From 9718f48b395f3461c89268ae3eb1ea7d4ca17cb9 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Petr=C3=B4nio=20C=C3=A2ndido?= Date: Sat, 3 Mar 2018 20:07:50 -0300 Subject: [PATCH] - common.Util.distributed_train - Big refactoring to change FTS.sets from list to dict. This refactoring allow to remove references to the fuzzy sets from the FLRG and save memory. - HOFTS and PWFTS train and forecasting simplification by using the method generate_lhs_flrg - Small others bugfixes/improvements --- pyFTS/benchmarks/benchmarks.py | 32 +- pyFTS/benchmarks/distributed_benchmarks.py | 32 +- pyFTS/benchmarks/parallel_benchmarks.py | 24 +- pyFTS/common/FLR.py | 4 +- pyFTS/common/FuzzySet.py | 68 +-- pyFTS/common/Util.py | 70 ++- pyFTS/common/flrg.py | 50 ++- pyFTS/common/fts.py | 130 +++--- pyFTS/models/chen.py | 23 +- pyFTS/models/cheng.py | 14 +- pyFTS/models/hofts.py | 105 ++--- pyFTS/models/hwang.py | 28 +- pyFTS/models/ifts.py | 8 +- pyFTS/models/ismailefendi.py | 33 +- pyFTS/models/multivariate/FLR.py | 2 +- pyFTS/models/multivariate/flrg.py | 19 +- pyFTS/models/multivariate/mvfts.py | 10 +- pyFTS/models/nonstationary/cvfts.py | 4 +- pyFTS/models/nonstationary/flrg.py | 3 + pyFTS/models/nonstationary/honsfts.py | 49 +-- pyFTS/models/nonstationary/nsfts.py | 9 +- pyFTS/models/nonstationary/partitioners.py | 14 +- pyFTS/models/pwfts.py | 332 ++++++-------- pyFTS/models/sadaei.py | 26 +- pyFTS/models/seasonal/cmsfts.py | 33 +- pyFTS/models/seasonal/msfts.py | 2 +- pyFTS/models/seasonal/partitioner.py | 21 +- pyFTS/models/seasonal/sfts.py | 9 +- pyFTS/models/song.py | 36 +- pyFTS/models/yu.py | 36 +- pyFTS/notebooks/Chen - ConventionalFTS.ipynb | 47 +- .../notebooks/Cheng - TrendWeightedFTS.ipynb | 44 +- pyFTS/notebooks/HighOrderFTS.ipynb | 414 +++++++++--------- pyFTS/notebooks/Hwang - HighOrderFTS.ipynb | 143 +++--- ...smail & Efendi - ImprovedWeightedFTS.ipynb | 42 +- ...daei et Al - ExponentialyWeightedFTS.ipynb | 62 +-- pyFTS/notebooks/Song - ConventionalFTS.ipynb | 188 ++++---- pyFTS/notebooks/Yu - WeightedFTS.ipynb | 52 ++- pyFTS/notebooks/multivariate.ipynb | 41 +- pyFTS/partitioners/CMeans.py | 7 +- pyFTS/partitioners/Entropy.py | 11 +- pyFTS/partitioners/FCM.py | 44 +- pyFTS/partitioners/Grid.py | 12 +- pyFTS/partitioners/Huarng.py | 15 +- pyFTS/partitioners/Util.py | 3 +- pyFTS/partitioners/partitioner.py | 30 +- .../probabilistic/ProbabilityDistribution.py | 2 +- pyFTS/tests/distributed.py | 6 +- pyFTS/tests/multivariate.py | 66 +-- 49 files changed, 1289 insertions(+), 1166 deletions(-) diff --git a/pyFTS/benchmarks/benchmarks.py b/pyFTS/benchmarks/benchmarks.py index 35b4ac9..255f5d7 100644 --- a/pyFTS/benchmarks/benchmarks.py +++ b/pyFTS/benchmarks/benchmarks.py @@ -198,10 +198,10 @@ def point_sliding_window(data, windowsize, train=0.8, models=None, partitioners= smape[tmp['key']] = [] u[tmp['key']] = [] times[tmp['key']] = [] - rmse[tmp['key']].append(tmp['rmse']) - smape[tmp['key']].append(tmp['smape']) - u[tmp['key']].append(tmp['u']) - times[tmp['key']].append(tmp['time']) + rmse[tmp['key']].append_rhs(tmp['rmse']) + smape[tmp['key']].append_rhs(tmp['smape']) + u[tmp['key']].append_rhs(tmp['u']) + times[tmp['key']].append_rhs(tmp['time']) print(tmp['key'], tmp['window']) _process_end = time.time() @@ -393,10 +393,10 @@ def interval_sliding_window(data, windowsize, train=0.8, models=None, partitione _sharp, _res, _cov = Measures.get_interval_statistics(test, mfts) _end = time.time() _tdiff += _end - _start - sharpness[_key].append(_sharp) - resolution[_key].append(_res) - coverage[_key].append(_cov) - times[_key].append(_tdiff) + sharpness[_key].append_rhs(_sharp) + resolution[_key].append_rhs(_res) + coverage[_key].append_rhs(_cov) + times[_key].append_rhs(_tdiff) else: for order in np.arange(1, max_order + 1): @@ -428,10 +428,10 @@ def interval_sliding_window(data, windowsize, train=0.8, models=None, partitione _sharp, _res, _cov = Measures.get_interval_statistics(test, mfts) _end = time.time() _tdiff += _end - _start - sharpness[_key].append(_sharp) - resolution[_key].append(_res) - coverage[_key].append(_cov) - times[_key].append(_tdiff) + sharpness[_key].append_rhs(_sharp) + resolution[_key].append_rhs(_res) + coverage[_key].append_rhs(_cov) + times[_key].append_rhs(_tdiff) return bUtil.save_dataframe_interval(coverage, experiments, file, objs, resolution, save, sharpness, synthetic, times) @@ -642,8 +642,8 @@ def ahead_sliding_window(data, windowsize, train, steps, models=None, resolution _crps1, _crps2, _t1, _t2 = Measures.get_distribution_statistics(test,mfts,steps=steps,resolution=resolution) - crps_interval[_key].append(_crps1) - crps_distr[_key].append(_crps2) + crps_interval[_key].append_rhs(_crps1) + crps_distr[_key].append_rhs(_crps2) times1[_key] = _tdiff + _t1 times2[_key] = _tdiff + _t2 @@ -678,8 +678,8 @@ def ahead_sliding_window(data, windowsize, train, steps, models=None, resolution _crps1, _crps2, _t1, _t2 = Measures.get_distribution_statistics(test, mfts, steps=steps, resolution=resolution) - crps_interval[_key].append(_crps1) - crps_distr[_key].append(_crps2) + crps_interval[_key].append_rhs(_crps1) + crps_distr[_key].append_rhs(_crps2) times1[_key] = _tdiff + _t1 times2[_key] = _tdiff + _t2 diff --git a/pyFTS/benchmarks/distributed_benchmarks.py b/pyFTS/benchmarks/distributed_benchmarks.py index 9dcd570..a590e26 100644 --- a/pyFTS/benchmarks/distributed_benchmarks.py +++ b/pyFTS/benchmarks/distributed_benchmarks.py @@ -150,10 +150,10 @@ def point_sliding_window(data, windowsize, train=0.8, inc=0.1, models=None, part smape[tmp['key']] = [] u[tmp['key']] = [] times[tmp['key']] = [] - rmse[tmp['key']].append(tmp['rmse']) - smape[tmp['key']].append(tmp['smape']) - u[tmp['key']].append(tmp['u']) - times[tmp['key']].append(tmp['time']) + rmse[tmp['key']].append_rhs(tmp['rmse']) + smape[tmp['key']].append_rhs(tmp['smape']) + u[tmp['key']].append_rhs(tmp['u']) + times[tmp['key']].append_rhs(tmp['time']) print(tmp['key'], tmp['window']) else: print(job.exception) @@ -377,14 +377,14 @@ def interval_sliding_window(data, windowsize, train=0.8, inc=0.1, models=None, q75[tmp['key']] = [] q95[tmp['key']] = [] - sharpness[tmp['key']].append(tmp['sharpness']) - resolution[tmp['key']].append(tmp['resolution']) - coverage[tmp['key']].append(tmp['coverage']) - times[tmp['key']].append(tmp['time']) - q05[tmp['key']].append(tmp['Q05']) - q25[tmp['key']].append(tmp['Q25']) - q75[tmp['key']].append(tmp['Q75']) - q95[tmp['key']].append(tmp['Q95']) + sharpness[tmp['key']].append_rhs(tmp['sharpness']) + resolution[tmp['key']].append_rhs(tmp['resolution']) + coverage[tmp['key']].append_rhs(tmp['coverage']) + times[tmp['key']].append_rhs(tmp['time']) + q05[tmp['key']].append_rhs(tmp['Q05']) + q25[tmp['key']].append_rhs(tmp['Q25']) + q75[tmp['key']].append_rhs(tmp['Q75']) + q95[tmp['key']].append_rhs(tmp['Q95']) print(tmp['key']) else: print(job.exception) @@ -576,10 +576,10 @@ def ahead_sliding_window(data, windowsize, steps, resolution, train=0.8, inc=0.1 crps_distr[tmp['key']] = [] times1[tmp['key']] = [] times2[tmp['key']] = [] - crps_interval[tmp['key']].append(tmp['CRPS_Interval']) - crps_distr[tmp['key']].append(tmp['CRPS_Distribution']) - times1[tmp['key']].append(tmp['TIME_Interval']) - times2[tmp['key']].append(tmp['TIME_Distribution']) + crps_interval[tmp['key']].append_rhs(tmp['CRPS_Interval']) + crps_distr[tmp['key']].append_rhs(tmp['CRPS_Distribution']) + times1[tmp['key']].append_rhs(tmp['TIME_Interval']) + times2[tmp['key']].append_rhs(tmp['TIME_Distribution']) else: print(job.exception) diff --git a/pyFTS/benchmarks/parallel_benchmarks.py b/pyFTS/benchmarks/parallel_benchmarks.py index b810891..d27dfa9 100644 --- a/pyFTS/benchmarks/parallel_benchmarks.py +++ b/pyFTS/benchmarks/parallel_benchmarks.py @@ -127,10 +127,10 @@ def point_sliding_window(data, windowsize, train=0.8, models=None, partitioners= smape[tmp['key']] = [] u[tmp['key']] = [] times[tmp['key']] = [] - rmse[tmp['key']].append(tmp['rmse']) - smape[tmp['key']].append(tmp['smape']) - u[tmp['key']].append(tmp['u']) - times[tmp['key']].append(tmp['time']) + rmse[tmp['key']].append_rhs(tmp['rmse']) + smape[tmp['key']].append_rhs(tmp['smape']) + u[tmp['key']].append_rhs(tmp['u']) + times[tmp['key']].append_rhs(tmp['time']) _process_end = time.time() @@ -254,10 +254,10 @@ def interval_sliding_window(data, windowsize, train=0.8, models=None, partitione coverage[tmp['key']] = [] times[tmp['key']] = [] - sharpness[tmp['key']].append(tmp['sharpness']) - resolution[tmp['key']].append(tmp['resolution']) - coverage[tmp['key']].append(tmp['coverage']) - times[tmp['key']].append(tmp['time']) + sharpness[tmp['key']].append_rhs(tmp['sharpness']) + resolution[tmp['key']].append_rhs(tmp['resolution']) + coverage[tmp['key']].append_rhs(tmp['coverage']) + times[tmp['key']].append_rhs(tmp['time']) _process_end = time.time() @@ -384,10 +384,10 @@ def ahead_sliding_window(data, windowsize, train, steps,resolution, models=None, times1[tmp['key']] = [] times2[tmp['key']] = [] - crps_interval[tmp['key']].append(tmp['CRPS_Interval']) - crps_distr[tmp['key']].append(tmp['CRPS_Distribution']) - times1[tmp['key']].append(tmp['TIME_Interval']) - times2[tmp['key']].append(tmp['TIME_Distribution']) + crps_interval[tmp['key']].append_rhs(tmp['CRPS_Interval']) + crps_distr[tmp['key']].append_rhs(tmp['CRPS_Distribution']) + times1[tmp['key']].append_rhs(tmp['TIME_Interval']) + times2[tmp['key']].append_rhs(tmp['TIME_Distribution']) _process_end = time.time() diff --git a/pyFTS/common/FLR.py b/pyFTS/common/FLR.py index 6f71ab6..297dad9 100644 --- a/pyFTS/common/FLR.py +++ b/pyFTS/common/FLR.py @@ -17,7 +17,7 @@ class FLR(object): self.RHS = RHS def __str__(self): - return self.LHS.name + " -> " + self.RHS.name + return self.LHS + " -> " + self.RHS class IndexedFLR(FLR): @@ -33,7 +33,7 @@ class IndexedFLR(FLR): self.index = index def __str__(self): - return str(self.index) + ": "+ self.LHS.name + " -> " + self.RHS.name + return str(self.index) + ": "+ self.LHS + " -> " + self.RHS def generate_high_order_recurrent_flr(fuzzyData): diff --git a/pyFTS/common/FuzzySet.py b/pyFTS/common/FuzzySet.py index 492ae47..db489ee 100644 --- a/pyFTS/common/FuzzySet.py +++ b/pyFTS/common/FuzzySet.py @@ -58,47 +58,62 @@ class FuzzySet(object): return self.name + ": " + str(self.mf.__name__) + "(" + str(self.parameters) + ")" -def fuzzyfy_instance(inst, fuzzySets): +def set_ordered(fuzzySets): + return [k for k in sorted(fuzzySets.keys())] + + +def fuzzyfy_instance(inst, fuzzySets, ordered_sets=None): """ Calculate the membership values for a data point given fuzzy sets :param inst: data point - :param fuzzySets: list of fuzzy sets + :param fuzzySets: dict of fuzzy sets :return: array of membership values """ - mv = np.array([fs.membership(inst) for fs in fuzzySets]) - return mv + + if ordered_sets is None: + ordered_sets = set_ordered(fuzzySets) + + mv = [] + for key in ordered_sets: + mv.append( fuzzySets[key].membership(inst)) + return np.array(mv) -def fuzzyfy_instances(data, fuzzySets): +def fuzzyfy_instances(data, fuzzySets, ordered_sets=None): """ Calculate the membership values for a data point given fuzzy sets :param inst: data point - :param fuzzySets: list of fuzzy sets + :param fuzzySets: dict of fuzzy sets :return: array of membership values """ ret = [] + if ordered_sets is None: + ordered_sets = set_ordered(fuzzySets) for inst in data: - mv = np.array([fs.membership(inst) for fs in fuzzySets]) + mv = np.array([fuzzySets[key].membership(inst) for key in ordered_sets]) ret.append(mv) return ret -def get_maximum_membership_fuzzyset(inst, fuzzySets): +def get_maximum_membership_fuzzyset(inst, fuzzySets, ordered_sets=None): """ Fuzzify a data point, returning the fuzzy set with maximum membership value :param inst: data point - :param fuzzySets: list of fuzzy sets + :param fuzzySets: dict of fuzzy sets :return: fuzzy set with maximum membership """ - mv = fuzzyfy_instance(inst, fuzzySets) - return fuzzySets[np.argwhere(mv == max(mv))[0, 0]] + if ordered_sets is None: + ordered_sets = set_ordered(fuzzySets) + mv = np.array([fuzzySets[key].membership(inst) for key in ordered_sets]) + key = ordered_sets[np.argwhere(mv == max(mv))[0, 0]] + return fuzzySets[key] def get_maximum_membership_fuzzyset_index(inst, fuzzySets): """ Fuzzify a data point, returning the fuzzy set with maximum membership value :param inst: data point - :param fuzzySets: list of fuzzy sets + :param fuzzySets: dict of fuzzy sets :return: fuzzy set with maximum membership """ mv = fuzzyfy_instance(inst, fuzzySets) @@ -108,37 +123,38 @@ def get_maximum_membership_fuzzyset_index(inst, fuzzySets): def fuzzyfy_series_old(data, fuzzySets, method='maximum'): fts = [] for item in data: - fts.append(get_maximum_membership_fuzzyset(item, fuzzySets)) + fts.append(get_maximum_membership_fuzzyset(item, fuzzySets).name) return fts -def fuzzify_series(data, fuzzySets, method='maximum'): +def fuzzyfy_series(data, fuzzySets, method='maximum'): fts = [] + ordered_sets = set_ordered(fuzzySets) for t, i in enumerate(data): - mv = np.array([fs.membership(i) for fs in fuzzySets]) + mv = np.array([fuzzySets[key].membership(i) for key in ordered_sets]) if len(mv) == 0: - sets = check_bounds(i, fuzzySets) + sets = check_bounds(i, fuzzySets.items(), ordered_sets) else: if method == 'fuzzy': ix = np.ravel(np.argwhere(mv > 0.0)) - sets = [fuzzySets[i] for i in ix] + sets = [fuzzySets[ordered_sets[i]].name for i in ix] elif method == 'maximum': mx = max(mv) ix = np.ravel(np.argwhere(mv == mx)) - sets = fuzzySets[ix[0]] + sets = fuzzySets[ordered_sets[ix[0]]].name fts.append(sets) return fts -def check_bounds(data, sets): - if data < sets[0].get_lower(): - return sets[0] - elif data > sets[-1].get_upper(): - return sets[-1] +def check_bounds(data, sets, ordered_sets): + if data < sets[ordered_sets[0]].get_lower(): + return sets[ordered_sets[0]] + elif data > sets[ordered_sets[-1]].get_upper(): + return sets[ordered_sets[-1]] -def check_bounds_index(data, sets): - if data < sets[0].get_lower(): +def check_bounds_index(data, sets, ordered_sets): + if data < sets[ordered_sets[0]].get_lower(): return 0 - elif data > sets[-1].get_upper(): + elif data > sets[ordered_sets[-1]].get_upper(): return len(sets) -1 diff --git a/pyFTS/common/Util.py b/pyFTS/common/Util.py index 39fff0d..2afabd3 100644 --- a/pyFTS/common/Util.py +++ b/pyFTS/common/Util.py @@ -86,4 +86,72 @@ def persist_env(file): dill.dump_session(file) def load_env(file): - dill.load_session(file) \ No newline at end of file + dill.load_session(file) + + +def simple_model_train(model, data, parameters): + model.train(data, **parameters) + return model + + +def distributed_train(model, train_method, nodes, fts_method, data, num_batches, + train_parameters, **kwargs): + import dispy, dispy.httpd, datetime + + batch_save = kwargs.get('batch_save', True) # save model between batches + + file_path = kwargs.get('file_path', None) + + cluster = dispy.JobCluster(train_method, nodes=nodes) # , depends=dependencies) + + http_server = dispy.httpd.DispyHTTPServer(cluster) + + print("[{0: %H:%M:%S}] Distrituted Train Started".format(datetime.datetime.now())) + + jobs = [] + n = len(data) + batch_size = int(n / num_batches) + bcount = 1 + for ct in range(model.order, n, batch_size): + if model.is_multivariate: + ndata = data.iloc[ct - model.order:ct + batch_size] + else: + ndata = data[ct - model.order: ct + batch_size] + + #self.train(ndata, **kwargs) + + tmp_model = fts_method(str(bcount)) + + tmp_model.clone_parameters(model) + + job = cluster.submit(tmp_model, ndata, train_parameters) + job.id = bcount # associate an ID to identify jobs (if needed later) + jobs.append(job) + + bcount += 1 + + for job in jobs: + print("[{0: %H:%M:%S}] Processing batch ".format(datetime.datetime.now()) + str(job.id)) + tmp = job() + if job.status == dispy.DispyJob.Finished and tmp is not None: + model.merge(tmp) + + if batch_save: + persist_obj(model, file_path) + + else: + print(job.exception) + print(job.stdout) + + print("[{0: %H:%M:%S}] Finished batch ".format(datetime.datetime.now()) + str(job.id)) + + print("[{0: %H:%M:%S}] Distrituted Train Finished".format(datetime.datetime.now())) + + cluster.wait() # wait for all jobs to finish + + cluster.print_status() + + http_server.shutdown() # this waits until browser gets all updates + cluster.close() + + return model diff --git a/pyFTS/common/flrg.py b/pyFTS/common/flrg.py index 2fc2dc7..581b6db 100644 --- a/pyFTS/common/flrg.py +++ b/pyFTS/common/flrg.py @@ -10,41 +10,63 @@ class FLRG(object): self.midpoint = None self.lower = None self.upper = None + self.key = None - def get_membership(self, data): + def append_rhs(self, set, **kwargs): + pass + + def get_key(self): + if self.key is None: + if isinstance(self.LHS, (list, set)): + names = [c for c in self.LHS] + elif isinstance(self.LHS, dict): + names = [self.LHS[k] for k in self.LHS.keys()] + else: + names = [self.LHS] + + self.key = "" + + for n in names: + if len(self.key) > 0: + self.key += "," + self.key = self.key + n + return self.key + + + def get_membership(self, data, sets): ret = 0.0 if isinstance(self.LHS, (list, set)): assert len(self.LHS) == len(data) - ret = np.nanmin([self.LHS[ct].membership(dat) for ct, dat in enumerate(data)]) + ret = np.nanmin([sets[self.LHS[ct]].membership(dat) for ct, dat in enumerate(data)]) else: - ret = self.LHS.membership(data) + ret = sets[self.LHS].membership(data) return ret - def get_midpoint(self): + def get_midpoint(self, sets): if self.midpoint is None: - self.midpoint = np.nanmean(self.get_midpoints()) + self.midpoint = np.nanmean(self.get_midpoints(sets)) return self.midpoint - def get_midpoints(self): + def get_midpoints(self,sets): if isinstance(self.RHS, (list, set)): - return np.array([s.centroid for s in self.RHS]) + return np.array([sets[s].centroid for s in self.RHS]) elif isinstance(self.RHS, dict): - return np.array([self.RHS[s].centroid for s in self.RHS.keys()]) + return np.array([sets[self.RHS[s]].centroid for s in self.RHS.keys()]) - def get_lower(self): + def get_lower(self,sets): if self.lower is None: if isinstance(self.RHS, list): - self.lower = min([rhs.lower for rhs in self.RHS]) + self.lower = min([sets[rhs].lower for rhs in self.RHS]) elif isinstance(self.RHS, dict): - self.lower = min([self.RHS[s].lower for s in self.RHS.keys()]) + self.lower = min([sets[self.RHS[s]].lower for s in self.RHS.keys()]) return self.lower - def get_upper(self, t): + def get_upper(self, t,sets): if self.upper is None: if isinstance(self.RHS, list): - self.upper = max([rhs.upper for rhs in self.RHS]) + self.upper = max([sets[rhs].upper for rhs in self.RHS]) elif isinstance(self.RHS, dict): - self.upper = max([self.RHS[s].upper for s in self.RHS.keys()]) + self.upper = max([sets[self.RHS[s]].upper for s in self.RHS.keys()]) return self.upper def __len__(self): diff --git a/pyFTS/common/fts.py b/pyFTS/common/fts.py index 43a1fbc..9d5ce52 100644 --- a/pyFTS/common/fts.py +++ b/pyFTS/common/fts.py @@ -2,6 +2,11 @@ import numpy as np import pandas as pd from pyFTS.common import FuzzySet, SortedCollection, tree, Util +def parallel_train(data, method, **kwargs): + model = method(**kwargs) + model.train(data) + + return model class FTS(object): """ @@ -124,7 +129,7 @@ class FTS(object): tmp = tmp[0] ret.append(tmp) - data.append(tmp) + data.append_rhs(tmp) return ret @@ -173,6 +178,8 @@ class FTS(object): :return: """ + import datetime + num_batches = kwargs.get('num_batches', None) save = kwargs.get('save_model', False) # save model on disk @@ -181,26 +188,83 @@ class FTS(object): file_path = kwargs.get('file_path', None) - if num_batches is not None: - n = len(data) - batch_size = round(n / num_batches, 0) - for ct in range(self.order, n, batch_size): - if self.is_multivariate: - ndata = data.iloc[ct - self.order:ct + batch_size] - else: - ndata = data[ct - self.order : ct + batch_size] - - self.train(ndata, **kwargs) - - if batch_save: - Util.persist_obj(self,file_path) + distributed = kwargs.get('distributed', False) + if distributed: + nodes = kwargs.get('nodes', False) + train_method = kwargs.get('train_method', Util.simple_model_train) + Util.distributed_train(self, train_method, nodes, type(self), data, num_batches, {}, + batch_save=batch_save, file_path=file_path) else: - self.train(data, **kwargs) + + print("[{0: %H:%M:%S}] Start training".format(datetime.datetime.now())) + + if num_batches is not None: + n = len(data) + batch_size = int(n / num_batches) + bcount = 1 + for ct in range(self.order, n, batch_size): + print("[{0: %H:%M:%S}] Starting batch ".format(datetime.datetime.now()) + str(bcount)) + if self.is_multivariate: + ndata = data.iloc[ct - self.order:ct + batch_size] + else: + ndata = data[ct - self.order : ct + batch_size] + + self.train(ndata, **kwargs) + + if batch_save: + Util.persist_obj(self,file_path) + + print("[{0: %H:%M:%S}] Finish batch ".format(datetime.datetime.now()) + str(bcount)) + + bcount += 1 + + else: + self.train(data, **kwargs) + + print("[{0: %H:%M:%S}] Finish training".format(datetime.datetime.now())) if save: Util.persist_obj(self, file_path) + def clone_parameters(self, model): + self.order = model.order + self.shortname = model.shortname + self.name = model.name + self.detail = model.detail + self.is_high_order = model.is_high_order + self.min_order = model.min_order + self.has_seasonality = model.has_seasonality + self.has_point_forecasting = model.has_point_forecasting + self.has_interval_forecasting = model.has_interval_forecasting + self.has_probability_forecasting = model.has_probability_forecasting + self.is_multivariate = model.is_multivariate + self.dump = model.dump + self.transformations = model.transformations + self.transformations_param = model.transformations_param + self.original_max = model.original_max + self.original_min = model.original_min + self.partitioner = model.partitioner + self.sets = model.sets + self.auto_update = model.auto_update + self.benchmark_only = model.benchmark_only + self.indexer = model.indexer + + def merge(self, model): + for key in model.flrgs.keys(): + flrg = model.flrgs[key] + if flrg.get_key() not in self.flrgs: + self.flrgs[flrg.get_key()] = flrg + else: + if isinstance(flrg.RHS, (list, set)): + for k in flrg.RHS: + self.flrgs[flrg.get_key()].append_rhs(k) + elif isinstance(flrg.RHS, dict): + for k in flrg.RHS.keys(): + self.flrgs[flrg.get_key()].append_rhs(flrg.RHS[k]) + else: + self.flrgs[flrg.get_key()].append_rhs(flrg.RHS) + def append_transformation(self, transformation): if transformation is not None: self.transformations.append(transformation) @@ -251,42 +315,6 @@ class FTS(object): def len_total(self): return sum([len(k) for k in self.flrgs]) - def get_empty_grid(self, _min, _max, resolution): - grid = {} - - for sbin in np.arange(_min,_max, resolution): - grid[sbin] = 0 - - return grid - - def getGridClean(self, resolution): - if len(self.transformations) == 0: - _min = self.sets[0].lower - _max = self.sets[-1].upper - else: - _min = self.original_min - _max = self.original_max - return self.get_empty_grid(_min, _max, resolution) - - - - def gridCount(self, grid, resolution, index, interval): - #print(point_to_interval) - for k in index.inside(interval[0],interval[1]): - grid[k] += 1 - return grid - - def gridCountPoint(self, grid, resolution, index, point): - if not isinstance(point, (list, np.ndarray)): - point = [point] - - for p in point: - k = index.find_ge(p) - grid[k] += 1 - return grid - - def get_UoD(self): - return [self.original_min, self.original_max] diff --git a/pyFTS/models/chen.py b/pyFTS/models/chen.py index 162a1d6..d85f624 100644 --- a/pyFTS/models/chen.py +++ b/pyFTS/models/chen.py @@ -15,16 +15,19 @@ class ConventionalFLRG(flrg.FLRG): self.LHS = LHS self.RHS = set() - def append(self, c): + def get_key(self): + return sets[self.LHS].name + + def append_rhs(self, c, **kwargs): self.RHS.add(c) def __str__(self): - tmp = self.LHS.name + " -> " + tmp = self.LHS + " -> " tmp2 = "" - for c in sorted(self.RHS, key=lambda s: s.name): + for c in sorted(self.RHS, key=lambda s: s): if len(tmp2) > 0: tmp2 = tmp2 + "," - tmp2 = tmp2 + c.name + tmp2 = tmp2 + c return tmp + tmp2 @@ -38,11 +41,11 @@ class ConventionalFTS(fts.FTS): def generate_flrg(self, flrs): for flr in flrs: - if flr.LHS.name in self.flrgs: - self.flrgs[flr.LHS.name].append(flr.RHS) + if flr.LHS in self.flrgs: + self.flrgs[flr.LHS].append_rhs(flr.RHS) else: - self.flrgs[flr.LHS.name] = ConventionalFLRG(flr.LHS) - self.flrgs[flr.LHS.name].append(flr.RHS) + self.flrgs[flr.LHS] = ConventionalFLRG(flr.LHS) + self.flrgs[flr.LHS].append_rhs(flr.RHS) def train(self, data, **kwargs): if kwargs.get('sets', None) is not None: @@ -64,14 +67,14 @@ class ConventionalFTS(fts.FTS): mv = FuzzySet.fuzzyfy_instance(ndata[k], self.sets) - actual = self.sets[np.argwhere(mv == max(mv))[0, 0]] + actual = FuzzySet.get_maximum_membership_fuzzyset(ndata[k], self.sets) #self.sets[np.argwhere(mv == max(mv))[0, 0]] if actual.name not in self.flrgs: ret.append(actual.centroid) else: _flrg = self.flrgs[actual.name] - ret.append(_flrg.get_midpoint()) + ret.append(_flrg.get_midpoint(self.sets)) ret = self.apply_inverse_transformations(ret, params=[data]) diff --git a/pyFTS/models/cheng.py b/pyFTS/models/cheng.py index 86a2ff8..37194e7 100644 --- a/pyFTS/models/cheng.py +++ b/pyFTS/models/cheng.py @@ -18,7 +18,7 @@ class TrendWeightedFLRG(yu.WeightedFLRG): super(TrendWeightedFLRG, self).__init__(LHS, **kwargs) self.w = None - def weights(self): + def weights(self, sets): if self.w is None: count_nochange = 0.0 count_up = 0.0 @@ -27,10 +27,10 @@ class TrendWeightedFLRG(yu.WeightedFLRG): for c in self.RHS: tmp = 0 - if self.LHS.centroid == c.centroid: + if sets[self.LHS].centroid == sets[c].centroid: count_nochange += 1.0 tmp = count_nochange - elif self.LHS.centroid > c.centroid: + elif sets[self.LHS].centroid > sets[c].centroid: count_down += 1.0 tmp = count_down else: @@ -54,8 +54,8 @@ class TrendWeightedFTS(yu.WeightedFTS): def generate_FLRG(self, flrs): for flr in flrs: - if flr.LHS.name in self.flrgs: - self.flrgs[flr.LHS.name].append(flr.RHS) + if flr.LHS in self.flrgs: + self.flrgs[flr.LHS].append_rhs(flr.RHS) else: - self.flrgs[flr.LHS.name] = TrendWeightedFLRG(flr.LHS) - self.flrgs[flr.LHS.name].append(flr.RHS) + self.flrgs[flr.LHS] = TrendWeightedFLRG(flr.LHS) + self.flrgs[flr.LHS].append_rhs(flr.RHS) diff --git a/pyFTS/models/hofts.py b/pyFTS/models/hofts.py index 3845846..11f6b41 100644 --- a/pyFTS/models/hofts.py +++ b/pyFTS/models/hofts.py @@ -16,17 +16,9 @@ class HighOrderFLRG(flrg.FLRG): self.RHS = {} self.strlhs = "" - def append_rhs(self, c): - if c.name not in self.RHS: - self.RHS[c.name] = c - - def str_lhs(self): - if len(self.strlhs) == 0: - for c in self.LHS: - if len(self.strlhs) > 0: - self.strlhs += ", " - self.strlhs = self.strlhs + str(c.name) - return self.strlhs + def append_rhs(self, c, **kwargs): + if c not in self.RHS: + self.RHS[c] = c def append_lhs(self, c): self.LHS.append(c) @@ -37,7 +29,7 @@ class HighOrderFLRG(flrg.FLRG): if len(tmp) > 0: tmp = tmp + "," tmp = tmp + c - return self.str_lhs() + " -> " + tmp + return self.get_key() + " -> " + tmp def __len__(self): @@ -55,40 +47,30 @@ class HighOrderFTS(fts.FTS): self.setsDict = {} self.is_high_order = True - def build_tree(self, node, lags, level): - if level >= self.order: - return + def generate_lhs_flrg(self, sample): + lags = {} - for s in lags[level]: - node.appendChild(tree.FLRGTreeNode(s)) + flrgs = [] - for child in node.getChildren(): - self.build_tree(child, lags, level + 1) + for o in np.arange(0, self.order): + lhs = [key for key in self.partitioner.ordered_sets if self.sets[key].membership(sample[o]) > 0.0] + lags[o] = lhs - def build_tree_without_order(self, node, lags, level): + root = tree.FLRGTreeNode(None) - if level not in lags: - return + tree.build_tree_without_order(root, lags, 0) - for s in lags[level]: - node.appendChild(tree.FLRGTreeNode(s)) - - for child in node.getChildren(): - self.build_tree_without_order(child, lags, level + 1) - - def generateFLRG(self, flrs): - l = len(flrs) - for k in np.arange(self.order + 1, l): + # Trace the possible paths + for p in root.paths(): flrg = HighOrderFLRG(self.order) + path = list(reversed(list(filter(None.__ne__, p)))) - for kk in np.arange(k - self.order, k): - flrg.append_lhs(flrs[kk].LHS) + for lhs in path: + flrg.append_lhs(lhs) - if flrg.str_lhs() in self.flrgs: - self.flrgs[flrg.str_lhs()].append_rhs(flrs[k].RHS) - else: - self.flrgs[flrg.str_lhs()] = flrg; - self.flrgs[flrg.str_lhs()].append_rhs(flrs[k].RHS) + flrgs.append(flrg) + + return flrgs def generate_flrg(self, data): l = len(data) @@ -97,32 +79,16 @@ class HighOrderFTS(fts.FTS): sample = data[k - self.order: k] - rhs = [set for set in self.sets if set.membership(data[k]) > 0.0] + rhs = [key for key in self.partitioner.ordered_sets if self.sets[key].membership(data[k]) > 0.0] - lags = {} + flrgs = self.generate_lhs_flrg(sample) - for o in np.arange(0, self.order): - lhs = [set for set in self.sets if set.membership(sample[o]) > 0.0] - - lags[o] = lhs - - root = tree.FLRGTreeNode(None) - - self.build_tree_without_order(root, lags, 0) - - # Trace the possible paths - for p in root.paths(): - flrg = HighOrderFLRG(self.order) - path = list(reversed(list(filter(None.