYhMNhrrjiCnw+H7m5+7bZMeWxKywsRFEU2tvbs/a3t7cPaGDEj370I2677bbMa7/fT1VVFWecccZ+Df5pSCQSLFy4kNNPP/0wfUCPPIRN+iJs0hdhk74Im/Tl09jkJztaaWvrpsho4LGZUyg07f46bWn5FzvqFgIwYvjtlJdfvs+6VFXlrbfeoqGhAYDa2lrOP//8PqKuP5LJJM3NzdTX19PQ0EBrayvxeByv14vX6wWgoKCAmpoaampqqK6uPiAHxEC+T1Q1ite7BI/nRbzd76IozShKM2ZeIs81h+KS8yksOA1FObgkyNcCnniCR1q9PNbmxY2Rf1kLecNZyvXlBVxZmkdOP7N+fFoO52dnV8/ggXBMCTuTycS0adNYtGgRCxYsAEDTNBYtWsTNN988YNcxm82YzX0HhBqNxkH9Zw92/UcjwiZ9ETbpi7BJX4RN+nKgNnmj08e/2roBuHdsNWX23bno2tqeY0fdLwEYWnsrQ4Z8eZ91+Xw+nn76aVpaUrNVnHTSSZx88skHHBxhNBoZMWIEI0aMAFJDhRobG9m5cyc7d+6kra2Nrq4uurq6WLVqFZAanrRrjN6QIUOwWPYehDAQ7xOj0Uh5+XmUl5/XJwlyd88HdPd8wDbZ+qmSIFcYjfxshI1bast4vLWLvzZ30BZL8Iv6dv7c1MHVFYXcUFlEiXng3uuH47NzMNc7poQdwG233cbVV1/N9OnTmTlzJvfccw+hUCgTJfvlL3+ZiooK7r77biAVcLFrnEI8HqelpYU1a9bgcDgYPnxgJkMWCAQCwbFBWyzOLenUJl+rKuLk/N29NB2di9i0+QcAVFVdS03NTfusa8eOHfz3v/8lEolgsVi48MILGTly5Gdqn9lszhJ6kUiE+vr6jNDr6Oigvb2d9vZ2PvroIyRJory8PCP0qqqqMJkGbyaMXUmQKyuvIhxuwN3+Im73c0QiDbjbX8Dd/gJGYwGlJedRWrqAnJzxBxQYkmNQuLG6mOsqC3m2vZsHGj1sC8e4r9HDX5s6uKQ0jxurixluO/YjaY85YXfZZZfR0dHB7bffjtvtZvLkybz++uuZgIrGxsasX0Ktra1MmbJ77MPvfvc7fve73zF37lyWLFlyqJsvEAgEgiMUVde5eWMj3UmVCQ4rPx5aljnW3b2cTz75JrquUlp6ASOG/3ivgkTTNN577z3efvttAMrKyrj00kvJy8sb8DZbrVbGjBnDmDFjAAgGg1lCz+v10tLSQktLC++//z6yLFNVVUV1dTXBYBBVVQfNO2WzDWFo7TeprbkZv38t7vbnaW9/JZMEuan5H9hswygtPZ/SkvOxWiv3W6dJlrm8rIDLSvNZ2OXn/kYPy30h/t3m5Yk2L2cVOrmpuphpzs829+2RzDEn7ABuvvnmvXa97inWampqPvO0KAKBQCA4ttF1nV/VtfFBTxCbIvPQuCGY006CQGADa9fdgKbFKCw8jTGj795rao9wOMz//vc/tm/fDsDUqVM566yzDlnXnsPhYPz48YwfPx5IpVHpLfT8fj8NDQ2Z8X6/+93vqK6uznj0ysrKUJSBG7cGu5MgO52TGTH8J3i97+N2P09H58JMEuS6uj/gdE6nrHQBxcVn73fWDlmSmF/oZH6hk+U9Qe5v8vBGp59XO3282uljttPOTdXFzCvIPeSpYgabY1LYCQQCgUAwEDRH47zV5edFTw8f9gQB+PXISoalu/TC4Z2sXnMNqhrE5ZrJ+HF/Rpb7F2ktLS08/fTT+Hw+DAYD55xzTlaP0eHA5XIxefJkJk+ejK7reL1edu7cSV1dHVu3biWZTFJXV0ddXR2Q6urdlSh5MJIlD0YS5JkuBzNdDraEojzY6OHZ9m4+8oX4aP1ORtstfKO6mAuK8zDKx4bAE8JOIBAIBII0qq7zsT/Mwk4fC7v8bArtTtOhSPD/hldwSWk+ANFoG6tXf5lEwkuOYxyTJv4VRek7hmvXLBKvvfYaqqqSl5fHpZdeSllZWZ+yhxNJkigoKKCgoIBJkybxyiuvMGPGDJqbm9m5cyf19fVEo1G2bt3K1q1bgexkybW1tRQUFAyYB+ygkiCXXoDLOW2fSZBH2S3cM6aa79eW8nBzB4+1drE5FOVbmxr5dV0bX60q4qqyAuwDGEl7OBDCTiAQCASfa/xJlZUGG29uaebtniDehJo5JgMznHbmFeRyTpGLobaUdyiR6GbN2muJxlqxWmuYPPkRDIacPnXH43FeeeUV1q5dC8CoUaNYsGABVqu1T9kjDUmSKC4upqKiglmzZqFpGm63O9Nt29DQ0G+y5N5Cb6DGDVrMpQypvoEh1TcQDG7B7X4ed/uLxGK7kyBbLBWUlnyB0tIF2O17D34st5i4Y3gFtwwp4V/pSNqWWII7trfyx/p2rqko5LrKQopMR2fUuBB2AoFAIPjcsSMcZWFnauaCZb4gSVsRdKQmsHcaFE7Nz+H0Qicn5+eQb8z+qkwmQ6xZex2h0DbM5lKmTP4XJlNhn2t0dXXx9NNP097ejiRJnHbaaRx33HGHZZ7XgUCWZcrLyykvL+f4449HVVVaWloyQq+pqYlgMMj69etZv349kOrq7S30cnL6it+DxeEYxfDhP2DYsO/S3bMct/sFPJ7XiEZbqG94kPqGB8nJGUdpyQJKSs7FbC7utx6n0cA3h5RwQ2UR/01H0tZFYtzT0M5DTR4uLc3nG9XF1FgPfr7bw4kQdgKBQCA45olrGst6QulpqHzsjMSzjpepcc6vLmN+cR4zcu0Y9jLeStNirFv/dfz+tRgMLiZP/gdWa0Wfcps2beL5558nFotht9u5+OKLqa2tHZR7O1woikJ1dTXV1dXMnTuXRCJBU1NTptu2ubmZnp4eVq9ezerVq4HURAK957n9LLM1SZJCft4c8vPmMGrknXR2LsLd/gJdXe8QCGwgENjAtu13k59/PKWlCygqPB2DoW80rEWRuaq8gMvL8nm908d9DR5WB8L8q7WLx1u7OKfIxc1DihlrOTo8eELYCQQCgeCYpCOeYHFXgIVdPpZ4AwRVLXPMKEkc53JwemEuc3NtbHz7Lc6unbLP6FRNS/LJhlvp7v4QRbEzefIjOOwjssqoqsrixYv54IMPAKiqquKSSy4ZlFmJjjSMRiNDhw5l6NChQP/Jkjs7O+ns7GTFihUAlJaWUlNTc0DJkveFolgoKTmHkpJz+iRB9nrfw+t9D3k/SZAVSeKcIhdnFzpZ2hPivsZ2FnsDvNTRw0sdPRzvtDNdsXDWEZ5JQwg7gUAgEBwT6LrOxlA0E/jwsT9M76/gIpOBeQW5nF6Qy0l5OTjSg+QTiQQb91GvpsUJBDaws/5eurreQZJMTJzwIM7cSVnlAoEA//3vfzOpQubMmcO8efM+dXoQLZwg1hRAj6oouSYMRVZku/GoSc+xZ7LkcDhMQ0NDVrJkt9uN2+0e0GTJ2UmQ63G3v3RQSZAlSeK4PAfH5TnYGIzwQKOH5zzdfOAL8YG9hLfW1HHzkBLOK3Lt1bN7OBHCTiAQCARHLWFV4/3uAG91+Xmry09rLJF1fKLDyrzCXE4vcDIpx4p8AKIokfDh831Mj28VPt8q/P61aFoMAFk2M37cPeTnH591TkNDA8888wzBYBCTycT555/PuHHjPtU9Jb1RAu81E17Zjp7Qso5JFgPGYiuGQiuGYhvG9NqQb0EyHNlj92w2W1ay5EAgkJVDr7u7OytZsqIoVFZWZoReRUUFBsPByRabreYzJUEe67By39gh/GBoGQ81uHmspZMNoSg3bmzgl5Y2vl5VxOVlBdiUI8f2QtgJBAKB4KiiJZ1bbmGXn/e7A0S13X45qyxxUn4Opxc4Oa0ghzLzvj0+uq4TiTRhMKxk27Zl+AMfEwpt61POaMzD5ZpBbc23yMkZk3X+0qVLWbhwIbquU1RUxGWXXUZhYd9giv0Rbw0SeLeZyLoOSOs5Q4EFOdeE2hND7YmhR5PEGwPEGwPZJ8tgyN8l+KwYC20Y0gLwSPXy5eTkMGHCBCZMmADsO1nykiVLMBqNVFdXZ7puDyZZ8mdNglxlMXHn0DLGbllL67ipPNrmpSka5yfbWvh9vZuvVBRxbUUhBabDL6sOfwsEAoFAINgHqq6zxh/OBD5sCEazjleYjZxe6OT0glyOczmw7sN7omkJgsFNKW9czyp6fKuIxz1YrNDm3l3OZqvF6ZyGyzkdp3MaNlttH3EUjUZ54YUX2LRpEwATJkzgvPPOO6juQ13XidX5CLzTTGxrd2a/eYSLnJMqMQ93Za6rJ1QSnVGSHWGSHRGSHWESHRGSHRH0uEqyM0KyMwKbs68h2wwpwVdkw1BkxZheGwosSEeQp2lvyZJ3LeFwmB07drBjxw7g0ydL/ixJkB26xi3VxdxUU8bTbi8PNnpoiMb5Xb2bVf4QT04aNqg2OhCEsBMIBALBEUcgqbLEmwp8WNQVoCuRzByTgenp3HKnF+Qy2m7Zq0cqmQzg861OC7mV+Pxr0bRIVhlJMpJMljOk+jTy82fgdE7tN31Jb9rb23nqqafwer3IssxZZ53F9OnTD9gzpms6kQ2dBN5pJtEcTDcErBOLyDmpElOFo885klHBVGbHVJYd2anrOpo/nhZ5KdGXSK/VnhhaeG9ePglDviUl8opsGIusmW0OfmjbgNI7WfL06dPRdR2Px5OVQ2/PZMk2my3jzTvQZMkHkwS5qPA8drlSbYrMNRWFXFVWwCudPdzf4OH6yqLBNssBIYSdQCAQCI4I6sIxFnb5WNjp5yNfkGSvyIdcg8wp+Skhd0p+7l67vKLRVnp6VmbGxwWDm4HsKEaDwYnTORWXcxpO13SsltG88cZihg49+4DmbF27di0vvfQSyWSS3NxcLr30Uior9z9BPYCe0Ah93E7w3WaSXWnPo0HGPr2EnBMrMBQcfOJiSZJQnGYUpxmGu7KOabs8eb09fJ2pbT2u7fbybfJm12kzMErJwRfbgbnEkRZ81tRYvsPg5ZMkiZKSEkpKSpg9e3a/yZLD4XBWsuScnJys1Cr7S5Z8IEmQbfY8dtZvo6L8Quz24RhkifOL8/hCkesQWOHAEMJOIBAIBIeFhKazzBdkYZeftzr97IjEso4Pt5kzXrmZTkefuTx1XSUY3EyPbxU9PSvx+VYRi7nZE6ulGqdrWkrIOadhtw/PmnoqkUj0Oaff9iYSvP7666xatQqAYcOGceGFF2K3982NtidaJEnwozaCH7SgBVPXk6wGHHPKcBxXjuIYHBeZbFIwlTswlWd7AHVdR/XHSXrCJDsjJNLrpCeC6ouhh5M4MBL9uIMoHb0qlDAUWPp4+IxFVmTbocvztmey5GQySWtra1ay5EAgwLp161i3bh1wcMmS95YEGbppavoLTU1/6ZUE+TzM5iPDWwdC2AkEAoHgENIVT7LYmwp8eLvLT6BXbjmDBHNcDk4vyGVegTMzfdcukskQfv+azPg4n38NqhrMKiNJCjmOcThd09Jj5KbtdeaBfaHrOoFAgI6ODjo6OvB4PGzfvh2/3w/A3LlzmTt37n7HdKm+GIH3Wwgtc6PHU1OVKU4zjhMrsM8oRTYfnnlJJUnC4DRjcJphRLYnS4urRNsCrHxrKRMqR6F5dwtAPaGlvX8RonvUKduN2WP40qLPkGdBUgY3eMNgMOw1WfLOnTtpaWn5VMmSeydBHlr7ExYt+gPlFU10d7/XJwlyRfnlFBfPH9T7PBAGXNj19PTw3HPP8d5772Vco0VFRUyZMoX58+dz3HHHDfQlBQKBQHCEous6m0Kp6bve6vKz0h/K6hgtMO7OLTc3P4ecXhOwR2PuTICDz7eSYHAzuq5m1a8oDpzOKakgB9c0nLmTUJQDn81A13X8fj9+v59ly5bh9XrxeDx0dHQQi8X6lM/NzeW8887L5GbbGwlPmMA7zYTXeEBN3bGhxEbO3Epsk4qOqKCFPZFNCsZyO92FcRynVmW6p3VNR/XHUsLOEybRq4tX9cXRQgnioQTxen92hcqeXr50EEfh4Hn5Pm2y5F1Cr7q6uk+yZEWxkExOZvy4H6PrgT5JkK2WymNL2LW2tnL77bfz73//m/LycmbOnMnkyZOxWq14vV7efvttfve73zFkyBDuuOMOLrvssoG6tEAgEAiOICKqxgc9QRZ2+niry0/LHrnlxjusnJ4Wc5NzbciShK5rhELbaE4HOfT4VhGNNvep22Iux+manhkf57CPQJL27/XSdR2fz5fxwPVedgm4XdGWu5Akifz8fIqKiigqKqKkpIRRo0btcxxerMFPYEkT0V5j1ky1ueTMrcIyKu+ITDtyoEiyhMFlweCy9PXyxdTM2L3sII4IJDWSnlQ3bx8vn2NPL19K/Cl5FqQBTP57MMmSly5d2m+y5N7/u/6SIBcWzB2w9n4WBkzYTZkyhauvvppVq1YxduzYfstEIhGef/557rnnHpqamvjud787UJcXCAQCwWGkLZbOLdfp573uAJFeueUsssSJeTmcXpDLaQW5VFhMqGoEv38tDQ2pIAef72OSyT2iNpHJcYzB6ZqaSTtisZTtsx2apuH3+zNet95LPB7v9xxJkjCZTJmUGcXFxRQVFVFQUHBACXF1TSe62UvgnWbiDWlvlQSWsQXkzK3EXH3sTycmmxVMFY4+0by6pqP6YlmRurvEn+aPowUTxIMJ4jv78fIVWncnYC60YixOiT/Z8tmly6dJllxRUUE8HqexsZEhQ4Zk3hu7kiAfKQyYsNu4cSMFBQX7LGO1Wrn88su5/PLL6erqGqhLCwQCgeAQo/XKLfdWl5/1wewUIhVmI6elvXLH5+WgqN5Ut2rTSlb4VhEIbEDXk1nnKIoNZ+4UnM5p6W7VyRgMfdN+QErA7fLA7Sni9hYMIcsyBQUFGQ9cUVERxcXF5Obm8sYbb3D22QcWFbsLPakRXttB4J1mkp5w+iYk7FNLcJxUgbHo009wf6wgyRKGPAuGPAuWkXt6+ZKZ8XpZoq8zmvLytYdJtodhQ7ZekHOMGApt6Rk4bOmEzJ/Ny9dfsuSdO3dSX19PXV0dgUCAxsZGAB577LFMsuRdHr3S0tJPPXXcQDNgwm5/ou6zlhcIBALB4SWQVHnHG2Bhl59FXX46e+WWk4BpuTZOL3Ayr8DBEKkVn+8DfJ5VrNm2ikikoU99ZlPJ7mhV13Qc9tF9JmbXNI2enp6sIIaOjg46Ozv3KeAKCwuzBNwuD1x/X74HGhWbaVMsSWi5m+D7Lai+lBdQMivYZ5eRc3w5Sq55PzUIAGSzAVNlDqbK7OhUXdNRe2L9dutqgThaIEE84CO+05ddoUHCUJD27PWecu1TePlcLhdTpkxhypQpmWTJ27dvZ+nSpcTj8X6TJc+YMYN58+Z9JpsMBIMWFdva2sr777+Px+NB07LnuvvWt741WJcVCAQCwQBSH4mxsDM148PSnhAJfXcXa44ic3J+LqflW5lpbEIOv42vZyWdjR/jTvbsUZOEwz5y9/g45zQslorMuCVN0+ju7s7yvHk8Hjo7O0kmk/SHoigUFBRkuk53Lfn5+QPuPdFiSZLeGOE1nlSEazTVJjnHRM4J5dhnlQ1IF6Eg7eXLt2DIt2AZlX1Mi6a8fInOSJ9ULST13V6+PZBzTH3SsxiKbCgu8369fLuSJefm5uJ2uznrrLPo7u7OdNvW19cTi8WOPY9db/7xj3/wta99DZPJ1CfzsyRJQtgJBALBEUpC01nhC7GwKxX4sC2cHRlaazVxWp6Z2aYmhiaXEfavxL/lE3bq2ePXZNlCbu4kXM5puFzTyc2dgtGYi6ZpeL1e6us76Oh4LyPi9ifgdnngeou4vLy8z/xlqsVUkt4IDp+ByLpOoiEV1R9HDcRR/XG09HpXqpJdGIqs5JxUiW1KMZLhyI1wPdaQLQZMVTmYqvrx8nVHM1Os9fb2acEEWiBOLBAnVrenl0/OePX2DOLYWyqa/pIlt7W1HVA+w0PBoAi7n/3sZ9x+++386Ec/OqB52wQCgUBw+PAmkizuSuWWW+IN4EvuFjEGCWbkKMwxtzNJX0ZuaAnhljoA2nrVYTIV7p5b1TUNm3UUPl8Qj8fDJ590pKdnSgk4VVXpD4PBkNWFukvEuVyugxZwWkxF9ccywqy3WOtPsI0iF//G7fusUzIpmGtzsc8qwzI6f0CjNgWfDUlOdcMaCqwwOvuYFkn2GsPXS/R1pSJ2E+4QCXeoT51Krml3Lr4iK1K+CVNMRteyZzKRZZmKiorBvL2DYlCEXTgc5otf/KIQdQKBQHAEogObQ1GW+Lws7PKz0hei94CZPIPOHEsXU1jN8MhLmHwtmWO7Orns9hE4nVPJzZmCrg/H5zPR0dHBls0ddHR8QFfXi/sUcHuOfysuLsblcu33e6OPYOtHrPXnYdsXklkhIsXJKcvD4DSj5JhQck2ZtZyb2jfYyYTjkTDdba14W5vpbmvB29pCj7sVLZlEMZkwmi2YrFZMFismqxVjem222jBarZgstqzjJmv6tdWKYjh0s0IcachWA+bq3D7Rybqa9vL1062rBROZ91Jsx24v3wRceNav6OXl65Wbr9B62BJO92ZQhN11113HM888ww9/+MPBqF4gEAgEB0lU1fiwJ8gbHT287Kiga3V2zrZhxgDTpPWMi7/B0MRG5MRuqSfLJhyOCZhNY0kka/D7CmlsCNPR0UFX1yY0bUO/1zQajX0E3C4P3J4CToupqN4YCX8sS6ypgThar209dnCCLSPOdom13oItvVZlnVdffZWzzz7+oKJiPw2aquLzuPG2ttDd1kJ3awvetma621oJdXv3X8GnRDEYMFptmCxWzFZraru3CLRYMdlsmdey0USouYGmjeuxOXKyRKLRbDmq8/HtQkqnVDEUWmF0ftYxLZxIC74Iyc6Uhy/hCZPoDCMnNBJtIRJt2V4+25Ri8i/bY1DgYWBQhN3dd9/Nueeey+uvv86ECRP6fFD+8Ic/DMZlBQKBQNALdyzBoq5U4MM73iCRXYFssgEjKhPlbUxU32UyqyiMd2bOUxQnBmU08XgVPT2FuN0mOjt96UC4+vSym10Cbs8gBqfTCQk9Lc7Sgm1DGH+gJ+Vh6+VxOyjBZlIyIk3ew7vWe59sPrCvOPUgo2L3h67rRPw+vC3NeNvSAi7tgfO1t6HtxZMJYHO6yCurIK+sgvzy1NpgMqEmEySiUeLRCPFIeolGSEQixCJhEln7w5ntZDw1RlJNJlEDfqIB/16v3R/Pvftm352ShMliSYvAXoKvt8ewl0jsXzzu8jJaUQ4gV+ChRrYZMVcbs7x8iUSCV195lTNmnwLdiT6pWgxF1sPY4t0MmrB74403GDUqpVz3DJ4QCAQCwadH1XVCqkYwqRLsvVZT683BKO91B/rklsujhyn6cqawirGsx6LuCowoIRqZhrc7n7ZWG+FwDqkEJgCh9AImk2m3cCsoJN/mosDoxK6Z0AKJlEhriqNtiBIL7KDtUwq2fXnXDkawDTZqMklPexve1ma8Lc0p71trE92tLURDwb2eZzCZySsrJ6+8kvz0Oq+snLyyCiz2/vP2fVo0Vc2IwV3iLxYJk0gLw3hklwgMZ4nGWCSMp60Nm9lEIhZNlY9E0HUNdD1TjgHwMipG426B2EsEGq02zP2Jxt7dzL1fW6wYzObB1RkSqZQqpbkwJvvQnmPvDheD8un4/e9/zyOPPMI111wzGNXvl/vvv5/f/va3uN1uJk2axL333svMmTP3Wv6ZZ57hZz/7GfX19YwYMYJf//rXnH322YewxQKB4FgnpmkEkhohtR8xlsxeh1SNQK/jofT+XfsiB/gFIqExVN/OFFYyhVUMoR50hVCwgE7fMPy+Ivz+IhKJbE+D2WSi0FlAvs1FvimXPMmBS7VhCxvQ/AnU5l2CrZs43fQ/n0OvdphklFzzPr1rh1KwaapKMh4jmUiQjMeIhsLEurto274FVI1kIoYaTx1LxOMk43HURGodi4TpcbfibWmmp70NfY90XrtvWiK3sJj8ipRoyy+rTHniyivIyS9AOkRj0GVFwWJ3HLRgTCQS6e7p3UmbdV0nGY/tFoIZcZheh8O9RORur2GWaNx1PBIhmUi9c9REgkjCR8Tv21eTDghJklNCcE9PYS/PYsZj2GeMorVXmVR5+SCCdo6UYJpB+RSZzWaOP/74wah6vzz11FPcdtttPPTQQ8yaNYt77rmH+fPns2XLFoqLi/uU//DDD7n88ssz3cdPPPEECxYs4OOPP2b8+PGH4Q4EAsGRgKbrhFVtr+KrtzgLJJMEk/H0OtmrnE5I0wlpEkl94B/6ip7ESgRLerGmlzy8jGM941mHLRHB708JuHW+MwgGC9C01KPfpBgpNDnJM6aEmzNqwRWzYouakfx7tjfcR8B9VsGm6zpqMkkyHiMW9qP6UuIpa0nE+tm3azuWJboy+9KCLVW213a67N66Qpte+99B/w+MZktavFWQX1FJfnkV+eUVuMrKMZqOrUTFkiRhNFswmi3YXXn7P2E/qMlkpjs5I/7CfUXgAYnGaBR0HV3XiIVDxMJ9o1w/DQaTOSMGDRYLwXCEFzd+jNlm7+NhLBk2gqqxEwbkup+pzYNR6be//W3uvfde/vznPw9G9fvkD3/4AzfccAPXXnstAA899BCvvPIKjzzySL/BHH/6058488wz+d73vgfAz3/+cxYuXMh9993HQw89dEjbLhAMJglVIxxXicRVQvFkah1LEolFiUfCRCMhErEw8UiYZCyMGg+TjEXQEmHUeBQSUfRkBD0ZgWQEXQ2j6zF0PYFqsCEbclGMLgwWJ7LNhcmWi8meh8XhxJaTT26uE6fdTJ7NhMtmxGpUDsnQjCTQEU8SjKv0JJJ443G88TDeeITueIzuRBxvIklPUsOX1PGpEn5VIaQb0Pms7ZNgjzrMejQtxKIZUdbfOluwRbESTr3Wo5i0OCY1gazpaKoBTTOgqQqqZkBTDcQTFoKBArYHTiIcdmLWjbh0O+WaHZduJ0934NLs2DAhhfq5R6OEZDeATQYraGbQTBqqUSVpSJJQ4iSlOAltD/HkjpNszBZe6h7CKpnIFmjoh7f7SjEYUEwmVE3HnpODwWTGYDKl1kbjHttmjBYzzpIy8ssryS+vxJFfIIYYfUoUgwGrIwerI2f/hfeDrmkk9vQmZsYhpsRfLNxrLOJeROOu8mo6p2LqvRsj7OvJXKu+w91vG6aced6xK+yWL1/O4sWLefnllxk3blyf4In//e/gfxUdCPF4nFWrVvGjH/0os0+WZebNm8fSpUv7PWfp0qXcdtttWfvmz5/P888/PyhtPFhC4RA//+BFAmqQpUv+C/t5gOh72U4h7ef43o/1X1bKHMmu98DbCJByZEj9HtWRMrt0afcxXYcQYd5857mMTfb39aBn2gx6n9JSVsk970HP2up7fwY0jDoYAZMkYZJkzJKECRmjpGCWFCzIqWPIGDUVo6Yix1QkNY4UTyAn4qiJKPF4BDUZJ56IoibiqIkYmhpHTcbR1SRqMomuJtDVJLqWRFNVdFRQNbREgocXPgCaDroGmoaka6BrSHr6HaDrSLpOKr9F+v+nS6BLaLqU+Z7V9fT7RSf1T9q1BmRA0UHWQdIlJD01l6Mqg6ZAUtJJyhCWU4UlWUeWQJckkGU0GXRJAUkGRUGXZDAYkQ0mZKMZxZTqCjFYHFitDiy2XEyOHFS7nZjZSEACn67SoyfxqSp+XSeATACFIAaCkokgFkKShWjuEFi+ZR/vDBkw7fWopKtYifbxiu0WYtH0dhgrUUxaDLMWx6TFMasJjFock5rEqCYxJlXQJDTVkBJhmpLaToszddfrtEDTVAuSmguakYhqIqqakDUjCgoKMooupbel1GtkFF3GikKJbsOl23FpNqyYkJBQSRLTI4SSAXz04FaDRBJ+QnEfobiPqBoikgyS1PfXuToISBIGoyktpEzZ2yYzSlpY9T2+hwAzmVDSZYzG3duZc/e4hiTL/XY7Co4uJFlOec8sVsjL3/8J+yGZSBDfIyglHAyw7MMPGD9mDGo8nglSSaRFY+mwEQNwJ5+dQRF2LpeLCy+8cDCq3ie7El+WlJRk7S8pKWHz5s39nuN2u/st73b3r8gBYrEYsdjubOx+fyrKKJFIHPScg/ujfvsW/mEYA5/d633skbv/IkcEOv2rTgmwpLfTCcuNehwjcYwkMOoJTCQw6AlMegKjnsSgJzGl10Y9mRaISYy6ikHVMOopwWhUNUyqillVMSU1TEkNc1LDlNAxJTRMCQlZVUBVQDUgJQ1pRWZAUhXkdLszYlBLS11dR9IBXUuV0VI3p6OjSYAsp0SaJKPLErosoSlJMCeQjHE0Y5y4WSNkhrBFIWRSCJsUwkYjYYMptShmwrKVkGxNrSU7IRzEpXS31p5Dmg5gqJKka9gI4SCInSAOgtj0EDY9jE2LYFUjWNUYlmRqMScTmOJJTEkdY1JCVo2gmUA1gWpEUo1IqhlJMyOrRiQtDzlZgqKZkFEwICPr8m6xlRZcsi4hkRLEsp5qupS2s6zroIOspW5S0lN21XUVTdfQ0dB0Lb2d2qehoesamp7MOq6hEteSNKgBNqvBgxZssqKkhZQJgzEtljLiyYRizBZXSi+xtK9ju/Yru46nxZpiMqEYDIfc85VUVVDVzHN7oJ/fRzPCJmC02jBabdjS37+JRIKcFjcjj5+71x8Ag2Wvg6l3UITdo48+OhjVHjHcfffd3HXXXX32v/nmm9hstgG9lq/DzczK7MGbWX63jEul9/G9I+23rN73mN73WH/n7qpbR+pzHdCzTh/wNmYO7a+N/dezv+vsubt3G3UkVEkhKSkk5fRaUkhIhvR+AwkM6bWRhGQkJdmMxDGhSbv/vwnJRGKX92iQv+OMegwLUczsWu/eNukxTHo8s5i1eEpoagmMWhKTmsCgJjFqSWRNJ2YwEjWaiSiW1CJbCSs2QpKNIDkEyUnLKgdJ6dN7RGRdxU4Qux7CnhZlNi2CLRnDpsawJePYEglscRVbIok9pmOLalijElLSiJQwQcKEFDcgaQqSbkTSDKA70l7MlKCSNA1dB03XUEkJKE3X0HUdDT0toFQ0UnOn6uzav0uMaWjoqTrQUg5UaZe3d9c/VtpjIe193v1a6q+8JJGShHL6tZwu2fu1Qsp/bAOpDIwKktGAUVJAMgAGpPQaKXs7dSyllnVJJymBqulICZA0kOI6kgySopNyuqYU6u7XqX2p7SSSkkSSQ5mymTKK3u8aeb8dE4PGwoULD8+Fj2CETfpyOGwSDved/3ZvHBkx4wNEYWEhiqLQ3t6etb+9vZ3S0tJ+zyktLT2o8gA/+tGPsrpv/X4/VVVVnHHGGeTmDqwbKRIJofznj3R2dFJYVLjHL9q+rqB9DlfR9SyxsKtoRpBldkiZrkopfY0DGgYj7fLe7Jvex6XMdVN7Nb23aNvbdXU0NHq83bjy8pH3+BbY9VLP/rN7LfVjpz7X2bNLOH2q3v/9yTJIsgFZMWJUzChGM0Yl7e0w2DBZbJgtRkwmExZbDhabHYvZjtloQpeSRJIxQvEY4XiMiBonnIwTURNE1CTRZJKYrhJRNWJ6aonqGnENokBchzgSMSTCCRXNYCIuKcQwEJMMRDESk4zEMBLDlPKoAQnJTAIzgf5MPMhfrIqexKFHcBDFrsfJIYGDJLmSTq4k4ZRlnAYD+UYLBWYbBRYHxQ4XNsmEP9hFd3eCQI+PkN9HONBFLOwjHglkxgTqiSh6Mo6mJQiqSUJaSqz17obWkNE1CV2T0TQZXZdBkzKLQZNRNAlFI73e/dqkS8haalF0CUlP7ZfTXjlZS+9LH5M1UsJLklLd/FlrADnVTQ0pb+dejulpEadLCrrU/zpVPnvRZAOabEwtJitJgwEsJnSDBU02okoGVGQ0TSIrrkCX0FXQ1UOotCRQDDIGo4xi3NtaQTFKGIxKZv+uY3u+zl4r2a9NMopBRkflrUVvcfrpp4uu2DSJRIKFCxd+7mySivzVSERV4rEkiahKIqaSiKpEQnHWrfmE4bUj0ZI68V7HElGVmkkFjDm+bFDatatn8EAYMGF35plncueddzJ79ux9lgsEAjzwwAM4HA5uuummgbo8kMqxNG3aNBYtWsSCBQsA0DSNRYsWcfPNN/d7zpw5c1i0aBG33HJLZt/ChQuZM2fOXq9jNpsxm/tGOxmNxgH/ABiNLi699qdi/MceiDExfcnYZN7ebaLrOlEtlQMtnE6rEVE1wppGIJEglIwRTMYIJROE1AShZJKQmiSUTJUJqxphVSeiQViTiGgSCV0iR1FxKeAyyuQZZPKMRvJNZvJNVgrMNvJNFvKNBlxGA3lGBZssf+putxLKgQMboLzLJvPOOJNwEnyROD3hBD2hGMGAj3Cgh1gotSTDftSoHz0agLiPZDKIqgWQpSiKFMMox1GlGIqUQJITyFICSUoiyUl0KYkkJUlKEJckYpJEPLNATEpFxSbSi6qnXquahKqDln6ta6DqErqWGvOoaDqKCooGBo3M9q7FoGZvyxoYNB1FA2sM8oLgCuoUBiXyg2BQ9/8LTUdCkw1IeYVIhSWpJb8Q8grBmQ85eeg5uWDLRbc50DSJZEIjmdBQExrJuLp7O/06s53QUBO9jsc1kunXvX9/qenjhxTJweNvr8BgUrIEosGopARgep/RrJBbaCWv1I6rxIar2IrBdPinkRosBuN7baDRVC0jsuKRZGodTYmy1P4k8Uh6nRZh8Whyj/IqifS+fTsyLKzc0NjvEVeJfdBsdTD1Dpiwu+SSS7joootwOp2cd955TJ8+nfLyciwWC93d3WzcuJH333+fV199lXPOOYff/va3A3XpLG677Tauvvpqpk+fzsyZM7nnnnsIhUKZKNkvf/nLVFRUcPfddwOpCN65c+fy+9//nnPOOYf//Oc/rFy5kr/+9a+D0j6B4HAiSRJWRcKqyBxjDvt9YjLI2K1GinJ6/yDb/y9rXdeJJTVCsSShmEogliAUS0UTB2PJzHrXdjgaIxEJokaDxGNhtFgIPR5Gj4chEUFRI1ilGFZiWIlnbxPDKqXXxDBLMQxSHIMUQzYmkKU4spRAk/Vs4YhELC0ody0BWabBaGC5ychOo5GwLIOuY49Cflrs5QegICRRFXdQFrGQH5Sw++MYvX6URAK62lLLlr0HJkmAyeXCVlSEobg4tezaLi3CUFSEsbgYpagI2bT3ABVd19FUvY8Q3C0IVdR4tjDcJQqzRGNcJZnUMmX3LK8mdgtJNa6h9c4HqEsZz8tBIUFugQVXiY28EjuuUht5pTZcJTZsuSYRMdsPup76X2cEVu91rJcgiyZ3r2N7F2SD8iNAApNZwWgxYLIoGM0KBrOMt6eTqiEVmG3G9H4DRouCyaKQXz6wyaU/LQP2ZL/uuuu46qqreOaZZ3jqqaf461//is+XSjYoSRJjx45l/vz5rFixgjFjxuyntk/PZZddRkdHB7fffjtut5vJkyfz+uuvZwIkGhsbs+YoPO6443jiiSf46U9/yo9//GNGjBjB888/L3LYCQQCJEnCYlSwGBUKBuCZnVQ1Quk0M7vFoUowliAYU+nai2BMlUm9jkUjqLEwWiycTpmSEoMWKY6NGDZiVEodnCTv4NvydoqkdtyKQp3JyHajkTqLka1OG6tMRoKo9J5ZAgBdJzdmYoxWwmitmCGJXMojVvJDYPfF0To6SXZ0kPR40BMJ1J4e1J4eYtu27fPeFZcrW/hltncLQGNREWbnocv9pqkp8RcNx1j45iJOOnEuki73EoFpIRjXUJMpcRiPJPF1hOl2h+lpDxMLJ/F3RvF3RmnckD0Lg8lqSHn1SqzkldhwFqdEn7PYhvEo8/Jpmt5LaPUWYHt4xnp7xHoLsd5CLaYOyiwNskHCZDZgsqYEl8miYLTs3jZZUiLMuGvbrGTtzxw3p5Y9RfmuHoBTzh51RHsxB/Qnu9ls5qqrruKqq64CwOfzEYlEKCgoOKRGuPnmm/fa9bpkyZI++y655BIuueSSQW6VQCD4vGNQZJxWGaf1sz8PdV0nmtCyBGAwliQYTbLVE+Cf2zq5ub6LMq2d6dIWpse2cLyyjaulZsCLDngUhR0mIzvsLnY4S1LbyQB+KcIy2lhGW+pi6ahAWZKpyqliqHMsw53nMVwppTbhpCRsRu7qyQi+zDq9nSUAt27d531lBGBvEZgWgMb09v48gAeKrMiYFBlJ0TFYdVzFtoP6rtJ1nUggQU97iG53mO72MD3pdaAzQjySxFPvx1Pfd3yUI8+cFn27l7wSG458C/IAzGCg6zpqQjtwwRVTSUR2e8ZikQQ+r53H3v+IRDTdXT4IGM27hdaeQmyXtyzbM2bILm/evU8xHJrZPPpDTybREwlk6+GfL3ZQ+2KcTmdqEmiBQCAQDCiSJGE1KVhNyh5dzDBvbAnfOHk4gWiC97d1snjzNP6wxUNnMI6TINPkrUyXtzLXuIOZ0W0cF3FDZyrFkw50mKzsKB3NjvwKdpit1Glhtvsb8Mf9NPgbaPA38HbT27vbgkRlTiXDRgxj2PRhDHNNYphrGLXOWiyKBbWnh6Sno4/g671OdHTAwQjAvLx9ev8MxcUYCguRBkAA7g1JkrDlmrDlmigfkZ2TKplQ8Xki9HhSnr1dS3d7mFgoSbA7RrA7RvPm7uz7Msg4i624im0Zb5/BqKAmteyxY7H0mLC0SMuMMUvvS0TV7K7mT4VMkuw0G7IipYSV2dBXkFkM6e7L3vt3e8Z2C7W0Z8ykHDHTcB0ociRCdN06Qo1NxHfuJL5zJ7GddSQaGim48esUfeMbh7uJn6NBNgKBQPA5I8di5KwJZZw1oQxN01nX4mPhhjZeWGFncWgqvwmAiQTjpZ2cYqvjNPtOhsc+oTjWTXHjauY0rs7UpReNoqviOLYXDGGHzUFdvIftPTvY4duBL+ajKdBEU6CJJU1LMudISFQ4KhjmGpZayoYxbPRIap3zsRmzU0Ppur5bAPYj/HZtZwRgdzdqd/eBCcB+vH+GdNevobgY3eUaQKunMBgVCiocFFT07cOPBhMp796uxbN7rSY1vK0hvK0DMyUWgMGsHJzgMivIBli1egUnnXw8thxLRswpxsPnFTtU6KpKoqUlJdrqUuItXldHbOdOhnd10byX8xINDYe0nXtDCDuBQCD4HCDLEpOrXIwrtTMytpUpx5/K+zu6Wby5nfe3m/k4NJLfhwB0xhjbubS4hROtddSE1mHo3oHUsYXCji0UArMB7MVQPRu9+ot0lYylzmJhR6CBHT07Mkt3rJvmYDPNwWbeaX4nqz0VjgqGOocy3DWcoa702jkUW95IGDVyr/exVwGY5f3zkOzozBaAW/Y1+wgMtdtp/Psju719ae+fobg40wU8UB5Ai8NImcNJ2bDsHi1N0wl6o1miz+cJo6k6ikHOdFvu1TOW5UlLHTOYlU/VtZtIJPikQaWg0nFEjyf7LKiBwG6v2y4Bt7OOeEMjenzvybyV4mLMtbWYhtam1rVDMdXWYiwfnFQnB4sQdgKBQPA5pMxp4YpZ1Vwxq5poQmXpji4WbW5n8SYPm3yl3NVSCkwDLmF2ic5lpa0cZ9xGcc8apNbVEPLApheRNr1IIVBosDKzcjpUzYJhV0LVDLyoWUJvhy+19ka9tARbaAm28F7Le9ntspelvHvOYRlP31DnUBymlOdLkiQMeXkY8vIOTgBmeQE9JD0dWQLQEAoR37qV+H48gNZJk3Bddhm5554zIOP8eiPLErmFVnILrQwZVzCgdX9e0VWVRFsb8bq6LAEX21mH2tG51/MkkwlTTQ2mXgJOrq5myZYtnHnhhUe02BXCTiAQCD7nWIwKp4wu5pTRxejn62xpD7Bok4fFmz183NjNR+0SH7VXABUU2M9g3kgnC0ramcoWzG0roPEjiPZA/XupBQCJ/OKx5FfPZkb1bBj9JXBWgSTRHe1mR88O6nx1bO/ZTl1Pat0V7aIt1EZbqI33W97PamOpvbSP2BvmGkaOqf8J5A9YAGoasc5O3v7f/5gzejR0eTPCrz8BGFm7lsjatXTccw/5V38Z12WXoTiOjDQXn2fUYCjlcavfSayujvjO+pSYa2hA7zUF6J4oRYWY0x4389DatJAbirGsDEnJjlxOJBJo/XS3hhNh1njWUO4op8ZZM9C3dtAMirC7+uqrue666zjppJMGo3qBQCAQDBKSJDG6NJfRpbncdMpwuoIx3tnawaLNHt7d0kFXKM5Tazp4ChmjMpaZtSdw6vFFnFnipyKwNiXyGj+C7p3g2ZBaVv49VXlOOVTPIq9qNtOrZzN9+IWg7P4a6on27BZ7vURfR6QDd8iNO+Tmg9YPstpbbCvOdOMOcw3LdO3mmg5sFiBJllHy8oiXlWE//vi9J/fWNJIeD74XX6L73/8m2d6O57e/o/PBh8i7/IvkfelLGIuLP53RBQeErmkkWtsyXaaxnTuJpz1wSY9nr+dJRiOmmiGZLtOMgKutRcnp/4fBvoircdZ2rWW5eznL2paxrnMdSS3JDRNu4FtTv/VZbnFAGBRh5/P5mDdvHkOGDOHaa6/l6quvpqKiYjAuJRAIBIJBpMBh5sKplVw4tZKEqrGi3svitDevrjPEB9u7+GB7Fz8HhhbVcNromZxy7v8xozCBsWU5NC6DxqXgXgeBVtjwXGoBMDmgcjpUzYbqWbgqZzC1ZCpTS6ZmtcEX81Hnq+vTresJezLLh60fZp1TbC1mqGvo7sCNtLfPaf50mRokWcZYWkrhV2+g4Jqr8b38Cl1//zvxHTvoevhveP/xT5wLFpD/lWsx19Z+qmsIUmihELGd9X0FXEMDejS61/OUwkLMNTWYhmYLOGNFRR/v28GQ1JJs7NrI0palvBZ8jf/77/8RVbPbUWovxWKwfOprDCSDIuyef/55Ojo6eOyxx/jnP//JHXfcwbx587juuus4//zzj+i+aYFAIBD0j1GROW5YIccNK+Sn545lZ2eIxZs9LN7czrI6L3UdIeo6dvLwezvJsRg4aWQVp42exskn3km+MQktq1LevKaPoGk5xPxQtyS1AEgylIyH6tmppWo2OCtwmp1MKZ7ClOIpWe3xx/3U9dRlhN6uLt32cDueiAdPxMNHbR9lnVNoLczq0h3mGka1vfqg7CCZTLguvADngvMJLllC18N/I7J6NT3PPEPPf/9Lzrx5FFx/HdZJkz6DtY9tdE0j6XZnBS3sEnDJPeZvz8JoxDSkOitoYZeAUwZornZN19javZVlbctY4V7ByvaVhBLZUcr5lnxmlc5iZtlMZpXOojKn8oiZZUTS9QOa3v0z8fHHH/Poo4/yt7/9DYfDwVVXXcU3vvENRowYMdiXPiT4/X6cTic+n4/cAXpj9UbMi9oXYZO+CJv0RdikL4NlE386Z96iTR7e3uLBG9odVShJMLU6j1NHF3PamGJGleQg6Rp4NqVEXuOylODz9TMHp7MqLfJmQfUcKB4D8r69L8F4MCP0dvTsYLsv1aXbFmrb6zl2yc6Y4jEMdw3PEn35lvwDuv/wxx/T9fDfCL69O7+fbcYMCm64HvuJJx4xX/oHykC9T7RwmHh9/R4CLuWN26f3LT9/j6jTGsxDh6a8b4aB9Unpus5O/06Wty1nuXs5K9wr6In1ZJXJMeUwvXg6ti4b15xyDaMKRx3S/+nB6IxBD55oa2tj4cKFLFy4EEVROPvss1m/fj1jx47lN7/5DbfeeutgN0EgEAgEg0yuxcjZE8o4e0IZqqaztrmHxZs8LNrsYVObn1UN3axq6Oa3b2yhwmXl1NHFnDqmmDmTr8Uy4/pUJb6W3UKv6SNwrwdfE6xvgvXPpMqYc6FyRkrkVc+Cimlgsme1xWFyMKloEpOKsj1moUQoJfZ8O7K6dVtDrYT0ECvbV7KyfWXWOfmW/Mz4vZF5Izmz9sx+x+/Zpk7F9uADxLZvp+vvj+B7+WXCK1YQXrEC88iRFFx/HblnnYV0DP7A0HWdpNvdJ21IbGc9yba9i2kMBkzV1X0FXG0tyiDkFuxNc6A5M0ZuuXs5nZHsCFmrwcq0kmkZr9yovFFoqsarr77KMNew3aJO16F1Nax7GsaeD0PmDGq7D4RBEXaJRIIXX3yRRx99lDfffJOJEydyyy23cMUVV2SU5nPPPcdXvvIVIewEAoHgGEORJaZW5zG1Oo/vzh9Fa0+ExZs9vL3Zw/vbO2npifDYRw089lEDVqPC8cMLOW1MMaeMKqZ0/EUw/qJURbEANK+EpvQ4veaVqe7bHYtSC4BsgNKJvbx6syGntN922Y12JhRNYELRhKz9vrCPx197nLLxZdQH6zOCryXYgjfqxRv1ZgTfn1f/mZ/O+iln1p7Z7zXMw4dTfvcvKfr2t/D+81/0PPUUsa1baf3+D/Dccw8F11yD6+KLkW22fs8/ktEiEeL19X3ShsTrG9DD4b2ep+TlZaUN2SXgTJWVh0zoesIelruXZ7xyLcGWrOMm2cSU4inMLJvJzNKZjCsch1HObpum9ppWrbse1j0D656CrvQ8ybHAsSvsysrK0DSNyy+/nOXLlzN58uQ+ZU455RRcg6zIBQKBQHD4KXdZuWr2EK6aPYRIXGVpXWcmnUqbL8pbm9p5a1NqXNW48lxOG13MqWNKmFjhRB52Cgw7JVWRmkxF2e6KvG38KBWQ0fpxavnogVS5vJp0QEZ6KRwF8t5nTLAZbVQaKjl7aHa3YzgRZqd/Z2bs3pKmJdT56vjeu99jtWc1353+XYxK/8LEWFpKyQ++T+HXv0b3k//B+9hjJFvbaP/l3XTe/wB5V15J3lVXYsg/sK7eQ4Wu6yQ9HsJbt+JcupSOtetINjQQ21lHsnU/3reqqj2iTlMCzpCXt/fzBonuaDcr3CsyXrl6f312cyUDE4omMKN0BrNKZzGpeBJmxdx/ZbuIdFPTuRjln/dD87JelVlh9Dkw4eKBv5FPwaAIuz/+8Y9ccsklWCx7jxBxuVzs3LlzMC4vEAgEgiMUq0nh1NElnDq6BF3X2dQWYPHmdhZt9rCmqYcNrX42tPr58+LtFDrMnDKqiNPGFHPCiCIcZgOUTUots76W6gbzNe3uum38CNo3pLwp3fWw7j+pi1pcaW/erJTgq5gKxv1P1m4z2hhXMI5xBeMA+OaUb/LAmgd4eP3DPLH5CT7p+oTfz/09pfb+PYQAitNJ4de/Rv41V+N7/gW6HnmERGMjnQ88QNcjj+C68ELyv3ItpsrKz27cg0CLRok3NGSmyopnulB3oqW9byWAr5/72TPq1FQ7FFPVofO+9UcgHmBV+6pMwMOW7uyZRiQkxhSMyXStTi2e2mdau35JRGHbG7DuaQxb32CStmvuXAmGzoWJl8GY88B88GlTBotBEXZf+tKXBqNagUAgEBxDSJLE2PJcxpbncvOpI+gMxliypYPFm9t5d2snncEYz6xq5plVzRgVidlDC1Jj80YXM6TAnorKcFWnlomXpCqN+qB5xW6PXvPKVPLkbW+kFgDZCOWTd0felk07oPYaZAPfmvotJhZN5Mfv/5h1Heu49KVL+fVJv2ZO+b674GSLhbwvXobrkosJLFxI18N/I7phA91PPEH3f/5D7plnUnD9dVjGjv30Bt2DlPeto9+8b4nW1pQw7g9FwVhZSbfNRuWsmViHD88k7j0c3rf+iCQjrPasznStbujagKZrWWWGu4Yzq2wWM0pnML1k+oGnutE0aPww1c264QWIpeStBPRYq8k57jqUSZdCbnnmFFXTkeBTTd820IiZJwQCgUBwRFDoMHPxtEounlZJPKmxst7Los0eFm1qp74rzHvbOnlvWyd3vbSR4cUOTkvPljF9SB4GJd3VanHC8HmpBUBNpHLo7cqn17QMgu0p8de8ArgXI3CauRRFfR1q5qQCMwqGp4RjP5xcdTJPnfsU31nyHTZ5N/G1hV/j5ik3c/2E65GlvXf5AkiKQu6ZZ5Izfz7hZcvoevhvhD74AP+rr+J/9VXsxx9PwfXXYZs9+4CjLrVYjHh9Q78CTguF9nqenJubnvN0Dw9cVRVJSWLDq68y+QiJKI+rcdZ1rOuTFLg31TnVmfQj00unU2gtPLiLeDanxNz6Z1Ke4F3kVsCES0iMvYh3Vu7k7Nlno6RtEk2o/HdVMw+/V8ePzx7D/HF7994eKoSwEwgEAsERh8kgc9zwQo4bXsjPzh1LXUeQxZs9LNrkYUW9l+2eINs9Qf7ybh25FgNzRxVz2uhi5o4sIs/eaw5XxZiKnK2YBnO+kfJSddfvzqfXuAw6NuGIuWHdE6kFwFawOxijanbKw2fYPQarKqeKx85+jLuX3c2z257l3tX3srZjLb884ZcH5BmSJAn77NnYZ88munEjXX9/BP9rrxH64ANCH3yAZdw4Cq6/jpz/3959x0dRp38A/8zWbEJ6D6QTSiDUkEhXiYAgnkoRRUT0xIIUUU85D4W7Uw8OPQXvR9GT0xNEBLGg4OWQqhBCQoBIh9ASQoD0bLLZMr8/ll2y7G5IIMlsls/79cpLM/vdmWe+U/IwM99nhg6FIJeb3317+bLDum/6/HznV99kMigj20EdY0ngzGVDVLGxkAcEOE8e9XrH01uIpSiwZcDDvqJ9DosCp4SlIDU8FSlhKfXeEneqohA4uNac0BUeuDZd7WMe5drtYSC6v/kZTb0egPkRslJtLT7ffQb//vU0LleaS/usyjjLxI6IiKgh4oLbIC64DX4/MA5l1XrsOH4JP1+tmVei1eP7/QX4fn8BZALQO9ofd3cKxZDOIUgIaWObvAgCEBBr/unxCABAX16ErG+WoE+YEfLzmeZCytorwNEfzT8AIFeby6wMmWNO9gCo5WrM7TcX3YO7462Mt7D9/HY8vOFhvHvnu9bn8hrCIzERbd9diOAXZ6J4xb9Rum4dan77DfkvzoI8IACKwEDoCwthqqhwOg+Zt7d51Ol1CZwyKgoylcrp91yFSTTheMlxa/mRGxUFTglLQaR35M3VktNVAkc2APtXA3nbAMstXJkCSBgKdBsHdBju8DnMEh3w9saj+HLveWhrjQCAtn4aPD0wFuP6RDY+lmbAxI6IiFoVX40S93WLwH3dImA0icg5V2IdZXuksAKZp0uQeboE8zcdQTt/jXWUbWpsADyUDooba/xx0bcHTHddvcVm0AEXrr731lJqRXsFOLMTWDECeOD/gO7jrV9/MOFBdA7sjBe3vIjzlefx+I+PY3bqbIxOGN2oxEPVrh3C5vwJQVOfR8nnK1GyciWMxcUwFhebG8hkULZt6zCBkwcGtqoiyA0tCtwntI/19qpN/bjGMhqAU1vMV+aO/ADo65RniUw1J3OJDwJegQ6/frSwAku3Hse3++UwiWcAAJ3DffDs4DiMSAqHUl7/LfiWxMSOiIhaLblMQO/oAPSODsAfhndC/tWaeT8fvohfTl7B+ZJqfLrrDD7ddQaeqqs1864OwAjxcVK5QaEGIlPMP4D5NueVk8DWt4HcdcA3z5tHQXYaaf1Kp4BO+HLUl3h95+vYem4r5u2ah5yiHLx+x+vQKG48Atdm8QEBCJ4+DYFTnobuyBEYK6ugCAmGKjoaMvUNSnK4sPzKfOy5sAcZhRnYc2EPLlVfsvncUVFg+Q3eMlIva/HgL83brarO8gLizcl50hggIM7J10XsySvGsu2n8PORoqtTBdwR64/n7krAoIQgl0ymmdgREZHbaOunwcQ7ojHxjmhoaw349cQVbL76PtuL5TqkH7qI9EPmmnlJbX1xd6cQDE4IgKm+l2sKAhDUHnjoY0DhAeSsBL6aDDy2FogdZG3mo/LBB3d9gBW5K7Bo3yJ8e/JbHCk+gvfufA9RPo17Hy1gHkmrcVAHtrVoaFHgPmF9kBqe6rAo8E1xVDwYADyDzMWvuz1sLnnjJCkzmUT899BFLNt+EvvOlgIwNx2WGIpEWT6eG9fHJQaUOMPEjoiI3JKnSoG0xFCkJYZCFLvit4Jy89W8I0XYf74UB/PLcDC/DB9sBnyUcvyq/w1piWEY0D4IXmoHfx5lMmDUInNJlSMbgC8eASZ9b04SLE0EGZ5KegpJQUl4ZfsrOFpyFA9veBhvDXgLd0fd3YJr3/LqFgXeU7gHeWW2tWoVggJdg7pab602qChwQ2mLgd/Wm1/tdW53nYVeLR7c7WFzoWsnBaUBQGcwYn12PpZvP4VTl83P96kUMozp3Q5TBsahra8KP/6Y7/T7roKJHRERuT1BENC1rS+6tvXF9CEJuFShw9aj5iRv+7FLKK814qusfHyVlQ+VXIY74gOtt2wjA+oUspUrgNH/AlaOAU7vMP938iYguIPN8lLCU7DmvjV4edvLyLmUgxlbZmBy18mY3nM6FDL3+NNbUVuB7IvZ1lurTVYUuKHqFA/GsZ+AmyweXF6jx8rdZ/HJL3m4VKEDAPh4KDCxbzSe6BeLYG9z8qmXeKRwQ7nH3kVERNQIwd5qjE2OxNjkSFRW6/B/a35ClV8sthy9jLPFWmw/dgnbj13Cm9/9hg6hbXBXpxDclxSBpHa+gNIDeOQL4NNR5me4/vMg8OQmwM92VGSoVyg+Gf4J/pH1D/zn0H+wIncFci/nYsGgBY2vseYCGloUOCUsBSnhKY0rCtxQTooHAwDCkszJXNfRNsWDnSksq8GKX/KwMuMsKnXmmnjhvh54akAsxqdEmd900gq1zqiJiIiaiFohQ0c/ESNGdMLc+xU4eanK/Jqzw0XYe6YExy5W4tjFSizbdgqz7umA6UMSzFeBJqwFPhlufo7Lktx52SZsSpkSf+jzB3QP7o43fnkDmYWZGPf9OCwcvBC9Qns5icg1GEQDsoqysO/SPmQUZmD/pf1NXxS4oW5QPBjdHgZCG/bWjhNFFVi+/RTW78uH3mh+uDIhpA2eGRyP+7tHQKVwnRGuN4OJHRER0VWCIKB9SBu0D2mDKYPiUabVY/vxS/jhwAVs+q0Q76Ufg5+nEo/3jTEncY9/A/xrmDm5+3y0+Zk7Dx+7+Q6LGYYE/wTM2jILJ8tO4smfnsSs3rMwMXGiy4ysNJgMOHzlMDIKM5BRkIGssizo/2d7+zHUM9RaEDglLAXhbcKbL6DGFA9ugKwzxVi67ZR18AwApMQE4JnBcbirY4hLvA6sKTCxIyIicsLXU4lR3SMwqnsE/m/rCSzYdBR/3XAYydEBSIzwAXzbmZO7T4YBF3KA1Y+ar+Qp7UupxPnGYdXIVZi7ay425m3E3/f+HTmXcvDnfn9GG1WbFl+364sCZ13MQqW+0qZNgEeA9dZqaljqzRcFbihL8eADXwKntjaqeLAjJpOIn48UYdn2k8g8XWKdPjQxFM8MjkfvaNd4921TYmJHRETUAM8Njkf2mRL873ARpn2RjQ3TBkKjkgNBCcBj64B/jzIPqFj3FDD2U/NAi+t4Kj0xf+B89AzpiQWZC5B+Jh3HS47jvTvfQ4J/QrPGbykKnHkhExmFGfUWBU4OSUb1sWo8cd8TUDX3mytusXiwI7UGE77NMY9wPV5kTlaVcgEP9WyHpwfFoX1IyyfSLcWtErvi4mJMmzYN33//PWQyGUaPHo0PPvgAbdo434DLly/HqlWrkJ2djYqKCpSUlMDPz6/lgiYiolZBEAQsGNMdw9/fjpOXqvDnDYfwzkNJ5g8jepoHVHw+2nzF6fsZwO8+dFgrTRAEPNLpEXQJ7IJZW2fhdPlpTPhxAt7o+wbui7uvSWNuaFFgy1W5Tv6dIJfJodfr8ePJH5vv6py1ePAaIHetffHgbg8D3cY6LR7sTKXOgC8yzuJfO/NQWG5+t6y3WoFH74jCk/1jEeqsKLUbcavEbsKECbhw4QLS09Oh1+sxefJkTJkyBatWrXL6Ha1Wi+HDh2P48OGYPXt2C0ZLREStTYCXCv94uAce+1cGvthzFoM7BGF416vPmcUOBMZ8AqyZCOR8Dmj8gKF/dVoIt1twN6wZtQavbX8Nuy7swuwds5FTlIM/9PkDVPKbu0pmKQqcWZiJjAsZDosC9wjpgZSwlKYtCtxQt1g82JlLFTqs+CUP/9l9BhU15gEeId5qPDkgFo+mRsHHw3ULCjc1t0nsDh8+jE2bNiEzMxPJyckAgMWLF2PEiBFYuHAhIiIcD32eOXMmAGDr1q0tFCkREbVm/dsHYcqgOCzbdgqvrjuI7pF+CPe9+sxX5/uA+z8Evn0e2PUh4BkIDJzldF4BHgFYkrYESw8sxdL9S/Hl0S9x6MohvDv43QYNTCitKUXmxUzrc3ItWhS4obTFwKFvzFfnzu6qE5zH1eLB429YPNiZvMtVWL79FNZln0etwfw8XlywF54ZFIcHeraFWnELryRrpdwmsdu1axf8/PysSR0ApKWlQSaTISMjAw8++GCTLUun00Gn01l/Ly8vB2AuXtgcBQwt82wtxRFbAvvEHvvEHvvEHvvE3s30yfQ74/Drics4mF+Omav34dMnkiG3jKrsOg6yqsuQ/+8NYPM8GFQ+EHtNqnd+U7pMQaJfIv606084ePkgxm0Yh7/2/Sv6RfSzaVepr0R2UTYyCzOReTETx0qP2XwuQECngE5IDk1GSmgKegT3gJfS61oDE6A33Xg9b3k/MdRAOJEO2cGvIJxIh3B1mSIEiLGDYOo6FmLHkdeKB5tQp8DwjR04X4blO/Lw38NFEK++Dq5HpC+mDIjFkE7B5hGuogl6van+GTWClMdOY5YpiKJY3xvyWo23334bn376KY4eta18HRISgnnz5uG5556r9/tbt27FXXfd1aBn7ObOnYt58+bZTV+1ahU8PZuwqjYREbmsomrg7wfkqDUJuC/KiHva2v457VzwFTpc/B4iBOyNmYoC/5QbzrPEWIIvtF+gwFgAAQIGqAcgUh6Jc8ZzyDPkocBYABNsk5UQWQjiFHGIU8QhVhELjaxhI0abnGhCYOUxtCv5BW1LM6E0XhsEUaqJwnn//sj3T0WNKuDmZi8CR0oF/K9AwInyayVOEv1MSGtrQpx3o+/gthparRaPPvooysrK4ONjX06nLpe/Yvfaa69h/vz59bY5fPhwC0VjNnv2bMyade3Senl5OSIjIzF06NAbdvjN0Ov1SE9Pxz333OPSLx5uSewTe+wTe+wTe+wTe7fSJ96x+Xht/W/YeF6BScP7oEek37UPxXth3Pgy5Ps+RfLZZTD2vRNi3J03nOcY4xgszFqIdSfWYYduh93nkW0i0SesD/qE9EFyaDICNQ0fLdpQjeqTS0chy/0Ksty1EMrPWyeL3hEwdR0DU9ex8ArpjI4AOt5MLEYTfsy9iI935OHIRfMIV4VMwKhuYfj9gBh0CK3/lWFNRcpjx3JnsCFcPrF76aWX8MQTT9TbJi4uDmFhYSgqKrKZpL3IqQAAKHdJREFUbjAYUFxcjLCwsCaNSa1WQ622f0ZBqVQ268Zu7vm3RuwTe+wTe+wTe+wTezfTJw+nRGPnyWJsOHABL63NxY8zBtq+imrUP4Dacgi/rYdi7SRg0ndAu2TnM7wax9z+c9G3bV+sO7YOpbpSdArohF6hvZAaltq8RYEdxOKwTxpQPFiI7g+5TIabfcpNW2vAl5nn8PGOPOSXVgMAPFVyPJIShacGxCLCT5ork1IcO41ZnssndsHBwQgODr5hu759+6K0tBRZWVno3bs3AODnn3+GyWRCampqc4dJRES3IUEQ8NaDSdh3thRni7V449tcvDeux7UGMjnw4HKgpgw4+bO5HMqTm4CQzjec97CYYRgWM6z5gm+sJi4e7MyVSh0+3XUGn+06jVKt+dmyoDYqPNEvBhPviIGvJ/9BUh+XT+waqnPnzhg+fDiefvppLF26FHq9Hi+88ALGjx9vHRGbn5+PIUOG4LPPPkNKivlZh8LCQhQWFuLEiRMAgIMHD8Lb2xtRUVEICLi55wCIiOj24atR4v3xPfDwsl34OjsfgzsE43c92l5roFABD38OfPY74Hzm1ffK/gT4R0sXdEOZDMDxrU1aPNiZc8VafLTjFNbsPYeaq4MeogM9MWVQHEb3agcP5e03wvVmuE1iBwArV67ECy+8gCFDhlgLFC9atMj6uV6vx9GjR6HVXtsxly5dajMQYtCgQQCAFStW3PAWMBEREQD0iQnAtLsT8MHm4/jT+lz0ivJHZECdwXQqL+DRNcCKEcClw8B/HjAnd21CJIvZKVGEULAPXc9/DsWil5qseLAzufllWLb9FH44UADT1fEn3dr54tnB8RjWJezaaGNqELdK7AICAuotRhwTE4PrBwHPnTsXc+fObebIiIjI3U27uz12nriMrDMlmL56H756pi8U8jovqPcMACauBz4ZChSfAj5/CHjiB8DDV7qg66pTPFhx5TjiLdNvsXiwI6Io4teTV7B020nsOH7ZOn1Qh2A8OzgOfeMCm/edtG7MrRI7IiIiqSjkMrz/cA+MWLQD+86WYtHm45g19LpxoD7hwMRvgE+GA4UHgVXjze+ZVUlUKstJ8WBR4YH8Nj0QNmwGFB3uuaniwY4YjCZs+q0Qy7adwsH8MgCAXCbgvm7hmDIoDl0iXCTJbcWY2BERETWRyABPvPVgEqZ/sQ8fbjmB/u2DkBp33fNngfHAxK+BFSOBs78CXz0BjF/ZZMnTDelrgOM/mZO5Yz/VKQwsAHGDgW4Pw9B+OLI278CI9k2T1NXojfgq6zw+2n4KZ4vNj0N5KGUY38c8wtXmtjXdEiZ2RERETej+7hHYfuwS1madx4tf5mDjjEH2IznDkoBHvzQ/a3f8J+DbqcADSwGZzOE8b5nJZL4id+BL8xW6mrJrn4UmmQdBJI0BfK6+frOJ3q5Qqq3Ff3adwb9/PY0rVbUAAH9PJSb1i8HjfWMQ4HVz78Ql55jYERERNbG593fB3tPFOH1Fi9nrD+Cfj/ayf2Ysui8w7jNg9aPmhEvjDwz/W9O+PqHoiHneB78Cys5dm+7TFkgaa07oQrs03fKuyi+txr925GF15lloa40AgHb+Gjw9MA5jk9vBU8X0o7mwZ4mIiJpYG7UCH4zvidFLfsWPBwvx1d7zGNcn0r5hh2HAA0uAr58GMpYCmgDgzldvbeEVhUDuOnNCd2H/tel1igcjun+zXB08UliO5dtO4bv9BTBcHeLaOdwHzw6Ow8ikcNvBJNQsmNgRERE1g+6RfnhpaEfM33QEb373G3rH+CM+uI19w27jgOpSYOMrwNa3zVfuUqc0bmEtVDzYEVEUkZFXjGXbTmLL0WulUfrFB+LZwfEYmBDEEa4tiIkdERFRM3lmUBx2HL+EX09ewYzV+/D1c/2hUji4apU6BaguBra+Y07wNP7mWnH1MRrMSdyBL81JXTMWD3a4eJOI9EOFWLrtFHLOlQIAZAJwb9dwPDM4Dt3a+TXLcql+TOyIiIiaiUwm4L1xPXDvB9uRm1+Ohf89ij+OcPI6scGvmsuP7FkGfPOsub5dh6G2bUQRKNhnHtGau7bZiwc7UqM3Yv2+fHy0/RROXa4CAKgUMozt3Q5PD4xDTJBXsy2bboyJHRERUTMK8/XA/NHdMOU/WVi+/RQGJgRhYIKDd6ALgnnwRHUJcHANsOZxc0Hj6L42xYNx5fi17zRD8WBnyqr1WJlxBit+OY1LFToAgI+HAo/3jcGkfjEI9lY327Kp4ZjYERERNbOhXcLw2B1R+Hz3Wcxasx+bZgxEYBsHiZBMBjzwf+ZyJMd/Mr9fNiDO/BoyC4UH0Gkk0G08EH9Xs9e/KyyrwSe/5GFVxllU6gwAgHBfDzw1IBbjU6LQRs1UwpVwaxAREbWA10ckIuNUMY4XVeIPaw/g40nJjgcVyJXA2H+by6Cc2nI1qbtWPBid7gM8fJo93kIt8Nr6XHy3/wL0RvMI1w6hbfDMoHjc3yMCSo5wdUlM7IiIiFqARiXHokd64nf//AWbjxThP7vP4PG+MY4bqzzNt2HPZQCVRUDUHUCbkBaJc+/pYizZegKbjygAFAAAUmID8OzgONzVMYQjXF0cEzsiIqIW0jncB7Pv7YR53x/CX384jNTYQHQM83bcWBDMCV0LMJlEbD5ShGXbTmLvmRLz4iEirXMonrurPXpF+bdIHHTrmNgRERG1oCf6xWDbsUvYevQSpn+xD9++0B8eSrkksdQaTPgmJx/Lt5/CiaJKAIBKLsMDPcLR3ngGk0f3gFLZQu+wpSbBxI6IiKgFCYKAhWO7Y/j7O3D0YgXe+fEw5v2ua4vGUFGjxxd7zuKTnadRWF4DAPBWKzDhjmhM7h+DAI0cP/54pkVjoqbBxI6IiKiFBbVR491x3THpkz34dNcZDEwIRlpiaLMvt6iiBit+OY3Pd59BRY15hGuItxpPDYjFI6lR8PEwX53T6/XNHgs1DyZ2REREEhjcIRi/HxCLj3fm4ZW1+7Fp5iCE+ng0y7JOXarERztOYV1WPmqN5teNxQV74dlB8fhdzwioFdLcCqamx8SOiIhIIq8M74hfT17BoQvleGnNfnz2ZApksqYbdZpzrhRLt57ET4cKIZorlqBXlB+eHRyPtM6hTboscg1M7IiIiCSiVphLoNy3eAd2nriMj3eewpRB8bc0T1EUsfXYJSzbdhK7TxVbp6d1DsEzg+PRJybgVsMmF8bEjoiISELtQ9rgzVFdMPvrg/j7T0fRNy4ISe18Gz0fvdGEDQcKsGzbKRwprAAAKGQCHujZFlMGxaFDqJOyKuRWmNgRERFJbHyfSGw7egmbfivE9NX7sGHaAHg18FVd2loDVu85h3/tzEN+aTUAwEslx6OpUXhyQCzCfTXNGTq5GCZ2REREEhMEAX8bnYScc6XIu1yFP39/CPPHdKv3O1cqdfj019P4bPcZlGrNo1iD2qgwuX8sHkuNhq8n68/djpjYERERuQA/TxX+8XAPPPrxbny59xwGdQjGyG7hdu3OXtHiox2nsGbvOegM5hGuMYGeeHpQHEb3aidZsWNyDUzsiIiIXETf+EBMvbM9PtxyArO/PoAeUX5o62e+lZqbX4al207ix4MXYLo6wrVbO188Ozgew7qEQc4RrgQmdkRERC5lRloCdp64jJxzpZi6MhtP9IvB2qzz2HnisrXN4A7BeGZwHPrGBUIQmNDRNUzsiIiIXIhSLsOi8T0xYtEO5JwrxcwvcwAAcpmAUd3CMWVQPBIjfKQNklyWTOoAmlJxcTEmTJgAHx8f+Pn54amnnkJlZWW97adNm4aOHTtCo9EgKioK06dPR1lZWQtGTUREZCsq0BOrnk7FgPZBiA/2wtMDY7H15Tvx/vieTOqoXm51xW7ChAm4cOEC0tPTodfrMXnyZEyZMgWrVq1y2L6goAAFBQVYuHAhEhMTcebMGTz77LMoKCjA2rVrWzh6IiKia7q188Pnv0+VOgxqZdwmsTt8+DA2bdqEzMxMJCcnAwAWL16MESNGYOHChYiIiLD7TteuXbFu3Trr7/Hx8Xjrrbfw2GOPwWAwQKFwm+4hIiKi24DbZC67du2Cn5+fNakDgLS0NMhkMmRkZODBBx9s0HzKysrg4+NTb1Kn0+mg0+msv5eXlwMA9Ho99Hr9Ta6Bc5Z5Nse8Wyv2iT32iT32iT32iT32iT32iT0p+6Qxy3SbxK6wsBAhISE20xQKBQICAlBYWNigeVy+fBl/+ctfMGXKlHrbvfPOO5g3b57d9P/+97/w9PRseNCNlJ6e3mzzbq3YJ/bYJ/bYJ/bYJ/bYJ/bYJ/ak6BOtVtvgti6f2L322muYP39+vW0OHz58y8spLy/HyJEjkZiYiLlz59bbdvbs2Zg1a5bNdyMjIzF06FD4+DT9Q616vR7p6em45557oFSykjjAPnGEfWKPfWKPfWKPfWKPfWJPyj6x3BlsCJdP7F566SU88cQT9baJi4tDWFgYioqKbKYbDAYUFxcjLCys3u9XVFRg+PDh8Pb2xvr162+4wdRqNdRqtfV3o9EIALh48SKqq6vr/e7NMBgMuHz5MoqKivjc31XsE3vsE3vsE3vsE3vsE3vsE3tS9oklsbPkG/Vx+a0VHByM4ODgG7br27cvSktLkZWVhd69ewMAfv75Z5hMJqSmOh9VVF5ejmHDhkGtVuO7776Dh4dHo2M8ceIEAKBLly6N/i4RERFRQ5w4cQJ9+vSpt40giqLYQvE0u3vvvRcXL17E0qVLreVOkpOTreVO8vPzMWTIEHz22WdISUlBeXk5hg4dCq1Wi/Xr18PLy8s6r+DgYMjlDXvfXklJCQICAnDu3LlmuRVLREREty/LI1/FxcXw9/evt63LX7FrjJUrV+KFF17AkCFDIJPJMHr0aCxatMj6uV6vx9GjR60PIWZnZyMjIwMA0L59e5t55eXlISYmpkHLtSSAPj4+TOyIiIioWTTkgpNbXbGTSnl5OXx9fa2lUoiIiIiaSmPyDLd6pRgRERHR7YyJHREREZGbYGJHRERE5CbcavDE7S6/1FxDr62f5qa+ry8ogKGkBACg8PeH0sH7dV2J3qiHQTTYTVcICijlt0dBTcs2c9XtlV9ajZKqWvh7qW56v7yeK2x3V4jBGVfaJ1y5n+rj6Fza3OfHWz1/t7bltla1BhMAQKVw3etiTOzcRH5pNe5euBUA8PPLdzb6INUXFODk8Hsh1tYCAASVCvGbNkr+h8EZvVGPg5cPQmuwf82Kp8ITSUFJLv2HoynU3WauuL0s+6TOYIJaIbup/fJ6rrDdXSEGZ1xpn3DlfqqPo3Npc58fb/X83dqW21rVGkzYf74UANC9nZ/LJneuGRU1WklVLXQGE3QGE0qqahv9fUNJifWkBQBiba31X6euyCAaoDVooZQp4an0tP4oZUpoDVqHVwncTd1t5orby7JPArjp/fJ6rrDdXSEGp7G50D7hyv1UH0fn0uY+P97q+bu1Lbe1MppEVOkMqNIZYDS5bkERXrGjVk0pV0ItV9tM05v0EkVDLcUVtrsrxNAasJ+IWhav2BERERG5CSZ2RERERG6CiR0RERGRm2BiR0REROQmmNgRERERuQkmdkRERERugokdERERkZtgYkdERETkJpjYEREREbkJJnZEREREboKJHREREZGbYGJHRERE5CaY2BERERG5CSZ2RERERG6CiR0RERGRm2BiR0REROQmmNi1YiaTEbqaUphMRqlDsdLVlOHU8R+gqymTOhSHXD0+d2Dp41pdpdShuNX2dqd1qY8U63m7LFPK5TaUq8fXGjCxa8VE0Qidrhyi6DqJXa2uHKdPbkStrlzqUBxy9fjcgaWP9XrpEzt32t7utC71kWI9b5dlSrnchnL1+FoDJnZEREREboKJHREREZGbYGJHRERE5CaY2BERERG5CSZ2RERERG6CiR0RERGRm2BiR0REROQmFFIHQA1TVVVlN81orEVNdTXkihqb6dXV1aiqcrxpZTIZNBqN3Xxrq2vs2up0Omjq/K7VaiGKosP5CoIAT09P6+81NdWQKexjdtS2uroaJpPJYVsA8PLysmtbY6hBTU0NZAYZRPm1mASVUCeGGhiNtjX+qmuqrf/19kW9bevy9PSEIJjnrdPpYDAYmqStRqOBTGb+91VtbS30en2D29Zct81qqmtguro9PTw8IJfLGzTfum31ej1qa2udtlWr1VAoFPW2tfSxXd/Xs1+qVCoolUoAgMFggE6nc9iuxlADo8EImJvCZDShtrYWOqMONYYaaKu0MCmu7Ut6w7X1NhqNqKmx388tlEolVCqVeb4mE6qrq53GYNAbrDGIJhE6nc5pDAqFAmq12txWFKHVap3GUF/buvuuTFEFuVwODw8P6+dVVVV2x7Fln3DU1hln54iGtK17jrA7RgXYxFCtrYZJbn/cW9bTZtpNnCMa0tZy3Nft2+pqpdPv1lX3eAMaf46wqNXX2uxr1x8nt3KOcNTWenyaGn58NvU5wlFby3F//X5u0dBzxPVtG3Pc36itQbx2LcxkMqGqyrZt3X1LUiLdsrKyMhGAWFZW1mzLAGD3o1YrxIT2weL9948UD54vFaNf3SBGv7pB9InuYtMuXKEQO6vVYrhCIQ4ePNhmvkFBQSIAsbNaLR7q2MnmZ3TPnjZto6OjHc4TgJiYmCiKoiiWl54VN2+cKg69J0WUeweLcu9gu7ijo6Nt5pucnOxw/QCIQUFBNm0HDx4sAhAFlSB6dfUSPTt5ipr2GlHTXiP6d/EXdxfsFnec3yFq9VpxxIgRdvNLiA8SN2+cKibEm+d7vkQrni/RimPGjHEaAwCxsrLSGsOkSZPs+qFuXxQVFVnbPv/88/XONy8vz9r25Zdfrrdtbm6ute2bb75pt806q9XWtnv27LG2XbBgQb3z3bJli7Xthx9+WG/bDRs2WNuufP8Du3Wv28cffPqpdZ+MfnWDqAqNdzrfFStWWOe7YcMGp+0ElSD+YckfxN0Fu8Wsi1nixxs/FjXtNaJnJ0/Rq6uXKKgEm/aLF/1F3Lxxqlheelb8YesuURUab7dPWrbh+9OmibX5+aIoimJubm69MUx6c5I1hh9yfqg3hueff966bkVFRfX276RJk6xtKysrne67AMRR4yeJ50u01vaOjmPLPjFixAib48jT09NpDM7OEY5+kpOTbdrWPUdcf4wmpiWKWRezrMdoYrdEh/O0rGd56VnrMdqz/xCH26yzWi0mhoTYxGA5Rzj68fT0tGlrOUfU7VtVaLx1nz14vlQURVHU5ubanR/rHm/1nSMc/RQVFVnPlX+c/bzNMuseJ+EKhXjyv+miNjdXrM3Pb/Q5or7+3fXrRpu/G/Udnzd7jlixYkW9bdesWWNtu2bNGof7eWPPEQDEDz/80Np2y5Yt9bZdsGCBte2ePXvqbfv6G/PELUcuiluOXBT35hyw+7w5NSbP4BU7N+HvpYJaYf7XhKn6WsXucIUCP8bGQS2TQWcyYZ6Tq1KlRiN0JhPUV/+1pzOZUCkIDtteP88Reafs2uiVPoiYsgwAULD8GRgrLt3S+tkxAqJOhKAWICjMccrUMuhNengqPKEQbrxr55dW4+6FWwEAHRWN/5dW3X4A4LQvmkvdbaYzmVBazxXHpqYvKED35cuxLiYWwLV1v1DnKoWXwgS1QgadwQSFIMKobYJK8kZAKSqhN+mhN+mhM+kg8zD3v6gTASddcKGsFjN+uoLwJz6AyVBr3SdttuF/03Fy6zbEb9p4wxjkotwaQ7WhukExNCW5dzAORj6Iuxduxc8v34m2fuarZlLuE3auP0bVgFZvvgLpqfAEnF9Us7Ico7q+L0B+4ID9NgOgE0XoCwqgjIhomrC15TAZzFeZ/L3MV3IU/v7QCwKUV69GNnXf1l2m5TixrKdu2jScBiCoVPAaOLDJlglc+7thMBia5vh0cwJEeKnNf1vkOsd/H12BIIpO7q1Rg5WXl8PX1xdlZWXw8fFplmU4vRWrLYKXdzi8vHyQX2q+hO2nvHbGrD18BIWPPWb9PXzVSvj16uVwvoYLhTCVlgIAZH5+ULWNcHib5fp5hn3+OdSJneHp6YmKsnPI3DUfyogpmLjqHADgq9/3RmK4t7V9U9yKBQC9SW93O8HTy5zUKeVKh7dXqyrzkbtvEbr2nI4iQyjuW7wTALBuSh90CnWe3Dm6zXJ9P1j6wq93rxa5FavX663bTObnB0V4mLVtc9+Krf7tN5wePcZu3VWdO1n7uGfKS9DKwlBSVQsftQyBGueP9DbmNosgv5bMG41G6GrMbeUyOZQy29toupqLyMl8D16x0/DwihPW6ZZ90tE2jFm3FurOnZ3eigUAyACZ8uo/pEwm621xRzE01a3YuvvumQofjP04CwCwYdoAdG3raz2WHe0TUtyKBWyPUUEQoPE0t1UICuh1eoePdljWs0/fV3Gm0sd6jN5om2m6dAFwc7di6/atV5u2KCgzb8+EiEBr28q8POivFJvX+7rjDWj8rdjK8vPI3DUf3ZNfhIcmzLrMCF/zdnK0nu1Wr4Ysob3T+TbkfGJZ116pL8PPPwb5pdXQ19Yi2Mv5P4Zb8lbs9dvCwhVuxSqVSkBmjlchg905ojlvxTYmz+AVu1bC0Q5jNCoBUWM9YVv+1V6XTONh87vlj4bD+baPrzcGSzJ2/Tw9NB7Q1EnUAEBVZzkajabeHb7uH4YbaUzbun/ILEwG8/c1HhqgzqtM1Wp1gw9KtVoNtVpt1w+AuS+EOlc6LW0bQqVSWU8wDW57g23W2PkqlUrrCbGxPDQe0Hh5WftYIVegra/G4X5ZH4VCYT3Z37gx0EbdxunHJoPjdbHsk462IWBOWBpzkvZSNaytIAgNnu/1bevuuxqDfZ9a2zZgn2jUujWired154H6KD0dbxuTg3UDbrzN6rZrKMs5om7fenl5IcHBOreJjQViYxs030Yd90qVw2U6Wk+FUgFNA7eHs+Pesq5ymTlRMx+fDe+zxpwjGtPWctxfvy3qa9sQcrm8wftwY9oCLvRM3XU4KpaIiIjITTCxIyIiInITTOyIiIiI3AQTOyIiIiI3wcSOiIiIyE0wsSMiIiJyE0zsiIiIiNwEEzsiIiIiN8HEjoiIiMhNMLFrxQRBDrXaB4IglzoUK5XaBzHx90KpdP42AClZ4lOpm+fVb+Rafezq+2NjuFK/Nicp1vN2WaaUy20oV4+vNeArxVoxmUwOtYef1GHYUHv4Ii5hJHLzy6QOxSFLfGauGWNrZ9vH0nL1/bExbpd9V4r1lGKfleo4caXj0xFXj6814BU7IiIiIjfBxI6IiIjITTCxIyIiInITTOyIiIiI3AQTOyIiIiI3wcSOiIiIyE0wsSMiIiJyE0zsiIiIiNwEEzsiIiIiN8HEjoiIiMhNMLEjIiIichNM7IiIiIjcBBM7IiIiIjfBxI6IiIjITTCxIyIiInITTOyIiIiI3AQTOyIiIiI3wcTOzSn8/SGoVAAAQaWCwt+/Rebp76WCWiGDWiGDv5fqlpfZHG41xrr9ADRd/7YGrW3dLdsagM32bm3rYdEajq+m4Gg9W+s2a6zbZT2p6QmiKIpSB9HalZeXw9fXF2VlZfDx8ZE6HDv6ggIYSkqg8PeHMiKixeaZX1oNAGjrp2mSZTaHW43R0g8AmrR/W4PWtu75pdUoqaqFv5fKZnu3tvWwaA3HV1NwtJ6tdZs11u2ynnRjjckzmNg1AVdP7IiIiKj1akyewVuxRERERG6CiR0RERGRm2BiR0REROQmmNgRERERuQmF1AG4A8v4k/LycokjISIiIndjyS8aMt6ViV0TqKioAABERkZKHAkRERG5q4qKCvj6+tbbhuVOmoDJZEJBQQG8vb0hCEKTz7+8vByRkZE4d+4cy6lcxT6xxz6xxz6xxz6xxz6xxz6xJ2WfiKKIiooKREREQCar/yk6XrFrAjKZDO3atWv25fj4+PAAuw77xB77xB77xB77xB77xB77xJ5UfXKjK3UWHDxBRERE5CaY2BERERG5CSZ2rYBarcabb74JtVotdSgug31ij31ij31ij31ij31ij31ir7X0CQdPEBEREbkJXrEjIiIichNM7IiIiIjcBBM7IiIiIjfBxK4V+Oc//4mYmBh4eHggNTUVe/bskTokybzzzjvo06cPvL29ERISggceeABHjx6VOiyX8be//Q2CIGDmzJlShyK5/Px8PPbYYwgMDIRGo0FSUhL27t0rdViSMBqNmDNnDmJjY6HRaBAfH4+//OUvDXo9kTvZvn07Ro0ahYiICAiCgG+++cbmc1EU8cYbbyA8PBwajQZpaWk4fvy4NMG2kPr6RK/X49VXX0VSUhK8vLwQERGBxx9/HAUFBdIF3AJutJ/U9eyzz0IQBLz//vstFt+NMLFzcV9++SVmzZqFN998E9nZ2ejevTuGDRuGoqIiqUOTxLZt2zB16lTs3r0b6enp0Ov1GDp0KKqqqqQOTXKZmZlYtmwZunXrJnUokispKUH//v2hVCqxceNGHDp0CO+++y78/f2lDk0S8+fPx5IlS/Dhhx/i8OHDmD9/PhYsWIDFixdLHVqLqqqqQvfu3fHPf/7T4ecLFizAokWLsHTpUmRkZMDLywvDhg1DTU1NC0facurrE61Wi+zsbMyZMwfZ2dn4+uuvcfToUdx///0SRNpybrSfWKxfvx67d+9GREREC0XWQCK5tJSUFHHq1KnW341GoxgRESG+8847EkblOoqKikQA4rZt26QORVIVFRViQkKCmJ6eLg4ePFicMWOG1CFJ6tVXXxUHDBggdRguY+TIkeKTTz5pM+2hhx4SJ0yYIFFE0gMgrl+/3vq7yWQSw8LCxL///e/WaaWlpaJarRa/+OILCSJsedf3iSN79uwRAYhnzpxpmaAk5qxPzp8/L7Zt21bMzc0Vo6OjxX/84x8tHpszvGLnwmpra5GVlYW0tDTrNJlMhrS0NOzatUvCyFxHWVkZACAgIEDiSKQ1depUjBw50mZfuZ199913SE5OxtixYxESEoKePXvio48+kjosyfTr1w+bN2/GsWPHAAD79+/Hzp07ce+990ocmevIy8tDYWGhzTHk6+uL1NRUnm/rKCsrgyAI8PPzkzoUyZhMJkycOBGvvPIKunTpInU4dviuWBd2+fJlGI1GhIaG2kwPDQ3FkSNHJIrKdZhMJsycORP9+/dH165dpQ5HMqtXr0Z2djYyMzOlDsVlnDp1CkuWLMGsWbPwxz/+EZmZmZg+fTpUKhUmTZokdXgt7rXXXkN5eTk6deoEuVwOo9GIt956CxMmTJA6NJdRWFgIAA7Pt5bPbnc1NTV49dVX8cgjj9zW74+dP38+FAoFpk+fLnUoDjGxo1Zr6tSpyM3Nxc6dO6UORTLnzp3DjBkzkJ6eDg8PD6nDcRkmkwnJycl4++23AQA9e/ZEbm4uli5delsmdmvWrMHKlSuxatUqdOnSBTk5OZg5cyYiIiJuy/6gxtPr9Rg3bhxEUcSSJUukDkcyWVlZ+OCDD5CdnQ1BEKQOxyHeinVhQUFBkMvluHjxos30ixcvIiwsTKKoXMMLL7yADRs2YMuWLWjXrp3U4UgmKysLRUVF6NWrFxQKBRQKBbZt24ZFixZBoVDAaDRKHaIkwsPDkZiYaDOtc+fOOHv2rEQRSeuVV17Ba6+9hvHjxyMpKQkTJ07Eiy++iHfeeUfq0FyG5ZzK8609S1J35swZpKen39ZX63bs2IGioiJERUVZz7lnzpzBSy+9hJiYGKnDA8DEzqWpVCr07t0bmzdvtk4zmUzYvHkz+vbtK2Fk0hFFES+88ALWr1+Pn3/+GbGxsVKHJKkhQ4bg4MGDyMnJsf4kJydjwoQJyMnJgVwulzpESfTv39+uDM6xY8cQHR0tUUTS0mq1kMlsT/dyuRwmk0miiFxPbGwswsLCbM635eXlyMjIuG3Pt8C1pO748eP43//+h8DAQKlDktTEiRNx4MABm3NuREQEXnnlFfz0009ShweAt2Jd3qxZszBp0iQkJycjJSUF77//PqqqqjB58mSpQ5PE1KlTsWrVKnz77bfw9va2Pvvi6+sLjUYjcXQtz9vb2+75Qi8vLwQGBt7Wzx2++OKL6NevH95++22MGzcOe/bswfLly7F8+XKpQ5PEqFGj8NZbbyEqKgpdunTBvn378N577+HJJ5+UOrQWVVlZiRMnTlh/z8vLQ05ODgICAhAVFYWZM2fir3/9KxISEhAbG4s5c+YgIiICDzzwgHRBN7P6+iQ8PBxjxoxBdnY2NmzYAKPRaD3nBgQEQKVSSRV2s7rRfnJ9cqtUKhEWFoaOHTu2dKiOST0sl25s8eLFYlRUlKhSqcSUlBRx9+7dUockGQAOf1asWCF1aC6D5U7Mvv/+e7Fr166iWq0WO3XqJC5fvlzqkCRTXl4uzpgxQ4yKihI9PDzEuLg48fXXXxd1Op3UobWoLVu2ODx/TJo0SRRFc8mTOXPmiKGhoaJarRaHDBkiHj16VNqgm1l9fZKXl+f0nLtlyxapQ282N9pPrudq5U4EUbzNSo8TERERuSk+Y0dERETkJpjYEREREbkJJnZEREREboKJHREREZGbYGJHRERE5CaY2BERERG5CSZ2RERERG6CiR0RERGRm2BiR0TUAubMmYMpU6bc0jwOHTqEdu3aoaqqqomiIiJ3wzdPEBE1s8LCQnTo0AEHDx5EdHT0Lc1rzJgx6N69O+bMmdNE0RGRO+EVOyKiZvbxxx+jX79+t5zUAcDkyZOxZMkSGAyGJoiMiNwNEzsiokZau3YtkpKSoNFoEBgYiLS0tHpvj65evRqjRo2ymXbnnXdi2rRpmDlzJvz9/REaGoqPPvoIVVVVmDx5Mry9vdG+fXts3LjR5nv33HMPiouLsW3btmZZNyJq3ZjYERE1woULF/DII4/gySefxOHDh7F161Y89NBDcPZUS3FxMQ4dOoTk5GS7zz799FMEBQVhz549mDZtGp577jmMHTsW/fr1Q3Z2NoYOHYqJEydCq9Vav6NSqdCjRw/s2LGj2daRiFovPmNHRNQI2dnZ6N27N06fPt2gW6s5OTno2bMnzp49i8jISOv0O++8E0aj0ZqgGY1G+Pr64qGHHsJnn30GwPxsXnh4OHbt2oU77rjD+t2HHnoIvr6+WLFiRROvHRG1drxiR0TUCN27d8eQIUOQlJSEsWPH4qOPPkJJSYnT9tXV1QAADw8Pu8+6detm/X+5XI7AwEAkJSVZp4WGhgIAioqKbL6n0WhsruIREVkwsSMiagS5XI709HRs3LgRiYmJWLx4MTp27Ii8vDyH7YOCggDAYfKnVCptfhcEwWaaIAgAAJPJZNOuuLgYwcHBt7QeROSemNgRETWSIAjo378/5s2bh3379kGlUmH9+vUO28bHx8PHxweHDh1qsuXn5uaiZ8+eTTY/InIfTOyIiBohIyMDb7/9Nvbu3YuzZ8/i66+/xqVLl9C5c2eH7WUyGdLS0rBz584mWf7p06eRn5+PtLS0JpkfEbkXJnZERI3g4+OD7du3Y8SIEejQoQP+9Kc/4d1338W9997r9Du///3vsXr1artbqjfjiy++wNChQ5ukJh4RuR+OiiUiamaiKCI1NRUvvvgiHnnkkZueT21tLRISErBq1Sr079+/CSMkInfBK3ZERM1MEAQsX778lt8WcfbsWfzxj39kUkdETvGKHREREZGb4BU7IiIiIjfBxI6IiIjITTCxIyIiInITTOyIiIiI3AQTOyIiIiI3wcSOiIiIyE0wsSMiIiJyE0zsiIiIiNwEEzsiIiIiN8HEjoiIiMhN/D+P9eSd9gVlnAAAAABJRU5ErkJggg==", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "env = AwakeESteering(backend=\"cheetah\", backend_args={\"quad_drift_amplitude\": 1.0})\n", - "_, _ = env.reset()\n", - "env.backend.segment.plot_overview(beam=env.backend.incoming)\n", - "\n", - "observation_on_reset, _ = env.reset()\n", - "observations = np.array([env.step(np.zeros(10))[0] for _ in range(500)])\n", - "\n", - "env.backend.segment.plot_overview(beam=env.backend.incoming)\n", - "\n", - "_, _, _, _, _ = env.step(env.action_space.sample())\n", - "\n", - "env.backend.segment.plot_overview(beam=env.backend.incoming)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Before reset [-5.085799217224121, 9.504011154174805, -8.240124702453613, -31.725053787231445, 19.703521728515625, -31.725053787231445, -7.923769950866699, 26.87175941467285, -1.079069972038269, 16.778900146484375, -14.029000282287598]\n", - "After reset [-5.085799217224121, 9.504011154174805, -8.240124702453613, -31.725053787231445, 19.703521728515625, -31.725053787231445, -7.923769950866699, 26.87175941467285, -1.079069972038269, 16.778900146484375, -14.029000282287598]\n", - "After second reset [-5.082657814025879, 9.507152557373047, -8.236983299255371, -31.721912384033203, 19.706663131713867, -31.721912384033203, -7.920628547668457, 26.874900817871094, -1.0759283304214478, 16.782041549682617, -14.025858879089355]\n" - ] - } - ], - "source": [ - "env = AwakeESteering(backend=\"cheetah\", backend_args={\"quad_drift_amplitude\": 1.0})\n", - "k1s_before_reset = [\n", - " float(element.k1)\n", - " for element in env.backend.segment.elements\n", - " if isinstance(element, cheetah.Quadrupole)\n", - "]\n", - "print(f\"Before reset {k1s_before_reset}\")\n", - "\n", - "_, _ = env.reset()\n", - "k1s_after_reset = [\n", - " float(element.k1)\n", - " for element in env.backend.segment.elements\n", - " if isinstance(element, cheetah.Quadrupole)\n", - "]\n", - "print(f\"After reset {k1s_after_reset}\")\n", - "\n", - "_, _ = env.reset()\n", - "k1s_after_reset = [\n", - " float(element.k1)\n", - " for element in env.backend.segment.elements\n", - " if isinstance(element, cheetah.Quadrupole)\n", - "]\n", - "print(f\"After second reset {k1s_after_reset}\")" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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RNDPgw1Vt9biwqQZlHKTigDC5miAmVxOXGfxi7e5uvDkYd5Z/uqYcX2+rx9LqcvbtJSIiIpogUwg83zeIe3d34cX+IWf5qZVhfL2tHmfzXvgJY3I1QUyuSkcIgdciMdy7pxtPdUecUWmOCwfw9Rn1+FJjNQK8L4uIiIhoXIbtH/291/Wjv4oEfK6+Cl+fUY9PcBTnkmFyNUFMribHruEkfrmnBw/u70XMsNKsWk3FZa21uKy1DvU+7RCXkIiIiGhq605Z91Pdv7cHfWnrfqpyRcZXW2pxxYx6tPFHf0uOydUEMbmaXFHdwIP7evGLPd3Ym0wDsO7L+lJjNa6awZFriIiIiPJtHRrGz/d054zQPCOg4aoZ9biomT/6O5mYXE0Qk6uDQzcF/tQzgHt3d+P1aPa+rKXV1n1Zn67hfVlERER05BJC4C99g7h3dzf+0j/oLD+5IoRvtDXgnLpKqPzR30nH5GqCmFwdfBsjMdy7O/fXwueG/Ph6WwO+3FjN38siIiKiI0bCMPH7zn7cu6cb78cSAAAZwMr6Kny9rR6LeD/VQcXkaoKYXB067cNJ/HJvDx7c14sh+76sGk3BpS11uLy1Dg1+3pdFREREh6fuVBoP7O3Ff+3tQW9aBwCUKTK+2lyLf5pRh1lB/yEu4ZGJydUEMbk69AZ1A7/e34v79vQ4v5flkyR8sbEaX2+rx3zel0VERESHiS1Dw7hvTzd+39mPpGmdnrf6NXxtRj2+2lKLCt5PdUgxuZogJldTh24KPNUTwc93d+O1aMxZ/snqMny9rQGfqSmHzPuyiIiIaJoxhMCfeyK4b08PXh7I/j7VwvIQvtFWj8/VV/F+qimCydUEMbmaml63fy/rie4BGPYn9+igH/80ow4X8FfHiYiIaBqI2r1zfrmnB+127xxFsu6nunJGPRZVhDig1xTD5GqCmFxNbXsSKfxyTzf+375eDNr3ZZUrMi6y+yPPZn9kIiIimmI+jCfwyz09eLijz/m9z2pVwT+0WL/32crfp5qymFxNEJOr6SGmG3iksx+/3NON7fYvk0sA/q62AlfOqMeZ1WW88kNERESHjBACL/QP4r7dPVjXF3WWHxcO4MoZ9fhSYzVCHBF5ymNyNUFMrqYXUwi80DeI+/Z04/m+7G9AHBcO4Gsz6vDlxhpWXERERHTQxAwDv+3oxy/2dGOb6wLwcvsC8Cd5AXhaYXI1QUyupq9CTe5VqoKLm2tx+Yw6tLHJnYiIiCbJnkQK/7mnBw/t78WAbgAAwoqMi5prcEVrPeaEeOvCdMTkaoKYXE1/Ud3Ab+ybRXfZN4vKAM6pr8TXZtTjtMowrxgRERHRhAkh8Gokhvv2dOPJ7ghMe/msgA9XzKjDhc0cSn26Y3I1QUyuDh+GEFjXG8V9e7rxYn92mNMTyoK4YkYdvthQjQC7DBIREdE4DRsmHu/qx3/u7cFbg8PO8jOrynBlWz2W11ZA4YXcwwKTqwlicnV4ei82jP/c04NHO/owbP9AX42m4JKWOlzaWotmP7sMEhERUXHtw0n8975ePLS/F31pq+tfQJbwpcZqfG1GPeaXBQ9xCanUmFxNEJOrw1t/WsdD+/vwn3u6sTeZBgCoEnBufRUub61jl0EiIiLKIYTAi/1D+M+93fhzT9Tp+tfq13Bpax2+2lyLWp96SMtIk4fJ1QQxuToy6KbAM70R3Le7G69EYs7y48MBXNZah/MbqxFmH2kiIqIj1qBu4OGOPty/t8f52RcA+FR1GS5vrcPf1VZClXlB9nDH5GqCmFwded4dGsb9e3vw245+DJvW9agyRcbfN9Xg8tY6zA0HDnEJiYiI6GB5P5bAf+21biXIjD4cVmRc0FSDy1rrcCzPC44oTK4miMnVkSuS1vFIRz/u39uDD4ezV6g+WV2Gy1rrsIJXqIiIiA5LmR4t/7mnBy8NZAfBmhvy4/LWOpzfVINy9mg5IjG5miAmV2Tafav/K69vdYtfwz+21OIfWmpR79MOaRmJiIho4rpTaTy0rw8P7OvBPvtebBnA2XWV+KcZdTijij/4e6RjcjVBTK7IbXcihV/t7cGD+/vQm9YBAJok4XP1lbi8tQ6ncAAMIiKiaUUIgU3ROO7f24P/6RpASmRHEf6H5lpc0lqHGQGOIkwWJlcTxOSKCkmaJv7YNYD/2tuDTdG4s3xBWQCXt9bji41VCCvsLkBERDRVDeoGftfZj//e24MtsYSz/OPlIVw+ow5fqK/i71/SCEyuJojJFY3mrcE4/mtvD/7Q2Y+E/ZtZlaqC85uq8Y8tdTiON7oSERFNGW8PxvHf+3rxu85+xO0BKgKyhPMaqnFpay0+URE+xCWkqYzJ1QQxuaKx6k/reHh/H+7f14Odwyln+eLKMP6xpRaf4xUwIiKiQyJumPifrn78975evO7qcTI35MclLXU4v6kaVRp/m4pGx+Rqgphc0XiZQuCFvkH8al8vnumNwLCPrGpVwd831+AfW2pxTIitWURERJPtg1gCv9rXg0c6+hHRDQDWvdLn1lfi0pY6LKnivdI0PkyuJojJFU1ERzKNh/b34sF9vdhrjzoEAKdXleGSllqcU18Jv8zWLCIiolJJmSae7I7gv/f14mXXMOptAR8uaanFhc01HOWXDhiTqwlickWlYAiB53uj+NW+XjzXmx3OvVZTcaHdmjU76D+kZSQiIprOdg0n8f/29eLX+/vQY4/oKwP4u7oKXNpSh2U15ZDZSkUTxORqgphcUantTaTw4P5ePLSvDx2pbGvWp6rL8I8tdTi7rhIaf5yYiIhoVCnTxNM9UTy0rxcv9A8iczLb6FPx1ZZafLW5Fq0cRp1KiMnVBDG5osmimwLP9UbxwL4e/KUv+4XQ4FNxUXMtLmquYWvWYUAIAQgAQgBmZt56DCEgzOx6YQIwrfVCZB9DIBtniuw+M7H2vpy4nH0WfmxNAYHsY7geC1F4OWCXLbPcdF6ovdz+JI8h3nkeJz53W6cMrvgxvOEjFxWMG8O+PPZ3wPtyy1w/yVxFl5C976PAOmtWcq0rEuO1Xso8UfZhdmbkNpJ7XpayZZQyy/LmJUCS8+btuJx5qcg+R9vG8zmyyyRX+Zx5RbIey3nPS9PWB7EEHtrfi0c6+tCXNpzlS6vLcWlrLf6ulhcqaXIwuZogJld0MLQPJ/Hg/j48tL8X3SndWX56VRkubq7ByvoqBKfJSINCCMCwT+QNAWGYVkJgWCf9mZP/zLyTEBiudZkEwRy5zFlnZJORnOf0ijcxcl9OGcQoZUDuMq/kJ5Mw5SQ/h/S/g4i8ZJIvJ+GSICl5y2Qpm8zJecsLLSsQW3SZImWTQ7lwIigprm2U/KmcG6cU2E6R8+bz9jeNksyYYeCPXQN4aH8fXo3EnOVNPg0XNNfwoiQdFEyuJojJFR1MKd3EM90DeKijD38ZGHLOyytkGedVlOPC8nKc4PPZSUsmQTDzkhkBYZp5MQIwzJyYzLY5MR6x1uO82LznsdaZ2ZYJGrsRV+XdJ2OZddmTuZwr787VedfV/sxJmrt1odCV/czULkPOcrjKBK/4zLLceOvhyPhsS0NmB7nbSmOJ93r/xrbQex8T2bzQyanX82RaETOPnakYMS8KrXe35MHVsOZu9cvbRoyyj8y8GLGP7Hx+q2dOi6x9IUG45wtdgMi76FC4VbfAc7hbX/NjnFZbj21odDLsukYemaR5JmvIJm2ZOHfSZsdnYjLrJUUu8FjOPqciA6q1j8xjyBLeSafw60gUj0UGMWRaXzIKgM/WlOOrzbX4TG0FtGlyAZKmPyZXE8Tk6vDgtGwYJoTuemwIQDft5MAEdNdyO9ZJXkbb1hAQute2Bfafv62Rm5h0BCT8sVXD/7Rq2B/MfmkcGzVw3t40ztmXRoVe4MVORZkrtLLs+rJG7lVc9+P8q7n5X9r2ycCIK8HufTn7wIiThKLb5ZQBuWXIXE3OLJfcyY8rMXK6S7mTH9e+nMTHlSQRUcmJTHJnZh8LI29ZpoVa5LZUu5fltGDb3ydOi3emxTp/Waa1O2+/hZblLvduZR9xocvd4p4zzesx4OopMF1EVeDpZg2PzdDwQYXiLG+Nm1i1J43P7UujPmm/oMzFKEWGpErZ7xt1lETOK+lTXS1+qsf2qv1YlZ3ntbbNPpZUORurZup/1vfTHZOrCWJyNX7OF5RuJRvQTSfpEPZja1kmGbGTjkxcJilxx2S2M3LnrWQnf7u8BMluZZmWZAlCkfBarYrHW1Q8Xysjbfch95kCn40AX4wApw5LkF1XCSX3VUel0NVI2f4SkXKTHne3Ebu7Se6yMcTmPYeTrBAR0SGVk7S5Luo5vRCKJmvI7SlRIHnL9GAYsb27t4Se/W52f09nvrc3+gV+XyXwXJWEpOv77jPdBlbtTeMTfQbk6fqdLiH7/ZtJuFTZSeok1U7sMglbJnlTs9vAI3FzEjtnmZyTBFrbuhI/9775HT0uTK4mKPMGdnd3F3wDZVmGqmZ/0TuVSnnuS5IkaJp2QLHpdBpe/0WSJEFVVCdpSSVSriTGVZnZyYkC2UlG9FTaepzOJi7uBEYWkhNrpo1sYlQg1npsVZRT/uqYhGzFY1+RgjvZyLu6JWuyU3FBBkSmS4TiSi7seMWnQrYrLFMSEBIKXimDKkP1qZA1BZJixZowc+NcFZ6qqhgwTPy+sx8P7uvF1ljCWdfm13BBYxXOb6hCs1+DqqqQ7d/PMk0Tuu7dxKUoChRFmTKxQgik0+mSxLqPz8mKBYofy1OljpiMWADw+XwHFKvrOkzTuw/peGI1TXOuBk9WrGEYMAyjJLHu43MqxE6F4551xJFdR+xOpPC7rgh+1x3BrkT2NR0X8uOixip8qb4KVVq29UoIAZ+iOclZOpW2zlEyF1NzeoUIKJJstSbqJvS0nr2w6yR42XhJSFasYcLInPe4u8e7erBIJnIuHOecF9k9VKb8+RBgJX3uJMyVoGXmrWVSbpydrMmaYp3L2LGmLLItgHmJnuJTofhVSKoMIQMGTCvhU+XsuZRtqtYR0WgU9fX1oyZXqucaAgDcdtttCAQCI5bPnTsXF198sTO/Zs0az/+kWbNm4bLLLnPm77jjDsTj8YKxLS0tuPLKK535u+++G8s6j4UKGQpkyMKaKpCgQIE85hsJDj4TJgyYMCBgwIQpmaiuq3EOzN7+XgzGh+wYE4Zk5mxz6pJTofg1SKqEd7duwe79e2Da+8rEG7C2ueDiCxEsC0FSZbzw4l+x+Z23YEqmE2/CSmCEBFxzzTWoqqoCAPz5z3/G+vXrPV/D1VdfjYaGBgDAX/7yF7zwwguesV/72tfQ2toCAHjppZfw3HPPecZeeumlmN0yGwDw6quv4qmnnvKMveiii3DsscfiazPqcXL3Xvzi9RewtWkmtjfMwG4Aa9q7cduuLszo78Ils1vwtYULEFRkbN26Fb/97W8993veeedh4cKFAIDt27fj17/+tWfsOeecg1NPPRUA0N7ejgceeMAzdvny5TjjjDMAAPv378cvfvELz9ilS5di2bJlAIDu7m7cc889nrFLlizBWWedBQCIRCK44447PGMXLVqElStXAgDi8TjWrFnjGXvSSSdh1apVAKwTgNWrV3vGzp8/H+eff74zXyz2YNYRkUikYGx9fT2++c1vOvP33Xcfuru7C8ZWVlbi2muvdebvv/9+7Nu3r2BsKBTCd77zHWf+wQcfxK5duwrGapqGm266yZl/5JFHsG3btoKxAHDrrbc6j//whz9gy5YtnrE33nijcwL3xBNPYPPmzZ6xN9xwA8LhMADgmWeewcaNGz1j3XXEunXrxlxHvPjii2OoI1oBAK+88srodcTs2QCATZs2jamOAIC3334bjz/+uGfsV77yFSxYsAAAWEewjjgkdURaVrCjrgXvNbVhX1W9ExNWZHyxoRq1b7+G5Ja30Qmg0P/2rbfeCkkFAAX/86fHxlxHPPbYY2OuI/70pz9h49tjqyNyziMkWGfWKiAJCTIkXPlPX0NddS2EbmLDy69g06sbIUOGIiTrvC5zfgcJn136GVRXVEHoJnZs34EP39/mrLfOAbPbHDPnaIT8QcAQiPT1o7+nP2e9Yj+HDBkBzQ9JANDzMj4BIG1CpAEB74syB4PpOl9U/Rr8IT8kVYYuDLw1sA2vaR8W3O5g1hGJRMIz3o3J1QHKv+pZ7OrNeGLz1wkhEIICTYwcBceECRnZKzpp6NCRTVBMKZuIQJEwo3WGc5Xgw907EU/Gs4mKk9wIyJqCZcuWOs3GL778N3T19TjJjGGnKoZkQlJkXHX1150rFI/+7lFs2/khTIiCN3bfen32xOkvDz+M9957z/O9+PTffRl+v/W69/dvxNbuvZ6xyowwfGVlAIDhgI4h2fsAcL/Hxa5ejzfWvX6yYoUw0TA0gIbtAzh9x7vYUdeMrU2zsL+qDrtrGvGjqIE7X3oHX2iowqKkAQHv++sPRnnH99qKX+abarGjOZh1xKGOLfa+jCc2XymPz6kQO9WOuekWOxWOe9YRBxZrmCb2Vdbi/cY2fFjXinSmxU4IzIj04ntLPoFz6isRVhT8v40voPBp9EhT+bgXkoABAfhlKOVWgpcMmuiXYwXjAUAcG0a4rQkAENE/xFs72j1jZ39mEeqOOgoAsP2VV/DMM697xl5wwQU4/vjjIYTAGxtfx1N/etJOwCTXRXsrwfvM0k/jqJlzIHSBnTs+wqvrX4UCODGKkCHZj48/ai4aahsg0iYG+vrRvrMd1lrJic1sVxEoQ0AN2C2OOnRdL9hAoECGlDRhJJMAgLQaQ0BLer62qXDc52NyVSLFblScyE2MkiThgzP/BRDA0FAthoZq7GktqiqbcfU/ZRIbCT9bew96enoK7qeyshLXXr3Smf/9z1/G/v37C8YGg0F8fmmbM9+xZQjt0a6CsZqqQasPOfO6KmBKpW8LH897OFmx49lXKcvgtV4zDRzXtQfHde3BQCCMDxrbsHvOcegyTDy4vw8PAqg45bM4rnM3ju3cjYrkcMnLMFrsZL2/hyp2IiazjiiFySrDVHh/D1bsePZ1MOqIw60M49nvoYqdiMOxjtidSOGR/X345YwF6NOyF4krhodwvP3dVGPq+MoXl5ekjMVMh8/HZB+fkmR189MlE85IWnmbmg0+BI6pBgAY+j7sfK3w+R8AtC08EdWfOAYA0P3++3hh/9OesWeffTYWL14MANixYwf+369+NSJGUVIoK+vDSfMqUFM9iKHEViT0duzbdxzw4eKir3EsDtb/K5OrA5Tpsz4W+f9B46lAZTmJYHAQABAMDaK+YaezLpWqxJaP3kd52QKUV5wARRlbc+V4yzCeD9h43pfRYsdTyRyM2FKW172vUpShKhHDqbvew48XLUC0dRYe6ejH4519iAbL8NrseXht9jy0DPTguM7dOKpnH3yGXvIyFIqdrPfhUMWW8vPtVYbRyjGRL4dSfbGwjigcOxWODZbh0MayjrC6/e2sbcFX3tiOvw0MWQs1PzQ9jWO69+K4zt1oivZlz+ld93EBrCPGut/pfHzKsmwnUr3WX3kfysp6nfNdE0DPUHZbv69wF9iJlKGUsSO2PRgDWtx99934t3/7N3R0dOCkk07Cf/zHfzh9swt59NFH8f3vfx87d+7E3Llz8ZOf/ATnnnuus14IgVtvvRX33XcfBgYGcMYZZ+Cee+7B3LlznZgvfOELePPNN9HV1YXq6mosX74cP/nJT9DS0jKmMk+lAS2SyR7EYlsxOPQuhoa2YGjoXSSThbvI+f0tKCtbgLKy+dY0PB8+X23B/fJm9cP7ZvWhtI4/dvbht10RvByJOffWBmUJZ9dW4O+bavCp2gooksSb1XmzOusIj9jDuY6YCsc964jDo44whMBLkRge647gqZ5BxOzjSwJwZnUZvlJfibNryhH0+E0q1hGWw7WOSOsRDMffQyy2BdHBdzAYfQfDicJdHv3+FpSXn4DKihNRXn4CwuH5kGXvwSOm4oAWk55cPfzww7jkkkuwdu1aLF68GLfffjseffRRvP/++85NwG4vv/wyPvWpT2H16tX43Oc+h4ceegg/+clP8Prrr+OEE04AAPzkJz/B6tWr8cADD2DOnDn4/ve/j7fffhtbtmxxBp/493//dyxZsgTNzc3Yu3cvbrjhBmf/YzHVh2JPp/sxOGh/SO2/4WGvD2oTystPQHn5CagoPwHl5Qvg94987+nwtTeRwu86+/FIRx+2x7N9l1v8Gr7UWI0vN1ZjXlnwEJaQiIimEyEE3h4axu86+vFYVz86U9kT69lBHy5oqsFXmmrQFvAV2QsdbtLpAQwOvps9Py2SSAUCM1znpiegouIEaFr1QS7x2E2ZodgXL16MU045BXfddRcAK7Nta2vDt7/9bXzve98bEX/BBRcgFovhiSeecJaddtppWLhwIdauXQshBFpaWnD99dc7CVMkEkFjYyPuv/9+XHjhhQXL8T//8z9YtWoVkslkzpUXL1M9uSoknY5icOhdDA6+aydc7yIe/wiFxgP1+RpQXr7A+UBbCVfTQetbToeGEAJvRON4uKMPj3cNYEDPXr2aFw7gS43VWNVYzS9DIiIqaNdwEn/o7MfvOvuxzXWxrkZT8Pn6Kny5sRqnVIZ5PnEESKcHnJaowcF3EB18B4nE7oKxgUBb9pyz4gRUlC+Y0olUIWPNDSb1nqtUKoVNmzbhxhtvdJbJsozly5d7Dm27fv16XHfddTnLVqxYgcceewwA8NFHH6GjowPLl2dvfqysrMTixYuxfv36gslVX18fHnzwQZx++umeiVUymUQyma0kotHomF/nVKFpFaipXoKa6iXOMl0fxOCg1aVwMPoOBofeRSz2IVKpLvT2dqG3939d29eionyB88EvLzsBgUALK8jDiCRJ+ERlGJ+oDOP/zm3Fsz1R/L6zH8/1RrE1lsCPduzHj3bsx+LKML7YWI3P11eh1sdbM4mIjmR9aR1/7BrA7zr78WokO9pdQJawoq4SX26sxrKacvjGcb8UTS+pVI998T7TKvUuEok9BWODgZnWeaSrx5SmVR3cAh9Ck3rW1NPTA8Mw0NjYmLO8sbHRcwjujo6OgvEdHR3O+swyr5iMf/mXf8Fdd92FeDyO0047Lac1LN/q1avxgx/8YGwvbBpR1XJUV5+K6ursPW6GEcfg0FbnSsPg4LuIxbcjne5Fb99f0dv3VydW06qdATMyLV2BQBsTrsOAX5bxuYYqfK6hCgNpHU92R/C7zn68PDCEDZEYNkRiuHnbHiyrqcCXGquxoq4CYUUZfcdERDTtDRsmnu2N4nedfXi+dxBpu6OTBOCT1WX4UmM1VtZXoVzl98LhJpnstJOod51bT5LJjoKxweDMnK595eUnQNMqD3KJp5bD+pL0d77zHVxxxRXYtWsXfvCDH+CSSy7BE088UTAxuPHGG3NazKLRKNra2kbEHQ4UJYSqypNRVXmys8wwEhgaes9JtqKD7yAW+wDpdD/6+v+Gvv6/ObGqWoHyTAuXnXAFg7MgSbxiNV1VaSoubqnFxS212J9M4fHOAfy+sx9vDQ3jud4onuuNIijLOKe+El9qrMbS6nJoMhNsIqLDSdI08ULfIB7vGsDTPRHEjOygDieWBe2u41Vo9rPr+OFACIFkcr/dpS97S0kqVeiHpCWEQnNyzv/KyxZA06bHrTMH06QmV3V1dVAUBZ2dnTnLOzs70dTUVHCbpqamovGZaWdnJ5qbm3NiMr8k737+uro6HHvssZg3bx7a2trwyiuvYMmSJcjn9/udH6w9EilKAJWVC1FZudBZZppJDA297zT/Dg6+g6GhD6DrUfT3r0d//3rX9mWue7isAy8Umg1J4hWt6abZ78M3ZjbgGzMbsC2WwO87+/GHrn7sHE7h9539+H1nP2o0BSvrq/CF+iosqSqDykSLiGhaSpsCL/ZbCdVTPQOI6tmEakZAw5cba/ClxmocFw4cwlLSRAkhkEjstpOobCKVTvcViJYRDh/tSqROQHnZPKhq2UEv93Q0qcmVz+fDySefjHXr1mHVqlUArAEt1q1bh29961sFt1myZAnWrVuHa6+91ln27LPPOgnRnDlz0NTUhHXr1jnJVDQaxYYNG3D11Vd7liUzpKb7vioqTpb9qKj4GCoqPuYsM80UYrFtOX1uh4a2wjCGMDCwAQMDG5xYRQmjrGxeXsJ1FGT5sG4wPazMDQfwL0c147tzmvDGYBy/7+zHY50D6Enr+NW+XvxqXy9qNRUr6yvxhQYr0VLYZZSIaEozhMDL/UN4vGsAT/YMoC+dHdyoyafh8w2VWNVQjU9UhHgbwDQkhInh4V05F8cHB9+Fro8cT0CSVITDc53ztIryBSgrmwdF4QjCB+qgDMV+6aWX4t5778Wpp56K22+/HY888gjee+89NDY24pJLLkFraytWr14NwBoqfenSpfjxj3+MlStX4je/+Q3+9V//dcRQ7D/+8Y9zhmJ/6623nKHYN2zYgNdeew1nnnkmqqur8eGHH+L73/8+Ojs78e67746phWo6jhZ4qJhmGrH4h06/XOtA3grTHB4RK8sBlJfNy14JqTgB4dDRkOXRR3CkqUE3BV4eGMIfuwfwp+7cL+U6V6J1GhMtIqIpwxQCGyIxPN41gCe6rItkGXWais81VOG8hiosrgxDZt09bQhhIB7/KC+R2gLDGBoRK0k+lJUd60qkTkA4fBwU5cjtuTUeU2YodgC46667nB8RXrhwIe68804sXrwYALBs2TLMnj0b999/vxP/6KOP4uabb3Z+RPinP/1pwR8R/vnPf46BgQGceeaZ+NnPfoZjjz0WAPD222/jmmuuwebNmxGLxdDc3Iyzzz4bN998M1pbW8dUZiZXEyOEgVh8R86gGYNDW2AYsRGxsuxDWdm8vIN9LmSZfbqnurSdaP1PVz+e7I6g3zW0e71Pxefqq/CFhiqcWhlmokVEdJAZQmDDQAx/6h7Akz0R7E9mfzS1WrW6d5/XwO7d04Vp6ojHP0R08G1XIuV1MdvvOrdawHOrEphSydV0xOSq9IQwEY/vdFq4MldZeHXl8JA2Bf7WP4j/6R7AU92RnN/QavSpWFlfhXPrK3FaJb/EiYgmS8o08bf+ITzZHcFTPRH0ulqoKlQZ59RZCdUnOTDRlGbd9/4BBoe2uO57fw+mOfL2FlkOorx8viuROtG+DYO9gkqJydUEMbk6OKx+we05oxRa/YIjI2KtfsHHOpVHedk8lJUdzxssp6CUaeLF/iH8T4EbpKtVBX9XV4Fz66qwtKYcQYWjTBIRTcSwYeIvfVH8qTuCZ3ujiLgublWpClbUVWJlfSWW1pTDz9+imnKs3yTdgsGhLRiyp7HYdgihj4i1BhCbnzNicyg0hwOIHQRMriaIydWhY41os8eVbBUb0UZCMDjLqmjK5qOsfB7Ky+bD72846OWmwlL20L5P9kTwTE8k5x6toCzjM7XlOLeuEstrK1CpcbATIqKxGNINPNdrJVTr+qKIu4ZNr/epOKeuEp+zR3RlC9XUIIRAKtVlJVL27RJDg1sxnGgvGK+qlSMSKf70zaHD5GqCMm9gd3d3wTdQlmWoavZEMJVKee5LkiRomnZAsel0GsPDw1AUBaqq5ozaUyjW679zPLGANdLjgcTquu6MzDjRWE3TnNdrvQ97MRTbgqGhdxEbeg9Dsa1IpTo9tq1DWfh4hMvmWdPwPKdCcu/XMAwYhlFwH/llGC1WVVXI9hXBqRBrmiZ0feRVrwxFUaDYPwp8sGJ1IfBaNI6newfxTG8U+1LZdaoEnF4ZxoqacpxVW45Gn+a5XyEE0uk0vLiPz8mKBYofywezjijFcT/d64jJimUdcXDriGKxox2fR0IdsT+ZwrM9UTzdPYCXBmJIuo67Vr+Gs2vKcW5dBU6rrXTuc2UdcWjqiMyIfYnENgwNbXG69xW+UAz4/c0oL1tgJ1PzEQodD1Vt8Byt8XCvI2RZhq7rSCaTME0TgUDhnwI4mHVENBpFfX39qMkVLxOP4rbbbiv4Hzp37lxcfPHFzvyaNWs8/5NmzZqFyy67zJm/4447EI/HC8a2tLTgyiuvdObvvvtuDAwMFIxVFAW1tbVQVdWqdPfv96ycA4EAli5dCk3ToKoq/vrXv6Kvr/ABHgqFcM0110BVVSiKggcffBC7du0qGKtpGm666SZn/pFHHsG2bdsKxgLArbfe6jz+wx/+gC1btnjG3njjjU4l+qc//QmbN292rZ0JYCZULYGycB/OPfdEJFMfYnBwC2KxD5FO96B/4G/oH8j++LFhqIjFqnH0UctQW7sQ5eXz8cor7Vi/fpNnGa6++mo0NFitYC+++CJeeOEFz9ivfe1rzoApr7zyCp577jnP2EsvvRSzZ88GAGzatAlPPfWUZ+xFF12UM1jL448/7hn7la98BQsWLAAAbN26Fb/97W89Y8877zzn5wy2b9+OX//6156x55xzDk499VQAQHt7Ox544AHP2OXLl+OMM84AAOzfvx+/+MUvRsQEAHwBwMxPfQZds47Bk90RfBBP4K8DMfx1IIb/34f70Rjtx5ze/ZjV14nq+CBOX7IEZ511FgAgEongjjvu8CzDokWLsHLlSgBAPB7HmjVrPGNPOukk56ci0um0M3JpIfPnz8f555/vzBeLPZh1RCQyshstANTX1+Ob3/ymM3/fffehu7vQj0MClZWVOT+Bcf/992Pfvn0FY0OhEL7zne8481OhjnjiiSfy6ohcN9xwA8LhMADgmWeewcaNGz1jr7nmGlRVVQEA1q1bh/Xr13vGso6wlLqOyFi6dCmWLVsGAOju7sY999zjGbvkMKwjBIDecAUGjj4eXW1HYfNg7sAFlfEhHNWzD0f17Ef90AAkAFtaWnAG6wgAB6+OeOWVvyEUHkBZuA/hsj572g9FGZlACCEhHq9ALFaD2FANhmI1iA1VQ9cDOXXESy+9hOee+0/PMhzsOqJQcvyZz3wGRx99NNLpNHbu3Im//OUvnvudNWsWamtrkU6nEYlE0N5euLUOsBKb/OTWK8k8mHVEIpHwjHdjcjXFFbvSYxgGurq6xrSfRCKBZ555Zkyx8Xjc+UKQZRlCCM9ypNNpPPLII07S1tXVVbTM27dvd5LBRCJRMHY8v6mhpwMYGGhBS8vlTqX4pz/9Ae+9vw5l4X6Ey/oQDvchHLYquYqKbnT3PIrunket16fI+PgnKhAbqkEsVp1TydHkkgAcJRn4p6Oa8b2jmvHq7n341z//L3bUtaCrohqdlTXorKzBK0ctQPlwDB/KEvx9gzitKnyoi05ENGkMScK+yjrsrG3CztomDAVC1orBYUgAPlERQnDLZrR27EZ1fBDs8HdwKUoKg4ObEB1sx9DgFsjKBiw5fR9keeT5jGEoKCs7DjXVJ6GsfD62fZDA3176CKZZmtNvIQR0XUcqlSp67rVjxw5Eo1Gk02m0t7cXjX3++efx4osvQtd1xOPxUWOff/75MZV1165dngl2vmKthtMBuwV6mErdAnVdh67rOY8zf5kDK51OI5lMOjGFtjNN03mcSqUK7jOdThdtLj4YMsmXe5r/516uaRp8Ph80TYOmaZBl2elGmYlTFAkCndDTO6DrHyGR2IZY/D3oen/BMvj9zQiH56GiYr59P9cCaFpT0QOeXX4mFutuou9IpvHnvkE81zeIlyNxpFzVVFiRsbS6HJ+pCuPT1WWo9438kpquXX4OJJZdftgt8EisIyYaO9XqiL60jmc7+/Fs3yD+MjCEIdf9UwFZwqeqynB2QxX+rrYC9T6NdcQYYydSRxiGjkRiN2Kx93P+Esk9BbdX1UqEw/MQDh+PQGAu/L65UJRmSJLqnF+lUqmi52qZ4yETm06nPc8DM48Plcw5V+ZcS9O0Eede+esz52qZeqjQ+ZyqqvD7/fD7/c4+i/2/TcVugUyuPBzJA1pkDm73wTvZ00PzMRTw+YZRXj6AiooBhMv6EQr1wO8f+QvmACBEAKbZCqAVijwTijILmjYbmlZWsCLxmiqKwl+8H4eYbuDF/iH8uTeC53qj6HLdpyUB+HhFCH9XW4G/q63AgrIg31simvJMIbB5cBjreqN4vi+KN6JxuL8FG3wqzqqtxFl1FfhkNUdVnQghBAzDyElUMo8z88lkBInEdqRSHyGt74Bh7IIQewCMHPYcAHS9AolEAxLDdRiK1WIwWoXh4QDS6eIJ3GSSZXlEMuP1eKxxXo+P1PMYDmgxQUdycnWwZSq+g5nMFbuyqygphMv6nT7TZWV9CIUikOWRFaYQQCJRjthQNWKxKsRi1YjFqpFIlAFFOmuMJxkrxTRzpXq6M4XAW4PDeLY3gmd7onhrKPf+gyafhmU15VhWU45P1ZSjhqMPEtEU0ZvS8UL/IJ7vjeJ/+wZzfn8KAOaHAzirzkqoFpaHIB+GJ6/uHjReLTGlWueeZgkEAkMIh/sRLuu3puF+BIMjf2/TKq+c/W4fqna+43V9bL+5Waj1ZrIeZ1pkaPIwuZogJleHN3fT+1imqdQw0uld0PVdMM12CLEbkPZClgcL7t8wNCQSNYjHqjE0VIVotAKxWDUM49D8MnqxpvrJmB6sq1r7kyms6x3Es70R/LVvEMNmtjrLtGotqynHp2sq8PHyEH+8mIgOmtFap8oVGZ+qKcdnayrw6dpyNPsPzveDaZrOBc3MxUb34wNJasYadzBbdRQljVC4H+HwgHUPdrgfoXA/VLVwVzpDL4duNMM0WwAxA7LcBkVpgaYFDrh153C5sEkWJlcTxOSKxiKV6sHQ0Pv233sYir2HWGwbTLNwf3ifrxmh4Fz4A0fD5zsKqjILstwMXR9fsjeW6aG8IVSSJM975zKJXqbvc/6yA50asoI3E2m8HEvhxegwtg3n/h9Uqgo+WV2GT9dUYFlNOVoDhybRJaLD155ECn/tH8SLfYP4a//QiNapeSE/PlUZwpllfnwsqEGyExt3glMo4RnLurHGTZXBAjL1d6H7qwvdh+MVpygSJKkbAnthGO3Q9Z1IpXYgnS48kqEs+xAOz0VZ+HiUlc9DWdnxKAsfB5+v5iC/AzTdMLmaICZXdKBMU8fw8E4r2Rp6z0m8EskxVPRlxyNcdizKwsfC56ufUOuPu/vFwZpOJUO+APbUNGB3dQP2VDcgqeUmU3WJOI6OR3BMcgjHpOIoU2Qn4XP/ZQZIGcv8eGK9tuWVTqLRmabptMBkHufPZwb3mMy/IQFs84WxPVCGHaFK9PmDOeX06WnMGOhGW28n2vo6UZYa21DOB5P7QtVYEpzxJj9e68Zb1wkhkEjsQyz2AYZiHyA29L41jX0IIQpf0PT7GlFWfrzz/VpWPg+h4BzIMruM0/gxuZogJldUaul0FEOx93OSrljsfRhG4d8zskYemouysmMRDs+1E7Bj4fPVHuSSj01m5MrR7nUr1bTYuvwrsyaA7vJq7K5pwO6aRnSVV0O4f5BbCNQP9qN1oActA91oivRBMw/NqJmSJBVNvPL/JEkquHy8f+PZTyZWkqQx/U1GrPvELP8iRKGLEqPFeM2P9QKH+ycr3NOxLpvIPoQQME1zxOP86ViXHWj8aMlOKecPFUOS0VFZgz1V9dhbXY/uEXWJiYZoP2b0d6N1oBuN0T4oBU6zMiOR5Sc2+UmO17pSxU3VgQmsXiEfuBKpDzAU2wbDKHxvlKKE7O9J6+JkWZmVTLE1ikqJydUEMbmig8H6BffdGIq9h6GhDzA0tBWx2DbE4zthpQQjaVqNK+k61k665kLTqg5m0ac09z0Fhaa9yRQ2xFJ4LZ7C6wkDu43calCFwHGSiQVIY55IYY6Rgpx3JTz/yviBztP0lDkh5Vfo1JFJugu1Eh/on6ko+Ej24T1Jw1ao2GrKSOUNVjRLlXBKQMWpIQ2LQj5U+jTP/WWSGrZQW3R9ELHYNuv7L2YnU0MfIJ3uLRgvSRrCoaOcHh7h8LEoKzsOgUArJInvKU0uJlcTxOSKDiXDSCIe32FftduGWGwbYkMfYDixG0DhQ9bna0BZeC7CZdmEKxyeC1UtP7iFn4b2JlJ4aWAIf+sfxN/6h7AvmfvbF0FZxmlVYSypKsPiyjAWVoTgL8HJUeZq/2iJmGEYObHj+Zus7TKtGKP9jTV2LHFHmvzWM/c0/3GhFsX8ZZO9zt26mt/SOpnzmdaXUiQsw4aJ16MxrB+IYf3AEDZFY0iYuZ+9Rp+KT1ZbI5J+srrsoA1EMZ2l0xHE4tsRj32IWGw7YvHtiMW2I5HY67GFhGCwDWXh43ISqVBoNmSZ7zcdGkyuJojJFU1FhjFsfTHlJV1e93MB1g8iZxKtUOgohMPHIBQ6it0lPAghsHM4hRf7B/E3O+HqS+e2MPllCR8vD2GxnWydUhlGucphcCdbfiKWWZYfc6DzB7JtfqKTmY41MSq0bCp20zpcxQwDmyJxrB8YwvqBIbwezf3RcgCo01QsqSrDkqowTq8uw3GhAP+PChBCIJXutXpf5CVRqVS353Z+X2M2gXISqWOgKKGDWHqi0TG5miAmVzSd6PpQwaQrmer03EbTauxk62iEQ0cjZE/ZvSKXKQTejyXwt/4hvBIZwisDsREjgMkAFpQFsbgqjMWVZTitKox6n3ZoCkxEnvYmUngtEsPGaAyvRWJ4d2gYet5ZUKNPxelVZXZCVYZjQn4mUy5CCCST+63vmdiH1jRuJVO6HvHczu9vQjh0jHWBL3w0wqFjUFZ2LLu007TB5GqCmFzR4SCdjlj92WMfIB7fYV1NjH9YpCsGIMsBhEJzchKuUPhohIJzoChj++HEw5kQAh8OJ7FhIIZXIkN4dSCGXYmRI1XNCfpwckUYn6gI4eTKMOaHg9D4O1tEB03aFHhnaBgbIzG8Fo1hYyQ2ossvALT4tZxkak7Qx2QKVvf04eGdiMc/Qjz+kd0K9SHi8Q89B2LKdOfLSaLCcxEOHcUu6jTtMbmaICZXdDgzjLj1ZWknW5mkKx7f6TmkLSAhGGizE66jnIQrFJo94WHjp7v9yRQ2DMSwIRLDhoEhbI0lRtwZF5AlfKw8ZCVbdtLV4teO6PeNqFSEENiXTGPzYBxvRON4LRLD5sF4zg+LA4AiWa3Mp1RY3XkXVYbRegQfh0KYSCY77ORph51IWVPrIlzhU0RJ0hAKzUYodDTC4WMQDh1tdz2fA0UJHNwXQXSQMLmaICZXdCQyTR2JxJ7chMue6nrUcztFCSMUnI1gaLb1hWsnXaHQnCOyy8dAWscb0Tg2RePYFI3hjWgcA/rIkQGbfBpOrgzh4+UhnFQewonlQVRp/P0VotH0pHRsHozjzWgcbw5af92pkb+1V6UqOLkijFMqQ1hUGcbHK0IIK0fe/ZG6PmglT7EdiA9/5LRGxeMfwTS9f3tLUcqsi2mho6weDWVzEQ4dg2BwJmSZXZ/pyMLkaoKYXBFlZW5Ujse2IxbfgVhsO+LxHRiO78JwYg+8ho0HAFWtshOt2QgFrYQraD9W1bKD9yIOISEEdgwnrWQrEsPr0Ti2xIZhFKh9ZwZ8+Fh5EB8rD+Fj5UGcWBZCrY8JFx25Imkdbw8N5yRSexIju/cpEnBcKICFFSEsqrBapY4J+SEfIa1Suj6I4eF2xId3YTjejuHhXU6LlNfQ5gAgSSqCwZl2AjXbnlrJlE+rPWJb9YjyMbmaICZXRGNjmkkMD+9B3O6bPxy3++gP70Qy2VF0W5+v3kq2grMQCs5EINiGUHAWgsE2qGrVYf2lHjdMvDVotW69EY3h7cHhgvduAUCrX3Natk4oC2JeWfCI7spEhydTCOxOpPDO0DDedf0VSqQA4JiQHwvtVt+FFSEsKAsipBy+g/EIIZBO92UTqOF26wLX8C7Eh3chne4rur3P14BQaI59T+1RzuNAoA2yzAs4RKNhcjVBTK6IJs4w4ogPt49IuuLxj0Y9EVDVcgQDmYTLmgaDMxEKzoTf33xYdkkZSOt4Z2gYmweH8fZgHG8NDmPHcLJgbIUqY17YSrTmhQOYXxbE8eEAh4SnaSGmG3g/nsDWoQTeGRrGFjuRGjIKt4K3BXw4qTyIhXYi9bHyECoOw8+6dQ9Up5U4De9C3J5arVC7YBhDRbfXtBr7AtUsBEOzEArOcpIoDihBNDFMriaIyRXR5Eqno/ZIVDsRH96FxHA74sPtSAzvLjqEPABIkoKAvxXBYJsr+ZqJYLANwcAMqGrlYdOqE9UNvDM4jLcG43jLPgndHk+MGD46Y0ZAw3w76Zob8mNuOIBjgn6ED8MTUZr6BnUD22IJvB9P4P1YAh/ErOneAqP2AYBPknC8fbHghPIg5oeDmF8WOGzuRRRCIJXqQSKxB8PDu5FI7MVwYjcSw3sxnNiDRGJfkUGFLH5/s32hyZ1EzUQwOJMJFNEkYnI1QUyuiA4dw0jYJxy77e4vu+0rubuRSLTDNIuffChKGIFACwKBVtdfC4KBVgQCM+Dz1U3r3/JKmSa2x5PYOjSMLbEEtg4NY2ssgf0eJ6yANdz0MSE/jgkFMDccwFz7caNPPWwSUTo0TCHQkUxjx3ASHw0nsT2WxAdxK5HySqIA68d555fZiVRZEAvKgjgmFJjWP1mQ6bqXSOy166s9GE7sRWJ4tzVN7IFpFm6NzpAkFYFAq51AzUYwOBPB0CxrGmjjaHxEhwiTqwlickU0NQlhIpnqsk5cXK1dVveZ9qI3bmdIkg+BQHNO8hV0JWN+f9O07HbYn9axdSiBrbFhvBdLYFssge3xJHrSI0dRyyhTZBwV8mN20I/ZAR9mB/2YFbSmzX7tiBkMgIoTQqArpVsJVDzpJFI74knsHE6OGPLcrdGn4thwAMeFAzg2FMCxYeuvZhq2RhnGMBKJ/Ugm9yOR2I9Ecj+SiX3WNNmBRGJvkd+AypAR8DchEJyBYGAGAoEZCAYz0zb4fA28B4poCmJyNUFMroimJ8NIIJHYh0Rir+tvn93lZi+SyU4UG93QIsHnq4ff34iAvwn+QBP8/ubsvP03Xa4g96d1fBhPYls8gW2xJLbHraRr53Cy6DvhlyXMDPgwK+jHbDvhmuH3oSWgodXvQ42msNXrMCGEQE9ax+5ECnsSaexOpOzHKedx3ON+KMAaqW9WwI85QT+ODvmdZGpuyD9tuvSZZgrJZOfI5Ml+nEzuRzrdP4Y9SVZdEWi1kqe8JOpwvWeU6HDH5GqCmFwRHZ5MM22fQBVOvhKJ/aPe85ChqlUIBDLJViP8/mY7+WqE398In68emlY9ZROQpGniI7slYudwCrsSKewatpKu3YmU531dGUFZQosr2cpMWwMamv0+NPpUVKpMwA41Uwj0pnV0JtPYn0yjM6WjI5lGRzKNvUkrgdqTSBVtfQIAGcCMgA9HBf2YE/LnTNsCvinbnU8IA6lUL5LJTqRS3UgmO5FMdiGZsqapZBeSqS6kUj3w+tFcN0UJW8d6oBkBfzP8gRYEMvOBFgQCLZBl/+S/MCI6qJhcTRCTK6IjkxAmUuk+JJMdSCY6rK4+SWua+UskOmCaw2PanyRp8Plq7ZawBvh8dfD7GuDz1cPndz321UNRps4JmW4K7E2msGs4hZ3DmeQrib2JNPYlU+gq8IOthfgkCfU+FQ0+DQ1+FfWaZs37NTTYy2s1FVWagkpVgcJEbEx0U6Bf19Gb1tGb0tGXNpzHPWkdXSk7kUqm0ZlKj5ooA4AEoMmvYYbfh7agDzP8GtqCPrQFfJgRsKZ+eercq2gYSaTTvUileqzkKdVlJUv2NJnstBOnbozeWm2xugw3eSRPLfD7m6Gq5bxgQHQEYnI1QUyuiMiLEAK6Pohk5j6LZId1NTyRnU+lusfYhShLVSusJMxXD5+vDpqvBj6tBpqv1ppqNfD5rKmmVR3SQTmSpomOZBp7EinsS6ax15larSH7k2lEdGNc+5QAVKoKqjUFVaqKak1BtaaiSrWnmoIyRUaZoqBMlRFWrPmwIqNMtR77ptDJfzG6KTBsmogbJqK6kf0zDAzq1rJBe1lENzBoGOhPG+izE6gB3RhDG0uWBKDOp6LJp6HJb/01+jS0+DUneWoJaIc0ecocV6lUD1J20pRO9brms4lUKtUz6rDkuWTrwoa/wWlV9vsb4fc12C3NDfD5G+HTaqb1YDdENHmYXE0QkysimijTTDongtYV9W4kUz1IpbqQSroep7pHHQFxJBmaVpWTcDlTrQaarwaaWgVNq4SqVkDTquwr7gdvSPakaaI7ZbWiZKZdydz5zpSO/rTu+ftG4+WTJJSpMoKyDJ8swZ+ZSjL8sgSfLCFgL8uslwFIkgQZgCxZiYgM64G1TEKmnUIXAoYQ0AXsqYDhepz5S5oCw4aJYdNEwv3Yno6lJWk0EoBqTUGNpqJWU51prU9Fo091kqgmn4Z6n3ZQu+0JYSCdjiCdHoCuDyCdHkA63Z83tR/b61OpvjF3yc1wWoa1Wvj89U6y5LOTKL+dRGlaLQeJIKIJGWtuwJqGiGiSyLLfuQejmOwVe6sLUyrZbV+t77Ou3Kf7kE73IZWyproeBWAibS+PjzY4mYuqlkNVq6BpFVDVSjvpqoCmVtqJWCVUrRKaWmHHlkNRyqCqZZDlwLi6Q/llGTPsVpHRpEwTEd1AX9rAQFpHf9pAv25NB9I6+nUDA2kDQ4aBmGFiSDcwZJgYMgzEDSuBAYCUEOhLGwDG12p2qMgAylUF5aqMCkVBhZr9K1fd8zKq1GzyVKMpqFZVqJOUMAkhYJrDSOtR6PogdGea/5dd706crM/ogWWQilIGn6/O7k5bl02efHVWK66vzplnFz0immqYXBERHWKSJEHTKqBpFQiHjxk13jTT9klsP1KpXivxSvchncqd6noE6XQEuh6FYcQAwDkpTiQOpKQyVLUMqlIGRS2DqoStqVpuLwvnrJOVIBQ5CEUJQFZCUOQAFCUI2V6mKCHIsh+SZHXnq/fJqPcd2ChqaVMgZmQTroQhkDRNpEyBpHA9Nk0kTeE8TgkBUwAmBISw0gFTCJgATAEIWI8zfTxUSYIqAYok2Y8lKJK9XJagSBIUAAFFRkCWEZQlBBWrJS2QmdrLAvbjiSYHQggIocM0EzCMOAwjDt2IwdDjMExr3tDjMIyYsz4nLjOvD0HXB5HWozCMQQgx8QRVUcqgadV2K2uV67E9VaucdT5fHTStdkrde0hENF5MroiIphlZ1ux7RxrGvI1ppuzWhajdTSuSbW3Qo3YiNmAvi0DXI9D1QRhGDLo+BDvtsFsqokDx30Ed5+vJJF1WwqUoAciSD5Lsg2z/SZJmPbankpydl2R/zvJySUOFpACSBAkKJEmx7qORFEiqDAmy1T1Sku319jzkEffbCAg7s8r85S+z5wF7mQkhDJgiDSEMCF2HSOtW8iOsqS4MRM00IsKwl9mxZhqmSME0kjDNFEwzCdNMwjATzmPnz0jCcM2PdcCG8ZIkBYpS7rRkKmqZ63G5q4WzIidpUrUqaGolhxwnoiMOkysioiOALPvsLlZ1495WCGG3bgxB12P2dBC6MWS1dhgxu9VjyF4Wg24MwTQSMMxhexqHYQzDMBIwzWE7IbCYZgKmeUBNaZTHSoZCUJQwFCXoehzK+wtDVUKQlaDTypjpBqpmEialHIoSYrc7IqJxYHJFRERFSZIEVQ1DVcPwl6jHlhCGk2gZThKWeRyHMFMwzTRMMwUhrKlpT611KauVx0xb8866tNNqZLUiWS1JQhiAMCFgQAgBCMN+nFlvItPqZL9q57Vbj62/3ERDggQJcGJgtYrJqt1apkGSFMiSCklS7eWZP8VqdZMU13IFsux3/hQ5kDNvteL5rZa9nOWZv4DdysdkiIjoUGFyRUREB50kKVDVMIDwoS4KERFRyfDHHIiIiIiIiEqAyRUREREREVEJMLkiIiIiIiIqASZXREREREREJcDkioiIiIiIqASYXBEREREREZUAkysiIiIiIqISYHJFRERERERUAkyuiIiIiIiISoDJFRERERERUQkwuSIiIiIiIioBJldEREREREQlwOSKiIiIiIioBJhcERERERERlQCTKyIiIiIiohJgckVERERERFQCTK6IiIiIiIhKgMkVERERERFRCTC5IiIiIiIiKgEmV0RERERERCVwUJKru+++G7Nnz0YgEMDixYvx6quvFo1/9NFHcfzxxyMQCODEE0/Ek08+mbNeCIFbbrkFzc3NCAaDWL58ObZt2+as37lzJ6644grMmTMHwWAQRx99NG699VakUqlJeX1ERERERESTnlw9/PDDuO6663Drrbfi9ddfx0knnYQVK1agq6urYPzLL7+Miy66CFdccQXeeOMNrFq1CqtWrcI777zjxPz0pz/FnXfeibVr12LDhg0Ih8NYsWIFEokEAOC9996DaZq499578e677+Lf//3fsXbtWtx0002T/XKJiIiIiOgIJQkhxGQ+weLFi3HKKafgrrvuAgCYpom2tjZ8+9vfxve+970R8RdccAFisRieeOIJZ9lpp52GhQsXYu3atRBCoKWlBddffz1uuOEGAEAkEkFjYyPuv/9+XHjhhQXL8W//9m+45557sGPHjoLrk8kkksmkMx+NRtHW1oZIJIKKiooDfv1ERERERDS9RaNRVFZWjpobTGrLVSqVwqZNm7B8+fLsE8oyli9fjvXr1xfcZv369TnxALBixQon/qOPPkJHR0dOTGVlJRYvXuy5T8BKwGpqajzXr169GpWVlc5fW1vbmF4jERERERERMMnJVU9PDwzDQGNjY87yxsZGdHR0FNymo6OjaHxmOp59bt++Hf/xH/+Br3/9655lvfHGGxGJRJy/3bt3F39xRERERERELuqhLsBk27t3L84++2ycf/75uPLKKz3j/H4//H7/QSwZEREREREdTia15aqurg6KoqCzszNneWdnJ5qamgpu09TUVDQ+Mx3LPvft24dPf/rTOP300/Hzn/98Qq+FiIiIiIiomElNrnw+H04++WSsW7fOWWaaJtatW4clS5YU3GbJkiU58QDw7LPPOvFz5sxBU1NTTkw0GsWGDRty9rl3714sW7YMJ598Mv7rv/4Lssyf9CIiIiIioskz6d0Cr7vuOlx66aVYtGgRTj31VNx+++2IxWK4/PLLAQCXXHIJWltbsXr1agDANddcg6VLl+K2227DypUr8Zvf/AYbN250Wp4kScK1116LH/7wh5g7dy7mzJmD73//+2hpacGqVasAZBOrWbNmYc2aNeju7nbK49ViRkRERERENBGTnlxdcMEF6O7uxi233IKOjg4sXLgQTz/9tDMgRXt7e06r0umnn46HHnoIN998M2666SbMnTsXjz32GE444QQn5rvf/S5isRiuuuoqDAwM4Mwzz8TTTz+NQCAAwGrp2r59O7Zv344ZM2bklGeSR54nIiIiIqIj1KT/ztV0Ndax7ImIiIiI6PA2JX7nioiIiIiI6EjB5IqIiIiIiKgEmFwRERERERGVAJMrIiIiIiKiEmByRUREREREVAJMroiIiIiIiEqAyRUREREREVEJMLkiIiIiIiIqASZXREREREREJcDkioiIiIiIqASYXBEREREREZUAkysiIiIiIqISYHJFRERERERUAkyuiIiIiIiISoDJFRERERERUQkwuSIiIiIiIioBJldEREREREQlwOSKiIiIiIioBJhcERERERERlQCTKyIiIiIiohJgckVERERERFQCTK6IiIiIiIhKgMkVERERERFRCTC5IiIiIiIiKgEmV0RERERERCXA5IqIiIiIiKgEmFwRERERERGVgHqoC0BERIcXIQQgBEzThBACQpiAaU2dZaYJCAEhBEzTAIRrW4iR8wCshwIiu9Ja5qzPbCdyyuEssZ8vv5yF5oWrDA4JkCDZjyVIkuRalzsvSZK1rOB6yfrnmpckK8aes+PhWi85m7rnJUmCJMvZ57Mfy7IMSZIBWYIkZZeNKDcREZUUkysiIg+ZJMAwdJi6AdPQYRoGDN2amoYOU9dhmiZMw4Cwp6bp8dgwIUxjRLwwTZim4bEPM28f2fhCy4o9hxCZxEbkzbunrhhh5q0T9mPDXp9NnEzXtu6EhaYgO8GSJNlKuFwJmCRLkGTFXp9N1iQ7WZPk7La561zL8mJkRXGmsixDkhXIij0dsV4psE3msZyzXpZlSHnbONvJrvWKDFnKxGa3ycRbfyoU1ZrKigJZVaHYy2XViiciGgsmV0Q0qYQQVjKip6Gn0zB1HYauw9DT9nLdXp7OWZ5Zl0liDFdyY+o6DMNjXjdg6Ols8jMiGTKsZMnezjQ85u3no0kmSZBgndTbzTJOK467lWhkqxGQ36KTafHJ7hfZ1qC8af565/mcWQlOixLgtJA5LV8i07rlakXLBjpxwmO90wKX10KXaZ2zn81anzMvXLmrnQRjnAltJkmGCdMY+2ZHNEkakWzJqpWIKa6EzJl3JWqKvbzgvB2nuLbPmbefR3H+NGte03KWKaoK2Z6612WWsbWS6OBhckV0GBCmCV1Pw0hbf3oqBUO3pvnJjKHrMOxkRtddyU7atV53JTvpvO0M3ZUkpWGk7fic5dntDrsEJf8kK3NiZV+NlxXFahEY9Wq8PMar9blX+TNX/UffJnMF371tplUh09Jgt1K4WhogZ7uUOa0Ssjve6lrmxNj7c5bldVGTXa0amRYS2R3Dk76SyLQYCpFtRcx0xXSWubpiWi2dmXkTwtX6CFdLpRPj6uJpmrn7tlpCjWzLpr2/zHNkWlLH2vqabb21tzXs/YxoFc4ss7dzb2O3+uasd1px7WW6tb8xXVSxLxIZug4kD/7/70RZLXPZxEvOScxcy/ISM9UzaRu5rapp2f1qGhRFg+LToKoaFJ8PiqpB1TRrnaZB1XxQNI11AB12mFwRTYAQwkpm0qlsYpNOw0innGV6OpP05M7nrk+5lumu/WWSpLzn0NMwUtl10ymBkWTZ9SXt/cVuXd11X+FVRyQ1nld7x9DNR1E07/2wexBNM+57vGSFn9GJGGt3YHdruWl4zB9g63vu9tnndy5aebT0Z74f8lsyrX3oSCcTh+hd9eYkY3aypaojE7BsUuazHqtW4qaoGtQRiZsv97GqZpM7Z2rvw/UcPG6oVJhc0bRnfeGkoKfsP+dx0k5KkjBSaeipJNKpVMFYa1naae2xWmRS0NO6R+KTcr7kphxJsr8sVNeXh2YnDZqz3LnSqOQlNc6VzWzik3/FU1U1a33BrimZ2PyrnRqTEyKa8iRJsu/VUgDfoS7NgTFNw9VLQc/pfWDoI7tnOwlbTg8G3RWbzkvu3Nunc5K7nP2mU64LjNkLi25Oi+Dw8CF6tyyZC385CZ3d6qbay1Wfz0rYfHmPnakdn7Ns5Hb5y6weD2zBO1wwuaKSEaY5MrlJp+0kJwUjlUI6bU1HJkL5iU7h7XU7Ccos09Mpq6vLFKFqvqJX09xX4KwKvNCywlfgMutyr8rlb8NKmojoSCfLCmSfAs3nP9RFGUEIYXUjz7+gmUrBsO/Bzb2omdsDRLcTxJE9P3J7hVj7zOvpkRfjPn8Qpgk9mYSePPj9PiVJtrpQ+vxWIueRlCmaD5rP53z3j0ja7O1GJH3uZFCznkfxWfvg+ULpMbkaRSqVQiqVGrFclmWoqpoT50WSJGiadkCx6XQ6Z+jgscTmdlXLJCxpSEIgbSclyeFhO3lxJTuZe3VSKQjTcJKbVCIBPZXM3suTdidCaSc5mgpd05xEY0SFlE1mfAG/XYH5IGeuTGmqkwwpdquPqvngCwSc5bKiQrJvRi7Uf9znD0CxuxUYhgHD8L5TXFVVa5SuEsc697sAME0TepGWNUVRnPJOhVghBNLpdEli3cfnZMUCxY/lqVxHTDQWAHw+3wHF6vboiqWI1Vz3a0xW7GjH3HhiJ+u4P9DYqXDcs444cusISVWhqirUQPCQ1RGmYTiJmORK+lKJYaRTyZxu+s75UjoNmIZz3pROJpBOJrNJXeZCcDoNI5W0EsYRvWaspDBDiEOX2OVepPVB9ftdiZvrIm5OAue3znsCAWj+gBMrKWpekmcnjD4f/IEg/MEgVJ8PApiWdUSx486NydUobrvtNgQCgRHL586di4svvtiZX7Nmjed/0qxZs3DZZZc583fccQfi8XjB2JaWFlx55ZXO/N13343Ee5sB0wSECckU9tSEqsioqapyEp3Y4CCEoUOaAsMgC0iALENI1hSSDCHLmDFzpnPQdnR1ITo0ZK2TZFecBEgyVpxzLgKhEFSfDxs3vY6Pdu2CsGPccUKWce3/uQ4VlZWQZBl/+tOfsHHjxkKFAlLANVdfjaqqKgDAn//8Z/xt/XrP13H11VejoaEBAPCXv/wFL7zwgmfs1772NbS2tgIAXnnlFTz33HOesZdeeilmz54NANi0aROeeuopz9iLLroIxx57LADg7bffxuOPP+4Z+5WvfAULFiwAAGzduhW//e1vPWPPO+88LFy4EACwfft2/PrXv/aMPeecc3DqqacCANrb2/HAAw94xi5fvhxnnHEGAGD//v34xS9+4Rm7dOlSLFu2DADQ3d2Ne+65xzN2yZIlOOusswAAkUgEd9xxh2fsokWLsHLlSgBAPB7HmjVrPGNPOukkrFq1CoB1ArB69WrP2Pnz5+P888935ovFHsw6IhKJFIytr6/HN7/5TWf+vvvuQ3d3d8HYyspKXHvttc78/fffj3379hWMDYVC+M53vuPMP/jgg9i1a1fBWE3TcNNNNznzjzzyCLZt21YwFgBuvfVW5/Ef/vAHbNmyxTP2xhtvdE60nnjiCWzevNkz9oYbbkA4HAYAPPPMM4XrCNs111zj1BHr1q3D+jHWES+++CLrCLCOYB0xfeuIcruO8DyPsLnriD//+c8F6ggZgB/Q/Lj6//M4j8j8bIV9Tgch8JUvfRG11dXQUylsfvMNvL5xY856SZjO+eDHFixAOBSCkU5h/7592Lt7tx1nWueBzmMToUAQEKbVgyiVzLknL9Nd82CSFRWGECPOETPT+oYG1Dc1Q/P5kEil8e7OdujV9QX3dTDriERibPcsMrmaBtSBnoIJkwDQOxTNWZbfuCsAwP59j7LKSrs52Ye+gQGkdcP5YGeSGyHJ0Hw+nHb6GU7/4Y2vv4He/v68OGs7VfPhG9/8ptNK9PvHHseHO3ZkhzfOc7GrUnz00UfRXaRSPPGzK5xKcWtnL4zeAe/3yOezRjEjIiIimuqkzE9HyBD2rciVTS1otC/A7Ozth/H+ds/NTzjnPOcCzKuvvoodRS7AnOe6APPmm2/i8cf+AJh2smYnbJmEbOmnPom21lboqSR27tiBV195xZXUCVcCZ6KttRUVZWXQU0lEIxF07tvnSgZz9yu5fpXdNHQ4P75RoKG9/6Mo+j/KvnalotozuZqKJFGsTfcIFo1GUVlZie7ublRUVIxYfzCb8zf+8feQJGlEdzfN53eaWBXNB7huxswsy9x/wy4/hWPZ5YddftjlZ/yxAOuIA4llHTGxWNYRrCPGG8s6YmKxpTyWJQmAYSKdSiKdTCARH7ZvOcm9996wbzMx0ro1EFkyiarmVsxdfPqoZZjsOiIajaK+vh6RSKRgbuC8ViZXhWWSq9HeQCIiIiIiOryNNTdgPyoiIiIiIqISYHJFRERERERUAkyuiIiIiIiISoDJFRERERERUQkwuSIiIiIiIioBJldEREREREQlwOSKiIiIiIioBJhcERERERERlQCTKyIiIiIiohJgckVERERERFQCTK6IiIiIiIhKgMkVERERERFRCTC5IiIiIiIiKgEmV0RERERERCXA5IqIiIiIiKgEmFwRERERERGVwEFJru6++27Mnj0bgUAAixcvxquvvlo0/tFHH8Xxxx+PQCCAE088EU8++WTOeiEEbrnlFjQ3NyMYDGL58uXYtm1bTsyPfvQjnH766QiFQqiqqir1SyIiIiIiIsox6cnVww8/jOuuuw633norXn/9dZx00klYsWIFurq6Csa//PLLuOiii3DFFVfgjTfewKpVq7Bq1Sq88847TsxPf/pT3HnnnVi7di02bNiAcDiMFStWIJFIODGpVArnn38+rr766sl+iURERERERJCEEGIyn2Dx4sU45ZRTcNdddwEATNNEW1sbvv3tb+N73/veiPgLLrgAsVgMTzzxhLPstNNOw8KFC7F27VoIIdDS0oLrr78eN9xwAwAgEomgsbER999/Py688MKc/d1///249tprMTAwMK5yR6NRVFZWIhKJoKKiYpyvmoiIiIiIDhdjzQ0mteUqlUph06ZNWL58efYJZRnLly/H+vXrC26zfv36nHgAWLFihRP/0UcfoaOjIyemsrISixcv9tznWCSTSUSj0Zw/IiIiIiKisZrU5KqnpweGYaCxsTFneWNjIzo6Ogpu09HRUTQ+Mx3PPsdi9erVqKysdP7a2toOeF9ERERERHTk4WiBthtvvBGRSMT5271796EuEhERERERTSOTmlzV1dVBURR0dnbmLO/s7ERTU1PBbZqamorGZ6bj2edY+P1+VFRU5PwRERERERGN1aQmVz6fDyeffDLWrVvnLDNNE+vWrcOSJUsKbrNkyZKceAB49tlnnfg5c+agqakpJyYajWLDhg2e+yQiIiIiIpps6mQ/wXXXXYdLL70UixYtwqmnnorbb78dsVgMl19+OQDgkksuQWtrK1avXg0AuOaaa7B06VLcdtttWLlyJX7zm99g48aN+PnPfw4AkCQJ1157LX74wx9i7ty5mDNnDr7//e+jpaUFq1atcp63vb0dfX19aG9vh2EYePPNNwEAxxxzDMrKyib7ZRMRERER0RFm0pOrCy64AN3d3bjlllvQ0dGBhQsX4umnn3YGpGhvb4csZxvQTj/9dDz00EO4+eabcdNNN2Hu3Ll47LHHcMIJJzgx3/3udxGLxXDVVVdhYGAAZ555Jp5++mkEAgEn5pZbbsEDDzzgzH/84x8HAPzv//4vli1bNsmvmoiIiIiIjjST/jtX0xV/54qIiIiIiIAp8jtXRERERERERwomV0RERERERCXA5IqIiIiIiKgEmFwRERERERGVAJMrIiIiIiKiEmByRUREREREVAJMroiIiIiIiEqAyRUREREREVEJMLkiIiIiIiIqASZXREREREREJcDkioiIiIiIqASYXBEREREREZUAkysiIiIiIqISYHJFRERERERUAkyuiIiIiIiISoDJFRERERERUQkwuSIiIiIiIioBJldEREREREQlwOSKiIiIiIioBJhcERERERERlQCTKyIiIiIiohJgckVERERERFQCTK6IiIiIiIhKgMkVERERERFRCTC5IiIiIiIiKgEmV0RERERERCXA5IqIiIiIiKgEmFwRERERERGVAJMrIiIiIiKiEmByRUREREREVAJMroiIiIiIiEqAyRUREREREVEJMLkiIiIiIiIqASZXREREREREJcDkioiIiIiIqASYXBEREREREZUAkysiIiIiIqISYHJFRERERERUAkyuiIiIiIiISoDJFRERERERUQkwuSIiIiIiIioBJldEREREREQlwOSKiIiIiIioBJhcERERERERlQCTKyIiIiIiohJgckVERERERFQCTK6IiIiIiIhKgMkVERERERFRCTC5IiIiIiIiKgEmV0RERERERCXA5IqIiIiIiKgEmFwRERERERGVAJMrIiIiIiKiElAPdQGmulQqhVQqNWK5LMtQVTUnzoskSdA07YBi06kURCo2tth0GkKICccCgM/nO6BYXddhmmZJYjVNgyRJkxprGAYMwyhJrKqqkGV5ysSapgld1z1jFUWBoihTJlYIgXQ6XZJY9/E5WbFA8WP5oNURJTruWUcUjmUdwTqCdcT4YwHWEQcSyzqiSKwWAuz30St2suuIYsedG5OrUdx2220IBAIjls+dOxcXX3yxM79mzRrP/6RZs2bhsssuc+bvuOMOxOPxgrEtLS248sornfl7774d34r8aExl1UYPmfTY8XygpkKsYv8djrEyAN+oUVMnVppmsZgisVPhuGcdMT1jp8Jxzzpi8mOnwnHPOmJ6xk6F4z4T+6/4NtLSyE/S0qVLsWzZMgBAd3c37rnnHs99LVmyBGeddRYAIBKJ4I477vCMXbRoEVauXAkAiMfjWLNmDRKJxJjLPOnuvvtuzJ49G4FAAIsXL8arr75aNP7RRx/F8ccfj0AggBNPPBFPPvlkznohBG655RY0NzcjGAxi+fLl2LZtW05MX18fvvrVr6KiogJVVVW44oorMDQ0VPLXRkREREREBACSKNZOWwIPP/wwLrnkEqxduxaLFy/G7bffjkcffRTvv/8+GhoaRsS//PLL+NSnPoXVq1fjc5/7HB566CH85Cc/weuvv44TTjgBAPCTn/wEq1evxgMPPIA5c+bg+9//Pt5++21s2bLFaWU655xzsH//ftx7771Ip9O4/PLLccopp+Chhx4aU7mj0SgqKyvR3d2NioqKEevZLbBwLJvz2ZzPLj/jj2WXnwOLZR0xsdipcNyzjmAdkR/LOoJ1xFTtFhiNRlFfX49IJFIwN8iY9ORq8eLFOOWUU3DXXXcBsN6ktrY2fPvb38b3vve9EfEXXHABYrEYnnjiCWfZaaedhoULF2Lt2rUQQqClpQXXX389brjhBgBW015jYyPuv/9+XHjhhdi6dSvmz5+P1157DYsWLQIAPP300zj33HOxZ88etLS0jFruqZJcpVIpxFOFDwJJQoGKzmu/Y48FAJ/vwGKtCqlYBTr2WE1T8yq60sdalUyxCnTssaqq5FVehzbWqpC8K1BFkfMqr0Mba1VexSrbscfKspRXKZY+FgBSqWIV89hj84/P8cSW6rhnHVE4lnUE6wjWEeOPBVhHHEgs6wjv2KAmO+9jbuzUS64m9Z6rVCqFTZs24cYbb8wp7PLly7F+/fqC26xfvx7XXXddzrIVK1bgscceAwB89NFH6OjowPLly531lZWVWLx4MdavX48LL7wQ69evR1VVlZNYAcDy5cshyzI2bNiAL37xiyOeN5lMIplMOvPRaBSA9z1XRx99NP7hH/7Bmf+3f/s3zyy8ra0N//RP/+TM33777RgeHi4Y29zcjKuuuiob+x8/w8+7jyoYKwAYrp6zCgyM/Nh5xZqQ4F1x6FMiVgbsVyTDhDzFYw3IEAcQK8GEMimxAgq8K1ADEoTdM7iUsSYkmAcQCwioUzxWQILh6k2twvvL4WDFju+4Zx1xKGNZR1hYRxzcWNYRrCMOhzriwsCb0KSR5f7kJz+Jz3zmMwCArq4urF271nO/ixcvxtlnnw0AGBgYwJ133ukZ+4lPfAKf//znAQCxWAy33XbbmO+5mtTkqqenB4ZhoLGxMWd5Y2Mj3nvvvYLbdHR0FIzv6Ohw1meWFYvJ73KoqipqamqcmHyrV6/GD37wgzG+MmD//v0588WaN7u6unLmvRIrwHrP3BKxKBqO/jFMaeSH0ICEuMg2j4ellOeBaEJCTPid+ZCUKvjBliDBBDDkjkUKaoEPNGBVtoNmNvkMSSmoBcqaEbVjBSSEpBR8XrECiIiA82pCUhq+Il8mURGAaVcGVqzuvJ58EeF3YoNIIyAV268fhrAO8KCkIyAVvsohQULU9NuVKBCQdIQ8YgFg0PQjbcf6JR3hUWOtLxM/DJRJ3i2fg8KHlH1Y+6CjvEjskPAjKaxYTdJRIWUvLuS/b0PCh4QTa6DSFZsvJnwYFtaVRRUmqmTvz3tc+JzPsAIT1fLIgV4yZYmbGmL2LbAyBGrdsXkfz2FoGDL99vYCdXLhrrUAkBAaBoUf1pefQEPRWBURkf28N8re93GmhIp+EXTmG+QhSBAFP5MpoaDPHSvFIHscc2mhoNcMOfP1cgxKgeNIEhLSkNFjhp1ldXIMmscXmgEZXTmxcWgex5wJCZ1meeaZUCvF4Pc4jkwAHUb2Cl+NHEdA8q4v9xmVzuNqOY6gfWwUet/2GeXOSUCVPFz0ONpvlDtf1lXSMMJFjo0Os8I5Oa2UhoseRx1muXPcV0iJnOMoX5dZjpSwjuVyOYlKyfvY6DbDSNrHchgpVBc5jnrMEBL2kAEhKYUae7+iwPdBnxnCsB0bRBo1SuHBlQCg3wwibh/LAUnPPeZcBAQiZhAx+1j2SXrRYy4qAhgyrVhNMlBfJHZQ+DAoAsgkNfVFjrmY8CFqf3cpEGgoGqshah/LMoRzLIsCx92w0BCxv7skAI3KoOd+E0LFgKuOaPIog4DwrCMKSQklJ7Zejnl+36cho98MIVMx1spxyB7Hve7EWqrleG7y6DrsDCGhT2Rjq6RhaJJZ8HMmhIRekalPBCqlBDSPOkJAyqnTKqQEfEW+l3tcseVS0ql7vD7vmTqiTErCX6Tu6RNBZw9hKY0ARsZmPh8DZtB1zpEqWqdFzICTsgalNIJFYrPnEQIBSXfqv0IGhQ+6XZ/4RznnGBI+55zDh+KxcaEhZZ9zaDAQlq3YQu/vsNCQtsugSkbR/Q4LBWm7TlNgIlSkXk1CQco+55Bh4uhELbS+jxeMbW9vdx739/d77jM/dnDQ+zgGgN27d2fLXuS8vRCOFmi78cYbc1rMotEo2traPOObm5tz5jVN82xezE8Eg8Gg539UXV1dznxFRQViWqxgcgXkjkgy2n+9jGwlP1rufTBik/afd2z2gz9arIRB51rW6LHZkXJS9l8xBxKbBhAZY6w+ztiBMcYa44g1xxlbvPrKxopxxGKcsX2TFNs7Sqy70hxP7GhlONDY0d4zd+xASWOzF41G+/y6Y6P231hiB+0/Lwo6ncdD9p8XGZ1OfTlarIRO572I2X/eOpzYuP03lthhjF5nZ2KTAApfFhwZmxpHbBpwvYPFY/VxxJoAuooFumLFOGIBoHsKxPZ4Rk0stpTHvbtOGxhHbLFj04rN1nrFT00BxfWKRhtOzB072jGnuF79aMec7Hr1ox1z7tgEip/PSIiM+ZwDrtjxnkd4pyq5sTrG8n9nMTCW/zuLOYbYTL1qYvT/52z772j1au75bTJd5hk3c+ZM53F1dXXRfc6aNct5XF5eXiQyd7/BYLBI5EiTmlzV1dVBURR0duZWyZ2dnWhqaiq4TVNTU9H4zLSzszMnwens7MTChQudmPzWIl3X0dfX5/m8fr8ffr9/xPLrr7/e854rt8z9X4Xk9xG99tprxxz7z//8z/hUz6cK3ggqSVZ/7czVBF3XR1zBzxAQOX27C7W0uZ/D3a9a13UIIQpetSgUa4oifY9VzdmPYRgQBfo0Z9YrquJcrTYMI6d8+WVRFdW5wpaJ9bqdUFXz+j+bxfr9Kk6saZpFbwJVFAWSbMcaZs7NsPnlPaD9CsAwjaI32cqKDFmy+0qLAvsVebH251iYwokt9P8sy65YIaAbxe45kHP6a3u9NgEBRc727RYQRVuA88vglLfQsSFLUORsv+pi5ZUkCbIiZwrlGSuEgCzLzn4BIK0Xu+9Bcvp2A/Zx5HEMSZCgqK7yFnkfcsqLkceG9TLEiP0CgKEb2TLkF0Wyj6NMeQ296A3oqqo66wuVwV0Wd91jGuaIOsL9vhSM9ShGzmsrUgbAOo7y64iC5RUip+4xzeLHsrvuyY/NJ8tyznFfrLz5x5HXfiVII+oTd2z+d4oiZ+spYQoYplGwVTC/DEIImEXu0xhRn+TVq+7n8DqWC5XDHQugaF3pPj7d+80riBUryZ7HfX45CsV6vWeZusd9745neSV5RB3hRZKknOMzU/cUugfFfdxLkIp+3vP3WyjW/RyjnUe4aWr23GC049N9HuEVm3nP3WXIj83/f1FUJef7vmidpljnBhKkot+1Eux75dzHfd6xkfOeFagjvD4/7vMI9/eyV2zm826aZsFzmczzKIpStD5xlydTn0iSNLIMecXOfIdLkjTi+37EcaQUPj4LvRf55S1TyzCzfOaIuExsRkNDQ86tSMViq6qqisa6651wOIwbb7wR0WgUP/7xjz23yZjU5Mrn8+Hkk0/GunXrsGrVKgDWm7Ru3Tp861vfKrjNkiVLsG7dupwE5Nlnn8WSJUsAAHPmzEFTUxPWrVvnJFPRaBQbNmzA1Vdf7exjYGAAmzZtwsknnwwAeP7552GaJhYvXjzu1+AemaZY3Hj2OVaapuETzZ8YczwRERER0ZFGkqQxn2MfSOxY4ye9W+B1112HSy+9FIsWLcKpp56K22+/HbFYDJdffjkA4JJLLkFraytWr14NALjmmmuwdOlS3HbbbVi5ciV+85vfYOPGjfj5z38OwHqB1157LX74wx9i7ty5zlDsLS0tTgI3b948nH322bjyyiuxdu1apNNpfOtb38KFF144ppECiYiIiIiIxmvSk6sLLrgA3d3duOWWW9DR0YGFCxfi6aefdu5Dam9vz2l6O/300/HQQw/h5ptvxk033YS5c+fisccec37jCgC++93vIhaL4aqrrsLAwADOPPNMPP300zmj+j344IP41re+hc9+9rOQZRlf/vKXi44KQkRERERENBGT/jtX01Xmd65GG8ueiIiIiIgOb2PNDWTPNURERERERDRmTK6IiIiIiIhKgMkVERERERFRCTC5IiIiIiIiKgEmV0RERERERCXA5IqIiIiIiKgEmFwRERERERGVAJMrIiIiIiKiEmByRUREREREVAJMroiIiIiIiEqAyRUREREREVEJMLkiIiIiIiIqAfVQF2CqS6VSSKVSI5bLsgxVVXPivEiSBE3TDig2nU4jvnETIMxMRCYQkgSorljdMCCEgCRlY9z7VVXVWZaJzYmzp1as5jydruvuAo54rPl8TtkMQ4eZ2a+9r8KxgGEYdmwmJueNgKaqkGTZLq8JkXkP3GWw51VNgwTrPdGd/bqe37Vz1afZyyWYpgHDNHP2lVNeTXP2YZgmTMMYEeOUQVEgK4oTaxhGTpz7vVBVFbL92gzDhGHmxrr3rWqaFStJ1nvmLm9euZ1YAKYQ1v9d/vPbFEWBYpfXNM3c/+c8ByNWCIF0Ol2SWPfxOVmxQPFj+WDWEcJ1zB2MWADwuY7l8cTqul74M3wAse7jc7JiDcPIHssTjM097g997FQ47llHsI7Ijx1rHSGEgJ5OW7GZfedNNVWFJEkQmf1mjo0C8ZqmOWcKThns9aLQfu1Y55jLixF5ZYAQ1ve9oXuUAVBUBXKmPtEN71hYn3d3rGkaI8oJkYmVreNeCOs8Iu99EO4yuGJN04Sh55chUwIBWZYhS5n6pPD7kImXZcneLyCE67gXIrtPe5v8WFRUwHfMMSjkYNYRxY47NyZXo7jtttsQCARGLJ87dy4uvvhiZ37NmjWe/0mzZs3CZZdd5szfcccdiMfjBWNbWlpw5ZVXOvN33303lv/8PihFKhqiA+ZK5txJsZuQJMiS5JyQCVhfEJl1+ZRMkilJEKaJdIETp8x2qqrmVF7JZLLgPgErcXS+VIERx5B7O03TnONWCIHBWCzvdcMV60MwFLKWCSASjWT3idyy+Hw+hMvK7H1I6Ovrc+1TcspmxWqoqKh01vX29sAs9BbbJyzV1dXOou6eHs+TC03TUFNT48z39PR4nkyrqoraujpnvre3B7peOFZRZNTV1TvzfX29SKcL/N/B+tJpaGhwxfZ5fulIkoTGxkZnvr+/H8lksmAsADQ1NzuPB/r7kUgkPGMbmxoh2V/skYEBDA8Pj7z4YmtoaICsWLHRSNSzDgaA+vp6KKr1BTwYHcRQ/ucnL1azP8ODQ4MYHBzyjK2rq3M+w0NDQ4gORj1ja2vr4LdjY7FYzucyy3qtNTU1zuc9Ho9jYGDAc7/V1dUIBoMAgOHhYfT393tEClRVVSEUDAFCIJFMoq+vL/eIcNUZFRUVCIVCAKwT/373sZFXt5SVlSFsx6bT6WwZCtRB4VDI2a+h6+gfGCgYBwDBQMDZr2GaGPB4bRIE/P6AtV8hYAqBSIH3TLKPZp/mQzAUtMsIRCKRgnEAoKma8/5CCEQHB0fEZPajqioCwYBTacSGhjxfm6IoCPj9zvxwPO6ZrMiyBL8/4JQhmUh4x0qS9Zm016dSKe/kCshJrnSPhEkSwrngmNmvYZojYiXXfOb7BQCEaea8W5m4wkc2HQnaZ7bhlTPOKLhu6dKlWLZsGQCgu7sb99xzj+d+lixZgrPOOguAdRzfcccdnrGLFi3CypUrAVj16po1a4p+H7kxuZoGohUVkE0zW7HYFY2qKKiqqnKWDUQi2SsMLhIEZFlBZUWFEzs4OAjdMLIVvqsmkyUJ5RUVzvPEY0MjTsgy20mQEC4LO9snhocLlgGwKsjMlySEQDKVck4KpQIVtPNFIgTS7itOefsEcit8Q7dazwrtEwCU/Erco8I/Iipy1xUmzz7CmStbrvdfKbZPw8j5YtQ8AwGk03CnED7PQACpFAzXSe7ISx4uiQR0+6QGAELFYjEM3XWyFC4WGosh7TphKy+6XyDVmz3BHC022dPjPK4YR+yo++3tdR6XjRqbLW/R9wFAsi83tlh80vWehVD8/yPpOskN2n9eUq7YAIp/Jtz/b377z4ve349MLeYDUFMk1ujvR+bI0EaJNfv7kflqVkeJFX3ZWGWUWPT1ObHyOGKlUWOzZcBosQMDcKfMVcViI5Gc2MpisdEo3Gl70WNjcDAntuixMRRDeszHRhy667NW/NgYhh7NJs3F6x7AGMom40XrNACG64JA0boSgJnIvsNF62AApuvCyGgnhcL1/V70ewC53xmj3oPiipVwmH7/2i1oXu13QpKgyLLTEm7aLUeFLjgKu3eP02JttwB7XZz0+f2QFQUSrN49mYthheL9gYDTK0rXdSuhsMPyLzgGg0GrR5IkQU+nEct8RgvEh8IhK+m3YzMXHvIvTAJAOBy2LnraZRgOFvsmmHokUayd9ggWjUZRWVmJ7u5uVFSMrM7ZnF849nDv8qPnN4+7HquKktPsnrPfvKZ3JxZWMpjTlO4mBNRMlwJ3bH4ZMrH2foUQTpeJ/NhMGRRZtprH7Qo8p2tOXrO+nIkFYNqvbUT3A/ux4nptpvt9KNBlQlEUKHZ5IeBq/R35/sqSDEWx3t8Rzfki94EMyWl5EJnXNqJLgzUjSRIUOdNNwBz5f+zaTpKtq7GZ1555fwu9F7IkOe8vgLzyjox36hMhCrYYZUgScuoeXde9LnZDAqCqiivWgPD4apcgjR5bqLywuqR47XdErNdnx4nV8mK9j2Vrv9njU5jex7KiqpAysaYBUaSOyMYKmIZZtD5RVCV7MjRKrCzLkGU71jSdFuCC+1WUUWJd3YPkbKxhjlJe2b1fke2SbLc2jCyD3WItsi3W+V24s69NAaRMrJG3v+xjq3U72zUxp7x53a2t/VonnEK4uqnnxLlem5rt8qPrem53aHdXeVm2WlYAp8uYZxkk2a5PJAgU2K+rEJIs5Xze0177hV2vOrFSto7Iefps7wLN1bU/nU4X7KZvbS7l3TKgZ4+5vNsFnP3a66z6ZORnIROvau7v8HTuUZ+3b+ecwz6Zdg73Ap8fTfM5y53u7x6vz2efzBeMLdS137m9wD7uC3Xth3XbQuY90XV95O0Feb0jJFdik/N5z+uKz67DBy92srsFRqNR1NfXIxKJFMwNMphcecgkV6O9gUREREREdHgba27A0QKJiIiIiIhKgMkVERERERFRCTC5IiIiIiIiKgEmV0RERERERCXA5IqIiIiIiKgEmFwRERERERGVAJMrIiIiIiKiEmByRUREREREVAJMroiIiIiIiEqAyRUREREREVEJMLkiIiIiIiIqASZXREREREREJcDkioiIiIiIqASYXBEREREREZUAkysiIiIiIqISYHJFRERERERUAkyuiIiIiIiISoDJFRERERERUQkwuSIiIiIiIioBJldEREREREQlwOSKiIiIiIioBJhcERERERERlQCTKyIiIiIiohJgckVERERERFQCTK6IiIiIiIhKgMkVERERERFRCTC5IiIiIiIiKgEmV0RERERERCXA5IqIiIiIiKgEmFwRERERERGVAJMrIiIiIiKiEmByRUREREREVAJMroiIiIiIiEqAyRUREREREVEJMLkiIiIiIiIqASZXREREREREJcDkioiIiIiIqASYXBEREREREZXApCVXfX19+OpXv4qKigpUVVXhiiuuwNDQUNFtEokE/vmf/xm1tbUoKyvDl7/8ZXR2dubEtLe3Y+XKlQiFQmhoaMB3vvMd6LrurN+/fz8uvvhiHHvssZBlGddee+1kvDwiIiIiIqIck5ZcffWrX8W7776LZ599Fk888QT++te/4qqrriq6zf/5P/8Hf/zjH/Hoo4/ihRdewL59+/ClL33JWW8YBlauXIlUKoWXX34ZDzzwAO6//37ccsstTkwymUR9fT1uvvlmnHTSSZP18oiIiIiIiHJIQghR6p1u3boV8+fPx2uvvYZFixYBAJ5++mmce+652LNnD1paWkZsE4lEUF9fj4ceeghf+cpXAADvvfce5s2bh/Xr1+O0007DU089hc997nPYt28fGhsbAQBr167Fv/zLv6C7uxs+ny9nn8uWLcPChQtx++23j/s1RKNRVFZWIhKJoKKiYtzbExERERHR4WGsucGktFytX78eVVVVTmIFAMuXL4csy9iwYUPBbTZt2oR0Oo3ly5c7y44//njMnDkT69evd/Z74oknOokVAKxYsQLRaBTvvvvuhMqcTCYRjUZz/oiIiIiIiMZqUpKrjo4ONDQ05CxTVRU1NTXo6Ojw3Mbn86GqqipneWNjo7NNR0dHTmKVWZ9ZNxGrV69GZWWl89fW1jah/RERERER0ZFlXMnV9773PUiSVPTvvffem6yyTqobb7wRkUjE+du9e/ehLhIREREREU0j6niCr7/+elx22WVFY4466ig0NTWhq6srZ7mu6+jr60NTU1PB7ZqampBKpTAwMJDTetXZ2els09TUhFdffTVnu8xogl77HSu/3w+/3z+hfRARERER0ZFrXMlVfX096uvrR41bsmQJBgYGsGnTJpx88skAgOeffx6maWLx4sUFtzn55JOhaRrWrVuHL3/5ywCA999/H+3t7ViyZImz3x/96Efo6upyuh0+++yzqKiowPz588fzUoiIiIiIiEpqUu65mjdvHs4++2xceeWVePXVV/HSSy/hW9/6Fi688EJnpMC9e/fi+OOPd1qiKisrccUVV+C6667D//7v/2LTpk24/PLLsWTJEpx22mkAgLPOOgvz58/HP/7jP2Lz5s145plncPPNN+Of//mfc1qd3nzzTbz55psYGhpCd3c33nzzTWzZsmUyXioRERERERGAcbZcjceDDz6Ib33rW/jsZz8LWZbx5S9/GXfeeaezPp1O4/3330c8HneW/fu//7sTm0wmsWLFCvzsZz9z1iuKgieeeAJXX301lixZgnA4jEsvvRT/9//+35zn/vjHP+483rRpEx566CHMmjULO3funKyXS0RERERER7hJ+Z2rwwF/54qIiIiIiIBD/DtXRERERERERxomV0RERERERCXA5IqIiIiIiKgEmFwRERERERGVAJMrIiIiIiKiEmByRUREREREVAJMroiIiIiIiEqAyRUREREREVEJMLkiIiIiIiIqAfVQF4CIvAkhAGFNBQCYgEBmmWs9AGGKvG0KPM6LEwLZ/bseW+tzn9/a1uP5PcqZs8/854GAMPNeZ6FlhcppFzDz2Jq617n2AVeMyJY/5z12rc/sIHff9vMV2ndmd66V2edybZdZnVcGZ7P8/Rd4Tvd8Zn1+GYRrB+6yu59L5OzEvTzv/SpUhgJEkXWeGxbbX9HdFV5bvAzj2tXopfB6SQdQhkIkKfMAOQ+c5SPipELhI7eT8lfn7nDk/rMblGzfTpyUN5+3f4/XNGL/0shlknu5JLke26/JtS673C6V5IrL24/kistukxdrx41cnt2/9Ry5759TrvxyIDc2E+fefzbWtQ/Xa8vffyau8PuQ9/64/t8kSJDk4q8tvxxOGeWR76/zXrnft5xtXO+lbJUx531y/k/yPrhEhxiTq1GkUimkUqkRy2VZhqqqOXFeJEmCpmkHFJtOp7HnvX4IU2RPtuyTIwmALCuwFgvoumHFuU64YWZPjBRFcU5ODd2wHxc+qVZkxZnXM7GmtaP8E2ZZlp3nMIxMGfJPWq1lsiw7J3emacI0zZyTPevk3YqXJNk5WTQN0+Nk3lov2Y2wVjkFTFPknoi6XqckZU9+TTs+NzEQmXNdSJnyA85765W0wHmuzPPlxYx4T3KXZ/5f3e8xERERjcIjgZW8EjfXeie5y0nghLOv3OTP3qcs5SSb2X3mJocAoCjWCnesk9/KueWRZck6T5KAzLmAlJnNK68sy5DlbLIthPBMVrOxkr1fkfceZV6DBFmRIcsyJNl1LuPx/ipOrGTHmiPe30xCrCgyZEWGJFmxpml6vr9WrGKfrwn4wwpqWsIF/+sVRYGiZM+F0+m058dkPLHu8/xMbLHzdzcmV6O47bbbEAgERiyfO3cuLr74Ymd+zZo1nv9Js2bNwmWXXebM33HHHYjH4wVjW1pacOWVVzrzd999N9T3TnCSB6LxyLaZiJylVkWnQFEVSABMYWYrDSkbn9k+EAzA7/NBkiToho6hocGRz2FvV1ZWhnA4BEgS9HQavb09EJLruV1bVlZWoqq6CoB1IWHvvr25MVK2/NXV1ahvaIAkWbEf7vgw9zW5VNdUo7WlBZAkGLqOLVu3uvaV+w7V1NRg5qxZ1vtgmti8+c3sWikvtroGRx9ztPNF9+qrG3J353rvqqqrMW/ePGfxK6+8AsM0RpZXAiorK3HSSSc58+tffhkppz7JLXdFRTlOOfUUZ/6ll15CIpEYEScAlJWFceaZZzrL/vbS3zA0NDQiFgCCwQA+89nPOl+yL774IgYiA3lR1nY+nx/nnHNOdr9/+xt6e3tG7BOwPmef/8Lnnfn169ejs6OzYCwAfPGLq6wHkoRXN2zA3r17RwbZZfzC578Axf7y27RpI9rb2z33u3LlSvgDfgDAG2+8iR07dnjGnnPO2QiHwoAEvPXWW/jggw88Y8866yxUVFQAALZs2YItW7Z4xn72s59FTU0NAOD999/DW2+97Rm7dOlS1NfXAwLY/uF2vPnmZgDOS88SwJIlS9DU1AQA2LWrHa+//npeUHarRYsWoaWlBQCwd+9ebNq0acReM4fKx046CW1tbYAQ6OzswsaNGwuU1Np2/rx5mDlrFiCAvr4+vPraq0753HESgLnHzsXsWXMgIBCNRPHqq696vg9z5hyFOXPmAABiQ0PYsKFQrLXvtrYZOPqooyEAJIYT2f3mlQEAmpqacNScoyAApFNp630QI/cJAHW1dZg9ezYEANMw8OYbbyL3Pcs+rqyswqyZM52Lcu+8/U7BskIAZWVlaG2dYc8LbNu2PfdiHeBUQoFAEM3NzchcOW1v321dnCzw+nw+H+rrG5wrgx2dnTB1o2CZVUVFdU2NcwF0oL8fhpEfa8XLkozy8vJMcRGLxWAYRrYV0lVmSZKccydhCqTSaafXhFVeV5MYMHIf4+W+OOleSIeFZKAbg9XvFVy3dOlSLFu2DADQ3d2Ne+65x3M/S5YswVlnnQUAiEQiuOOOOzxjFy1ahJUrVwIA4vE41qxZY3/Xjo7J1TSgazFIzlmecE74NE1FY2Ojk/Hv79iPdDpd8IRa1VTMnj3LuYLQ3t6ee0LmOilUVCV7UigDOz7cgaFY/gmZVQ5ZlnHyJz7hXHn44IP3MTAwkL3qkleOMz95pnMlY8vWLejp7s6NcZXj05/+tHXVQALeffcd+8Q7+/zu6VkrzoLf73dOhnbu/Ci7XnJHCpx77rkIh8OQZGDzm5vx/gfv5ax3SAKf/9znUVVTBQnA5s2b8ebmzXkn6dlynLfqPDQ0NECSJLy5+U1s2LBhxHsGyVrypS99ETNmtEKSJGzevBl/eeEvObHur4cvffmLOOboYwAJeOedt/Hkk09mY1zvlxX7JZywYAEgWSd6v/3tb+HlvPPOw8KFCwEAH3zwAX796197xp5zzjk49dRTAQA7d+7EAw884Bm7aPlynHHGYgDWydsvfvGcZ+zCpUuxbNknAABdXV24556nPWMXLFmCs876GABgYGAAb97xhGfscScvwlkrTwBgnQC8uuYxz9ijTzwJn11lfd5TqRRe2uX9ns063o+l5x/nzP/v+97vWctRKs748jHO/F/ef8TzAkx92yws/sJRzvxf3/sdhj0uwFQ3t+Dks2c78y++9xiGI5GCseX19Tjps23O/Evv9yMhugvG+isrccKnWp35l98bRDJdOAlSQiHMO73Zmd/wQQzJ4a6CsZqm4fjTsrGv70ggGS0cCwDHuWLfak8h2V+4vABwzCkN8Pl8AICt+3Uku71jj/pEHcJh68rnti4Dqf3esbNPqkFVVRUA4KM+gdTuwokjALSdUImGhgYAwN6hrUh95B3bOr8cra1WbGdiG1LbvGNb5pVh9uxGAEC/2IXU+97lbZ4fxrHHWu/bcKATyfe839/m+UHMX2AlV+Ldfry81TvRbV6wGCcstD4Tvg/i+NvW/Z6xjQtOwkmnWp+1nTsN/HXLPs/Yhvnz8PEzZgKw6ogXtuzxjK2ffzQWLZsNwKoj/rJlt2ds7bxWnHqWdRwNDAzgL///9u49KMp6jQP4d2HZBQ7sLnLZFQXFZCSFGoIkvNSZkRMpU5mNMxkZVmOj4gTVGKZjzZkGYXKm6TJp5Uz6RyqTM17KYzUcMI0zyE1AUUDNC96ACmHXoymwz/kDeeUVsEO97i7y/cwww76/h+X37n73t/u8u7zUnx20dtTkEExPiwbQs0YcOLF90NqJUwLw97kxAHrWiJLTg68RkZMn4x/zpyiXS/85eK0tOhppz89RLq9d+69B14igceMwd9Gt2nXriu54kHb+4lu1H374IToGWSNCQ0Px/LJbB0rWr1+Py4M8jsxmMzKys5XLGzduxMWLA9/P/v7+WL5ihXJ58+bNOHt24PvDx8cHq1atUj7JsXXbNpw8cbJPhe7m02fPk3lOTo7y6Y7du3ejsfF4n0qd6meWLlsGH70PRASFhf9GY0PDbc3dre9fXPgifH19IQL8p6QE9fUNqnHIrWufN28e/uYfAIGgqvIQ6uvr+/9+9MwxNTUVgYE3D8AcPdZTO0CDCQAzZ8yE2WwBRPDzz6fQ0NCgnmufOSQkJMJisUAEOH/u/M2DQH3bVJ3y8mDy5CkICgqCSM/j6OeTJ/scPVTfFhOiJtysFVxuu4wzZ86oboNbP6FDePgYWMxmCACH3YHz58/3mYN63iEhITdvB8G1q7+jpaVlwAMfgA6mQJOyXt+43onm/17HcKKTfodJCADsdjvMZjN++eUX5ahkX678WOBgd9HdqgWgvGAZam1XV9eto2l/sdbHx0d5e/1u1XZ3d988SvfXa/V6fc/b+R5S63Q60dXVNWht37fHPaH2br+dr3UtcOfHMteIgWu5RnCN4Box9FquEX+ulmvEX6v1hMe9J60RdrsdoaGh6OjoGLA36MXmahC9zdUf3YBERERERHRv+397A/4hDxERERERkQbYXBEREREREWmAzRUREREREZEG2FwRERERERFpgM0VERERERGRBthcERERERERaYDNFRERERERkQbYXBEREREREWmAzRUREREREZEG2FwRERERERFpgM0VERERERGRBthcERERERERaYDNFRERERERkQb07p6ApxIRAIDdbnfzTIiIiIiIyJ16e4LeHmEwbK4G4XA4AAARERFungkREREREXkCh8MBs9k86LhO/qj9GqGcTicuXryIwMBA6HQ6t87FbrcjIiIC586dg8lkcutcaHhgZmiomBkaKmaGhoqZoaHypMyICBwOB8LDw+HlNfhfVvGdq0F4eXlh7Nix7p6GislkcnuwaHhhZmiomBkaKmaGhoqZoaHylMzc6R2rXjyhBRERERERkQbYXBEREREREWmAzdUwYDQa8e6778JoNLp7KjRMMDM0VMwMDRUzQ0PFzNBQDcfM8IQWREREREREGuA7V0RERERERBpgc0VERERERKQBNldEREREREQaYHNFRERERESkATZXREREREREGmBzNQx8+umnGD9+PHx9fZGUlITy8nJ3T4ncIC8vDw8//DACAwMRFhaGuXPnorGxUVXz+++/IzMzE8HBwQgICMCzzz6LlpYWVU1TUxPS0tLg7++PsLAwrFixAl1dXa7cFXKT/Px86HQ6ZGdnK9uYGbrdhQsX8MILLyA4OBh+fn6Ii4tDZWWlMi4ieOeddzB69Gj4+fkhJSUFJ06cUF1HW1sb0tPTYTKZYLFY8Morr+DKlSuu3hVyge7ubqxZswZRUVHw8/PDfffdh/feew99T0bNzIxsBw4cwJNPPonw8HDodDrs2rVLNa5VPg4fPoyZM2fC19cXEREReP/99+/2rg1MyKMVFBSIwWCQL7/8Uo4ePSqLFy8Wi8UiLS0t7p4auVhqaqps2rRJ6urqpKamRubMmSORkZFy5coVpWbJkiUSEREhRUVFUllZKY888ohMmzZNGe/q6pLY2FhJSUmR6upq2bt3r4SEhMjbb7/tjl0iFyovL5fx48fLAw88IFlZWcp2Zob6amtrk3HjxsmiRYukrKxMTp06JT/88IOcPHlSqcnPzxez2Sy7du2S2tpaeeqppyQqKkquXbum1DzxxBPy4IMPysGDB+Wnn36SiRMnyoIFC9yxS3SX5ebmSnBwsOzZs0dOnz4t27dvl4CAAPnoo4+UGmZmZNu7d6+sXr1aduzYIQBk586dqnEt8tHR0SFWq1XS09Olrq5Otm3bJn5+fvL555+7ajcVbK483NSpUyUzM1O53N3dLeHh4ZKXl+fGWZEnaG1tFQCyf/9+ERFpb28XHx8f2b59u1JTX18vAKS0tFREehY4Ly8vaW5uVmo2bNggJpNJrl+/7todIJdxOBwSHR0thYWF8thjjynNFTNDt8vJyZEZM2YMOu50OsVms8m6deuUbe3t7WI0GmXbtm0iInLs2DEBIBUVFUrNd999JzqdTi5cuHD3Jk9ukZaWJi+//LJq27x58yQ9PV1EmBlSu7250iof69evl6CgINXzUk5OjkyaNOku71F//FigB7tx4waqqqqQkpKibPPy8kJKSgpKS0vdODPyBB0dHQCAUaNGAQCqqqrQ2dmpyktMTAwiIyOVvJSWliIuLg5Wq1WpSU1Nhd1ux9GjR104e3KlzMxMpKWlqbIBMDPU3zfffIPExETMnz8fYWFhiI+Px8aNG5Xx06dPo7m5WZUZs9mMpKQkVWYsFgsSExOVmpSUFHh5eaGsrMx1O0MuMW3aNBQVFeH48eMAgNraWpSUlGD27NkAmBm6M63yUVpaikcffRQGg0GpSU1NRWNjIy5fvuyivemhd+lvoyH59ddf0d3drXpRAwBWqxUNDQ1umhV5AqfTiezsbEyfPh2xsbEAgObmZhgMBlgsFlWt1WpFc3OzUjNQnnrH6N5TUFCAQ4cOoaKiot8YM0O3O3XqFDZs2IA33ngDq1atQkVFBV577TUYDAZkZGQo9/lAmeibmbCwMNW4Xq/HqFGjmJl70MqVK2G32xETEwNvb290d3cjNzcX6enpAMDM0B1plY/m5mZERUX1u47esaCgoLsy/4GwuSIahjIzM1FXV4eSkhJ3T4U82Llz55CVlYXCwkL4+vq6ezo0DDidTiQmJmLt2rUAgPj4eNTV1eGzzz5DRkaGm2dHnujrr7/Gli1bsHXrVkyZMgU1NTXIzs5GeHg4M0MjEj8W6MFCQkLg7e3d78xdLS0tsNlsbpoVudvy5cuxZ88e7Nu3D2PHjlW222w23LhxA+3t7ar6vnmx2WwD5ql3jO4tVVVVaG1txUMPPQS9Xg+9Xo/9+/fj448/hl6vh9VqZWZIZfTo0Zg8ebJq2/3334+mpiYAt+7zOz0v2Ww2tLa2qsa7urrQ1tbGzNyDVqxYgZUrV+K5555DXFwcFi5ciNdffx15eXkAmBm6M63y4UnPVWyuPJjBYEBCQgKKioqUbU6nE0VFRUhOTnbjzMgdRATLly/Hzp07UVxc3O/t74SEBPj4+Kjy0tjYiKamJiUvycnJOHLkiGqRKiwshMlk6veCioa/WbNm4ciRI6ipqVG+EhMTkZ6ernzPzFBf06dP7/cvHo4fP45x48YBAKKiomCz2VSZsdvtKCsrU2Wmvb0dVVVVSk1xcTGcTieSkpJcsBfkSlevXoWXl/rlpLe3N5xOJwBmhu5Mq3wkJyfjwIED6OzsVGoKCwsxadIkl34kEABPxe7pCgoKxGg0yubNm+XYsWPy6quvisViUZ25i0aGpUuXitlslh9//FEuXbqkfF29elWpWbJkiURGRkpxcbFUVlZKcnKyJCcnK+O9p9V+/PHHpaamRr7//nsJDQ3labVHkL5nCxRhZkitvLxc9Hq95ObmyokTJ2TLli3i7+8vX331lVKTn58vFotFdu/eLYcPH5ann356wNMmx8fHS1lZmZSUlEh0dDRPq32PysjIkDFjxiinYt+xY4eEhITIW2+9pdQwMyObw+GQ6upqqa6uFgDywQcfSHV1tZw9e1ZEtMlHe3u7WK1WWbhwodTV1UlBQYH4+/vzVOw0sE8++UQiIyPFYDDI1KlT5eDBg+6eErkBgAG/Nm3apNRcu3ZNli1bJkFBQeLv7y/PPPOMXLp0SXU9Z86ckdmzZ4ufn5+EhITIm2++KZ2dnS7eG3KX25srZoZu9+2330psbKwYjUaJiYmRL774QjXudDplzZo1YrVaxWg0yqxZs6SxsVFV89tvv8mCBQskICBATCaTvPTSS+JwOFy5G+QidrtdsrKyJDIyUnx9fWXChAmyevVq1SmxmZmRbd++fQO+fsnIyBAR7fJRW1srM2bMEKPRKGPGjJH8/HxX7aKKTqTPv9AmIiIiIiKiP4V/c0VERERERKQBNldEREREREQaYHNFRERERESkATZXREREREREGmBzRUREREREpAE2V0RERERERBpgc0VERERERKQBNldEREREREQaYHNFRERERESkATZXREREREREGmBzRUREREREpIH/AbOGRK2LLNtSAAAAAElFTkSuQmCC", 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", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "env = AwakeESteering(\n", - " backend=\"cheetah\",\n", - " backend_args={\"quad_drift_amplitude\": 1.0, \"quad_random_scale\": 0.5},\n", - ")\n", - "observation_on_reset, _ = env.reset()\n", - "observations = np.array([env.step(np.zeros(10))[0] for _ in range(1_000)])\n", - "\n", - "plt.figure(figsize=(10, 5))\n", - "for i in range(10):\n", - " plt.axhline(observation_on_reset[i], ls=\"--\", color=\"grey\")\n", - " plt.plot(observations[:, i])\n", - "plt.show()\n", - "\n", - "# Repeat with different reset\n", - "\n", - "observation_on_reset, _ = env.reset()\n", - "observations = np.array([env.step(np.zeros(10))[0] for _ in range(1_000)])\n", - "\n", - "plt.figure(figsize=(10, 5))\n", - "for i in range(10):\n", - " plt.axhline(observation_on_reset[i], ls=\"--\", color=\"grey\")\n", - " plt.plot(observations[:, i])\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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sX9awZdnO8WbLGoYBw/CSe2dfNhAIWEFMsinbEevGc6UfYbwxDDers/JWLwAYMd13vSmKAkUxiVNCCHTd0+OkoGVZUEqhaf4aMrbedGXZ/ZmqrB5Roeu6b1l2faqqmtW+z9cZQQyD+9wfZ0SMaT8ai0JV1ZzOCOKgXnVQ17iwteRyRuSjrMr4mGmO8feq1+67+31YZLKXVV23iPwkE1WosyfXvaw5ntkfMtst9HnSmzPCIPw8ZnJGePm3ZXP2ANmfEc4zJwlBR+RWNt9nhKGb6ygYDIKq9u/xeNxXmNsXdESxnRH9VbbQdESqfcfimGacHnzwQZSWlrq+P/HEE3HTTTdZn+fPn+87AZMmTcKtt95qfV6wYAEikYhn2bFjx+L222+3Pj/22GPo7Oz0LDtixAh873vfsz4/9dRTaG5u9ixbWVmJH/3oR9bnZ599FnV1dZ5ly8vLcc8991ifn3/+eVRXV3uWDQaDuPfee63PL730Evbu3etZFgDuv/9+6+9FixZhx44dvmXnzZtnHZBvvvkmNm/ejO/gUgDAkhffwpZgjVX27rvvRkWFKf1cvHgxsLodZ2ISAFhh7JO48847MXjwYADA0qVLsWrVKt8+3HHHHRg5ciQAM7HysmXLfMvedtttGDduHABg9erVWLJkiW/ZW265xUrGvPbQZgDAEaXV1VcAuPHGG3HSSScBALZu3YrXX3/dt97rrrsOp512mvV5/fr1WLX1Bc+y11xzDaZPnw4A2LdvH154wbscAFx55ZU499xzAZhRLp977jnfspdddhnmzJkDAKivr8fTTz/tWS45l0k0Nzfj8cf95dazZ8/GF77wBQBAZ2cnFixY4Ft2xowZuPrqqwEAkUgE8+fP92x789qN6KLbce211wIwL3d2DmZqx+MMZh1NnTqVC0rjNV9J9OaMWLToNeBcMy/dzh07UbXmbeu3/jgjZLkcuODzAIDX3ngNH0uRnM4I6qArYrrmGsPJX7jZ+juXM8IPzjNi3bp1vmVPP/966+Zbs2Yttm9e6Vv2jjvusP5ubmrCY1Uv+ZbN5IyID5oMTD8TAKAZ5lytX78e77zzjmedASrj+pu+ltMZsXPnTixcuNC3rN8ZMYwMxLWYafdZjWP9+vV5PyMAYO7cubj44osB5HZGJPf6JytWYOPag1bZdGcEAMSPm+n6znlGOJHNGXHpoLMx7fipqPziFEiyhPnz5+PK7jMxAoNczwo6wkZv6Qg/pDojkuto5/Yd+HDvy7jzzjtRFrKFlL+t+g2Ij89mX9ARqc4IIHc6ItczwguFoCOA3p8RfvA6I2KxzCI2Cx8ngaKDsGYQyAdCtP/MwVKBspLLIjDVk7i/c+8PcbwLCRSnD15E5zUVfQmWuUwXlGO8MRS3xC5GcH24oH36bCD7W4MWcu9R4LjGwQivrENkY1Ph2hHIKyRmg0oBmzwOoDjvEoH+gUSLIaxTH6OrqwuVlZVobm7GoEFuHwhhquddtuCmeveZSRcrvjABFReM9S3b9e4hRD6pBwCM/MV5vvUWg6neO0++ijV1WwCAk7r1pt4jP10OACg7dxQGfnGyZ9n+VrEn53LIV09ExczRfWqql2w7OGUQhv3rab5lw+/VcOuor0z19u44ggsbzUhev46p+ObnpvuW7YszorW1B2ftMqXFfx1QirlnTsnpjDjl7VXoKLMTCZ8Zrsc/L/8cV/aF9bX4ScyUjh+58PR+MdX7x0d7cE/QXLcfTx6DyeOGpKy3dt4nAIDSM4dj0FeP9y2byV5+4aNN+EnQHK/fy124Ye5FvmVbHtoE0m76hCXzjPWJqV5dD9qf2IYZlw8EAEyLELx7xZlFaYbTeN8axGVg2NxxqLhkvFU2E1O9G19dhhWjRgAAGi6ZnlEfMt33VCdo/sWnAIDQxIEY+b3pUFUVbY9vhV5vapLYu0vQEbmVzdcZkbwzQqcMweCbTkIwGIRW32O5Dwy7azqUwd453ISpXt+VLTQd0dXVhREjRqCzs9OTN0jimDbVC4VC3CZNVS6bOjMFe0gdDWXZCyNfZbXmCAJDShEI2eUDgYDvOAYCAWtjAKnHm91E6VCosqxGId3ayKpeALIiZ7TeZDmzcoUsK0lS35dVCbcOnWWVQOp15PwuvLYeNGpg4NzxacumAuunJktKymf7Yt8rjGYooLj7k2m9To2TgdTjUojzJJOyKpvwN834A0BHENg7UMFFUubz7LeXKWPuYyS0JH5lvXwqsjkjct7LQRULJ9hz3m1EuDaL6Yy4//RSvD0uiHeJhOk+z/rV60ViZ9MHwH89ECamJInpVlkpw/tA0BH9U1YGM/8MHxiAgmAGc1IMNEefnBH9VLbQdETGfc6olIBAARDZ2ozGB9ej5Zlt/A9pTCiOdhVp28I9aH1+Z69DIX9mIg8WCDSWzgwru/HreH0/Ot852Osw8Gw0NR19mEPGB2xeqWxGxJks0mn65EyIWyxQmfHPJAHuDXMqcMfMcrxT2vuMV+xYE6dTWJGgWtXwwFTb99egBrqXHUbzn7YWXYLQt8eZBPtzUma+CSwKeo/4Rc482i+vzzioT6RLGu9bk16B4oZgnAT6DT2rTDOp+AGHY2tx0hN5AdUMRNY1Irq1BUZHvL+785kGiaaJ+JfFOqOEWvG1e0s8EpZxkrp7VVc+QJgoc5nG59Zbo6j97xVoW7jHrsdRxvAY4Gg8mksX8wqNecdUpj1JtJWY1+QHJb1nGnQu+XGawv10DnZ4+H11vnMI8b0dReuvk4sMyakhzSfYfECSzLejQs+IYRfoB/jkWSOqYJwEbAjGSaD48FlinBz3I9UY4kv+LL1o8YHEMwuVnhHY3D+9pJ/ZXD69rSsfIOy7ZfhMdyK/SWRdo12P01TPY3m39XRk2728gzXVy2b487Fb2bk30o12f9HWKV6UO7+KCD4Bz1KizzROzDnfoLXhL6XL8ElgVyFbF8gVHOPE/CkYJwEGgnES6Df4SVw/W+wE/5KstkJY2nkjb/Fq9DT1ZDP+LL3Yy/6xj3sxF30NjnHqxau5TfWK4OU8oLHmcn2chNagNgFWrHGZUs5akfa5ract62cKygL6rKt1sd0AgN0B7zDfAv0L1lSP3Z+CcRJgIRgngeJDjpoYSii0xp6iJUgAcEn1/OypPwtYGdiNhaHV0Izs/IG6llSjvmotjM7iMmPk1lQv581gni+GJUD9/DGyrcfx2ShSxkllNX593DarZSKFJd0Lgv5arkZnPKXpbVzP/rwo5OhTH5OvItjuAqng5+OkHn17VaBwEIyTQPEhR3qr/eU9aHxoA8Irileax/nHfIbP4h2BI+iQe7Crbn9Wz3UtqQHpUtH1QU36wn0Jkh+tjFkVGyCgd3XlAzpry9+Ll3NqnLx8nIoBGkvTZuDjlE+wPlVptV3FOXx9DiOsor5qLer+h09mzjInuRAyBY3N4UeAF7FQT8DJ8Np/EhEcQoCBYJwE+hF+tnq53WhJx+XuD4uH6HY6AbM+Ar3WOB0FhFVREwrZrDMfCXIu0A3Wx6b/xyeTAAmZgMr8uxiS+3rpj7fV22PQGnusz5ypXh/3yEBxzX3W6OMuxw91ov5/16TtSy6JmwuqcTK8CXCBIoefplCY6gkwEIyTwFGHo4Bf8AUXnacY1A0CGYHjlXo5b5zGqVc15Qf8q/VG48R/LhZTvYbffIrGhzbACJtJRfmoen3bF4PT7hXD7LtRHLNmovmJLf4/0l5qnHJ4JmP4nhHizC9qCFM9gQwgGCeB4kMx3dx5Bm+qJy7R/kRWdL2PCUcuINmEpO4DsCZjqlGbez2O68RL49Sf0NvMXD8qq/WhmUdezEtUPa7t/pt8rSWK6C7vgApxjfdLLNrjmBm/XProNC3NJ/xMvopguwukADdvbJYGoXESYFBcN5vAMQvWpOszndg1n6Z6An0HLhx5L4NDMJHVSILk01qiCK+q65cEo6ypXqb5ZSgoNg+W0RGUmO+c4cjlojTV1KBafxukJ0VJHvEsA514gWWW+tNUr3H+OrQ+ux3xg52u37rDXf4PFtF0sksrNx+nAu414eN0dIJbEsxeFT5OAgwE4yTQf6A+f3+W+KZUeZwE49SviOoqFoXWYotSnbYsZ1XVy2kzPIJDNM5fh47X96N72ZHeVZ5Tf7LffJ8EDHznvApce2GF9R11aJgMyMVhi+iABlbjl/kV2Brv6HXbrMYpHZPaFgB+c2oJdg8s3DWtHglnVI4C0IvtXCassC37x5VSN9OYL/DCFXHO9xY9nzag6Y9bQCK9F16kAvULAlRkdzWJaPnNUyiQFQTjJFAcyFNI5GKDU8BINCaPS6+DQ3x2xqk/sL52K1rlbqwN7ktfmDPh6K2PE6tx4uuKV6eQ9hcInMYpw1f7MGi+QzjovwaJJPe9E1EG0JhsqUYf00NcOPI0g/2rSQpenhjCN86vSFku35A9zpWfnlmKSy8dgPZi8svigkPk8LhcwHcxvAnwSEDB0lPOweEhIwrX9mcQ7a/shXqwE10fHC5sQ3k0yS4UqGag7herUXf/KqHB7CcIxkmgOHCM7H9O45TDOwspU/6gkyySkXJJYvOYx8lB8vUHL8wycvnchoak8NHFigQ62LnMnHjOx9RQmrmP056y/hGMONegJBEsHR1EJCDhLVo8+dX4cOR2p8Or6tDylx2gWmrzqkKGI/cTir0/+TjsHTUBb50xp3CNFxEopVBrw/y91wuQWGHvP19NYRExKHoHsweLSI5xLEEwTgJFAY4YTXOhUUqxW6lDm5ShmYlO0P76Pl9n6L4Ed4FkSVQaXSrq7l+VvuAxjkapEzuUI6CgKbV6EpjIb+n4pjxKIlMGCMgx+XNvwDJyeWWcIHto5/LHgGYCrzZ0RuPU15HtWLKPFNLHJo8IlNgmbZn6wPUJfKLqdby+H7EdrWnNXp0+eXmFz7nTWVpauDYzQGxfO5qe2AytKdIn7fWsbUDTIxvR8tx26zv1SDf0IktwbuGoC+pRvD37LEMwTgLFAc5ePfWFtqftEJYHd+LVEp/8Hg6EV9ejZ1U9Wp/dnr5w3pEij1MGhKPeFrOI9uiOFgAAAUEPYnnsY/7RUTYAh4eMzL2CXqhe/lmyDiuDu1Ett6S8V1qDQfzpgi9i2YnT00sU82jvTllNl/M1+0HlRAsU5U/30DgRmYna1xd3PgX+MTGIP5wQsr7SJPbnzDuRj5khKK6IiplAlm12r6i6nEbW5hX4AgA63tiPrqU1BX0X30SqBWwzE7Q8vQ3qoS60/m1nn7QXXmkmo4/v6wAAaM0RND26CQ1Va/uk/UxAKUWr1I3tymFQw8cipKgWPoP+XlDHKAL93QEBAQAOH6fURZt6stMcGR3FI93KJjhEz/pGtL+8B+Vnj8TQG05GcmDeCK1Di9yNr/dUYjCmFLC3uePFcy8DAFzc2YXZ/dSHZrkzQZ16L6gllYNBZAU7x042LyAlRWV5TIDL5/Lhf+sfUz13sIp0yKSbVJJhGIQbVipFs+pbPvB/p5pS/htVFdPAa336OrIlS+ekM9Uz/d/6fkGkSiZbVMweF4nV/bNa67ZI0JoiFjFPLi6g3NjXmqA4/FJJj5q+UAGgHu7ul3ZTggKLSkxGLkiCGAf0S3TTjMEsdkoLqjcV8IHQOAkUBfjAXp+do8BlqJRFcIiupTUAgMiGJvOLxLC0yObls6N1f176WEgcUlJxI4VFDFpKSSG7ytJp/7hoS728U1mtg6uq/jDVy8HHybWufcZPcxEgfWz/wrTRkwhUwUaHI30ssuXnPvUAxGjhiNtwADhUntlakzKYKKNbRevfdyJ+oHCR6pzgwpF7bEoac/s4cRr/gvQqAUJBQKDD4FrilBiJF9A74jB6Chstzo3+8p8rwrudWUgttBN6Zxx1v1yN9lf2QodhaqWLSmLAoEi79VmH0DgJ9B/4W6Qw9RYZstE4FeMdkwmKJdJPXNJSSuS479N1OcVa1VujiGxtwYBZYyCXpj9SDZKCceoXjRNL2OU4dz6PaSn9+PpCo2K3rzVEQI+nPOPUxxonI4uxLiRTd8XcAYgFJLxFdZyTxXN+PW5ftA+xHa2IbmnB+AcuzEcX04MNDhE6lP3jBVx7xCB4PfQpeqQ4vqjPwujE96xpbkPVWpRMqURkUzMA9N24Af2n+CrGO411OwZFz9oG0LiBaDyO50uWYygdgK/TK/uvf6lQJHftsQahcTrGQKJ60RC2HIhJSDgldP2JdFGZMqzF/ovS7PI4peGcivEOAtDv01dXOQybxx2PqKSlvFi4wy/dniAUn5QexuLyQ673a/z9RnS9ewgd/zyQUf+MVD5FfaRximxuhlpvJn/1zV2SAoQ49obPWtYMvhzHxva1xmlFLTrfOWgHBIEzh1XhQVimrR/P4VjA7MgKL61Win7phveZaLQX1ucyJnvkkWI1TnLmiYztxwu316hB0CqHEZM0fBzbyrRpw+hSLaapz3G0Mk552jJGVxyND683k45zEVMJ5DJT+NUgd8CQCJrlvk8RkTGKLL/UsQLBOB1DiNd0oe5/VqHtxd393RUXKKVYEtyCZ0s/Qnck+0sw3wivqkPtz1YisrmpdxU5HEw5U5F0AmWxO3PCG9MvxKoTpmHLiCGZX7RpLiBCCH40dyr+34XT0NTD2+nTRFZ59VBmZkqcuZbEt9sXpizxAx1oe2EXmhZsAAAYNPsQv83Rdu6zn9mpS+PU1/e8wzIw/EktN+Z9HY6cZZacc99bRHe2Qj3Sex+SVO/Z2N33hH6PAlzw+YG4fk4FT+Qyjvw55XEq4FbTdZvBVGGb4dFiMSPot34Ux/t3Lq6G1hBBx+v7HcE7KORyk3EKMN6ZLkFRP4I3Me+3bhzTEKTZMYTwx2Z41ujmfpJypQKhqFbMqHHba/qfset43fQfanshv33hnE57qXEqlkvIhSI5zA8PGpByjFnlTroLyGAIoRrVh9FQMpuPlLl8+mBKtUY+FHGqYBV+MDLUOOlG78zNtMYeRHfnnkbAizEi3O+ZL1Y50HumhBSI6tGaImh9bgeaHt3U67oM0u77G4XJJPdlUI2tg00C9nCFzJ0t7LrNiXEqpKkec17IDJlVJEdj/90cRXJlcfcws44MEEiJczxIbcZJM4o0f6LgnPoFgnE6llAs0i4vcFH17H7qLdE+dTguONiDLs2h55ouj+mjOgGJ9500LLa7DW0v70mTiNd7Lvsa4WAw9RBn4WOnGd4XLQspQzO7lD5FfTFejn7mJRy5DyGtOhknjnFIX23jQxvQ+uftnhHSsu1WsmnKapyy8CNSSnqfB44NCJFP3kNvyV+0QkL8TZMopWj83Xo0LtiQEfNkdKsFMw1nl5acQxOFZJx0htBmk/MiRe6uPjWh769zuRhJEE4rTa0UCuy8xXPQyhcK1PeDQF/hmA4OoaoqVNVt4y3LMgKBAFfOD5IkIRgM5lRW0zTfw7IQZTWqQ4OBIKOCTlUvAIRCdv4TXddBiP/Bn01Ztr8GCDduhBjW59r5axCAjNH/eQ6CoyrMepkoYOxzGgwEGFmAYRgwDAOaoUGD4SofDAYt06hkWbYuto1AIABZlj3LOsGWZQklNa5CM3SsU/ZDlwx8Ln4cSgnxrVeDwfXbSagQSlDzwEqQsI4x/+88yCX2vCqKAiUR0Y4QAl33P/izKdv4561QIEMZEMTAyyd5lqUeWgZKKTTNP3JUsg9H5FbUyC24QBuKCp+9xO7PVPVGQiHomgYFQZ+yzNyoKoK6/76PqHZIe1VToes6V1aDAUiG5/53nRGGbomsDFCoqmrNs+64oHPd90Q10P6P3SidOgwV54ziykqylIgWZb6jOSbmu+jE3IvsXvbqQ6ZBJKJx7zMWAHRdA01hL8W+W/RwJzAilLJsci+zZ4/GaAcfOTGE+7dGwM67QUjKM5vtA5D6fM/kjDBYxinBwKU7T7jnfcqqmrmGFIbYS7eXWbBlXdpEtpxOoLZEYIAgHo5awVA06NYaNgwDiqKg59MGtL6yB2VzRqPy8sme9bFnj9deNs9Ah71lomwszvpVUWtuNMmATCUoiU3G1qtq9l3gZTaX7pzKlDZQ43G0DKiEIckY3kOssoHSMICh1rslISXfTUpdL9A72iC57wl0VxvZ1Asg7RkBmDSHztEc/NmTrt7kXk6OlUZ03zs8E5ojWZZQ5m6N22e7DgI1rpoMFPNsVIv59jcVHeFErnQEW1ZT4wxdEIei5l5vPmmDviibKR2RSVkvOiLVvmNxTDNODz74IEo9MnmfeOKJuOmmm6zP8+fP952ASZMm4dZbb7U+L1iwAJGId1busWPH4vbbb7c+P/bYY+js9NamjBgxAt/73vesz0899RSam71N7CorK/GjH/3I+vzss8+irq7Os2xpaRDfiNnRe55//nlUV1d7lg0Gg7j33nutzy+99BL27t3rWRYA7r//fuvvRYsWYceOHb5l582bB41o2KAcQKvcjZonP7J++2TXWqyo+tT8UAbcFL0Aal0PgqMqsHjxYmxosJP3VVVV2ZWWATfEZqMyQSgvXboUq1atsn4zH1hmFb/jjjswcqSZpHX58uVYtmwZV5fdyDLcdtttGDduHABg9erVWLJkie+73XLLLZg8eTIAoCXSiilTPkVHx2g88NsHzMslcTdte+dp3DTkJpx00kkAgK1bt+L111/nK2P6/S9nXQY2pezW5j3YJu01y/xuGffYNddcg+nTpwMA9u3bhxdeeMG3v1deeSXOPfdcAEBNTQ2ee+4537IzA8fjDH0S9I446uvr8fTTT3sXvOga7mNzczMef/xx33pnz56NL3zhC3g3tAkAsGP7y5B2eBPVM2bMwFVXXYXwijpogyU88spTnm3HgiG8/f67+PL1XwFgXu7seqmfdAoweAgA4LePPIipU6fi+uuvt35ny6qSDFz4LwCARavfQcPhjdwZ8ffS5dA7CFD1jqu/zjNiw6GtwImXAgAaIq2oqqpCeHAp6iqHY3b1NvwAU62yvT4jjgB4z3FGKBLeKtlghrWvWobWylLgzMsBAGt2rkfDp5twzz33WFV4nRGtx08DMMz67EdfPf3WCxgaYUzczpts/fnqG69j1y7/RJzz5s2z/n5/68fYvniPb9m7774bFRUVAIDFixdj3bp1ABKR0y76EgBg/bAgbjubYABDEu09vB8bFr/nW+8dd9xh/U2owZ83DmRyRrSeOhYYmKzP/Hf9+vV45x33uiEzP+f6zvOMSKIMuDR+OiYmPu7cuRMLFy70LuvYn+wZERlmAKd9xfqNJSEppWiUO/B2yUbgIf7MSZ5Vl60OYs6cOej45360St14Y8OHwAbvbsydOxcXX3wxAO8zgpZS1IRGAjjf6g0gobOzE7977g/WnuyKdNtzUwqcqo/D+drJ5vtEIpg/f76rnwbOcvXHeUY4keqMYEEoxcK51wIAxq1dCcCkIzDzVKvMX8rs8RttDMZ3yUWWNrhQdMTrJevQIfcAKoCq97my2dAR5eXlac+IJAKlMm6JXQzAVHQtDW3DEaWVu4tZeNIRyXtwFwBmyOfNm2cxWm+++SY2b97sWSfAnxHLmzdha9k+84cFdj+OKK34/XvP4AZpNlgBy0t1SyBVLfWsNyUd4UCudITrjEiOx6NmWzfeeGNqOoLBddddh9NOOw1AmjMChaMjLrvsMsyZMwcAUtMRSH9GsEjSEQDQ2dmJBQsW+JadMWMGrr76agD2GRGLZRbk5phmnD6LiO1p71PTrd7g055d2BQ8CCB10kUAR230mPJhW7F1/HgcN34/2pdPTP/AZw1SYXLRxPd2oPPNA4hC5ZlcBtFgCaD6r5tsrEby6dTtCAcBAHhhxuegKwEoNZlF5usNJKcvFuvrletr+nBOJMW4Zbejc9v/zvdpGjQEFbH6XtaaO9h1lFZrVyxHHmde3LdNHxw2BotPP8/VPqXUsSe9O5ZKY1LIQA3sut8zbLjdZqpT51jwVykWd4EMunEMzIZAjpBoUcamLiy6urpQWVmJ5uZmDBo0yPX70WqqZ3SrqP/VGugwMPYX57vKtb+yF5HNzQhCsXJG9Kep3lO/fhR1WisA4J7v3In/+5MpHbjolPNwwVdMaWvtfSsRgIyh152Eihmjoes63n76VWxoMLVZrEYsWVYpD2LsfbMtlXXnOwcRXmUSS+OYcUmlYq+9b6X197hfnJ+zKvx/X/s1Hq28CgBQfd4pOPTMOrzQYkqZvnPBDRh36Sm+9TY/tQXq4bDVh/jGFnQu2o+nS03J1xkjT8JZNWMBAMNumYrS4wdbzxZKbV5/3yookFF25ggM+dpJ3qZ6GsGktbsAAHfEN+H+K27NWMX+85//HAAwdejxuPbfv+ZZVpZlxD5tQsfr+0FBMeoXs7jfJ64w10ZQ17D3rKkoHW5KGZN9iO5ohVQawI93bMM/h5gapwOnTUFoaLnvvj+w5Qgu7jZ9P/4KGZdcONUqe+Sny6HBQGjSQIz4zjRXf517+cl338F9JWMAAF/t3oGHrrjO6vMcTcYrXzjDKpvrGdH57kGEV9prni0b2dqCpue3gQIY+/PZeHfDRvxb3NS8/xoN+OacS9Oa4XzzjeX4eJipcWq4ZDr07jjGr3Nrj16uHIbzTh9lfa764AU8XnImAODgzFOghPzdbIPBIGrnfQIAqLhqEipmjU5Z1stkJxpRcfLGfVzZ42L1OFhqjv/joS5cPZNfP856x3xkSrHnxDfghUu/6Vs2kzPi9ncXYfFAUxPyncge/OrqG3zLnrHkU3SUmWu34ZLpKeuNbG1B+8t7oEDCxAfmAki9l5Pr7ftxgp9dcTZX9v0NH+I7UXvOTtb3YHfAlGbf1NSOH21UYIBgzE9nQi4311TTE5vR0hzBII1i0q8uhKIoqL1vBQzVgAHCnbss0pnWJPuZRP2FZ0AKyIjubcPO5zbhqs+ZZm+3xpbjF5/7NwBA7c9XQSaAAhnjfn0BIME21asNo/mPWwAA138ujCOB8dz45stUb+fi7bh8gLkeT2ppxsfXfx6qquLCZe+gOjAJALBqcYdVXgIw8X8utMytC0VHHPrpR6AAlKElGP2jc1KWzYepXuOjG6E3RS2aI7qjFY1/2QoK+K4JLzoieR+XnzUSysAguj+uBQBMrpqbk6le84s7EN5kRswd/V8z8JvfmxrJUaQSN1x0DSJLjqBZ6sIbJabm+vPDz8XM716Wtt4+MdVr7EHTY+aZNOo/z0ZgSKkw1cuhrJepXldXF0aMGIHOzk5P3iCJY1rjFAqFuE2aqlw2dWYKp/18b8saXeZhG4Di2Y+gEuD8m7LtA3th5LMsAAQVux9BOWD13+ovseuVJZvYYt+zR4phj1KPM+kUAPYmCipBqx6/+WE3HNeuxzPOsqlwODCCq4eVMsuSYh1gnn2Qg6BMv7VE2XBJGVoGVGK6rNjvxYyZE7IsZ7wu05VVGB8yv7JUch/akiRl1IeNE07EztGT8NOa2ozKS/CvVwsEEWDGU5IkyFGK7hdNQlqZZR/WoUDItWbZeiXKEviyq2wQCkKBYGZ95oIzOPrviAKX6xkRlP3XvCRLVqhdJUK5/ige8+TVB6eG2C/PLU0xP0oggFAo9TlxoEJGQ5mEK5H5GmbnRve6N5ngECTDdZl4MOOyfmcEq3FI+j9mc574ldWVAP45vhSjY8Qy1ctk33fFwq6ysuw/JxSm07wMBcFgCErIXBurBgXwH9MqcX2NikeY/iXLZrQvMpmLxNSRDpW7B9hzICgpYFRTkNhxCNr7wkv7k+k5lYRfWcKoOjsT7gDm+W9/77yLWY1ToeiI5L4PSP73RS71+pUNSgFIjvdM9iH5DInoUCq8n0/u5eRYBSUFimTTMWz6hmxoDoWhhUIM7UEBBKjiOt8IpRnNST72ctqyAc3ueyCIQC/ok3zSBn1RNpv9mUvZjPucUSmBow6ekqJiUZN7ge2uj9NuOrwWWostgWoso9vy2LHegjdz0YhNrKd1CPeZrr/Nuhzvnj4LGwYMsKvua1PGAimq10w5DV3lA/DOiBHpC2cCRzdJty3JlUKHmB9Sv4/OSDJ9E5cqmR2nhA1H7pjjjlgfRJBkTPUafvsp9E7bOTrXpKy6z/jFU4TxzWRP33BBBX54Tjm2G/6Sw1TwaoMLptjHBjlssJh0ry97RGDT22IgMfeYbtc0/Pq0UvzwnHKzbkKht+WalDaFeSXbaWbOH0koqF6emDnBnxsSbcoSlxDX19Q7xRgXMqpejAmwIXNRNFO02ZdneDFE1aNA51sHUf/L1Yhua8m4irxcPT6pKAgIkAhVzp4NKsnt/CkIaOZniEBhIBinzxLS2aIXMd/EXhqel2AGl4qeIDSa0JGvXuUB/E2hMREBSRrGyRXe2vFxd3m5/aGIfMDycZg7GQp3IxlWlKIzEqMZS0fEawzjZPjkJsqUFnGGI+eSeqYwNckXnD5O8SN2+OmMp85B1Bt+4ch1/zWeyqzGiR3EnwFLBa9ppWl+559nz6Xeg13XJM1oB4J8iHG9JYqG336Kuv9d4ypb52BQO17fh4bfforwKm/n/pzBJcGy/0zro5onJKdDUiTofuMn+VDFzroK2GeNYZwyPqr6lHHqu6b4dvm5CX9imtx1vJWFb2cexknyWSME1MrxxLai0cwZp+6Pj6DeIZDKK7I5wAQKAsE4HUPINM9MfyAtgVJEjEE2cJ5xOiO58iPALbgGQvL91Pcap75tLlekulcYi62048dqnHwJtgz3FyvJJOYXdp8yqqF3oJTixYlBbBiSMFmSeUYuEygljdxnzWeg4w7hAPX5Ox30HBlKT4YumzxOeV7nbHVp30jiG4/t7zD/0N1POjWFPWsaAABd73tHOksF9yszAS0k+/yi6QR1/l/3HrLkEK7YH9bL+7AotBZxaCn3f6rAJb1F3Oc8SRmQoi/P1H5jnJi/2eXjZ+ubgAodrVIiOmc+mAWffrCME/uDmoXgpvPtgzDaYuh6L/u9lxF8tL4CfQfBOB2FiG5rQbzGP0khgKNPEsFqnDxN9ZgPxcv/pQUniUxHDDrHIdV7F9MB2hddyXB9e+WUSkJmzabSzIXG5tfyueQlWYLeFkurvWJz+VCAm7u+OJCXxWKYf2opvnuuqbEkjDl8prGCZJk3A/N7TEsx/oR5b709ho43D0Bv9zYv03M8z7wYQV6YkU7lZP8p5eFMZdnIfJoJ5nPLOY8Sia29tBZLRgWwdFSAm3Svo2lDpYzLLhmAd8bk0ZU6qXGSJRgcY2nvnI3yQbTK3dgYONhvGqe4j8aJFIGpHgFBf12ifpoepBEivlqyBotK1qI6XJ+fxc4xTqwgi4Dq5me2mZxM9Qo1n7lKn3qJ+MFOaHlMtH00QzBORxm0xh60/m0nmv/gn68AwFFhqsftf4O9hD06mgXRUkQsBJy9UWkWPk6MBiOdRoQW0MKLUpoRQ8A80es287VUUzNEdivp5oL14TF8Bju6vRUNv/00rZSfcBc1P7d9cSAfdkQwyipEtg/81kY8xfizz7Q8sw3hT2rR8mdv/8RcGad05oBpfbryLIBiw6Onq1lylqDAq+OD2DjYIziEn4Yjz4dhjxTET6eX4SfTyxBlNF/EQ3/2ozNK0RmS8LMzfPIF5ITEC8kSDI4Gd58YDXKHa5Appfg4sANrA/sKyjip7HxwArAM/ccKhJ3KEfy55CMcMbxzQvYl2GM0yaz4ISyZApV9XYfzM07smefUOCWYOMow5loupsIFWl6caXcfETtacwTNf9yCxvnr+qbBIodgnI4y6K0ZOvweZcEh0vo7FBc3lDG4y5mamdSTIGmkbNx0EQrN0PFG6FP7d7ZwGlOH3iD8SS0afvspIpvsy9boUtGztgFENRmO7k9qEdnS/5exE6nWFUuYptKMADzhns5srPuDwyl/5y4+oCAaJ50S/OGEENYNdRPZTvk/a6qXa3AIw2dMVOLPkLLjoDebkky9yVuimYau8u+Xx76gGfrAFALE5+9MsMpQ8evTSnH7eeWu3/Iq3HbVZX8RkZlw1cyc9xjueSvEyCaFDJIiOTS39pxuHn8C3pw2G3XBqGtgWjrasCdQjy2Bau6ZXIhxSila/74TbS/ucv0WZ7iCjBUEhXdvxIrgblCJYknEJyNxntFudGNhaDX2y6bpKCSgXQqb+ffYczDD+4uC5n9hsYIsiQKa28cpJxTKNYJXmRemDQe0hp4+aedogWCcjmJQzUDnuwcRr3ab7Xnup+Llm0AYAstL49QbH564oeLt4AbsVI7kXEeuoI5PrOSKpFETxYiGdYH96JB6QA2CXbV70STbc81ZqhTQzENrNDPY64yaXq3uQvure9H5zkFoTRF0vnkAbX9PEBB9cJZn2gRJNS6MlNpPYm/9zjjfq2jlfutBHLuUWuhIo0FM9okNhw0UhHFaGNDwzPEl+PeZbiJbcUrhmUZzvYf9NHZqKoY0i7bSzU82TbDfGek6kWfChI+tkF3d1dRf6s1H6+tdn1M9zZmasVpYj7VfEMYp+YcsQfWJuLzq+NNxZOgorJ18qmv6DEbb2tsEuKRbRXRLCyKbmkHi/Nyovmd7/5vq9SU+im5Gh9yDD0PbAQDt4Q68UrIGz5cud2zEDLlGivyMk6+PE/Fk4nLRxHu5HOQFlGKjchDblJq+WzOfvaXZKwjG6ShG98e16P7oCJof9zDb81Q4FRnnxB5YnKmeV1mmcJabeGPDDtQp7VgR3J3dg/kGBXTOVC/1ZbG8fRM2BQ7h1dAawKBuEzHZDq1dyOAQlrOsB0EW29UGEubtv/NhSpGvlUpSRHVj29DSmOqxvmkGeCLphYFb8dSEKFaE9mfUJzZgAQU/d/l672rZf211dbdZf+uS03ys7zROfpH4PMvmakLoGRyCLZDGBJa1uMqpBzxIL8wiU5VWWfNLCqwYruCbs8qxtzxNryW370aqfhmseSs7Nn1EWCXXTCcIvj1nmPW9l9nd/pHjXPNLKcXq46Zi0/gTXNYA2YI3L3NEqmSipypMdESW8dykHEKt3IY3QuuwLLijT0z1kuirKIiag9mvbW6wP+R4p+fjrmNpIdacm3JR9XppElegIe4Kd2N98ABWB/emtVrJGwTjxOGYToB7tIAaFHpbFMERvPRYb444CrJ/e6z0Io6qx4bm9g5Hnnvd8RxzwOQH/DxwpnopiEoAqI+ZuS2IRD2lYErpYQAnJyorIOOkJRkn3xIpPxYEGbbhR9AD/L2WqhwA6EQHYOaoYeklSin+dvZ5CJeWI1xejbk7MukVaxoCh8ap8IMXjYSBMjMH2OcuHYB/6wozPcvNZMnPfDFVNKpsWlJzjKqXTqubjiHLd3h4TkmcJWWVinhrDrcDFSXW5zsT+ZzuPk1CKq8EGjyUVTsGI2tNqc0tEJJE89sRx93nMZbRUKlrkdXoBJsmngQAGELaXM9kBcIdBNxPKqOBkwOMgIvp57qgLWhpQmdWZ7jeGYcyKJSzMLT/opF7+xZlhTTPqbVhtC/ai8orjkPpCYN9OsJUx2xxv3DkOV1qBRpkTbPXU7rzLW842oKNFRhC41QkSCVtavv7TjQ+uB49G5v4H7JlhIqXb0ovOemN6Ldf35tvPJuoeiwDSQ2S0ketoBqnNIyTc+n2RS6iVJAYaa+WYlzYxJR+kfKs35kLynCEgw2XmkTqgWHDM+qfAVbCyc+d7OHkngtSvU1Qso/9noCE1wYMYZ7LRfQO6D771ylx5h7L4jJuiaeJIuoDr+nP5g3zva16Y6qXCpwIhhnX7kD268ndK0bLxHyrarpHCaaeApy7SR88l7mpX2OONRZlhRYs+ZPLsk+hMVGRQzCBDPsQ2dSEhqq16Hh1X/ZtJNBnebec7Wah7fWvNPVzLc9th3YkjJant2ZUHSvAJKCIqFG8HFqFDQE7t1ROXS2YoJqlC4rHVE9vjSK8ss6mFz7DEIxTEUA90o36X69Bz7pGz9+j202fivDHvI+OpKSYPk8TleLinDjpK0Ns59vHKRczkhg07JHrc7sAGXD3OQU0ZG6qJ7PjoKeJAcWaf+kkr4eXXVcfmpJ4mBBl/Czzt0uT5LMHjDTaP4PRnHAhpQ2W6eHHR2+PQXNqhcH7oxCAs3nKl8YpovkHkQk5VlKA7U8ukROp4zMDlTrHlW0r8zXq7zOSGp4REDk3nTRR9/JMA2QTVc/1bIonSI5mT97wP2k0Zv/E9dRnY7oEv7kg+Z5BRxf9/JWcy5mLt+Pn6JJ5Z3wb0jjhCJsHq/fCr85E1M6eTxvSlEwBj26otWGQSGGtM/hw5LnUQNM+l8k7dGsRvBRaia1KDXeGExDsjFSjU46gWWYTg2ff2UL6OCWRTRLxXjWZQZmGB9ej44396PqgpuD96W8IxqkI0PbibpBuDe0L92T3YIrZOzqCQzDEvsFeNL0UE+fh0fdDm/FxaAc+CbojJuXcD0IcpnpZapw8Sth1U+vful+uRt3/roZ6uBvR7S296zRsHydKzYhIO5TDfPhhh+laPmz1ldK6nJ+VmL75aUKcSKWZAgCdYQA43xzm0lW4MLEUDb/5FI0PrgeJOcJ/c9HAeIIpEOr9fAFAW8xfQxNySEIVmmbvpQOlvv5KKjUQP9iJ9lf3mgQNq6zLQhii5XgAeO0x3qI5db35NoVhifX0b5S5sZAfw5vLqKXK46Szpnpp8jh5hSjvLSyNk6NF32l0/sCaZUk+0SUyBEtwO5keVkDGMk6pzDNT5ZxjkY9r3CmcjB/oQNMjG1H/f/kNN+3sK8dM5BrwJc2eleT0ZO3K2o3okqNYE9wLyp5/EhAgXs8Xj6ked9/2lY9TJnOVKBNPJur+DEP4OBUBMl78jo2YUuPkcbgUmcKJAyfx9zoYffOU0IJIdhrlTgDAAcVbC5graBbSIsmhkne+J5fnJTE+JKKBxs2xbHpsEwBg1I/ORnB0Re6d1hJzQyleKVljtgOK042Jyd7ZZWnvrCrtB1Mf1JRQbFNqMJQOwHj2e0ohg1paoVSaJJaIScdgsYwTG5qc3buc+RDLW3WrkEvto5YTVEPivggE+Yh9hYDkkLgEnOHRc4DfWtZgoPmPW+wvmJQ+lKFiNw1W8OApJbh7V4ybzyRytUjx8iOkWTAv/LHT+3OGcER0dkhFL+osM95bKbSzHeazzph5cpEU+8oHItFOV1c7/zUzrhKllmbHacrEzmdvTfUcG5mD5ju7dj81WUGA2OE2Mraq6MV911lajj2jJmJ2PS+Yiu4w/b1otHcWFulReB8nKOnHh8ul51gjJdRNFqfqK9UIKCGQSxzPFYjgYumCvtI4CfAQjFMxINMN5iwnO6VuqU8UgxJsU2owjgz1JE76E5z0LvEelFL0II6YpGIA924EY8fuQlfXCPMQLWKGkDdH5OX5TjMyqhFozREEx1RAkhwyQQ/KUaLAqsBuhKUYvmJMSDTiLqe3xnrFOHn5ODXLXbbNGi/C75PoUNVtR7A6uBcAcC6uYdrnO6Q7x41SrA3sQxkNcX4R6XIzcZpCjitizOwIsxhTDAFhha4S5ZyT87WUU2mOnBJZmZW45jJ3lPqatOlM3XprFOzBw7Z1WyI30XfOq4CXAZKeI0uXzvSQpmFf+IiHvV/X7Nzn08eJYwh6KbhI1S+WcepYdhjNH7dg+Hem+dxh+T+Yk/MZiYSBEJtY12l2l9yH/u9CemlwwzFlTlM9ycdUj/n7Txf+Cya0NSIeCGJwJIx7UkQA5dCLYX317IsRD4bQNWAI/jv3anIG1/Vc7wlC0SH1oJyWeP4sKRnsVPYMdkRU9fK3TrUn6n65ClQlGPfL8yEFGS2mbJ5x4U/qEJowACWTK9P1KjNwwte+FVjkpSqDounxTQgMK8OwG0/JW719CWGqdzTBeWA6JSs+Eu8kNjbsxOrgXktrkAm0xh50vHUARk/mts+U2JFpMgUnOaH2vy+UfoJFJWvRHrFNj5QBm3D8CZ/irLPfzqzyfmSsnJ5JnJmWg9ps/dsONP1+I6KbzUSy6U31gO2BI6hWWlDf2Zyo02PiM5DApYIX4+R7jFL0ifS5I+pvisb6CekOU6uWjlZsCVRjTXAvRzKni6rH+spw0n0fU72UBBt1EFVccIg+uAgdRG5ct/2wMm+dlXpS1zgnoblMOnOTluYqB/ciLDjTqTQvbHCMU++RjbbLiYjq77fGSdCZ73MJ456acbIJw2hjD+IHOhHf3wGFSY1QSCQTGgck57nKapzs7zUHM8KS1EZvg0PorMCB/03j0gH4r5zDQ0ehadBQ7Bk9MW2UVbu63FdiPGhGBj1SOSRNyfzAOawuH6csX4UCaIy0YmHJarxcssqzjJRBUAYuup9BMHHiFsyY+RqCwSj0TOcBCVpHNedab3XsT0lCbHsrOt86gOYntng8nRu4ayaLvvau0fxVpdZ0QTsStuicoxGCcSoG5HgOug6INIRbQ7iF+TmzndD40AaEl9ei/dW9Gfer6Q+bUPeL1SBq5puaJaKsvjFdbAjbm0wqYXNBZFB5HjZ915JqdH3YO6dHp/+P03E9tts0P0kGCZE5xil1cAhNTzC2uvtlpd4yTp55nHy4KEqh9/SeiEorM6SmqYurlEPj5GSINF1HXeUwNA+oBGc2kyaPE8sYsL4bLKOqZLineN0pzxT3RThyp38DG4Uwt3DkAHUFgTChp9DoZOM/5KVxogZB4yMb0fayv29oOmI0rY9TnueD+PydCdp6Onx/YyM9ssOq5cByOrV07MnDapyskDEGQajUv2/5RLJnAZePEyN8YH0cncw5x2D2zsfJV80Hp08eMzcpTvGMc/LkgYOXshDQUELR8dYBRLf13v+SO3soBVWACOJZ1bG/xwySFZV87pkM7jvO3E03MGnyZpSVdWPChG3QE3eBJBmYftZbOOHEVf6CMHbeHfSYJEnQmtzBgXoLnlbKe/XeyKaddFd3X0UCLCAE43Q0wenjovCEdTqNk9yLiDZabTh9oWTZI2FQ1YB6KHUIYZZII44kdMm/vH531pIv+NmYG2EVXUtq0LW4Oitm0N0AXz9L1LEXf2C4aYLCXTIGTSlpTF66npqpXoZFTZ/HyYZaG0bjI5vsZ3vVsj/aZRl/uvBf8Nr0C9H6/E7feXEGLWglBG9MvxCvnHMJCGuqlyJsNsAzAJwU3+C1RyuHK4jJSGMixBJSgMbU0RfKUWfPFB9tRaYglEL3yZWWKqhDNmYmXrMb29cBrTaMyHp/P0TiwdDxzvqp+5Au8mW2SBVVLR1S9cRgIoAVMrcLq3EyLOecgjXnghVVz2FuynZBkphALinmjw8OwWipW6PoWlKdNjobb6rH/6bLzB6X2PXWe8YpHz692dQQ3dqC8PJatP5tZ17bIYRitbIXfy/9BAfkDH2JMzAFT+n7nSzDzglrbq3o1l0weHADBg5sw5gx+3yXOHvfugSUEvKfzwA8rZAuGmze2sznJu+H/G/5hmCcigCZHmKu81JmGSfCEf7eUfV6H9GmUDAvDQpZ1u2+cwI9nrh7F1dhP47P26Xd8dYB1P96DYxutxQrqYrvLSiloKAoK+tEeUU7Z6pHuux2A0NKAbhN9VJdmElHbZpnjROlTEJAvyACzPfhVfV5iqWVus9rSk2Tk8bKYebFboXq5+0/dIcmqYndI6zGKa2pHhscgmGWmEv30JBK/PCcctx/epDff455cwaHUJmwzvk6kFNtC43yXkRKDj5OrEaQUm8GBfCKrMY+lwXjFOr2qDz9817CTc5cLp1faJ7PSae2MV/QZTaJce/gJJJ4jRPDODHMgbeGOLOeaI09aH9tH4zO9JqHZAQ0OcX5wJnqOva1X8wZdhk0PbEFXUtq0L4oTZ4k1hzdqXHyDW7j32/nWeWLPtY4GV35M8N03mnbJdOKY20wfU4qklhlac+NTDROHOPEJCuWCYyEmMYgASzCV7Ea54NK3oI17r5VJF74KhVGI8TReXk6n7SWKDrfPeTvkpHH9+gLH+hCQwSHOJrBahJ0AlBgs1KNUgQx2jOqHq8mLzSy2SCEEJx2+gcYOrQOpOnMRAVsXfYltTp0Mv4qXQ4AuD0vPQXCy2sBAN3Lj2DwVVPyVKsDFKAgmD7zLRDIMHbMtn7i8v0kqGeXxskB9m4mFuPkJscykcD5gtVk+hEd3AcKynYs52WW+kHn0jLCmudjqezVWemvYaTWOLGmULzGyd3PpWNKU9bFjg+VgLjGXNx9cKeoUi2AsUwfWL+bzDrAaW0I4fJcsUgV1IGm0YxwEShl9zzqAL43owzHhwke8qmDePSLz6WU+n2zdb6ObGqCMrQUJRMHef7O5/RhvicUkPgz2kn+UQfTKfnMW65He/PhTnR0xV3nNrs+DDaqnt14rwir5qe3gnRr0GrDGPn96SnLJi0PnEIkTk7BfHImttZICwDvubHaSAjPYrvaUpajBkW3pEGC+67TuTXGzrk/Ue/0x/JFHhKr9pfbL8ewMGezkUaMsPL407FjzGT8dNcejIuniUabpY8T0c0TXUMIsmRY1gVHSsZgofQlAMBvlCXeFRn8ymM3nyRLhUlMzwnu8iN+aXpkI2jcgNbYg+G3nObRZuZ1pS1aZEL7XCA0TsWAXKPqMaA6RXtXOz4N7sPy4M60pnp9wvRn0QYhBEOHmiFS9bLVrgrYi+mIMiynNjLriMd3vRgs9klKKRCI4S48hrvwGDTJZpaMTtX1EBcnSicpb7ukSYpnUI5e3JJUIyCgaJfCLuLAuuwcw9PfxyKvSfJniNiRSucLonNRsjKQ+FEKXQI0yT38zgS4rH9V3gga2d/MiFLet4MyxHAuJhkmb+39nJH4pT2RsZTbD2naWrVov12Px8CsVGNYOyyAFyaFfOvwFt5ko3HKnDCJ13Sh7cXdaP7DZt8yxOMMpoSi6dGNaP7jlsyFTY5inO9UjsTUtH0HcWFTHRoj/s+zPk7hkIbWkARzx3ldOJm9C+k216p62EOr6EByfGQphakea1brEJwYiHr3wSuSWpok4tG4iisvrsBVc8ugO5genRWOcP1MwThlHI48s2KpIEv5IbjTwflG3J1G2HMwdX+2jD8BuhLAklGj8qNxYvthUDyF7+Hb0gtoDQyx7jVVDtplFO/ALDzjQgFCsU9uwNvBjYjq8fyqlRNgteD5CkeeTGGiVvu4V+STYBSMk0CfwkWBMYezThBXWeI7tcYpvqc9371zIysHVDb6luR6vHc+TtmIS9xl/WIi5IJ4qYFWaQTapWHoUBgC1iOwh0RZ6Rx1OfWzIEmNiRfj1Is+U41gVWA3XilZg/VN263vDypN+HPphzhiNINSimXB7Vgf2J/QquWn7ZT9cn1BrR/4qGkpNE7M+KYjkIlfVD2f6JGUUHzlggp84ZIB0JwSfHZdQ4JaAMZJLkmRQNjFOGXv+8gSyoRQ3/EzJIr7ppXi85cOwMpyyr27keZ82PieHYzFaxY9rFJd8ApHzm3nNAPuDOCSCj2NPbjlvHI8eLJ3mGSzbbd/ldEeg1bXA/VQl0XAeIHriYtxYpmF3m267TrPiLJ9ZjVO/zljNC6/ZABamFxELPIRvt2JpMmsU3PDMuHsL06Nk1/c/Fx6WhMNIxYqQaSkDB0qb86mc1oPVjOYgnHK1FQvDwgE8h+0IBOwb89qcw2QjIUG2fg4+WlkeI0TwTLpcwCAj8ovhp44bUqIPadqyHtunH5ulFB8FNqOOqUNq2o2FURCXQhTPau+fFSXLgWEYJwE+hUOxoldsF6Lkz0sWv+2E1pjT+Zt5ULRZaNxYg84KoOoBjpes+2e/Rgn9x7tnQTGc1PniXOilKKnlDnU2YAE7PmbeAV2yA1DRxzAK2fN9aw7Sbh6+Tj1xqaYagZ2BkwzxtUNW12/f6xtQ0NrI/YqDdgYOASQ/LiR+i03qhnoePsADKfjtk+jKRPgMkSgnkIzBfDBIbg39LkECAXqymV0ByXUqHxfWVM/KgGaVgCCKcV+deavIR7EfDaglPruTwMU74w1JbfPDHEykJnvVSNHh3hvxidzjRP7Xqkc+wHg3XgU2wcreGGyvwaMk08nk7QyzPdbv9uAjkZvopYqbDRRh/aXY8bTEC5p3tl1hDCfdclt3b9Z650PTH2ZhKenhNARTF826bOk0Sa/LnKfnPvf781zCajBCTwcFRucxikzxskvpL8LHnsh2zO+rzROANBRNsDaO9xYMHvLSGhr0kKJpc3Nxvl++2gNOV8rZo1ocsCyLmCjM6olPuPF0S3gNmLcUAviz8OZMKcQDOYV+WR22CE7Sv2dBONUDMg4OoT5z26lDrVyGy950ElaDY3TvEGrz4JxygVp9kSgpAPnzHgNo0fvAaEUb+DL+Dl+hRgNoHvZEUQ22JdjJhts9Og9mHPBCxg42Cltz4Lo8mrGh2/SmiMwulI7NPPaF4pwqS3tV5noTw6bPgC8xskwDCwLBNE8aIj1HZeTJFVUvd5onBiiLiR7u0RqTHADSgGjgJdy97IjCH9c6wriYe8F6jDVy0yCn06zwBKjrBmO4cP0pFqvTtMdVtJMqYT21/eh8eENaU2FcoZD44Qga76U/WIxCPHNF+Q0sSMcwZJ5W7kyTl7MGdtqOiJMd/owpEA0A7MZ3p8s0YeovX+6anuw9Lkd3g/L9jw5x47VnLFnv6x4CATSDLvzCba4IblDePeW9vn+jHI8cWIJ7p9Wlr5wojcqreW/TTKhlIKdJ6f2zW9f5vIOGrM/3aZ62a9X1UeFGtnUhIb56yxBJwFBtdyMOEyBDIkbaJy/Du2LMk8ZUhBtYI/mikS4beRovHjuZXh/6kwAJv39/qkzsHn8CZzGiUqZ5X4MlDWl1zixCnQ/xonTOLFne8DSOLGI+TD1TkEluy9lSSqIqR7LcOadb/IZ2ryuFs66Jp8V9x36hHF67LHHMHnyZJSWluK8887D2rVrU5Z/+eWXccopp6C0tBTTpk3D22/biU41TcNPfvITTJs2DRUVFRg7dixuvvlm1NWlME35jECSJDS2N2N5cCfeCW3kpQAG5TVOnqZ6/Od8RYvzRZoDbuSUZSgv78aJJ60BMQz8Q/om9kqnYGnJCTDaeJtiXydt5usTT1qDqFyKE075yL9QLn322OhGWEXjg+tR/+vUa5mvhqKnxD6B/fxmvHycdMOAIfn7rSQdbbNNPJwO7MUTlAOIB4KoHzSUH1HOzJLm5CfjAoFnvgetxdtHgWk+takeu2XYaGFpbiBW48SOsK56S9tZgty179hyDlM9Cgk9q+qhNfSg9mcrMvL78EKqGXDlrwnYzH/qbGHeMAzqm4iROP7m5QOZr1WSV8bJzbz4tsu8VzqNUyY+Kl5tk5jdRkgComHvfc4y704zR5Zx5cIr5yDE0FxJu5l94pP7qDeEeE25SYasGJE+VpWVdoE6SBfOVNeG5ph/4mObyd0vgczWGhuxzxmVU+cYZFajm0rj5L2H2l7cDb0liraXzHxl6yN78H5oC94ObQQARDc3Q2+NoWdNg+fzXsgmql4moDpB/S9Xo+4Xq7lze/X4iQCAgyPGglKKVRKwf+R4rDr+dNeZ4WUt4YV0GlViEHRJEVBQf+ETK2Rmzl9NClo+TuwSYxmn2J526K2Je4gLkUq5A08qUFg9vzQu+ard81tCsTqwB7uV3tPZIo9TBvjHP/6Bu+66C/fffz82bNiAM888E5dffjmampo8y69cuRI33ngjvvOd72Djxo249tprce2112Lbtm0AgEgkgg0bNuBnP/sZNmzYgFdffRW7d+/Gl770pUK/SlGgO2qHndV1A9uVw2iXehKmenY5b2kuf2iTbEyE8pA7wglZZjUVrA+Je1n6m1LY77kQX8N3pb9irXyub5tpNVeewSG4Csw+Nqcm4P0eDYdsMx4uu7xHGzFZxqbxx6OrpBwGMUDkg76VWz4mXpdPr0z1WI1TEP+YcSleP+si7B05Ho0Dh4DCLbXnaZMc2zYIWp7b7vuzq1afZlKZv7CPuBJlOsARrczfcZ89pDOav85u3uHWqcBkiS7qWPtNj21K2a/cwBO/hAmuminTy/sqEN+oWOxYRYxYVtoevp7czp90Jljp3pfXROaDcXL/TRmNUyLWQlo4m+IY1HTjmqXGiXtUcp/N+aQN0xFVyfObOtYwP66MCa7Db8jPr479Vg5llhiX1RQ780XpHppFE6l8nNKs1YRQbG/sMACgVc5NqGL2Ir8EN2HCWFMmp57CarMpEGfNzJxznYnQj6a/w7f07MdLJauwJrAX1Od85oNUMAywFIAueWmczDUVP9SJlme2oeH/1pnPOuaMpbskqTBR9ThNXb5ztvl093BbHbYFDmN5cGd6GirdKwuNU3r87ne/w+23345vf/vbmDp1Kp544gmUl5fjmWee8Sy/YMECXHHFFbjnnntw6qmn4pe//CXOPvtsPProowCAyspKvP/++7jhhhtw8sknY9asWXj00Uexfv161NTUeNYZj8fR1dXF/X+0gNt4jjCbWxp3YVVwD14pWZ0w1WMIMGI6W+qtUTsSkVOSWChToGT9bAjnsJrSrI01qZA8pIKZmOotkm4AAPw18G3Xb1JS8ppuz3s5k+fp8KOUojtoO47rPtLgZBcWnzwCq4+fhldnXpjI0+TsB3sJ2VH1GqQONEjt2KEcxieBnb3qvxlVT0JLRSUUOYBIiWlO88GpM7Do7LlYN24Sr+kkFMQ3h0kW7cI7gIm1Mko6HQ9Qq33Omd0hxTWIbZ7Kmn85yznBSfSZ72O6N5lJuDFxSL0ddamOJLr5QEqNk0tbIfv+lgkMpPBxYsY4QmIApw0svMYpbR6ndIwT4bWBqaBmsM+Ix1iTmG5p40KSZJ1BTi0Oz3Q6CDbWby5tN9K8cwqNkxdUw1vrmstaTpd01mZ8nFH1pOQf/P53ME5+2gr23JdKMmOcYkzdTsGLn2lp6qh6qc+gpHlZa1kFXj7nEhwYPsYKY58tZMc46ETH0uBW7JM9tFaZ1O+T6kRR+IBVOmy/Zee5mKm1RDpmYVXYFLJvCxz2taphfZxY/2pNClrWBaxZbSxgrgm1hmdWOS2ZKUXk2ygAY8Dlf8xzgm4/RFXGAqi378Q5eh6dnFNBGSdVVbF+/XpcdtlldoOyjMsuuwyrVq3yfGbVqlVceQC4/PLLfcsDQGdnJyRJwuDBgz1/r6qqQmVlpfX/hAkTsn+ZQiLVwZRiYzSGW62/XRonStH57iE0/N86dH9kJgd15b5Q820g62A8ktYThKL+f9eg/tdrQbg2qWX6wR4GXmYEvkRWGsIIACKhbrx94XQcnh5Mv+nTED9W13IMltEdLLc+aizj5KFxOjh0AAAgppTBMFLL3JMmaWpcxZsl6/FmyQasDO7BrkAdquu9BQoZdVkn+PikM7FwxiVYOW6S6/eN4yayaSVcl1re9ZTJNVzqZJzYPxnTImc4YmLvGdZsJp1jNsc4MYxhzIfYScWsOrUOKmsO5jRBKgCczAJhfJ5yucYMQnwZLuI0U2QZyixaMzw1HRloeNIE/UhHdrD5qdK15jQL8+yP5P47FtXw9TnluGVWOQKyPy3hEXjTAmc+ypl+elWUuo+aK2Jd6l3c3NmeN58Z4peAM9mXZFQ9xz6xcqNRflU50xH4+jix9w+jcUq1j1MxTryPU2amehpJ/e7JR9886XS0DqjEe6edZ9IHORyyzvna2LgTB5UmfBTy1/Jn0jcgBS1MAVafSQlF/aCheO/UmQiHSjM6fKiU3lRPYchaX40T6xPoYJySCXDZd0oyTi5wQi+HxglS3oIqaC1RdLx9EEa3yodxzzfj4Xf25JED/CxE1StoAtyWlhYYhoFRo0Zx348aNQq7du3yfKahocGzfEODt/1uLBbDT37yE9x4440YNGiQZ5l58+bhrrvusj53dXVhwoQJUFUVqoePgizLCATsofEqk4QkSQgGgzmV1TQNlFJo1LAcEpPPJ8tSgyIGDXVyG6aQcuhsok6WCNEpdynE4yo6l1UDAFoX70fpnFEuPyGqEqsPmUDX9ZQ2taFQyNp4OgyouoaAqoLqBFri/WKtYQSGlSEYDKJaGY//lR7BtfRl3MpEZpJAoRHdegawN5uu8yk14/E4FNndJ0ooGv+0BdKAAJaMMVAtTUF15RSoatwKVxoMBi1m0oCZr0gzdNccqqoGAmpq7CiFYRhQNc3qn7N8IBCALJttsOOlaipiCjP/ICCEJMpStEhd2Kc0YFZsKMpUFQpzycS0GKgrL4r9WU30uzsShhNxn3WehKIoUBKh0Qkh0BktSiwSw64xkwEAH44Z53qWwlzHVluGDg0sAWA7bbPlvPqQHLMkNBiufmtEN0PXMpdaHBqChgZVVaHHHeUNu02iE6htESDBu7JXqkp06Lruu+9ZHyedwiob8wkhHI3b2lXicBxnzdooJMTUKFASsj6z0D3GIAm/88Ssh3k3VeXKOv08nBonVVXNvexRr1WO/dugvoIN5+hwgTs0915L9tcsy2isIbnKNnW02PVSOyEse06ZgUv4a86ZvDfV3tAd/mepysbZKGGG4dJ2ONtOvt2aWBQHBpj7r7uMwqDe48LOajwWB7NUHRpRfi6cdXmZaLPnVIauJnbbxOCsPw3DgKIoHHHuN26KwhOk8ZgKqvqH10sKZpwCBppYt1QnvKke0bmzRzMMT3ExZeoxQtQ62w//ZhUGf+VElB5XCYCnDdj5jjnOWOJhqmf+7s/lsL6ObF3WPSiZZ0GcIeKpwd+VznF2nhHW96Bc2bDmNj236BPD+65znhFsGSXoJdGkZmqvxBDE1TheP+si8+9gEHFNBVEVrl4XzUEda7U7ju4PDqNi5mjII0tBCDHPgUTzsWgcUqLP7H3PMhyqpgIwk5ZrCFrvwR6TEbkEqqq6xiIeV6FCN88qSmHoLM1CoOp8eZY28DsjkmDLNv5hA7SIhsjhdmjj7DtN09Re1Zu875N9dK6LJG3Anv9qXIXkkSuLgEAGX68XNE2FAWIyuDR1WbYPQGZ0RKZl2b2cLJvqfGdRUMap0NA0DTfccAMopXj88cd9y5WUlKCkxJ1b48EHH0Rpaanr+xNPPBE33XST9Xn+/Pm+EzBp0iTceuut1ucFCxYgEvEOJzt27Fjcfvvt1ufHHnsMnZ0JyXkyoFDVMgDAiBEj8L3vfQ/UoHgrtB7tcg8+rN8O1Nuao92d1aYdLaWm5IM5qx55/gm7TqZeFlQz8Pzzz6O6utqzv8FgEDfjQuvzSy+9hL17/SP33H///dbfy0I7cOify4B/gn+/J81+zJs3Dy+VfQUA8Jp0PcbuexUYY35u6WnHE3sWAmWm1IZSakmZFi9ejIgeter77cPz7Q5cdI31p1YbxsrqDdgarEHXWcOt7x/47W+sv++44w6MHDkSALA5cAgbg4eAPQCqeO3cg8/9Hl+SZmAENRnz1atXY8mSJa45S+KWW27B5MmTAfCajEee+QPIrFOsz43oxL59+3DSSScBFHit5FNIkoTtGxcCGwF5zllW2RfX/BPxc0YDzB0Y1eNWPzfG9mJjVRUA2Gsigeb2FixK/OaFK6+8Eueea/qF1dTU4LnnnuMLJMY1oGvQQ/w+oqB4bd272DlmEsrVOJ6p+yfUMgkA73PY3Nycco/Onj0bn7/s89bnuKThL2XLPNftqcFxHGPwt7LlwF4AiVekzDrY23jI+rv1rb1YXbsJONXUnEWZcPCbDu/AokU9uO6666DVhhEYUYaqB+wxaz55qPV3p9GDl156CTfddBPiPhrhR/70ODDnagDAR2s+xqxpU6zfOuJhwFQmQgPBezuXA9PNPCJRgz9nXilZg7DHGAD2GZHEU089hebmZgBA7Gxb+JTUuP/oRz8C4CasWV1mTXsdFixYgHvuucf6zuuMiJ41wn6eEF/GKc6wTnGqcczQio2r8c+XXzI/MHNWlVirw6Tz7TYkyfo+ieqho4DTZwEwfV8rKioAmGfEunWmD0JXZRA48yruOZZ5aQ23u+plcf4VVyN5TeqUpCzbefbVQMgsa50RDpDzZ7r68U5PI1BmEubvjtqBcZ0tqKr6EPSCmdyz7Jp/8LEFCDKayq4zbKEGa14oAa4+U4AbbwDYt882oWolPQAG231Oo9H4dN9m0JMGWJ9Xr16NOXPmcOPsN25z585FiFRCTZihP/jc7/kCjn4mTS9Vg3BnYafaY7dx4ZXW9zo1EIlEMH++eU90jFSAU9ya8+R5qWka/tj6NlpHVGJEuAOSCuDF961yU6dOxfXXXw8AiDF7/4Uli/DWm/a9r82cytRuvtv8+fNBZvHWNCx0RlDG0RHJe6YdQNXbwDmX2v3WCf780T/QVZYQmDnOCucZYfeIplzLAPDss8/aQbccd115eTl3Rryw6CXUlCUsG35v94HOmWH/7VCOPf3GX6357SgfiPlPPgyApyMWLVqEHTt2WOU0quOg3mDde82v7oaxsxM9q+qxblYrNm/ebL5f4veHFz5h1XX33XdbZ0Rtd6NVZuH2xXb9UhARRTVNPpnOdstBe7wcY0FLzbVzj3Y2Vm9Ya9W7tWkPtjbt4crfdtttGDfO3Kt+Z0QSLB2xI16DVWV7gAYADfb7Lfz0beDTt3HjjTeadASArVu34vXXX/et97rrrsNpp50GANi5cycWLlzooBU/tP685pprMH36dNt8WJLwwG8f8Kz3pMAYdMoRfN44F1EvOoLBzMDxOEOfBEop6usb8PTTT/uWnTt3Li6++GIAmdERX/jCFwCYlmgLFizwLTtjxgxcfbV5RyfPiFjMO9GxEwW1Cxk+fDgURUFjYyP3fWNjI0aPHu35zOjRozMqn2Saqqur8f777/tqm45WkJgOtb4HMCja5fRhw515nDJBqmSLOSNHLazEmD95uchkEz2GwgzR2lvIMqOtSPzXa401ayLA+qx51Ks45fWOMplaaDg1Obki6GP21FFWgWUnnYV3EkQsb+lTGLU8e6m9Ov1CxAPeUmrKLKbwqnrHb0wlib+jW1vQ9OgmND26ybcsSxD6muql7LvE/c2Zb6XLyFoAsH43qZIsc2D9w4jh63SvS04nfs4tO/M+epjqZQKv4cwqqh7rN5qmbFckdWoCsz+s2ZaJ3aW2hL2zrCJtHc56AF7Dka7Pad85x7HOBdHtrZCNNCZqDKzooSlMWjlTXYfvoldwC4D3sf3g5LPxytlzsWn8Ca5yka44wu3mPMeZcXaZ4PnkcUodHCK1WaldAzODBqPCSQPOjyuFWWnTHzah/fV9vr/nDOoMfWMjGx9GCmDH6ElorqjMLhelsxKPDyqYHGysj5PkFrA70dHZWZDw48WATKySdgfq0CB34OOezWnLxqChB+nPy2JFQTVOoVAI55xzDpYuXYprr70WgEkAL126FD/4wQ88n5k9ezaWLl1qSUcB4P3338fs2bOtz0mmae/evfjwww8xbNiwnPr34x//2JPhchKad999t28dTr+hO++8M+Oy3//+90EpxSNVD6Gbmqrye++9F/GabrQ+vRVNCzZg9E9sqeNQZSAumHk+Xl/1LgBg2pATsbXd1AA5Q3neccN30POcffiN+8X5WPzcG1hfu836jsQMfOMb30i5KRrvW41uKYYhKMUNN9zgycDo7TF0LamBeqQbwTEVMEAwRz0Z13z1GpSfOQIkbqD+V2sAAKPuPMsy1WNx8eQZeCzx98jyIfj3ky5HeHMT/lqakOokDvrLL78cC9971nrunh/ehUBFCahB8Phq2/yTqgbO0afgLP043B+wx+Gnd/8XpKBJzLF9OFOfjGn6JJSdNgxDv3Yy7n3p53h/7IW4snoZ5p1/Fx77+5MIQMZdZBZmzZqFM0aejJY/mWM5+iczoVTYdbHmXjJzVXz/5n/Dkr3Lrc8D5QE44QTzco6q0cR7UswcMw2f//a/4L1l/7TKfunMy/DPEv4yK1VKrLk7LTgJ19zzDex/ZQP+sftdrty44WMwb948+IE1l5k4cSJXtmbJTjyeuFgGUBnOOE4SJEw/dQ5eSHyeUjIGO4nNoCRX1ogRI9L3gVmGpTSAm6NzMe4X53Pl2l/di9imFqyAPdeNg4ai5vgZeOYrF0MNx/D45gPWbxOG2ZL4AGScpU3C3xKfg5I9ZyePPR5fvvyL6Pi7GfJXb45i3i/s/v7wzResv8uDZbjhGjMQiUp0T/HTv93yb3hmn+lbePF5F3G/DQzZfm4yFJw3ZToWJj6HFF6j99X4eRjzs/OsNcvCeZ7cfvvt1nq4ZcnfrO/nzZvH5y1xbneGmBwzZBTuvP4G7mevM4Kt3yB8YBoWh0onW3+HJH7PzzpzJs68/psAgMdX2LmLkuvkyR/ae4VAca2fP3+8GclEFeXl9phefvnl+PznTe3lB5vW4+9O2ooZtiEDBuPued/27DsAfLpzLxA1CXtZCniu4U/fOoiN79Vg+6Q4AJPxmTVrFmbOnOkq++rHtjQ32Q8jYIt7hygnY3zkOHzrl7Px2nJeGs1qfn7w3e9h2OAKhFfXweiM4/vSerucQwvK9jliEAQNgj9+uocrc8IJJwC1WwAAAZlfg+mY6XOOPwNHcND6PGvWLFcZr3GrvW8l5MMSAlN0IGgSrD/+1n8gNN7UXn369kE8Dt6ELMkUKo47emBoAObN+zcQ1cCTa20/HZ0YKC8vt9p//oN38KLHOyTvtWAwiH0jxwMA1k88CQ/tNc+Pcb84H9XbWrH4ye147tMV+P4TlyImdQMYCAD4lwsvwwUzbC3TRx+8Yf2dZN7vvvtuPPbJFo/WE32FDrU2jMCwUo6OqL1vJQAgNGEARtx+Bl5dvMau26D410u/hraFtiXIwIvGYdBlplaNOyOYLSyDn5M3n3oFW5p3AzADIKg13bj1l7eCUoo9b2/Ewk3vAABuiV1sjsc8/ly+8Ss3oP43nwIARv/XDCgDzPl84+P3uPbZAFW3XPE1PB4xJfxElnD3bXciOMLcx0lfni9/+cu45pprrPMhIAfQOeIULDvpZADA//tUhZHQ1H3xi1/EVVddhceqHkYnNbV1P7rmuyg/zbQ4Ye/7CYMHYvQJL6Ch4QScO/BWJHUYGkIAIRg3YQfi5ROt8pJknj/hFbXoXGxq38vPHAFpXCn+8MFfE31TcP4Z52L5BnO+zhozFUFNxtoWk0649957OdrA74xIgi17ijEWJ0bHAADaZwfxxkZTC/rls76AU6+cwZWdNm0apk6dCj+wZU899VTMmzfPWmNSUMbYn9n7lzV7S/47779+CingvvR+/etfAwBiRHXRESyaPtiHp1e/hC2BatxHL8GYMZnTJxnREQlUVlamLMvS+ckzoqurCw884K1RY1FwU7277roLt9xyC2bMmIFzzz0XDz/8MHp6evDtb5uX1c0334xx48ZZatA777wTc+fOxYMPPoirr74aL774ItatW4cnn3wSgMk0XXfdddiwYQPefPNNGIZh+T8NHTqUs49Nh1AolFH5bOvMFMmNzNrkhkIhqC1xBJJG42xODsgIKPaUBZks7lQnnA9TQAkgyBieh0IhBBz25CSme9o/s1gW3IF9SgMu0qdhTMB7k8d2NkLf2o5wSQhDrj0BL5esQliK4Yf0JIRCIRCiW30JBUMIhNz+HLLEvqeEoBxA0CMCVSAQ4K7xgBJEKBRyReShmmlDa7ZqPxEMhjzDzR6WW3FYbsHn6GyEQiH8bZxJPD4/6cv4z1gMqqRDhWmfW6aUIBQMWu/U+psNGH7b6Sg9YYirXvbeUhSF969Q7M3b3N1mfV+qmOuS1ThJkuQiYCQAI0YeQDAYA22aZK49jzBiTQfCGH8GUD4o/dqUZZlbw0TTgTLzPUs9nDolALKsMJ9Nf60kkn9JkpR2b/ChXSUEobieCcoBaB6cSlw2y9KAU8LM1ihxjsPEofkJBAIcUc22zWmFINl+DtRb4htQ7HbYiyr5PPs37+zM1xWAgoAuQ6lIP3d+e9k5hk7natbHyWuekvWyfkQst6hTPa3Dtlm3400da83ZX3a9G5K7rOKjPWDHW5Hde93pR5ZqXRLw2huvskYMkKgCndEgs7b2fm0ntYsqNZB0EqqvkCFR97q3OpCsXzbPvcjbZmhq43xvjZPE9Pm+FXvxpNqDv451W3uwRITuGNd0MyvLfLxWi9hivvV6n+T5qTBa24Biv3tADgIOxsnyRXJqKCSzDTMVM68NZde0U9hg1ZsYM/Z3LWCf8aFQCI37wonzzYTKmPpKcqrzTbLqSBVoI9ocRtMjG6EMCmHMvedZ3yf7EEzMOTs71CAIMncRACiaT18c5zdbJuCxl5L7vqWn3dUX1xnBjlUgCMXjjgelZsTcxFcyS78o5nPBUMgMGpEQtI79n/MRKOHbahzGrG9mvpL7XmGC3YQSY+ZEyfAlKB/chMrBTZAO32x9ryKIYSNqMGXKBnQ7fFFDoRCCiv2e2uY2GEfstmRZhsyMY1AOcJo91/nlc0Z4QWZEsIrEtuk+K7KqN3EGBy1KyftMZgVnoWAIUjC1VtpJR7DoZFLqgFLPd/BDJnREb8pmWr7gOvmvfe1rmD9/Pu677z5Mnz4dmzZtwrvvvmsFgKipqUF9vS2hPv/88/H3v/8dTz75JM4880wsXLgQr732Gk4//XQAQG1tLd544w0cOXIE06dPx5gxY6z/V65cWejX6Rsw5xtLTDqPXIW9hHWD0wY5Q32az7MEGwWNpTcN2KeYTOkGzV91n4zOR2M6QIGwZEqR6lobk40x7XrDIExwCA8H97T5Cpy5hPwiBvp0YEloC3YH6rClcz/3vSaVOObA++LrWno4bXOUGhyxrjNVdTGHiRU+nnlnwyCekauUU5oQPt6AVGqOtcY4We4eNQGrppyG/Rua8NZj6dXnXojFbHV6Cdy+e5Jk8HklQH2lnGmRRVln0aQ03h1q299kkw9HniCcfMpyeZyYQjEfMyOdy/HSyf3GrQmJD0PstcpJNDMTHh7+BJozQhJPzHtPQmxvO+p/tQbRHa2JZ5jnDcPzvHEiWNrBtU2zsGshHlcVZefWZ+0YHudGduHImT1IgC0fHvEtq2dwm7ImXUkzUtYdOSabTubRna1ww+6rU/PPfmJD67Nv96Rqqt7+Zz9vsuqszx1KO7XGyVwyuZvkBpnztSeNSZBlqudaw/YfqaJq+vniOf3+vOB0iI+zAWOcyVx9jsBUjFO83TxfjS4fB/XEo1zUWYO6cixKsk8bnMapdybUqaxUfKNCEsr1nY0mqrMyfOY+8UphIpcy6WQ8GGHFwax5oS0QxN34Pd7F1TAYBliTShAqMfeJv2GhjXinzdjLkuSiFTINvJUNuLQzeQpHHoOG/XIjNL+0HD6mjbmApAhccbSgT4JD/OAHP/A1zfvoo49c311//fWWA6YTkydPLshi7E+4iHGOcWIIDZVweS7YfEe6YfBhKj21AzzBQHxyHGSLZB9NvyK285T/F0B8fwcCQ0ogKfzRrXFSUmL1EaCQJOL5PoDNIDqXBJ+jivr87UZYczMHrOmLRUBnaJPNtkbgyDHEnMtc3h9KQQnlNE4GMVz5rSRK8XPJVCv/vPxNAICm2+vjw1POAQDMqm7AyOrckiVqqopkGLoypRPAcO73QDAGotmaDoNStJUPzKktFn6poOKGiveCmxFx5MCijn+TYMfVALCvwvYhYYlYK9Kdz7SyxCT7XIyqADwkdGyuDcJHOuRXpgSdubipBOxVmrFiuISXTpmEu3fG8bU0uW2yhSscOSMl1XXvtpJmqa1/2YHxD1zIjx31Dw7BQpIMfj9kkwCX6eOq1/ajuzUGbdIhAKZDNKXUU6iRThOWznfSZJzsepf/Yw/OuGQ8XygZmTODI4HTOCf+1pjFbkgUlAKtz+0APu98lumXU0DArs90iVS9vmNpccc4ppslQ2rM2N/S6FbRs64RFTPs4CUBpvGwQZDa8D5x1/gwTk4Bm5Nx9lsPmaxFp6uolopx4j5Jib5RXx8rANB9Dj0CirAUwwi5EgDv+0p1M+KCCh2BpF7CV6uW+T2YFk5FOy8h9H1G9mFqiaR4d8ltV5w2WAlrHm/o3kT6wpJLUC+Nw1/xr/iyUc39pmumqSorrKGQ0LZwD4Ijy7myhmFYVDSlfN4wCbzgJV+ghGLSpE0wjAAI/UJe6nw3tBEtcjemkgmYjItcv3N+kzS1KCXteeGIkng04qiOqvdZBXVKlBKQICG8ut6i0/hDSOclER6Hl8wRf9T/gMsWCTM5GjccuUYS3zOHX8eifdDbYhh85XFcFZpkE2wycyGdfvpSDKpsRvvGO5nSHhJyZ7hkTuOUuQbES7NFWCbMNwdB+rEkhPDSUMn75iGUAoRCYfqi09TZVFpKTOdVr7Ce8UDmjrdORBlCuoR4S0INtAIwfQH2Vg7ColPPtX7TYu4wt77IYDmuad6GGqUFcYn3TUyOlOGYH5ZweuLEEP485Xj7GU7jlIbAZueH+Z4112HB53XxN32ikDgpH4WE784Zhe5EkID/OqsM18eyl9ClehvnCucJhOyx5UgXWlWajOibcb+yyXpPIJsSa1nChndNQkcfrVuh5f1zH6XWOKVlrKiB5DXpm4Mn8XUmGievICMaUy2R/APQ+OVqAnhmZ+vyw8Bx/sGSqIvq5Y81w5H2IN2aIFIk43XT+tcdUGu6Ed1mh5Jnfey62PDvXvn8Eh11/sZpnJj6XAmwffM4pX8Dp5lfnHlrJ+Pk3Ujqnw2PtBoAsCy4HfuVRlwWnYEROAOhkk4Aplk4NSjCsR78pXQZhpAB+Kp6nr8dERscorcUK6GA7MM5+W1rB8GtO4IN6boBl7GxRze5m9BjSypUtr5XVR+LAIb0debPUhQdn+JctGCk9R2BhMi6Rgy8hM8ByqWWoNShTXGaYecHBlowcdJW8++O/AjVWmRTsLpf8k77k09lBR9e/ujknATjVIxgmQ8uoZqzHHNw6wYvFcjAVC9fezrpX0QcBJ7VPUc74U9qE4yTh8Q/+aAEdEoRDBlqmpUEB7Nh0Kn7T64NKa2pXmRTEwCgfPpI7mcvySNlL/NeJG8zHBonltCilKJ5QCV2jZ6E06IAKIXCXPox6kW2MZq8hEmzruvQHH4dSi/6zBIyIeqdW8aArVHZ6AjUkk3L7OFMJOJpRhU1Yt4Sc6sO/ntWx/HnKc5Q6iwBTcxIlkfcebDM/jBlmYmIU++Li7DMkKNPhCOUJS7yFwW1mCbmy7zCnZMpe8aafea/ZAClI/0Ls885JJcZtyfJbmItg2S6aTUJ6YjZDDqZ7BEtjSJJ0Po35x5rVtNgwMzH9/SUEtTLY7lyLIPrzNPCrs+6/e1pGCeP79i9l6UBv+n7ltlkqjUmgabV2vtMLokCMPvbmUbQkjS9da3hxH3n1CA658/PPJStTyEGDA/fOKcJHJvA3MmgOX0iE3+khO7K02div2KaYa/v3o0L8EUEFWaMDIL99YcAAO2yOaZ+flypTPWyPmKc40qBbUoNZEgYTWf4PEIdjJMBlgawhH4+9E/yJ7cpqbMhu1pV9xb2se+vgmfgqivG4hnpW3yV1iZ3CObA01yshkuWekcv+MFgjHtpJgx7HsArK9O9UxphFMntDigmCMapCJDSVI8JeuAsx5qv6YbOEQ+eG5Z53PAVC/n10R9JUz0a1/m+W9ogxwMefWOT3UogONzTgEUla5ksUvbh5vSp8aqT+pkhUgqiGmh70YwgVHrKUMil9jbwMjkiOi9VSv67OLgJA2kZztdP9j0ruPOGGJzE2XD4Ar1yziUAgJc6uvBVAijMHMXAmwyZj9ifVQDdy44gpuv485yruHaUXhxO3QxB4GcXz46Z04witZ7MHyp0fBDchlscZgNtwRD+MvsKGAFvLY6bcPJf55zGCUDjIxsR7Yzj78eFMKdZB2uQxV5PhBt3b40TISwzxIPTyoI3XfAcrxxul5QaJweRy5rBZdpSLkuKShIMJh8eqw2SKEltxoQAqEHB+JM7tNvez3nt50x9nDreOoCuXTXA2cdb/fdE4mtDSU/EsMxPsmcax5QTUAo8caI77yDbU0KJQ9CQ+T7zemPOpNU1D2l8nNKW8MamwQreHhtANGgTgpG4nUdlQH04yU/ZbSX66TxnkpJ+p0m3Mxy5Hx3LrpOQbiDqEUDIzTgxPjopCFhbG5aGoEzDfCYDD7DnsKEZkJzz5bcWUglhAfSESlGqZRYi2pmTKRqNYnXQFG7OUVUEuMRAyWcIbyVDdbDJuPSEvyh1HpDO10iz1ll/tbhf8nCmXtUhhGguGwon7DND4hO9sjQXeNNAiUoZmTBnC3Z8qI/FQy9q92s0bZFMwZoSH61uN8c046Q6sn0nwWYUTpbzgzMzdzZlk5m52ZWoqioM1twqhcSCPax1wwBlJFaapnEHm6qqnAr9hZIVuJl8julDeriyeCdgqGZ/SczgtWCGbr6Pc0youWHYVjXWzwMUO9rNkNI7MRWNGIPpMBDb2w6i8FIWNa5CUVUQh0qeat4O9/F4HBKj6iFhjWecCHXNoR5nJDzUlPYerj+Cw4rpwH2+fjKSmesBPjM3e72omsZLjSWT0JdlmU9YGwxAjce5aGcxqG4pH/O3qkjofOcgmspiIA5paYDqoJLiuzbZKDzOLN5dHFHvDSNFGVsTlD7jt5NuOKg0ufr89pgxiIbcNmFUVj33s5HilCfcJU5gtMbwlykhPHFiCR49qQQ1TF28lsjcC4FAgGP4WcQ1+1mnWZXTx0l1+Dg5oWk6FI+58z9PeKiqypel/gx4ch2z0YWc86aqas4MMds73TCY+eLPQMAZkCMANRaHLAVAJbfWgRMiMeeUc+ydfTCoe78nEV5eCzKSJ4yoZLjKE2KASgYfbMQwXFohsw5mrD18owiIL7PPXgUxNQ6VOZcMrl72DSVXf712hMEQM4Yz91aaqSYOp4fk3mDB9kGXgAAFbjsv6S9ia6lVzd7Dgw91ASfz/pLJMfDSJKqqiphz/ycYTE3T0FzTjea6LuB416MWA00pRSlVEU3YwzdIHRhJB0FVVRCqg4JYkfVY3zTV0Lh39MrdxM6XF1iNk9ealBLfswEWYqqZVPrI4OEYGIsCMVP7lXye3ffskEng1311SQh/nX0Fhnd34N8SMbaS54nnWMfjKC2x/X3YxKHxWAxB1YNxMii3mGKGCjApCqKxGCpU1Y4oDMDQdPd+8zl7dF2HoRucUDgaj1rPB4NBSxvHmiqqDqsB2cNkMjmf4XgEfytZjglkGC7RTndYygC6ygqGKMc4qarK0QZ+Z0QSPB1hg2U8dEPtVb3O+56CX3tJ2oBdA6qqeo4R10dHvSw4P1pKU5Zl+2AWT09HZFqWpfOTZVPR7yyOacbpwQcfRGmpmwg78cQTcdNNN1mf58+f7zsBkyZNwq233mp95jJ+OzB27Fjcfvvt1ufHHnsMnZ2dqDBKLLvkqqoqTNMm4lyY+X3Y4BBOwrKzsyMZxRa6oXESq7ZX9mAY7EunqqoKY/UhVnlDIqg2mvDh88+jupp3jkzCGd74pZdewt69e13lLo2fjuMw0jSPY/q4Yf0GvLl5KSpICb6OOdwz5njaB2Bjewsw0fy7JxJBe0cMkIH/lX4JAPhx6FXLQd04z960f/zjE4hKGkppEJh7FYAEgcNonAxNtzJjP7xgASgobsZcAABxRBbUu2NY9j+vAJedan23csVKa9xACVavXo11i1dytuSHDx/GE1WvA+AzfrPs4csvvwQ6+wy7LVnGvn37Ehm/7XKh7jAe/t1DMGZNtL7bXbMf6oklACOIZv1otETEp6iHeik4+ABaSTuqqryjTl555ZU491zTL6nGkfFbqrCTQOo+jq6Nzc1AZbKM94GdScbvz110iet7Lrs9BdSTz3OVAQCUNKGqqgqKFAQuvMr6urOrw7dNlths6+wAMA67BtmTyratn2nPhUEpXnrpJdx0003QfTS3r7/+GnCe6d2/adMWzD3bznuiG+xFJaGjuwsYkajbY4wXLXoVh95odn0/YsQIfO9737M+P/XUU2huNsvpZ9v5q6qqqlBZWWnlxnPa3bPMfLgnjAULFuCee+6xvnv++edxGUNtVlVVQT9nsud7pwSlHBG+bft2fPiGmYlJuvCLVq+S4z5M4nPFLHjoYcQkDUhE0462lAEDzWirPZEISkpM9cTixYuxbt06AIA2bABw2uccHbE7EYlG+TXG4Du4lDtTKYDW0Su999FoQJdtE6XVq1djyZIlrmL0AnuNJ2tmw5gTRUfjkBUArnE9y0raX174MpRYD74lXQJd5gN8wBE4xXq/i8w6zTXGE2T7Dxyw/jZcTjKpOafGxgZgtB00Zs3q1ZhzwQWefZg86gu494xS/O+WGLywYsUqrH//FQDm+DuRJER1R7JYgxJUVVVBRgC46Gru+0gkgof+73e4Qp2O0sne51OyXk3TMCDYinaYuaReL92AU7XR2Fv1EQAgNHg4BnWYdwPrm7Zj105UrfjE+kxnn27/DZPYXfDww8D5V3i2D/C+ZSwdEQ8E0TBoKMpbu813PH+KVS6iaXh3/368eaY53j9e3I1PVqzAxrUHATjOCJYBIoRb95smnw0AaBk4GEhk63v22WdRV1eHUUaly2/qicefwI9+cpf1efG7du7A5559Dl1ywpxwjr0nCOFDxa/5dA1wrj3HL7/0MjrkHvzsp/9tfffRhx9hbc1ma+0SQjiFGis8efPNN7F10xYMhm3qvHr1ary0zgycdPfdd6MiERyINb9v7Wzn3i2qeAjmEv1+Z91SqIqO/UqjyTgxe41Sij17dlufDx8+Yj6VoB2qqqpw2223Ydy4cVbfvM6IJFg6gsXevXsxPiFr2L1nJ96rWo8bb7wxQUcAW7duxeuvv+5b73XXXYfTTjsNALBz504sXLiQ+51dF9dccw2mT5/OjfNDv3sIquRgdDiFFHXRESymaCPtgBqEor6+Hk8//bRvf+fOnYuLL74YQGZ0xBe+YAbM6OzsxIIFC3zLzpgxA1dfbZ4VkUgE8+fP5wQAqdB3KcIFfJHyWkoRCtspvQVDdMmQEUEc25QaxODN9MV9vs8WlvqdOoMymEiXQBHgpaRe5jNNoewitVHNwJrAXmxWDjn6wvfH6ZcFCTjV4KNmsdHs0tksl9EQ5JXt0JrNS88pmeei6rGhyZmDaaAWgwSJM5nRAx5Rw5iPakKCFAl6+LbJudtBxxiTOF/JMzt3ThOabDTxKcqOIIPwzdiFXL4S7tHEWDqrSBXpjMvjlPg3Cm+JE6txYglLP8bJ16zL0UcKCUSm3Gcn3IRs75Aqqp6fJmnDEAVfvqACq4e5c/TkinCnbRaUibO6nGIc/AN5eXkGpjfVSy5pg1vbqd/Z8AsDzbbtseY40yOfvUop750jJf7/0kUVuPCygYgwSWv5Peh+P683ZsdPd2qcPHvEg22ypA1o+fM2z3I/mV4GQ5Ywb7pbIwGk125ZUVR9rNudjycFOccbozCaDPZdQ6zZaKlk+xCpgSD2BNzh2ymlnG+auz+8xmnNGwc8eufoq4+P0xtnXoB3ps3GpxOPA8Cb6vVoGuoGDLDrSHjSeoL52ml2LUnudTehczBO1nk/uy1KNfbI9SndC/zue0Kog8B2lqOOf90jRpHaJ1OG7Mi9xgguH1iH2j3tiXqZuXOMezTgwTj57H0+OAQBNQBFUTFwYDPSh57JHBQU3fDw/5NSa35yacfvF78yEpVwbdw/ka8T7EgKU72jED/+8Y8xaJDbidapHr377rt963A6YrIZv9OV/f73vw9KKR5/4PeW/c68efPQ83EdepYkEhtq7IHGP19eUQ4kGGTdMGBw2gaK90Kb0SJ344jchnnz5mHZ3/+BkUP+ivr6k9DQcCLiVMM3vvGNlIs3mQ0akHDDDTd4mup1/GUX1H2dAAAStZmxM6dPxy3/MgtGWwxLHnkNmmTgXN3UYASDQW77DRhSaf0dCAYxZPAgNHV1Wt+xDsts1vjbb7sdFSMr0bFwLx5iGMHmcDu2BmoSn2xG6D++/x9QggpaHthgjlKcl5x4HUMzzj4H+7a8Zf0+a9YsDJcH4YXFr1hlJowfj3m3XY72Z3dC29KFpt2bMO5/zudm7NqvfAV/b2Aku7KME04wx6OLeadRQ+rww//4Id5Z90/ru+ETxqAz5EgGyVSuJRKuRkrchD81SjGs4XR8d8Fcj7fjs207M37/z5/ftv6WPBymAWDIUNvUJlDew/+Y6GMmGb9p3H15J59pf2o7tMNhwMc0TpJlzJs3D82NrXhsX6P1fUVFhWd5gL+4KxLnQFiKAgmJJdvfry9+0X5QlnDDDdcn6vDuz1VXXYnHW8z1eNoZ07jfZMaMiUoSSsptkxfJwzTj/KuuwJSzx7q+d54nt99+OxY9uB5N1d0A7Lxi8+bN48o6dzurcSofUIE77/w37vdvfOMbmLR8G4gk4QczylEzZx6uX/Kyqz9pITmYxtZBuGLGpTjr85Pw1Cebuf4CwB/vXM49/v1/vwPSoBL86cfm99pZ9jyXlNqMw+WXX47Pf97U9i1avcxvyQAASktLPdclielo+fV6OEdrWMP5rn20+rX92PLhEegMEXPKlDMwc56bmHjuk0+tvylMLS7LuEoywciWC1zPgfLr9ep/+RecMXkiHlu7CwBQE2KS2jpM9ZLv9/iKHQAA3cPMZuKkiUDzHgCA4RJOpCb4R4wcyQWHGLWSIoZ20En2ur7zc/+K0PGVeHzXAa8qLMw6bxauOu9kAEDTfWtcvyeJNqdfjywrmDdvHrraevDoTtuCoqG6C3Smgis/fwXCb1f7Mmadi6tBvz0+cS/ZhfaNHI9T6qtxz6W34mBLBCveNfcVJZTTOB13whTcfPt3rc/vLXuT6bOEDYtr8MPf/gd+t36P77sbEoUZPkji6IjkvO0aPRbPf+saXP3RP6zfIpqBSeNtbfizpR/h5rO+jCuvvDExTsy+Z4SwssSfb7e993fr7zWBvRhCK3B6y1gAo7HnlE40HDI1uGuDZj7Hn95ua6QB02rhkWdNTcA3b/oGBh1naiBf//h9rn2WlZh25jTI1DBDkQP4ype/glFTJ3CX8EUXXoRLJ15ljYEsy9CZ5d1Je/BBaCOm65PxxS/+C6645At44qGHMWx4NTrax+CM087AN6+ZhSfvXIYw1fHa7zbi+09cyiX8LangmfiI7K9xmjx5Mo4ctnOsOU31Jk2eiLNHvonS0h5otSPRWTcRiJoRJOfNm8eZsM6aNQszZ/ozHGzZNYF92BaowWztJEyZMtkS7x1//CTcdN1XuLLTpk3D1KlTM6r31FNPxbx58xg6j18XrNlbEv95539CqWBMxGvDaP/jdq4NJx3BYuUz72Ffg3l2U0IxZsyYtLRBEpnQEUlUVlamLMvS+eXl5eb50dWFBx54wPeZJI5pxinTTMGZZhPOtqxlCsccbqFQCDFm8nWNyU7ueJ61OzXDkfNO3skQk0eUVoRCIUhD3saAgW04ceBqNDScCJVqLnM8P0iAy27d+o2N1s1ocORENua4pGJ90LwwT9PHowKlLqLPJdl1/c58Zv4MBIIIUBnxLa3AmEFWgUicNZekTPkA9x6uSICeEhdW40QSdrT8WEiSmSlbr00kz4snEzXaUBTJpXFKSufaGWm1HOhCMBDkfA3iijsdH1tXMpJeT9BDwkwVSDSz7NzOjN9RZl788mew30tB3rnYkgRnkMVbZZLJfjJwDqQxm6xnlAEhaPDP70Rh7h3nvKSS+fGR8tzl2P5SrqxtG038GDnmYpYdRB7h/pZ4qaVHXS2ailMymLtgMAhZCkCiXApI17inMtXzKh8MBrmxCoVCaTUDfuBIegmIdhjm2cSaqibad2nYpQBCwSAkmshyz50R9t/s/pYUycU4OSXWXutSj1BsrZTx9hjbBI0AnvtIkc0xZxNaL5q/Ebc96M6H4vRx0gx+LiRZh0Q9tDGUf43O1/ZB/q4tECKslsghQXf217Q04L+TwGqW/cPne0GWJEiUX8PO5RF+8xACo8qB6d7CF7ttavX34ZPcATKSd56zT1QCgpKCztcOAifb/Y+rGla+uh+zTx5sPu9zgMSPdCGyoREVM0dz+2HFCWegvnIY7njzEIbLkjVOhkG5dBJEcpwXnFbTRCiQ+q6NyTpeKFmBU/Sx+FLoQtfvMjXbYBnbiKZxgkQA2Ny4C1NCZ7qeJ1xwCMr1l7VKSAocTzJMYQ1rcdE8oBJBw0DQ8S4BhmZRFO+7xqVxkoEAdKiJ90k+xyb8liXZVRd7Fn8Q3YQmuRPvhTbj/MCXISkEo6esxojx29HeNgYSvcI8Xyi/7tjzxnCsiYjM52oC7DNDdtAlnHYrkUaktNSkAeQB20CpHb48FApxFiusP046bEvMyZrAXlwqT+Z64BwfmUqQJQVSMH3dkVX16F5ZZ78DvM9DlnEKBAIIsmU8aEgnHcHVxWqvKElZ1olM6IjelM20vDDVK0awDBHjW+WKqsfm+TEMPo+T13Un86Z5+TLVYyP/GYzGiXqEiGWlshwTwZAFRHJfvJzJFSe2plAPd7veV/VJ5Ekdhzd7SJtVu8eNeIQjZ8/PtYF9UJO5IFKY8xBCHcEhZGuuWxkpsK4PAAzKSaJVEDjJBeLBOEU8GCfiuDSiu9pQ/8BaxA90uso6EVd4fxwvsCF/e6N4d2o+l5803fo7MCQhBfQxTUj2zRnFKFWkKj7CWWJemd9j+ztQX7UW0d1tfHAItl0PExeAj+bnIvIc/dbSME71WmZ210lMK5N9ZgrobotBdWj2+DxOmc1gzvPMbTcJ25fXYcuHh7kiO1bUwQuqTuAXpCp51kR3taH7k1rre+9w5AzBCwpDJziyux06o92ncR3fnlWBD0cO83yOr878nhXuxHt8oi1yBLUETePnQpINHwsA6lg3BN1LazzKuUt6dNj1jTP/GV9fai7ZbfrpXU5v9Pb95fpBbY31347zIL4txsltLtT5fg3iNR18eRlQY7p1zvox/FSiMLqSQUl4sujACNMnRWLGyNAMjnEyXAlw3Ux9OqukJqULESmODcGDnr8nzesMJrRkRPfwSPO5g9h7LMPo8RwiwRK8cs4lePHcy1yWJ1zQNR9fWGoYYA1ONUoQYGgQz5yMlHL7QQLvmxpzpsggFCVjjuAdfBEYGnVFWWTrsfrhuFN6ZLeVQnLdsLUtDm4yfS7trjqCMsickEo90o26X6xCeJX3+ZYJCCgfztshFaKEou6Xq1H781WchtEPHf88AKOVvV/c46U19iDG0Aqu88mx3tKtcxGO/ChH0UTVc0QsialxLA5uxlgyBGfpY6zfCAgnnWYTyOlER5DIUBQNhEiuaF9mtD4FkhGAkiCG41TLS1S9iBbDIbkBE8lwkJh9kGiJqFlxJpqQDgMa3MSByobD9QjjmbyMDRBQ5vZrX3kYxqdtjvDqFCoT1Yww5c2IYBQaDAQguxgnHcQ1dnEuGhKFYRhcFJgtgWoY3TKuUc+ALumQQC2/Ly5kuKrykdyggOgGFEVGdyAMJBLu6aQEqhqHzkgWYzBQ4oqqx9QtmRHeIh5CTQIJJ5RQtC+vRsV5Y9Dw7BYAQN1TGzHuf85PGVUvxkgivW3LJWjM5eQkOqwLJ4NoOF7EW3I/GRXmmg6UtwIY5fmOqqpCc4TT9Qto4eyrTsy1yb5h/VObAAANf94C/QKG4YVsRQ7z0zjFdXYfOEKkc4S7DPba8upuCxMZioXXeWIYGiaUuNddsuyr89cjfprOpRviGEiKjKLqGWlUTqwJThKUShzlSmQzGt3HL+0CrrdNdT/423acMHM4J80FgM5IFMG4YjGr7HLRE2Pc+ux28ywYEULJcZXQ0kS2IxT4+OVd2P5xLU6YMRKXfst0/I93u5lVAsknqp6eiKrHmGCCeM4ZBW8VoOqOCZcJlwOMLczOU1wmUA1v5ow6fOZSRdVLjkWqqFbpuGSDULDWfToIApC5cX7w5CAurE8fsUrVu8wz2udOSu435/1AqYT2j6uhKg5BmERBDAJN16DB8I2ySSQKapgR+AwacPGWyTshGVWPaITLw6cSwxFVz+Pd1NShvokkobukDOVqzJsuoeaa0hlBWFQ3XFwQhX1uclH12A3jiCbpxV/oidHSDANrJ5/CNROLRhEcbJu0sWdE3IeuMghFZ2scSJA0qqEiELS1ikl6LAAJHwW3Q4WO69WTITH3L4HkK+jRdR1qPI6/0H/FKukCfEQ/hwW6GSmNSgZAZUv4zDLBmiOkd4/kZpwIlc31w5wnh5VWtMrdKC9vQyCgg1ICTdNhJMhq3ZC5YEmNL+0AjenoeH0/tPoeDLpmSvZR9STAICq2G9MQhIaTdT6qHtUMGHENBiiirWEEBrvNDrmoeiDcniDg14WiKGj6w2awK1pV44DKCHU1zUUzpYqUp7HBkYiIqnfUoVii6gG2lCgZ0YQqFIeVFpyh2zaw9YEO1Ac6rM2/36iHJEmmoyoxINMYzp/zIjZuuBpvYQOnoTLrnYpAYApmzX4JgOkI/3weouoBAEqA0fpgfC16ovXV+7uW4/2q5dz7vVZq2vjP0/iIWTtbFCCh1a7tqMTe7oOc5CypcVoT3IumrqFWFLc/b1sEO2XENYl/JWgJ4kOSJLSF7fIPPfl7848y4CuxczGQYZwkScKRQCv+ElgGNqrVG/s/QElJGLJsgBJqRcNh+7cjfgg7EnN3lXwWxhCTMo2p9vr621tvIn72XCDxVVt4FPbt24eTTzsVhtJllatvH4D/++PD6DlrLpKBEXfVx3DccBlseoyWrhHW722RkfhL2TIcofb4J6HJBlYP/QSrP/gE+ABcHahaljKqXtPEk6y/27qHwJmeIx4vx84m3Yoo3NUzhIv8lzxuM4mGc/7MOa7vuYhnZUB79CxXbhcA6AgPRlVVFeJKAJhjR9Wq7/RnnCLxgVYakeo2BctCOwBqv+9fypbZ9ffMSLo+oTtSaUXV80uo+er7S4GZZjS31Zt34opz7XdrDw+06oqp5TgUtddIV2wQ4Li31+zfhKa178IJz6h6WjO2l8vYTW1THzaqXrgt7nZkZzSb1S2lnlH1MGk6V1/HqTNca4GvFC7iM9wzGEC79bkt0In4aNNngpKrLeI7GbluiDybe/6xhX/GADVmRdWrrh4FJIKX9USjGFJpmtisCe7Fzhc/AgDUVg4HzhzN1cMS9K1h4OO9LwOjgdYjwJqq16zuJyN5JaHqJSmj6mlMFLhoRZ1ntD5jzhet96SQXEx1T3QQWkZ5RNWjvKZzibIX6/ZtBMY6yjnbM0KuqHq8Ftb8e3/1Id86YvGBKSmF7dVxdAwbY0WG3B48gnPUiVyZFyaX4oXJ7rvWiWWb92Lvx6u5/rJI8lPOGERN4cH4S9kyqEoAgL3/iQRoRMUjH/8FKAP2xd2+goBJgFOdQNM0hKNDXHsweRaEYEbVM2IGNIao3XCgiZvvyPSLrHMqOdoP/eH3wPl2xE8nagaMxTuzTsGI7nYMYumIZDREQ0NVVRV6zj7fOrdiRMfOul3ACaZpniRJ2FK3E1uqdgLgzwhWA9HVPZTrb9OU0wCHhdpbJRvQIndjf3wMNhx/LvfbH/7yFH7yk/+yPr/+/pvWffjkK89a30fPucQaS0oIujuiFuO0bMdeGKfPsu6L5956EdJbwLz//An2KQ0AgEXL38LBl2usMWjvHIp4IGDdoSyN8+abb2Lz5s3YOMuMXHhEmogl+17HkqoVwGhgaON5kIgpEApHSq1+7enh92AXGeyyxeqODDXXQB2v0YtKGs469RNUVHRCJ7dj25FdeD/yHzgwbAzOO7QTQVJvlX+m+118SZqBEXQQetY2YNvAWnywchn84Iyql6znvYOt+POYnwMA/v3g61heVWVH1aPAPqURy0M7gce962aj6lXLLfigZJs1jlRyR9UbHjeQ5NUlScKDjz3srrQMDG+VOqoeCwpyVEbVO6YZp6MBzrCrqcopihmKONMs7lGoKWmfbFGvtIPGMusv4JD8cs7rbmk2ySBiFQvLdC4NkuHIzTHzboMCWDzjHJQoUfwryUwiwT9t/8WZJ8qy9TNr8pUcC8JczF5Rfdgx0xJSFlXx2tK568N1n4AQXO0ZRGXLBH5mFSz8fZx8zFNStceuOUlCBHFEFW+hB+/jxGossh9b3s8F0BVWU5G6fCZ46/RZaB442L9A7lNkIV2fZOpmKTvKB2BRiHeGbisfiL0jx3Nj4AfiETgjiZ6tzaAjhri+Txulzc/81KOtdO/sThzr0R5ThZfGyb8NfjyplCIOoU90NhseZ0kKzWwm/mxskfyn/LSRNEd3v6HP2S1RTp3iN74UEqiWjNiX/oWNmM6ZZjqf4ccssw23ffApAIDmgUMQj7jv0WT+JtaEO2LokDI0uWdTHUhZnFvhEjeV4ExCS0Etc/GgT0oKp+kYgQSF8Pee4rSq8Ohnun1YpsURC7n945y1WH853kXz9EXzb7NDqkQEIUwyOkAIxeuJ0PAluoaZNbt9n8t1o8QCtjUAkWQoBUiy60SmJtxm2SzqNXKnTfoTxzTjVAxR9RoWrMerXcvRLpu23ffeey8+ef49fFxtRrFhGadhxgCcVhmBdsbfAABHVt6JGtoAQDZtrBMXxLQzFqPyg9/gnZLN1rP33nsvPvjnv0IexEZ1ollE1YNvVL2Hfj3fCuNsMIzTpSfOxnnXXYyugy149IUnre/HGkNdUfWOG2Fz+qOHduLE7gnY03XI+i55UJ+nnYg3B+2yvr8+eh7KUAoVOlg5RFLjRCnF0AFtAMzcF1+PzsHQ8yagYe0BKIyp3hlnvo2Kii7Urb8Bczs+x9V1xqRT8UTA1ER066oZVU+qxAvv2fkPRgeG4l//699R/3+fQoral0FpyH6vr11xBRZ1dCAp2hswqBVTJpnRv1gCfMSQbtx54ffw6oF1SIotTxgjYWCAXz+DB7UBOA4AEBrYjeO1Udg0wM3YlckybozOBQCM+8X5qL3PlpiP+8X5vlH1KKH4+ut25MBBAzvBRigEgJKSCCaNtPtVUdGBpMkhYB+ibDQcrbEHakME5WcMt/aEoijobnczLcln9iyvwa+a2tA2vNtVBgAGDujED79/F1o6WvDMYdsee3ilZ3EAQKgkguT4jh6ioVHuREV5O5IJxW5OjBkArBhQD8CUVpdXdOOGL93AvZ8TX7zkArwYNv+ecTqvBawcYL9DMBTDgAqb8BlQFnbVdeak0/GD797q+t4rqt4rv12H2iE8oZMuqh6LccNjuPNb/Bn2jW98Az/9xI6adHN0LlYx4+GFoKxCd1wvzsTFg41B+P25vOYZMCPXfeOXs/AXR1S1r172VZw2ZST+eu8qAMDAsxqRjPkYX1aHcOkAhAPAROUkfO6CSzHwwvF4fsX7+KejfpbwGjKAYFiD3YdkxLyadfV4Kt7OPRcMxq2ypQOCuPlX5t9r/nkAm5cc5gjasp6xuLPq63y7BsWTq7banyW3j1NFeSfXnyQIoZzv0Fw6GedMnoI/ukry86soqiuqXjAUhVO9MGH8eGAn72uWRElJD8DkBHTi1EkhtMutSK6HyuAEPDkh5AoykQnOP2Mybrzgu6A6weNrdrl+T76b4shXN2xAB26OzkVrMIo/Md8TmUJGED+Y8010LTmMZ8v2wCtzDpEooFMEg0EES6Jwvm/yLHirI5HsPU64sO2nTRqC/7z9FuvzW8sWI2kPSyFhQlDC1z//Lfy+x47IlgqDG8z8R7c/dBEeX2VqjyoHtOKn9/wEr6/4wCoXJRpOnRjAO4nPlFKMio7H6TMuwHnXTOGtNhizsMGD2riIY995/6/W30kR4tXxs0EBPDJqH5w61lu+ejP3+cpLrsKMuhZIlGJl5QCMmzYJgBlVrz1xxlJCOIbyvJMnYkWoC12JnFlf/cJXcerZJ4IyTOMFp83C12+5CY+v3mX1u1spQVLtzJ6AX/ziF/H5c+Zi6Y73rDYvnHgOLvjGF/DkncsAJnhWZZl9L4+rTG1CCQBlFR2glOKsUVOxsXGH9b0sq/iviocAAItJN04ecZz1W3AUwaT6Iag46WW0tY3B1T13g0TtdmeecQ7Ou8S915NwBuNK0mlnjx+AFxLfnTN5KK78+u1c2ROMUTguOhKjfnw2ApWlIDEd9b9eCwAY+z+zOUuiSWQ4bo7OxXOlHwEwfQXn/T8+ql79i/bsU0px1x13onRIhUVHDLpsIrqW1Fh1AKmj6r3zyCvY2L07UR9EVL2jDcUQVS8oBzl1cygU4qJwGYztZ4vcjZpAK8Yn7LiV0nbMmv4y6utOBlWnWxtLUQwoDqIqFApBliXLvwkwGadMo+pB8o+qx2b6ZhPKJiPiOCOd1cvtLqKPOdMgSeazbJGkdE8B/70sSQhSxZG7QYIG1gTPvmQDkCFR4JUSkyj7t9g1oJRi2aCLsApz8IOxixDsUCBRYl38hJGKSVSCoiiusbCisshB3t+K6awiyZx0y5BkeLrxS2bIdc5HRKIu0S+rhVOVEPYFGtATOAFOUFmy8h+FQiEuF5IrIo8sQ2rXoB7uRtkZI6AxzJq35JnyObhckshE95kIN02PmWNfWlGKsqm28z3xkFSGQiEQQvHfbW1YPToEyybQ1Qtg0W834+LvT+C/T0G7sYQdkSQYkoT24GDrO3acnNopO6qeNxQ2SqJTW+qQRsfY/eE1xjLN6FxJRtXz+j5TxkmSvKPqcZ+hpNVCyKligFtlvCuRqALJUFy/6hQIKnaELC7ClQTE93fi8osHIK5I+EADhoVCkGQpjWSXchG3ku8e9VCcU0myysa77WhWASWYiKrHamc9ooHpxOGfAcSdPk6J93fCDCzD1C4l81q5n2f3o4TUdxJJRG3tVT4ViT9jv3veAISD7o1XGSfoLEnDTCXOCT/fwaTgzql1kCSKIBRXmHIiSQCVoEDByuAudPhplBOmepLE+9AkkTwLpMR4G3GdS1wMybFHHYmTz64IoPvV/cDlgz3bdyK5BthIfIpEXNFWo1RDQLH7u2j6hfj2p7XYsrQOF15/Clcn6+8pEYJop4HKEaaQhX2VF2ZehhHhDty2MbHPvPrnONM6LVMvCarH2gfcyb2pBCjMPOuSGWEzFrYFSQokhIJsXYQ7i1naKRAIwJACGMAEGOkKqp5R9dg8VoZH0ngXEs0EnMKAoN3/JhLACKZeBQQDRm3BkKF1GDq0DsGtAWhMf5WAwkenyxAytcfH8Lgb5MTJEAqGEAiFoLVp9v0fCHFzlyzLvqZnVD1QjBx5ALFYBYKBIEdHBJWgK79iqkh5nEJcRNUTyAmSm1Zi1aKGQ73dKdkHf+WklQgGVUyctBXxmi7EDtkSUs9oXw4qMpu7MlUSW4V1Lo/pkCQDsqxZGjBnlB3rYmcTwLIOiomvqeO7JqkTrRKvcUiSE85X4R0++UtM1+2xCesRgAIvSt9CtTQFSweZttwyG/2HCZNtWAE5+BbVmI4P/7bLtaPYUgYlvKmeJFtjxEdtk0B0gws7SwDEovylzwZriEvmhlcVj0OPvcQdkx7tdmuoGh/agPaFexHZ2GTlhzLr8TFr4uYpczswrY7XrjgdvpOo3d2ORsmb4LH7BkS7VNdaS2VKx2oINEnCG2degJrgJJ+yjHketxe862ctEJxjzplrSRLicsDzN6supI9G5teWVxdTMj0ZHgrpSikZ2KGk6ocWN+A0RosaBha2tOORqyvRVKlwnUhGr4orZqVrEya11GNNeYWKdqI9mpmtO2Cf32mjzxHq0MJIiGuZmTYnM/wkQSTKRbPkO5R6drg0BqqGjqYISKoIXBnsabaEF9MEAJUxjwSerr4lIrH6vFvyTnCZDlkJsB13jWxGZdvddAB7lQZEJR+zNola0WGJh6Ysgjh/H8UJNEZIoTv64xVVL5d0qGxAB5kSgFAuIXaMaNx0N1YOw/Ip7uA5AKBz4cgJmqq7mF/t37rKB2D/yPE4JDfhkNwEr13iDKNPDJv20EiPs7jZvm6AMOOvdkS5cYo7I+TBGaXO7Hmqfaa1RznGtzHorU1izxY1AyrY18STESyGQDnhnwwKKEz7ebJKc0YmdPzIINE3hlFKF2nPr4vSwHqcfMoKnDn9PfcdkaXQhb3naQbm+cUIwTj1M5J30sCBzZBlt/QvlY8TJSwBQLn12664TZq0mPNgymzRKkpqvx6ZjZQV1zFj5uuYc8GLIAmCzy88KQvCSegS9TFnlSZJeKNkHRaVrOWeM+TkM/y7OCPl2KCgzGEcNVRu4/fIEhYHN3OMk8HMgXX5UWD06L0YOtQ2b9nxSR0ogHYpbJVje0WI4WCcFGuu2UuVwGSYDU6CTV1EMXFoTABvHyeags5/5p5PXOWTUA918YyTRxkJfKh4Z5lUK8x53nqZgbYcCcPQCQamddpMEE7OMUrRAz7CoYTGSm9tllmWDV3OMlHe9RPKa3ZZcASwQ+PkFbnQQOZEfEZIQQf7hZJm8dHIAMIeuU5YyBkwTqkIfC1ucAw/AEQ1Hf9VXY+OAQreOLfCMa58e1HDnwDnGSfvPrTF3QSXL8Empfk92UPX2pQQU53pEHyEEwbPEuwK1PpHjMwi1rSuU7z6f+sZgZAbaWujNJNSiGewjpP716+2pB+k3znTpvBEO5EASszIr4A/s34g0ASimtFevebg76WfYFnQNtEiqg6dYZwMJ8PG/S0lyuQAlnECBYgzTYXu0tzqsoyRkwZCrQ2j5dnt0BrMMdEYgaEEmnbKloS2Ykloq+ce6qnpRHRXm/WZMgyD4XP36lQHmHWmdsV4xonEE3UxtAAhrn4Syf9O6tnbyjG0XYo3oyyxzEcGGidqb3K+L8wVrVCC9sYw85kCPukq/EBiOoyu1KaDrKBSc0nFPN6FXR4eGu5USDJaUrltYtqx+BA63znIFHI9lbJO9p7PxUe4GCAYp/6GJGHo+M2Yfta7mHraRwB4J3nD0BEMRTBi5AFIjk1ICKsN4ImANUF3hnLDYU+fyZKdNHkjzp/zDwwaetC3jMJoskhctxLAGQEz6a1TRe/VPps8ksDUcLGEE6/JYJkMs+4VwV3cr36MEwHlpKsxovKSa0nGYaWFO1hVhtFKSpQ0UouJJ23AKad/zNW/xTiIV0rW4JOAaZfOHlrR7S1gwxEbkmKpJjgSUJJACHFpnJwXOp8TxqzXSyvkRSxk4uxJDWI5/DrbY8GuKmeaXioBPZ82oGdjU9r2DI8wzEv+bBIrw6KZScqcUviUGiemr5onw0JwRG6FDsOTSWXbdT3Lhdd3Esxsv3mNkzfjlF5Sb9Xn1SHn3Zrq+QzauPusMhwIeWvmkpAyYJxSrUEtbrgYvJhhC3AMx821ozLIaZe6VH+NE98Hb3R45IFLyxixa9+jqFO4SgHEUoTL5Z51mOodLlGxuds7wmm6kefeQwKi3ZqL8Pct7/l7dsEGUoGAItKl4u0/bvX8PUk0OtdOTNLwSekR3HLhFL5vksmMpTNF3K3U4VC4DiDgzt0kXjlrLt4dzZwBKq9xcs+txz7OJXkSp3GioIRy/VOhu1oKhroRLFHQ9IdNiO1qQ9OTW/Dh33ZxRL1MaUZ3AOC9h9qXHTJD/3sQ+UZMR+1D67H2V7yPom4Y3F1kOLWoCRM0dqWbFjd8P92Zq2zEDrRz82L4aBhZ4amWwbz4WVIQRuPU0xFBY7WteZMpBUCgIpSxsqnu56tQ/+u1MHr8zwV2r2pOhj3N+U91757Iso7KwfVwsvck4W/G0mLRrS3oXnaEa9RpCZQKBiWoqGhDaWl370yE+xGCcSoCDB23DQAwZEg9AKfGycD06e/ilFNWYMKEbdxzHOME3tfEK7Ieddj5ZnJwTpxotjl2ygp3fTpBdEcrZ6oXj7EHacKMLgN1LCvpphIgKTGcMvUT5ncfVblE0S6FcSgRUTAJjeqorGzEgAGtDrk04dTVMSPmYJzMdliJuc6a6iWI+x7SgX+VXsCP8SjX7nrVZFj3BBJzyVwMsbowRxgbUCwmjj0/CACiG+4ErY4hYKM6JQl7L8bJkCi+PT2GH5/aA1DgoNyEv5Z8jCNyakdlqvGMk680nGVkne0ToP2VvWj/x253BB0nQ+GxTpLjU6qnIVqTpjqOSz6VvI99H91j3FYFduPd0CZ8HNzJRUxz5uLx7A+bFNiZc4ZjeCWoDOOkeRHcyMycK9GYx1fO9rOUOuZwuSkZyNedGiUWWtyAc3Rjhr8k9q5zBuPdcrt8g9oJgDeZtNtl5i9CMERxD3qnR1ROv94m/cfSBUNwmR1JEmKaQ5vvs8wNYnB7e9Epl2F70HsepTRR9bx+TZVPJh0IJM88QE4EPBgSJyilWPHKXhxmtBl8gYQm0fF1S2A4njk+6JoDKpnMhqXJ8r1HgOZ4O0CpZ5nmQUOwZOq51huQuM6b6rmYC36PA44k7hmCvTsVJE31WMbJrZEpqWg2z9KkUC6iY8cndVjxui1MzUTjlApaIr+f0Z3YJwxHFN7XCtoYwViHGbhKNM7XkshOxinRX4fGyXkvpGLk1bDKaQJ1x9kVANC9vJY7J3UlPRlsJ1jntausxika0QHGh1yiFB1KGb4tvYCH8BN0kx68E9yIw2nuXQDQ6r3NHQH+TMuE6eOiSnponCgoTp26DGecsQQTJ2/hH7WcPQlXnkVPPMpYAqWnKonSibPPeQszz31NmOoJ5AiPMNssoWIYhqXBGTrsiKOcMxEc4/wpuTeIQWUsx1w0YwQyWeDp0PzkFrT+ZQck5tCMMiZVNBnZztdUj2UibBBIKBv1MQYNsbUUfur5fYEGK9ADCxrqwsgzt2Li2fxvROI1ThGicjUm2+GcR5lLMfn3HmJGCGuWbHvyoARuLMz62HckHNGtSwzjJPHPEINwCXAp3IQmF5ZWKkdHWYWndunQgHJsHTUCyyaOxsIHPsXS0Faoko53Q5vchRkYOsH/Z++94+04yvPxZ2Z3T7tNV1ddtootyZbkLhdkGzcMppmShFBDIITkG3r/fR0INQnNJjiBrykJCTWUAAaCMRhXjLslbMuyLMnqvd1+7zlnd2d+f2ybmZ3Z3XPukWUnevlg3bN1dnfKW573eV0p/8bgdZOgevIx8rqVF8LXFCsN16mitNJpOKP5HBEK6Wmmwg12UOF9i7Vf8nLKkT79M4nQFbX3cyIrVXWa5KWN0jR7WfsqbXgPFV6S8R20RlIbbLdFoHpZn9RtqFkjwKTgwHA0J/+sK3lTE5ESpismKwgnwPldskI/PtzAjv1jmmPlm2595CA45+jeNYoVFUVh19xL1REYCOqebAxmjRD1jd4za6b2OJ4xHgFIOUuxUl8ATm2SYAzkWwVOJf1OddcaH2oaNZNYuVa2b66cjEdPSBPjMAL0N33UNw9h88z52F+ZlToGADYPnAjP91IRHVWi5bpZb8IlCXHD8JFJ7HxCgK4p5z0yjWJXtQ3LSfgsFGHESZi3moSloHpBZCp9KS7oBIRzfXRCJ5rjPBpeK4Kai4aIAAmUUCXMk/qmR+QxxWJHa3KMLscpnYMmrN++L30XpuhBp1UtDP9yi7QONzWOk7RE+UITOO/8n+LkkwNDwbeV9Z0mcxQFcH/36QCAh8n5uHPiUey2juDX0bqrEikJ75AobRIpHDwxIqcaTjxwJB8mowmEWLC01BynR6xt+G75d5g+PVjr5s5L6NPH1+zH/i88HDZIuIZ8R4zUg3E9f/56rL7wByh3HUKWkEqi1x2POB2XtoWnKlIKSruggHGF3IFxc8RJxbkf+tZ63N19Dr5C3oX3kK8gVMXbbrM/7qK5IwjP+sLk1GgIhlN4fVN9HnGrryz21B6Hmguik0ec7drt9e5RvJ98Ce8iX5O2313aACblODWkBSSaUKWIk1hjKTw4TZbB8eI+J7VdenIie9h8WDFrojidMRAw348rkAMhVj8F1Uu+/xjpwffPfz722GmKaFeYoA/t1Csv7sEJDP9mG9hEMvF7TVcynIpB9VJhMXFnppiS3TkAq2rwQCv3VQ2ZojlOriZaULcdrJu3GJNOSYo4ZWHs42OkiJPaJrHdFE2SGE67HZnuPTi++DgtwA2RqeNqoZ45CcU6yagyJIj5ujqo3qSXeLDLhKSUw0E3gYvUDaQxqmyozUmtgg/fvB1jVn6U76YbHsP2Rw+hb8cIllaUaL7GEywqlFHb6l5d2ab/OJ7PUuPP5BTIiuRF91XvZyJmyWpT3I6CwQtayoecRkuFySERtTOr7pQonACnTrp4cloNv11xHh6cfpb2uN8vOgePdVUAzo3zHBDXLkaz3pAUdE6A2771BLjPsf9LayF2Xo84eMsFXfjzi/sLtVkUX8xLYgw7HjskGXYuWGrMU65XSLnVnnGsjVBSGU0ioWSEviS+SddzZQchld+1HxvFgj4x4aWiEtK83T+KRy6eCXdRsK75ng9XmE9V98vM0OMijh2vQI3IaAxYfQ+hUhnHvPkhnbYw7Dn3AdFwYr60boyzZKyvt3bqPFqJKG2iki6UnNdUxrrv+fhx+X78tPwAGlGephRxko9/0HkKdQOccfCHQYRylExil4LoESVq2UknPwzbdjHv5DuNxwIAJ8nc6h2YQHN3vkPlmSbHDadjLST+TywSq56wQEQG1lM4GQcwS/JgcupKTHokNIyq1WEAHPX1h7GpvCDeT2mrHD9yG5s7EyVFxNxONhMPKg8hRrpFLvCCCJOmlM8U/itCogwwmGRRl5/mQFe3cEwiu6wjeHJ0R9JeVpcmMB1Uz6WChycyZIWLVqvD8c+0OSXC6eRJ3ydWzJootpERwPM8+CKGHkCzruCPNUquuGjEbciL1nCOA/+8FqO37cTgTzfjEBnB49ZOuL7sVTX1F9E20lH5CjcKj2GYQBp2xTTRAc45wDkqM7ZkP0NUNDiV45RxjhT9S7+kW5efi7uXnombV16gwCaFvw3XFxXRg9uHlfuKfYKgTrKLNeqUoKfWHMAv/vkPmBhpKsfq2qJAXVpgPgTQckJxUWkVqnf4kLzAqmc3hbykSEXJi6Q82n0ivnmSQhvOOCbLacNJZ0Ds2jiYeX1RvFRnIVKbs8T3vdR3yzJ1kjvo3nH6OXTR3qLCNGuYvlX5x8SrkglSF44rET6deb0Qtri9J68gKvBUdxUB8s08h0WBALfpwkUyN/o0GHvNXaNwd41NGc0RX1cgD6GM4a7/3JAynFRDz+LACRNpQicmQDg5iH6yKCjxmhhewhfzsgU9ROyz+3cNpwwnCfYcQ/WSYzbcuwfr7totP4dwzi3Ll+Be62L828I3gPscDExas8wUUYJhm1FYO3W88M6m9e+Bb4trAQGjwh19F76hz9/jbMTImMIQLDio0hEnEutyIlRPfT5PKF8zGbJYSo6vnLlcl+Lxy9IaxRGfrOPBE7a2nnCh1YM3bsaBf1kLX8Pu+0yW44bTMZYnGzvTjDyiIq9EnIacXnyUfA7vJTfIkSqrKTG4EMJx0kkP4dzzfo4FCwLcqlhhOoDyTWF6F0avJ8QcGnCxF3OxCUvjGVAH1VO92FIV9vDfHVgUbzPlOEV4fnXAN51kcZFOpTygIA9lkjWk1xBFE8Tkdk/w1EVQPVEheeS8OXBmB8aYCpuQomoKVM+HDRZ6FNWIU9NX2bZ4ymOto83ViUylnf7mjHFwN2hBY/sIbiw/iHudjXhifLtiOBkiTmJQSYUfiPvCW99YehDfq9yNw+ND8rE6JTdamN1sFrfoqVqB6jHJcEq/y53TAxjm/r4BOeIUvoeh/RPwDAuR+J4P7ZHx6uI7aiK/UKguqfzmr63DjvVHcO9PN2eeC0AL2zEeq+kfbVV3z7PWgUxdu1n3U2N6UhkTKQikyNBl18Nj8tv+g0WKUs2ByZIuF0BjcBiSrUUZH27goZu2YWxYji4xQiTCiyzxNfQNzGB4Cqmv2jbr6NizDKdccghujkaL4vP8spE+83Fk73gKYhVJqyxc0VVM70qUSYpcqF60Z8JtyLlyBMGLiKMmbcDyNOIKdPU0dIaKDjWX8BQSpUyAExoaJxQV32l+THiw2o3Bard2XxRxistpCGRMYsRJnGOfelyOWgSukeQ9DR4cxy3//rgUZQPhuP9nT0nnievefppA5bnP4IPJBq1pjAifx7Xyc+98SrHgpDUAgN/jubgDV2D36WVU+4aSa3IG3xbpyH1Jr1ENjMO3PAVfdHyJ86wScVq05D6ce97PMX/+E1JOsac+n+icYelt7aAHxkhd6i3RXz8tPYBvVu5Aw2vN6BEd/NE4b0rU+M98OW44HWNZM5Fmv2OS4SRHnA5Wpse/CfVxBNOD/AurCU4Y1uF0bMZSEMIx/4SAaW5hmPBHhev2TdtfyGwaQS/uwcVw4WBy/WEM/mxzMPhEOKGwpNfRwAfIl/Bx8hkcDD3pnDH0T9+FGTMEWJ3HFKNCXswfc5bg78mnkvcgKZeK5wyqwkdQL1mao4O/RS+0x30JChBHnITJv24LC4FGC72NXIXbTl4a3lk1HNSIk5zjdOj7G0LFVIR2AeN7hqTr6OAwRZQV8ZmC9qXFnRQWKh7Mtw3bwX73iAQjMxmvan6aKByBZ4oheYAjNIgcbDy8Tb6OltggwOJ7uYZTcN/924dS9zeJ+C38HONFijKFx373Y/eh2dD7NEVChlRumgLjyZMs5X98WFm0NO/w0F7Zs5lVa0t3J+a1Ho0opN7mRJxUo1eM/BLtTZINbik0UgokH8e8I7FTmYNpoHq6SB0zGM4RmxsA3PzVx7Dv5m3Y/tVHUsc1lMiJSeFmPk8/im0iy2jd0PUzoXrZErmS8oSzfAX14M4xTI40jX0jLoBbMGoa2xS9+ayek5QGZASZEafgvuMKfXvAaov4ZbUc1TWISFdPOIdaG9kjaQeCFRtvHEfIWLw2ioZTEHHKvvcPzr8SPzj/Sria9+FSP5jVw04psYgKK4K0HihkEHvtYen3nqeGsPH+/diy9gAI8UMWYa6sz3KUShTuMnjw0RQNJ/UYzffRwbRV2Uvm43MnvAfrqjPx/8h78HXydnybvAUP950p3IvDE3QFCyxzrm1uHcHh7yQU91LESTGcZs8LWHoXLV4jGYMqZ5KkBUXIHY/hJmctbnfWackhkvZTmDoFkXKcgr8HaeAQ3DO6Xzk6u2OJUL3oWPdgcebYZ4IcN5yeCaJ4Z0WvucQwo3iWtlTm4Z3k6/gcPoKnSjuwpdzEp8nH8THyGW3I1RagUCtX3oFaT/5i8il8El8m78WP7T/C4W+tx/i9ezH+4D5JPxNznCZJosjttgNl1/c9nHba7Vi+4i709BwEwFNebKkALCG4r3S6tF9iNRNOTRYFJeJkC4aTOHlRmfaaAxi6OYGBRYum6GERDad4gVAU1P1WkHSskkOIC8NPBsYg5zjZ8McaqD9xOAXfGnlsr3KdNNtT8YiT0IcIMOGU8ej8k1APq9I/+Mut0vH/feZF+PeLXoK9lTKaAozMNB1m5ThxAvywdC9uLD2gobVV+kCW11vVGFJXInAIsPF3e+RrZpyTF3ESRUzIljz2hnWx6cpeU7mtrUmWk50ViAb95PNrcNcP0g4a7b002xpuOzlOBe6V8WBBjpO83xMhs/AxMSYbHZaQQ9MIFY8iEaeIyZDGzIwApzqoXlpMhhMBi7/Nvi0jOKtmoVuxkTkIGsZ6c8qxLK2E0ZKeAlhiV9VFEOWGAsjOGcqCrgHBGCvSp4sYE140bqh+LmAtRnSid+Yb6vlI966Ng/ksMwIcravjTI3+t0C20IJMCoaTxXnKCaNj4YyWwvvsjfhJ+X48ZAcRG9VwKtreCQ38+/elJ/G98t0xNIwpjtTDZBR1NBW4PVNqM8p1DaO1vD7exHnn34jnrP4hQFzpHF8DTUx2MhykI3AhOPsMPVNyXtF8gx4Ahsh0POnIOcSbsSxpP2OS4UTA4OfAAKM8caBYZJ9SmRNVhZhLa2x4ucNDR7DHOoKnrP2pkjSR3Irn4834T6ynp+lvnBWxzUEXjByexHc+ei8eu2NXeLhQ4zCMPnkHixd5fybIccPpGAsl6aVNYtVjTWG73EHv6TkPALCOnAnL8rC7lPYKiKJSBM+em69M7SEnAgAess5L2jQiF42VcpxoQ9iefoazzr4Z8+ZvAPeYbESI1a01E6OouEp7qW4jYqMguJ4gJIg4zZu3AXPnPgnm+hh/YF+8O2HVExJUhQJ5UR6OCdebhuolv3918vlgEpObHSy4PpMmQwaCpiV/K18bcSo2fElJhAhx/Oq05+CeJWfgtlNXAQAO7pQVsD3TAraue+fIFeh134VAnshVY84jPm5ceRp+cuoSic0wuB6U37qIk+aBNMIJwYv7HJxaVQhUMiZ8NfqXJaYcJ9PVj4isbMprK2rwRiJF9OoevCEhj1Cl6tU2iOGx2wVGzox1Tne6WqS1Y5LRDrfuY1hhu/NE6l86gcaE3C6nnPTjyItcBNrlRXBfGhlOHLA0UCfdvORxPEn34lFrZ+poXzGqfMUY4CBohpELO65ho38pHk/nOBkVfF0xcfkAYX/YtkzDKVsxCt5xgYhToWNCMRwazzYFAzqccPhgaBQoRNos+VKRWJ1E0KIJuMp2SIOvU1C9O/4rWaMpZ1CDdh5J9/HIcHrcDsb8I3aA9OBSjlPyX/VPVeQIQbiNBrWzDg0dDk9P+s9hPoaflh/Ad8t3y1F9pdAsJ0SuiRe2j3EP5fIEbNsD7TqcahwzzNXc49hlH5GgjKaIjKhKiQRIeaK+pgYSx+LkpCs9IyfZNadS4rEwb8jLXPckqJ66UxjGu8P8S3GN8ML6duvu3IVffSWplfYN8n/gExtfpu+WLhetyaKWutnai810n3BQeiUX5d6fPIXhA5O46/tBX5YNpzDitP/ZZTgV7zHH5SgJgbSQKcX6XHc8HppqxIkKw4ZanryYaBRGS/H4907bi/HhBn7/o01Yecl8zF/WX7DJcpjfqR7BsqX3Y8eOM1Af7I23R4sxZxFzHMVezMWixWuw9lfbAIEZVspxIul1UZwMxUmvbpexftFSLB3cluwHQd3SG04cACN1nLzkQQDApgMrwQW0UxJxEu8h7OcMEyNNHNk7Dgh2RXSPwKBiiCy6rAXUhxV4xCiV2sgIgWupRgZP13EqOClLeUYkqEkCADsG5gA4AuZzDNEm7u4bx1XuABD2uAZRjZD0/TiUxU9p5AG7F5sHAqa4pufDkU+Wn8eU48RznVoJZDMDFpc6R3ielqB6khdVf7z4LAwqHKs1EQ3KAzc8Am//BKoUmGRpw0l7viHiRblvVEJEGW8cncTdLHKI9Y6HG66UDXdXUPxKlewE/CYtbjhF/SDqxpzDEPHQQfV8fPD8AUw6cp4UJ+n8J7WODwcSwwkePJhhm0zD9mbq20XSy1LngMFkjeRFihjJhn/GxxUxnMI+wajekItZ9Qp6VBghuMN5HJOaCKIqDWrDzaln1SwxwKWYhELKQhCXTnjA3gyO+YXalycjw3UAfeEvouQpBYyp6puiPIFbb50xF4sPBlF46dyovaFkkoPoakJGYyWC6gnz3UE2FB7DZQZShZCKE6KN3tfHGok/lHqK84sojivhfI/hgCPnyqjvpgEXT9g7pEhd0YgTgFQeboNU4r8HD4yhXBacrIQqDKzye0zB+n2OH5bvxRip4/2NM1BCV7xvD+bhVlyFl+KnUl6Tpyxbou74wM+34IwXnCp9PjeElt/5n6FBPkc5X9EpGpGOSTh+i6swC/sx7GyG7HzJHouqA0l0BUYGd+1sfZmAZ6ocN5yOsRAQjKAHP8Cf4nLcEmo1LlauvA3Dw7MwtLs/1s/V2JQtGE4W9WQcKiVYg1X4Bv4af4N/xikIC+gJQqmPu3+4EZsfPohNDx3A279yRbE2h961A2QYD9tbsHT579DTcwT9/fuw/q6Euc9jUR2noJ3/gb/EreQqvJZ8E2ffvQf4o+SaMoFBWuSE3eQ571p6Nnb0zMeahadIx9etJFyfgur5Hv4DfwkCjkuqg+Dj8mQX3CE5pync2vU8PP673TiyRzacgGBSpv1bcPZp92DP5jPCe2seJhQPNhg4iEUkJTIwnBTvtCbiVBRHLxs2mv0+x1+dw7FlYAEe2rYbCCdstb6FMf8iw3AaE4oL5uk6uvwxHv8vW5JcN+WaOedFkhdxEiOejJCEAcpwvJSbqJK/tOiNjtQNf6yJjWN1DPZbmDnhYUeTp4tD6l6ywetKwcCURHjd80w0izGYtSwZr+H2vnQUQ1ISSFrR13uRW4AZRlFvxkE0hpNO8fc8jn19A6ntR7otbB+v45RuMVE9HXGqN12gKs/lOmE+S/Ub09ySV+BYVV4BwGMMMJAi5PVX32cJ3VzmfQv0+3geNOSO5Yw7VRiArdYBcDI999gGdeDmsI41nRBORuScjCDiBBwYPIhH7e0dM5yY6EDjJGVQBjlO8tv4bd8K/PR5Nfh4AZq2g20Dc/Fnu5Fm1RMlY3L2NA6tyVIFTonG89zup44Ac7rCawvtF40cyuVoKCGyoh7u2/H4ISxaGp3jKQ4WM1089xjqKlJDOfSh8gbstA/CQwK5Ewvm5okJmgsAnLjwhXfMQHIdctL5PscYCdAhew/tR8+iZF75FD6FETIN2/hiXMq3J21X5wTpW4VwZcEZ4OY4wcR+4cLDNitI59hVmYt/J28GAPwf/ASqs18SxdAmqUi5yLrIQMoWei7uzHh5uuQ4VO8YCyHAd8pvxK3kKnyEXAtwwOp9FNMHdmPxSWsBK4HlUGVSoEIHtKy04XQd+VsMkgF8Gh/D49ZOQPV8c4qRQzLTU7KP4+avrUvaKU6H4UD4efkh7LaOoFxOWMPqQo5T1LqIcedWchUA4Efkdam6v5LhREjKyeURC8tX3I6lS++VJuZd3YrLJJRJK/EAixPtt1e9BMOOhVvIi/Ab8mKMdcsTPbF8LFr8sFyoT1D+fe6HCfnqQkPwnfJdGD5tEn9tfwtPnBK0K0tZYMRCEx5gEUkB5qBSInzwDOkcpyz2J/ncRFSPJRAoZVsGZgAAbp+bTNasqhbn1EP1ZGIPRdkVoYnhpD7plLC/ZxrUd6itJRMekudFj85UTayiCpaX8y7Fd81gCe3S30H0iBMC5fu2ZjhF4+i/1u/Fn17chb8+v4bdPWFERcXFa5sTKptRzZXw9roitTqlZLINqF4hWFZGxKmpUeRU2A3LMDbc0IvcCgtbNCcFOU75BiigK9AZyFevGsCl65+KKcivX2LhNRfJXlVGCIbHgvk3MpxMzhCf+5qIk3751uW3KkcIfwfHmtghg/vkGE4sXaw4/756ifuNZRpX4XGFnUbRv/mqTmA4ZUecGqHhNElVqB4BB8d4o4GfnH0JDtHOeNCZndyHgUisbUBApa3OeQdKfZi0LTRDuPq2GXMBpPt0kWg1AC2/ys+WPg/fXv0ijIQ5TnueGhbaJBoPwtpJ5TVMrU0YozYIw524HL/FVTFBhNQek4HvMbh2dpT3MA0iUjI5RAtQvax+Ryh8oWmMEGnsWOVhVFZtQdeMfalTm5MeHv7V1vj3+CF57R0h0wAAG8hKaR70VaNE+FiRzibmNbluthNMfHs3ldbibicgGBu2++Lt6vyim2O5x7D/+jUYvHFzurIA9bEOp2MrTsIkrWOc6nXQZ7IcN5yOsRAQ7LaEopecgwsdiYiGk+IFFYP0KlRPoqQlFPc6G+FCLE4b/NeUuzgx0sRTa0TyCGFwUODI6FByL5ZMPJMkaW+UucOYj8dwhrCdhlGEpMHyBEBSiwGjBDNm7MKcuZulyUg39XMAk7SanCtcu2GV8fCJCZxwuNuW7sUIxYknrlcmfEFpZhyWpSt/Gyik/2b9DQDgh+QNxvaJ4tk+wBVoFyESBToQGQbqAlIUqpdWlETxDZTKrJz2kGuPk6KFcpue6Do1uU+oZH5z9Yvw03Muw6aKDG8yFeEsQqfNCcF/nejgm4tk77+6sJjEz4s4SYYTxX//yx+C+5reicSqB/iu/H1bkah/rhlOHBSD3aFhoBhO2vEQwZ/8aNQH99cZTrorjLsm9rapSebY0CzGDSWqQYiZka5JbHCPGeIWehFznLT5drqIU06dqIl60MZvn1yDa6njlcQMWVZkOMEQFWa+po6TaTxmNklRVoO/fddshOaRQxR1BLRiTOscPADi5Pf8GHR0PYLxUgX39J6fe2ydllAfz1bivNBwaiiGEw8jTk9whgO9+dGtouILzlIGCpaKqNAixJHB+QKJUyvOm6w59Ld378auJwcl3YODwyMB/FwyclSoHlWgemE38wF8jbwD/07+CkNlO0naitpjyDH1my58Be2aHiPhGBeeqZWIU9ar5oTBt8R5X444bTgN+GL3+3DjigDZs4XuhwcfnHPc/4steOrhhJ3u4V8ltSZVEVn1olzOxqSHoQMTWpIX0bnj5aAHxLF+kCawx0wmVs1cPbn+MNy94xi/b2+qJtsRpwufJh/HR8jncUvpEXyP34XJyeOseselBSEgkgEUjEyBmcVu4ABm41d4KVxiSZEf0fKn1AvhK+FlNB3dEtjk/h6fxK/sF4MaqmaryioB8KS1B79xHoHLfBweORLvY0LGKlciRwDgchefIR8TtlspOIkvKd8k1QCxNkORfJdJAXusehtZNUlEHKrKjEGRgiyFrC0xauKH0QM1PB38QxUCjjzP6KA1Dr/hwxOMFwYi5XME10FqAmqnjpOOnE4lbYikqSwo5jpOZsNJFC8q9hke/3ivnBCq9VzxcGLOXecJPrOigt/Omaa0uZjkLZ5yjhPBricGg+vn0CYHbeA4vGcM9bFsAgDzvUPIhaAhTZbT24KLa9oT9qW42LKhr5raNuEfHY9gViUZ3XsdF+C3oZ5qFJc42P2R34MZWKS07YkNp+gOSps029L4feWcDK2WI4HoJsQ9+r5Rr3tpqJ6pHxlqICXnCX8ToIsCo79XyS0K3CcUlgGfko4r4jCIDtFF/AAc3juGxqTXgrEA/OzMi+HSNDOcKk1SRnMsu683S4GBqUKpGUFYz6ozMsMODVpbnEcA35ENXJfQTCp5UbhKziCCSLLOy/hunuvhZ/+0Vhqvw6Uq/vWSl+HXauFwIo/r38y8HONELFQfzk+C0TxRogEbX3wMMa4xbsMFU5wrapQ6+ikVwG0FqpfxojjhcsQJcu7sveXAeH+KBEx8DztbcI/9JHjDx5E94yDCc1NuXkd9YVfEqvefn7gf3/3ofRgdTPdfsS5WU4g46R7FNNbF5qgRJy1bruDQU53zh0rp6NXOneb555koxw2nYywkBUvj4IJCQ6wGrsF1+A55M37bewVmz06os6kwofg2ARN66JJl96fuJbLqbSAr8SPntUbDSacQ/M55AjusQ3hkzxNyYqkvTDxCj4r8S01P4+UgXJm8BOVeoxV5YjqekiyqCgOVJkN1URepp4cqNfys9GD8exS9WIfTpQiDJ7DucB7QDHPoF1jVi5+ndPyusgF79xyUjEGfAI87u6TjdJ7ownWcpON0UD1xBU3+blLZfadbQIOFjGQeE0mK/MFO4B2+y/DobWkvG+dBHY881cAY+Sn4jrycdE814qRbgOX7ylrJjz/7ML714XsyzzFJ9OyiYXmoGvS/QnCbCK6kRBa1ESdN0ya9o2M4mRwgBEHSuyrjtqz8ZvW1qP4YGy6en0UErF5RggWPZcMYsxiGORDnrBBka7G3f2d9yvAw5npktih9g+UVK5NuOLcArsap0851gmtFUVH9iB8damDtb7a3wKpHMFLTF3FVpUFKaExk93W3EhpOGsdWVHOuE3JRt41eC+CWbDiJdNdAoJg3C3rruZRfVLwtWSREtOdQ2LZknD08cBKAACIoGU5UhRkqjrko9UB4t77FUzkysuEkRJnrTUyWVUeoXiTHaIFaekWEE8ATGXgJkch3JK0lfNaN9l6w8eDdyTQfBM26fm4R4Yc+IRg9Usd4yLQ6fEDsC5HDTIg4hYaTBeDFfek1z2g4aeC98S8O2HYdhzADd+AKuMpaKtak4ozDo+lrHTp0SHvfZ6ocN5yOsYQ+zvg3VyJOsJuokwB29iSWo1wZF85NjvOIIy2sVjmdBKhTlNRCa5H4Su0WcWFv+q7kUZ9kFdyHCzGOLlh2ct/IO9NkaeWFE3UBEBVTDSQGDtbhdDyJUxSPaboLB1DAdOQrEleA3h20p2OYJu90P5mLT5OPY5T0CccL9KacgTEzXQFVJ5U8pcMC9hzeJ8MsQdFQPJqex1PeLhPWO3UPiRxDA9UTtDtbKKoZKZ9lXg/vZ4IG6VmOUvfhHvZuHtLue2rtAQwd0lCS8jCqkrPQmxb3ogpCXr4Yl55RJJ03RJwge0mBoDaR20wXds2TyAgbaSb9dLyUjjjtfOKIIWcxaEsUcYrGg1qeIDiGoz4uj9dmmxGnt/CvZO6fZpvfucoWBQATlgztdDJqpDRJGd9f4BQ2nAHELngdEQug7/++n2M45dB8R/NgNDeboHqcpseWKYKTlTsW3SM5NrjGtlpZfzCKRJyKRXZN13k3/zzm8JD5LRo3xk/LMXakUdxp1MLn94iD5mR2X284UcRJgVKHTLMuy6+NWFSmWUSOOBFIUDAgyCHNKrkgihhxCgrgir/NkhkppFGUSLiClJclGk7ILoUQwzSTa3mWrCsQixnnatd1MdYjG05q2yOQvbjdzWCzTLcxYyeBZBQwEGldEnWD56z+UWw8scmIuU54TiA2hgCACFEd0XDyCMW2RxOjw7Yjr7NwvJfMUW4IyZ1hE9iEoFYbwvz5SRFeUzRPXP9SESdSx+oLf4RrcB2+Tt6OX5VfKPWnSsNHb/TJGJdKz0QOm+OG03FpSQhR8mU4h+cJA4YmhkgFsmdJjKq4lgUudMiixAG7nxzUblcjTrK3BNKk+4vqy/Av5P34Ij4IuyzmOIVt0yRQczAlypKtfB8gc/Bp8nF8kvxjvmJALMVwkru5aDgN075cvHzdFogmOAsK1RkMThH+FORK6IWEsElOCcDkOBAHSY1M3YRdNFdGjgilWyRC9cT7NEJPXBUTSbsUIeCFoXoHdo/gJ9euSe4l7PNcpsVKcwReqnzlTX/fotAZvxW4BmiyyBuaJT9L8vfQvoncnJHUtcLrDdUTw2m0HCosgtH78+v/oD8/guopY1o18oEgqnXrN5+QtukcH0XkCtyCMjd7wyupnJ9E6poclzGajEMCjqqlRESVPnLt8gpun74ARSXOATPWJdI4dHg2FHDNLduM+4JxzsMrR9+CGOa3dOFPM1Qvs0nKARwPzbJx3SmLjEfnGSlFgyym9p6P+zADB8JjIuPekONEOCrdTnxXkgNTK0oiEUmjnp3PN1EJURSKAyoyHhk6W49GzGniIHAd1XCiuXNjfC1V4S1KDpGV36Lpq8TRG04qHbnpWuKq6VH5HmudVfANESK34WK0qypt63TEKbO8BZAih5BZ9UQHpYtKZSzezHlAiiEeG5BQBVIREC5M0psI9m9LcpE85uOcc/4b557389gQ8zQRp0hWnfsLnHTyw8JdTc4Y7eZAnCA3ayKEXT5ur5R2L94+jMt7nNgYlIzL8PXs378fzyY5bjgdYwlynITwbtOHmN/DrMRbUFUMJzES4lJHMhB00YhWFhEvFXES/iZUSn6/p3QRAGA9OR12KV0At8E1BfQyIk75dUPyuy2T6KPVoqxKdCvHEJsQiCa88SaY56egJHHCvfBetv3hoPFZSiG0gVGA+nKSbFD/QT5eN6EVjTiJC5+OcUsmGBAXlMB7F/U7MyxNX+NIlbt/9KRxHyEk9l5Kwjk4y1fOTDj1liIOBYWTxOQwtUuiJRCUrMF94y23iRFg+7rDaPpJgdfxrjAKWED5ieaXGKpHon/0SqfowQQAn7dPR97W2yfAuJ2+57hVkX4Xga5uqfUXvm30Lk0RJy05hGZuE+Wxe3Yb93GSzD0kh2abkLTzwDQP5jmCpOsQ4JYTs50G+eQQ+VGp1H0VUfcYmQEJlxxSeoKTRFrNOdq2JdvzvbcrmBNVqF4QcTLFC9sXmWwgJBMSxCNW7vdOzhfhoARdfygWHcsynCJjTDTKZEedWPMuGzmgq+HlKRTmWeI1mxgsB0iR6eyQtu0EBLbdkPq0i/z8t6SNGYYT5VL+UQBj16/RT2BFclzUb6RcLjniVBKKTco5ThSDexOHmu+Po6t7CNXqKKzqEADIdOSel+nQ1c2hpdIE+qYnTIDR2Ozv3425c58ElHysADTF0YQnrYMUwHc/ci98CSkQ3O+kk04ytOiZKccNp2Msc5b9HJbA0LPnH+4DPI4f4TV4COdLuP4K6tKA9wRPyfR52zFtYE/8Wwdd0kcMEvGFyIOfSqpOhhohRPJWiZCfkgAljLwUri4PQKnDIhsz2YnjXgHDSc1JEUU0OBlo7igQGfqa28fRN9wwemDEhfzmr64zKslOhAm3AO5DgeoRKXoIRIm18jWKF8AVjTKN4WRg1YuK+8WGk2HRkFn1zAvL4irBc7r0mG+AZxAt5OecmCKs7RQDLSRxxMngoTPAYI7sHW/ZC+4zht1PDsKuDcXbxpygD0fKvts0Rz6i+8VQvXC7TunkQCrv0WXtFcA9+Fg/shTJcUv/zRg4/FJ6zlDzBdLLv8awKWi6WUiid9zQ37Tbclj1uJ3FVkfi8Sh9C23BUZ4ylHaJbKzKsZltUtowLkCVTe3MElbgmLzrRPN9XFjVQA4BcDQnvLhPZ60TwfVaG2v7SbaTYE8tWAs8lWghtJtS5QHalEMkiCL4CrwuleMEC5PjxcoFcCpHr0r7i0XHMmsRRd9JzEsyGfQ0O1c1jrkKZVZ8y7wuqOK6Lg7bAavqnOZBAGnDyZq9B5su7Ma+ckIXPwnZIZMlmaOdcEk3USNOYl/9e/IpTEZIFhZ5ajiq1WH09h4AIRwTQsSpJBRcFg1Ln1gY3Jd8R4noKXxvnu+jWh1GuTIKz3PhHambADPQzaGnn3GLpHdSuwlKXZx2+m1YsvQBkMoe5QyCickJfKtyJ35cSnLtOQK0kmg4cQpUSAnPe97zTA16RsrxArjHWJzKkVTa3aNdi3EjeSUA4EPOt+N9QcHUpNM1BU9JAxXQUjLp6xTJlJrBI4BB0AKvyWBVg+urEaf4HMJAwwKglLqYNm0/bCExtKc38dhFSoGXVZU8ejYhYhAMUvMUlUcdDcjPr9KpulJ0i+Yq1xOkJhzPMetIHXyO/iSxyDAR/quKHUecCHZvHARbnezjhIIpM1uQgC1fo3DESTKw0ouQaDDrlqgqmwQss1HkK/k/Jul3KGY4wsLCOH72xbWYv2wanIqtZQPjLIKUZH8kU584GhEnQG+Ayvtl2EUkY4MN8K4WI07g8D0OXhKuE9ZoiZT98UEzxCiK7qpKnYkcgirMVH4OHM0ku++ZA3q6+T19bukZ2u2cpAsSl3gDTSJC9SBj5aFXksVSAllCCeBLEaf0taJtNQosK1vY3PAxmRNx4pYHGDzaHEmkOelOSd6TdKwm4mSUXGNBiAgA8HNZ+HKgeqRYnCXLiEmUysiA0l+RE4L6hAceVh3IjTi1aDgdztGh91W6QdGAr8CKo6LYO9YfAVYsbOmeOrmx/CBWTJ4rKclcKFNR4ROokxo8YsMqyK6atc5lfb8shEc0z0kF3E2w6dxuGX57KccpO+IkQe6aLoYrQcRpWmMYqKSdi78+5XSsJaukbQ0iw/uyJKsPMwR1tZLfJDNlYsKuogYOz/OCYCVlAcQOwO4DF2BiNDGWylxIgRAu6RECtyEYxEJ0KWqpz8bi6zbWPAf7P/8QLuiy8QdrG9Qn1+WM12oj0jdddf4vYIsEZvaIdDwHsO1gwJI3TBOjLlJhpHdEULj/PpPk2dfi/3FCJU8EB8cRuyf+PeIkXbuOqhGb20AZPsRISj5Ur6Iww3mC11rNhyAADpzJcdfFSzBUH4Tr+lh52u1YedrtUsRpz7QZwv2AIz94EvU9eo+miRI0cL6YJ8si1bizIk7ivXzQXDzROBJWJkYAytNeMA7gpJMehEUSRYrAEOXjfkwNzyhJ1WhhICnDKdiu/i42fKX3pfPkcvHP9H0r4aRtMookHHvGy7zmrJl41cVdSbt8jl0bBnH/z7cGBoVm+ebgevp3RUwLVCuV21sSGuVi6HeLCDoRyeDW04VM84RxAt+V+8i4HWh4kdE7NmQ2nCJoRRRZjK5DNfkhHCRlOHkF6Y710roHnlOeKkrZjVHp93ZrIb564nnStqkYyRYE2CNPF5sGkr69usvGwjLFxd12/rsxRk5Cwym8jUgOoX0MWvz5OMl2hKhjlOQYTnnzDItcyXntMrR/x+1zwcNkh9jQMVyOk6BYaNRiE9w0bluLfeJIJfv4YacLzEGqdAIPySE8Q2mHVuXmledjxBlNRZz8sMBrhALwYME2RG5VEQ2SwtT2yH6HcU6PiJjIiDhlQ/WitgjRK0oK430n3MkYJdHdnAzbIp+8g5iNWivHCRK0LWOfNuJk/jannnI3al2DGJuI9KOk79i1w5IOJkL1JgWSHPX6h3bJ8yQAeBiM/26MDAMADpBhPOQ8lfE0QF/ffpxy6u/Clpnh+JyxlA6gy1eO9krOLEpgFXCEP9PkuOF0rIVTiMORQ/akjtii4VSRI06S4VSRlMff4TLpNqeccjdKZTlHioNIWHLRc6Gy6u2nc/CTaa/E4/QM3NI3iEM7hzBtWpDQF1W9B4B/sT6QXAMEE2sPwNNWY5cHli95arJF9UZrjxGNyFTESTTSCE5a8lDmteqCR4oRDovrvHcEs0/YhLoQ9g/W0vSsT8Fjj82ipQ8DqUKeNKW4Bb8V+F5Rw0k8Lhf2oDGc/EZ4v3yoXtYCvLmnjB1d4gSbyORIUw/P4UHEKc9b+XQbTnkRJ9kITP5uaurxAADNiOpwEhQpFq8Y9WG3HhRQHM8wnKLz4jpO0T0NI40qpA1F68TopC1ThjCJ6YpwljKcdNIqzbsolPC4r/EQNmO6/lA3xadWlrG3m4Ib088DYZb53XFIlBDJPUj6mhxpqJ7xugWhTcGxBKXakZxjcgwnFDOPTfPHkY3TwL3we2vyXJTWoDGRzJd5Eaei+TGRHM4xnACgaZPU/BzUHmz9fibZNmMeHp/TI5ENcCRsfhFhj0fswq4JsT6Sek6mcZTx/aN8G1Yg4sRpdjZWki8l5jhBghhmyZCfRDeqjWA+VNueBe1Uc8h1kgn9JIBHZaSLuC6p89Pflj8P54xdmJysB3lH1MV38UZci2vgM1synMR+PinohGrawt6nDuE3eCFuwtVgkXNWMOaZHbyjeqhzjKEb6yGTOURyxpm/waxZ24LzMpyjLuf4EL4ovQi/KcAJwRC5Cwm4lCpx4sLHcOKSOzMMrWemHIfqHWNhPpfYrYIFMtkvFl9VDScxqfFfyPtxMt8Y/76ZvFS6z6zZW1GC6qGVebU8sbNnFHZswsFEcyO24XT8EK/DfjJXe1wEkdNRC6sLzJNUSJbMWaiLQPVEw0mNlEjRLUowfaY5gVuVp6z9mMRCrZL2YVyLQTIQ/ybgWqgIBYu9W1+y3otPzr4dnMwXDuDomS6zzASeaAUeUtBwkujCMzzgwX3S7S2x7MKtfoY3qqhMjrkwqV9BJCBbQTIZTkesabj8gQ144/wZ2v2tiM3dOK8wqq9SLMcpOaZZ97Xn2PDQNOVpIRiPuuLSAHDX9zeiu99MJx31m2hMR+2xNO+UI4Dqjd69G+P37cWMvzz96Y84EZ6aA9ToeOeFAbCCfDqeDYt716oadnRR3DXTxl/fk/1uiMVwbs08X6kRJwBgmjHKwNoyDKMzTP0xaGN7OWzJ9YoarVlQvWg8RRtMUD2OxoSXMjiNbWsRqjdcLRI5S+fAsYJwxVakaVFQMeJECLxw6aqG48GHXZhyXTSofcJxt70Br8Fzw33m87IMdp9GBn9+jpOfYzhFTSgJz+xapHBtrKHwndT4OKwQspYmh8gwnPgkxkiPcT+Q3c9VXAQDzWU3/pzzt3h5mMpA7CZuIi8HAFzY8yjmCTqY+E5FsqpoOwHw3G4Lh2oE/5e8FQDwEWcNOOfwBWZT35mMjweAD+PzOESSfC+TiGv8j/BaVDGBJdiEg5iFGahir6C/cACbHt4PhOCS75TvggWKaXgOQLjk8O+ZfgDTcQRjYxvQ07M8tx3PFDluOB1j+Zfq27CNJIwivyqtxYQA9xLxoEcwIBkETQU7H1WkNolqQLAIphaOdgmqZ8hxAgL0CS2N49Pk45n3Swyn9LUIdcFTCNuoXdkrQRFSBDGRXD3eE7zZE6jhA/iX3OvFx1su7nLWpwwQDmAXkamPCfQKGAGP4Y3DpB/rp81MTbiVrjHl+ukpvyiFtlxnKQ/yln63drgImQxamc2xuOEktqQ+7upznKIoQG6Ok/5dbHdOBMbruGbjLu3+VsSGm/SdjEgCICspInTKNUScAsNJb/z4hASGk7BNfM+bHzqAZefPzm1LNKYjJUkLcyKB4TT831sAAKO374Bfa18l1FGe5wm3VA8zT8hUss5rUUkWxbUYwCyMHJrMqOMU5F5GUdPBMgXLiTgNlIF7TtZ/VyZGnETtUGM4EcoKjy1RCY6jjQbDiaPNqKAgRY0GXb+3eFT8Uzk2w8EjGk65EacW+99IOZ9hjRM/dVVOsuBJbQrxpegLJyRm84vyTj3iwC8Y5ZINcoINduIwbB+qF16zUI5TDlSPcsxzCLpryTdwqaVnW9XISGQ4YQI0JG3xQaXvkmk4sXouBiubml0hSlKgetq8SWIFObwcgCU4hziF74nvNLlOVF8RSNA3AzZBv00xLOQQexYFZxyuNx5rPL41gYftLfDDcVPEaArun1z3V+Rl0r7Xlm9SjpZL7LjEhwsfIAyUcIWcK2h/vbHnWWU4HYfqHWPZR+WOe5COSIqoK/w9SAbwFfKu+LdqOGXJAcxKKcUMVFKehg9M4OGbt2FyrGkkhwCCHB8vJ3IBBEbfVrofg1Y6BJ7l5cxDPBSJOImiesxEj8cgGcCIUOy2iOynwykPnV5p0z8EAZcWfI870qS6j8zDTbhaOocRkms8mET67jnfTZcb54RQyyJ05HnRQlG4AE+rjzW1Xs/mpAd/6/AzIoFUhKRGyr0RvmhQoibHXK1iYSGLfS2IFsnshUkR3u7pZSmRWNMaAAC5Zw/OqiY1zqihbpaU40TIlKB67fjh1U9NADg6Zk5FppLjFLGVfe/j9weKTFEvfo5St2ZuNz67Qs84IBLTRAamSFEuH1ucHEI9+6GbtuF3P9yoPbYT3Ck8TvvOFt33+QzeFzYjev4ogmF4r4TDbSR5grkRpxYfcMzOZ1jjdsKqGiEHogK4nTSdSn27U/lqXjg2KyyB5h6y8qOxVZJEh6JrAUkkMpP0IGsflb8bYCYtYjSbHZUBWFGxZBQMJSh3mx2E4vcdCR3ONTYBwiLYnxyxyuovFZa8R1O+U2bEKZX3rEL19OL7PjgHXIFJ1GI+Zhwcx+Bdu7DtsUOSDlMX6tmpaQviuCGEgfkcTCCW2FPei7X2Vjxqbzc+RyQbcQq+jr/BKHowgS7jcaO2vI8L/00Lj8ucAInu0Gg8u+o4HY84HWPRwWXEicqjZoXR5KHWyXvJDZr7WBA7+G//Iyh8uWfTEOYtnWa8lsWBnd39ufd0CXBraR3G7LRXNtNwyvEcm2r2mCRFR95CpfCUEMCFV0jhINQUcWKS16jEPHAiG8E7yGLpN0c2nCJL5BpZrUPerJjGWtcXedvwPDni5AGGyMa87SNg8zqg4RlkJt+Pg8QcsYnEgg+Le/CJnSjMhmb58modS33MNUacTMI4MHxwElwodSEaqMznmBzJMJxIMNFbW4exsJyQoRjpyC0KeD44OGjFSjGItSJ5iq1OdHlDFmPII5GcSo6T63iwJ4P51BTh1M5LOY6IddOyGbsSyFnyLeYcfBCAQjVOeHHDUFHg7v/5liAX5VXTw3sKEaeOGE7tRZwW8K2Y/KWVXATJOzay6in/5kU0W32+rPU2EuLU469lwQ/gcuGzddJwIkR2lnCQ2GFZ9puIlrEiOb8v6HPwmAD731BajuU9+wGfA3Y2xUY2VC9sm/CeTYiQvMgkJxFdtRChtyzMWFCM9e5QWLy4xibjiBMDlUqnZEacfMFwgieRbYltzGq/+L3UHCfTYsFDx5QnFA6ukUnMGmpg/Kat+OWQC/YqAe4tsItG148e0ZccOQyMcfho4ga8E90YxXn25qQ1ObrAJ8g/AgDuwJWZx6Vg9AQAOKZN24tGo4bJyb5kM5F1n4dwPmbgEBbWi6dLPBPk2Ltx/5dLmtlKTgLONpyKR5xMwjWJyDseP5ITcQLGbHmyJpzB4bLy5oWTCNM8A7eyktmzu6VXkIY7EhVzPRXDiYdes0qKyUgP7tEpOxQMdZJ4Npnl5yp9U4EhiQtZdiUNvXEUQfXM5BBTN5yak162UXf07Ca8DD8tdJwFP2E/o1EUTi8SVE85SgtZyoB8MQ4MH5hMnRcXjPQ5JjINJzWCEkWcdO+bwKLAw/YWfKd8F4bYxNNODkEUGCQBh1OgpMFUxHMEeLTLtN9VT1GerSofKmVDoBKGw+QenKSN6CCvJnucER5BajX3kvqjdFbmNYsIQ7H5SZ3XObMwuqtbakX8PvOY/kLFOI9Vr1UpQiYT5OAFf0cOj0hh7vg0JUWcSBxxKvuJkr2uIMSp4cit++k5l8VGRdb6kwWNjxR1KeJkgnRTZL8gEpjgB2lCBONSq/DaNxYOohqbRG/vtLgt3/7wPcItMiJOfqKT2DkQXJ0EUWHhtxpxMjyG5zUBcDSd5J6W8D4DgLAQcRIIqCKjmSHIWXvSEQvVBmvDAcvG3eQy3Eyuhu8E16XUxczVa1t+Rp2oEUkOAqdnH04/47cxDXrQoOD7NgTD6XvkTfhn8gHsGM0uPP1Mk+MRp2MsqteXKJ5FL6MOiVgAt13hlEM3R2TlOFmMw1dOihhpRMIKRii2DczBRJcGemLrPe/BedmeoVYVdRU6MBXDafOiubh09BHAmpN7LCF6WmMCjkkhv8uz8gu8FvXq6kTM91K90US5rk45s71QOTCSF7SrLqiGQPo6t51exeDkdtzesyq1r1PSg5H8g6AaTsE246IupxMou1qMOBH9vbjF4XCCyQoDOZgFZQuW3c10X3idYKvOW88JQD2GtfZWAMCaPevgz52K4dQGVC/1ejjsAlC9qTgXuODt9Zp6IgbdNjP7WyBjJfNcw8MsSEA2AIiOJr5AjpMNHy5kFIF4t0SItLWdbyRdmRSbA9S7iPeNnz+6jMFwSqBhocGZ0/ZW6zgVyxslUsQJEJ6fT41oQxWpGhwh8ELGXcdLxsOhUj7xzUEygoat6T9R0eeM15QFjddB9k3rhKuno42FE+AJewc2OElBVY/QzBwn8e4TYX5P1a/DsYLv6INiXCgkmxlx8pLjTNDprDEYoELEaC5R3oX+2R+/ZwNoaTk8wXASr1MiMhJE1B2ibzNhj2C3vRu+ncxjLITqeYJzfLJURt+0Paj3WPik8ynzs7SAMlD1MQ4Cu3cvPNip90gIlyJOkWwePIwrCt/x2Mtxw+kYi60sktXaMDidHv8uEoafipioPjPJIZgHrtQZKvFmaoI9YA/gidP03jDPSifYxm3KWYS9FrutGinhU3inD5Pz8eTpy/GifTvle2iNuUAtUYWCY1woqtu09B5u6UokTYFbVLLoyFXDSSdOHHHKr+PUmih31ihLv19Rxe9xapvXLyaTu2emkFE6oZzF8IaIZrpQxEn5bLq+YnHf6I1N4EvqdTjuWt2DW+c5eP0TdZz0qGGxJxyAj+uWuBATd7UKOggsN4HFlSwHLp9IHVdc2oDqaYg3ikScppLjxARCiubohPZbcBD89AIF658TGWnStJJAuR86M5IxLXnCNSgAUgASSyMlXgdzE/NbpP43dXBZ8dyrDGpoLv2Dsj+Uc7UowtPZiFORtYVTFvePyHCKxrQOwTEVUYk+3BC9YfscFnfhF3Se3jBrCxp2GvLGPB8UdubaksUMF9UbFMk8TBEq1yKwMvwfDASb7N1Sj3SpDe7nE8MAwKQTtLPmNVAKn7UlVj3hPiYEQB45hMp8KqKCTOOkzgZRA6SIE6fATc4a9PIaHHKynOMkRZwogoI2CislAISGU0P4NqMzbfzXgj+N6ezND5O9WxS1EDkBR53a+AD+HUuwCRdja7ydEBlqGMmBvVNnvX065ThU7xiLGnFasOp+WLUkZOxmRJzalZWTW+K/ddS3AOBl0JET7qXOC5ji5Flx2Oo1XsOlzAjJa5dBzSQmD1gRqTbTxXvHSA9+NHeFtE23uBCih+Cpk7dn5XvLg/ouRVqcFgkukPre+TNkKZyNzYZTew1LE2y0dZkpCxsphqEXI07IgepBUnimCNWL8yfk8yit49Z5geL046XZdOQNB3hw8Qo8uHg5Rqyu8J56Vj34LiacEgj1ULMr8Fkbxg8I3vCZ69vqGVzRrggA+yhD9WAn92yO1Y3fdd0i+T3nRZx0EvUhkVUvJocA0a7KjORHnJI+pIsk6tvZiZycIBpeJOKkKljpv6M5gBkijHGR1ChqmuMZb/X5ihhOYpmJxHA6OpOXDPklMXTf9vyW4GQ/P+u5qFvpZ/PdCE2QYThlOBp1OU7miFPOOyIcjDDpWi610HhyQ8Y5ycH1MH2g4ruwwvekjpmsCGVV6HOWoa5eNjmE3N9c4khoD9O5EyUKzhOCGgCYtOvYYw1ig70bDpGfw5VynGy8pM+GhchwFyJeFPjNv65DXfgcP6++HEOkX6IP10oLc75qKHNCsK5vHuqkhnXkTFDqgtKICZOhocnNH2uugO/lowqeKXLccDrGouYZvId8BbeSq+LfrRIhFJF5TQFPaog4ufWMgpycpGpHULCU8kcylArPMk8keVC8VnOc2s3BAYBztj1Q6Did4bR7OsVO68TU9rThRJBnFXEC0ILPQbiPv+HX4wL+ewAKHTlhUqShyHIf+cw6H3FS7t6h4pGtCs1wEohigcVKb8MOxoCxjpNOKwxFp6TYGQVwERtOslAkDpZm1iegXIosT4YLrw7vzwGsncnwrQtfjDsvOgW+va/tHKfZi09uCwbmK0OpaI5TXm5k5rli0U1maecmrXKZE3HSSTJPijlOkeEUZEam75PvoEgM4fQ7NyWCT4VQI75GYaie3vtvl8qpfmIih4gYH3WkGkXumSesCBpBYDiNFOz4Ph22nySDhAiGk+9nOlt00tQYTl5oOGXnOOUbTuJXMB3vWjTTOcYJQOw6Tjzx8eQcYsEbzi7QrLbFZoATfkfV6MumI0+ewmSUZjr3lFzSSSo75Ex3HitR+B4LoIya+1jUN66xHrFACUFvZCgKhzHCsPepYUwKjTqEmRkPEB7z7fVw96YdxibxVQg5CESCn4su/j6es/qHIPAB6mkNp7mXXQXLfvYA4I4bTsdY8upQRIl0Lxj7Q8fuaYk1PTQL6mybwN8/YZxKOSGpwRIUdZUnm0lDnSYAYHCNXjoOApKhRLcK1StS98kkc+pmEgtRdAbuly7Te3XUb+7S/Go3T5SX4ucDFxZqiw0Pp21ZixnuIADVsJGp0LPecyTliLnHFCHsADlE8PvYGE6EFVN+KZKS0f+y+lR848peY4ul3AQOnPqcJCdOX88mI+IUedlTkNOEBYrRrBWdg5eTY6Oi2qYCuHt6gqdaT0/H2u6DMINqi0g7hlMamhMRlHT2TokwAvRZwIv7bCwuO9BrwJq8p7YiTomynRgAyV86hxMn5gh9JFHEXzY6wmixffTGVtFouDp/RIb72//tP1MRJ+OjRtCwGKqX91ydjwSJUZEkxwnSv50SWVEncc6zzXjLhtP66uLUtnrdhe9rTfVYstIFYphWgTpOTUvvkIiEE6B06mZ8atpH420ucQqtUUBiNFBG4FDTmqW/FuEMVeEltBVxguzcmEBNOUJ/rmt5cMfrUsRJRIYQq2k0Rn1Y2EeGQEBh23VQAXJ8oLsGDqBhCQysBRwD9ccPY/+XixNHqI5pD7ZERgMAluWDWC5gNbSG0/5mMTjmM0WOG07HWKwcb26TBlCccgeL64mGk2/J1+2lwHO6bZw+Ujcqsj4lcXJ8JBQs5aURmePS1+CZUL2sp9XRhGbJVKB6C6fnk0AArbWJcI5TeeJV8yxqNCIjpqwRK7uiuSgUHNtuOQH+WE/YNpmOXErKLmI4hZOtsQDuFMghyhTwV1TRP2Afu4hTRj6fKBb3Y6UXAPZON+cGUCHCY7NJnDdrG7q69fARIJvFKbqHGuUlpJhRD+KDCeM8GpcmhileSzy8Y2yasSZV5i3BpX9bEU7TCfbFDKcpKMmUYUafjXefW8WOk0paz7Keorz154sMViYYHOJ7Ur9zcECRHKcsVkpDxIkAU1X3WZtXIOCYu+QU2CUhDySC6hneK/Gb0ckA8h2PRwf+y4VIYZRboh+jU7oLd6U1mCOIwACAQ0jLhtOYla7FM+7WsfH+fZljJ8tR6cf5l4JOYUDJuDQ74gRwfHf6q+V7Ewu68gT6tgTjwwLgWJa0LRLTnFdCA47QbnOOk3kMUtaQxoFa+8joZLMY6oNjEpTRE97niRXfqMN4xMZ/lx+GWxrE6gt/hGXL7433ffOMs3D/sjKaBSj2VWnFialjLdZDg30Q2kADab3wuOF0XFqSXMMpBErVOujLohlV6rstgqfoPuwnw5kRp1TSJeeaiJPqcUmEZdQlYYRkKuPu0xRxIpxh6cKFhY5tBT5IwPDy33wPVR6Ew92MaIGTwbZmkliZ4Om2ESKbpaTAolS1shKQSfsQKcKxe2kF/3h6Fe+7srctJbQTQgvmz1DONIpaEU2JY/f73o+zf/0hrLhoTssRJ47AoZE6jxRfbHwhh2cyNJy0cU5CgGpCB9wA0ChoWOqknU/KlIhTANXLv9BUWPUY4bhljosHZjj4uzNq2GGn2UK0htMUIk7BTKBC9YjeyCEkP8cpVuLFdxUasAZIdiciMsGMUgCqp1E6X3nNxwGkc5WMdZz8CFoWyFQZAdsRThNnUcyyibQB0YE7pVjaouhPBVRy4rQrk81JbPnDobbJIaKIU5Gxl8UQDARR8zEiGxsucQpPItH1KSdw7GDNKprjVEYDjkC0YYJOq0gbSYhsqKskCKZ10qccLnfgCmoNs1yccebNWLrsHnjUM+pD0drOp23Fnbgcj+Bsaf+dp9XQSJVOyZaflu7HbloMHgmk8/tcONK8GLgbA3ZEbje0bNAHm8+e/CbguOF0zCXPYxZRNxZLXy96Tw7Ko6RWucOOW6O4rfQ4flF+yHg+I8VynLIgXEHNg4yIU8YEZfKAWdxDHxtKt7fNbk7BsHLJKYWObQU+SMDBthJcdHgNgAiqp3/eLJpqk0R9KlIqxGhYpX5AVjYKsEDV7OxCy+0XwCV4bCC5PylAOX00hLSS46QqeIZjJU9x2JdL7ihmY6+232c6UAjF5b0OVJ5uoonMaNtCAOaIhlOgnOjqOHHIRRQbYPAKQhl10lbEyU73g3IbOTQt3ZN6GO7ZFv8epekIrz7i1D45hOjCEBU6phlOnLBcSGwMG1PgXUCgnOmkI+QQbb52Ao5qt/yek4iT6SzZUMkjh5gK06JZGglUj8vt6bhGJeY4gcQRpzK1M50tRWXSnUB9rJlNDlEg4mSKEIrSpDZKmjyrSDgATykVEugC5muLeyIjwiYkpiNXIzWm+aiEZhylAsyOrGw6cn3hbF1bRfEpwImFphBxsrqP4N6+87Bjzkx88KxyPGenzg2/zd5yH75G3oHvkT+X9hOSoJaKymE6hl+XHil8vBpx8hTD6T24AdfgCwBxpXp5oiyuZusYzzQ5bjgdY9EXoUwkMpxqbYRbjcKFxVtZUMedBn50waW4a8VpxkmG0XTESZfjlNkEaoaecGRHnEx04ivcJ9HHh9PtbROqR8Axp6cYRK4VwylSkiKmMI9So6E4FcMp9mILE5vjjkjflVseFpay+1aXkzWp5UOIssSr7o3/Jjg24fr+gVmFjqPcTzk6TEqjSiMcSXPdo4aIUwaRCoDHrB3pnDAq9w3bNST0EqaNjGjrOIFI+VJ134+fRUdfbpLYA1/4jEREavDoak6BC03JcCI+qn0HstvVIahewqqXjHsiRZx03yV/blWjH+oVTJJVFLSI8DajzuJ94xyn6Lcp4hT9q4E46m/ScrNyhSB5x4mxGkVeOnefHrsS5+ogvGcUcSpbdstQPZ08eOsW7Nsy0pajEhCU5gLP7YYU/EYhPHUv03gQTkraSaPcTYJySDRQFKrncBeOgKwwObSzGAY5ae/7R44ST5h3d5cH8G3yFlxPPoitM80MeB4sLF9+J8YNtPSM+i1HnAKZKlQv6ZtHyAzsJifCtRjcUvq9Lm1uw/XLF7TRxmMnxw2nYyxWzqIVJdJ10nCyODcaTpsWejhS6cf6mUvADZMH00H1wHOYwWQJIk76WSYv4mQSSohWAW0XqkfBUHGKGUStRpwufNXr47wNl9rGacrmrRtOEdOUnjVNhupR28NZteyJtVbKjndOJeJUqgiGbhvee5NYLby3WfOLwTEtsBSLl7kPixEnAf9/8ID2fWUZTowA9zub4Cu34kq02DEYTuX6Efh2emyavPWit78pjPUyCuZUTVGYAisjAEpqUqVGpmY4MbBGX871020wlXPIkijHySc2HqydBUA2AHSPaqq3J103RhEUP78Tir5Kw1xUxFurc5Up4hTTkRckh5gKMZBJOEkKlkdjKC4Z0EHDaRINDNHJ5L4gMQlR1bL15QRalJGJsfDaZskiFPApBWF+pnETOVya1MYQNdcP4iBpw4lkR5xEiYxKmxCUQ2cfA5X7meFJbXgo2aLhZJgbM/oTI3mQVf2+iA3QFQycUcecHy6dSxzsmDkL3bU92v2MAJMtlrTp6TloZOHUiavktPnE1ji/AFCOpmYdKrWh4xxrOW44HWPJheqFhlN3Zp5JiyIaTsoAoZWR+O9S86D2dEbSCxvlvKWJnGUkO+sMsyJCDG1ot+AtAQMpaLC2cg8Khuf88WvQVQq+bZAA27mIkwWG8172x3r6cuJLyj+1XdzurMu8Xnet27hP9L62I5LC1CbttU5aeW/VUjGYgC7HSfW2RWKqvN58fF3LESdOgO7uw6nzuOVLUSDb0yslvm3Dp+lontawJjKOv0lp7BFtx3Bqp2f4muhYpcB8MDWoXn7kVJv03k7ESfOto8tw6KNYWkVEva6uCGZ8g84WihUleO/tvPt0xIkRglJzRGs86s7M4yM9GgXkGUkU6KOZ4zRMJ+XINSFBzg+AiuV0BKoX5T62O3Z8QkC4l3l+LSyg7eYU6+Uknb8sEqjkiRsiSyxOUAoJRxgsqY+YDCeHeyg7SftMkSnTfB9ePNPha3pHUfkFT2C/U0syZMl15BoMlvX55BykZaje4rPvwWmn31r4eFdzfV/D4skshmYpvd3p4Lr/dMlxw+kYSx45RCNM5O7qoOFEIEL1zPd3+Kh2u86waRmqlxNxagubzq04d6sTQsFBqYVyJtVz60I4ByEEFRosEi61jJ7KdiJOFAyXvP7NsDSTPKeysuE6dTxl7Tdey+IeuqrZnvi2I07qmtjJiFMLMJZqJhQxEYd7qSiNqc6aND6Evwn3474tRsWy6hQ9XjoNPz7nUhy05erqvuVLBqLtTaqnAgBcpwqm8fSZot2iU8SjCeOj3QaUsj2onnwWAUelwOI/tYgTb4sRLV1QOl90Sf2xMWVwGhXJpYrWEu3caYo4dYIcgrRH0SCfFYPwcM7aL5iV5SjiFEEc8yJOU6jhl3FVIeIkf5dOsup1dx9GX/8+aVsUkak6lY5EnLwpGk6MUFico5yRuxQZTlusJfj1wPPM10LaAclB0NT6K8LoqgjVC+diSgjK5UBv8kEl2KfJrrW5h5KdsDu2E3HKI0kxGk5hX3aFyNCE1VrOz6Ctz4FixGrZcHob+Xf8dtrlhY/XoW08zTej/ihcjUFVOm44HZdWJS/HKZLugl7xIkI4j6MOaYVdgIw4ekVMbzjxXCNQugbNqAsUmCyFrxWJQ+e11IY8IWCglOK+5yzv2DWD6wbvOEp4d4nd0YhTFIXQes04h/iNmdWEY/jOwf1dVGvZeV5TyXGiAvFAXjHLVqSV9zbNKeUfBKCfDaciTkY2RWGFlvOd/Fg5EI27vCT3rWQJhsh0+d4Ol4wZx2A49Y5sha+JWBhznMSIE7FiZdDhT08Omm+p/YCjUsBxNBUjwPbGUkQ5RaRIUrwqOoU3GkEcwNZ5mvsUYO+L1hITuYRWOgHVaxNarYfqMdQmD6Jp6d+rul7lrZ9ZOSntSjCDRs6PhI6caNo3Fbml+0r8hLwm/h2QQwQaaVep1lbE6Qy+Rvrt0wje2V7DPUKxsquMUkYeTY3Vjfsk0TgoOQj29ae3R+UbRD0hii5anKBWDSIwPixQIq4xBqge91ASCrAaI04Z+dJ5kFXTvmi8ipC3Cas1OrCs/FO/DZ/7T8mrCh+rQvUAYNJO37R7fPtxw+m4dEbyFKZIenPyTFoRIkD1GGWwBIWLs0Q58sp6aA4HTy0QhLcWcfKsrPyQ9qB6/bPnd9RwoiFUb265hDMa2XC21q4bfPNS6A3NMpycNhbHmFVPZzdRDlFlYU4TZ67+b+O1bPioZUD1gGJF9XTCISs+7BjkOJV4A7WCTokBbzBtOBmeXWJ7soAvvCJd2V2MPNhtJOg3HaZEnPRQvVJzEBYbSW03KZ1iLpUrwEhbyWGciuhgKtkEJYFMRWkl3DXmdPZqCGeEE9u4V/occZuvg+oVWKktJEp8So5ixIm1eR0dOUQkviGA4YXvoXiOU2ulKwoJTQrgRnM5B8GFfS66nM4hQw6S2dLvIAcouH5XpVbY6SrKLMgEKL6TFGNuRxihsKsT2JVBX13zi7F/RggM9fq6+SByOolOuyjyQQF0VbrC/RYgOETMhpMPR7i/6bisCCYn2QaoybkQ5TiJa8kENZdy0UlWTtIGrGzpWq2KznAasdPOVuqPoeGk30GpgzVKny55WgynL3/5y1i0aBEqlQouuOACPPDAA5nH/+hHP8Kpp56KSqWC008/HTfddJO0n3OOj370o5g7dy6q1SquvPJKbNq06Wg+wlGTY284cVTrh+N94uD2ynrlkxGSqmfQasTJp+a6JCwn5G2SxV2dgS9EItc76tzgTiJOwUTpEcs4qbbjVYwWc50Xiiu5Zaw6ir8k3zVey4aHcpfZcJqa4kWk/q/LbWlXsgrKilLDOJxStmEYyQx/MDVefUMOnC9QyzIC3Lec4ruXUYjrrthX80hidOI6HI4QcWLQR5w44ZoojsGwhrz4e9QCCZWrVqJ4MTta4TMS8VJQPaDm5M9/bdcTQzAP6sbgX/N/wT/ifebzOhRxIsIb8630czCNp1aVSJH2Na/B5JToyKw2hfpZ8SUiAySmtzY41QjBqjWfT95Wzrg5GlA9gmTtogI88sbqvdhHM4zsKQonBG5oOPV097S11qVyNC2ZFbBV8QnF7eVHM50W3ayY4XSYpsltOAg8reEUzEUi+UeUQ2UxoNY1LdxvgVhj8TGZhpNVhBzC7CTMcgYD5vkpqoXVFHLA1HpWeeJq5oxI6qSTxWzSolLIA8AwnZY+kHK4mkhyaQrlLo6VHHXD6Qc/+AHe97734WMf+xjWrFmDM888E1dddRUOHNBTv95zzz147Wtfi7e85S1Yu3YtXvGKV+AVr3gF1q1LPP6f+9zn8M///M/4yle+gvvvvx9dXV246qqrUK8XDAk/g6QwVK9S1ebv9PGhlu9JOEs8ZYSjOpF8C9HbOdZtNpxSUD3OWvJIMwpjXRJdgd08ec3MXnxg0ZwOR5xEbHQHDSceRZyCSTgrabatHKfoHWiafKhP9tINV7M9sjY8lEtmhp+p1EmRY19phXkqQsEK0WfXMI6eabNzjwOAvglXE3HSvz85qTv492erKb55pdjGZLxYbSwezJL7x3BVbzgN9ei9tlqnjTL21lTOwK1dFwIAnKepzpZnyX2KgKO7kq9ITKkvakosAEAVE5lGeDtRLt2cLxbAZRojV6c8qpLAxjQ7jyI5RLuOLkk5FcgxNszPYtXj6BvZFhtreQ6tVgqTF5WJkoW9djBnJCUfgHNW/QIDM3d0/H6ReLDj6P60rr621rqU4WTLrICtik8sELuO6TN2GY+p+cXmDd01Ahho+tgk4pR83yjiZDGOark3aB8orFKSq22mI/dgixEnw7vNznHKNkBN50aGkxhxGkOxMiiRuDmU49O9scz9eXLZ4FrzvTX6yyDpT23bPQNwNc0s+ccNp5R84QtfwFvf+la8+c1vxooVK/CVr3wFtVoN3/jGN7THX3/99XjhC1+ID37wg1i+fDk+9alP4ZxzzsGXvvQlAEG06Ytf/CI+8pGP4OUvfznOOOMMfOtb38KePXtw4403Hu3H6bgUVZi6yzVtwnsfa93DRVgScQLlOHHHL+J9vqC8jhoc8Xo68uLRMwCZrElFK9GLct2pC9BjW23BF0wi5tx0kh4iWuyrPDGcTAuX3cbzkDjilP4ekyXVK2ao/ROKxT04GdSoeUU5M4UoOU4djDgR8EIEETU+CaermEeu70g19U69As9PAdyzbSeWNZpoCGuM6DG221g8qMUlw2myS8+Cua9fD3/T09WbvfTHDqrHUSuE+W9/lDLCtXC44aHZePLJ1cbzbE9PoJMlOibVpI4TsMhLK5pegWEm5tuIwnnTmOPUETpytBt55jH7ZHQ2J8C/vwKgBtINQoCxCuI3mMeqp2VCnKJ8fdU52GvPftmChgAA8oRJREFUASAgAgjH4a5eTBakkW5HRAXVpd1toRHGx6ZJvzmvY86++9pn1QPFSct+D6dkZtysucXaOajkcAKBsTFf47CJ5nZfMpzC9+MxVO1gOycWuD0cw49Nw8jmTDacDMdl1nGiaTN+CduIAXYobJ/+XEYIfHeHdO0JUgwFEYmXEXECgBeOTA2RNaMxjBN9vVNAZUIEgEGkv6VXplrDKSrL8mySo2o4NZtNPPzww7jyysTNSinFlVdeiXvvvVd7zr333isdDwBXXXVVfPzWrVuxb98+6Zi+vj5ccMEFxms2Gg2MjIxI/4/ap/u/pyxcpuOazSZc1237WNd1C0N0vnDTOu2C26vJXcgT4ruxgTFtaAMeO2MEnHNwzuAKY6Bp0FX0hlNrESc/o7YAAwVTlLcBfhA9GbkGf/aP/4pX3fD7jhpOFByXfO42vPmf/quzESdwfOzGx7Bje+Bhc4ljThxt4/oUDN/7f58ANExt/WAyLjxHr7Dh4y++8J/G/VnJskVEMrY7OBsVNZyqbBK/+OGXco+zuYvKzmpKUTPW71JW3gP+HHzq0GGcKhAsSOQQbSwe3OKwhR4ye2AU5z34j6njZsBHvZRWBXSOjgCqp/8Q0xuteS2/dsemtqBgOvjj7bffnHveVGCj9Yo+4uQNzsO0vTM0ZwTSDotaVsQJINr3zwoMMzH6IUp14oeg3nbjeVO1ndpm1ePAxz72IbzzE59JDEdCcMPw/oxIEsH3/iT4N7hGXo5T5yNOokTvfA85EdeQf8L3yJ8ftXuJhtND3/xQWxGnKpPnK88CVmz4dtvkED6x0JzWxNfIO4zHlMbT6/Z0byi17Zfk5altHESLBLW0rHrB+xkbHsIHvv7LOGq0v+cIPv/Kabjj1BGYwKk28/HAxkPx73bIIYC006LfHYkdsKZzfzb7uZg+34I3Bcirm1M2pWf/1HK0ie8bnRQuAnKlVeOP4Xn77weghwfWSj4adnq99CbquOXhJ1GvN7R6sy+sjZzzTB27lWNFPV88togchczJRA4dOgTf9zF7tgyFmT17NjZs2KA9Z9++fdrj9+3bF++PtpmOUeXTn/40PvGJT6S2X3fddahU0h6ipUuX4nWve138+9prr00ZPZEsXLgQb3rTm+Lf119/PSYm9Ena8+bNw1vf+tb495e+9GWQE/MHi8U9vG33B/Gzld9J7evzxhA5Wi45tAZ3zTgn93oECaveYF8JB51X46RN3wK4h4aVeFctTSIfADCarhRPOW/JaPEzQssq9GM6P4QPr/s6fnry5fhdLe39fQ3/FiZn/hxvHh7BZ3lacWxXCBg+M/p3uNB6Ai/F9R27LgXDqQ/9HQZ7A6+lD8uYJ9AOKxQFx4+c7+EE/pbUPsIdyXCaLGdf3+YePss+govxW337ppJXQuQFqm6oRdGWcMAiBQwnv4FTB78G4I8zj6NgqO8d1dRxyv8+jBDccPoPcOjxO/Ai987kmtyPtdZ2oHoN6kBUBNb2nI2uM7+VOq7ESnA1rHSUaQynDJjswMQ4rhp8BL9ecGZu2wiAf7/5XuD5c3KPVYVR1SkDLHTzF/6pwUb1JQHsyTE0hswGo1duh45cRw6R/L2TpN+Zb+U/W1LHST62vnglar0mEpOph5zareNEwPF2598w2/fxanwuvBbwD/X3o2aCcVOKnjO/AU62xNfIklYKk7cj7eQmtivNcKGn3MeFuA8/4Ve3fhEm6zGjlRI++/o/wh5LQ+VYQDzY+Kr99sxjSs20PrRyYiM2d5+AvTT7vgwEw0jDdCOnk65+YhebwP83+BbcyX+CUdKLX664AK5D8bszF+G0xnrtfWzuo2fbzcCJgQFoMhKy1juuKYDb5TZBHR6ea+6LH37uMpxC9G0rIm5OkVt7Tx2YAjmw43tG/S7Ku+v1x1Crmw2PYTIdDTvdzpo7gkM3/l985hdnadWgSy+9FJdddhkA4ODBg7jhhhuM91i9ejVe8IIXBPcbHsb115v1tnPPPRcveclLAAATExO49tprC6f7/K9g1bvmmmswPDwc/3/nzp2ZxzNFiTEVs2z1WHVf0+eFJl4bHtajqq3/0e0neQ2z64M4vZmvYHicxBODa9sYIJOYe2EFcy5zwIQFesSQNM809LMUHLZGETMJ03ge3sKDAREACZPrc1AMrv8/oAag/xXjd+CKG0t4b9+sji5klHMc6NuBixbM7yw5BOcY6L0PO3jgqfFhGZW+dgo4Us7g7HO0ivEE7ZJY8HQKtSg293FrqTcD851c6/zxB1tqJweRFEZa7mStsmIRp4rv4r/cEwpdz/dOSkP1DIuhWsfp2ledif/4+Lsx88r3xJtFI6wtlKJtSw6M3ulVfPZFn0kdNkb6oHN26qG1xAjVowxYua14ZOzbPe9rSy33U7TEHPvrRYzqKRgBNB3lDjbPAC2fZTytnawvfQHcBKrXpWPAy6iTEx/CIsIfce4ETrrwGxia86T2nHZJAdRrtDs7vmHebLx31oxkXBFgtuNpqamD/QSfunp1fL88Z100Prt568iMItJJhEOeNEPPvgMXP/HmtQSNj4QqGPlfzL0EN1/8KkyS9pxWDBS7Sfb8WZvMIkPJFk4ofJJm1MwsGO4T7HRL6OIBDH2kK3GOm6LpNmNwIEecev10pCyLHAKUpgynmuvGz5qVH9WwyymHUSviahgJRVmxcYrIEMaN3yzSJyzG0D+aEbGhDsbtdD9jHsO02mMS0ZG0X9Cxs/Tro3msKkfVcJoxYwYsy8L+/XKBzf3792POHL0ncs6cOZnHR/+2cs1yuYze3l7p/60IyVhcsvblSdkqlhdkwccv6DQtVK/qiZ3NyRyckYiserQ2AvvwXmxaOYHHlpXhVZNF21MiTpHyzAjVkkO0VsdJo6RsGgAQ0ZEn+5NFUv+u1jz8UqzcaeMb1/sdz3H6+PTpWLyddByq983yNCzcF7zDIAge/L2a/w5/xRPoWDtQEwqOT3zXh+2n+6aak+TnFPC04OO+eq+ZnlVoX6lF3NL+Wh8gFGb1OlxouBBUz3dRPpifP0PBYMNJ9fEiBXBF5XR6X2Icitey/db7F6eyg2F/VxkbZpyiaYulhb+1CtWj0QFF2gbgz+YVI91QRRfxoqP5it3UCuDqI20EJDshs435XzdPJg4EAq75VkWUqsgZpj5HqVTHnLlPZZw5tbktUKlaVyUIOPbZNn7bVUtynJDNqhfRUiZ05NkS5ZV0km1VlHaMl3bFDQ0IBy5Gxqa1dW91HcuCzBeRIhC/WoNoHG/F1tTASZvuW1lze4MBD/B+dLMg0jVo90nX04nDGDZBZtX72C8n8Lnb5Lye7DpOaSKLmusJjJHZYyTTKMuRLMPJ4U2gObPtawNBDq5O/xSFAihnFI1i1Maohh260vDx+eknxFDLqUgr+vhUdPejajiVSiWsWrUKt956a7yNMYZbb70Vq1frE25Xr14tHQ8At9xyS3z84sWLMWfOHOmYkZER3H///cZrtio0By8qivryWzKyCClsOPWP2drJoiLgNC3GJW/xe382iPnenvT1eOLt/sryv4A1cwxfIu/Hv5G/we5KMsCaSsJhREccGE7yPgLeEtxIp8gNDM8Pr6+GvIO/Te9q1dBzwcLq2J2MOBFwdNeBD/9gKiAg3XWBq35LUasH70AM4S8e2oVZ65Nv2jPRzuIYGsWad8GUb5pFYwoEEacFB61ChlOrmPstZCl+Mf2Kwm1pRQh4oeTpquvjkvX53nwCBsrt1HswQ4EMEURxvIp1nLzWe5haRNo3JGgTkBRTHQDobGYOMxyF8NCQKChjLcyjoqhzAwEwazi/SPFUDCdGDEogQ6bh1BarnmYsiax6XGMk6SjG09dIQ/UapIq/w2fxOE43njfVuY21GY8nHDh9K5PaELXdGAkjwL6nkkT3PHKIuNj0USI20UX1RSFH4b42XMwdrLb13XL8ZC0LA81tB+VWSukOwJ35jeEaR0LACmxea5wmsIF0oytE47gkmTtM/cpmDNURMVLLMTRZxuhBGXWT6cjUQfXqxUfHemIeo3mSZTj18mHsm3NR29cGAMfjuYauxRkoMoikLIJROzCcpvHBeHtPg6HmmskwRH08z9gR93fyWFWOLgAYwPve9z78+Z//Oc4991ycf/75+OIXv4jx8XG8+c1vBgC88Y1vxPz58/HpT38aAPDud78bl156Ka677jq85CUvwfe//3089NBD+NrXvgYgeMD3vOc9+Pu//3ssXboUixcvxt/93d9h3rx5eMUrXtFS297//vdro0+q4fSBD3zAeA31hb/73e8ufOzb3/52vPe//jm3nRY8zBgtaSeLSlOoBcNkRaq7zoPJQ/nKZZdLHqC7z02U1632ovhvXpFD5DZcuCgFho1iOFFeDHYYiS7i5LJIeZBD3sHf5uvvqFs4eM4HsWrtFzpMDsHw998MFr5O05Gft4njoTnBh2Gg8YQ+Od6HQ4eqeNvap7CpvwsLGjvxSN/JLbY7bKumzf0z5UR3V4M5FsXiPk7eVwYF0/r4ooWE8HbVJ+FaHXbjFKk7VG4CvRP5SjkBByd2yhg1Gk7iZC/k83lCjoH4vqwW9CuLe/CJjVK1IikCpKpftBYsXoSdJM3+ZoLqmSJOhBOAF/eKLtzPsT0fBZkSbqWdMv3j+WxlUzGc7LKjJXogHECGp5gODLV8Lz1UL/l73onpl2aqFyZdwxBx2kKWYAuWaM/h6ABjKCFtRd4Ajr/7PsNdKznufEN0rQBa/5Gf/D/9GYTgu3/7XvC/eH1weMF5uWhdt1Ylb82j4B2/s8M9nLyvjDvUe3E/txh5G2XHMoXByp31CSzj+pF/fYq5c+dK2yj8zOeoNAh6Jh2M+Ol8FZML1GIMcw8lFzUZWJnvl6TnoFqdPi1wTjejXWXeAFAcilnj45hQ6kjZvp4NVBTKeKYDsLlgCUaswECaxgcxFFKWd08w/PjtPwTRpG8AgCWsnzNnzsQ111xjvId4bF9fX+axop5fq9VwzTXXYGRkBJ/5TBrurspRN5xe/epX4+DBg/joRz+Kffv24ayzzsLNN98ckzvs2LFDeoALL7wQ3/ve9/CRj3wEf/u3f4ulS5fixhtvxGmnnRYf86EPfQjj4+P4q7/6KwwNDeHiiy/GzTffrCV6yJJSqYRSKV9pKnJMO8c6jlPI2LDg49LHHXyXs9QqVxWoPilj8Lkc7qyytBeacBm6sKeUTEwiG0pdURgceJhEsDCry3irEScVlkU4iymqjFC9DO/eZG0Wnjrpalgt5FnlCQHHrGGCCIzSKaFgONwNMBrUavCEHKcKc7DUGwDd0o+ZHrD7jDYiTuG31S0uKuXyuumLMq9lcYbFB6q5+GbSgXfURtDFKEHEKb8/2p4F30pj6FWh4GDUaY9VTywoG0JrVa+p1YLVaMODDxselYsZe4bXT6gFX6MwaPOqiDniRDkBaQGO+flv+Hj1qtb7hFpcGwB4gSKOU4kLu41J8B5N7RRCAA3kNZJKTzoPIk90c34UCeAAiCY6WOS1J9co/h4CBXFq47Zdl0nUyy55nOMugVWwVCoZFVeu/JunzMX3OloRp5z1u5PrRiQO99DVTOs6FCwX7tVJByBQbMwxlEBSEadi6wUHSTlSqEBupZNaHeibsDHkp3UfUyqDxYAThGoO7ThhdLnftcnSUekDqmRFnEqG3CGTTGNDmLBkw8ny87+XxTmsjLoJ3+w7Nf671x+JJ4BSk2PHS16KJbfdWihKVFTHbufYoscfdcMJAN7xjnfgHe/Q01XecccdqW2vetWr8KpXvcp4PUIIPvnJT+KTn/xkp5p4zET0Rvwx/z5+TF6TOsaCD98qa8khykIunsU5MNYFkUK/4qeT9Qi4tODsteamjgGApoJ/tsMBqMMdB6x62stoxVOuTcADjzZCw0mn6OVM+q7d1dkCuJyBEwrC/Y5i2Qk49s97KYZ6A2cAJ1Y84c5mvbjUW4HbmBt8oTawQFFbdYaTr0x+W4neEy1ey+bVAvhmNmVvZh6laitCAO14UYUyAmYVizgxaqegN1lFnKXGhOK6Xnw9UYmxdUWEDBIzSnEujRPX5CXlHlzN99MZTpk5TjmwNZ20pYCknoPDo0c3x8mn6bxNIIInmp+5SE5p+prpgUIEw0GXqKwzJk3SKuHDVIHI7eY4iQZb1ILIQDR+S0LgdLugTqAUF51ziuQ7tiN5a97RUJpt7sG3qqkrB/Nddp5Ip3OyGMmH6oGW05BKXhSqlwZjWjBTYwPBnP7y+y382xUa6LJhbBAG9I4KEad2xoSGJKUyWXl6DKeM/KBSWALjPH4vHiSrcRLfhC1kqfH4mf5h7LHmS9s4TZfiUIVyDqdIwTkAvd543FXLzEb1rDOnlHP0dMvTYjg9U8XE204phS2EDbO43QkhcBynrWNd15Um3nPrD+HHVY3hxAPDSZfgWhVuR8Dxjkdd/MOqIVy9fRBAH8qa4nGEyUqbSfn7Xfe50m8xx0nt4gQctiHi9Pf8A/ghXo9HydnxNlVJJoLiHfjiqbQXyM+hIegshjuAZ1F4L3x1R3OcKAf2zXsRCEtojiPIW8P38NiEj1EWtaF1hYSCY6RnIYhGyfVaTJKmnMO1a7mTPwWbquMaXgcNJxXa+QJ+E3owknJMUB/waVHDyQHlxXjU5FchRJy4CxCEPVyA6hkYI3USjUOfQFJYTXVABg/shTcnDUkWv+nc5kHsLc0MnRYGqB5DZyqm5ohqJBAADPkRp/aU9+QmOoMjD574r+RtLd8qq44TB+Bp5tEiSfhJEnrxtnCkE9pblXZjzbIBGT0/x8TYKJjJIiIEc14xiHXkLM01zHK0ijfnIUayIiPtis09eLY+4pQnRyPHKf8gqok4FYOIBrqA3GiaE+O0XAJGbdTc9FxtchIQTkGQnwuVJZykHb61safLcMqIOIU64DvwRezhP8QmnIIt0BtOp/D1OGd4Ex6ZeYa03fZJLuTQ4gxUV+FWkSqfgCOQIXWduAQDf3KlUXe2LCuG4HHOjaWBWj1W1POjY58RdZye6XKs6zh9+ctfBhlI9m9+8jnAWenzLLAw4qQxnBpyLtCK8W789z0cNmbgZ3DhaIqgEoGOvBVJFDaKcUf2AFPOYBnGlTVk4Z21f8L39/8tHpk3E4fsgRTNNgHi8z3Y0oScQPWy23dw5lmgbGqF3qR2g4ETC3dNXgSCzR27bjSRivTq0fuo+z62CHlrRbSaqw8+iF8PnIlmaABQzvDQqg+BWY+mjj0yMgwMpDYbhYLDs2u5CkDeYlZE3A6y6hHICeHTtvkYGOLA2cpxDGhU+gtcj4FRu/C4YYJC5Qlj0PM8wElDVWyvOKOQFdZ/qnueFB1qGl7fyPAQ2Nxpqe0i7G7h+BHsLQXEMBHBzOsP/ydGSt34RU9QL4Zy0kLEqf1v6WkcOU0Nja0qU+l93EQOwZHGt05RdF7/RKEl2Lt3N9Av1+MrEnFKHE+tvfup1nIKlMzWryGeIUIV/+U9b4N7+ZnG8/6p60PJeQW/+lFj1cu5bDvrbJ7YoSM1fa8ChlOH2xKQQ+RFItL6RmDwFoPq7d2/X0LR5DvpLDDqwNH4uExjg3LAtxLnTDtfjSMxuObznTh//EGUx1Z1HB6pEzdDlS+FebUH9y7Ggrmb8OjYeYAGlQwAr9n+M+z0zgVUEj5G8r8zA2w/36To4SPwhcgomWD4XEZtpuN1nI5LSsS8HcK4FottcS8wnDT7yk05MvPIhA+PUTw6ERzr+PoaCkWx4aLYobf98fJybKOL5efIIIc4sGsJHr7vlbhw40Gc1AzoPVXliICjFCZpuKSk1JIh4T3yvRmdZNXr4aNgIXa4k5Nf5LkhgkKWkCwoxxZQSKruOJ47sib+HbVVt6i3WiuCcA7Pzg/T68GVrYlOYW5f5P7oeCWgkS6kSBnFoYHTUttVITyA6hVN9JU9lkLEKTSixAgrANAMGldVYqgelZVeE4EAZZ6ejryZeFgXjB8O2mX5sTHGDnWBDgoUvQypOjB50o4xnYYKcniOmXVJvFu7wog+0kY4QStMgkVE9wbFvqDzlehy1FLXiMkhin+jAJrZCahe6xJljyYtCX7bo4NGfxEnXIIXF4XqUS4TInVKjgVUz+E+PDsdgS1ipJEOvwKGdO2i1D050TreiqypQURUjTj5me+VoxoaTrpcSTNjqOuI1kR7EafoXaza+zhmP0zBudOWrmUSESr+Sv6j+O8sqJ4T6m2bN12A++/7Y0yMmh2Fe3afgpIm35ZwKxfmSTkvhJwo86ZEPU7dztVvfLrkf3XE6ZnAqvfx738x2Q/g47gGv+SvwGM4M2Y2iXKcdF4zS0kSHWXAr0cSV4vOcKK8PUMgi6WMghuZwSwPQDgBRvdNQ/U4bOHyDYHWMpmY8xWCtgqJGqSXD2O8a27Yvs4L8cWIk629T5GFzmKyAhEtoDqFr9qdNh6yhPKiEad8utI86SRUj3BI0dZT3bk4s9EP1VdFGTDYfyryhIKDU6fwMxLBQCV28lzM9+Lrie/UbsVwChdPYlsyOURGvpWukPL0RhN/uvkApjeA0a4QhmtxDGMaAOAkdxYOOaJGj6cFqqcq8gRAvTYXJMw5NJ43BT+gqY5TEIrqrH9R34eS/M7Zc9L1rwrlOMURp1YaM/WIEysMvFKEc2x72cdw+sgdcX5rdBnLKaaaFI44HTU68uz9Rweq56NZ6ku3pcC9jgarXp5xSDhNR5xQHKo3a/YsaVsuVM/uAaN2yxEn10nWxragehDqi0VjkVkdjTra8OGGTtbn4WYM8n7cQa5Ek5jh5qV4HSRoNmuZaxjlQK+VRmERDdxSFYtz2AWMoBJvxs8AABarFGbK+1/DqvdMlmcCqx4VFJELmiejiu/jXbgOH8FnsTWkkLU4g2eA6hE3m0nQBNVrxSsZiZ2T32FitGNh+HaG1w+KAEOqizjZAnSoTtLPNVzJf7edjDj1YQQjPQuDHx1ccCg4qN+AmMgbK7aqYlpAUXWY7I+OPUOaNo+Pj7YE1SPgcJ0aRkl6oZaPmzo5hE65b184yn7S90vdZUzs00CkCirFBBw+dQrnCJiUUVeMOIntaOQz+0USUSv7Sj6SqZglJ0QbceIM+NBTgef6n8K6uetIApGa4ffAFwpsW5yAtxhxakd0rH7NUlCEOev15xWYzJS+UVjlaanNgfOh04ZTehuNSzHopxq1fMNp2xtYt1DuM3F/aknpm3pMxETmk39nYOvITDzvQx8EWXtzeK1op4HoRL1Gwfne4jy3/7Qjx4QcgjHUK/1QTY9CZDhHIccpr+yDSekuYlSyIPlQ2hbUCzI/CPNLYcRJM+cJY7nM62iEekYQceoWjmtdgjItkeHEMYv1Acxu82p6kUpYgMXoAzeDFKSk6IBZkSPOgbml6entSBu/qlDGYRVwAJa4K7EAuq59VJnyWjm26PHHoXrHWoS5o48lOH6Jqjhi1dNBDZgYsk93WkejGBJuphzOkixmIso5bMM8eFp9CS5trsDJ7gnxoFUNJwoGwqoo8wBjKtKiR8N1sJxPN99JOvJeNoydJ1we/upg/g3nsL06AAIrNEajIriqUlUEJlTyZfxx9LeWVa/Fx6Cco+kYANHicRmqU1Eq4E4aTgRA2Us6ZPfSmXh0LN2OVgwnEFqYlUpa68PFdP3vbsfmh+4P7qvmODWLO1yieYAR2YNqjNgRKNDXQBgH7h71cMeoPn+z++QBdM9ODGbCHS3hSKdFV1xb/PdoSKU2aoDqIYmGdEh0z0FjQ4GAaxTKKOJ0orcTf3HLMF72wLimrRFUr3h7A6je1L4pbzPiFL2Hn3znYDzJRw4HEzlEynBqIeJ0NPpPfsSp8+IwH/Xy9FRUpMjc1ElEBlAsyktYmhCF8GJxTk6sVAUokpPjRMpRxEkz5wl37cWw0EauGE5tfDkhenuCPx1XN1eBo/PGaiTNiSqs0GhtErPjrRSSzVzVPAsn+AOY45mdoC+un42BUnq9d/x8ZmGLcxDPiXUaY3u4K5FZePVnnxny7Gvx/zhJPoElRFwkw4kzWAtP1houXIo4pRXPkgaqB55TAdsgWREnyrmRHKLbnYalbC4s0HhxT5NDcHCvihI0FKLhZPS8fU/mtrGTk5QzZqMZeqFF3Wmq1eAJByy/AY7EGPXC70FTEaf0+UvdjdJvyyMyVC+mI09P/rrCw3ltJStX5R6XhXQvSgWsUtRPRQg4ykJho7JtayFXqfedcT2gODSIa/7+1Zeui2uSpLzfrbDq8SjiJHtQTUUQSdmT6xZE20Fx2OcY9vUKXm1OD7qmJ/AVqyVyiPYHYtrIi9790SskyVNMnpGQjhuLOpuACPOxNuIUKskWfMw/4hvn2uD8p5ccIlAY2zgtPOnInvH4b+o0AXBwY5KTAvkqeONOIhFEoTkFto4OHbmPZrkP6qgtcq9OG3KFDCeehvMFpnaxd6Oy6lk5UD1m9aJ25VUoaRjeRCdBzU2IACq+h+aUoXpJjhNF6PQs20cFrgkAT6y7tJAnNHImn8gG8EL3LFSZGWg2k/XhBDIL09khzPd24jX8W3gR/znmjI/nfi+LcXBuwcmpG+UohtPkGMcT9+wB0+mqz1A5bjgdYxGV2z11F1u3nh1sl0KyPg73L9czA3nZUZi+RtoQ4bSUWyhvBX8stS3LcCKcwzIMYhpGxZ6sJyF2reHEyighreBFb6Jv0wl4vv+rzHZ30qPW2JPUtxKVCycHmpAnlHNwaiFQlyLDKaTFVI7VGT/qBFbyZGajOMdJM8/xFskhKDgaVn5eFOFmqF5RhbezUD2gLHwmhzqgGs869YvdMyuKpxMmeFh95mPNr34RXojE1xMXcdpMR4sv3vWw9tpRn1EJDXwDJW15/pC+UK/YtzSfqGQ5qNhCJIzRwoam75XRLETooDnXlMB9FCNO6RIIofBAGeoksYDO+CYxVI9IjIxx+8J3kmW4k/jYViJOHaAjJ+LdpyZWZRInXLzPWPA3RU1dGKo3ddZPneSPh6NgOBkUzCIOqk5HTwvlFRpZfIu9G7X2YF6Okz/OUb34EtgaZ5S4js/bPYTX8m9hNf8dVowennLEyWNekuPECMbggdn5EDcAKPPJ1DY1cvPa+38j/WbNEtyJ/LXZVr656YsFRdkJeqb34I/u/j1ees8DuBo/wxvwzeC8XHIIAJzE9T5NUmKeTGbBKR66aVvOUzyz5LjhdKxF6IuHmxy7dp6Ge37/anBBoaOcYfRw3cDoZWMW3wcAWDp2ILV3yfAQXsJvRD8/nNySOLnwjH5+JH2njEgLBYdtMJzsFXPwyyEXR3weD7503QEO+DbK0NFBBtdtwgcfyTYUrQ6uUzOG9NSU1hQNJwsMPnWCMH6crxK8jyhidurqOQAgUUZHokbVbI9K/Shm1dMskial1CSEc0wMN9DlpqFBUpuM2RnHxnAi4KgIjJOO7ejfJWvNcCoM1RMWXsYZbv+PrwbbqWA4CdOvCivp4cP4kwN6+J4dQ7JUqJ4hx8nmaEIH5cjuC45dQkWgPQ6cEgUNJ9/BvRd8vNCxqXM1pQqCf4+e4fRLvAyPkHNS2wkjYfSjg3kKuohTOEQ40sYBkDAmZuX0tENHHozaqUP12slxEhXKqO0cBDNWDhnftlocuHDEibXL/Zd33ez9RwOqZxuM+CLPJzoWqzx7Ti8iJmeNfE+aWgMIin+7lOGUl+PkWpgcdeFoiAoO0IB45YxDT+D0HdvwUvwM78AXQTmRyCHa6c/iOBj2Gti2cDosO5+uHQCqSBtOFUEXOru+BsvHy9KVCOeFWF4jnejRCR8oUVg9BmQCODZOMtRO6ofNuWJkV3IjZ9H6kBdxUqF6nBOc/YKFoNazxxx59rT0f6iInZOGhofvlyQPZ2Sw6BRQzik+j3fja/zP0DWZ/pyNg8vwkuFf43L8Vrhnfo5TiacjP1nMRDQj4mQ5ialBDVA9Cg4Oor1vJD78XHakTkWc3nDfr1H2EgNJnLDsgtAzk1iMxXU44uTOkBWHMIL5p/Rj2QVzwhvrIk6yOK5MWh4ZVp2A6lEONOs+XvH47dnHgRlhkkWSloGEWbBTUmomfaxkOXovYsGkrwT+WOzeItRDgu1ZIZSDMykyQD2C9/xsUDiSoMr1ibZWnOMkR5xMhqfdO4GnsCS1XXwWXS5d2Sqh4oiGEylM2TZ3vAFfQ5lcRFJKS/TujyJUb4RM024nCOCJnVSAtYYTT8xDXcQp+rZZilI7ESeQ9pREUQLYdxvXkPpfILeSq/AkTsmgI5d/F2fVO1p1nI6GaZRzT4PxXKiOk9DeMitW7DNPcr8A1xgPvHiP8ZXnzavjRDnF2GAdtmteT844vEHqO5yTtucrURJyCICW7MBwKuBsqyFd+1NMWyDEwgvds6X9hOcXpQUAJ1zztzYZut52FqyyoWwFGLY0OHp7e3GuezJWucKaQez8iBMLILa5UD3m4U9HfwYAeBn/MU4+ZxZWXDwv9zmeSfK/mlWv2WxqKwWLFYWj40xCCIHjOG0dmyqqK2DpxUEdQfS0g4QTbNt0Drq6j8A9lFaOwBw8+shVGD+zCyHLMAhHLlRPN0gyI06cw9LUTQBk2sdoAk0recH2kmbQLeDbAMzFosYi/IE9ntnuPA9gUeluTIKH4eTu6WVJEZ5yxIlzsNhwkhvMQUAIjxPEdSqbukA6ri3lXcXfrkN1nABgeUOtiJfdJlGKFp/Mqn7eqhDOUW4k13PskjbHyWqFHALFc+jSiP7oT33EiYCip656VvVti3OciBwt8Axj+g9YBVeTPEyEc3XPVXZKqIEA4QJOOMAhRsJ9MGUcP//gBkw2Z+M9T/h4pE2/3LGIOJmERFA9MOhySNu6po4cIo44EQnmGUlsOBWA6rUCMwqgelNT/veTufkHaUQmtEnkk+Qf8XLcWewaRaF67Oj0n3zD6WjAA8M1tNEN1MTtBQwnoTkD3hEMWf1Tbk8eXI/4aeNBLceQJZ5yXH6xdYpNDx1AV7eZ4Y0wYAZLSBD8ep+0vx2onljHiQIA4SBWfuFYIHRUK7eU2QoJaMq9VcxwEldVqwzYwlVO4NuxiywM2h9u85iHs/xFmEQTjxyZi1J5Au7IfBCkEU2iVPwAquhwN9MqdpiPU7xN+Df+elRQx3Ne8UF4ntnYsiwrphnnnKf15jaPFfX86Ngs/V2U/9WG03XXXYdKJQ39Wrp0KV73utfFv6+99lrjB1i4cCHe9KY3xb+vv/56TEykvQcAMG/ePLz1rW+Nf3/5y18Gq4oKr6CUCJNFNDhUBfSF/Bfg/Bzs3RtwCZ+/uB9b16l3jTzcYg5MPmSL+Ej1jizDiQCwDUro2jVrAJwStiPYpkYXIvXEYa4UB13JH8Vb/RtwGP+Aft6Ffj8bqtdJD2CduOgBcGR8r3yPKXq+xURli8uZ+ZQDT219Co995zb04xwDVE8xnJo2iICHjqF6mtmrVQatqN8sc7M9QoRzc44TZ4Xci6rCPCUhkAynsm1LBYfjthXOcQqLFrcB1RO95FwwnMQxqFuoD+h4UgDQkCUpqD2UrgWmyqGwDPxsfx/2W3Pi7WJEUnf/klNGDRYiw4mCgQgROp1CcMrEMN60YT4mveCq7YgpGv70+/YRfrzOlsDNjjgBg8NDwAx5f/RtM72+kb+kRUNoyuQQGbJ66AksWTsfN13axGEqP5R0V+WxfF+/1qgRp6ItD+bMo2HE5M2nnX+3Uf9ZtXECD18g3in/+cS+N+AP4qTHH8CaZSfjsNNCjQpF8gwnCyS9ZrbwKYbHxqQSGpRnwy45J/BdBuqZDSeLE7ygeSZuXncZarURlAYXyddohxxCMJzAgMceexS2251q62n8EansA6D/djb3pO6zZsIDhwzfLqKLePUE8vdP11+L/lNnAWH50uVYj12IDKeA0uKGG27An+JCEBCsW/c8AMAill8Ad6A+XghbUmIuAB5DEQ8ePoRvfvnbxuMvvfRSXHbZZcGxBw/ihhvUaoyJrF69Gi94wQsAAMPDw7j++uuNx5577rl4yUteAgCYmJjAtddei3pdn56hynGo3jEWTgQ4mDQJi8p1OuL0Dv4FvAH/IUepNGM9WpAlZZuRfFY9DYQpa+AQzkENzGAyLjdoR13xgAfh9zRU7y/wVVQnwmgUIXBy6MYt3kHlOxRGG/IztLgAq4nlFhOMYhX7zUm4ukXwpHyoXsmzpW1Z5BAFU3qEa4VtzkkqJpk5TsWgelm1KFoVwjns8cQdWyn36ok2WJQ7kr0AtRpxMulLUY4TBZeivmq35iAYcvU3i+YDtTaTqXp8lLtjyo0AoGWOKzsl1EpyiQTx+XXjIOqv++ppzH5RSUecuPTv0yqx4XSUc5xyxlcUTTS1Y/WGyXisthpxmgpUL6/UQF+jgUUHPL2Cp4HqxbsMiitRBmDR8WgVoL/OnQM0+0mr9R06INEzzx8Zxys3JYQBrUL1HE5x8qE9OHM4G8WRJ3noFa6B6hEUh1mqjoD8iFPonPLMFN1nuQtRQxlHjpyIXbtWplgc24o4IXFIEw5wwsEJSznbfI1Bp2ORFMk+GAh2NuXrXOyeGtd/yxKLAyP9j2N4+mMAASzhfYpEDpE5Okrq2GLtx056CGE2Gjiy598Sb6DHdUE4QR3ZkEeH+SBE0IE6WPj+6ZL/1RGn97///ejt7U1tVz/kBz7wAeM1iDKo3/3udxc+9u1vfzuuv/HryQYx4iRFJSLYVtLZ+jCEIGVZ8ABrYViRh5tJW/K8RLpcoSxKV8p5QFKgkRe+8Cr8/LvbwuOCbUNUhggEyaI0CPMKMj7aj73rT0MVgMsBJ0cHtzIiTqs3PwY+ewL39VxgPCaS07wTMcubjscAnH/hubgbd8f7ikZQEpHfm0hgocvZWr7iVJz30hfiB598CDp6KXUithuOQkceHqeJsDh9Iy20O7nX3hxHTFaOU1Go3hjy60UVFQKOkitGnPQ1iIhfEKoXPlthqJ401oUxakUKMJPGoO4N6b4fADjhtVW4a57hmfoOwvvQ5ziVYYvkR4SBC3OUbiEdcxkeGvdweGwS0ETzi4h5bjoWhlPn761zQInkCNVq+r15oVGsm4OXeJtx5SPT8eCVwe+WWPVIe971SBb7W3CAzsYoTa+jAMBHZgEwGdnCNmW3aRrnysJUtOVlmqbEVoWCZeb+6vbn1YE7Gj1WnOtrbuKgKEJcIxroBMCf1S/BdRMpmEpLkgvVY5qIE4p/u0q3zBxHYUY3AIIRws3qbZaeALRnON027aL4b8oJVp17Do7sHgfBBuk4cf0+hz+IJdiIB7A6dT0R4aN73CX+HPT5ezV7ZJlVK+O9n/jL+Pd//voH8d9lIY8qKiB+zd9eAwCYODiKO7++Pr5/Vv+agQMAt8AB1En2vF9iTOrEc+fOxTXXXGM8PoLeAcDMmTMLH9vX15d5rKjn12o1XHPNNRgZGcFnPvOZzPYD/8sNp6KVgotWE271WMdxhMKHAOcWlnnzsNHek6rjBMhRo3i/VGAofY9IWRQ7PeH5sCjK0hNdluFEwGEbqkZ31bqk4/TnMxBQOEzOH9qy+Vz0NmxUAWyo+zGjmChv/eIl+Pp77gquY1jIuvgoztz9FDYP9Gn3q/Icbxk8zvEYPNR6yhDhxkU9ZUDgkVUn4chLZNkatiFG4Dg2ql3l8HwNvEy4P+U+qCt71rLgZKY8GHP7g7bvbmQvJBRTpyOfIPnUqkWFg6AssOrVqhXtUkh9Q10l9bg4z7CNtohD1AkNJ86liJH2sobF3Q6PTkWckD33pItQGhoZSrlkgwhMR4yav3F8DKfY7XLYVvF5UBXT3HQsoHpRHlhHI06aJ4nGGQdQHx9N7ffiAtnpdsQUyCDS76KtmQpUjwDo84eNhlNEGKR16WVEnExfW83RLExHXiBqSFOlVvP35yng4nNY3CvEQpcn0fw/4PeD8APC9vx5VnD0B3mgcNA7bm4T4SxWqE2S64TlxQuH66+vXq9gMeMMGCWBTMLSWTBu8NUd24ZTslLoHvE7vR+Bkv4ATxtOYi61bowSkNz6ZGfyNVjlHZT00pKwbkyMTothe0Dg3I+OZYLja+HpAyDYabzPLBwA4WUwAHXkGU4+iJCMbjkWaKnYuBDbdzSOLXr8sy9G9j9MTvDGhF8UF3un4o8bF0hRiUjhEWuxdCE4jwuGAtVEnPrc6ZjN+mSjixHtZLeMPwEAeB3/D23SYZZCTjmMESfLEYr8Gq5BAIBbsBXDifBAoa10O2hwwHPT7SpVbLzqmnOD6/sGeBN8LPHnoCp6zHNgJnZo1JZrMiNbK+xeFOmFJ3oHdklH00pALQLLDs/RwXqEjSU0QZgacQqhTZpFfTdOLNz24F4wXkuUrAK4RRJYOy2cEFChL9iWfqmN6MjzFuJW6zjpvPizVx1E34rAu0sVcojU+QCIAVcZOQ9UA6PZYsSJSBGndFtKjo1KKblmfWR+pjIiXtOPDafWFSZV0TgmEL3o3tys+Ld/TV3EScw3S7/jKJoYKc0vfeeZxusXqq0T36u143XnZ9UPKsVQ2OyIk+qQMEXBmpaiYBXMaQ3eXt4Yz6Fb1kVNWsipLVoIPE8iI3ueOwcLvZnC9vxxIkL1olfcM5qRC1SgzSpBTEr8tNFKOMc8f1/utQFgclLOGbetZk6uaehAyIC/Wozg0UlzRGeqTJNgALUIqE2N0GN5W1rkiJPetZBnOL2TXQencZa0jQrzK1G6tIiKEhFMhJDciBMPI055zgGbc8VrckyyV6ckxw2nYywzeAOf5u/F9fyvQUBBQdDP5YTCaACtLy2Pt50QWv/iIjujliTfPucVJwV/cIqrm+eiTyRV4Pocp9fhm7iOvx0vxi/iatOi6LZFQjk3KnpWNRlIJsWT8IAcouQrhlM4sLv6SnjjP16I3i69R2DarCAXo7upZ7yjYLjEXY7ZbjIJi4VsX7b715jD9mjPLddsySHfUsRJs/BEzhbLoWmoHgsMJ9uJFA4NvEyYwBw0U3TJCawsPSE9QU4r3HYgmZh5DiSFZFDEFoXqdVqolzSIGWoQFc1RSGpjFbu3qE9Fn2HuuYdiJZUoOU6aO4IbMPqR4dQqVE9d+CIva+DYSD9YybFg28l392FLkSkCjj+/VYZ+RgYAp+3nq6Xnps4bTvP9nbhq3f04Yyxd6FuUciUsE3CUc5wSg1RfkNaLDKfwG0bzHSBEnCK439NIDhF4vc3j+4SxWnhcDlSrIFRPrVVWVIGpOFbuU+ZFbHT7rRyor/hu8wqDFpWkpxDM8/uF7QUiTpDHb+8LFmJO3azo2lNkkAUA+OkCuATAyyduwgv5f2MVfyD7dOW3Q5qZ4zFR+M3fZrLLxnYpZ0jpHVPU5QkISOgALeII0pND5BlOJJdFeM2DV4MSOedIjDil5iLhlVFbMLCs7BcyA4cAVmzOp4xIOU5qCsuzQY4bTsdYCAgWYAdm4JAcPZK8ccHfV0zcCQC4mN8RDyMOgj+rX4JXNy5ETyWpfD1/WX+4P7yGYPQQzrVY7jKamIN9Rk9GlppHOQcVoHplVkfFbeBFj90LqybQQhsHYBBZcpg8TUZH2yULPdMrKBmKfNLwuj0NvYfMAgMBwTkHD2Ae3wUAmO8mhpLFzJ61cs2eUsQptS3cZDs0HQUAQG0aR+nyDKcSmuCcSl8z+nadqBIfTWp5BgbN8NHlJV0fDeEgsOsc3R5Hrw/095a1Sy3xjk7Eya4mkWSJYS/8m0I/BqV7+nqFJqICSRlOGspxUUw5TkGRRs3CbFEJqkfgKEdxLDjk4RR3Y7wlzWrZeh80G5QdzDMCx+mHBjHNS8PiRFl0euSM6iRUT9MeJsDsNIqEG0H1IpISzTwafalWC+C2ysKnSkmzVrxhx368dlsTq/YE86p2fGXlqRieoUkVNtaCEDAb+YVI5YK8mnm7jYiTeEebd8AIgey8kSJIhSJO8pzTe8UCLKjqYZaA3vH3Mv5jWLy4EUi5ppYRB/wjJ+LP8O9YpuQAqcIVJM2Cyb2p3iF+L6sczh8Zzj4/Bxo21aLQhCNGjqQMJ+FdTIz3Ye/epdreLkX74jGaHLl23M+NOBFGUjn7FhVRN8r5Ym1BJeLUyFhfpuMwvMlpmW2JhVN5IX0WWiH/q3OcnhEiLlpiMVwNOcQVE7/Dyq4HsRxBwt7mzefB5kAZDsrcQUPo6NHCGl3FFiOjnGiVEwcJo52tiS5lMbhQECw7N4GBndLYhNUPPBUYYYLhZIrWUHAwDpSViFO0VtmlYHSVDXjr6Hmt8T79fu4HKPcDK/A6/ybsdk/E/mUVbC0tBoAQ6S+37bAX3LxUsZVrFVeidBNwBMO0S1Y67yQM8RMSwvU0xo/4DgMyDSXiJBw5VYnaSnPYCjmIceE+FhEnjkDB+FF5Jk69aB5sA3NPREde1HAqHHES3r3OcCI8L+IEWAZbPuqNpoK3xuupEafwp+Xo+xkhROpC05tVXPGGk/EPjSCvIl7KxVIHHSgHoObhJSpDZ42X1zQuwnq2MfO4INmYtxRlzr23Dn4r5DgViTiJhhMnBLXeUjzZt6b0TS3HiYPA1uTDXnHwMM44VEMUz8vzsqvvxOTzcak6FxdrZ0Cokmc4Cco3fHjKe9Q5zPLrwIkRpw5B9cJrHvaYxHZapI8SYQ2P+tJAqRevXHMnnlg2Fxu6l0nH66B6L5r4Ff649gO8lX8bzRxnDRD0bfXdEXAM7zsNByeB4RNmA/2Gk5EuoTFrYzf2niI/qwMXTQRtscsUjUmVpVgWS1kPur1eiEkTU4XqEU5AKYFlkUyo3sMPXw2AALM0bcyJOO12OUieJ48jRRpmE9EZpqwJwqFEjEwRoEHM+T/T+GBcC2sFewzr6ek4j9+HK3EzbsMLcD+5UDiayu1+FkacjhtOx1zSShWgTOLhBFfiPlYiyJFYu+ZFGBubgfnilTIMJ4kcAkSLSxYrPtua8Zjl3XBsgp7+JOLlC8q8XSvhua9eCq/J8OT4eu35AXQJmNM4Iu9gwGx/GpxS0N6SQdmMnp019N4zCoan6j6cWV0YG5qFPjRwWIiQEcUovIcBg2PBxGXZ8pLUigKng0/Z4XxoOzQFcyGwYIXfzi5RLdmFlOPEm+CsJkUMIgNXxS+3I/Hdcx6ZEWqMcE0lMbh9CdpSsSmqYdTELqX7DvWLmXXRe9DBH3XyO3J5cm6pge554wBCuBuCb5gXcSq7+v3RpN1yTa5UxCl0NtgGpZIGBvwnHp3E9i6Kt71qOSqnTAd+FxlOYT8TTylYUDhLno4cp6LQy0DB8tFZVj1Ne2KDk2jTyKJ5JIbhKsrQ7MW98XdojVVvaoYTAC1Uz54MCu9EQ18bZSMEJ58zC0f2jBkyONKiUu4XjQA72qp2SnvE2onwAWXu1homOZF4ad3wCHL4WwpJ1H+2NzmWLRSgegUi+yqrHgD0V3oxe98g+NBE2nBS6gwCwLo/PB/dXYOgZxY0BBnVznQEFo4cOQH+nGwHkEgIsujQXtSGJkC4vM47aMaGU6QrZPVrK5xj/qx+CZrEwybmQPxafkHYmUloGHGiDk3N847UjRLskCoSVI8QLDt/NoBx6Zhc1xknKSicnRFxkowsCsz3p2OcNDCt1o86NRvJ3c0xkJDF8F3kWjzEL8AFuAc1TOJ3uEw6dppblwfus89uejYGyf5nSalak353PSeowi55ccMJUZwIvDD/QZwqxcWUUorzr16MwTDPQ8TCmuAFUcRpeHgmbM0cXM6AsxEAtjCwRKWOlCjOuPxEnHPVQqNXjIQRp/kTh5P28CZWTMzBRe7yGLpWMiQexpAyg2JrgeGJOoMlRI9s4XnUBXjE5zG6m1rEaNTmic5AjZiYLA1UDxyglgCh0jyO2FaHe2GOk9hfon/bG95ibZaI9THPYPBhpvstWsepkxI1lwpQs6vfdVbquLiOU17EKRyDrSSDR+J0j2DJ1Tvwfbwenycfju+XFXHiMNfOiqB6ubXYFElHnEID3bH03zd8dS/Z6+Ftm5uwLLU/aqIIHTDWfY0/j1odLkIbRRBzjrOsyNDt4L11NmpOMeJoHtFFnIDACZNEnPStfe74Glx2YFjaxjE1cghAH1Em1cBC2OOaC0dTArzwr05Dd3+57YhTUdi0Q4LIYZYQKeKkgerp4Hu5BbSF79rsTI1B0fDuOjkxnIo4GKiQhxwd312qARyw3fQ8rYuS+V4Zw8NzCkdhCSMp6KPOgDNJpEssb67HCx+/H03STJ0j5mI54RrPOcEpXO+otcJ+VIaDHl6Nu4bjB87jE/YlNN3zuZlNziScJ6gRX3FwFSWHECNOM9khPP8vVsr3gFzaxNQOFarnCIYT5VwiyZKMLELwQvcs/HHzAliWlRlxqtXdeND2YAyX41bUMBm2M7nmn/N/xYL6MNx6ggw6nuN0XFoWp5wYGwQE0152MuZ88FxpcEWkDOI2zws6sbQe9SXXohbBuS9ehFd/5iLM/sC5EMmICAdOZNtTbdmx6Wzs2rUcG564BI5GQezyM4r5cMBykoElej3FgWHqcCSkei27yaA+mW/Gud4SVODECnA5l87VFPXwwQEQYRKz/WQyX+TNkBZvJjCyUYtI4eSiuHqTRAufXbLSSbOcJLBDRx9xEiM4DneDSVo07CIvb4aSf05GQq4YeYxTqvMiTsiIOB2FiEGeRJO1JZAbzDkpDeNMFNY8pSo8vi3DIDj7F+SPki28iOFjMpyCZ2oZqqdenSfvSGWgIpynFrTSvC4ZyhH/K0L1OhFxSl/DKecrvq1I/D1zxnKic3T+3tK2CKpHaKYmGRMDCE6yZrMHdsmK5y+jIcQ5Xrt9KL15qlA9zTuc8cpTcdOYh0YccTIri6NHGlDfr6lNrjL/04KWeokUiDjpyn2I+zVGRCv9vVORd3GedawkMlKsjpPwdzRHdpXwxsalmNPoTh2vqzMY36+g0Uq0BXC54OzMPj/SJSRop3KMWP/RCXOcGIAP4h/wf/knUte0lLkzuvKfPngbnrvxD7h4S2IsfRL/F6v53dDJn/Lv4BJ+W2o74QTMZ3qonpZhMi029/Fh/lFcym/FH9Vv0t5fzTpNG4okDdUTnA+Ec8nolO2mQK8gCGCHWYYTq5ujUeJ89AL8CuA29j15BQ4eWIhHH3mB8bxnshw3nI65iJ7GYEG0B6pKjlPkZUwmBy+sPs0A3DnqofuPlsKamUSvSAiz6eorw5lRlZQmwoH3+NfiCv4bzOZJAbXmeBe2bjkXzWYNjmZOzIa1EFCh+Fg0WM7yFklHmTwkVzd/EeD7G914I/9XzOW78frJbyfnOUUNJ6BvIp3wTcECD43gfbH8ZFFQOZe4ZDjJZNutRJx0EtU20UL1BMPJNuWeCH/bYZ0ocW6MF6KMKBGZNCvd4kRqxYtWXsSJKlZ8IlmsW+3KAs03FiUmYchhA8qD2kTSao6T3BbN9RjJgeqZ/ccRTf5UI05RT7JskqIZv/W2BPE/76PPwZwPnQert6x4L9MOnXYicqr4KhwLPFaGOiccd4y6gJ3d3kjJ6KjxrxkO4nuLWPEWuLtw+UFZEdJFnGp8GmyHxkQyJlY9AsApyQoOB5lSAVwAsDSab7VSlfJE9OQQwbah/ROaiJPBcFKwbkXnYofYuREZiZBJazhpomY5ESdx3ehqBo7HqZLliNFJaT0rlOMkMqoFx9uzayjBRnc9rRhn0ZEXRhLwNJU1kf7ObjejaVSA2l9EZx8LHaKMAxvWXo4Z+2V4G5DOcYou19OYxMq922AJeXsV1LEIW7Rtezl+innYldpOOeB7PCSHkO+l60c6Y8riDCvwOP4K/w81P03GwQFMUwhHnodf4zL+2+QYTrBwhlyCxBEMp25eldiFewYE9mVRp8gwnC7id2Jyolc+QWqn6pSz4TVr2LDhEgwPz9ae80yX44bTMRZC9FhaXcRJNJyiT8cBDPkcvatmgQpKgKowioYB4QQzyQG8BV/FbAiVpwUlUpfjpCrPf88/IO21BPpKSmy8qrEaq7yTlGvIchn/La7nf40L/CAC4jd6cBV+hWvxLkxvjCResfB5TDlOsXCClzx2L07Zux2zvP1Je0LDiQnv1RboqtWkdjHiVO1xFMMp2fcm/jXM4Xoac5NEUD3boZqipImHyHKoNtlePMdiPhjkbxMtKjpGvuQa5sVKXCwtTW0wnTCiZ2YDkJ/A2oa8devW3DpcgDIOtGi00MDKheqFRkIbTIVaKllGwXMiRs9/ywrtdiccA16LxTRT0U0BMiqOfcIZesWCzzUH9vSMooaiF7sDESed2KV8OulWhAAY9vMdAgmrYOf6sC720dOTvN+oi/WxUdQ8WWFKDCdRYbZAHQoeKvHGLkoJpl+5OLV5ylA9zathTFWUdVC9YNvJZ89M7TOy6imGEykccbLRCjmEFpanq23YAqve29YfxiseexhLvKcyz8kT8ZEtSyReyn8XVCRqC1vnhNT2XQ1NPm4HIk6Up+nIwYWxVzTiJOVpyyeJjIVuyKzLAIyNzsDmjRekrqnOU1lNWLvmxYEVZhBtBBkUvsdAbZqC6xdFrFicYdPGCzAx0YvBHZdrj5mhGFQWmDR2Xla/AF0VmY5chOqBE8lRetVbhXIlSk2nBk0bTn/Kv4u34Z8xOjYQv8RmXY5cpshqcoimng1y3HA6xuJgOYYG52D37lNkVj0pZyVcLG0zBSi1qLSYpgwn8dqMxMqs1KkFRVuX46R2+HnYHf9NQEIGqkB8UPTxWkoxUYeMDS+gYo/w+fUk6TOCIwIJ5KpMs5VFDoLe+gQu37gWc4QCe1HUo2wn15wm1MlRIwniwl+q2FIdAxkywFuOQEVwL6tkpaMxnKIxHkxkRSNOjMsDOYbqZSj5NGNBtIRFKGKjy5vqfVhThjC2InnAGx1UT4elThaZpO3nbH8SP7jjAD7y2Lbk3Dji1I76rjOc8j3VC85IK5TAVCJO6k2Sd0SEsV0YghMfb3ZAdEqcsjmHri0J+6rOHJOojeOIa+dEF7U84ZTpSdPCmxGk32fsFBE2cxI4liJl0GQIEQKUyvL8GXCJTgGqR4iWNGimbcse64xrXPr6U1BWIoqmbtSAEjEr2HTHtnOfUmXVS+/XGH8t9PfLJ07Ah/csbStqLYrohxLLcxQZH6LBELXDmR0YTj31tHMki3CilcLmWqgmMe8TRUeCo/riRAOvWU8MJwD6NVRxKo6nDKPk99jYAIYG5xrbp82z44DvMcw4oVtDdlNMStzFvn3L8PBDL4fbmKY9psoJajxBB6hzdxlOat0T4Z0cFJZgOIn14aSaThR44dDvUvevhWQVY6MDiJ5s2yNXB/psKOp8RKl9DMD7nZXjhtMxFgILjz32fGx56nyJ9UuMCNgaqJ5OqIZVLxIp4iRQs4qLJmNUe3xygCMp1Q8/cLV8DxGqZ6INVxbZaIGqT/QHbXO7pP2R4UVDBbiSgbMVjw/+TkMvTpmxGKd68/Cyxrno8sT3XXwBlIg72jCcIgpb26GpxbhScXDq6jnBcY6lrZ9EpL7BwJCQOACCYmaIOFlcJdpV9osRJ9KK4WR6h51XpoNva75uYjgVM7DExfX8bU/ghIaNFaOiIyO8bxuGwWYsxV24TNpGcwwnACAO1cJ6nPBbey2SoqZynMSIE2vHcNIoQzkFQdsVp1wEiFRcYqNPY0zLEdfoHXfSaEtvEmurQPCwq8ZuNH+qSdzUorFjy2g4AbCt9Pw5tRwnGSL2lfsP47v3jKNfqZOjJYcIt1W7S1Kh5aw2TUImU8pjpoykTPIdO/K8rivYOzVyiCRjZGp9SXQaif2myJvQzdFWf2AwTXPT80kW52jhdY+TNLICAI10hJzXcXfv+WFbCJZ5c/Hi5jkp5shVO4OyAmeNPwI3Mpzi62pQG2Fz7hr1YD1/AYYVOzkFaja08b77/hiDh+anthNGwDyOxWfOSOWi6tAeuj5RYc3UttR5hGIACaGWCp+kPJ0z6RDR2KbGIsfiHEMIwcUTD+Hz/J34C/6VePssBKgezyuj1hs4NRqNPmx56nwMDwUc6+pYtmyKUuXZHXU6bjgdc0k6lcj6JU7SDgXect1zcw0nsX+qdLVSEN5P4FPiIssEr7OtmWBn1ydRxURyvFKgkwqLn8okEx+jDCLfdbB37xLs3HxxsF9oAyFB0dpNdRYrwKU8w0nEcIv3DSfu7nIXLvaWYxbvk+iey/0ZUKTUMyTf5sD+RWb3qOl8KcdJnjBXXDQP/XO64v06KJFobNmcgXH1WcN9htpFBMyYjwTICcH5KdWBsMJHBrKsuREVPtnCGbIU9fSKUVidxDYmU72CRPIMJxGn1pWeJ8hp+Cp5p9wuQ3FbqQ2EwEZ6zEfkEDr2uSxRl6qIEMK2qaQAUjDMeMtpyJdQiZciTkdnQZxqxOnUg4cw0z8obAm/p+ZYyXCyikE5WxGdk8YS5kuJWCcVcdLMB9PKsGwKGjqCsgxq25K/DydkilA9AjGWYw02cc5ps2EPVAvksZihV6Ycp0nI83R9QlMARyMlWiqQ45QD1dOdn0tHno0YaEcs4XtZOQiM9L01ziBKsOu0GfA0RqAOqrfQnxmeX3xMpJ6ZAxd1n4FuXkE5h/3Vo0kNs0u8FZjH+jFhyZHH6Ycb+Ivf/wwXPLQ1RodkmXURQfqgz1E6dSC1v5/1KO3XP6vbrGm3E07g+wyEkDQyQAt/L2Y4pfKFiI0BHIp/q5FSEhwkbRPpyHmG4SRdx6Gg1MM87JHuUR328eADrwAALDt/Dl75/rPBQt1yw5MXY/++k9D05G/llMoSgufZKMcNp2MsYp/unZFgUUWlzWJApcsBtdMDacHK6XjBW1amrqUyqVAJBkgFqF6ynQtGhyN0jbfwG/Bxfg1muuOYhqHkomLVcgCWnUzipsVYhSl4jTI2b1oN362GbRPgfszGmnEPmxoshlw5isdUTIQEgLLfjV4WXEv0IMaeM6FZZSHi5EzLNpzE55Gw1jxdODdPLC9UWEtWaqITk++pRbTVz4nUN1gqx8m2LMw/pR9nX7FQf3+wzEVP9DJaBRPHsyJO+jvxKdGUu3N7MvcXJofgyr8AznVPRgk2iOabdyqHhxQwnICQbl7dRotFnGaxfdJv9egIvkttGufdAYECWVnan9u26AzJk3+UoHpBNL79azctmdkrgRmmv6foOEgMjc4ZTrpxYgte4MhooJxLZSQA6FkdLQJqE5TCaJ+aBxTfF0DJ1kWc9H161eQ67XZVxKDu1gZH/8uXpI7RzzfJiSpphVPTk7+oeYF+wXyJsp1flyeXHEIHTStQGDySThHq902vYNbCHrzo/5wOx2rNUSH2H3E8rHjRIrgaw0lH7PM893S8tn5RYageR9rhRABMc7rxmsZFmMa6tOepIr69ScVwsjhFyQve9lV/uRK13hKueutKzZmheHp0zh81LsDZ3iKc1jhZvneGw0xf0BrxlKGWnfCEWpO9rIql3lxtz6iwAgYNL2O6YDhNjPXJ+0FShpotRZzk/DBVei49AbWzZ6FvWT8ICebFUSRrLzlcQr0e/LYdC/OW9sMPx06z0YWNGy9CV1N2kNICxaif6XK8AO4zSMQokTipzXDHwv3pierqd56lvZaleNodsa6SoNxIESfBWyxC9U7EDizFRgyT0/E2fBGf5x/Gn+AHIJBzMKhADuFH5ysQDBVwo06+FiieeupczJ//BLZvOxMDoQ4TGU6W5eDN/Ks4gDk4DY9i7tBBADJJxR83n4P9dAgPCUZedB/RoKwIhpOdUYcIkIe5qgRk5QvpRKzjZHMluVOY1HyPGSZlDVRP+F5d3SW8/LVn4Z6H7tfen7YQcbIJxcAJ3Ti8a8x4PBAsDuVq8enE4rKBZnMXnoEoRSd59lykfFp2tqGjW/rP8hcBkKNaccSpQ4ZBXmQmGovUpVDSOmKoRT5UT4XrKhJ6en2XgXoCRW3hRS19nKUYlp3KS3IqFnLQmZniUwsUouMpijhlQ/VIzOjVOdGNackL3GLEiSOY70thKYcGDE4gTuEoBkRmjlOBT8ch585JjgXRkZdzMZHkIGpXESla7LdMndw2kFw68tbJIUTpufxEHLptR+HjTVJyHLzqmvMAAHu37ss5WhYxt0fsh70DVSw7cy6W79mKJ+YtjrfrDCcKgi5UQDFc7J4aeCLhPHZithPNHacy4QHlJB6185f1482fCxAs+IX+/MBBGxgMIiphOu/GdK8bR8AAcR7IaKKuXzklG+e9NHiPnjLznryf495pQX97VXM1CAi+LuSLR1JmLpJZW98AynuxGAnz5siR2Ri3+iAiWqmj5BhZTvxsAdTWrL/0vSjpC9QOjjuEJMor6nPl0PnhK+PkxSO/hl/juAS3AwiQFPxZbjgdjzgdY5HgDMIiMEgTz8EsN5t6WXe+Ggq1pAlTiDJJOU7JAC8JCnxE9UlAMDA2gi/hr3AZbpXHMpFZ9RihKC/rx6y/OVNuo9pmBYdMOcWe3cvx4AN/hHq9N05ajxRgapVxJX6D1+FbmHtgEE89caF0vWAioJjHpis5TjxuZySVpsBIRHL8gSIMUpgYCNdP/CXeSG2LxPKTHKeGojCImHXf49o8JTFqZ0c1vqT2BVT0EnuOeL5EFJwWseghBcXL3nUWnvvqZRlnBBGnshG3rIMbykazo4GkZQnJmbqiV5QXcYqOU7/+jLeejr7LEhrXqdCR68RiwOfWjqPiMXx2bZouN4LN2ho2p8gJkkcOoZ6ZOjpU+pp1L+6TQPGk7zjiJEZyjlaOU6k9qF7kZLhgSKajjiNOmu4hQfUiw7uTxCc6qB4V585gP0E64mRpFPWltQosm8BphhEnoq+pwupzYWugq8acqEL9gKAQ6ibn9amXaMdwet1j/208LiAFyoPqCQgFLate+vwzL9dH9SMRn6P3eQtwW4NPmURHdGq2CtUT67Wpc17FKePSTY/g8q1Jjb+sUhK0IFsqRzpiE2V7hT8KiSs4isaJDJEzFQs3N0ofcWpLNK9h6dmz0RMykXLBaX0OfxArh4bw4kfvwRvu+038DvQRp/w1kfA+nIm18e86rUhXcwaqqCyXoYhUnGtsnhlxku4VRpxWIIhE9/BhKV2jVg6MWab0mRom8G5ch7OxJrg/6wN/GomkjoYcN5yOtYheOWFR22cn0ZxIUZocXgAAGDwSMLz0KyFuMZqiOuJEHDrhBJ4bQDbERZOLrHrCYC+FnlrbdrDhiedibKwfT6x/rnQ8QeD1fDP/Kmp8HH/V/A5m/sVpKM2XqSlNBUQT2I8AF+QJPCfKcRKLt+3atRKuK3tXJVtO+BErg0KPrwpedr+FWiZyEUE9OYQDc2KnSEc+QvVkGADAPKb1MEsQxIiqXmh/lANjZRhOTsZCI0acLBDUeks44/ITjMcDIVSvBb884VxSUEs8PxFWlPyMqmIRp+hNqjT3zpwulE9MnBex0tQhqN70CY4rDjDcees4nnfArJzYLL0vqkESRZzK3FSYWo04KfDd0MhxGz4oa43WWLqOaJCkaH47E6tptwDuT+4ex3s21PHOzUyhMw5EG3ESWfXCMdTJiJMuaikl+ZeDsUB4OsIk/r5p1VK8Ye4APr3sBFCbouzlKNHMRsmW+zkHMbpRij6zlA8rPptU+Dwn2qPMv0XzrsS2lzKiP2VHLRWaFqkf6xj0NOPi1AvMbGspIcEaPdUorJgPZ9vZzpNUE5S1S5RKKVhL7Ylku0PMyntRYo7gvsozCxGnotGHJk2ipeNEXjdpTp6UKtQT8sRy1gggG6qnm5fUXMJI3ofPgIJgweCBuK6XScpCuRTTK6Kkimn+ULwGzKoflg4eeM3ylBOdSEQ02REn+bzguPNwHz7EP4XP4r3w/OSb1ELacy9j/diy5RxQd8GzPN50HKr3jJVulpAwRLWeDm++GvXeB3Hw4CKc7S3CSk8ubDYwvwsLVg6gq6+UWohELD8BsPGxF+KEJfeA9UqlceO/xBynyAig1MLkZB/Wrnlp2C4lP8e2cCV+gytwCxifo30u1YvJeASFSSJOyX0FZSKKOFELe/csQaUyhrGx6cgWIeIUQfUE47SrlBh1LvGRNRwuaj6MPzgrcBLfBKJEnHSTaglNpOMIYVtChdVyLIx4imEp5Dj5HtNCQSRyiNBwEnORIiOKGpkNfZQzsPmWho45TxixWmImVNkIHd5ixIkQyZOnSuEcp1BevdvH1xdRXHhQKP6rIdcoWDYmV2aOh9/NsD9KANcZTjFFfPj8FUxq4Vmq0aL2bsIpSlUbp186H1tuOhBvb5VVT/wMRyfixOGUWyMfieTECY43bHdx0FXy+iKm0hyoXsQUqqUcblN0QyooShm0qdQ3FN6Tw1LyTmxi4dwXLwIAnNPbhXN6AwXysEVgN3KIc4jMfBrexGjcFlHwOZR+ZZgDdFvFNUqdOwoZ3JzjnENN3Bkug89xl+I/DIeW7QJQPbE+kq5mUwsKsv4GJJV73I6ITjKn1WiJSL6k7Kp2BXNIWagdZlOzQ6toOQSOtOFMIHz/gmuMaDi5CkmUbTCcprNuHKFpmLn4dXVrRBoZk5HjpNlmWnsJoH1e3TXKbnJP090tSjHerOKL1b/BIO/HeFOOgOr6GxXzKUEKR5yoHc2ZHGfiDwCAXV7wTSwBBsyUuVKs47h710osW0CPQ/WOy9REgtcJnfzVg/+NC/g9+Hv+AZBwguJeDXv3ngLPK2OpPw+VVDFAgqvfeSaueOPy1H2kgcwIxsdm4pE/vAiun15sZ7M+WMKkGEP1lMmAK4tdBNULJkm9oqEqKuoCSYVl2OEJ33+lFjLr2BY2b1qNdY89H7rpRpzfqEQOEfxdWT4d5ZP70P8nS1GdniRpujmwg1Xu4/gsfw/+Dn+nwLX0EadShiEQMZjZJYph9Ev7RMakAKqnizglf9scWHb+bInON4o46aiWgdBoyXhcUWkwLQA6aSFoFyiFQmRLR4KQJU5BT2seq14kf7ndxVcfmMDn/pAksorPHj2a1aJn0yTTx3KUuPCOPRoSCVtJkC+joc2zU7uOWsmGMOAt116M7ukVKcepeMQpNJwyIk6dyXEiUqmG9q+iizilxdaQQ3Qy4qRzhkhQPUTOJJ46tqe7ggtedlLq/CDilN3Kss+gDgeO4tEdnXDIrHqig+65f7oUAHD2CxboIziC0aHOHXmG0zvX78fdvx1DT1NkwsuIOFn5+ZMSQkGXv6dRnnXOFVHSLGhTHxO2sDanDGFFzh1eo2wRkSfyHqcWGE4VN1m7sujW/ZwC3pFwZD9z0bfRIA5Gux0MvGklTuN/kPaZ3Covbp6Dy5tphlCRRbWIcy3rCC3VvtAv/g/7ZwDAW0Iab921Xj35E9T4OJbwJ+NtuvEcXeNV/HvhfSw0m1X0YgQLsR3gcs4i1fRPKsE7eeGIk2Wnn9MPI04VOBlOAcVopvTZzg1x3HA69kK0f89yh/AuXIfF2BobTqKR1SqmV/QyLDt3TmzxX1K/EwBwGn8EF7un4gxvIZ7XPB2UJIMrKpCWnpyUKIc4cIh+MDqOWsBQTr62BciQDQvnvWQxlqyahUVnzgjaUjBnRZUo4uTMrGHmW89A17lzpETpPjDp7IEQYrhgZYAPdusDOAE7UYKbznHS1drJgJ6RkJTCdijOPDwi7yOi4cS07GvigueA4/l/sVL23kbECEQfQaPwcwwnMcdJLxdveiTdLsPyorsVJUx6jyavVw8fxhVH7kxt75/VrTlavKcM8cwTG8CqQR+VCNFZsrRkLe3UcdJJ/1gx4+Rd2zWsbwoEk4IZDHU14qQYNdwCtSgIJXEUNLpeEYnhtVKO0zOTjpwSeZzGOWs5Eadkf+dWet3YE0sHRH2XcPm7ADLJjyiWTeF45uV87tAhvODQYa2ib2LVK5qLI0FAha6z4qJ5eNNnL8LqV55s+HaiwdUaVK/XtcOxKvS9DKdGxcmnIxcNI92cros6FoUChxcIoXpTE0us1yjNUWnp8iYxwAQafsk4lIVWQuivl6xdfCKN6iChE0MXcZrpHsSc4UOp7am28WSjiXpelQYpYc+CPlRPnY4/37lJ2jePDyTXFaQCBwvZjNS1eqYn5BIqkZYqs1hfy3lponPrueROfIO/FlfgFgD6dXIe24+v4k14IZI8PdFwqoYsghfzu/A1/ka8Aj8GEDgG3WbyLKozW2fMEJFVj1roYcVy6EHTOl1sOPGSPmEUcsQJCJwNxyNOx6VzIvQ7S2I/CqE5UgSlNQXFEZTovtndccdd3bwP/8A/gPfj0+hjNZzvLUENZVQFz3E5ytdJDYzkt10qSYPU9wyKrUKHGz9RpOzz5LkdWP9/e28e50dR5/+/qrs/98x8PnNPJpnJfd8HSYYQAiQQLgGJIBgUBGF1QVG8QNdrXQ2u7q7oD3UPV79+1fW7uOqu5y4LeADhCgQIRwISCAm5r8lkjs/R9fvjc1V1Vx+f+XxmPp9J3k8fmPl8PtXV1d3VVfWu94UF503A+pvnFSYI5rHDJvk4CX+rHHsNQ8d1+36CK078Ags0OYTu2z64EGdeOQ3nv3cOAODkvtXYs3sWtm5dL4u6DuHI3YIdFBPg6rj0zUOoSxcHLnFSbGiJqDVO4nny/lK6KOjm7qWjj5P7fq64gLBqN/LMe2un/bhS/MSQkRYnQZfQqzHTvltsTZhppWCq58N+PdsgYdPiQ4vBAprkeF1pwSnRl8HBVPb6Q1PijuVWnQB+91AfZg8VFwq6ZfGswUTIR7JEq4/TmW/PagQ0jUkbMf4TWyp2WkdoPpwwq9G7kAsMao2TKtG3JDjplY+qp1ozGIJGJO+3kw0OIZ856CA4tUyoQ8BB4zTtwG5c/uzDiJqmfeOJcWk0WLv/mPiTL6wCuUgsHgJjTB0d1OUE+yGbep/ZJ2/U1OeERE0SvpwJBYqmkADwjmfvx/ptctTRUKY4BqnDkSvmkBJM7xhj2XmszHdEtEpgHhovxuXnK/rIWYUBLaKjK9OCcKo4lmRgH3vb71iCpmtmKgWnGUOv4oqtDyty9NlN9RrWdru23UqSBQtXEjw8A2f1PVL4bbrWifOS8/DOoTNtx6kElZkrO7BkfTeu/PhSSeP0ck6D+fxA8flfklyChGnP1zSZv5qt30PjBBTXUE8/fbHNjQIAwBk0mJLJtZEOYF1yASZkmrAqsaDwfUxwAtB0DUnBz5tbNg9U/UO0wtADBi4f+AVm8214P/+GvV1SXfY5Op3OC04lRMTVNAoOQVQOORm8aCaUXcCZYtSfEh9dvVBfnZAzgzGOSdiZ06QUGxDjwMf5l/BJ/sVCcAhVzpMiGqAxPP/cOhw50oneNy9VljItE38xglSuFlM21bPiZZowYPLsek6XnXA1mHj3l3qksgEjgLrtYXQ8LUeaAYBYIoTFF3QjXJez2zUDeO21M3Cit02eQLnarOOCvmx+qTP5H+3XkJv09aCGMAeW9D5X/E24P+deNxNdiuR84vmNvIZEGCDzdTgKTtx0TeQqmeqVtGT0X1ZjphTKNOAgODEAQUU/8Nq3zdfsO2KSUCzYWZdro8rHyf97F3SIinT79kHoKY4n+zM4PjWBpo1209qCNsfQ0JK0+INZQzenAwj5MHU0LNfT2Jq9TsaYpCD2m18r30YpHkCp0a18wMEQb1UnmvSi4dIpSJoczw5kLO9pTuOkWMRIPn55bb/Land8am9JbdIUfUiTNE7C2G/TOKnf6YaWCHrOn6T8zcgJBE3huE3oBuMF7c6mZ/pwzcHjxZ98+TgxGMI9XHf9LGU5r15hlT9eY9Mtx8ttyQtO8uaY87sZMmQROZIcwuTD8nOTBCfF+Kg2N/QaD6ymeuUHhxC1k14+U7GMvKCd3dMptMzStrCBC1ILcPnAwsJ31qivAKDHQ4gualMKTrzwr8cT50BoUhydn++BllBHgbQyhFDhdqZ4WhJYNKZhitmOekRsx6laEggY6Hn7NIybGpfu4RtMw7i/PhMz3zYZy982GUB2rRWyzEHn8PvxcXzZ8QxOJu4n+5pd78yQmHsiE8YksxUXphYjpqtTDOiahoGBosuBzTRUpXGShCmGmDmAv8LnsBp2yw7pOIUVkWSq53Bh1v6usUqmE68OJDhVG+b0QRScsn+L8fFVO6VuhJmOr/P34+v8/QgKqlJx108UjDQWwCI8jQU5J0BAfuFCPICLk0uENnJAYzh2bBxe2LYW6ZR6F9062FpfdF1wXg1ChzXWreYhOA1y4OEM0PmZldILq3OOhmZ5UDUCxUmFeYUjF9tg2blWhe0NvlSPLx/+FNa8YDdpy/uTGAENGW7CMIUdblHAbQzjnCsVySRFH6e8ZkVh9uKkLdKgzg+VR1w4Gh47mnK9Dqp61XfMBDNFwclpsa6eglW226qzaj53hOMXZyfJulXFhYUodOV3Cf1qnJrMI7jw6Fbb963pg3j36ymkOJDiwGBXPfRYsR/+zbMDiCdNfGNHdhHHcjk4JH89y6ScGYoqNXbWR2z1ccprKZkGWwJcP+TfL3mh7+vQYTGcBWfdmZ34bW8avRl5Zzjf/1WbQZIpbl7T7XJuvz4C1nOLBATtZl6Q0cBtEfiCDua3ADCus0H5fXeqHktSkzGveRqsw6cYVW9pSx0aVhQ1Pb56OpOj6k1e0OZQzN1Uz2v0tWoy6zL596J4nO7SPQIBOQHyquRMTMnIbQ2lRRNNhZCk+s5jfLFGLCzBZdQR8f2X/MQUZWNcDorRMSkulLcsaMMGGBgaeTFi3aAi3Hl+LHQLDmG9U9a2hUJ64Zx+91qSLIRYPCtYpMw0NGH+KHUj2WmVbwQ16EEdSy+chHHTEoXvw5b56RL8EnEcx8rUdDRwu3WNaBK7++UrMTgYxbbnz8vWJSTvbX7PHLR9aDHyd0jUOHHTIR9bjkR7FJquyUGyLDdT1T8lv3pm11I5YSbtWv+84BTlIcd7akXXyVSPqCRivxNfgEz2xTQlTUBpj44xHa04iFYchDxkikKAsHhSJCNlqeKiMs6jcjh0S8Qgayz/wveWxXzevrlbz05iumCWxcDALEEAvBfMQD+K9tp5VFGSjIDonOylwRDvk0XjpNidTCVD2LVtOY4e7rL9ppt5HycdKZ6BLkROs2q+rKFEAdmWP1hYABbJaxactHMa564aJ01IDFxKP3PafFVNjBmmA6mi2WZAET0uj2qh6dWugp+Iz8G8blkHxn1qBeKXFh3vNcXCwG/YW6cgz/kgGPlIs9YdwfmRGP74Zw3rN2RNRJlh31m35uc6FI0hpBQ8LYKS5V7kTRE1nVkEwtI2ZcTHU0pkxdFAzm+mcO5XaZzg/D6qcMt1o0RxjwzBhPnn7OpcOdgSJYdc8vbUhdRR9bpSdViSmQJN0xU+Tgw8NyY3r58MPVKsw4+pHgdDQFjsOQkSXnV5CU7WX+ty3T0t3PrgBGeT14Au+8i1mXGcl5ovlQkJlanGR5Xfk5d/jBWmMcAj+bUXYpJ0sfuaGftCW7fkgRM1ZNZ7quXy8IUF87wBl/k2o4hCq9rmuuxDi2wmY6KpdSlvz+ILsuZ9KTMtPQ+352DtW9/iNzqaOAZCwtwnFKlLy9YD0Zy53LxMt3KDUpyfTh7vwpNPbMDRo+MBAEvjs9GdacE5ybmIzGkuWDgAwGo8BIOncAZ/DMxDcLr2s8uhaRpO9hUFGsNIYlLqjcJn1XUyjeEi/l/o4G/h3KFXwX1aUfTvfjsOHpiIw4fHF77L5/7szrQUNrmbUG85oSI4BAlORDlIL7X4p2hPmswKFdaMzCWdh4kDgl7UOAllJK2FEPpz6zMXYsuWSxEW7M7TyNiHSElwUr8Y1kzvAR7A2anZOCMwM/eNECqT2QUHL98WIGvvD8iTn9rHSRDSStGsCHV1m03KIOZWJ02RfFJLI6ghyVOS4GSVk5Q7RsKgY1jCuQPF3TenXTgNpuvmEEsKdtY+t0gvee5ReCWlFUkzHVwQnAyXTXvlgtcrmtUw1u96gxzGXwyoUjCd8znJaNxUzg06z4BPSxR0FPnn+7YPLsS0ZW1YuHE22v9yEQIduU2JXHALSeNkWcybmoaQQvC0aZwszzKfDJUxJmn/3NMjF8n3Q7G8aKrnV9s3kki7q+L3LsEhpHEjr2l0M20tcVxWCRFBxcKPAVK+GQAIas6+BMGgAUMRJCTi8m5JeZACAUmQ9KvhC6LofO+0UeH11pRqQdEyuxWxVZ04KfTb+sXqFBhANoiDbIFgP19ImHJVwrDyOXtuzNg1AFwR8KcUJMFJGAfNtN3kzbqkF10AbCHCc5uN4lzSPGAP5Z1HpXEqWkwU6+ia06S4T+LWrf9FdDDXxhRPW7Tw/oXROI47av7E6J3ivY2lZR/SSKa/oEFKK8Y50ffNGp47pAdwQWohppn2/tqIY/hnvBu346ueGidN16BpDBkhMnIyGcHK/sfxPv4tfI3f5miqdx3+D/4OH0SUp3xrnJBuxMsvn43+kwmxNgBAB08UNqsvxBKckZpaGOdsArqmYXksuzE4M92JschpnccpmUwimbQ7VWuaBsMwpHJOMMYQEEy+SimbSqWQyRRntWQyVRAU9NCx4nE8li2rGMyTyaSyXqvzHTfFCVF4USRTPaGLCxPLwEAD0ukQAm3Fe3KCDQBgmMe34kXMxxnJPbLGyTSV98IqUDGmYUams7BDIwocpsaRTCYRCAQKE7JqQZw/z4Y7F+PlR/bjjEsn28ponNvaYwSK18M5x5zMi3hT70KYD9jbLjRbcjLn6p1IJi0muRQ5KG9+k86kkTLT0qI1Y8p9KJVOw+AppAUNoLg4DZhatrzUPiCTyThrnGBCnGc0niloAhtP9mL2iX3Y3Dq9cB1OffqaJ+7HkBFE+4mj2S+42lRIRYrpkvlNMKNefDLAIUCGvwVLOp0uvMtuDqnJZNL23psKvyG/pmgMHCrZLsAzMHs6gKcO5s6RfU86ptejY3q9PXH1uChSu/ukRYJq4R3O2L+05XGyTKLczCCZTCKdSUuJqa3HqcaTfMnslQp9XajHCFVuXy6dTg/LVE/su0otgjKnil1IdTXVU4SCd0PlB2aairZxbhPUg5ru+D6mkUHAMlYAQDSn3lSNyaaw+DXTaQjTke9IYoZQLp1OAwYrjD2maTo/O84L45SX/GE11Wta0obohBjwTDHAA3d5DtyysaDSHEclPz+Fj5PiEpJCIAXGTVtuOfFzMpkER9YnsRwkk0T1vmsBwzKsmpb7IPUHoeK/evwV/G8bx9WmjqdboTxGlUcvv7bgivISXKinhEAB+WOSmZRkxipaoljPp5orTNO+HgAAPcCKaw5R4yQUDfEBPPHIVchvB6hmLp4u1m+1vhHbU7wHghVJLrCUJljfcMX6JZlMFuLzbHnqUsRix9Db24qOjldwLh4AkH0fzaTl+sX7zTgGTjYBLW9K7cmj67qQyy7/XXFe7M60YFVqFhgYeDBbImaGsDAzCc8ZuzCElF3jBGByaBzeNXgWIggWxggnxDZwzpFKuQTeKqGsON/ny7qt30VOa8Hp7/7u7xAO26X66dOn413velfh89e+9jXHBzBx4kTccMMNhc/33HMP+vv7lWU7Oztx8803Fz7fe++9CB9BYTvuK1+5u7BGXL70cKGcxjT88z//MwaHBqWtu+36W/jupk2Ix+P48Ic/XPj++9//Pt566y25nbqBrtwAyJjg4yQFUChWvnPn6xif08jmhZm39hbrTLGsxulOfBEpBHBs72pJ49Tf349NmzbZ7kFTaxKYPafwOX/2Y8eOATCkQSiVSWPTpk342Mc+hlgsuwP/9NPPSPVNzXRI57n99tsLdtCi75HGTVt7rl16mXC9r+HyxH+hI7ALi7EFmzZdJJXtDrcX/pacUjlT275zVnCav3zrH/GLxWuEa87AZCl889v/gLgRlcwpfvmL/8RQuphRPMwDqFvdg2OsqI4Xx6FU/yA2bdqE/q56YHI2yMCunW/g+eefx7i4Oqu9xk2kk0PFzzALC6irn3oQZkfR5OXV7a9i0+ansh/OvrzwfbNZDwycAIQIPwf27wfq3HNm5ElDhyGs0oIuix7l/fU0rcze51/96le44oorAMB1EN20aRPmzJmDq666qvDdP37nO8DqiwEUFxxW0ym3Ng8pdv8N08RP/+M+hJF1or///v/BLx8tOqlbx4h/e+O/MV1vkd7TRx9+FFhS7E8AEPKh9LD6OH3ve99Fmg9BS0fQxpcVvreGB/7Rj36EN94omn8U+4F9M0PcfBkY6od6OVc6v/rVr4D60gNEbNq0CaF4e3YRIgj2+Vb19fYBMetRxZt57OhxqbyKSghOP/rh/wXOOl/6jnPYwrsP9J5UjqsAUG9GEFy9AtZ4ZtGcUL1lyxZsfv7fpPdYDPv9nX/8DngEwNILsu30cS0cDLte2wksnAsA+OpXv4pzzz8Pq1atAgDs3bsX//Iv/wK+zO6rOZQcwp/+9Cecc845Pnyc5DEgkxzE3Xd/EzEhiMRvfv1bYMUFyuO/cc/XwVYvEuqzny8qmCgzpemwfRy6++67gTWXK8ra+drXvobYofngmfIEpx07XgHOzWo7RImTp+3jTTZCarHM7x96CJiTfTbJoaTUl+LxON6BpQCAK4514PJjHA/F/wxMlevctGkTotEosEzur1nsGqevfe1rYItlzcKAsD7onR2HIn+3kvwxAVOHzgUTUd0Acnp88ZrO0mdhZkY+97Zt5yJ55GE88UIxx1ULVgMAdu1+HZs2/Rq33367JIzFBopanazmUdD0KeaiBx96CL/+3e8AABEzYLEmKn7It7U92IOJi/chkzEQiWS1fOJmSm9vL769aRPOXCXfi/HpRkAH+vsb0d9fXCPk+fo9X8cQk4WSy8+5uPB3MpnEW7sWAFoKhw934eE/yWPL5ZdfjkWLFmXL5uZPTRCc2sw4YrmAFs9t34YzWleAFzZBueXfLFuf3YqGuoWI5o7LjxFOrFmzBueccw4A4ODBg/j2t7/tWLanpwcXXJAdA44fP4577rnHseyyZctwySWXAMiuV7/2ta9hcHDQsbwImepVmSAMrEhNx9rkfKl7pYeKdqL5F80UVsy/C27Fw4GXSziTvDVVqInJQkAeMxXDnj2zsPvNOZIqWFy0s9x0F0QqZ1cink+9i9SUPoFv8OLCsBDqPFde3Di3qrizjSz+uSQ1GatT6ihOtsNUyQsFHycwhsHDHbgAv0M82eu7LsbVu9FiuPiO3qO44plidL2+xJ9xpO0JgHGkeUZycrVpCsERycgvsyhI6HlnGeFW5Xf9nbLaa+CySZXoDA+1SZOVtyeXS5+D3HA0W04N2Qf0NDMQHyoKbyGHxScDV9brLTgxZAx/g6BLJUI7cvgMDuHUbsPk0g3mHs4fac3EY8FXlIENRCKKhaBN42TdIebCH1z8ujRTPTE4hNQ0lrF+UxWGovsxULdbDurC1aZ6n96W1aQXyhUWOZUz1dMy/u6vOdAg+RsCcloJKxlmFiKgivQcyr5bKpMoOV+SnMvO76MTx0MnsytlOHKxDo8+J1pbMG4iEMybKAvP1LUG+dpU54sJ+XB8h9UveV+AD8tUjzlFOmXAol070HH8EOYefdN2nE1ALOF1ZGDDiJLpc+wQu5mPQ0KpJDZse6HwOQNTDg7hYLr9cOBl3BfaLH139MgExzGOM/W7rCfFwFLyTVROCdI7IaMyZ00OJPD4Y+/Avr0zhHL2a3p1RzYy8OuvL8zVrTi5OL8ommY7vxnAzp1L0durDuxirUsT8jmJNRUikucWcePMRluZwlHVnxbK4rTWOH30ox9FQ4PdvMgagOBjH/uYYx3WTnj77bf7Lnvrrbdi8OUjOP6jHQCAO++6s1Dm59+ux4nkb7F79xwsamC4+eabcc/df5/fVMG7/vJ6GE1hZb033HCDbQG+9Ze/QT5bUFbcyf7e29uK+voj2evOdXEWMzBn6hz8ZsdBqY7xXRNw5OVjeFM/bOv44zo6pHYEQyHc9ZHbbPfg8V9/HUkcwXv5P+JhrMElvY8CmIvGxkZce/ss9D6+H889HcAgS2FqbAJuuOMDkhliT8+ZeGRHVgMy0WyFAR133XVX4XexrPgUdUAqBwB9W/cX/p4yZQq2P7gCxwcjOHp0nK3sv93zf5T1Mq4eBLLau+IA0957BFMO7kF8oA8brtqAxplZDdbff+XvJHOcq95xNbqnTCh8TvUO4qd/2gwkhLqF8zXVJXDDLbfiOw/+vPDdzOkzMH/+fPTtOWZvGLILnWi0uHtvjaIWEHLKzJszD5etPhsA8O1HXpTKrUxNx+v6QYR5AIvTk/GnTrXAqXI+TSGApqHiIs9JcAIAFrYPvV7uMxwM0+Z0Y/2lcwvfiX3Dyl133WV772+77TZ867nXsufTNHTPa8LuIWetldQ+biIatYfG1U3gmmvfiV987VkAwCUXX4SZPUIkM8UYwTnHVfffV/jugrUX4B+PFYXOb7yWwX/HvTVhVsHpL9//AcQaIzhxeBD3feGpwvfWyXjjxo3SeJLvBwwcTJP9ZMRhp62jFcBRz3b54dJLL8Vn//BgyceJ7/GfHvxP2+9NcVmov2BfCv9ZXLugtaUFwJ/dNU6l+jgparvlfe/Dt15+Q/qOp+psJmWdbZ24yTI25TFPpvCTp/5Q+DwhvRs/+EMcDbkN4mXLluHcS94hvccpIRDA7bfdhu17Xsd3DuYiOvpY3XAAc2YWb9gnPvEJGKFinePGZcfSDf/7H7Zjg8EQVq/O7vR7rbcDevFdCiCNeEsCd911F755d/G9uOLyy/G9N46iPxRGODmIwWBRI/Hxj38cP3vsgcJnVUj4OkGbLL5NU47uQuehoxiaYG/kXXfdJb0PbnfsYx/7GH7+1a3QuM+EowIGUkjldujnzy1q9RljWLkze359ij3RqzXS4Lrz1+Fv3srqJMPBkPR+MMbQ+9M/Y+DZ4rw/cbw9uFH+mL+zzAdAVgh61+BZ+BfhgX7sYx/Dux74sVQuGovirrs+CAC484H/q7himRse/Q0mRjpwXe7cX/7ylyVhsm5RO4b27IbeHsFdt8rvB09m8JUnt0vfrVlzNtZdVtRO/vOHHgYAzFswB+dcdwUCgQDefOtI4XeWKqqlrb0go5iMLrzgIsyan7Ws+cZXvg5kBJNOoVz+Xn7/q/8IpPpw8FA3Jk95Gr29zQgIPtgN9Q2467a7cPeXNuHwkfFIp0P41KfuwisPPIf7Hi8mzV2UnoQBXsxv9ZE7PmILlDV4oA+HsktOBENBSRC3rntEc/9AzrXhjdcXojGxF3v2zMa4/JoxpGPpsmXSsWelZqPZrEfy5EtAy+7C90uWLUHdrjBSx7KatfwY4YTYhtbWVt9l4/G4a1lxvo9Go7jrrrvQ29ub1SJ7cFoLTsFgEMGgOhKRtVwpdfolEAggLfhUhEJF506easKO7Vm9LItnfZhEDUwwHILhcC7VAtHQhbLCWv/1nYuRSkZw6FA35qzohL4vhcTlU7H/kWdsdWi6hjWpOXiCv4pZmfGyH4/VfwJceS+03Ei+Dv+DdfgfDPHFueM1NHU0IDI1iSs3r8B+7TimtUyx1REQIkflpymney62SFeUC4aFuhjAuY79+6e51mmtNyvE2AdOq7MzA3DBi08CAEJnnlOoP6gZ0AT/npClT+oRhsa+PuxOqE0FQ0xHMBiUQtQGdQO6rjvmGNFgWpzA5YWf+FtINxzvxbxMN+ZlikkMdc3/giCFABJDRTO/kGNIZw5DEdnMO1oeQ2NHTPJZsh5z1VMPAlgEQP28I8L7yAC87bZFePL5V4FDzg7TYnmVOZCRyU5WeQKhgGtfy7/L4pMMB0MAsoJTiA9gzYkQHq5XCYUWjZNFMIxGQggGgwiFZd2uVXByEziv//Iq3PdkUWgX12nBcOWml+xzLH2bUnqXFNoJa6CNxLndYJmiSXJ+J9vdx6nUqHr2r8S+lkdjTPI9A4BowHnOMrmOoGAeGkCqIDQBQKA+ZDv2ZM5O0TAzaIiEEQwYALIH+dO6MISExUowFAQTxh1N0xAMBtWmLazoC6V5aF6ZkEcnwFPQggaMoCE9l2AgjMue/RO2dk3H/LdexX1L10ntEs+g0jjVCUKqqEW7YtdOLDrYhv9vgl2bJ95PL0EzGAxmHfqHYb5qIF0QnILCxpZYleoeB5vkzZvsplhWcGLMPu41XTMTyZ5xOPid53LnstvQuY1XHAxRhORxIBi0XTHjQj0+7J4YgDTPSOcWn1F4WgKJj7RBbwxDC8rvtEqLFAiox91guPh9x+Q49ICGp8MGIkKgButzzijmoqBRrMdqOSNtMBfakP1uaLAemx+9Gul0AAvqi+UCbdFC2XQuCEgwGEQsIpsvx80oAkIuq2AoCC0oj8Mpa6RiqNpjJ59HdHCwAY89dhUAhrwzgBYxbD7VYQSwODMZj+w8G29qAzh8KCuE67ou99vcGOEHxtiIlvVbnkz1qo3DAlAKo5tbFGdEcx2/iT0LdRR3TDStOAiYZgBvvjkfAwNxRCYn0PaBhQh21inDfjMAYQRxdnoO2njcMhhanGKdHD6tE2RKfvFZSEcUIUw226QIN4WzCNdtekxUkv+WyjFcCA6RccwjlKd4/FG96APUmBpSFXYNWy0OMBd3r7aYHFjCkTPgjNdfwvhjRe1YIFCsO58kWDRdKzi0a0yZY0rj3CJUWgQncQFRQuKRUsomzTBak8V7HnKJVqcKCe2tcQIWrrXvluaZv/tVNJ/0MMlUvGMBl6hm0rEOkQuNDJOizfmOPDdYzNUh7kTqyAAaEIN9wLf2eKvGqRAxTpOXAn5N9YBsomj5WOF8IW8tmB8KoeXLtO+Qgx1k/7YKk/VnjZc+F98r9bk1Xro5oioXmKqvBUM6JkyVNWKhgLMwygytEO4eyI7XkfktaLx6BsJzm1G3eoLtmH6WjUAay6QAxizjvh+NE8NEsV85RdVTzQfifOY1lkuCUxrMyPeJIgbTkBg4iXN2bEXDoMXP2NKuxgsmY8jy7tULc5g4Jk7NdGBOxn7vVLQfP+z6u6YBYe9c1TbE52pIgpNsWG07n+WdFyPFMYcNKaNJ1O6VtkT0azgpbrr6jQ2REnLVhfWgNG8yxhBoj9mEJqemWDd6p5+R3ZhceF7xOQcjBm786lm49DMrEJklRI609FWVqaE4H1vXQl4RfLOCkQbGGFrfvwCxleMQXz9JWTYSkgVbBmbxoVMYylmu3W8GSznIRfaYvF+8FnEel7gZxOs7l+DEiYKT/Zg31SPBqUaRtDm5l9AUzJlKFpy0MJ584nI8+cTl0HX77iYAMMHnR6mtcN3lt9j9OuzCMmH359ChLiTfyHk75qpmwmKLBRRtEF76iGKx6ISuEpyE0OYZlzxCVqYOZdXOU/kOdA2eVA47bgn5xKSFbYEEpqaKtsUq4SOYSePClx8rfhYGqWBOaSxqN/ILZMaYMpmpBi6ZcFjLSKHNXfLG2Op16B/1iqAMQ5ko1qGorcJgt61Mti3qer3lDVYIEiIyd89rMDJpLNz9Z6xPLsKKy6dgwyeWKmtQ7QyLGiw3NAfxI5jRpIlLFS5WBTOF0O2aaFKUfXZ1SoHOojmyLJT03M6jVRPHfU4LBR8ncZEgnk+1iCmL0nfqRSQT28J3dmFS8pvJJ8B1mOg138HbhXOrNJGKxZTGGJZdMEn6zlVw0pms/eJA88bZiC1pR8u750BzEWTr0imwgCaNP/4EVY4pdQ246qkH8a7H/sexlFrjJP7pfi6NF/u3YWaKSeNEH11dx4XJRajjYaxJzlacq3jCuqXteKFdjgpSLwhnYnPymjc/z/nyrQ8jwtXBoYBsf5pyrHTfS0OY+6UNEKb8s4B17JQ22Ax1f9DqhAiuA6VpU/Njgdfmi7iJYfqcx9OC8Hh5xxp5I8Rnvr5icbn8+TfOwc1fPxuNHXKfCIYNaLomVd/MD0llVBoncXPUthZSNVUpfGkITYqj8YppNnO7PKGgPMcxAP07z0JfXyNeffUMdb2i8Jxp8517T7VRbeTebFaKdUF5w3hNcFqb6tU0ksYp+0EKR15i4j2NMQwOuoeLFoMJaIq8CNIiT2douWYO/pwzh9Yy8u6+k7W3ZhYj3Lz04jlYbEnaJ07uTLHwYhrDxcnFGEQK9dzuQyLVJUa/U/wumpTUx2yhtSRaQgnsPJk14VnLH8AU/hjm4Hlg4A71uV1GB3HCMlMmgkLeJFs+ivxEJAUqEE31ArnvhAmRCRonVUQ6mFL7GDel/iaa/amS+zmhShgLABe+8TqOswxm730dv5u3EgCQ0TRM5jHMP5bBoA5EXeZn1bPLamqcF1tOv6x+9TmsevV5LEhPQJfZjAkXTXI+ryjg5B5A0KfgxLh66RBKWzROPjdARLMpQzeE702k3jqJ+gl2IdG6pLcFh8j9bNV6+feLzweHUAtOlQxHbq+9dFTBIayJM7OCk/A5Lzg5jWcwS9aEqTROhjKPE0fQsriNughO+WOKf/unzsxkxwsx358vAZqhIdaAjUenIMQDjidVRcaUf/c4iyA4BZAuzEVirTrTMcFsxjVDq3Bcs5jVMWtZ2BJxtgla75BFc5dtg7eFw5mp6fg578MAU0eAZIxh7mG1lYIbBkSNk9AHxPutWABbTcZ1STB2sHYRxgP9pDwwr9n+DHDuIsd2zjySNdf2eiOkM6e6AfVeroSocWrRGtCWFvyOXBMTqlROFq0LYx6mxQyf5H+NX+AdeE/q+3gTZwIA9EQIXCGAivOrVeAIdtVj4LlD1kNsBHTvuSZgBHIRfHmulQxmsg7PPH1p9rMq3YKm4dmt61FXdxjTYwvA8LzneQD1ZnjeOsVN42TrDQz+1Yw1CglONYrKf0h8AUvXOAkDppM5heGhcRIIjq9DsKseT/3mcoTCfTijc7L0u1MC3IA5HS+9tBoDA9bs0rl/hMGLqZLdMoZOs8n+vQrFrqGEkRXC+tgg2pvdI8osa5yNzP4BdJuteO34bixIPIS+vkaEB5rBCmE3iogapxgP4SQTwn8L95anTASSxUlWt14zy2mThDFLDMoVzmuchMnOKAhOmlrjxLk0b9hM9YTfrFoKN5wsEGKpJC7a9pj0XVrToDGGf338JEwA35/pdh7VQjMBt8ADbloTr0VcoZwkUGT/VmkGSjlHKK1LwpK3r1YW8e4EhP6jIwNAR71u1zjZ8zjpkFzJCqZ67sd54aRzUWmcvrH1Zfxscgq/j88v6RyAXw2Iy/GKw60bFdnHK2y4MIZrP7cCP9j2vxVrk0rjpOoGDYGYTaAKegpOIv7bFsuZKosaCQ+3o9wZGKABE8zm7DGOpnrKg4UC7poNMZhDQPDjkqoQxio5j55paxfTGHRD3nyJaQFc/+hvAAD75wimWQ5m17ftGALOFeoEx7xMF2ALCC+fd9zJbL68ozH/ee/EkPeGYAUgXleDYRfWdKupnkNCaCfCLUXh5Oqdv0TTvmI7Vr36PB6ZVnyPN7z+Gyze45yE2AnusOFmJSUIszxlSvOUa5RVpdaldA3VAjyLBXgWg2YM+fiF4+5cDvN/ttvK64LQYxU4Yss6wII6QpPcn3/Ah7UH0zSEEMBALpqm7aocrr23tw29vW2YMZ359rlTreny6xwt7PwMbUe573mOCchUr0YRBzil70iJgpNkHuQ0uYlOvaodUNnxCkxjGBhowLGj9uzPTj5OjAGHDk7Cyb7sRJvXTNWfndVYSeYkShs4/9ctLmoMRXuYrqHTbMKMTKenqt9gOpZkpqCF16P/4CK89OLZ2PrMRQ6NRHb3NcfFySVoMIvaMWYRnIJiKHFrOxgQsOwbioJTiAXzxQrkfZysZkeF3zmHzsUJ1JIcUux7pQhODsOJ6g5lNB3Qs8sbHUDA6f5ztQikaQFMPviW4pfcYV6N9YV4j3IaCr+mdeDKHd06U34XfWuchL/FxXReMG4wVIKTfOesi6jCZoVN4+T3Gt3Lq3ycdJMjYpa+4y6fcXjIGqe8IGxYyjDpPBpjaBrnrI3WYPoSMESUC3FFv0qE6iQhGQBCDuZVxbpFLbv/htXnw7P7WBHEUsV6OfwJ/94aJfe2iprvgKB9gRCeXdLk+vCxsb57wWAQkVQSkVRSmg7y77E4li7tfwE37FQny3QTpjUNCPIArnrqISzr2+LaRhFJ42QZk98xtBIXJRejLmAP5GC1HGGSxsmZ9o8uReKKqahfUBQgrYne5+/5M8565dnC59Y3ktALmyXu9z8cKc6H8xVJRwPcPkaIGieeMqGLmtsSBaHhmPbt2LES6XQA219eJf22IvOqrbwYYMmWVkVjqFsxDoF250h9gBzd1rlduVQgUk1c/mg7xiJM+xWcFJuwBcGpzi1giLUBqi/HFiQ4VRsffVblTOh3p1pVB2PAZK7QsEhO64pzCjvIPMNdnRydNE5WIdDoiKH9Y8sQW9ZuO4fq5SrlusWSSsHJYOrCKsTDzRAOHZoIznXUrxinHIR70jPQZNZhdWo24jyKs9JFm3txocrTJhqSQnAIW10MARiSxiktZAsMannBSRASc7tdTNNsQlG+rGSOJBybMKNoDRZ3wgwf5gLFehxMP5wOEH5YeXIInUcPYubhnb7rPWf701i9YyumJ18p5awAijkmXFFUYTWdcsIagCNPPZc1Tn53PsV7IGq9GDhiyzsQV0QDsvZ43fIs8++S3VTP77Rg93ESUWmc9FTd8MWfMs071PswloWlxmThI6+Vc5jph6VxUgWHUJnUANCti3sPSwBJR1rC/arLXYdoqme9tgsPv4Ab/zyE//tYMRomN3Vfi1bvHuWucYoJVybmqlp+cTGfnOT7p8hTJ76RmmbfHAyGBXsxKW9a3gyqiOqK/fSFzhmNCHADGjiCXC14qRCFFsPiz5jgMYw3m5QCeYDLGiB5Xnd+boHWKOpWdiIg+D2rXvNoUhZw8n7J3LbZawmQIPSzaakkrtzy+8Lntccfwu1b/4/tXKLFDU9mMDXnJtDJ3/Qw1fP5nQuMMezfNx2bH30nenvbpd/mDsXxFX47ruY/KnwnCvrilbeY9Q7ntn8Z9ONfzBhCQkoBmxCkNFO0FvF3MzIqU73cmx07o3hPjBarC4X87FsTrbbvxhokONUokkq9RCHJsz6N4WxzLs5Ozc6+yPnvhUlalVBOFGoyx4dc29UWTDg0xPJZ4wgIL5okVJiKl6uUHitMfoYi+INoCsgYsw86DjB5O1JJHYvgyuSKQtZyQ5zUxONTJlqHMjjz1eexZvsz9vvOgACXNU4tQpbgUG4xLJnX5S1wmXoy1ziXFuLipLwhuVJamDuZC4RnWgQPnTn2h5BDJDrxWQcZw2XPPYKe3c/YyzlMfKFMGnP3vo6YedL2s5MW5JrBVbgguRDdpj3niRv52pwSLdrLqzVODTBs76IfxOW9YciCU+KKaahXCk5yWwM+NU6pjM8Qrrmu5Wiqp9A4aZkwHF8aB/I9uFxTPak1uarExbbV1w/w3pjOCsjiItuHM73KVE/RD1q5ZjMNDagC5ojtkXycStA45U4v+fVZjm9ID+IvX02iu7/4fSoV9SU4ea1dvdoaF9MtCGZrol+KLrXdvRUas2uc6mPZCIMaZ5KOn+Ud4IWyyiiBPu734vO7Ma6r0VafV78Rg35YtZCFNim+s/qoytoG7/aKG2cqv+WJh/di3LFDWPhmbvPKoX/atwPFZnC09R0rfDS5hj6vZKwpE9GTDfjwM/+Kq578vetaRPnbMAQnxwOT83H0+ZkYOhovfOVkOnh58gzfyi4/GidoQEjQONmqVl265X31a6rHFX3U4BqaNs5CoLVoJtryvnmoX6sO9nT1UA8aYnVj3cWJBKfapfTFlRu6ZacpwHXMyHTKal5x4tHtix7xhTd7k8oBYMPQCixIT8TqxCJlO0oyC1IITtbjo8vabWUKZYW/A6pJQpyAPG6xeLQ8EKvFLetuZitvwPT0OCxNTZGkHJ42oUHDgj1/xux9b9gGXMZypnrCYivEM7j+0d/gvQ//uhC9R9I45XPPaExprqNZrMpFPygGBiY4JDgFh2h5bzEJo1YfRNsHFjqa6q1KLECr2YA1yTmIDmXt/+sG++UFVz5IluVYBjhE/RG/s1+j07hchzC6zRZ/QrIyP0cpGid7K+Iw5AWbz1e7OSRoAaXFPgfTGGIKIcX6bmnMIgQL4cil41xC6atw0lAZQcXmC1drXEYD0aQu34KAIWtYbL4weYHCUeMki41+hBWVj5O1r33kpX68JxWwLZK9NU7DCw4Rz40ZhjAyBC19Sgvp0JvCaNpY1J5zMF/zkzURqxX31LFAXAxacbLo4yoe52RGq3omKlM9IxTA9YNrcN3Q2XLZ/OGSFkp1Hm90Q0NbTnAS69Md89jlf7eP71ZU46/1logWDX4WzKJZ+Yk+VYJdjsuffRg9r72Q+4YjsrDVu17h1NZFtJ/7yFMZMM4w2NuEoYH6YayRSpWc3BoDHDvaibQQBpw5zJsMzHs3JocvwUmhcXJeqxSPEfEXBEZtRdSwcjyi8+XnbSTCiJ8/EVo0O9+IRzXwKMAY6pZnNaHByXGMRSg4RJVxeoVUeZxiLIyTfFDyl/F9Hmmxxgq9WXrJJN8LHy+T4qVs5HVYnp6GkOaUlNZdhS/9klH8JrQxfukU1K0cZy+TP5ekcVL8bpQweEqLLlkbKNbyKf45NOEwmH43kOLSMWvScwrHFKpNZWQPJtsEwHK5moS6GBBJZc08VAkk87mGmIOPk2bxG7KWkf1pnIeI1g8sRKZ3qDBwanYfWQBAvR7F5ckzAAC3PvMy/nNSM96+rxeICgECcv3T2lonzQ0HEOFBDLCks0qqXCT5JtsyVfQz9aFcubpq1AIlOyYDwCQtAiBla0O+pvqgYfNJt2qCslGaRP+Q3D+W5jiZ3llRRdUTMYI6YIm8nFg/Edo+Z9809/OVhyj8aEzDuz6/Ao/v+jMwZObqV5hk5XfoHYYp67vjR3DSMqqgN/LHy/akoHcxGJbFfUAVMEesW/y7hG3dhvwGjDgHWBfdAR3jPpF9j/HQ7uIPPh6M11uj8p8QEQUnIyNqQYRmiKG2JR9ObiuraXYTVRbSC9p6qQ9oDOE5zWAomgSX4j9mRQsZGJ9pwnOmaFqYQZo5L5RFqwAnrbfKNFNnsmG2PJb66KvCPTJ9BnFovnYW8NBW1zLygl5uh587y1OmbwsRdQNKK+4mZOaFd/H+izmyxust2JM5hFbTORiEqvaAYvPadhzz0Dg5HCN/9nczlFH1/PhAW6vXgFhPJwJd9Qh0uEczrlVIcKpRxEEhr4V4W3Qlnj6+A4syk0qvjznZKgvDlBiGVLW4YwwsqIPnE5e6vW8qMzvbudXJ44o/ugtO4WkJdeS9wrmKZQ3FLrd4rNIs0Ee91kFnLrZlv9c0wGkXUWiydQKwDWI6QwC6tAgShy9NoQExCglwNeVCTudcWhTplgFRnJfdgkOEJsoTgdXptPC9cH0bjk9Gz/NH0d02A6m3iiZ27s9RoVFiwIXJRXg0sF3ZDSttCZA/h+FjMgOyj1i1uGrUgvImhs+GvnPIwAvHTuLMQxkYS2RTPQCIBu1DuS04hGXBVchRZMvj5A8vwSkQsgtOLGh4JoAcKZhlAdnYEYOxW0f+jSoKTnbVlGs4ci5/9kqlrdQ4WevlABizaZiCHoKTtHgr4S2IBfJjhnP/doxcNmwfJ2EDyaOtjay4ERcUiopHif1bvTEkzG+M2TYHnfJcNa6fjJYFc8B+VYwMqnGg6ZqZUjm/95uFdFyYWoQHevuARK49HqZ6ouAUcMq/pHgPbXmcxHfPT1APn+NdHr+yujif+dU4za6bVDwmZcqRgkscU0r1flBptPLvfSEQljgOCOXXhRbj5eOvY1qmo6STB32Z6jFEedHnWb1VasGmcfLXHpWPk9vGavG5WlqUCywW6vYfVbLWIFO9KhMYX6f8XuUHEUcMZ6dno8Ejf5EKW2jlXK8W53Ap8p7KVA+sEMTB7gAo4zSA2k31nF9zvcGutZK0NR4jhJijJaDyKxAnzhIEJ0iCjvxLJqPj6NEO14Fc8uNKmZKqXBU2d356omNdhYW8KAjlBScGqINDWD/LZbjQ9lAJE6c1Z4gKAzq6zRYYGQ1Ga7YPGS0RdbJjh/bmaeb1eFtyGTSFaZn/AAcuKE7spHDShVC5ALIhkBX3vkkLuofOdSCkafjsC0NYtz9tCRiQE5xCKsHJYorksii+5rNFJ3u/GifVeS56f1GLGAjqajMpnwkXK40utSXbBsnscTiBHsAhaYP91GEqOpF1Fzj3f9YNBVu6ApdqStGKBHJRGXWXqGuq58aZelFpRbk4EyVO3ux6fLOwQDOkBZygRdQYWM48VPPwBWOMIRqX5xcp+br4TAu5vIpoOhBdZPXDUQjeCrSQDgYmBXPQSjDVczRJVGxcWYMN+Y2qV2iXaFbua1zw2+dcLE0U310+dAbWJBZLhaTnMcJR9azlJ2SacVnOisIsPHd1+TCCmJ/pRiSf6Nfnqf2Z6gH1guAUdFhPWo/JwxXmyU6o1mpuc0psSVvuOMvpK+CzX21IcKoyel0QHXcuR+fnehzLFBbhKtM1n0hOvwzq0UnUODksmOMXTUbiiqloed8898HHUXLyfmmab5iLyPwWNFwwSdFG4W8PYUeclwMqvwpxUvC6t1KkLfEkcr2bH30ntj2/zn0xIfzWePUMyaxENai28ziuGlpZbIpQprAjKJrq5XckXcKRS8EhrKZ6maIPgd9gCIA9YqIbPMORuGwq6s4aj7a/XAievyeK/qGqtTladEZVaTz8vCltty5y/V01wKuiTQL2xZLm0Iq4EbCYzXo0UlFOdXhAkbzRlgDXIUgHADR3FidcvzbvqvNMWdRaWNwbId32bKymraVRnh5RzCVUuG96UPjOlH4TPzgJIdboiaq8acNB5ywrOGkMmhjYxsNU1F/MNDuhXBAYN6FePaQxBHJ9R6tz7l/K2USKfOdscg0ADYLFREZ4FlaNU+sHFiE8txmtNy0QWmg31QOAhWvlpO1S8nVFX5HmgGH6OAFFAU0cM7w1TqIptpOPk70FVsHJTTBW1iksjCPJIaxMzXAt71fjJI4CqqADVlp5AzR5b8q3pqQShIziOBHiBi5MLUIrz2pM8hon2VTPZVPW4T2yElCkmLAdZWioFzbSw1MbYbR5bKxbTuXbx0kRYMtN4xS/cDKaNs6G3mjJbjz25SYy1asFjIQ9bbbKVK8UczJbfeLOquTjJNQphUl2WCAGNNStzEaKM5Muu2Q+26raxYjMakJkVpOiNOSFtccoLV5BQLHLKwk3JQmlohDKpBmZ89yk6LbjKZw3Or8V9Ss7gWe2FOtTEOXq1Op6TkgSW2/kJ0eWM/GwDpQc0s2x+kLorBhp0ShhJ08s2XP8cWyOr3Asy9MmQt0NBXV9V1N24ZRMyoM+g2xWeMuO/WgdDKNtSRh7VSdWtsZO3VnjEeyqdy2jrNXhfgSQQlpw0tXAlYvtOrCSNzuzFYraYLupHlMEYuAWB2W/Zoa+o0vmF6QOARVU4chLqd9+XHlI+x2FPE7irr9dY1B8Hx1Mjy2ioa/gEKqxyHoPAWjRbH8KmhyD+Vfa432UI/x5NqVAoCA4ic/M2ibVuRm0kI7OL/TIGnwLygS4Al5LZ3FUSEnR8+R5MjAuhpZ3z0FmIAXszJexm+oB9v4ppcIQNyeYwu9J2UqO1r9YALy22fVa8gJaLFWcP605kqzootDmcJ9VbWphsrl2CXtb2fK6hvXbHsPxSB02Hu7CJNM98IOTBYlNeykKvz5N9XiqeI+iS9uhbX2z8LkUU72rhnpK1jiFg8X5N2BZNqtyVkqxCy1rIb8al5AfwSmoSxqnjOllKAzbtWuWNYwTalM95zmFBTRE57cAD54CkpIF0jjVKFIC3PygUI7gJEWbcBh4pcWZvbOXMtY4yTTWQabUK5IWDqUsDDzMg7jJMSM4AQDQZCrU3eIOpI9Q8ar753SMERZ2vf1MAKITdG7gEoe0Qrhqpl7I2TRMVjMRycdpeBqnwUEPk4G0PAg31iVw1VAPzhlcZCsq3q31+9J4+165Tapu4DeJq1+Y7Q8Za1QsxvP/JxPStWGZKkj9XvozLzh5C0W6i8ZJpNSgdzatUq6tRsjed5qCIdgDxNjRuHg/K/MspcAJuToD0j3J7yYpxj7HOk2IPVB83xYe7VMe4yeqYPOGGag/azwAIJbxf/2lCnF58mZBbj4tqh3+cM73SAsZrn6Kau1AsX2mR1vFcSgtVDU1YKDr8D5M3/+mbFWhCKvuNSbI75B941Jqj+p4ACEfUcLyGqfpR08I9XlonITfncZka/TR8156Cl0akzY2/JhTS3VqDJMP78Oi3a/CqORyUWyG1wZobiwQBafGK6bBiAmmliVcVpxHSx5SQkZRcDK4/I6ogkPIIYiHt27zE3hBCxtSVL0TQ/0ln8d3AlxVcAgfwp3t8ZZnOFATjJjgdOTIEWzcuBENDQ1IJBK46aab0NennkjyDA4O4tZbb0VzczPq6uqwYcMG7N+/v/D7s88+i2uvvRZdXV2IRCKYPXs27rnnnpG6hJpBz+0GepqTuSDuBkq7IWIhyZzP+2VyLeMwGNp2pEZwM0Ks2lD5FYi/N4UxPzgFFyYX4ZLkEnsBh3vDHIQTUQAKTrI4QVrzKPiJniOaNgjfF/y4hDYFNHdTPY3Lds1mStZmmcJvwRJ8nErZ9eNpyy6czhDnUQQVSnBx0ZXXFFiOttfvuyUl4uRfwK3CKIfKx0kL+L+f8gmY8u9Cck4fgpNXYIE8pRqbZTLy5Nk2qQHReBANzRGp/13/8gFMS8R9TdTq8MxlmuqJ9eeqEqPWFTcU/J9H41wODiH0g/e+dgi//98TtmOYKqqehei85oIgEinhgWhc/bcX+SiocqYFr7fM/+65sneKa0uPxaUeKI4LKeGcjYkmfPjZN3D7tgOW8UdamVv+VSNqbeUgG3atoypFgl9BNa9x6jpRDI4zyNQWBcXzib5c6v6j1xfrGJ/ZjRkHdiMcDEtlmIO2zomSA7n47HNisXhEnh/7TmStTaI8u16cjmy4Vi5o6FhAQ7DDhz+PE6UKToLGySpAqrRsrETBSRk13EcEV5bzl4vy7Pvb1eJu8mprG4Co5t738igFJw9fwiyngKRkYcRM9TZu3Ii9e/fi/vvvRyqVwnvf+17ccsst+PGPf+x4zEc+8hH8+te/xn333Yd4PI7bbrsNV155JR555BEAwJYtW9DW1oYf/vCH6OrqwqOPPopbbrkFuq7jtttuG6lLqQpi546Fc/4cZWmc1B/El14KWiC8D3EzipNsCF2tnZZK1e3NVazEOsh4RVNSEV3ajvSRQcfAGioCDrlp2j64GJkTSQTaotA1hgmm2kk5cclkHNzTh7rV48GeeKPwvePkIyzImq+bjWO/eBUD2w5nv7A0pbkhgWazHkFuqJ1cDQ0srVbB5xcUGosX7rnoPKwyF7MuYjJDEaDoMiQ9e91Fc2ZF2pkVT6sQonnGMggXwpHbt6fEFqgCQajxaHeJGfjytTktFK07xlnhVP5ONzm0mCxktPjtw1IwLMUOeEjHgqMZPNfoLED5Ch0LpcJFSX6hmExHpZnkstsXgWe4bVL94BuR3HE+BCduImUpVu4eiyiAGwXByR4QQG2Q5lSnVbgQwkabGuoUry3z0YfFtoZLEJzkPE7++3g+ep+URNZyuEpr5Ncc0MsfxUvjpAeMgkQfDyeK52cMa1Jzch/Ehonn5vbfc0w5sAevtY3H7Ld2Qps9XXV44X2TfeTUem7n34Rjc5scBgdWvLYNu5o6MJ7txlPxRY7HGGKuPcuCuv2jS5E5nkRg79OFbAMMHMtSU9GWaAYOFEPHS5t+rq3MIa4JfBR3NtVz3jCd1T4Ve599vfA5vxFzw2v34dXJbZjx0kEAXZLGCbAIdSUODqVq/SOC4GS9wrzQL/nFifdtmBvebhrcPHkh/B1DPRhgSTTXN3qvqSyXvjw0C71DJzEj4y50qfI4qaL6ng6MiOD00ksv4Xe/+x2efPJJLFu2DADwzW9+ExdffDG+9rWvobOz03bM8ePH8d3vfhc//vGPcd555wEAvve972H27Nl47LHHsHLlStx4443SMVOmTMHmzZvxs5/97JQTnDKCqUp9qHzBSQrd6bgKKP5QF6lDHQ9D4wwbkivBwREMqHMzAQo7X4e2WidIlX2wF01XuTuo5skI9vpOgpOvKDQAjOYIxt2VjTzGnhR+cLiX4sCp1wVRd+b4guBkHbQ1Q8cVuQg9qh0+LaiBCfYppjBC5031DK0DyNk3552HnfM4QeoEtp1pQXvhlGxRhe6kwFZ1OMtk4uq74SUDKb6zBkawUorQ7act9nw+2Vbk+eaTJzC3F9AvyUalfN/fr0ZqKINIvfM7JVcorQTtzdEZ/unJfqw+P4QUU9fp11/N7xuZ11RaIxhqGnPUzAH+nJFF89Gih0rlNE75vwOSv5izhOKUE4mBW8JgF8vFV3aiuXUysO9N6Ziz3zkTf3viqGtbxfchUsJlS5sMJZnq5fPB2U3cVHV/9vkB3DMzhL991YdPBbwFJ6+1JQvphTxlmmgeJJlHudehMtV734u78ci+N3DeoRDYReqUHareWk5ggmJwCIbFb76KxW++ihfnuy9a5UW53KJAaxSB1ii0vfKzW5SZ5DLZ+5M1HFOXAIjyIPpZEq1mAw5qvdkSw5jPGQOWpqfYvjd3N2LK7iGkczHbrYKT5qhhrDzippN9DSOnM8j+LW4iet+T7lA73hw6IH2n8lu1wgwN0BmCGQNBbkDM0el8kNA0AGEtiAtTizzPtbBxBh49+Kz8pY+N1eH0iVpnREz1Nm/ejEQiURCaAGDdunXQNA2PP/648pgtW7YglUph3bp1he9mzZqF7u5ubN7s7Gx5/PhxNDU5BBLIMTQ0hN7eXum/WmcgM1T4OxzKqtvLMdWTTX2Kj13SOAkvgW5ouHqoB+9IroQGpl4UuwzKToEsrO+Q7pBhuxJkBN1K0KzceWRTPfUrVHd21l8qnAty4TZ4MI0h/z/V+M8CsmU6TxfD4Op50y+hHQXnYQczQmuLRcGp7sxO6K1F8w6/AQWy9Tps+fpCZYKX/VbsZqp8XG71WWn/8BIkrpymCCXsE4VAoPO07T5bo+pNOmmiIY2CxikUDaCuUTajcSMoJgpULG4ZYzA4EOfHHevwm7zXbzhyM50bl3yVzmF9oA5UKjqdVKfQ0KLGyb4DX8pmtNXsVewHRiiIyGy7BjveErV9Z0VsQ6SE8O3SUrIUUz0jLzj581O67K00/vehk5jf5+8k1uhuVuqi7hsZetjAOfuzCaDfk3TabBDHZfFb5zaeNzQTf7F/PM5KTYMWLe4j64aQVDS/ESWay6nMs1yvoIimSB3glaxYDEfuFHpb2Q+tWttStTQuGqdLkksxNz0B65Lz4YWZks3xuOMH6/MS1iopWUjXy9A4lYwkbFjSd+RvtbrZvoJ6LYhNxbnJubh6qAcTM604KzULTGHWrdLWS/nHSpWGOVw3uUSWNM7CZUPLMCs9vliVD62Y7epPAUFqRDRO+/btQ1ubvDAxDANNTU3Yt2+f4zHBYBCJREL6vr293fGYRx99FP/v//0//PrXv3Ztz6ZNm/CFL3zB/wXUACdTA4W/WYWDQ/jROEFjip1hZ9sZu6meg+AkDDqNZgwrJixQlqsEGaH9OvfnGO8HZpmgVbczMqsRHXeeAb0hp+J3e3QeuzbZnSdhAjOLi+i8xkkas4XcTqps8hq37KgKZRKXTQWeeFmoS7T7N8HdFlbCbwmzuDisP3sChl49hvDcZgy+cNjhaBfBUrzfPmdIx6SsHbFhZStntj+K6DxjW0iZAy1A7GDhs5Fb/OouIZvdiCxsRbwvheDEevm9K0FsKUV7WApughY3dZukrvIPseIVntkPl+1OyudVOMnLeZxy51TeUjcTJHFBXWy306aDVfP3iz/2Aefaa87jX7yGOoy2DwoaJ6ltls0AReQ/v6g1NMXv4tEGoPeI8/FBA1/ZOojDoSFMXuIgZMn2dcLXXFEgiwEdnWZ2c0sLG2i6ZiY4B9ieV4Tjc6Z6otWGsg9nz2NmAq5b0kyRaNdweCdm7duJhoEBGC2C0OBoLixcs/MlF8s4/6QsZDUBi/MoetLZJMDjMgns1Y9hfvM0ZTWZZKOlWsUGlJlBRtMx4egB228AbM6XzI8VTaUQfYKtY31urGpKHhWKu4QjV6AxDVPNbILc81PZNZEqMu+FmcV4QH8OZ6aKyZdZ2AD68zaaDKX6FPnJwwZk+1Qbj2NHMZ6taxCsImNfULJSkuB055134itf+YprmZdeeqmsBvll27ZtuPzyy/G5z30OF1xwgWvZu+66C3fccUfhc29vL7q6ulyOqD4n00XBqRK7KcwhuIHUpSU7jzJP6viuFH/YkFyJaKD0ZL5+SQvaLKOCewRDZnFB1hJvBjuoKsVgJIpLnkCH8y6zU8S0wldBWeMk2hrrgYDtuOLix8FULx2BOAtZT9ks7sIPM6peSAiLGpqWwLhPrYBWF8CRH72EgRcOI7KgxXe90k6y4gapvQ1GZiZV2cbr3LRrnLghzfOB3M9anU/TPOt5NYb61ePt31sEYzdByit56qS+DF6v07H8UNq1XPFcWdymxVQyaptl/ET2UglOfoXE2ZkX8enHJ2Jan9XvrPh3fqEaMPyNC457TeAWYUV4NzV13ZJpn5nBhAHFdVVA41SKmBxSJNK2nrWcDFxKETJTHBO9xGQjHEAaQNsQd3Sad1o8598RP70nr4lme4rf5QUSJgneivPk/s2kwoDL/kjeBOs4K87xYQeLiJU7tyGczOCl+Bz7iSxoUo6mvBrEor8pI1FsnDvPYRelFmMglURbrN2pIumT1KVzDXz35t/hRDiK1j5nrbmILMiPtORUxElwGjdwELfxv0cLDoBpPxUPKNBy4zzf51EJTuN4IzYOrZbeRS1YDKXjS4C0lvFrwp2zeDLFC/JhxWDduz0VxKiSVpMf/ehHccMNN7iWmTJlCjo6OnDggLxrkE6nceTIEXR0dCiP6+joQDKZxLFjxySt0/79+23HvPjii1i7di1uueUW/NVf/ZVnu0OhEEIhf5FDagVJ41SB7RTJWZFxRBa0YOC5Q4jyIPI6AD9htuVKi39aTdF0BzMk2+bLCL5FolVXPheHO/7u856BoqQUCztoLyxV5RMdayq7ZWnwsbeBBTRpoAwagbwPsDKnB/Mw1WNDTWB1hwqf2/v6sKOlmJ+jgzFc8MITCKWTYAuFnS0Pt1Oxzyw8sh87QmG09R4FzlkIvSErMDRePRORHUcQnmExr81VbLXEs/lZCL5qRmsE6YMDSo2Hm2ZsOLj1DC2tgRkWwQnyBJs3MbQGhxhN3LK8A8C9Tw3gV+MDuPLNFHCVjwpzl+du2qcQNH08G7V/jv9xcNYJRURDoZ1GQeMkbiIxx7M4CW2My+pb0U/KcBCcDE3Hir1H8Pi4Jlzx+lEAirlJaMTVfRr+u8HEgqPe/kTyUtL/4JqPuOiWfkApOPk8hdLUO1lcZKscz6XjI8K9dEpJIdvnCX/6UL9YYII0nL8n8r1VjNOFF8Kr7uyxB7WigKA7mCDnm8GH4uKJnCoWPvDiV1x9jL+oegwbhlagnyWR4M6aeg0aYi660VjGre9m2xpOpxD2KTQBlr464hqn4p/cYgObN8VLp4PowYPZ4g7tCc9oVP+gej4OEVitz42FSzPVs63t/N673HVmhOtnBmmcPGltbUVrq3sCNADo6enBsWPHsGXLFixduhQA8OCDD8I0TaxYoU6KuXTpUgQCATzwwAPYsGEDAGD79u3YtWsXenp6CuVeeOEFnHfeebj++uvxpS99qZTmjynWjF+G+9/cjIXpiRXxRJPzHzE0bpiO8OxmnPtIAA/ufxJzMxPkA3zsQqiEq9b3L0DfI28hfqnd2RNQ+PqMoL1rWvT74cPb6Vcxvb4bW468hAmZ5pJMBFSJjgF/GieRuBHA2clFCHC9ICSJIcQLEwpT+4rogJQIcdWbu9DPhjDx0D7g3EUAgCmH3sq1TTTWVrevUK94v03gghezUTSknGQhHdH5zmNIIumVCLLYlpYb5uL4/7wBhl2ux1QEoZuO7zexJyqagao0TlzaVc0/QS1SWetocRJt+9BisJcecSxreJhVTJrdgpu2HkTdWXbNlsPJAZTq48R8aZzUCUH9ncl0GDDFbwumk8p7othscDh1VuMkLLKFvw2HvFm6znDP8wFs23kMC044begV27UiY+BnfzqC9kEOXOlQvNAe7zarCOi5JK8um/iqfEZ+Ufk4iVphL2smyY/DGpFTSXkradn4IrfpIXynXtL6v+HtH16CGd/diedSr6E704IDDofmu5NkhucwNysDe9iSU5eqcQIaeR0a/V6aQ7nzDx7ECwFgT2OrrZh1CRDjIYR4AEc09/Q1egn+t2XDGNrMOA5oxzHNEn2uPpQVKI8e7cT+fVPQ19eEsxZVYLPbV6hvq48TK3lJ5bdP5AVE0yXCo/I4S3sCrd4+nrXOiPg4zZ49GxdeeCFuvvlmfOc730EqlcJtt92Ga665phBRb8+ePVi7di1+8IMfYPny5YjH47jppptwxx13oKmpCQ0NDfjgBz+Inp4erFy5EkDWPO+8887D+vXrcccddxR8n3Rd9yXQjSXmNE9Fyys6ogj61L+6I9rccsahhQzEFreh/pkD6ogq6m1Xl/qzP4YmxRGaFHcsF7Zo/kbSTzAjadAq19WXt85DYp8uhC5Xbuf5Rwo1rfg5N4Cu3rEVh+oSWFbXhvbcufOTaIdo/qMLUfUcs5oLGixu4ozXi35NwaCYkNf/ZVRCMxpPcVz67CP41cJVQsXin7lFTFiHFg6h+dpZ4P/zdNnnLYWfPnwSfQbD+edlfS00zu3hyAEpE5Ge+9mvPblf0oP1hb+DnXWAi6W0l5lO0ztmILm8A8GJDa7l8hRMoFwjd9n7ny9TPel+lnbPnIYU8bz5XCyi2Ry3vRlCC5zMwMAtig7Rx8lhgatpMDiw6ITLwk+sM6Chu9/fQKl5BDBwIpQbY2RfJLsWdbh4RaE7O+CRx0jYfedpB8HJQejLv5ulTDVSaxWaWtX1mGn/2uRARwxnzToDrVtimGA24xnzz+p2cLvQ5ujjpAo1zizXUkY4cj84BUGKmCYuee4R/NOaK7LlnLsZZmTGYWl6Kv4l/IDrubqaxqPFrEcjrxtxjRNjwPrkQrylHUW3KZuZL5owBwde2o2j2kns2LEqV77Et0XxTP0KTswSHCLgoOlWw/0/49yznZvuwk79ACZmWvxF1RMecOsHFsJoKsVrszYZsTxOP/rRj3Dbbbdh7dq10DQNGzZswDe+8Y3C76lUCtu3b0d/fzHT8T/8wz8Uyg4NDWH9+vX41re+Vfj9pz/9KQ4ePIgf/vCH+OEPf1j4fuLEiXj99ddH6lKqAwNieROOCgwKkUixs4rJ3BxPX0L+HgBorVfnP7IybfwUzEqPRxvPL85GTnLKiBoQP9H7fF5yQDcw2WwvHGMONgNWV60ShAh5MW0/LjK/BQMvHMbcva8DALTFgk9f7jlN13Wc99IWxIYGwBbOEmpTLVwtFi6Wc7Y2tWBxehIiPCRPtB6PypBs7IdHA4+g++gh6Tuxrqa3T0dLSwO0cHHoGg1DALENAQ40pgRfFpPbomJlTfWKxFd1ImY1T6wEJUSL9IpsxgwNoSkJ3/U1aNmdw1Lvvy9TPdUCzOeJTKZBqw+g8QrZUV3K45QXwBVRw5R3yVXjJH8unMNhN9bQGYaUvwgIjWg4rwsDzx5EbIXazF0+TNDuepYukk9h4Gb9pNI4ufluiliThlrrb2M6HnjwBNaeV28rZy0rJc+WwpG79+9S/B4ljZPChFP11nFTt5VzI6AHMNnM+lQ5BUzJj9+y4KSuTxdaVdgwczHL8tPOSgZdGN7dL9Jw/kTps6HruCK5PHfICEtOAEIoPi+pHZqBVelZeE5/A/u0Y7n2FH/X4yFkjg8pg4K4oflIag5YojQyhhXt87H30D7MzNjT/uTpyjTjTf0wZndMBfoG/TUo5+PUwRPYOLgaYQR8RdUTCfnclKt1Rkxwampqck12O2nSJNvuRDgcxr333ot7771XecznP/95fP7zn69kM2uWkv2NPDAMA+8ZXAPAEsbTSeXj85xXDfXgBBvAuIS/8M5MYzgrXVzYj0DU4QJiVL1K3EOhMunvdXtO4JloP2btfWN49ekuqxVkI6o1MQb8PLsDJ743eaFL0xhmHHgzu0MpTY7qHX/d7BbKWCdXhqXpqbb2eCZ2FITTkDm8oUWHhvcMrUF+uyS7o19sRHhCPUIdzhrNkcIccu7fBud2XywwmJmioBRfPR5GvPI7baX4sZTsGO6BwfIhrJ0neNtilRWFFpFImmNAsJfXFeOS39ZzMIz71ArbOy9pnHJtVgmTqvM4aW+smwlycAinqHry920fWmyvV2hXoD2Gzr8+09cO9HBN9fLaMTe/F1HwbPvQYpx8fC8a1k10LC8d6yUsc454yuV3oVmOGieH8uX2eqYQ+srJ46RCd5qGC6Z64pdOmky1xkk+tESNk+Vc8Usm+zkKiZMncCxWj9iQ4KvtWNq7o477qxXQrYF1Rl5Wcj1XdFHOykk1Vgn3reWmeei9/w00rO22lXM95TA1TjEjUhQoHbggtRCZlIm6UAyDmuc2DgA5rHoE2WfhZ4Od8jgR1SHvspLzj9Djwwh0wRiCMBCEYdm+czqnv1EpzqOCyZqfZozeaCf6OFXURMpSVSKVwnWP/Q/OeGO7YxnX6jzaxhhDeGajum7LgocB0rNTLaxn9Q9Ag2COZ21sCbu4IuIitM2sx4L0RJybnOvrWKO1qLIzHDwIACc/i1HoU6Zz9EfdtPs46QDMVNFvsJTohKVQypWXqET2fe57XkkjmsrgM8+fdC8f0GA0hpUap4ce7MMtb2wtfFaHI/c3AXMw5TgjCSO5Nog+TsOJxKhZUi1LeZwcnrl0+SxnYul1nqDua+yUNSX+KSbNdmmD8GOwsw6Nb58O3WcCZ09Bw8vHSbxpouDkFBBCGbCjFJ2HKADn2iC00UnQKQmhOU756RgHGsyIL42TKo8TYwzptLBhIx3r434Ic0nzdbNRv3qCS2EUnuPFz2/GnD2v4bKtDzsU47Zj3LAJTZa2jbipnqBZYUEdrbfMR+M7ZmS/yM2XUtoMoW2BtiiaN84uOQ2GX8FJfAf9rq8YWHGe9bs2Ujgi+vFxmpPI+rs3m2pt8lhkxDRORJlIs3H2Q9tfLEDvg7tsKuuS65O27xx2UkdrfTqCuxGij1M5js2uMOmf4tclZdEsbQKQ5BpNbgADk9cSucLN5iGseu4lNJ3sRWdiJl61ttWH4tFrBzu7uMkuUjQwLE2rc3qoCE2Ko/Hq7ER09N93yG0QGqe6r9XezzJMbttV0wBkRPObCmt78rhpPKzoPhPg+j537t8z+jT8/sF+z4V652d7wAytoO0RMbi88FBpeNLJel8zViqlXqDIPk55jZNYwvkZOf2icauwIvo4OQSpGMHNI2UuHx8YhrN/V6G+MiYAw0Pj5LUrLZ5b3Pk2WiIITY1DiwYcx9yyNU6KqHqqZ1iK9teKU1S9dw71IG4G8Wez6NLgGBxCtLDI90MN4GYZlhfi+F+CqVnDUD/OfvU5x9+54wf/yIYf/q8r5BTZzu1cwrWzsC6ZNOf3eCr9VjtF1bOiNchCZUkaHg7/4chVEVx8mOpNrZ+Atw8tdw1nP9YgwWkskOvXgY4Ymt81e3hVOC3OHT2pFS/TSEz4IxkcQphI3MLslop8L8u/J5K629EL3eGh5TVOmqB5Uuw8asig83g28LzGNJxhmmjo70PbiaMIM5ddYw/tldRETUdecGKlrNpyxJa0I3WwX/oukwpJbRjJRedwMTiQsdybxmA9BnkxKlSlg0IU6i2hbKXvXaE2kzsKTWFWdJjP76CqNE56PCjN35KpXu57nvE3XSUdBCdRqMhrnMQd07zuSN3PHTaYYDXT9NY4efmalQNz+NuLAJPHkSxcSnpdjnmaZ0AQr00ZnaFh/USc+MMexC+cVPieaQytN3slUed+TuGIytFfV/kklRHNTOfqvmJwDRoYzjl4DE9EGCYd2gucrb5eQ28AkNX66noKRksEwQn1loAx4njuQ4Mp9lU/1zecjdDhTs3DVKG3vNefFYSI6EekWTVBKlO9UtcbquWWb42TEJRkGLfE93CkeLR+TPUYGJr5qaNtAkhwql0q7OPk9EI5uziN0ORuOeFI2r+mSwwOEeiIIbXX3dwIQMW3lnw5WDrMXwWBiQm7opKMzKV/s2UZQgCuffJ/wQCsjJ6Hk339mJUerziB/4uVFsQVeqxmJiAt5nTVhDQKspSbHKhzbkuK2GBEcDJ5ovjFqAlOzufRKm2rV5BonEuEFJlAVYJDx53LEfzvNwufRbMot/xKKpz3ggTBKT/1qQKzKBbFmkOlVs2YeKSThk8bQRMj8Yx+BWWNZ4oLIOEYjuy4kb9CTz8lF1T+XomI4CjuMV4wAA3ndqN+TVfJmxBupY2WCNKHBhSRJO3zr/RsXSodziM1HIJD5AXOEDgueX5zvkHKspo032XQfsdSMM2yDTByXa8kxMutWzEOJ5/cD/Q7l1cyzDXKcNY2Yq4kmyaocIPFPjOMhlnPOQxTvWGd2O8xGZWpXu1tZI4G5ONUq0jzeSXeQieNU3nBIUplNP0EI7zo9KhccFtIvG0K6s7sRNtti/yfhNkHYqcISU7ozWFEl7Sh7sxOx0WBfAq7xqkuGkOA69kkhSqNE5cFJ7DifmNMC+NtyWWYbsr5KXIVFFizI2t6sUT05RIQtXrlmK04NgDqbjkqUfVcHmkdD9iud33SkANqj9BIW1JPq/A7LQbyLgVdsYnBGJNMjYwyBgqn8OjiIwjkFvLMIigAAE/5Dz7CUzHHZ2AY6s2aEZKhAVjMyRzu4a07ZGdwHWmHcYdJ/bqsPE6Ku1QXLJruBLv97UgPT3PrHC+x5X3zUb+2G83XOVtyqAQnsa9GktmoZBNz0UAv3fk6AGDhm6+4N0vSsDr4wxWC43lLPJrFOsDrXmnW3I0e+Nrk9PnaisW0aAAdH19W+FzH/QXRGSktvgpR42QVaPImbBVvjU+hRBScuK8cZxZG2FRvVBd9owRpnGqV4dpc+KnPFyPU2a0v3wi+U+8Z+k/ca7wdl+C/oOk3eZbXogEkLpvqXbFLZKJ3Dp6p3GV3r46h6eqZvs8p3rP85BEKhfDOoVUwoElF84lE5QWQZpPLZZtztU/RzAN7MOHoPoTS6vBXkn+F+9U4o+oP4vUofZxGfgIVz1C3ejyGXj1W+JzgYRwX7tkv/9CHafNjMKU41SOkcbLdL5cXqsKCU2s6d0aXU0YU83jAQfsrL0yHj9PSQWPFXwJ5E0KF1z1P2RfxThsBLB0Bc4gUYDhtgkibOBUWZrn3O/jenUmsPJzGu3uyJo06zGL/lIYZ2Qyx1A0hEWskQWv7Am3RbHTB7a/aygGAXsb7U8g3pmpXIoS4ymdYeLF0lcZJ+PvKp/+A11o6sXTfXgBvw02DE9H1h0exJNmJK7r8tVEVaVI6jw8LFNH0bqivRfheKCPJXyUmha/kXG0ZNBhjWJ9ciL3aMUzPKDbwVIyissPVv4srBKdKmPD7DfQgJFU3T6SGYTLqs+Awg0OcemITaZxqGHE7qsIjhA+75RHbJLDWO4K7Ea04hC/iTqzEo5X1K7DMROLHekSykQtHC2FBEUYg6/SuCEtrC7AgTqBu6hB5NnAUmgBZq1e5u82lBYHXYzx/b7Z9b9+drFgLrCQumYL225cUPgcgX++4wWzEAGkBP0Ia3KjmHGHzb58ZkL+oUBPu2dKP1QfSuHNf7guXd/iLb2QwqS+Dv3m22BYn7a/s86H43e9utsO9FofRUD5JpFDWHMYNYpbgEGITHfNVVXpTTEDcWHDySYoubce4AWE8EAQnm/Zc6MXlhLPXfSw13KILlnObyr3FmmgGnUPUENUPDWDhnj8jmMmmvK7TIrhscL53tFnhXhsOCdoLOaR8jB+GUCaZKWrznF6bkoN9WN7zyNzs9cVW+hR0xKoUp+4yW7A8Pc3Wbx3f+xL642r+EADgfP5b38dIbQgK+nXHzV9vreBIIEVTDJa+pA9O9qdhV2qc/JzuFJScSONUq4hyU7Q0DYa6Poc32WHRo0ftXcOvza0r1vON4EvFhB1mp5wqw6u3CgOkcM66UAx5J2CmWvAog0OYws9WwclyLsmOwr8WSTTBCk1JAIc9DvCBddLUdPfn+Lltg7h8TwpLjmTKP7lLOwBgSl8Gr9XpuPSwiW82WBvKYApNGCmzkjrN2azlvANpfPWZAXx8ccTWBqYM9+2PVYcyWCX6hbi8w1MHgZ8+IjsvBDwWiYAsODkbWqlxXGdJyWl1RaV5zYK9BqeRT3coD8DR/n8kUzJoDn+LNF45DebkBuBEVvI1ofsz1StjsLNqnGJpjmu5/7Qarps7XscWgkOU0H5Rq8/siW2NCjxDnioOEIGQ+xzvp8/EhWf4RqKx8Pf6HdvwHwvOwIrXtgFnFQNLlGuE0vjOmYjtPI7Q1AROPrY3V8bfhF7KtO8k4JUypt6E72ANfxDTsR3AXSWcPXcu8f7bBKcRMtUrgeb3zMHQzuOIzGvB4PajJR1b19MJZjDv5OcqjVMNBmsaDUhwqlEksxWFEFNOfX76OgvoWbtjxtD/7EGkD/Qj5HNnwg3buDqCghM3ixNzJaPqVWWEZMCFyUU4xk5ifEM7juO17Pd5VbnDLnbeTIWJ5ncakwq5RgAq4VpVfvaVwEDR3kUdjlzQupnAysOVFZqyJ7Z/9f3H+rErqmFuKIR7rR2bAQGjRFOYYeC1OzsqXbXEd1jXdKU9nbhAMsoYFxx9nISbk9c4yT5ORf2svW0OwpFLO5xM9cCAhnXd6P3fXWh8+3SXGkpHfgUdFpy6hoZJDcDzWcEphYDj7r2sqS4jOISwqdKWPIL/+n0Ajec1uRxROVjJordcVhUUQ1OIpcz2hzvpw4OFv4O6eo7PP8PZicl48vAL6DATjvUZmoaJh/fhjeYOdPQVA9NMOnoYN//xv7K50coYo60bp1pQR3im/AwNh1xFrZFG6bOf15vxrGaqkTtoIktYtAeQxmy86Lu8G1bNS37ol963Eu9tcEI9hl45Nuw2ReY0IzLHfz5NEaYz1K3s9C6o0jj5gXyciNGCpwQTiVglNE5OJ3I+xGjO7lQ3nOvDUNv3drB8wuGo+f2SPnAF+s1/xu49c9DRXjmNk6TR0WUhZMRgwASzGRPQLA1gql03ZnESzv4r9CemQd5SlY/nDj5Ozbwe+9gxxyZqYuhp3oBKScWa4DNWrQ0u1WmjGWDWCRMswmwLa8YYWuqaAYyMyeC0Exm8Wq/j0l7vciNP+cEhANnMTJe6Z/aDm1min9aIglNAoQ0qLq/9X48G5z7paNrGGBrWTUTdmZ3QKmFNILVHWPC7XIYmRAYzme44hGnCYrus4BBiMnKeE4wVC6qf/qkP71itWChX4L0vpZeKpmRMsTel1jiV1sj0oaL5qpMWNl9jItyAdw+eXYwGqSrLGM5/8Qk8O2Ealh45CbxtdeE3VULpGRl/Y0P8oklI7T2J0NSEY5m22xZh8OUjqD9rvPL3eU3T0Pf6EXwn91nj6nIiVySX43ljF5amp6gLVMvRxEHjJFNaX2g4rwvM0BCe0wzzZBJGi3PCdU9GSlA5TSPoqSDBqUYx+4u+JKUknnPEwZSrYuHA/VYjnG/cZ1ZCr4RQ6ES6CVu3XgwA0DsrJzhxIXO90To6Sd2knXExLKgijLC88cWlfwGgKRJHWoog4W9APDc5F08bOzHHIRqT6MBt8AhKjy9bZM5bO/Fi52Sc/fqrwMx5he9VGqdMOjLiI1m77jyRMV2xt89GNmjFvz7ej9fqNCxOWHd45RdxwgDH9x47icYkB84Vmzf89z4ytxkDLxxG/dkTVKf0JKDpgCL6k7gwF53l8/cx4lNwcko9EEDxXql2+PPZqEpZEmuQtbliSdU64/97qh9Ykzu2wkITIEevc/NhsZoROiWWlk31hr9SFX14VIv4PJP6OSYfOYqdTY2OZUql3AifKj2kH58tL0RTPecEwazwj2fQIcZgmCaW7tqBdi3hWN31j/4Gg0YQ7TOW+2pn/RrvjdPghPpszigHNKZhQaYYhIP5yOvTzOtxTso559JwzMTS6fLfOZuvTyEB7vA1Tiygo2Ftd+6TWmtXbZrfNRuHf/gieIbD7HP2dT4doOAQNYo5kC78PZJ5nEYdcc0/kkIT5IHMTzhyv6T2FwUCrW5kr0GFFhMWfcpVnujLUhSczkrNwuVDZ2BCQ4er7abmIKjHEMbq9GzHZHbiDvuwhYbcYatfeRbXP/obzDx80PK7vd5U0pqDpXLc8UIvFh3qx+1ai3MhndlDPzM2bMsGP0QzwLzjpq+xYf5xExMG5MaUs5hs2jgbHXcuLziHl+ouFdDczZIA57w2fghqahPJIDqKbVBEg3K7I8whVl9Wq+NgxqcYc1YezozoWCwv7l3K+QgjzCH7hZUTYMcQ7neAj4YWtMhwfJwkU/l8VD0ufud2//ydp+maWdAbgmh+71zH4BAFoc3H5hZz+SQSSSXRONDn+PuIwNwF+WFRgo/T1mcuxPHjbXj+ufPLP68vjdPI0PKeOYDG0PiOypr4+iHYVY9xd61AZJ7LXKji1LPUI41TrZLpT3sXKgUn2+ZKdWqfY9homrtKSpUKBodI7Ssmya2Gc6QeDaDlpnlgQb14fofnK+ZxmpXJmUdY5nzrJQTaY6hf2y0n1vNBJe6F0RJBaEYj2K7sBA9mEUxVpyhjke3Fu3YzvGt3BrEznRdKTNfsgogGZEZjxmDWjyN/TqYxGImi9ocFGPigywEWDM2AyoRR8xCcfFsDO5QUF/4h5XjAHM/jdG6dOf/mnJNt5PqrZKrnUs5v4komBZUpw8cJOvKTjZGXtEu5D2XcsqLAM7xKVEOsAdn0kDOgDaX5AIenN2Lcp1YAAAJbPTYT/DTdVyAfoUytbKZa0KIGWEhH5uiQR0H/F3DiRCuee3Z9mS3LoUgEC1j3Ikfm5oZnNmH8F1dVN/Gsw/WfTpDGqUYRTfUqQolR9UaMkdyGtyCFN/aRb8AvsTPaARTDsVZDeApPb0TIlu0e2Z09RXts4cilH+3l4+dPRJ3V/8zjMg1hh324/hCMMbTeOE/+zvOgYZ2qYqhM9Rhz0lFU/OyjchY3Wt4zF3pTGE0bnZOIigQcIiM6mer5ucbmoeLddpSjhe8DiuS0PCcYJEL+8zg1B1xMjqrwaORcai4N8DUecknjVI6Pk6hlNEyPN0N5muGfu9zNhILGSfhO9Nm6MrkSC9ITsVpzNivzIqB5WC740jiJO2YO5as/XABw36+NrRyHcZ/0NiMsdWOvXGI92fmwYf0k6fv6NV3Q6oOw7FiOGJ5CU0nOfKWfv+QkuxQcghgtzJOV1ThJr5rQj+t6OnH0P15BaFqioudzpEovUSXDkcfPn4TQ5Lirs+xoU9jdtoypqgS4tknV7yDP4DrQigur4OQ49NfSCE0qPxKjrQ0WRqVHud0jB1O9t6eD+PdgErOOj5xp0nAfZSUJdtVj3CfO8F3e8JHHKeDjSj52fAfOfaYTD7UbOOdAGpeuyQYVcJrW9ZzXDgCEXMLax4wIAHn8dWpNWA9iUAplKNlzubZ/JJDyOLkIOn5DOYv+W455qXyQHX+zm4GBMkLhD48yR4iC4CQI9sK9aOSxbP6hcE