__ne__, p)))) - - for lhs in path: - flrg.append_lhs(lhs) - - if flrg.str_lhs() not in self.flrgs: - self.flrgs[flrg.str_lhs()] = flrg; + for flrg in flrgs: + if flrg.get_key() not in self.flrgs: + self.flrgs[flrg.get_key()] = flrg; for st in rhs: - self.flrgs[flrg.str_lhs()].append_rhs(st) + self.flrgs[flrg.get_key()].append_rhs(st) def train(self, data, **kwargs): @@ -133,7 +99,7 @@ class HighOrderFTS(fts.FTS): if kwargs.get('sets', None) is not None: self.sets = kwargs.get('sets', None) - for s in self.sets: self.setsDict[s.name] = s + self.generate_flrg(data) def forecast(self, data, **kwargs): @@ -148,16 +114,17 @@ class HighOrderFTS(fts.FTS): ndata = self.apply_transformations(data) for k in np.arange(self.order, l+1): - tmpdata = FuzzySet.fuzzyfy_series_old(ndata[k - self.order: k], self.sets) - tmpflrg = HighOrderFLRG(self.order) + flrgs = self.generate_lhs_flrg(ndata[k - self.order: k]) - for s in tmpdata: tmpflrg.append_lhs(s) + for flrg in flrgs: + tmp = [] + if flrg.get_key() not in self.flrgs: + tmp.append(self.sets[flrg.LHS[-1]].centroid) + else: + flrg = self.flrgs[flrg.get_key()] + tmp.append(flrg.get_midpoint(self.sets)) - if tmpflrg.str_lhs() not in self.flrgs: - ret.append(tmpdata[-1].centroid) - else: - flrg = self.flrgs[tmpflrg.str_lhs()] - ret.append(flrg.get_midpoint()) + ret.append(np.nanmean(tmp)) ret = self.apply_inverse_transformations(ret, params=[data[self.order - 1:]]) diff --git a/pyFTS/models/hwang.py b/pyFTS/models/hwang.py index dbd7651..4cf2258 100644 --- a/pyFTS/models/hwang.py +++ b/pyFTS/models/hwang.py @@ -20,28 +20,34 @@ class HighOrderFTS(fts.FTS): def forecast(self, data, **kwargs): + ordered_sets = FuzzySet.set_ordered(self.sets) + ndata = self.apply_transformations(data) - cn = np.array([0.0 for k in range(len(self.sets))]) - ow = np.array([[0.0 for k in range(len(self.sets))] for z in range(self.order - 1)]) - rn = np.array([[0.0 for k in range(len(self.sets))] for z in range(self.order - 1)]) - ft = np.array([0.0 for k in range(len(self.sets))]) + l = len(self.sets) + + cn = np.array([0.0 for k in range(l)]) + ow = np.array([[0.0 for k in range(l)] for z in range(self.order - 1)]) + rn = np.array([[0.0 for k in range(l)] for z in range(self.order - 1)]) + ft = np.array([0.0 for k in range(l)]) ret = [] for t in np.arange(self.order-1, len(ndata)): - for s in range(len(self.sets)): - cn[s] = self.sets[s].membership(ndata[t]) + for ix in range(l): + s = ordered_sets[ix] + cn[ix] = self.sets[s].membership(ndata[t]) for w in range(self.order - 1): - ow[w, s] = self.sets[s].membership(ndata[t - w]) - rn[w, s] = ow[w, s] * cn[s] - ft[s] = max(ft[s], rn[w, s]) + ow[w, ix] = self.sets[s].membership(ndata[t - w]) + rn[w, ix] = ow[w, ix] * cn[ix] + ft[ix] = max(ft[ix], rn[w, ix]) mft = max(ft) out = 0.0 count = 0.0 - for s in range(len(self.sets)): - if ft[s] == mft: + for ix in range(l): + s = ordered_sets[ix] + if ft[ix] == mft: out = out + self.sets[s].centroid count += 1.0 ret.append(out / count) diff --git a/pyFTS/models/ifts.py b/pyFTS/models/ifts.py index 7cfcb08..3a17c41 100644 --- a/pyFTS/models/ifts.py +++ b/pyFTS/models/ifts.py @@ -24,16 +24,16 @@ class IntervalFTS(hofts.HighOrderFTS): self.is_high_order = True def get_upper(self, flrg): - if flrg.str_lhs() in self.flrgs: - tmp = self.flrgs[flrg.str_lhs()] + if flrg.get_key() in self.flrgs: + tmp = self.flrgs[flrg.get_key()] ret = tmp.get_upper() else: ret = flrg.LHS[-1].upper return ret def get_lower(self, flrg): - if flrg.str_lhs() in self.flrgs: - tmp = self.flrgs[flrg.str_lhs()] + if flrg.get_key() in self.flrgs: + tmp = self.flrgs[flrg.get_key()] ret = tmp.get_lower() else: ret = flrg.LHS[-1].lower diff --git a/pyFTS/models/ismailefendi.py b/pyFTS/models/ismailefendi.py index 120000f..c1352ef 100644 --- a/pyFTS/models/ismailefendi.py +++ b/pyFTS/models/ismailefendi.py @@ -19,12 +19,12 @@ class ImprovedWeightedFLRG(flrg.FLRG): self.count = 0.0 self.w = None - def append(self, c): - if c.name not in self.RHS: - self.RHS[c.name] = c - self.rhs_counts[c.name] = 1.0 + def append_rhs(self, c, **kwargs): + if c not in self.RHS: + self.RHS[c] = c + self.rhs_counts[c] = 1.0 else: - self.rhs_counts[c.name] += 1.0 + self.rhs_counts[c] += 1.0 self.count += 1.0 def weights(self): @@ -33,7 +33,7 @@ class ImprovedWeightedFLRG(flrg.FLRG): return self.w def __str__(self): - tmp = self.LHS.name + " -> " + tmp = self.LHS + " -> " tmp2 = "" for c in sorted(self.RHS.keys()): if len(tmp2) > 0: @@ -51,31 +51,30 @@ class ImprovedWeightedFTS(fts.FTS): super(ImprovedWeightedFTS, self).__init__(1, "IWFTS " + name, **kwargs) self.name = "Improved Weighted FTS" self.detail = "Ismail & Efendi" - self.setsDict = {} def generate_flrg(self, flrs): for flr in flrs: - if flr.LHS.name in self.flrgs: - self.flrgs[flr.LHS.name].append(flr.RHS) + if flr.LHS in self.flrgs: + self.flrgs[flr.LHS].append_rhs(flr.RHS) else: - self.flrgs[flr.LHS.name] = ImprovedWeightedFLRG(flr.LHS); - self.flrgs[flr.LHS.name].append(flr.RHS) + self.flrgs[flr.LHS] = ImprovedWeightedFLRG(flr.LHS); + self.flrgs[flr.LHS].append_rhs(flr.RHS) def train(self, data, **kwargs): if kwargs.get('sets', None) is not None: self.sets = kwargs.get('sets', None) - for s in self.sets: self.setsDict[s.name] = s - ndata = self.apply_transformations(data) - tmpdata = FuzzySet.fuzzyfy_series_old(ndata, self.sets) + tmpdata = FuzzySet.fuzzyfy_series(ndata, self.sets, method="maximum") flrs = FLR.generate_recurrent_flrs(tmpdata) self.generate_flrg(flrs) def forecast(self, data, **kwargs): l = 1 + ordered_sets = FuzzySet.set_ordered(self.sets) + data = np.array(data) ndata = self.apply_transformations(data) @@ -85,15 +84,13 @@ class ImprovedWeightedFTS(fts.FTS): for k in np.arange(0, l): - mv = FuzzySet.fuzzyfy_instance(ndata[k], self.sets) - - actual = self.sets[np.argwhere(mv == max(mv))[0, 0]] + actual = FuzzySet.get_maximum_membership_fuzzyset(ndata[k], self.sets, ordered_sets) if actual.name not in self.flrgs: ret.append(actual.centroid) else: flrg = self.flrgs[actual.name] - mp = flrg.get_midpoints() + mp = flrg.get_midpoints(self.sets) ret.append(mp.dot(flrg.weights())) diff --git a/pyFTS/models/multivariate/FLR.py b/pyFTS/models/multivariate/FLR.py index 43be34e..501930d 100644 --- a/pyFTS/models/multivariate/FLR.py +++ b/pyFTS/models/multivariate/FLR.py @@ -19,7 +19,7 @@ class FLR(object): self.RHS = set def __str__(self): - return str([self.LHS[k].name for k in self.LHS.keys()]) + " -> " + self.RHS.name + return str([self.LHS[k] for k in self.LHS.keys()]) + " -> " + self.RHS diff --git a/pyFTS/models/multivariate/flrg.py b/pyFTS/models/multivariate/flrg.py index 9a0c103..30bca25 100644 --- a/pyFTS/models/multivariate/flrg.py +++ b/pyFTS/models/multivariate/flrg.py @@ -12,31 +12,20 @@ class FLRG(flg.FLRG): super(FLRG,self).__init__(0,**kwargs) self.LHS = kwargs.get('lhs', {}) self.RHS = set() - self.key = None def set_lhs(self, var, set): self.LHS[var] = set - def append_rhs(self, set): + def append_rhs(self, set, **kwargs): self.RHS.add(set) - def get_key(self): - if self.key is None: - _str = "" - for k in self.LHS.keys(): - _str += "," if len(_str) > 0 else "" - _str += self.LHS[k].name - self.key = _str - - return self.key - - def get_membership(self, data): - return np.nanmin([self.LHS[k].membership(data[k]) for k in self.LHS.keys()]) + def get_membership(self, data, sets): + return np.nanmin([sets[self.LHS[k]].membership(data[k]) for k in self.LHS.keys()]) def __str__(self): _str = "" for k in self.RHS: _str += "," if len(_str) > 0 else "" - _str += k.name + _str += k return self.get_key() + " -> " + _str \ No newline at end of file diff --git a/pyFTS/models/multivariate/mvfts.py b/pyFTS/models/multivariate/mvfts.py index bb9be76..b146587 100644 --- a/pyFTS/models/multivariate/mvfts.py +++ b/pyFTS/models/multivariate/mvfts.py @@ -51,7 +51,7 @@ class MVFTS(fts.FTS): flr = MVFLR.FLR() for c, e in enumerate(path, start=0): - flr.set_lhs(e.variable, e) + flr.set_lhs(e.variable, e.name) flrs.append(flr) @@ -71,7 +71,7 @@ class MVFTS(fts.FTS): for flr in tmp_flrs: for t in target: - flr.set_rhs(t) + flr.set_rhs(t.name) flrs.append(flr) return flrs @@ -122,6 +122,12 @@ class MVFTS(fts.FTS): params=data[self.target_variable.data_label].values) return ret + def clone_parameters(self, model): + super(MVFTS, self).clone_parameters(model) + + self.explanatory_variables = model.explanatory_variables + self.target_variable = model.target_variable + def __str__(self): _str = self.name + ":\n" for k in self.flrgs.keys(): diff --git a/pyFTS/models/nonstationary/cvfts.py b/pyFTS/models/nonstationary/cvfts.py index b8f29d7..bec51cf 100644 --- a/pyFTS/models/nonstationary/cvfts.py +++ b/pyFTS/models/nonstationary/cvfts.py @@ -38,10 +38,10 @@ class ConditionalVarianceFTS(chen.ConventionalFTS): def generate_flrg(self, flrs, **kwargs): for flr in flrs: if flr.LHS.name in self.flrgs: - self.flrgs[flr.LHS.name].append(flr.RHS) + self.flrgs[flr.LHS.name].append_rhs(flr.RHS) else: self.flrgs[flr.LHS.name] = nsfts.ConventionalNonStationaryFLRG(flr.LHS) - self.flrgs[flr.LHS.name].append(flr.RHS) + self.flrgs[flr.LHS.name].append_rhs(flr.RHS) def _smooth(self, a): return .1 * a[0] + .3 * a[1] + .6 * a[2] diff --git a/pyFTS/models/nonstationary/flrg.py b/pyFTS/models/nonstationary/flrg.py index 3c4d2a2..863a101 100644 --- a/pyFTS/models/nonstationary/flrg.py +++ b/pyFTS/models/nonstationary/flrg.py @@ -10,6 +10,9 @@ class NonStationaryFLRG(flrg.FLRG): self.LHS = LHS self.RHS = set() + def get_key(self): + return self.LHS.name + def get_membership(self, data, t, window_size=1): ret = 0.0 if isinstance(self.LHS, (list, set)): diff --git a/pyFTS/models/nonstationary/honsfts.py b/pyFTS/models/nonstationary/honsfts.py index 489bd67..3a0f615 100644 --- a/pyFTS/models/nonstationary/honsfts.py +++ b/pyFTS/models/nonstationary/honsfts.py @@ -11,21 +11,12 @@ class HighOrderNonStationaryFLRG(flrg.NonStationaryFLRG): self.LHS = [] self.RHS = {} - self.strlhs = "" - def appendRHS(self, c): + def append_rhs(self, c, **kwargs): if c.name not in self.RHS: self.RHS[c.name] = c - def strLHS(self): - if len(self.strlhs) == 0: - for c in self.LHS: - if len(self.strlhs) > 0: - self.strlhs += ", " - self.strlhs = self.strlhs + c.name - return self.strlhs - - def appendLHS(self, c): + def append_lhs(self, c): self.LHS.append(c) def __str__(self): @@ -34,7 +25,7 @@ class HighOrderNonStationaryFLRG(flrg.NonStationaryFLRG): if len(tmp) > 0: tmp = tmp + "," tmp = tmp + c - return self.strLHS() + " -> " + tmp + return self.get_key() + " -> " + tmp class HighOrderNonStationaryFTS(hofts.HighOrderFTS): @@ -81,13 +72,13 @@ class HighOrderNonStationaryFTS(hofts.HighOrderFTS): path = list(reversed(list(filter(None.__ne__, p)))) for c, e in enumerate(path, start=0): - flrg.appendLHS(e) + flrg.append_lhs(e) - if flrg.strLHS() not in self.flrgs: - self.flrgs[flrg.strLHS()] = flrg; + if flrg.get_key() not in self.flrgs: + self.flrgs[flrg.get_key()] = flrg; for st in rhs: - self.flrgs[flrg.strLHS()].append_rhs(st) + self.flrgs[flrg.get_key()].append_rhs(st) # flrgs = sorted(flrgs, key=lambda flrg: flrg.get_midpoint(0, window_size=1)) @@ -135,12 +126,12 @@ class HighOrderNonStationaryFTS(hofts.HighOrderFTS): flrg = HighOrderNonStationaryFLRG(self.order) for kk in path: - flrg.appendLHS(self.sets[kk]) + flrg.append_lhs(self.sets[kk]) affected_flrgs.append(flrg) - # affected_flrgs_memberships.append(flrg.get_membership(sample, disp)) + # affected_flrgs_memberships.append_rhs(flrg.get_membership(sample, disp)) - # print(flrg.str_lhs()) + # print(flrg.get_key()) # the FLRG is here because of the bounds verification mv = [] @@ -192,14 +183,14 @@ class HighOrderNonStationaryFTS(hofts.HighOrderFTS): tmp.append(common.check_bounds(sample[-1], self.sets, tdisp)) elif len(affected_flrgs) == 1: flrg = affected_flrgs[0] - if flrg.str_lhs() in self.flrgs: - tmp.append(self.flrgs[flrg.str_lhs()].get_midpoint(tdisp)) + if flrg.get_key() in self.flrgs: + tmp.append(self.flrgs[flrg.get_key()].get_midpoint(tdisp)) else: tmp.append(flrg.LHS[-1].get_midpoint(tdisp)) else: for ct, aset in enumerate(affected_flrgs): - if aset.str_lhs() in self.flrgs: - tmp.append(self.flrgs[aset.str_lhs()].get_midpoint(tdisp) * + if aset.get_key() in self.flrgs: + tmp.append(self.flrgs[aset.get_key()].get_midpoint(tdisp) * affected_flrgs_memberships[ct]) else: tmp.append(aset.LHS[-1].get_midpoint(tdisp)* @@ -246,18 +237,18 @@ class HighOrderNonStationaryFTS(hofts.HighOrderFTS): upper.append(aset.get_upper(tdisp)) elif len(affected_flrgs) == 1: _flrg = affected_flrgs[0] - if _flrg.str_lhs() in self.flrgs: - lower.append(self.flrgs[_flrg.str_lhs()].get_lower(tdisp)) - upper.append(self.flrgs[_flrg.str_lhs()].get_upper(tdisp)) + if _flrg.get_key() in self.flrgs: + lower.append(self.flrgs[_flrg.get_key()].get_lower(tdisp)) + upper.append(self.flrgs[_flrg.get_key()].get_upper(tdisp)) else: lower.append(_flrg.LHS[-1].get_lower(tdisp)) upper.append(_flrg.LHS[-1].get_upper(tdisp)) else: for ct, aset in enumerate(affected_flrgs): - if aset.str_lhs() in self.flrgs: - lower.append(self.flrgs[aset.str_lhs()].get_lower(tdisp) * + if aset.get_key() in self.flrgs: + lower.append(self.flrgs[aset.get_key()].get_lower(tdisp) * affected_flrgs_memberships[ct]) - upper.append(self.flrgs[aset.str_lhs()].get_upper(tdisp) * + upper.append(self.flrgs[aset.get_key()].get_upper(tdisp) * affected_flrgs_memberships[ct]) else: lower.append(aset.LHS[-1].get_lower(tdisp) * diff --git a/pyFTS/models/nonstationary/nsfts.py b/pyFTS/models/nonstationary/nsfts.py index 27d8909..db1c19f 100644 --- a/pyFTS/models/nonstationary/nsfts.py +++ b/pyFTS/models/nonstationary/nsfts.py @@ -11,7 +11,10 @@ class ConventionalNonStationaryFLRG(flrg.NonStationaryFLRG): self.LHS = LHS self.RHS = set() - def append(self, c): + def get_key(self): + return self.LHS.name + + def append_rhs(self, c, **kwargs): self.RHS.add(c) def __str__(self): @@ -36,10 +39,10 @@ class NonStationaryFTS(fts.FTS): def generate_flrg(self, flrs, **kwargs): for flr in flrs: if flr.LHS.name in self.flrgs: - self.flrgs[flr.LHS.name].append(flr.RHS) + self.flrgs[flr.LHS.name].append_rhs(flr.RHS) else: self.flrgs[flr.LHS.name] = ConventionalNonStationaryFLRG(flr.LHS) - self.flrgs[flr.LHS.name].append(flr.RHS) + self.flrgs[flr.LHS.name].append_rhs(flr.RHS) def train(self, data, **kwargs): diff --git a/pyFTS/models/nonstationary/partitioners.py b/pyFTS/models/nonstationary/partitioners.py index 99dc172..4dd024b 100644 --- a/pyFTS/models/nonstationary/partitioners.py +++ b/pyFTS/models/nonstationary/partitioners.py @@ -15,11 +15,12 @@ class PolynomialNonStationaryPartitioner(partitioner.Partitioner): prefix=part.prefix, transformation=part.transformation, indexer=part.indexer) - self.sets = [] + self.sets = {} loc_params, wid_params = self.get_polynomial_perturbations(data, **kwargs) - for ct, set in enumerate(part.sets): + for ct, key in enumerate(part.sets.keys()): + set = part.sets[key] loc_roots = np.roots(loc_params[ct])[0] wid_roots = np.roots(wid_params[ct])[0] tmp = common.FuzzySet(set.name, set.mf, set.parameters, @@ -30,7 +31,7 @@ class PolynomialNonStationaryPartitioner(partitioner.Partitioner): width_params=wid_params[ct], width_roots=wid_roots, **kwargs) - self.sets.append(tmp) + self.sets[set.name] = tmp def poly_width(self, par1, par2, rng, deg): a = np.polyval(par1, rng) @@ -114,9 +115,10 @@ class ConstantNonStationaryPartitioner(partitioner.Partitioner): prefix=part.prefix, transformation=part.transformation, indexer=part.indexer) - self.sets = [] + self.sets = {} - for set in part.sets: + for key in part.sets.keys(): + set = part.sets[key] tmp = common.FuzzySet(set.name, set.mf, set.parameters, **kwargs) - self.sets.append(tmp) + self.sets[key] =tmp diff --git a/pyFTS/models/pwfts.py b/pyFTS/models/pwfts.py index 711a201..3fcf9cd 100644 --- a/pyFTS/models/pwfts.py +++ b/pyFTS/models/pwfts.py @@ -19,79 +19,74 @@ class ProbabilisticWeightedFLRG(hofts.HighOrderFLRG): self.frequency_count = 0.0 self.Z = None - def append_rhs(self, c): - self.frequency_count += 1.0 - if c.name in self.RHS: - self.rhs_count[c.name] += 1.0 - else: - self.RHS[c.name] = c - self.rhs_count[c.name] = 1.0 + def get_membership(self, data, sets): + return np.nanprod([sets[k].membership(data[k]) for k in self.LHS]) - def appendRHSFuzzy(self, c, mv): + def append_rhs(self, c, **kwargs): + mv = kwargs.get('mv', 1.0) self.frequency_count += mv - if c.name in self.RHS: - self.rhs_count[c.name] += mv + if c in self.RHS: + self.rhs_count[c] += mv else: - self.RHS[c.name] = c - self.rhs_count[c.name] = mv + self.RHS[c] = c + self.rhs_count[c] = mv - def get_RHSprobability(self, c): - return self.rhs_count[c] / self.frequency_count - - def lhs_probability(self, x, norm, uod, nbins): + def lhs_conditional_probability(self, x, sets, norm, uod, nbins): pk = self.frequency_count / norm - tmp = pk * (self.lhs_membership(x) / self.partition_function(uod, nbins=nbins)) + tmp = pk * (self.get_membership(x, sets) / self.partition_function(uod, nbins=nbins)) return tmp + def rhs_unconditional_probability(self, c): + return self.rhs_count[c] / self.frequency_count + def rhs_conditional_probability(self, x, sets, uod, nbins): total = 0.0 - for rhs in self.RHS.keys(): - set = self.RHS[rhs] - wi = self.get_RHSprobability(rhs) + for rhs in self.RHS: + set = sets[rhs] + wi = self.rhs_unconditional_probability(rhs) mv = set.membership(x) / set.partition_function(uod, nbins=nbins) total += wi * mv return total - def lhs_membership(self,x): - mv = [] - for count, set in enumerate(self.LHS): - mv.append(set.membership(x[count])) - - min_mv = np.min(mv) - return min_mv - - def partition_function(self, uod, nbins=100): + def partition_function(self, sets, uod, nbins=100): if self.Z is None: self.Z = 0.0 for k in np.linspace(uod[0], uod[1], nbins): - for set in self.LHS: - self.Z += set.membership(k) + for key in self.LHS: + self.Z += sets[key].membership(k) return self.Z - def get_midpoint(self): + def get_midpoint(self, sets): '''Return the expectation of the PWFLRG, the weighted sum''' - return sum(np.array([self.get_RHSprobability(s) * self.RHS[s].centroid - for s in self.RHS.keys()])) + if self.midpoint is None: + self.midpoint = np.sum(np.array([self.rhs_unconditional_probability(s) * sets[s].centroid + for s in self.RHS])) - def get_upper(self): - return sum(np.array([self.get_RHSprobability(s) * self.RHS[s].upper - for s in self.RHS.keys()])) + return self.midpoint - def get_lower(self): - return sum(np.array([self.get_RHSprobability(s) * self.RHS[s].lower - for s in self.RHS.keys()])) + def get_upper(self, sets): + if self.upper is None: + self.upper = np.sum(np.array([self.rhs_unconditional_probability(s) * sets[s].upper for s in self.RHS])) + + return self.upper + + def get_lower(self, sets): + if self.lower is None: + self.lower = np.sum(np.array([self.rhs_unconditional_probability(s) * sets[s].lower for s in self.RHS])) + + return self.lower def __str__(self): tmp2 = "" - for c in sorted(self.RHS.keys()): + for c in sorted(self.RHS): if len(tmp2) > 0: tmp2 = tmp2 + ", " tmp2 = tmp2 + "(" + str(round(self.rhs_count[c] / self.frequency_count, 3)) + ")" + c - return self.str_lhs() + " -> " + tmp2 + return self.get_key() + " -> " + tmp2 class ProbabilisticWeightedFTS(ifts.IntervalFTS): @@ -132,6 +127,31 @@ class ProbabilisticWeightedFTS(ifts.IntervalFTS): else: self.generate_flrg(data) + def generate_lhs_flrg(self, sample): + lags = {} + + flrgs = [] + + for o in np.arange(0, self.order): + lhs = [key for key in self.partitioner.ordered_sets if self.sets[key].membership(sample[o]) > 0.0] + lags[o] = lhs + + root = tree.FLRGTreeNode(None) + + tree.build_tree_without_order(root, lags, 0) + + # Trace the possible paths + for p in root.paths(): + flrg = ProbabilisticWeightedFLRG(self.order) + path = list(reversed(list(filter(None.__ne__, p)))) + + for lhs in path: + flrg.append_lhs(lhs) + + flrgs.append(flrg) + + return flrgs + def generate_flrg(self, data): l = len(data) for k in np.arange(self.order, l): @@ -139,111 +159,69 @@ class ProbabilisticWeightedFTS(ifts.IntervalFTS): sample = data[k - self.order: k] - mvs = FuzzySet.fuzzyfy_instances(sample, self.sets) - lags = {} + flrgs = self.generate_lhs_flrg(sample) - mv = FuzzySet.fuzzyfy_instance(data[k], self.sets) - tmp = np.argwhere(mv) - idx = np.ravel(tmp) # flatten the array + for flrg in flrgs: - for o in np.arange(0, self.order): - _sets = [self.sets[kk] for kk in np.arange(0, len(self.sets)) if mvs[o][kk] > 0] + lhs_mv = flrg.get_membership(sample, self.sets) - lags[o] = _sets + if flrg.get_key() not in self.flrgs: + self.flrgs[flrg.get_key()] = flrg; - root = tree.FLRGTreeNode(None) + fuzzyfied = [(s, self.sets[s].membership(data[k])) + for s in self.sets.keys() if self.sets[s].membership(data[k]) > 0] - self.build_tree_without_order(root, lags, 0) + mvs = [] + for set, mv in fuzzyfied: + self.flrgs[flrg.get_key()].append_rhs(set, mv=lhs_mv * mv) + mvs.append(mv) - # Trace the possible paths - for p in root.paths(): - flrg = ProbabilisticWeightedFLRG(self.order) - path = list(reversed(list(filter(None.__ne__, p)))) + tmp_fq = sum([lhs_mv*kk for kk in mvs if kk > 0]) - tmp_path = [] - for c, e in enumerate(path, start=0): - tmp_path.append( e.membership( sample[c] ) ) - flrg.append_lhs(e) + self.global_frequency_count += tmp_fq - lhs_mv = np.prod(tmp_path) - - if flrg.str_lhs() not in self.flrgs: - self.flrgs[flrg.str_lhs()] = flrg; - - for st in idx: - self.flrgs[flrg.str_lhs()].appendRHSFuzzy(self.sets[st], lhs_mv * mv[st]) - - tmp_fq = sum([lhs_mv*kk for kk in mv if kk > 0]) - - self.global_frequency_count = self.global_frequency_count + tmp_fq - - def generateFLRG(self, flrs): - l = len(flrs) - for k in np.arange(self.order, l+1): - if self.dump: print("FLR: " + str(k)) - flrg = ProbabilisticWeightedFLRG(self.order) - - for kk in np.arange(k - self.order, k): - flrg.append_lhs(flrs[kk].LHS) - if self.dump: print("LHS: " + str(flrs[kk])) - - if flrg.str_lhs() in self.flrgs: - self.flrgs[flrg.str_lhs()].append_rhs(flrs[k - 1].RHS) - else: - self.flrgs[flrg.str_lhs()] = flrg - self.flrgs[flrg.str_lhs()].append_rhs(flrs[k - 1].RHS) - if self.dump: print("RHS: " + str(flrs[k-1])) - - self.global_frequency_count += 1 def update_model(self,data): + pass - fzzy = FuzzySet.fuzzyfy_series_old(data, self.sets) - - flrg = ProbabilisticWeightedFLRG(self.order) - - for k in np.arange(0, self.order): flrg.append_lhs(fzzy[k]) - - if flrg.str_lhs() in self.flrgs: - self.flrgs[flrg.str_lhs()].append_rhs(fzzy[self.order]) - else: - self.flrgs[flrg.str_lhs()] = flrg - self.flrgs[flrg.str_lhs()].append_rhs(fzzy[self.order]) - - self.global_frequency_count += 1 def add_new_PWFLGR(self, flrg): - if flrg.str_lhs() not in self.flrgs: + if flrg.get_key() not in self.flrgs: tmp = ProbabilisticWeightedFLRG(self.order) for fs in flrg.LHS: tmp.append_lhs(fs) tmp.append_rhs(flrg.LHS[-1]) - self.flrgs[tmp.str_lhs()] = tmp; + self.flrgs[tmp.get_key()] = tmp; self.global_frequency_count += 1 - def get_flrg_global_probability(self, flrg): - if flrg.str_lhs() in self.flrgs: - return self.flrgs[flrg.str_lhs()].frequency_count / self.global_frequency_count + def flrg_lhs_unconditional_probability(self, flrg): + if flrg.get_key() in self.flrgs: + return self.flrgs[flrg.get_key()].frequency_count / self.global_frequency_count else: self.add_new_PWFLGR(flrg) - return self.get_flrg_global_probability(flrg) + return self.flrg_lhs_unconditional_probability(flrg) + + def flrg_lhs_conditional_probability(self, x, flrg): + mv = flrg.get_membership(x, self.sets) + pb = self.flrg_lhs_unconditional_probability(flrg) + return mv * pb def get_midpoint(self, flrg): - if flrg.str_lhs() in self.flrgs: - tmp = self.flrgs[flrg.str_lhs()] - ret = tmp.get_midpoint() #sum(np.array([tmp.get_RHSprobability(s) * self.setsDict[s].centroid for s in tmp.RHS])) + if flrg.get_key() in self.flrgs: + tmp = self.flrgs[flrg.get_key()] + ret = tmp.get_midpoint(self.sets) #sum(np.array([tmp.rhs_unconditional_probability(s) * self.setsDict[s].centroid for s in tmp.RHS])) else: pi = 1 / len(flrg.LHS) - ret = sum(np.array([pi * s.centroid for s in flrg.LHS])) + ret = sum(np.array([pi * self.sets[s].centroid for s in flrg.LHS])) return ret - def get_conditional_probability(self, x, flrg): + def flrg_rhs_conditional_probability(self, x, flrg): - if flrg.str_lhs() in self.flrgs: - _flrg = self.flrgs[flrg.str_lhs()] + if flrg.get_key() in self.flrgs: + _flrg = self.flrgs[flrg.get_key()] cond = [] - for s in _flrg.RHS: - _set = self.setsDict[s] - tmp = _flrg.get_RHSprobability(s) * (_set.membership(x) / _set.partition_function(uod=self.get_UoD())) + for s in _flrg.RHS.keys(): + _set = self.sets[s] + tmp = _flrg.rhs_unconditional_probability(s) * (_set.membership(x) / _set.partition_function(uod=self.get_UoD())) cond.append(tmp) ret = sum(np.array(cond)) else: @@ -255,21 +233,21 @@ class ProbabilisticWeightedFTS(ifts.IntervalFTS): return ret def get_upper(self, flrg): - if flrg.str_lhs() in self.flrgs: - tmp = self.flrgs[flrg.str_lhs()] - ret = tmp.get_upper() + if flrg.get_key() in self.flrgs: + tmp = self.flrgs[flrg.get_key()] + ret = tmp.get_upper(self.sets) else: pi = 1 / len(flrg.LHS) - ret = sum(np.array([pi * s.upper for s in flrg.LHS])) + ret = sum(np.array([pi * self.sets[s].upper for s in flrg.LHS])) return ret def get_lower(self, flrg): - if flrg.str_lhs() in self.flrgs: - tmp = self.flrgs[flrg.str_lhs()] - ret = tmp.get_lower() + if flrg.get_key() in self.flrgs: + tmp = self.flrgs[flrg.get_key()] + ret = tmp.get_lower(self.sets) else: pi = 1 / len(flrg.LHS) - ret = sum(np.array([pi * s.lower for s in flrg.LHS])) + ret = sum(np.array([pi * self.sets[s].lower for s in flrg.LHS])) return ret def forecast(self, data, **kwargs): @@ -282,84 +260,20 @@ class ProbabilisticWeightedFTS(ifts.IntervalFTS): for k in np.arange(self.order - 1, l): - # print(k) + sample = ndata[k - (self.order - 1): k + 1] - affected_flrgs = [] - affected_flrgs_memberships = [] - norms = [] + flrgs = self.generate_lhs_flrg(sample) mp = [] - - # Find the sets which membership > 0 for each lag - lags = {} - if self.order > 1: - subset = ndata[k - (self.order - 1): k + 1] - - for count, instance in enumerate(subset): - mb = FuzzySet.fuzzyfy_instance(instance, self.sets) - tmp = np.argwhere(mb) - idx = np.ravel(tmp) # flatten the array - - if idx.size == 0: # the element is out of the bounds of the Universe of Discourse - if instance <= self.sets[0].lower: - idx = [0] - elif instance >= self.sets[-1].upper: - idx = [len(self.sets) - 1] - else: - raise Exception(instance) - - lags[count] = idx - - # Build the tree with all possible paths - - root = tree.FLRGTreeNode(None) - - self.build_tree(root, lags, 0) - - # Trace the possible paths and build the PFLRG's - - for p in root.paths(): - path = list(reversed(list(filter(None.__ne__, p)))) - flrg = hofts.HighOrderFLRG(self.order) - for kk in path: flrg.append_lhs(self.sets[kk]) - - assert len(flrg.LHS) == subset.size, str(subset) + " -> " + str([s.name for s in flrg.LHS]) - - ## - affected_flrgs.append(flrg) - - # Find the general membership of FLRG - affected_flrgs_memberships.append(flrg.get_membership(subset)) - - else: - - mv = FuzzySet.fuzzyfy_instance(ndata[k], self.sets) # get all membership values - tmp = np.argwhere(mv) # get the indices of values > 0 - idx = np.ravel(tmp) # flatten the array - - if idx.size == 0: # the element is out of the bounds of the Universe of Discourse - if ndata[k] <= self.sets[0].lower: - idx = [0] - elif ndata[k] >= self.sets[-1].upper: - idx = [len(self.sets) - 1] - else: - raise Exception(ndata[k]) - - for kk in idx: - flrg = hofts.HighOrderFLRG(self.order) - flrg.append_lhs(self.sets[kk]) - affected_flrgs.append(flrg) - affected_flrgs_memberships.append(mv[kk]) - - for count, flrg in enumerate(affected_flrgs): - # achar o os bounds de cada FLRG, ponderados pela probabilidade e pertinência - norm = self.get_flrg_global_probability(flrg) * affected_flrgs_memberships[count] + norms = [] + for flrg in flrgs: + norm = self.flrg_lhs_conditional_probability(sample, flrg) if norm == 0: - norm = self.get_flrg_global_probability(flrg) # * 0.001 + norm = self.flrg_lhs_unconditional_probability(flrg) # * 0.001 mp.append(norm * self.get_midpoint(flrg)) norms.append(norm) - # gerar o intervalo + # gerar o intervalo norm = sum(norms) if norm == 0: ret.append(0) @@ -401,7 +315,7 @@ class ProbabilisticWeightedFTS(ifts.IntervalFTS): dist = self.forecast_distribution(ndata) lo_qt = dist[0].quantile(self.alpha) up_qt = dist[0].quantile(1.0 - self.alpha) - ret.append([lo_qt, up_qt]) + ret.append_rhs([lo_qt, up_qt]) def interval_extremum(self, k, ndata, ret): affected_flrgs = [] @@ -475,9 +389,9 @@ class ProbabilisticWeightedFTS(ifts.IntervalFTS): affected_flrgs_memberships.append(mv[kk]) for count, flrg in enumerate(affected_flrgs): # achar o os bounds de cada FLRG, ponderados pela probabilidade e pertinência - norm = self.get_flrg_global_probability(flrg) * affected_flrgs_memberships[count] + norm = self.flrg_lhs_unconditional_probability(flrg) * affected_flrgs_memberships[count] if norm == 0: - norm = self.get_flrg_global_probability(flrg) # * 0.001 + norm = self.flrg_lhs_unconditional_probability(flrg) # * 0.001 up.append(norm * self.get_upper(flrg)) lo.append(norm * self.get_lower(flrg)) norms.append(norm) @@ -485,11 +399,11 @@ class ProbabilisticWeightedFTS(ifts.IntervalFTS): # gerar o intervalo norm = sum(norms) if norm == 0: - ret.append([0, 0]) + ret.append_rhs([0, 0]) else: lo_ = sum(lo) / norm up_ = sum(up) / norm - ret.append([lo_, up_]) + ret.append_rhs([lo_, up_]) def forecast_distribution(self, data, **kwargs): @@ -505,20 +419,22 @@ class ProbabilisticWeightedFTS(ifts.IntervalFTS): ret = [] uod = self.get_UoD() - _keys = sorted(self.flrgs.keys()) _bins = np.linspace(uod[0], uod[1], nbins) for k in np.arange(self.order - 1, l): sample = ndata[k - (self.order - 1): k + 1] + + flrgs = self.generate_lhs_flrg(sample) + dist = ProbabilityDistribution.ProbabilityDistribution(smooth, uod=uod, bins=_bins, **kwargs) for bin in _bins: num = [] den = [] - for s in _keys: - flrg = self.flrgs[s] - pk = flrg.lhs_probability(sample, self.global_frequency_count, uod, nbins) - wi = flrg.rhs_conditional_probability(bin, self.setsDict, uod, nbins) + for s in flrgs: + flrg = self.flrgs[s.get_key()] + pk = flrg.lhs_conditional_probability(sample, self.global_frequency_count, uod, nbins) + wi = flrg.rhs_conditional_probability(bin, self.sets, uod, nbins) num.append(wi * pk) den.append(pk) pf = sum(num) / sum(den) diff --git a/pyFTS/models/sadaei.py b/pyFTS/models/sadaei.py index 7463098..9309bb4 100644 --- a/pyFTS/models/sadaei.py +++ b/pyFTS/models/sadaei.py @@ -21,7 +21,7 @@ class ExponentialyWeightedFLRG(flrg.FLRG): self.c = kwargs.get("c",default_c) self.w = None - def append(self, c): + def append_rhs(self, c, **kwargs): self.RHS.append(c) self.count = self.count + 1.0 @@ -33,15 +33,15 @@ class ExponentialyWeightedFLRG(flrg.FLRG): return self.w def __str__(self): - tmp = self.LHS.name + " -> " + tmp = self.LHS + " -> " tmp2 = "" cc = 0 wei = [self.c ** k for k in np.arange(0.0, self.count, 1.0)] tot = sum(wei) - for c in sorted(self.RHS, key=lambda s: s.name): + for c in sorted(self.RHS): if len(tmp2) > 0: tmp2 = tmp2 + "," - tmp2 = tmp2 + c.name + "(" + str(wei[cc] / tot) + ")" + tmp2 = tmp2 + c + "(" + str(wei[cc] / tot) + ")" cc = cc + 1 return tmp + tmp2 @@ -59,24 +59,26 @@ class ExponentialyWeightedFTS(fts.FTS): def generate_flrg(self, flrs, c): for flr in flrs: - if flr.LHS.name in self.flrgs: - self.flrgs[flr.LHS.name].append(flr.RHS) + if flr.LHS in self.flrgs: + self.flrgs[flr.LHS].append_rhs(flr.RHS) else: - self.flrgs[flr.LHS.name] = ExponentialyWeightedFLRG(flr.LHS, c=c); - self.flrgs[flr.LHS.name].append(flr.RHS) + self.flrgs[flr.LHS] = ExponentialyWeightedFLRG(flr.LHS, c=c); + self.flrgs[flr.LHS].append_rhs(flr.RHS) def train(self, data, **kwargs): self.c = kwargs.get('parameters', default_c) if kwargs.get('sets', None) is not None: self.sets = kwargs.get('sets', None) ndata = self.apply_transformations(data) - tmpdata = FuzzySet.fuzzyfy_series_old(ndata, self.sets) + tmpdata = FuzzySet.fuzzyfy_series(ndata, self.sets, method='maximum') flrs = FLR.generate_recurrent_flrs(tmpdata) self.generate_flrg(flrs, self.c) def forecast(self, data, **kwargs): l = 1 + ordered_sets = FuzzySet.set_ordered(self.sets) + data = np.array(data) ndata = self.apply_transformations(data) @@ -87,15 +89,13 @@ class ExponentialyWeightedFTS(fts.FTS): for k in np.arange(0, l): - mv = FuzzySet.fuzzyfy_instance(ndata[k], self.sets) - - actual = self.sets[np.argwhere(mv == max(mv))[0, 0]] + actual = FuzzySet.get_maximum_membership_fuzzyset(ndata[k], self.sets, ordered_sets) if actual.name not in self.flrgs: ret.append(actual.centroid) else: flrg = self.flrgs[actual.name] - mp = flrg.get_midpoints() + mp = flrg.get_midpoints(self.sets) ret.append(mp.dot(flrg.weights())) diff --git a/pyFTS/models/seasonal/cmsfts.py b/pyFTS/models/seasonal/cmsfts.py index d64b2e2..e834f1b 100644 --- a/pyFTS/models/seasonal/cmsfts.py +++ b/pyFTS/models/seasonal/cmsfts.py @@ -4,26 +4,26 @@ from pyFTS.models.seasonal import sfts from pyFTS.models import chen -class ContextualSeasonalFLRG(object): +class ContextualSeasonalFLRG(sfts.SeasonalFLRG): """ Contextual Seasonal Fuzzy Logical Relationship Group """ def __init__(self, seasonality): - self.season = seasonality - self.flrgs = {} + super(ContextualSeasonalFLRG, self).__init__(seasonality) + self.RHS = {} - def append(self, flr): - if flr.LHS.name in self.flrgs: - self.flrgs[flr.LHS.name].append(flr.RHS) + def append_rhs(self, flr, **kwargs): + if flr.LHS in self.RHS: + self.RHS[flr.LHS].append_rhs(flr.RHS) else: - self.flrgs[flr.LHS.name] = chen.ConventionalFLRG(flr.LHS) - self.flrgs[flr.LHS.name].append(flr.RHS) + self.RHS[flr.LHS] = chen.ConventionalFLRG(flr.LHS) + self.RHS[flr.LHS].append_rhs(flr.RHS) def __str__(self): - tmp = str(self.season) + ": \n " + tmp = str(self.LHS) + ": \n " tmp2 = "\t" - for r in sorted(self.flrgs): - tmp2 += str(self.flrgs[r]) + "\n\t" + for r in sorted(self.RHS): + tmp2 += str(self.RHS[r]) + "\n\t" return tmp + tmp2 + "\n" @@ -50,7 +50,7 @@ class ContextualMultiSeasonalFTS(sfts.SeasonalFTS): if str(flr.index) not in self.flrgs: self.flrgs[str(flr.index)] = ContextualSeasonalFLRG(flr.index) - self.flrgs[str(flr.index)].append(flr) + self.flrgs[str(flr.index)].append_rhs(flr) def train(self, data, **kwargs): if kwargs.get('sets', None) is not None: @@ -61,13 +61,14 @@ class ContextualMultiSeasonalFTS(sfts.SeasonalFTS): self.generate_flrg(flrs) def get_midpoints(self, flrg, data): - if data.name in flrg.flrgs: - ret = np.array([s.centroid for s in flrg.flrgs[data.name].RHS]) + if data in flrg.flrgs: + ret = np.array([self.sets[s].centroid for s in flrg.flrgs[data.name].RHS]) return ret else: - return np.array([data.centroid]) + return np.array([self.sets[data].centroid]) def forecast(self, data, **kwargs): + ordered_sets = FuzzySet.set_ordered(self.sets) ret = [] @@ -78,7 +79,7 @@ class ContextualMultiSeasonalFTS(sfts.SeasonalFTS): flrg = self.flrgs[str(index[k])] - d = FuzzySet.get_maximum_membership_fuzzyset(ndata[k], self.sets) + d = FuzzySet.get_maximum_membership_fuzzyset(ndata[k], self.sets, ordered_sets) mp = self.get_midpoints(flrg, d) diff --git a/pyFTS/models/seasonal/msfts.py b/pyFTS/models/seasonal/msfts.py index 290a4a2..43569e6 100644 --- a/pyFTS/models/seasonal/msfts.py +++ b/pyFTS/models/seasonal/msfts.py @@ -26,7 +26,7 @@ class MultiSeasonalFTS(sfts.SeasonalFTS): if str(flr.index) not in self.flrgs: self.flrgs[str(flr.index)] = sfts.SeasonalFLRG(flr.index) - self.flrgs[str(flr.index)].append(flr.RHS) + self.flrgs[str(flr.index)].append_rhs(flr.RHS) def train(self, data, **kwargs): if kwargs.get('sets', None) is not None: diff --git a/pyFTS/models/seasonal/partitioner.py b/pyFTS/models/seasonal/partitioner.py index 46545fb..fa19e9f 100644 --- a/pyFTS/models/seasonal/partitioner.py +++ b/pyFTS/models/seasonal/partitioner.py @@ -33,7 +33,7 @@ class TimeGridPartitioner(partitioner.Partitioner): self.sets = self.build(None) def build(self, data): - sets = [] + sets = {} kwargs = {'variable': self.variable} @@ -46,7 +46,7 @@ class TimeGridPartitioner(partitioner.Partitioner): count = 0 for c in np.arange(self.min, self.max, partlen): - set_name = self.prefix + str(count) if self.setnames is None else self.setnames[count] + set_name = self.get_name(count) if self.membership_function == Membership.trimf: if c == self.min: tmp = Composite(set_name, superset=True) @@ -58,14 +58,14 @@ class TimeGridPartitioner(partitioner.Partitioner): [c - partlen, c, c + partlen], c, **kwargs)) tmp.centroid = c - sets.append(tmp) + sets[set_name] = tmp else: - sets.append(FuzzySet(self.season, set_name, Membership.trimf, + sets[set_name] = FuzzySet(self.season, set_name, Membership.trimf, [c - partlen, c, c + partlen], c, - **kwargs)) + **kwargs) elif self.membership_function == Membership.gaussmf: - sets.append(FuzzySet(self.season, set_name, Membership.gaussmf, [c, partlen / 3], c, - **kwargs)) + sets[set_name] = FuzzySet(self.season, set_name, Membership.gaussmf, [c, partlen / 3], c, + **kwargs) elif self.membership_function == Membership.trapmf: q = partlen / 4 if c == self.min: @@ -78,17 +78,18 @@ class TimeGridPartitioner(partitioner.Partitioner): [c - partlen, c - q, c + q, c + partlen], c, **kwargs)) tmp.centroid = c - sets.append(tmp) + sets[set_name] = tmp else: - sets.append(FuzzySet(self.season, set_name, Membership.trapmf, + sets[set_name] = FuzzySet(self.season, set_name, Membership.trapmf, [c - partlen, c - q, c + q, c + partlen], c, - **kwargs)) + **kwargs) count += 1 self.min = 0 return sets + def plot(self, ax): """ Plot the diff --git a/pyFTS/models/seasonal/sfts.py b/pyFTS/models/seasonal/sfts.py index bad062e..64e1a68 100644 --- a/pyFTS/models/seasonal/sfts.py +++ b/pyFTS/models/seasonal/sfts.py @@ -10,14 +10,17 @@ import numpy as np from pyFTS.common import FuzzySet, FLR, fts -class SeasonalFLRG(FLR.FLR): +class SeasonalFLRG(FLR.FLRG): """First Order Seasonal Fuzzy Logical Relationship Group""" def __init__(self, seasonality): super(SeasonalFLRG, self).__init__(None,None) self.LHS = seasonality self.RHS = [] - def append(self, c): + def get_key(self): + return self.LHS + + def append_rhs(self, c, **kwargs): self.RHS.append(c) def __str__(self): @@ -57,7 +60,7 @@ class SeasonalFTS(fts.FTS): self.flrgs[ss] = SeasonalFLRG(season) #print(season) - self.flrgs[ss].append(flr.RHS) + self.flrgs[ss].append_rhs(flr.RHS) def train(self, data, **kwargs): if kwargs.get('sets', None) is not None: diff --git a/pyFTS/models/song.py b/pyFTS/models/song.py index f78a7df..e7a3be0 100644 --- a/pyFTS/models/song.py +++ b/pyFTS/models/song.py @@ -20,40 +20,46 @@ class ConventionalFTS(fts.FTS): self.R = None if self.sets is not None: - self.R = np.zeros((len(self.sets),len(self.sets))) - + l = len(self.sets) + self.R = np.zeros((l,l)) def flr_membership_matrix(self, flr): - lm = [flr.LHS.membership(k.centroid) for k in self.sets] - rm = [flr.RHS.membership(k.centroid) for k in self.sets] + ordered_set = FuzzySet.set_ordered(self.sets) + centroids = [self.sets[k].centroid for k in ordered_set] + lm = [self.sets[flr.LHS].membership(k) for k in centroids] + rm = [self.sets[flr.RHS].membership(k) for k in centroids] - r = np.zeros((len(self.sets), len(self.sets))) - for k in range(0,len(self.sets)): - for l in range(0, len(self.sets)): - r[k][l] = min(lm[k],rm[l]) + l = len(ordered_set) + r = np.zeros((l, l)) + for k in range(0,l): + for l in range(0, l): + r[k][l] = min(lm[k], rm[l]) return r def operation_matrix(self, flrs): + l = len(self.sets) if self.R is None: - self.R = np.zeros((len(self.sets), len(self.sets))) + self.R = np.zeros((l, l)) for k in flrs: mm = self.flr_membership_matrix(k) - for k in range(0, len(self.sets)): - for l in range(0, len(self.sets)): - self.R[k][l] = max(r[k][l], mm[k][l]) + for k in range(0, l): + for l in range(0, l): + self.R[k][l] = max(self.R[k][l], mm[k][l]) def train(self, data, **kwargs): if kwargs.get('sets', None) is not None: self.sets = kwargs.get('sets', None) ndata = self.apply_transformations(data) - tmpdata = FuzzySet.fuzzyfy_series_old(ndata, self.sets) + tmpdata = FuzzySet.fuzzyfy_series(ndata, self.sets, method='maximum') flrs = FLR.generate_non_recurrent_flrs(tmpdata) self.operation_matrix(flrs) def forecast(self, data, **kwargs): + ordered_set = FuzzySet.set_ordered(self.sets) + ndata = np.array(self.apply_transformations(data)) l = len(ndata) @@ -69,9 +75,9 @@ class ConventionalFTS(fts.FTS): fs = np.ravel(np.argwhere(r == max(r))) if len(fs) == 1: - ret.append(self.sets[fs[0]].centroid) + ret.append(self.sets[ordered_set[fs[0]]].centroid) else: - mp = [self.sets[s].centroid for s in fs] + mp = [self.sets[ordered_set[s]].centroid for s in fs] ret.append( sum(mp)/len(mp)) diff --git a/pyFTS/models/yu.py b/pyFTS/models/yu.py index 5fa3f60..4013159 100644 --- a/pyFTS/models/yu.py +++ b/pyFTS/models/yu.py @@ -17,24 +17,27 @@ class WeightedFLRG(flrg.FLRG): self.LHS = LHS self.RHS = [] self.count = 1.0 + self.w = None - def append(self, c): + def append_rhs(self, c, **kwargs): self.RHS.append(c) self.count = self.count + 1.0 - def weights(self): - tot = sum(np.arange(1.0, self.count, 1.0)) - return np.array([k / tot for k in np.arange(1.0, self.count, 1.0)]) + def weights(self, sets): + if self.w is None: + tot = sum(np.arange(1.0, self.count, 1.0)) + self.w = np.array([k / tot for k in np.arange(1.0, self.count, 1.0)]) + return self.w def __str__(self): - tmp = self.LHS.name + " -> " + tmp = self.LHS + " -> " tmp2 = "" cc = 1.0 tot = sum(np.arange(1.0, self.count, 1.0)) - for c in sorted(self.RHS, key=lambda s: s.name): + for c in sorted(self.RHS): if len(tmp2) > 0: tmp2 = tmp2 + "," - tmp2 = tmp2 + c.name + "(" + str(round(cc / tot, 3)) + ")" + tmp2 = tmp2 + c + "(" + str(round(cc / tot, 3)) + ")" cc = cc + 1.0 return tmp + tmp2 @@ -48,11 +51,11 @@ class WeightedFTS(fts.FTS): def generate_FLRG(self, flrs): for flr in flrs: - if flr.LHS.name in self.flrgs: - self.flrgs[flr.LHS.name].append(flr.RHS) + if flr.LHS in self.flrgs: + self.flrgs[flr.LHS].append_rhs(flr.RHS) else: - self.flrgs[flr.LHS.name] = WeightedFLRG(flr.LHS); - self.flrgs[flr.LHS.name].append(flr.RHS) + self.flrgs[flr.LHS] = WeightedFLRG(flr.LHS); + self.flrgs[flr.LHS].append_rhs(flr.RHS) def train(self, data, **kwargs): if kwargs.get('sets', None) is not None: @@ -63,6 +66,9 @@ class WeightedFTS(fts.FTS): self.generate_FLRG(flrs) def forecast(self, data, **kwargs): + + ordered_sets = FuzzySet.set_ordered(self.sets) + l = 1 data = np.array(data) @@ -75,17 +81,15 @@ class WeightedFTS(fts.FTS): for k in np.arange(0, l): - mv = FuzzySet.fuzzyfy_instance(ndata[k], self.sets) - - actual = self.sets[np.argwhere(mv == max(mv))[0, 0]] + actual = FuzzySet.get_maximum_membership_fuzzyset(ndata[k], self.sets, ordered_sets) if actual.name not in self.flrgs: ret.append(actual.centroid) else: flrg = self.flrgs[actual.name] - mp = flrg.get_midpoints() + mp = flrg.get_midpoints(self.sets) - ret.append(mp.dot(flrg.weights())) + ret.append(mp.dot(flrg.weights(self.sets))) ret = self.apply_inverse_transformations(ret, params=[data]) diff --git a/pyFTS/notebooks/Chen - ConventionalFTS.ipynb b/pyFTS/notebooks/Chen - ConventionalFTS.ipynb index c017702..464bd07 100644 --- a/pyFTS/notebooks/Chen - ConventionalFTS.ipynb +++ b/pyFTS/notebooks/Chen - ConventionalFTS.ipynb @@ -45,6 +45,9 @@ "from pyFTS.benchmarks import benchmarks as bchmk\n", "from pyFTS.models import chen\n", "\n", + "from pyFTS.common import Transformations\n", + "tdiff = Transformations.Differential(1)\n", + "\n", "%pylab inline" ] }, @@ -62,7 +65,6 @@ "outputs": [], "source": [ "from pyFTS.data import Enrollments\n", - "\n", "enrollments = Enrollments.get_data()" ] }, @@ -75,14 +77,14 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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Fh8ZkrS12VwAAAHAeU40Im7TtlvO0YwInHNBoLKHhsUSxuwIAAIDzyLZGmKHOC0gtqhHl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\nRppT7ldVRcC99WtOhT+trUy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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -102,14 +104,14 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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TJGlJH+0XONvTJMlau0xSjTFmWm9tgagv1BR4PWpq9WlPVaPbpQAAAESMgARhJ8iWHOVh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\ndrusiPbls8cpOT5GP3p6va6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gXwjCcM3FU07Q/defqr3Vjbr0rytUUtHgt32vKa3SHS9t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\nAAARiSAMAACAiEQQBgAAQET6/5uSNpCir/MIAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -117,11 +119,8 @@ } ], "source": [ - "from pyFTS.common import Transformations\n", - "diff = Transformations.Differential(1)\n", - "\n", "tmp = bchmk.simpleSearch_RMSE(enrollments, enrollments, chen.ConventionalFTS, \n", - " range(1,20), [1], transformation=diff, tam=[10, 5])" + " range(1,20), [1], transformation=tdiff, tam=[10, 5])" ] }, { @@ -133,14 +132,14 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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5rPJhnopaqGaqPpN7LARlneJ66+SwviR/JYyOjrK2tobWQsvKD9UZ/P7LuFyf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\nIet6WNXqH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0nIQgXWg8EHyJJsSkwwu6rg8bkYmLBGrAUgNDeHWipRefHC0HU1TWPrxTJj\nt+5aJgkgSRKJazGyq8eGn7zWd4to5YalCqz+iUl8oZApMUFxM2KpAms6Cpo5HtaxskhPz3e4XNa4\nsYHW12Z7e5t63diC86BWZ7VkDf9K4PP2EwxeQXEaXQDOPCynwPpGfls/pC/k5eqgdb65TUNVWwWW\nyd0D2xHNR4xu1758uEylWbGOfyWY/A/sLkP52NBlS4tL4HYTuH/f0HU/Rdgb5lbvLVMaXWRXFUau\nRJFd1vnxK24XjY4J5g/2ODk8sEw8UJC4FqN8UkfZM7ZJzpl/ZYEGFwJZdjF6885ZK30jyWQyDA4O\nEgwGDV/7Y3jHI+CWDZ+H1WgUOTl5bhn/SpBMJmk2m2xtbRm67m9Ky5H80UIFFrTmYSnKU1TV+DSA\n1UgGvAx7L6+HZZ3f8DZjYe2IR45/1eJgpfXSbvL8q3ZujfQQ8bsNHzgsbkVmhmYMXfezJH8CtNYw\naAMpLS0RuHsX2UIvSdCKCT4/eE61aVx8oVyocZQtkrhuDf9K4B4YwJtMtophAxG3IuMWaXAhEO3z\njY4J1tZyuGI+3HFruIqC8Vt3UXZ3KBwZ97O02WyyublpGf9KILllfBMRwwusXO53NK1p+vyrdiYm\nJkzxsJ4oBYIume8i1vq9Eos9otksUCgYmwawIpIk8TgW4olSuJQellNgfQNbxyW2lbLTnl1gMf9K\n4BIelsE3WKm9FFdjV4n7rePYADA6Cy4fpI2LCaqlEuXlZUv5V4LZ4Vlqao2/Dv4ybE3hXyUs5F8J\ngnNzlJ4+RWs2DVtz68Uy/kgPfWPmt+A+T3QwQLDHa2ijC03TqKZzlrq9EggPa9PAdu3ZbJZ6vW6p\neKDAOxWlni2gVoy7pVCUBSTJRTRqkcZJp/j9foaHhw33sJ4oBeZ6Qngs4l8J4vFWAex4WC0ex8Ls\n1xqslS+fh/XZAkuSpP9DkqT/kiTp//rIf/8fp//3P/XfnjU5m3/lNLhokfkZesZaDpbFmJ/uZe1d\nkf28McPu6mqdZ/vPrHd7BeDxw9isofOwyn/8AY0GwUfWK7AeDj1EQjI0Jph9reD2yAxORgxb80sJ\nPppDLRSovHxp2JpbK88Zu3kHSbbWWZ8kSSSux8i+Ns7DauyXUIvW8q8Eg8lpvIGAoQOHrehfCc48\nrLRxHtaxskgkcg+323pjYSYnJ9na2qJhUJOco3qDlWLlbNaSlfD5hggEJlGcAgs472GZM/bCTD75\nW02SpIcAmqb9N6CI/33uv/8X8N+apv0vYPr0f3c9C+uHxIIebgxZ7yXJcDQNMr+2bq8sGJecn2oV\nwUZ1E1w5XKHcKFurwcV5Jn+CnT+hYsyLQXFpCVwuAg+sdeoK0OPt4UbvDZ7uPjVsze1VheErUVxu\naxUUYLyHlX93QG5/j3GL+VeC0WsxirkauQNjmuSI1t9WvMGSXS5Gb9w2tJNgJpOhv7+fcNhajg2A\nbyICLsmwdu3NZpl8/i/L+VeCZDJJo9Fge3vbkPUWLDb/qp14bB5FWULTjEsDWJWrQR8DXvel9LA+\n91v+/wRERmINaC+gps/9u7XT/931LKwfMZfstcSQUNN59xqKB5bzrwR3Ej2EfcZ5WOI2xHINLgTJ\nn0BTYdOYLkelpSX8t2/jClvvpBFaX6c/D/6k3ux8B6xKsc7hdsEy86/a8QwP4xkfp7RkzI3e1oqY\nf3XPkPW+FqPnYVXXc7h6vLh6reVfCcZu3+Mou0VR6XyTnGazycbGhuX8K4HkceEdN87DyuWeoWl1\ny8y/amdiohXxNcrDeqIU8csS93us5V8JYrFHNBp5CoVXZm/FdCRJ4odo+FJ6WJ8rsGLA+aP/f2Ti\nNE37X6e3VwAPgX/9Zj6ND6YkSUodHBxcaLNWYDdXIXNYcvwrgfB5LNZBUOB2ycxMxg3zsFK7KZI9\nSfoD/Yas99WMPQLZY4iHpVYqVP78y5L+lWB2aJZKs8LyYedP5nfeKKDBqMUaXJwnODdHOZVCU9WO\nr7X14jm+UIj+CetFwADiI0ECEQ9ZAxpdaJpGdS2Hdzpq2cZJY6eNSLZW/u74Wru7u9RqNUvGAwW+\nqSj17RPUaudjca24mUwsZs2Du2AwyNDQkGEe1hOlwExPCJ/FosWC9x6W064d4HEsRLZaZ6NSM3sr\nhqLL387T6ODvmqb93v7fTouwWU3TZgcGBvRYzlTETcgPjn/VIvMLhIeh17qXl/PTvazuFzgsdFay\nbKpNnu0/s248EMAbhNGHhnhY5T//QqvXCc5Z9/PxcKgVXTRiHtb2qoLLLTOY7On4Wt9KcG6OZi5H\ndXW142ttrSwzevMOsuzq+FrfgiRJJK7G2F7t/I1N410ZtVC3pH8lGJq+isfnN6Rdu7gJseoNFpxG\nOVWoZU46vlbLv7qN221dLWFycpLNzU2aHW6Sk6s3WC6ULRsPBPD7E/j9Y46HdYr4Wv16yWKCnyuw\nFEBc1cSAj+Ws/kvTtP9bt11ZmN/Wjoj43dwase5LkmFoWquDoEX9K4HwsBY77GG9PH5JoV6wbjxQ\nMPkTZJ9BtbM/7EpLSyBJBGcs2PDjlLg/ztXYVUMaXWRfKwxN9eD2WLOggHMeVofbtReODjneyVqu\nPXs7iesxCkdV8u8662FZ2b8SuNxuEjduGeJhZTIZent7iUSsW1B4J3tA7ryH1WxWyeefEbdYe/Z2\nkskk9XqdbDbb0XUWckU0sGSDi/O05mEtoWmdTwNYnRshP70e16XzsD5XYP2/vPeqpoH/BpAk6Szj\nIknS/9A07f85/f+7vsnFwtohj5K9uBz/Cg7fQmHXsvFAwXdjUQIeF7+tddbDErcgli+wkv8BtdFx\nD6u0uIj/1i1cPdY+jJgbnuPZ/jPqauc8rGq5wbvNE0vHAwG8Y6N4EomON7oQ7b7H73zX0XUuilHz\nsKprOeSIB3d/oKPrXJTx2/d4t5mhlO9cUaGqKplMxtK3VwCy14V3LEx1rbN/N/L5P1DVGrG4tQss\nEefstIf1q1LAJ0vM9Fi7wIrF56nXjykWO58GsDqyJPE4FnZusM4jIn+nhZNyLgL4/5379/9TkqS3\nkiR1PkdhMvv5CmvvisxPO/4V0GrPDjBp7QLLIzysDt9gpXZTTEQmGAoNdXSdCzM+D5KrozFBtVaj\n/OeflvavBLNDs5QbZV4cdm4w5M4bBU2DxHXrzb9qJzg3RymV6qiQvPXiOd5AkIHkVMfW0IPekRC+\nkJtsB2OCmqZRXc/hm7KufyUQHtZ2Bz2s3d1dqtWq5QssaN041rYKqLXOxeJa85QkYlFr/ywNhUIM\nDAx0vMB6ohR4EAnid1nTvxKIG0dnHlaLx7EwW5U6m5fIw/rs39BTh+q/zzWzQNO0mdN//remaXFN\n066c/vO/O7lZsxEv6CJydulJ/wKhQei/ZvZOPsv8VC8vd084Lnbmm7upNnm6/9Ta/pXAF4bEg/cD\nojtA5a+/0KpVS86/akfMLOukh5V9rSC7JYanrH2bB615WM2jI2pv33Zsja0Xy4zevG1Z/0ogyS0P\nq5OdBJuHFdR8zdLxQMHw1Wu4vT42O+hhiUYJVm5wIfBNRUHVqGU6N/ZCURYIh2/h8Vj/Z0cymeyo\nh3XSaPL8xNr+lcDvH8PnG3E8rFPez8O6PLdY1j4CsBgL64eEfW7uJKz/g67jaFrrBmTyR0v7VwIx\nFHox3ZlbrFVllZPaifXjgYLkT7D9FGqljjzeDv6VoC/Qx3R0uqMe1vaqwlCyB7fX2gUFdH4eVlE5\n5ii7dXYbYnVGr8fJv6twctSZYeWi1beVG1wIXG4Pies3OuphpdNp4vE40aj1Px/eZA/IdKxdu6rW\nyOWeWXb+VTuTk5PUajV2dnY68vzFXBEV+NEGBZYkScRj8xwfL1y69uQf4lbIT8x9uTwsp8D6ChbW\njpiZjOO2+NW0IRynIb9tef9K8P14FJ9b7li7dtv4V4LJ/4Bah63OvESXlpbwXb+OK2Zt50gwOzTL\ns/1nNFT9Wy7XKg0ONk4sO/+qHc/4OO6hoY4VWKLN97hF51+1I75unbrFqq7lkEMe3IPWnOnTztit\nexxspKkU9H9RUlWVjY0NW9xeAcg+N55EuGONLvL5v1DVCrG4fQosoGPt2p8oBTySxEzU2v6VIBZ/\nRL1+SKm0ZvZWTEeWJOZjIafAcvg3h4Uqq/sFx78SCH/HogOG2/G5XTyciHds4HBqL8VoeJSR8EhH\nnq87Ez+AJHfEw9LqdUrP/rCFfyWYHZ6lWC/y6kj/wZC7b3NoqsboNev7V9A6eQ3OzVFcXOrIyevW\nynM8Pj+DU1d0f3Yn6BsL4w24yb7ujIfV8q96LO9fCcZu3wVNY+ul/h7W/v4+5XLZFv6VwDcdpbZ5\nglbXPxYn4mVW968EkUiEvr6+jnlYT5QC9yNBgjY55BY3j848rBaPo2HS5Ro71cvhYdnjb6kFWHT8\nq3+S/gUCvTBw0+ydfDHz07282MmTK+vbLU7VVJ7uPT1zeWyBvweGv+uIh1VeXkYrl+1VYJ3ePHYi\nJri9qiDLEsNXrB95EgTn5mi+e0dtPa37s7deLJO4cQuX2637szuBLEskrkbZ7sANVuOoQlOp2iIe\nKBi5egOXx8PWC/09LDv5VwLfVBSaGtUN/edhHSuLhELX8Xrtc7CbTCbZ2NhA1XlYebHZ5M+TkuXb\ns58nEEji9Q6iHDsFFsDjuPCwiibvxBicAusLWVg/IuBx8d2YfX4RdpTMzy3/yqKT1D/E/FQfmgYp\nnT2st8pblKpin3igIPmfVkSwrq9bUlpqFSlWHjDczkBwgMmeyY40usi+VhiYjODxWd+/EnTKwyrl\nc7zbzNgmHihIXIuT2y9TzOk7rFy4O95pe8RHAdxeLyNXb7C1or+HlU6niUajxOP2uO0F8CWjIEFN\nZw9LVevkck8tP/+qncnJSarVKru7u7o+N5Ur0dCwRYMLQcvDesSxsuh4WMDdcICIS740MUH7vB2b\nzG9rh8xMxvHY5Gq6oyiboGzYxr8SPJiI4XXJurdrF7cetuggeJ7Jn6BZbTW70JHS0hLeq1dw99rn\n1BVat1hP95/SVPWL+tRrTfYzecvPv2rHO5XE1d+ve4G1fRors0uDC0Hi9OuX1XkeVnUthxx04xmy\nh38lGLt9l/31Naol/U6iNU0jk8nY6vYKQA648YyEdPewTk7+ptks2ca/Eoh4p94e1hOlgEuCOZv4\nV4JYfJ5abZ9yOW32VkzHJUk8ioadAsvhPUqpxqu9E+an7PXC2DFs5l8J/B4X98djLOg8cDi1m2Io\nOMRYeEzX53acyceApKuHpTUalJ8+tVU8UDAzNMNJ7YRVRb/BkLtrOdSmRsIm/pWg5WHNUlrS18Pa\nerGM2+tj+Kr1RzucZ2A8jMfv0j0mWF3P4U1GkWw2uH7s1l00TWX7lX6z4w4ODiiVSrbyrwS+qSjV\njRO0hn6xOOXU24nZpIOgoKenh3g8rruH9UQp8F04SNhtnyQAnPewnHbtAI9jId6UquxX9VU1rIhT\nYH0Bi+tHaNr7Vt+XnvTP4I/C0B2zd/LVzE/3spzNU6jq0y1O0zRSeylmh2dtI6mfEYjD0N3W11Mn\nKisrqKUSIRsWWHPDrT3rGRPMvlaQJBixkX8lCM7N0djbo765qdszN1eWSVy/gcvt0e2ZRiC7ZEau\nRHVtdNHIVWkeVWzlXwkS128iu9y6tmu3o38l8E1HoaFS29LPwzpWFgkGr+Dz9uv2TKPQ28MqN1We\n5Uu2igcKgsEreDx9KMdOgQXvW+w/yXX/LZZTYH0BC+tH+Nwy34/b7xdhR8j8AhM/gsWHhH6I+ak+\nmqqmm4e1nl/nqHJkP/9KkPwJNhehoU9Xn9JiK1Jmxxus4dAwo+FRXRtdZFcVBiYieAP2aOhwnpDO\nHlalUOAgs87YLXv5V4LEtRjHuyVKeX2+V2qnkTI7DBhux+PzM3zlmq4FVjqdJhKJ0GuzaDGAN9n6\nGuoVE9S0JoqSss38q3YmJycpl8vs7+/r8ryn+SI1TbNVgwvBew/LmYcFcO+0C+RlaHThFFhfwML6\nIQ8mYvhsdjXdEfI7cLTWejG3IQ8nY7hlSTcPy3bzr9qZ/AkaZcg+0+VxpaUlvMkk7oEBXZ5nNLND\nszzde4qqXfzktVFvsreet838q3a8V6/iisfPiuaLsv3qb9C0VptvGzJ6vRXz1GseVnU9h+R34Rmx\n30sjtDys3bVVapXyhZ913r+yXRIAcIU8eIaDug0cPjl5QbNZsF08UKC3h/VEKSAD8za8wYLWPKxq\ndYdKZcvsrZiOR5Z41HM55mE5BdZnyFfqvMjmnfbsApv6V4Kg1813Y1HdPKzUXor+QD+TPfaLtQDv\nv46Zi8cEtWaTkk39K8Hs8CxKVeGt8vbCz9pbz9NsqCSu28u/EkiSRHB2VrcbrM0Xy7g8Hkau3tDl\neUYzMBnB7ZX1K7DWcvhs6F8Jxm/dRVNVsq9WLvysw8NDCoWCLf0rgXcqSi2TR2te/HBGzL+Kx+3V\nQVAQi8WIRqO6eVhPlCJ3wwF6bHrILTpBOvOwWjyOhXlVrHBY00fVsCpOgfUZUukjVA1nwLAg/TN4\nI60ZSjZlfrqPv7ZylC74za1pGk93nzI7ZEP/ShDqg4FbuszDqr56hXpyQvCRjQssHedhZVcVkCBx\n1X4RMEFwbo56Nkt9e/vCz9p6sczI1Ru4vV4ddmY8LpfM8HSU7OrFPaxmvkbjXdmW/pUgceMWkizr\n0q7dzv6VwDcdRaup1LYvfjJ/rCwSCEzi8w3psDNzSCaTZDKZC8fiqqrK7/miLf0rQSh0Dbc75nhY\np4io529d7mE5BdZnWFg7wuuSeThhz1No3cn8AhM/gMt+TolgfqqXhqrxe+ZiJ9GbJ5vsl/ftGw8U\nJH+CzQVoXqzgFDcddr7BGg2PMhwa1qXRxfZrhf6xML6gvRo6nEcUy8UL3mJVSyX219/aNh4oGL0e\n43C7SKVwsQ5YIkpmR/9K4A0EGZq+yqYOHlY6nSYUCtHfb7+GDgJRLF/Uw9I0FUVZst38q3YmJycp\nlUocHBxc6DnP8iUqqmbrAkuSZOKxOaeT4Cn3e4IEZKnrY4JOgfUZfls/4vvxKH6PPa+mdaWwD+9e\n29a/Eswme3HJEgvrF4sJ2nb+VTuTP0GtADt/XugxxaUlPOPjeIaHddqY8UiSxOzQLKm91IVOXpsN\nlb21nG39K4Hv+nXkaPTCMcHsqxdommq7+VftiHb72TcXO5yprueQvC48Cfu+NEKrXfvum9fUq98+\nrNzu/pXAFfbiHgxceOBwofCKRiNnW/9KoJeH9UQpIAHzNmxwcZ5YfJ5KZZNKJWv2VkzHK8vMj5dJ\nEAAAIABJREFUXAIPyymwPkGh2mB5O+f4V4Iz/8peA4bbCfvc3E30sLB2sUYXqd0Uvf5epqPTOu3M\nJHTwsDRVpbyUsvXtlWB2aJajyhHr+fVvfsZ+Ok+jrjJqs/lX7UiyTHBmhtLSxW70NleWkV1uEtdv\n6rQzcxhK9uDyyBceOFxdy+FN9iC57FtQAIzfvofabLCz+uqbn3F8fEw+n7e1fyXwTUWppvNozW8/\nnBHzr+zqXwni8TiRSOTCHtYTpcCtkJ+4x76pGXDmYbXzOBbmRaGCUu9eD8spsD7B08wxTVVz/CtB\n+hfwhCBx3+ydXJj56T7+2FSo1Jvf/IzUXoqZoRlbn7oCEBmCvmsX8rCqq29o5nLdUWCd3kheJCYo\nBtKOXLNvBEwQnJujvrFBfW/vm5+x9eI5w1eu4fH5ddyZ8bg8MsNTPWxfwMNqFmo09ku29q8Eozdv\nI0nyhWKC3eBfCXzTUbRqk/rOt5/MHyuL+P1j+P0JHXdmPJIkXdjDqqsaSzl7zr9qJxy+idsdQTl2\nGl1Aq8DSgIVc97ZrdwqsT7CwdohblpiZtPcptG5kfoHxR+Cyr1MimJ/qpdZUebbxbSfR24Vtdoo7\nzAzN6Lwzk0j+BBtPQP22grMb/CvBRGSCgcDAhRpdZFcVehMhAmF7NnQ4j/iafmu79nqlwt7aG9v7\nV4LEtRjvtgpUS9/mYVXX84C9/SuBLxhiIDnF1srzb35GOp0mEAgwYNPRDufxTbUiwd/qYWmadupf\n2TseKJicnKRQKHB4+G1x/D9PSpRVtSsKLElyEYs6HpbgYU8QnyzxaxfHBJ0C6xMsrB9xbyxK0Gvv\nq2ldKB7C/gvb+1eC2WQvksQ3e1i2n3/VzuR/oJqH3W97USotLeFOjOAdG9V5Y8YjPKynu0+/6eS1\n2VTZeZtj1Ob+lcB/6yZyOPzNHtb26xXUZpNxm/tXgsT1OGiw8+bbXqJr6zkkj4x31P4vjQDjt++y\ns/qKRu3bBjAL/0qW7f864urx4u4PfPM8rGJxlXr9iJjNG1wILuphCUfnhy4osKA1D6tcTlOt6jOA\n2c74XTIPIsGu9rDs/xOtQ5RrTf7aUhz/SrDxa+ufNvevBNGAh9sj3+5hpfZSRH1RrsWv6bwzkxCF\nc+brY4KaplFKpQh1we2VYHZ4lv3yPpsnm1/9Zw82TmhUm7adf9WO5HIRmHn4zQXW1otlJFkmceOW\nzjszh+GpHmS3dBYD/Vqqazm8kz1I7u749Tt26x7Nep3dN6+/+s8qioKiKF3hXwl8U1Gq63k09esP\nZ97Pv+qOG6y+vj5CodA3e1i/KgWuB/30d8khtzMP6588joVZPimTb3y7qmFluuMnfAf4feOYetPx\nr85I/wJuP4w+NHsnujE/1cfvG8dUv+GbO7Wb4uHgQ2SpS76FehIQn/omD6u2tkbz8LAr4oGCi8zD\nEg0Q7N5B8DyhuTlq6+s0vqHl8tbKc4amr+INBDuwM+Nxe10MJXvIvv56D0st1anvFbvCvxKM3roD\nksTmN8QEu8m/Enino2iVBvXdr3dLjpUFfL5h/P7xDuzMeC7iYTVUjcVc8WxmUjcQDt/G5QqfFdKX\nnR9jYVRgsUs9rC55O9SfhbVDZAlmHf+qReZnGJsDt8/snejG/HQv1YbKX1tfF+fYLe6yVdjqnnig\nIPlT66ZSVb/qj3WTfyWYik7R6+/9pkYX2VWF+HCQYI/9/SvBmYeV+rrPR71WZffNa9u3Z28ncS3G\nwWaBWuXrOmBV1/Og0VUFViAcYWB8kq1vaHSRTqfx+/0MDdl3oG473zoPq+VfLRKPzdu/cdI5Jicn\nyefzHB9/3YHE80KZYrM7/CuBLLuJRR9y7AwcBmAmGsIjde88LKfA+gi/rR9xdzRKxG//hg4XpnwM\nu8uQ7I54oOBRsnU7ubD2dR5W18y/amfyP62v9f6Lr/pjpcUl3IODeCYmOrQx45EkiZmhma++wVJV\njZ03SlfdXgH4b99GCga/Oia48/oVzUaD8dv3OrQzcxi9FkdTNXbeft1LdHU9B24J73ikQzszh7Hb\n98i+fkmz8XWNPzKZDBMTE13hXwncMR+uXv9Xe1il0jq12jvbz79q51s9LPHS/WMXFVgAsdg8pdIb\narV3Zm/FdIIumftd7GF1z081HanUm/yxqTA/5cQDAdj4DdDez0vqEuIhLzeHIyysf52HldpNEfFE\nuBG/0aGdmcQ3eFiaplFaWiI4N9dVp67QignuFHfYLmx/8Z95t3lCrdIkcb27CizJ4yH44MFXF1hb\nK8+RJJnRm7c7tDNzGL4SRZalr56HVV3P4R3vQfJ016/esdt3adSq7L5988V/Jp/Pc3R01FX+lcA3\nFaW2nvsqD6tb5l+1MzAwQDAY/GoP64lS4ErAx6Cvuw65hV93rFxseHu38DgW4s+TEsUu9LC666e8\nTjzbUKg1VH6YdhpcAJD+GVy+VkSwy5if6iWVPqbe/PJYXGovxcOhh7hkVwd3ZgKxidb/pf/3F/+R\nWjpN4+CA4KPuOnUFmBtu/X1f2v3yX4Tbpy/cdh8w/CGCjx5RXX1D4yuiPpsvnjM4NY0v2D0eBYDH\n52IwGWH7Kzwstdygni10RXv2dkQEdOvFl3tY4oW7Kwus6ShqqUFjv/TFf+ZYWcDrHSQQSHZuYyYg\nSRKTk5NfVWA1NY3flAI/xrvr9gogErmHLAfOCurLzo/xME2tOz0sp8D6AAvrh0hSq5W3A60Ca2wW\nPPYeEvoh5qf7KNebX+xhHZQOyOQz3edfCSb/A5lf4QuF5G70rwRXYleI+WJf5WFlVxWigwFCse5x\nFQVnHtYX3mI1ajV2Vl91nX8lSFyLc5A5oV79spPXajrX8q+6sMAK9kTpG5tg8ysKrEwmg8/nY3h4\nuIM7M4ev9bA0TUM5XiQee9R1SQBoFdG5XA5F+bIb378LZU66zL8SyLKHWHQGxfGwAJjrCeGS6MqY\noFNgfYCFtSNuj/QQDXTX1fQ3UcnB7l9dFw8UPDqNgX7pPKyu9a8EyZ+gdAgHL7/ow0tLKVz9/Xin\nkh3dlhnIkvxVHpbwr7pl/lU7gbt3kPx+Sktf9vnYffOaZr3OWJf5V4LE9RiqqrH7hR5WdT0HLgnf\nRHf5V4Kx2/fIvlqh2fiyxh/pdLrr/CuBu9ePK+b7Yg+rXM5Qre0R67J4oEB0ifzSWyzxst1NHQTP\nE4s/olB8Rb3+9Z1Iu42Q28X3kSBPFOcGq+upNpr8vnHszL8SbCyApnbNgOF2+sM+rg2Gv3geVmo3\nRcgT4mbvzQ7vzCREIZ3++bMf+t6/mu3KU1doeVjbhW12i7uf/djD7QLVUqNr5l+1I3m9BB7cp7T4\nZSevmyvPQZIYu3mnwzszh5ErUSRZYnv1y16Sqms5vOMRJE+XRYtPGb99l3q1wv76289+7MnJCYeH\nh13Vnr2d1jys3Be1Jz+bf9VlDS4Eg4ODBAKBL2508UQpkAx4GfF1TyfW87yfh+XcYkFrHtYfJyVK\nX6Fq2AGnwGrjr60c1YbqzL8SZH4G2QNj3fmDH1rt2lPpIxpf8M2d2ktxf/A+brk7Bh/+i3gSeka/\nqNFFfWuLxu5uV8YDBeKm8ks8rG6cf9VOcG6O6uvXNL8g6rP1YpmBiST+cPfFfAC8fjcD42GyXzBw\nWK2e+ldd1J69HREF/ZKYoHjR7kb/SuCbjqIW6jQOyp/92GNlAY+nj2DwigE7Mx5ZlpmYmPiiGyxV\n01hQil0ZDxT09NxDln1OTPCUx7EwdU3jaZd5WE6B1YZo2f3I8a9apH9pDRf2dseQ0A8xP9VHsdbk\n72z+kx93WD5kLbfWvf4VgCS1brHSv3zWwyottoqOUBcXWNdi14h4Izzde/rZj82uKvT0+4n0dp+r\nKAjNzYGmUXr66c9Hs1En+/olY7e7078SJK7H2UvnadQ+7WHV0nlQu9O/EoRiceKJMbZWPj8PK5PJ\n4PF4GBkZMWBn5vA1HlY3+1eCZDLJ8fEx+fynf8++LFY4bjS7usCSZR/RngfODdYp89EQMvBrl3lY\nToHVxsL6ETeHI8RD3Xk1/VVUC5B91rX+lUDcVn7OwxIv2V1dYEErDlrch8NPt1wuLS3hisfxXr1q\n0MaMxyW7mBn8vIelqRrZ1e6bf9WO/7vvkLzes+L6Y+y+fUOjVmX8Vnf6V4LRazHUhsbu+qdfGqvr\nOZAlvJM9Bu3MHMZv3WX75QtU9dMFp/CvXK7ujEsCuPr8yD3ez3pY5fIWlWqWWLx7UyLw5R7Wr2f+\nVfcWWACx+DyFwgr1+tfNS+tGIm4XdyOBrmt04RRY56g3VZ5mjp35V4LNBdCaXetfCQYjfqb7Q5/1\nsFJ7KQLuAHf6u9MpOWPydKD0Zzys0tISwdnu9a8Es8OzZPIZDkoHH/2Yo50ilWKdRBe2Zz+P7PMR\n+P77z3YSFO26R2919/fKyNUoSJD9TLv26loO71gY2du9BQW05mHVyiUO0usf/ZhiscjBwUFX+1fQ\nak/um4pSXfu0h3U2/yrWnQ0uBMPDw/h8vs96WE+UAmN+D+P+7j7kbvl2Gkru64bZdyuPY2GenZSo\ndJGH5RRY53i+naNUazLvzL9qkfkFJBeMd/cPfmjdYi2mj2h+YjBkai/F9wPf45G7vLtk3xUID33S\nw6pns9S3t7vavxKIG8tP3WIJD2e0ywYMf4jg3ByVly9pnpx89GO2VpbpG5sg2NO9kTgAX9BD/9in\nPSy11qS21d3+lUBEQj/lYV0G/0rgm46intRoHFY++jHHyiJud4xQ6JqBOzOeL/GwNE3jty73rwQ9\nPfeRJC/KsTMPC+DHWJiqqvF7/stnx1kdp8A6h7jBeOTcYLVI/wKJ++DrzrbC55mf6uOk0mBl58NR\nH6WisHq82v3xQPgiD+ts/tWj7i+wbvTeIOQJfXIe1vZrhXDcR6Sve/0rQfDRHKjqRz0stdlk+9VK\n17Znb2f0Wpzd9TzN+odPXmuZPKga3i72rwSR3n5iQyOf9LAymQxut5tEImHgzsxBFNW1T3hYLf9q\nDknq/texZDLJ4eEhJx85nHldqnJYb1yKAsvl8hPt+d7xsE6Zj4aQ6K55WN3/Hf0VLKwfcnUwTH+4\n+4aEfjW1Emw/7Xr/SvDew/pwTPDp/ql/1a3zr9pJ/gQnWTj+cNSnuLSEHI3iu37d4I0Zj1t282Dw\nwUdvsDRNI7t6TOJ6rOvjkgCB778Hj+ejMcG99TfUK2XGu7zBhSBxPUazrrKX/vDhTHU9BxL4uty/\nEozdvsv2yt9o6ocLznQ6zfj4OG53l3ZiPYd7IIAc9nzUw6pUdihXNrp2/lU7Ihb6sZigeLn+8RIU\nWNCah3Vy8jeNxsfTAJeFmMfN7bDfKbC6kUZTJZV2/KsztpZArUPyP2bvxBBGogEmeoNnXSTbSe2m\n8Ll83Ou/HKfy7z2sD8cES0tLBGdmkLpwSOiHmB2aZS23xmH5338/lL0S5ZM6o13uXwnkQIDAvXsf\nHTi89aJ1eyHadnc7iautWGj2I/Owqms5PKNhZH/3FxTQ+rpXigUONtL/+m/lcpm9vb2u968En/Ow\nun3+VTsjIyN4vd5PFlgjPg+TXe5fCVrenYqS+3yX2svA41iYp/kitY8cztiNy/F29AW82MlTqDYc\n/0qQ+QUkGSZ+MHsnhjE/1fKw1A94WE/3nvLdwHd4XZfjBz8DNyDY/0EPq763Tz2zcSn8K4G4ufxQ\nu/btSzD/qp3g3ByVv/+mWfj33JKtlWXiiTFCsctRcPrDHvpGQ2d/D86j1ZvUNk8uhX8lGD+Nhn4o\nJniZ/CuBbzpKM1eleVz91387VhZwuyOEw106uL4Nl8vF+Pj4Bz0sTdN4ohR4HAtfiiQAQDT6AEly\nO/OwTnkcC1NWNf7oEg/LKbBOEf7VD84NVov0LzB8D/yX58VgfroPpVTn9f4/r+vztTwvj15eDv9K\nIEkw+eMHb7DO/KtLVGDd7rtNwB34YEwwu6oQjHqJDgZM2Jk5BOfmoNmk/OzZP/69qjbZWvmb8Uty\neyVIXIuzu5aj2dYBq7pxAk3tUhVYPQOD9AwMnt1knieTyeByuRgdHTVhZ+bwqXlYirJILDqHJHV3\nd8nzJJNJDg4OKBb/eTizVq6yX2vwOBYyaWfG43IF6YncczysU36ItqKhT5TuGDjsFFinLKwfMtUf\nYrCn+yX1z1KvtCKCk5cjHigQ8dD2du3P9p6hoV2uAgta8dDcBigb//jXpaUl5HAY/63LceoK4JE9\n3B+4/68CS9M0sq+PGb12OfwrQfDBfXC5/uVhHaTXqZVLXT9guJ3EtRiNmspB5p+HMzXhX12iAgta\nMcGtleV/xeLS6TRjY2N4PF3eifUc7sEgctD9Lw+rWt2nVFrv+vlX7XzMwxIv1ZehwcV5YvF5Tk6e\n02x2x63NRejzurkR6h4PyymwgKaqsbh+5PhXgu2n0Kx2/fyrdsZ7g4zGAv8aOJzaS+GRPXw38J1J\nOzMJ0eCk7RartLREYOYhUhcPCf0Qs8OzrB6volTeR8FyB2WKuRqJ65cjDieQQyH8d+/8q8ASsbDL\nWGABbLfNw6qu5fAMh5ADl8O/Eozdvkv5JM/h1vvDmUqlwu7u7qXxrwSSLOGdiv6rwHrvX12OBheC\nRCKB2+3+QIFVYMDr5krgcjUZi8ceoWkNlNzvZm/FEjyOhVnMF6l/YmSOXXAKLODlbp58pXHWSe7S\nk/kFkGDisdk7MZz5qV4W14/+cfKa2k1xr/8efvclu90cvA2BOGTeDxxuvHtHbW2N0CWKBwrEDabo\nKAnv519dJv9KEJqbo7y8jFoun/27zRfLxIZGiPT2m7gz4wn2eIkPB/8xD0trqFQ3TvBdgvbs7Yzf\nOvWwzsUENzY20DTtUvlXAt9UlOZRhYby3sM6VhZxucKEw7dN3JnxuN3uf3lYl9G/EkSjM0iSy5mH\ndcrjWIhSU+X5if1v9JwCi/eRsPkpp8EFAOmfYegOBC9fwTk/3cu7Qo23B60r6mK9yMrRCjNDMybv\nzARkGSb+6WGVUq2I3GXyrwR3++/ic/n+MQ8r+1ohEPEQHw6auDNzCM7NQb1O+Y8/ANBUle2Xf1+6\n2ytB4nqcnTc51FMPq7Z1Ag310sUDAaJDw4R7+9g81+gik8kgyzJjY2Mm7swcRJF9/har5V89RJYv\n1+0mtDysvb09yqeHMxuVGtlq/dLFAwHc7jCR8B3Hwzrl8amH9WsXxASdAouWfzXeGyARuzyS+kdp\n1GBz8dLMv2pHFNm/nRbdz/af0dSal2f+VTvJn1qzsPJZAEqLS0jBIP7bl+vUFcDr8vL9wPf/6CS4\nvXpM4pL5V4LAzAzI8llM8N1mhkrh5NK0Z29n9FqMerXJwWbrxUA0NfBewgJLkqSWh/Xi+VkaIJ1O\nMzo6itd7STqxnsMzHELyu88GDtdqhxSLq8QuWTxQ0O5hiZfpy9Tg4jyx+CPy+b9oNitmb8V0Bn0e\nrgZ9XdHo4tIXWOqZf+XcXgGQfQaN8qXzrwSTfUGGenxnA4dTuynckpv7A/dN3plJtHlYpaUlgg8e\nIF0iSf08s0OzvDx6Sb6WJ/+uTOGoSuKSzL9qxxUO4791i9Jiq8DaPI2DiTbdl43E9dN5WKft2qvr\nOdxDQVyhy/m9Mn77HqWcwvHONtVqlWw2e+n8K4EkS/imes5usBSl9T0Tv2QNLgSjo6O4XK6zAuuJ\nUqDX4+JG8JLF8E+Jx+bRtBq5/LPPf/D/z959x1dR5f8ff006IZBG74ReQ++2BRQrFtDd/bq7rrti\n7yAqoQcUBLu7yvbi7k9AAUXFBSsdA0LoLfQOaYT0ZH5/3BsJeFOAm5xb3s/HgwfJnblz3/dkZu79\nzJw54wf6R0WwLiOLIhf3jvMmfl9g7T6ZRVp2gQa4KFFyvY2fnsGyLIu+LWNZm3IG27ZJOpFExzod\nCQ/2vy5ggGOo/tBIOLCCwrQ08nbv9svugSV6NeiFjc0PJ3748Xqbxm397/qrEuG9e5OTnExxXh6H\nt2/+cYhuf1QzMpTIejU4ujsNu6iY/AOZfnn9VYmSrqKHt23h0KFDfnv9VYnQlpEUns6hKDOftPS1\nBATUoFYt/zwYERwcTJMmTX68Dmt1+jm/vP6qRGRkL8DS/bCc+kdFcLaomC1ZORXP7MH8vsAqGTGu\nn24w7LB/JdRtDzX96yL10vrGxXDybB47Tpxh6+mt/jc8e2kBgY6bTe9fef76qz7+W2B1qdOF4IBg\nkk4kcWR3OqE1g4hp6J/dWsCxLtj5+WRv3Mjh7Vv9tntgicZtoji6J4O8Q2ex8/3z+qsS0Q0bEx4Z\nxaFtmzlw4ACWZdG0aVPTsYw5fx1Weqnrr/zz7CY4rsM6fvw4ezPOcig33y+vvyoRHFybWhEdSUvX\nQBdwvqvo6jTvvg5LBVZKKo0iw2gSreuvKCqEQ2v99uxViZLuogu3r6TQLvTvAgsc3UXP7CZ75bdY\nYWHU6Oy/X6LDgsLoUqcLSceTOLorjUato7AC/POoK0B4z55gWRz79mtyMjP8doCLEo3aRpOfU0ja\nxlOA/93/qjTLsmjSsQuHt29h//79NGrUiNBQ/xqCu7TghhFYoYGc23eYrKydREX5Z/fAEs2bN8e2\nbT7bdwjwv/tfXcxxHdZGiovzKp7ZxzUMDaFFjRBWZ/h4gWVZ1gjLsoZYlvXc5Uz3ZLZts3bfGfrG\nxfrtqekLHNsE+Vl+e/1ViVZ1a1InIpTVR74nwAqge73upiOZ5bzhdPaaVdTo1g3LDy9SL61Xg14c\nPHaUzNO5NPaz+19dLDAyktB27TiU7BhJsGR4bn9VMlx/zu50gurWILCWf28rTTt05mxaGkeOHPHb\n669KWIEWoS1qk3Z6LWATFe2fA1yUaNKkCQEBAaw4k0FUUCAdavrn9VcloqP6UFycR0ZmsukoHqF/\nVARr089R7MXXYZVbYFmW1QPAtu1lQHrJ75Wd7un2njrH6ax8XX9V4sfrrwaZzWGY4zqsGA5mb6ZD\nTAciQvz7yBoN4ymyI8g7cIzw3n5+Ng/HQBf1M1oC/nn/q4uF9+7N8TMniYiOIbJ+A9NxjKoVE0Zk\nbCiBqTl+ff1ViSYdO1NUoybFxcV+ff1ViZCWkWQFbCbACiWytp/duP4iISEhNG7cmM2FFn2jahLg\n5we5o6IcXe91PyyH/lERpBcWsf2c946sWNEZrHuAkjsnpgBDLnG6Ryu5/qqvrr9y2L8SYltDrfqm\nkxjXs0VNCoMP0C4y3nQU8wKDyLY7ge2f97+6WHzdeBqfbYMdUkRsEz8vvoEavXuRWiOEhg2bqCcA\n0KJZLQJtCGmhAiu2STOsaMf1vM2aNTOcxrzQuEiyY3YQEdSJgAD/7S5ZIrJFS1JDwugd4d9nrwCC\ng6OJiGhPuu6HBZzvMrrai++HZdnlnH6zLOs94D3btjdYljUEGGrb9tjKTnfOMwoY5fy1HbDT3W9C\n3KoOcNp0CA+i9jhPbXEhtceF1B7nqS0upPa4kNrjPLXFhdQenq+5bdt1K5qpym8hbtv2HGBOVb+O\nuIdlWUm2basfmJPa4zy1xYXUHhdSe5yntriQ2uNCao/z1BYXUnv4joq6CKYDJRcoRQFnLnG6iIiI\niIiI36iowPoAiHP+HAcsA7AsK6q86SIiIiIiIv6o3ALLtu0NAM7rq9JLfge+rGC6eC9157yQ2uM8\ntcWF1B4XUnucp7a4kNrjQmqP89QWF1J7+IhyB7kQERERERGRyqvwRsMiIiIiIiJSOSqwRERERERE\n3EQFlg+xLGuUZVnPVfS48/f1pf7ZlmXFOaellXr8PedjMyzLWup8LM7F8sudboqr9rAs6z1n1r2W\nZY0oNV9Z7fGT9+ZqGRe9hse1RxltMa9Uzh4XzVvy/ko//pN1o9S0vaUGvyn9uMe1BZS9rTinXfBe\nymkPV+uGy3nLe44nKGP9cPn3vpTHndtKyWNe0R5ltMXlbBMX73d9Yj9a3v6y1DwVbkPeuB+Fcj9X\nylvPf7J/LGsf5E370nLaYqnzX1ypxyv9eePF+1GX63RZectqE+e0i7c7l+1a0WuIQbZt658P/AOW\nAjbwXGUeLzU9Dph38c+lpvcAll78c2Wne1J7AENw3BgbHLcVSKugPX7y3ipahie2RxltMQqY4SJz\nHLC+jJ/nlbH855zLj/L0tiirPcp6L+W0h6t1w+W83tgeZf29L+Vx57ZSelvy+PYopy0udZu4YDkV\nvVdPbIuy2qMSf/cKtyG8cD9azvpR0Xr+k/1jWe3qal5PbY8y2mJUqb/rj23BJXzelLW9eXJblFoP\nfrJOl5W3rDZx1bZltaunt4m//9MZLB9h2/ZQ4MHKPl7Ke8ADzp/jgLhSR1XicOw0ljqXtQG4+AZ4\nFU03ooz3nQLMcE5PB1JdPLV0e7h6bxUtw+Pao4y2WAa8VOr3dOf/I3DcfgHbtlOAwc7HXa0bOP8f\nCrgaQdTj2gLK3ibKeC9ltYer91bWvJTzHOPKaA+Xf+9LfDwVxxcNcNwvMemi1/C49iijLS5pmyhj\nOb60Hy2t9P7yUrYhr9uPQpntUeZ6Xtb+0dVyvG1fWkZb9OTCnCVnZS7l88Yr96OUvU6XlbesNnHV\ntmW1awlPbRO/pgLLjzlPYS917gzAsUN4ybbtkcBYHBtsLI4dR1kqmu4xbNtOsW07xbKsOMuy1uPc\nGZZw0R4/eW8VLcPVczyR832kO7s1ref8jj4WaFXS1YDzO2pX6wY4vmA9iOti1SvaohRX76Ws9nD1\n3sqal3Ke46nK+ntX+nH7/G089jrnW8qFvKU9LnWbKGsZPrEfLeFifwmV3IZ8ZT8KF9yuxtV6Xt7+\n8WK+sC9dD9wDP64fwCV/3njlfrScddpl3nLaxBWX7VqKR7aJvwsyHUCMeoFSR4ecHxQbSn62LCsG\nyOX8zaRdOVPBdI/i7NN8D/CA/dP7tl3QHpTx3ipYhle1h23bD1qWNQPHl4JWOPPbtj1QOjJfAAAg\nAElEQVTUeR3APiDa1bphWdZTOL5gpViW5WrxXtMWlmWNwvV7cdkeuH5vZc17wfSqeg/uVMbfO+oS\nH38K2OBsj5LuP/NLvYy3tMelbBNRFxUcFyyjotdwd/AqdsH+8lK3IV/Zjzrf