74GcZjD3g8Dz+bc6yE1BGllBoJWiqwDgiOr0P84snQG/2HtS+HxNumov7sCTAa5RQQekMQ4z61HLv+30ng5VFpSlVR5nNyPWBk2lFNSHCqUWJL2tD36FsITa3QwlMyzyv25OiydgTG1yHQNjpBDrS60dslEic6r/w/JdUb0BCZPbzQn5XAdc6xTLCiqV4BzVKJ7/nTXXKSJu6Aho6PLauANo5ZrqlGtkwFmGaPqgcGLDZ1/PIPfWgZ4sAVI3Vyf8USb5MjU42GSR8AhKYlkD44ICVmdBSchIsJcHsZ66UaEQOdkSCu2SWb9PhZlgcVGic3nO6Xax6nXL89f28K948L4Nz9I+9QLUfVK+9dsQWHKENwEvM46V4Lr/KDlCkPHW6PVwmgRoWNdQJe99aPxslhrJ2qj8NzmZ1oNGNVHz4vee4RHI7FsWTc5IrUVwhQMwowjdmEpsJvjMn9pPamqcpRoqneKSg3keBUq8QvmoTQlHgFNUHO9vZuGdt91x7wtxAJz2xE/ZoJCIwv/5yeiLuvlczjVIvkL9UqOBUEJIvGSfroc5T3KCb6kPBS6vU4JbN+UWvo9nhjsRUd6Hv0LYwbHOFpw+c9rltlDf87OtNZ/KLJMJojUo4RVWAGQNZoqBaSVx8Fnhb2d5zWki0O8omoPQm4BEdQV+vt12D7Ivf3Z18YxLr9afQcqrDfqgJJcKrAu1IpUz1RWA7kBCctol5+REtIjOuH4eVxsl+32GN019AbpeOkcWr70GLo9UGc+OPukuoTNyGW6zPQPBDFeFPOuTSSFuYz0p3YYbyFqZl26fuuowfRdfQgWIUEp5qiRjb4AuNiwDP+ygYnekc3tB3TXY+B5w/5P+AUlJxIcKpRWEAvPXqJW30hYdj3EVHJLw3rJ2LoteOIzvfXVsYY4heN1qBZfGOddrnHJm5aH8vn3L8aF528gab6hL1QmWgWwakcVqam40njz1gTWoCnPcqOjqmei9mTzqSIW+O/uCqbLHI0LJJszaqtWUoL6rbcLk7+huLaMaBYmF50Akg9ux+fWZhdjGlgkibrH5/ox3enBHHXXm8hx0l4s5Zz+w7wiDSXu6BIBli7Pys0jXQ0LN8+Tj4RNU7lhOAOiIIT54jMb0HdCnsOv6aNsxDZ/sawz6NieNpVu8mj5ONU4fkk4GBKbiRC2bD1JZrqiehMx1QzG1FytPxxV6VnYorZ5piwt2JpUGqK2tA41Z3ZCZ4xEZ7e6Fim4xNnIH1kYFim9HVndoIZ2ui5d9QgJDidJmgho+C8rQUrt1vWcG63lB+mlsgIwoJWomnOmKMQ+kltqscsZVsbWrAuuQAxHkJ0URuG/nwcRrPaDEGozBWNMSROnkDSCGBCmcE45mW6MSfThUAsImUv8Zr3tYYgzN4kjPbRMT0FAD0RknbmWSB37aOxOHC5IU0bZ+PoT3eg6dpZ9sNGsk0eOC0SxQWuSnBiYJjcl5bKN107G0d+9BIaLpiIpT9+GUu3DDj6PMgJcEvrn47meO4HAQCa3z0HR37yMhqvnul7g2m4OAfYUMC55wslaunK0dprgkN7kAHNDoFEovNboe/ao2jIsE9d2EsY7ttYvEUe/l5ltNGxP6pC+jlQumZ+5EYBHRommM7m7LzGNngqQVtDk3ehUYAZWnZd5oLRFIbR5DHfO9Wva6jr6fR/wCkoJJPgdBox0pN2rSEOzpUMR25lQqwNLxz784jVb8PNB8A6Fwp5nArk5uhJZisAILKwFUZ71Iefm7uPk6YxXP3UA+CMITDxRo+6vNHAAAYsBDDp0FtoPHkCOGuBrZzYorZbFuDEI3tGxfa9+T1z0L/1ABrWdoM98IS9XaMQQdItOER0fgsic5vVO9FVnMsCjsEhMoV2BYUktmI0aU0qDwTHxdDxsWUAgCM/ftlygEzYCBaSThkudmylmLjpLvqM/O5+ZG4zOr9wpu+ADOVQisbJ4FxOhG0hm8dJ0FSXkwBXeOZG0t08aMNxhsejlrxjZWhKhpPHSSQvMIpNcBL+h0v2nVD0JPV+mJJwuJike8C0h/u3VV2r8cjHKM2xJlwytARRhGrTpJyoGCQ4EacsphgRqoLhyK3MaJiI9M4TaOEjl4jVC6MxDKM9avNXKwaHEOzGGJOtChhDqNu77RbXKBsay/n6+NjJLgUNwIUv5AQTj2qNlggaL59WsXO7EZnTXPDdsUXVA0ZFONGi7mGMnRbrXBF8YbQwHN5FUQQJOiUE9eOb57DD2ZJoAo5mbfPdNE4BxeGag93lTFPDoz5u5WgITYAcwMHLJylgMqQ92i6Z6pUVjlw01XM/6YV9QNcjJ/Ev87bjgfiSYZ8zT7l3vqj0EUy/lT5O2YKNl0/FwX96HvVruwEc9XWOrCCm8IFjtj8c0YUASL3mSZeS1eeUNNVjwDieNY8joVTgFHzUp5LjB0FImIKwoI+gqR7TNEw221HPI96FK4FqY9LQ0P7hJWh650z5e1VZqwRUoTFeXhxWZrRkhf+rMl5tyCiiRY7g4qDp2lkITYkjfrHVX7D2ZylHwYkV31fnHX3vKcvptnNR6+Fidva+ZAjdJ028/xX3BJwfe2kQl6aKiV1rATkBrvu9MjyD22kWwWn4Y6i4ceUVV5WBYXqfiSCvTDCN4QWHKFIMDiHMJ5rznnNoSgLjv7gK8fMn+j5HUPFOzHlrJ4oqJx+VCGUyfhwsa2FcVaA3jE548YpTo/ez2sRy+SCDk6q3sVxpSONEnLKYUgjuU2lUcw9/LH2X93FyCz/u99Z4lRuhW9xcLzi5qqzORuPRep1jKGH/bgTX09GFrYgubB328VX1cXIITiO+okFJsBGEAS4KBqVpnMRvA4aLbxhn+NnD8o69yiDvml0paONra+9RFpzcaRkyccIlGqo52A3NKOYgK8fHSYqqN8pyZmYoaxo4bB8nLR8cQtA4qYRIUYsfKO1eiUmhZ+19AyteewGRdBJgl5VUj841ZJi/qDSVCB4ybBQPo/m62Rh85WghwTxxahCZ1YSOjy0btXxbo0FtjfoEUUG4aJ/vlW27QsQvnYKWG+eNyrn8kDchk0yNrEKkb7MCD0fyMvK8uFSKRF0clw4txTuGVirbcOkbbwIAlryxvfLnLzbE41f773Wrsg60kVr0LayiksTJhCykTSr8rQpHrkUM2VTP6QROGifhACetlzP+NiuqrXuSEuB6TO93bx3E7OMZfH1Lv/J3zgNyHqcKCU5Bnwv2St1Lnsmbs1ZuDgiUoX1T1if0xyW7tmeFJghDsy+NE0ODD6uHEM/ej/FN9qiG1SQyrwWNb58ONoJm9SMJmec5Y7RExuxzVUEaJ+KUpRoaJ2vo5ZHAb86sLKqoetYK/Z7Y4+cRvMcdPOHYhuuC05D4/UNYlOoasfN7oZoSAu0xdH6hB6yCUSy9GAtTt+4SNhnIajiypkvyznni8qlg33mr8FlT2aECjhonU7g7rlH1FM3TnJbxbPhBB0YCvQQfp6knTfzfx9RCU55KJcAV77e7V14tkjPVE/qbSvAupxcEND3f9aGZFn9UAEazt0DEAJybmodfBbdgaUw02Zb77rVDq5BCBnXh0Ys8aqWkqHq183q5M1baSZQNCU7EKYsoOI2Wc/ZIEr9oEpK7+xCe5T/sad5Ej4l5nCz3olIJcMV6R8V8LkeDEcOGoWUjeg7Dw8zAaWGthWpziB1ebpvK4BTRTlzohzUdVsHJSITRsmEGsDvvcC/XE5zcgOTOXkSXqk19TGHhW/rup5PgVFvjii7cE70CKzlNMk8rQ+Mk3G+/QSYqdWfL7uuFhoj3orLPPRQwsHzHi0jpBuqSg7bfo4vbkD48gNAUl7w7DGjidXj30NkItjpHLjSgOwS3GEVKeSS19YoRBAlOxKmLKS68TgE1cf2a0jUqSkuPYU5EDed14/hvdiK6uM3jbCOI6hQjKAO03Dgva3e/vMO1XFX9BSSqbSzmjZPJlyg4qZzlAYAJQSOs8lfL9XMxtPO4Y+JHUTNUqumuY2mttu64eG/LTdLKIQsdrCxTveJzq7TQ4UVeXi5NM2h/qlKgDNW9KOOydF3Dkl07FHXm/Ks0hvgFk3zVxcD8CfSj+BjqVo3Hycf3Cd+UonGqlbHVg7HSTqJsSHAiTln4aGmcani85JnsBM9N0XN5eA2uWz0e4ZmNMFrVJh7iPW6oc8/VMlxG2448PKMR4RnqhbjI2BfLRw/dcbNbCEeu6+rokYLWw9oTtLCByGyXpJviAS7jgbqPufg4ieOMk/ngKKELPVGrQMh5Mcy+XoaWQgwI4rnoqPArPrzqBCG7ENiuMto3FZqwUbA4PRnPGDutzfBG6Le+DhvFsTTQFkXn53uAux8AUNpmg17vFYexRqjhdQBRWWi+J05ZxHDkp2tP7z+ZAAAMnCyaeOix4XkZMMYQaI85CqGaxnDd4Nl41+BZCAYrNNmNkcmoVrrXWLhdTotOMfJjyEHjJJqflXqtopeIm8Yp2OVT6NcYYj2d0lfpVLjEVlUWKY+T12aRj04rh+Aefu8S1+huoeBHgvypy/VFE4VitY/c8OsXczCNz2Q3aiK8jDG0BgcCydfTh+TUest8BCc1oOWGuSPXKIIYBqRxIk5ZTMmvp1aWtqNMfpvdZBj36RVI7T+J0JQEBl88PAInYwhXw/W7BpIpjrXeVU3FiNMCnEsaJ6OQD1RsqigMlGoeuTIYxiV7UpjWlwFWOR8bWdiKxoyJoEdS6PF/fSaYoUkL8lQy4p2oaAQRBSfdq1cyBq8VrBwcYvjLBTFoRcDnc6vc2j97DSbXh1mpPRx5OcmAVeiGgZnpTqRYGu08kd18glGixqmiTao8QvuChvc8EZqSQNv7EyPXngpDUfVOH0hwIk5ZpKh6oxSOvNYoBofImjyMqNmDeIsrOYmMgUdXZVfrAplkVFat1CCOmgtR42TogCL/rBTZrUTpTwPwhW1Zx3s3012mMcSWyT5tqjOxnPmZFHygyosnSePkZU7mS3AqopfhJ6oL46+n5qrCQn3Rx2m4FeSPF0z1hI240JQ4hl47jtgKFz9Ir80dnWF1enbhYxTZYDQlLcZLHH9Hu6cyxnBmaib2a8cws3PqKJ99FBgD8xRRGUhwIk5ZxOAQp0JUveFQDA4xuiqGUb3b1Vc41cycaWb8CcaViLg2XPwITk7BIVCOb4mkuir1+p3L12o4ci+tCPMIbMGYJpvqlSEUivtWYX10lx2VejqmcP1ilMDmG+Yi+eYJhCbbI951HjuItxKtmLVvF4DFzm2syPxUYh1V6LZzMhMwJzOhrND2BFFtSHAiTll4FfI41RwFjdMoSBfM4e9K1VnDaDUgvJWCUUXjQifNhbgud8qzpLsEh/CkrGAx/h5wtbuBlMfJSw/qIQi1x1rwOj9YLF6Oj5OgoWmJuITUBqBVWCs+fK84+TDx2Yoh9bWgjvDUhPLQ9dsex5tNbZh4eD+Ay13OUYGBzmn8PQUiyo4JxshcRZQPvVHEKUtG9HE6TU31wqlsBvpwLhP9iCJO/pVcQY4B2/FaGUj93qmqhk93uFkdTa2Fv51yPckb1aVdQzl7B25aJe6z3Ggga5w8eqWHIKRrmvSoyvLrESpSJY8VSVw6BaHpiYptdo3EE3FNoCwQyqQx7eBbCJgZ13KV0Dg51dD8rlnQ6gNovHpG2ecg3Kj9eYqoDKRxIk5ZRkvjVMtOoXP2vo5Iaii341mkBuIp+MT73tbCtdSKj5NvqnnPHN4XMbKYk6meVs67Zg7/ov0eOZqJn1Xogv2d15DnZaoHAEww1XPKv+UL0czN4xnq9UG03jQf2q+fGP75Kkq2vWI65nJzZNmoxMaeg49TcEI9xn1qRU3PU6cEdHtPG2plo5QgKo4cVe/0HNUCZgYzDuxGKJMa8XNVUuEUmp4AANT1jCuzptGhNdJY7SZk8Xnjq/k2OL2L4reGsJCUEteKx5bq0lHG4rQGZHNfSFH1PMORu//OAWgViiTHJP+g0e19Wrk7K8XApAUCWmW3Sirt42R9VEqhqYqDwFh5n0ri9FxinJaQ4EScsqyZsgIAsCg96fT1cRqjtFw/F20fXIzYSj+CU/Wn4bA2RpI05qjq2+CwAJd9nNQL03I0TqFpjQhNT6BuzYRh16GCO/w9XJiYf65EdGFB7yXoNF83ByxioPEdziZcUjjycsZQBqzfm8L0ExmsHKV3ZdKhtwAAZ+/LatvL1QbKGqcKv0GVqK+GprjA+DoAgNHiEOKzFswEKg1p9E4byFSPOGXpjLfhvYPnZvOZjOQu5xgcL0NTsg7aelMFE3aKk3+ZEyMzNARzk68nNTAH14pcPtrRE4eFw3YdF82LDG/hqtQXj+kMrTfNL+kYX6cSu33Vw5EX//YSnEITG9D52ZWOJlwcsramPB8nhi89NwgOIPi20dmv/dzWY3gqvB3XNq7IfVNucAghpLqDYD9sKt1tqjwetbxnDvo2v+Vz4+vUoEamAGIUIMGJOHVhxSSQp6upnhN6LIDOz/eABUjpXAkmmWPjPt7w2hC+PyWEj7+aBNZXpw1OC/W0sEiXne+FCGZM/LuCQr8H4qL5n57ox/h+EzjXXi7IqpAAWiCrccoIf7tTit9LOT5O+dMwjN5YPD/ThfknuxBsjVWkPp4pRgOsdLChStQnjuU8NXytZSXQ4yHEL5zsXGAM7O+UDC0xThtIcCJOXcS5gwQnG1q4wq//SN3iMfDo1qd03LpjCPOPZ5QL6lrhtleSePfrSSQq7KNRCUQfEqfIa0xQVwWYS8LREWTJUecIaYEKCE7laA0DWhjASQBAkDWU1Q5uaUtZgTkk37RRfqEV4cRLOjzXXp7uKnznRygtiUpE1QsV25Tp9RNFdQwMrBUmxEdwyXv63c7TlrGxTUoQw0HM2zKCpnp1Z3YCAMJzmkfsHGODKs0cNbB7qTGG9+5MYtkR97DDtUB85OOEDIu08HfQGIGoeqNAJaLqlSM4idHeytbsWJrhlH/LF2JTqrXqKKHvMNOupZJCzVe4G1YkHLlwfZkTPgSn2n6VKsplQ8swLtOIi5JLRuwcockJAACLkD7iVIeeMHHKwsXwwyOocQp0xLJmb6Ha28UfVUboFgc7ffo6VZOxptGsweZKzvc+kuSO5jW4iTKVDg5RDmLQAsMrj5MPxFtcVkAE4cGNfljsYZwv3Wn7StwSYaWaLXrGfa/wPclUuyd6MMrNa+NxXJIaOaEJAPSGIMb91Qpop/s64DSABCfi1EVYiY20XX3Fzd7GICO1HtLrg+i4c7njhBSalkDyjV7AQUsxGtRKjpQ6zSGK1RhA9HFyCuailRGOvBz8JratrmeJHI68rCh4sCuGKhWO3O8mQ6Ueb6VeTWmt7/Mazk7Nxh+Nl3BBaqF7wdM0Qfuphl43tqKrEsODTPWIU5bR0jgReUbuHhuJEDQHE4iGc7uQePs0dNyxdMTOP1YIMr8CfO28Dz9+NOuT0xks+gc5mdaOxAbI558fAAB87KXBYR1f8XDkZZnqCZHfhikx3PzqEMb3m7gpHbTkVC1juSAeOkbHYtEHz++tnZHpxI1D56LbbHEtV6l+rdX7X7hXN2BSjWvECMIF2iYnTl0EwYmi6o0C4i0exXmRGRrqVlQ57G2NdC/fzaiR9l79RhIzTmT1NFNCQfztMwNoSnLgjGIDxa40Es2+9K00ztt/AlEX9zRR46TFDIRnq/0Zq70cNMSog8OMgvcXf07iL/6cRN3ZCYhXVDlTPX+HmMlxQHT4pyyesAJ1lFGn5md/ukLzU2hiPQa2HXYtU3fWeCR3n0B4dlNFzjksqv2iEEQZkOBEnLqcikn2apkaWYxXhRox1fNLrTRXDKbATY7zDmRDRDAHHydRGGAV7HBuQhMApPo7gVD273GfXiltxHCzqCmrRHCIclaVmnDfHFJhlYgg8JSZALeA33rMCpmdVqizm3zkLBgq9T4m3j4d0Bhiy50jTiYunVKZkxHEaQqZ6hGnLJKpHjEK1MhqvBqQRnNYSG+o6e3jVK27bJpFEyirAGEOTij+XYFzlXONeoWDMIhmg+VUJ7XFZ0W19kaZw7gG3wj9vWFd9/CriQXQ/K7ZCE9rrESrCIJQQIITcepCgtPoUmsrnVGkVjQ4Y81Uz7RonPI4aTeqFY7cfSQpBi2pto+TeN/KluW5Japehe59BYL9lXjC7D+hMiPNmRUSIpUIFZKhBEHUNiQ4EacuNAFVDS1WfiLQMUWtSE6+qY32lqxxqsFUYTUVjrwCPk4FuHw9FRNaq/QQv7WlH10nTdyzpX9Yx8t5nCpsqicG9YhTZDaCqGXIx4k4ZSFTvdGFaQxtty4CT2Wgn3aCU7UbkKVGmuEbSeOUEXf0nQSn2r5Cs8rNEwUno8x7pUUMMCGPasWsUUfbrDV3HxYeM/Hzh08OuxrJDLPSW87CRkFscRt4ykSgvRKRMWoUmpqJMQwJTsSpCwlOo06wq77aTagOtb2eLxCe3YTBl46g7ix7gs/R5F2vJ/GzCQG89zVhZe7DRmlE5CaGshZytRSOPBQMFf6ORYe38G7cMB0DLxxG3VnjgQeFdlVK4eRbcKqt8VsK/FFpjRNj6Px8D2BysICO+lXjK1o/QRCVgwQn4tSFBCditKgRTYhXK5rfNRvJvX0ITqiugHvH9iF8aMcQDOEVDY7PtonZEh0zxV+Vo/XmBThy33YkrpjmWMbvSPKh19P48rQArn4j6V247LPZEa3zhmtaFzujA7EzslHZJFmhTNO/yNxmpA70IzQlXlY9pVKpV1PUOI3E6346JVFnAfISIcYup8+bSpx2kKke0G7GsV87jnozXO2mnNLUSp6wi44zbI0Ck/vU8bVZQEOou2GUW6XGsLyeWsRA52dXui6qxPtcqTsemhLHuE8u9yjl72zv2JfBmXuG0D5YnbFHSoBbI30yT9N1s7MBJ3y2q5Lh5gGUrcBa2N+P++sbEEola2ajZKzRcOEkDL12HJH57gmBCaKWIcGJOHUhwQlrk/PxgrEbs9LVNc065amRddTVR4Hu3f2Y1ZsB3lbt1pSOFvXyjSve6KaG2gi5zLlsrNdRJaEJkLVMlQjmwIRLKbc6xljNvCfDYfbQAK58+vdoGDgJnLmo2s0ZkzSc0wWc01XtZhBEWZDgRJyy8EokVRnjRBHCGemp1W7GKY8eD3kXGgU0AGcc8cjmWmMEOmOuv8vRzITjjNGbvnyLQhWQmcqRLWTBqfy2SBdUYxos31RMO8TRduJYheskCGKsQYITcepCCTGIUSK6uA2pvScRmjy6/htWxtpyLjC+Dq1/saDazfDENRx5hXPwlBMcohI+ThImhcbOwyuofSMIYuxCghNx6kKmesQowTSGxKVTqt2MMUdgXAxa0BoMwkr13+Ow4VOjWOXNGlFYqoTfXWaoGcgrBMeqtFChZksmmWNV+0YQRNlQaBPilIWCQxCnHWNkPWc0Z4OVRBe0lnRctdbujUHnKITiKNP87jlgQR2N75gx8o1SoFfaVI8LS4Qx0rfyNKyfCC1qIH7x5MpUSCongiAwgoLTkSNHsHHjRjQ0NCCRSOCmm25CX1+f6zGDg4O49dZb0dzcjLq6OmzYsAH79+9Xlj18+DAmTJgAxhiOHTs2AldAjHlIbiKImqTtQ0vQ/uElCM8oNcBDlRasPhfK4akJdH6+B7Fl7cM/VRkDl5QguAK3agRTF5V07uHQcG43xv3VSgRaS89nFQ3ao5BKT4XkJoI4bRkxwWnjxo144YUXcP/99+NXv/oV/vjHP+KWW25xPeYjH/kIfvnLX+K+++7DH/7wB7z11lu48sorlWVvuukmLFhQ+7bxRPXgGZKcCKIW0UI6Ah3uQSGUVFYuqAiapSXlm8iVIzgJHyqgcmIun8YCw30WV8TaAAANyWKglZntWVPcuBmtmfQDBEGMPiPi4/TSSy/hd7/7HZ588kksW7YMAPDNb34TF198Mb72ta+hs9MeGvn48eP47ne/ix//+Mc477zzAADf+973MHv2bDz22GNYuXJloey3v/1tHDt2DJ/97Gfx29/+1rM9Q0NDGBoaKnzu7e0t9xKJsQCZ6hHEmIc7LNgTZSZkLakNLkNJW6wZcnrU8ihnSS4t6CutIjqNZIVpWgC/fKgPiRQH1me/62xox9VDPYjy0Gl1LwiCkBmRmWfz5s1IJBIFoQkA1q1bB03T8PjjjyuP2bJlC1KpFNatW1f4btasWeju7sbmzZsL37344ov467/+a/zgBz+A5nPi3LRpE+LxeOG/ri7KI3BaQFH1iNONU933ggF/8+wAPvzyIGYEayPim6HVTowlJrokVdhUb7SFhfpQ3eie0MK4QY6IFNmfo4FHYUA/9d8zgiAcGRHBad++fWhra5O+MwwDTU1N2Ldvn+MxwWAQiURC+r69vb1wzNDQEK699lp89atfRXd3t+/23HXXXTh+/HjhvzfffLO0CyLGJNHF2T4YGDcMkyCCGIPElncAAIKTGqrckpGC4cJ9aVz3RmpUz+oajrzCzpTl+DjJtoyV1jiNrrCQCFdTcFI8A/ErkpsI4rSlpK2yO++8E1/5yldcy7z00ktlNciNu+66C7Nnz8Z1111X0nGhUAihUG0kqCRGj9iKcTDaogiOr+7OJUGMFtElbQiMiw3LIb52qb5j06jqrvnwL7LO0BBJc6Q1oCVYO5qwUwIpqF6Jz4gELYI4ZShpZP3oRz+KG264wbXMlClT0NHRgQMHDkjfp9NpHDlyBB0dHcrjOjo6kEwmcezYMUnrtH///sIxDz74IJ5//nn89Kc/BVDMq9DS0oJPf/rT+MIXvlDK5RCnOExjCE9NVLsZBDFqMMYQ7KSNgkrjKjhVWKoy04FhH6tpGv73oT5wAIGl5RuUVNNUr51X1iCm5b1zcfiHL6Fxw3QfpVUXS6bfBEGUKDi1traitdU770ZPTw+OHTuGLVu2YOnSpQCyQo9pmlixYoXymKVLlyIQCOCBBx7Ahg0bAADbt2/Hrl270NPTAwD4j//4DwwMDBSOefLJJ3HjjTfiT3/6E6ZOnVrKpRAEQRBjAnGrX/y+NrbxK72cLstQjwGhfJyKiocjH937faUZxPO7jmPF4Qxwbvn1hWc2ofMLZw47It5wXGbjF03G8d/uRONV1cnrRRBE5RkRXf7s2bNx4YUX4uabb8Z3vvMdpFIp3HbbbbjmmmsKEfX27NmDtWvX4gc/+AGWL1+OeDyOm266CXfccQeamprQ0NCAD37wg+jp6SlE1LMKR4cOHSqcz+obRRAEQYx9TK4X/h7txXue0dQ1lHWFp1DQggAYPvnSkHfBEigrjPgwOkH9mgmIreyAFiKzyZrg1Hk9iCoyYm/zj370I9x2221Yu3YtNE3Dhg0b8I1vfKPweyqVwvbt29Hf31/47h/+4R8KZYeGhrB+/Xp861vfGqkmEgRBEDWOmaFFp29oYVghVFLS8MRnEpqqT8v75uPYf72Kxiv9mGkShDsj9kY3NTXhxz/+sePvkyZNKvgo5QmHw7j33ntx7733+jrHOeecY6uDIAiCOA0YRSHhdJ1lSA4TOF07wSlAeFoCHXcs8y5IED4YvQyCBEEQBDEmcV41r81pxBLJyiTBZbRArwEUIiM9F4IgMIIaJ4IgCII4FXBbM6/KGPjB5pOY0G8C60etSUqYUdwL1UK6S0mf9ZVdwykEWbcQBAESnAiCIAjCldlJDQ9GMuofOTCntzLapkKFw4QZGlpvWQBucmhhmt4JgiAqDY2sBEEQBOHCjSc0YH8/zjqYrkhobDfK1fKEpsQr0g4AqDeqmEi5xtRdpHAiCAIgwYkgCIIgXAlxhvfuTFa7GaNOfTAGwEHTdrpBkhNBEKDgEARBEARBKNBqTe1DEARRZUhwIgiCIMYcWn2w2k0AgIqnxKilqHokNgnU0HMhCKJ6kKkeQRAEUbNwJi/fW26aB7MvhUBLpEotGmlqaIVOklORGnosBEFUDxKcCIIgiDFDeHrj6J90FP1bSFapUcjHiSAIkKkeQRAEQbhSf24XACC6uK3KLRllSFYoQLeCIAiANE4EcUoT6Iwh9dZJaLFAtZtCEGOWUHcDOj/fA1aBpLJeBDDy5/CLRuqvIiQ5EQQBEpwI4pSm+T1zcOIPu1F3Zme1m0IQY5rRSigbrKFpOcxJcipApnoEQYAEJ4I4pTESYTRePq3azSAIwie1JKq8bzCAR5ODWL83NeKJf2sekpsIggAJTgRBEEQNo9W4Ky5jlRV1aklwioPhB4/1V7sZow7Ta+kpEARRS9T2jEQQBEGc1ug1Pk3Vn9sFvSmMhvMnVqhGWrRXm+iydgTGxQpBQQCQqR5BEABI40QQBEEQw0avD2LcJ86oWH0kNuWosCavFLSgjvbbl8hfktxEEARI40QQBEEQBOFKZFErAMBoPVUTLxME4QfSOBEEQRBEjcBqySSsiuqv2BkdOPHALkTmNVevEQKh7gZ0fOIM6PXBajeFIIgqQoITQRAEQRA1hZEIYfwXVwFG7RgvGk3hajeBIIgqQ4ITQRAEQdQIrJa8nKroZwQALEDeBARB1BY0KhEEQRAEQRAEQXhAghNBEARB1Ag1pG8iCIIgLJDgRBAEQRA1AglOBEEQtQsJTgRBEETNUkMx5kYU3cxe6cITZpVbIkBSHEEQhAQFhyAIgiCIKvPvj5zE/R0BvKuXpBWCIIhahTROBEEQRM0SzZweOqeJ/Rzvey2J+ky1W0IQBEE4QYITQRAEUXN8fUs/pvRl8PXnh6rdlNGlyiHACYIgCGfIVI8gCIKoOc46lMFZh/rBQnq1m3LawkiIIwiCkCCNE0EQBEEQdgwSnAiCIERI40QQBEEQtUINySr1a7ow+PIRRJe0V7spBEEQNQEJTgRBEARRI9SQ3AQ9FkDHHcuq3QyCIIiagUz1CIIgCIIgCIIgPCDBiSAIgiBqBQrIQBAEUbOQ4EQQBEEQBEEQBOEBCU4EQRBE7XJ65L8lCIIgxgAkOBEEQRBErUCWegRBEDULCU4EQRBE7XK6CRLa6XbBBEEQYwcSnAiCIIja5TQx1Wu8agb0eBBN75xZ7aYQBEEQDlAeJ4IgCIKoMrGl7YgtpUSzBEEQtQxpnAiCIIiaRU8Eq90EgiAIggBAghNBEARRg7S+fwFCMxrR/O451W4KQRAEQQAgUz2CIAiiBglNiqP1xni1m0EQBEEQBUjjRBAEQRAEQRAE4QEJTgRBEARBEARBEB6Q4EQQBEEQBEEQBOEBCU4EQRAEQRAEQRAekOBEEARBEARBEAThAQlOBEEQBEEQBEEQHpDgRBAEQRAEQRAE4QEJTgRBEARBEARBEB6Q4EQQBEEQBEEQBOEBCU4EQRAEQRAEQRAekOBEEARBEARBEAThAQlOBEEQBEEQBEEQHpDgRBAEQRAEQRAE4QEJTgRBEARBEARBEB4Y1W5ANeCcAwB6e3ur3BKCIAiCIAiCIKpJXibIywhOnJaC04kTJwAAXV1dVW4JQRAEQRAEQRC1wIkTJxCPxx1/Z9xLtDoFMU0Tb731Furr68EYq2pbent70dXVhTfffBMNDQ1VbQsxNqA+Q5QK9RmiVKjPEKVCfYYolVrqM5xznDhxAp2dndA0Z0+m01LjpGkaJkyYUO1mSDQ0NFS90xBjC+ozRKlQnyFKhfoMUSrUZ4hSqZU+46ZpykPBIQiCIAiCIAiCIDwgwYkgCIIgCIIgCMIDEpyqTCgUwuc+9zmEQqFqN4UYI1CfIUqF+gxRKtRniFKhPkOUyljsM6dlcAiCIAiCIAiCIIhSII0TQRAEQRAEQRCEByQ4EQRBEARBEARBeECCE0EQBEEQBEEQhAckOBEEQRAEQRAEQXhAghNBEARBEARBEIQHJDhVmXvvvReTJk1COBzGihUr8MQTT1S7SUQV2LRpE8444wzU19ejra0NV1xxBbZv3y6VGRwcxK233orm5mbU1dVhw4YN2L9/v1Rm165duOSSSxCNRtHW1oaPf/zjSKfTo3kpRJW4++67wRjDhz/84cJ31GcIK3v27MF1112H5uZmRCIRzJ8/H0899VThd845PvvZz2LcuHGIRCJYt24dXnnlFamOI0eOYOPGjWhoaEAikcBNN92Evr6+0b4UYhTIZDL4zGc+g8mTJyMSiWDq1Kn44he/CDEgM/WZ05s//vGPeNvb3obOzk4wxvCLX/xC+r1S/eO5557D6tWrEQ6H0dXVhb/9278d6UtTw4mq8ZOf/IQHg0H+r//6r/yFF17gN998M08kEnz//v3Vbhoxyqxfv55/73vf49u2beNbt27lF198Me/u7uZ9fX2FMu9///t5V1cXf+CBB/hTTz3FV65cyc8888zC7+l0ms+bN4+vW7eOP/PMM/w3v/kNb2lp4XfddVc1LokYRZ544gk+adIkvmDBAn777bcXvqc+Q4gcOXKET5w4kd9www388ccf56+99hr/7//+b/7qq68Wytx99908Ho/zX/ziF/zZZ5/ll112GZ88eTIfGBgolLnwwgv5woUL+WOPPcb/9Kc/8WnTpvFrr722GpdEjDBf+tKXeHNzM//Vr37Fd+7cye+77z5eV1fH77nnnkIZ6jOnN7/5zW/4pz/9af6zn/2MA+A///nPpd8r0T+OHz/O29vb+caNG/m2bdv4v/3bv/FIJML/8R//cbQuswAJTlVk+fLl/NZbby18zmQyvLOzk2/atKmKrSJqgQMHDnAA/A9/+APnnPNjx47xQCDA77vvvkKZl156iQPgmzdv5pxnBy9N0/i+ffsKZb797W/zhoYGPjQ0NLoXQIwaJ06c4NOnT+f3338/X7NmTUFwoj5DWPnkJz/JzzrrLMffTdPkHR0d/Ktf/Wrhu2PHjvFQKMT/7d/+jXPO+YsvvsgB8CeffLJQ5re//S1njPE9e/aMXOOJqnDJJZfwG2+8Ufruyiuv5Bs3buScU58hZKyCU6X6x7e+9S3e2NgozUuf/OQn+cyZM0f4iuyQqV6VSCaT2LJlC9atW1f4TtM0rFu3Dps3b65iy4ha4Pjx4wCApqYmAMCWLVuQSqWk/jJr1ix0d3cX+svmzZsxf/58tLe3F8qsX78evb29eOGFF0ax9cRocuutt+KSSy6R+gZAfYaw81//9V9YtmwZrrrqKrS1tWHx4sX453/+58LvO3fuxL59+6Q+E4/HsWLFCqnPJBIJLFu2rFBm3bp10DQNjz/++OhdDDEqnHnmmXjggQewY8cOAMCzzz6Lhx9+GBdddBEA6jOEO5XqH5s3b8bZZ5+NYDBYKLN+/Xps374dR48eHaWryWKM6tmIAocOHUImk5EWLADQ3t6Ol19+uUqtImoB0zTx4Q9/GKtWrcK8efMAAPv27UMwGEQikZDKtre3Y9++fYUyqv6U/4049fjJT36Cp59+Gk8++aTtN+ozhJXXXnsN3/72t3HHHXfgU5/6FJ588kl86EMfQjAYxPXXX1945qo+IfaZtrY26XfDMNDU1ER95hTkzjvvRG9vL2bNmgVd15HJZPClL30JGzduBADqM4Qrleof+/btw+TJk2115H9rbGwckfarIMGJIGqMW2+9Fdu2bcPDDz9c7aYQNcybb76J22+/Hffffz/C4XC1m0OMAUzTxLJly/DlL38ZALB48WJs27YN3/nOd3D99ddXuXVELfLv//7v+NGPfoQf//jHmDt3LrZu3YoPf/jD6OzspD5DnJaQqV6VaGlpga7rtghX+/fvR0dHR5VaRVSb2267Db/61a/w0EMPYcKECYXvOzo6kEwmcezYMam82F86OjqU/Sn/G3FqsWXLFhw4cABLliyBYRgwDAN/+MMf8I1vfAOGYaC9vZ36DCExbtw4zJkzR/pu9uzZ2LVrF4DiM3eblzo6OnDgwAHp93Q6jSNHjlCfOQX5+Mc/jjvvvBPXXHMN5s+fj3e/+934yEc+gk2bNgGgPkO4U6n+UUtzFQlOVSIYDGLp0qV44IEHCt+ZpokHHngAPT09VWwZUQ0457jtttvw85//HA8++KBNJb106VIEAgGpv2zfvh27du0q9Jeenh48//zz0gB0//33o6GhwbZYIsY+a9euxfPPP4+tW7cW/lu2bBk2btxY+Jv6DCGyatUqW5qDHTt2YOLEiQCAyZMno6OjQ+ozvb29ePzxx6U+c+zYMWzZsqVQ5sEHH4RpmlixYsUoXAUxmvT390PT5KWiruswTRMA9RnCnUr1j56eHvzxj39EKpUqlLn//vsxc+bMUTXTA0DhyKvJT37yEx4Khfj3v/99/uKLL/JbbrmFJxIJKcIVcXrwgQ98gMfjcf773/+e7927t/Bff39/ocz73/9+3t3dzR988EH+1FNP8Z6eHt7T01P4PR9a+oILLuBbt27lv/vd73hrayuFlj6NEKPqcU59hpB54oknuGEY/Etf+hJ/5ZVX+I9+9CMejUb5D3/4w0KZu+++mycSCf6f//mf/LnnnuOXX365MnTw4sWL+eOPP84ffvhhPn36dAotfYpy/fXX8/HjxxfCkf/sZz/jLS0t/BOf+EShDPWZ05sTJ07wZ555hj/zzDMcAP/7v/97/swzz/A33niDc16Z/nHs2DHe3t7O3/3ud/Nt27bxn/zkJzwajVI48tORb37zm7y7u5sHg0G+fPly/thjj1W7SUQVAKD873vf+16hzMDAAP/Lv/xL3tjYyKPRKH/729/O9+7dK9Xz+uuv84suuohHIhHe0tLCP/rRj/JUKjXKV0NUC6vgRH2GsPLLX/6Sz5s3j4dCIT5r1iz+T//0T9Lvpmnyz3zmM7y9vZ2HQiG+du1avn37dqnM4cOH+bXXXsvr6up4Q0MDf+9738tPnDgxmpdBjBK9vb389ttv593d3TwcDvMpU6bwT3/601JYaOozpzcPPfSQcv1y/fXXc84r1z+effZZftZZZ/FQKMTHjx/P77777tG6RAnGuZD+mSAIgiAIgiAIgrBBPk4EQRAEQRAEQRAekOBEEARBEARBEAThAQlOBEEQBEEQBEEQHpDgRBAEQRAEQRAE4QEJTgRBEARBEARBEB6Q4EQQBEEQBEEQBOEBCU4EQRAEQRAEQRAekOBEEARBEARBEAThAQlOBEEQBEEQBEEQHpDgRBAEQRAEQRAE4QEJTgRBEARBEARBEB78/yyOQPc1SRINAAAAAElFTkSuQmCC", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "env = AwakeESteering(\n", - " backend=\"cheetah\",\n", - " backend_args={\"quad_drift_amplitude\": 1.0, \"quad_random_scale\": 0.0001},\n", - ")\n", - "observation_on_reset, _ = env.reset()\n", - "observations = np.array([env.reset()[0] for _ in range(1_000)])\n", - "\n", - "plt.figure(figsize=(10, 5))\n", - "for i in range(10):\n", - " plt.axhline(observation_on_reset[i], ls=\"--\", color=\"grey\")\n", - " plt.plot(observations[:, i])\n", - "plt.show()\n", - "\n", - "# Repeat with different reset\n", - "\n", - "observation_on_reset, _ = env.reset()\n", - "observations = np.array([env.reset()[0] for _ in range(1_000)])\n", - "\n", - "plt.figure(figsize=(10, 5))\n", - "for i in range(10):\n", - " plt.axhline(observation_on_reset[i], ls=\"--\", color=\"grey\")\n", - " plt.plot(observations[:, i])\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "env = AwakeESteering(\n", - " backend=\"cheetah\",\n", - " backend_args={\"quad_drift_amplitude\": 1.0, \"quad_random_scale\": 0.1},\n", - ")\n", - "_, info_on_reset = env.reset()\n", - "quadrupoles = np.array(\n", - " [env.reset()[1][\"backend_info\"][\"quadrupole_settings\"] for _ in range(1_000)]\n", - ")\n", - "\n", - "plt.figure(figsize=(10, 5))\n", - "for i in range(11):\n", - " plt.axhline(\n", - " info_on_reset[\"backend_info\"][\"quadrupole_settings\"][i], ls=\"--\", color=\"grey\"\n", - " )\n", - " plt.plot(quadrupoles[:, i])\n", - "plt.show()\n", - "\n", - "# Repeat with different reset\n", - "\n", - "_, info_on_reset = env.reset()\n", - "quadrupoles = np.array(\n", - " [env.reset()[1][\"backend_info\"][\"quadrupole_settings\"] for _ in range(1_000)]\n", - ")\n", - "\n", - "plt.figure(figsize=(10, 5))\n", - "for i in range(11):\n", - " plt.axhline(\n", - " info_on_reset[\"backend_info\"][\"quadrupole_settings\"][i], ls=\"--\", color=\"grey\"\n", - " )\n", - " plt.plot(quadrupoles[:, i])\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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+m29+85tcdtll7Nmzh7q6ulH2zzzzDNdddx233HILV155Jffccw9XX301L774Iqecckp6ToAvfOELbNiwgf7+fm688Ube9ra3sXXr1qn+OoIgCIIgLFTmwQOw5nXgObkCz8kV6TIrbtjhfi3DxFqHibUMkegKYQ7FiOzqI7IrI6h0vwtnU5ktqpKeKnImyZ2GBBVZ5BNSqTFSPT097N27l71796aFVMoj5fV6p6uB9tKcntMJU4+yrKntCc4++2zOOussvvOd7wBgmiaLFy/mb/7mb/jsZz87yv7aa68lGAzy8MMPp8vOOeccNm7cyF133ZX3HC+88AKbN2/myJEjLFmyZNT+aDRKNBpNbw8ODrJ48WICgQDl5eWj7AVBEARBEEZiDMdo/+fnAGi65YJ5nYbajBm2Z6p1OCmqhkh0h/PGn2klDn4de452fYB3vOMdnHrqqdPf4Dxkj5Hq6elJl2ualhPaN5VCKvDbQww92ULpBU1UXHnSlJ1HmBiDg4P4/f6itMGUep5isRjbtm3j5ptvTpdpmsYll1zCli1b8h6zZcsWbrrpppyyyy67jIceeqjgeQKBAEopKioq8u6/5ZZb+PKXvzzu9guCIAiCICxENJeOe5kf9zJ/usyMJuzxU0kxFW8ZJtETxgwmMF3jm+dpOqirq6Ourm5UaF93d3faI6VpWjq0b82aNZMf2icJI+YdUyqeenp6MAyD+vr6nPL6+np2796d95iOjo689h0dHXntI5EIn/nMZ7juuusKKsWbb745R5ClPE+CIAiCIAhFk/X8O5+9ToXQ3A7cy/24l2cJqkiCWOsw2q9ehcD0h+0Vy1hCat++fezbty8n/fmkTcgrqcrnHXM62148Hudd73oXlmVx5513FrRzu91zbkZqQRAEQRCE2Y7mscdQqRLHrBZP2eQTUqnQvuxkEytXruSUU05h1apVuFxFZh4cSdrxJOppvjCl4qmmpgZd1+ns7Mwp7+zspKGhIe8xDQ0NRdmnhNORI0f44x//KGOXBEEQBEEQZgjDMIC5IZ6ySQmpiy66KC2kXnvtNfr6+ti9eze7d+/G4XCwatUq1q9fz8qVK09cSAnzgikVTy6XizPPPJPHHnuMq6++GrATRjz22GN84hOfyHvMueeey2OPPcYnP/nJdNnvf/97zj333PR2Sjjt27ePxx9/nOrq6jw1CYIgCIIgTCIp58HCi9g7LqZpp5Oba+IpxcisfR0dHWmPVH9/Pzt37mTnzp04nU5Wr17N+vXrWbFiBU6n83gV20txPM0bpjxs76abbuL6669n06ZNbN68mW9+85sEg0E+9KEPAfCBD3yApqYmbrnlFgBuvPFGLrzwQm677TauuOIKfvazn7F161a++93vArZweuc738mLL77Iww8/jGEY6fFQVVVV8jZAEARBEARhmpnr4ikbpRSNjY00NjZy8cUX097enhZSAwMDvPbaa7z22mu4XC7WrFnD+vXrOfnkk3E4Rj9WK5nnad4x5eLp2muvpbu7my9+8Yt0dHSwceNGHnnkkXRSiKNHj+ZcaOeddx733HMPn//85/nc5z7HypUreeihhzjllFMAaG1t5Ve/+hUAGzduzDnX448/zkUXXTTVX0kQBEEQhAVJ8gFYPE+jmE/iKRulFIsWLWLRokVccskltLa2poXU4OAg27dvZ/v27bjdbtasWcMpp5zC8uXLM0JKPE/zjimf52k2Mp5c7oIgCIIgCABGIEr7Lc+DBs3/+rqZbs6s4j/+4z8IBAJ85CMfobm5eaabM+WYpklrayuvvfYaO3fuZGhoKL3P4/Gwdu1a1q9fT/VhB8E/HKNkcwOVb185gy0WxmLWzPMkCIIgCIIwX8i8bRbX00hSnqfZNM/TVKJpGosXL2bx4sVcdtllHDt2LO2RCgaDvPTSS7z00kt4HG5OctTy+njVTDdZmCREPAmCIAiCIIwH0U6jmK9he8WgaRpLly5l6dKlvPnNb+bIkSPpeaRCoRA7HS00D7XQwPqZbqowCSy8X7ggCIIgCMKJsOAGOhTPQhZP2WiaxvLly7nyyiv5+7//exZXNAKQSKZyF+Y+C/sXLgiCIAiCUDSingoh4mk0uq7jdthZoC357cwb5BcuCIIgCIIwHiRsbxRzdZLcqUals+2JeJovyJgnQRAEQRCEYrBsD0ICc6ZbMusQz1N+UuJJtNP8QcSTIAiCIAhCEVimxS9cz9OvDeP/jxepq6ujvr6euro66urqqKmpyTtR6kJAxFMhbPFkiuCeNyzMK1wQBEEQBGGcxOIx+rVhAAKBAIFAgH379qX3a5pGdXV1jqCqr6/H7/fPa1GREk4g4mkkSibJnXeIeBIEQRAEQSgGC9rLq4g5nHz2LW8i0NdHV1cXnZ2ddHV1EY1G6e7upru7O+cwl8tFbW1tWlTV19dTX1+Pz+eboS8yuWSLp4Uyz1OxZIY8iedpviDiSRAEQRAEoQiipsnDG87H0HRe6ozwvkVLeN+G02lwO7Esi0AgQFdXV46g6u7uJhaL0draSmtra0595eXlNDQ05HwqKirmnPdGPE+F0WTM07xDxJMgCIIgCEIRRE0TQ7M9Kx2xBLce7uA/jnTw5ho/H1xUwwWVfioqKli1alX6GMMw6O3tHSWq+vv7GRwcZHBwkL1796bt3W439fX1OYKqrq5uVo+lEvE0BinxJHF784bZeyUKgiAIgiDMIrK9B/+xqpl7O/t5NhDkN90BftMdYIXPzQcWVfOuhioqnPYjlq7r6fFP2UQiETo7O+no6Eh/UqF/R48e5ejRo2lbTdOoqakZ5aWaLWF/Ip4Kk862Z4p4mi+IeBIEQRAEQSiGLPV0VZ2f65pq2DUc5kdtvTzQ0cf+UJQv7m/jloPtXF1fyQebathQll/geDweli5dytKlS9NlhmHQ09OTI6g6OjoIh8Npz9X27dvT9uXl5SxatIjGxsb0srS0dOq+fwFSczyBiKeRKMTzNN8Q8SQIgiAIglAE2UP+U2NZ1pZ6+bdVzXz+pEZ+3tnPj1p72BmM8NP2Pn7a3sfGMh8fbKrmqrpKvPrYwkLX9XQyiQ0bNgBgWRaDg4OjBFV22N/u3bvTdcyEoJI05YXJzPMk4mm+IOJJEARBEAShCLIjr1IehRSlDp3rm2r4wKJqXggE+VFbL7/uGuDloRCf3B3iKwfaeF9jNR9sqmGRx1X0OZVS+P1+/H4/q1evTpdHIhE6Ojpoa2ujvb2dtrY2ent7Z0RQmaZJVHdysHEJrZEYTeP4fvOdTLY9EU/zBRFPgiAIgiAIRZCdblqp/DZKKTZXlLK5opQvr2jip+29/Kith5ZInG8d7eKOY11cUVvBR5pqOMtfkpkHaJx4PB6WLVvGsmXL0mXjFVQpMTVRQWWaJgdOruGpxlO54NlX+EyzzkdP2oguniiUsv8GIp3mDyKeBEEQBEEQisDMegTWihA9NS4Hf7O0no8vqePRngDfb+nhmYFhftU1wK+6BjitzMtHmmu5qq4C9yQIjXyCKhqN0t7enhZT7e3t9PT0pAXVnj170rZ+v5+mpqb0p7GxEbfbfdzzmqaJWWKPewpbTv7pGDzQ+hD/vMTirCWXo+uzI7HFTCCep/mHiCdBEARBEIRiMMcnnlLoSvGW2greUlvBzuEw32/p5hed/WwfCvO3u47ylf1tvH9RNdc31dDgdk5qk91ud9GCKhAIEAgE2LlzJ2B70Wpra2lqamLRokU0NTVRX18/aiJc0zQxkh6Wk9QxWq1aXjNP4l2Horz7yD/xocYyli5+Hz7f8kn9bnMBRUoUi3iaL4h4EgRBEARBKALz+CbHZV2pl2+sWcI/nrSIe9p7+Z/WHtqicf7jSCffPtrJW2sr+GhzLWf4SybhbPnJJ6gikQjt7e3pyXxbW1sZHBxMZ/l76aWXAHA4HDQ0NOR4qAzDSM9/9SZ/nPevOJkbX9vFtkg5/2u9hy2tu/lo6/WcWrmc5ub3Ul39RjRtYTyCKs0W2aZ4nuYNC+OXKwiCIAiCMEGy002f2EilDNXJkL6PLa7jtz0B/rulm+cCQR7sGuDBrgFOL/PxkeYa3lpXgWsaxg55PB6WL1/O8uUZ79DQ0FBaSLW1tdHa2kokEqGlpYWWlpa0ncPhIHH6IgBcmmJFWS0Pn1PDj9t6+PL+FvaZa/icdRtv77+XK/o/QYm7jqam61i06Frcrpop/24ziYTtzT9EPAmCIAiCIBRB9gPwiSZ6GIlTU7ytroK31VXwylCI/27p5qHOAV4aCvH/dh3lqwfa+XBzDe9fVJ2eeHe6KCsrY82aNaxZswawv39fX1+Od6q9vZ1EIoGhbM+TO/l3UUrxgaZaLq728+k9x/hj3xD38T5e4HV8NHo70YPf4NChb1NXdznNTe/F7z9z0v6ms4lUwggJ25s/iHgSBEEQBEEogql2Hmwo8/GttUv5wsmL+EmbHdLXEYvzLwfb+cbhTq5rrOKvFteyzHv8JA5TgVKK6upqqqurOe200wB7gtyuri627vkzWIzykjV5XNx92kk80NnPF/a1ciixlC+q23iH62kuj95BZ+ev6Oz8FaWla2luei8NDVfNqwQTGc/TzLZDmDwkh6QgCIIgCEIRpJ9/p/hJuNbl5O+WNfDCueu4fc0S1pZ4CJsmP2jt4dxnd/Hh1w7x/MDwrAgF03WdxsZGLIct6PKFGCqluKahiqc2r+EtNX4SKO6NvZ5/8d7LQPVfo2luhod3sXvP5/nTn89j796vEgwenO6vMiWkJ8kVz9O8QcSTIAiCIAhCEVjJbHvTFVzm1jSubazij2et5r4NJ/OGqjIs4DfdAd720n6ueHEfv+oaIGHO/IN53LIfKcdKuV7ndvLfpyzju+uXUe10sC8Cf9N3KU8uepjmkz6H17uERGKIYy0/5Nnn3sRLL32A7u7fYZqJ6foak04q295sELrC5CDiSRAEQRAEoQisPGvTgVKK11eV8dMNJ/PE5tW8p7EKl1K8OBjir3Yc5tzndvHdY10MJ4xpbVc2sSLEE9jf5W11FTy1eQ3vqK/EBO5qHeRDHeehrfkVGzf8gJqaiwFFX/+f2f7qDTyz5SIOHb6DaKxn6r/IJJMO2xPP07xBxJMgCIIgCEIRpLwHagafg9eU2KnOt523jpuW1VPl1DkWifHF/W2c/swOvry/ldZIbNrblfI8uTT9OJY21S4Hd6xbyv+eupwGl5OD4Sh/8fIBbus9mRXr7uS8c59g6ZK/xumsJBpt5+DBb/DnP1/Aazs+ycDA1jnjyUmlKp8jzRWKQMSTIAiCIAhCEaSi45SyGBragWXNnKen1uXkH5Y3su3c9Xx9dTMrfG6GDJM7j3Wz+dmd3LDjMNuHQtPWnjgpz1Nx4inFpTV+nkx60yzgB609XPTCHl4I+1mx4h84/7w/s27trZSXb8Sy4nR2/pptL17L8y+8ldbWn2IY0/cdT4R0tj1RT/MGEU+CIAiCIAhFYFgpj47J8y+8jaeePpNXXvkoR45+n8HB7TMyNsera7x/UQ1PbV7Dj09dzvkVpRgWPNg1wKVb93LNy/t5om9wyj01cSuZqlwffyJnv9PBN9Ys4d4NJ9PscXIsEuNdrxzg73cfJWg5aGz8C87a9HPO2vQQjY3XjEowsWfvV2ZtgonU+DgJ25s/SKpyYVZgBOPE24PE24eTyyBaqZOaD65H6aLxBUEQhJnHNG3xpABdLyGRGKKn94/09P4RAF0vpaJiE5UVm6moOJuysvVomnNa2qYpxZtq/Lypxs+rQyH+61g3D3X183T/ME/3D3NKqZf/t6SOt9ZW4NAmP+VFDFs8ecbpecrmwqoynjxrDf9ysJ0ftPZwd3sfj/UO8e+rm7m0xk95+amsK/83Vq74LG3tD9Daejfh8FFaWn5ES8uPqKw8j+bm91FTfTGaNjsecVVyDJiIp/nD7PhlCQsGy7RI9IbTAineZoslYzB/fHa8I4SrqXSaWykIgiAIo0k9ACssXnfBcwSD++gfeJ6B/ucYCLxAIjFEb+8T9PY+AdgCy+8/g8qKs6msPJuyslOnRUydWubjO+uW8tmTGvnusW5+0t7La8Nhbth5hH/1tPPXi2u5rrGKEv3Ehc5IJuJ5yqbEofOvq5p5W10Ff7f7KIfCMT7w6iHeUV/JV1c2UeV04HRWsHTJR1iy+C/p63ualta76en5I/39z9Df/wxudwNNi97NokXvxu2unYyvd8KkU5WLdpo3KGuujLibRAYHB/H7/QQCAcrLy2e6OfMWM5rIiKTUpyOIFTfz2utVHlyNJTgbSxh+pg0zlKDuExtxNZdNc8sFQRAEYTTbtu/kit4YTivKkYtOR9Nc6X2WZTA8vJv+/ufoH3iOgYEXSCQCOcdrmpcK/xlUVp5HVdV5lJWtR6nJEzCF6I8n+FFrD99r6aE3bocWVjp0PtRcw1821VLjmvi79JMe30IIL4+sM9hYf+aE6wMIGyZfP9TBXce6MIEap4NbVjXz1rqK0bbhFlrbfkpb233E430AKOWgtvYympvfT4V/U1rITCd//PkjPPXqs6x1L+Xamz807ecXimM82kDEk4inCWNZFsZANMeTFOsIYvRG8torp4ajoSQtlJyNJTgbStA8mc67/WvPY/RHqf34BtxL5N9IEARBmHm2bt/Jlb0xXFaUwxedMaYXybJMhof3MDDwnO2dGnieeLw/x8bhKLe9UlXnUVl5LiW+FVP6gB82TO7r6OPOY10cDtsRH15N8e7Gaj62uJalXvcJ17348ReI4+SJUxVrajZMVpMBeHEwyN/tPsaeoP1ccUWtn1tWNlPnHv33N80onV2/pbXlJwQGX0qXl5SsornpfTQ0XIXDMX0RLY//4nc8uf0Z1riX8O6b/3LaziuMj/FoAwnbE8aFFTeJd2Y8SbH2YeLtIaxI/kGyerkrKZBK7eWiEhzV3nTqzoJo6YkRBEEQBGFWYGaF7R1vqlylNMrK1lJWtpbFiz+IZZl2mF//s/T1P8PAwHMkEoN09/ye7p7fA+By1VFVeW7aM+XxLJrU9nt1jeubanjfomp+0x3gO0c72T4U5n9ae/hRaw9vravg/y2p47Qy37jqtSyLOLaQceuu41iPnzPKS/jdplV883An3z7ayW+6A/y5f5ivrmzinfWVOYJT09w0NlxNY8PVDA3toKX1bjo6fkUwuJc9e7/I/gP/TmPDX9DU9B5KS1dNeltHIfM8zTtEPAkFMYZi6SQOsaRYSnSHIF/Una5w1vpwLsryJjWWopecWGx3uiNceI5RQRAEYZZiWakboDVuD5FSGqWlqyktXc3ixddjmgmGhnfQ3/cMff3PEAhsIxbroqPzl3R0/hIAr3cpVZXnUVl1PlWV5+B0Vk7K99CTE9W+tdbPnweGueNoF4/3DfHLrgF+2TXA6ytL+X9L6nl9ZWlR3zOWda/2TNGYLrem8ZmTGrmyroJP7jrKq8Nh/mbXUR7qHODrq5tZ5Bkt2srK1rN2zb+y4uTP0t7xc1pb7yYUOkRL649paf0xFRVn09z8Pmpr3jRlY9G09JgneZ6ZL4h4ErAMi0RPyPYktWUy3pnD8bz2ms+R601qLMFZ50M5JjErXqqvNqWzEQRBEGYH6Ulys/57omiaA3/5BvzlG1i27AYMI0ogsI3+/mfo69/C4OB2wuEjtIaP0Nr2U0BRVrqOyqpzqap6HRX+Tei6Z0JtUEpxQWUZF1SWsWM4zH8e7eKhrn6e6h/mqXFk6Itl3as9jqlNiLG+1Mv/nbmKO491ceuhDh7rG+TC53fzxRWLeF9jdV6x53SWs2Txh1jc/EH6+5+hpfUndHf/gYGB5xgYeA6Xq85OMNF0LR53w+Q2WEnG4PmGiKcFhhlO5HiS4u1B4p1BSOQRKQocNd4cT5KrsQSt3DX1gy5TM3Lnzy0hCIIgCNNObujV5N4Hdd1NVZUdrncykEgM0d//HH3JDHLB4D6GhncwNLyDo0e/j6a5qajYTHXV66iquoCSklUTujevL/VyRzJD338d6+Lutr6cDH0fX1LHuxuq8OaZPiSaJZ7c05Ai3Kkp/nZpPW+u8fN3u4+ybTDEp/e08MvOAW5bs7jg2C2lFFVV51NVdT6RSButbT+jre1eYrEuDh3+FoeP3EFtzaU0Nb+XyopzJuVZJxNIIy+D5wsinuYplmlh9EeS3qTM3EnGQDSvvXLpWSIpK4mDa+qzAOVtT3pWOelsBEEQhNmBmb4njT9sb7w4HGXU1l5Cbe0lAESj3fT3b6Gv/8/09f2JaLSDvr6n6et7GrDHS1VXXUBV1euoqjofl6v6hM672OPin1c2c9OyBn7Y2sP3W7o5Folx894WbjvUwV8truX6RdX4nZlHyKhhAKBbCXT9xJNOjJdVJR5+dcZK/rulm1sOtvOngWEuen4P/3hyI3/ZVJMOmcuHx7OIk0+6ieXLPkFX96O0ttzNQOAFurp/S1f3b/H5VtDc/F4aG/4Ch+PEs/6mxnjLmKf5g4ineYAZM4h3BEelBbdiRl57vcKdFkiuRXbonV7pOX4Sh+lEScIIQRAEYZZh2Yki1AzcnNzuWhoa3kZDw9uwLItgaD99vbZ46h94nlisi/aOX9De8QvAHu9TVfV6qqsuwO8/IyetejFUOR3ctKyBjy2u46ftvdx5rIuWSJx/PdjOt450cn1TDX/dXEud20nUtJNGOYijqemZFDiFrhR/tbiON1X7+fs9x3hmYJjP72vlV10DfGPNYlb4xg5t1DQXDfVvpaH+rQwP76Gl9Sd0dDxEKLSfvXu/zIEDX6eh/iqam99PaenqcbdPqdQkucJ8QcTTHMKyLMzBWDLkLuNNSvSE81+VDoWzPuNJcqW8Sb7p7dhOiHTYnnQ3giAIwuzAJCWeZhalFKUlKyktWcmSJX+ZHC+1ld6+p+nr+xPDw7sYGtrB0NAOjhy5E133UVFxdjLE73X4fMuL9pz5dI0PN9fygUU1/LKrn28f7WJPMMIdR7v4fks31zZU8cZK29vkJD4tkwDnY7nPzQMbT+bHbb189UAbzweCXPzCHj61rIEbFteNOWYrRWnpatas/iorTv4H2jseoqXlJ4RC+2lt+ymtbT/F799Ec9N7qat7c9FiVEnCiHmHiKdZipUwiXeFsjxJySQOofwpwbVSJ86kFyk1f5KjxofSZ7qLP0EkbE8QBEGYZVhZYXuzCXu8lD2WB+wQv76+P9HX9yd6+54mHu+lt/dxensfB8DjXkRV1QVUVb+eqsrzcTqPP5+iU1O8s6GKt9dX8ofeQb51pJOtgyH+t62X/21L2hBHTbPnKRtNKa5vquHi6nI+vecYj/cN8S8H2/l19wC3r1nC2lJvUfU4HGUsbn4/zU3vY2DgOVpa76a7+3cEAlsJBLayd98/07ToWpqarjtuOvlM6ODs+s0IJ46Ip1mAEYzneJLibUHi3SEw8lxoGjhqfUmRlMl2p5dN/rwKM0k6hFASRgiCIAizBNMyAX1GwvbGg9tdS2PjX9DY+BfJyXp309f3NL19f2JgYCuRaBtt7ffR1n4fSun4y8+guvpCqqsvpLR07ZheKU0pLq3x86bqcp4NBPn2kU7+2Ddkn5coSs38o2Wzx8U9p53EfR39fHF/K9uHwly6dS83Lq3nb5fW4dKKy4CnlKKy8hwqK88hGu2kte1e2lp/RjTWyeEj/8nhI3dRW3MxTc3vo6ryvHSI3sg6QN4Fzydm/he+wOn+7naiBwN59ymPI8eT5FxUaqcEdy6AtJcyz5MgCIIwy0jdkuZSTIc9We86ysrWsXTpX2MYIfoHnqev92l6+54mFDrAQOAFBgIvcODgrXbiierXU119IVWVFxT0SimlOLeilHMrSnmx9wjfeOUe1qm9KPWWaf6G+VFKcW1jFRdVlfGZvcd4pGeQWw938JvuAf5jzRI2lo9vImC3u56Tlv8ty5beQHfPH2ht+Qn9A8+mJzn2+ZbT1PReGhvejtPpz7RDEkbMO0Q8zTBa0mOkV3uSIinLm1ThnvqU4LMVSe0pCIIgzDIyD8Bz996k6z5qqi+ipvoiAMLhY/T2PkVv35P09T1jJ55of4D29gdQSqe8/HRq0l6pdXmfS9b6FB/i++hayTR/m+NT73byP6cs55ddA3xuXwu7ghHesm0vH19Sx98va8iben0sNM1Jfd3l1NddznBwH62td9Pe/iCh0CH27ftnDhy4lYb6t9Hc/D7KytZnPE9z+Dcj5CLiaYapuGI5lW9fgeaWf4psJGxPEARBmG3Mxxd6Xu9impvfS3PzezHNKAMDW+npfYLe3icJhQ6kx/kcOHgbLlct1VVJr1TVBWkPi2nGAWZ0vNNYKKW4ur6SCyrL+MK+Fh7sGuA7R7t4pCfAN1YvZnNF6QnVW1qyktWr/omTT/o0HZ2/pLXlJwwH96RDIsvLTyeuzkYpQwJp5hHyxD7D6OXTNx/CnEKTsD1BEARhdmEmvQfzNSZE07IST6z8R8LhFnp7n6S370n6+7cQi3XT3vFz2jt+nvRKbaS6+kI8nqbk8bNTPKWocTm4c/0yrqoL8Jm9x9gfinLVS/v5cHMNN5/USIl+YnNbOhwlNDe9h6ZF1xEIbKOl9Sd0dT3C4OBLoL3E5rM9dG2/bpK/jTBTiHgSZieinQRBEITZhpUKh1gYNyevt3mUV6q390l6ep8kFNpPILCNQGBb2n6653g6Ud5c6+ecihK+fKCNn7b38f2WHn7XM8g31izmgsoJTIirFBUVm6io2ER0RTdt7fdx8OA3cLkiuP3HJvEbCDPJAsg8IMxJUjHVMs+TIAiCMFtIJ4xYePemlFdq5crPce45j3LeuU+xevVXqam5BF23ky94fctmtpHjoMLp4D/WLOFnG06iye3kaCTGO18+wKf3HGMwYUy4fre7luXL/h9OzgQW5m9mviKeJ2FWkhnzJJ2NIAiCMDtI+Z3ma9jeePB6m2hueg/NTe/BNGMMDe/C5106080aNxdVlfPk5jX888F2ftjaw4/benmsd5B/X72YS6qPP//V8UmGAioZxD1fEM+TMDuROeUEQRCEWYbFwgrbKxZNc+Ev34DTWTHTTTkhSh06/7aqmV9sXMFyr4u2aJz3bT/IJ3YeoTeWmFDdStniSbLtzR9EPAmzk/SkctLZCIIgCLOD1D1JQrDmJ+dVlvLYWWv42OJaNOCBzn5e9/wuHujoO/HnkdQwBPE8zRtEPAmzCsuyCAQCHA630akCkjFCEARBmDVI2N78x6dr/NOKJh4+YyVrSjz0xQ0+seso171ykCPh6LjrU6mwPZl7Zd4gY56EGSMej9Pd3U1nZycdHR3pZSQSAUC5YFFoFSc2+4IgCIIgTC6mJQ/AC4Uz/CX8ftNq/vNoF9840sET/UNc9PxuPr28kb9qrsWhFSehlUr6KZS8DJ4viHgSpoWhoaFRIqmnpyevG1zTNCzTwlIWw5HQDLRWEARBEPJhjVgK8xmnprhxWT1vravg03uO8eeBYb5yoI0HO/u5dc1iNpT5iqhFEkbMN0Q8CZOKYRj09PTkiKTOzk6CwWBee6/XS319PQ0NDTQ0NFBfX09tbS3f+tp/MBgPYkm2PUEQBGGWkLojSdjewuIkn5sHNp7Mzzr6+PL+Nl4dDnP51r18dHEt/7C8YczJddOeJxHc8wYRT8IJEwqF0gIpJZK6u7sxjPzzI1RXV6cFUmpZXl6OUqNvQyp5a5IQCUEQBGG2kHmhJw/C+TANA6Vpee/rcx2lFNc1VnNJdTlf3NfKg10D/Nexbn7TPcDXVi3m4gJpzSVsb/4h4kk4LqZp0tvbS2dnZ443aXBwMK+9y+UaJZLq6upwuVxFn1NLdjamIeJJEARBmB2k0k1Ltr3RHHzpBX5127+i6Q7Ka2opr62jvKYuucxsl1RUorS5m6+s1uXkzvXLeGfDIJ/Ze4yWSJz3bj/IX9RV8JWVTdS6nCOOSIkneZ6ZL4h4EnKIRCKjxiZ1dXWRSOSf56CiomKUUKqoqECbYMeYemtlmtLZCIIgCLODjHgSRnJsx6sY8ThGPE5vy1F6W47mtdMdDsqqaymvraWsJltg2cuy6mp0x0gBMvu4uLqcJ89aw78f7uB7x7p5sGuAx/uG+NKKRby7oSr9HJOa50lJtr15g4inBYppmvT3948SSoFAIK+9w+Ggvr4+RyTV19fj8XimpH2pTscS8SQIgiDMEkxLwvYKYcTjAJz6xktZdc4FDPZ0MdjdnVx2MdjTxXBvL0YiwUBnOwOd7fkrUorSyqq8XqvU0jlFzx7jpcSh8+UVTby9vpJP7T7Gq8Nh/m73MR7o6Ofrqxdzks+dFk8Stjd/EPG0AIhGo6NC7jo7O4knO7qRlJeX5wikhoYGqqqqJuxNGg8aMkmuIAiCMDsRz9NoEvEYAGU1tSzbcEZeG9MwGO7rTYup9LKnm8HuLoZ6uknEYwz39TLc10vb3l156/GUleOvtcWUv64Bf209/rp6yuvq8dfW4xjHMIHJYEOZj9+euYrvtnTz9UPt/HlgmDe8sJubljawKf2oLS+D5wsinuYRlmUxMDCQI5A6Ojro7+/Pa6/rOnV1dTlCqb6+Hp+vmNSbU4uE7QmCIAizDXmhV5iU58nhLCxcNF23vUe1dXn3W5ZFKDCQ12s11G2LrGgoSGRokMjQIJ0H9+etp6SyCn9tfUZc1dWnP2XVtWhjZMc7URya4uNL6rii1s8/7Gnhyf4hbjnUzlJ1BR/iNSrE8zRvEPE0R4nFYnR1deUIpc7OTqLR/LNfl5WVjQq7q66uRp+CDmQySCeMEPEkCIIgzBJMmeepIImkeNKdJz5eSSlFSUUlJRWVNK5YndcmGgoy2N1FoLuLwa4OAl2dBLo7GUwuY+Ewwf4+gv19eT1XStMoq661PVdpUZXxXk00ocVSr5ufbTiJX3T284X9rRyJV/Bl/oW/df/whOsUZhcinmY5lmURCARGhd319vbmtdc0jdra2lFJHEpKSqa55RMjPeZJUpULgiAIswwJ2xtNMZ6nycDtK6F26XJqly4ftc+yLCLDQ7ag6uok0NXBYHdnenuwpwsjHmewu5PB7k7Y+eqoOnSnk/Laevy1dXYoYG19jvfKU1p23FTsSine0VDFRVXlXPnMnzhEBR3Omkn7Gwgzi4inWUQ8Hqe7u3vUBLORSCSvfUlJSY5AamhooKamZtZ6k8aDlg7bk7d7giAIwuwg9UJPSfjeKIzkmKeJeJ4milIKb1k53rJyGk5eOWq/ZZoEB/rT3qpA0nOV8loN9fRgxOP0t7XQ39aS9xwurzcpppKCqr6BiroG/PUNlNfW48j6/tUuB41akENGBaYo7nmDiKcZ5oUXXuDIkSN0dHTQ29ubN55a0zRqampGZborKyubgRZPD0rC9gRBEIRZhpVnTbAxJiFsb6pRmkZpVTWlVdU0rVk3ar+RSDDc15PluUoKrGRYYHCgn1g4TPeRQ3QfOZTnBIrSqmpbTNU14K+vxyx3gQOseThx8EJFxNMMs2vXLg4ePJje9nq9o0LuamtrcTgW1j+VpkmqckEQBGF2IfM8FSYxCzxPE0V3ONJepXzEY1EGu7oIdHcQ6OxIe64CnR0MdHYQj0YY7u1huLeHll2vARC59u1QCYb8auYNC+uJfBayceNGli9fnhZLZWXHj6VdCKhkJ2NKaIQgCIIwSxDPU2GMeAKY+jFPM4nT5aa6eTHVzYtH7bMsi/DQoC2kujLi6vHUfnm2mzdMy8Q9d9xxB8uWLcPj8XD22Wfz/PPPj2l///33s2bNGjweD6eeeir/93//l7P/F7/4BZdeeinV1dUopXj55ZensPVTy2mnncbrXvc6Vq1aRXl5uQinJOlseyKeBEEQhFlC6p4kd+rRpD1PjrnreZoISil85X4aV65m7fkXcs7br+Wyj92IM+mJs5SSVPfzhCkXT/feey833XQTX/rSl3jxxRfZsGEDl112GV1dXXntn3nmGa677jo+/OEP89JLL3H11Vdz9dVX89prr6VtgsEgF1xwAV/72temuvnCDJEO25Nse4IgCMJsQR5+C2Ikktn2XAtTPBVCS3opDZQ4LOcJUy6evvGNb/DRj36UD33oQ6xbt4677roLn8/HD37wg7z2t99+O29+85v59Kc/zdq1a/nqV7/KGWecwXe+8520zfvf/36++MUvcskllxTVhmg0yuDgYM5HmN1IwghBEARhtpG6Iyl5Ch6FEVvYnqdC6MnfiqVEPM0XplQ8xWIxtm3bliNyNE3jkksuYcuWLXmP2bJlyyhRdNlllxW0L4ZbbrkFv9+f/ixePDpWVZhdKElVLgiCIMwyLOSFXiESieSYJ9f8HfN0IqQetE2lEPU0P5hS8dTT04NhGNTX1+eU19fX09HRkfeYjo6OcdkXw80330wgEEh/jh07dsJ1CdODlp4kVzoaQRAEYZaQvCWJ52k04nnKTypsz0QT7TRPWBDZ9txuN263e6abIYwDTbN1vYx5EgRBEGYL8uxbmNSYJ13GPOWQCtszJWxv3jClnqeamhp0XaezszOnvLOzk4aG/Dn0GxoaxmUvzE9kzJMgCIIw20iF7YnnKRfTNDANAxDP00i05E9Fsu3NH6ZUPLlcLs4880wee+yxdJlpmjz22GOce+65eY8599xzc+wBfv/73xe0F+Yn6TFP0tEIgiAIswQrmaRcxFMuRjyeXpcxT7lkxjxNy+xAwjQw5WF7N910E9dffz2bNm1i8+bNfPOb3yQYDPKhD30IgA984AM0NTVxyy23AHDjjTdy4YUXctttt3HFFVfws5/9jK1bt/Ld7343XWdfXx9Hjx6lra0NgD179gC210o8VHMTy7KIRI4xMPACAwNb8S99nNPqwGpdO9NNEwRBEAQgGUqeHPf/sy99BrfPh7uk1F76SnB5fXhKSnEltzMfe9vhds/L+RxTE+SCeJ5GoieXFkpS3c8Tplw8XXvttXR3d/PFL36Rjo4ONm7cyCOPPJJOCnH06NH0+BaA8847j3vuuYfPf/7zfO5zn2PlypU89NBDnHLKKWmbX/3qV2nxBfDud78bgC996Uv80z/901R/JWESsCyD4eG9DARssRQY2Eo0lgnX1F3gd0G8u20GWykIgiAIGQzTTLsSWnfvGPfxmq7jSokpbwnukoywsgVXRoi5k9ue0lLcJcml14fSZp8HIzVBrlIamq4fx3phoSe1sinzPM0bpiVhxCc+8Qk+8YlP5N33xBNPjCq75ppruOaaawrW98EPfpAPfvCDk9Q6YTowzSiDg6/anqXAVgKBbSQSQzk2SjkoKzuViopNHD50N5oewsSYoRYLgiAIQi6pJEYKi7f8zaeIR6NEQ0FioSDRUIhoKJj1CdnlQXvdskxMwyAyNEhk6ATnm1QKj68ET2lZRlCVlOJNCaySUjylZXhKMoLLU2qXOz3eKfN6pcL2dKdzXnrWJoJKCiZDSba9+cKCyLYnTD+JxBADgW0MDGxlYOAFhoa2Y5qxHBtdL8HvP4MK/5lUVJxFefkG0Dz8qX+YOw9XksDgw9bwDH0DQRAEQcgle+rBVeecX3SImmVZxKMRW1QFs4RVltBKL4PDxMKhtG0kOEwkOEwiGgXLSm+PF03XswRWaZbAKktvp9dLy/GWlaW3NW1sb1LK8+RwSsjeSBxJ9SRhe/MHEU/CpBCJdhAY2JYOwxse3s3IVyxOZzUVFWdRUbGJCv8mSkvXomn2T/BgKMp/Henjvo4+2qJx0M8G4M2ep6f7qwiCIAhCAez7msJKZ4UtBqUULo8Xl8dLWVXNCZ05EY8TDQ4TGR4mMjxEJDic3B5KC6rI8HBeGyORwDQMwoMBwoOBcZ/bXVKCt7QcT1JQeUvL8JSV2WWlpcQiEcD2PAm5pOatNJUm2mmeIOJJGDeWZRIM7mMgsI3AwFYGAtuIRFpG2Xm9S6nwb0oLJq93WY47fzhh8KuOXu7t6OO5QDBd7nfohOJh4spFYlStgiAIgjAzZKeanu7wNIfTiaOikpKKynEdZ1kWiWg0S2AlRdVwRnClRFZ4aDApvOxlNGTfm6NB2wtGZ/vYbZRMe6NI+exMpYjs7MXZWIKjyoPyOiTEcY4i4kk4LoYRZnBwe3qsUiDw4qjxSqBRVroWf4Udglfh34TbXTeqLtOyeGZgmHs7+ni4K0A4OY+TBlxUVca1jVVcVu3nnCf+QIeqI6FknidBEARhdpASTwoL5siDr1IKp8eD0+OhrHp8Xi8jkUiKqiEiw0OEh4eIDA3ay+EhIkNDhIcHiQwNEQ2FOOWNb5qibzF30ZPp7S00+n++L12uPDqOKg+OKg96lTe97qjyoFe4UY7ZlxhEsBHxJIwiGushMLCNQGAbA4GtDA3twLJyfUC67sNffjp+/5lUVGyivHwDDkdpwTqPhKPc19HHfR39HItkxj6t8Lm5tqGKdzZU0ujOvLHSkhMRJqTvEARBEGYJqdd5iun3PM0EusOBz1+Bz18x002Zs+ipsD0UrqXlJPoimEMxrIhBvC1IvC04+iAFut+dFFYeHNUpYeVFr/Kg+cRrNZOIeFrgWJZFKHQgJwQvHD4yys7tqre9Sv4z8VdsorRkTXq8UiGChsFvugP8rL2PZwYyg1vLdI2r6yt5d0MVZ5T78nYAjuQtSibJFQRBEGYLVnosr9ybhOLQUqnKlUbtx05DKYUZMzD6IyT67I/Rl7tuxU2MgSjGQBQOjh6jptx6Rlhle6yqPDgqPeK1mmJEPC0wDCPK0NCrtlgKbGNgYBuJxMAIK0VpySr8FZtsseQ/E4+nqai3HJZl8VwgyL0dffyqa4CgkUrrCq+rLOXdjdVcXuPHq499YWc8T3KDEgRBEGYHlrzQE8aJI+150rAsC6UUmktHqy/BWV8yyt6yLMzheEZM9YZzhJUxGMOKGsTbg8TbC3ityt25wqo6I7S0EkknP1FEPM1zYrE+AoEX0yF4g4OvYVm5KcM1zUN5+YakV+lM/OVn4HSWj+s8R8JRHujo5/7OPg6HM/Uv87q4tqGKaxqqaPYUP5BUT3mextUKQRAEQZg6UtJJiYYSiiQVtmehihLfSin0Mhd6mQv30tHPYlbcJNGfz2NliywrZmIEohiBKLFDebxWrhFeqyxh5ajwoJzitToeIp7mEZZlMBzcRyDwIoOBlwgMvkQodGiUnctVY49VSobglZWuRdPGnyFnMGHw664B7u/o49msbHklusbb6iq4tqGKs/0lJ/SGQ0/eohJyhxIEQRBmDRK2J4wPHVuMGEqbFM+lcmo463w463yj9lmWhRmMZ4RVb2SE1yqKFTOIdwSJdxTyWrmSYsqbGw5Y5UErFa8ViHia08TjAQKDLxEIvJQUS69gGKMnzvP5VlDhP4OKik34/Wfi9S494R9/wrR4on+I+zv6eKQnQNRMZR6C11eWcU1DJZfX+inRx55Q73ikxjwZcpEKgiAIs4S052lGWyHMJTKep8kRT2OhlEIvdaGXumBJHq9VwvZaZXussoWWFTMwAjGMQIzYocHR9Tu10eOsqpMiq9KNck7s2W+uIOJpjpCaWymQ9CgFAi8RCh0YZafrJZSXn5bMhHcGfv9GnM7xzQkx+twWO4bD3N/Rz887++mJZzLvrfJ5eFdDJW+vr2TROMLyjkfK82TImCdhHKTiyQVBEKYCy0oFk8u9SSgOh5aaJLe4sL2pRDk0nLU+nLUFvFahRFJYJcdZ9WaElhGI2iGDnSESnaG89WvlrtEJLJJeLK1s/nitRDzNUuLxQQYHX06OV3qJwODLeb1KXu8y/P6kUCo/ndLSVSg1Ocq/IxrnF5393N/Rx65gJF1e7XTw9voKrmmo4tRS75RcDGnxNOk1C3MJI2ESHooTHoqlP6GhOJFhexkeihEejNk2wzF85S6uufksPCUyy70gCJNPdqpyQSiGVNieyez2yiil0Euc6CVOXIvLRu23EnYGwESecVaJ3ghW1MAcjBEbjBE7XMBrVZlHWFV7cNTlz7w8WxHxNAuwLJNg6IAdepf0LAWD+0bZaZrX9ir5z6DCfwbl5RtxuaomtS0hw+SRngD3tffxVP9Q+kbhUorLavxc01DJG6rKcWpT+yPX02F7U3qaOclc9q5YlkUsYhAKRAkNxggNpkRRnFBSCEWGk+tDcWLhxPErzWKwJ0LPsSGa10zudSEIggCkHU5KPE9CkaQ9T0UmjJitKIeGo8aLo8Y7ap9lWVjhxOhQwNT6gJ1+PdEVItGV67VSTo1FXzlvur7GpCDiaYbZufPTdPf8gURitEr3epfgLz8j6Vk6nZKS1cedW+lEMC2LLQPD3N/Rz6+7M+nFATb7S7imoZK31lZQ4Zy+n0vq/Yw5NzVC0VimhRVJYATjmKEEZjCOGYpjBhMYobi9PXJfzKDi8uWUnt80081PYyTMtBgKDcYy4iiQKstsJ+Ljy6GoNIW31Im3zIW3zF76ylx4y514SzNlT9y9m97WIImY5GgUBGFqsEQ0CeNE12zPkzVJCSNmI0oplM+Jy+fE1ZzHa2Xkeq2yhZVyaHPuhbCIpxkmYYRIJAaT6cJPS4ff+f0bcblqpuy8lmWxKxjh5539PNTZT2s0nt63xOPimoZK3llfxXKfe8raMBb6HE0YYRlWUvzEMYYz4scIZq0PZ4ui+AmFzof39E+5eLIsi2goQSgQIzgYzRJCsRzPUSgQIxKMH7/CLJweHV+5K/2xhZErLZJ85c50mdvrQBXh6UyF6sVjEuwpCMLUMD8ffYWpxKE0sMCYhoQRsxWlaziqvTiqR3ut5iIinmaY5cv+H8uWfozS0jVo2tSP0zgWifFgp534YU/WOKYyXeOqukquaahk8wmmF59MUp6nxAy3w0qYtvApQggZwTjWOMPMUii3jlbiRPM50EucaD6nvV3iQPM502XRwwEGf3dkwt8rETMIBqIEB2IEB6IEA1GGB6KEBuylXRbDGIeXSNMU3nIXJf6MKPL53XnXne7Jj/12uPT0dxMEQZgKUg+/ErYnFItD6WDZ2fYOHDhAXV0dFRUVuFyTl2RLmF5EPM0wZWXrpvwcvbEEv+4e4Bed/TyfNR+TSykuqS7n7fWVXFJdjkefmYnRLMsiFg4TGR6yP8FhVCIGrskP2zNjRloI5YigAgLJip7Ag7gCzedIip+k8MleL01tu5KiyIFyFPe3TwwkBW+Bt1emaREeSgqiLBGUI4wCUaLB4kWe2+fIFT9JcVQyoszjcxblIZoqMuJJwvYEQZgaJGxPGC8OXQMTTDQeeOCBdHlJSQkVFRUFP06nJD6arYh4mqcEDYPf9Qzy885+nugbJJEe5ArnVZTyjvpKrqj145/EcUymYRAJDhMZHk6KoKHM+vDwiO1Umb1tmbkPvIl3XwkuMMbIaWRZlp3dZbiwEMouN4NxrHGOtwFAU2gljhwRNFII5eybShGR9MSFAjG2/vZwliCyBVNoMIZlFndz150aJRVuSivclPhdlFS4cz9+NyUVLhxzZN4Gp8sWoPETEbyCIAjjQC3Q8Cth/DiSGZBNNOrr6xkYGCAajRIMBgkGg7S2tuY9rrS0dExx5XDII/xMIX/5eUTCtHiyf4gHO/v5v54AoazED6eWenl7fSVX11fQ6B7bVRyPRTPiJukJytkeIXxS5bFw/rz/xaI7nXhKy/CUlKIn59IwlWLwsaP5PUXBOBgncANzqNHeoAJCSC9xoryOGQ9jTJFqRW/rMM/tDeS3UdieoRwRZAuh7DK3b/Z8r8lAwvYEQZhqTBFNwjjJzPOkccMNNwAQDocZGBjI+fT396fXY7EYw8PDDA8P09LSkrfesrKygsLK7/eLuJpC5C87x7EsixcHQ/y8s59fdg3QmzWB7RK3gyvK3FzqsmiMBom0dNK5e5gjhQRRcJjo8DCJeGxCbXJ5fbYIKi1Ni6H0eqq8ZMR2aRlOVyY5xW8f/E/AThgx+Puxx/gol5ZXCBXyFCmXPndFg8osGk/2s2hlRY63qLTCjbfMiTZDIZgziSPpeZKwPUEQpgwlY56E8eFQ9qO2Sea+7PV68Xq9NDY2jrK3LOu44ioejzM0NMTQ0BDHjh3Le97y8vIxxZWuz42oktmIiKdZjpFIEA0OEx7ODYHbEYryR9PJn52ldDs9afuSaIh1h3exeuc2GjqPooBnTuC8StMy4qakZITwyRJG6W173e0rQZ+Etx3Ksr0HpqbwbapHL83vKdJLnKg5ElY22aw+p4H1r5s96cpnGkcyCYVk2xMEYaqwLPsN1hx9/SbMALqWCdsrBqUUPp8Pn8/HokWLRu23LItQKDSmuEokEgwODjI4OMjRo0fznmMscVVeXi7iagxEPM0wO59+nN5jR3LGCYWT69HgMLFwGLDTo/ZU1bP75FPZveIUBvyZtxXOeJSVh3axbt8rLG05gGZl3rw7XO6CQmeU9ydr2+X1zqh3Rk++1TMcGlVvWzVj7Zh1ZP2TzGRyhtmIU8L2BEGYYjIJI8TzJBSHMznPU7Hi6XgopSgpKaGkpISmptEvUC3LIhgMjimuDMMgEAgQCAQ4cmR0dI9SCr/fP6a40rSFF+GSQsTTDLPzqT9yZPtLBff3VtSw++RT2btyAz0VmXmfXKbBxlA/r0sEOddpUbG6Gc8Za3LD40pKcczRVJiO5I3JlPd7OZimRYwEoDFXIw+nCgnbEwRhqjFFNAnjxKGPz/M0UZRSlJaWUlpaSnNz86j9pmnmFVcpgRUIBDAMI12WD03TxhRXZWVl81pciXiaYVZsOofq5iU5np8ebxlPKje/j8CeaGYMk0sp3lhdxlV1lVxaXU6JY/66VLXkoNzEPBdP8XicYDBIKBQ67jIUChGJRMADa9VyNmjikcsmlTBCwvYEQZgqrKzMtYJQDHo6297seGbTNI2ysjLKyspYvHjxqP2maTI8PDymuDJNk/7+fvr7+wueIxUWmBJZ2cu5ntBi7rZ8nrDxsisAe/LaX3UN8MuufrYPhgFbNDkUXFhZzlX1Fby5xk/5PBZM2ejJO5Q5h9wrlmURjUaLEkKpZTweP6Fz9eqBuZv0YoqQsD1BEKYa8TsJ48WRNebJskyUmt0emZTwKS8vZ8mSJaP2m6bJ0NBQQXE1ODiIaZpjeq4gNxX7O97xjjn1TCPiaYb575ZuHuzsZ+tgJs23ruCCijKuqqvg8lo/lZM4F9NcIfWNjWlyc+fDNE0ikUhRHqHUumGM/8Fd0zRKSkrw+XyjliPLdv9pO4+98jRgMcv732lHwvYEQZh6ktn2JGW5UCROPZNtby6Ip+ORCtnz+/0sXbp01P5scRUIBHKWqfVEIpFOxT4wMDCnhBOIeJpx/q87wNbBEAo4p6KEq+squaK2ghrXwv6nSfnXJtPzZBjGKLGTTwBll1kncIN0Op1FCaHU0u12F91xHHZlMivOtc5mqkmH7ckkuYIgTBGW+J6EcZLyPNkvgw3m+6N3trjKRyqhRUpQnchL55lmfv8LzgH+enEtl9f6ubK2gga3c6abM2vIJIwo/IYmHo8fVwBlLyORyAm1xe12H1cAZS9dU5ikw1IQcTixEiKeRjLVk+RapoWZ/FiGhWkktw0L0zQxDcu2ySrP3U7aWHZdqfosy8IyM/VbZsYmvW3aN5zMtm2Ts23aE3haI+qwTPtaWnNeI02rKqfkbyMIC4WUdJJ5noRicWoOIJH2PC10shNa5MsWOBcQ8TTDXFqTX5kvdPTkcFwDjd/97nd5BVEsdmKT+Xq93uMKoGyxNBODGi3LojUaZ08wkvPZ7fEROf8KLjh0hDfPbc//pON023+QYCDGo99/DcuwMIyMSDENW8AUFDjGSHFk5mzP9Sido7v6eMvHTkuKNVu02d8/I8JGLjPrx7PJEnuGlRZxWMkB9pb9vj57HTO5tOzfO/b/M+vZtnm3s/5N8v3jjPFyIXtXaZWH89++At0pF5RQBHO8HxCmH/sZIiWe5p6XRRiNiCdhVuJIPt0YSuOZZwpP86tpWtEeoZKSErxe76xKn2lZFu3ZIilkL/cGIwwbed5QJf8u7eVl4nkagbfMBQqMuMn+rV3Tdl5NV2iaQukqvZ7e1hSarqHpCpUq1xSaZs/TpdSI7WSZbZdtA1rSNvXRFLnbGun67ONIn3P74y0EB6I88LWt0/Z3mUssP7WGxeuqZroZwhxAPE/CeNHTY5508TzNE0Q8CbMSd0rgKJ1zzjmn4Pghj8czJ0SEZVl0xhJJkRROi6W9oQiDifydqUPBSV4Pq0vszyqfk6deeY2fOP1YWDJJ7ghK/G7e+okN9LUHMyJG12wBkd5Wo7btMm3E9sj9qXVtlDiaC/hrvfz55/uxTCtXxOlZ4mxE2UjBpxR5ROAIm6x60gIueX0qZf/HLgNQ9v9zbEaXjbbJ1ANFTBad9Yw7cgzji48eYbAnQiIub4OF4rCy5JMgFINLyySMGBh4nrLyU3C76ufEs4uQHxFPwqzEmcpGozt486VvntnGjAPLsuiJ2yJpd9KDlBJKA4n8D2i6guUeJys8JstdYZbpfSxW7dSaRzBj7UTDnUQHOonFeih3nA98ElfJgEySm4cl66tZsr56ppsx6zj5jDpOPqNuppsx69i9pYPBngjyMlgoFvE8CePFqdvj2S2l8fKrH0PDQtO8+HzL8PmW4/Mml8mP01kxsw0WjouIJ2FW4ki+TU7MYKry49ETS+R4kVKepL4Cb7E1LJqdMZY5BliiddJkHaHR2Et1bAdaKACZbPVYQP7As+QNWzPE8yQIEyT1jsY05UF4JN1Hh/jzA/tIxM20Bzbtec325I4sHxGumu251bM9wflss+rUUx5hXY3yFGu6hu6w9+kODc2R9H5OwxslK3UK+ckIReLImp/T7VlOInoE0wwzPLyL4eFdo+ydzsq0oPKmBdZyfL6l6LpvOpsuFEDEkzArcSSfasxZEBrRmwy32xvKTd7QG0/ktVdYNKh+mjnGIvMATRyhmWM00oYrFocCeS4cjjLc7gbcrnrc7tSnIWd929OPgG7fwDVxPQnChNB0+xqyRDyNYveWdlr3Dsx0M8aF5rAF2uilhu5Iia6MkNMcGrqu8i9z7DNiLTUVgniehGJxZI2z3nz2o7iUQSTSQih0mFDoEKHwIXsZOkQ02kE83k8g3k9g8KVRdbndDRkvlTflrVqGx9OMpknG5ulCxJMwK3EmO5vp9Dz1p8LthkPsGhpgdzDEvpBBn6EXPKbW6qSZYzRzjCaO0cxRFtGK28ooJKV0XK5a3O71eUWRJ7lezBulHME0e51ygjAnSHkqxPM0GsOw/yYrN9khnyNT7udkqExmsTSSZdaIfZlsl4WzXppGHttU3Vl2RsouMfrfzExYmAkDolP3d4mdF5+6yoV5iVPPPEMYWGiaMy2A4A05toYRIhQ6kiOoQqHDhMOHicf7iUY7iEY76O/fknOcUg48nuac8L+U98rtrp/zE/PONkQ8CbMSZ3JSubHmeToREolhuoId7Ah0s3t4mL3hBAciDg7HffRZJXmOsNtRa3XSxDGaaEmLpUW0UKI7cbsb8KRF0bpR3iKXqxqlCguw8ZCJGFHieRKECSKep8JYyWyfVU2ls3K8XGreMzNhiyljrGXCxEgKrlHLhC0G08u8dpn69qYSl4jnSSgSXcvc/xOGCXrh5wFd91FWtpaysrWj9sXj/RlvVegQoXBm3TQjhMO2yOrtfTznOE3z4vMuwetbite7FJ93KV7vErzeZXg8DZP2fLKQEPEkzEpS4ilBcRe1ZRnEYj1Eo51Eox1Eop30hHvZG4xyIKI4GPNyxKjkmLWIAVUFeJOfXGqsLlsgqRaW6QFOckdZ4VVUeKpxuxpwuzfgdl+aFkgORz7BNXWoZMC9hUJeJAnCxEiNGxTP02hSf5PZmlFSKXtclP0cOn0Pf4/c89S0nUuYH7iyxNKrgyHOrirHeQLXldNZid9fid9/ek65ZZlEo505giocOkwofIhw+Jg9viq4h+HgnlF1KuXC612M17vEFlW+pel1CQUsjIgnYVbiyPI8JRLBtCiyl51EY5n1vkiAQ3EPLVYTLSymhcW0sph+deroipP9VY0aYJnez3JXmJUei1UlHtaU+qny2QLJ5aqZlW9jsr1NkuZUECZGShiI52k0KfEkiWnyI38VoVgcuoYjESfhcPLOVw/h1TQ2lnvZVF7CJn8JZ5aXUOM68cdxpTQ8nkY8nkaqOC9nn2nG7fFV4SOEQ0fsZfgo4fARwuFjWFaMUOgAodABekfVq+NxN9leKl/KY5XyWi1B1z0n3Oa5jognYVbiSoonQymefOo0AEJ4aaWZVpYkRdLZtNJMn6qxD8pzN6vTo6zwGKz0OVlbWsba8hrWlVdS5ph9wqgYUoLJ9jzJ7VsQJoIS8VSQVPr22ep5mikk254wXjRd5/LHf86rq8+gb/kaBg2TLQNBtgwE0zbLvS7OTIqpTeU+1pR401mHJ3Tu7PFVI2bxsCyDSKSdcDglqnIFlmlGCEeOEo4chf4/jarb7W7ICgNcmhRYtrByOMom3PbZjIgnYVbi1ioBGKCSr/GPtKql9I688rNocGmsKrE7nPSksiUeyueoSCpE+r6txPMkCBNF0xSHV7p5ubcH36MBdGzvro6dj0UHdKXsdQWapewlCociaafQNdDJ2DlQOFE4lcKpwKEULsClaTgBp1I4kvtcaLg0O0mOS1M4NIVTU2iaBpqC5ITDKOx1peyTqKT4U3Zq75z96eOwZxVO1aFljkFLTUicvx8xkwkjUuPChFxkzJNQLErTWXPgNdYceI2P/+BnHEFnWyDE1sEgWwNB9oWiHArHOBSO8UBnPwAlusbpZb6kZ8rHmf4SqpyT+8iulI7X24zX20wV5+fssyyLWKyLUCgpqrIEVih0BMMYTievGBh4blTdTmclXs9iPN5m21PlWZwOD3S7G9G0uS0/5nbrhXlLqaMMEhBRXrZzRrq83uVIi6PVSaG0yufGP8mdymwlNcxJxjwJwsSJKJOfnO5LehMmKYuaVWB9nDhMC6cJTgucpoXLBLdhLz0GuEwLt2kv09sGuE1wmxYuw166U0sTXAZ4suryGOC1LDymwmeBG3scEZpiVTiB6dLEwy0IE0TTMzfrF3/zS3x+P6d7fWz2enH5vEQrvezEwWsJeDli8PJwhGHD5E8Dw/xpYDh97AqfO+md8rGpvIRVJR70KXqJqpRKJ76qrNycs8+yLOLx/oygCtmeqpS4isf7iMf7icf7GRzanqfuVDjgYjxJQbV0yUfnVEbAhfHEKcw5TnZqvO7Pv0c1LeGtF1/Map/tSapYICKpEErGPAnCpJHQwFIKZVl8wvBiYmEABmBa9roJGJZlL7FTDWevp20A00qWKUgAcSxiQFzZ0iyuLOJAIr2d+YxumyKhQRiYzhE2tqiy8Bku3nUgyjIRTzmY6Wx7glAcSmk43R7i0QjP/vynBe28wLnA2UoRqF9MZ9NyWusXc6y6ke4SP/tDUfaHotzb0WfbWwarzTjrdJNTXDqnlbhY5PPi9vlwery4vPZH0yY3AkcphctVhctVNSp5BdhZjcORFiLho4TDx+xPxF5GIscwzVhWOCA4nVUsW/rXk9rGqWZhP4kKsxaH08k5Lz1J49Bq3vP+a2e6ObOG7FTlc+gljSDMSlLvHxwW/OOb1sxYOyzLImFBzDKJmxZxy0ovY6ZFzLKIGiYR0yJimkTNzHrETO0ziZoW4eQyvW0k7ZPLsGHZy6Rt2DCJWBkXWVRXRHVFAPjNYhdXi3gagTViKQhjo5TirX/3WQ69so1YOEw8HCYaDhGLZNZTS8s00SyLyo6jVHYcJdUrhd1e2uoX01a/hLb6xbTXNxN2unlZ13kZIGZ/yo520NjVQkN3C41drTR0teLTFS7PSFHlw5W97vXi9vpwer24PD7cXi/OUeVedMfxZYPDUUpZ6RrKSkf3qZZlEo112UIqKa6sOXgtiXgSZiWpCzSRWFgTEpqGQSIeIxGLYcTjJOL20ojHScRiRIMhKEmKJ/E8CcLESKUqt0z++7//G7AfdEZ+8pUXW1aMraZp6WXqk72dvV6iFGVF2ClNoTlS5Rqa5ih4jNI0YihiKCLAnw/1849Dg5hKxjwVQsY8CeNh+embWH76pjFtLMsiEY9lxNUIoRULJZfhMOH27Rw0NfbpHg64Szjkq6CjxM9QWQVDZRXsPfkUAJRpUt3flRRSLTR2tVBz5BC6aZ7Q93A4XbaQKiDA7G1fblmOrV1WVrKRyoqzTqgNswERT8KsJCWezERi2s6ZEi5p0RKLZ23HMeKxTHkijhGLZZVnLWNJu3giuUztH1lvpu5UuWWN3aH1nn8anHoGFgs7bM+yLIjHMWMxrKyPXlmJXja/s/wIk0fcigE6SpkEBreClXwkthQWKs82gMKyVHI5cjtjnyknd7+lpbdnK60VNbDhAkJaTDzcBZi9/3rCXEUphdPlxuly4/NXjPv44YTB9qEwLw2FeGkwyIuDIdqicXqqG+ipbuDVtWcC4MZihRVnRSLMyeEhlgb7qRgeIB4OE0uKNlukZQRcIh4DsF/uxmOEBwMT/r6a7sDl81FaWcX1X//OhOubTkQ8CbMSzWFPzBYNh2jdsyvpfYklL9x4ZjuPEEmVG4l40oMTywiUHBETI5FIpMWOdYJvYqYKTXfgcDnRnS4cThe600HA6UrunbmwPcswsKJRzGgUK/kxI1GsWBQrEsGMxnLXoxHbJiVyolmCJ24vzZHlWfvNfOWxWN62KY+Hkx99BGd9/TT/VYS5iKnFAC+6SrBhw++m+eyKVL4+LA3Lzu1nb6NhWYWXlqXZgi4pxCw0LFNLizPTUlimhmnZ5aapYZr2PsNUyW0N01CYprLLDEUiAaapCJTYnUtcGXbWPyGNpCoXZiulDp3zKks5r7I0XdYZjfPyUIiXBpOfoSCDCZMdysUOpwucfihvpsqps6HMx4YyH6eVeTmtzEeT25l+SWskEjlhhrEcoRUiFkouCwiw7LJENAqAaSSIDA3iKCIUcLYx91osLAhSnqfh3h5+9sVPT/v5Nd2B7nTicDrRXS4cTmdSwKTEjBOHy4XucNp2Lle6XM+yTdnY++3ylI3udGWVZ4kklxOHw4nK89DyHw9+F0gOcjcSGENDecRL1BYi0UiuwIlGsZJ2ZiRZnrVuRiP2cZEIZiyau56yicUgPgtDKZ1OSCSwIhGie/aIeBKKQwsBXhTg850MmLb317LstBCWmVza27Zn2EouR24btkc0q3xsLOy0Etgpw0fsnUnHsoN1wNtwuIMyz5MgzGHq3U4uc/u5rMYP2IlwDoajGTE1GGLHcJi+uMHjfUM83jeUPjYlqE7LElTNNaWUT7BzMg0jHX4YC4cwDWNC9c0EC1o8xWIxYnneYGualqOE89mkUErhdDpPyDYejydvttNnC+ByuU7INpFIYI7hnRmPrdOZeaORz9bfsIimtacw0NGGw+VOi5WUqNFzxExGfLjcnrRo0XQHmkNPCpyUmEmuO5x4vF67bpcTpemgaUk7x6jsNA6HI/0G1jAMjDEu9onaWkA8T7iiw+FIDdHAAva+7W14IyPnBLfRkoNOwc4OZY7x9ng8tsqy34+nbd1uNLcb5XahXC40twfcbjSXyxadbjeaxw1OF4bbjXK5UE4nWtJeuVwohxPd7caRqsfpxHA4UC4XOJ1JOzfK5URzOtE9Hpxer73f5SIBKE3j6Mc+Rvi554n09eFKXofZ17KdXrWw8BvPdS99RH7b6ewjJsPWVLadwuLMMx4e03a813IikcC+Um0xlRFYBpoGSllYVoJEIophxLAsI/lJZC0T2FWaWFYCw4hhGPEsGwPLiqfXlTJBmVhmHMOMYySiWFYc04pjmblLsOu3zDimGcPM2q+HkqGvmoVhJjAMA123r3zTNJPfLT+6rp+Q7fGuz/HYnuh1X4xt6kpQSB9xIrZzrY843nU/kT5ipmxX+Dys8Hl4R10FiUSCqGmyKxjl1eEwrw5HeDUYYU8okldQVTp0Ti312J8SL6eWemh2O3E4HOO67j0lpXhKStO2hX7z09lHjHXdjWRBi6fbbrsNj8czqnzlypW85z3vSW/feuutBf8Rli5dygc/+MH09u23304oFMpru2jRIj760Y+mt++44w4Cgfxxo7W1tXz84x9Pb3/ve9+ju7s7r63f7+eTn/xkevuHP/whbW1teW19Ph+f/nTGk3P33Xdz5MiRvLZOp5PPfe5z6e377ruPffv25bUF+NKXvpRef/DBB9m5c2dB25tvvjndST788MO88soro42UFxpP5lOf+hQlJSUA/OY3v2Hr1q3JPL+ppMKR9CE33ngjFRUVAPzud79jy5YtBdtwww03UF1XB8ATTzzBk08+WdD2Ix/5CE1NTQA8++yz/OEPfyhoe/3117Ns2TIAtm3bxm9/+9uCttdddx2rVq0C4NVXX+WXv/xlQdt3vvOdaMlYPQvFo2+5HNMRzWt73qFDrBgaRnk8tFb4+UPye+bj9eV+NlRXoVxuWhNxfnHgQEHbN55zDudu3ozmdtPW28t//+AHBW0vvPBCLrroIgC6urq488477R1GAkIJyLpOzj33XC699FIABgYG+Pbttxesd9OmTVxxxRUABINBbr31VnvH0qX255VX7A+wYcMGrr76asC+wd9yyy0F6123bh3XXHNNenssW+kjbGa8j0iS3Uc8+uijdh9RgOw+on+gFxbVorDy/nvfcMMN1CWvnaeffnpK+ojnn3++6D7i5ZdfPm4fsX79egB27NjBAw88kNyjwJ6mN2171VVXsXHjRgD27t3LT3+aSaGcaHDCKrufuf+B+7nEOIfNm+25Xo4ePcqPfvSjgm245JJLOP98e8LN9vZ2vv/97xe0ze4juru7M31EHrL7iEAgwO1F9hGhUCjTR+RhvH1ExkWY/zeTQvoIm7neRzz22GPHfY6Y6j5isp8jUn3Erl27svoIm0rg9cB5SuOUt7yVSGMz24dCPN/Tz4GoQX8CnhoI8tRAMH2MOx5jjdvB65obOK3MR3Wgl9/f85OC4wJnax8RiUQK2o9kQYsnQZhr5HRGqvCbvtpPfpLlyQej2N698NPCc0uUnH8eVckHo8DhwzCGeNJKS3FUVtqn7+8vttmCMCuxSM3ZIwNYslFJL4KFGrOfWYhke54EYb7isExWO2BjUw0Ae/dG+MnP7qW3pJzuMj/dpRV0l1bQV1JO1OniFRNeOdqVPt513luoDgaoGQ5QMzxI9XCAqtAQ+nGSYs0VlDWWr3WeMjg4iN/vp7u7m/Ly8lH7xd2e31bc7TPvbr/z1//DV8vPpMlo4aEeg/q3X57X9kRDZ+ZySE73t75N3//8DxXvuY765FtRCdsbvy0snD7iJz97lE/V11NiDbHrgrPHtJ0rfUTKdiLX8oPP/pYbjaXUmN38un4DS9ZWz4s+YjJs//YX/8Uvas/n7NCL3P+m9xVVL0gfkWKu9RHz8TliMvqIFFHTZHcwyo5QlNeCUbYPhdgdjBDL83twKFjpdXNKmZdTy3ysL/Wy1uemdIw3EdPZRwwODlJbW0sgEMirDXK+y5h75zkulyvnQh3Lbjx1Fkt2RzUXbMeTEWU22GZfSPPFVkt20hYKl8dd1O9N07Sif5dTZWvPSD61tp7KChyGgT44lPf48dQLU3fdSx8xe2yVZt/gNazj/rvMlT4ixUSuZadDB8PuZ9xuZ84553IfMRm2Gc/T8X8z2UgfYTMbrvuF/hyRYjKuZRdwlsfDWdWZsrhpsT8U4dXhMDuGwrw2HGbHcJiBhMGuUJRdoSj3dw6k7Zd4XPzp7DW4jpPZc6qv+/FcdwtaPAnCXCN7bidtHBf6QkD329mEjALx/4IwkuwHYSFD5iXNwp5PLi/y5xCEMXFqirWlXtaWeqHBLrMsi9ZonB3DYV4dssXUa8NhjkViOJU6rnCabYh4EoQ5hCKVJUyhXHL5ZqOJeBLGS9LzJOIpF41MYhqli1rIRgS3IIwfpRTNHhfNHlc6bTpAIJ6gI1Y4dHC2Ik9fgjCH0NJvgRXaOEIlFgIpz1Oir5d4W5s9N48FYIGV+7EsK2sankL7CpRb1oSPGbt8dF055eOqK1muFK7mJlQqu2iRfwvbdET9WcfnHJvv/GnbrLqTZbnfNc/ftdC5J5FYbz9UN8qD8AhSYyIsNJnnqSDydxGEieJ3OvA7554UmXstFoQFTMrzZKHQXCKeskmJp/iRo+x/48Uz3BphLhB72zWw6jTA4tXHf2dfX0rlhKoppdIz1iq7YNS2ynqpoRRZ+5Oz3+Zsq6wJcJPHKnL3Z06e3E4bJM+l0rtH7s/dtutPnUMpLf19Um1Wmpb1PTRQEAvZaYgtpdDE85SDlf5Ti+AWhIWKiCdBmEOksgafqHgyLRPDMrAsC8MyMC0z/Rlre6xjsstH7i9U78hjjteeYo6x4nEuXdFA2ZHezAOuyjxEph9Ks/cdp9x+9p2k8tRDb6Fj8rZhcs5jJeLEjxy1PTnHOR8UqBvy159TzwTrHrkvXU+uaJgsTKftYdGw+N1d35rUuucykXXL4fUnYQEtN3ycQKIXe2ZfkgJLJbdTwmwc21ry31FL1ZMUe6ntPDbH20ZLnefEtzPiMWtb07LOA0rTsMrSnbAgCAsUEU+CMIfIfiP+d3/+NEcPWUWJldT6fOdn18CPL/8xG+s2znRThDmAdcvXUmucdMZZ6VDCTBRjVvghZEINSYUVkgkxxEpGHabjEPPsz4QpprYz1eeGQVojQxjHbE9mf6ZtyfZgYZl2uWVaWefNLLPXsSwSWjLdLxqJ1mPEQp0n+ieed1j/dAMw2TJeEIS5xIIWT7FYLO98CjI/Q35bmZ9hFszPkDWQuyPSTfdQ/n87U5lYSTeVshSapaGTP31pti0WuHChKS390ZWOUgpNaSjNfuurKbs+B460jYZtr5RCVzpodtpUTWloaOiWbttl1Z2213Q0XcuxzTk/KrOt6WiOrHLTLv/dkd/RMtTCkf4jrKtYB8g8TydiCwunjyA5nkdhccXf3Tym7ZzpIyZhDpdf//FBwO5nyi5/M4uueqPd81hgGgmMhAGWaYs1MyW67G0NhaYpLNPEMk2MeCJ5oGmLuCxb+7pWYNn7jHgcW+SZybFutp1lmmgpD7EFlmmMaoMt/pL1Wvb4UMsywbQwEpk22MebyW17mmS7Xvs8ZtJ2ZFsxM6I4tZQ+Yvy2c62PmJfPEZM4z9N02k71PE9jXXcjWdDi6bbbbsOTGkCdxcqVK3nPe96T3r711lsL/iMsXbqUD37wg+nt22+/nVAolNd20aJFfPSjH01v33HHHQQKZAarra3l4x//eHr7e9/7Ht3d3Xlt/X4/n/zkJ9PbP/zhD2lra8tr6/P5+HRyAlGAu+++myNHjuS1dTqdfO5zn0tv33fffezbty+vLcCXvvSl9PqDDz7Izp07C9refPPN6U7y4Ycf5pVXXilo+6lPfYqSkhIAHn30UbZu3VrQ9sYbb6SiogKAxx57jC1bthS0veGGG6irqwPg6aef5sknnyxo+5GPfISmpiYAnn32Wf7whz8UtL3++utZtmwZANu2beO3v/1tQdvrrruOVatWAfDqq6/yy1/+sqDtO9/5znQnbQFv6LyEYLg0r+35l57P6lNWoyudYweP8ciDjxSs99I3X8pZZ52FpjSOHjnKj370o4K2l1xyCeeffz4Ara2tfP/73y9oe+GFF3LRRRcB0NXVxZ133lnQ9txzz+XSiy8FYGBggNtvv32UjZn838ZNG7niiisACAaD3HrrrQCclfzfy0df5mVeBmDDhg1cffXVgH2Dv+WWWwq2Yd26dVxzzTXp7bFspY+wmet9RMy0b9qaZeX9956LfcT69esB2LVrFw888EBB26uuuoqNGzcCsH//fn7605+m96lSA85YjQU8d/Qwa4DNmzcDcPjw4ZnrIy7N9BF35OkjUmzatClvH5GP7D4iFosdt4/A6gBAWdJHpJjPfcR8fI6YjD5iJJdffnm6jzh6tPjniPb29qL7iO7u7qL7iEAgkPc5IkV2HxEKhbj11luJRCIF7UeyoMWTIMw1lJUSTwpzjCxYNd4aFpctBmDYMzxmnbrScWjSFQgLkPTUIjKAJRuVfClvoZHQ59b8K1NNJmGEIAgLFWWN5WudpwwODuL3++nu7qa8vHzUfnG357cVd/vMu9vv+b/7+FTJGqrNHv67NsEZa96Y13ahudsB7ttzH7duvZU3LH4DX3v918a0PV69IGF7J2I71/qIb3/rNv7l1IupMzvY+rrR19Jc7CMmIyTn90//Hx/WluG1Qvypr4+Gv7h8XvQRk2H7sQfv4uGaC3jd8PPcfdkHi6oXpI9IMdf6iPn4HCFhe/mv+8HBQWprawkEAnm1QTbyulkQ5hSpweEKr7dshtsyu6jx1WBoBh2Rjkmpb+TDgJXtnbDAMDM3KMM0cvdnHaOUAjNzXNyI5+zPRimFqWVu6nEjPuomnzpGKUVCJdJtTSQS6TaPbPu+wD4ePvwwUSMK2DesVDKBfKgsr2YmycBoOwsrfSMGO5tjoXotK9c2laigYBtSmdqS7S30cDayDZZl5U2Okjo+27Y+XmWfK2/NCxelMmMrNZ93hlszu1hwb5sFQRjFghZPMuZJYpXnWqxyOq+DUtxzzwP4yN+OhRarDNDn6oNF8Frva5x5z5lA5gF8lKiQp2UBuNp6G2AnjJAxT5k+QvMYsHkJFop/ferrDEV+THVVNQDBUJAjh0ffM1IhxQ0NDdTU1gAQCUfYv39/Jn39COrr62mob0ApRTgSZu+evZmd6UvVPra2rpbmpmbA9szs2LEjZ382tbW1LFmyBIUikUjY95c8qkehqK6p5qTlJwG2SN+2bVvBequrqrFcG9LbMubJRp4jFl4fMZL58BwhY54EYZ6istISa8pZ+DXobz4Fj+63s0QZzcClhSv93RfgsV12rWYjcEVh2z/+MzyRvEFZtcDbC9s+dSv86dqkbSVwXWHbLXfAs8kHDasM+GBh263/DVvfl7T1gPoYAOXxcrwJL2FHOC2OLHJTOy9k0XRO4zlc0HQBCsWzzz5LYNB+4Br5kOh0OnnjG9+YLn/++efp6+vLW6eu6+mbFcC2rdsKPpwBvOUtb0mvv/TiS7R3tBd8sL7ssstw6PYt6pVXXqGltSWvnbIUb7r0TemHqNdefa3ggxzAxRdfjM/nA2D7b7bbdYg/IS8WitbyHvYNtcJQ1o6SwsccGz4G2cMs8+e0AeBo8CgcLM72cPgwL+x/IVMwhuP9UOQQz+99vijbA7EDPL8ny3aMaJ39if1sSoon+c0IwsJlQY95am1tzRvX6HA4cjxSw8OFB9xrmpa+EY/XNhQKFYy7nSpbgNLS0hOyjUQiY8amjsfW5/Olw2emyrZQKvoTsfV4POn42Jm0vfdXP+XvK0+lwurnmaeuobTADVzHRE/GipkoEgXSlE+XrQXEx3hXMx5bDQsHRl7bOND75q9jrbjYrlfX09eyZVqEw+GC9TodTtwed3o7GAzmfbBXKHSHjsdt16uUYjg4PMom3V5Nw+v1pkPQgsPB9HGjvpum4fNmXcvhUHKOnqy6k8eNtA2HwznXcnYbdF2nsqwyU6/0EQB89Ttf5Y71b2WR2cpTZ184pu1c6SNStolEYsw3qS6XKy04R9pueeFp3k8jTivGX7X8kOVnnpcZo2CYxOKj25AKv9R0DYfuwMLCNE17PExm8qoc+5FjFKKxaN46U/WmbU2LWDw2Znio7ki21zIzHp/sObSSKE3hcDjSYaQ57c2qE+xr7tWjLn5bfQGvH3qOH7zxvaPOn0KeI/LbzrU+Yj4+R0xGHzETtqZpFvTIjtc2+/pM2Q4ODtLU1DR7xjzdcccdfP3rX6ejo4MNGzbw7W9/O+3ey8f999/PF77wBQ4fPszKlSv52te+lvPG0rIsvvSlL/G9732PgYEBzj//fO68805Wrlw5rnZ9+9vfLips71vf+lbR7vY777yzaHf7d7/73aLd7T/84Q+LdrfffffdRbvb77vvvqLd7b/4xS+Kdrf/+te/Ltrd/sgjjxTtbn/ssceKdrc/8cQTRbvbn3nmmaLd7S+88ELR7vaXX365aHf7zp07j+tuT42zsVA8xsV0UZ/X9pjnZHpdtQCUJ/pZHtqbs9/KerA+5l5Kj6sRgFIjwIrQrhG1ZWxb3UvpdC0CwGcMszr02oh6M7S5F9PusjP+eYwQ60LZ/8a5wqHdtYhW9zIAnGaU04Lb8rYVoNPZwFGPHWajm3FOD9q/h8t4glPZwwuP3MeT6hgwOg3xf976nxRiZKryb3/t2wVtR/YRd9x2R9F9xH/9938V3Ud8/z+/X3wf8T3pI2B8fUTCSs2FZnHbbbeNsp2LfUQqJGfPnj1Fh+QcPHgwN2zPacG5V2OhCOwLs2rNqlmXqrzYkJzJTlW+XdkTBivI+5tJIc8RNnO9j5iPzxGT0UeMJDtsr6Wlpeg+orOzs+g+oqenp+g+YnBwsOg+IhwOc9ttt82usL17772Xm266ibvuuouzzz6bb37zm1x22WXs2bMn/YPL5plnnuG6667jlltu4corr+See+7h6quv5sUXX+SUU04B4N///d/51re+xY9+9COWL1/OF77wBS677DJ27tyZVwyNl7HeoIxk1KDyMRx543Hyjafe8ZxnIvWO5+9yPNvs8x6vDdNhO5ntza5rsttgJOybr4XiCEsJqvzxM1uHKthv+AFo1izK3VUF690+XMFuw45radAsqt2VBW13BMt4LWCfs0ZBvcdf0HZvsISXA/Zg8woFzZ7Cb3IOhnxsHbS9PqUKlnsKx9kcjXh5dsi+YbpRrPLa7Wm36jmVPdTQm7Y90X+34zHX+ohVkZcI/vMydMv+/bzfSE4amo8gRL76zfTmu8eyjUHkq3ekN98+li0Q+ep3U43lrabBWyn8dzT/7b9I3crebBm8OU8SiDS3ZWwvtgwuHsv2W3cRSQpyR8X1he2Ym33EZLQhM2e2Yi2t1B16EKyXACjt6WFzcj0fDUeC4LBfqvgGBsa0XXRsEJ7bA4BnaHBM28Vt/fDcIQBcodDYth098Jwd5umIRsduQ1cnPJcURInEmLb1PW1Qe6q9MYn9yWzoI8ZzHnmOyG+7kPqI2d6GybTNx5SLp2984xt89KMf5UMf+hAAd911F7/5zW/4wQ9+wGc/+9lR9rfffjtvfvOb0281vvrVr/L73/+e73znO9x1111YlsU3v/lNPv/5z3PVVVcB8L//+7/U19fz0EMP8e53v3tUndFolGg0Ew4wODg4ru8wWR3ZZB47HW2YrojOyerQJ2I7nromsw3jrcuM2iFfFvCK0YxP5Q89eO/5K1mR9MQeO3aUJ5/oLFjvO845mbVr1gHQ3tHOY7/P/7YR4MozlvPZU08DoLu7i0cfOVbQ9k0blvPp008HoK+/n9/8uvA4lAvWL+Gms+y3VkNDQzz44KGCtmetXszfnnM2AKFwmAfuPwDA4+ZaLnU8xUnWET6E/YbMt/eXmN/7DgC6afEhq/B38x7yYn7vu+ntD1mtBW09xzyY3/thevv9sdaCWeNc7W7M792d3n5PpB3Typ9K1tntwvz+/enta4baSRSy7Xdifv+h9PZf9HcSt/K/2a4N9+JT0bz78mLMAluz+NneT9RWSy8t/hxbMsq065GDeLx29saO9ijdeWxSdPz+CL4SW7h3dQ7TOYZt2+NtlG61BxH1dAdoH8O25al2yl+xpWFfbz+tY9ge/XM3FTvtt+8D/X0cG8P28HP9VO23bQcD/RzJsj3ZsL+HieItaiuNu56DpEO6Bri8YK3A3sch6eiuPJ7tgcfBvnwpP57t4eQH8B3P9ljyA7iPZ9sGtNnXp/N4tp2kxZMCjhiFXx5FBx088lp7evtwvJyEkb+/Dg45c2wPRcuIGq68toPD7hzb/WEvoQKZqftDnhzbfSEPgwXa7At7c2z3DLvpL2Drjua2YdeQkx7DjwJqtGF8KtMgeY7IX9dMPkfM1TaMp97JtM3HlIqnWCzGtm3buPnmm9NlmqZxySWXFHSDbtmyhZtuuimn7LLLLuOhhx4C4NChQ3R0dHDJJZek9/v9fs4++2y2bNmSVzzdcsstfPnLXy663dmpbCH/2IQTsR25TynFltgSuszRo2QdHQ4evv3p9HZvzyISidGeOgAtrvO7bNveOhLx/N4DLaZ4Isu2r6+KWCz/W36lFH/Osu3vLycaXTfCKvMDfP5bGduBfh/hyNq89QI8d9dz6b9HYMBFaIRtLf38wPXvNKkeuPUb6fK3AldYo//GqVao27+ZfJeteBMWb7JG26S/313fItXFv96yeF2Ba8lCof3g2ySSb6vPATaPerOSNcblx3cQT363MyyLjaaZrmck2n13Ekvarjct1uR5Y5M6Tn/wLp51vgWWXAQoTtL7KTRP7umLfGxcaYft7bX62acP5TcENtR72LzSzo512DnMTr1wvP2p9W7OT9q2+qJsH8N2fa2T81fYtl1dJi+OYbuu2sF5SduBAQfPjmG7plJL2waDQf6ctB2gnKjlxKeiLCF5Yw8DSQ2kAYUfJYEI0JoZvT6mbRRozQi8xWPZxoDWw+nN5rFs40BLRmQ2jWWbyLVdNJatglfMk3nu9H9DU4qdO3cSDAXzmjodDjZuPD29vXvPboaG8v9+dE3njDPOSG/v27ePgcBAwWactems9PqBAwfo68+fiALgzDPOTPevhw4foqenp6Dtxo0bcTrsOWqOHjlCZ3dXQdvTTjsNt8v2csZa/pwstfiClid0ZP+I7bHmiz04Ynss28PjsD06DtuW5KcY27bkJ4/tIW0pD3IJltJ5xTyVbdbEIzomg+l5DB+bzO3H4o+xMYYKHIV7fvJiVsHywrZtcF+O7Ri9Txf8PMd2jB6lFx7KsW1IfvIQg4dzbGuSn/y2v82xrUx+wK/CXO3ekb43jXzuGfnMNBbHs82uezbbmhY8HjuZ+7/3GkqzwxCNRIJEYmPBeu/74R40zQ5vNAyDRHwM23sOoWlHirO97xjaz9tITbcRH8P23gc70H/5qF2vaY5p+7OH+3D81rY1LZNYbAzbRwdx/CFjq8VP4Z2e1/LaZv9Nx3q+nkrbfExpwoi2tjaampp45plnOPfcc9Pl//AP/8CTTz7Jc889N+oYl8vFj370I667LpOZ6z//8z/58pe/TGdnJ8888wznn38+bW1tNDY2pm3e9a53oZTi3nvvHVVnPs/T4sWLZ8Ukudtvu5J14Rfz2ud72LbLx2NbfB3JVo7LfjznHU8dbuJoWpReXU9bpD6alWmp/Unut8ixU8naNWtkWbIerPQx2fVpFPorzDzfdb2DL577t5RYQ+y64OyCdgttcjuA4WiCv/nOA3iHDhc8tlgmI5PWZGXjmozfogWcvOkyPvN2ux+WCTBt21t+eBu3L72YJcYR3rDn7woek2Kyb5bF1FfsOYu2K+JBoTRwKt89558AeHtLDE3XM3M/WRbWGGGR9vQA47elwPxcJ2SLQmlTYzvo2cLvqi7gDYNbWHo4v3coY59hjBiP5L0nY20e5w6dbWt7vPPb57MtVLOyrJyHyOM9GuazPdwX5uVYM/U1Vbj0Qg+n1pgRj+NpA0qlv3qhueiyTTNPBdaYdee2wT4idzu/baE2RxMmHf1DLFKFXwCNdb8Y64od+7gT67Gmuy2lXg8//Wz+5CsySe4M4na7cbvdo8qzM3OMRTE2J2LrdDpZVePG2zKOkJMFQr+m8ZbFTQyP4y3V1JC69aism1CmLLOVf3/hY7SsTkjlHJFbb3b9cG63L31Msb81TdNm3Fap4tt7orZVLhf/+5n3E4kXnl19oaIU+FyZ7j77Jc7xGI9t9kunuWCrkt4qZcH/lY6Rf3uBcc5gJovm7dednvbqCfCBXzxrr1jwb/03jW280NDgeddq3tXzpZluyaxCw+RR182s1AqHgi9kDHcNuutDx7Wb6ueI8Ty/T6l4qqmpQdd1Ojtzx1t0dnbS0JDfddzQ0DCmfWrZ2dmZ43nq7OxMZwWZS5S9+/uQGJHho+AbkTzlk2Kb7/D8/q3pst3Z/TLDW/8VhcLj8NhvMJNvi3KWWetTQ6rmqTvDeDCtFcDsCF+ZjeiaosS9IN4JCZOA0myRoLD4cmky2iG7j0qt5ryVtwtV9kWYPibrPX++esh+czt6f/46R5cp1Jj7s1uiTqCewXicXyfX44m4iKc8KIDKZZNV0wSrmAz/9CTU0XeAzdoe7rtuGTFf/kywY7bgBJtwwi0/4fON78DSrm0sf7SVdt2B6SpJp8kxATPpPLMAU6nMOgpLZa0n7TNlI9axfZiZ+lS6PNdW5RyX3RZLqZz60vUqlXUORp0jXYfKPSa3bal1la4jdZzX4eVvx/UXnXmm9CnD5XJx5pln8thjj6VTgZqmyWOPPcYnPvGJvMece+65PPbYYzkpM3//+9+nw/6WL19OQ0MDjz32WFosDQ4O8txzz3HDDTdM5deZGkrzj2Na6LT2vwrAhc0X8u2LC6eMHomVDLtICSv7/xmRlQrJyCvACgiy7DpT28c7rtC+1LnT9VkF2pJnCfDaw88k65hpj5wgzAO0lHfXZO0//niGGzN7OLpiLVxgr8djUfD4xj5gAZETZn7jKzPXkNnIdy+CtpfYvOWvwZscd13opW1OuTUJ5ZNRR7HlFCjPb2+F+nj3onp25omAEqDKUybiaSQ33XQT119/PZs2bWLz5s1885vfJBgMprPvfeADH6CpqSk9t8KNN97IhRdeyG233cYVV1zBz372M7Zu3cp3v2tnwVJK8clPfpJ//ud/ZuXKlelU5YsWLUoLNGHu0zpsu7cXlY45DH4USil0VXji1rlOSzIFsHieBGHiWMmwYAW4li61C7Nff+dbzynL3q3yFR7n+NF1qak+vmBdmVV3eealXiIhYbDZWOm/szCKNVdA20vQ8epMt2RWEVKKnbXJOQ91D5rSUEqhoSXH8mWto9L7U+tacqyfprS8+3PWydSnKQ0Ueese63xjnVsplduOEWXHrTtPmc85917OTLl4uvbaa+nu7uaLX/wiHR0dbNy4kUceeYT6etule/To0ZysF+eddx733HMPn//85/nc5z7HypUreeihh9JzPIGdcCIYDPJXf/VXDAwMcMEFF/DII49MyhxP082+/n0MxYbSPyZd6Tk//NQnX1nqh6hres4PPV1PgbITySwy3bQFjnHTLwxOC/+Wg77n7QG9uj56qesjtjXQRi/RNTtEJ3upO8beP8peB03LnDN7e9SycFuUI8/+fN8tz1IzMuFBgiBMjMyDsMXJjz4ys42ZRQRf2Qd9djZGwyg86HpBM00puOcU5/0t1K2DeDj//pxnjwLCnjzC/ni2U1Ke/8XCidTdH+mBF/4Jt+7m+fc+PyeewYSxmZbBAZ/4xCcKhuk98cQTo8quueYarrnmmoL1KaX4yle+wle+8pXJauKMcdu22/hz65+PbziJZIuqbBFWbFkxYm3MOsYSgknx2PXSs/zlHgvoJkr+GdEXIsMXvA5OOoNCWQ4FQSiesbKaLWQ0lZVtNiEJjfIhPXAeHG7b+yTkMNBjR4xUuCvmlXCyDAMrkcCKJyARt9cTCayEkbsdT2Al4pDen/mQSIDDQfmb3jTTX2dcyMjqGabeV8+y8mUYlmGPg7EsTExMK/MpWJbaTu4rFgsLwzIwCky+ORs4fSA5W9PiRTR/6StgGliGAaaZuzQMLMMcvd8wscyxl5gGVsIYe3++pWFgmSYYiRHb41im2l5gf6G3mikfrYXCGpFaVhCE8ZEST5p4EXJQWWMqzTHS/S5Eikn1LgjZ9Ef6AahxVmKGw1miIltQGKMFxijRMcImnipPlRm52/FsoTLSJlkWHy1mcgVOYZvJ8r7qNTUinoTx8eXzvjxpdeUTVJZlnbAwMywjk9wgT1l2/cXWnUqUMKosVU9yX2VwO/AwvsVLKb3g/En7G80VLMsaIbZs8XboqVTCiGSWLLmRC8IEyDPYXEAzM/1KfIy53BYySn4yQpEMRAf4zP0GZ+5/jT2fPeP4B8xlnE6UrqMcDpTDAU4HyuFMbyuHA7LWlcOBXlEx060eNyKe5hGp8DmduZ8woW/rj+nkYTS/f6abMiMopewOZkS5I2tcn2ma6DM+D5YgzF1kBGF+sj1PMuZpJPJrEcbHwHAPm/bnUdualiUyxi86Rtk4Hfb46FSZM/uYlJ2eLMvYZOp2ohx67rZzjPM7HChn5vzo+oKJhhHxJMxKjEAAAH2BiqfC2MLYTIbtCYJw4qSCnRUmT927NzkhSXJiACsprrK2c9bJ7M/YkpmCIGuOqPSVmi4fcUxqGoOsYzL15zvGSttaVmbbSrUlvZ27L2fbzKrDtLL2QywRhcvtVNOSbS+X7CQjP9rxo7wRFdlRF+mIEExM015mR4nkHJevDtPMW1e+9dQxhjk6aqTQManzZh+T9zuMaEPqmJzzY3Ht6mv5/Dmfn9l/pFnG0FBPen3llmfQSkpswSEvP+csIp6EWUlaPJWLeMpGqVRnq7DGMc5NEIQ8JGOvlAWvPt4yw42ZTWT6loQhYXvZZL+yunXrrTPWjtnKL/b9gk9t+hQex9zLfjwW2UMXEmbCHjduGiSsBIZppMuzt1P7j3UfsOtQCr1ifiWNWKiIeBJmJeJ5yo+WfO1pocAUz5MgTIRM2J7FmZcvzTzUqGRwllIjpkTK2p8uzz5GZUzy7U/WMWrKpWRBzjGjMjYnj8tqG4DSMudQSqW3lcrUk7NtT/2StiU5z0y6bqUwEwm+euwoAAlDsu3lkPpbW3DlSVeOyiqbPc/NyEyy6f0Fjsnen53BNl1XnnrHymabr14NDU0bu67jTZdSqD3v+vW76A5388ejf2R11eq0yBi5zBYbBUXIGPuy64ib8aLqTG0nzKy6xqg3p83JY0+U+n6LDwCm2ynCaZ4g4mmG6frGfxB57TWUy2V/nM7MusuFcjnTZVo+G2fKJss+aaNl15N9jD77x0QZgQEA9AoRT9mkPE8W9pgnQRBOHCvleQLOuerkmW3MLMJMGHDMXjcM6Wdyyby0uuV1t8xgO2YfZ9afySOHH+EzT39mppsyrTiUA13T0ZWOQ3Pg0Bz2+PNkWXPIAFpw+EpmuqnCJCHiaYaJvPYawWeemd6T6voIkeZEGyXCxinknPmOKULIZW9nxf+K5yk/WnIgt6V0TFPGIgjCREg5b5Vk28tBaRrKMrGUhiFheyNQWf8VsnnHqnfwQscLxIwYuqanRcRIMZG9PUp4ZG3n259d7tDy7DvecSPOUagtOecYo86UJ24swq+8wuHb343D65umfwlhqhHxNMNU/9Vf4b/6KqxYDDMWw4rFsOJxexlLLbPLYljx5L546ph47v48x+SQnGfIikRm5ksXwuGwhZnTiTE8DIh4GonKumXLmCdBmBipVA7yIDwaDRMDDUNe0uSQDvWUhD2jOKfxHJ649omZbsaswwzbz1rKO7/GgS1kFrR4isVixEYKC0DTNBwOR45dIZRSOJ3OE7KNx+M4zzgdZ5G2hbKrHc/WsiyI2wLLjMdxWiQFWIxYOJwRbbGYPflZct2MxXCYZlrIxaNR2zZbqCXiaSGnp+uJk0gkMJK2ZB+TXGqRCCQnXzQ0zZ540LIgGrU/QMxfT5eqouTYEE6XjsOlg2ai6aA787/tcTozMcWGYWAYhW/847F1OBxoSc/YTNoqlQm5jETCONzevLa6rqMnwzNN0yQxxlwt02FrWRbxMSbbHI9t9vU5VbYw9rU8nX3EiV73J2oL4HK5Tsg2kUiMGU46Htvs63OqbNNXm5X/32Uu9hEp24lcy5Zlpb1xkWgMwzCkj0jaWllSW/qI8dvOuT5iEp4josFhErqOK8vzNNf7iJmwneo+YqzrbiQLWjzddttteDyj3wSsXLmS97znPentW2+9teA/wtKlS/ngBz+Y3r799tsJhUJ5bRctWsRHP/rR9PYdd9xBIBmeNpLa2lo+/vGPp7e/973v0d3dndfW7/fzyU9+Mr39wx/+kLa2try2Pp+PT3/60+ntn/7whxw5ciSvrdPp5HOf+1x6+5577mHfvn25Rslc/+DlS1/6Urr4/vvvZ+fOnXnrBbj55ptxOp1Y8Ti//NWv2L5jR37D3/yEqs6z0Uy7Qx0u30+kpL1gvStdb8DnLkV36rRHdtAe2lfQ9tJz3kF1VQ0Op86re1/g5V0vFLT98Ic/THNzMwDPPvssf/jDHwraXn/99SxbtgyAbdu28dvf/rag7XXXXceqVasAePXVV/nlL39Z0Pad73xnjufp9v/8LwolOr3qqqvYuHEjAPv37+enP/1pwXovv/xyNm/eDMDRo0f50Y9+VND2kksu4fzz7UmL29vb+f73v1/Q9sILL+Siiy4CoLu7mzvvvLOg7bnnnsull14KQCAQ4Pbbby9ou2nTJq644goAQqEQt95aOOPVhg0buPrqqwH7Bn/LLYXHKKxbt45rrrkmvT2W7ULqI+6+++6i+4j77rtvdB+RRXYf8eCDDx63j0g9SD388MO88sorBW0/9alPUVJijyd49NFH2bp1a0HbG2+8kYrkpIx9QRdUw9BwRd5/7xtuuIG6ujoAnn76aZ588smC9X7kIx+hqakJmNk+Yv369QDs2rWLBx54oKDt8foI64IrQcEjz2ynzFMtfQR2H4E7sy19hM187iMee+wxtmzZUtC26D7iXddw5bFMRs/50EdkMx+eIyLjiMZa0OJJmFmUUvZYJ8fYP0NPiRMrrpOIHT9MradlGD0Zox8sC0FpYdvnf30IR6LLti3thLLCtj//2ja82gEcLo1hz9Exr5yX/3CUFn8ch0ujpa9vzPYGusP0lwfRnRqxSBFjC0xFZg5kBTJWQxBOmJQXQcllNIpUWJolQY05ZOZ5EoRx4nYd30aYEyhrAc60OTg4iN/vp7u7m/Ly8lH7xd2e33Y63e3tBwL8+lsv46/z8r5/Oj9tG43GiEcSJBImRswgETNJxM3ktollKMyERSJuEIvEiUUTJOIGibiFGTft9Zi9NBMKI26RiBnEYwkSiYS9L7nfSJgZbWJpaa+PhTn209Yk2GqaQnfpOJwaDpeG7tRwOR0MmwN87vx6ALatLKO2bnHeaheau32ybUFCck7Edq6F5Hz6/m/x45rXsyGyg19ffM2YtrMhzGY6Q3JW/ulFosrDD8yDXHbRVdJHJG3f89sf8FTpZt7S8yfuuuqviqoXpI9IMdf6iMkI2xu4/346//UW/BdfzJJv3V5UvXOhj5hu26nuIwYHB6mtrSUQCOTVBtksaM+Ty+XKuVDHshtPncWS3VHNBVvHcTxEk2mroaMsHacjd14Et9uFe5re3liWhZmwiMcMjGzhlRRXibgt2Ebvt/fZ+w3iMXPM/f+/vTuPb6O88wf+mVOHZUm+j9iOk3Ak4YaUJNBCf5ASKMsNbWnahXJtW2iBUlpot2X3tz8KW+h2oaX0pgdHWlgohXJsmrScIYQUArmBHE58X7qsY67n98eMRpItyXJi2Zb8fb9eimZG3xmN5Jkn89XzzPNoqrlNXYOdrDEd0GIMWkxH6s6MBHR3wt4/DnxBxxvPFxZXzFiO40oqFijeeU9lxMyJTXVVzsb9u6T/xzyemRB7qOdy8p4nZr3vZG03l5lw3hcSm14TR2XExGNnwnk/kdjJOD+FeAKirkNM6zCiHMqIQmIZY1ATOpSYhkRMgxrXkYhpUOyHDl7gcNyZ2X8ITlfs834i592sTp7IzKVr5q9Cgpjrrp7i4zgOgsRBkKZmH5jBoGlWcpUj4eod6AVg/ppCve0RcmiSv5Xz1Px1jGTyREMijJZKuMsB03WzM6dkh1Dpj0TC7Dwqkb48uSyR6hE4kbB7Aa5ceRbcJ5443R9rRjHiMQAA58zewdNMpesG1NioZCeuWYmQbk+by/WMmISVGClxbdy7C1yVUkHJ00xCyROZkQzNar4mTF/yNNU4noMkC5Dk3L8aOXo1YFsPAECl8VcIOSTlcflbHMnkgLoqH4VL3SfHGBt3jB8g1eOtYfVMy8Z7HtU7bb5nY8zy9G2Nik9LigxVBUskgDxNvA5G5JVXsOC5v0zqNktdclgYPksHZUV5P8agKcaoRCaVzNi1QDEdifQEaFQSpKmT9wMtx3OQXQIcLhGyS4TstJ5dAlwVpXcvGCVPZEaya54kui03ncinEiv6RZiQQ5O6+Z/SqNE4mGWwQTXcGdKPlI5/vgIsObxHvkQnz70XMwrPg3M4zPEW0weyz7OMc5jLmaoi8PgTULu6Ck4qZ4uJjPNk6EYqgYlbCY/d5C2tRiejFmh0zY8OZkxemSbKfEbC43AJacmPCNkp2NOOUYlRcrmYY3iZUjWrk6eZMM4T3eiZPTYRT4BxOiAYGQXxVN/omTRTbgZP76o8Ec9+/AKz70bPyY4FqMOIg4kttZvBDetz8TTO05jYZEmjaSqN85QWm+qhkSH0j3/kjOUYg5B2HGrp96EIgpl4SJL9kETBnJZlaLIMXpLByRI4SQYnidazBF6WzePSWl+TpIzXR29XdjnN12QJOs8DycRHksDJDnCyuU3e4YDsSjUrm2gZoUciGHjyKUBVEQ8EIFjdgo+OLbUyYlLGeYrHMFi1AL2BZux64n0oMQ3xqIJEXIWaliQl4jp0xVr/UDue4sxKUslpJTNOwar5ka2HCNHJQXRw1usiJCsxkhzms7PCAWeFDEHgD23cOOhQVb2g2HzbpXGeZohc4zwtWLAAn/vc5+z5e+65J+cft7W1FVdddZU9/9///d+IxWJZY5uamnDddaneeX784x8jFAplja2trcX1119vz//85z/HwMBA1liv14ubb77Znn/ooYfQ3Z19LCSXy4VvfOMb9vzvf/977N+/P2usKIr49re/bc+vXr0aH374YdZYIHN8hv/5n//Bjh07csbedtttcDjMATP+/Oc/47333hsb1AgMDgMrRhbC4zH7HH/++efxjzz/YX31q19FVVUVAGDNmjXYsGFDztgvfvGLaGgwe6576aWX8Morr+SMveqqq9DaarbJff3117Fu3bqcsZ///Ocxf/58AMDGjRvx4osv5oz99Kc/jYULFwIANm/ejGeeeSZn7MUXX4yW5hZ7fvUfHwPPubPGnnfeeTjRane+a9cu/OEPf8i53ZUrV2LZsmUAgL179+L3v/99ztgzzjgDH/vYxwAAnZ2d+PWvf50z9mMf+xjOOOMMAEBfXx9++tOf5oxdunQpzj77bABAIBDA/fffnzP2xBNPxHnnnQcAGBkZwQ9+8IOcsccccwwuvvhiAObF8d13350zduHChfj0pz9tz+cbw4XKCNO0lxGWW2655aDKiGSTNMZY1r93KZYRxxxzDABg69atePLJJ3PGjldGcB/7PwCA7Tt2YGPtRiojYJYRSOYEPI8nPzW2h8akeU1N+MzZZ9sJzX8++CC0HBfho8uI73//+wWXET/84Q8RGs4+JMboMuKBBx4obhmR/D7S/jalXkZMynWEJAFnfwTeARnyX82ydKRiP2LevebrHAC39bD4g8eiUqyDwyUiLHag19iecx9OW3I2FrQfBtkl4v2927Dulf8dG8QARIGLz74YxxxjjvP03nvvHVIZka4criMmMs7T7LmhZAJGFxj5suK+vr6M+VwFHoAxhVY4HM4ZOzw8nHc+33ZyFY7Z9m/0/qcb/blzFaTZdHZ25n09/ReBAwcO5InM3OdcF3FJ6d9FR0dH3tj073S82MHBwYJj07/T8fY3/Tsd73vo6uoCn/brJXM6csamb2u8v1v6PuY7HoDMz57+nYwXm+/4HR2b77wAMvc33/kGZH4P+X6FAsY/ZtNRGWEq9TJC4aymaVz2i9pSLCOyTWczXhmRbLYXc0lURlg6OzvtZnvjNUDqDQYht7VBamqCWFOTM3ECqIzIZbrKiN5XX0Pof/8XgT/9CXveeSdv7I5bv4EPPnEWdp36Uex48qm8sboYw7H/pwVLz58P79z89ywv/VQTrvr+R7Hq35ehZuE4R5s7irajatA434fhSPZBkJMms4xIV85lRDaUPGXR1NSUMZ+vG87kLw5JLlfu3lRqa2sz5vP1I5/81SPXfL7tjH6ffPs3ev/Tjf7co7+XfObMmZP39fRtJ3+tzSV9n9va2vLGVlamRrqdO3du3tj073S87aZ/p+NtNznaeCHbbW5utqdbWlryRJrfKVfg0Izp20p/j2zS9zF937NJ/+z5jrPR2813/I7ebvrfcLzt5jvfgMxja7zudMc7ZtNRGWEq9TICnPljRK4WMaVYRmSbzma8MiJZ0jCOozLCMmfOHLvDCPuGuRyojDAVs4xQt21D5LXXEFqzBg3jDFk6eOs3sOeSS/HhOZ+E7+138saG/+3f0PnVG9F92+3wbd6cN1besQPq/v3QBwdR29ubN1bUXFh6/nws+WQ7jj7xyLyxpVBGpCvnMiIbGiSXBsmdkfczvL1mHzY+uxdHLm3EiiuOpnuerNhoJI7DNu0CADznG8HRR38kayzd83RosQDd83QwsaV2P8P1T/w3/qfm41gWfQd//MRn88aWShkxWfc8HfvKawjwVbg78CY+f/7VVEZYsZe9+Fusd5+EC/pfw48uvLag7QKzo4zovOUWRNb9DfW3fRO+iy6CEY3CGIlCVBWwaBRGNIpEOAxjZARGLGa+bsUk54Vo1Hw9GoUai0FPixvdM6Cg63aSr/M8WJ4OCcaL5Vwu8G4XeJcbktMJoaICvNsN5nIB1jRfUWHGuCusaTdkjweCxwO+ogLM6QBzuczY9O8noeOhb7wKMB7/cv/HIclCWZQRUx1Lg+TOEDRI7swd3I4zzEFyZVnO6KFlqge3m2mxAp+qLOb4wo43GiR34rEADYB5MLEzYVDLiQ2Sa938j/H/LqVSRiTRILnFjQWojBgd66ytRVzXMXTn9zB05/cKXn88PDKbSXFOZ1oy48582ImOe0wMNzrGXWHGuVzgCjyvDgbTNXDM3D7Pm2VOOZQRUx1Lg+QSMg49Oc6TWD5dW06GZMELIO+v64SQ8bEyG/B0MtmD5M6+xikFoWNmLPeJJyHw2OqMZZzDMTbJSZ8fleRkTXCScRUVRU90ioHpqWMl/f9wUrooeSIzkq5b4zyJdFteuvRiV6fxVwg5JMnbVqiUGcuueaLx5DIkuyqn3Gks33n/BPfSkwHGzITH5QI3gZrgcmUkx1zizMFiSemjo5rMSIZKyVM2gpD6PoxJHhmekNmGjZkgSXbNE305GQrtbW+2ksbpLGA2MqyaJ6p1Kh90ZUpmJF1LJk9U2KTjOB6cVeNkUM0TIYck/Z4nkomSpxy4MROE5JVsYk/JU/mg5InMSHrylxqqecqUVvbaTQEIIQclVYtA59JoqXuepnlHZhj6OshEMesk4gRKnsoFXZmSGSlV80SHaDqO49IuaqjZHiGHgppg5caxZDlDNdyZrNpK6kiDFIia7ZUfuueJzEg63fOUHZf2izD1tkfIIUne/E+XNGOl97ZnGDqYwcAMw3wwA0Zy2jDA7BjDjjPSYpPzSIszDAMwWNa4MfMs9d7Z9iVzPZYWZ72m69brOgzdik1fZsWkYlPT6dsydB3slKOt74eQwiRbifBU81Q2KHmaZvERFYLEQ5JLq+vNYkv+UkP3PI2WqnnSKXnKYBg6nr7n/6Fv725wHG8mmhwPjufAgTN7OeJ4cAA4a7wsjufNccQ4zqzVsx+p9e3X0rcDLuu6sNblku+d9npqO+n7YG13zHb4jP1JXxdAapk5Y7+n9Y/5hOS6AM8LOHzpqahuzj+i/Gxj1zxRJcIYyZJ3sHM/fnj5BdO6LzNJMnmi9IkUym62RzVPZYOSp2m27nfbsWfzAESZh8sjw+mR4KqUzOlKCS6PBFelbD87rWfZKWQMHltuqNleDmk1T4ySpwzD3V3Y/Y+N070bM9Z7617EmVd9yUr6rKSSTyZpvDnNc3bSZ86nTXOp13neSip5Djwv2Mkczwt2Mjhmm8lkcwZJdVVO2dNodjlTSBHMceDt48V85vlRxxGfttx+TRgbx6XFWMeoOS/kjuNGxY1ajxcEc14Q0pbx1vFqxvGCAC7jdWvaeuZ58/W/D+ywvh/6wZMUhprtlR9KnqaZEtMAAJpiIDwUR3goXtB6vMDB5ZHgTCZW6dP2swSnRzaf3VJJ/eqRTJ54gZKn0eyaJ2pzn0FTFACAy+vDxbf9G8CY2YTHfhj2Mvs1g5kDpRpmn2JmEyAGIP01c11zNSNjuxi1/fR17W1Y6yJtG6PXRbJZUvq6LH071v4ZqXUz9pHBXA5mvZTaBhjwwVtvINjXiyfv/rcp/7vkxJk1eeZ0clGyjErWngHJiVRsap3Ry1K5WXKeS207raYgOTiu8U/LJ+nDlJ9kOdN27AlYdfV3M5Ii8KOSpRmWFBfVCzsBUL0TKRw12ys/lDxNswtuPgFqQkcsrCIWURC3ns15FfGwglhERSysID6iIhZWoSZ0GDrDSFDBSFAp6H04DnB6rGQqvXZrTE2XlWx5pIwxhaaarlnN9iRKnjJwQLKxEaMOIzLoqnkuyC4XGhccPs17M7McseyjeO3xh6Grasb9I/Y0S7+vJJkIGmNjWepeleQ6yXtZJowxO4kZ9TRlkl2V87Pp4r9AyeSJE0S4Kr3TvDczB/1kRSaK6dRsr9xQ8jTNOI6D7BQhO0X46lwFraMpuplYWUlVLO05lWxZyVhERSKqgTGYy8IqhgvcN4dbNJMrK6Ear6ZLnMT7tmicp+w4LvX7OdU8ZdIUFQAgSvI078nMM/fY4zH32OOLtv1kbZiRlmTlSsSyrQdgbCJlH9/5l6dq2tK3wdKf0mJZRu3WLe88C4CSp2zs3vYoXSDkkNg1T5Q8lY1ZnTwpigJFGVtzw/M8RFHMiMuF4zhIknRQsar1K/DBxDo8PBweB3yNjnFjdd1AfERFIqIhFlGgxWEnVyPBmJ1kxUbMhCwxooIxIB7TkYhqCPbFAAAMRt47qyU5lVg5PAKcFSKclTKcFSJclRIcFTJcFRJclSIq/RWQXSI4joOmaWN6jtM0BYzTYTA944InW2zGPkiSHavrOnQ9d+3MRGJFUTSbq8yA2OQvwpqq5TzeBEGAIJjJrGEY0DQt53anIpYxBlVVJyU2/fxMj43HomAcD06S7O8lV+x42wXyn8ulUEYcbCwAyLI8odjkPU/MMGAwBrOXCgFWvxtZtzuRc7lYsdic7HY6+9+lVMsI4NDP5VTHNOZ7lkMZMRmx9sDKOY6ZbNsFqIxIGu/8nGllxGRcRyQU83qGS2tIUw5lxFTHFruMyHfejTark6cf/OAHcDqdY5Yffvjh+OxnP2vP33vvvTn/CHPnzsWVV15pz993332IRqNZY5ubm3Httdfa8w888ACCwWDW2Lq6Onz5y1+253/xi1+gv78/a6zP58NNN91kz//mN79BV1dX1li3241bb701I3Zf775UgMd6wDzJvvCp6+1mhC//43n0BzuzbhcAars/hnBCR3gwjpB/OxTXQM7Ymp5TIApm88Bh93aE2KjtcgAagd8+8Tq+/vWvo6KiAgDw4osv4q233sq53RtvvBF+vx8AsHbtWqxfvz5n7Je+9CXU19cDAF555RW89NJLOWOvueYazJlj9lT2xhtv4K9//WvO2CuuuALt7e0AgE2bNuH555/PGXv55ZfjiCOOAAC89957ePrpp3PGXnrppTjqqKPsi5o3dmzFOxt2ZI294IILcPzxxwMAPvjgAzz22GM5t3vOOefg5JNPBgB0dHTgt7/9bc7YFStW4NRTTwUAdHd345e//GXO2NNPPx0f//jHAQD9/f148MEHc8YuX74cZ511FgAgGAzivvvuyxm7ZMkSnHvuuQCAaDSKe++9N/XiopMwAuCuu+4CABx33HG48MILAZj/wSeXZ7N48WJcdtll9ny+2NlURjzyyCPYt29f1lhJkvCtb33Lnv/jH/+I999/P2ssANxxxx329FNPPYVt27bljL399tvtC6lnn30Wmzdvzhl7sGWEYpj/aY+osax/71ItIwBg+/bteOKJJ3LGjltGnGK+tmPf+9i0aVP5lBGjTLSMQFoLRiojTOVcRkzadUQj4OFT91iWRRmRphyuI+LxwvocAGZ58kTy4zgOzYf77fl3D7jRn72MBgCs+r/LzBqsiIp1rx3Agb7cyRNgNs0bCSSQYCrgnqSdnhWsX/ioBQAhhyQ1SC41TRvN7m2PypkM9thgdMiQCaLmweWDY/nqWstUKBSCz+dDf38/vN6xN8JSdXv22MmsbgfjEbfu24oE44iF4oiNqIhFNMQj5n1blVVOnHLxAsgOmZrtpcXOX/caolwFfhzdgvM/8amssbOtuh0Atr28Dn/95U/QftyJOP+Wb+WNHW+7ADXJOZjYUmuS88/P/xz/6zwZ5468jQfPWpU3drrP+4nGHuq5fPpLz2GP2I5vGe/i+o+vKosyYjJiz1u7Gm/LR+PTXW/gnsuuKmi7AJURSaVWRkzGdcSedwew5ldb0djux6Xf/EhB2y2FMmKqY4tdRoRCIdTV1SEYDGbNDdLN6ponWZYzTtR8cRPZZqHSC6pSiE3/j2AyYmWHCG+NC/UovCeniexD+olUTrEcDOu5sOON5/mCj8tixXIcV/xYwwDHjJzn9US2CxTvvKcyYubEpsZ5Gv/vMt3n/URjD/VcTnYYAY7LeM+SLiMmJdbqOQ1URhxM7Ew476f6OkLkRXBMyBh6pRzKiKmOLfZ5P5HzjvqBJqTEJCv+DdAguemSXZULE/iPnMxudhOsad6PmSjZbI962xuNjhYyMTTOU/mh5ImQkpO8qCHpkoPkihP49YjMbslziC5pxrJ/pDEoeUpH3waZKEOnrsrLDSVPhJQYPpk85bunbBbSrPbNAo3zRCaIo/RpjFQnGpQuZLKOFfpaSIGYkRwkly65ywX9JQkpOaMGBCUAUs32RGq2RwpEzfZyo2Z72dk9NNLXQgpEzfbKDyVPhJSYVHOaad2NGUdTqdkemRjqqjw3u5yZfR3y5mUPkjvN+0FKBzXbKz+UPBFScpLjr+TujnQ20pVksz2qeSKFSaYFPF0Kj5HsbY9quHOgr4UUKNVsj8qZckHJEyElhrcuakaCQXTt2oFgXw/UROEjY5cru+aJ7nkiBUrVPJHRUr16knSUM5GJsmueqNle2ZjV4zwRUprMgrhv72489uzX7aWS04UKvx9uXxUqfH64rYe5LG253w/Z6ZqunS+aZG971GEEKZRB9zzlZHdMQ832sqJ7nkih7HueqOapbMzq5ElRlKwjedPI4NljZ+PI4ElTMdp3obHJ4tdZVYWK2hhioSB0VYWSSEDp7cVwby/AmH0fBwMALrOSWXTIcHv9cPt8qPD64fFXwe33w+X1wVnpg8vnQ4XXB5fXB9nltr+nmToyOAAoSgKM4wGBt8/DXLHjbdfcXu5zmcqI7LGlVkak3/yf7e9SqmUEMLHzM1+szhh0XT+o836mlRGTEZuealMZMfHYUisjJuM6QlUVs5k9n/qOyqmMmKrYYpcR+c670WZ18vSDH/wATqdzzPLDDz8cn/3sZ+35e++9N+cfYe7cubjyyivt+fvuuw/RaDRrbHNzM6699lp7/oEHHkAwGMwaW1dXhy9/+cv2/C9+8Qv09/dnjfX5fLjpppvs+d/85jfo6urKGut2u3Hrrbfa84888gj27duXNVaSJHzrW9+y5//4xz/i/fffzxoLAHfccYc9/dRTT2Hbtm05Y2+//Xa7kHz22WexefPmnLFf//rXUVFRAQB48cUX8dZbb+WMvfHGG+H3+wEAa9euxfr163PGfulLX0J9fT0A4JVXXsFLL72UM/aaa67BnDlzAABvvPEG/vrXv+aMveKKK9De3g4A2LRpE55//vmcsZdffjmOOOIIAMB7772Hp59+OmfspZdeiqOOOspOioKCA7H6uUD92Njj589FrUNENBBA99Aw9iTG/keRPPLk3XsgD28AAGjuSsTbF+bch3pOQ6uvEm6vD4ooY8Pujpyxp59+Oj7+8Y8DAPr7+/Hggw/mjF2+fDnOOussc7+CQdx33305Y5csWYJzzz0XABCNRnHvvfemXlx0Ep5Z/xaeWW8eI8cddxwuvPBCAOZ/8HfddVfO7S5evBiXXXaZPZ8vlsoIU6mXEclaldhINOvfu1TLCADYvn07nnjiiZyxF1xwAY4//ngAwAcffIDHHnss43Xu5CMBAINDg9i0aRNOPvlkAEBHRwd++9vf5tzuihUrcOqppwIAuru78ctf/jJn7LSUEaNMtIxgPnOaY1RGJJVzGTFp1xGNQFRdYc+WQxmR7pxzzin5MiIeL/z2h1mdPBFSipLJE5enBcDcY463C71du3ZhT55C78hTPoZGl4xoMICewSF8GM/9i1ygpxvRrW8DAHRnBTB/cc7Yt198Ft3rnoPb6wVzVeT5RIRMD5bvJJrl7B4I6TvKilrtkYmiDiPKB8fy1bWWqVAoBJ/Ph/7+fni93jGvU3V79tjZWN2eNJOa5By9dg0G+Dr82N2J80/4RNbYyapCV5UE4uEwYqEQYuEgEiMRJCIRxMJBjAQDGAmFEI+EEA2FEQ8HEY9EUhsep+lgOp4X4PJUwOmphLOyEnKFB86KSjg9HnNZRQWcFZVweDxwV3rh8fnhrKyEKDvs/f3Dv30Tvbs/xHk3fxPzTviItV1qtjfRWGD2lBEXvfhrrJdPxKrIZty18vK8sdN93k809lCbzvzTuifxrmMhrktswB2fuKbkm+RMRixjCj758jPYKi7C5/ZtwPc++4WCtguUfxlhGAbUhA7ZOfY3+VIuIybjOmLjX/bg7f/twDGnt+L0zywsaLulUEZMdWyxy4hQKIS6ujoEg8GsuUG6WV3zJMtyxomaL24i2yxUekFVCrHp/xGUQmz6iVROsXbNk8AVdLzxPF/wcTk6VpZlVHgqgabmgtY3dB3xSBjRUBCxcAixUBDRkPkcC4fM5WmvxcIh6JoGphuIBgOIBgMFvY+9v4IIp8cDV6UXwb5ecMyAw+XO+nk5rrDvK2kmxM6E876cy4jUILnjHxvTfd5PNPZQznsgveYJGe95qNvNZSLn52TGMsagaWEkEv1QlD4kEn1IKH1QEn1IKP2pZ6UPmhYGJ3zHWnF2lBGqoiMaVBANKYiGEoiFFIyErPmM5Sp0zcCRyxqx4srcLRJmwnk/1dcRPARwLPO1cigjpjq22GXERM67WZ08EVKK7NocY+ZVGvOCYPfyVwjGGLREArFIGPFIGPFIBPFICPFIJG2Z+YiFremRCOJW0mXo2pikq7KmtjgfjpQde5wnapo2RvLe9lLsqpwxBl2PQFEGkFAGoKQ9VGUwbX4QCaUfhhGbwLZ5gAO0cOmWM2pCRzSkIBZOPlQrCTITodS0AjU+sfEEO3cOF2mvSxcNklt+KHkipMQkkyejDFrdcxwHyemE5HTCW1tX8Hpjky7z4fb5UTOntYh7TMpJ8p4nGvBwrIwmtzOAYWjQtAAUdTgjGVIykiErOVIHYBiF95wFAILggcNRD1mug8NRD4dcD9lRZz5by2S5Ht/9yz8AHwDNBcaY3WRrOhkGQzyi2slQNKwgFlJT02Fr2kqYNGViKbEg8ajwyXB7ZbgqZbh9Dri9curhk5GIanj2R5uha6WYbhdXsqtyjsZ5KhuUPBFSoowZWPM0VQ426SIkXeoyjy5qcinGjzSMGdC0EFR1GIo6BFUZhqoOQ1WHoKjJ6WGoSmpe07L3KJePIHggyzWQ5drUs1RrzaeWORz1EAT3QXyO4vWnoSZ0u1YolQSZSVFyOpkMxSMqJnr3uiDycHkluCtluJJJUVpCZCZLZpIkOYVxk8RAn9k74EQTs9mAUc1T2aHkiZASw7HkL8KzN3kiZDJRzdNYyUFy812UG4YKTQtCVUPQtJA1HTQTIy0ITQ1CTS5Xhq1EaAiqGsDBNggURf/YhCj9IaWWCcLYoUgOFbMTbWZ9OeNfEOu6gXhENWuHrOd4RLGnY6Pm4xEVmjrx78dZIcFVKcFVmUqGkvPJWiNXpWQmRI7xE6KJECXzPpuD2e9yZw+SSzVPZYOSJ0JKjH0jNyVPY+ze8yNERz6AJFdBkmogS9WQ5CrzWaqCJNdAEv3geSr6SOpCmKeapzGS34gudGPbtm+YyZAWshIic1rXs49FVChB8NjnqCSZD/tclaqs5dWQrXlR9E37uZs+sHL3h0EoMW1MEpScTi5XYrl7E8uHFzmzZmicRMhVKcPpkSAI0/czgCiZ780MBkM3wE/jvsw0drM9qnkqG3QFQUiJ0mffKAN5xWIHsGfPfxcUK4o+80JNrrYuzqohydUZF2+yXGNfxAlCxYy4t4FMLvtCeFr3YmbimHUxLAyju+cveWNFsdI8p0QfRMlrTXshSsll1vmWTIqkakiSDzxfeO9W0yWuG9gVjWN7JI7tIzH0uVPN+/70X28XviHOqhnySHB6JLg8ZsJjTpvPZs2RbM9Pdu1QMQlyKlnSVAMyJU82arZXfih5IqTEzLQbuWeK5K/gPO9CW+uVqSZCinVfhd1ciEHTgtC0IGKxvQVtm+NEiKIXkuS3Ei8fJNEPUfJmPEuSdaEo+q1nb0lcIM5WdlfldE0zhh6vBlwAlCOxYOEi+3hOHv+p50pwXGFdI89kBmPYH1ewYySObZEYto/EsT0Sw+5YAnp6YWt14V2b0OCtdcLpMZMdOwHKkhi5PDJkt1jWF8+imEqWdNUAJr/FZMmiZnvlh5InQkqM3dseo7bl6Rgzu9QVRQ8WLPh6zhhVDZg3qitD1g3rg1Dt6aG0G9UHoapDMAwFjGlW8jU04f0SBHfGBacoeiAKlRBEj/mLveAxl4nWMqHSnhdFDwTBA54vfHwWUjhqtpcbp5vHHFOOQXv7adO8N5OHMYbuhIqdI3HsisaxaySOnSNxbB+JY0TPXqZWiQIWeVxYVOHE4CtvQB7ch7MWnYyPXHTKFO/9zMXxHHiRg6Exuu9pFGq2V34oeSKkxCSL31nc2V5WjJn3FeT7FZzjBOsm8xpUVBSyTQbDiKVuglcDULUANDVkPZv3f6hqapkZa8YDZo2YrkeRSHQf9GfjeaedTNmJl1ABQaiAILohCG5zWjCnxbRpQXCDwUAkshM8J0EQK9LWTW1HFCvA846D3sdSxKyTiaPkaYxkPUKpljMGY+hMqNg1kkqQkslSJEeSJHMcDq9wYFGFy06WFntcaJBFu/ncL5/sw4F4mNp6ZiFKAhRNg6ZMbGyockfN9soPJU+ElJxkL1glelVTJMmaJ46bvGKN4zg7AQGaJrw/mhY2EyurW2ZNC0PTItB061kLQx89r0fsOMOIAwAMIw5FiUNR+ifts2XDcZKdSAmClWSJHisxc4LnnRB4J3jBBYF3gE9fxjvsGPt13mktc4DjRPC8DI4T0x7TezFhN9ub1r2YmZJ/mpleymgGw4GEYidJu6JmovR+NIFojiRJ5IB5LgeOqHDiCLcTR1Y4sdDjxAKXE9I4F7jJXk7pmBlLkHgghlk/1hNjDNGQgkBPFIG+KIa6RwBQs71yQskTISXG7kJ4xl/WTC3D0LAaqzCozsOru7txeIUTC9wOHOZyoEKc+nsyOE6AJPkhSf6D3oZhKND1kVTSZSdaYatGawS6HrOeo9C1scs0PQrDiKHCfRh4wQldG4Gmj1hJ2gh0fcRO0hhToWkBaFpgcr6EcXCcZCVVIjhOAs9J4JLTvGQlWDzMhnUcwCWfuYxl5rZ4cOAB63UOnHmOMAYGA2CGdc4wMGYAYAB/DgCAp5uexkgOiTATBuNmjGFA1fBhNIHd0QQ+iCawOxbHh9EE9sYUqDl+SJI4DvPdDjtBOqLCiSMqHJjvckDmc3doYBgGFEVBIpFAIpFAPB63p6Oaea7QjXJjJXvcmy1jPakJHYG+KAK95mO4J4qgNa/Ex9a+OT3U/LpcUPJESKlhyafpv6iZSfYndDzDXQwYwOv7ejNea3JIOMztwAK3E4e5HdbDiWaHNKMvnHleBs/LkKSqor6PYWhWMhYxEysrqdL0iJ1sGXoMupGAYcRh6HHoRhyGEYeux9OWWa/by5PzCbtmMB1jKhhTYUzXtRZnJU/MM007MHOljWY0ZUZ0HXuiCXwYS9iJ0ofRBD6MxRHKU5vh5DmzJsntwHyHiPmSgDYRaGA6dEVBIhFFIjCMRG8CPfE49lmJ0OjEKP0xHlEo/U4yJlsyedLL6J4nw2CIDMUx3Bu1a5KSyVJkOPdxwnFAZY0T/oYK+BtcqJ/rxbxja6dwz0kxUfJESIlJdRhByVO6uGFenMtQcFlTIz6MJvB+NIFBVUN3QkV3QsUrw5GMdVw8hwVuq4bK7cA8l/lodzlQLZVON8GHiudF8LwXkuQt2nswZliJkgbGNGtataY1u2MOg2lghgqDqWCGatUaZdYYmctgPoOlapXsWiYGcxBW3qq5StZG8alncEi8qQMVgMhqiva5S1XyPrDJvOcpWYO0N6ZgbzSO3SMx7I3GsS+moEPRMJAnQeIYQ7WhoU5TUKPEUBUfgS8WgTcSgnMkDFVRoGkaYgC2Wo9DxfM8HA4HnE4nHA4HHA4HuD4FnrCI9rrWSXiH8iIka55KMHmKj6ipGqTeVIIU7IvlbYborJDgb3DD3+iGv96FqoYK+Bvc8NW57O+DlJ+iJU9DQ0P4yle+gmeeeQY8z+OSSy7BfffdB48n9y988Xgct9xyC1avXo1EIoGVK1fiJz/5CRoaGuyYr371q3jttdewZcsWLFq0CO+8806xPgIhMxJHzfay0q3kyQUFP1jYZi8ftpr7fBCN4wPrl+wPonHsiSUQMxi2RGLYEomN2V6lwGOey4G5LgfmuWS0W0lVu0tG4wyvsZqJOI4HxzlmVKcUmvZ3AHT/SjbJyz5V19Db2wtVVfM+FEWBqqqIqip6daCXcejjBPRzIgYECUOSAwHJCXWcGhunmoAvGoE/FrGf/dEIvPERiFmqKBmA0Wcvz/OQZRmyLGckPqMToVzLkvOiOPa+vP5fb0FieBiSQE2wRhMl82+rqTOzwwhdNRDsj9m1R8O9UQSt53hEzbkeL3Lw17vNR4P5qGo056kp3uxUtORp1apV6O7uxpo1a6CqKr7whS/guuuuw6OPPppznZtvvhl/+ctf8Pjjj8Pn8+GGG27AxRdfjNdeey0j7qqrrsKGDRvw7rvvFmv3CZnxqOIpk2513S5wmRdYVZKIJT4RS3yZ3eupBkNHPGHXUH0YjZu/iMcS6EqoCOsG3o3E8G6WxMrJc5hrJVLtTgdaXTJanTJanOazdxrusSITlzyFqKvysZI/0nSF+vDggw8CML+vuCQj4nAh4nAj7HQj4nQh4nAh7HAj4qxEzDXOAD+MwZOIwRsbgTc+Am9sBNWaghpdRQN0+IRU4iN7ZTjqmlLz1sPhcORdJopT0KiGDpkxhBnQbI8xhmhQSdUeWU3thnujCA/E8v6/6alywFfvRpWVIPmtBKmyxkk95ZEMRSlhtm/fjhdeeAEbN27EkiVLAAA/+tGP8MlPfhL33nsvmpubx6wTDAbxq1/9Co8++ijOOOMMAMBDDz2ERYsW4Y033sCyZcsAAPfffz8AoL+/v+DkaXQb5lAodEifj5DpRM32stOse2qEAmvkJLvJnhNnjXotphvoiJuJ1N5YAntiCvbFEtgTS2B/XEHcYNhpdX+cjVfk7WSqxZGWWLnM+dnUJHAms5Mn+lOM4RXNHxv21M1Bf1U9wg4XQrIDGj/+DwNOMDTyQLPAYY7Eo1UW0eqQ0O6SMdftgtshQ5Ik+0HnQnkQ5alrthcfURHss2qR+szmdcmmdmoid82X5BTsGqSqRitJqnfDV++C7KQ7WUhhinKkrF+/Hn6/306cAGDFihXgeR4bNmzARRddNGadTZs2QVVVrFixwl62cOFCtLW1Yf369XbydDDuuusu/Pu///tBr0/ITJK6kZuSp3Sq1aSHYwa6uroyLs6Sv0YXepHmEngcWWH20DX2fRg6Ewr2RBPYG1ewN5rAgYSC/XEFB+IKhlQdIc3A1kgcWyPZkyu3wGOOQ0Kzw2wC2OyQ0OiQ0JT2XCOJ1DSwyJj1/dLXPFajVAFAx2CFF4OjXmuQRcxxypjjkNHilDDH+pEgOe0Xy/jHAfrRKidRnNyaJyWu2QlSsC+KQF/Mfs7XzI7jOXhrnGbNUYNVk1Rv1iS5vXL5HptkyhQleerp6UF9fX3mG4kiqqur0dPTk3MdWZbh9/szljc0NORcp1C33347vva1r9nzoVAIra10sycpTal7nki6hGKNiaRr+PnPf541Jj2ZGp1cFTqfnF4sSTjWKUL0eCCKIiRJgiiKiBkMBxKqnUwdiKcSq/1xBX2Khqhu4H2ruWAuEsehwSGiSZYzEqsGWUSdLKFOFlEri6iWRAh0MXBQqNlebp+NilD6Yqha4Mf8I2rMWlSnjCaHBEeebr5nDTpkxhDkiXdVrik6gv2xsbVIfVFEg0redSt8Mnz1ZkcNvrTaJG+tC4JIxygpngklT7fddhv+8z//M2/M9u3bD2mHiiF5Eygh5WQmjL8yk0StprkCdHi9Xvsmdl1PNeFI3twejUaLth88z0MURfvhFUUcL0lYYs0zUULE4URQdiIsOhCSZIQECQFeQIATMAQeQXBQGXAgruJAPPcvrIB5Y3+VyKNWMpOpellCnSyh3iHZSVa9LGJhhQsitU/LkEqeyGhNjMeNuxLwHeZGZRP1RjgG/WAxRrLmaXSHEbpmIDQQS6tFSiVKkeFE3l8CnR7J6qwhlSD56l3w1VEzOzJ9JnTk3XLLLbjyyivzxsyfPx+NjY3o6+vLWK5pGoaGhtDY2Jh1vcbGRiiKgkAgkFH71Nvbm3MdQmaj5OCV1Hokk25oAMwL4fSaZsMwxvQINnr6YOc1TYOmaTDSegFLDrCpKPl/NQUAt/UYXcLpHIeo7MSIw4kR2WU+O1wYkZ2IyU5EZQdikgNxSYbBcRjUDAxqCnbGcr/nCYkIvlXB7Bqy5GO8+eSDL8PaBjt5oqRyrOkY6KkUWN8HHTFjCbJ5P1znrgDikV1WghRDeDAOlqfPe9klppKjtCTJX++Cw0292ZGZZ0LJU11dHerq6saNW758OQKBADZt2oSTTjoJALBu3ToYhoGlS5dmXeekk06CJElYu3YtLrnkEgDAzp070dHRgeXLl09kNwkpa9RVeXZa2j1P6ZJjtRSz9tkwDDuRSj5UVR2zrJDXRr+u6zp0XYUej0OLJOfNh6obiPACQryAEUGyk6qY9RyVHQg73Qi6K/G2w4PvduxBhRKHS0nApSbgUhJwW9OSruW9IBQEISOZEgQBgiCA5/lDmuZ5HhzH5X0UEpPE0n5VGG9at84hji6Fx7K+U0a/0pACScnkaecwOncOZ7wmyryVHI1NkJwe6jSElJai1HkuWrQIZ599Nq699lr89Kc/haqquOGGG/CZz3zG7mmvs7MTZ555Jn73u9/h5JNPhs/nw9VXX42vfe1rqK6uhtfrxVe+8hUsX748o7OIDz74AJFIBD09PYjFYvY4T4sXL4Ysy8X4OITMKPYPwnRRk0FNdlWOqe8mN31cmenCGINhGBnJVTL5uuH9bvwtpmF787yc64uGjgpVgUtV4FLicCTicKoJODQVDk2BQ1XhtJ4dcQVOVYFo6CWddugnnAYAEMuwVo0UWSkf+EVyxMkN6N0bgmz1aOerd9k927l91FEDKR9FazD6yCOP4IYbbsCZZ55pD5Kb7GYcMO892LlzZ8a9Bz/84Q/t2PRBctNdc801eOmll+z5E044AQCwZ88etLe3F+vjEDLjUM1TJt3qqpybpd8Lx3F2jc5oD3p9eLovgJ6EigFVQ7+iol/R7EfMMKDxAoIOF4IOFwBfQe8pAvDyHDw84OEAF8xuql1gcILByQw4weAwDDiYDgczIOs6ZEOHYOjgdR0iM8yHwSAyAwIzwDEGZj0Mw7Cncz0Mw8i4MCt0WuLNZLeusnpiX/ZskPqVZlp3Y8ah7yOnmjkeXHjzCdO9G4QUXdGSp+rq6rwD4ra3t4/55dzpdOKBBx7AAw88kHO9v//975O1i4SUJOptL7tksz2evpkx/JKIK+bU5nx9RNcxYCdTZmI1qGoIqDoCmo6AZk4Pq6lphTFoAIYMhqExlX2c9chSoyNYjzxkjoOD5+DgeTh4DgLHQeBgPXPmJjgOfHIZzNeTXbsbzPxpwWBmxyoGM88XAwwsbdkBa5wuMUvCOdvZiSadTpno+yBk1qOuSggpMckOI6ZvDPeZSafk6aBVCAIqXALmugq7L4wxhpjBEFA1BDQdw6qGkKYjohvmQ9MxohuI6Doimvk8ohsZ04rBkDAMxA2GuJHZd6TCGBSdIaxPzVHeRsnTWNRhRH7UAo2QWYuSJ0JKTPL/bIOaj2TQrKs8nr6XouM4Dm6Bg1uQ0TwJ22OMQWPISKYShoGENW0wQGcMulVrpNvzDAZSr+mMgePMcZs4ALw1zXNWXRjHgbeWc+AQeW43aj4M47ALJ+NTlJkyaLbHdAam6mCqAaaYz4aigyV0MEWHoRipaeuZWa8bipE2nbZOTLO2TtkTIbMVJU+EkLJANU+li+M4SBwg8QI8U/i+/VEOiRgDXQhnYfe2N/mbZowBOgPTDDOxUQ0zyVHMZyOZ7ChGRuKTjDEUfdTytOlkUqTqgF6csoCTBUhNFUXZNiFk5qPkiZASk7znyaCGexl0RskTmRg7MaDcKSetL4roO31mYpJMdrS0h5W8wF5m1fZoLDPeek7GTelpygGcxIOTBHAOAbzMg5PNaU4WwGdM86lp6zk1bb7GuyXwMjX1JGS2ouSJkBJj9yZHOUIG3boSpuSJFCyZPVHyNAYnmF9K7L0BxN4bKO6biXwqoZHGPvPJ+eQy2UqE0l8btTy1Lg+IPHWTTQiZNJQ8EVJiOOt6L443sWXL26ipOQ3V1R+Dw1E/vTs2zTQ7eSJkoujCejT3CfVQukYAg5nJiMiDEzkzORF5QORSy+3XM6eR7fXkvLUMAkeJDSGkpFDyREiJ0dUKwAEwTkFv34vo7XsWAODxLEJN9WmoqTkNPt+J4PnZNWi0Qc32yEQlK57o2n0MuaUS9f9y7HTvBiGEzDiUPBFSYnTFvFHZoV+A9gWLMTj4MsLhLYhEtiMS2Y59HT+DIFSgqmq5nUy5XK3TvNfFpxvmlTCn6Oj87uvgJA6cYP36LVi/dAuc9at52i/pab+Iw/51PX2d5DZGx2bOcyIHCFacYE3zdFU+o1GzPUIIIRNEyRMhJSZ5zxOHRiyYfx4WzP8aFGUQQ0OvYXDoJQwOvgJVHcTAwF8xMPBXAIDbPQ/VViJV5V8KQXBN50coCnuQXMasnrqmeYcA86JcMJM4M6HiwPFW4pU+zWdJvEZNj9mOYDV54jmAt2L5HPMiD8dcL3gXFfkZ7EpKyp4IIYQUhv4nJaTEpMauTDVPk+UaNDaej8bG88GYgXBkG4YGX8bg4MsIhv6BaHQPotE9OHDgt+B5GX7fyea9UjWnocJ9WFncc2AwBnDmPU+Nty5J9fyV1jNYRo9gGctGx2XOs7T1kGuZbowduZjB2pY+7Y0JpRYP/OcvyH4PSrImrQyOg4mg3IkQQshEUfJESInh7M72sl+OcxwPb+XR8FYejfb2L0PTwhgafh2Dgy9jcPAlJBLdGBp+FUPDrwIffA8ORxNqak5DTfVpqKpaDknyTeGnmTy6NVwPzwCxZnpq1pjBAIOZiZTOzEE6M6YZoBsZz5nLzPjUdPr62bcJg6W9b/Z5tXsE6oEI+n+yOf8HSDZNTG+2KHJpzRxTN/xnrfXKUhuWUQOWrDnLWIczbzoyR7E17z+y59OWJTPj5Gswx4dCRjyXOTBR+inC2JhlLKFbGzrYvzghhJDZhpInQkpM8jrPYIVd8YliJerrVqK+biUYY4hGPzQTqaGXEQhsQCLRja6uP6Cr6w8AeHi9x6C66hRUV38UPt8J4HlH0T7LZNKs5+nsbc9OGsSZ1edfbNsggi/uNZszagaYaiVso8fb0RmYrqeSitmC7k0jhBBSIEqeCCkxycu89zkOYU1HpVj4YI0cx6Gi4jBUVByGtraroOsxDAc2YGjwFQwOvYJo9EOEQpsRCm3G3n0PguddqPJ/BFXVp6K6+qPwVBw5Y5t2Gcmuytl0N5CbeVyLa+BaXDNmOWNWDdeo5owZTRNVq4ZMHbVcS9ZyjaoF09Nq3wyYNWkGG1tTlqxhM5hZKcSYmcjZz9b+MVgzsF9no+IyliVrqayn1Gxqmf3McRB8MhxzvcX42gkhhJQhSp4IKTG+RAIAsEaUcPzrW/GZxmpc3VKH+e6J1xAJggu1NR9Hbc3HAQDxeDeGhl/D8NDrGBp+DYoygMEhs5YKACSpBtXVp6K66lRUV58Kp7Np0j7XoUrebiRQ7lQwjuPsXgMJIYQQMj5KnggpMWd3dECM9GHPYcdgP4BfdQ7gV50DOLPai2tba3F6VeVB1w45nU1obroUzU2XgjGGkZFdGBp61Uyoht+Eqg6it/fP6O39MwDA7Z5vJ1NVVcsgipWT+EknJtnQjNIAQgghhBQLJU+ElBiRMSzu3ouvtSyAsvx4/OJAP/46GMLaIfNxuNuBq1vqcFlDFSom0KRvNI7j4PEcCY/nSLS1XQ3DSCAYfMdKpl5HKPQuotHdiEZ348CB34PjBHgrj0VV9Smo8i+Dz3ciBME5iZ88Pzt5omZ7hBBCCCkSSp4IKTH2LRsMOK26EqdVV2JPNIFfd/bjse4hvB9N4LZdB/C93V24vKkGV82pxVzXoXf6wPMOVFUtRVXVUizALVDVIIYDb2Bo6HUMDb2KWGwvgqG3EQy9jb14ABwnw+c7HlX+ZaiqWgav93gIQvE6n0g22+MpdyKEEEJIkVDyREiJSu+qfJ7bgf84vAXfnNeE1T1D+PWBAeyOJfCz/f34+f5+rKz14pqWOpzq90xahw+S5LN78QOAWKwTw8OvYXj4DQwPv4GE0otA4E0EAm9iz977wfMO+LwnoKpqGaqqlsPrPRY8L0/KvgCAYX0dAvU7TQghhJAioeSJkBJjJz9Zmqd5RAHXtNThqjm1WDcUxi/39+Pvw2G8MBDCCwMhLKpw4pqWOlzUUAW3MLl3B7lcc+ByfQrNzZ8CYwyx2F47kRoObICi9GM48AaGA28Ae/4bPO+E33cSqqqWwV+1FN7KY8Hz0kG/v2Hd7UQ1T4QQQggpFkqeCCkxnFWzwvLc28NzHFbUeLGixotdI3H8unMAf+wZwvaROG7ZuR//78MufK65BlfOqcUc5+TV/tj7yHFwu+fB7Z6HOXMut8aX2m0lUmZCpapDGBp+DUPDrwEABMENn+8k+H1L4PcvsZr5FX7PVPKeJ+ptjxBCCCHFQskTISWq0H4Rjqhw4u4jWnD7vEY81j2EX3UOYH9cwY86+vCT/X34ZK0f17TU4mRfRdHGcDLHl1qAiooFaGlZZfXk976VSG1AILABqjqMoaFXMDT0irWOBG/l0fD7PwKffwn8vpMgSf6c72FYu85Tsz1CCCGEFAklT4SUqPR7ngrhk0R8sa0e17bWYc1ACL840I/XAhE80x/AM/0BHOtx4cqWWlxYP/lN+kYze/I7Ah7PEWht+WcwZiAyssu6R2ojAoG3oCh9dgcU6Pg5AKCi4nD4/R+B3/cR+P1L4HQ229s0rKSJkidCCCGEFAslT4SUmGTt0K7OD1H5bg1aW1vh9/sLrjUSOA5n1/lwdp0P2yMx/PJAP/6ndxjvRmL42o79+L8fdOHTTdW4srkW8w5i4N2DwXE8Kj0LUelZaCVTDPH4fjuRCgTfQjS6GyMj72Nk5H10dj4KAHA6mu2aKcbHAQAiNdsjhBBCSJFwLN+NE2UqFArB5/MhGAzC6/VO9+4QMiFP3fMwNo98kLGssrISra2taGtrQ1tbGxoaGiAIhY/xNKRqeKx7CL/tHEBHXLGX/5/qSnxhTi3OrPFCKFKTvkIpyiACwbcQCLyFYOAthCNbwZhuv/5zfBkvcWfi0oFd+PFln5rGPSWEEEJIKZlIbkA1T4SUmOXeo1E37EJgMY/u2AC6u7sRDoexbds2bNu2DQAgSRJaWlrshKqlpQVOZ+7OF6olEde31eOLrXVYNxjCQ50D+NtQ2H60OCVc0VyLy5tqUCtPT7EhyzUZXaNr2ghCoXesmqmNMIZEgAMErXJa9o8QQggh5Y+SJ0JKjMDxaDfqUX3MkXAfVw9FUdDV1YWOjg7s378f+/fvRzwex549e7Bnzx4AZlO/+vp6tLW12QmV3+/Psm0On6j14RO1PuyNJfDbzgGs7h7CgbiKO3d34549PTi/3o8vzKnFiV530TqYKIQoVqC6+lRUV58KAIg+/TfACwjG5PceSAghhBACUPJESOlJ5itWg1tZltHe3o729nYAgGEY6O/vx/79++2Eanh4GL29vejt7cXGjRsBAF6vN6NmqqGhAaKYKhLaXQ7ccdgcfGNeE57uG8ZDnQPYHI7hid5hPNE7bHYwMacWFxZhzKiDkewwYrqbFxJCCCGkfFHyREipGSc54HkeDQ0NaGhowJIlSwAA4XDYTqQ6OjrQ09ODUCiErVu3YuvWrQAAQRDQ1NSElpYW++Hz+eASeHymqQafaarB26EoHursx9N9AbODiZ378X8/NDuYuKK5FvOnqIOJbAwrmyz8Ti9CCCGEkImh5ImQUjWBrl4qKytx1FFH4aijjgIAKIqCzs5Ou5nfgQMHEIvFcODAARw4cMBez+PxZCRTRzU34/5Fc3HHgjlY3ZPqYOJn+/vxs/39ONXvweeba3BOnQ8Ofmpro3Sr5kmkmidCCCGEFAklT4SUGis3OJRuMmVZxrx58zBv3jxzW4xhaGjITp4OHDiA3t5eRCIR7NixAzt27DDf2rp3qqWlBae0tOCSBXPwLifjt11DWDcUwmuBCF4LRFAtCfh0YzU+P4W1UYb1LNA4T4QQQggpEkqeCClVkzjKAMdxqKmpQU1NDY477jgAgKqq6O7uzkioQqGQfe/Upk2bAAAOhwMr58zBec0t+Ie3Di8oQJ+q48H9/XhwCmujkp2WU80TIYQQQoqFkidCSg03CVVPBZAkyR43KikUCmUkU11dXUgkEti9ezewezfcAC4Eh97mudjVugA7nJ4xtVGfa67BAnfubtMPll3zRMkTIYQQQoqEkidCSMG8Xi8WL16MxYsXAwB0XUdvby+6urrsR29vL5q69qKpay9OdLiwo3EudjTNxRBcdm3UiQ4B/9xSh4ta6ietNoqSJ0IIIYQUGyVPhJQYblRX5dNJEAQ0NzejubnZXqaqKnp6euxkan5XF056Yyc6ahqwrakdHdUN+EdCxz8+7MHtOzuwVBnBeZUyljY3oLGxER6P56D2xbC+F5HueSKEEEJIkVDyREjJmgHZUxaSJKG1tRWtra32skQiYSdUW3o68KICvO2rx4jDhb+LMv6uA3Vb92Ph2ldxXDSA9rpaNDY2orGxEU1NTaiqqgI/Tg2VQb3tEUIIIaTIKHkipNRM0T1Pk8nhcGDu3LmYO3culgO4FkAkFsOTH3bgiYEw3jIE9Hur0O+twuuGjnn9XThy6060vPoqOJgJWTKZSj7q6+shSZL9HskOIwRu+gfsJYQQQkh5ouSJEDItPC4X/vnoI/HPAPoVFU/2DuPRrkHsjCbwQUMrPmhohU9N4IjufTi8ey9Ua0yqJI7jUFdXh8bGRjQ0NEC3skmRp5onQgghhBQHJU+ElJoZdM/TZKmTJfxLaz2ua6nD5nAMq3uG8FTvMIJwYGPbEdjYdgSOE4Fl8RBae/ZhsKsLsVgMfX196OvrAwBoJ5wOgJrtEUIIIaR4KHkipESxcsqeLBzH4XivG8d73bhjQTNeGAhidfcQXh4OY7MGbBa98Mw9Dv+05DScU+lAWySAvt5e9PX14SnBLM5qXd5p/hSEEEIIKVeUPBFSakrwnqeD4RJ4XNRQhYsaqnAgruCPPUNY3T2EjriC1T3DWN0DzHFIuKTlcFy6ZCl863ehFwZkgYo1QgghhBQHXWUQQma8FqeMr7U34qa5DXgzOILHe4bwTH8AnQkV93f04f6OPiT7iaBme4QQQggpFkqeCCk1ZXjPU6F4jsMyvwfL/B7ceXgL/ncwhMd7hvC3oRA0K8Y1SYPuEkIIIYSMRskTISUmVa8yC7OnNE6Bx/n1fpxf78eAouGxF3diqDuCow6nYo0QQgghxUFXGYSUGqsr7sCzuxF9px+OeT442r2Q53rBO2fnKV0ri1gVFRHdrUBaSDVPhBBCCCmO2XmlRUgJc59Qj8SeIIyICmVvCMreEMIAwAFSUwUc7T7I87xwtPsgVMrTvbtThhlWTRyN80QIIYSQIqHkiZAS41pcA+eiamgDMSh7Q0jsCSKxNwR9KA61awRq1wjwehcAQKx1QW43EynHPC+Eaie4cu1QgZnJU7l+PEIIIYRMP0qeCClBHMdBqnNDqnOj4iONAAA9lEBiTwiJvUEoe0JQe0egDcSgDcQQfasXAMBXynBYtVJyuxdSYwW4cqmp0a2aJ6FMPg8hhBBCZhxKnggpE4LXAfdxdXAfVwcAMKIqEh1hKFbNlHIgDCOsIPbuAGLvDgAAOIcAua0ScpsXjrleyK2V4F2lWSywZP8ZVPVECCGEkCIpzaskQsi4eLcE18JquBZWAwCYqkPZH07VTu0LgyV0JN4PIPF+wL5vSqx3w9HmhTzXTKrEWldp1E5Z9zyVxL4SQgghpCRR8kTILMFJAhzz/XDM9wMAmM6g9o5A6QhB2RdGoiMEfTAOrTcKrTeKkY095nouEQ6rdkpO1k45hGn8JNlRhxGEEEIIKTZKngiZpTiBg9zsgdzsAZaZy/SIAmVfGEpHCIl9ISgHImAxDfGdw4jvHLZWBKTGCjuRklsrZ0btFNU8EUIIIaTIKHkihNgEjwzXUTVwHVUDAGCaAbV7BImOEJR9ISgdYeiBBNTuEajdIxh5oxuAde9Ui8dMploqIbVWQvDKU9uzH9U8EUIIIaTIKHkihOTEibxdu4RT5wAA9GDCSqbCUA6EoXZGzHunPgwi8WHQXpevlCC3mMmUmVR5wLulou1rqtle0d6CEEIIIbMcJU+EkAkRfA64j6mD+xizV7/kvVPqgQiUA2Eo+8NQe0dghFXEtw8hvn3IXlescUJKS6akJs/k3T9FzfYIIYQQUmSUPBFCDkn6vVMVJ5tjThmKDrUrAuVAxEymDoShDcbtR2xzv7WyOZCvNMdcX2r2QG6uOKgaKuqqnBBCCCHFRskTIWTS8bIAR7sPjnafvcyIqnYypRwIQzkQgRFWoPXHoPXHEHun344VqhxmMjXHSqjmeCBUyvnf1KBBcgkhhBBSXJQ8EUKmBO+W4DyiCs4jquxleliB0hWB2hWB2hmB0jUCfSgOfTiB2HACsa2DqfUrZcjNFWZC1eSB3FQBodqZaqaXbLZHNU+EEEIIKRJKnggh00aolOE6shquI6vtZUZUhdI9ArXTTKqUrgi0/hiMsIL4TiXVZToATuYhNVZAaqqAHlbMhXTPEyGEEEKKhJInQsiMwrslOBf44Vzgt5cZim52j94VgdIZMad7R8AUA0pHGEpH2I7lqNkeIYQQQoqEkidCyIzHywIcc71wzPXay5jOoA3GoHZHoHZHoXZHzPGmWiuncU8JIYQQUs4oeSKElCRO4CDVuyHVu4HjpntvCCGEEDIb0HCShBBCCCGEEFIASp4IIYQQQgghpACUPBFCCCGEEEJIASh5IoQQQgghhJACFDV5GhoawqpVq+D1euH3+3H11VcjEonkXScej+P6669HTU0NPB4PLrnkEvT29tqvb968GZdffjlaW1vhcrmwaNEi3HfffcX8GIQQQgghhBBS3ORp1apV2Lp1K9asWYNnn30WL7/8Mq677rq869x888145pln8Pjjj+Oll15CV1cXLr74Yvv1TZs2ob6+Hg8//DC2bt2Kb3/727j99tvx4x//uJgfhRBCCCGEEDLLcYwxVowNb9++HYsXL8bGjRuxZMkSAMALL7yAT37ykzhw4ACam5vHrBMMBlFXV4dHH30Ul156KQBgx44dWLRoEdavX49ly5Zlfa/rr78e27dvx7p16wrat1AoBJ/Ph2AwCK/XO/4KhBBCCCGEkLI0kdygaDVP69evh9/vtxMnAFixYgV4nseGDRuyrrNp0yaoqooVK1bYyxYuXIi2tjasX78+53sFg0FUV1fnfD2RSCAUCmU8CCGEEEIIIWQiipY89fT0oL6+PmOZKIqorq5GT09PznVkWYbf789Y3tDQkHOd119/HX/4wx/yNge866674PP57Edra+vEPgwhhBBCCCFk1ptw8nTbbbeB47i8jx07dhRjX8fYsmULLrjgAtxxxx0466yzcsbdfvvtCAaD9mP//v1Tsn+EEEIIIYSQ8iFOdIVbbrkFV155Zd6Y+fPno7GxEX19fRnLNU3D0NAQGhsbs67X2NgIRVEQCAQyap96e3vHrLNt2zaceeaZuO666/Cv//qveffH4XDA4XDkjSGEEEIIIYSQfCacPNXV1aGurm7cuOXLlyMQCGDTpk046aSTAADr1q2DYRhYunRp1nVOOukkSJKEtWvX4pJLLgEA7Ny5Ex0dHVi+fLkdt3XrVpxxxhm44oorcOedd070IxBCCCGEEELIhBWttz0AOOecc9Db24uf/vSnUFUVX/jCF7BkyRI8+uijAIDOzk6ceeaZ+N3vfoeTTz4ZAPClL30Jzz33HH7zm9/A6/XiK1/5CgDz3ibAbKp3xhlnYOXKlbjnnnvs9xIEoaCkDqDe9gghhBBCCCGmieQGE655mohHHnkEN9xwA84880zwPI9LLrkE999/v/26qqrYuXMnotGoveyHP/yhHZtIJLBy5Ur85Cc/sV9/4okn0N/fj4cffhgPP/ywvXzu3LnYu3dvMT8OIYQQQgghZBYras3TTBUMBuH3+7F//36qeSKEEEIIIWQWC4VCaG1tRSAQgM/nyxtb1JqnmSocDgMAdVlOCCGEEEIIAWDmCOMlT7Oy5skwDHR1daGyshIcx03rviQzXaoFI4Wg44VMBB0vpFB0rJCJoOOFTEQpHC+MMYTDYTQ3N4Pn84/kNCtrnnieR0tLy3TvRgav1ztjDygy89DxQiaCjhdSKDpWyETQ8UImYqYfL+PVOCVNeJBcQgghhBBCCJmNKHkihBBCCCGEkAJQ8jTNHA4H7rjjDjgcjuneFVIC6HghE0HHCykUHStkIuh4IRNRbsfLrOwwghBCCCGEEEImimqeCCGEEEIIIaQAlDwRQgghhBBCSAEoeSKEEEIIIYSQAlDyRAghhBBCCCEFoOSJEEIIIYQQQgpAydM0e+CBB9De3g6n04mlS5fizTffnO5dIlPsrrvuwkc+8hFUVlaivr4eF154IXbu3JkRE4/Hcf3116OmpgYejweXXHIJent7M2I6Ojpw7rnnwu12o76+Hrfeeis0TZvKj0Km2N133w2O43DTTTfZy+hYIek6Ozvxuc99DjU1NXC5XDjmmGPw1ltv2a8zxvDd734XTU1NcLlcWLFiBd5///2MbQwNDWHVqlXwer3w+/24+uqrEYlEpvqjkCLTdR3f+c53MG/ePLhcLixYsAD/8R//gfROmel4mb1efvllnHfeeWhubgbHcfjTn/6U8fpkHRvvvvsuPvaxj8HpdKK1tRXf//73i/3RJo6RabN69WomyzL79a9/zbZu3cquvfZa5vf7WW9v73TvGplCK1euZA899BDbsmULe+edd9gnP/lJ1tbWxiKRiB3zxS9+kbW2trK1a9eyt956iy1btoydcsop9uuaprGjjz6arVixgr399tvsueeeY7W1tez222+fjo9EpsCbb77J2tvb2bHHHstuvPFGezkdKyRpaGiIzZ07l1155ZVsw4YNbPfu3ezFF19kH3zwgR1z9913M5/Px/70pz+xzZs3s/PPP5/NmzePxWIxO+bss89mxx13HHvjjTfYK6+8wg477DB2+eWXT8dHIkV05513spqaGvbss8+yPXv2sMcff5x5PB5233332TF0vMxezz33HPv2t7/NnnzySQaAPfXUUxmvT8axEQwGWUNDA1u1ahXbsmULe+yxx5jL5WI/+9nPpupjFoSSp2l08skns+uvv96e13WdNTc3s7vuumsa94pMt76+PgaAvfTSS4wxxgKBAJMkiT3++ON2zPbt2xkAtn79esaYWajxPM96enrsmAcffJB5vV6WSCSm9gOQoguHw+zwww9na9asYaeffrqdPNGxQtJ985vfZB/96Edzvm4YBmtsbGT33HOPvSwQCDCHw8Eee+wxxhhj27ZtYwDYxo0b7Zjnn3+ecRzHOjs7i7fzZMqde+657KqrrspYdvHFF7NVq1Yxxuh4ISmjk6fJOjZ+8pOfsKqqqoz/i775zW+yI488ssifaGKo2d40URQFmzZtwooVK+xlPM9jxYoVWL9+/TTuGZluwWAQAFBdXQ0A2LRpE1RVzThWFi5ciLa2NvtYWb9+PY455hg0NDTYMStXrkQoFMLWrVuncO/JVLj++utx7rnnZhwTAB0rJNOf//xnLFmyBJdddhnq6+txwgkn4Be/+IX9+p49e9DT05NxvPh8PixdujTjePH7/ViyZIkds2LFCvA8jw0bNkzdhyFFd8opp2Dt2rXYtWsXAGDz5s149dVXcc455wCg44XkNlnHxvr163HaaadBlmU7ZuXKldi5cyeGh4en6NOMT5zuHZitBgYGoOt6xgUMADQ0NGDHjh3TtFdkuhmGgZtuugmnnnoqjj76aABAT08PZFmG3+/PiG1oaEBPT48dk+1YSr5Gysfq1avxj3/8Axs3bhzzGh0rJN3u3bvx4IMP4mtf+xq+9a1vYePGjfjqV78KWZZxxRVX2H/vbMdD+vFSX1+f8booiqiurqbjpczcdtttCIVCWLhwIQRBgK7ruPPOO7Fq1SoAoOOF5DRZx0ZPTw/mzZs3ZhvJ16qqqoqy/xNFyRMhM8j111+PLVu24NVXX53uXSEz0P79+3HjjTdizZo1cDqd0707ZIYzDANLlizB9773PQDACSecgC1btuCnP/0prrjiimneOzLT/PGPf8QjjzyCRx99FEcddRTeeecd3HTTTWhubqbjhZA01GxvmtTW1kIQhDG9YPX29qKxsXGa9opMpxtuuAHPPvss/va3v6GlpcVe3tjYCEVREAgEMuLTj5XGxsasx1LyNVIeNm3ahL6+Ppx44okQRRGiKOKll17C/fffD1EU0dDQQMcKsTU1NWHx4sUZyxYtWoSOjg4Aqb93vv+HGhsb0dfXl/G6pmkYGhqi46XM3Hrrrbjtttvwmc98Bscccww+//nP4+abb8Zdd90FgI4XkttkHRul8v8TJU/TRJZlnHTSSVi7dq29zDAMrF27FsuXL5/GPSNTjTGGG264AU899RTWrVs3psr6pJNOgiRJGcfKzp070dHRYR8ry5cvx3vvvZdRMK1ZswZer3fMxRMpXWeeeSbee+89vPPOO/ZjyZIlWLVqlT1NxwpJOvXUU8cMe7Br1y7MnTsXADBv3jw0NjZmHC+hUAgbNmzIOF4CgQA2bdpkx6xbtw6GYWDp0qVT8CnIVIlGo+D5zMtCQRBgGAYAOl5IbpN1bCxfvhwvv/wyVFW1Y9asWYMjjzxyxjTZA0BdlU+n1atXM4fDwX7zm9+wbdu2seuuu475/f6MXrBI+fvSl77EfD4f+/vf/866u7vtRzQatWO++MUvsra2NrZu3Tr21ltvseXLl7Ply5fbrye7nz7rrLPYO++8w1544QVWV1dH3U/PAum97TFGxwpJefPNN5koiuzOO+9k77//PnvkkUeY2+1mDz/8sB1z9913M7/fz55++mn27rvvsgsuuCBr98InnHAC27BhA3v11VfZ4YcfTl1Pl6ErrriCzZkzx+6q/Mknn2S1tbXsG9/4hh1Dx8vsFQ6H2dtvv83efvttBoD913/9F3v77bfZvn37GGOTc2wEAgHW0NDAPv/5z7MtW7aw1atXM7fbTV2Vk0w/+tGPWFtbG5NlmZ188snsjTfemO5dIlMMQNbHQw89ZMfEYjH25S9/mVVVVTG3280uuugi1t3dnbGdvXv3snPOOYe5XC5WW1vLbrnlFqaq6hR/GjLVRidPdKyQdM888ww7+uijmcPhYAsXLmQ///nPM143DIN95zvfYQ0NDczhcLAzzzyT7dy5MyNmcHCQXX755czj8TCv18u+8IUvsHA4PJUfg0yBUCjEbrzxRtbW1sacTiebP38++/a3v53RbTQdL7PX3/72t6zXKldccQVjbPKOjc2bN7OPfvSjzOFwsDlz5rC77757qj5iwTjG0oaOJoQQQgghhBCSFd3zRAghhBBCCCEFoOSJEEIIIYQQQgpAyRMhhBBCCCGEFICSJ0IIIYQQQggpACVPhBBCCCGEEFIASp4IIYQQQgghpACUPBFCCCGEEEJIASh5IoQQQgghhJACUPJECCGEEEIIIQWg5IkQQgghhBBCCkDJEyGEEEIIIYQU4P8DSncjOvANgdUAAAAASUVORK5CYII=", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "env = AwakeESteering(\n", - " backend=\"cheetah\",\n", - " backend_args={\"quad_drift_amplitude\": 1.0, \"quad_random_scale\": 0.0001},\n", - ")\n", - "observation_on_reset, _ = env.reset()\n", - "observations = []\n", - "for _ in range(10):\n", - " observation, _ = env.reset()\n", - " observations.append(observation)\n", - " for _ in range(100):\n", - " observation, _, _, _, _ = env.step(np.zeros(10))\n", - " observations.append(observation)\n", - "\n", - "observations = np.array(observations)\n", - "\n", - "plt.figure(figsize=(10, 5))\n", - "for i in range(10):\n", - " plt.axhline(observation_on_reset[i], ls=\"--\", color=\"grey\")\n", - " plt.plot(observations[:, i])\n", - "plt.show()\n", - "\n", - "# Repeat with different reset\n", - "\n", - "observation_on_reset, _ = env.reset()\n", - "observations = []\n", - "for _ in range(10):\n", - " observation, _ = env.reset()\n", - " observations.append(observation)\n", - " for _ in range(100):\n", - " observation, _, _, _, _ = env.step(np.zeros(10))\n", - " observations.append(observation)\n", - "\n", - "observations = np.array(observations)\n", - "\n", - "plt.figure(figsize=(10, 5))\n", - "for i in range(10):\n", - " plt.axhline(observation_on_reset[i], ls=\"--\", color=\"grey\")\n", - " plt.plot(observations[:, i])\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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GcjqdcDqdLZ6XZRlWqzUgTo8kSbDZbOcV63K5dFcyilYsANjt9vOKdbvdUELchYwk1mazaRfoaMV6PJ6QQ04iibVardrdWDPEKooCt9utG2uxWGCxWEwTK4SAy+VqlVj/8zNasUDoc5l1RPDYWKsj3L7zTULwv0ui1hH+/0ajsxEej4d1BFhH+EuUOqI12hFOV8u/Z6zXEUbERruOCHXeNZfQydOCBQuQnJzc4vn8/Hzceeed2uP58+fr/hF69OiBqVOnao8XLlyIurq6oLF5eXmYNm2a9njRokWorq4OGpuVlYWHHnpIe7xkyRJUVFQEjU1PT8fMmTO1x0uXLkVpaWnQ2NTUVDz22GPa42XLluHo0aNBY202G+bMmaM9fvPNN3Hw4MGgsQAwd+5c7ed3330Xe/fu1Y2dPXu2VkmuWrUKO3fu1I199NFH0a5dOwDA2rVrsXXrVt3YGTNmICMjAwCwfv16FBUV6cY++OCDyM7OBgBs2rQJGzdu1I2977770LVrVwDA5s2b8eGHH+rGTpkyBT179gQAFBcXY82aNbqxkyZNQt++fQEAu3btwnvvvacbe9ttt2HgwIEAgH379uHtt9/WjR0/fjyGDBkCADh06BBWrFihG3vjjTdi+PDhAICSkhK8+uqrurGFhYUYNWoUAODEiRN46aWXdGNHjx6NMWPGAAAqKirwwgsv6MYWFBTg+uuvBwBUV1dj4cKFurHDhg3DuHHjAAB1dXWYP3++buzgwYMxYcIEAN4L/Lx583RjBwwYgIkTJ2qPQ8WyjvCK9TpiT7m3rBUNZ4L+vRO1jvBvCP9t9VLcJG5iHQHWEapEqiNaox0RLLGM9TqiuXhoRzQ0NOjGN8exCkRElJi4hxEREUVIEgm4A57D4UB6ejoqKiqQlpbW4nV2twePTcTudlU8DckxIpZDclhHRBrbFnXEl8s/wuqvNyI3tTPumXl/yFgznPdtWUfM++M8CAjcV3gnuhT0YR0B1hH+EqWOaI12RMXBE1jy1iuwQMaTv/l1WJ8bC3VEW8dGu45wOBzIyspCdXV10NzAX0IP27Pb7QEnaqi4SD4zXP4VVSzE+l8IYiHW/0SKt1hZlsM+1swQK0lSTMUC0TvvWUeYJ1byDb4I51g2w3nflnWEDAkeCFikwH+TdUQTM8Sa4byP5zqiNc5PW5B/Lx7qiLaOjfZ5H8l5x2F7RESUkITwrbbHdbBaUO+mc7U9ogukbYnAeiZeMHkiIqKEpPj2X/Ffmpu8ZF9Dj/s8EV2YxJscE/8SetgeERElLrXnSWby1IIkyYBAyPkTRBQem60eGR3O4NSpj4wuiulIsg2dMq82uhgRYfJEREQJSZ3kzp6nltjzRNR6hlz+HyQn12HnV+uNLorp2Gyd8L1rvjC6GBFh8kRERAmJyZM+bc6TwjFHRBdC8XiQnOzdt6t9+/6QJDa9/dlsGUYXIWL8CxIRUUISnPOkS9aSJ/Y8EV2YphsQlw/5J+z2TAPLQq2BC0YQEVFCUtTV9pg8taCuDMbV9ogujEDTOcS6Jj4weSIiooSkDtvjghEtyZK3eaAuqkFE5ylg6Cub3fGAf0UiIkpI2lLlvBS2oN4h97DnieiC+Pc8gXs9xQXOeSIiosQkBLp0OYD07B3Ys2eX0aUxlW599kGU9tB654jo/Ai/OU8cthcfmDwREVFC8kg1uPhi7xK5ZeVMnvxlZAFy0iko7ruMLgpRTOMNiPjTJsnTokWL8NRTT6GsrAyDBw/Gc889h+HDh+vGv/XWW3jyySdx5MgR5Ofn489//jNuuukm7fV33nkHixcvRnFxMSorK7F9+3YMGTKkDX4TIiKKF0JyQgIghIT8/MeNLo5p1NeX4PjxZbBY3PBUO+H8rsboIpmK3N4Oa0aS0cWgWBEwb5BDhONB1JOnN954A7NmzcLixYsxYsQIPPPMMxg7diwOHDiA7OzsFvGff/45Jk2ahHnz5uHmm2/G8uXLMWHCBGzbtg2XXnopAKC2thZXX301fvKTn2DatGnR/hWIiCguebz/Jyzo0f0+Y4tiIlVVW3H8+DJIkoK6A5U4uW+H0UUyFwnInn457F3bG10SigFcbS/+RD15evrppzFt2jTcfffdAIDFixdj9erVePnll/H44y3v9C1cuBA33HADHnvsMQDA73//e6xbtw7PP/88Fi9eDAD46U9/CgA4cuRItItPRERxShEeWADwbnAgdRNPWVYgtbPCYmEvi8pT4wQ8Au5TdUyeKDwBo/aYPMWDqCZPTqcTxcXFmD17tvacLMsoLCxEUVFR0PcUFRVh1qxZAc+NHTsWK1euPO9yNDY2orGxUXvscDjO+7OIiCg+qHeEhWDy5E+SvU0DSRJI/3EfdBkwwOASmUfFi1+h8dvqZg1iIn2K8Pg9YvIUD6KaPJ06dQoejwc5OTkBz+fk5GD//v1B31NWVhY0vqys7LzLMW/ePPz2t7897/cTmUljvRtHvjoFj5tLCDeX3jkFXS/paHQxKEYI4fb9xAaNP1myAQAkSeFk9+Z4qFCkBFfbizcJsdre7NmzA3qzHA4HunXrZmCJiM7f5ne/we5PjhtdDNO68zcj0DG3ndHFoBjQNBeBPU/+1GF7kqRAUXiTJoDa+GVOSeHyS562rn4PUmI0vcNmsydhyNhxRhcjIlH9C3bu3BkWiwXl5eUBz5eXlyM3Nzfoe3JzcyOKD0dSUhKSkjhmm+LD2SrvENROXduhfWaywaUxj+NfV8Hd6EFdtZPJE4VFaAtGMHnyx+Tp3Jg7Ubj893natPxVQGHvk7/U9AwmT/7sdjuGDh2K9evXY8KECQAARVGwfv16TJ8+Peh7CgoKsH79esycOVN7bt26dSgoKIhmUYlihuIbrjfkB93R76ouBpfGPFb8bgsqS2s5zIjCxp6n4GTZ5vt/Jk8tqO1e1jMUJqE0zXnqO3wUrDbezPdnT001uggRi3rf4axZszBlyhQMGzYMw4cPxzPPPIPa2lpt9b277roLXbt2xbx58wAAM2bMwOjRo7FgwQKMGzcOr7/+OrZu3YoXX3xR+8zKykqUlJSgtLQUAHDgwAEA3l6rC+mhIooF6lwni5UNPn/aaBq2aShc2kRunkv+mnqeBJMnPaxnKEzCb5+n6+57GKkd0g0sDbWGqCdPt99+OyoqKvDrX/8aZWVlGDJkCD744ANtUYiSkhLIctOFa+TIkVi+fDmeeOIJzJkzB/n5+Vi5cqW2xxMA/Pvf/9aSLwC44447AABz587Fb37zm2j/SkSG8ri9V20mT4Ek2Zs9seeJwiWgYBNG45A8CBu+/s7o4piG4mnACdyDq6VPcLniOfcbEgkn/FOE/K9JEm/UxIU2mbU2ffp03WF6H3/8cYvnJk6ciIkTJ+p+3tSpUzF16tRWKh1RbFF7nmQLL+L+1FWMmDtRuM5agL9jOoRFBo6fMro45iKNw7fiYgxWXEaXxJxYz1CYhFCwG4OwB4PweWklLNYao4tkKu0sFszomXPuQBPhkh9EMUbx+Ibt2XgHy582bE9hq4bC0yhbICQZklAwsyfnD6qO1dfj7ZMO1CEVCpOnAE0dT6xnKDyKUPBX/AINUipQesbo4phOZ5uVyRMRRZc2bM/C5CkAe54oQh7fghFWuPHL3kyeVFvOVOPtkw54YGXypIf1DIVJKAoapA4AgDuz09HObjO4RObSzmIxuggRY/JEFGM8Li4YEYw6dZI9TxQuxdcCltkSDmCXvU0DN6x+GwkTAM55ooh5/BaMeLx7NrI7cCuNWMfWF1GM8WjD9ngR9ydx80qKkEdLnriinL8kX682e55CYD1DYVJE06IrnKscH9jzRBRjmhaM4L2PAL5rksKeJwqTIjUlT7s/WmdwacyjBBYAmXAzeWpJu0fDeobC47/angwmT/GAyRNRjFG4VHlQTavtsVFD4VGH7UlCwdq/LzS4NOZxJi0TuHMW3LDieGkJPv30U6OLZBp1VeWwyR4MVXobXRSKER6/vdIsMpOneMDkiSjGNG2Sy0rYn6TmksydKEwev56nXpcPM7g05pHs9A4z8sCC746V4ODX1QaXyGTsQNbpXrgUXY0uCcUAj99FSeKcubjA5IkohghFQPGw5ykY9jxRpLQFI4TALY//xtjCmMhXe/cC5U64YcUl/S6GUPKMLpJpHNx9AHWeBjQ4G4wuCsUIRSjacE9Z5nU7HiR08uR0OuF0Ols8L8syrFZrQJweSZJgs9nOK9blcuk29KIVCwB2u/28Yt1uNxRFf2J1JLE2m01r7EYr1uPxwOPxtEqs1WrVKj0jY9V5pwICHsUNvcPNYrHA4lv+U1EUuN36K2a1RawQAi6X/tyJSGL9z0//WEXyQEgeuPzOa73Yc30uEPpcZh0RPDbm6gjfQhEylKB/l1isI9TYCzmXreqNCElGwdUj0TnjsrioI1ojdunXJ1BX3wAhBOuI84iNuTqiFdoRbo9ba21bTFSfmKFtYKY6ItR511xCJ08LFixAcnJyi+fz8/Nx5513ao/nz5+v+0fo0aMHpk6dqj1euHAh6urqgsbm5eVh2rRp2uNFixahujr4cIisrCw89NBD2uMlS5agoqIiaGx6ejpmzpypPV66dClKS0uDxqampuKxxx7THi9btgxHjx4NGmuz2TBnzhzt8ZtvvomDBw8GjQWAuXPnaj+/++672Lt3r27s7NmztUpy1apV2Llzp27so48+inbtvEt7rl27Flu3btWNnTFjBjIyMgAA69evR1FRkW7sgw8+iOzsbADApk2bsHHjRt3Y++67D127eodobN68GR9++KFu7JQpU9CzZ08AQHFxMdasWaMbO2nSJPTt2xcAsGvXLrz33nu6sbfddhvye18CAHAmn8KCZ57SjR0/fjyGDBkCADh06BBWrFihG3vjjTdi+PDhAICSkhK8+uqrurGFhYUYNWoUAODEiRN46aWXdGNHjx6NMWPGAAAqKirwwgsv6MYWFBTg+uuvBwBUV1dj4UL9+SfDhg3DuHHjAAB1dXWYP39+04u5wNvrPwfWex8OHjwYEyZMAOC9wM+bN0/3cwcMGICJEydqj0PFxlodkZbaAbfXF0D4lrlfafkCpyRH0NhkYcN/eUZrj1dZtqJMqgoaaxUypnqu1R6vlbfjmHw6aCwA3Ocu1H5eL3+Fw/JJ3dgp7u/DBu+FcKO8BwflE7qxk93fQwq89cln8n7sk7/Tjb3dPQodkAIAqO3lvVhKUIL+vWOxjhg4cCAAYN++fXj77bd1Y0PVES7ZAlx9MwBg6T+X4vujJsdPHdFMpHWEhKYe7niqI9iOaNLa7QgptQEYdrv3Z1/yFOt1RHPx0I5oaAi/NzmhkyeiWKMuU04UCeH0QKnzu7snC4Ra9ElNsgB440LsYegfK+z6cS1jQw+vFC4FQi2kTYTcWMMbq4QX61YgfPuuCN+cJ4kT5QLIfvvSKFxaOZD6dfCQoTCp9QwAWCQO24sHkkjACQIOhwPp6emoqKhAWlpai9fZ3R48NhG721VmGZJTV+3Cq7M/gyQD9z1ztW5sonW3A8AHS3ajZPdpfG9SX/S7qkvI2HN9LhBfw/Yq3/oa7l1n0OHabmg3LBcu9znOe5tfHRFBrNvt9o7vb4VYm9XvvPec47w/z9in1j+FhZ1/iGx3ObaO/n7L2BisI1pjSI6j4iQu/foUAODjS2qQnzMyLuqI1oj959MvoaSuDDcOHIPLx48M63MB89cRbEcEj22NdkTRhtW4PakXAOD4mMGwSFLM1xFGxEa7jnA4HMjKykJ1dXXQ3MAfe56IYoi2xxM3yG1B2yOX+zy1YFEkuAFYOthhzUyGcFlCNnasfg2YSGJxjkZJRLF+jZJoxSq+m8DseQpksVlhEW54JCucin7DJpFxnycKl39txCt3fEjo5IlznjhWOdbmM+R18n6uK/l0yPH2iTZWWZMLrNz4OVb6/pSc8+R1g3IFuiID8O0xwjoiAwDQ0NgIAJCFh3Oe/OsIjxvW0ePgkaxY+f6/0TC0XfzUEc2c/5yn+Koj2I5o0trtiPRkAMO9PU9q8hTzdUQz8dCOiGTOEwdfEsUQreeJG+1RBNRd7SUeNwEUdc5T4o1eD02SYIF36I/gIRNI+z54zFCYtHpG4T5PcYJznjjniWOVw4g1y3yGipKzePtPW9E+045JvxmuG5toY5UB4MNX9uLbHRUYeevFuPR7XUPGnutzgfia81T1z/1wHqpGx5/0RbsrclhH+GJ/8/9+i8WZ49HNdQyfjRkbMjZW6ojWmM/gcbtx2edfosaSjte6HMb3838UF3VEa8S+9teXcaS2FNf3vwbDfnxNWJ8LmL+OYDsieGxrtCM+Xvce7krNhyQUnLj2irA+1+x1hBGxnPNkEna7PeBEDRUXyWeGy7+iioVY/wtBLMT6n0jxEqv2PFmslrCPNVmWDY+VJCnqsVaLFZKwwCJbg74/ks8FonfeG1FHSL52gtrzxDrCS+15koU4598lVuoI1YWcy8Jmg1V4GzQeIQL+zViuI1ojVptbGcYx48/sdURbxZrhvG/zdoTvoJH9Zj/Feh1hRGy0z/tIzjsO2yOKIU3JE0/dFtSNPblgRAvad8JlpwOoXwsXjAgkSRIsvh25Gz36d28Tk5o9GVsKih0KD5a4wxYYUQxR3N5KmMlTS+r2GYk3EDkMvixBknnc+FPvA8ts3LRghbfnqdHD1fb8aQtG8JihMCm+mkaC/lBBii28khLFkKaeJ/YgNKeOO0/AaZznJDzseQpG8X0dcoj9phKVxfedNLr1508kIm2+P6sZChNv0sSfhJ7zROZWdbIO1RX1RhfDVMqPOACw5ykYbSU5Xp9a8qg9T0ye/LFRo08dtudUmDwFI9iLQGEKtTgFxSYmT2RKtdWNWP6bLZy/osNiY/LUnP9EbgrEOU/BqUcKz6aWrL7kyRVi5a5E5L/PE1E4BFouGEGxjckTmdLZM40QioBskdCpa3uji2MqskXCoDEXGV0M05G4YIQ+RcADBS6PG3KIZZATjZoWsOepJSvY8xSUxOSJIqMIdc4TD5p4weSJTEltALfvmISfzLnS4NJQLGjqeTK2HGa0v7EEG5N2QSz/yOiimIrzUt+m02zUtKAO26t1l+P48dcNLo15pGZuR0drPRTBpJLC07S4COuZeMHkiUxJ8c3RkC0cUEPhUefzsOeppeOeUxASv5fmhC/jtrBR04LFdxeizl2C/QdeNbg05pHeHUgHgIpBRheFYoSaPPEmTfxg8kSmpChq8sQ5GhQeicNpdHl8w0auHTEaV103yuDSmMfvNvwVAMDFK1uSG5KBVECWe6NzZnibbiaCk2WfQbbWQ8gOo4tCMcLjuyhx2F78YPJEpiS4OhhFSBu2x56nFtQx90lJke2iHu+0pcqNLYYpWTzehMkufx+DLyswuDTmseZwIewdDoNDsChcHLYXf3jNIFPyeHxzEZg8UZjY86RP7XmyWHm/zJ+aZ3M4TUs23/87ucxyM+omufxeKDysZ+IPr6RkSoLD9ihCku9WEJcqb0nd4Z7JU6Cm1faoOXUoo9PDJCGQek3i99Lc0T2nsen1r9FY7za6KKZS3bUKGAJIvDbFDV5JyZS0OU/seaIwsedJn0cogARYbJy74o/bX+mz+pKEdUhG+e7DBpfGPMpSfopMfIexJyqx6IENRheHYoCHvbdxJ6GTJ6fTCWeQPU9kWYbV7w5tsBiVJEmw2WznFetyuXTvkkcrFkDAnIdIYt1ud8idsiOJtdlsWmM3WKyz0Qkhebz/CREyVu9zPR4PPCE2eIwk1mq1QpZl08QqigK3W//unsVigcViMU2sEAIul6tVYv3PT/9YD9wQkgdut0s7D/Viz/W5QOhzOZbqCCEEPL4+FrXM8VBHtEqs79eSRPC/SyLXERke7/dxTLbhWEW17uckHNsgAIPQI20DcqUQy5ULCZJfn6YIGQtIsJxfLDxNnWFtFQtAEsFju/RJx8hbLw648WmzBZ73QoQ6P8OPtVr9z8/Q5/35x3qghNjrLJzYZav3AAjcJDce6oi2jo12OyLUtbm5hE6eFixYgOTk5BbP5+fn484779Qez58/X/eP0KNHD0ydOlV7vHDhQtTV1QWNzcvLw7Rp07THixYtQnV18ItSVlYWHnroIe3xkiVLUFFRETQ2PT0dM2fO1B4vXboUpaWlQWNTU1Px2GOPaY+XLVuGo0ePBo212WyYM2eO9vjNN9/EwYMHg8YCwNy5c7Wf3333Xezdu1c3dvbs2VpDatWqVdi5c2fLoFzgdC1wQ91AtGvXDgCwdu1abN26VfdzZ8yYgYyMDADA+vXrUVRUpBv74IMPIjs7GwCwadMmbNy4UTf2vvvuQ9euXQEAmzdvxocffqgbO2XKFPTs2RMAUFxcjDVr1ujGTpo0CX379gUA7Nq1C++9955u7G233YaBAwcCAPbt24e3335bN3b8+PEYMmQIAODQoUNYsWKFbuyNN96I4cOHAwBKSkrw6qv6yxIXFhZi1Cjvam0nTpzASy+9pBs7evRojBkzBgBQUVGBF154QTe2oKAA119/PQCguroaCxcu1I0dNmwYxo0bBwCoq6vD/Pnzm17MBT7eD3w8z/tw8ODBmDBhAgBvEjBv3jzdzx0wYAAmTpyoPQ4VG2t1hNqQsVi9F5a4qSN8Hn300fOqIypr0oEUoKIyOejfO5HriGzZgmvPVMFtseLinj2Rl5sDAKhyOPDV3n26n9urezd0y8sDANScPYvtu/foxva4qCt6XOTd8Lu2rg7FX+3Sjb2oSxf07tEdANDQ2Igvtu/Qje2Sk438Xr0AeM/7ouJturE5nTvjkov7APA2PD/7Uv/Y6ZzZEZ9nJKPMkg2nbMHp3M91Y3v36oPbfvwT7fFfn50Plzt4HdHtou6Y9JPJ2uPnXngG9fX1QWNzc3Jx1+S7tceLX/obHI7gdUSnTp1xz5Sm+uQfry7B6dOngsampaXjgfua6pN/LnsFZeVlQWNTUlLwswdnao9XvLkMx74rAeC9Zu/+Z1Ns8zpi+fLlYdcRb731Vth1xMqVK8OuI1avXh12HfF///d/YbcjPv7446B1REX7dACAEE3JdDzUEf7ioR3R0NCgG99cQidPRESJQO03sthY5ftT1NvlHOrZgk3x4JKT3wEA7Ns2ovHMSe/zqR0wsGc/3ffZd2xC42lvo9uS3A4Dew/Q/ze++gyNFd4kXkpKxsA++nsn2XYVodFXHmGzY2D+YP3YPVvQWOZtzAuLFQMvuVw31rpvKxrf8A5LFJKMgf2H6sZaDmxDxx+MRJklG0IKPRTLYpWR0sFvZcsQvTiyRQqIVXsygsfKzWJDfK4c+LmhhsFLEgJjQ+yxKEnNPpfjXkMSvj++xHlycUMSCTi72uFwID09HRUVFUhLS2vxeiwNyYk0FoiNITn7N5/AJyu+RveBmfjhw1dw2B7Y3a7SG4r35X8OY/vaEgy8Og+jJuaHjD3X5wLxM2xPaXTjb089B4dcj6k/nYKefXrFRR3RGrEPrv4z3k0di0LX13h5zISQsWY479uyjvhu326s/8diuJ0NgBBa218AoVvscR0LvP3jG7EnqT8mf7cBf/zJw7qJTizVEZHGAolTR7RGO+K5V/6Op/peg85KBXZf94OwPjcW6oi2jo12O8LhcCArKwvV1dVBcwN/CX0b0m4Pb8+TSPZFiSTWv6KKhVj/C0G0Y2VYIQkLrBZbwMUpks/1P5HiLVaW5bCPNTPESpIU9Vib1Q5JWCBL1qDvj+Rzgeid921dRyhuCYqva0VdMCIe6ojWiBW+qsUqn/vYMMN535Z1RO/BV6D3sy+G9f5E8s4H3qFLigQkJSWF/T4z1xFtGWuG876t2xHB8ut4qCPaOjba7YhIzjuu0EqmxKXKKVLqBUpJvM70kIRHQJF8yROXKg/g8fU5WEL1NhD5kX0LGAgeMhQuX/3CfZ7iB5MnMiXFw6XKKTJSU/ZkbEHMRhHaPk+R3HFNBNpcMCZPFCZtiB+PGQqT4jtUuM9T/OCVlExJ2+cpxKTVRCU8HjTs3QcRYjxvInKXeVfK4fUpkPAIeNRNcsMczpEo1AUjeI+GwqUuN60weaJwaYuL8OIUL5g8kSmpw/YkDttroeKvf8Xpl/5hdDFMp6pbIdDnx/DU1hpdFFMRimia88TkKQCH7VGkZN/dGa6bRuFSUyaJyVPcYPJEpqR4vJcmDttrqWHffgCApXNnyO1SDS6NeagbUnrOMnkK4FG0YXtMngKpQ68sEnu4KTxaA5jXJgqTwjlPcYfJE5kS5zzp81RVAQC6/O/v0cG3eRwBRyf/DgAgPLwn7M/jVrTJ7a8+8iDkEEv0JhrX+CEA2PNE4VMXjOBZROETzf6fYh2TJzIlhcP2dHnOnAEAWH07oJOXeqwoXDAigMdvblxDjQMSkyeNekc4JZU9uBQe9YrEOU8ULvXmFYftxQ8mT2RK2lLl7HlqQe15sjB5CiD5Fhdhz1Mgt7tpw8QR4ydiwNWjDSyNuez8Zi2gAMkpKUYXhWKEtmAEeG2i8KjbMHPYXvxg8kSmpA3bY89TAOF0QqmrA8DkqTl113QmT4EUtxvt259Gj547IDK34MjJNUYXyTTcynAAnPNE4VMXjOBS5RQu4dtnj7lT/GDyRKaksOcpKLev1wmyDDktzdCymI3kWwxBcNheALfLgy55B5CZWQoXAPUQIsCDoYAEJFk7GF0UihFqms1NcilcXG0v/jB5IlMSHs55CkYbspeWBknm3XJ/ksUCCEBwTk8Aj8sNq8U776mD/Vr0yB9vcInMI+14R6AaSEnOMbooFCPUjU4554nCpXDOU9xh8kSm5GHPU1Cc76RPtsiAmz1PzbndHsgWNwCgXcog5OTcbHCJzMN++ihQfQZcwJ3CpTaAOWyPIsXkKX4weSJTUtze3oOqFStw+OVtBpfGPDxnawAAlvR0g0tiPpJVxgCrjGwlBRUv7TK6OKbhcJyGpZc3ebLZODzNn8fXi8ClyilcTZvk8pih8HC1vfjD5IlMyX2mCgDgKT+BhmN7jC2MCdnzLza6CKZjtaSgu83bh9B4qMrYwpiIU6qFpY8veUpi8uTPw/1OKULqimkKjxkKU9OcJ4oXTJ7IlBSXt7FnbZ+Kbn9fbHBpTMZqRerQoUaXwnRk31LlHiGQNamfwaUxj/rKMsh13vPJnsRFRvwpYM8TRUbiant0niTB+bjxgskTmZLi8lYyltRktB/NfWno3GR1wQgIpA7JNro4pmH99iwsB9SeJyZP/pqG7RlcEIoZ2lLl7EcIyn3mDIRvOw3yUnx7g/GIiR9MnsiUFLcHgATZyqncFB7JYgHcRpfCfJyNDZBl7xeTxOQpgDpsz8JmDYWpadiehJqPPza2MCZTs24dqt9dCXDF0wDKz+8CwDlP8YTJE5mSx+0BYGXyFERRaREW71wMl+IyuiimctOZ7hiU1hmn5Bo4vvrK6OKYxrGjR2FP8Q3bS+ZCI/7UnieOwKJwqfudKpDw3QMPGlsYE5OSk40ugmlwn6f4w+SJTEnxeO9cyTYeos29svsVbDvJFQibG6V0wnv2L6FIAnhnn9HFMQ1JUnD1Nd7zyWprZ3BpzEVtynDOE4VL9tvnKXngQGbe/iQJ6T/6ETJ/+l9Gl8RUlJf/AqBpvhzFPrZMyZSEljyx56m5b6q/AQD84spfoHuH7gaXxjz2b18FRRKQBNCrT2+ji2MaHmeV9rPFkmJcQUxIm/NkcDkodsh+vQe9/t/bBpaEYofk978UD5g8kSkpvskIFrvN4JKYS42zBifrTgIAxl88Hml2zmFRfWP7PwCADVbcddddBpfGPEr2f4aDpYBQAEmyG10cU9HmPLH3gMKk9h54eMxQmNSVGTlsL34weSJTUoftldR/h0+3Pm1wacyjsqESAJCdks3EqRlJZnUWjKvRAQAQHiskNvgCqD1PMr8XChNX26NIcZPc+MPWBpmSy+2d4H60vgRL93xgcGnMp29mX6OLYDqSLENt0rw+95dGF8c0FEspcq4GhMLBac2pa4JxqXIKl6TNeZINLgnFDCZPcYfJk8EaPAo8PKFaqIOAIgGSzYqpA6caXRxTscpW/KjPj4wuhun4t3+P799jWDnMpl1uHXIASEgyuiim0zTnidkThUdbMILHTAtFpUX445Y/wulxGl0UU7lUuRYAF4yIJ0yeDHb37sP4qLLG6GKYz497I73Wg4c2ZGDGsEeMLg3FAEm2IDPzMNLbVWNAYX+ji2MabnESn7iz8c+UByA+3WV0cUyl2u0BAMhsB1OY1P4mIUm45vVrDC2L2Zx1nYVb4WZ7zQ1g/RJ3mDyRaVW3s+BMpyyji0ExwpbagAEDP4YkAQ7XdqOLYyob8ThOiwzA5TG6KKZjkyTkp3JPGgqP2nsgJAlVjVXGFsaEBnYaiF+N+BXnV/r5x+r/AOCwvXjC5Mlgr1zaC9yLu6XL1xSjup0Nsp2rg7XQ4AC+/RjgJrkBLKiBJAGKIuOii35idHFMpexkf8ADPNe/Oy7rkGp0cUwly25FJveTozBJwnvFViDhvfHvGVwak5GAi9pfBLuF1+0A0hoAgcvcU2zjFcNgyRZOOg1G9mWUliTuS9PCygeB/auMLoXpyM5xAADFY0P/fn8wuDTmUe9RcOLEVwCAMZkdkMXl/4nOm+xr/yqQ0DuD+8nRuamr7TF3ih9tkjwtWrQITz31FMrKyjB48GA899xzGD58uG78W2+9hSeffBJHjhxBfn4+/vznP+Omm27SXhdCYO7cuViyZAmqqqowatQovPDCC8jPz2+LX6dVVZbWorGeY4SbUy9Qlsq9wDxuBBugsRqQZKDHKKNLYiryNzJWYTwOW/rgvb1HjS6OaZx1e5ekybRZ0Jk9LEQXRFLUYXu88dnC/v8A7/434Ko3uiSmInr+AgCH7cWTqF9J33jjDcyaNQuLFy/GiBEj8Mwzz2Ds2LE4cOAAsrOzW8R//vnnmDRpEubNm4ebb74Zy5cvx4QJE7Bt2zZceumlAIC//OUvePbZZ/Hqq6+iV69eePLJJzF27Fjs3bsXycmxNXb9839vRPnRMqOLYTryyAEAbLDA7U0WKEBp79vguumZVv1MqZVXj2rrIe+VL/8WK6RJgAVA+Zm2/cdjwKD2KZyHQHSB1KFXCiTgjf8yuDTm4jz8Oey+feXIj6/e5bC9+BH15Onpp5/GtGnTcPfddwMAFi9ejNWrV+Pll1/G448/3iJ+4cKFuOGGG/DYY48BAH7/+99j3bp1eP7557F48WIIIfDMM8/giSeewPjx4wEA//znP5GTk4OVK1fijjvuCLtsTqcTTmfLJTVlWYbVag2I0yNJEmw223nFulwuWDo/i559D4Zd5kSRhKcB9EC53YoxNQuMLo6peCDjuz1ZEHs+NroopjI1zXtu2UUjnvjmRYNLYy6yUJDnSQaGvADAW/eIEMvm2v3mGkYS63a7oSj6szgjibXZbFqyF61Yj8cDj0d/EY1IYq1WK2RZNk2soihwu/VHNVgsFlgsFtPECiHgcunP44wk1v8a3tqxTT1PErDvfd3YRGQHcEJkYqJzLlyC+8qphkvlvp+a6lHWEearI0K135uLavLkdDpRXFyM2bNna8/JsozCwkIUFRUFfU9RURFmzZoV8NzYsWOxcuVKAMDhw4dRVlaGwsJC7fX09HSMGDECRUVFQZOnxsZGNDY2ao8dDu+dkQULFgTtqcrPz8edd96pPZ4/f77uH6FHjx6YOnWq9njhwoWoq6sLGpuXl4dp06ZpjxctWoQ+Sd/Axt7/FuQMb+PHkZKOwktHwOabp/HNoW9wouyE7vuuHDYMSb6/6eHDh3H8+HHd2Csuvxyp7doBAEqOlqDkWIlu7ODBg9GhQwcAwHfffYcjR47oxg4aNAjp6ekAgBOlpfjm2291YwcMGIDMzEwAwMnycnx9UD+R7ndJP3TO6oySyjpU7S9Hg1O/YrBarQGVU7DjV/jHqpXpOSocq3+l16oVmV8sBNxhxgJNn9sgefcxSkIjyus+AYAWfWmh7vtFK7Z5fFvHylCQAjf6nk2GEAKSJGHp0qUoLS0NGp+amqrdvAKAZcuW4ejR4MMgbTYb5syZoz1+8803cTDEMTx37lzt53fffRd79+7VjZ09e7aWbK1atQo7d+7UjX300UfRzncur127Flu3btWNnTFjBjIyMgAA6z78EAs/OY7TIvgiGl1yu2g3vKqrq1Ht0O8Fz83J1crrcDhQVV2lG5udnYPkJO/xWnO2BmfO6PeUZnXOQkqKd+5nbW0tTlee1o3t3KkzUlO9v0tdXR1OnT6lG9sps5P2ndXX16PiVEXA6xKAbPksMqV6DB4yGH369AEAnKo4hU8++UT3cy8ddCn69vVu4n3mzBl8tOEj3dj+/fuj/wDvtgIOhwMfrvtQNzY/Px+DLhuk/W4frNHfPL13794YcvkQAN7r/+pVq3Vju/fojmHDhgEAPG433nvv37qxXS/qCqQ0LRjxhOtu3dhEJCChSBmAy+0VsMPbgLfarHjwgQe1mPfffz/k9fNnP/uZ9vOaNWtw6NAh3dgHHnhAOz/XfbgO+/ft14299757kZriPTc++vhj7N6lv23DlKlTkNYhDQDw6aefYvt2/dVb77zzTnTq1AkAsGXLFnzxxRctYholb1NbEgJOt/f4KSoqwvr1G3Q/96c//S/06NETALB161Z88MFa3djbb79dm7ayc+dXeP99/aT+lltuwYABAwAAe/fuxTvvvKMb+8Mf/hCDBw8GABw8eBBvvPGGbuwNN4zFsGFXAgCOHj2Cf/3rNd3Y6667FgUFIwEApaXH8fLLr8AiBb+CjR49GmPGjAEAVFRU4IUXXtD93IKCAlx//fUAvPX1woULdWOHDRuGceO886Tr6uowf/58NDQ06MY3F9Xk6dSpU/B4PMjJyQl4PicnB/v3Bz/Iy8rKgsaXlZVpr6vP6cU0N2/ePPz2t78Nu9zN71qGuusaSWzz14QQOL62KxRuXtmCNF0AFsCe1B4zr+2F9u3bAwDef/8gtp3WT4h+NvpWdOzYEQDwwQdHsOWkfuwDV/9QO442bCjFpjL92HuuGotu3boBADZtqsCGEEnZT6+8Fr17eycSb95chbXH9GNvv+Jq9OvXDwCwbVsd3j+iH3vLkBEYNMgbu2vXrnNWeldccQUAYP/+/SErvbFjx+Kqq64CAHz77bf417/+pRt77bXX4pprvHubHDt2DC+//LJu7DXXXINrr/VuDlheXo7Fixfrxo4YMQI33HADAG+D69lnn9WNveKKK/DDH3orvbNnz2LBAm/PpE32XqwlCJws4WpP/hQJOJjnQvI35bioczqqXRLOKsGrf4/bgtKqpjkLVU7oxto81oDYM41CNxZAYGzDuWPtdu/ftLJeOWdsO5ccVuyJ6gbUwVuOreUeHPR01o09WVoDNUWVoUCG/kqFFSfOQoQbW1YLAe9NNgkKLKFiT9ZDoCG82IoGCDT6YkXo2FMNEKecIWNPK97nPvmyGuLLHX6xPXQ/d9O2s1C2hRn7VT2Ur3b4HglYQ8XudUHZG2bsAQWvHAgz9pCEfx0KL1YclnBbP1/yJMlYo4zUjbXZ7UjL6Kg9rqwoh17zwGqzIb1jpvb4zKmTUJTgwVarFemZnbTHVacr4PEE72m1Wi1Iz2w6vqsrT8HtDt4rYbHIyPDbGqS68rRuj4AsS+jYuWnaRfWZSt8NL4Helkp0lptuIFslD3p2bqc97mhzo1JuhB7/2Ey7B2khYrtnpiDJdxOik10JHdsxBe3bez+7c1Lo2G4ZyejY0Ru7P1mEjL0oIwk5vjJ/m4KgsSfhTfAkAH2fUFfeUyBjiO7n/mvJXgjs871PgSVU7KsHIXAovNjlRyBw1BcrQse+9R3EW6Xhxa48CbFyTVixr60+A2V1U2wqBuInKbuDxvq3sUO1r6MZG0xCzB6ePXt2QG+Ww+HQGsLhCDVP4ELmEEiShIq+Q+FJ7XDenxGv1G9VkQK7/iP5vltzfof/Z7VmGc73s2KtDJF87nnHyt5jRYLAQ6u5AUBzO/pY8GjFKpSILrg56Qyy5OANo4bGeoz8U9Md0Rvsp9HFEjzW5VECYgvtFeimEwsgIHaMvQy9QsQWPr0Rbnj/plfbSpFv1Y+9+blP0ehroFxlO4b+IWInLv4cZ4W3wTXMegyzk7cjC8F7c7r2H4qkVG/DqPL4EVSV6fdOd7nkcqS099blZ04cw5nSw7qxufmDkJrmbVhXnTyOymPf6Mbm9BmIdhnexrLjVBlOHf1aNza7V3+0z/Q2gM9WVuDk4X26sZ179EVa51wAQG3VaZR/syfgdSs86IzTkCFQZ8+A0+q9gWX1NKJ9Y0WLz1PV29LRaPN+DxbFiQ4NJ3VjG2wd0GBL98W60aFBf/5vg7U9GuwZAABZeJBWrz8CodHaDvV27/crCQXp9cF7WQHAaU1Fnd2buEgQSK/Tv4HltKRglfDePBKQ8KNk/e+3T58++K//mqA9/uMf/6jb+969e3fcffePtcd/+ctfUF8ffNGFLl264P77b9EeP/PMM6iuDt4j2rlzZzz88K3a40WLFuHUqeC9kenp6Zg58zbt8YsvvogTJ4J/xykpKfjFzydqj1955RWUlAQ/N9pqnmW02gatep3zGx8wwHoSV9q+041d09gXZYq39+sSyykU2PXrnnWNF+M7JQMA0MdSiWvsR3RjP2rsjSOK93jvIZ/B95P0R8ZscvbEId/Npa5yNX6QpN8LWOTsjv0eb0KdI9fgxiT9eupL10XY7fbWPZ2kOvwwxHkUibb8u0Y1eercuTMsFgvKy8sDni8vL0dubm7Q9+Tm5oaMV/+/vLwcXbp0CYgZMmRI0M9MSkrS7k6EQx0PGo7mf4BIE62k5EzUgfv1NGfxdfkLWY6owX6+sef6m0fyuf6fxTJEXobzjXVb1eRJQWmet25I65CGnFxv76JQBA59o1/5d2jfHrl+dUqo4WftUtshr2ue9vibQ99AEcETtpSUFFx00UXa42+/+RYeJfjd3+SkZHTr3nRj58jhI3C5g9cPSXY7uvdouktecvQoGoOM2bY5ncg6dRo5lcBI+3Z0dLvQDeVIF8EbZ05YMNjSdKHuLpUjU9QGjfVAbhZ7AtnibNBYAAGxPaQTyBH6k8sHWUqg+JKnntIJ5IiqELHH4PJdznpLJ5AjKnVjB8rH0ABvz+SV8n7cjTf0J3LvW6f7OS0ciCD2YASx30QQe3gdoJ+zBTq6Dgh3UUqn779wuHz/tXas2/efkbEeYLXiTZ6Ucyyw05btiNb43Ej+nQv53Ei+l9a8HhnZjlB8MRIEvvqNd1jZ1i2bselj/eTpH1OvRLfu3vp9x7at+GidfvL0/OQr0LvPxQCAPbu+wv/954hu7PyfDEbfft6hsl/v34fV7+knT7+fcCkGDroMAPDtN4fw3tv618854/phyBXe4a/HSo7i7RX6ydOsH/TFsBHe0S5lJ0qx4p/6yVNbtyPCJYnz6a+KwIgRIzB8+HA899xzALxdZd27d8f06dODLhhx++23o66uLmDM5siRI3HZZZdpC0bk5eXh0UcfxSOPPALA25OUnZ2NpUuXhrVghMPhQHp6OioqKpCWltbi9bZcMKL8la/Q+C1Xk2tuauEpHLT0xS/dX2Nm4UROBgcneqr0Jni/9u8VmNNpMDKV09jhG1p4vhPHgdDnclvWEXpVdLixrmPHUDLuZjRaAXHnKVwewaTYRCE69YXIbLlnjyRL2iqUQoiQwzskSdLqk3iJFR17QSSnQ5akprpHiJB18PnGCiHgaaVYSZK0eZytHTv3Wxde6v1D9HIdwcYxN+nGxlIdEWkswEVlIomd8c7f8G7OGIyoK8Z7e7x7EArtf3RITSNw4j42pRNc//1Z0NC2bEc4HA5kZWWhuro6aG7gL+rD9mbNmoUpU6Zg2LBhGD58OJ555hnU1tZqq+/ddddd6Nq1K+bNmwfAO5l39OjRWLBgAcaNG4fXX38dW7duxYsvelfPkiQJM2fOxP/+7/8iPz9fW6o8Ly8PEyZMiKhsdrs94EQNFRfJZ4bLZrMh47IucOdmhP2eRCHBO9RDKIF3BfwvRufifyLFW6wsy2Efa2aIlSQp+rFy0929YO+P5HOB6J33kdYRFxpr7doVAJDkBh7umA1PctsMo4kVObDi7+NeRcfsASHjJOAcfQ2JESv7/mvtWAnhN0iMjJW/+V8A3mF78VJHtGVsJNdwM8S2yjVc63kCUHe66ecwxX2sFF5bItrtiEjOu6gnT7fffjsqKirw61//GmVlZRgyZAg++OADbaJ+SUlJQLfcyJEjsXz5cjzxxBOYM2cO8vPzsXLlSm2PJwD4xS9+gdraWtx///2oqqrC1VdfjQ8++CDm9ngCgPZX5Z07KAHJ67wr1rh0hkIRNefx3fmUwGPGn5ycDFe7ZNhqG2Cvk3A8lcmTv0p48NnZb3HzOZKnRCOEQElNCRrc4a9AlQgkXz2jcJNcCpNQkychgIc2G1waE5LCS07NpE0WjJg+fTqmT58e9LWPP/64xXMTJ07ExIkTWwb7SJKE3/3ud/jd737XWkUkk5F9DWAluqNKKY4I3zgBGQI7PtQfH56ITuffjMx9H2LhpT+HPPxyo4tjGn//6u9Ye2QtjlQfMboopvPavtfwly//YnQxTOcWxbuogojo/jolsoBjJbu/cQWhVpMQq+1R7JF9PU5uJk8ULt+NYAkCn4WY2JqQMr6PTn07Y+Qba2Hfor8XSqK5ufIEUuoVHO0e7ioLiePDo949l9LsabBbuPS/yuJbZ+VcC0YQNSeFnAhEsSShkyen0xl0YiYnegaPbcuJnurqVx7h0Tb2jPRzuWBEYi0YISxqz5OCi4f59iuRJMjqpHgAIsSx4x+r/n6tEovAFYPaOrbO4UTp19VoTOqI2s8/R+3nn4f8zESSA+BOAIv7bMOHPVtu0GqxWLQ6QlGU0IsfyHLA+RnLsYpQsOuUdxPRV69/Fb0yesVFHdEasU/9408AAAVy3CwqE2ksEBvtiNaIbY12hPBdKmS/74jtCPPVEaHOu+YSOnlasGBB0HlS+fn5uPPOO7XH8+fP1/0j9OjRA1OnTtUeL1y4EHV1dUFj8/LyMG3aNO3xokWLdPdnyMrKwkMPPaQ9XrJkCSoqgu+t4d2fYab2eOnSpSgtDb6vRWpqKh577DHt8bJly3D0aPD1am02G+bMmaM9fvPNN0Mu3zx37lzt53fffRd79+7VjZ09e7ZWSa5atQo7d+4MeF2+yrtEZ1lFBerq6tCunXevlbVr12Lr1q26nztjxgxkZGQAANavX4+ioiLd2AcffBDZ2d59CTZt2oSNGzfqxt53333o6pt4v3nzZnz4YcuGlmrKlCno2bMnAKC4uBhr1qzRjZ00aRL69u0LwLvx7Xvvvacbe9ttt2HgwIEAgH379uHtt9/WjR0/fry2dP+hQ4ewYsUK3dgbb7wRw4cPB+Cdg/jqq6/qxhYWFmLUqFEAgBMnTuCll17SjW3LncEBwNVZBgZcDkkIbD7u3UB48ODB2kIyTqdTW5gmmAEDBgQMFw61sXbzOiLUHi7N64innnoqdB1xT1MdEWoPl+Z1xN/+9regdYTV2QEZGAKRmYPODz8MANi2rRg1NTVBP9dms2HkyFHa4x07dqC6uiporCxbtE2TAe8xXFkZfM8kABg9eoz28969e3TrNAC4+uprtAvh/v37UV6uvwdQwciRsNu89cnBg1/r1n8AMGLEVVq9f/z1ZUg6XYXGUyfx809+rvueRJXsTsZrz7+Gm268KS7qiGD86wiXy3XOOkLybV4rJClkLNsRXka2I/w9+uijhrUjPP06tniO7Qjz1RENDeHP70zo5InMS53zJPzu7hOFovittkdNhOS9C+mxpSLrZ965pyVLloRsGI3/WdMc1eNLl4ZsGN3iF1u2fHnIhtFtfrEn33orZMPoRw89qDWMPlu5EntCNIxu/O//1hpGX6xejT0hGkaF0+7TGkYlmzYBp6uQVZuKzMbUFrE52Tna3XiHwwFHjf6+VNlZ2Vp5a2pqUO3Q34Iiq3OWtvfg2bNnUaWTnAJAp06dkJKcAgCoravFmTNndGMzMzORmuL9Perq61BZqb/fVceOHdHOtwFwfUM9Tp8OTHqtLoHvH+iEvLPHYN28BQ7f5qruigp0O6o/p9D+xRdw+BrzrsrKkLFJW7fC4UsSGqsdIWNTkpLg8N2hrq+tCxnbzmKFw3ftaGhsDBnbARIcvr+b2+0OGZvm8UDK9t0xD3sdQUp0as+TBBEwkoZiV9T3eTIjM+3zxO724LE//uhfKLYPxZTanfjTuLs4bA/sblfpDbP5+5pl+EPa5bjIcwyff29syNhzfS4QP/s8na1swIrfbIVslfDg898/5+cCsVFHtEbs8cdnw7FyJTJnzkDHe+4JGWuG874t64gzLy5B5fPP674/Ua168HYsuGwCsjwVKP7eaN24WKojIo0FEqeOaI12xIPvv4TVmSPxvZrN+Ne4u5FkSYqLOqKtYxNqnyczM8M+T7EU25Z7LqhjgxVIAXdpuM+Tlxn2bjLbPk9CUpcq5z5P/tql+ebsuAU8LgUWmxwXdURrxFo6dAAASHX15/y7mOG8b8s6wl3i7W209+gBa25uWJ+TCCTZ1+gLc28alZnriLaMNcN5b1Q7QgLwvde/x56nZjomdcSaW/WHJaoSap8novNh8Q3b079/QhRIve8pc5+nALakpou5s9GNFBtXTlNZOrQHAChng8//SmSeM1UAgE4PPICMH08wtCxmYl3inT/F1fYoXNo+TxCocwefy5bIkixJRhchYkyeyJS0jQgTb1QpnSd12AjnPAWSLTKsdhlupwJnvQcp7Y0ukXnI7b09T56zZw0uifl4fPOlLB0zjC2Iyci+6oVznihc6u08SQCrf7za0LKYkRyDG04zeSJTkrWeJzaEKTxqL6XEhLsFe7IVbqcTrkb9seWJSG7vXTBBqWHy1JzHtzCFtWPLlcISmdrfJJg8Ubj8Fozontbd2LJQq0jo5In7PJl3oqd6d88jwH2egsSaYfKmmSZ6AoDbd1zIENp5yAUjvNShe856zzljgdioI1ojVvKt0Od2OIL+XRK5jnD7kielfXt4PJ64qCNaI1b2HVoKpLiqI+KxHdEasa2yzxPUYXtN4qGOaOtY7vNkEtznybz7M0jDOgMAaurquM+TD/dn8NLbw+Vsnh3I8N7dU/dfiXQPF/99nuJpD5fMmqGQkQpng/ciFQ91hL/z3cPlq0OHkAXgxDff4J9B/t6JWkdY3G7cWl8PAFj48ssoHD8+LuqIYCKtI1SKJMdVHRGP7Qh/hu7zdKn3df9REbFeRzQXD+2ISPZ5Yr8zmVLTPk8GF4RihjoplwtGBOG7Xe5q4BIs/hTfzTNbiDuUicjuuwOrSBJcEayklggsirfZJLhgBIWJ7Zj4w32euM+TKbvbp677OzakXoNxZ3fgpZuncNge2N2u0htm89TqpXguYzgucX2NdWMmhIw91+cC8TVs7/+W7MXRXZUY8oPu6Dmok/fvFqLmt9qafrdIYj0eD4SiHxxJrMVqCTg/oxHbeOw7nHnkIbSTapE5fXrLWIsF6qrCiiJC1j2yRYbsCzZFrBBQPCFiZRmyHDzWc6oCVa8shaVzZ/TcsD5u6ojWiP3Hi89ibv9rkSQacPDqK8L6XMD8dUQ8tiNaI7Y12hH3rFmKD9OG4/rqT/Hq+IchSRLbESasI7jPU5i4z5N592fgPk+hmWHvJrPt86T4LQfLfZ4CJad6/80d60qwY11J2J+ZEK76LUZ88XuIp54yuiSmY83KanG8xnId0Rqx/qvtxVMd0VaxZti7qa3bEVovpQCgKIAvju0Ic9UR3OeJYp4svHeFOACLwqXe9+RS5S31H9kFlSdq4XZy2J4/x+kGeFwK8L2bkGY9aXRxzEWWkHHLrUaXwnTUBSM4bI/C5X9tEm43pDCTGzIvJk9kSrKvuvHwAkVhUsB9nvR0vaQjfjLnSqOLYTrvzC/GiUPV6HjXFHS9Itvo4lAMkLjPE0VInfMkCwG43UBS7G0KS4GYPJEpacP2mDtRmNRpLmqvJdG5yBZ1rgKPGQqP5GsJKxJ7Dyg8/r2UJxc8DYnJUwA5NRVZP2s559TMmDyRKam9Bwp7nihM6t099jxRuCwW38RpD48ZCo/kt3SaIoS2QAeRHv99ns4sX25sYUzI0qkTkyei1mDRFowgCo8iOGyPIqP2PCluHjMUHtnvUPEIQGbuROeg3dgTAp3uu9fYwpiQlJpqdBEixuSJTEndTI5znihcaqLN5InCJVvVnifepmnuxKEqbFzxNVxcZCSA0970fTyw9whkXqM0kgTcltMR13dON7oopiRJQPajjxpdDGoFTJ7IlNSpuIJDIihM6tAIOfG2rqPzpM15Ys9TCwe/LMfp42eNLobptM9RkCzq0SClYHVFtdHFMZ09NfVMnppRpx9IrGbiBpMnMiWZPU8UIa62R5HinCd9bre3N27gNXm45KouBpfGPA4UfYtfYS4OuAZgwIBfGV0c06hwuvHXo+WocrOnsrmmOU+sZ+IFkycyJf9NconCofACRRHS5jwpHLbXnMeXPKVnp6JLH/YkqEp2J6M3vkF35TjGXvSM0cUxjZL6Rvz1aDnqPEyeWtDmPBlbDGo93KiATEnd54lLlVO41OuSzOSJwqTOeeKwvZY8Lu93YrGymeBPknzfB1vCAdr5Nn6tVwQ8HDodgDf24g9rRTKlpo0ImT1ReBT1oOH1icKk9TxxwYgW1O/EYmUdHEgdsMOKxl87S1Nzso7nUwD1SGG+HT+YPJEpWXwbnSoSD1EKj5poy1zgnsJk4VLlutRhe+x5CiTL3u9DYks4QJIswXc6oZbJUyAufBV3WCuSKakHJnueKFy8u0eRkrlghC4mT8HJvKEXlCRJWu9TLec9BWhabY/1TLxgLUCmJHPYHkVIvdfJOU8ULtk3JM3DO+UtcM6TDsni+3/WM82p857Y8xQcWzPxg7UimVLTghGsbig8XA6WIqUN22PPUwtqz5PMOU8B1AUjWM+01NTzxOTJn2DPU9xh8kSmJPvqXvY8UbjUBSN4gaJwacP23GzsNcdhe8HJMnue9KQyeQpKXTWYrZn4wVqRTIlznihSQqgLRrBRQ+FRV9vzsOepBbU3jslTIPY86eOcJz2+dgwPmbjBWpFMqWnYHg9RCk/T3T1eoSg8amLApcpb8rjY8xSMJPuWKpcAwV7uAOqcJy5VHkiAN/biDWtFMiXu80SR4opGFCmZc550acP2bKyD/Un+S5WzrgnAOU/Bqd8Gr03xg8kTmZJFTZ7Y80Rh0pYqN7QUFEvUOU8e7vPUAuc8BSepq+0B8HjcBpbEfNTkiT1PzagLXwleneKF9dwhRG2Pc54oUlxtjyLV1PPExl5z2mp7FiZP/mTZAvim9Px7wf8GJFOJ7kT3S4HcPlh+4jQ2V501ujim8Y2tOwAO24snCZ08OZ1OOJ3OFs/Lsgyr1RoQp0eSJNhstvOKdblcumOmoxULAHa7/bxi3W43FEW/kRFJrM1mg+S7GxMs1n+fJyFEyFi9z/V4PPCEmLgaSazVatV2ljdDrKIocLv173paLBZYfOPPzRArhIDL5WqVWP/z0z9W8V2YZCG081Av9lyfC4Q+l1lHBI9tyzqiNWLVjm23yxP075LIdYTaG6cINzweT1zUEa0Ra7HatOTp2IEtEB7e4FNJwgLk9sGReieO1OvXcwnH0h4A0MFdpz0VD3VEW8dGu44IdW1uLqGTpwULFiA5ObnF8/n5+bjzzju1x/Pnz9f9I/To0QNTp07VHi9cuBB1dXVBY/Py8jBt2jTt8aJFi1BdXR00NisrCw899JD2eMmSJaioqAgam56ejpkzZ2qPly5ditLS0qCxqampeOyxx7THy5Ytw9GjR4PG2mw2zJkzR3v85ptv4uDBg0FjAWDu3Lnaz++++y727t2rGzt79mytIbVq1Srs3Lkz4HW5h/fkVyCjrq4O7dq1AwCsXbsWW7du1f3cGTNmICMjAwCwfv16FBUV6cY++OCDyM7OBgBs2rQJGzdu1I2977770LVrVwDA5s2b8eGHH+rGTpkyBT179gQAFBcXY82aNbqxkyZNQt++fQEAu3btwnvvvacbe9ttt2HgwIEAgH379uHtt9/WjR0/fjyGDBkCADh06BBWrFihG3vjjTdi+PDhAICSkhK8+uqrurGFhYUYNWoUAODEiRN46aWXdGNHjx6NMWPGAAAqKirwwgsv6MYWFBTg+uuvBwBUV1dj4cKFurHDhg3DuHHjAAB1dXWYP38+AMA50Pu3hFAwb948AMDgwYMxYcIEAN4kQH0+mAEDBmDixIna41CxrCO8jKwj/D366KPnVUfs3rMLgAXHSr7DvHmrW8QmbB0hgM7KNQCA5xY9ixvG/SAu6ohgIq0jruh2sfb40p8e0o1NRP1wGL2+O4Jva64CfA10i8WCm2++WYvZvHkzysvLdT9j/Pjx2s9ffvmlbj0FADePuxkWq7exvG3bdhw7VqIbe8MNNyIpyVuf7Nz5FY4cOawb+4Mf/ACpqakAgD279+DQN/p/52u/fy06pHUAAOzffwAHDuxvEdMt+xByMg7iorPttedivo5oJh7aEQ0NDbrxzSV08kTmpfU8cZNcCpM6P45DIyhcTVMqWc8E8h+qx/PJnyyloqoqBxkZ+glAorLBjaszNiF5VwaUdt6Ewmaz4Y4unbQYpb4aB8uP6X6Gf6ylsQZ7Q8ROzMnQbrAku85iZ4jY27LStBssHbbVITlE7C2dOmg3WP5vVwOsIWLHd0xFdra3zB8fcEIKEntZh61Iy/gGlRit+zkUWySRgGttOhwOpKeno6KiAmlpaS1e55Cc4LFtOSTn+Tefwl+6jkOWpwJfXVfIYXtgd7tKb5jNPR+8hg87XIGxNZ9gyQ0PhIw91+cCHLZ3PrGxNmzvyO4KrH5+FzLzUnHr41eEjDXDed9WdURjnRv/fHwzAOCep0fCnmSLizqiNWK/2/4tlq5ehlTJjhmPzwrrc4H4ryPq60uwtfhGeFwSarZNRmbXbtrr6t8N8B4ToT43klhZtmhrMUQtVgiIEPVJOLEO65ton/sNKveNwcSH/wEg9usII2KjXUc4HA5kZWWhuro6aG7gL6F7nux2e0AFECouks8Ml39FFQux/heCaMc2LRghwyn8loSVZW04QDABsZIEhChHJLEuAFArRYNjZUiwyXLYx5psglhJkqIeq/gtGBHs/ZF8LhC98551hHlibXbfxVM599/F/8J8LmaIvZBz2e03eiU5JUlLIC/0c0NpizqiNWJlCfD2VMpISkoJ63MBRC3Wbg9/wYroxnYGAFhsAkd2bsWRHcVhvz/e9fmRtli59lys1xFGxEb7vI/k2pzQyROZl5oenbZ0Qo+NXxlaFrORAfy6Tx4e6J5tdFFMRV0FlsP2KFzaUuXc5ymAttKeVQpInAiQfGM9ecQEslo7aD9fMe4GSCL8BDDe1dj+n++n8G9EkbkxeSJT6uI6i0xxCpVSZ6OLYjoKgI8qa5g8NaMtVc5WDYXJYuVS5cFwj6cQtGSSFY0/WbZBllOgKPW46rYJSEnpdu43JYg17/7b91Pg6sEUu5g8kSmlCAXP4EFUVXbHmMJ3jC6Oaaw9U4vHDp+EK/GmKp6TOmyPPU8ULm2fJ26SG4DJkz5tv1Nji2FKVmsHOJ31cLtrjC6KOQnJe+Awd4p5TJ7IpCywQEGKqMO/7p9sdGFM42DP/sANk1F5qgLAxeeMTyRqY4Y9TxQuddiewmF7AdRkkslTS1qvAW9gteBNnk4yeWpBuzp5e56YPcU81oxkShaLd+KexJZwAIviXUWnrqHe4JKYj7qsvcR7whQmtefJw2F7AZp6ntjIa8FXz7CWaUmd98TkqRm1HSMk5txxgj1PZErqpFxbchJmLnvX4NKYx4rPt+D/eQA373u0oF6TZF6dKExqz4rbqeCTFQcMLo151FZ7l8pmz1NL7DXQx+RJjwj6I8UuJk9kSpLkW2pTErBYuUKNKslmBTyAmxNOWxDseaII2VOskGQJQhHYtfG40cUxneT2rHtbkNWeJ9YzzWnJk4fJUzDCN2yPYh+TJzIlyW+nJ2pil71JpUfiHeHmmvZ5IgpPUooVNz0wCOVHHUYXxXQkSUKfK7KMLobpsH7RZ7W0BwDU1h6Cw8EtRlSSRR1mz2F78YLJE5kUk6dgkqze5Ik9Ty1xwQg6Hz0v64yel3FLBAqPxJ4nXVZbGgDg+PFlOH58mcGlMQ9bO98Pgj1P8YLJE5mSNmyPF6gASRYLAAGPzJ6n5rR9nnjMEFGUqHOeWMu0lJM9DqdPfwKPp9boophKreMs6hqsaDzdmz1PcYLJE5mSJHzJgcSeJ392qwWAG24O22tB2+eJVyciihK154laSku7DFeNWGN0MUznzWf/hb2V36BnQzqXuI8TbIGRKUlacsCKxp+35wnwyJZzRCYe4WvTsFIjomjjsD2KHOc8xQv2PJFJeZMDiXOeAtitVgCNHLYXBBeMIKJok1j3UoT8E+2VT2/X9pcjr6RUK8bPvNzoYkSEyROZlDpsj7dp/CX7FoxQZAsUISBz4QiNNueJt/aIKErUKpc9TxQ2v0Pl9PGzxpXDpFI6xN6WCEyeyJRkyQIFgGytwfbtdxldHNOoahAAHgEAuIRAEpMnjbrPk8xGDRFFiSRxwQg6P1ndOuD7dw02uhimY4nBnjgmT2RKkpIGIQBJ9qDyzGdGF8c0nLBr49JcikASR5BoOGyPiKKOi/VQhNReypT2NvQY2Mng0lBrYPJEpiQrmdix/Sb06mzDqBvGGF0c0ygr+xw44/3ZyeFpQcn8WogoSpo6+1nRULi0XQgNLQW1HiZPZE4ScPZsJ9RbuyM390dGl8Y0nPWNkCo9EJIFLo8CxN5Q4ajx+O4Ic58nIooWDtujSKn3OTnKPn6w/5lMSduIkL0rAWSrHVa4AQCNHo/BpTGXpgUjeIUiouhgA5jOGw+euMHkiUxJu7vH5CmA1ZKkJU8NbrfBpTEX9UjhghFEFDV+DWBenygSEoftxQ0mT2RKTUMjeHHyF9Dz5HIZXBpz4VLlRBRt/vs8MXmicLAdE3+YPJEpsecpOItfz1Mje54CCK62R0RR5l+/8PpEYeF6EXGHyROZEnuegpNlm1/yxDlP/hSJyRMRRRnnrRAlvKglT5WVlZg8eTLS0tKQkZGBe++9F2fPht5ZuaGhAQ8//DA6deqE9u3b49Zbb0V5eXlAzP/8z/9g6NChSEpKwpAhQ6JVfDKYJKs9TwYXxGRk2cqeJx1Nw/YMLggRxS2Jc54oQupxIjHxjhtRW6p88uTJOHHiBNatWweXy4W7774b999/P5YvX677np///OdYvXo13nrrLaSnp2P69Om45ZZb8NlngZuk3nPPPdiyZQu++uqraBWfDMZhe8FJkhUWrrYXlJo8WQwuBxHFL/XGHgCsXLmSDWI/kiRh0KBByM/PN7ooptLUiuGxEi+ikjzt27cPH3zwAb788ksMGzYMAPDcc8/hpptuwvz585GXl9fiPdXV1fjHP/6B5cuX49prrwUAvPLKK+jfvz82b96Mq666CgDw7LPPAgAqKiqYPMUxDtsLTpKsHLang8P2iCjabBYrrMICt+TB7t27jS6O6Xz33XdMnnQwz44fUUmeioqKkJGRoSVOAFBYWAhZlrFlyxb8+Mc/bvGe4uJiuFwuFBYWas/169cP3bt3R1FRkZY8nY/GxkY0NjZqjx0Ox3l/FrUN7vMUnLfnyZs0cdheoKYFI3jMEFF0WKwW3Oi8HBW2GqTf2NPo4phGXV0dNm3ahNraWqOLYkK8JsWbqCRPZWVlyM7ODvyHrFZkZmairKxM9z12ux0ZGRkBz+fk5Oi+J1zz5s3Db3/72wv6DGpb/kMjqIl/z5NTUQwujbkovimcMq9TRBRFOSIdueiIrgUFRhfFNGpra7Fp0yY0NjbC4/HAYuEAahUvSfEnogUjHn/8cUiSFPK//fv3R6us52327Nmorq7W/jt27JjRRaJz4Jyn4PwXjHByzlMA4cu3mXYTUdSoY694aQqQnJys/dzQ0GBgSUzId6xwflz8iKjn6ZFHHsHUqVNDxvTu3Ru5ubk4efJkwPNutxuVlZXIzc0N+r7c3Fw4nU5UVVUF9D6Vl5frvidcSUlJSEpKuqDPoLbFOU/BBcx5YvIUQB22x54nIqK2ZbFYkJSUhMbGRtTX16Ndu3ZGF8lEfKvt8dZe3IgoecrKykJWVtY54woKClBVVYXi4mIMHToUALBhwwYoioIRI0YEfc/QoUNhs9mwfv163HrrrQCAAwcOoKSkBAXsGk847HkKzj95WlQjsGLLPoNLZB7lFm/dxMsTEUWN2vHEa1MLKSkpWvJETXikxJ+ozHnq378/brjhBkybNg2LFy+Gy+XC9OnTcccdd2gr7R0/fhzXXXcd/vnPf2L48OFIT0/Hvffei1mzZiEzMxNpaWn42c9+hoKCgoDFIg4dOoSzZ8+irKwM9fX12LFjBwBgwIABsNvt0fh1yAAye56CkiQrclEKADgtgNN1jed4RwKRrJCEB53dofeTIyI6b+rdGV6aWkhJSUFVVRWTpxa4z1O8ido+T8uWLcP06dNx3XXXQZZl3Hrrrdoy4wDgcrlw4MAB1NXVac/99a9/1WIbGxsxduxY/O1vfwv43Pvuuw8bN27UHl9++eUAgMOHD6Nnz57R+nWorcne6Xi8uRdIkqy4A8swXGxGZupcXNRvkNFFMo3PP5qBrul70M59/itzEhGFxgawnpSUFABg8tQc2zFxJ2rJU2ZmZsgNcXv27Nmi2zs5ORmLFi3CokWLdN/38ccft1YRycT89nA3sBTmI8tWyFBwMQ6iq6hDv4z2RhfJNE65vkEqKlDHxg0RRYnEniddTJ6C0w4VXpriRtSSJ6ILIUlqzxOvUP4kqemU9XicBpbEhCTvsSJ4hSKiaNGqF16bmlOTpy+++AKHDh0yuDTmUVZ/yugiUCtj8kSmpO7zxMtTIP/kSXFzvlMwXNGIiKKHS5XryczMBABUVlaisrLS4NKYT7ukVKOLQK2EyROZUtNWGrxC+ZMkGUJIkCSBipJvcXj7VqOLZCLqpsFMnogoSli96Bo+fDgyMjLQ2Mgbe/5qt5yApaQRvTp1M7oo1EqYPJEpyRy2p09IgCSw++O12L56g9GlMY2+t6rJU0R7fxMRRY6XphasVisGDBhgdDFM5/SBFNQfqYAs89oUL5g8kSlxk1x9ssUOIRqQ1bM7PPXciFAlWYoBAFYbtywgoihhzxNFis2YuMPkiUypaZNcgwtiQhaLHW53A8Y/Ogepqb2MLo5prF1VCIBznoiobQghuHcPUQJiHyKZk8yeJz3qohGK4jK4JGajHius1ogoSvyTJV6eKBLMs+MGWxlkShy2p09NnoTwGFwSs1GPFV6hiIjIJHxDaHhlih9MnsiU1AUjOG6vJUmyAACEYM9TAN8+T+AwGiKKkoDqhZcnooTE5IlMScudjC2GKcmSDQAghNvgkpiN7+6eYPJERG2BVyiKAG/sxQ0uGEGmpA7bO+upw1//+leDS2Mul1xSg6RkQOGwvWZ8yZPEe0JEFCWc80SR4ojyuMPkiUwpLTUNFiHDIymorq42ujim4vYoSAIguGBEM7xCEVGUsXohSnhMnsiUUpNTcEfjKDR2taLjLRcbXRzTOHToEKqqVwHgghEt+ZInwZ4nIoq+ipd2cSiWH0kCUofloN0VOUYXhSiqmDyROUkSUmBHui0N2V27Gl0a06isrMSZKm9ywDlPzakLRhhbCiKKX5JNhpRihah3w3nEYXRxTMd9poHJU3OC16Z4w+SJTIk384KTZRlCUZMnDtsLIHHYHhFFl2SRkTN9CJzHzxpdFFNRal2oeu8bKLW8LrXAuXFxh8kTmZPa/mWlE0CSJAjfanJcMKI5dS8NDtsjouixdkqBtVOK0cUwFaXOmzwJpwLhViBZWQ+rmpoxvLEXL3h0k0n5Khnu8xRAlmUI35weLhjRHHueiIiMICVbtapXqeOQ8qB4aYobTJ7InNjzFJQsy1DU5Ik9T82w54mIyAiSLEFO8Q5mUup5Yy8A2zFxh60MMifZmz0J9jwF8B+2xwUjmlMn5fL2HhFRW5NTvRu4K7W8NlF845wnohjiP2zv4KF5+PbwQoNLZB6WpNMAAIljI4iI2pycyp6nkHhpihtMnsiUJA7bC0qSJNTVpQM4Bre7Gm43NxBWSRKgKDJkV5bRRSEiSjhazxPnPAUS6pByZk/xgskTmZPEBSOCkWUZR48Mgdt1OW6//Vaji2Mqa19fha8rqlDQJcPoohARJRx1zpP7TAM8jkaDS2Mewq0YXQRqZUyeyJzY8xSUJEkAJNTXZyItbZDRxTEVd30xXK5G3t0jIjKAOmyvZsMx1Gw4ZnBpTIiXprjB5InMSUuemD35k2XvfCdF4Z2s5rQjhRcoIqI2l9w/E7XbTkI0ciXY5uT2Nth7phldDGolTJ7IpNQV5QwuhsmoyRNXIQyG48qJiIySfHFHdJ1bYHQxiKKOS5WTOXHYXlCSby4Ye55a0vJJLlVOREREUcLkiUypqf3L7Mkfe57OjakTERERRQuTJzInbbU9Y4thNux50ie0TXKNLQcRERHFLyZPZE4cthcUe57OjXOeiIiIKFqYPJE5cZ+noNjzpE9LKJk7ERERUZQweSJzYu4UFJcqPzeJC0YQERFRlDB5IoohamLAYXstNX0nTJ6IiIgoOpg8kSlpvQcKkwR/7Hk6N3Y8ERERUbRwk1wyJzV3avDg7GfHjS2LidQ31gFgz1MwgpvkEhERUZQxeSJTkmy+VeUa3Kh6/1uDS2Me9XACyd7kSQjB+T3+mE8SERFRlDF5IlOyZqeiw3Xd4a6oM7oopqKcrgFOe39m8hRI63nid0JERERRwuSJTEmSJKT/oIfRxTAd6YtjwH+8PyuKos2BIiIiIqLoY8uLKIZIfskS5z0FUr8P9jwRERFRtDB5IoohstyUGHDFPR3MnYiIiChKmDwRxRCL1aL9zOQpUNMuT8yeiIiIKDqYPBHFEMmv54nD9gJp3wdzJyIiIooSJk9EMUSSmk5Z9jwFxzlPREREFC1MnohiiGSRIfk6WNjz1FzTwD0iIiKiaGDyRBRLpKY5Pex5CqSN2mPuRERERFHC5IkohkiSpCVP7HlqzrdUOXueiIiIKEqYPBHFEvY86dJSSeZOREREFCVMnohiidTUr8LkKTj2PBEREVG0MHkiiiGSDMgcthcUlyonIiKiaGPyRBRL/OY8secpOPY8ERERUbQweSKKJTIXjNAjwOX2iIiIKLqYPBHFEi4YcU7MnYiIiChamDwRxRBJkjjnSUfT98HsiYiIiKKDyRNRLJEAyZcjsOcpOPY8ERERUbQweSKKJVwwQpfgJrlEREQUZUyeiGIJF4zQx/UiiIiIKMqYPBHFEElq2ueJPU+BtFSS2RMRERFFCZMnoljit9oee56aY9cTERERRReTJ6JYInPO07kwdSIiIqJoYfJEFEukpuUQ2PMUiCuVExERUbQxeSKKIRI3yQ2Bq+0RERFRdDF5IoolElfb08MFI4iIiCjamDwRxRKZq+3padrniYiIiCg6mDwRxRBJkiAJJk9BaYvtMX0iIiKi6Ihq8lRZWYnJkycjLS0NGRkZuPfee3H27NmQ72loaMDDDz+MTp06oX379rj11ltRXl6uvb5z505MmjQJ3bp1Q0pKCvr374+FCxdG89cgMg8O29MltOzJ2HIQERFR/Ipq8jR58mTs2bMH69atw6pVq/DJJ5/g/vvvD/men//853j//ffx1ltvYePGjSgtLcUtt9yivV5cXIzs7Gy89tpr2LNnD371q19h9uzZeP7556P5qxCZg9x00rLnKTiJHepEREQUJdZoffC+ffvwwQcf4Msvv8SwYcMAAM899xxuuukmzJ8/H3l5eS3eU11djX/84x9Yvnw5rr32WgDAK6+8gv79+2Pz5s246qqrcM899wS8p3fv3igqKsI777yD6dOnBy1LY2MjGhsbtccOh6O1fk2itiVxn6dz4ag9IiIiipao3aItKipCRkaGljgBQGFhIWRZxpYtW4K+p7i4GC6XC4WFhdpz/fr1Q/fu3VFUVKT7b1VXVyMzM1P39Xnz5iE9PV37r1u3bufxGxEZz3+pcqFw2J4/DtsjIiKiaItaz1NZWRmys7MD/zGrFZmZmSgrK9N9j91uR0ZGRsDzOTk5uu/5/PPP8cYbb2D16tW6ZZk9ezZmzZqlPXY4HEygKDbJTT1P27Zvw9GSowYXyDxq3fUAuGAEERERRU/EydPjjz+OP//5zyFj9u3bd94FisTu3bsxfvx4zJ07F9dff71uXFJSEpKSktqkTERRJQHJwgYAOH78OI4fP25wgcwn2ZZsdBGIiIgoTkWcPD3yyCOYOnVqyJjevXsjNzcXJ0+eDHje7XajsrISubm5Qd+Xm5sLp9OJqqqqgN6n8vLyFu/Zu3cvrrvuOtx///144oknIv01iGKTJGGYuw8yRXu0v6E7JAsXR1Cd/aIMqScFstI6GV0UIiIiilMRJ09ZWVnIyso6Z1xBQQGqqqpQXFyMoUOHAgA2bNgARVEwYsSIoO8ZOnQobDYb1q9fj1tvvRUAcODAAZSUlKCgoECL27NnD6699lpMmTIFf/jDHyL9FYhiliRJSIEdAz3dkHflVZCTozbyNuZU7N+NxrIznPNEREREURO129b9+/fHDTfcgGnTpuGLL77AZ599hunTp+OOO+7QVto7fvw4+vXrhy+++AIAkJ6ejnvvvRezZs3CRx99hOLiYtx9990oKCjAVVddBcA7VO/73/8+rr/+esyaNQtlZWUoKytDRUVFtH4VIvPwP2O5XkQg7ntFREREURbV29bLli3D9OnTcd1110GWZdx666149tlntdddLhcOHDiAuro67bm//vWvWmxjYyPGjh2Lv/3tb9rrb7/9NioqKvDaa6/htdde057v0aMHjhw5Es1fh8h4/oshMFkIjj1PREREFCWSEInXAnM4HEhPT0d1dTXS0tKMLg5R2IQQOD77UwBAlydGwNLebnCJzKPipV1oPFSFjrdfgnaXZ5/7DURERESILDfgbHOiGCJ5N3rySrjbHuFhxxMRERFFC5MnolijJU/MnoJi9kRERERRwuSJKNb45j0xd2qGXwgRERFFGZMnolijLhqhMFkIwK+DiIiIoozJE1GMkTjnKTQO2yMiIqIoYfJEFGtkX3bAYWoBmr4OZk9EREQUHUyeiGKNmjtx2F4zvu+DuRMRERFFCZMnohgjaT1PxpaDiIiIKNEweSKKNVyqPDj162DPExEREUUJkyeiWCOx54mIiIjICEyeiGKNus8T5zwF4oIRREREFGVMnohiDJcqD01i7kRERERRwuSJKNZwqfLg+H0QERFRlDF5Ioo1XKo8NPY8ERERUZQweSKKNVww4hyYPREREVF0MHkiijESh+0Fx6XKiYiIKMqYPBHFGjU5UAwthekwlSQiIqJoY/JEFGvUpcrZ8xSI3wcRERFFGZMnolijLVXOZCEoDtsjIiKiKGHyRBRjmuY8GVsO09HmPDF7IiIiouhg8kQUa7Q5T8yeiIiIiNoSkyeiWKPNeTK4HGbFjiciIiKKEiZPRLFGHbbHnqdAvmySuRMRERFFC5MnohijTelh7hSI3wcRERFFGZMnolgjcZPckLhgBBEREUUJkyeiWKPlTkyeAvDrICIioihj8kQUayQuVR6c7wthxxMRERFFCZMnohgjqWctF4wIwI44IiIiijYmT0Sxhj1PobHniYiIiKKEyRNRrJHVfZ6YPQXH7ImIiIiig8kTUYzRFpNTDC2G+TCXJCIioihj8kQUa7hUuQ4uGEFERETRxeSJKNZwqfLg+HUQERFRlFmNLgARRcjX8+Qur0PDwTMGF8Y8hNM7jpF75BIREVG0MHkiijGSxZsdnP2sFGc/KzW4NCYkM3siIiKi6GDyRBRj2l2ZC/eZBsDNFSOas2SmwH5RB6OLQURERHGKyRNRjEnu2xHJfTsaXQwiIiKihMMFI4iIiIiIiMLA5ImIiIiIiCgMTJ6IiIiIiIjCwOSJiIiIiIgoDEyeiIiIiIiIwsDkiYiIiIiIKAxMnoiIiIiIiMLA5ImIiIiIiCgMTJ6IiIiIiIjCwOSJiIiIiIgoDEyeiIiIiIiIwsDkiYiIiIiIKAxMnoiIiIiIiMLA5ImIiIiIiCgMVqMLYAQhBADA4XAYXBIiIiIiIjKSmhOoOUIoCZk81dTUAAC6detmcEmIiIiIiMgMampqkJ6eHjJGEuGkWHFGURSUlpaiQ4cOkCTJ0LI4HA5069YNx44dQ1pamqFlIfPj8UKR4PFC4eKxQpHg8UKRiIXjRQiBmpoa5OXlQZZDz2pKyJ4nWZZx0UUXGV2MAGlpaaY9oMh8eLxQJHi8ULh4rFAkeLxQJMx+vJyrx0nFBSOIiIiIiIjCwOSJiIiIiIgoDEyeDJaUlIS5c+ciKSnJ6KJQDODxQpHg8ULh4rFCkeDxQpGIt+MlIReMICIiIiIiihR7noiIiIiIiMLA5ImIiIiIiCgMTJ6IiIiIiIjCwOSJiIiIiIgoDEyeiIiIiIiIwsDkyWCLFi1Cz549kZycjBEjRuCLL74wukjUxubNm4crr7wSHTp0QHZ2NiZMmIADBw4ExDQ0NODhhx9Gp06d0L59e9x6660oLy8PiCkpKcG4ceOQmpqK7OxsPPbYY3C73W35q1Ab+9Of/gRJkjBz5kztOR4r5O/48eP4r//6L3Tq1AkpKSkYNGgQtm7dqr0uhMCvf/1rdOnSBSkpKSgsLMTBgwcDPqOyshKTJ09GWloaMjIycO+99+Ls2bNt/atQlHk8Hjz55JPo1asXUlJS0KdPH/z+97+H/6LMPF4S1yeffIIf/vCHyMvLgyRJWLlyZcDrrXVsfPXVV7jmmmuQnJyMbt264S9/+Uu0f7XICTLM66+/Lux2u3j55ZfFnj17xLRp00RGRoYoLy83umjUhsaOHSteeeUVsXv3brFjxw5x0003ie7du4uzZ89qMQ888IDo1q2bWL9+vdi6dau46qqrxMiRI7XX3W63uPTSS0VhYaHYvn27+M9//iM6d+4sZs+ebcSvRG3giy++ED179hSXXXaZmDFjhvY8jxVSVVZWih49eoipU6eKLVu2iG+//VasXbtWHDp0SIv505/+JNLT08XKlSvFzp07xY9+9CPRq1cvUV9fr8XccMMNYvDgwWLz5s1i06ZN4uKLLxaTJk0y4leiKPrDH/4gOnXqJFatWiUOHz4s3nrrLdG+fXuxcOFCLYbHS+L6z3/+I371q1+Jd955RwAQ7777bsDrrXFsVFdXi5ycHDF58mSxe/dusWLFCpGSkiL+/ve/t9WvGRYmTwYaPny4ePjhh7XHHo9H5OXliXnz5hlYKjLayZMnBQCxceNGIYQQVVVVwmazibfeekuL2bdvnwAgioqKhBDeSk2WZVFWVqbFvPDCCyItLU00Nja27S9AUVdTUyPy8/PFunXrxOjRo7XkiccK+fvlL38prr76at3XFUURubm54qmnntKeq6qqEklJSWLFihVCCCH27t0rAIgvv/xSi1mzZo2QJEkcP348eoWnNjdu3Dhxzz33BDx3yy23iMmTJwsheLxQk+bJU2sdG3/7299Ex44dA65Fv/zlL8Ull1wS5d8oMhy2ZxCn04ni4mIUFhZqz8myjMLCQhQVFRlYMjJadXU1ACAzMxMAUFxcDJfLFXCs9OvXD927d9eOlaKiIgwaNAg5OTlazNixY+FwOLBnz542LD21hYcffhjjxo0LOCYAHisU6N///jeGDRuGiRMnIjs7G5dffjmWLFmivX748GGUlZUFHC/p6ekYMWJEwPGSkZGBYcOGaTGFhYWQZRlbtmxpu1+Gom7kyJFYv349vv76awDAzp078emnn+LGG28EwOOF9LXWsVFUVITvfe97sNvtWszYsWNx4MABnDlzpo1+m3OzGl2ARHXq1Cl4PJ6ABgwA5OTkYP/+/QaVioymKApmzpyJUaNG4dJLLwUAlJWVwW63IyMjIyA2JycHZWVlWkywY0l9jeLH66+/jm3btuHLL79s8RqPFfL37bff4oUXXsCsWbMwZ84cfPnll/if//kf2O12TJkyRft7Bzse/I+X7OzsgNetVisyMzN5vMSZxx9/HA6HA/369YPFYoHH48Ef/vAHTJ48GQB4vJCu1jo2ysrK0KtXrxafob7WsWPHqJQ/UkyeiEzk4Ycfxu7du/Hpp58aXRQyoWPHjmHGjBlYt24dkpOTjS4OmZyiKBg2bBj++Mc/AgAuv/xy7N69G4sXL8aUKVMMLh2ZzZtvvolly5Zh+fLlGDhwIHbs2IGZM2ciLy+PxwuRHw7bM0jnzp1hsVharIJVXl6O3Nxcg0pFRpo+fTpWrVqFjz76CBdddJH2fG5uLpxOJ6qqqgLi/Y+V3NzcoMeS+hrFh+LiYpw8eRJXXHEFrFYrrFYrNm7ciGeffRZWqxU5OTk8VkjTpUsXDBgwIOC5/v37o6SkBEDT3zvUdSg3NxcnT54MeN3tdqOyspLHS5x57LHH8Pjjj+OOO+7AoEGD8NOf/hQ///nPMW/ePAA8Xkhfax0bsXJ9YvJkELvdjqFDh2L9+vXac4qiYP369SgoKDCwZNTWhBCYPn063n33XWzYsKFFl/XQoUNhs9kCjpUDBw6gpKREO1YKCgqwa9eugIpp3bp1SEtLa9F4oth13XXXYdeuXdixY4f237BhwzB58mTtZx4rpBo1alSLbQ++/vpr9OjRAwDQq1cv5ObmBhwvDocDW7ZsCTheqqqqUFxcrMVs2LABiqJgxIgRbfBbUFupq6uDLAc2Cy0WCxRFAcDjhfS11rFRUFCATz75BC6XS4tZt24dLrnkEtMM2QPApcqN9Prrr4ukpCSxdOlSsXfvXnH//feLjIyMgFWwKP49+OCDIj09XXz88cfixIkT2n91dXVazAMPPCC6d+8uNmzYILZu3SoKCgpEQUGB9rq6/PT1118vduzYIT744AORlZXF5acTgP9qe0LwWKEmX3zxhbBareIPf/iDOHjwoFi2bJlITU0Vr732mhbzpz/9SWRkZIj33ntPfPXVV2L8+PFBlxe+/PLLxZYtW8Snn34q8vPzufR0HJoyZYro2rWrtlT5O++8Izp37ix+8YtfaDE8XhJXTU2N2L59u9i+fbsAIJ5++mmxfft2cfToUSFE6xwbVVVVIicnR/z0pz8Vu3fvFq+//rpITU3lUuUU6LnnnhPdu3cXdrtdDB8+XGzevNnoIlEbAxD0v1deeUWLqa+vFw899JDo2LGjSE1NFT/+8Y/FiRMnAj7nyJEj4sYbbxQpKSmic+fO4pFHHhEul6uNfxtqa82TJx4r5O/9998Xl156qUhKShL9+vUTL774YsDriqKIJ598UuTk5IikpCRx3XXXiQMHDgTEnD59WkyaNEm0b99epKWlibvvvlvU1NS05a9BbcDhcIgZM2aI7t27i+TkZNG7d2/xq1/9KmDZaB4vieujjz4K2laZMmWKEKL1jo2dO3eKq6++WiQlJYmuXbuKP/3pT231K4ZNEsJv62giIiIiIiIKinOeiIiIiIiIwsDkiYiIiIiIKAxMnoiIiIiIiMLA5ImIiIiIiCgMTJ6IiIiIiIjCwOSJiIiIiIgoDEyeiIiIiIiIwsDkiYiIiIiIKAxMnoiIiIiIiMLA5ImIiIiIiCgMTJ6IiIiIiIjC8P8BzMp68YajujgAAAAASUVORK5CYII=", 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", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "env = AwakeESteering(\n", - " backend=\"cheetah\",\n", - " backend_args={\"quad_drift_amplitude\": 0.0, \"quad_random_scale\": 0.0001},\n", - ")\n", - "observation_on_reset, _ = env.reset()\n", - "observations = []\n", - "for _ in range(10):\n", - " observation, _ = env.reset()\n", - " observations.append(observation)\n", - " for _ in range(100):\n", - " observation, _, _, _, _ = env.step(np.zeros(10))\n", - " observations.append(observation)\n", - "\n", - "observations = np.array(observations)\n", - "\n", - "plt.figure(figsize=(10, 5))\n", - "for i in range(10):\n", - " plt.axhline(observation_on_reset[i], ls=\"--\", color=\"grey\")\n", - " plt.plot(observations[:, i])\n", - "plt.show()\n", - "\n", - "# Repeat with different reset\n", - "\n", - "observation_on_reset, _ = env.reset()\n", - "observations = []\n", - "for _ in range(10):\n", - " observation, _ = env.reset()\n", - " observations.append(observation)\n", - " for _ in range(100):\n", - " observation, _, _, _, _ = env.step(np.zeros(10))\n", - " observations.append(observation)\n", - "\n", - "observations = np.array(observations)\n", - "\n", - "plt.figure(figsize=(10, 5))\n", - "for i in range(10):\n", - " plt.axhline(observation_on_reset[i], ls=\"--\", color=\"grey\")\n", - " plt.plot(observations[:, i])\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "rl4aa24-tutorial", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.18" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/notebooks/load_lattice.ipynb b/notebooks/load_lattice.ipynb deleted file mode 100644 index 11e0dce..0000000 --- a/notebooks/load_lattice.ipynb +++ /dev/null @@ -1,1342 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import cheetah\n", - "import matplotlib.pyplot as plt\n", - "import pandas as pd\n", - "import torch" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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    5DRIFT_1DRIFT0.2485700.0694000.0009840.0009845.0123575.0123570.0000000.000000...0.000000-0.049714-0.0497140.00.00.00.0079060.0079060.00.0
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DPY ALFX \\\n", - "1 5.000000 5.000000 0.000000 0.000000 ... 0.000000 0.000000 \n", - "2 5.000000 5.000000 0.000000 0.000000 ... 0.000000 0.000000 \n", - "3 5.006420 5.006420 0.000000 0.000000 ... 0.000000 -0.035834 \n", - "4 5.006420 5.006420 0.000000 0.000000 ... 0.000000 -0.035834 \n", - "5 5.012357 5.012357 0.000000 0.000000 ... 0.000000 -0.049714 \n", - ".. ... ... ... ... ... ... ... \n", - "99 497.773560 494.605213 -0.005214 -0.000397 ... -0.056194 -44.983456 \n", - "100 543.773800 539.490269 -0.005413 -0.000397 ... -0.056194 -47.017023 \n", - "101 543.773800 539.490269 -0.005413 -0.000397 ... -0.056194 -47.017023 \n", - "102 960.761021 945.248720 -0.006923 -0.000397 ... -0.056194 -62.502344 \n", - "103 960.761021 945.248720 -0.006923 -0.000397 ... -0.056194 -62.502344 \n", - "\n", - " ALFY X Y K1L MUX MUY ENV_X ENV_Y \n", - "1 0.000000 0.0 0.0 0.0 0.000000 0.000000 0.0 0.0 \n", - "2 0.000000 0.0 0.0 0.0 0.000000 0.000000 0.0 0.0 \n", - "3 -0.035834 0.0 0.0 0.0 0.005701 0.005701 0.0 0.0 \n", - "4 -0.035834 0.0 0.0 0.0 0.005701 0.005701 0.0 0.0 \n", - "5 -0.049714 0.0 0.0 0.0 0.007906 0.007906 0.0 0.0 \n", - ".. ... ... ... ... ... ... ... ... \n", - "99 -43.909992 0.0 0.0 0.0 1.133650 2.080197 0.0 0.0 \n", - "100 -45.860121 0.0 0.0 0.0 1.133803 2.080351 0.0 0.0 \n", - "101 -45.860121 0.0 0.0 0.0 1.133803 2.080351 0.0 0.0 \n", - "102 -60.710072 0.0 0.0 0.0 1.134642 2.081200 0.0 0.0 \n", - "103 -60.710072 0.0 0.0 0.0 1.134642 2.081200 0.0 0.0 \n", - "\n", - "[103 rows x 21 columns]" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df = pd.read_csv(\n", - " \"../src/environments/electron_tt43.out\", delim_whitespace=True, skiprows=45\n", - ")\n", - "\n", - "# Shift column names to the left\n", - "df.columns = df.columns[1:].tolist() + [\"\"]\n", - "# Remove first row\n", - "df = df.iloc[1:]\n", - "# Drop last column\n", - "df = df.iloc[:, :-1]\n", - "# Convert all columns except for NAME and KEYWORD to float\n", - "df[df.columns[2:]] = df[df.columns[2:]].astype(float)\n", - "\n", - "df" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['NAME', 'KEYWORD', 'S', 'L', 'SIGMA_X', 'SIGMA_Y', 'BETX', 'BETY', 'DX',\n", - " 'DPX', 'DY', 'DPY', 'ALFX', 'ALFY', 'X', 'Y', 'K1L', 'MUX', 'MUY',\n", - " 'ENV_X', 'ENV_Y'],\n", - " dtype='object')" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df.columns\n" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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", 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "def convert_row_to_element(row) -> cheetah.Element:\n", - " \"\"\"Takes a row from the MADX output file and converts it into a Cheetah element.\"\"\"\n", - " sanitized_name = row.NAME.replace(\".\", \"_\").replace(\"$\", \"_\")\n", - "\n", - " if row.KEYWORD == \"MARKER\":\n", - " assert row.L == 0.0\n", - " return cheetah.Marker(name=sanitized_name)\n", - " elif row.KEYWORD == \"DRIFT\":\n", - " return cheetah.Drift(name=sanitized_name, length=torch.as_tensor(row.L))\n", - " elif row.KEYWORD == \"MONITOR\":\n", - " assert row.L == 0.0\n", - " assert sanitized_name.startswith(\"BPM\")\n", - " return cheetah.BPM(name=sanitized_name)\n", - " elif row.KEYWORD == \"KICKER\":\n", - " # TODO: Horizontal or vertical?\n", - " return cheetah.HorizontalCorrector(\n", - " name=sanitized_name, length=torch.as_tensor(row.L)\n", - " )\n", - " elif row.KEYWORD == \"QUADRUPOLE\":\n", - " return cheetah.Quadrupole(\n", - " name=sanitized_name,\n", - " length=torch.as_tensor(row.L),\n", - " # k1=torch.as_tensor(row.K1L),\n", - " k1=torch.as_tensor(row.K1L / row.L), # TODO: Correct?\n", - " )\n", - " elif row.KEYWORD == \"INSTRUMENT\":\n", - " return cheetah.Drift(name=sanitized_name, length=torch.as_tensor(row.L))\n", - " elif row.KEYWORD == \"RBEND\":\n", - " return cheetah.RBend(name=sanitized_name, length=torch.as_tensor(row.L))\n", - " else:\n", - " raise NotImplementedError(f\"Unknown element type: {row.KEYWORD}\")\n", - "\n", - "\n", - "segment = cheetah.Segment(\n", - " elements=[convert_row_to_element(row) for row in df.itertuples()]\n", - ")\n", - "\n", - "# Fix missing angle for RBEND MBAWV_430100\n", - "segment.MBAWV_430100.angle = torch.as_tensor(0.0)\n", - "\n", - "\n", - "incoming_beam = cheetah.ParameterBeam.from_twiss(\n", - " energy=torch.as_tensor(0.019006870) * 1e12, # TODO: TeV -> eV ?\n", - " beta_x=torch.as_tensor(df.loc[df.NAME == \"TT43$START\", \"BETX\"].values[0]),\n", - " beta_y=torch.as_tensor(df.loc[df.NAME == \"TT43$START\", \"BETY\"].values[0]),\n", - " alpha_x=torch.tensor(0.0),\n", - " alpha_y=torch.tensor(0.0),\n", - " emittance_x=torch.as_tensor(0.000000269), # TODO: Unit?\n", - " emittance_y=torch.as_tensor(0.000000269), # TODO: Unit?\n", - ").transformed_to(\n", - " mu_xp=torch.as_tensor(3.18173745604733e-05),\n", - " mu_yp=torch.as_tensor(3.18173745604733e-05),\n", - ")\n", - "\n", - "segment.plot_twiss_over_lattice(beam=incoming_beam)\n", - "\n", - "plt.gcf().axes[0].plot(df[\"S\"], df[\"BETX\"], label=\"beta x\")\n", - "plt.gcf().axes[0].plot(df[\"S\"], df[\"BETY\"], label=\"beta y\")\n", - "plt.gcf().axes[0].set_ylim(-1, 20)\n", - "plt.gcf().axes[0].set_xlim(-1, 5)\n", - "plt.show()\n", - "\n", - "longitudinal_beams = [incoming_beam]\n", - "s_positions = [0.0]\n", - "for element in segment.elements:\n", - " if not hasattr(element, \"length\") or element.length == 0:\n", - " continue\n", - "\n", - " outgoing = element.track(longitudinal_beams[-1])\n", - "\n", - " longitudinal_beams.append(outgoing)\n", - " s_positions.append(s_positions[-1] + element.length)\n", - "\n", - "plt.figure(figsize=(8, 3))\n", - "plt.plot(df[\"S\"], df[\"MUX\"] * 1e-3, label=\"mu x (MADX)\")\n", - "plt.plot(df[\"S\"], df[\"MUY\"] * 1e-3, label=\"mu y (MADX)\")\n", - "plt.plot(\n", - " s_positions,\n", - " [beam.mu_x for beam in longitudinal_beams],\n", - " label=\"mu x (Cheetah)\",\n", - " c=\"tab:red\",\n", - ")\n", - "plt.plot(\n", - " s_positions,\n", - " [beam.mu_y for beam in longitudinal_beams],\n", - " label=\"mu y (Cheetah)\",\n", - " c=\"tab:green\",\n", - ")\n", - "plt.xlabel(\"s [m]\")\n", - "plt.ylabel(\"mu [m] (MADX unit?)\")\n", - "plt.xlim(-1, 5)\n", - "plt.ylim(-0.1e-3, 1.0e-3)\n", - "plt.legend()\n", - "plt.show()\n", - "\n", - "plt.figure(figsize=(8, 3))\n", - "plt.plot(\n", - " s_positions,\n", - " [beam.mu_xp for beam in longitudinal_beams],\n", - " label=\"mu xp (Cheetah)\",\n", - " c=\"tab:red\",\n", - ")\n", - "plt.plot(\n", - " s_positions,\n", - " [beam.mu_yp for beam in longitudinal_beams],\n", - " label=\"mu yp (Cheetah)\",\n", - " c=\"tab:green\",\n", - ")\n", - "plt.xlabel(\"s [m]\")\n", - "plt.ylabel(\"mu [m] (MADX unit?)\")\n", - "plt.legend()\n", - "plt.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "2 0.00000\n", - "3 0.17917\n", - "Name: S, dtype: float64" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df[\"S\"].iloc[1:3]\n" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "2 0.000000\n", - "3 0.005701\n", - "Name: MUX, dtype: float64" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df[\"MUX\"].iloc[1:3]\n" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "3.18173745604733e-05" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "(df[\"MUX\"].iloc[2] - df[\"MUX\"].iloc[1]) / (df[\"S\"].iloc[2] - df[\"S\"].iloc[1]) * 1e-3" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(df[\"S\"], df[\"BETX\"], label=\"beta x\")\n", - "plt.plot(df[\"S\"], df[\"BETY\"], label=\"beta y\")\n", - "plt.legend()\n", - "plt.xlabel(\"s [m]\")\n", - "plt.ylabel(\"beta [m]\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(df[\"S\"], df[\"SIGMA_X\"], label=\"SIGMA_X\")\n", - "plt.plot(df[\"S\"], df[\"SIGMA_Y\"], label=\"SIGMA_Y\")\n", - "plt.legend()\n", - "plt.xlabel(\"s [m]\")\n", - "plt.ylabel(\"beta [m]\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(df[\"S\"], df[\"DX\"], label=\"DX\")\n", - "plt.plot(df[\"S\"], df[\"DY\"], label=\"DY\")\n", - "plt.legend()\n", - "plt.xlabel(\"s [m]\")\n", - "plt.ylabel(\"beta [m]\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(df[\"S\"], df[\"DPX\"], label=\"DPX\")\n", - "plt.plot(df[\"S\"], df[\"DPY\"], label=\"DPY\")\n", - "plt.legend()\n", - "plt.xlabel(\"s [m]\")\n", - "plt.ylabel(\"beta [m]\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(df[\"S\"], df[\"X\"], label=\"X\")\n", - "plt.plot(df[\"S\"], df[\"Y\"], label=\"Y\")\n", - "plt.legend()\n", - "plt.xlabel(\"s [m]\")\n", - "plt.ylabel(\"beta [m]\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Segment(elements=ModuleList(\n", - " (0): Marker(name='TT43_START', device='cpu')\n", - " (1): Marker(name='BEGI_1000', device='cpu')\n", - " (2): Drift(length=tensor(0.1792), name='DRIFT_0', device='cpu')\n", - " (3): BPM(name='BPM_430028', device='cpu')\n", - " (4): Drift(length=tensor(0.0694), name='DRIFT_1', device='cpu')\n", - " (5): HorizontalCorrector(length=tensor(0.0406), angle=tensor(0.), name='MCAWA_430029', device='cpu')\n", - " (6): Drift(length=tensor(0.1410), name='DRIFT_2', device='cpu')\n", - " (7): Quadrupole(length=tensor(0.0708), k1=tensor(-5.0858), misalignment=tensor([0., 0.]), tilt=tensor(0.), name='MQAWD_430031', device=\"'cpu'\")\n", - " (8): Drift(length=tensor(0.2317), name='DRIFT_3', device='cpu')\n", - " (9): Quadrupole(length=tensor(0.0708), k1=tensor(9.5040), misalignment=tensor([0., 0.]), tilt=tensor(0.), name='MQAWF_430034', device=\"'cpu'\")\n", - " (10): Drift(length=tensor(0.2317), name='DRIFT_3', device='cpu')\n", - " (11): Quadrupole(length=tensor(0.0708), k1=tensor(-8.2401), misalignment=tensor([0., 0.]), tilt=tensor(0.), name='MQAWD_430037', device=\"'cpu'\")\n", - " (12): Drift(length=tensor(0.1302), name='DRIFT_4', device='cpu')\n", - " (13): BPM(name='BPM_430039', device='cpu')\n", - " (14): Drift(length=tensor(0.0694), name='DRIFT_1', device='cpu')\n", - " (15): HorizontalCorrector(length=tensor(0.0406), angle=tensor(0.), name='MCAWA_430040', device='cpu')\n", - " (16): Drift(length=tensor(0.1525), name='DRIFT_5', device='cpu')\n", - " (17): Drift(length=tensor(0.2730), name='BTV_430042', device='cpu')\n", - " (18): Drift(length=tensor(0.2231), name='DRIFT_6', device='cpu')\n", - " (19): RBend(length=tensor(0.1755), angle=tensor(0.), e1=tensor(0.),e2=tensor(0.),tilt=tensor(0.),fringe_integral=tensor(0.),fringe_integral_exit=tensor(0.),gap=tensor(0.),name='MBAWV_430100', device='cpu')\n", - 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DPY ALFX ALFY X \\\n", - "20 2.622943 -0.000000 -0.000000 ... -0.324380 2.548137 0.725805 0.0 \n", - "40 6.032640 -0.000000 0.000000 ... -0.001313 1.655288 -22.537536 0.0 \n", - "50 68.102237 -0.048460 -0.583006 ... 0.001263 -4.221008 53.106859 0.0 \n", - "58 1.856662 0.000536 0.000582 ... 0.060061 -30.891176 -1.410422 0.0 \n", - "\n", - " Y K1L MUX MUY ENV_X ENV_Y \n", - "20 0.0 0.0 0.058461 0.085570 0.0 0.0 \n", - "40 0.0 0.0 0.128672 1.083898 0.0 0.0 \n", - "50 0.0 0.0 0.143540 1.089661 0.0 0.0 \n", - "58 0.0 0.0 0.643409 1.533024 0.0 0.0 \n", - "\n", - "[4 rows x 21 columns]" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df[df[\"KEYWORD\"] == \"RBEND\"]" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "6 MCAWA.430029\n", - "16 MCAWA.430040\n", - "24 MCAWA.430104\n", - "38 MCAWA.430130\n", - "46 MCAWA.430204\n", - "54 MCAWA.430309\n", - "64 MCAWA.412344\n", - "70 MCAWA.412345\n", - "76 MCAWA.412347\n", - "82 MCAWA.412349\n", - "90 MCAWA.412353\n", - "Name: NAME, dtype: object" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df[df[\"KEYWORD\"] == \"KICKER\"][\"NAME\"]" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "4 BPM.430028\n", - "14 BPM.430039\n", - "22 BPM.430103\n", - "36 BPM.430129\n", - "44 BPM.430203\n", - "52 BPM.430308\n", - "62 BPM.412343\n", - "68 BPM.412345\n", - "74 BPM.412347\n", - "80 BPM.412349\n", - "86 BPM.412351\n", - "Name: NAME, dtype: object" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df[df[\"KEYWORD\"] == \"MONITOR\"][\"NAME\"]\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "rl4aa24-tutorial", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.18" - }, - "orig_nbformat": 4 - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/requirements.txt b/requirements.txt deleted file mode 100644 index 6fba504..0000000 --- a/requirements.txt +++ /dev/null @@ -1,13 +0,0 @@ -black -git+https://github.com/desy-ml/cheetah.git -flake8 -gymnasium[other]>=0.29 -isort -jupyter -matplotlib -numpy -pandas -pytest -rl_zoo3 -seaborn -torch diff --git a/src/environments/__init__.py b/src/environments/__init__.py deleted file mode 100644 index e69de29..0000000 diff --git a/src/environments/awake_e_steering.py b/src/environments/awake_e_steering.py deleted file mode 100644 index 20b3a1c..0000000 --- a/src/environments/awake_e_steering.py +++ /dev/null @@ -1,368 +0,0 @@ -from pathlib import Path -from typing import Literal, Optional, Union - -import gymnasium as gym -import numpy as np -import pandas as pd -import torch -from gymnasium import spaces - -from src.environments.base_backend import ESteeringBaseBackend - -# TODO: Beam pipe wall - - -class AwakeESteering(gym.Env): - """ - Environment for electron steering on the AWAKE beam line. - - Magnets: TODO - - :param max_steerer_delta: Maximum change in steerer settings per step. Determines - the action space limits. - :param backend: Backend for communication with either a simulation or the control - system. - :param backend_args: Arguments for the backend. NOTE that these may be different - for different backends. - :param render_mode: Defines how the environment is rendered according to the - Gymnasium documentation. - """ - - metadata = {"render_modes": ["human", "rgb_array"], "render_fps": 4} - - def __init__( - self, - max_steerer_delta: float = 3e-4, - backend: Literal["cheetah"] = "cheetah", - backend_args: Optional[dict] = None, - render_mode: Optional[Literal["human", "rgb_array"]] = None, - ) -> None: - self.observation_space = spaces.Box( - low=-np.inf, high=np.inf, shape=(10,) - ) # 1e-2 - self.action_space = spaces.Box( - low=-max_steerer_delta, high=max_steerer_delta, shape=(10,) - ) - - # Setup particle simulation or control system backend - backend_args = backend_args or {} - if backend == "cheetah": - self.backend = CheetahBackend(**backend_args) - else: - raise ValueError(f'Invalid value "{backend}" for backend') - - # Utility variables - # -> Put utility variables here once they are needed - - # Setup rendering according to Gymnasium manual - assert render_mode is None or render_mode in self.metadata["render_modes"] - self.render_mode = render_mode - - def reset(self, seed=None, options=None): - # We need the following line to seed self.np_random - super().reset(seed=seed) - - env_options, backend_options = self._preprocess_reset_options(options) - - self.backend.reset(options=backend_options) - - # Initialise magnets - if "magnet_init" in env_options: - self.backend.set_magnets(env_options["magnet_init"]) - else: - self.backend.set_magnets(self.action_space.sample()) - - # Update anything in the accelerator (mainly for running simulations) - self.backend.update() - - observation = self._get_obs() - info = self._get_info() - - if self.render_mode == "human": - self._render_frame() - - return observation, info - - def step(self, action): - self._take_action(action) - - self.backend.update() # Run the simulation - - terminated = self._get_terminated() - reward = self._get_reward() - observation = self._get_obs() - info = self._get_info() - - if self.render_mode == "human": - self._render_frame() - - return observation, reward, terminated, False, info - - def _preprocess_reset_options(self, options: dict) -> tuple[dict, dict]: - """ - Check that only valid options are passed and split the options into environment - and backend options. - - NOTE: Backend options are not validated and should be validated by the backend - itself. - """ - if options is None: - return {}, None - - valid_options = ["backend_options", "magnet_init"] - for option in options: - assert option in valid_options - - env_options = {k: v for k, v in options.items() if k != "backend_options"} - backend_options = options.get("backend_options", None) - - return env_options, backend_options - - def _get_terminated(self) -> bool: - rms = np.sqrt(np.mean(np.square(self.backend.get_bpms()))) - return bool(rms < 0.0016) # 1.6 mm - - def _get_obs(self) -> Union[np.ndarray, dict]: - return self.backend.get_bpms() - - def _get_info(self) -> dict: - return { - "steerer_settings": self.backend.get_magnets(), - "backend_info": self.backend.get_info(), # Info specific to the backend - } - - def _take_action(self, action: np.ndarray) -> None: - """Take `action` according to the environment's configuration.""" - self._previous_magnet_settings = self.backend.get_magnets() - new_settings = self._previous_magnet_settings + action - self.backend.set_magnets(new_settings) - - def _get_reward(self) -> float: - rms = np.sqrt(np.mean(np.square(self.backend.get_bpms()))) - return -100 * rms - - def render(self): - if self.render_mode == "rgb_array": - return self._render_frame() - - def _render_frame(self): - raise NotImplementedError - - def close(self): - pass - - -class CheetahBackend(ESteeringBaseBackend): - """ - Cheetah simulation backend. - - :param quad_drift_frequency: Frequency of quadrupole drifts. - :param quad_drift_amplitude: Amplitude of quadrupole drifts. - :param quad_random_scale: Scale of random disturbance to quadrupole settings on - reset. - """ - - def __init__( - self, - quad_drift_frequency: float = np.pi * 0.001, - quad_drift_amplitude: float = 0.0, - quad_random_scale: float = 0.0, - ) -> None: - # Dynamic import for module only required by this backend - global cheetah - import cheetah - - self.quad_drift_frequency = quad_drift_frequency - self.quad_drift_amplitude = quad_drift_amplitude - self.quad_random_scale = quad_random_scale - - # Load MADX .out file as DataFrame - # TODO: Switch to LatticeJSON at some point - outfile_path = Path(__file__).parent / "electron_tt43.out" - df = pd.read_csv(outfile_path, delim_whitespace=True, skiprows=45) - - # Shift column names to the left - df.columns = df.columns[1:].tolist() + [""] - # Remove first row - df = df.iloc[1:] - # Drop last column - df = df.iloc[:, :-1] - # Convert all columns except for NAME and KEYWORD to float - df[df.columns[2:]] = df[df.columns[2:]].astype(float) - - # Convert DataFrame to Cheetah segment - self.segment = cheetah.Segment( - elements=[self._convert_row_to_element(row) for row in df.itertuples()] - ).subcell("TT43_START", "PLASMA_E") - self.segment.BPM_430039.is_active = True - self.segment.BPM_430103.is_active = True - self.segment.BPM_430129.is_active = True - self.segment.BPM_430203.is_active = True - self.segment.BPM_430308.is_active = True - self.segment.BPM_412343.is_active = True - self.segment.BPM_412345.is_active = True - self.segment.BPM_412347.is_active = True - self.segment.BPM_412349.is_active = True - self.segment.BPM_412351.is_active = True - - # Set up incoming beam (currently only constant as in all original environments) - self.incoming = cheetah.ParameterBeam.from_twiss( - beta_x=torch.tensor(5.0), - beta_y=torch.tensor(5.0), - emittance_x=torch.tensor(0.000000269), - emittance_y=torch.tensor(0.000000269), - energy=torch.tensor(0.019006870e9), # 0.019006870 GeV - ) - - # Utility variables - self._persistent_step_count = 0 # Step count that is not reset - self._quads = [ - element - for element in self.segment.elements - if isinstance(element, cheetah.Quadrupole) - ] - self._original_quad_settings = np.array([quad.k1 for quad in self._quads]) - - def _convert_row_to_element(self, row) -> "cheetah.Element": - """ - Takes a row from the MADX output file and converts it into a Cheetah element. - """ - sanitized_name = row.NAME.replace(".", "_").replace("$", "_") - - if row.KEYWORD == "MARKER": - assert row.L == 0.0 - return cheetah.Marker(name=sanitized_name) - elif row.KEYWORD == "DRIFT": - return cheetah.Drift(name=sanitized_name, length=torch.as_tensor(row.L)) - elif row.KEYWORD == "MONITOR": - assert row.L == 0.0 - assert sanitized_name.startswith("BPM") - return cheetah.BPM(name=sanitized_name) - elif row.KEYWORD == "KICKER": # Hardcoded to be horizontal - return cheetah.HorizontalCorrector( - name=sanitized_name, length=torch.as_tensor(row.L) - ) - elif row.KEYWORD == "QUADRUPOLE": - return cheetah.Quadrupole( - name=sanitized_name, - length=torch.as_tensor(row.L), - k1=torch.as_tensor(row.K1L / row.L), # K1L / L matches MADX in values - ) - elif row.KEYWORD == "INSTRUMENT": - return cheetah.Drift(name=sanitized_name, length=torch.as_tensor(row.L)) - elif row.KEYWORD == "RBEND": - return cheetah.RBend(name=sanitized_name, length=torch.as_tensor(row.L)) - else: - raise NotImplementedError(f"Unknown element type: {row.KEYWORD}") - - def get_magnets(self) -> np.ndarray: - return np.array( - [ - self.segment.MCAWA_430029.angle, - self.segment.MCAWA_430040.angle, - self.segment.MCAWA_430104.angle, - self.segment.MCAWA_430130.angle, - self.segment.MCAWA_430204.angle, - self.segment.MCAWA_430309.angle, - self.segment.MCAWA_412344.angle, - self.segment.MCAWA_412345.angle, - self.segment.MCAWA_412347.angle, - self.segment.MCAWA_412349.angle, - ] - ) - - def set_magnets(self, values: np.ndarray) -> None: - self.segment.MCAWA_430029.angle = torch.as_tensor(values[0]) - self.segment.MCAWA_430040.angle = torch.as_tensor(values[1]) - self.segment.MCAWA_430104.angle = torch.as_tensor(values[2]) - self.segment.MCAWA_430130.angle = torch.as_tensor(values[3]) - self.segment.MCAWA_430204.angle = torch.as_tensor(values[4]) - self.segment.MCAWA_430309.angle = torch.as_tensor(values[5]) - self.segment.MCAWA_412344.angle = torch.as_tensor(values[6]) - self.segment.MCAWA_412345.angle = torch.as_tensor(values[7]) - self.segment.MCAWA_412347.angle = torch.as_tensor(values[8]) - self.segment.MCAWA_412349.angle = torch.as_tensor(values[9]) - - def get_bpms(self) -> np.ndarray: - return np.array( - [ - self.segment.BPM_430039.reading[0], - self.segment.BPM_430103.reading[0], - self.segment.BPM_430129.reading[0], - self.segment.BPM_430203.reading[0], - self.segment.BPM_430308.reading[0], - self.segment.BPM_412343.reading[0], - self.segment.BPM_412345.reading[0], - self.segment.BPM_412347.reading[0], - self.segment.BPM_412349.reading[0], - self.segment.BPM_412351.reading[0], - ] - ) - - def _set_quadrupoles(self, values: np.ndarray) -> None: - for quad, setting in zip(self._quads, values): - quad.k1 = torch.as_tensor(setting.astype(np.float32)) - - def reset(self, options=None) -> None: - preprocessed_options = self._preprocess_reset_options(options) # noqa: F841 - - # Set quads to random values (if random scale is > 0) - self._random_quad_disturbance_factors = np.random.uniform( - 1.0 - self.quad_random_scale / 2.0, - 1.0 + self.quad_random_scale / 2.0, - size=11, - ) - - def _preprocess_reset_options(self, options: dict) -> dict: - """ - Check that only valid options are passed and make it a dict if None was passed. - """ - if options is None: - return {} - - valid_options = [] - for option in options: - assert option in valid_options - - return options - - def update(self) -> None: - quad_shift = 1 + self.quad_drift_amplitude * np.sin( - self.quad_drift_frequency * self._persistent_step_count - ) - drifted_quad_settings = self._original_quad_settings * quad_shift - drifted_and_disturbed_quad_settings = ( - drifted_quad_settings * self._random_quad_disturbance_factors - ) - self._set_quadrupoles(drifted_and_disturbed_quad_settings) - - _ = self.segment.track(self.incoming) - - self._persistent_step_count += 1 # Advance "time" - - def get_incoming_parameters(self) -> np.ndarray: - # Parameters of incoming are typed out to guarantee their order, as the - # order would not be guaranteed creating np.array from dict. - return np.array( - [ - self.incoming.energy, - self.incoming.mu_x, - self.incoming.mu_xp, - self.incoming.mu_y, - self.incoming.mu_yp, - self.incoming.sigma_x, - self.incoming.sigma_xp, - self.incoming.sigma_y, - self.incoming.sigma_yp, - self.incoming.sigma_s, - self.incoming.sigma_p, - ] - ) - - def get_info(self) -> dict: - info = { - "incoming_beam": self.get_incoming_parameters(), - "quadrupole_settings": np.array([quad.k1 for quad in self._quads]), - } - - return info diff --git a/src/environments/base_backend.py b/src/environments/base_backend.py deleted file mode 100644 index 29da950..0000000 --- a/src/environments/base_backend.py +++ /dev/null @@ -1,91 +0,0 @@ -from abc import ABC, abstractmethod - -import numpy as np - - -class ESteeringBaseBackend(ABC): - """Abstract class for a backend imlementation.""" - - def setup(self) -> None: # noqa: B027 - """ - Prepare the accelerator for use with the environment. Should mostly be used for - setting up simulations. - - Override with backend-specific imlementation. Optional. - """ - pass - - @abstractmethod - def get_magnets(self) -> np.ndarray: - """ - Return the magnet values as a NumPy array in order as the magnets appear in the - accelerator. - - Override with backend-specific imlementation. Must be implemented! - """ - raise NotImplementedError - - @abstractmethod - def set_magnets(self, values: np.ndarray) -> None: - """ - Set the magnets to the given values. - - The argument `magnets` will be passed as a NumPy array in the order the magnets - appear in the accelerator. - - When applicable, this method should block until the magnet values are acutally - set! - - Override with backend-specific imlementation. Must be implemented! - """ - raise NotImplementedError - - @abstractmethod - def get_bpms(self) -> np.ndarray: - """ - Get the readings from the BPMs as a NumPy array in order as the BPMs appear in - the beamline. - - Override with backend-specific imlementation. Must be implemented! - """ - raise NotImplementedError - - def reset(self) -> None: # noqa: B027 - """ - Code that should set the accelerator up for a new episode. Run when the `reset` - is called. - - Mostly meant for simulations to switch to a new incoming beam / misalignments or - simular things. - - Override with backend-specific imlementation. Optional. - """ - pass - - def update(self) -> None: # noqa: B027 - """ - Update accelerator metrics for later use. Use this to run the simulation or - cache sensor readings. - - Override with backend-specific imlementation. Optional. - """ - pass - - def get_incoming_parameters(self) -> np.ndarray: - """ - Get all physical beam parameters of the incoming beam as NumPy array in order - energy, mu_x, mu_xp, mu_y, mu_yp, sigma_x, sigma_xp, sigma_y, sigma_yp, sigma_s, - sigma_p. - - Override with backend-specific imlementation. Optional. - """ - raise NotImplementedError - - def get_info(self) -> dict: - """ - Return a dictionary of aditional info from the accelerator backend, e.g. - incoming beam and misalignments in simulation. - - Override with backend-specific imlementation. Optional. - """ - return {} diff --git a/src/environments/electron_tt43.out b/src/environments/electron_tt43.out deleted file mode 100644 index 25d9980..0000000 --- a/src/environments/electron_tt43.out +++ /dev/null @@ -1,150 +0,0 @@ -@ NAME %05s "TWISS" -@ TYPE %05s "TWISS" -@ SEQUENCE %04s "TT43" -@ PARTICLE %08s "ELECTRON" -@ MASS %le 0.000510999 -@ CHARGE %le -1.000000000 -@ ENERGY %le 0.019006870 -@ PC %le 0.019000000 -@ GAMMA %le 37.195517679 -@ KBUNCH %le 1.000000000 -@ BCURRENT %le 0.004799733 -@ SIGE %le 0.001000000 -@ SIGT %le 0.000000000 -@ NPART %le 3000000000.000000000 -@ EX %le 0.000000269 -@ EY %le 0.000000269 -@ ET %le 0.001000000 -@ LENGTH %le 30.000000000 -@ ALFA %le 0.000000000 -@ ORBIT5 %le -0.000000000 -@ GAMMATR %le 0.000000000 -@ Q1 %le 1.134641585 -@ Q2 %le 2.081199719 -@ DQ1 %le 0.000000000 -@ DQ2 %le 0.000000000 -@ DXMAX %le 0.606170106 -@ DYMAX %le 0.839929267 -@ XCOMAX %le 0.000000000 -@ YCOMAX %le 0.000000000 -@ BETXMAX %le 960.761020804 -@ BETYMAX %le 945.248719535 -@ XCORMS %le 0.000000000 -@ YCORMS %le 0.000000000 -@ DXRMS %le 0.129076056 -@ DYRMS %le 0.202463871 -@ DELTAP %le 0.000000000 -@ SYNCH_1 %le 0.000000000 -@ SYNCH_2 %le 0.000000000 -@ SYNCH_3 %le 0.000000000 -@ SYNCH_4 %le 0.000000000 -@ SYNCH_5 %le 0.000000000 -@ TITLE %12s "AWAKE e-line" -@ ORIGIN %17s "5.03.06 Darwin 64" -@ DATE %08s "17/10/19" -@ TIME %08s "10.45.48" -* NAME KEYWORD S L SIGMA_X SIGMA_Y BETX BETY DX DPX DY DPY ALFX ALFY X Y K1L MUX MUY ENV_X ENV_Y -$ %s %s %le %le %le %le %le %le %le %le %le %le %le %le %le %le %le %le %le %le %le - "TT43$START" "MARKER" 0.000000000 0.000000000 0.000982344 0.000982344 5.000000000 5.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 - "BEGI.1000" "MARKER" 0.000000000 0.000000000 0.000982344 0.000982344 5.000000000 5.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 - "DRIFT_0" "DRIFT" 0.179170000 0.179170000 0.000982975 0.000982975 5.006420378 5.006420378 0.000000000 0.000000000 0.000000000 0.000000000 -0.035834000 -0.035834000 0.000000000 0.000000000 0.000000000 0.005700719 0.005700719 0.000000000 0.000000000 - "BPM.430028" "MONITOR" 0.179170000 0.000000000 0.000982975 0.000982975 5.006420378 5.006420378 0.000000000 0.000000000 0.000000000 0.000000000 -0.035834000 -0.035834000 0.000000000 0.000000000 0.000000000 0.005700719 0.005700719 0.000000000 0.000000000 - 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"PLASMA_MERGE" "INSTRUMENT" 15.042570940 0.000000000 0.000423816 0.000572697 0.930348889 1.699271897 -0.000990812 -0.000396573 0.000586542 -0.056193869 -1.668488187 -2.372255685 0.000000000 0.000000000 0.000000000 1.051253994 2.020328385 0.000000000 0.000000000 - "DRIFT_39" "DRIFT" 25.692570940 10.650000000 0.009801634 0.010878241 497.773559719 494.605212613 -0.005214317 -0.000396573 -0.597878163 -0.056193869 -44.983456492 -43.909992269 0.000000000 0.000000000 0.000000000 1.133650257 2.080197094 0.000000000 0.000000000 - "IRIS2" "INSTRUMENT" 25.692570940 0.000000000 0.009801634 0.010878241 497.773559719 494.605212613 -0.005214317 -0.000396573 -0.597878163 -0.056193869 -44.983456492 -43.909992269 0.000000000 0.000000000 0.000000000 1.133650257 2.080197094 0.000000000 0.000000000 - "DRIFT_40" "DRIFT" 26.192570940 0.500000000 0.010244521 0.011366604 543.773799504 539.490269122 -0.005412603 -0.000396573 -0.625975097 -0.056193869 -47.017023079 -45.860120748 0.000000000 0.000000000 0.000000000 1.133803212 2.080351146 0.000000000 0.000000000 - "PLASMA.S" "INSTRUMENT" 26.192570940 0.000000000 0.010244521 0.011366604 543.773799504 539.490269122 -0.005412603 -0.000396573 -0.625975097 -0.056193869 -47.017023079 -45.860120748 0.000000000 0.000000000 0.000000000 1.133803212 2.080351146 0.000000000 0.000000000 - "DRIFT_41" "DRIFT" 30.000000000 3.807429060 0.013617266 0.015085881 960.761020804 945.248719535 -0.006922528 -0.000396573 -0.839929267 -0.056193869 -62.502344118 -60.710072424 0.000000000 0.000000000 0.000000000 1.134641585 2.081199719 0.000000000 0.000000000 - "TT43$END" "MARKER" 30.000000000 0.000000000 0.013617266 0.015085881 960.761020804 945.248719535 -0.006922528 -0.000396573 -0.839929267 -0.056193869 -62.502344118 -60.710072424 0.000000000 0.000000000 0.000000000 1.134641585 2.081199719 0.000000000 0.000000000 diff --git a/src/wrappers/__init__.py b/src/wrappers/__init__.py deleted file mode 100644 index 6e2a138..0000000 --- a/src/wrappers/__init__.py +++ /dev/null @@ -1,2 +0,0 @@ -from .record_episode import RecordEpisode # noqa: F401 -from .rescale_observation import RescaleObservation # noqa: F401 diff --git a/src/wrappers/record_episode.py b/src/wrappers/record_episode.py deleted file mode 100644 index cdc94b3..0000000 --- a/src/wrappers/record_episode.py +++ /dev/null @@ -1,113 +0,0 @@ -import os -import pickle -from datetime import datetime - -import gymnasium as gym - - -class RecordEpisode(gym.Wrapper): - """ - Wrapper for recording epsiode data such as observations, rewards, infos and actions. - Pass a `save_dir` other than `None` to save the recorded data to pickle files. - """ - - def __init__(self, env, save_dir=None, name_prefix="recorded_episode"): - super().__init__(env) - - self.save_dir = save_dir - if self.save_dir is not None: - self.save_dir = os.path.abspath(save_dir) - if os.path.isdir(self.save_dir): - print( - f"Overwriting existing data recordings at {self.save_dir} folder." - " Specify a different `save_dir` for the `RecordEpisode` wrapper" - " if this is not desired." - ) - os.makedirs(self.save_dir, exist_ok=True) - - self.name_prefix = name_prefix - - self.n_episodes_recorded = 0 - - def reset(self, seed=None, options=None): - self.t_end = datetime.now() - - if self.save_dir is not None and self.n_episodes_recorded > 0: - self.save_to_file() - - if self.n_episodes_recorded > 0: - self.previous_observations = self.observations - self.previous_rewards = self.rewards - self.previous_terminateds = self.terminateds - self.previous_truncateds = self.truncateds - self.previous_infos = self.infos - self.previous_actions = self.actions - self.previous_t_start = self.t_start - self.previous_t_end = self.t_end - self.previous_steps_taken = self.steps_taken - - self.n_episodes_recorded += 1 - - observation, info = self.env.reset(seed=seed, options=options) - - self.observations = [observation] - self.rewards = [] - self.terminateds = [] - self.truncateds = [] - self.infos = [info] - self.actions = [] - self.t_start = datetime.now() - self.t_end = None - self.steps_taken = 0 - self.step_start_times = [] - self.step_end_times = [] - - self.has_previously_run = True - - return observation, info - - def step(self, action): - self.step_start_times.append(datetime.now()) - - observation, reward, terminated, truncated, info = self.env.step(action) - - self.observations.append(observation) - self.rewards.append(reward) - self.terminateds.append(terminated) - self.truncateds.append(truncated) - self.infos.append(info) - self.actions.append(action) - self.steps_taken += 1 - self.step_end_times.append(datetime.now()) - - return observation, reward, terminated, truncated, info - - def close(self): - super().close() - - self.t_end = datetime.now() - - if self.save_dir is not None and self.n_episodes_recorded > 0: - self.save_to_file() - - def save_to_file(self): - """Save the data from the current episodes to a `.pkl` file.""" - filename = f"{self.name_prefix}_{self.n_episodes_recorded}.pkl" - path = os.path.join(self.save_dir, filename) - - d = { - "observations": self.observations, - "rewards": self.rewards, - "terminateds": self.terminateds, - "truncateds": self.truncateds, - "infos": self.infos, - "actions": self.actions, - "t_start": self.t_start, - "t_end": self.t_end, - "steps_taken": self.steps_taken, - "step_start_times": self.step_start_times, - "step_end_times": self.step_end_times, - } - - with open(path, "wb") as f: - pickle.dump(d, f) diff --git a/src/wrappers/rescale_observation.py b/src/wrappers/rescale_observation.py deleted file mode 100644 index 96a4eb4..0000000 --- a/src/wrappers/rescale_observation.py +++ /dev/null @@ -1,99 +0,0 @@ -from typing import Optional, Union - -import gymnasium as gym -import numpy as np - -# TODO: Clean this up to be more general - - -class RescaleObservation(gym.ObservationWrapper): - """ - Rescales the observation of transverse tuning environments to `scaled_range`. This - is intended as a fixed form of observation normalisation. - """ - - def __init__( - self, - env: gym.Env, - min_observation: float = -1, - max_observation: float = 1, - assumed_space: Optional[gym.Space] = None, - ): - super().__init__(env) - - self.min_observation = min_observation - self.max_observation = max_observation - - self.assumed_space = assumed_space - - if isinstance(env.observation_space, gym.spaces.Dict): - self.observation_space = gym.spaces.Dict( - { - key: gym.spaces.Box( - low=np.where(space.low != -np.inf, min_observation, -np.inf), - high=np.where(space.high != np.inf, max_observation, np.inf), - dtype=space.dtype, - ) - for key, space in env.observation_space.spaces.items() - } - ) - else: - self.observation_space = gym.spaces.Box( - low=np.where( - env.observation_space.low != -np.inf, min_observation, -np.inf - ), - high=np.where( - env.observation_space.high != np.inf, max_observation, np.inf - ), - dtype=env.observation_space.dtype, - ) - - assert ( - self.assumed_space is None - or self.assumed_space.__class__ == self.env.observation_space.__class__ - ), ( - f"Assumed space {self.assumed_space} does not match environment " - f"observation space {self.env.observation_space}" - ) - - def observation(self, observation: Union[np.ndarray, dict]) -> dict: - if isinstance(observation, np.ndarray): - return self._rescale(observation) - elif isinstance(observation, dict): - return { - key: self._rescale(value, key=key) for key, value in observation.items() - } - - def _rescale( - self, observation: np.ndarray, key: Optional[str] = None - ) -> np.ndarray: - if isinstance(self.env.observation_space, gym.spaces.Box): - env_low = ( - self.assumed_space.low - if self.assumed_space is not None - else self.env.observation_space.low - ) - env_high = ( - self.assumed_space.high - if self.assumed_space is not None - else self.env.observation_space.high - ) - else: - assert key is not None, ( - "Observation space is a dict, but no key was provided. " - "Please provide a key." - ) - env_low = ( - self.assumed_space[key].low - if self.assumed_space is not None and key in self.assumed_space - else self.env.observation_space[key].low - ) - env_high = ( - self.assumed_space[key].high - if self.assumed_space is not None and key in self.assumed_space - else self.env.observation_space[key].high - ) - - return self.min_observation + (observation - env_low) * ( - self.max_observation - self.min_observation - ) / (env_high - env_low) diff --git a/tests/test_backend.py b/tests/test_backend.py deleted file mode 100644 index 9759c7a..0000000 --- a/tests/test_backend.py +++ /dev/null @@ -1,119 +0,0 @@ -import numpy as np -import pytest - -from src.environments.awake_e_steering import AwakeESteering - - -@pytest.mark.skip( - reason="Random seeds are not fixed yet and this test is not yet adapted to Awake." -) -def test_seed(): - """ - Test that using a fixed seed produces reproducible initial magnet settings and - target beams, while different seeds produce different values. - """ - env = AwakeESteering( - backend="cheetah", - backend_args={"incoming_mode": "random", "misalignment_mode": "random"}, - ) - _, info_ref = env.reset(seed=42) - _, info_same = env.reset(seed=42) - _, info_diff = env.reset(seed=24) - - # Incoming beam - assert all(info_ref["incoming"] == info_same["incoming"]) - assert all(info_ref["incoming"] != info_diff["incoming"]) - - # Misalignments - assert all(info_ref["misalignments"] == info_same["misalignments"]) - assert all(info_ref["misalignments"] != info_diff["misalignments"]) - - -def test_quad_drift_off(): - """ - Test that when the quadrupole drifts are turned off (drift amplitude is set to 0.0), - the BPM readings are stable when zero actions are performed. - """ - env = AwakeESteering(backend="cheetah", backend_args={"quad_drift_amplitude": 0.0}) - - # Reset the environment - _, info_on_reset = env.reset() - quads_on_reset = info_on_reset["backend_info"]["quadrupole_settings"] - - # Perform 10 steps without any actions - step_quads = [] - for _ in range(10): - _, _, _, _, info = env.step(np.zeros(10)) - quads = info["backend_info"]["quadrupole_settings"] - step_quads.append(quads) - - # Perform 10 resets - reset_quads = [] - for _ in range(10): - _, info = env.reset() - quads = info["backend_info"]["quadrupole_settings"] - reset_quads.append(quads) - - # Check that the BPM readings are stable - assert all(np.allclose(quads, quads_on_reset) for quads in step_quads + reset_quads) - - -def test_quad_drift_on(): - """ - Test that when the quadrupole drifts are turned on (drift amplitude is set to a - non-zero value), the BPM readings are not stable when zero actions are performed. - """ - env = AwakeESteering(backend="cheetah", backend_args={"quad_drift_amplitude": 1.0}) - - # Reset the environment - _, info_on_reset = env.reset() - quads_on_reset = info_on_reset["backend_info"]["quadrupole_settings"] - - # Perform 10 steps without any actions - step_quads = [] - for _ in range(10): - _, _, _, _, info = env.step(np.zeros(10)) - quads = info["backend_info"]["quadrupole_settings"] - step_quads.append(quads) - - # Perform 10 resets - reset_quads = [] - for _ in range(10): - _, info = env.reset() - quads = info["backend_info"]["quadrupole_settings"] - reset_quads.append(quads) - - # Check that the BPM readings are not stable - assert not any( - np.allclose(quads, quads_on_reset) for quads in step_quads + reset_quads - ) - - -def test_random_quads_off(): - """ - Test that when random quads are off, we get the same BPM readings on each reset. - """ - env = AwakeESteering(backend="cheetah", backend_args={"quad_random_scale": 0.0}) - - _, info_1 = env.reset() - _, info_2 = env.reset() - - assert np.allclose( - info_1["backend_info"]["quadrupole_settings"], - info_2["backend_info"]["quadrupole_settings"], - ) - - -def test_random_quads_on(): - """ - Test that when random quads are on, we get different BPM readings on each reset. - """ - env = AwakeESteering(backend="cheetah", backend_args={"quad_random_scale": 1.0}) - - _, info_1 = env.reset() - _, info_2 = env.reset() - - assert not np.allclose( - info_1["backend_info"]["quadrupole_settings"], - info_2["backend_info"]["quadrupole_settings"], - ) diff --git a/tests/test_environment.py b/tests/test_environment.py deleted file mode 100644 index ade96ad..0000000 --- a/tests/test_environment.py +++ /dev/null @@ -1,91 +0,0 @@ -import numpy as np -import pytest -from gymnasium.wrappers import RescaleAction -from stable_baselines3.common.env_checker import check_env - -from src.environments.awake_e_steering import AwakeESteering - - -def test_check_env_cheetah(): - """Test SB3's `check_env` on all environments using their Cheetah backends.""" - env = AwakeESteering(backend="cheetah") - env = RescaleAction(env, -1, 1) # Prevents SB3 action space scale warning - check_env(env) - - -def test_passing_backend_args(): - """ - Test that backend_args are passed through the environment to the backend correctly. - """ - env = AwakeESteering( - backend="cheetah", - backend_args={ - "quad_drift_frequency": np.pi * 0.002, - "quad_drift_amplitude": 0.3142, - "quad_random_scale": 0.42, - }, - ) - - # Test that config is passed through to backend - assert env.unwrapped.backend.quad_drift_frequency == np.pi * 0.002 - assert env.unwrapped.backend.quad_drift_amplitude == 0.3142 - assert env.unwrapped.backend.quad_random_scale == 0.42 - - -def test_public_members(): - """ - Make sure that all and only intended members are exposed to the user (named withouth - leading underscore). - """ - gymnasium_public_members = [ - "reset", - "step", - "render", - "close", - "action_space", - "observation_space", - "metadata", - "np_random", - "render_mode", - "reward_range", - "spec", - "unwrapped", - "get_wrapper_attr", - ] - custom_public_members = ["backend"] - allowed_public_members = gymnasium_public_members + custom_public_members - - env = AwakeESteering(backend="cheetah") - _, _ = env.reset() - _, _, _, _, _ = env.step(env.action_space.sample()) - - members = dir(env) - public_members = [m for m in members if not m.startswith("_")] - - for member in public_members: - assert member in allowed_public_members - - # Remove member from list of allowed members - allowed_public_members.remove(member) - - -@pytest.mark.skip(reason="Random seeds are not fixed yet") -def test_seed(): - """ - Test that using a fixed seed produces reproducible initial magnet settings and - target beams, while different seeds produce different values. - """ - env = AwakeESteering( - backend="cheetah", magnet_init_mode="random", target_beam_mode="random" - ) - observation_ref, _ = env.reset(seed=42) - observation_same, _ = env.reset(seed=42) - observation_diff, _ = env.reset(seed=24) - - # Magnet settings - assert all(observation_ref["magnets"] == observation_same["magnets"]) - assert all(observation_ref["magnets"] != observation_diff["magnets"]) - - # Target beams - assert all(observation_ref["target"] == observation_same["target"]) - assert all(observation_ref["target"] != observation_diff["target"]) diff --git a/tests/test_record_episode.py b/tests/test_record_episode.py deleted file mode 100644 index 8809f85..0000000 --- a/tests/test_record_episode.py +++ /dev/null @@ -1,24 +0,0 @@ -from gymnasium.wrappers import RescaleAction -from stable_baselines3.common.env_checker import check_env - -from src.environments.awake_e_steering import AwakeESteering -from src.wrappers import RecordEpisode - - -def test_check_env(): - """Test that the `RecordEpisode` wrapper throws no exceptions under `check_env`.""" - env = AwakeESteering(backend="cheetah") - env = RecordEpisode(env) - env = RescaleAction(env, -1, 1) - - check_env(env) - - -def test_reset_info(): - """Test that `info` from reset is saved.""" - env = AwakeESteering(backend="cheetah") - env = RecordEpisode(env) - - _, _ = env.reset() - - assert len(env.infos) == 1 diff --git a/tests/test_rescale_observation.py b/tests/test_rescale_observation.py deleted file mode 100644 index 3a050c2..0000000 --- a/tests/test_rescale_observation.py +++ /dev/null @@ -1,31 +0,0 @@ -import numpy as np -from gymnasium import spaces -from gymnasium.wrappers import RescaleAction -from stable_baselines3.common.env_checker import check_env - -from src.environments.awake_e_steering import AwakeESteering -from src.wrappers import RescaleObservation - - -def test_check_env(): - """Test that the `RecordEpisode` wrapper throws no exceptions under `check_env`.""" - env = AwakeESteering(backend="cheetah") - env = RescaleObservation(env, -1, 1, assumed_space=spaces.Box(-1e-2, 1e-2, (10,))) - env = RescaleAction(env, -1, 1) - - check_env(env) - - -def test_observation_space(): - """ - Check that the observation space is correctly rescaled, but otherwise matches the - wrapped environment. - """ - env = AwakeESteering(backend="cheetah") - wrapped_env = RescaleObservation(env, -1, 1) - - assert wrapped_env.observation_space.shape == env.observation_space.shape - assert wrapped_env.observation_space.dtype == env.observation_space.dtype - - assert (np.isin(wrapped_env.observation_space.low, [-1, -np.inf])).all() - assert (np.isin(wrapped_env.observation_space.high, [1, np.inf])).all() diff --git a/tutorial.ipynb b/tutorial.ipynb new file mode 100644 index 0000000..c8c98e1 --- /dev/null +++ b/tutorial.ipynb @@ -0,0 +1,795 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "

    Meta Reinforcement Learning for steering tasks

    \n", + "

    Use case: AWAKE beamline at CERN

    \n", + "\n", + "

    Implementation example for the RL4AA'24 workshop

    \n", + "\n", + "

    Simon Hirländer, Jan Kaiser, Chenran Xu, Andrea Santamaria Garcia

    " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "

    Today!

    \n", + "In this tutorial notebook we will implement all the basic components of a Meta Reinforcement Learning (MLRL) algorithm to solve steering task in a linear accelerator.\n", + "\n", + "- Getting started\n", + "- Part I: Quick introduction\n", + "- Part II: Running PPO on our problem\n", + "- Part III: Running MAML on our problem\n", + "- Part IV: Model-based RL" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "

    Getting started

    \n", + "\n", + "- The code is tested on Python 3.9 and 3.10.\n", + "- You should have conda installed.\n", + "- Start by cloning locally the repository of the tutorial:\n", + "\n", + "```bash\n", + "git clone https://github.com/RL4AA/rl4aa24-tutorial.git\n", + "```" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "

    Getting started

    \n", + "\n", + "### Using Conda\n", + "\n", + "```bash\n", + "conda env create -f environment.yml\n", + "```\n", + "\n", + "This should create an environment named `rl-tutorial` and install the necessary packages inside.\n", + "\n", + "Afterwards, activate the environment using\n", + "\n", + "```bash\n", + "conda activate rl-tutorial\n", + "```\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "

    Getting started

    \n", + "\n", + "### Using venv\n", + "\n", + "_If you don't have conda installed:_\n", + "\n", + "Alternatively, you can create the virtual env with\n", + "\n", + "```bash\n", + "python venv -n rl-tutlrial\n", + "```\n", + "\n", + "and activate the env with `$ source /bin/activate` (bash) or `C:> /Scripts/activate.bat` (Windows)\n", + "\n", + "Then, install the packages with `pip` within the activated environment\n", + "\n", + "```bash\n", + "python -m pip3 install -r requirements.txt\n", + "```\n", + "\n", + "Afterwards, you should be able to run the provided scripts.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "
    \n", + "

    Part I: Quick introduction

    \n", + "
    " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "

    AWAKE (The Advanced Proton Driven Plasma Wakefield Acceleration Experiment)

    \n", + "\n", + "AWAKE is an accelerator R&D project based at CERN. It investigates the use of plasma wakefields driven by a proton bunch to accelerate charged particles.\n", + "- The proton beam from the SPS is used to drive wakefields in a plasma cell.\n", + "- The wakefields in the plasma accelerate electrons coming from another beamline, like a surfer is accelerated by ocean waves.\n", + "- Plasmas can support extremely strong electric fields, with accelerating gradients of GV/m over meter-scale distances, which can reduce the size of future accelerators." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "

    AWAKE (The Advanced Proton Driven Plasma Wakefield Acceleration Experiment)

    \n", + "

    \n", + "\n", + "

    \n", + "\n", + "\n", + "\n", + "- **Momentum**: 10-20 MeV/c\n", + "- **Electrons per bunch**: 1.2e9\n", + "- **Bunch length**: 4 ps\n", + "- **Pulse repetition rate**: 10 Hz\n", + "\n", + "

    Reference

    \n", + "\"Acceleration of electrons in the plasma wakefield of a proton bunch\" - Nature volume 561, pages363–367 (2018)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "

    The accelerator problem we want to solve

    \n", + "\n", + "The goal is to minimize the distance $\\Delta x_i$ of an initial beam trajectory to a target trajectory at different points $i$ (here marked as \"position\") in the accelerator in the least amount of steps.\n", + "\n", + "\n", + "\n", + "\n", + "

    Reference

    \n", + "\"Ultra fast reinforcement learning demonstrated at CERN AWAKE\" - IPAC (2023)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "

    Formulating the RL problem

    \n", + "\n", + "The problem is formulated in an episodic manner.\n", + "\n", + "

    Actions

    \n", + "The actions are the strenghts of 10 corrector magnets that can steer the beam.\n", + "They are normalized to [-1, 1], corresponding to $\\pm$ 100 mm.\n", + "\n", + "

    States/Observations

    \n", + "The observations are the readings of ten beam position monitors (BPMs), which read the position of the beam at a particular point in the beamline.\n", + "\n", + "

    Reward

    \n", + "The reward is the negative RMS value of the distance to the target trajectory. " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "

    Formulating the RL problem

    \n", + "\n", + "

    Convergence condition

    \n", + "If a threshold RMS (-10 mm in our case, 0.1 in normalized scale) is surpassed,\n", + "the episode ends successfully. \n", + "\n", + "

    Termination (safety) condition

    \n", + "If the beam hits the wall (any state ≤ -1 or ≥ 1 in normalized scale, 10 cm), the episode is terminated unsuccessfully. \n", + "\n", + "

    Episode initialization

    \n", + "All episodes are initialised such that the RMS of the distance to the target trajectory is large. This ensures that the task is not too easy and relatively close to the boundaries to probe the safety settings.\n", + "\n", + "

    Agents

    \n", + "In this tutorial we will use:\n", + "\n", + "- PPO (Proximal Policy Optimization)\n", + "- MAML (Model Agnostic Meta Learning)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "

    Formulating the RL problem

    \n", + "\n", + "

    Environments/Tasks

    \n", + "\n", + "- In this tutorial we will use a variety of environments or tasks.\n", + " - Fixed tasks for evaluation.\n", + " - Randomly sampled tasks for meta-training.\n", + "- They are defined by the particular strength of the quadrupole magnets of the AWAKE beamline. This means that different magnet strength combinations will give place to different environments/tasks.\n", + " - A set of fixed quadrupole strengths is called \"optics\".\n", + " - We generate them from the original optics, adding a random scaling factor.\n", + "\n", + "Optics might be different from what we expect in real life." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "

    Formulating the RL problem

    \n", + "\n", + "

    Environments/Tasks

    \n", + "\n", + "The environment dynamics are determined by the response matrix, which in linear systems can encapsulate the dynamics of the problem.\n", + "\n", + "More specifically: given the response matrix is $\\mathbf R$, the change in actions $\\Delta a$ (corrector magnet strength), and the change in states $\\Delta s$ (BPM readings), we have:\n", + "\n", + "\\begin{align}\n", + " \\Delta s &= \\mathbf{R}\\Delta a\\\\\n", + "\\end{align}\n", + "\n", + "
    \n", + "\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "

    Defining a benchmark policy

    \n", + "\n", + "During this tutorial we want to compare the trained policies we obtain with different methods to a benchmark policy.\n", + "\n", + "For this problem, our \"benchmark policy\" is just the inverse of the environment's response matrix.\n", + "\n", + "More specifically, we have:\n", + "\\begin{align}\n", + " \\Delta a &= \\mathbf{R}^{-1}\\Delta s\n", + "\\end{align}\n", + "\n", + "$\\implies$ The resolution of the problem can be theoretically achieved by applying the inverse response matrix, $\\mathbf{R}^{-1}$, directly to the system." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "

    Cheatsheet on RL training 🧐

    \n", + "Consult at will during the tutorial if you are not familiar with training RL agents!\n", + "\n", + "

    Training stage

    \n", + "During the training phase experience is gathered in a buffer that is used to update the weights of the policy through gradient descent.\n", + "The samples in the buffer can be passed to the gradient descent algorithm in batches, and gradient descent is performed a number of epochs. This is how the agent \"learns\".\n", + "\n", + "\n", + "\n", + "\n", + "

    Evaluation/validation stage

    \n", + "The policy is fixed (no weight updates) and only forwards passes are performed." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "

    So how do we compare policies in the evaluation stage? 🧐

    \n", + "\n", + "- At the beginning of each episode we reset the environment to suboptimal corrector strengths in a random way.\n", + "- For each step within the episode we use the inverse of the **response matrix** (benchmark) or the **trained policy** to compute the next action (forward passes) until the episode ends (convergence or termination).\n", + "- This will be performed for different evaluation tasks, just to assess how the policy performs in different lattices.\n", + "\n", + "Side note:\n", + "- The benchmark policy will not immediately find the settings for the target trajectory, because the actions are scaled down for safety reasons.\n", + "- We can then compare metrics of both policies.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "

    So how do we compare policies in the evaluation stage? 🧐

    \n", + "\n", + "- There are 5 fixed evaluation tasks.\n", + "- We can choose to evaluate our policy to one of them, several, or all of them.\n", + "\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "
    \n", + "

    Part II: Running PPO on our problem

    \n", + "
    " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "

    Files relevant to the PPO agent

    \n", + "\n", + "- `ppo.py`: runs the training and evaluation stages sequentially.\n", + "- `configs/maml/verification_tasks.pkl`: contains 5 tasks (environments/optics) upon which the policies will be evaluated." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "

    PPO agent settings 🧐

    \n", + "\n", + "- `n_env` = 1\n", + "- `n_steps` = 2048 (default params)\n", + "- `buffer_size` = n_steps x n_env = 2048\n", + "- `n_epochs` = 10 (default params)\n", + "- We backpropagate 10 times everytime we fill the buffer\n", + " - backprops = `int((total_timesteps / buffer_size)) * n_epochs`" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "

    Questions 💻

    \n", + "\n", + "

    Go to ppo.py and change the total_timesteps to 100. This can be done by providing the command line argument --steps [num_steps] Run it in the terminal with python ppo.py --steps 100

    \n", + "\n", + "

    $\\implies$ Considering the PPO agent settings: will we fill the buffer? what do you expect that happens?

    \n", + "

    $\\implies$ What is the difference in episode length between the benchmark policy and PPO?

    \n", + "

    $\\implies$ Look at the cumulative episode length, which policy takes longer?

    \n", + "

    $\\implies$ Compare both cumulative rewards, which reward is higher and why?

    \n", + "

    $\\implies$ Look at the final reward (-10*RMS(BPM readings)) and consider the convergence (in red) and termination conditions mentioned before. What can you say about how the episode was ended?

    " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "

    If you didn't manage to run here is the plot

    \n", + "
    \n", + "\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "

    Questions 💻

    \n", + "\n", + "

    Set total_timesteps to 50,000 this time. Run it in the terminal with python ppo.py --steps 50000

    \n", + "\n", + "

    $\\implies$ What are the main differences between the untrained and trained PPO policies?

    " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "

    Questions

    \n", + "\n", + "
    \n", + "\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "
    \n", + "

    Part III: Running MAML on our problem

    \n", + "
    " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "

    Meta RL

    \n", + "\n", + "Meta-learning occurs when one learning system progressively adjusts the operation of a second learning system, such that the latter operates with increasing speed and efficiency \n", + "\n", + "This scenario is often described in terms of two ‘loops’ of learning, an ‘outer loop’ that uses its experiences over many task contexts to gradually adjust parameters that govern the operation of an ‘inner loop’, so that the inner loop can adjust rapidly to new tasks (see Figure 1). Meta-RL refers to the case where both the inner and outer loop implement RL algorithms, learning from reward outcomes and optimizing toward behaviors that yield maximal reward.\n", + "\n", + "There are MANY flavors of meta RL\n", + "\n", + "\n", + "\"Reinforcement Learning, Fast and Slow\" (2019)\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "

    Optimization-based meta RL in this tutorial

    \n", + "\n", + "In this tutorial we will adapt the parameters of our model (policy) through gradient descent with the MAML algorithm.\n", + "\n", + "- We have a meta policy $\\phi(\\theta)$, where $\\theta$ are the weights of a neural network. The meta policy starts untrained $\\phi_0$.\n", + "\n", + "

    Step 1: outer loop

    \n", + "We randomly sample a number of tasks $i$ (in our case $i\\in \\{1,\\dots,8\\}$ different lattices, called meta-batch-size in the code) from a task distribution, each one with its particular initial task policy $\\varphi_{0}^i=\\phi_0$.\n", + "\n", + "

    Step 2: inner loop

    \n", + "For each task, we gather experience for several episodes, store the experience, and use it to perform gradient descent and update the weights of each task policy $\\varphi_{0}^i \\rightarrow \\varphi_{k}^i$ for $k$ gradient descent steps." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "

    Optimization-based meta RL in this tutorial

    \n", + "\n", + "

    Step 3: outer loop

    \n", + "We sum the losses calculated for each task policy and perform gradient descent on the meta policy\n", + "$\\phi_0 \\rightarrow \\phi_1$\n", + "\n", + "\n", + "\n", + "$\\beta$ is the meta learning rate, $\\alpha$ is the fast learning rate (for inner loop gradient updates)\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "

    Important files

    \n", + "\n", + "- `train.py`: performs the meta-training on AWAKE problem\n", + "- `test.py`: performs the evaluation of the trained policy\n", + "- `configs/`: stores the yaml files for training configurations" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "

    Evaluation of random policy 💻

    \n", + "\n", + "- We will look at the **inner loop** only.\n", + "- We consider only 1 task for now (task 0), from 5 fixed evaluation tasks.\n", + "- The policy $\\varphi_0^0$ starts as random and adapts for 500 steps (and show the progress every 50 steps).\n", + "\n", + "Run the following code to train the task policy $\\varphi_0^0$ for 500 steps:\n", + "\n", + "`python test.py --experiment-name tutorial --experiment-type adapt_from_scratch --num-batches=500 --plot-interval=50 --task-ids 0`\n", + "\n", + "Once it has run, you can look at the adaptation progress by running:\n", + "\n", + "`python read_out_train.py --experiment-name tutorial --experiment-type adapt_from_scratch`\n", + "\n", + "You can run now several tasks." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "

    Evaluation of random policy

    \n", + "\n", + "- If the code didn't work for you, this is the plot you should get (see below).\n", + "- We can see that it fails at the beginning, but it learns with time.\n", + "\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "

    Meta training

    \n", + "\n", + "\n", + "

    Training

    \n", + "We will now train the meta policy $\\phi_0$ using randomly sampled tasks.\n", + "\n", + "You can run the meta-training via (but don't run it now!):\n", + "\n", + "```bash\n", + "python train.py --experiment-name \n", + "```\n", + "\n", + "Note: The meta-training takes about 30 mins for the current configuration. \n", + "Therefore we have provided a pre-trained policy which can be used for evaluation later." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "

    Evaluation of the trained meta-policy 💻

    \n", + "\n", + "We will now use a pre-trained policy located in `awake/pretrained_policy.th` and evalulate it against a certain number of fixed tasks.\n", + "\n", + "`python test.py --experiment-name tutorial --experiment-type test_meta --use-meta-policy --policy awake/pretrained_policy.th --num-batches=500 --plot-interval=50 --task-ids 0 1 2 3 4`\n", + "\n", + "- use `--task-ids 0 1 2 3 4` to run evaluation against all 5 tasks, or e.g. `--task-ids 0` to evaluate only for task 0.\n", + "- here we set the flag `--use-meta-policy` so that it uses the pre-trained policy.\n", + "\n", + "Afterwards, you can look at the adaptation progress by running:\n", + "\n", + "`python read_out_train.py --experiment-name tutorial --experiment-type test_meta`" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "

    Evaluation of the trained meta-policy

    \n", + "

    $\\implies$ What difference can you see compared to the untrained policy?

    \n", + "\n", + "\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "

    We can observe that the meta policy can solve the problem for different tasks (i.e. lattices)!

    \n", + "\n", + "
    \n", + "\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "

    Overall, meta RL has a better performance from the start

    \n", + "\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "

    MAML logic 🧐

    \n", + "\n", + "This part is important if you want to have a deeper understanding of the MAML algorithm.\n", + "\n", + "- `maml_rl/metalearners/maml_trpo.py` implements the _TRPO_ algorithm for the outer-loop.\n", + "- `maml_rl/policies/normal_mlp.py` implements a simple MLP policy for the RL agent.\n", + "- `maml_rl/utils/reinforcement_learning.py` implements the _Reinforce_ algorithm for the inner-loop.\n", + "- `maml_rl/samplers/` handles the sampling of the meta-trajectories of the environment using the multiprocessing package.\n", + "- `maml_rl/baseline.py` A linear baseline for the advantage calculation in RL.\n", + "- `maml_rl/episodes.py` A custom class to store the results and statistics of the episodes for meta-training.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "

    Further Resources

    \n", + "\n", + "### Getting started in RL\n", + " - [OpenAI Spinning Up](https://spinningup.openai.com/en/latest/index.html) - Very understandable explainations on RL and the most popular algorithms acompanied by easy-to-read Python implementations.\n", + " - [Reinforcement Learning with Stable Baselines 3](https://youtube.com/playlist?list=PLQVvvaa0QuDf0O2DWwLZBfJeYY-JOeZB1) - YouTube playlist giving a good introduction on RL using Stable Baselines3.\n", + " - [Build a Doom AI Model with Python](https://youtu.be/eBCU-tqLGfQ) - Detailed 3h tutorial of applying RL using *DOOM* as an example.\n", + " - [An introduction to Reinforcement Learning](https://youtu.be/JgvyzIkgxF0) - Brief introdution to RL.\n", + " - [An introduction to Policy Gradient methods - Deep Reinforcement Learning](https://www.youtube.com/watch?v=5P7I-xPq8u8) - Brief introduction to PPO." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "

    Further Resources

    \n", + "\n", + "### Papers\n", + "\n", + " - [Learning-based optimisation of particle accelerators under partial observability without real-world training](https://proceedings.mlr.press/v162/kaiser22a.html) - Tuning of electron beam properties on a diagnostic screen using RL.\n", + " - [Sample-efficient reinforcement learning for CERN accelerator control](https://journals.aps.org/prab/abstract/10.1103/PhysRevAccelBeams.23.124801) - Beam trajectory steering using RL with a focus on sample-efficient training.\n", + " - [Autonomous control of a particle accelerator using deep reinforcement learning](https://arxiv.org/abs/2010.08141) - Beam transport through a drift tube linac using RL.\n", + " - [Basic reinforcement learning techniques to control the intensity of a seeded free-electron laser](https://www.mdpi.com/2079-9292/9/5/781/htm) - RL-based laser alignment and drift recovery.\n", + " - [Real-time artificial intelligence for accelerator control: A study at the Fermilab Booster](https://journals.aps.org/prab/abstract/10.1103/PhysRevAccelBeams.24.104601) - Regulation of a gradient magnet power supply using RL and real-time implementation of the trained agent using field-programmable gate arrays (FPGAs).\n", + " - [Magnetic control of tokamak plasmas through deep reinforcement learning](https://www.nature.com/articles/s41586-021-04301-9) - Landmark paper on RL for controling a real-world physical system (plasma in a tokamak fusion reactor)." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "

    Further Resources

    \n", + "\n", + "### Literature\n", + " \n", + " - [Reinforcement Learning: An Introduction](http://incompleteideas.net/book/the-book.html) - Standard text book on RL.\n", + "\n", + "### Packages\n", + " - [Gym](https://www.gymlibrary.ml) - Defacto standard for implementing custom environments. Also provides a library of RL tasks widely used for benchmarking.\n", + " - [Stable Baslines3](https://github.com/DLR-RM/stable-baselines3) - Provides reliable, benchmarked and easy-to-use implementations of the most important RL algorithms.\n", + " - [Ray RLlib](https://docs.ray.io/en/latest/rllib/index.html) - Part of the *Ray* Python package providing implementations of various RL algorithms with a focus on distributed training." + ] + } + ], + "metadata": { + "celltoolbar": "Slideshow", + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.12" + }, + "vscode": { + "interpreter": { + "hash": "916dbcbb3f70747c44a77c7bcd40155683ae19c65e1c03b4aa3499c5328201f1" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}
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