90/W83Lao6xleP2+\n1LbtOZZltbIsaymOL/zpF02vzOfNSy4e84r9aBnrdLl5XbSJq3nKbdeKXkPM0BksP1XSnaX0lwHL\nsp4ruaiyVBefRTi6LeC8CPPibj7LKpjuMSzHDbGH2rbd8+IPdFftgYv3Vt4yynqO+9/JlXNeEDvK\n+Wsqjq4t4PjCmAqVWjc6AEOdO/1ewJfWhRdne0VbOPXE9Xtx2R64fm9lzVveczySq7+382hrpR8H\nGuL44AfXR+W9pT0qvU2U8XeHit+rt7QFUOb+stLbkK/sR51KCgW4cD0vqz1cqWher2gP53qx1NnF\n7T0cuS/188Yr96PlrNMu85bTJq6W7bJdK3oNMUtnsPzXj/2cS9i2PdNyXE+w3vnQSOeR2Q3OHT84\n+wWXHKmzbTva1XQPNRToVer9Ydt2T+ePrtrD1Xt/0NUyvLA9XgLmWZZVkm8kgG3byyzLGlrq/T3g\nfNzlulGyMOf7Hen8su1tbYFt2z9mK/1egLLa4yfrhvPo80/m9dL2+Mnf+zIeT8Gxjt1Tel5va49L\n2SbKWYYv7UfB9f7yUrYhl/tiL22Pkn3pBet5Oe3xE2XN623t4dwHzrAsayyOsywl1+dV+vOmrO3N\nC9rC5Tpd1rZPGW3iSlnt6gVt4tcs2zHqiIiIiIiIiFwhdREUERERERFxExVYIiIiIiIibqICS0RE\nRERExE1UYPk5y7JGWZZlW6Vukul8fIblvA/FxdN8VVltUWracyZymVLOuvGec93Ya7m+J4dPKqc9\n5pXaVi6+AaTPKm97cU7fW86oaT6lnHUjzblerLcc97vxC+W0x6hS+w6/3lacj60v9a/MbcmXVPC5\nUtIWfr1uOB8v+Zxd6g/rhS9SgSUPAnNwjAoF/DjMZw/nkKAP4BgW1B/8pC3gx1Gd/KUNSnO1bgyB\nH+803xP4k5loRrhqj1FASqlt5eIbpvoyl9sL/Hg/GH/6UuBq3YgDljlHEutZeqQ4P1BWezzo3FaG\n4uf7Dtu255SsGzhGkJtv27Y/3Cy2rM+VGGdbPICfrxvOz5WSz9mxwDwz0eRKqMDyY6WOiozlwmE9\nh+C8G71zKO6L76Tuc8ppi5KdnD99OSqvPVJwFhHOIYdd3d/I55TTHstwDLdboqz7IPmU8rYX57Sh\nOG/C6+vKaYs4IK7UGU6/KDjLaY8fh3Z3FhKD8QPlbSulvMf5Ic19VjltkQqUnO2OwU/u41ROe/Tk\nwu9gfnNGz5eowPJvDwLvOb8op5c6LR+L44u0PymrLfyVy/awbTvFeU+OOOf9PvzljE157ZHu7P61\nnguLLV9W3vbynnO6XxTflN0WqcBLtm2PxPEFamlZC/Ax5X2utCrpTosfHLhzKvezxdnNemk5N6n2\nJWXtRzeAo1sxju3E37eV9cA98OP6IV5I98HyY5ZlpXH+SFFJd5YHS641sm17Zsl8tm1HG4pZLcpq\ni1LTRwFRJW3i68prD+f6cQ+Om0L6y1mKctcP5zxxOL4otarufNWtnH3Hj9uJVcHNVX1FZdaNUvO1\n9Nf2cO43etu2PdJ5bd4+X/9cgUp9tqwHBvv6egEV7jda2bY91ip181xjQatJBZ+zM3CcuUoB7vaH\n9vA1QaYDiBnOPs9Jzu5vlHzg4TiisgzHmYmZziMqPn26voK28DvltYdz2lBnX3m/UEF7zAD22rY9\nB8cZixhzSatHBdtLTxzd4obiOEPxpWVZPvvlsYJ148cDVc4vjam+2g4lKlg3NgCtwNG92LIsYzmr\nS0WfLSVdxHx9vYAK26IVcMY5q1+c+a5g31FysG6s8zuYz3+u+CIVWP7rQUoN3OD8wEuyLGuEbdvz\nLcva4DwCXTKvLyu3LQzmMqXM9gB6A72cR11Lpvt6sVVee7wEzLMsq2QbGWkiYDUrb3spfWTeH85g\nldcWM53XX5VsK/6+bsy3LGtoqfbw+WuOqPiz5cfr0vxAZfaj9zgna1txjOQ8Fsd1vf6wrfgcdREU\nERERERFxEw1yISIiIiIi4iYqsERERERERNxEBZaIiIiIiIibqMASERERERFxExVYIiIiIiIibqIC\nS0RERERExE1UYImIiIiIiLiJCiwRERERERE3UYElIiIiIiLiJiqwRERERERE3EQFloiIiIiIiJuo\nwBIREREREXETFVgiIuLxLMsaZVnWXsuybMuy0izLes+yrKgy5u1hWdb6MqZFWZaVVrVpRUTEn6nA\nEhERj2ZZ1ihgBjAWiAZGAnHAl2U8JcU5r4iISLVTgSUiIh7LeZbqPaCnbdvzbdtOt217mW3bQ4EU\ny7LinP+WWpb1nPPMVRyOgqxkGaOcZ732AqPMvBMREfEXQaYDiIiIlKMXsMG27ZSLJ9i2PRLAsqw4\n53wpwAOl57EsqweOYmuwc3pZZ71ERETcQmewRETEk/XAURgBjmLKeTaq5F/JGako27YftG17w0XP\nfxCYY9v2Btu201HXQRERqWIqsERExJOl4OjyB4DzTFZL579lF83nSgzwfanfk9wdUEREpDQVWCIi\n4smWAT2cXf0AcF6HlY7j7FaJ9DKenwL0LvV7L/dHFBEROU8FloiIeKxS3fq+tCxrhHOY9R6WZS2t\n5CI+AEY5nxOFugiKiEgV0yAXIiLi0WzbnmlZVjrwAjAP2AC85JwcU8FzN1iWNZbzg1s8gM5iiYhI\nFbJs2zadQURERERExCeoi6CIiIiIiIibqMASERERERFxExVYIiIiIiIibqICS0RERERExE2qdRTB\nOnXq2C1atKjOlxQREREREbli69evP23bdt2K5qvWAqtFixYkJSVV50uKiIiIiIhcMcuyDlRmPnUR\nFBERERERcRMVWCIiIiIiIm6iAktERERERMRNVGCJiIiIiIi4iQosERERERERN1GBJSIiIiIi4iYq\nsERERERERNxEBZaIiIiIiIibqMASERERERFxExVYIiIiIiIibqICS0RERERExE1UYImIiIiIiLiJ\nCiwRERERERE3UYElIiIiIiLiJiqwRERERERE3EQFloiIiIiIiJuowBIREREREXETFVgiIiIiIiJu\nogJLRERERETETVRgiYiIiIiIuEmlCizLsnqUM22EZVlDLMt6zn2xREREREREvE+FBZZlWUOAeWVM\n6wFg2/YyIL28QkxERERERMTXVVhgOYunlDIm3wOkO39OAYa4KZeIiIiIiIjXudJrsKKA1FK/x17h\n8kRERERERLyWBrkQ8XFbjmTw4oLNZOcXmo4iUnUyj8KixyD9oOkkIlUmtzCXxDWJJJ9KNh1FRMpx\npQVWOhDj/DkKOHPxDJZljbIsK8myrKRTp05d4cuJyKXIzi/k0f9s4D9rD/Ly5ztMxxGpGrYNix6F\nH/4FCx6G4mLTiUSqxFs/vMUHOz9g9LejycrPMh1HRMpwWQWWZVlRzh8/AOKcP8cByy6e17btObZt\n97Jtu1fdunUvL6WIXJaXP9/BwdRsrm5bl3+uPsDKPadNRxJxv/V/g71fQeuhcGAFrJtjOpGI260/\nsZ5/bfsX/Rv250T2CWYlzTIdSUTKUJlRBEcAvZz/l/gSwLbtDc55hgDpJb+LiHkr95zmn6sP8NsB\nLZnzq57E1anJc/OTOZtbYDqaiPuk7oMvEiDuWvjlXGhzPSybBKf3GA4m4j7ZBdkkrEigcURjXr/u\nde7rdB8f7v6Q5YeXm44mIi5UZhTB+bZtR9u2Pb/UYz1L/TzHtu1ltm3rkKGIhzibW8Bz85MdRdWw\ndoQFBzLr7niOZeSQuHi76Xgi7lFc7LjuKiAQbnsbAgLg1jchKBQWPgzFRaYTirjFq+tf5UjWEaYO\nnEp4cDiPdnuU1lGtmbRqEhl5GabjichFNMiFiA9KXLydYxk5zLo7nrDgQAB6NIvmwWta8UHSIb7e\ncdJwQhE3WPeeo0vgsJcgqqnjsdoN4aZZcHgdrHrLbD4RN1hzbA0f7PyAezveS68GvQAICQwhcVAi\nqbmpvLzuZcMJReRiKrBEfMzXO07yQdIhHrymFT2aRV8w7akhbWhXvxZjP0wmPTvfUEIRNzi929EV\nsO0w6PZ/F07rMgI63ApfT4OTOmMr3uts/lkmrJxAi9oteKL7ExdM6xTbiQe6PsDilMV8eeBLQwlF\nxBUVWCI+JD07n7EfJtOufi2eGtLmJ9NDgwKZfXc8qefymfTxVgMJRdyguMjRBTAoDG59AyzrwumW\nBTe/BqG1YMGDUKTrDsU7vfL9K5zIPsG0QdMICwr7yfQHuj5Ah5gOTFkzhdTcVBdLEBETVGCJ+JBJ\nH28l9Vw+s++OJzQo0OU8nRtH8tjPWrNw41GWbDlezQlF3GDVm3D4e7h5NtRq4HqeiLpwy+twbBMs\nf7V684m4wXeHv2PBngXc3/l+utbt6nKe4IBgEgclcjb/LIlrErFtu5pTiogrKrBEfMSSLcdYuPEo\nj/2sNZ0bR5Y776PXtaZz49qMW7CZM1l51ZRQxA1ObIOvp0OH26DzXeXP2/E26DISvpvpKLREvERG\nXgaTVk2iTXQbHo5/uNx520a35ZFuj7D0wFKW7F9STQlFpDwqsER8wJmsPMYt2ELnxrV59LrWFc4f\nHBjA7JHdOJtbSMLCLTrqKd6hqMDR5S+0Ntzy2k+7Brpy40wIrwMLHoJCHUwQ7zB97XTSctOYNnAa\nIYEhFc5/X6f76FqnK4lrEjmVfaoaEopIeVRgiXg527YZt2ALZ3MLmT2yG8GBldus2zWoxdND2/L5\nluN8vOloFacUcYPls+F4sqO4qlmncs8Jj4Hb3oST2+AbjbYmnm/pgaV8tu8zRsWPokNsh0o9Jygg\niMRBieQV5TF59WQdNBMxTAWWiJf7eNNRlmw9ztND29KuQa1Leu6oq+Po3iyKCYu2ciIzt4oSirjB\n0Y3w3SvQ5W5H179L0fYG6H4vrHwdDn1fNflE3OBMzhmmrp5Kx9iO/L7L7y/puS0jW/Jkjyf59vC3\nLNyzsIoSikhlqMAS8WInMnOZsGgr3ZtFMerquEt+fmCAxayR8eQWFPHCR5t11FM8U2Geo4tfzbpw\n08zLW8YN06FWI8fogwU57s0n4ga2bZO4JpGsgiymDZxGcEDwJS/j/zr8Hz3r92Tm9zM5fk6DGImY\nogJLxEvZts0LH20mr7CI2SPjCQyoxPUoLrSqG8HYYe35asdJ5q0/7OaUIm7wzUtwajvc9hbUiK54\nflfCImH423BmN3w51b35RNzgs32fsezgMh7r/hitoyu+ltaVACuAqQOnUmQXMX7leB00EzFEBZaI\nl5qXdJivdpzkuRvaE1c34oqWdd+AFvRtGcOUT7ZxJF1H98WDHPoeVr4B3X8FbYZe2bJaXQe9fw9r\n/gD7V7onn4gbnMw+ybS104ivG89vOv7mipbVtFZTRvcazZpja5i7c66bEorIpVCBJeKFjqTnMGXx\nNvq2jOG+AS2ueHkBzq6CxbbN2PnJOuopniE/GxY+BLUbO7r4ucOQyRDdwtFVMC/LPcsUuQK2bTNp\n1SQKigpIHJhIYIDrexheipFtR9K/YX9mr5/NobOH3JBSRC6FCiwRL1NcfL4ImjUynoDL7Bp4saYx\n4Yy7uQMr9pzm32sPumWZIlfkq6lwZg8MfwfCartnmaERcPsfIf0gLJ3gnmWKXIGFexay/Mhynur5\nFC0iW7hlmZZlMWXgFAKtQBJWJFBsF7tluSJSOSqwRLzM+2sPsGLPaV68uQNNY8Lduuxf9mnGVW3q\nMP3T7Rw4c86tyxa5JPtXOLry9X4A4q5x77Kb94f+j0LSX2DvV+5dtsglOJp1lBnfz6B3g978ov0v\n3LrsBjUbMLbPWDac3MC/t/3brcsWkfKpwBLxIgfOnGP6Zzu4qk0dftmnmduXb1kWM+7qSlCgxZh5\nyRQXq6ugGJCXBQsfgeiWMHRy1bzGzxKgTltY9BjkZlTNa4iUo9guZsKqCdi2zZQBUwiw3P+VbHir\n4Vzb5Fre/OFN9mXsc/vyRcQ1FVgiXqKo2GbMvGSCAi1mjuiKZbmna+DFGkXVYOKtnVi3P5W/rtQH\nshiwdLyjC98d70JIzap5jeAacPu7cPYYLHmxal5DpBxzd85l7bG1jO49mia1mlTJa1iWxcQBEwkL\nCiNhRQKFxYVV8joiciEVWCJe4m8r97FufyoTb+1Ew8gaVfpad/VozJAO9Zj5xU72nNRAAFKN9nwJ\nSX91dOFr1q9qX6tJTxj0NGz8N+xcUrWvJVLKwcyDvLr+VQY2GsiINiOq9LXq1KjDuL7jSD6dzN+3\n/r1KX0tEHFRgiXiBPSezmPnFToZ0qM9dPRpX+etZlsX0O7sQHhLIs/M2UVikC6SlGuSkw8ePQ512\n8LPx1fOa14yF+p3hkycgO7V6XlP8WlGx4x5VQVYQkwZMqrLeCKUNazGM65tfzzsb32FX2q4qfz0R\nf6cCS8TDFRYV8+y8TYSHBDL9zs7V8mEMUK9WGFOHd2bToXTe+y6lWl5T/NwXL8LZ43DHHyE4rHpe\nMyjUMapg9hn4bEz1vKb4tX9v/zcbTm7g+b7P06Bmg2p5TcuySOiXQO2Q2iSsSKCgqKBaXlfEX6nA\nEvFw732XwqZD6Uwd3pl6tarpS6fTrfGNuLlLQ15ftovtxzKr9bXFz+z4DDa+7+iy17hn9b52w66O\nM1lb5sPWhdX72uJXUtJTeHPDm1zb9Fpujbu1Wl87OiyaCf0nsD11O3M2z6nW1xbxNyqwRDzY9mOZ\nvL5sFzd3bcit8Y2MZJh6e2ciawTz7NxN5Beqq6BUgexU+ORJR1e9a8aayTDoaWjUHT59BrJOmskg\nPq2wuJBxK8YRHhzOxP4Tq603QmmDmw3m1rhb+VPyn9h6Zmu1v76Iv1CBJeKh8guLeWbuJiJrBDN1\neGdjOWJqhjD9ji5sO5bJ21/tNpZDfNinz0JOmmPUwKAQMxkCgx2jCuZlweKnwdYtCsS9/rrlr2w5\ns4Vx/cZRp0YdYznG9hlLbFgs45aPI68oz1gOEV+mAkvEQ7391W62H8tk+h1diKlp6Eun0/WdGnBn\n98a8881ekg+nG80iPmbrAtj6EVw7Fhp0MZulXnv42TjYsRiS55rNIj5lZ+pO/rjpjwxrMYxhLYYZ\nzRIZGsnkgZPZm7GXdza+YzSLiK9SgSXigZIPp/PON3u5s0djru9UPRdBV2TirZ2oGxHKs3M3kVtQ\nZDqO+IKsk7D4GWjUAwY+bTqNQ//HoGlf+HwMZB41nUZ8QEFRAeNWjCMyJJJxfceZjgPAoMaDuKvN\nXfxj6z/YeHKj6TgiPkcFloiHyS0o4pm5m6gbEcrEWzuZjvOjyPBgXr6rC7tPZvHaUg3zK1fItuGT\npyD/nKNrYGCQ6UQOAYGOUQUL8x1DxquroFyhd5PfZWfaTib2n0hUWJTpOD8a03sMDcIbkLAygZzC\nHNNxRHyKCiwRD/Pa0l3sOZnFjBFdiawRbDrOBa5tV49f9GnGnOUprD+gewbJFUj+AHZ+CoPHQ912\nptNcKLYVDJ0Ce5bBhn+aTiNebMvpLfxl81+4rdVtXNfsOtNxLlAzuCZTB07lQOYB3tjwhuk4Ij5F\nBZaIB1l/IJU5y1P4RZ9mXNO2ruk4Lo27uQONo2rw7NxNZOcXmo4j3ijjCHz2HDTtB/0eMZ3Gtd6/\nhxZXOe7NlXbAdBrxQnlFeYxbMY7YGrGM7WNodMwK9GnYh1+2/yXvb3+fdcfWmY4j4jNUYIl4iOz8\nQp6du4nGUTUYd3MH03HKFBEaxMwRXdl/JpuZS3aajiPexrYdXe+KC+D2Pzi65HmigAAY7hwAYNGj\nUKxbFMilefuHt0nJSGHKgCnUDqltOk6ZnuzxJM1qNWPCqgmcKzhnOo6IT1CBJeIhZi7Zyf4z2bwy\nIp6IUA+5HqUMA1rV4b4BLfj7qv2s2nvadBzxJhv+AXu/dHTBi21lOk35opvDDdNh/3L4/s+m04gX\n+eHkD/xj6z8Y2XYkAxsPNB2nXOHB4UwbNI1j544xK2mW6TgiPkEFlogHWLX3NH9ftZ/7BrSgf6tY\n03EqZeyw9rSsU5Mx85LJylNXQamEtAPwxThoeTX0+p3pNJXT49fQeigsmwhn9ppOI14guyCbhBUJ\nNIpoxLO9njUdp1K61evGbzr+hvm75rPyyErTcUS8ngosEcPO5hYwZl4yLevUZOyw9qbjVFqNkEBm\njezKsYwcpn26zXQc8XTFxY6udliOrncBXvLxY1lw25uOGxEvfBiKdYsCKd/rG17n4NmDTB04lZrB\nNU3HqbRHuz9Kq8hWTFg1gcz8TNNxRLyal3zCifiu6Z9t51hGDrNGdqVGiIdej1KGns1jeODqOP67\n7hDf7DxpOo54su//5OhqN2w6RDUznebS1G4EN74Ch9bCat2YVcq29tha/rvjv9zb4V56N+htOs4l\nCQ0MZdqgaZzJOcOMdTNMxxHxaiqwRAz6ZudJ/rvuEA9cHUfP5jGm41yWp4e0pU29CJ7/cDMZ2QWm\n44gnOrMXlk6ENtdD91+ZTnN5ut4N7W+BrxLh5A7TacQDZeVnMWHlBJrXbs4TPZ4wHeeydKrTid93\n+T0f7/2Yrw5+ZTqOiNdSgSViSEZ2AWM/TKZNvQieHtLWdJzLFhYcyKt3d+NUVh6TP9lqOo54muIi\nWPAQBIXCrW86utx5I8uCW16DkJqw8CEo0nWHcqFZSbM4nn2cxIGJ1AiqYTrOZXuw64O0j2nP5NWT\nSctNMx1HxCupwBIxZPInWzmdlc+rd3cjLNi7ugZerEuTSB69rjUf/XCE/209bjqOeJLVb8PhdXDT\nK1C7oek0VyainqPIOvoDrHjNdBrxIMsPL+fD3R9yX6f76Favm+k4VyQ4MJjEgYlk5mcybe0003FE\nvJIKLBEDvth6nI9+OMKj17WmS5NI03Hc4rHrWtOxYW1eXLCZ1HP5puOIJzi53dGlrv0t0GWk6TTu\n0el26HwXfDsDjiWbTiMeICMvg0mrJtE6qjWPdnvUdBy3aBfTjkfiH+GL/V+wZN8S03FEvI4KLJFq\nlnoun3ELNtOxYW0eu6616ThuExIUwKv3xJORU8D4hVtMxxHTigocXQNDa8Etr3tv10BXbpoF4TGO\nUQULdTDB37287mVSc1NJHJRISGCI6Thu89vOv6VLnS4krk3kdI7udyhyKVRgiVQj27ZJWLiZjJwC\nXr0nnpAg39oE2zeozVND2vLp5mN8sumo6Thi0orX4NhGR5e6iLqm07hXeAzc+gac2OI4kyV+68sD\nX7I4ZTEPdH2ATrGdTMdxq6CAIBIHJZJbmMvk1ZOxbdt0JBGv4Vvf7kQ83CfJx/hs83GeGtKW9g1q\nm45TJR68Oo74plGMX7SFk2dzTccRE45tchQenUdAx+Gm01SNdjdCt/+DFa/C4fWm04gBqbmpTFkz\nhQ4xHXig6wOm41SJuMg4Hu/+ON8c+oaP935sOo6I11CBJVJNTp7NZcKiLcQ3jeLBq+NMx6kyQYEB\nzB4ZT05+ES9+tFlHPf1NYR4seBjCYx0DW/iyYS9BrYaOUQULckynkWpk2zaJaxI5m3+WxEGJBAcE\nm45UZe7tcC896vVgxroZHD+nQYxEKkMFlkg1sG2bFz7cTE5+EbNHxhMU6NubXut6EYy5oR3Ltp/k\nww1HTMeR6vTtDDi5FW57y9GVzpeFRTre5+ldjsE8xG8s2b+EpQeW8ki3R2gb7b232aiMwIBAEgcm\nUmgXMnHVRB00E6kE3/6WJ+Ih5q8/zJc7TjLmhna0rhdhOk61uH9gS/q0iGHyx1s5mq6j+37hcJLj\n2qtu90LbG0ynqR6tB0Ov+2H1O3Bglek0Ug1OZZ8icU0iXet05b5O95mOUy2a1m7KMz2fYdXRVczb\nNc90HBGPpwJLpIodTc9hyifb6NMyhvsHtjQdp9oEBFi8MrIrRbbN2A+TddTT1xXkOEYNrNUIhk03\nnaZ6DZ0KUc1g4SOQf850GqlCtm0zefVk8orySByUSFBAkOlI1ebudnfTr2E/ZiXN4vDZw6bjiHg0\nFVgiVch2FhdFts2sEfEEBPjQUNWV0Dy2Ji/c1IHlu0/zn3UHTceRqvRVIpzZDcPfdnSd8yehEXD7\nHyFtPyydaDqNVKFFexfx7eFvebLHk7SM9J8DZgABVgBTBkwh0Apk/MrxFNvFpiOJeCwVWCJV6P21\nB1m++zQv3NSBZrHhpuMYcW/fZgxqXYdpn27n4Jls03GkKhxY5egi1+t30Oo602nMaDEQ+j0M3/8J\nUr4xnUaqwPFzx5mxbgY96/fk/zr8n+k4RjSMaMhzvZ8j6UQS/9n+H9NxRDyWCiyRKnLwTDbTP9vO\nVW3qcG/fZqbjGGNZFjNGdCXQshgzfxPFxeoq6FPyshw33I1uDkOnmE5j1uAJENsGFj0GuZmm04gb\n2bbNhJUTKLKLmDpwKgGW/359ur317Vzd5Gre2PAG+zP2m44j4pH8dw8hUoWKi21Gz99EoGUx466u\nWJZ/dQ28WOOoGoy/tSNr96Xy91X7TccRd1o2EdIOOLrIhfrHAC5lCq4Bd7wLmUfgixdNpxE3mrdr\nHquPrWZ0r9E0rdXUdByjLMtiUv9JhASGMG7lOIqKi0xHEvE4FRZYlmWNsCxriGVZz1UwfZT744l4\np7+t2s+6famMv7UjjaJqmI7jEUb2bMLg9vWYsWQHe09lmY4j7rD3a/j+z9D/UWg+wHQaz9CkFwx8\nEn74F+z6wnQacYNDZw8xK2kW/Rv2Z2TbkabjeIS64XV5se+LJJ9K5u9b/246jojHKbfAsiyrB4Bt\n28uA9JLfL5qe4pyecvF0EX+091QWM5fsYHD7eozs2cR0HI9hWRYv3dmFsOBARnwffd4AACAASURB\nVM/bRJG6Cnq33AxHV7g6beFnCabTeJZrX4B6HeHjJyA71XQauQLFdjHjV44n0ApkysApft8bobSb\nWt7E0OZDeWfjO+xO2206johHqegM1j1AuvPnFGCIi3lmOP+Ps217g7uCiXijwqJiRs/bRFhwIC/d\n2UUfxhepVzuMKcM78cPBdOZ8l2I6jlyJL16Es0cdXQODdZb2AkGhjq6C2afh87Gm08gVeH/7+6w/\nsZ6xfcbSoGYD03E8imVZJPRLoFZILcatGEdBcYHpSCIeo6ICKwooffgttvREZ0GVYllW2kXzifil\nOctT+OFgOlOGd6Je7TDTcTzSbfGNuLFzA15buoudx8+ajiOXY+cS+OHfMOhpR5c4+amG8XD1GNg8\nF7Z9bDqNXIZ9Gft4Y8MbXNvkWoa3Gm46jkeKCYthfL/xbE/dzp+T/2w6jojHuKJBLizLisJxhusl\n4E+WZcW5mGeUZVlJlmUlnTp16kpeTsSj7TieyetLd3NTlwbcFt/IdByPZVkWibd3plZYEM/M3UhB\nke6l4lWyU+GTJ6BeJ7hGZ2fKddWzjkJr8dOQpc8/b1JYXEjCigTCgsKYOGCieiOUY0jzIdwcdzNz\nkuew7cw203FEPEJFBVY6EOP8OQo4c9H0UcBLtm3PBB4ARly8ANu259i23cu27V5169a90rwiHqmg\nqJhn526iVlgQU4d31odxBWIjQpl2Rxe2Hs3k7a/2mI4jl+KzMZB9xtEFLijUdBrPFhgMd7wHeZnw\n6dNg67pDb/H3rX8n+XQy4/qOo06NOqbjeLwX+rxAdFg041aMI78o33QcEeMqKrA+AErOSsUBy+DH\nM1cXsG17Puev1xLxK29/tYetRzOZdkcXYiP0pbMyhnVuwO3dGvHO13vYciTDdBypjG2LYMt8x5mr\nhl1Np/EO9TrAdS/C9k9g83zTaaQSdqXt4p2N73B98+sZ1mKY6TheITI0kkkDJrEnfQ9/2PgH03FE\njCu3wCoZtMKyrCFAeqlBLL50Tp8JjHIO1T7Ktu05VZpWxANtPpzBO1/v4Y7ujRnWWRdBX4rJt3Um\nNiKEZ+ZuJK9Q91LxaFmnHF3dGnZzXHsllTfgCWjSGz4bDZnHTKeRchQUFZCwIoHaIbVJ6Jeg3giX\n4OomV3Nnmzv529a/senUJtNxRIyq8BosZxe/ZaWLJ9u2e5b6eaZt2/NVXIk/yiss4tl5G4mNCGHS\nrZ1Mx/E6keHBvHxXV3adyOK1pRrm12PZNix+CvLOOroGBgabTuRdAgLh9nehMM9x/Zq6CnqsOZvn\nsD11OxP6TyA6LNp0HK8zptcY6ofXJ2FFAjmFOabjiBhzRYNciPi715buZteJLF6+qyuR4frSeTmu\na1ePn/duypzv9rLhYJrpOOLK5nmwY7Hjflf1OphO453qtIYhk2D3/xwjMIrH2XpmK39K/hO3xt3K\n4GaDTcfxShEhEUwZOIX9mft5c8ObpuOIGKMCS+QyrT+Qxpzv9vLz3k25rl0903G82ribO9Awsgaj\n524iJ19dBT1K5jFH17amfaH/Y6bTeLc+o6DFVbDkBUg/aDqNlJJXlEfCigRiw2IZ20ejY16Jfg37\n8fN2P+f97e/z/fHvTccRMUIFlshlyMkvYvS8TTSMrMG4m3VE/0rVCgvmlRFdSTl9jplf7DAdR0rY\nNnz8OBTmO24oHBBoOpF3CwiA4W8DNix6DIp1iwJP8c7Gd9iTvofJAycTGRppOo7Xe7rn0zSp1YTx\nK8eTXZBtOo5ItVOBJXIZZn6xg32nz/HKiK7UClPXQHcY0LoOv+nfnL+t3M+alIvvCCFG/PAv2LMU\nhk6G2Fam0/iG6BZwfSLs+xaS/mI6jQAbT27kH1v/wV1t7mJQ40Gm4/iE8OBwEgcmcjTrKLOTZpuO\nI1LtVGCJXKLVe8/wt5X7+U3/5gxorfujuNPYG9vTIjacMfM3kZVXaDqOf0s/CEtedHRp6/2A6TS+\nped90GowLJ0AqSmm0/i1nMIcElYm0CC8AWN6jzEdx6f0qN+DX3f8NXN3zWXVkVWm44hUKxVYIpcg\nK6+QMfM30SI2nLE3tjcdx+eEhwQxa2Q8h9NymP7ZdtNx/FdxMSx6FLBh+DuOrm3iPpYFt70FAcGw\n8BEo1nWHpryx4Q0OZB5g6sCp1AyuaTqOz3ms+2O0jGzJhFUTyMzPNB1HpNroU1PkEkz/bDtH0nOY\nNTKe8JAg03F8Uq8WMTxwVRz/WXuQ73adMh3HPyX9BfZ9BzdMg+jmptP4psjGcOMMOLga1vzRdBq/\n9P3x73l/+/v8sv0v6dOwj+k4PiksKIxpA6dxOuc0M9fNNB1HpNqowBKppG93neI/aw/ywFVx9GoR\nYzqOT3tmaFta14tg7IfJZOQUmI7jX87sdXRdaz0EevzGdBrfFv9zaHcTfDkFTu00ncavnCs4x/iV\n42lWqxlP9njSdByf1qVuF+7vfD+L9i7im0PfmI4jUi1UYIlUQkZOAWPnJ9O6XgTPDG1rOo7PCwsO\nZPbIeE6ezWPKJ9tMx/EfxUWOLmuBwY4ubJZlOpFvsyy45XUICYcFD0GRrjusLrOSZnHs3DGmDZpG\neHC46Tg+7+H4h2kb3ZZJqyaRnptuOo5IlVOBJVIJUz7ZxqmsPGaPjCcsWENVV4f4plE8cm0rPtxw\nmKXbTpiO4x/W/AEOrYEbZ0LtRqbT+Ida9eHmV+HoBlj5uuk0fmHlkZXM3zWf33T8Dd3qdTMdxy8E\nBwYzfdB0MvIzmL52uuk4IlVOBZZIBZZuO8GHGw7zyLWtiG8aZTqOX3n8Z23o0LA2L3y0mbRz+abj\n+LaTO+DLqdDuZuh6j+k0/qXzndDpDvjmZTi+2XQan5aZn8mEVRNoFdmKR7s/ajqOX2kX046Huj7E\n5/s/54v9X5iOI1KlVGCJlCPtXD4vfLSZDg1r8/jP2piO43dCggKYPTKejJx8xi/aYjqO7yoqhIUP\nQ0hNuPV1dQ004abZUCMKFjzsuLGzVIkZ62ZwJucM0wZNIzQw1HQcv/O7Lr+jU2wnEtckcjrntOk4\nIlVGBZZIOcYv2kJGTj6zR8YTEqTNxYSOjWrz5OA2LE4+xuLko6bj+KaVrzm6qN3yKkTUM53GP9WM\nhVvfhBOb4btXTKfxSV8d/IqP937M77v8nk51OpmO45eCAoKYNmga2QXZTF09Fdu2TUcSqRL6xihS\nhsXJR1mcfIwnB7ehY6PapuP4tYeuaUV8k0jGL9zCqbN5puP4luOb4ZsZ0MnZTU3MaX8TxP8Cls+G\nI+tNp/EpablpTF49mfYx7Xmw64Om4/i1VlGteLz743x16CsWpyw2HUekSqjAEnHh1Nk8xi/cQnyT\nSB66ppXpOH4vKDCA2XfHcy6/iBcXbNZRT3cpzHeMXlcjGm6ebTqNAAx7GSLqO7oKFuSaTuMzpq2d\nRmZ+JokDEwkODDYdx+/9quOv6F6vOy+tfYkT5zSIkfgeFVgiF7Ftmxc+2sy5/CJm3x1PUKA2E0/Q\nul4txlzfjqXbTrDghyOm4/iG72bCiS1w25sQrnu7eYQaUTD8LTi9E76eZjqNT1iybwlf7P+CR+If\noV1MO9NxBAgMCCRxYCKFdiETV0/UQTPxOfrmKHKRjzYcYdn2E4y5vh2t69UyHUdKuX9QS3o1j2bi\nx1s5lpFjOo53O7Ielr8K8b+EdjeaTiOltR4CPe+DVW/BwTWm03i10zmnSVybSJc6Xfht59+ajiOl\nNKvdjKd6PMXKIyv5cPeHpuOIuJUKLJFSjmXkMOmTrfRuEc39g1qajiMXCQywmDUynsIim7Efqqvg\nZSvIdXRBq9UAhr1kOo24cn0iRDV1jO6Yf850Gq9k2zaTV08mtzCXxEGJBAUEmY4kF/l5+5/Tt0Ff\nXvn+FY5kqWeC+A4VWCJOtu340l5YZDNrZDyBARqq2hO1qFOTF25qz3e7TvH/vj9kOo53+jrR0QXt\ntrccXdLE84TWguF/gNQUWDbZdBqv9EnKJ3xz6Bse7/44cZFxpuOICwFWAFMGTsGyLCasnECxXWw6\nkohbqMAScfrvukN8t+sUL9zUnuaxNU3HkXLc27c5A1rFkrh4G4dSs03H8S4HVsOqt6HX/dB6sOk0\nUp6WV0Hfh2Dde5Dyrek0XuX4ueO8vPZletTrwb0d7jUdR8rRKKIRY3qNYd3xdfx3x39NxxFxCxVY\nIsCh1GymfbqNga1jubdvc9NxpAIBARYzR3TFsizGzN9EcbG6ClZK/jlHl7OoZjB0quk0UhmDJ0JM\nK1j0GORmmk7jFWzbZuKqiRTahSQOTCQwINB0JKnAnW3uZFDjQby+/nUOZB4wHUfkiqnAEr9XXGwz\nZv4mLMti5oh4AtQ10Cs0iQ5n/C0dWJOSyj9X7zcdxzssmwRp++D2P0BohOk0Uhkh4XDHu5B5GP6X\nYDqNV5i/ez6rjq7imZ7P0LR2U9NxpBIsy2LygMkEBwaTsCKBouIi05FErogKLPF7/1i9nzUpqYy/\npQONo2qYjiOX4O5eTbmuXV1eXrKDlFNZpuN4tpRvYN0c6PcItBhkOo1ciqZ9YMDjsOEfsHup6TQe\n7fDZw7zy/Sv0a9iPu9vdbTqOXIJ64fV4oc8LbDy1kX9u+6fpOCJXRAWW+LWUU1nMWLKD69rV5e5e\nOtLpbSzL4uW7uhIaFMjoeZsoUldB13IzHV3MYlvD4Amm08jluPZFqNsBPn4cctJMp/FIxXYx41eO\nJ9AKZMqAKQRY+orjbW6Ju4XBzQbz1g9vsSdtj+k4IpdNex/xW0XFNqPnbSI0KJCX73JczyPep37t\nMCbf1okNB9P50/IU03E80xcvQuYRuP1dCNZZWq8UHAZ3/BGyTsLnY02n8Uj/2f4fkk4k8Vzv5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EdZKoBmTAElXCmqhLHE9KJ2xoO+q6O6rOEdXAiI4+9G9bhyU/nCcxuYIuBJC4G058DoFvQqPu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\nFvOf96OWS/V40imqoTO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3Ac5uMa/keLdRXSMewtOt6zCmSwNW/3SRk1flnkEP40zqGT6J\n/YTBvoPp27iv6hzxMGq3gL5z4PwOOPUP1TVCGMLV3pXwwHCuZF1h+cnlqnOszoMGLA8g7Rd/rvXL\nT+q6/sm9314BdAKOWbCtWjpxNZ3VP11kTJcGPN26juocIYyRdQu+nwINuppXckSVEfJcW+q6OTJl\nXQwFxbIqeD9FpUUERwVT07EmM7vJ1TGrlO5vQOMg2PEOZF5XXSOEIXrW78kLrV7g72f+zvHk46pz\nrIpFLnJxb3XwhK7rJ37lc69pmnZM07RjKSkpljid1SooLmXquhjqujkS8lxb1TlCGEPXzas3JYUw\nfDXYmFQXiUfg5mjHolEBXErJZfHOc6pzKrWPTn3EhYwLhAWG4e7grjpHPAobGxi2EspKYfMEWRUU\nVmty58n4uPgQEhVCXnGe6hyr8aABKwP458K4B5D6Xx7XT9f1X70F+r3fcnXRdb2Ll5dclvZ+Fu88\nx6WUXBaNCsDNUd6PIqzUqa8gcSf0mwO1m6uuEY+hV4va/KFHY/4WfZnDl/7bj4XqLSYlhk/jP+X5\nFs/zRIMnVOeIx1GzKQyYB5d+hGN/U10jhCGc7JyYFzSPGzk3eO/4e6pzrMaDBqxv+L/3VfkCuwE0\nTfP45wM0TXtN1/VF9/5ZLnLxmA5fSuVv0Zf5Q4/G9GpRW3WOEMbIuAbb34HGvaDb66prRDm882xr\nGno6MXV9DLmFJapzKpX8knxCokKo41SHaV2mqc4R5dHlZfDtAz/MhrTLqmuEMESXul0Y23Ys35z7\nhoM3D6rOsQr3HbD+ufJ3b3DK+MUK4J5ffHyhpmkXNU2Tdzw/ptzCEqauj6GhpxPvPNtadY4QxtB1\n2DIB0GH4SvMKjqiynB1sWTI6gOvp+by7/azqnEpl2YllXMm6wrygebjYu6jOEeWhaTBshXmVefN4\nKCtTXSSEISZ2nEgTtyaEHggluyhbdU6V98BnOPdW/Hb/4mIW6Lre+d7fd+u67qnrerN7f99tZKy1\nenf7Wa6n57NkdADODraqc4QwxrE1cGkfDIgAzyaqa4QFdGtak1eCmvLloavsT5T32AIcvX2Ur85+\nxW9b/5bu9bqrzhGW4N4ABi6ApGg4LDdmFdbJ0daRyF6R3Mm7w+Kji1XnVHnyErJi+xNT+PLQVV4J\nakq3pnJ/FGGl0i6ZV2ya9YXOL6muERY09ZlWNPNyZvr6WLIKilXnKJVXnMfs6Nk0dG3IpE6TVOcI\nS+rwO2g5EPbMhbtyHzhhnfy9/Hm5/ctsvLCRn679pDqnSpMBS6GsgmKmr4+lmZczU59ppTpHCGOU\nlcGm8WBjB0OXm1duhNVwtDOxZHQAyVkFzPvujOocpZYeW8rNnJtE9IrAyc5JdY6wJE2DIR+CrSNs\nfANK5X2HwjqNCxhHC88WhB0MI7MwU3VOlSUDlkLzvjtDclYBS8d0wNFOLlUtrNThVXD1ADy7ENx9\nVNcIA3Rs5Mm4p5qx7vh19pxNVp2jxIEbB1h7fi0vtnuRjt4dVecII7jWhcFL4cYxOLBMdY0QhrA3\n2RMZFElGQQbzD89XnVNlyYClyJ6zyaw7fp1xTzWjQ0OPB3+BEFVRynnYPRdaDYKA36iuEQaa2LcF\nreu68s63p0nPLVKdU6GyirIIPRCKr7svEzpOUJ0jjNR+JLQdBj/Oh+R41TVCGKJNrTa8FvAa2y5v\nY1fSLtU5VZIMWAqk5xbxzrenaV3XlYl9W6jOEcIYpSWw6Q2wd4LnPpDVQCvnYGti6ZgA0nOLmLOl\nej3xXHRkEXfz7xLZKxIHk4PqHGEkTYPB70ENj3urgtX7fYfCev3J70+0rdWWeQfnkZov9zt8VDJg\nKTBnSzzpuUUsHROAg62sBgordeBDuHHc/GTEtY7qGlEB2tV3Z2LfFmyJucm207dU51SIfdf2sfni\nZl7xe4X2tdurzhEVwbm2+UWj27Hw8xLVNUIYws7GjsigSHKKc4g4FIGu66qTqhQZsCrYttO32BJz\nk4l9W9CuvrvqHCGMcTsOfnwX2o2A9s+rrhEVaNxTzfDzcSdkUxx3cwpV5xgqoyCDsANhtPJsxRv+\nb6jOERWpzXPg/wL8vBhunlRdI4Qhmns2Z0LHCey+upvvL3+vOqdKkQGrAqVkFxKyKQ7/Bu6Me6qZ\n6hwhjFFSZF4NrOEBg5aqrhEVzM5kw9IxAeQUljDr29NW/arn/MPzySzKJLJXJHYmO9U5oqI9uxBc\nvGHjOCguUF0jhCFebPsiAV4BzD88nzt5d1TnVBkyYFUQXdcJ3nianMISlo4OwM4k/+qFlfp5Mdw+\nDUOWgXMt1TVCgZZ1XJnSvyU/nElm06kbqnMMsfPKTrZf2c64gHG0qim32aiWanjC0BWQchb2ydXW\nhHUy2ZiI7BVJcWkxcw7MseoXzSxJnuVXkE2nbvDDmWSm9G9JizquqnOEMMaNE7B/KQT8FloPUl0j\nFPrTE750buzJnM3x3M60rlf37+bfJeJQBO1rtefl9i+rzhEqtegHnf4IB5bDtSOqa4QwRGO3xkzq\nPImoG1FsvLBRdU6VIANWBbidWcCczfF0buzJn57wVZ0jhDGKC2DTOHCpAwMXqK4RiplsNJaMDqCo\ntIx3vo21mlc9dV1n3sF55BXnEdkrElsbW9VJQrUBkeDWwHxVwaI81TVCGOK3rX9L17pdWXR0ETdz\nbqrOqfRkwDKYruvM2BBLUWkZS0YHYLKRS1ULK/VjJKQkwLDl5vdfiWqvaW1n3hnYmn3nUvjm6DXV\nORax9dJW9l7by8ROE/H1kBfMBODoBsNXQtpF2DNXdY0QhrDRbJgXNA9d1wmNDqVML1OdVKnJgGWw\nb45e46fzKbwzsDVNazurzhHCGFcPm1dkOr8EzfuprhGVyB97NqGnby0ivj/L9fSq/ep+cm4y7x5+\nl47eHRnbZqzqHFGZNO0N3V6Dw6vh8n7VNUIYwsfFh6ldp3L49mG+OfeN6pxKTQYsA11Ly2Pe1jP0\n9K3FH3s2UZ0jhDGKcs1XDfRoCAMiVNeISsbGRmPRKH90XWf6+ljKyqrmqqCu68w5OIcSvYSIoAhM\nNnIPQ/Fv+oVBTV/Y/GcozFZdI4QhRrUYRVD9IN4//j5Xs66qzqm0ZMAySFmZ+ckEwKJR/tjIaqCw\nVrvnQtolGPYROMgFXMR/aljTiZDn2nLgYip/P5SkOuexbEjcQPSNaN7u/DaN3BqpzhGVkb0zDF8F\nGdfghxDVNUIYQtM0wgLDsNVsCYkOobSsVHVSpSQDlkH+fiiJg5dSCXmuLQ1rOqnOEcIYl3+GIx9D\n9zeg6ROqa0Ql9puuDXmypRcLtidw5W6u6pxHciPnBouPLqZ73e680OoF1TmiMmvUAwInwPHP4MJu\n1TVCGKKuc13e6f4OJ++c5MuzX6rOqZRkwDLA5bu5LNiewJMtvfhN14aqc4QwRmE2bBoPNZtB3zmq\na0Qlp2kaC0f6Y2fSmLouhtIqsipYppcRGh2KpmmEB4Vjo8mPTfEAfUKgdivY/CbkZ6iuEcIQQ3yH\n0KdhH5adWMaljEuqcyod+UlhYaVlOlPXxWBnMj+Z0DRZDRRWamcwZF2HEavBXn5LKx6srrsjYUPb\ncSwpnTVRVeMH8tcJX3Pk9hGmd51OfZf6qnNEVWDnaP6+mJMMO95RXSOEITRNI7RnKE52TgRHBVNS\nVqI6qVKRAcvC1kRd4nhSOmFD21HX3VF1jhDGSNwNJz6HwDehYTfVNaIKGdHRh/5t67Dkh/MkJlfu\nCwEkZSXxwfEPeMLnCUY0H6E6R1QlPp3gickQ8zUkbFNdI4QhateoTXCPYOJS4/hb3N9U51QqMmBZ\nUGJyNkt+OM+AtnUY0dFHdY4QxshPhy1vglcbeGqW6hpRxWiaxvwRfjjbm5iyLoaS0sp5L5XSslJC\nokKwN9kTFhgm2wji0fWeDnX84Lu3IDdVdY0QhhjYZCADmwxkVcwqzqWdU51TaciAZSElpWVMWReD\ns72JyBF+8sNYWK/t75hXX0asMq/CCPGIvFwdiBjuR+z1TFbtu6g651d9ceYLTqWcYmb3mXg7eavO\nEVWRrb15VTA/HbZNUV0jhGGCuwfjbu/OrKhZFJcWq86pFGTAspBV+y4Sez2TyBF+eLk6qM4Rwhhn\nt0Ls/0DvqVC/o+oaUYUN9q/HkID6LNubSPzNTNU5/+JC+gWWn1xO30Z9Gdx0sOocUZXVbQ9PvQPx\nGyFug+oaIQzh4ejBnJ5zOJ9+ntWxq1XnVAoyYFlA/M1MPtyTyJCA+gzyq6c6Rwhj5KbC1klQ1x+e\nmKq6RliB8KHt8HCyZ8raGIpKKseqYHFZMcHRwbjYuTC7x2zZRhDlFzQJfDrD91MgO1l1jRCG6NOo\nD0ObDWXN6TXE3Y1TnaOcDFjlVFRSxpS1MXg62xM+tJ3qHCGM8/1k8yWHR6w2r74IUU6ezva8O8KP\nhNvZLNuTqDoHgDWn13Am9Qyze86mVo1aqnOENTDZmm9AXJRnfpFKrxq3KBDiUc3oNoNaNWoRHBVM\nYWmh6hylZMAqp2V7Ekm4nc27I/zwdJYnncJKxW2AM5ugzyyoIy8kCMvp17YOozo3YNVPFzl1Te09\ngxLSEvg45mMGNR1E/8b9lbYIK+PVCvqGwrltEPM/qmuEMISbvRvzAudxKfMSK06uUJ2jlAxY5XDq\nWgYf7bvAqM4N6Ne2juocIYyRnWxebfHpAoETVdcIKxQ6pC3erg5MWXuKguJSJQ1FpUXMipqFp6Mn\ns7rL1TGFAXqMg0Y9YfsMyLyhukYIQwT6BDK65Wg+j/+cE8knVOcoIwPWYyooLmXK2lPUcXMkdEhb\n1TlCGEPXzZcYLs43rwaabFUXCSvk5mjHwpH+XEzJZekPai7zuzpmNYnpiYQFhuHu4K6kQVg5GxMM\n/wjKimHLBFkVFFZrSpcp1HepT0h0CHnFeapzlJAB6zEt/eEcF1NyWTjSHzdHO9U5Qhgj5ms4vx36\nzoHaLVTXCCvWu6UXv+/eiL9GXebolbQKPXdsSixr4tYwovkIejfoXaHnFtVMTV/oHw4X98Lxz1TX\nCGEIZztn5gXN41r2NT448YHqHCVkwHoMRy6n8deoy/y+eyN6t/RSnSOEMTKvm1dZGgdB9zdU14hq\nYNagNjTwrMHUdTHkFZVUyDkLSgoIjgrG28mbaV2nVcg5RTXX5RVo+iTsDIb0K6prhDBE17pdGdtm\nLF8nfM2hW4dU51Q4GbAeUV5RCdPWx9DAswazBrVRnSOEMXQdtrwJZaUwbCXYyLcKYTxnB1sWjwog\nKTWPBdsTKuScy08u50rWFcIDw3G1d62Qc4pqzsbG/H1Vs4FN46GsctyiQAhLm9hpIo3dGhMaHUpO\nUY7qnAolz5oe0YLtCVxNy2PxqACcHeT9KMJKHf/UvMIyYB7UbKq6RlQjPXxr8XJQU744mET0hbuG\nnut48nH+fubvvNDqBXrW72nouYT4Fx4NYeC7kBQFRz5RXSOEIWrY1iAiKILkvGSWHFuiOqdCyYD1\nCKIv3OWLg0n8v8Cm9PCV+6MIK5V2GXaGgG8f6PKy6hpRDU0f2Arf2s5MXx9LdkGxIefIK84jJCoE\nHxcfJneebMg5hLivjmOhxQDYHQZ3L6iuEcIQHbw78FK7l9iQuIGfr/+sOqfCyID1kLILipm+Ptb8\nQ39gK9U5QhijrAw2TzBf7WrYCtA01UWiGnK0M7FkTAC3MvOJ2HrWkHO8d/w9buTcIKJXBE52Toac\nQ4j70jQYsgxsHWDTOPNKthBWaHyH8TT3aM7cA3PJLMxUnVMhZMB6SBFbz3IrM58lYwJwtDOpzhHC\nGEc+Nq+sDFwA7g1U14hqrFMjT15/shnfHLvGjwl3LHrsgzcP8s25b/hD2z/QuU5nix5biEfiVg8G\nLYHrR+DActU1QhjC3mRPRK8I0grSWHBkgeqcCiED1kPYm5DMN8eu8fqTzejUyFN1jhDGuJtoXlVp\nORA6/E51jRBM6teCVnVcmbEhloy8IoscM7som9ADoTR1b8qbHd+0yDGFKBe/UdBmCPwYCclnVNcI\nYYh2tdrxqv+rbL20lT1Je1TnGE4GrAfIyCvinQ2naVXHlUn95D5AwkqVlphXVGwdYciHshooKgUH\nWxNLxwSQlltE2JZ4ixxz8dHF3Mm7Q0RQBI62jhY5phDlomkw+H1wcINNb0CpMe87FEK1V/1fpU3N\nNoQfCietoGLvd1jRZMB6gDlb4knLLWLpmAAcbGU1UFipA8vg+lEYvBRc66quEeJ/tfdxZ8LTzdl0\n6iY74m6V61g/XfuJjRc28kr7V/D38rdQoRAW4OIFz70Pt2Jg/1LVNUIYws7GjshekWQXZRNxKAJd\n11UnGUYGrPvYEXeLzaduMuHp5rT3cVedI4Qxks/Avneh7TBoP1J1jRD/YXyf5rT3cSN4YxypOYWP\ndYzMwkzCDobRwrMFbwTIjbNFJdR2KPiNhp8Xw81TqmuEMEQLzxb8ucOf2ZW0i+2Xt6vOMYwMWP/F\n3ZxCgjfG0d7HjfF9mqvOEcIYpcWw8XVwdIfB78lqoKiU7Ew2LB3dgeyCEoI3xj3Wq57zD88noyCD\n+b3mY2+yN6BSCAt4dhE41TavbJc83osJQlR2L7V7CX8vfyIPR5KSl6I6xxAyYP0KXdcJ2RhHdkEJ\n743pgJ1J/jUJK/XzErgdC899AM61VdcI8V+1quvK2/1bsiP+Nltibj7S1+5K2sW2y9t4PeB1Wtds\nbVChEBbgVBOGLoc79zYLhLBCtja2RARFUFhaSNjBMKtcFZTJ4VdsibnJjvjbvN2/JS3ruKrOEcIY\nN0/B/iXg/wK0eU51jRAP9FpvXzo28iB0czzJWQUP9TWp+anMOziPtrXa8orfKwYXCmEBLQeYb0Ic\n/SFcO6q6RghDNHVvylud3uLn6z+z6cIm1TkWJwPWv0nOKiB0czwdG3nwWm9f1TlCGKOkEDa+Ac5e\n8OxC1TVCPBSTjcbS0QEUlpQy89vTD3zVU9d1Ig5FkFucS2RQJHY2dhVUKkQ5PfMuuPmYrypYlKe6\nRghD/L7N7+lSpwuLji7iVk75LmJU2ciA9Qu6rvPOhlgKS0pZOjoAk428H0VYqR/nQ8pZGLoCasi9\n3UTV4evlwvRnWrM34Q7rjl2/72O/v/w9u6/uZkLHCTT3lPfSiirE0Q2GrYDUC7B3nuoaIQxho9kQ\nHhROqV5K6IFQq1oVlAHrF9Ydu86P51KY/kxrfL1cVOcIYYxrR82XZe/0R2jRT3WNEI/spcAmdG9a\nk/CtZ7iRkf+rj7mTd4f5h+fTwasDf2z7xwouFMICfJ+Crn+CQ6vgSrTqGiEM0dC1IVO7TOXQrUOs\nPbdWdY7FyIB1z/X0PMK3nqH7/2/v7mLkrMoAjv+ftioFgktZE5CPwhJQQgJxt1bKhyG66w0hNGlX\nAlfedDdRLgiRbtDFYoOYbeCGRHFrIlzABWkNegPGbfUCalLZXRWigaQdqEQ0SssiYEToHi/mTJkO\n81Hamb6z0/8vaTJzzrzbZ5Nn3/OeeZ/3nEtW8Y1rLy46HKkz/vefcsnJWRfA135QdDTScVm2LHhw\n9GoWU2Ji5wssLh79rWdKift+dx/vH36f+6+/n+XL3MNQS9Tw9+Hsi8urCr73TtHRSB0xevko685b\nx0NzD/Hav18rOpy2cIIFLC4mJn7+AiklHhy9mmWWBqpX7d5aLjlZ/6NyCYq0RF246nS+e9MVPLfv\nDZ7Ye+Covqf2PcWzf3uWO4fuZPVZqwuKUGqDT50J6x+Bhb/CzL1FRyN1RESw9bqtLI/lTO6ZZDEt\nFh3SCWs5wYqIjRExHBGbj6d/KXhi7wH27DvId266ggtXnV50OFJnvPoc7H0E1o7BJV8uOhrphN2+\n9iJuuKyfB55+iQMH3wXg9XdeZ9vz21h77lpu+/xtBUcotcHqdbDuWzD7M9j/m6KjkTri3DPOZWLt\nBPP/nOfxvzxedDgnrOkEKyIGAVJKu4CFyvtj7V8KDhx8lweefokbLuvn9rUXFR2O1BnvvQ2/+Cas\nGoDh+4qORmqLiGBqw1WsWB7cveMF3j98mO/tKT8ovfW6rSwLizTUI74yCf2Xwy/vgP++VXQ0Ukfc\ncukt3HjBjTz8h4cpvVUqOpwT0mr0uRVYyK9LQO0T8a36u9rhxcS3d/yJFcuDbRuvIsLSQPWoX99b\nLjFZ/wh88oyio5Ha5rN9K9ly85X8/tVD3PXMj9n7j73c/cW7Of/M84sOTWqfT6yE9T+Bt/8Ov7qn\n6GikjogItly7hdNWnMbkc5N8sPhB0SEdt1YTrD7gUNX7cz5mf1d7dM8rPP/qm2y5+UrO+/TKosOR\nOmPfbph7FK69Ay66puhopLbbMHg+118Bv/3Xo3yh/xo2XLah6JCk9rtgCK6/C/74BLz8TNHRSB3R\nv7KfyS9N8uIbL/LYnx8rOpzjFs3WnI+IaWA6pTQfEcPASP6Gxj0AAATjSURBVEpp4lj782fGgLH8\n9nPAy+3+JSS11A+8UXQQ0klgrutUYJ5LxVidUvpMqw+taNG/AKzKr/uAgx+zn5TSdmB7q0AkdU5E\nzKaU1hQdh9Rp5rpOBea51N1alQg+CQzk1wPALoCI6GvWL0mSJEmnoqYTrJTSPEAu/1uovAd2t+iX\nJEmSpFNOqxLBSolfbdtQs35JXce/U50qzHWdCsxzqYs1XeRCkiRJknTs3IVRkiRJktrECZYkSZIk\ntYkTLGkJioixiNjcoG9/1UqfRMR0RMzk9o1V7VO5fS4iBur8nKb90skSEW/mPJzL+y9W2iu5PVPJ\n0fy3MVf1L5nf6nZNztMfaT+WHDe/pWK1XORCUneJiBlgGJio07eZD7dOqKzwSUppJE+6XgF2RsQg\nMJjbB4FpYKTquKb90smSLw53pZRGa9rH4EhuDwI7gKHqvRfzsVMppVLNsea3ukaT83Td9lY5bn5L\nxfMOlrTEpJRGgPHa9jzQjgDV2yWUgKl83AJwKLcPAzO5fR6o3bCyVb90sgwAAxGxo/pOFTDE0Tk6\nWOfYaWBTnXbzW92k0Xm6UXu1ejlufksFc4Il9Y5pyhOvI4NwSqmUUipFxEBEzJEHa+AcyoN3I636\npZPlEPDDfAdrgnzhCMwBtwJUl1RV5LaZfGFay/xW12h0nm5y/gaa5rj5LRXMEkGpy+VB9FaglFL6\nSFlg/swY5YG2FBG1fZvz8ZuqNgM/SFUpYR2t+qWOqZPz81D+Nj4iVkVEX0ppe0RcmktmS0DtReY9\nwFcb/Bfmt7pKg/N0w/asUY6b31LBvIMldbmU0s6U0mijyVU2BIzki801wO6I6Ms1/CMppaGawXkX\nuSY/1+jP1vy8Vv1Sx1TnfERsrizokssDD6WUFvLrmVwyO005Z6n6HA3uXoH5rS7S6Dzd5PzdKsfN\nb6lg3sGSekBK6cgzWXmSNZovQkeANbm8pPLZoXwnYD5/FmA8D9hzKaWz6/WftF9GqpJS2pafv6rk\n8GhuL+WV0iYo372qfg5lI/Bk9c8xv9XF6p6nm7RDixw3v6ViRUqp6BgkSZIkqSdYIihJkiRJbeIE\nS5IkSZLaxAmWJGlJioixiEhVe2PV9m0uIi6p3RrlekRM5/3h9tfbrkBSMZxgST2oyWA8lQfjuXoX\npdISMw5sp/zA/xH54f7pQiKSOuMjuZ5XGaxsPj8E/LSY0CTVcoIl9aZ6g/EgMJgH4014AaolrOoL\ngglqVknLOe7KaeoJTXK9xIebEi9Qtcm8pGI5wZJ6TJP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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -151,7 +150,7 @@ "from pyFTS.partitioners import Grid, Util as pUtil\n", "\n", "fuzzy_sets = Grid.GridPartitioner(data=enrollments, npart=10)\n", - "fuzzy_sets2 = Grid.GridPartitioner(data=enrollments, npart=3, transformation=diff)\n", + "fuzzy_sets2 = Grid.GridPartitioner(data=enrollments, npart=3, transformation=tdiff)\n", "\n", "pUtil.plot_partitioners(enrollments, [fuzzy_sets,fuzzy_sets2])" ] @@ -165,13 +164,15 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "[ 16:23:14] Start training\n", + "[ 16:23:14] Finish training\n", "Conventional FTS:\n", "A1 -> A2\n", "A2 -> A2,A3\n", @@ -200,13 +201,15 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "[ 16:23:35] Start training\n", + "[ 16:23:35] Finish training\n", "Conventional FTS:\n", "A0 -> A1\n", "A1 -> A0,A1,A2\n", @@ -217,7 +220,7 @@ ], "source": [ "model2 = chen.ConventionalFTS(\"FTS Diff\", partitioner=fuzzy_sets2)\n", - "model2.append_transformation(diff)\n", + "model2.append_transformation(tdiff)\n", "model2.fit(enrollments)\n", "\n", "print(model2)" @@ -232,7 +235,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -262,7 +265,7 @@ " 19366.460000000006]" ] }, - "execution_count": 8, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -273,7 +276,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -303,7 +306,7 @@ " 18691.2]" ] }, - "execution_count": 9, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -321,14 +324,14 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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zzTfxzjvv6MOjoKAgbN68GRMnTsSuXbswZ84cngc4hGg0GtTV1elDv7q6Omg0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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -341,7 +344,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [ { diff --git a/pyFTS/notebooks/Cheng - TrendWeightedFTS.ipynb b/pyFTS/notebooks/Cheng - TrendWeightedFTS.ipynb index 029e554..78c7d61 100644 --- a/pyFTS/notebooks/Cheng - TrendWeightedFTS.ipynb +++ b/pyFTS/notebooks/Cheng - TrendWeightedFTS.ipynb @@ -46,6 +46,9 @@ "from pyFTS.benchmarks import benchmarks as bchmk\n", "from pyFTS.models import cheng\n", "\n", + "from pyFTS.common import Transformations\n", + "tdiff = Transformations.Differential(1)\n", + "\n", "%pylab inline" ] }, @@ -83,7 +86,7 @@ "data": { "image/png": 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ERH3C0GtE3OwsMSXEFVvOFHAsMREREVEfMPQamYXRXsivasCx7Aq5SyEiIiIyGgy9RiY2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\n1toyNQdX74CYJjV/jd/BzRV53c631laquRe0zFpbZK0tkrT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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -104,14 +107,14 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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TVo9Zq/fiXEWDwTNQ7/sxpxQrkrNw6/B+ePimSx/HTf/DQlhPlk0NQ5tWweu7cmRHIaKr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\nAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -119,11 +122,8 @@ } ], "source": [ - "from pyFTS.common import Transformations\n", - "diff = Transformations.Differential(1)\n", - "\n", "tmp = bchmk.simpleSearch_RMSE(enrollments, enrollments, cheng.TrendWeightedFTS, \n", - " range(2,10), [1], transformation=diff, tam=[10, 5])" + " range(2,10), [1], transformation=tdiff, tam=[10, 5])" ] }, { @@ -135,14 +135,14 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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2rxeYiVolF/GI4MeXA2j5DOh/jkzV/pwhiqDF5qj2sGam+UTRTri3TqIOoHtP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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -153,7 +153,7 @@ "from pyFTS.partitioners import Grid, Util as pUtil\n", "\n", "fuzzy_sets = Grid.GridPartitioner(data=enrollments, npart=18)\n", - "fuzzy_sets2 = Grid.GridPartitioner(data=enrollments, npart=4, transformation=diff)\n", + "fuzzy_sets2 = Grid.GridPartitioner(data=enrollments, npart=4, transformation=tdiff)\n", "\n", "pUtil.plot_partitioners(enrollments, [fuzzy_sets,fuzzy_sets2])" ] @@ -167,13 +167,15 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "[ 16:34:13] Start training\n", + "[ 16:34:13] Finish training\n", "Trend Weighted FTS:\n", "A10 -> A10(0.167),A12(0.333),A9(0.5)\n", "A12 -> A14(1.0)\n", @@ -205,13 +207,15 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "[ 16:34:20] Start training\n", + "[ 16:34:20] Finish training\n", "Trend Weighted FTS:\n", "A0 -> A1(1.0)\n", "A1 -> A0(0.036),A1(0.071),A1(0.107),A2(0.143),A2(0.179),A2(0.214),A3(0.25)\n", @@ -223,7 +227,7 @@ ], "source": [ "model2 = cheng.TrendWeightedFTS(\"FTS Diff\", partitioner=fuzzy_sets2)\n", - "model2.append_transformation(diff)\n", + "model2.append_transformation(tdiff)\n", "model2.fit(enrollments)\n", "\n", "print(model2)" @@ -238,7 +242,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -268,7 +272,7 @@ " 18625.92222222223]" ] }, - "execution_count": 12, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -279,7 +283,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -309,7 +313,7 @@ " 18779.435714285715]" ] }, - "execution_count": 13, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -327,14 +331,14 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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ora297khFjUaD8+fPo6amBleb+SdJ0jWDRIaJ19f65ymEwNChQzF06FC8/fbbyMvLQ0pK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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -347,7 +351,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": {}, "outputs": [ { diff --git a/pyFTS/notebooks/HighOrderFTS.ipynb b/pyFTS/notebooks/HighOrderFTS.ipynb index c121f9b..2ddcd7e 100644 --- a/pyFTS/notebooks/HighOrderFTS.ipynb +++ b/pyFTS/notebooks/HighOrderFTS.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -30,8 +30,6 @@ "name": "stderr", "output_type": "stream", "text": [ - "/usr/local/lib/python3.6/dist-packages/statsmodels/compat/pandas.py:56: FutureWarning: The pandas.core.datetools module is deprecated and will be removed in a future version. Please use the pandas.tseries module instead.\n", - " from pandas.core import datetools\n", "/usr/lib/python3/dist-packages/IPython/core/magics/pylab.py:161: UserWarning: pylab import has clobbered these variables: ['plt']\n", "`%matplotlib` prevents importing * from pylab and numpy\n", " \"\\n`%matplotlib` prevents importing * from pylab and numpy\"\n" @@ -43,6 +41,9 @@ "from pyFTS.benchmarks import benchmarks as bchmk\n", "from pyFTS.models import hofts\n", "\n", + "from pyFTS.common import Transformations\n", + "tdiff = Transformations.Differential(1)\n", + "\n", "%pylab inline" ] }, @@ -55,7 +56,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -73,14 +74,14 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": 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K4e7duxAEQROgXq+3q8lItVoNLpfr2DQ8NSMRxGFIdBJEHzDKOL3XixibG64Xl9VqFRaL\nRbMg8vl8J1oQ2Wy2rhqJ+sWois5+PWee5vCD5jhxKwgC/H4//H4/FhcXUa/XkU6nsb6+jkqlgkAg\ngEgkAlEU264xbjQasFqth3xBqRmJII6HRCdBtMmwzBJvtSBi4rLVgigcDmNubg4ul6vjSA/vusZR\nFJ3DTKeWSd3SbkTV4XBgcnISk5OTaDQayOVySKfTWFtbg8vl0iYjOZ3OY4+hKMohgXpSM5IgCHA4\nHNSMRIw0JDoJogW9uGyNWm5sbGB6elqzfxlkl/hp6C2I9NHLVguiycnJEy2IOuW07vVBM6qNRMNu\nmcQz0nkSFosFoVAIoVAIAFAul5FKpXD//n0oiqJ5gvr9/qbncJTo1HOUMb2+GYk1IlEzEjFKkOgk\nRpZuUuK5XA4TExN9E3Dt0GpBVC6X8cUXXwBotiCKRCLwer0dWxB1yiiLTqI7jBLM/YioejwezM3N\nYW5uDrIsI5PJYGtrC4VCAX6/H5FIpGNPUOBwFFRRFEiSpNk80Xx4YhQg0UmcafqdErdarVAUZSB7\nrdfrh6by1Gq1QxZEe3t7eP/997ldmHibs4+q6Bz2SKcR0TxFUU5MiXeKzWZDLBZDLBaDqqrI5/Oa\nMX2lUsHOzg7Gx8fh8Xg6Oq7emJ6diyqViva43hOUoqDEWYJEJ3EmOCkl3k/j9F5F51EWRKVSCbIs\nw+FwNFkQ+Xy+Iy2Injx5wlWAdDuRqJ/r80yvDzuj2EjUDwRBQCAQ0CyZbt++DZvNhidPnqBarSIY\nDCIcDkMUxa48QU9qRqL58MRZgUQnMVQY1SV+HFarFbIsn/p9zIJILy7L5TJUVW2qtwyFQvB6vR2N\nCLRarYZFjo5i1NPrZ6Gmc5gnEp22jpEettPT05idnYWiKMjlckgmk3jy5Ak8Ho9mydRpKc5RzUgb\nGxuw2+2IRCJkyUQMNSQ6CdNxXEp8d3cX4XD40EXFyC7x1kjnSRZEHo9Hmxl9kgVRp/AWfZReJzrF\nSJ9OI4WY3hOUiUxVVbUhCvfu3YOqqlozks/n69gpQhAE1Ot1LetRr9dRq9W0YRHUjEQMEyQ6CW50\nmhLf3NyEKIodRQX7tU828jGfzyOXy2FjY0OzINJHLbuxIOqUQdaVtsMop9d5Msw1nUam1wfdSHca\ngiBoN5vz8/OQJEmrAy0Wi5onaDAYbHuvrFP+qGYkWZZRqVSoGYkYCkh0EgOnm5T4UZFLm802ULHF\nPPVam3kajQacTid8Ph+sVit8Ph8WFxcN7WDXY4ZIpyRJ3NYH+KW4ie44q5HOdrDb7ZiYmMDExAQa\njQby+TxSqRTW19fhcDi0CKnb7T72GMd5gurnw6uqimq1qn2NRUGZMT1BmAESnURfOColfpq47DQl\nbrPZ2qqnPA1FUQ6lxJmBM7Mg8nq9R1oQPX/+HJIkcROcwMuaTl7wTq/zvICST2d3nIVGon5gsVgg\niiJEUQQAVCoVpNNpPHz4EJIkIRQKIRwOIxAI9OwJKkmSdnNIzUiEWSDRSXSEUV3iR9Gp6DzNgsjr\n9SIQCGBqagput7uti5XVatWiCbywWCwjnV4HwH39YYQ1t+VyOdhsNgSDQUObbsw0kcgsuN1uzMzM\nYGZmBrIsI5vNYmdnBw8fPoTP59OioKeJzlaOm4xUrVabLJmoGYkwGhKdxJHoU+KyLGv1i52mxPvJ\nUaJTb0GkF5dHWRB5vV44nc6e9si7nhLgLzp5p/dH+SLZznPXR/LZ+4F5QHq9XrhcLlQqFTx58qTJ\n7HyQtdJnLdI5iDS+zWZDNBpFNBqFqqooFotIpVK4e/cuSqUStre3NU/QbpqRjrNkak3Dj/L7ixg8\nJDpHmHZT4sViEYlEAt///ve5jHsEDk7yiqIglUohn88fa0E0MzMDn883sAuoGUSnGdLrvEXnKNZ0\ntj5nRVE0YakXlxaLpWmYwMzMDNxut/a+rdVqmjgrFApIJpN4+vQpHA4HIpHIqTPHzYyRonOQ6wiC\nAL/fD7/fj8XFRfznf/4nnE4nEokEKpUKRFHUPEE7bZw6rhlJVVVYrVZqRiIGConOEaDXlLjT6YSi\nKIacgGRZPpQSZxdSAHA4HAiFQhgfH4fX6zU8lWYG0Tnqoo+3ObzRa7MxqOl0GoVCAfv7+6hWq02T\nqrpxThAEAWNjYxgbG8PS0hIqlUrTzPFwOIxoNAqv1zs04sPIyUdGdsmrqoqpqSlMT0+j0Wggl8sh\nnU5jbW0NLpcLkUgE4XC445uF45qRHj58iNdff52akYi+Q6LzDNGvLvFWbDZbX7uV9RZE+qk89Xr9\nRAui7e1tVCoVTExM9G0vnWIG0cl7D6MuegeF3vOVfbAaZJ/Ph0ajAbfbjddee63nMpGjcLvdmJ2d\nxezsrGbzs7GxgXK5DFEUEYlEOp62YzRnJdLZiv48bbFYEAqFEAqFAADlcrnpZoF5gvr9/q7S8MBB\ndksQBEiShHq9rkVHqRmJ6BUSnUOGEV3irXSbzmXF663iks1HZuJycnISXq/31I7wfnWv94IZ9sBb\n9PFef9hFpyRJTcKyWCxqN1w+nw9erxfRaBQLCwtN4nJnZwflchkul2vge2y1+WHTdh4/fgyfz6fV\ngdrt9oHvpVOMEENGRzpPwuPxYG5uDnNzc5BlGZlMBltbWygUChgbG0M4HO6oZpcJampGIgYBiU6T\nwrNLvFNOsiByu93ahfQoC6JOMIPg4x1lNMMeeIs+3uu3C3NP0Ndc1ut12O127T0Ri8UQj8e1aTMn\nwes56yNr+gaXZ8+ewWq1anWgJ/lMnjXMYEJ/FDabDbFYDLFYDKqqIp/Pa8b07G8VDofh8XiOPYYs\ny8d6gp40H57VglIUlDgJEp2cOSklrqoqvv32W7z99tsA+IvLer1+SFz2akHUCSQ6D+Btzk6Rzpew\ni69eWBaLRc3LlUXzJyYm4PP5evZ35X0xb21wqVarSKVSms9kOBzuKrU7bCiKYqjdVDcIgoBAIIBA\nIIB4PI5qtYp0Oo0nT56gWq0iGAwiEokgEAg0PRdFUU6Nih4XBWXNSCwKSs1IRCskOg2i03pLdldZ\nLBYNrR1iheStzTylUglfffXViem/QWMG0cnbGJ3tgdLrxv4NWB3y/v4+isUivv32WxSLRc2ai409\nbLdUpNs99It+vWddLleTz2Qmk8GzZ89QLBa1OtBgMNiXtcyEkZHOfqXyXS4XpqenMT09DUVRkMvl\nsLe3h8ePH8Pj8WieoLIsd+T+0dqMBBw4JNRqNQBoSsObuR6YMAYSnX3mpKilHt5Ry0ajgXK53CQu\nWy2IvF4vZmZm4PV6cffuXbz11luG1JMdhxlEpxngHW3lHWkc5PpMXLbWXLI6ZHaTNT09Da/Xa8qa\nRl7oU7uNRgP7+/tIpVJYW1tDtVrF9vY2IpHImfidGRnpHET9qNVq1USmqqoolUpIpVK4d++e5slc\nKBTg8/k6bkZixwdeTkZqbUYiS6bRhURnH2EXLP0FsVdxyYzAuz3pHGVBxArB2chHvXn6cSdSu90O\nSZK4ik6r1UqiE/wjjbzX74fo1Ef09alxRVHgcrm0yOXs7Cy8Xq8W+SkWi1hbW9PGGBrJMI3BtFgs\nCAaDCAaDaDQa+PLLL1Gr1XD37l0IgqDVgZ5UW2hmjGwkGvRagiBor/eFhQXs7Oxgb28PT58+RalU\nQiAQ0CLWvXqCsjQ8cPAaoWak0YNEZx8ZRPTS4XCgXq+fWKSvtyDSi8ujLIhmZ2ebjKLbxQxRRkrN\nHMA70sm7xKCTMZxsYlWruGT2Q+y9MTc31yQuTzvmMMNj/zabDQsLC1hYWECtVkM6ncbjx49Rr9c1\ni5+xsbGezptGPi8jLZN4dMqLooi5uTktYp1Op7G+vg6Hw6HV7XYagDipGWlrawvz8/PUjDQCkOg0\nOSzC6Ha7oaoqyuXyqRZE/WpaOGofxAE8o05miDTyXr9VYLD3hl5YlkolqKraJC57dVDgeSEcpkin\nnta5606nE1NTU5iamoKiKMhkMnjx4gUePHiAsbExzY6p07+RkUKw0WgYViZgtOjU13TqI9YAUKlU\nkE6n8eDBA0iShFAohHA4jEAg0PFrUx8F3d3dxezs7JFRUErDny1IdPaZfqT+mAUR+/juu++0yJbe\ngigcDrcdnekVEp0vYZFGI37vRzHKs9cbjYZWc7m2tqYJTODle6OdchHCOE6aU261WpvmjbM60I2N\nDTidTi0N384NtNHRR6NGhfIQncdl1txud1PjWDabxfb2Nh4+fNi1fyu7mdJHQIHDzUhsOhK9p4cb\nEp19phPR2WpBxOot9bOTPR4PxsbGMDc3x/XN1u+pRL1g9DSQVniLTt6z141oJNI3urGPcrmsrc+a\nVsbHx+HxeEbiQjTMkc529i0IAkRR1Opl2aSde/fuQVVVbSynx+M58nhnNeVttOhs99xms9mabhiY\nf+vW1hYEQdDS8Mf9vRit3fJHNSPJsqw1I1ksFpoPP8SQ6Owz7IKst5DQWxAxkSnLcpNJ9HEWRFtb\nW4Z2Sh6H3W5HtVrlugfg4ETH+/fBu6bSDKKzXzQajUOjH1mKjd14+f1+TExMaOJyZ2cHpVKJ6zhU\non26FYP6STv1eh3pdBqJRAKVSuVIj0mj0+tGrdWphRGP9Vr9W1ndLvt7iaKIcDiMYDB46Pd22nr6\nWlDmBFOpVLTH9Wl43tdJ4nRIdPYZVVWRSCRQKpU0CyKn06mJy06tVswi9sySXmcNTTxtV5jw5QXv\n9Ho36KdWsRswduFoHSxwWmSEp2UTz7XPeqTzJBwOByYnJzE5OQlFUZDNZrG7u4tHjx7B7/drjS1n\nNdJptOjs9bnp63bZGFVmn+VyubTJSE6nsyORS5ORhh8SnX3GarXC5/NhfHy8LzVlrHudN2YTnTzh\nbd3Eu5HoJBRFOdQpXqlUmkpGRFHEzMxMVy4KAH+fUKIz+h0V1I/eVFUVhUIByWQSiUQCiqLg+fPn\niEQiA625PKv1o2y9forc1jGq5XIZ6XQa9+/fh6IoWv1oNzcnJ1ky0Xx4c0KicwDEYrG+nZBI7Jlv\nH7zT67wtiwBoTR+FQkGLYFarVW0kKrPompubg8vl6usJf1RFZ2sXeC/HMfICPMj1BEHA2NiY1vW+\ntbWFRqOhCRpWV9ipyflpnOWazkGm8/WZjbm5OUiShI2NDWSzWXz55ZcYGxtDOBxGKBTqKsWv/xu3\nRkFZIxI1I/GFRGef6ffJlSKdzZDoNBZJkg7VXNZqNZTLZTx79gw+nw/hcBjz8/OGjUQdVdE5rBgl\nchuNBhwOB2ZnZzE7OwtJkpBOp/H06VOUy2VtLKcoij2LjrPatGT0ena7HV6vF263G9PT08jn80il\nUtjc3NQi2uFwuKshAq1RUEVRIMsyKpUKFEWB3W6Hx+OhZiSDIdFpcswi9switEh0DgZJkg6NfmTD\nBZgNkb7Z7Te/+Q3efvttLnsdVdE5rDWdRgm01nXsdjsmJiYwMTHRVFf45MkTeDweRKPRju19GGc5\n0mn060ySJO2GNRAIIBAIAACq1WrTEAF206BvHmuX1vnwOzs7UBQF09PTWhreZrPRfHgDINHZZ/r9\nZjXLRcYs+yDR2Rv1ev1QzWW9Xm9yUojFYojH43A4HKb5u7cyio1E/eSspNdb1zlOMLTWFTJ7n2fP\nnjXViJ40+U3PWY50Go0sy/D5fIced7lcmJ6exvT0tNY8tre3h0ePHmk+1eFwuOMhKIIgQJZlOJ1O\nWK3WI5uR9Gl4s54DhxUSnQNiWKMSZsdms2mGwaO8h5NgJ1G9sCwWi5AkCQ6Ho2+Tq3i9xkc1EjGs\n5xQjI53t+oHq7X2q1SpSqRQePnwISZK0OlC/33/s8fpVX9sOoyA6T6vfbG0eK5VKSKVS+OabbwBA\n+5t5vd62XgOSJGlC97hmpGq1Ss1IA4BEZ5/p59x1BrPI4X3iYeMPeZvUswk0vDBLpLPRaGgDBvQN\nPbIsw+FwaGnxyclJ+Hy+vtpMtfrRGs1ZiDaOCka9Tro9R7pcrqYpO5lMBs+ePUOxWNRSukf5SxpF\nPyyM2oXH+V2SpI6ahgRB0M5tCwsLqNfryGQy2NjYQLlcRiAQ0DxBj/u9SZJ05PnwOEumWq2mDaVg\nApSioN1BonMIYHWdvEUn24eR9h2tjGJ6XVVVbfSjPnr5m9/8RvOA9fl8HXvA9gLPDnqea/O+yPRj\nfaN/d0am13tdh026isViaDSWUJV0AAAgAElEQVQa2ljOtbU1uN1uLdpmJI1Gw7Bzv9FG9GzNXs5Z\nDoejqXZ3f38f6XQa6+vrcDgcWhTU5XJ1vOZxzUiqqjZ5glIzUvuQ6BwA/a77Yh3s+jcND5jgI9E5\nGNGpn16l/2g0GnC5XJq4nJ2dRalUwvLyMjeTfBb15nUjxDPSydMcfhjh1UjUKxaLBcFgEMFgsCml\ne/fuXZTLZWxubmpjHgeJkRkFXqKzX2vq/2YAUKlUkEql8ODBA0iShFAohEgkotWxd0JrMxI7X7Ov\ntUZBiaMh0TkA+i06zdLBboZ9mEF09jqRiI1xa41cNhoNuN1ueL1e+P1+hEIheL3eI0/IvEdh8jSo\nPyvNPN0wjNEUIy2TBukvqU/p/sd//AdsNpvWWc3EzNjY2FD+jRg8yrgGWR/rdrs1Cy1ZlpHNZvHi\nxQsUCgU8fPgQkUikKweDozxBJUnSro/UjHQ8JDoHQL/r3cir8yVmEJ3tRjrZ9A29sCyVSlBVVROX\nPp9PK4Dv5GTPu66Ud4p7FEXnsD7nYY10nrSO1WrVxjwqioJMJoMXL17gwYMHmlF9KBTiXhLVKTwi\nnUZhs9kQjUYRjUZRKBQwOzuLdDqNZ8+ewWKxNHmC9msyEjUjHeZsvrrOGGYQe2bZh1lEp34PjUZD\nE5esmYc1O7ndbi1CEovF+jIaFeA/CpOl13mtPawCrFeG8YJlZKSTh7i1Wq2amFFVFfl8HslkEhsb\nG3A6nVodaDcuEUa/zo0WnTzex+z1yCZZLS4uolarIZ1OI5FIoFKpQBRFrRmpW0/Q4+bD69Pww3ZT\n0g9IdA6Afp/4HA4HCoVCX4/ZDWYQfDwjbExc7u/vo1gs4quvvkK5XAYAeDweTVyOj4/D4/EM9AJI\n6fXRi7IOq9A+q5HOo2g1OC+Xy0ilUrh37x5UVUU4HEY0Gm07mmZ03bSRnfIAn275o0oInE6nFrnW\nDxJgDWTME7SbfobjmpF+9rOf4S//8i/x/e9/vy/Pa1gg0TkEmCHCyPbB267ICBqNxqHRj5VKBQC0\nucGCIOCVV14ZuLg8DmajxQtKr/OBIp3HY5SAURSl7XU8Hg/m5uYwNzeHer3eFE0LBoOnTtjhMQLT\nyEhnr53r3XCcXRKjdZBAuVxGOp3Gt99+i0ajoQnQk3xcj0NfC7q7u4tQKNTTcxlGSHQOAJq/Phwo\nitIkLkulEiqVCgRB0OotA4EApqamDkUm9vb2jpyiYRSUXh890dntc9a/zguFguY/GYvFDHGiOIui\nsxsh6HA4MDk5icnJSW3Czu7uLh49egS/36/VgepFn9GiU5blgXfj6+nUo9PoNdm1wOv1Ym5uDpIk\nIZPJYGtrC4VCQavfDQaDHT+PZDKJaDTazVMYakh0DgFmEXtmSK8zOrmQybJ8pLi0WCyauBRFETMz\nM3C73UMRTTJDIxGJTnPByj+YsGQRenbhZI4IwWAQhUIB9+/f1yI30WgUXq93YPs6a+n1XtdpnbBT\nKBSQSqXw9OlT2O12RKNRRCIRLqLT6PV4iM5uo6t2ux3j4+MYHx/X6ndTqRQ2NjZgt9u1KGg7wt0M\nNog8INE5APotWswiOs2yDya4Wk9WsiwfGv1YrVZhtVo1cRkKhTA3NweXyzUU4vI4eEc6R1V08q7p\nZOvrXREKhYJWW6yP0E9PTx95E1UqlRAIBDA7OwtJkrTatVqthlAohGg02lXq8LR9DxqzRzqPQ9/U\nEo/HNW/J+/fvo16vw2KxoFAowOfzDfz3yCO9PkyiU4++fndpaQnVahXpdFqz0QoGgwiHwyeWT4wi\nJDoHSL9Otjzr5/SYRXRaLBak02lIkqRdeGu1Gmw2m3bRDYfDmJ+fh9PpHGpxeRy8G4lGVfgZCTOf\nZpHLvb097OzswGazaa4Ifr+/o8a11t+b3W7XUr76EZClUgmiKCIajfZ80RymCKQZ1tF7S+7u7mJn\nZwdPnz5FuVzWxnKKojiQPRgtAvslAM2wpsvlwvT0NKanp7Xyib29PTx+/Bgej0crn3A4HKhUKnC7\n3X3fwzBAonMADGL+uhkwOr2uF5Xsg83B3d7eRjAYRDQaxcLCguHikvccejM0Eo1ipHMQHDXmtFgs\nQlGUJsutQCCA8fFxxGKxntc86r3SOgKSXTRZzWE0Gu3Ke5Iind3DomkLCwtNXdVPnjzRhEw4HO6b\niDJadPKKdA46rd1aPsGmWf3bv/0b/vZv/xbvvvsu/H6/odOmzAKJziGBt8hhexgE9Xr90AWX3Y3q\nPS7j8TgcDgfu37+P6elpiKI4kP20A0vx8xSdPOtrSXR2B3ut6+su2WhZFrmcnZ09chJVoVAw7PVm\nsVi0+jS99+T6+jrcbjei0WjbYuesiU4jz8N6gdvaVV0sFpFKpfD11183iZxeImg8akiNrms0umO+\ndZrV66+/jl/84hf4b//tv+EHP/gBfv/3fx9//Md/jD/8wz8ciegnic4BcVbnr3cLM8htrbmUJAkO\nh0NLi09MTMDn851opGyGhiYmOnnNPrdarVwdDcgy6WRao/SFQkF7rbML0NTUFHw+X9uvIV5REX3t\nGovaJJNJfP3119qUl0gkcmwn/FkTg0YKs+PWEgQBfr8ffr8fi4uLqFarSKVSePjwISRJQjgcRiQS\n6bg212jRyat7ndd5GwCmpqbwwx/+EDabDX/3d3+HL774Ar/61a+QTCbx53/+520f59NPP8WVK1dw\n/fp1XL58GQBw8+ZNiKKI1dVVfPLJJx09ZhQkOgfEoOavm0F0nnTxa00VMnEpy3LTBXdycrKjC64e\ns4jOUY00AqNrmdS6NnNG0EcuWX2xfljA0tJSVxNpzIY+arO4uKg1vXz77bdQVVUToPruXaPE8lmY\n8d5Kuze2LpcLMzMzmJmZaarNZfZYrA70NEFp9I2NUVHHcrWOxHYK6y9SmHIb7w3aSiqVQiwWg91u\nx49+9CP86Ec/6vgY169fx82bN3Ht2jUAwOrqKgDgwoULSCQS2uftPLa8vNzjM2ofEp0D4qzOX2eC\nz2azHVuHxlKFPp8P09PT8Hq9fX2Tm0F02mw2rjWVZJlkrOhkAwNyuRzK5TJWV1dRqVRgtVq113ok\nEhlofbEZ67/0TS/1eh2pVErr3mVWTEaWoRjx+2HnOCPoJvLYWpu7v7/fNF2H1YGa4SaonzWditLA\n81QOay+SWH+RQuJFEokXKaxvp7Cd3gcALE6GcfX/+hH3+fKpVAqvvPJKT8f47LPPcPHiRe3zzz//\nHB9++CEAIB6PY2VlBel0uq3HSHQSh+DVOc46aJmoLJfL+PLLLwEc3F2zC+5xdWiDwGazce+iH2XR\nx3v9QQoL5nWpr7vUe116PB7YbDa88cYbQ2u7Nag9OxwObZSgLMtIp9N4+vQpMpkMBEHA1NQUAoHA\nUP7O9PCq6ewGi8WCYDCIYDCoWW0lk0l88803EARBqwP1eDxcsgfdiM5MvoT17ZROXB4IzKc7adTl\nk8/J770ZB9D/UdWdkkql8P777/d0jEQigZWVFS1FnsvlmiYcpdPpth8zEhKdA2IQ89cHGelUVRWV\nSqUpalkqldBoNJo6aMfGxrCwsMB1fJfNZtPGUvKCt+jkvT7P9Ho/YK93fVqcjXj1eDzw+/0YGxs7\nNI2KiSkeBf9mjHQeh81m00y07969C1EUsbOzg4cPH2JsbEzrhOd98e8GM9R0doN+us7CwgJqtRrS\n6TSePHmCWq0GURShqqqhr7Pjnl+1LuHpTvq34jKFxPMk1rcPxGWu2P25/7234wD42/4lk8meXShY\nLeatW7ewsrLSj20ZAonOIaFfc89bjaVLpRJKpRJUVYXb7dYaeiKRCLxe76ETQqFQ4N7EYYb0Om/R\nN8qRzk5ojdQXCoWm17u+7rJdr0uic0KhEKampqCqKvb395FMJpFIJODxeLROeN4pz3ZpNBpDKTpb\ncTqdWmRaURTs7e1hd3cXX375pTbesRuLrHZpNBpI5cv4H9+sYX07ibXnB6JyfTuFrWRuINeZd99Y\nwNb6k74ft1N6FZ3Xr19HKBTCxYsXEQ6HkUgkIIoiMpkMACCXyyEcDgNA248ZxXC8y4eQQcxfz2az\nbX+/Pk3ImnmYaNVfbGOxGLxeb9sXWzOktkl08hd9ZhlYwNC7I+ijl4qiaGUgfr8f4XD4yJupYWFY\nIp169JEzQRAgiqIWVSsWi0gmk3j27FnT+Ecz1Bseh5E1qkZNCLJarQgEAhBFEW+99ZZmkbWxsQGn\n06ml4bv5u+RLVaxv/7a+8sVBWjzxIoWNnRQqNeOuJfGpKII+N3Y5NxEBByntXsTe+fPnEY8flAqs\nra3h448/xvnz53H79m0AB6n3CxcuAEDbjxkFic4h4biaTr241NddAgdpwn5HcswwlcgMonPUG4l4\nptfr9TpkWcbm5qYmMvVelz6fDzMzM/D5fEMTPWuHfoh8HjcKx9VA6m1/4vE4yuUyUqlUU71hNBo1\nnXehkTWdRs5CZ/WVeossANrf5d69e1BVVWsQ05edSLKCzd2MlgI/EJcH/0/tFw3Z/2m899YiF4um\no1BVtad9LC8va9HOpaUlrRHo9u3bWFlZgSiKHT9mFPx/+2eUfkckbDYbyuUytre3NXHJGhyYuPT7\n/ZiYmBhomtBut3Ovp+Qt+ABz+GTyjnQOen1Zlg9FLuv1etONz+TkJF599VXuFihGMeyRzpPweDyY\nm5vD3NwcarWa5jspy7ImdLxe75HHajQa3OsQB7UWb4HL/i6zs7N4kczgqwcJfPf//n/Y2MkgVaxh\nO1vE89Q+ZMXc5TbvvRXn7tEJQKub7RXmzdmvx4yCROeA6bQoW1EULR3eKi4rlQoqlQoCgcChBgej\noPT6AbwjjbzX76foVBTlkPVWtVpt8rpkE6mYVc0XX3yBubm5vqzfCTw9Qvu1Lg+7qU6Fk9Pp1OZY\ny7KMVCqF9fV1VCoVhEIhRKNRjI2Naee/Yeoo7xSjU/nlav23EcuUlhZn0ctCpWbIXgbBe2/GIctV\n7qKzUChgbGyM6x54QqJzQJw2f52ZSusbeiqVCiwWC7xeL/x+P0RRxMzMDNxuNwRBwBdffKHVcfDC\nbrdzF3y8544DZ0v0dUM34ot5XbbaEVksFk1chkIhzM/PD8zrctjpx+/E6N9rr93QNpsNExMTmJiY\ngKIoyGazePHiBR48eIBAIHBiBHQQ8B5H3A8UpYEXv/W0ZF6W360/x+ZeBnu53htWzcbSdBSxoB8v\nXhS4i85+dK4PMyQ6B4xeXLJ/q9UqrFar1ikeCoUwNzc3FL5/ZqjpNMPviHeKn/fv4CTRe1ydMbNs\n8fl8h26oiNMxU+NWp/Trb6yfMc6Mz5PJJB4/fqx1YIdCoYHW7amqOjSiM1so/TZS+bIz/KCJJ426\nxDd4YCTvv3UQrDHDVD82jWhUIdE5QHK5HB4+fKhFccLhcE9RHNa8wfOEZwbRaQZ4Rzp5w6LNrUbq\neq9L/chTt9s9NBdqM0MC/SV64/NSqYRHjx6hUCjg6dOnPXdcDxM1ScbTnbQ2gUcvMLOFMu/tmYL3\ndKLT7/dz3QuJTmJghEIhvPvuu327UDDBZ9QItqMwQz0lg6dZ9iiJTlVVUavVmhp68vk8KpUKFEWB\n3+/vyn5rGDkLNZ1nEVVV4XA4sLS0hKWlpabJOxaLReuE5x3l6gR9c5SqqtjJ5H8rLJvF5fNkDg16\nbZzIu28uAoApGomSySSi0SjXPfCEROcAGdT8dZ6i0yz+jCy9y8tv0Wq1mkZ895NarXbISF2W5aaR\np3Nzc7BYLHjy5Al+93d/l/eWCeJQytvj8WB+fh7z8/Oo1WpIJpP47rvvoCiKJkB5NGKeRqFc1WyH\nHj/bxdcPEsh8/gXWt431tDxLvDoTQ1Q8iG6aQXSmUin8zu/8Dtc98IRE5xBBqe2XsIgrT9E5zJFO\nSZIO2RFJkgSHw6HZb53kdVmtVodiItFZYpjGYBrNSTegTqcTMzMzmJmZgSRJSKVSSCQSx3bCDxpJ\nVvBsL6M18CSeJ7H22/8ncwVD9jBKsNQ6YA7RSY1ExMAYxFQint6QenhfAJno5BX15d09zjjt78C8\nLvXRy3q9DpvNpqXFJyYm4PP5Oqp9M0vEm+iMs/o3a9en0263Y3JyEpOTk1AUBZlMBs+fP8eDBw8g\niiKi0ShEUTy2RKTd35+qqkjtF5vshtj/N/cypve0PEu8rxOdvHsiABKdJDoHSL9FmVkinSzKx3Oy\nA+/aUjNEnPQlBnp/Vxa9ZC4JLC0ejUaxuLgIh8PR8/55TiTiCc+/O+8bPTPTjZiwWq2IRqOIRqNo\nNBrI5XJIpVJ48uSJ9n5pnT3e6tFZqdWxvp3Wai01cbmdQqFc7dvzI7rn935bz8ng/R5Kp9MkOonB\nMIhIJ+sO5gkTv6MsOnmh97qs1Wr46quvUK1Wm/xdjbDgMkOkl5cIO6vRwmGm1wiWxWJBKBRCKBSC\nqqooFAra7HGb3Y6GzYVctYH1Fyncuf8Y+V+tYv1FCi/S+318FkS/eW12HJGAD4B53re5XA6iKPLe\nBjdIdA4RdrvdFOl1MxjEn3XRqapqk9dloVBAuXxgf8K8Lu12O+LxOERRNFx88U6v97tJbxgYtefb\nCf1Im+YK5SazdNYlvrGdQl0e3vrtUUafWjd6ktRxjPr7mETnABlEpNMM6XUahfmSXk8gqqqiUqk0\n1V2WSiWoqgq3263VXY6Pj8Pj8TRdWPP5PLfJPTytg8ywPtEeRv2N2hWdNUnG5k4aay1m6YkXSfK0\nPIO8ORvWxGa9XufeRNRu7fFZhkSnAfTrzsYsNZ1m2IcZRGcntk3M67LVjkhRFLjd7qa6y3a9Loe9\ng74XeIlO3hcM3ut3ilGNG/p1Go0GdjL5JkEpyQr++9ePsbWXJU/LEeKV8QBWV1fhdDpN4SGczWYR\nDoe57oE3JDoHyGnz1zvFLN3rZhGdtVqN6x6Y6GsVnfV6vcmKqFgsap32zI5obm4OPp+vp3SPGeoq\neTGKkc5hfL6DTCXmS1UtWvnVgzVspfJ4kSliY+ewp+X3l2awuZsZyD4Ic/L63ATOff9tAEC5XMbT\np0+Ry+Vw584dhMNhLl6tqVRqpI3hARKdQwXvOjqGGWpLzRLpzGQyTZ6Xeq9Ln8+Hqakprf6y31Ck\nk/97wUiGsRas1z3XJRmbzNOyJSWe2i+2fZxtavgZOd5762XXusfjQTAYhNfrxcTEBNLptObVGgwG\nEYlEEAgEBh4JHXW7JIBE58A5ixdHm83GvYveZrMZJrhkWUapVGqKXtZqNdRqNVitVoRCIYyPj2Np\nacnQOc8U6Txb76tBweqGC4UC9vf3oSgKYrEYfD7fwEVsO+l1VVWxm8lrVkPMemh9O4Vne1koPb7G\nAz439sh0feR4762lps+ZMbzD4Wjyas3lctjd3cWjR4/g9/sRiUQQCoUG4s5CopNE58Dp98WR+SPy\nrE0xS3q935HORqNxyEi91esyEolgYWEBTqcT9+/fx/T0NDf7CxKdoyc6TxOJrLRDf4PE6ob9fj+8\nXi8kScLTp09RLpe1NKPf7x+IANVHOvUjHtns8PXtgwhmuTa4zMlMNIj9YmVgxyfMhyAIePfNhabH\nJEmC2+1uesxqtSIcDiMcDmtWWalUCk+fPoXdbtdGpvZrCAmJThKdA6ff1i5M8PGcvz7sorPRaGh2\nROziXKlUIAiCZkcUDAYxOzt7otcl7/Q27/V5MoqiU/98FUVpev2ySVN2ux1+v//YMaayLKNer2Nq\nakqbyPPs2TOUSiUEg0HEYrGeRkJKsoLN3YyWBn+0uYMHG8+xu/8rbiMefS5+50qCD6/PTSDo9zY9\ndtoITEEQMDY2hrGxMcTjcVQqFaRSKdy/fx+KoiAcDiMSifSUIUilUnjttde6+tmzAonOIcMMotMM\n9ZTt7EGfVtTbEQEHNT5+vx9jY2OYmprqqqCct+ijSOfZF53Mr5X5tN67dw+1Wg2CIGhNaZFIBIuL\nix2fE1on8uhHQgaDQW0kZOv7QlVV7GULTalwJjI3d3tPh/ebmgkcPwhj0ddzMjodaOJ2uzE7O4vZ\n2VlIkoR0Oq1lCERRRCQSOXFk6lGkUimKdPLewFnnLM5fN0Ok02q1aqJTVVVUq9VDdkTM65JdnI/y\nuuwFI+tKj4K36AX4NbcMW0NNO9RqtabIZbFYbPJrtVgsWFpaQiAQ6Pvzt1gsiEQiiEQiaDQayGaz\nWN/cwsP//iVytQayFRnb2aJWa1mq8nfRaJftDDURjRrvv7106DHW5NkNdrsdExMTmJiYODQy1ePx\nIBKJIBwOn9owSt3rJDoHzlmcv261WrlE2FRVbbIjqlQq+Pd//3coigKXy6WJy3A4DK/XO/DpE7xF\nn8Vi4fpa4D0VaFijvLIsN90g6V0P2DCAoyy1stksvF5vz79v/c9LsoJnexmdp+XLqOVedvibb8a8\nLuxmhv95EO0jCAJ+7/WFQ4/LstyX5qDWkanFYhGpVApff/01rFardvPWWj8KUE0nQKJz4JzFSKcR\n1Ov1Q009eq9Ln88Hh8OB8+fPc5sBb7VauYo+q9WKarXKbX2W3ufR1Mbb5LkdWmuHC4UCKpVKU2Na\nLBZr2/Wg23ICVVWRzBWw9jyJx8928PjZLp7uHNRdbu5lICvDKd7bYTYaxLelbd7bIAzkjfkJiH7P\nkV/r9/VYEASthnpxcRHVahWpVAoPHz6EJElaHShr1CuVSvB6vacf+AxDonPIsNvtqFTOTicmi/ro\n6y5ZQwSLXE5OTuLVV189lLrY3NzkJjgB84i+UV3fLDWdbNqUPjXOyjv0tcPT09Nwu909XfhO+tlS\npXYwO/x5Emsv9g7+fZ5E4kUSxQrfQQq88LqpiWjU0M9bNxqXy4WZmRnMzMxAlmVkMhlsbW3hL/7i\nLzA7OwuLxYJarQaXy8Vtj7wh0TlgBhHp3N/nX6NksViOnMZzHKzbVh+5rNVqsNlsTVGfeDzedkME\nb/so3ul1XmUODJ7DCng1EsmyDFmW8ezZMy16ySLwLDW+sLAwkPIOVVUhKwqeJXNYe94sKtee72En\nk+/remcBSR5Nd4dR5r0jRCePmec2mw2xWAyxWAz/8i//glu3buGv//qv8f777yMej+NP/uRP8Ed/\n9EeIRCIdHffq1av45JNPAAA3b96EKIpYXV3t+DFekOgcMsySXme1pa0X1kajcchIvVKpwGKxaOIy\nHA5jfn4eTqezpxMB62A30pBdD2/RyYQ/L5jo57X2IEUnex3rU+PMs1WSJDQaDUxMTOCVV17p++tP\nVVWk9otYe76HNZ2w/PbJJnb3b57pdHi/2aFJRCOFIAj4vTeP7lwfxFS4dnE4HDh37hxef/11/NM/\n/RO+++47/MM//AN+8YtfdCQCV1ZWcOvWLXzyySdYXV0FAFy4cAGJREL7vJ3HlpeX+/fkOoREp0H0\nq+HCDI1EwIHgyufzyOVymrgsl8tNXpeiKGJmZqbnlOJx8BadvLvXeae3ea7fL9Gpdz5g4pLZaulf\nx3rP1i+++ALz8/M9r12u1pB4kTqIWmr/HgjMfIlf2cZZwe92YpuivyPFWwuTCHgPN/DwFp3AyyYi\nQRDw5ptv4s033+zpeJ9//jk+/PBDAEA8HsfKygrS6XRbj5HoPMMIgtBXwWX03HPmdamvuyyVSqhU\nKqjX6wiFQlrdZTdel73A2y9Ub9vEa33eoneY0uuSJDWJy2KxCFmWm5wPotEovF5v30o2ZEXB1l62\nKQ1+8G+S5oEPmNnxEO5vUBPRKHFUah0wl+jsltXVVVy4cAFXrlwBAORyOYRCIe3r6XS67cd4QqLT\nAPqZCrRarQO50Lc2Q7CPRqMBj8fTVHfp9XqxtraGQCDA1f7BDKKTt+jjGek0a3pdX+LBXs/VahU2\nm02ru5yamoLP5+vLhUhVVaT3i1h70VxjmXiewsZOiuoKOeGjJqKR4/23z67ozGQyfdwNP0h0GoDZ\npqfUarVDHeN6r0ufz4f5+fkTmyF4Cz4z7IG36DRDIxFP0XmUJVFriUcoFOpL/TAAlGt1rL9I4YsH\nW/hy61ZTI89+6ew4SpwVSOyPFhZBwA9fP1zPCZhDdKZSKUxNTXX1syzKqUcURU2I5nI5hMNhAGj7\nMV6Q6DSAQZhot9O1rU8nMnHJTKhZOvGo+cztYIba0lEXnbwbiYxMrzPfViYuk8kkdnd3tchlvyZO\nKUoDW8msFq3UN/K8SOX6+IyIQbNL9ZwjxdvxKYx5j7YikiQJHs/R3p1GkUql8IMf/KCrn00kEkgk\nEshkMshkMlhdXcVPfvIT3L59W/s6E6XtPsYLEp1DiN1ub2qgaZ1w0up16fP5MDExoRmq92sPPD0q\nAf6ik2dNI8Bf9A4ivd5oNJpex8xaS+/bOjMzA5vNhnA43NVIOVVVkcmXXnpa6hp5NrZTqFOEbOjx\nuZ14QTWzI8V7bx7vz9np3PVB0Mvc9YsXLwIArl+/jlzu4OZ3eXkZt2/fxsrKCkRR1JqD2n2MFyQ6\nDaBfEU5FUVAqlSDLMh49eoRarabZuLR6XTocjoE29Zgl0nmWjPI7hXfZRi/pddagpheX+tQ4G2d6\nXGo8mUye+twrNQnr28lDfpaJF0nkiqP7uhkFZmNBfPd0h/c2CAM5rokIMEd6vR8jMC9fvozLly83\nfX7U97TzGC9IdBpAp+JP7xGotyNiXpfswvzKK6/0pVatG1i0lSe8I5284TXznNFupLderzc19bAG\nNbfb3ZQa72SuuF5wbyWzePJst6WRJ4nnyWxPz48YXvye0Z34MopYBAE/fGPh2K/LssxddKZSqa4y\nM2cNEp0GcNyFVFXVpkYIJi6Blx6BgUDg0Pi8J0+ewOPxcB2lZbPZTBHpHGXRyZvW9DqbOqWPXtbr\n9aYa4tnZWXi93p5TXXrR+V9+9v8gvV/s6XjE2YKaiEaLd+LTJ95omCHSKUlS29P2zjIkOg2CGVCz\nDzab2e12a80QExMTbRu54jMAACAASURBVDVCmCG1bYY9mEV09rtJzOywm6VSqYR8Po/t7W1UKhUI\ngtDkd7m4uDiwkywTnflShQQncYit3RTvLRAG8t4xVkmMRqPR97G0nWImBxuekOg0AEEQsLe3h3q9\nDp/P17MBtcPh4F7LyLuJxWx74F2kPij03q3sX3azpCgKPB4P5ufnDR8MwETnxjaJC6IZj8uBZJ5q\ndkeJk+o5zUC5XIbbfXhS0ihyNq+UJmRubq5vU07sdjvyeb52IGaI7Jkh0slGYQ676Gx1QCgUCpq9\nlt/vh9/vx9zcHHw+nxYx2Nzc1OqLjYaJznUSnUQLc7EQHmxSE9GoYLVY8MPXF479uhkijL10rp81\nhvtKOWT0Kw3rcDgMHYVpVswgOnlHWzv1gD3KUL1SqWgOCH6/H7FYDEtLS6faa/H0CSXRSRzHcV6N\nxNnknaXpE6dPybLMPSjQj871swKJTgMY9vnrx8EaSfoVwe0U3j6ZAP/560z4tZ5UW8eaFgoFrY7Y\n4/HA7/cf2aTW6dq86nopvU4ch6zwm9JFGM9J/pyAOZqIKNL5EhKdBtFPT0WHw8G9iQd4GWnsl+H8\nMMI70mmxWDRLIn30UpZlOJ1OLTUeDofh8/n6eoPAU/Sz91PiBYlOopm9bIH3FggDOW7eOsMsopPs\nkg4g0WkQ/RSdvGduM1gHO4lOY0Sn3r+Vicv9/X189dVXCAQC8Pv9mJiYwKuvvmrISXYQE4k6XZsi\nnYQet9OOLfJnHRmsFgvOf2/+xO8xwzSiZDKJV199lesezAKJToMYxPx13pjBNgnga1k0CNGpqqpm\nscXEZalUAgBtWo8oipidncWDBw/w2muvcWnm6WUiUa8IgoBipYYU2SUROubGQ3i4uct7G4RBvBOf\ngveEek7APJHOP/iDP+C6B7NAonOI4S1izWQQz+ukwrrXu0WSpCZxWSwWIcsyXC6X5t96ksWWzWbj\nJvx4p9e3kjkuaxPmJeAlW5pRIh714c6dO4hEIohGo/B4PIe+xwyikxqJXkKi0yD6LQ7NkNo20yhM\nXieVdhuJWGpcLy6r1SpsNpsmLqempuD3+ztKBfHuIOdZ5rG5R6KTaEahJqKR4v/44H2888YCUqkU\nHj9+jHq9jnA4jGg0qo2MliTpSDFqJNRI9BISnQYxCNHJRgzywgzpdd62SVarFbVaTftcVVVUKpWm\n6GW5XNb8LP1+P0KhEObn5+F0Ont+XfAUnTzT6xaLBVspEp1EM3s5KrcYFWxWC85/bwEOhwNTU1OY\nmpqCLMvIZDLY3NxEqVRCMBhEpVJBOBzmutd0Os19D2aBRKdB9Ft0mqGD3W63a7WGvOApOuv1Osrl\nMnK5nNbg02g0mlLj4+PjbY027RaeTWW8LaueUXqd0OFy2PFsL8N7G4RBfP+VWXhczUEXm82GWCyG\nWCyGRqOBbDaLhw8f4sGDBwgEAohGowgGg4aPxDTDGE6zQKJzSKEoo3F7UBTlUGq8VqvBbrdrqfCZ\nmRn4fD7DuyR5N/PwXPt5cp/L2oQ5mRsP4dEzaiIaFd4/ZfSlxWJBOByG2+3GW2+9hXK5jGQyiUQi\nAY/Hg2g0inA4PPBzNm8vabNBotMgBhHp5G0Qf9aEL0uN68UlS437fD74fD5EIhEsLi7C4XBAEARk\ns1lsb29DFMW+7KFTePqE8ha8WykSncRLAj5qIhol2p23zmr+RVGEKIpQVRWlUgnJZBLPnj2D3W7X\nGpEGUa6Wz+cRCAT6ftxhhUTnkGK325tqCXntYVhFJzNUZ+KSpcbdbrc2DnJychIej+fEGwbe0V7e\ndZW87uJL1TqyxQqXtQlzYgbvYsIY7FYrzn1vrq3vbXV50QcRFhcXUalUkEwmce/ePQDQBKjb3Z+b\nGGoiaoZEp8H0c/56ocB38oZZutdPEt+KohyyJGINWExczs7OwufzdVVzw3siEc/1eabXqZ6TaCVF\nTUQjww9enYXb2Z+opNvtxtzcHObm5lCv15FMJvHo0SNIkqR1wnu93q6v2zSNqBkSnQYxiPnrZogy\nmmEPbKZ4uVw+lBq3WCxaU08sFsPS0lJfUyi8RSfP+ec8o6zP9mjqDPESh92KzV1qIhoV3ntrsa3v\nUxSloyZOh8OB6elpTE9PQ5ZlpNNpbGxsoFwuIxgMIhqNIhAIdHQtJ4/OZkh0Gki/56/zrunkYUyv\nqmpTajydTiOfzyOZTMLj8cDn82FsbAzT09Nwu90D3yNv0cm7e53X2pskOgkds9Eg1l7QSNRR4f23\nltr6vl68rG02G8bHxzE+Pg5FUbT6/YcPHzZ1wp8makl0NkOic0hhPp1nGVmWtdQ4+1eSJDidTi01\nPjU1BafTiXfeeYfLHnmLTt4+nbxqOinSSegJeF28t0AYhMNmxe++NtvW9/Zr7rrVakUkEkEkEoGq\nqsjlckilUlhbW4PX60U0GkUoFDpyrVQqhR/84Ac97+GsQKLTQCwWC2RZ7kv0jWeEq5Ve61QbjYaW\nGmfislKpwGq1auJyfHz8yNR4uVzG3t5er0+ha3iOIQX4d5Bzi3TukugkXkKuNKNDJ/WcgxiBKQgC\ngsEggsEgVFVFsVhEMpnE06dP4XA4EI1GEYlEtGsVNRI1Q6JzSOEtdhidjKFUVRW1Wq1JXLJ6TI/H\nA7/fj0Ag0FFqnHf3OG94NxLxYpNMwAkdmTzfIRWEcbRrlQRg4COSBUGA3++H3+9HPB7XvEC/+eYb\n/OM//iMcDgd2d3epkUgHiU4DGcRFul/d8N3CGppa39iyLDc19RQKBciyDJfLpUUvw+EwfD5fT9N6\nRl108ox08qJQriK1TyKDOMButeBZkiLfo0InonMQkc6T8Hg8mJ+fx/z8PCKRCG7evIk7d+7gpz/9\nKf70T/8Uf/Znf4Y33njDNEEjHpDoNJBBzF/vpVC6H9hsNuzv7yOXy2nislqtwmazNfldvvrqqwN5\n84+i6NLDu6aUBxs71DBCvGQi6MOzVJ73NggDcNhtWH6tPX9O4EB0ejyeAe7oeObn5/Gzn/0Mf//3\nf49//dd/xT//8z/jb/7mb1Cr1fCrX/2qrWOsrKwAAG7duoUrV64AAG7evAlRFLG6uopPPvmko8fM\nAInOIcZI0amqKqrV6qHUeLVaRaVSQSQSgSiKmJ2dhcvlGqk7OVbbOKj56icxiqJ7nbqUCR0+F7+b\nbsIYPC4HZqJB/M7SNFyO9oMXRkc6jyMUCuGnP/0pfvrTn7Z9vl5ZWcGNGzdw7do1XLlyBaurq9rX\nLly4gEQi0dFjy8vL/XtCPUCi00AGNQrT6/X29biSJDWJy2KxqKXGmeclM8xdX1+H1+vFxMREX/cw\nTNhsto794PqFmRrKjGJjm0Qn8RKabX12sNusmImKCI15YbNYUanXsZvJYzdbwKNnu/i//+gPOjoe\nb9F5VDCi3evEhQsXcOHCBQBAIpHA8vIyPv30U3z44YcAgHg8jpWVFaTT6bYeI9E5ggwqvd4tjUZD\nGwHJ6i9rtRpsNpsmLqempuD3+4+1nTCDST3At7aVpbh5nNx4WiYZRaPRQKlU0l6j//nNA95bIkzE\nfpnvOGCicwRBwHQkgIjoh9NuRV1SkNov4nkyh/XtNNa304d+xmm34b+815k1Hm/Rmc1mEQqFejrG\n1atXce3aNQBALpdrOl46nW77MbNAonOIaderU1VVVCqVJnFZLpchCAK8Xi/8fj9CoRDm5+fhdDo7\nEm+njaE0Aib6+uHH1u36vJqZzlp6XW/8n8/nNXcD/et0v3Z2ni/RG3abFbs0/tLUxIJ+jAfH4Hba\nsZ8vQFIFbO1lsZXMYauDcbb/2++9hbEO/Vh5i85kMtlz5/onn3yCS5cu4fz5833aFV9IdHKgn/PX\nWwUfu2jrU+OKosDtdmvRy/HxcXg8nr6kg+12O4pFvid91sHOU3SOokF7L7RGL1mU3eFwaFOlFhYW\njnQ3eLpDdknEAXPjIaw9T/LeBgFgzOvCVETEmMcFVQXypQqep3LYyxawly30fPz/+r90nh5WVZVL\n2RMjmUxifHy8q59ltZnLy8uIx+O4fv06RFFEJnNw/svlcgiHwwDQ9mNmgESngfRz/rqiKJAkCel0\nWvO+rNfrsNvtmricmZmBz+cbqBgzQ3qdt23SKHaQ6zntJoq9PvUWWgDg9XoxNjbWUZS9UK4imev9\nAkacDZyW4bvhGnacdhtmoiKCY15YBAGlSh3bmX1k8iXkSzsDWTMW9ON/eueVgRx7kPRiDK+vw8zl\ncvjhD3+ICxcu4Pbt2wAO6jxZzWe7j5kBEp0mh6XG9Rdslhp3OByQJAmRSASLi4twOByG1zXabDYS\nnSMsOlmklXXw60s42I2Qw+HQDJSPi162C9klEXqcLhp/OShsVgumI0GEA17YbVZUahL2snnsZPIH\nc+4NdJH4P//n34XV2tk5wwwZoF7mrl++fBm//OUvcf36dQDAxYsXARyIyZWVFYiiqInSdh9j5HI5\nBIPBpkaleDyOW7duYXV1FefOncOdO3eafm5paQkXLlzAtWvXcPXqVXz++efa1z777DMsLy9DEAQR\nQBbAin49VVU/ZP8n0WkwgiAc+2bQ17OxBp9GowG3293keenxeCAIAsrlMh4+fIhIJGLws3iJ3W7n\nbs5OotNY9JOlarUa7t69i3K5DADa65TdCDmdzr6uTXZJhJ79UpX3Fs4EU5EAoqIfLocddVlBZr+E\nrWQGT3fTeLrLvwmlm9Q6z5IrRiqVwmuvvdbVz4qiiMuXLx96vJfH9DCRybh06RKuX7+O8+fPIx6P\n4/PPP9dEp96GaXV1FdeuXcPa2hqAA8F66dIl3Llzh31LQi8yWyHRaTAWiwW1Wk2bNc4EJosIsYv2\n7OwsfD4frFbrscdilkk8ofQ6//UHiT56mc/ntdeq0+mE3++H1WrF3NwcRFE0pHaK7JIIht1qxSbV\n93ZEJODDRGgMXpcDiqpiey+NdLGKF6l9vEjt897ekbwTn8Zrs53XRfJuIgJ6i3QaTS6XQzx+MO1p\neXlZM6YHgGvXruHixYva92QyGaysrODChQuIx+P49a9/3fY6JDoNRpZl3L59W6u7jMViWFpa6srg\n3QwRNjM0svAWfWb4O/TanKaPXrKPUqmkORyMjY0d+VotFot9a0prhwRFOonfMjseQuIFNREdhd/t\nxFRUxJjHDUEA8qUqXqRzSO0Xkdofrm7/bqKcgDlEZy81nYMmkUhoXp63b9/WfEFXV1cRCoU0f09W\nR3rlyhXcuHEDoiji17/+Na5du4ZPP/0UoVAIV65c0afi44Ig3NIvparqx+wTEp0GY7fb8e677/bl\nIj1KU39OgnddqdVq5RpxZiUb7b4eFEU5VHspSZIWvfT7/Zr5/2mvU6NvOqimk2CExjxIvOC9C744\n7TbMxIIQfR5YLRaUqzXsZvNI5op4uLnLe3s9Y7Na8L///u909bMkOk+mNb1+7tw5JBIJ7fOf/OQn\nmj+ovhEpkUhAFEXta6urq/jggw+QzWa1b6H0uokYhFDkaYxuhj3YbDZUq/xqu3hHOtn6rQJRP7q0\n1Z+VlXH0EmkHXo4ANQqq6SReMjo33VaLBdNREeExLxx2G6o16cBMPZU705ZR/+vy6wgHfF39rBlE\nZ7lc7vvEwEFx/vx5rK6uNqXYb9++jUwmgytXrmiClNV0MsG6vLzckQE+ic4hh6WWeb65eJuzj3p6\n3WKxQJKkpjrhfD7fNLrU7/f31Z9Vv7ZRorNIdkmEjmy+xHsLAyHsd2M6FoLb6YAkK8gUSni+l8Xm\nbgabu6NVw/pff9T96EZJkrq+me4XvEvPOmFpaQm3bt3Cxx9rmXAt2hmPxzXRefHiRSQSCZw7d077\nvitXrugPFRcE4Q6a+UBV1RwACB3+UobnN2hSGo0GarVa3y78X331FV599VWud1Orq6t444034Ha7\nuay/v7+Pra2t/5+9NwuSK7HOM797b+77vlYVCoUGu5to9srmIlNcRJAULZpjUiT7wWTYpO1mKCxH\naB5GitDimBhPxAxfLIcfJqbBEP0wDEsWe0YzYctDiZAs2ZRGancDjUazsRUKteW+79td5iHrZmcV\nasmqyqysAvKLQDSQXZn31nbzv/85/zlcunTpkT/+bu5lPp/HarXidrsHg9UdDseJXHDfffddFhYW\ncLlcEz/WzZVNvvDf/+7EjzPj9GOQRASgp5zd7VQ+p42o343dakZVNSqNFpu5Eq3O9NcKnwY8Dit/\ne+U3MRuPZmbcv38fj8cztcHo3W6XL37xi7zxxhtTOf4UGKn0MHM6T5jTtn99HJwGp/FRPL4syw/1\nXg67ly6Xa7Dt4oknnsDhOFoZ6jicZHl9dZd9zDMeT+ZDPh6ckUkGNouJuaAXt70f6qk3OyTzFYq1\nJsVac9qnd2r56MUo9+7cJhQK4fP5Dl1Jm3Z5vVAoHHsF5qPITHSecWZjk06H6D1OeX3nAgC991KS\npEHvZSQS4eLFi7teRA0Gw9T2r59kef3BLKk8Ywu/237qRKfRIDEX9OJz9UM9/WHqNTKlKnc3zn6o\n56T5la//IuciHnK5HGtra1gsFoLBIIFAYCQB2uv1pjqn8zSHiKbJTHROiXEFb6Yt+E7DOZwl0SnL\n8rb5rLp7abVaB72XwwsARkEUxcdi9/tpExkzpocwxRCRKAhEfC5cViMCGhoC1VaPVKHCg1SeB6mp\nndojwxPxEM89MYcgCDidTpaWlmg0GmSzWa5fv47JZCIUChEIBPZ0M6ftdJ6lGZ0nyUx0njDj3L8O\nfaez0+mM7fWOwmkYWXQa0uPD7OdeDovLvdzLw3CSbuNOTrK8PhOdM3RKtZMJEYW8TsJeF6gyksFA\ntdlhI1siWajwmE9rmihf/dQLD71P2u12zp8/z/nz52k2m2SzWW7cuIHBYCAYDBIMBrf1sU97I1Eu\nl5uV13dhJjrPOEajkXp9usN+p+10TntclKqqdLtd1tfXBwJTURRsNtugPB6LxbBarRM512mK7pMU\nvLNtRDOgPz5obcwpbrfdSizgwWkzo2pQa7RI5EpkSzWypdnEhJNEEAS+8skX9v0Ym83G4uIii4uL\ntFotcrkcN2/eRBTFgQDVX2ta5HI54vH41I5/WpmJzimw3/71w3Jaejr13duPMpqmbRtLVKvVaLVa\n25zeWCyG0+k80TvsaTqdJ1Verzfbszf/GQDMh7yspo8WKrOajMRDXjwOK6Ig0Gh1SRXKFGtNKo3W\nmM90xlH4xIcuEPW7R/54q9XKwsICCwsLtNttcrkcP/vZz2g2m2xsbBAMBrFYLBM8490pFArDW3pm\nbDETnVNAFEVkWZ71dI6ZcQ6o7/V628RlvV4fuJd6cjwejw/cy7/+679mYWFhLMc+LJIkPfLl9aOK\njBmPHgG348CfB4MkboV67BgMEp1Oj2y5SqpQZXkze0JnOuMoHHXtJYDFYmF+fp5YLMa1a9cQRZFb\nt26hqurAAT2p0X6zINHuzETnGec0OJ3TDvLA+26fJEmHet5O97JardJutzEYDIPey7m5ORwOx1T7\ng/Zj2kGikxCds37OGTrDN5aCACG3g0jAg8VkpNuTKVQbJHIlVtOF2c3KGcNuMfH5l48/71hf6xuP\nx4nH43S7XfL5PHfv3qXX6xEIBAiFQthstjGc9e7MgkS7czrfRR9xxtlnMu0QDZwOp1MXvvuJzp3u\nZa1WQ9O0gXvpdruZm5vDYrEc6Xs0rVWgj4PonPVzzgi6HYT9LmwWIx9+8hzlepP1TJFMuU6mPN2+\n9hnj4e9+/EPYLMdfarEzuW4ymYjFYsRiMXq9Hvl8nuXlZTqdDoFAgGAwiN1uH+v1O5fLEQgExvZ6\njwoz0TkFxvmDPe0QDZwu0Wk2m1FV9aHey53u5fz8PA6H49DO6F4c1WkdB5IkTc3tPqny+spsRudj\ng8VkYC7kw+e0oWlQbbRIFsrkKnW6isK7K7Pc+KPKcdZeDrPfuCSj0Ug0GiUajSLLMvl8ngcPHtBu\nt/H5fIRCIRwOx7HfW3W3dcZ2ZqLzEWFaLhtMN8jS7XYHgZ7bt2/T7Xa3uZcej4f5+fkju5ejYjAY\nUBRlKqJz2kGik7jhmG0jenxod+U9+y6fiId4687aCZ/RjJNgLujlI08vjuW1Rh0MbzAYiEQiRCIR\nFEWhUCiwtrZGs9kcCFCn03kqzJ1HhZnonALj/gHW1zBOaxDuSfxC6u5ltVrd5l6aTKZBWjwYDBKP\nx6fmNsqyfCL7znc79qNeXn+QmjmdM0A5w7vWZ+zPVz/5AqIojuW1er3eoa/FkiQRCoUIhUIoikKx\nWGRzc5N6vY7X6yUUCuFyuUZ6v2s2mxPtFz3LzETnI4DJZJr69oVxoruXw8lx3b10uVz4fD7OnTuH\n2WweXACWl5cxm81TEZzweAi/vY49yZFJ6XyJv3n33mxc0gwA3n2QmPYpzJgQX/3U/rM5D0Ov18Ph\ncBz5+ZIkDdLuqqpSKpVIJpPcvn0br9dLMBjE4/HsKUBnyfW9mYnOKTBuZ1BPsE/zzkoPsxxG9Kmq\nSqPR2CYwO50ORqNx0Hu5sLAwUu/ltBP00xSd0zz2OHs6S9U6b99Z5e07D7hxd5Ub99ZI5csgiIhW\n51iOMeMMIxmQlelOyZgxGT785DkWo+ML3Yxz77ooivj9fvx+P6qqUi6XyWQy3L17F7fbTSgUwuPx\nbHNpZ9uI9mYmOqfIo7R//aD0eKfTeci9hP5qM6fTuat7eZTjT4vH2ek87LFVVaXZ7nDz3jrXb6/w\n9r01bt5bYzWV3901HVPJbcbZRkBg8msIZkyD48zm3I1JVf5EUcTn8+Hz+dA0jXK5TC6X4969e7hc\nLlwuF36/fzYuaR9monMKTGL/+rRnderC12g00mg0tvVedrvdQe+l0+lkcXERh8Mxtv4d6IvOae6g\nn7bTeVrL66qq0u3JvLeywfU7D7hxd40bd9dY3kijjHrOwnRaJmacLrSZy/lIYjIa+Lsf/9BYX/Mk\nMg6CIOD1evF6vWiaRrVa5S//8i/5F//iXxCLxXjqqadotVonNoz+rDATnY8A03A6NU3b1ntZqVS4\nfv06kiQN9o0HAgHOnz9/ImMj9CDPtNDT69NgmnM6h8vrqqqiKAp31pLcuNMvj9+4t8atBwm6vaN9\nbzwuB5LZRqkxvRuKGacAUQJ1uvOIZ0yGz7/8Qdz28Qqzk844CIKA2+3my1/+Ml/60pf4nd/5HdbW\n1vi5n/s5nnzySb72ta/xpS99aaR1nFeuXAHg/v37fO973wPg9ddfx+PxcO3aNX7913/9UI+dNmai\nc0qMe/96o9EYy2vthqqq1Ov1beVx3b10uVyD8nggECASiUzsPPZjmqIPpit6T7q8Piwy11I5/vSv\n3uaHf3aNn60k+NnKBo3W0QSiyWjgfDyC1+NCUSFVqJLMl6HX7q+emfHYIggiGjPR+Sgy7tI69E2R\ncVbSDoMoigiCwK/92q/x6U9/mnfeeYfXX3+dz372sweKzqtXr3L58mWWlpb4+te/ztWrV/H5fABc\nvnyZlZUVrl27Nvj4gx47jbvfZ6JzSugO0Wnq6dQ07aHeS13MHuRedjqdqZV44XT0dE6rr3aSpX1V\nVdE0DVVVSRfKWyGfNd65t87N5XVKtaPd7AiCQDzsJxrwYzAaKdaarKUK3EuVIVUe82cx46xjEDSm\n27U+YxIEPU5+/tknpn0aY0cPEgmCwHPPPcdzzz030vNWVlZYWVnh1VdfZWlpiZWVFX7yk5/wuc99\nDoClpSWuXr1KoVAY6bGZ6JwxYNo9nYqiPORe6hsU9N5LfTXYKHeM0w4znQbR2W63p3LscTid+vM1\nTUNRFMq1Bm9vlchvLq/zzr110oWji0G3085iLIzdZqPR6bGWLpIstUiWRhiBM3M5H280ld4Uf7dn\nTI6///PPYxjzmLtpmh86Rw0Svfrqq4O/X7t2jVdeeYW33npr4HYCFAoFyuXySI+dRmaic0qMU3Tu\nJ/iG3Us93NNsNhEEYeBehkIhLly4cKzB5kajcWqiC06H6JxmX+Vh0N1L3cGsN1sDYfnO8jrv3Ftj\n7Ri7zk1GAwvREHaLmU5PptzskS3Xubm6+5aZGTP2w+lwUptg+9CM6TGutZfDTHNRik6xWMTv9x/5\n+Xpp/DQ6lcdlJjqnxDhFpy649nIvLRYLDocDl8tFOBzGZrONvd/FYDA81k7ntHtK92K4PK5pGt1e\nj1sPkryzvE4iW+Rv373L23fWRk+S78JcJPBQmXwlUx3jZzHjcaY+MzkfSS6dj/HUufFnAE7DohRN\n0461qOTq1auDEJHH46FYLAJQLpcHYnbUx04bM9F5BtE0jXa7/dDcyzfeeGOs7uVhMBqNUxV9096N\nO02nExgIS/2P7mRuZArcuLfO23fXuXFvjXfvb9Luvn9zIAgC5+IRQl4Xsiyzns6SK+4tGHeWydcz\nhyiTH4VZaf3xRpTQOjOX81FkEi4nTF90HjcgfOXKlUHy/OrVq7zyyiu8+eabQL/n8/LlywAjP3ba\nmInOKTGqSJJl+SH3UpZlLBbLoPcyHA7TaDT42Mc+NjXxNe2ezmlzkun1ne6lHkj7b9feJtfocWc9\ny9t317hxb51cef/1kZqmsZrMsZp8f7d5PBwkFvQiCNBodXDZ7cgapItVErnyiZTJvU4bC2EfyUKV\nXPVsiA4BZsPLx4xosqG2ZytQHzUMksiXPzFauOawjHMb0VGoVqu4XK4jPffq1av8xm/8Bt/73vco\nFov86Ec/4sUXX+TNN9/k6tWreDyeQcl91MdOGzPReUrQNI1Wq0W9Xt/WeymK4kBcRiIRLl68uOtd\nnF7endYv20x0jt/p3Bnu0R/TNA1FVbm9muTGvQ1u3Fvn+p1V7icyHOcm2+9xsTAXxWqzU2nJrGbK\nKKrIcwEX6WSKRG5SqXKNmM+F02rAIEmU6i0SuTLFcgUMJoRTtpFIEEASRWRle0vCTHCOH21mdD8y\nmM1mwn4vT52LUg/hqAAAIABJREFU8OWPXyLgPvpu9P2YttN5nG1Ely9fplQqPfT4cMDosI+dNmai\nc0oIgkCxWCSbzQ7cS6vVOhCY0WgUm802snOpJ9inJTqnXV6G98dQTWM+23E//53hHv2/0P+8ErnS\nwL28fmeNd1c2aHeOLvJFUWBxLkooEEAVDaRLDZLFGjcTNWC7s/TWcgpJFPjI88+QTqdZTx89ZARg\nNRtZigVwWM00W21WU3kSueLuHzzl8rrZaEBDo9t7/3uraTwkOGdMBq3dnPYpzDg0AjablbmQj2eW\n4nww7uXvPD3H0xcvnMjR9Sks0yKfz89WYO7DTHROEYPBsK97eRim7TROu6cS3g8TnVQf6zCHEZ27\nlcc1TRt8DeutDu/cW9/qxVzj+p3VA8vkB2E1m5iPhvB6fbRVgdVshfVal/XaaAJSUTXeup9CFAQ+\n/Pwl8tkcq8nRyuwRn4tY0I1BFMmXq6wm87y7vD7Sc0/q58pkNGCURBRVpd19v02ic8RNSjOOj2i2\no876OU81gijidjo4Fwnw7BNzfPrZC7x4IUKlVCSXy2E2m5EkCZft4E0846LX6+FwTMZFHYWZ6Nyf\nmeicEvraLP3vx8VoNE59//q0mabo3G0H+c7yuO5kDgtMRVW5u57m+tZO8ut31ljezBy7GX0uEiQW\nCSMaTeSqbTZyFVYqKlSO51Kqmsb1+2kEAT783CWKhTwrm5nB/zdIIuejAbxOGz25x2amSCpXIJU7\neGacIAgsRAKEAz4kg4FkocZ6erz9o5IoYjYZkESRnqwMQlXdnkz38e0OOZ2I453fOON4iJKBgNfF\nhViIl55c4LMvXuT5C/Fd37+8bheLi4s0Gg1u377N+vo6xWKRUCiE3++faEXuLJfXHwdmovMRwWQy\nTb2ncprlbZju2CTdrez1etvcS+h/XfQLc6pQ4fqd1UEf5s37xyuTA5jNRi4szOFxu+moAmu5Cul6\nm/TaHiXrMaBpcH0lTcBp5jMffhql20bTYC1dYGUzNVL52e92shALYbVaqbd7rGVKbFY6bFbS/WMc\nc9e20WDAbDSAoG2JSgVFVWm2H++bs7OC2pve3N/HHlFCECQQBJ6cD/K9736F5y7EDv0ydrsdh8NB\nJBJBkiSy2Szr6+tYLBZCoRCBQOBYo4V2Y9pzOvP5PM8///zUjn/amYnOKTLu/evTdjqn6TQOH3+S\n7BfusdvtvPnmm0QiEcLhMO2ezM3lTa7fWR38OW6ZHCDk97IQj2A0Wyk1u6xlytzNdyA/2VS53WRg\n3m/DYYROq8FmOkdqpUJqZfvHiaKA3+XE73HisFr6bwCCQE8Fq9VOR9FI5Ctky3XKa/s5r6P+bggY\nDSImowFtqzyuaho9WZ5tsjmjCEYL2kx0ngyiAUEQQQBNVUGVCbvtXIgH+eonX+CXP/3isapxsixj\nMBgGAvT8+fM0Gg2y2Sxra2vYbLaBAzoOATpzOk83M9E5Rca9f73ZnG7Tvd5X+qiITl1gDs++HA73\n6N83SZKQFQXB5uHdlRzf//Efc/P+JslCFfWYNxUGg8T5+RgBvw9Zk0gUa2TLDYobFaByrNfeD0kU\nWPBZ8dmMKL022VyBjVSem4lRPh8Bp8OG2+kEQSBdrrOZLaKoGqIgMBd0E3A6MIp2EsW9e/YeviHr\nf70NBhGjJCLLCj1FBTR6skJPPn3D+WccDadZojprdxgvgtAXmFu/R5qmYkDjXMSL12VHEiVEUeT5\ni3P80sef4dJidCzvTTudR30bni5A6/U62WyW1dVVbDYb4XAYn893ZAEqy/LY3dPDMOvp3J+Z6Jwi\n096/Pm6mPSD+OKJzv3CP/n0SBGHQi5TMl3lbdzDvrnFzeYNW5/hff4/Lyfm5KFa7g2pbZjVb5kFZ\n5kE5d/CTj0HMYyXsNCFpMoViidVkhruZ0b6WkYCXWCiA0WikVGuykS2ymq2ymn14yLyqaaxny5Dt\nj18KeV0sxkLImsByqkijvV1pSKKIKApbgrIvQmVZQZ4JzEeaSrV26kZlnSkEcatELoDWb1Xx2EzM\nhXzYLGYq1RpdTWQ9WyZZavLMhQW+8vPP8Ylnl8a+C32/uZmCIAwmtiwtLVGv18lkMjx48AC73T5w\nQA/bsjXNYOtMdO7PTHQ+Ikw7vQ5nYxXmKOEeQRAGd8qiKFJrtrhxd31QIn/77hrZ0vHXPIqiwEIs\nQjgYAMlIptJkM1/lZqoO1I/9+nvhtZuZ81gwiyr1eo21ZIa1XJO1EZ7rtFlZjEewWsw02l2S+QqZ\naotM9WgbibKl6uBr6bCa+cQHnwBRotPt8bfvraBoMJtO9HhhEAVkZoJzZAb9l4CqgaYQdNsJelzY\nbWZaHZlksUqx0qCy3r95FYCPXzrPP/vKp/jCR57GOcF0uaZpI4nGYQGqaRq1Wo1sNsuDBw9wOByE\nQiF8Pt++rzWudrXjUKlUBiHhGQ8zE51TZJyBm9PidE5bdLbb7/eB7Zx9uVe4Z1hgyorC7dXkYFTR\n9TurLG9mUNXjX8zsVguL8zHMJjO1jkym2mGzIbPZODjZfVSsRokFvw2nSaDTbpJM50ivlhml+9Nk\nNLAYi+By2OjKCplSlVy5wbtrmYOfPAJBr4v5cACTqb+zfTVV4L+8swz0y/szHk96vS6CNN3d2aeW\n4f5LTQO5B4qCJuh3ZiIIIrlah1xte3XEbDLw9LkIv/D8RS5FbfzC3/noyZ//iAiCgMvlwuVyoWka\n1WqVbDbL/fv3B1v4vF7vQ++hiqJMtbQObDMwZjzMTHQ+Ikwzua0zLdE53GfZbDbpdrsPzb4UBAFR\nFAf/1Ulki+8HfcZYJgeIhwPEImEMJjP5Woe1bJk7uTYwmYCEJArM++34rRJqr0OuUGQ9lePd5MFW\noSAIzIX9+D39O/RirUmqWONeqggcPwUvSSJLsRA+jwtZ1UjkymRKVfL13R1SZQwif8aMs4sAkuH9\n8rimgiKDIqMJQv//C0JfnO8icATA47CwFPXz0pMLXH7pKT781DkEQaBWq7G5uXkin8U4nEd9vKDb\n7d4mQJeXl3G5XIRCoYEAnXaISFGUqU1vOSvMROcUGefd0Gm4szIajTQakx3mvF+4x2azkUgkBgny\nSCSyLdSkl8nfvrvK9Tt9J3McZXIAk8nIhYU4Ho+Hriqwka+SqbXIrD+80mxcRIf6MMvlMquJDPcy\nPe6N8Fy/20k06MMgSdRaHVKlOpvFJpvF8YTRXA4ri7EQdouFaqvDaqrAcroE6cl9PWacfURRRBPM\nfZH1uLCz/1KRQVNBlrfWgIp9gWnYPaApCuB1WLkQD/DhJ8/xhZef5kN7zM+Ek3UDxz1Cb6cArVQq\nAwHqdrtxOBxT3bteKpXw+/1TO/5ZYCY6HzGmae1PIj2+3+YevUSuX2RMJhPPP/883W6XRDLJH/34\nz1nNVtgoNLi1lhpbmRwg6POwEI9itlgptXqsZsrcK3ShMJmxRV67ibjHikVUaTTqrCczrN9rMMpe\nH6vZzHzEj8Vsot2VyVebFOttiuvjCScJgsB82E/A66TXk8mW6+SqTW4+SI/l9Wc8RpgdaK3x3Aie\nSob7LzWtLzBVtf/3LfcSQUSQdn9rlgTwOW08EQ/w8tPn+MWPPsPT5yKHOgV9hNFJMMljCYKAx+PB\n4/GgaRrlcpn19XWq1Sq3b98eOKAn+X6Yz+cJBoMndryzyEx0TpFx/zLoqxindad31PL6UcI9O5lk\nmdwgiSzO9ccWKYKBZKlOplSntDmZsUUWo8SCz4ZNUmhUK2QKJbK5xkh9mJIkEg/6cTmsKIpGudkh\nW25wL1Ue3/mZTCzNhXA77DS7PdbSRTYKNTYKx59BOuPxRhAeodKkaOgn8DXQ2Nl/qYvLvUvBkigQ\ndNv5wHyIj33wPL/4sWdYivpRFGVbf7qiKA+1De3HSYrO/ZLr40QQBLxeL51OZ+CEZrNZ7t27h8fj\nIRQK4fF4Ji5Ac7kc4XB4osc468xE5ylgXO6kLvpOs+g8SrhnJ/Vmmxv39KDPeMvkAG6nnfPzMWx2\nJ7WOzGqmzGpVZrV6vBWSuyEKMO+3E7AZ0OQOuUKJtWSWn43Qhwn9MI7f7UQURZpdmXSpzkaxAfvM\nvzwsYb+buXAAg8FAodpgLV3g1kYOGN8YJ6fdzvnz53B7A2yksqwu3x7ba884Oyhncte6AJLUF8wa\ngLrlYCr9rVqCCOxdHgcwSAIhj4OnFsJ8/NISX/zYMyyEfbt+rH5NVFUVRVEGSyr0fsKDBOhJltdP\nejuQvpzE6/Xi9XpRVZVyuUwmk+Hu3bt4vV5CoRBut3siAjSXy82czgOYic4pMiyyxoGeYLdarWN7\nzcOws7yuC8qdm3sOCvcMoygqt1eTXL+7OvY0ef8c3t9TjmQiW22xma/wbqoBjP8NMOy2EHGZMWoy\n5UqF1USG5WyX5RGe67RZCPlcmAxG2rJKvtYi3+iSb4yvT9JgkDgfC+F3O+kpKpu5MtlyjWx1fMED\ngyQxF4sSjsaQbG4KLY1Epc39HpBVaWfGL+5nnH5EswO1M7lRYWNh0H8pgqYhCRqK3ENTFDTUvnsp\nCAjSHgJT0zAZJMI+J08vRPi5Dy3xdz/+DBHf4UfsiKKIKIoYjcZtAlS/xu51bZVlGYtlciOSdh7r\nJE2QXq+Hw+EY/FsURXw+Hz6fD1VVKZVKpFIp7ty5g9frJRwO43K5xvY+PNtGdDAz0fkIcRrS461W\ni3q9jsFgeGi4+n7upU4yV+KaPg/zzirvjLFMDmCzmllaiONyuWn1NFazZVKtLqnV8e8pd1uNzHmt\nWA0azXqd9VSWzeU6o8g3o0Ei6vfgsFtBkCjW22RKNerZ8b4pe5w2FmMhLGYz1WabB6kCy6kiy6nx\nfD0EQWAhHicai2G0u6h0RdZLLXKKRq4CVFrbPl7TNNRHuadvxp4IBhN0pn0WQwjSlsAEQQODCHKv\nh6rIaFvhHkUUQTKxq2TRNMxGAxG/kw/EAnxwzsczcSfz0TCRSGSs/YbDAlQXn/p1WRd++nX3USyv\nDx9vL2dVFEX8fj9+v38gQJPJJLdv38bn8xEKhY4tQPP5PE899dSRn/84MBOdU+as7V/fK9wDW2N3\n5ua4ceMGdrudWCyGz+fb85d4Z5n87burZIrjFRzRkJ94NIzRZKFQ748tup1tQ3a8Y4vMRpFzPjsu\ns0Cv0yKZzZNcL5IfIekjCAJhrxOv24nBaKLW6pLIV9gotaDUOvgFRkQQBM5FAoT8HjQE0sUqm7kS\nN1ZSYztGMOBjYX4Bm8tLUzOyWe6S78jkK0Dl4K+51uugydOdNztjOqi98f2sH5qh/ktRAKPYr7L0\ntkYUaQj0EEEy7ikwLSYDsYCbZ85H+flnL/KFj34Qj8O248M0SqUS6XSaO3fu4PP5iEQiY3XbJElC\nkqRtlabhMvxJB4lOsrw+6siknQK0WCySSCQG35NQKITT6Tz092S2jehgZqJzyox7//q4nM6jhnvO\nnTvHwsIClUqFRCLBvXv3CIfDhMMRVtOFLRezLzDvbaTHViaH/jDzpfk4Pq+HriayWaiRqzbJrY8v\nRAP94OmC347fbgC5S75YPFQfptdpI+T1YLVaaMlqf2ZlvUumPt5xQhajkfPxIG6Xg2ZHZi1dYC1f\nZS0/HmE/3IfZkyykajL5epfbTaDZAw7/s6i0JrdPfsbpRRRF1O5JiE6h715uXa8MooBR0FBUjU5P\nBkFEFUU6CoCIIO1WldGwmozMBT18aCnGp56/yOUPj7bVRxCEbeXeQqHA+vo6jUaDQCBAJBLZVh4+\nDsO9n/V6nWq1SrVapVarEY/H6fV6SJI00bmSJ1nKh9FF5zCiKBIIBAgEAgMBurGxQaPROLQAnYnO\ng5mJzikz7p7OSuXwb9rjCPcMIwgCzZ7Gg1KXa7cSvPH7f8GttXT/oj5GAl43C/EoFquN8tbYouVS\nD0rj3VPutUr4LGAzirRaLdaTWZZznZH6MK1mE7GgF5fTgawKpEtV8uU65fR4hTBALOAlFvIhSRL5\nSoO1TIHbiQIkjr/xyGQwcH7xHIFQGEx28jv6MGE88z1npfXHE1U0gDpmh1sQtjb49OdfmiUBSQRZ\n1ej2FDQEZE2kf1US9hhTpGE3m5gPeXj2QpzPvPABfuGlp7Ca9w4FjYooigSDQYLBIIqikMvlWF5e\nptPpEAqFiEQih+7P73a7A2FZrVZpNpsYjUacTicul4twODwQgbIsDxxQvfdz3AJ0Gj2dxznesABV\nFGWbAPX7/YRCIRwOx57v27Mg0cHMROcjxGHS48cJ9+zk/TL5Gtfv9nsxx10ml0SRxbkowYAfVTSQ\nKjVIFWuUE1VgfMdyWozM+6zYDRrNRoPNdJZsrjbyuKK5oA+fx4UgGShUm2xkS6xka5Ad7zgho0Fi\nKR7G63bQlVXWsyVSlTqpyvHF37Y+TJuLck9ko9RmU1HZLABMzpFSmjPR+Vhy3IrH0IB1ATBJAiIa\nsqLRU1QQhL57qWx9vCjtUibXcFrNLIS8PH9xjl948Uk+/cIHMJ6AaJIkabDQotfrkc1mee+991BV\ndatSFMZsNm97TqfTGYjLarVKq9XCZDINBGYoFMJms+0pkPQSvP5HURRkWR6Iz3EI0GlsCBqXcJYk\nadtNQaFQYG1tjWazid/vJxwOY7fbt319m80mdrt9LMd/VJmJzikzqf3ru23uGS6PH9a91FEUlTtr\nyYmWyQFcdhuLC3EcDgf1rspqpsxarcdabXzJZqOh34fpsYjInRapXIHEZoHixmifi9/tIOz3YLPZ\nqbW6rKYLrBebrI9pq8/OY81HAljMZsqNFg9SBe4mC5A8vou5sw9z45B9mONCk7to0+zrmzElBFAP\n0YqhD1gHBEHDIolIkkhP0ej0FDRBoCPrv8NCv0lzF1w2M4sRHy9cnOezLz7Fzz93Yep7u6FvHsTj\nceLxOJ1Oh0wmw9tvv42maVgsFlRVpdPpYDKZBvvJdVf0sJWzYXGpC8/hJPxxHdCTdjonhSRJhEIh\nQqHQQICurq7SbDYHrujFixenfZpngrP/0zBjm1up9+7od5e6wBx2Lg9zAdmWJr+7xs3ldZrt8Qc9\nQj434WAAi91BsdFjPVfmvfT4xhYJwJzPRsBhRJS7FEplVpMZbqWUA58L4HbYmIsEcdjttLo91jNF\nivUWxc3x7Cbfdq6iwGI0SMjnRtEgVaiSzJcpjiHwM9yH2VQNpGoylY56rD7McaHMSuuPJYJkRFP2\nuKZsBXw0DURUzAYRSZLoyio9WUVDoCVrIG/9Hu+xh9xtt3A+6uPSuTDPzvtY8Jrx+XxEo9GxhniO\ni6ZpdDqdbSXydruN2WzGarUiyzKtVgur1UokEiEYDI5NKB8kQA9bAYOTFZ3jykYcxLAAlWWZQqHA\nr/7qr/LgwQMkSeLWrVs8/fTTR3rta9eu8eKLLw7+/frrr+PxeLh27Rq//uu/fqjHTisz0TllDvNL\nclC4RxAE4vE47777LhaLhfn5+UON5eiXyde3tvpMpkwOYDGbWFqI4/G4acuwnqtSbLQpZluMq3Qb\ncJiJeSyYBIVqtcpaMsNKrs3KCM81m4wsxkJ43S56ikayUCFdqPDe+ngHous4rGbOx8PY7VYarS4P\nUgVWsxVWs8cL1ZiNRs4vLuAP7tWHebpS4lJ7FiJ6HNHQBv2XCAJoGoKqYTaKiKJER1ZQAQ2RtsyB\nAtPrtHIhGuClpxb4/Msf5KUnFx66Bg4HRmq1GsFgkGg0eqKlUU3TaLfb20rknU4Hs9k8cDDj8Thm\ns/mh86/X66TTaR48eIDD4SASieD3+8dWOdtLgKqqiizLSJI0kgA96UH0J+2qGgwGwuEwP/rRj7hz\n5w6/8iu/wm/+5m+yubnJl7/8Zb71rW+xuLg40mtdvXqV7373u9y/fx/oC1CAy5cvs7KyMvj3KI8N\nC9fTxkx0nlKOGu5ZWFhgfn6earVKIpHg7t27hMNhYrHYQz1BACuJDP/7//lnvHX7wUTK5ACRgI+5\nWASj2UKp0WU1W+ZuvgP58ewpt1sMLHht2I3Qbvb7MFMPqoziC4qiyEIkSMjvBVEkX2mwni5wN1mC\n5HjT5DrxkI9Y0IsoSmTLddazRd5dyxzrNffqw9xQVDYm3Id5FOwGjZhFxqY26NRKJNNpktUugjj9\n8uaMCSMZ+usfBbG/FlLuYDYaQJTo9pQtAar3YO5diRCH95A/tcgXPvpBPrQUH+kme2dgJJfLcffu\nXXq93iDEM87UtS4whxPknU4Hi8UyEJhzc3O7CszdcDgcPPHEE1y4cIFqtUo6nWZ5eRm32z2xGaBw\ntC1IJ+UiT6N/dJhOp8MzzzzDv/23/5Zqtcp/+A//gbW1tZFF5+XLl1laWhr8+9//+3/P5z73OQCW\nlpa4evUqhUJhpMdmonPGngiCMEjc7Zx9edRwjyAIg/2zsiyTTqe5ceMGZrOZeDyO3+8fvPZSPMw/\n+/rn+eH/+1Py5RqFyvGGjxsMEkvzMfw+HzIim4U6uUqD/MZ40toGSeSc34bXIiF322RyBTY287wz\nYh9mOOAlHgpgNpmoNNuspQqs5Wus5SezN9xolIh6nbiddhANJIs1kqUGydLx2gZCAT8L8wtYXZ6p\n9mGOgk3SiFt1gVkmlU6TyBZI75hPK9gOv5VlxulGMJj6DiYCqDKa3MUkCqiaiiLLIAgIkpGuCqjq\nru4lgCQIBNw2Ls6F+MjT5/jix57hyYXIWM5xOMTT7XbJZrO8++67/fm5WyGew4gZTdNotVrbSuT6\npjin04nH42FhYWFXE+CwDF/rT2IG6F5bkGD0NZyTYtqic3gbkcvl4h/8g39wrNcrl8v4fO+vQi0U\nCiM/dpqZic4po2kaf+/v/T3Onz/Pt7/9bV544YVDh3v2w2AwMDc3x9zc3MD91GdnxmIxLBYL56IB\nfus7f5//4Vtf4o//6jo//E8/5W9/dn+k1/d5XCzGo1jsdqotmQeZMitlmZXyOMrQGnGvnZDTiCB3\nyebybGTy3E6PNg/TZbdxLh7GYbPR6sps5kpkK3Wy1cQYzm13Ah4n85G+qC3VW6ym8myUWv1B70dk\nuA+zK1pI1/vzMG+dgj7MnVgNGvEtB7NbL5NOZ9jM5MnsswAhGgrgdLtZHkMoasaUEMS+wBQk+rvH\nFVB6iJqKKvcGYlKQjPRUQC+p74JBFAh6HDw5H+KjHzzPFz96iaX4yYyhMZlMg+tlq9Uik8lw7do1\nzGYz0WiUQCCwrVysaRrNZnNbibzX62Gz2XA6nXi93rEJzIM4yRmgcPAWpJMWnqdJdM7Ym5nonDKi\nKPLnf/7n/Nmf/Rn/5t/8G9bX1/nmN7/JK6+8gsvlGuux9DKOoihkMhlu3rw5EKV+vx+T0cBXPv0y\nX/n0y9xZS/F//Kf/yv/1n/8b1UZr61wFzsWjhIN+NNFIqtwkWajyTrIGHN8p9G/1YVoEhWqtxloi\nw2quxeoIzzUZDSzGI/jcTmQNMsUqiVyZd1ePV7beD1EUOR8LEvC6UVSNRL5MulilcD955NfU+zAD\nwTDaBOdhjgOzqBIzd3EJHTr1EplMlo10juw+AtPtdLA4F8PhdNJWYCNfJV9vkc3MQkRnBtGAYDAC\nImgqmiL30+eKDPTL4wKAZEQFdl/hA2gaRoNEyOPgqXNhfu7SEl/82DPMhbwn9Insj9VqZXFxkcXF\nRer1OqlUiuXlZUwm02A8naIoWK1WXC4Xfr+fxcVFTKbjz/A8LpOYAbof+hYkWZap1WpUKhWq1Som\nk+lEhtDD9EVnPp9nfn5+bK/n8XgoFvsh1XK5jN/vBxj5sdPKTHSeAiRJ4vOf/zyf//znSaVS/OAH\nP+ALX/gCL730Et/+9rd58cUXx9oXI0kSsViMWCxGvV5nc3OT5eVlQqEQsVgMq9XKk+ei/M+/8g1+\n89v/Hf/xp29z/UGGH791n416i4368R0pu8nAvN+GwwidVoPNdI70gwrpEZ4rCALzkQAhvxdV1ciV\na6RLde4li5Ac/w51HZfdymIshN1modbs8CBVYCVTZiVztNYBQYBoOIzX68Xi9NEWrSSqvVPZh2mV\nNGJWGYfWpFsrkc5k2UznyO8jME1GA+cX4vh9PhTBQKbSIJGv8l62Cdnt4llTR5siMONkESQTiCJo\nGpqqoKkKgqpCr9d/nK2ePekAoaVpmIwSEa+TJxdCXJoPcCnmJOh2EI1GCYVCp2JckY6maTQajW0l\nckVRcDgcGI1Gut0uvV7vVCbgd7LbDNBbt26hKMqeM0BHQVVVarXa4OtTq/WNB4fDgcvlYn5+fhDM\nGi7DT0qA9nq9E91+tJNCocBLL700ttd75ZVXePPNNwFYWVnh8uXLACM/dloRDrn3e/wpkxm7oigK\nV69e5cqVK2xsbPDNb36Tb3zjG2N3P4ePl81mSSQSiKLI3NwcgUBg28Wh1uzwF+/c5ydv3eU/37hP\nrdkZ6bUNosCC347XKqH02mRzBTYy+ZFDSwGPi/loCIvZTK3dZT1doNacfN/ifNhPJOBFEEUypRob\n2RKH/H3Zxvt9mF6amoGNcpdGZ7xbmsaBVeqHfBy06NZKZLJZNtLZfb9fggAhn5dAwIvV7qLR01jL\nlPqDuQ9A0zTUznhGY804IoI4CPdomgJyt7+WUlMRkDDaHCiMKBQ0DbPJQNTn4tJilE88e4Ff/Ogl\n/O6HS7uNRoN0Ok0ulxuksH0+34mWZlVVpdFobBNPiqJgs9kG1SGn0/mQi6Yn4FOpFPV6fSoJ+OOg\nzwDNZDKIokgkEiEUCu3qFu5cpVmv19E0bSAwXS4XDodjzxsHPacgy/K2a+g4Bejy8vKgvWAa/Oqv\n/iq/9mu/xgsvvHCk57/++uv803/6T/n+97/P1772NQCuXLnC0tISKysrvPrqq4d6bAqMdNc1E51n\nAN39/MM//MOJuZ/DNBoNEokEhUKBQCBAPB7HZrNt+5ierPD/3VrjJ2/d5Sdv3SNd0svrW32YDiOi\n2qNULrPvgIvqAAAgAElEQVSayIy8AtNmMbMYj+B22uls7SXPliZferWYTCzNhXA5bLS7MmuZIuX6\n+PswTxsWUSNmk3FqLXr1MplshvXU/gITIOBzMx+LYbPbqXdVNnIVaq3RbkJ2oqnKCe3dngH0y+Nb\nKx81VUbrddB6WzdxQ992p8NORzOi7PdeomlYTAbiATfPLMX45HNP8IWPXMJlP1zpVtM0qtUqqVSK\nUqk0kRAMvC8wh1Pkqqpit9sH4tLlch169I5ewk6lUhNLwE+SVqtFOp0mm81iMpnweDxIkkS9Xn9I\nYDqdTpxO55Gd6eEtSLoYHccWpFu3bjE3N4fT6TzyaxyHV155he9///vE4/GpHP8UMBOdjxq6+/na\na6+xubk5cfdTVdWB+wkQj8cJhUIPXRg0TePmgzQ3761xe/k+761ssJ7OkylWUfYRL5IksRgP4/e4\nQBDJleusZwoTGdu0k5DPzXzYj8FopFhrsprKI4/gyu3GXvMwj2GKTgSzBPGtErncKJPJZNhI5VDU\n/T9vq8XMhXNzuNxueppIqlgnUz7elINhVLmLJp8+Qf5IIBkRRAOgoSlb7qUiA/15mLsiSggmK6K0\n0/HSsJmNzAU8fOhCjE8//wEuv/w0dst4QzJ6CCaVStFsNgmFQkSj0UP3IA67c3oZWFXVh8TTuGc7\n6gn4dDp95AT8SbGbgynL8mCqit1uZ25ujmAwOBH3WU/A61Nb4P1pLYc93jvvvMPFixfH2qt6GD77\n2c/y05/+9FT09E6Jmeh8lNnpfn7nO9/hhRdemJj72Ww2SSQS5PN5/H7/YB2YfjFvNBqIoojdbh9c\nzK02G+lChdVkltVkjgfJLJvZIuVmh0q9zWoqT7s7+eS1JImciwSwm410ZIVio0OherRAzl7zMEcp\nI58kZgliFhknfYGZzWZZT2YPFJiSKLI4HyMY8CMYTORrbTZy5X1vHo6L0m3BrKfzeAjCVv+lAKqG\nJncG5fHBh7C3zgR2iE0Nh8XEfMjLsxfifOaFJ/nMix/Aaj7ZN1RZlgcCTlEUIpEI4XD4oTf2nf2F\nw+6c7l4ex507KnoCPpPJ7JmAPyn2cnmHS+TDXyPdfU6n0xSLxYnMAN15fnoCXtclhxnB9NZbb/Hc\nc89Nbe3mpz71qW3D2h9DZqLzcWDY/UwkEnzzm9/k61//+tjcT33m3PAFvdFoDGayBYNB4vH+jvRR\n70z/5t1l/vUf/Ak/vXF3LOe4E7fDxmIshM1iptLssJrO0+ocTdyehT5Mk6gxZ1Vw0ERuVMjlsqwn\nMyM5t9FQgHg0jMlio9aWWcuWaZ3AjYDOrJ/zCIhSv/8SQFXQeu1+eVyUMJnMmCWBWqM5cv+xJBn6\ngZhQfw/5L7z4JJ96/iLGU7Yzu91uk8lkSKfTiKKIzWYbBH6AkfsLp4WegM/n8zidTqLRKF6vd2IO\n4mEE5kEMzwCtVCoTa38YPv9hAapp2oFbkN544w1efvnlqQW6ZqJzJjofO1KpFL/3e7/HH/7hH/Lh\nD3/40O6nXmrRBabeUK8PNdb/6FszWq0WiUSCXC6Hz+cbiM9R+W/vrfC7v/9j/svbd476Kfedx3CA\ncMCDJkCm2A/8HAWH3c6F84u4vP5T24dp3BKYTpp0qgXS6TSpXHEkJ9LtsHNuIY7T6aIta2wWahRr\n0xvBFHZZMNPjwTHXfT7SSMbBliZN6aF1W6D0AAEk41ayXEVQFdR9tvcAIAjY7Q7CAR+L0QCLIRfn\nvCZevDjPXDz+UHDwNKBXU3ThVK/XEQQBs9mMoig0m008Hg+xWGxiDty40TSNSqVCKpWiXC7j9XqP\nlYAft8Ac5XiFQoFMJkO9Xp/IDNCdxxtOv8PuDugbb7zBRz7ykYmcw0E0Gg1++Zd/mb/6q7+ayvFP\nCTPR+biiKAo/+clPuHLlyp7uZ7fb3SYw9Yu5Xo5yOp2D8SAHoV+ENjc3kWWZeDxOOBwe+SL31u1V\nfvf3f8xfXLt14MdazSYuzIVx2m00Oj3WMgWqjcMn2Yf7MDWTnUxdJlPrnaofcKOoEbcquIQWSqNM\nLpdjPZmhJx9cijYZDZyfj+P36+OKmiQLlan1mVqNEueCTpwmkWajwVoyS6lax+XxUO+dpq/6tBC2\nhquLoClocg+t23y/PC7210QCiGgovX1uhgQBm81B0O9laS7Mc0/M8XPPXOAjTy5gNG7/ndQ0jXq9\nTjKZpFgsHlsAHQd9xuNwiVwUxYcczGGhoWka5XKZVCpFpVLB7/cTjUanFiY5LIdNwO9M2ler1YHA\nHG4jOKkSs6Io5PN50uk07XZ7IjNAh9lLgEK/vD4t0bm2tsbv/M7v8Ed/9EdTOf4pYSY6Z0AikeBf\n/at/xeuvv048HkdVVfL5PP/oH/0jfumXfmkgMO12+1hcjna7TTKZJJPJ4PF4DpUmvH53jX/9+z/m\nz958b/BYxO8hHvJhMBooVJqspgsH9iXuRBAEzs3FiURPbx+mQYC4TcYttFAaFfK5HGvJ9EgCUxAE\n5qMhIuEQgmQkX2uRLNaRTyCQtRcxr42Iy4qg9sgXSjxIZLFZTCzGIzjsVto9hY1skUK9/fjtWxck\nBIMBELdWQ3b6Dubg/2+5mIgIaKD0BiGL7a8zurgchWEB1Gg0jhzgGQVdYOrCSe8J14WTy+U69DVJ\nv7alUqmBAIpGo2cmQb4zAR8MBnG5XHQ6nW2jnPSk/UkLzIPo9XrkcrlB/+1xZoCOgqqqyLI8WDma\nTCYHlb2TduzffPNN/uAP/oDXXnvtRI97ypiJzseZH/7wh3z/+9+nWq2yuLjIs88+20+Z37xJIpHg\nW9/61lh7P3eiaRqFQoFEIkGn0yEWixGJREa6QN64t85/fecet9fS/M17D8gUDzcy6bT3YRqEforc\nLbZRmmXyuRzriQxdebRz9HvdLMSj2OwOGl2V9Xxl5Jmpk2A3F7PaaHI+HsbvdaNqkCvXWM8UH+4z\nNJjOREn0yGwrj8vQaz2c1JcMfSGKgCSo9Lo7/v+YxeUo6AGeVCqFpmmDAM9REti9Xm9bibzRaCBJ\n0jZnblw3vcPH1ANImqYNBtCfxgQ5bB9GX61WqVQqdDodVFXFYDAQCoWYn5+fWjL7sHS73W39t/vN\nAD3s6w5/jdrtNmazGafTic/n2+YQn8QWJJ0f//jHvPPOO/zLf/kvT+R4p5SZ6Hyc2dzcxG634/U+\nvFIumUwOku8vv/zyYOf7pN78O50OyWSSdDqN2+0mHo8fqnxXqjW4tZri1lqa91aT3FpLcW8jS7vb\nw2m3s3T+9PZhGgSNuE3FLbRQmxXyuSxrhxCYVouZpYU4bo+nP66oVCdTGt+4oqOw08VcTWYJ+TxE\nQz6MJhOVrZ3zo0wmEIyT30l9Mgj91ZCC1F8NKXfReruk8gWxLzIRkQRQep33hfgUxOUotNttUqkU\n2WwWq9VKNBrF7/fv+obe6/W2bfFpNpvbBKbuYJ7kjcbwDEqLxTJIkE+rf3WnwBx2MIe/TvoN+vD5\nTzsBfxT0BL8+AzQSiRAMBg88f/1nSf/TbDYxmUyDr4/L5cJisWz7WdKDR8MhJEEQJi5Af/jDHyLL\nMv/8n//ziR3jDDATnTP2R+/9fO2110gmk4O5n5Pqh9I0jWKxSCKRoN1uE41GiUQiR7r7VRSVn23k\n+V9/fIdra0cLDo0bSdCIW1U8Ygu1tVUiT6TpjjgYXxJFzs3FCAVPblzRQViMEotbLmar2WQtmUGW\nFc7FwzhsVlpdmY1skWL1CAl0Qdza4X3GGGzvEUBVh8rju3yfJCOIEiIg0ncxBUHEarXi9bi4MBfh\nxacWT4W4PAhN06jVaqRSqcEIHYfDMSiVN5tNjEbjQw7maXKy9fMvFAq43W6i0Sgej2di57jXOs2D\nth3txUkm4CfB8AYqu91OJBLB7/ejquo2gdloNDAajdsEptVqPdT3aacA1ZmEAP3d3/1dnnzySV55\n5ZWxvu4ZYyY6Z4xOMpnk937v9/jRj37Eyy+/zHe+8x2ef/75iV2Mu93uwP10Op3E43HcbvdIx9PL\ndfpF/D/+LM+P3qvTPMFAiiRohIxdzJ0SQrtKo15jM5Onc4hxQ5Ggn7lYBLPFRrWzNa7oiKOdxkXU\nYyfitiCqMvliic10gfloAL/HhaJBplRl85jrQAdIhtPfzykZtoar6+XxNpq8RyuDIPU/HgGDCIrc\nw+l0EPJ7mQsHeXbIuZQkgXw+TzKZpNvtDnZjn9bB0sNlTb1ELgjCYKtMKBRiYWHhzJR/9RFAqVSK\narVKMBg8dgJb0zSazeY28XQcgXnQscaZgD9JFEWhUqmQy+XI5/O0220MBgMej4dgMIjb7cZms419\nE9XwIHo4+hD63fit3/otvvKVr/CZz3zm2K91hpmJzhmHR1EU/vRP/5QrV66QTCYHvZ+TdD/L5TKJ\nRIJGo0E0GiUajWI0GtE0jU6ns60frNVqDdyU4RBUsdHlf/njn/HHNxJjP0dJ0IhZVTxiG61VoZjP\nsZpIH0pguhx2FudjOF0u2orAZr461XFF0HcxzwWc2A0a1UqFRLaA2WRiLhLAbLZQrjd5kMqP7NQe\nGoMRQTg9Ds0gPY72fnp8v6H1Ur+cbjKI2Cxmgl4XS/EwH1yK87FLozuX3W6XdDpNOp3GZDIRi8Wm\nWv4dDq5Uq1VardagrKm7mMOukyzLg/49YND/eVoCLgehJ7BTqRTdbpdwOEwkEtk3AHOSAvMg9Okh\n6XT61O2AVxRl28ajWq32UGDMZrMNhtCXy+UTmQE6/AeOL0BfffVVfvu3f5tLly6N81TPGjPROeN4\nDLufH/nIR/j2t789MfdzWHwWCgWgXwbRL+KDLUcHlFh+ejfL//T/vMN68WiCThQgZlXwSm20ZoVS\nIc9qIkX7EA6kQRKJhQOEgkEks5VspUViiuOKdCJuG1G3BVFTKBRLFCo15sIB7HYrrY7MeqZA6QSF\n8NT6OYfL43r/Zbe5/7oeUUIQjUgmI363k4WQjw8/tchnXvwALz+5OLayuD6+qFAoTNy92nlTV61W\ntwUz9uqb2w+9/zCTyWCz2fbt/zyNDAdgJEka9B/udHplWcZms237Op2GkJKiKIMAVa/XGyTITyLB\nv3OlZq1WA9j2NTpoiYg+QSGdTlOr1cbiQB90zsfZgqTz1a9+lX/37/4dwWBwIud5RpiJzhnjYdzu\np373OzyEXlXVwUVcv8Bks1lqtRqRSIRYLDZy6bHTU/jf/vwuP/ivy/SUvX9kBwJzy8EsFfKsJdK0\nOqMHkQRBIB4JEouEMZgslJtd1rJluiOMOpokZqPIYsCFy9zvxUxlC7icNnxuF7KmkSnW2MwWT+x8\nJFFgKRbE57TSbne4u5mlzQm8SYsGBGmrPK5ulcd7ByX9BQSjGcFoweNyMh/286ELc3zquSe4/PwS\nRsPkWwL0N99kMkmz2SQcDh9r/I8uMIcFgS4wh525wwjMg45XrVZJpVKUSqX+xqOt+Zmnufw77GAW\ni0WKxSLdbhej0Thw4Nxu96kQmAehC+hMJoMgCGNLkMPuA+n1taPj2gq1cwaoLkBtNtuxz383jrIF\nSefTn/40b7zxxpkJd02ImeicMX4SiQQ/+MEPRnY/h/sv9SH0+o52/Y3O4XDsWYrr9Xr9rTupFBaL\nhXg8js/nG+mNazlT43/8v2/w5moRAY2YVcMntdDaVcqFPKubqUMJTACfx8XCXAy7oz+uaCNXpdo8\n/HD6cRN224h5rEiqTKFUptPtEfJ7kAwGSrX+fNOJlcl3wWw0cCEewGU1U2s0WdlM02y//7UWTNax\nO5393eMiaNr723vUET5n0YBgtGCxOwkFAjx5Ps4nLy3wpZcvEnBN5g3uMPR6vW3jZ/TxP3u9wWma\nRrvd3lYi73Q6WCyWba6Tvlls0ujl31QqNRYBPS70Fb/DJfJer7driXx4B/lZ6p/U2Zngj0QiIyfg\n90rbT2rj0W4MzwCVZXmkFojjMOoWJJ1PfvKTXL9+fSLncoaYic5HgWvXrvHiiy8O/v7SSy+xtLQE\nwOXLlx8aRvsbv/EbfO973+PKlSu8+uqrEzsv3f187bXXSKVSfPOb3+SjH/0oN2/e5Pr163zjG9+g\n1+vt2n95lFKb7pwkEgmq1SrhcJhYLHbgRUfTNP76TpJ33n2Pd++tcWctwf3NzEgCzGI2ceHcHG63\nhx4i6VKDdKl26HMfNztdzFKlhttpx2az0Gz3tzRV6q2DX2iMOG1mzkcC2MwGipUaDzZ3HwtlMho4\nf26eZKlJo33E2aKC0BeYg+09I5TH338yGEyIRjMWq50L5xf4zHNP8EsvP8GlhdDRzucEaTabg/FF\nLpeLaDSK2WzeVtbsdrtYLJaHHMzTgD4/M5VKIQjCQEBPuv9zVIF5UDVluPyr909GIpFT0T85Kvsl\n4EfpVR0e5zQNdjq4egvBpNzngwSopml86lOfmonOmeg8+1y9epXvfve73L9/f/Dvy5cvA30B6vF4\nBgJUx+v14vP5eO211wYfO240TePOnTtcv36d69ev8zd/8zfcu3cPi8XC0tISn/zkJ/kn/+SfTGwU\niSzLpNNpkskkZrOZeDyO3+8f+ViyorCymeHWgwR31pLcWU1wezWJaDASCgYQDCYKtTbrUx5XpDPs\nYparNQTA5bSjaJAqVEjkTn5klM9pI+yxg9Kj2myTzJVRd7mWxKMhYtEYJpudckthLVel0+uhVHOj\nHUiU+v2XAKqC1muj9Q7hLAsiSEYMFjvRSIRPPPcBPv/iBT7xVJxSse++AcRisX3dw9PAsHCqVCqU\nSiVarRaapuFyuQb9h5Nyf8ZNq9UaCGi73U40GsXn8x27/3P466Q7vd1ud1t/uMvlOvakAL1/MpVK\nDTbwnOYJBDtRVZVcLje4kdeDNA6HA7fbfap6VfdieAao0Wgc/A5MShQPC1BdO9Xrdf7hP/yH/MVf\n/MVEjnmGmInOR4HPfe5z/OQnP3no8b2czNdff52vfe1rEz0nTdP4x//4H/OBD3yAF154geeff55w\nOIyiKPzJn/wJV65cIZ1O861vfYuvfe1rE92DXKvV2NzcpFwuD9zPo7o6f3ljmd/+wX9iI1ce81mO\njskgshh04jZLtJpNut0eNqsFySBRrDZZS+en0i8a9buJB1wImkYyV2QzU3joY2xWCwtzcXyBAB3N\nwGaxTqm+XSBqmoYmd1CblYcPMtjeo5fH26CMHuDSAEE0IP7/7Z17eJP13cbvHNv0lGPTJmlL20A5\nlGNpUUQFtVVUROUgOpQNRJjuHbxemzLdUJlujG5TpvNVWpThdBtSTwgTJCjMzSm0oZRSBNoUaJO0\nJT0nTdMcnveP7nn2JE3PSZPA73Ndu7Yl2jwJJblz/77f+xZEI0Eiw8wp43FHzgTclTse8gGOydnu\noVgshlqtHnJ8V7BgO060cGI7c2zhxBY/Ho9nVO1BocDf/KdarUZcXNygfwa0wGQvQ/X09EAkEnk5\nc8EWgg6HgxmBoMVPOH2J8Z3ppUcu6NcpPj4eLpcLFosFNpstIh1cdgZoTEwMM0IQjCW29vZ2lJeX\no6ysDMeOHUN9fT3Onj0b8MeJMIjovBrwJzp1Oh1yc3MhkUj6/POFhYXIycmBXq/H008/PVaX2Qej\n0chsvl933XVYs2YNZsyYEbQPcrfbjcbGRhiNRvD5fKSkpIxoa9bucOKVkqN467NvxsTlTBKLoBKL\nwKPcsNmscLlc4HK4cIGDhtZOdNhCMy+aniSDUhoPt8uFyw1X0NTiLRL5PC7Sx6UgMTEJ4EehqdOB\n+uYOrxNuiqJ6j7y5XHD5QnCEInAF0XC2NfSKTi7XO1yd8tMv3g8UBXC4XIAvRHRsPDLTUlGQNxmL\n8rIwOVUxoudMZzeaTCZYrdYxmz2kZ+bYwsntdnsJp6Ec/QL/bQ+it8fVavWwTgFCDT3/aTKZ0N3d\nzbiH0dHRXrOqoRSYg0GLn6amJub4eqhz6IHCV2B2d3d7jVzQM73+COUGfCCgSwwaGhrQ3NzMnAKM\n9M+gu7sblZWVKCsrg16vx5kzZxAdHY2cnBzk5eVh9uzZmDBhQsScMAQRIjqvBvyJTnpucyA2bdqE\ngoKCoB2xD5VQuJ9WqxVGoxEtLS1ITEyERqMZdmh15UUzninej9O15oBdl5DPQ7oiHuJoLlwOBzwU\nBT6fB5eHgrm5HSZLaBzW3s1yBWTxMXA4HKg1NqGt07thKFmpQIpGg6iYOHT2eHCxqQPdPnOxFOUG\nPJ7/iEdu79G2xwXK3dObe+nqAeXuAdwjXGjiCcATiqBMTMSNOVOwaM5ELJg6Djxe4J0MOnvSbDaD\ny+VCrVYPqbpvMDwej9fMHL2U4etgjtal9HUP5XI54x5GAhRFwWq1oq6uDhaLBW63m6nTFIvFzOsU\nzh/0vgHuwdrgZ8c50bmq7FSC0SyNBXMDfiygo/joDFCpVMokEPh7PVwuF86ePQu9Xg+9Xo9Tp07B\n4/FgxowZyMvLw5w5czB16tSQf7EJU4jovBrwJzoHOnKXyWRYtmwZCgsLIZFIgrpMNFxo97OkpARz\n5swZE/ezqakJRqMRXC4XGo0GiYmJft1Pdmbhfzftbfi80og9X1/oI7CGQpI4BiqxCHzKBYry9LqA\nXA5zTO4MUaySUMCHVq2AOCYK1i47DHUNXks9MaJoZKaPg0QqhYPiwdjaBUtH//mdlMcDd6cFlCMw\nnfAUAA6HCw4/CvFiMaZN1GLxDdNwV+54SOPGvvGmq6sLJpMJV65cgVgshkajGdLmMjtWhv6d8u3Y\nHosAcY/HE9btRwNt27PnCltaWtDU1IS4uLiQuIejwXeDX6lUQqVSDfvL8Ej6yAPFaDbgwwH2EtjL\nL7+M2NhY5Ofnw2634+TJk9Dr9bDZbJgyZQojMGfNmhW0iKarECI6rwZ8BabBYMD69eu9bmtra4NE\nIoFer0dmZiYkEgnWr1+P9evXM5vv4QTtfu7YsQONjY1M7mcwXRibzcYEzysUCshkMrhcLuaDzuFw\nMO6AbxB9/ZU2bN71d3xZXt3vzxfwuchIjIckmo8EkRACPheWNis67Q5camhGZwhjleJEUchUyRET\nJUBbhxU1dQ3MZjmXy0F6agqSlEpwhCJcsfWg7kqH36Ugf3h6uuHuaBpaNNFA8AQQimKRlqLGnXNn\n4L65kzFRIx/dzwwwFEUx2Zk2m83r+J0Oxma3Z3k8HsTFxXkJzFC39IS6/YgWmOxRAl+BOZCD6ese\nyuVyxj2MFFwul9cMrkql8juDS3fat7e3MwKTx+N5vU6BroscKvTxtcViGfXx9VhAURSMRiNzRK7X\n69Hd3Y3GxkZ0d3ejoKAAGzZswKxZs0J9qZEMEZ2RTklJCR577DEUFxczy0EGgwHbtm3zikqaPXs2\nysrKAPzX7TQYDCGd6RwqRqMRO3fuRElJCa677jo8+uijmD59esDevNjHmexaP4/HAz6fD6VSiZSU\nlEGbjgDg03+fwZZ3DsLSbkOSOAYTUxORmSxFijwBybJ4aFOSkalRIkrY++Hxr1Pn8cwbe2EwNgXk\nuQwVWUIMxiXJIOBx0NzaAYOxEZ7/zKcmyqRIS01BdFw8rE7g0pUOdI2g752iKLhtLaD8LQQN9O8B\n4HB44AqjIRYnIDtdg/vnZeOeG6YhJiYyers9Hg/TntXS0sL8LkkkEmbrd6Ds2XAh2O1H/S2vBCrO\niXZwzWZzn/nPSKG7u5tpcOJyuYiJiWEccnqcgH6tYmNjw07U+RshCGaF5VCxWCxeAvPy5ctISUlh\nHMy8vDwkJSUBADo6OvDxxx/jb3/7G+bOnYvNmzeH7LojHCI6CZFDINxPdtNRR0cHrFYrPB5Pv8eZ\nXV1dMBqNsFgskMvl0Gg0g25rttu60dZpQ0qidEizhA6nC6+XHMbre3VwBCmcXR4vgiI+GlECPlo6\nbKj7z2Z5VJQQ2vQ0SGRyuDgCmFq70NRuG+Sn9YWiPKDcLsDVO5/pcTqAni4M7e2AAw5fgNi4eEzM\nTMfyW3Nxz5wsiGN7hQEdf2U2m8Hn86HRaELaO+4LuzuaPiIH4OVgcrlcNDY2wmKxQCKRQK1Wh/xD\ndzjQx45ms7mPgztUBhOY7BnMYLwudIC+2WwGj8cbNEA/lHg8Hi+nl+4jj46Ohsvlgt1uh0QiYfIz\nI+n3iO6AH8sN+I6ODpSXl0Ov16OsrAzV1dWQyWSMwMzNzcW4ceOG9DpSFBUxr3cYQkQnYWDYwfPA\n4MHyJSUlzDF+MF3U+vp6ZvazP/eTPnqi37T9NR0NtSWDdkzq6+vh8Xig0WgC/oFlMDXh2f/bi3+e\nOj/qn5WWJEWyNB5ulxt1jVfQ2NwODocDdVIixGIxhKI42CgejC02uNzD2Qj3FpeUywnK6ehd/vHB\n3/tyb2QRD4KoGKiTlVh4/Ux877aZ0KpkQ3p8tvMWisUXt9vNCEv6SwuAIVf7URTFbF53dXUhOTmZ\nCW+PFIbSfjSUSs2xbDzyhR2BFartcZqR9JHTyy9msxnt7e1QKBRITk6OqBGCYG3Ad3d3o6KignEx\nq6qqIBKJMHv2bEZkZmVlhc2X1msMIjoJ/eMbPA8MHCyv1+thMBiwbNkyFBUVITc3N+jzoi6XC4cO\nHcJrr72GS5cuITs7Gy0tLairq8O2bduQnp7OvHmPtOnIF7vdDpPJhKamJkilUqSkpARU+Hx4tBQv\nvvUxrrQNrdmIy+ndLJcn9G6WXzQ2obXTBqlYjPRxKYiNF8PmAi5bOtFpH3qlJwWA6nGActoHFJe+\n0J/bFNXbO88VREEskWD2lAlYc9dc3JSdNuoPd/bii9Pp7HfmbTTQApMWA/SXFlpg0l9aRvo7Rde3\nNjQ0gM/nM9vvkfRhSIu3xsZGREVFISoqCj09PV7zz6EWmAPhe/SrUCigUqmC9kXGXx85Pdc70rrI\nq2GEgN6Ap7/IDHUD3uVyoaqqijkir6ioAADMmDEDubm5zCZ5pGzSXwMQ0UkYGN8lpYGC5dkRTDqd\nLkes7yEAACAASURBVOhu50svvYRvv/0Wly9fhlKpxPjx49He3o6amhpMnToVa9euDejspy/0UZHR\naITT6YRarUZycnJA3M92axe27v4U7x36N3z//gn5PGg1icxm+UVjE2JFUVAp5RCJ5fBwhWjosMPU\nMvJNcQ4/ChyeABwOB5TbBcrVe2ROuRygnA54XA5Qrh7Aw9qu5/QGr4tiYpGZpsHy267DAzdPRUJM\ncD/8HA4HzGYzGhoaEBcXB7VaPewjx/5ccVpY+nObAgm7dlAqlUKtVgc8NidQ+Mt3FAqFEAqFjOBU\nKpVQq9URtdVLt++YzWY4HA5mg3+kLnR/dZH0SUswFsfYLnQkxhcB3hvwTU1NaG5uxvLlyyESiVBd\nXc04mCdPnoTdbkd2djbjYM6cOXPY2/6EMYWITsLA+IrOgYLl2dvwOp0Ohw8fHjQrdDQcOXIEEyZM\nQGpqap9jdXr288qVK0zuZzCPYbu7u2EymdDY2AiJRIKUlJSAHHWVfXcRLxR/iCghD1p1IuTiOMRG\nRyFZLoZGKYM6UQaVQgIelwur1YovTl7A20cqcLquZUSPx+HywRFEgcMZXFxxQCFeyIEqXoDp6Uqs\nW3QDMpKlI3rcQEC7ViaTCR0dHYzw8XV8nE6n1xG5zWYDl8v1misMlCs+XNixOXa7nTl+D1V0kT+B\nyU5w8Be/41v9GAwXOtiwnbehzH/66213uVx9etvH8jWgxRtdAhDM9p1AQ1EU6uvrcfjwYezbtw9n\nzpxhBOadd96J66+/HrNnz4ZYLA71pRKGBxGdhIHpL+/TX7D8WIvOoVBfX4+dO3figw8+wPXXX481\na9YE1f2kZ/aMRiMcDgfjfgbSzRhsrjA+Ph7fmTvw+oHj+OeZS0P7oRwuuIIocLj9XCdFQSTkIU0R\nj9naZCzMycTcSSlh6cQB3u1THo+H2fi12+19Nn5jYmLC8oOYFj5ms3lMoot8ZzDtdvuo8x3pzeuG\nhgam/SgQ3eljCbs9iI7+EYlEfWo12QIznPrI6RB9s9mM5uZmZgEp1DWubJqampgjcr1ej7q6OqSl\npTEOZk5ODmpqavCXv/wFX331FQoKCvDb3/42on6PCACI6CQMBlt0DhYszxaiJSUlYRXJ5HK5cPDg\nQRQVFY2Z++lwOBj3MyEhYciB4WzYrhz72JctMAdaXDlZY8YfP/0GX5wy9PsY7KN0Gj4XSJbEYLJG\nimmqOEyScaFSKqDRaML22Jcdit3Z2QmbzQY+nw+RSASn04muri4mgSCSFi6A3sxDWjTQveOjeQ7+\nGmqCGSAeye1HdCh9e3s7Wlpa0NXVBYqiEB8fz3TYh0uI/mDQObINDQ3o6OhAYmIiVCrVmPant7e3\nM0HrZWVlqKmpgUKh8Ioq8j29YuN0OnHixAnccMMNY3bNhIBBRCdhYNiis79geXbwfGlpKdatW4fC\nwkLk5+eHZfC8r/v56KOPYtq0aUF1P1tbW1FfXw+73c64n75OSE9Pj9dcIR30zI5yGumx75lLjfjj\np9/ikP4C031OH6VzORxIY6MwQSXBDZNScM+cCUhL9D62oj+sjEYjuru7oVKp/D6HsYIWTfTr1dXV\nBYFA0MfBZP+Z+rrQ9NF1uDhSQ4HdO86eOxxI9Iy1wBzKcwjX9qOenh4maN13nID9WrndbmZ5p6en\nh1neiaQUArfbzcyw0tvjgX4Odrvda5P87NmziImJ8doknzBhQkQ5lr6JLmz8pbeMVaJLhEBEJ6F/\n/AXP+wuW9w2ez8zMhMFgCKt6TX/4up+rVq3C0qVLg+q+9PT0wGw2w2QyQSAQICYmBj09PbDb7RAI\nBF6zcsFoEjlvtKD4s1K02p1IVYhxx6xMXDdRM6zHoZ+D2WxGbGwsNBpNULMC6WNfdnC/UCj0EuPD\nfa3o1h2z2QyRSASNRhPWbSn+YDcHRUVFMe4nOzOUXYFIv15DKTkYK3zbj1Qq1Zht8AeqLpJ+Do2N\njeDz+cxzCMf8z/7wN8OamJg4rLEgp9OJM2fOeG2Sc7lczJw5kxGY2dnZYV+IMBA6nQ6bNm1iPu/Y\n+EtvATDmiS5hDhGdBAIA1NXV4a233gq4++lb6UfnFdLbvt3d3XA6ndBoNFCr1RHlutGLO0ajEZ2d\nnSMKDPdlsLlCdvVooJ5DZ2cnjEYj2trakJiYGDFb12xnvLm5GVarFW63G3FxcUhKSoJSqQwrgTkY\nvhv8gWw/osdU2AKTz+d7CcxAvFY2mw1msxlXrlxBQkJCxIW3A70xWPQMa2xsLGQyGRITE72caI/H\ngwsXLnhtknd3d2Pq1KmMwJwxY8ZVuUk+lD0HOr2lubl5TBNdIgAiOgkENrT7uWPHDjQ3N+ORRx4Z\nsvvJ3mClP+B6enoGbVxxOp2McxgTExN05zAYuFwuNDY2wmQyDak1iB0eTr9W9FEm+4h8LI996a1r\nk8kEAFCr1WHTWOPPlaOdcbZooijK6+g61GMQI4Eegxhp+xE7/opOJxjrPnLf8PZQzE6OFnoO99Ch\nQ9iyZQsmT54MiUTCfEHLysryWvRJSEgI9SWPCf2JTn+LtG1tbWG3XBtihvSXLnK9cELY4zsfU1RU\nBACoqanx+5dzsEak0cLn87Fo0SIsWrQIdXV12LlzJ2677TbMnTsXa9asYdxPupqRx+MxwsnpdCIm\nJgbx8fGQSqVIS0sb0nyUQCBAWloaUlNTGefw/PnzSE5OhlqtDotZt8GghaZGo4HVaoXRaGQWBNRq\nNbhcrpcQ8A0Pp6ONQim06WNFlUrFFAAcP34cYrF4REtgI2UggRkfHw+lUtmvaOJwOFAqlVAqlcwY\nhF6vh0gkgkqlglwuD/v5OQ6HA4VCAYVCwXyZqays7G3U8vki0F+AP/17lZGREZJ0Ag6HA6lUCqlU\nysxOnj9/Hk6nM6xmWP3R2NjILPno9XoYjUZMmTIFKpUKBoMBra2tWLZsGVauXAmtVhvqyyVchRCn\nkxAUfBuPdDodMjMzkZmZieXLl2P9+vV9Wo8GakQKFl1dXdi5cyfeeusttLe3M4sEd999N9atW8c4\nc4F0k+i2GrPZjOjo6IiZOaTHCeht3+bmZtjtdnC5XEgkEiQnJ0MikYRlO40/6AUq39rKQAkGfxv3\ngy1EjeQ5dHZ2wmQyobW1NeitO8HCZrPh0qVLsFgs4HK54HA4Xg6mWCwOWb7qUGHPsAoEgpDPf7a1\ntTGb5Hq9HjU1NVAqlcjLy2P+k5LiHY1mtVrxySef4NChQ9i9e3dE/D0OJEM5XqfTW9jH6+GW6BIi\niNNJCB35+fnIzMxk/r/BYGAWkOhlJF/YS03B5pNPPsGvf/1ruN1uZGdnY82aNVCr1dDr9di/fz+6\nurrQ2dmJcePGBfyNVyAQIDU1Fampqejo6EB9fb2X+xkOW7L9jROIRCLG7R03bhyioqIY57C2tpZp\n3ImE4zgOhwO5XA65XM58ESgvL2cWd4bjHNICkx1Kz54rHMjBHO1zoB+Dbt25cOECXC4X47qF2/G7\nv7pIiqIQFxeH9PR0cLlctLW1obOzE0KhEDKZLCLmcIVCIdLS0pCWlsbMsNbW1kIsFkOlUkEikQRN\nxHV1deHUqVOMg/ndd98hPj6e2SR/8MEHodVqB/19jouLw8qVK7Fy5cqgXGekQae3rFixAqWlpQB6\nP8toU8TfbYSBIU7nNcrp06exdu1afPnll0F7Q+/vW2NBQQG2bdvWZ9NvoEakQNPW1gahUOj3ubtc\nLvz9739HcXExM/u5bNmyoM5ssecmhUIhNBoN5HL5mDgNdKUf+yiTPU5AH/0OJoZ9Y4siceYQAOMc\ntrS0MCME7D97f4srYz1XOBjs+lA6uH2sfp/YUBTlJTA7OjqG3Ed+NbQf0ZFqZrM5YNmZTqcTlZWV\njIN5+vRp8Hg8r03yKVOmROwm+UCxRf5GtAI1luUv0WWw9JZISnQZA8giEcE/brcbu3btwhNPPIFD\nhw7hlltuYY5OA7mR6E906vV67NmzZ8CBa3+NSKGCnv388MMPccMNN2DNmjWYOnVqUD+86Y3r1tZW\nKJVKaDSaUW2Ns/HtjGbPq7IXokZ7xNzT0wOTycR0pms0mqA6PcHA4/GgoaEB9fX16OnpgUAggMfj\nYRxMdq1muD4vemHEZDKhra3Nr4gO5GMFq4/8amg/8s3OHMr8p9vtxvnz51FWVoaTJ0/i1KlTcDgc\nXpvk06dPD9j7Q6gZKLaovxGtUIxlEfxCRCfBP42NjdixYwc+//xz/OAHP8DatWvx7bff4q9//StW\nrFiBuXPnBuRx/InOwsJCvy7mYI1IoYZ2P4uKitDS0sLkfgbT/WTXPQ5la9wXtstEO3Nut9vLwQx2\npZ+/6KVwGSHwxeVy9VnyoQP8RSIRuru70dLSwixHRZqIpkWPyWQatXMYqj5y3xlWuVwOlUoVcS1U\nDoeDyf88dOgQUlJSsHz5clgsFuaIXK/Xo62tDRMnTvTaJI+05zpc+jsho13OdevWYdOmTdBqtVi3\nbh10Oh0Rm+EBmekk+Ke8vBytra3YsWMHXn31Vaxduxbnzp2DSqVCenp60B63qKiIEZz0GwU9M5Ob\nm8vMgNbU1GD9+vVBu46RwOfzsXjxYixevJhxP2+99dagup88Hg9qtRpqtdprazwxMREajcbLlabn\n5NiZobTATEhIQGJiIjIzM8f8aJLD4UAikUAikTCpABUVFRAIBMwIQSjcKlpgsmcw2Q1RmZmZfh1M\nOi7HZDLh3LlzAckvHSt4PB7jrnV3d8NsNqOsrAyxsbGMc+jvd5gdgUUvkdHzvQkJCZDJZEhPTx+T\njW3fGVaLxYKampqwaz8ajKioKAiFQlgsFlitVvz1r3/Fc889h7i4OBQUFGDp0qX4+c9/DoVCEepL\nDRvYJoRer8eKFSuY/03/9zW+yBMREKfzGsNut+OVV16BVqvF/Pnz8cgjj6CkpASvvPIK0tPTkZGR\nAZVKhaysLFAUNWIh5Tsfo9PpsHz5cshkMrS0tGDv3r3Iz8/vMzPj24gUzoTS/ayrq4Pb7UZUVBRc\nLhcoimKOMePj44PiMgUS9txksEPb+8t29N0iH6749c0vVavVY9a4Eyjo43ej0chkTioUCq/N++7u\nbiaPlv5PuDnVvpvj4fZn0drayriXdLtNcnKyVye5SqXCsWPH8M477+DkyZPYtGkTHnrooVBf+pjT\nn9NJo9frodPp+nxGhNNY1jUKOV4n9OXUqVN4+eWXsXXrVqjVajz88MPQarWQy+XQaDSoq6uDWCzG\n6tWrYbFY4HQ6oVKpmH9/NEL0auby5cvM7Oe8efPw6KOPIjs7e9Svlcfj8ao+7OzsZBYxoqOj0dXV\nBavVyrifkbDly4Y+8jUajQBGH9ruT2Cysx1H03E/EDabDSaTCRaLBTKZDBqNJiJii9jd7e3t7czv\nF4/Hg0KhQGpqaljPrPqD3X4kkUiYNIWxeg42m81rk/zcuXOIj49Hbm4uIzC1Wu2A19PV1YXm5mak\npqaOyTWHE4OJTvaIVklJCQCE7VjWNQYRnYS+nD17FkePHsXjjz8OAHjiiSdw4cIFPPDAA0hMTER1\ndTUWL16MrKwsrF+/HiqVCi+88AKqq6sxfvx4r59FBGhfXC4XDhw4gOLiYrS2tjKtR0NxP91uN6xW\nq9cROR0lM9CmLx2VYzQaQVEUNBoNlEpl2Lg8Q8Vut8NoNOLKlSuQSqXQaDQDzq/RApN+vejwcLaD\nOdbZjh6Ph9ngD7fWoOH0kdPH742NjYiLi4NarY64Ji12DutI2o+GQk9PDyorKxmBWVlZCYFAgFmz\nZjEu5uTJk8Oi+Wo4DLRB7m9bvKSkBBKJJCBH3L6ikx7BAuD1mDqdDjKZDJmZmZBIJF6tQYSQQEQn\nYXD++Mc/YtOmTfjggw9w+fJleDwe/PCHPwQAzJs3DyUlJXA4HHjssccgk8kwYcIEbNy4EYmJiczP\n6OrqAoCQuGy+b46DvfkF8s1xMAZyP61WK5qamiAQCBjBBIARmPQR+XA/rLq6umAymXDlyhXIZDKk\npKREVD0fAK+6R4fDwRyVshdXwkFgDgY7tig2NnZMK1D9LUXx+fxhB9PTi2Amkwnt7e1QKpVQq9UR\n17tNj0KYzWa/7UdDwe1249y5c8wmeXl5OZxOJ6ZNm+a1SR5uowfDZaANcqBviQc9LrBs2TIUFRUh\nNzd3xMJvoNii/ka0Im0s6yqGiE5CX9jupNvtRk9PD44dO4aFCxfid7/7HWpra/HKK6/g5ZdfRlVV\nFd555x389a9/xf79+/Hb3/4WTzzxBCZNmgSPx4Pc3Fw88MAD2LdvH8rKyvD973/fKxA+2Pi2Hg32\n5hfIN8fh0NHRgTfeeAN//vOf0dnZCYFAAIFAgAcffBAPPvggEhISEBcXF1A3hF6yMBqNcLvdUKvV\nSEpKigjHhV1/2Nraivb2djidTkRHR0OpVCIpKQlxcXFhJTAHwnduMtDCzV9dpO/MaiCOyNn99RRF\nMcIt0vIgu7q6YDab0dTUxCxC+QpQiqJw8eJFr03yjo4OTJo0iWnzycnJiYgRipEw0BG377Y4e5ZS\np9ORhZ5rF7K9TugL+4OHx+NBJBJh4cKFAIC77roLb775JrZs2YJ33nkHu3fvRldXFwwGA1auXAm1\nWo2bbroJ1dXVuOeee/D73/8e06dPx8WLF5GSkjKmghPo23q0Z88eFBQUAAAyMzOh0+m8ROVg9wea\nt99+G//3f/8HgUCAGTNmYMOGDVCpVPjmm2+wb98+mM1mtLe396miCwRcLpfp6WZ3jQ/l2Hos6a9f\nm3Z8MzIyEBcXBw6Hg7a2NhiNRlRVVTGVlZHgKnE4HIjFYojFYmYRrKqqChwOByqValiOGz2Cwc5Z\nZTu+48aNC5rj69tfbzabceLEiYiLkIqJiYFWq0VmZiba2trwwQcfYPv27Zg9ezakUilqa2vR2NiI\njIwM5OXl4a677sJzzz0HmUwW6ksPC3y3xdva2rxem+bm5lBdGiECIKKTwDBlyhS8+uqrcDgcmD17\nNm699VYcOXIEly5dwo9+9CNUV1ejo6MDjz32GHJyclBVVYW///3vuHjxImpra3H06FE8+OCDuOee\ne7x+7ljNfg725jfWb4733XcfHn744T4RLvfccw+2bNmCAwcOYMuWLWhraxvW7OdwEYlEzIcsHTHj\ndDqhVquRnJw8Zu4nLTDZM6tsgZmWljaggymVSiGVSuF0OtHY2IhTp04hKipqTNubRgs7BosehaC/\nDKjVasTHxzPPg71ERr9eABiBmZqaGjLHVyQSITMzExkZGUyE1HfffcfMTYbz8XtLS4vXJvnFixeR\nlZUFHo+HsrIyCAQC/M///A8eeOABZpaQ8F9oF/Pw4cPQ6XQhvhpCpEFEJ4GBHrWIiorCkiVLAADZ\n2dlYvnw5JBIJDhw4AJvNhlmzZqG6uhomkwlisRh8Ph//+7//C6lUit/85jeYMWMG0tLSmJ8bCWIg\nGAzkjPD5fNx777249957cfnyZRQXF+OWW27BjTfeiDVr1gRk890XDoeDxMREJCYmoru7mxE8EokE\nGo0moH3pvo4cPbMaCMEkEAiQkpKClJQUpr3pwoULfvNLw5mYmBiMHz8eWq0WFosFFy5cQFdXF6Ki\nouDxeAD89/Wit+HDbTyCw+EwXwZcLheamppw5syZEc9NBhqr1Yry8nJmDvP8+fMQi8XMJvmqVauQ\nkZHh9XfNZDLhvffew5NPPoldu3aF7NrDEfa2uFwuh8FggEQiQUtLC4DeL/ZyuTyUl0gIc4joJDD4\nEzl04DIATJgwAYmJieBwOPj3v/+N7u5uKJVKpKWl4bbbbgMAfPPNN+jq6oLb7UZxcTG+/fZb3Hrr\nrXjkkUe8fm4w3M/B3vzC9c0xLS0NL774Ip5//vk+7ueyZcuCsqAVHR3NOFUtLS2ora1llnaSk5OH\nNac3mMBMSUlBfHx8UBy5+Ph4TJo0iZk3rKqqAoCw3uD37SOng/zj4uIgk8nQ09ODtrY2iEQiJCUl\nRYyLS2eVqtVqr5EOsVgMtVoNsVgc1OfhcDj6bJILhULk5OQgLy8Pzz//PCZNmjSoCFar1XjqqaeC\ndp2RCL1BTtdQAv8t8cjNzUVpaSkAwGAwkJxMwoAQ0UkYMnPmzAHQKzJEIhEkEgkqKioY8fb1119j\nzpw5iI+Px09+8hM4HA6sWrUKb775JpKTk1FQUACXywU+nx+UD58VK1b4ffOj3zD7uz9cYLufly5d\nws6dO7FgwYKgu59yuRxyuZzZti4tLUV8fDxSUlL65Bv2JzDpI/KUlJSQOHLseUP62Lq2thYymYw5\ntg4F7LrI9vZ2ryrShIQEKJVKjB8/3q/IpzvTaRc3mAH6gYY90tHa2or6+nqv4/fRxha53W6cPXsW\ner2e6SR3uVyYPn068vLysHHjRkybNi0i2on6o7/YIr1ej9mzZzPiLz8/Hzt27PAbZTQSSkpKUFpa\nipKSEmaD/LbbbkNZWRlycnKYbXGtVstcX2lpKXQ6HSQSCYksIgwI2V4nDBlfd9LpdOIf//gHdu7c\nCYvFAh6Ph+XLl2PevHnYuHEj7HY7nnzySfT09OBPf/oTPvvsMxw8eBCXLl2CWCzGgw8+OODPHwx/\n8RpFRUXIzMyEwWBg3nh9W4987w9nXC4X9u/fj+Li4qC7nzQURTFCwWq1MsfgNpsNALxyQ8PxyJeG\nnZlJlxwM18UdDhRFobu72yuqyOl0MnWRI+26Z3emezyeiEoiYMOOLeJyuUNeoqIoCgaDwWuT3Gq1\nYvLkyUxU0axZsyIuGmwgBootYm+P6/V6xoH0jTIiEMYYEplECB6+AvHEiRNQKBTMYsEvfvELbNy4\nEWazGU899RTWrFmD9evX48c//jHOnj0LrVaL3/3ud34dKBI67x/a/fzoo49w0003Yc2aNZgyZUpA\nXqv+llZEIhEoioLVamVmMYN9TBoMHA4HTCYTGhsbER8fD41GM6rn4dtH3tHRAYfD0UdgBtppo7fG\n6bifsTi2DgbsPNmGhgYkJCTglltuAZfLhclkQllZGSMym5qaoNVqmTnM3NxcSKXSUD+FoDNYMw8A\nLzfSN8qIQBhjiOgkBB9/AtFut2Pt2rXg8Xh44IEHcOHCBab56O2338aGDRuQnp4OAOju7sYXX3yB\n/fv3Y+HChVi8eLHXzzp79iwmTZoUcR+qwcTpdOLAgQMoKipCe3s70/k+VPfTV2BarVav5iN/wfQU\nRTGRRVarlTnKjrTjy5E+D1+B6dtHHh8fH9Cmm8Gg3WiTyQSr1RpREVJsLBYLSkpKsHfvXtTV1cHl\ncmHSpEm46aabGIHJruG9lhhMdOp0OuTm5jIb9oWFhcjJySE5mYRQQUQnIbR8/fXXOH78OO644w5M\nmjQJf/rTn2A2m/Hss88y/8yWLVvQ1NSE6dOn4/Dhw5g+fTqee+45AMDBgwexbds2PPPMM7j99ttD\n9TTCFoqimM33jz/+2K/76XQ6+zT5eDweRlj2V605EE6nE2azGWazGTExMWPatBNInE4nGhoaYDab\nvaKXnE4nE+vU3t4Ou93uVRcpFosRFRUVNs+XjpAym80QCARQq9VQKBRht0TV2dnJbJLr9XpcuHAB\nUqmUcTAnTpyI48eP491330VsbCyeeOIJLFq0KNSXHTIGE530DKe/2+mwdgJhDCGikxAa/LmfnZ2d\n2LVrFzIyMpgcz+rqahQWFmLdunXIzc0FAOTl5eGrr75CUVERCgsLUVhYiO9973uD/vxg0t/gPptA\nDfGPFKfTiY8//hh/+MMf0NDQgPT0dBiNRkRFRWHHjh0Qi8UjEpgDQTft1NfXo7OzE8nJyVCr1RHl\nftICs6mpCRaLBQ6HA0KhEHK5HDKZDAkJCRCJRGEjMAfDarXCZDKhubkZcrkcarU6JK053d3dOH36\nNBNVdObMGURHRzOb5Hl5eZg4cWK/v4vnz59HdXU17rrrrjG+8vBhMNHJvp8dZVRYWAiJRBIRM+uE\nqwrSSEQIDf4+oOPj47FhwwYmf5CuZmR/6OzatQtSqRTR0dFYsGAB3n33XSgUCuZ+m83mVec3VuKz\npaWFyTClB/d9KSoqQklJSR8xGmzq6uqwdetWlJeXo6enB9nZ2SgoKIDJZEJTUxPmzp0LLpeL1NTU\noGy+0007LpcLDQ0NKC8vR3R0NDQaDWQyWViJNZfL5dV+ZLPZwOPxGPcyNTUVUVFRuHLlCoxGI7q7\nu8HhcBAdHR1Wz2Mg4uLikJWVxdSgXrhwAS6XK6hLVC6Xi9kk1+v1OHXqFDweD2bMmIG8vDw8+eST\nmDp16rC+jGRlZSErKyvg1xrJ0CkcAJh8TBp/UUYEQjhCnE7CmNCfQHzyySdx+fJl3Hnnndi+fTue\neeYZrFy5Eps3b4ZCocDGjRsBAI2NjXj55ZehUqmQlZUVMgekPyeTPdA/lrS3t6OyshIzZ87ss73r\ndDqZzfeOjg6sWrUKS5YsCXrsDu1+dnR0ICkpCWq1esxnDfur12Qv+QzWR26z2WAymWCxWCCTyZiA\n9kiju7sbZrMZjY2NiIuLg1qtHvE4hMfjQU1NjVejj81mw5QpU7w2ySMl2qk/ioqKAPQKOH9H2CUl\nJZBIJF7zk/5uGyn+kjnYKRwGgwHbtm3z+pJLRxkZDAYy00kIBeR4nRAZ/Pvf/8a+ffuwZMkS5OXl\nwWazYfny5XjzzTeZZqOjR49i69atmDx5Mpqbm0FRFN58880+IiCY7qfv4D6bcB7ipygKFy9exFtv\nvdXv7GcwoCNyTCYTBAIBNBoNFApFwB/T4/H0EZgcDgdxcXHMWMFo+shp19BoNMLlcjGRRcGKXgoW\nFEWhvb0dRqMRnZ2dUCqVUKvV/S5AURQFo9HIzGCWlZXBYrFg/PjxjMCcPXv2VVcVqdPpGOdw+fLl\nWL9+vdd8pF6vh8FgwLJly1BUVMSMBvneRvIqCdcY5HidEN7QAnHu3LmYO3cuc/vRo0cRFxfHauWV\nuAAAFmRJREFUCE63243S0lLcdNNN2LRpEwQCAa6//nqcPn0ac+fOxeeff46enh4sWrQoqCLq8OHD\n/Q7n+/YRh9MQP4fDQUZGBl566SU8//zz2L9/P5577jl0dnYG1f3k8/nQaDTQaDRMXWV1dTWUSiU0\nGs2Itr09Hg9sNhsTtO67eR+M9iMulwulUgmlUsm4hqWlpREXWcThcCCRSCCRSJjKytOnT+M3v/kN\nFi1ahPz8fFRVVTEO5uXLl5GSkoK8vDzMnz8fP/3pT5GUlBTqpxF0DAYDk+NLZ/qy2bNnDwoKCgD0\nHmvrdDo0Nzf3uY2ITgKhL0R0EkJGf7OZd999N+bNm8f8/+rqapw4cQJarRYCgQANDQ3g8/mYOnUq\nzGYzTp48iXPnzmH79u34xS9+gQULFng9DkVRoChq1EJEr9f7vZ0+1mL3EYcrAoEA999/P+677z5c\nvHiRaT26+eabsWbNGkyePDkoAopdV9nY2IjKykrweDzG/fT3Z+NbF9nR0QGPx8MITLppaCxD0qOj\no5GRkYH09HS0trairq4O586dYyKLImWJqqurCxcuXIBer0d0dDR2796Nn//859BqtXjooYfw+uuv\nY9y4cREhpgMNe3xGr9djxYoVXve3tbVBJpMx/7+5udnvbQQCoS9EdBJCjr8PNvaR3bfffguhUIiK\nigocOHAAH374IbKzsxEdHY0LFy7A7XbjzTffxMGDB3Hw4EEsWLAAZ8+ehUAgwPjx48HhcPDRRx/h\n+uuvh1wuh1AoHPaHqT8hSQ/25+bmRtwQP+1+/upXv8ILL7yATz/9FJs3bw66+8nj8Zh+bqvVCqPR\niJqaGigUCqZ3nBaYbrcbsbGxSEhIQFJSUr91kaGAw+FAJpNBJpMxEVInT56ESCQKuyWq7u5uVFRU\nMMfkVVVVEIlEmD17NvLy8rB06VJm+ejQoUPYtWsXPvjgA7z77rvQarWhvvyQodfrUVBQEBGOpcfj\nAYfDCZvfOQKhP8LjHZxA6Aej0YizZ8/i+9//PsRiMd544w3ccMMNeOihh/DBBx+gsrISkydPxnPP\nPYeqqirMmDEDAHDgwAF8+umnaG5uxsqVK/Hll19i8eLFqKurw1/+8hc89thjkMvlw3LJaGFJM1gf\ncaQgEAiwZMkS3H///WPiftJ95PTsJZ/PR0NDA0wmE/h8PpKTkzF9+vSICToXCARIS0tDamoqM0Zw\n/vz5UY0RjBSXy+V1RF5RUQGKojBz5kzk5ubipz/9KaZOneq3ipPL5eLuu+/G3XffjStXriAhIWHM\nrjsc0el0fuezJRIJWlpaAPR+8ZTL5QDg97Zg4E9ghlsmK4HQH2SRiBDWuN1unD17FtHR0Rg/frzX\nfeXl5Xj66aexadMmJCQk4Pnnn0dRURH4fD6eeeYZ3HPPPVi4cCHWrFmDuro6vP7660hPT4dEIkFb\nWxv27NmDxx57DG1tbREZbh5MnE4nPv30UxQXF4/K/fTXR97T04OYmBivNh/6WJq9Ma5QKKBWqyOy\nU5seIzCZTOByudBoNEhMTAyoOPB4PKiurmYczJMnT8JutyM7O5tZ9Jk5cyZEIlHAHvNagZ1SQc9o\n0ycber0epaWlWLduHQoLC5n5bd/bAvHls6mpCR999BHWr18Pt9vt90tyU1MTjh49iuLiYvz5z39G\ncnLyqB+XQBgBZHudcPXh8Xi8Pri//fZb/Otf/2ICqMvKynDw4EGcOHECTz31FKKjo7Fu3Tps3LgR\nDocDhw8fBpfLxTfffIO0tDRs374dX375Jc6dO4cf/vCHIXxm4Qm9+b5z50588skng7qfdF0kvejj\ncDi86iITEhKG5GB6PB4mL5OiKGZjPBIdHbaQHmlgO0VRqK+v99okb25uxoQJE7w2ycVicZCexdgy\nWGSRv/sDVdCg0+mwfPlyyGQytLS0YO/evcjPz/eKLCoqKmKWjOjH8nfbcKA/i9l/r1wuF1JTU2E2\nmwEAZ86cwfvvv4/y8nL86le/wtSpU/GPf/wDzz77LJ588kksXbp0xM+bQBglRHQSrh2sVivKy8uR\nkZGBt99+G3K5HE888QQ+++wz7Nu3D2+88QY++ugjnD9/HgUFBVizZg2WLl2KpUuXQiqVevU7+3vz\nHwsG+9AMZA7gSGC7n1arFffddx8SEhJQXl4Om82GRx55BFFRUX0E5mhfR7vdDqPRiCtXrkR0XqZv\n9JJGo4FSqfQ7p9rU1MSIy5MnT6Kurg5paWmMwMzNzYVSqQzBswg+g0UW9Xe/VCqFTCbDjh07wio9\nwh+DLTfa7XacPHkSZrMZP/vZz3Ds2DGo1Wps3LgRqampWLx4MdatW4eXXnoJ06dPx9q1a/HSSy+R\nQH1CKCGRSYRrAzoy58YbbwQArFq1inHTd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2s47dbkcsFkMsFoOqqiiXy8hkMvj8888hCIImQEVRHGgyUqPRgMfjOTINT81IBHEQEp0E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\nN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Dc3w2w2o6ioCJs2bcLs2bMDfamhDBWdoU55eTkefPBBlJWVkeUgrVaL7du3u0QlzZkz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\nO3t68fcHw71pejMHcCxw3c+enh7cfffdi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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -100,14 +101,14 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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bKp1nof4gIUkSDg8PazYj7ezsIBaLmTJeIwgCAoGA4cdhcBwHQRDQ09MDp9NZ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\nSjL2jsuY3z7Go+QWHj7ZwML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MC0xcBgIBhMNhjI6O1s3zW1lZsbziYZf2up6VTpazqK6a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\nR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XJzc1FQUICSkhIAQH19PfLz85GXlwetVgudToe2trZBt0WQ20mczksVrVaL1atX+71P\nr9cH/YeRwWDg9ddfH3Q7i8XC0qVLsXTpUhgMBuzZswd5eXm44oorsGHDBsyZMyfgYiohIQHTpk2j\nN8dPnDgBNpuNlJQUSKXSoLzgOJ1OrwWf3t6BxQhqTjUpKQmZmZmj+rTN4XCQlpaG1NRUuj+4trY2\nZAI6f5oc8oQ6tPSEP57ITlzOoWGyBgQmiwPADZfDBrelf0BkWkO3CT4WhhKcDBYH8QIBUpPlmJOZ\nisVzNMjPyULM905SW1sbjEYjjh49SruHPB4PbrcbFovFSzh5CkyxWIxJkyaFxWmMiYlBWloa0tLS\naPFz5MgR+vg61HPovgLTYrGAx+NBIBBAKBQiNTXV72iSQqGgHdza2tqQb8BPhLi4OGg0GqjVavT0\n9KCpqQn19fUQCARITk4e9/8Di8WC6upqVFRUQKfT4eTJk+DxeMjOzkZubi5eeuklTJ48eULXLpVK\n0d7eDgDo7OxEW1sbHR9FMdRt0QYRnVHIoUOHkJeX5/c+SmgeOnQIWq12yN8XbFQqFZ544gk89thj\nOHjwIIqLi4PqfrJYLCiVSiiVSvT29sJgMKCurg6JiYlQqVTjzs2kFqEoB7Ovr4/OmUtISEBKSsqE\ntzQB7/EBSkBXV1cHLXqJgsNiYs18Vdjjk9wuJ2xtjWG9hkhhYP6SPxCw7jF/6bL4bH1H1jSJFwxu\nLFz93QCDCS4/Dgq5DNMyVLhqZgZuvmI6ksT+//4zmUwkJiZCJpOht7cXDQ0NOHLkCJxOJ71YJxQK\nIRKJkJaWFpEz3Z7ihwpwr62thUQigUKhQEJCQkAFqGecU3d3N8xmM2JiYmiXV6VS0Rm9o4HFYtF5\nydT8ZHV1dcA34IMFg8GgnzsVd9TU1ITa2lqIxWI6gcDf98PhcODUqVPQ6XTQ6XQ4fvw4XC4X5syZ\ng9zcXNx///2YOXNmwD/YFBQU0CNxbW1tkEql9PH6pQYRnVGI52yHJyUlJZBIJCgoKIBUKoVeH/4c\nRn/uZ35+PhYsWBA09zM+Ph5TpkyhP7GfPHlyRPHmGURP/erv7/dahMrIyEBsbGzQg+g9BXRfXx8M\nBgP0ej2kUilUKlXAj7xW56iw66tzYY1PcnQ2AU572B4/XDC4fDA4PDCYTLidTo/5S58t7wibVx4E\niw0GiwMWmwOpIB4aVSJyp6bjxtwszFarhv2jng6mZ3sW5cxNmzYNHA4H7e3taGlpQX9/P4RCYcTP\nTjdkmzgAACAASURBVDIYDIhEIohEItrBPXfuHPr7+yGXy6FQKMb8YXikPnKFQjGoj3wi+M5PNjU1\nQafTjXkDPlwwGAyIxWKIxWJ6CayxsRH/8z//g7i4OOTl5cFsNuPYsWPQ6XTo6+vD9OnTkZubi7vv\nvhvz5s0LWkSTJ2q1GmvWrKHf29VqNdra2rzcT6l0IPbL323RBBGdUYY/IdnZ2QmRSIScnBx6s72+\nvh6FhYWhvrxh8XU/d+zYgebmZjr3M9ABwJ6f2D3Fm0wmg0QigcPhoN/oqIpIar4pOTk5IoLo4+Li\nkJWVRUcv1dbWwuFwQKVSISkpKSAv+NI4LpbMkGN/Vfjiky75BaIh5i/dduv3OZgRCosDPo8HqxNg\nsDkDx/vfC0wmi4242FikyoSYkyHHNdMUuHZWBjicoX8mKYHpOYPpKTCHO/oViUTIyMjwcg+lUint\nHkYylIObmJgIh8OBlpYW1NTUwOVyQaFQ+N2+pnJ6u7q6aIHJYrFogSmXy0OSckHB5/ORkZGBjIwM\n+vhar9dP+Pg6FLjdbhiNRvqI/OLFi2hoaMDhw4dhsViQn5+PP/zhD5g3b15Yrk+n06G8vBybN2/G\nrl27UFBQALVajfLycgAD7/vUqaW/26IJskgUwZSVleGee+5BaWkpvRyk1+uxY8cOr+30+fPno6Ki\nAsAPbqder4+kAeMhMRgM2L17N8rKynDFFVdg48aNmD17dsBevHwrIqnjJ5fLBTabDblcjpSUlIgQ\nmKOFil5qbm6GUCiESqWacGZgOOOTXDYzeqs+DctjBwWv+UvA5bDCHWlzlwzmgMPK4YLBjgGDxQGD\nxR4IhWewASYLDAYTDOYPP1MsJhNyYSymp0hw9TQllsxNh0wwtAs01PIKJTCpD3jjnRWkPoiZTCZY\nLBav+c9owWKxoKmpCc3NzWAymYiNjaWXEqlxAup7FRcXF3GvUb4d8MGusBwtra2ttMDU6XS4cOEC\nUlJSkJubiwULFiA3NxdJSUkABmqM//GPf+Dvf/87Fi5ciG3btoXlmsvKygAMuJzURnpJSQnUajX0\nej29OOzvtgiB5HQSogdq833Xrl3jdj89m46oBR/PikjfPuT+/n4YDAa0trYG7eg6mLjdbrS3t8Ng\nMMBsNnv11o/05ygxQH2vLBYLth+1oq5jHNWGE8RqPA2r8buQP24gGGr+MnzH4d83CnFiBq6NxaF/\ngckCmEwwvu8+9xQFTBYLXDYbfC4L4ng+VFIBJiUKkCEXIEshwHSlCMLY4bvIhxOY1N+/scwWjgW7\n3Y7m5maYTCb6hCOStsc9cblcXk4v1UfO4/HgcDhgNpshEono/MxIE5pD4dkBH8oN+O7ublRWVkKn\n06GiogJ1dXWQSCS0wMzJycGkSZNGXRgQLd/vCISITsLw+GZ8jRQsH6pQ2sbGRuzZs2dY95M6eqJe\ntP01HY22JYNyTBobG+FyuaBSqSL2DWsobDYb3dwUGxsLlUoFsVgMAF6RMtQoAY/H8xLiPB4P/6xu\nxoPvhTY+ye12o7daG3lOoB8Gz19aAKctdI/P/t6V5HDBYHEHjruZHIDFAoMxICjBYA5602Sx2ODF\ncCCI5UGawEeSKBap0gSo5QJMUQgxVSlEXMzABxVKvDU1NYHJZPoVb74Cs6enBxaLxWt5JZgCcyT6\n+/thMpnQ0tIStu1xivH0kVPLLyaTCV1dXZDJZEhOTo74EQJPgtUBb7FYUFVVRbuYNTU14PP5mD9/\nPi0ys7JGjtoiBAUiOglD4xs8DwBisRgSiQS7du0aNCui0+mg1+vpHLGcnJygh9I6HA4cPHgQv//9\n73H+/HnMmDED7e3taGhowI4dO5Cenk6/eI+36cgXs9kMo9GIlpYWiMViejs9GqDq6pqbm9HS0gKz\n2QwWi4X4+HiIxWIvt8kfdqcL+S9/HdL4JEdPK/pP/ztkjzc6GAP1kJyY0ORfsthgcnjfi0ruD3OT\nTPaAK8lk+RWTAMBmc8Dn/SAoFeI4pEkToE4SYJpCiMnJQsQMM2M5HJR4a25uRkxMDGJiYmCz2bzm\nn8MtMIfD9+hXJpNBoVAE7e+zvz5yl8s1obrIS2GEgNqApz7IjHYD3uFwoKamhj4ir6qqAgDMmTMH\nOTk5WLBgAWbOnBnRm/SXGUR0EobHN3h+uGD5oqKikIbSPvvss/j2229x4cIFyOVyZGZmoqurC/X1\n9Zg5cyY2bdoU0NlPX6ijIoPBALvdDqVSieTk5IhxP6k3OE8H0zOMnqrSbG9vh9FoBJvNhkqlGjEs\n+dXDZ0Man2Q+q4O9rSFkjzeI7+cvweKAgQDPX45jbtLjD4PDYSOWx4UwjgdpQiyU4jikyRKQmSTA\nVKUQmXIBWKzAOjr+8h25XC64XC4tOOVyOZRKZUi2egOFy+XCxYsXYTKZYLVakZycPKHu7qHqIqmT\nFkpgBrIZx9OFjpb4Il88O+BbWlrQ1taGVatWgc/no66ujnYwjx07BrPZjBkzZtAO5ty5c8cdfUcI\nCSQcnjA2hguWD3Uo7cKFC7Fu3TqkpqYOOlY/ePAgtm/fjosXL9K5n4F2Lzy3TanFnSNHjkAkEiEl\nJSWkR12eR3RUnBPloCQkJEAul0Oj0fh981GpVFCpVOjt7YXRaER9fT1kMhmUSqXfWavVOSq89tVZ\n2J3B/3zpdtph7zAG/XEovOcvXXDZrf7zL0f+SuOam/zhjzPAZrMRG8OBOD4WcmEslJI4TJIJkJks\nwHSlGJNkwV8a8ScwPRMcqHICz+ugjk2/++47OJ3OITevIw0mk0kf8VLOW1VV1ajmP/31tjscDrpW\nMzExMSR1kRwOBykpKUhJSaHFW0VFRdDbdwIJn89Heno62Gw2Tp48if379+O5556jBeZNN92ElStX\n4vnnn4dQKAz35RKCAHE6L2OGqtj0dDUpCgsLUVhYiOzsbGi1Whw6dAg7duwI5eUOorGxEbt378a7\n776LK6+8Ehs2bAiq++l2u2n302q10u5nIN2ModqOqCO6scyq+oNyfAwGA1wuF5RK5aDopYffPxmS\n+CTbxXOwnD8elK9Nz18ymHC7Rj9/Od65SfrPM5jgcjmI48dAHMdDojAWKkk80mUJmJwswHSVGAoR\n32vxhcvlQqlUBlU0+M5gms1mr3xHgUAw5nxHavO6qakJsbGxUCqVkEgkES98PKHag1paWujoHz6f\nP6hWkxKY1K9IEdlutxu9vb0wmUxoa2ujF5CGCj8PBy0tLfQRuU6nQ0NDA9LS0mgHMzs7G/X19fjr\nX/+Kr776Cvn5+fjNb34TVT9HBADkeJ0wEp6i0zNYvri4GCKRyGuZyFOIlpWVRVQkk8PhwIEDB1BS\nUhJU99MTq9VKxxZRrR9jjQmh2o6oX9QylKfADETb0VB4zq+KRCKoVCokJCTgpKknJPFJfae+hLOv\nY4Jf5Yf5S4ABt9Px/fylzxY+iw0m29udHO3cJP1ITCZiuFzE82MgiedB/r2gzJALkPW9oJQljH3W\nrqenhxYNEokESqVyQk66v4aaiQrM4XC73eju7obJZEJHRwekUimUSmVUzEJTofRdXV1ob29Hf38/\n3G43ndWblJQU8SH0FFSaRVNTE7q7u5GYmAiFQhHSRI6uri46aL2iooI+WfGMKvI9vfLEbrfj6NGj\nuOqqq0J2zYSAQUQnYXg8RadOp4NarYZIJPJyNangec/w2uLiYuTl5QV9kWg8+LqfGzduxKxZs4Lq\nfnZ0dKCxsRFms5l2P32dEJvN5jV/SQU9e26QB2oZajzPgYpeslgsUCgUeOhgE44buoP2mE5zN/pO\nfj62P+Rv/tJu9XEmuWOYm/T80izwuFwkxMZAHM9HsigWKZSgHEVkUCDw7B33nDscTvSEWmCO5jm0\ntrbCaDTCZrON6jmECpvNRget+44TeH6vnE4nvbxjs9no5Z1IrNwcCqfTSc+wUtvjgX4OZrPZa5P8\n1KlTiI2N9doknzx5clQ5lr6JLp74S28JVaJLlEBEJ2Fo/AXP+wuW9w2ej9BQ2kH4up/r1q3DypUr\ng+q+2Gw2mEwmGI1GcDgcxMbGwmazwWw2g8PheOUVhrJJZCxQz+F9XQNKqoK3xW5pOAlbc92Q9zPY\nXDBi4gaOyFnsgWNyMMFkU3OTLDCYTAw5N+nBWCKDIgUqAqupqQkxMTG0++k52+tZgUj9XEVSyYHn\nc+ByuVAoFEPW0AaakeoiRyvGqefQ3NwMNptNP4dIWSgcDZ7b49QMa2Ji4pjGgux2O06ePOm1Sc5k\nMjF37lxaYM6YMSOgo0ahRqvVoqioiH6/88RfeguAkCe6RDhEdBIIANDQ0IA9e/YE3P30rfSj8gqp\nbV+LxQK73Q6VSgWlUhkxc2CjweZwIm/nv9HaF9g+dJfLBZetH/2nvvyha53FAZPLB4PLB5MbBwY3\nFmAyRyVOhosMmposRHIcA60tTejs7ERiYmLUbF17OuNtbW3o7e2F0+lEfHw8kpKSIJfLI0pgjgQ1\nd9ja2gqxWAyFQhGw1hpqTMVTYLLZbC+BGYjvVV9fH0wmEy5evEj3nEdTeDswEINFzbDGxcVBIpEg\nMTHRy4l2uVw4c+aM1ya5xWLBzJkzaYE5Z86cS3KTfDR7DtSybVtbW0gTXaIAsr1OIABAamoqnnrq\nKTz++OM4cOAAnnvuObS1teGuu+4atfvpucFKvcHZbDavSr+UlJRBeYV2ux0mkwk6nc4rtD3S36i4\nbBbuyE0dU3ySy+mA226B226By26F226D22GF22GD22mH22kHnA643W4wY2LBjEkAM1YAJtvf0Wvg\nIoMSpWJ66/rUqVMAAKVSGTEFAP5cOcoZFwgEmD59Ovh8PtxuN3103dLSAoVC4XeUIxKJj4/H5MmT\nkZmZiba2Nly4cAF9fX1ISkqCQqEYde6kZylEd3c3XRdJfa80Gk3QThHi4uKQmZkJjUZDh7efPn06\nLLOT4yU2NhZqtRoZGRno7u7GwYMH8fTTT2PatGkQiUQwGAzo7OxEVlYWcnNzsXr1arzwwgsQCATh\nvvSw4i+9JdSJLpcKRHQSgobvfExJSQkAoL6+3u/m+0iNSBOFzWZj2bJlWLZsGRoaGrB7925cf/31\nWLhwITZs2EC7nw6Hgz6KokSm3W6nMzDFYjHS0tJGNR/F4XCQlpaG1NRUdHV1wWAwoLa2FsnJyVAq\nlREx6zYUI8Unud3u74PTzXDZ+uF2eG+HM5hMMLh8gOvjiDAY4HI4iOXFQBTPQ2ICP+iRQdSxokKh\noBeojhw5ErDu+tEynMCk4q+GEk0MBgNyuRxyuZweg9DpdODz+VAoFJBKpRE/P8dgMCCTySCTyeBw\nONDc3Izq6mowGIxBHwSoJAfqe0Ut2lECMyMjA7GxsSF/zgwGA2KxGGKxmJ6drK2thd1uj6gZVn80\nNzfTSz46nQ4GgwHTp0+HQqGAXq9HR0cHCgoKsHbtWmg0mnBfLuEShByvE4KCb+ORVquFWq2GWq3G\nqlWrUFhYOKj1aLhGpGDR39+P3bt3Y8+ePejq6qIXCW6++WZs3ryZnpULpJtkt9vpykoejweVShW2\nmr6R8I1PcrvdcDtscFn74bL1A06H1+8fbWRQJDxXaoHKaDSiv78fycnJUCgUARMMngKzp6cHfX19\n4HA4XhWIE3Xl3G43enp6YDQa0dHREfTWnWDR19eH8+fPo7W1FUzmQIqAp4MpFArDtmg3WjxnWDkc\nTtjnPzs7O+lNcp1Oh/r6esjlcuTm5tK/UlJSvH7+ent78cEHH+DgwYN44403IuLvaSgZzfE6ld7i\nebweaYkuYYIcrxPCR15eHtRqNf3fer2eXkCilpF88VxqCjYffPABnn/+eTidTsyYMQMbNmyAUqmE\nTqfDRx99hP7+fvT09GDSpEkBf+HlcDhITU1Famoquru70djY6OV+RsKWLDVOcFNmLD447obbbgHb\naQXTZUcMmwGxmI9ksQSp0gSkiHmQsB0QuvuQrhwIno+G4zgGgwGpVAqpVEp/EKisrKQXd8biHFIC\nk3Lm+vr6vOYKh3MwJ/ocqMegMljPnDkDh8NBu26Rdvzury7S7XYjPj4e6enpYDKZ6OzsRE9PD7hc\nLiQSSVTM4XK5XKSlpSEtLY2eYT179iyEQiEUCgVEIlHQRFx/fz+OHz9OO5jfffcdEhIS6E3y22+/\nHRqNZsSf5/j4eKxduxZr164NynVGG1R6y5o1a1BeXg5g4L2MMkX83UYYHuJ0XqacOHECmzZtwuef\nfx60F/ShPjXm5+djx44dgzb9iouLkZ2dHZKB7M7OTnC5XL/P3eFw4J///CdKS0vp2c+CgoKgzmxR\nR41GoxFcLhcqlQpSqTQkTgNV6ed5lOk5TtBkZiJTJYVcNHx2pG94fjTNHHpCOYft7e1+25v8La54\nunKRkE5gtVphMpm8gttD9fPkidvt9hKY3d3do+4jp+ZwTSZTVLUfeUJFqplMpoBlZ9rtdlRXV9MO\n5okTJ8Bisbw2yadPnx61m+TDxRb5G9EK1FiWv0SXkdJboinRJQSQ7XWCf5xOJ/bu3Yv77rsPBw8e\nxLXXXktvYgdyI9Gf6NTpdNi3b9+wbUb+GpHCBTX7+d577+Gqq67Chg0bMHPmzKC+eff09MBgMKCj\nowNyuRwqlWrUixYj4dsZ7Tmv6hm9M9EjZpvNBqPRiKamJsTHx0OlUgXV6QkGLpcLTU1NaGxshM1m\nA4fDgcvloh1M6nsVFxf8ysrxQgW3G41GdHZ2DluBGojHClYf+aXQfuSbnTma+U+n04na2lpUVFTg\n2LFjOH78OKxWq9cm+ezZswP2+hBuhostGmpEKxxjWQS/ENFJ8E9zczN27dqFTz/9FHfffTc2bdqE\nb7/9Fn/729+wZs0aLFy4MCCP4090FhcX+3UxR2pECjeU+1lSUoL29nY69zOY7qfT6URzczMMBgPY\nbDZUKtWYqhI9XSbKmXM6nbSDGYpKP7fbTS9Q9fT0ICkpKWJGCHxxOByDlnyoAH8+nw+LxYL29nYI\nBAIolcqoE9GU6DEajRN2DkfqI6cEZqB/tnxnWKVSKRQKxYQanMKB1Wql8z8PHjyIlJQUrFq1Cq2t\nrfQRuU6nQ2dnJ6ZMmeJVGRltz3WsDHVCRrmcmzdvRlFRETQaDTZv3gytVkvEZmRAZjoJ/qmsrERH\nRwd27dqFV155BZs2bcLp06ehUCiQnp4etMctKSmhBSf1QkHNzOTk5NAzoPX19SgsLAzadYwHNpuN\n5cuXY/ny5bT7ed111wXV/WSxWFAqlVAqlejt7YXBYEB9fT0SExOhUqm8XGlqTs4zM5QSmAKBAImJ\niVCr1SE/mmQwGBCJRBCJRHQqQFVVFTgcDj1CEA63ihKYnjOYng1RarXar4PpdrvR2dkJo9GI06dP\njznyJ5ywWCzaXbNYLDCZTKioqEBcXBztHPr7GXa73V7d7V1dXbDZbODz+RAIBJBIJEhPTw/Jxrbv\nDGtrayvq6+sjrv1oJGJiYsDlctHa2ore3l787W9/wxNPPIH4+Hjk5+dj5cqVeOyxxyCTycJ9qRGD\npwmh0+mwZs0a+t+pf17mizxRAXE6LzPMZjNeeuklaDQaLF68GHfddRfKysrw0ksvIT09HRkZGVAo\nFMjKyoLb7R63kPKdj9FqtVi1ahUkEgna29vxzjvvIC8vb9DMjG8jUiQTTvezoaEBTqcTMTExcDgG\nsi+pY8yEhISguEyBxHNuMtih7UNlO/pukY9V/HrO4bLZbCiVypA17gQK6vjdYDCgq6sLiYmJkMlk\nXpv3FovFK49WIBBEnFPtuzkeaf8vOjo6aPeSardJTk726iRXKBQ4fPgw3nzzTRw7dgxFRUW44447\nwn3pIWcop5NCp9NBq9UOeo+IpLGsyxRyvE4YzPHjx/Hiiy9i+/btUCqVuPPOO6HRaCCVSqFSqdDQ\n0AChUIj169ejtbUVdrsdCoWC/vMTEaKXMhcuXKBnPxctWoSNGzdixowZE/5euVwur+rDnp4eehGD\nx+Ohv78fvb29tPsZDVu+nlBHvgaDAcDEQ9v9CUzPbMdgddz39fXBaDSitbUVEokEKpUqKmKLPLvb\nu7q66J8vFosFmUyG1NTUiJ5Z9Ydn+5FIJKLTFEL1HPr6+rw2yU+fPo2EhATk5OTQAlOj0Qx7Pf39\n/Whra0NqampIrjmSGEl0eo5olZWVAUDEjmVdZhDRSRjMqVOn8MUXX+Dee+8FANx33304c+YMVq9e\njcTERNTV1WH58uXIyspCYWEhFAoFnnrqKdTV1SEzM9PraxEBOhiHw4GPP/4YpaWl6OjooFuPRuN+\nOp1O9Pb2eh2RU1Eyw236UlE5BoMBbrcbKpUKcrk8Ylye0WI2m2EwGHDx4kWIxWKoVKph59cogUl9\nv6jwcE8HM9TZji6Xi97gt9lsEbXBP5Y+cur4vbm5GfHx8VAqlVHRpOWJZw7reNqPRoPNZkN1dTUt\nMKurq8HhcDBv3jzaxZw2bVpENF+NheE2yP1ti5eVlUEkEgXkiNtXdFIjWAC8HlOr1UIikUCtVkMk\nEqGwsBCFhYWXe/95OCGikzAyf/jDH1BUVIR3330XFy5cgMvlws9//nMAwKJFi1BWVgar1Yp77rkH\nEokEkydPxtatW5GYmEh/jf7+fgAIi8vm++I40otfIF8cR2I497O3txctLS3gcDi0YAJAC0zqiHys\nb1b9/f0wGo24ePEiJBIJUlJSoqKezxPPuker1UoflXourkSCwBwJz9iiuLi4kFag+luKYrPZYw6m\npxbBjEYjurq6IJfLoVQqo653mxqFMJlMftuPRoPT6cTp06fpTfLKykrY7XbMmjXLa5M80kYPxspw\nG+TA4BIPalygoKAAJSUlyMnJGbfwGy62aKgRrWgby7qEIaKTMBhPd9LpdMJms+Hw4cNYsmQJfvvb\n3+Ls2bN46aWX8OKLL6KmpgZvvvkm/va3v+Gjjz7Cb37zG9x3332YOnUqXC4XcnJysHr1auzfvx8V\nFRX42c9+5hUIH2x8W49GevEL5IvjWOju7sarr76KP//5z+jp6QGHwwGHw8Htt9+O22+/HQKBAPHx\n8QF1Q6glC4PBAKfTCaVSiaSkpKhwXDzrDzs6OtDV1QW73Q4ejwe5XI6kpCTEx8dHlMAcDt+5yUAL\nN391kb4zq4E4IqdyM41GI9xuNy3coi0Psr+/HyaTCS0tLfQilK8AdbvdOHfunNcmeXd3N6ZOnUq3\n+WRnZ0fFCMV4GO6I23db3HOWUqvVkoWeyxeyvU4YjOcbD4vFAp/Px5IlSwAAS5cuxWuvvYann34a\nb775Jt544w309/dDr9dj7dq1UCqVuPrqq1FXV4dbbrkFv/vd7zB79mycO3cOKSkpIRWcwODWo337\n9iE/Px8AoFarodVqvUTlSPcHmtdffx3/+7//Cw6Hgzlz5mDLli1QKBT45ptvsH//fphMJnR1dQ2q\nogsETCaT7un27BofzbF1KBmqX5tyfDMyMhAfHw8Gg4HOzk4YDAbU1NTQlZXR4CoxGAwIhUIIhUJ6\nEaympgYMBgMKhWJMjhs1guGZs+rp+E6aNClojq9vf73JZMLRo0ejLkIqNjYWGo0GarUanZ2dePfd\nd7Fz507Mnz8fYrEYZ8+eRXNzMzIyMpCbm4ulS5fiiSeegEQiCfelRwS+2+KdnZ1e35u2trZwXRoh\nCiCik0Azffp0vPLKK7BarZg/fz6uu+46fPbZZzh//jx+8YtfoK6uDt3d3bjnnnuQnZ2Nmpoa/POf\n/8S5c+dw9uxZfPHFF7j99ttxyy23eH3dUM1+jvTiF+oXx9tuuw133nnnoAiXW265BU8//TQ+/vhj\nPP300+js7BzT7OdY4fP59JssFTFjt9uhVCqRnJwcMveTEpieM6ueAjMtLW1YB1MsFkMsFsNut6O5\nuRnHjx9HTExMSNubJopnDBY1CkF9GFAqlUhISKCfh+cSGfX9AkALzNTU1LA5vnw+H2q1GhkZGXSE\n1HfffUfPTUby8Xt7e7vXJvm5c+eQlZUFFouFiooKcDgc/Nd//RdWr15NzxISfoByMQ8dOgStVhvm\nqyFEG0R0EmioUYuYmBisWLECADBjxgysWrUKIpEIH3/8Mfr6+jBv3jzU1dXBaDRCKBSCzWbjv//7\nvyEWi/HCCy9gzpw5SEtLo79uNIiBYDCcM8Jms3Hrrbfi1ltvxYULF1BaWoprr70WP/rRj7Bhw4aA\nbL77wmAwkJiYiMTERFgsFlrwiEQiqFSqgPal+zpy1MxqIAQTh8NBSkoKUlJS6PamM2fO+M0vjWRi\nY2ORmZkJjUaD1tZWnDlzBv39/YiJiYHL5QLww/eL2oaPtPEIBoNBfxhwOBxoaWnByZMnxz03GWh6\ne3tRWVlJz2HW1tZCKBTSm+Tr1q1DRkaG1981o9GIv/zlL7j//vuxd+/esF17JOK5LS6VSqHX6yES\nidDe3g5g4IO9VCoN5yUSIhwiOgk0/kQOFbgMAJMnT0ZiYiIYDAb+85//wGKxQC6XIy0tDddffz0A\n4JtvvkF/fz+cTidKS0vx7bff4rrrrsNdd93l9XWD4X6O9OIXqS+OaWlp+PWvf40nn3xykPtZUFAQ\nlAUtHo9HO1Xt7e04e/YsvbSTnJw8pjm9kQRmSkoKEhISguLIJSQkYOrUqfS8YU1NDQBE9Aa/bx85\nFeQfHx8PiUQCm82Gzs5O8Pl8JCUlRY2LS2WVKpVKr5EOoVAIpVIJoVAY1OdhtVoHbZJzuVxkZ2cj\nNzcXTz75JKZOnTqiCFYqlXjwwQeDdp3RCLVBTtVQAj+UeOTk5KC8vBwAoNfrSU4mYViI6CSMmgUL\nFgAYEBl8Ph8ikQhVVVW0ePv666+xYMECJCQk4Fe/+hWsVivWrVuH1157DcnJycjPz4fD4QCbzQ7K\nm8+aNWv8vvhRL5hD3R8peLqf58+fx+7du3HNNdcE3f2USqWQSqX0tnV5eTkSEhKQkpIyKN9wFB9z\nLwAAHkdJREFUKIFJHZGnpKSExZHznDekjq3Pnj0LiURCH1uHA8+6yK6uLq8qUoFAALlcjszMTL8i\nn+pMp1zcYAboBxrPkY6Ojg40NjZ6Hb9PNLbI6XTi1KlT0Ol0dCe5w+HA7NmzkZubi61bt2LWrFlR\n0U40FEPFFul0OsyfP58Wf3l5edi1a5ffKKPxUFZWhvLycpSVldEb5Ndffz0qKiqQnZ1Nb4trNBr6\n+srLy6HVaiESiUhkEWFYyPY6YdT4upN2ux1ffvkldu/ejdbWVrBYLKxatQqLFi3C1q1bYTabcf/9\n98Nms+FPf/oTPvnkExw4cADnz5+HUCjE7bffPuzXHwl/8RolJSVQq9XQ6/X0C69v65Hv/ZGMw+HA\nRx99hNLS0qC7nxRut5sWCr29vfQxeF9fHwB45YZG4pEvhWdmJlVyMFYXdyy43W5YLBavqCK73U7X\nRY63696zM93lckVVEoEnnrFFTCZz1EtUbrcber3ea5O8t7cX06ZNo6OK5s2bF3XRYMMxXGyR5/a4\nTqejHUjfKCMCIcSQyCRC8PAViEePHoVMJqMXCx5//HFs3boVJpMJDz74IDZs2IDCwkL88pe/xKlT\np6DRaPDb3/7WrwNFQuf9Q7mf77//Pq6++mps2LAB06dPD8j3aqilFT6fD7fbjd7eXnoWM9jHpMHA\narXCaDSiubkZCQkJUKlUE3oevn3k3d3dsFqtgwRmoJ02amucivsJxbF1MPDMk21qaoJAIMC1114L\nJpMJo9GIiooKWmS2tLRAo9HQc5g5OTkQi8XhfgpBZ6RmHgBebqRvlBGBEGKI6CQEH38C0Ww2Y9Om\nTWCxWFi9ejXOnDlDNx+9/vrr2LJlC9LT0wEAFosF//rXv/DRRx9hyZIlWL58udfXOnXqFKZOnRp1\nb6rBxG634+OPP0ZJSQm6urrozvfRup++ArO3t9er+chfML3b7aYji3p7e+mj7Gg7vhzv8/AVmL59\n5AkJCQFtuhkJyo02Go3o7e2NqggpT1pbW1FWVoZ33nkHDQ0NcDgcmDp1Kq6++mpaYHrW8F5OjCQ6\ntVotcnJy6A374uJiZGdnk5xMQrggopMQXr7++mscOXIEN954I6ZOnYo//elPMJlMePTRR+nf8/TT\nT6OlpQWzZ8/GoUOHMHv2bDzxxBMAgAMHDmDHjh145JFHcMMNN4TraUQsbreb3nz/xz/+4df9tNvt\ng5p8XC4XLSyHqtYcDrvdDpPJBJPJhNjY2JA27QQSu92OpqYmmEwmr+glu91Oxzp1dXXBbDZ71UUK\nhULExMREzPOlIqRMJhM4HA6USiVkMlnELVH19PTQm+Q6nQ5nzpyBWCymHcwpU6bgyJEjeOuttxAX\nF4f77rsPy5YtC/dlh42RRCc1w+nvdiqsnUAIIUR0EsKDP/ezp6cHe/fuRUZGBp3jWVdXh+LiYmze\nvBk5OTkAgNzcXHz11VcoKSlBcXExiouL8dOf/nTErx9Mhhrc9yRQQ/zjxW634x//+AdefvllNDU1\nIT09HQaDATExMdi1axeEQuG4BOZwUE07jY2N6OnpQXJyMpRKZVS5n5TAbGlpQWtrK6xWK7hcLqRS\nKSQSCQQCAfh8fsQIzJHo7e2F0WhEW1sbpFIplEplWFpzLBYLTpw4QUcVnTx5Ejwej94kz83NxZQp\nU4b8WaytrUVdXR2WLl0a4iuPHEYSnZ73e0YZFRcXQyQSRcXMOuGSgjQSEcKDvzfohIQEbNmyhc4f\npKoZPd909u7dC7FYDB6Ph2uuuQZvvfUWZDIZfX9fX59XnV+oxGd7ezudYUoN7vtSUlKCsrKyQWI0\n2DQ0NGD79u2orKyEzWbDjBkzkJ+fD6PRiJaWFixcuBBMJhOpqalB2XynmnYcDgeamppQWVkJHo8H\nlUoFiUQSUWLN4XB4tR/19fWBxWLR7mVqaipiYmJw8eJFGAwGWCwWMBgM8Hi8iHoewxEfH4+srCy6\nBvXMmTNwOBxBXaJyOBz0JrlOp8Px48fhcrkwZ84c5Obm4v7778fMmTPH9GEkKysLWVlZAb/WaIZK\n4QBA52NS+IsyIhAiEeJ0EkLCUALx/vvvx4ULF3DTTTdh586deOSRR7B27Vps27YNMpkMW7duBQA0\nNzfjxRdfhEKhQFZWVtgckKGcTM+B/lDS1dWF6upqzJ07d9D2rt1upzffu7u7sW7dOqxYsSLosTuU\n+9nd3Y2kpCQolcqQzxoOVa/pueQzUh95X18fjEYjWltbIZFI6ID2aMNiscBkMqG5uRnx8fFQKpXj\nHodwuVyor6/3avTp6+vD9OnTvTbJoyXaaShKSkoADAg4f0fYZWVlEIlEXvOT/m4bL/6SOTxTOPR6\nPXbs2OH1IZeKMtLr9WSmkxAOyPE6ITr4z3/+g/3792PFihXIzc1FX18fVq1ahddee41uNvriiy+w\nfft2TJs2DW1tbXC73XjttdcGiYBgup++g/ueRPIQv9vtxrlz57Bnz54hZz+DARWRYzQaweFwoFKp\nIJPJAv6YLpdrkMBkMBiIj4+nxwom0kdOuYYGgwEOh4OOLApW9FKwcLvd6OrqgsFgQE9PD+RyOZRK\n5ZALUG63GwaDgZ7BrKioQGtrKzIzM2mBOX/+/EuuKlKr1dLO4apVq1BYWOg1H6nT6aDX61FQUICS\nkhJ6NMj3NpJXSbjMIMfrhMiGEogLFy7EwoUL6du/+OILxMfH04LT6XSivLwcV199NYqKisDhcHDl\nlVfixIkTWLhwIT799FPYbDYsW7YsqCLq0KFDQw7n+/YRR9IQP4PBQEZGBp599lk8+eST+Oijj/DE\nE0+gp6cnqO4nm82GSqWCSqWi6yrr6uogl8uhUqnGte3tcrnQ19dHB637bt4Ho/2IyWRCLpdDLpfT\nrmF5eXnURRYxGAyIRCKIRCK6svLEiRN44YUXsGzZMuTl5aGmpoZ2MC9cuICUlBTk5uZi8eLFeOCB\nB5CUlBTupxF09Ho9neNLZfp6sm/fPuTn5wMYONbWarVoa2sbdBsRnQTCYIjoJISNoWYzb775Zixa\ntIj+77q6Ohw9ehQajQYcDgdNTU1gs9mYOXMmTCYTjh07htOnT2Pnzp14/PHHcc0113g9jtvthtvt\nnrAQ0el0fm+njrU8+4gjFQ6Hg5/85Ce47bbbcO7cObr16Mc//jE2bNiAadOmBUVAedZVNjc3o7q6\nGiwWi3Y//f2/8a2L7O7uhsvlogUm1TQUypB0Ho+HjIwMpKeno6OjAw0NDTh9+jQdWRQtS1T9/f04\nc+YMdDodeDwe3njjDTz22GPQaDS444478Mc//hGTJk2KCjEdaDzHZ3Q6HdasWeN1f2dnJyQSCf3f\nbW1tfm8jEAiDIaKTEHb8vbF5Htl9++234HK5qKqqwscff4z33nsPM2bMAI/Hw5kzZ+B0OvHaa6/h\nwIEDOHDgAK655hqcOnUKHA4HmZmZYDAYeP/993HllVdCKpWCy+WO+c3Un5CkBvtzcnKiboifcj+f\ne+45PPXUU/jwww+xbdu2oLufLBaL7ufu7e2FwWBAfX09ZDIZ3TtOCUyn04m4uDgIBAIkJSUNWRcZ\nDhgMBiQSCSQSCR0hdezYMfD5/IhborJYLKiqqqKPyWtqasDn8zF//nzk5uZi5cqV9PLRwYMHsXfv\nXrz77rt46623oNFown35YUOn0yE/Pz8qHEuXywUGgxExP3MEwlBExis4gTAEBoMBp06dws9+9jMI\nhUK8+uqruOqqq3DHHXfg3XffRXV1NaZNm4YnnngCNTU1mDNnDgDg448/xocffoi2tjasXbsWn3/+\nOZYvX46Ghgb89a9/xT333AOpVDoml4wSlhQj9RFHCxwOBytWrMBPfvKTkLifVB85NXvJZrPR1NQE\no9EINpuN5ORkzJ49O2qCzjkcDtLS0pCamkqPEdTW1k5ojGC8OBwOryPyqqoquN1uzJ07Fzk5OXjg\ngQcwc+ZMv1WcTCYTN998M26++WZcvHgRAoEgZNcdiWi1Wr/z2SKRCO3t7QAGPnhKpVIA8HtbMPAn\nMCMtk5VAGAqySESIaJxOJ06dOgUej4fMzEyv+yorK/HQQw+hqKgIAoEATz75JEpKSsBms/HII4/g\nlltuwZIlS7BhwwY0NDTgj3/8I9LT0yESidDZ2Yl9+/bhnnvuQWdnZ1SGmwcTu92ODz/8EKWlpRNy\nP/31kdtsNsTGxnq1+VDH0p4b4zKZDEqlMio7takxAqPRCCaTCZVKhcTExICKA5fLhbq6OtrBPHbs\nGMxmM2bMmEEv+sydOxd8Pj9gj3m54JlSQc1oUycbOp0O5eXl2Lx5M4qLi+n5bd/bAvHhs6WlBe+/\n/z4KCwvhdDr9fkhuaWnBF198gdLSUvz5z39GcnLyhB+XQBgHZHudcOnhcrm83ri//fZb/Pvf/6YD\nqCsqKnDgwAEcPXoUDz74IHg8HjZv3oytW7fCarXi0KFDYDKZ+Oabb5CWloadO3fi888/x+nTp/Hz\nn/88jM8sMqE233fv3o0PPvhgRPeTqoukFn2sVqtXXaRAIBiVg+lyuei8TLfbTW+MR6Oj4ymkxxvY\n7na70djY6LVJ3tbWhsmTJ3ttkguFwiA9i9AyUmSRv/sDVdCg1WqxatUqSCQStLe345133kFeXp5X\nZFFJSQm9ZEQ9lr/bxgL1Xuz598rhcCA1NRUmkwkAcPLkSbz99tuorKzEc889h5kzZ+LLL7/Eo48+\nivvvvx8rV64c9/MmECYIEZ2Ey4fe3l5UVlYiIyMDr7/+OqRSKe677z588skn2L9/P1599VW8//77\nqK2tRX5+PjZs2ICVK1di5cqVEIvFXv3O/l78Q8FIb5qBzAEcD57uZ29vL2677TYIBAJUVlair68P\nd911F2JiYgYJzIl+H81mMwwGAy5evBjVeZm+0UsqlQpyudzvnGpLSwstLo8dO4aGhgakpaXRAjMn\nJwdyuTwMzyL4jBRZNNT9YrEYEokEu3btiqj0CH+MtNxoNptx7NgxmEwmPPzwwzh8+DCUSiW2bt2K\n1NRULF++HJs3b8azzz6L2bNnY9OmTXj22WdJoD4hnJDIJMLlARWZ86Mf/QgAsG7dOtpNe+ONN7Bw\n4ULYbDacPXsWGo0GTqcTixYtwrZt2/DWW2+hpqYGzz//PD799FPMmDEDKpUqLM9juFYjanM+Ly8P\ner0eOp0upLOjXV1dOHLkCE6fPo3Y2FicO3cOf/jDHyCTyZCRkYE77rgDV1xxRVCcSD6fj8zMTKjV\narplh2q0SkpKCun2+kTwjV4yGo1YsWIF4uPjsXjxYvT29kKn09GLVZTALCwsDEqjVKQyUmTRUPdT\njmQk4XQ60draOihqyncms7+/H6dPn8avf/1rbN26Fe+88w7Onz+Pa6+9Fg6HA0ePHsWUKVOg1+uh\nVCrx2WefoampCY2NjViwYAEWLFiAuro6ZGVlhbwmmEAYC0R0EqIe3xfYSZMm0f9+/fXXIzY2FocO\nHUJLSwuWLl2Kt99+GzfeeCN6enrQ19eHhIQE7Ny5E59++imcTickEgl2797tNUsYCvfTs33EF3/Z\ngKEUnUeOHMHBgweRk5ODVatWQaPRgMFg0O5nSUkJXnzxRaxbtw4/+clPgrL57ivaDAYDjhw5ArFY\nDJVKhYSEhIA/ZqAxm804fvw4vejT1tYGp9OJ0tJSWK1W3H777SgtLfWqf73cGCmyaKj7qQ9m4Sxo\noBxMSlR+9tln2LdvH5555hn6w2xrays+++wzHDhwAD/+8Y/x05/+FO3t7Xj55ZehUCjAZDJhtVqx\ne/duJCUlwWg04osvvkBOTg49qrF+/XrMnj0bjY2N4HK54HA4OH78+GXdVU+IDojoJFzS3HPPPQAG\njiu5XC5kMhn27t2Lzz//HMePH4fVakVDQwOysrLw6quvYtKkSdiyZQuOHj2KRYsW4bvvvoNSqQzq\nNiqFXq+HVqv1+6YZ7hzA/Px8WvR64rn5fvbsWXrzffHixVi/fn3Qcj95PB40Gg3UajXa2tpQX18P\nu90OpVKJ5OTkiHA/7XY7Tp486bVJzmQyMXfuXOTm5qKoqAgzZsygj9fb2trwl7/8BTfddBN27NiB\n6667LszPILyMFFnke384Cho+//xzOrcVGOxgUm58Q0MDLTrffvttHD58GHfddRe0Wi2qqqrw0ksv\nQSaTIScnB2KxGF1dXfTP8IIFC7Bz506oVCqsWbMGx44dw549e1BTU0O/vq1Zs4ZeGCMuJyGSIaKT\ncElDuQ5yuRz5+fmw2+148sknYTQaUVVVBbPZjMmTJ4PL5dIO6ddff41ly5bB6XTimWeegdVqhUAg\nwL333usVWh9o9zOSW41GgsFgQK1W4/nnn8fTTz+N/fv34/HHH0dfXx+9+R6MLWoGgwGZTAaZTAar\n1Qqj0YijR4/S7UShiv1xuVw4c+aM1ya5xWLBzJkzkZubi82bN2POnDnDfg+kUim2bNmCX/7yl3C5\nXCG57khmqMgif/eXlZUBQMgLGvbu3Yvp06fj4Ycfhtlsxpdffol3330XM2bMwNatW5GcnAw+n4/6\n+npceeWVOHv2LKqrq/GLX/wCP/7xjyGVSvHwww8DALKzs9He3g61Wg25XI6XXnoJubm5OHToEJqb\nmwEAhYWFOHz4MNLS0qBSqejUB7KxTogWiOgkXNL4CkIOh4O7774bAJCWlgYul4v6+no8++yzuPXW\nW3H+/HmYTCbccMMN+Ne//oW+vj7s2bMHlZWVeOONNzBnzhzEx8ejr68voFE+I7UaDZUNGIlwOBys\nXLkSK1asoN3PxYsXB939jImJoV2n9vZ2nDt3DhaLhXY/AxUs73a7ceHCBa9N8s7OTmRlZSE3Nxer\nV6/GCy+8MG7By2AwIsKpDSclJSW0oPSNLPJ3P7VYBEysoIHqp+dwOIiLixsUU0R9iG1ubsbFixfB\n5XJx9uxZAEBVVRVKS0uxdu1adHd346abbsInn3wCsViMhoYGAIBQKITdbofdbgcw4GJWVVUBAGQy\nGQ4fPgwOh4Pf/e532L59O8xmMx599FH8/ve/p69h8eLF43puBEIkQEQn4bIlJSUFbrcbQqEQK1as\nQEFBAebOnYtXXnkFAFBdXY0VK1ZAoVDA5XLh5z//OeLj43Ho0CH8/ve/h0gkwp133okbbrhhwtcy\nVKsR9Ua7Zs0alJeXAxg4ho8GF3Qo97O/v5+e/QyW+ymVSiGVSmGz2WA0GlFeXo6EhATa/RyL6G1u\nbqbFpU6ng8FgwKRJk5Cbm4v8/Hw88sgjSExMDPjzCBcjxRX5S1kIZLKCVqulH4OKLAJ+KGPwd/94\nCxrMZjP4fD4tJvfu3YtNmzbhT3/6E9atWwcWi4Wuri6cO3cOM2fOBIvFwsmTJ7Fu3Tr86Ec/gtvt\nxtdffw0A+OSTTxAfHw8Oh4Njx47R7mRKSgqOHDkCh8MBiUSCxYsXY/fu3fjqq69QXl6O4uJiAANO\n5/Tp08FiscDhcPDUU09N6PtIIEQiRHQSLmsYDAZiYmKwceNGbNy4ETabDVwuF8ePH0d1dTUt/nbu\n3IkVK1YAAC5cuIClS5ciJycHe/fuxdVXXz1h8TTUm6Zn61F5eTm0Wi1EIlFUth6Fw/3kcrlIT0/H\npEmT0NHRgQsXLqC/vx8KhQICgcCrbhUYEPnU8Ti1SS6Xy5Gbm4vc3Fzce++9SElJuWTn5ihXkYoj\n8jfm4ZuyEOhkhby8PHR0dAy6ncrIHOr+sWZjbtu2Da+88gqOHDmCKVOmABhwy2fNmkULxjvuuAOt\nra3g8XiYOXMmtm/fjvfeew8bN27EfffdB5fLRY92WK1WnD9/Hu3t7Xj00UehUCjQ3d2NxMRENDc3\n48KFC1Cr1bjzzjuh0WgQExODLVu20LPal/PyGOHygeR0EggYHDpPxZQsXLgQAJCYmIjKykp0dXXh\n7NmzeO2113DttdfSodyk9WXs2O127N+/H6WlpUF3Pz2h4rPuuOMOqFQqTJs2DRcvXsTp06cRHx+P\nnJwcOq5Io9FEZSD9eKFczs2bN6OoqAgajWaQmPMVokVFRcjPz0deXt6Qi3CRyKeffopf/epXmDdv\nHt58803Y7Xbce++9mD59Ompra3Hbbbfh/fffx6uvvgomk4n09HRUVlZiy5YtuO222+gPoVOmTMGf\n//xn8Hg8vP7660hLS0NbWxtYLBaKiopgNpvR0dGB9PR0v/WjBMIlAsnpJBBGi6+wYLPZtOBsbW3F\nli1boFKp8NFHH0Eul+Odd97BU089BalUSgTnOPF1P0tLS7F48WJcc801uPvuuwPqftrtdlRXV9Ob\n5CdOnIBAIIBCoYBOp0NXVxfWr1+P9evXR/S8bLAZKa6Iup3650MPPRT2ZIXxkp6ejkWLFqGqqgrl\n5eXIyclBQ0MDlixZgp6eHvz973/Hddddh56eHgiFQqSmpuL//u//sGLFCnzyySdwOp0ABo7ov/nm\nG2zZsgXr169Ha2srpkyZAoVCARaLhbi4OOJiEgjfQ0QngTACMpkM27ZtAwBkZGTggQceQFlZGYRC\nIfR6PaZNmxbmK4xuqNnP7du345lnnsEHH3yAxx57DGazeVzup9PpRG1tLT2DSUVjzZo1iz4inz17\nNng8Hv1nOjo68Je//AXLly/HgQMHoiLzM5gMF1fkm7IQrUilUiQlJeHWW2/Fv//9b3R2duKmm24C\nm82GUCgEm83Gd999B4VCgQULFmDSpEngcrlYtmwZXC4XvvrqKyxZsgRff/013Wg2Z86cMD8rAiGy\nIcfrBMII+Gv40Ol04HA4mDVrVpiuavyMZ1Ek1Ljdbuj1euzevRsffvghrrnmGqxfvx5Tp071+n/h\ndrtx/vx5WmDqdDp0dnZiypQp9BF5dnb2ZS8ix0pxcbHfI3LPaKLi4mKIRCLU19fTx+tlZWXQ6/VR\ncbxus9mwc+dOZGZmwuVy4de//jXuvfderF27Fi+//DIA4MYbb8SDDz6IrKws3Hrrrbj55pvDfNUE\nQsRCutcJhEDjO/sZbYzUaw0g4jqs7XY7PvjgA5SWlsJsNmP+/PmIiYmhu6nT09PpRZ+cnBxylDlB\nPD9s+MYV6XQ6qNVqiEQiFBYW0ot25eXl2Lx5M4qLi5GXlxcVi25utxtvvPEGmpqasGXLFtxwww2I\niYnBZ599hpqaGojFYtrBJBAIIzIq0Rm9754EQhiIZsEJ/NB6BMBvrzUwUMdZX18fEYITGJj9LCgo\nwIEDB7B3716cP38eV1xxBV5//XVUVVVh//792LZtG5YsWXJJCM6SkhKUlJSgqKho0H06nQ4MBgMa\njQYajYYWfdTvpVzs8ULFEWk0GojFYvr266+/HsBAysLbb7+NsrIyOmWBEpjRlqzAYDAwa9YszJs3\nD7GxsfjXv/5F/92YPn06EZwEQhAgTieBcJmSn5+PHTt2DBIJxcXFyM7Ojpot5EuJkZxoz81xnU4H\nkUgEtVodce40gUC47CBOJ4FA8A+VpTjUokheXh7a2tqielEkGhnJifYUlHq9ni4UeOeddyLKnSYQ\nCAR/kO11AuEyRKvV+l0iGqmOkxBcRhNZBAzOyvSNMSIQCIRIhDidBMJlhm9vNTDQxAMM1HFSYqa+\nvh45OTnhucjLnOEii4CBuCLPNiXiThMIhGiAiE4C4TJiPIsihNCj1WqHdSwpZxMYiDGiooyIO00g\nECIZcrxOIFxGjNRrDYy9w5oQWHydaM/IImBgltPT5aQWj4ABd5raaCcQCIRIgzidBAKBgAGBRznB\n/igrK4NWq0VxcfGwt030GoZzoik8ayeJO00gEKIFEplEIBAue3Q6Hfbt24cdO3b4jZLS6XTQ6/Uo\nKChASUkJPevqexsRfAQC4TKFRCYRCATCaMjOzqa3+fV6/SDxuG/fPvpIW61WQ6vV+r2NQCAQCEND\nRCeBQCB8T3FxMXbt2jXo9s7OTq8j7ba2Nr+3EQgEAmFoiOgkEAiE73nooYewa9cuOkKKQCAQCIGD\niE4CgXDZo9Pp6BgitVo9qMNcJBKhvb0dwIDrKZVK/d5GIBAIhKEhopNAIFz2aLVaLwFJRRBRjuea\nNWvo/Eu9Xo+8vDy/txEIBAJhaIjoJBAIlz2bN2+GXq+nQ9YLCgoAeIfmAwPiVCQSefXWe95GIBAI\nhKEhkUkEAoFAIBAIhIlAIpMIBAKBQCAQCJEBEZ0EAoFAIBAIhKAz1u71UdmnBAKBQCAQCASCJ8Tp\nJBAIBAKBQCAEHSI6CQQCgUAgEAhBh4hOAoFAIBAIBELQIaKTQCAQCAQCgRB0iOgkEAgEAoFAIAQd\nIjoJBAKBQCAQCEGHiE4CgUAgEAgEQtAhopNAIBAIBAKBEHSI6CQQCAQCgUAgBB0iOgkEAoFAIBAI\nQef/AbppTUrOKY6qAAAAAElFTkSuQmCC\n", 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Rub0G1ul11qKzU2o6ZVneEblUFAWBQADxeBzxeBz9/f0YGxuzupN3w6nnfNDthMNhDA0N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\nAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -115,11 +116,8 @@ } ], "source": [ - "from pyFTS.common import Transformations\n", - "diff = Transformations.Differential(1)\n", - "\n", "tmp = bchmk.simpleSearch_RMSE(enrollments, enrollments, hofts.HighOrderFTS, range(1,20), [1, 2, 3], \n", - " transformation=diff, tam=[10, 5])" + " transformation=tdiff, tam=[10, 5])" ] }, { @@ -131,14 +129,14 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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nMsHSUZ394+Y3HQQFA/EItzOD/tzzlJasvcw57iFkH1v9Wm1/9kYGDRlgBYS3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z8/v1NlgoZhsK5Vr5QHAgQCcQL+OJrq3O75RrbM2JCf5Ejoyte8jppGF069h1w3cy5Ymx6h1TH4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/9pjoKC6lT0gg8qmn6PvwQ2wm/61qVFc2ow/SkpOXLDqKS+kDtMx4JJnGC7fp6xwW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p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\nCOEm/w8iMhm/tFhCuQAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -149,7 +147,7 @@ "from pyFTS.partitioners import Grid, Util as pUtil\n", "\n", "fuzzy_sets = Grid.GridPartitioner(data=enrollments, npart=12)\n", - "fuzzy_sets2 = Grid.GridPartitioner(data=enrollments, npart=5, transformation=diff)\n", + "fuzzy_sets2 = Grid.GridPartitioner(data=enrollments, npart=5, transformation=tdiff)\n", "\n", "pUtil.plot_partitioners(enrollments, [fuzzy_sets,fuzzy_sets2])" ] @@ -163,102 +161,104 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "[ 17:43:07] Start training\n", + "[ 17:43:07] Finish training\n", "High Order FTS:\n", - "A1, A2, A2 -> A3,A4\n", - "A1, A2, A3 -> A3,A4\n", - "A1, A3, A2 -> A3,A4\n", - "A1, A3, A3 -> A3,A4\n", - "A10, A10, A10 -> A8,A9\n", - "A10, A10, A9 -> A8,A9\n", - "A10, A9, A10 -> A8,A9\n", - "A10, A9, A9 -> A8,A9\n", - "A2, A2, A2 -> A3,A4\n", - "A2, A2, A3 -> A3,A4,A5\n", - "A2, A2, A4 -> A4,A5\n", - "A2, A3, A2 -> A3,A4\n", - "A2, A3, A3 -> A3,A4,A5\n", - "A2, A3, A4 -> A4,A5\n", - "A2, A3, A5 -> A4,A5\n", - "A2, A4, A4 -> A4,A5\n", - "A2, A4, A5 -> A4,A5\n", - "A3, A2, A3 -> A4,A5\n", - "A3, A2, A4 -> A4,A5\n", - "A3, A3, A3 -> A4,A5\n", - "A3, A3, A4 -> A4,A5\n", - "A3, A3, A5 -> A4,A5\n", - "A3, A4, A4 -> A4,A5\n", - "A3, A4, A5 -> A4,A5\n", - "A3, A5, A4 -> A4,A5\n", - "A3, A5, A5 -> A4,A5\n", - "A4, A4, A4 -> A4,A5,A6\n", - "A4, A4, A5 -> A4,A5,A6,A7\n", - "A4, A4, A6 -> A6,A7\n", - "A4, A5, A4 -> A4,A5,A6\n", - "A4, A5, A5 -> A4,A5,A6,A7\n", - "A4, A5, A6 -> A6,A7,A8,A9\n", - "A4, A5, A7 -> A6,A7,A8,A9\n", - "A4, A6, A6 -> A6,A7,A8,A9\n", - "A4, A6, A7 -> A6,A7,A8,A9\n", - "A5, A4, A4 -> A4,A5,A6\n", - "A5, A4, A5 -> A4,A5,A6,A7\n", - "A5, A4, A6 -> A6,A7\n", - "A5, A5, A4 -> A4,A5,A6\n", - "A5, A5, A5 -> A4,A5,A6,A7\n", - "A5, A5, A6 -> A6,A7,A8,A9\n", - "A5, A5, A7 -> A6,A7,A8,A9\n", - "A5, A6, A6 -> A5,A6,A7,A8,A9\n", - "A5, A6, A7 -> A5,A6,A7,A8,A9\n", - "A5, A6, A8 -> A10,A9\n", - "A5, A6, A9 -> A10,A9\n", - "A5, A7, A6 -> A5,A6\n", - "A5, A7, A7 -> A5,A6\n", - "A5, A7, A8 -> A10,A9\n", - "A5, A7, A9 -> A10,A9\n", - "A6, A4, A4 -> A4,A5\n", - "A6, A4, A5 -> A4,A5\n", - "A6, A5, A4 -> A4,A5\n", - "A6, A5, A5 -> A4,A5\n", - "A6, A6, A4 -> A4,A5\n", - "A6, A6, A5 -> A4,A5\n", - "A6, A6, A6 -> A4,A5,A6\n", - "A6, A6, A7 -> A5,A6\n", - "A6, A6, A8 -> A10,A9\n", - "A6, A6, A9 -> A10,A9\n", - "A6, A7, A5 -> A4,A5\n", - "A6, A7, A6 -> A4,A5,A6\n", - "A6, A7, A7 -> A5,A6\n", - "A6, A7, A8 -> A10,A9\n", - "A6, A7, A9 -> A10,A9\n", - "A6, A8, A10 -> A10,A9\n", - "A6, A8, A9 -> A10,A9\n", - "A6, A9, A10 -> A10,A9\n", - "A6, A9, A9 -> A10,A9\n", - "A7, A5, A4 -> A4,A5\n", - "A7, A5, A5 -> A4,A5\n", - "A7, A6, A4 -> A4,A5\n", - "A7, A6, A5 -> A4,A5\n", - "A7, A6, A6 -> A4,A5\n", - "A7, A7, A5 -> A4,A5\n", - "A7, A7, A6 -> A4,A5\n", - "A7, A8, A10 -> A10,A9\n", - "A7, A8, A9 -> A10,A9\n", - "A7, A9, A10 -> A10,A9\n", - "A7, A9, A9 -> A10,A9\n", - "A8, A10, A10 -> A10,A9\n", - "A8, A10, A9 -> A10,A9\n", - "A8, A9, A10 -> A10,A9\n", - "A8, A9, A9 -> A10,A9\n", - "A9, A10, A10 -> A10,A8,A9\n", - "A9, A10, A9 -> A10,A8,A9\n", - "A9, A9, A10 -> A10,A8,A9\n", - "A9, A9, A9 -> A10,A8,A9\n", + "A1,A2,A2 -> A3,A4\n", + "A1,A2,A3 -> A3,A4\n", + "A1,A3,A2 -> A3,A4\n", + "A1,A3,A3 -> A3,A4\n", + "A10,A10,A10 -> A8,A9\n", + "A10,A10,A9 -> A8,A9\n", + "A10,A9,A10 -> A8,A9\n", + "A10,A9,A9 -> A8,A9\n", + "A2,A2,A2 -> A3,A4\n", + "A2,A2,A3 -> A3,A4,A5\n", + "A2,A2,A4 -> A4,A5\n", + "A2,A3,A2 -> A3,A4\n", + "A2,A3,A3 -> A3,A4,A5\n", + "A2,A3,A4 -> A4,A5\n", + "A2,A3,A5 -> A4,A5\n", + "A2,A4,A4 -> A4,A5\n", + "A2,A4,A5 -> A4,A5\n", + "A3,A2,A3 -> A4,A5\n", + "A3,A2,A4 -> A4,A5\n", + "A3,A3,A3 -> A4,A5\n", + "A3,A3,A4 -> A4,A5\n", + "A3,A3,A5 -> A4,A5\n", + "A3,A4,A4 -> A4,A5\n", + "A3,A4,A5 -> A4,A5\n", + "A3,A5,A4 -> A4,A5\n", + "A3,A5,A5 -> A4,A5\n", + "A4,A4,A4 -> A4,A5,A6\n", + "A4,A4,A5 -> A4,A5,A6,A7\n", + "A4,A4,A6 -> A6,A7\n", + "A4,A5,A4 -> A4,A5,A6\n", + "A4,A5,A5 -> A4,A5,A6,A7\n", + "A4,A5,A6 -> A6,A7,A8,A9\n", + "A4,A5,A7 -> A6,A7,A8,A9\n", + "A4,A6,A6 -> A6,A7,A8,A9\n", + "A4,A6,A7 -> A6,A7,A8,A9\n", + "A5,A4,A4 -> A4,A5,A6\n", + "A5,A4,A5 -> A4,A5,A6,A7\n", + "A5,A4,A6 -> A6,A7\n", + "A5,A5,A4 -> A4,A5,A6\n", + "A5,A5,A5 -> A4,A5,A6,A7\n", + "A5,A5,A6 -> A6,A7,A8,A9\n", + "A5,A5,A7 -> A6,A7,A8,A9\n", + "A5,A6,A6 -> A5,A6,A7,A8,A9\n", + "A5,A6,A7 -> A5,A6,A7,A8,A9\n", + "A5,A6,A8 -> A10,A9\n", + "A5,A6,A9 -> A10,A9\n", + "A5,A7,A6 -> A5,A6\n", + "A5,A7,A7 -> A5,A6\n", + "A5,A7,A8 -> A10,A9\n", + "A5,A7,A9 -> A10,A9\n", + "A6,A4,A4 -> A4,A5\n", + "A6,A4,A5 -> A4,A5\n", + "A6,A5,A4 -> A4,A5\n", + "A6,A5,A5 -> A4,A5\n", + "A6,A6,A4 -> A4,A5\n", + "A6,A6,A5 -> A4,A5\n", + "A6,A6,A6 -> A4,A5,A6\n", + "A6,A6,A7 -> A5,A6\n", + "A6,A6,A8 -> A10,A9\n", + "A6,A6,A9 -> A10,A9\n", + "A6,A7,A5 -> A4,A5\n", + "A6,A7,A6 -> A4,A5,A6\n", + "A6,A7,A7 -> A5,A6\n", + "A6,A7,A8 -> A10,A9\n", + "A6,A7,A9 -> A10,A9\n", + "A6,A8,A10 -> A10,A9\n", + "A6,A8,A9 -> A10,A9\n", + "A6,A9,A10 -> A10,A9\n", + "A6,A9,A9 -> A10,A9\n", + "A7,A5,A4 -> A4,A5\n", + "A7,A5,A5 -> A4,A5\n", + "A7,A6,A4 -> A4,A5\n", + "A7,A6,A5 -> A4,A5\n", + "A7,A6,A6 -> A4,A5\n", + "A7,A7,A5 -> A4,A5\n", + "A7,A7,A6 -> A4,A5\n", + "A7,A8,A10 -> A10,A9\n", + "A7,A8,A9 -> A10,A9\n", + "A7,A9,A10 -> A10,A9\n", + "A7,A9,A9 -> A10,A9\n", + "A8,A10,A10 -> A10,A9\n", + "A8,A10,A9 -> A10,A9\n", + "A8,A9,A10 -> A10,A9\n", + "A8,A9,A9 -> A10,A9\n", + "A9,A10,A10 -> A10,A8,A9\n", + "A9,A10,A9 -> A10,A8,A9\n", + "A9,A9,A10 -> A10,A8,A9\n", + "A9,A9,A9 -> A10,A8,A9\n", "\n" ] } @@ -279,94 +279,96 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "[ 17:43:16] Start training\n", + "[ 17:43:16] Finish training\n", "High Order FTS:\n", - "A0, A1, A2 -> A2,A3\n", - "A0, A1, A3 -> A2,A3\n", - "A0, A2, A2 -> A2,A3\n", - "A0, A2, A3 -> A2,A3,A4\n", - "A0, A2, A4 -> A4\n", - "A0, A3, A3 -> A4\n", - "A0, A3, A4 -> A4\n", - "A1, A0, A1 -> A2,A3\n", - "A1, A0, A2 -> A2,A3\n", - "A1, A1, A0 -> A1,A2\n", - "A1, A1, A1 -> A1,A2,A3\n", - "A1, A1, A2 -> A2,A3\n", - "A1, A1, A3 -> A2,A3\n", - "A1, A1, A4 -> A2,A3\n", - "A1, A2, A0 -> A1,A2\n", - "A1, A2, A1 -> A1,A2\n", - "A1, A2, A2 -> A1,A2,A3,A4\n", - "A1, A2, A3 -> A2,A3,A4\n", - "A1, A2, A4 -> A2,A3,A4\n", - "A1, A3, A1 -> A1,A2\n", - "A1, A3, A2 -> A1,A2,A3,A4\n", - "A1, A3, A3 -> A2,A3,A4\n", - "A1, A3, A4 -> A4\n", - "A1, A4, A2 -> A2,A3\n", - "A1, A4, A3 -> A2,A3\n", - "A2, A0, A1 -> A2,A3\n", - "A2, A0, A2 -> A2,A3,A4\n", - "A2, A0, A3 -> A3,A4\n", - "A2, A1, A0 -> A1,A2\n", - "A2, A1, A1 -> A0,A1,A2,A3,A4\n", - "A2, A1, A2 -> A0,A1,A2,A3,A4\n", - "A2, A1, A3 -> A1,A2,A3,A4\n", - "A2, A1, A4 -> A2,A3\n", - "A2, A2, A0 -> A1,A2,A3\n", - "A2, A2, A1 -> A0,A1,A2,A3,A4\n", - "A2, A2, A2 -> A0,A1,A2,A3,A4\n", - "A2, A2, A3 -> A1,A2,A3,A4\n", - "A2, A2, A4 -> A2,A3\n", - "A2, A3, A0 -> A2,A3\n", - "A2, A3, A1 -> A1,A2,A3\n", - "A2, A3, A2 -> A1,A2,A3,A4\n", - "A2, A3, A3 -> A1,A2,A3,A4\n", - "A2, A3, A4 -> A2,A3\n", - "A2, A4, A2 -> A1,A2,A3\n", - "A2, A4, A3 -> A1,A2,A3\n", - "A2, A4, A4 -> A2,A3\n", - "A3, A0, A2 -> A3,A4\n", - "A3, A0, A3 -> A3,A4\n", - "A3, A1, A1 -> A0,A1,A3,A4\n", - "A3, A1, A2 -> A0,A1,A2,A3,A4\n", - "A3, A1, A3 -> A1,A2,A3,A4\n", - "A3, A2, A0 -> A2,A3\n", - "A3, A2, A1 -> A0,A1,A2,A3,A4\n", - "A3, A2, A2 -> A0,A1,A2,A3,A4\n", - "A3, A2, A3 -> A0,A1,A2\n", - "A3, A3, A0 -> A2,A3\n", - "A3, A3, A1 -> A1,A2,A3\n", - "A3, A3, A2 -> A0,A1,A2\n", - "A3, A3, A3 -> A0,A1,A2\n", - "A3, A3, A4 -> A2,A3\n", - "A3, A4, A2 -> A1,A2,A3,A4\n", - "A3, A4, A3 -> A1,A2,A3,A4\n", - "A3, A4, A4 -> A2,A3\n", - "A4, A2, A1 -> A1,A2\n", - "A4, A2, A2 -> A0,A1,A2\n", - "A4, A2, A3 -> A0,A1,A2,A3\n", - "A4, A2, A4 -> A2,A3\n", - "A4, A3, A1 -> A1,A2\n", - "A4, A3, A2 -> A0,A1,A2\n", - "A4, A3, A3 -> A0,A1,A2,A3\n", - "A4, A3, A4 -> A2,A3\n", - "A4, A4, A2 -> A3,A4\n", - "A4, A4, A3 -> A3,A4\n", + "A0,A1,A2 -> A2,A3\n", + "A0,A1,A3 -> A2,A3\n", + "A0,A2,A2 -> A2,A3\n", + "A0,A2,A3 -> A2,A3,A4\n", + "A0,A2,A4 -> A4\n", + "A0,A3,A3 -> A4\n", + "A0,A3,A4 -> A4\n", + "A1,A0,A1 -> A2,A3\n", + "A1,A0,A2 -> A2,A3\n", + "A1,A1,A0 -> A1,A2\n", + "A1,A1,A1 -> A1,A2,A3\n", + "A1,A1,A2 -> A2,A3\n", + "A1,A1,A3 -> A2,A3\n", + "A1,A1,A4 -> A2,A3\n", + "A1,A2,A0 -> A1,A2\n", + "A1,A2,A1 -> A1,A2\n", + "A1,A2,A2 -> A1,A2,A3,A4\n", + "A1,A2,A3 -> A2,A3,A4\n", + "A1,A2,A4 -> A2,A3,A4\n", + "A1,A3,A1 -> A1,A2\n", + "A1,A3,A2 -> A1,A2,A3,A4\n", + "A1,A3,A3 -> A2,A3,A4\n", + "A1,A3,A4 -> A4\n", + "A1,A4,A2 -> A2,A3\n", + "A1,A4,A3 -> A2,A3\n", + "A2,A0,A1 -> A2,A3\n", + "A2,A0,A2 -> A2,A3,A4\n", + "A2,A0,A3 -> A3,A4\n", + "A2,A1,A0 -> A1,A2\n", + "A2,A1,A1 -> A0,A1,A2,A3,A4\n", + "A2,A1,A2 -> A0,A1,A2,A3,A4\n", + "A2,A1,A3 -> A1,A2,A3,A4\n", + "A2,A1,A4 -> A2,A3\n", + "A2,A2,A0 -> A1,A2,A3\n", + "A2,A2,A1 -> A0,A1,A2,A3,A4\n", + "A2,A2,A2 -> A0,A1,A2,A3,A4\n", + "A2,A2,A3 -> A1,A2,A3,A4\n", + "A2,A2,A4 -> A2,A3\n", + "A2,A3,A0 -> A2,A3\n", + "A2,A3,A1 -> A1,A2,A3\n", + "A2,A3,A2 -> A1,A2,A3,A4\n", + "A2,A3,A3 -> A1,A2,A3,A4\n", + "A2,A3,A4 -> A2,A3\n", + "A2,A4,A2 -> A1,A2,A3\n", + "A2,A4,A3 -> A1,A2,A3\n", + "A2,A4,A4 -> A2,A3\n", + "A3,A0,A2 -> A3,A4\n", + "A3,A0,A3 -> A3,A4\n", + "A3,A1,A1 -> A0,A1,A3,A4\n", + "A3,A1,A2 -> A0,A1,A2,A3,A4\n", + "A3,A1,A3 -> A1,A2,A3,A4\n", + "A3,A2,A0 -> A2,A3\n", + "A3,A2,A1 -> A0,A1,A2,A3,A4\n", + "A3,A2,A2 -> A0,A1,A2,A3,A4\n", + "A3,A2,A3 -> A0,A1,A2\n", + "A3,A3,A0 -> A2,A3\n", + "A3,A3,A1 -> A1,A2,A3\n", + "A3,A3,A2 -> A0,A1,A2\n", + "A3,A3,A3 -> A0,A1,A2\n", + "A3,A3,A4 -> A2,A3\n", + "A3,A4,A2 -> A1,A2,A3,A4\n", + "A3,A4,A3 -> A1,A2,A3,A4\n", + "A3,A4,A4 -> A2,A3\n", + "A4,A2,A1 -> A1,A2\n", + "A4,A2,A2 -> A0,A1,A2\n", + "A4,A2,A3 -> A0,A1,A2,A3\n", + "A4,A2,A4 -> A2,A3\n", + "A4,A3,A1 -> A1,A2\n", + "A4,A3,A2 -> A0,A1,A2\n", + "A4,A3,A3 -> A0,A1,A2,A3\n", + "A4,A3,A4 -> A2,A3\n", + "A4,A4,A2 -> A3,A4\n", + "A4,A4,A3 -> A3,A4\n", "\n" ] } ], "source": [ "model2 = hofts.HighOrderFTS(\"FTS Diff\", partitioner=fuzzy_sets2)\n", - "model2.append_transformation(diff)\n", + "model2.append_transformation(tdiff)\n", "model2.fit(enrollments, order=3)\n", "\n", "print(model2)" @@ -381,7 +383,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -390,26 +392,26 @@ "[14923.233333333337,\n", " 15319.950000000004,\n", " 15319.950000000004,\n", - " 15716.666666666672,\n", " 16113.383333333339,\n", " 16113.383333333339,\n", " 17700.250000000007,\n", " 17303.53333333334,\n", - " 15716.666666666672,\n", + " 16113.383333333339,\n", " 15319.950000000004,\n", " 15319.950000000004,\n", - " 15716.666666666672,\n", - " 15716.666666666672,\n", + " 15319.950000000004,\n", + " 16113.383333333339,\n", " 16113.383333333339,\n", " 17700.250000000007,\n", - " 19287.116666666676,\n", + " 17303.53333333334,\n", " 19287.116666666676,\n", " 19287.116666666676,\n", " 18890.40000000001,\n", - " 18493.68333333334]" + " 18890.40000000001,\n", + " 18890.40000000001]" ] }, - "execution_count": 9, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -420,18 +422,18 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[13435.14,\n", - " 14264.14,\n", + "[12941.02,\n", + " 14511.2,\n", " 15028.14,\n", " 15126.2,\n", - " 15418.2,\n", - " 15429.14,\n", + " 15171.14,\n", + " 15182.08,\n", " 16375.14,\n", " 16734.2,\n", " 16944.38,\n", @@ -439,16 +441,16 @@ " 15806.32,\n", " 14960.2,\n", " 14978.2,\n", - " 15305.08,\n", + " 15058.02,\n", " 16427.14,\n", - " 17471.08,\n", - " 18785.2,\n", - " 19143.2,\n", - " 19399.260000000002,\n", + " 17718.14,\n", + " 18538.14,\n", + " 19390.260000000002,\n", + " 19152.2,\n", " 18691.2]" ] }, - "execution_count": 10, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -466,14 +468,14 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": 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JiIiIiIioWzlx4gSOHz+Ohx56CGPHju3w5wshoFarER8fbwwIr127dtt1Pj4+xnBw0qRJ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\n5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6TExMnT7v1fZ1+3u21Z+QkFC2aNGiqg0bNrjm5uZa/fGPf7wRHR09YObMmVUJCQny9p9P\nmjQpQKFQmCsUCotb7w3cOzDsnv+CiYiIiIiIiO7g+vXrOH78OIYMGWLQpcjNzc24ePGiLhw8ffp0\nhwYlbRwcHBAVFaULCCMjI2FnZ6fXWpycnBAWFoawsDCIogi5XK4LEDMzM3Hx4kUAQK9evXQBYt++\nfWFlZfXIY2q1WuTn5yMjIwONjY3w9fVFSEiIXt+bl5cXXn/9dbz++utQqVQ4cuQIEhMTsX//flRW\nViI1NRWpqalYtmwZvL29dTMPn376aVhbW9/1voIgwN7eHvb29ujVq1eHc42Njbctba6qqkJxcXGH\n5c329va6EFEikaBXr17dNkQ0ZXK53HzChAkDt23bltcWlq1atUoyevTogZmZmZcBwMfHp7F92Nje\nqlWrJLm5udZr1qwpAYDk5GS7r776SlpUVJQBtISVs2fP7meIe7UJCgqqa7unXC43HzZs2OCRI0fW\nLlq0qKrtGAAkJCTI23++atUqiZ+fX+OaNWtKkpOT7ZYuXep9t9ruxKD/WgVBGC6K4sV2Xy8FkAfA\nTRTFL1qPPQ+gGsBwURRXPswxIiIiIiIiogdVW1uLXbt2wdXVFdOmTdPrvnS1tbX48ccfdQHhjz/+\niLq6utuuk0qlHZYXh4aGdmqQJAgCpFIppFIpRo4cCa1WC5lMpgsQz507hzNnzsDMzAw+Pj665cve\n3t4wNzd/oDFu3LiBS5cuQaFQQCKR4KmnnoKbm9v9X/gYHBwcMHPmTMycORNqtRpnzpzRLV3OyclB\nSUkJ1qxZgzVr1sDBwQETJ05EbGwspkyZ8lC1WVtbw9raGhKJpMNxjUaDmpqa28LEiooKZGdnw8zM\nDJ6envDy8oKXlxdsbW31/VdgEs6dO9dHqVTqNfF2cnKqi4yMLHqU137++eeSl156qaL9zLqEhAT5\nhg0bpMnJyXaBgYEP1fEoMDCwUaFQWOzZs8fxueeeqwkKCmo6depU9qPU9ij3kkgkmjfffLPs73//\nuzQyMrIuNzfXKi8vzyYjI8N+w4YNrkePHnVq+3zy5MlKDw8P3dp6Z2fnh2qhbrDvSoIgjAOwFkC/\ndl9DFMVdgiCsEAQhAIBL67FjgiAECIIwvO319zvWPogkIiIiIiIiuhetVovdu3ejoaEB8fHx95xh\n9iDkcrlu78GkpCRcvHixw753bQICAhATE6MLCAcOHGhSDTTagkEfHx+MGjUKzc3NKCws1AWIJ0+e\nxMmTJ2FlZdWhgYqHh8dt70OpVCI1NRWlpaWwt7dHVFQUfHx8Ov39WlhY6P6+V65ciatXr2Lv3r1I\nTEzEmTNnoFKpsGvXLuzatQvm5uaIiYnRLV3u16/fI41pbm4OFxeX25quaLVayOVylJSUQCaTobS0\nFBcuXICbmxu8vLzg7e0NJycnk/o30RWdOXPGKTo6ekDb1xkZGfYfffRRcV5ens2zzz6rvPX60NDQ\nupycHOvAwMDG4uJi6/avXblyZcmtS3fbSCQSzcGDB7P/9a9/Sd9//30fZ2dndfvr9Xmvu+nfv3/j\nxYsXdfsHrF69urigoMBq0aJFVdOmTVO2fd52Pi4uznfbtm2SpKSky3e+450ZLDBsDffy2h16FkDb\njqS5AMahJUw82nosr/WY+wMeY2BIRERERERED+SHH35AXl4epk2bdtsy0wdx/fr1DvsPXr58+7O3\nIAgICQnRhVUxMTFGa6jyqCwtLdGvXz9dcNbWebktQMzJaVnRaG9vr1u+7OPjg+LiYly7dg3m5uYI\nCQnBwIEDH3hGoiEJgoDAwEAEBgbivffeQ3l5Ofbv34/ExEQcOXIE9fX1OHXqFE6dOoV3330XQUFB\nuvAwMjLysZuamJmZwcPDAx4eHggLC4NSqdSFhxkZGcjIyIC9vb0uPJRIJF26kcqjzgR8XO2X7QIt\nexgCQEBAQENubu5ta+sLCgqsRo4cWQvcexnxrbKysqzc3NzUW7duvQ60LCuePHnyQKVSeUnf97qb\na9euWQcEBDQ8yBgAsHXr1usffPBB6YQJEwa2LX9+EJ25gL4SQNs8Xxe0hIAuAG62u+ZhjhERERER\nERHdV25uLk6dOoXQ0FAMGzbsvtdrtVpkZWXpwsHk5GQUFd2eg1haWmLEiBG6gDA6OrpTOw93Bjs7\nOwQFBSEoKAgAoFAoOjRQKSkpgVQqhZmZmS5s9PX1NYmw8E48PDzw8ssv4+WXX0Z9fT2OHTuGxMRE\n7Nu3Dzdu3EBWVhaysrLw6aefwtPTE9OmTUNsbCzGjRv32MuIBUGAs7MznJ2dERQUhPr6eshkMshk\nMuTm5iInJwdWVlbo1asXvL290atXL1haWurpnfdMb731lnzYsGGDJ06cWNN+D0MACAoKamrb8+9B\nnT171n7dunWStlAwJiamztnZWf0otT3KveRyufnf/va3Xt9991322bNn79mlqH3jFw8PD01b05QH\n1ZmB4S4Ar7d+3g8tswxd7n45ERERERER0eNRKpXYvXs3pFIpJk+efMeln01NTbc1KLl58+Zt1zk6\nOiI6OloXEI4YMaLb7kV3N87OzggLC4OnpydsbGygUqlgY2OD2tpaXL16Fenp6QBaGqi0LV/29fU1\nyeDL1tYW06ZNw7Rp06DVanHu3DndvodZWVm4ceMG1q9fj/Xr18PW1hbjx4/H9OnTMWXKFHh4eOhl\n/LbZnM3Nzbhx44YuQCwsLISZmRmkUim8vb3h5eWl92Y4PYFEItF899132bd2SU5MTMy732vvZNGi\nRVW5ublWQ4YMGdx27A9/+EOJIe+VlZVld+s1QUFBTfcLDJctW1YWGxsbsGHDBikAbNy4Mfdh6hPa\nd/HRN0EQjoqi+Gy7r9v2I5yLluXJIwAcbV2+/DyAALQuP77fsVsbnwiC8BqA1wCgb9++4devXzfY\n+yIiIiIiIiLTp9Vq8dVXX6G0tBSLFy+GVCrVnRNFEQcPHsRf//pXpKSkoL6+/rbXe3h4dGhQMnTo\n0B7f6ba6uhqXLl1CeXk5HB0dERoait69e0MQBGg0mg4NVIqKiqDVamFubn5bAxVTX3Z77do17Nu3\nD3v37kVSUhK0Wq3unCAIiIqKwvTp0xEbG4vAwEC9jq3ValFZWQmZTIaSkhKoVCoAgIuLiy48dHFx\nMcq+h4IgXBBFMaL9sdTU1ILQ0FB5pxdDjy01NVUSGhrqd6dznRYYtoaFEaIofiEIwlpRFF+/5dhS\nAMdaX3rfY/dqehIRESGeP3/eYO+LiIiIiIiITN+xY8dw+vRpzJw5EyEhIbrj586dw9KlS3Hq1KkO\n1/fr169DQNi/f382o2jV0NCAjIwM5Ofnw9LSEkOGDEG/fv3uGfw1NTV1aKBSVlYGoKXTcPsGKlKp\n1KT/nisrK3Ho0CHs3bsXhw8f1gV4bQYOHIjY2FjExsYiOjpa78uxlUqlbuahXN6Sy9nZ2ek6Lkul\n0k5bAs7AsHsxSmDYOhNwHYDFoijuancMAPLaAr/WmYF5aJk1+MXDHLsbBoZEREREREQ9W3Z2NrZt\n24bw8HBMnToVQMtehr/73e+wY8cO3XXjxo3D4sWLERMTAy8vL2OVa7I0Gg2ys7Nx+fJlaDQa9O/f\nH0FBQY/UZbqurg75+fm6/Q+rqloauTo4OMDf31/XRMXZ2Vnfb0NvGhsb8f333yMxMRGJiYkoKem4\ngtTd3R1Tp05FbGwsxo8fDwcHB72O39DQgNLSUshkMpSVlUGj0cDCwgK9e/eGl5cXevfuDSur23p8\n6A0Dw+7FaDMMjYWBIRERERERUc9VXV2NtWvXwsXFBa+88gqqqqqwbNkyrFmzBmp1S0+B0NBQrFy5\nEuPHjzdytaZJFEUUFRUhLS0NdXV18PLyQmhoKBwdHfU2RnV1tW72YX5+PmprawEAbm5u8PDwMOlZ\nh0DL31F1dbUuwFMoFB3Ot3VI9vLyQt++fU22EczDmDt37p0Cw7yQkJAqMzOz7hcwdWNarVZIT093\nDQ0NDbjT+Z69+QIRERERERF1KxqNBjt37oQoipg6dSpWrFiBFStWoKamBgDQt29f/PGPf0R8fLzJ\n76NnLJWVlbh06RIqKyvh7OyM0aNHw9PTU+/juLi4YPjw4Rg+fDhEUUR5ebkuQLxT0xlT5enpCU9P\nTzQ1NaGmpgZKpRK1tbUQRRHNzc0oKiqCo6OjwQNQCwsLWFpawsrKSrfXplqtRlNTE5qamqDRaAw1\ndEZFRUWQVCpVMDTsGrRarVBRUeEMIONu1zAwJCIiIiIiom7jyJEjkMlkcHNzw4gRI1BaWgqgJZx6\n//338Ytf/AI2NjZGrtI01dXVIS0tDYWFhbCxsUFERAT8/Pw6JVgVBEEXvEVFRRl8PENTKBQ4dOgQ\nEhMTYWtri5/97GedOr5KpUJJSYlu30M7OzvY2NjAy8sL3t7e8PDweKQZj3d6H2q1+tWysrL1ZWVl\nwQCYwncNWgAZarX61btdwCXJRERERERE1C1kZmZi165duHr1KrZt2wagpcHGL3/5S/z2t7+Fm5ub\nkSs0Tc3Nzbh69SquXr0KURQxcOBADB48GJaWlsYujfSgsbERZWVlKCkpQVlZGdRqNSwsLODp6Qlv\nb2/07t37gfekvNMehtQ9cYYhERERERERdXknTpzA999/j9LSUuzYsQOCIODFF1/EsmXL4Ovra+zy\nTJIoiigoKEB6ejoaGhrQp08fDB06FPb29sYujfSorSu1r68vNBoNKioqdLMPS0pKIAgC3N3ddbMP\n9blPJXVdnGFIREREREREXVZOTg7ef/99uLu7w8nJCWvXrsUTTzyBFStWIDQ01Njlmazy8nJcunQJ\n1dXVcHNzQ1hYGCQSibHLok4kiiKqqqogk8kgk8lQXV0NAHB0dNSFh25ubh2WpHOGYc/BGYZERERE\nRETU5ZSXl+MPf/gD1q5di0mTJqFXr144c+YMdu3ahXHjxhm7PJOlUqmQmpqKkpIS2NnZYeTIkejb\nt6/JdyQm/RMEAW5ubnBzc0NwcDBqa2t14WF2djauXr0Ka2treHl5wcvLyyCNb8h0MTAkIiIiIiKi\nLkOlUuEvf/kLPvvsM6hUKoSGhiI8PByurq44ePAgOx/fRVNTE7KysnDt2jWYmZkhODgYAwcO1HXT\nJbK3t8eAAQMwYMAANDU1oaysDDKZDMXFxcjPz3+kJinUdfE7AxEREREREZk8tVqNf//73/j4449R\nVlYGAOjXrx9mzJiBPn36YOHChQwL70Cr1SIvLw+ZmZlobGyEn58fQkJCYGtra+zSyIRZWVmhb9++\n6Nu3L7RaLSoqKiCTyYxdFnUiBoZERERERERkskRRxN69e/Hb3/4WV65cAdDSxOGtt96Ct7c3Ghsb\nMXv2bIaFd1BaWorU1FQolUpIpVKEhYXB1dXV2GVRF2NmZgZPT08uSe5h+B2ViIiIiIiITNKZM2fw\n1FNPYcaMGbhy5QoEQcDChQuRnZ2NyMhIVFVVYdasWezqeguFQoEffvgBSUlJ0Gq1ePLJJzFmzBiG\nhUT0wDjDkIiIiIiIiEzK1atX8bvf/Q67d+/WHZs0aRI+/fRTDB06FBcuXEB6ejqefvpp+Pv7G7FS\n09LQ0IDMzEzk5eXBwsICoaGh6N+/P/eeI6KHxsCQiIiIiIiITEJZWRk++eQTrFu3DhqNBgAQHh6O\nlStX4plnngHQssz20KFD6NevH5566iljlmsy1Go1rl27hsuXL0OtVqNfv34YMmQIrK2tjV0aEXVR\nDAyJiIiIiIjIqFQqFVatWoVVq1ahtrYWAODv748//elPmDt3rm5/woaGBuzcuRN2dnaYOXMmBEEw\nZtlGp9Vqcf36dWRkZKC+vh69e/fG0KFD4ezsbOzSiKiLY2BIRERERERERtHc3KzrfHzjxg0AgLu7\nOz788EO88cYbHWbIiaKIxMREKBQKLFy4EHZ2dsYq2+hEUURZWRnS0tKgUCjg6uqKkSNHwsPDw9il\nEVE3wcCQiIiIiIiIOpUoitizZw9+85vfIDs7GwBgY2ODt99+G++9994dZ8idPXsWly9fxrPPPos+\nffp0dskm4+bNm0hLS0N5eTns7e3xxBNPoE+fPj1+tiUR6RcDQyIiIiIiIuo0p0+fxtKlS5GSkgIA\nMDMzw8KFC/HJJ5/Ax8fnjq8pLi7G0aNHMWjQIERFRXVmuSZDpVIhIyMDhYWFsLa2RlhYGPr168eG\nJkRkEAwMiYiIiIiIyOCuXLln5atZAAAgAElEQVSC3/72t9izZ4/u2JQpU/Dpp58iODj4rq+rq6vD\nzp074eTkhOnTp/e4mXSNjY3IyspCbm4uBEHA4MGDMWjQIFhZWRm7NCLqxhgYEhERERERkcGUlpbi\nk08+wfr163Wdj0eMGIGVK1dizJgx93xt29Ll2tpavPzyy7C1te2Eik2DWq1GTk4Orly5ArVaDT8/\nPwwZMqRH791IRJ2HgSERERERERHpXU1Nja7zcV1dHQAgICAAy5cvx+zZsx9opuDp06eRk5ODyZMn\nw8vLy9Alm4RbOx97eXkhJCSEnY+JqFMxMCQiIiIiIiK9aW5uxrp16/DJJ5+gvLwcACCRSPDRRx/h\n9ddff+CltAUFBThx4gSCg4MRERFhyJJNwq2dj93c3PDEE09AKpUauzQi6oEYGBIREREREdFjE0UR\n33zzDX73u98hJycHAGBra4t33nkHS5cuhZOT0wPfS6VS4ZtvvoGbmxumTp3a7fctvHnzJlJTU1FR\nUQEHBwdERUXBx8en279vIjJdDAyJiIiIiIjosSQlJWHp0qX48ccfAbR0Pn755Zfx8ccfw9vb+6Hu\npdVqsXv3bjQ0NODFF1+EtbW1IUo2CSqVCunp6SgqKoK1tTWGDRuGgIAAdj4mIqNjYEhERERERESP\n5PLly/jNb36DxMRE3bFp06bh008/RVBQ0CPd89SpU8jPz8f06dPh6empr1JNSkNDAy5fvtyh83Fg\nYCAsLS2NXRoREQAGhkRERERERPSQZDIZPv74Y/z73/+GVqsFAERGRuKzzz7DqFGjHvm+ubm5+OGH\nHxAWFoawsDB9lWsy1Go1srOzceXKFWg0Gvj7+2PIkCE9qvszEXUNDAyJiIiIiIjogR04cAAvvPAC\nVCoVAKB///5Yvnw5Zs2a9Vh77imVSuzevRseHh6YPHmyvso1CVqtFgUFBcjMzGTnYyLqEgwaGAqC\nMFwUxYvtvn4eQDWAAFEUv7jl2HBRFFc+zDEiIiIiIiLqPP/4xz/w5ptvQqvVQiqV4ve//z1ee+21\nx15Kq9FosGvXLqjVasyePbvbLM0VRRGlpaVIS0uDUqlk52Mi6jIMFhgKgjAOwFoA/Vq/Hg4gTxTF\ni4IgjGv9GgAgiuIxQRACHuZY+yCSiIiIiIiIDEej0eCdd97B6tWrAQAjRoxAYmIievXqpZf7Hz9+\nHEVFRZg1axYkEole7mlslZWVSEtL03U+jo6Ohre3NzsfE1GXYLDAsDXcy7vl8AoAz6JlhuExQRBW\nADjaei4PwDgA7g94jIEhERERERGRgalUKsTFxWHfvn0AgBkzZmDz5s2ws7PTy/2vXLmCM2fOICIi\nAsHBwXq5pzHV1NQgPT0dxcXFsLa2xvDhwxEQEAAzMzNjl0ZE9MA6bQ/D1pmFeYIgVAFY3HrYBcDN\ndpe5P8QxIiIiIiIiMqCSkhJMmzYN//3vfwEACQkJWLFihd7Cr6qqKuzduxe9e/fGhAkT9HJPY2lo\naEBWVhZyc3NhZmaGoKAgDBo0qNssryainqXTAkNBEFzQsgfhcgDrBEHgDEEiIiIiIiITlZqaiilT\npqCkpATm5ub45z//iddff11v91er1di1axdEUcTs2bNhYdE1e3Ky8zERdUed+R35NQDLRVGsbl2q\n3NbExK31vAuAytbPH/SYjiAIr7WOgb59++q9eCIiIiIiop7i4MGDmDt3LlQqFRwdHbFz5069zwA8\ncuQIZDIZ5s6dC1dXV73euzNotVrk5+cjMzMTDQ0N8Pb2RkhICJycnIxdGhHRYzPKr3BEUdzVGvAd\nAxDRejig9Ws8xLH29/wCwBcAEBERIRqgbCIiIiIiom6vfSfkvn374sCBA3rfWzAjIwM//fQToqKi\nEBgYqNd7G5ooipDJZEhLS0NNTQ3c3d0RHR3dbZq1EBEBhu2S/DyACEEQnhdFcZcoiisFQVjaOrvQ\nrTXggyAIEa0dlavbOh8/6DEiIiIiIiLSD41Gg3fffRd/+9vfAAARERHYt2+f3joht6msrMS+ffvQ\np08fjB07Vq/3NrTKykqkpqZCLpfD0dGRnY+JqNsSRLH7TcaLiIgQz58/b+wyiIiIiIiIugRDd0Ju\n09zcjPXr16OmpgZvvPFGl1m+277zsY2NDYKCgtj5mHokQRAuiKIYcf8rqavrmrvKEhERERERkV7I\nZDJMnTrVYJ2Q2zt48CDKy8sRHx/fJcLChoYGZGZmIi8vD+bm5hgyZAgGDhzIzsdE1O0xMCQiIiIi\nIuqhUlNTMXXqVBQXF8Pc3Bz/+Mc/8MYbbxhkrEuXLuHSpUt46qmn0L9/f4OMoS/Nzc3Izs7G1atX\nodFoEBAQgCFDhsDGxsbYpRERdQoGhkRERERERD1QZ3RCblNeXo4DBw7Az88PY8aMMcgY+qDVapGX\nl4esrCw0NDTAx8cHISEhcHR0NHZpRESdioEhERERERFRD/PPf/4Tv/rVr6DVatGnTx8cOHAAISEh\nBhmrsbERO3bsgI2NDWbNmmWS+/6JooiSkhKkp6ejpqYGEomEnY+JqEdjYEhERERERNRDaDQaJCQk\n4PPPPwfQ0gk5MTERvXv3Nsh4oihi//79uHnzJhYsWAAHBweDjPM45HI5UlNTUVlZCUdHRzz55JPw\n8vJi52Mi6tEYGBIREd1FVVUV0tPT0atXL/j6+sLa2trYJRERURdWUlKCvLw89O3bFz4+PjA3N+/U\n8VUqFeLj45GYmAgAeO6557B582bY29sbbMwLFy4gIyMDzzzzDPz8/Aw2zqMQRRFXrlxBeno6bGxs\nEB4eDn9/f5OcAUlE1NkYGBIREd1BdXU1vvzySyiVSgCAmZkZvL29ERAQAH9/f6M86BERUddVWFiI\nTZs2Qa1WAwAsLS3h6+sLf39/BAQEwNPT06Az2mQyGaZNm4aLFy8CAN59912sWLHCoD/LSktLcfjw\nYfTv3x8xMTEGG+dRaLVaXLhwAfn5+ejbty8iIiJgYcHHYyKiNvyOSEREdIuamhps3LgRTU1NeOWV\nV9DU1IS8vDzk5+fj1KlTOHXqlO5Bry1ANPSDHhERdV0ymQxbt26Fs7Mz5s2bh4qKCt3PlaNHjwIA\n7Ozs4O/vrwsQXV1d9TZ+Z3ZCbtPQ0IAdO3bA3t4eM2bMMKmfkU1NTUhJSUF5eTmCgoIwZMgQk6qP\niMgUMDAkIiJqp66uDps2bUJtbS3mz58PHx8fAEBAQAAAoL6+HgUFBboHvSNHjgD434NeW4Cozwc9\nIiLqusrLy7F582bY2NhgwYIFcHJygru7OwIDAwEASqUS+fn5yM/PR15eHjIzMwEALi4uHX6uPOqy\n4Vs7Ie/YsQMTJ07U2/u7E1EUsXfvXiiVSixcuBB2dnYGHe9hqFQqJCcnQ6VSITIy0uSWSRMRmQpB\nFEVj16B3ERER4vnz541dBhERdTENDQ3YuHEjKioqEB8f/0APEQqFosODnkqlAgC4urp2eNAzpYcl\nIiLqHDdv3sSGDRsAAIsWLYKbm9s9rxdFEZWVlbpfSuXn56OxsREA4Onpqfu54uvrCysrq/uO/69/\n/Qu//OUvO6UTcntnzpzBkSNHMH78eERFRRl8vAdVWVmJ5ORkaLVaPPnkk/Dw8DB2SURdjiAIF0RR\njDB2HWR4DAyJiIjQsjxp8+bNKCkpwQsvvIABAwY89D1EUYRcLtc96BUUFOge9Hr16qV70Ovbt+8D\nPegREVHXpVAosGHDBjQ1NWHRokWQSqUPfQ+tVovS0lLdz5XCwkJoNBqYmZnBx8dH93PF29u7w16E\nt3ZCDg8Px759+wzWCbm9oqIifPnllxg4cCDmzJljMkt9i4qKcO7cOdjY2OCpp56Ck5OTsUsi6pIY\nGPYcDAyJiKjHU6vV2LZtG/Lz8/H8888jKChIL/fVarWQyWS6B72ioiLdg16fPn10D3peXl5soEJE\n1I2oVCp8+eWXUKlUeOmll/QW1DU3N6OoqEj3c0UmkwFoaaDi5+cHf39/9O7dG2+++WandkJuU1dX\nh7Vr18Lc3ByvvfYabGxsDD7m/bTvhOzu7o4nn3zSJOoi6qoYGPYcDAyJiKhH02g02LlzJ65evYrp\n06cjLCzMYGM1NzejsLBQ96BXWloKALCysurQQMXDw8NkZmQQEdHDqa+vx1dffYWbN2/ixRdfRN++\nfQ06Vvt9dSsrKwEAtbW1yM/PR//+/fHuu+9CIpEYrIY2oihi69atyM/PxyuvvNIpsxnvp30n5D59\n+iAyMpK/oCN6TAwMew4GhkRE1GNptVrs2bMH6enpmDRpEiIjIzt1/Lq6ug4Pejdv3gQA2Nvbd9j/\n0MXFpVPrIiKiR9PY2IhNmzahrKwMcXFxuoZZnSEtLQ1z5syBra0tAgICEBYWBq1WC6Bz9tVNSkrC\niRMnMGXKFEREGD9LaN8JefDgwQgODuYv44j0gIFhz8EuyURE1COJoogDBw4gPT0dY8eO7fSwEGjp\nrBwUFKRbAq1QKHThYV5eHjIyMgAAbm5uugc9Pz8/NlAhIjJBzc3N2L59O2QyGebMmdOpYeGhQ4cw\nZ84cXSfk5cuXY8KECR321c3MzMTFixcB6H9f3fz8fHz//fcICQlBeHi4Pt7SY2nfCXnEiBHw9/c3\ndklERF0OZxgSEVGPI4oijhw5gh9//BExMTEYO3assUu6jSiKqKio6NBApampCQDQu3fvDg96lpaW\nRq6WiKhn02g02L59O65du4aZM2d2SifiNmvWrMEvfvELXSfk/fv3Y+jQobddZ6h9dVUqFf7f//t/\nsLW1xeLFi43e1IudkIkMizMMew4GhkRE1OOcPHkSp06dQmRkJCZOnNgllihpNJrbHvS0Wi3Mzc1v\ne9AzMzMzdrlERD2GVqvFN998g6ysLEydOrXTZthpNBr8+te/xl//+lcAD98JWR/76mq1WmzatAnF\nxcVYvHix0cM5dkImMjwGhj0HA0MiIupRzpw5gyNHjiAsLAyxsbFdIiy8k6ampg4PemVlZQAAa2tr\nXafMgIAASCSSLvseiYhMnSiK2Lt3L1JTUzF+/HhERUV1yri1tbWIi4vTdUKePn06tmzZ8lidkB9l\nX90TJ04gKSnJ4E3D7oedkIk6DwPDnoOBIRER9RgXLlzA/v37ERQUhFmzZnWrmXh1dXW6vQ/z8/NR\nVVUFAHBwcNA96A0YMOCxHiaJiOh/RFHEoUOH8NNPP2H06NEYM2ZMp4wrk8kwbdo03X6E77zzDlau\nXKn37r+37qtbW1sL4H/76rq4uOD48eMYNmwYYmNj9Tr2w2AnZKLOxcCw52BgSEREPUJaWhq+/fZb\nDBgwAHPnzu32DxPV1dW6B738/HzU1tbCxsYGs2bNQv/+/Y1dHhFRl3f8+HEkJycjKioKzz77bKfM\n5k5LS8OUKVNQXFwMMzMz/OMf/8CSJUsMPu7d9tX19PTEK6+8YrS9dJuamnDmzBncuHGDnZCJOgkD\nw56DgSEREXV7V65cwY4dO+Dr64u4uLge1yREFEWUlpYiMTERN27cwDPPPIOYmBg+VBERPaKkpCSc\nOHEC4eHhmDJlSqd8Pz18+DBmz54NlUoFBwcH7NixA5MmTTL4uHei0WhQVlYGV1dX2NnZGaWG2tpa\nJCUloaamBhEREeyETNRJGBj2HN1nLRYREdEd5ObmYteuXfDy8sILL7zQ48JCABAEAV5eXnj55ZcR\nHByMEydOYMeOHWhsbDR2aUREXc7Zs2dx4sQJhISEdFpYuGbNGkyZMgUqlQo+Pj5ITk42WlgIAObm\n5vD29jZaWFhZWYljx46hvr4eo0aNYlhIRGQADAyJiKjbKiwsxPbt2yGRSBAfHw9ra2tjl2RUVlZW\nmDlzJiZMmICrV69i3bp1qKioMHZZRERdxn//+18cPnwYgYGBeO655wweFmo0Grz77rv42c9+Bq1W\ni+HDh+Ps2bMIDQ016LimrLi4GCdPnoSFhQXGjh0LT09PY5dERNQtMTAkIqJuSSaTYevWrXB2dsb8\n+fNha2tr7JJMgiAIeOKJJ7BgwQI0NDRg/fr1uHz5srHLIiIyeZmZmdi3bx8CAgI6pXFWbW0tZs2a\nhb/85S8AgNjYWPzwww/w8vIy6Limqq0TckpKClxcXDB27Fg4OTkZuywiom7LoD/lBEEY3v5zQRBE\nQRByWz/Wth5/XhCEcYIgLG137QMdIyIiupPy8nJs3rwZNjY2mD9/PjsD34Gfnx9ee+01SKVS7Nix\nA8ePH4dWqzV2WUREJik7Oxu7d+9Gnz59MHfuXFhYWBh0vNLSUowePRp79+4FALz99tvYvXt3j/15\n1tYJOS0tDX369MHo0aNhY2Nj7LKIiLo1g/2kEwRhHIC1APq1HnITRVFoPTccQHVboCiK4jFBEALa\nB4z3OyaK4kVD1U5ERF3XzZs3sWnTJpibm2PBggVwdnY2dkkmy8nJCQsXLsShQ4eQnJwMmUyGWbNm\nGW1PKiIiU5Sfn48dO3bA09MT8+bNg5WVlUHHS0tLw9SpU1FUVAQzMzP8/e9/x89+9jODjmnK2AmZ\niMg4DDbDUBTFYwDybvm6TYQoinkA5gKobj2WB2DcQxwjIiLqQKFQYOPGjdBoNFiwYAHc3NyMXZLJ\ns7CwwLRp0zB16lRcv34d69atQ2lpqbHLIiIyCcXFxdi+fTvc3Nzw4osvGnxW2+HDhxETE4OioiI4\nODhg3759PTosrK2txYkTJ1BeXo4RI0YgJCSEYSERUSfp9D0MW2ce7mj90gXAzXan3R/iGBERkY5K\npcKmTZvQ0NCA+fPnQyqVGrukLiU8PByLFi2CVqvFf/7zH6Smphq7JCIioyorK8OWLVtgb2+P+fPn\nG3z29Zo1azB16lTU1NToOiFPnjzZoGOaMnZCJiIyLmM0PXlWFMXq+19GRET0YOrr67F582YolUrE\nxcWhd+/exi6pS/L29sZrr70Gb29v7NmzB4cOHYJGozF2WUREnU4ul2PTpk2wsrLCggUL4OjoaLCx\n2ndC1mg0GDZsGDshsxMyEZHRGXa33jsb3u7zagBt68VcAFS2fv6gx4iIqIdrbGzEli1bIJfLERcX\nh759+xq7pC7N3t4eCxYswNGjR/Hjjz+irKwMs2fPhoODg7FLIyLqFNXV1di0aRMEQcCCBQvg4uJi\nsLFqa2sRHx+va24ybdo0bN26tcd+zxVFEVevXkVaWhrc3d3x5JNPsrkJEZGRdOoMQ0EQAm459DWA\ntmMBAI49xLFb7/2aIAjnBUE4X1FRoe/SiYjIBDU3N2P79u2QyWR4/vnnERBw648ZehRmZmaYMGEC\nZs2ahdLSUqxduxZFRUXGLqvbEUURarXa2GUQUTs1NTXYuHEjmpqaMH/+fLi7G24npFs7Ib/11lv4\n9ttve2xYyE7IRESmxZBdkp8HECEIwvOiKO5qd6p9I5SLgiBEtO5rWN3W+fhBj7UniuIXAL4AgIiI\nCNFQ74uIiEyDRqPBzp07UVBQgJkzZyIwMNDYJRmVVquFQqFAZWXlXT/c3d0xe/ZsDB069IHuGRwc\nDKlUiq+//hpffvklJk6ciIiICG44/xC0Wi3q6uqgUqlu+6itrYVWq0V4eDjDbiITUFdXh02bNqG2\nthbz58836DLY9PR0TJkyRdcJefXq1fj5z39usPFMXftOyIGBgWxuQkRkAgRR7H7ZWkREhHj+/Hlj\nl0FERAai1WrxzTffICsrC1OnTkV4eLixS9KrpqamewZ/lZWVkMvlHb6uqqp64P0Gg4ODERcXh3nz\n5sHPz+++19fX12P37t24du0awsLCMGXKFFhYGGNXE9Ok0WhQW1t711Cw/f/XMjc3h729PRwcHODg\n4ICqqirI5XLExMRw700iI2poaMDGjRtRUVGB+Pj4B/re+KgOHz6MOXPmoKamBg4ODvj66697dHOT\n2tpaJCUloaamhr9AIeoCBEG4IIpihLHrIMNjYEhERF2KKIpITEzEpUuXMH78eERFRRm7pLsSRRFK\npfK+4d+tHyqV6rHHtrKygru7u+7Dzc0N6enpuHbtWofroqOjER8fj9mzZ9+zs7Qoijh58iR++OEH\n9O7dG3PnzoWzs/Nj19lVqNXqOwaCKpUKdXV1Ha61sLDQBYK3ftja2naYNdPc3IyTJ09CqVTi6aef\nhpub261DE5GBNTU1YfPmzSgpKcELL7yAAQMGGGQcjUaDv//970hISIBGo4G3tzcOHDjQo5ubVFZW\n4vTp09BoNIiOjmZzE6IugIFhz8HAkIiIugxRFHHo0CH89NNPGD16NMaMGdNpYzc3N+PmzZsPHf7p\nY486JycnXfAnkUg6BIF3+7C3t79tOZcoijh//jy2bt2K7du3o6ysTHfO3Nwc48ePR3x8PKZPn37X\nPbSuXr2Kb7/9Fubm5pg1a1a3mgnS1NR011CwoaGhw7VWVlZ3DQWtra0faildfX09Tpw4AbVajbFj\nx/bY/cuIjEGtVmPbtm3Iz8/H888/j6CgIIOM88MPP+BXv/oVUlNTAQDDhg3Dvn374O3tbZDxuoLi\n4mKcPXsWNjY2iImJ6VG/hCLqyhgY9hwMDImIqMs4fvw4kpOTERUVhWeffdag+xvV1dXhT3/6E77+\n+mtUVFRAqVQ+9j0tLCweKOy7dWagpaWlHt5RRxqNBt9//z22bt2Kb775psP7s7W1xfTp0xEfH4/x\n48fDysqqw2srKyvx9ddfQy6XY+zYsYiOju4Se02JoojGxkbd8uGampoOS4cbGxs7XG9jY3PXUPDW\nv5PHpVQqceLECVhZWeGZZ57hRv9EnaBtL9yrV69i+vTpCAsL0/sYhYWF+PWvf40dO3boji1atAir\nV6/usb8cYCdkoq6NgWHPwcCQiIi6hKSkJJw4cQLh4eGYMmWKQQOq7777DkuWLEF+fv5dr3FwcHjo\n8M/Jyckkg7WGhgYcOHAAW7duxf79+9HU1KQ75+bmhtmzZyMuLg4xMTEwMzMD0DIbb+/evcjKykJQ\nUBCmT5+u9xDtUYiiiIaGhg6BYPv9BZubmztcb2dnd8dA0N7e3iBB7b3I5XKcOnUKzs7OGDNmDPeJ\nJDIgrVaLPXv2ID09HZMmTUJkZKRe719XV4fPPvsMK1asQH19PQBg5MiRWL16td7H6kq0Wi0uXryI\nvLw8+Pj4IDIykt/riLoYBoY9BwNDIiIyeefOncOhQ4cQEhKCGTNmGCx0u3HjBt5++21s27YNQMuy\n07fffhsjRozosBTYzc0N1tbWBqnB2Kqrq7F7925s3boVJ06c6NCwo0+fPpg3bx7i4uJ0nZZTUlJw\n/PhxSCQSzJ07F+7u7gavUavVor6+/q7Lh9s3fxEEoUOTkVtDQXNzc4PX+zBKSkqQkpKC3r17Izo6\nWhfQEpH+iKKI/fv34+LFixg7dixiYmL0eu+dO3fi17/+NQoLCwEAvXr1wooVK/Diiy/26P+m2QmZ\nqHtgYNhzMDAkIiKTdunSJezduxeBgYGYPXu2QR62tFot/vOf/2Dp0qWoqqoCAIwaNQpr165FYGCg\n3sfrKmQyGXbs2IEtW7bg1p+rQUFBiI+Px7x58yCKInbt2gWtVosZM2Zg0KBBeq1DrVbrOkNXVFSg\nsrKyQyhoZmZ216XDdnZ2Xe4B/dq1a7h48SICAgIQHh7OB2oiPRJFEUeOHMGPP/6ImJgYjB07Vm/3\nTk1NxZtvvolTp04B+N8vnd5//304OjrqbZyuqLa2FsnJyVAqleyETNTFMTDsORgYEhGRycrMzMQ3\n33wDf39/zJs3zyDLli5fvozXX38dSUlJAABXV1d89tlnWLRoUZcLmgwpOzsb27Ztw5YtW5CTk9Ph\nXHR0NObOnQtzc3PI5XKMGjUKY8aMeeSgq7GxEXK5XBcQVlVV6WY6uri4QCKRwMXF5a6dh7uDtLQ0\nXLlyBcHBwQZrwkDUE508eRKnTp1CZGQkJk6cqJfvHXK5HB9++CG++OILaLVaAEBsbCz+/Oc/o3//\n/o99/67u5s2bSE5OZidkom6CgWHPwcCQiIhMUk5ODrZv3w4fHx/Ex8frfX+8hoYGLF++HMuXL9ft\naxcXF4e//vWv8PDw0OtY3Ykoirhw4YKu03JpaanunLW1NV555RV4eHjA398fs2fPhq2t7X3vWVdX\nh4qKCl1A2NaAxczMDG5ubpBIJJBKpXB3dzeJfRI7gyiKOHfuHK5fv44RI0bA39/f2CURdXkpKSk4\nevQowsLCEBsb+9hhYXNzM9asWYPf//73qK6uBgAMHjwYn3/+OcaPH6+Pkrs8dkIm6n4YGPYcDAyJ\niMjkFBQUYMuWLZBKpViwYIHeuyd+//33eOONN5CdnQ0ACAgIwJo1a/iA95A0Gg1OnjyJrVu3Yteu\nXbqgLyIiApMmTYJGo8HQoUMxY8YMXdAniiJqamo6BIR1dXUAWrpISyQSXUDo5uZmcnsMdiaNRoPk\n5GSUl5fjqaeeQq9evYxdElGXdeHCBezfvx9BQUGYNWvWY88gP3bsGN58801kZWUBAJydnfHxxx/j\n5z//eac3TDJFoigiOzsbqampcHNzQ0xMDDshE3UTDAx7DgaGRERkUoqLi7Fp0yY4Oztj4cKFsLOz\n09u9KysrkZCQgC+//BJAS0CVkJCADz/8UK/j9EQNDQ04ePCgrtOyh4cH5syZA2tra2RkZGDEiBEI\nCQkB0LLkGGiZkSiVSnUBobOzM5eB36K5uRnff/89VCoVnn76abi6uhq7JKIuJy0tDd9++y0GDBig\n2z7hUeXl5eGdd97B3r17AbQ0Vlq8eDH++Mc/QiqV6qvkLo2dkIm6NwaGPQcDQyIiMhk3btzAl19+\nCVtbWyxatEhvm8SLoojNmzfjnXfegVwuBwA88cQT+OKLL3QhFumHWq1GUVERTp8+jYqKCnh6euoe\nFG/cuIHCwkJIpVKMGTMGERERDAgfQH19PY4fPw6tVotnnnkGDg4Oxi6JqMu4cuUKduzYAV9fX8TF\nxT3y7D+VSoX/+7//w1GZa1cAACAASURBVJ///Gc0NTUBAGJiYrB69WoMGzZMnyV3ac3NzThz5gzK\nysrYCZmom2Jg2HM88K96BEHwAzAcwAgAPwG4KIpigUGqIiKiHkcul2PTpk2wsrLCggUL9BYWXrt2\nDUuWLMGxY8cAAE5OTli+fDlef/31Hr3cVV+ampp0S4vlcjmqqqqg1WphZWWFoKAg2NraIjU1FUql\nEjk5Odi1axdqa2sBtHRajouLw7x589gx8x5sbW0xatQonDhxAklJSXjmmWdgbW1t7LKITF5ubi52\n7doFLy8vvPDCC48UFoqiiC1btuC9996DTCYDAPTp0wefffYZ5syZwzCsnfadkCMiIvh9nYioi7vv\nDENBEIYB+C2ASgAXAeQBCAAQDsAVwHJRFC8ZuM6HwhmGRERdS3V1NTZs2ACNRoNFixbB3d39se/Z\n1NSEVatWYdmyZWhoaAAAzJo1C6tXr4aXl9dj37+nqqur6xAQKhQKAC0NSlxdXXXLiyUSSYcGJamp\nqdi3bx80Gg2+++47nDlzpsN9o6KiEBf3/9m786go77P/4+9hk01kFQFBFMWFVcQF2QQ0SZuktalN\n2pg2sX20SdokTVI1iUnUmJpoTJ7EZqlZnixt08Q0J8kvTW2TiLIMiCKCC25sDosssu/DzNy/P5Q5\noqCowABzvc6ZM+M99wwXqMB85vp+r7u58847ZehMH2pqakhJScHFxYX4+HhZ4ifEFWg0Gv7617/i\n5ubGvffe268BTJfKzs7m4YcfNn6/srW1Zc2aNaxdu1a2sbiETEIWwnxIh6H56E9g+D+Korx7hftX\nKoryzoBXdgMkMBRCiJGjubmZ999/n/b2du67774BeZGhVqv57W9/y7Fjx4Dz3SBvvPEGt99++w0/\ntzlRFIWWlhZqamqMAWF3d6CVlRVubm49BpRcLcA6e/YsO3fupLm5maCgINLS0i6btGxpacnixYtZ\nvnw5S5cuHbBO09GirKyMjIwMfHx8iIqKkiXdQvSioqKCjz76CEdHR1asWIGDg8M1Pb6yspKnnnqK\nDz74gO7XSj/72c/YunUr/v7+g1DxyFZeXs6+fftkErIQZkICQ/PRn8DwU0VR7hqiegaEBIZCCDEy\ntLW18cEHH9DY2Mgvf/lLJk6ceEPP19DQwBNPPMGOHTuA811vjzzyCM8995zs+9YPBoOBxsbGHhOM\nLx5QcvEEY2dn5+sKq9ra2vj8888pKipizpw5LFmyBLVazd///nc+//xzY8cinF+K+6Mf/Yi7776b\nW265pUfHojk7deoUubm5BAQEEBERIUsihbhIdXU1H3zwATY2NqxYseKawiutVsv27dt57rnnaG5u\nBiA0NJTXXnuNRYsWDVLFI5dMQhbCPElgaD76ExgeUBRl7hDVMyAkMBRCiOGvo6ODjz76iJqaGpYv\nX35DXRuKovDZZ5/xyCOPUFlZCUBERARvv/02c+bMGaCKRx+9Xk9dXZ0xIDx37hw6nQ4Ae3v7HhOM\nx44dO2DBlMFgIDk5GbVajY+PD3feeSdOTk50dHSwa9cuPv74Y77++mtjWAng4uLCsmXLWL58ObGx\nsWbfWZeXl8fJkycJCQlh5syZpi5HiGGhrq6O999/H4AVK1bg6ura78d+8803PProo5w+fRoAV1dX\nnn/+eVauXCnL/3thMBg4dOgQhYWFMglZCDMjgaH56E9gWAfs6O0+RVGeHIyibpQEhkIIMbxptVr+\n9re/UV5ezs9//nOmTZt23c9VUlLC7373O/79738D4ODgwKZNm3jooYfkxcsltFottbW1xoCwrq4O\ng8EAnB8Gc3FAOBT7c+Xn5/PVV19hbW3NsmXLeoTGjY2NfPHFF3z88cfGCcHdfHx8+P3vf89jjz1m\ntl2HiqKQlZWFRqNh3rx5skxSmL3Gxkbef/99tFotK1aswMPDo1+PO3nyJI8++ii7du0Czm+L8MAD\nD7Bx48ZrChzNiV6vZ9++fZSXlzN9+nRCQ0Ol01kIMyKBofnoT2BYAGzp7b7htndhNwkMhRBi+NLp\ndPzjH/+guLiYZcuWMWvWrOt+ntdee41nn32WtrY2AG677TbeeOMN/Pz8BrLkEa+rq4vs7GxKS0sB\nUKlUuLi4GANCd3d3k03dramp4dNPP6Wuro6bbrqJ+fPnX/bCs3vvw48//pj9+/cbjwcHB/POO++w\nYMGCoS57WNDr9aSlpVFTU0NsbCwTJkwwdUlCmERLSwsffPABLS0t3HvvvXh5eV31MY2NjWzatInX\nXnvN2FmdlJTEq6++SnBw8GCXPGJptVrUajU1NTWEh4cTGBho6pKEEENMAkPz0Z/AMHuk/WOQwFAI\nIYYnvV7PP//5T06cOMGPf/xjwsPDr+t5Dhw4wKpVq8jNzQXAy8uLP//5z9xxxx3S5XCJpqYm1Go1\nLS0tBAYGMmHCBNzc3IZV92VnZydffPGFcYnt7bffjrW1da/nFhQU8Prrr/PnP/8Zg8GASqXiwQcf\nZPPmzTg5OQ1x5aan1WrZs2cPra2tJCQk4OLiYuqShBhS7e3tfPjhh9TV1XHPPfdc9Q0jg8HA+++/\nz1NPPUV1dTUAkydP5uWXX2bp0qXyM+QK2tvbSUtLo7GxkXnz5jFp0iRTlySEMAEJDM1HfzYAkuRN\nCCHEDVMUha+++ooTJ07wgx/84LrCwubmZh555BEWLFhAbm6uMSw6fvw4P/3pT+WF3iXKy8v5/vvv\n0Wq1xMfHExYWhqen57AKC+H8QJW77rqLhIQEjhw5wnvvvUd9fX2v506dOpVXX32VrKwswsPDURSF\nN954g1mzZvHVV18NceWmZ2NjQ2xsLNbW1qSlpRmnWAthDjo7O/n73//OuXPn+PnPf37VsDAjI4N5\n8+bxP//zP1RXV2Nvb8/zzz9Pfn4+P/nJT+RnyBU0NzeTnJxMS0sLsbGxEhYKIYQZ6E9g2KBSqXp9\nVadSqWarVKoXBrgmIYQQo4yiKHzzzTccOXKEpKQk5s2bd83P8dVXXzFr1iy2b9+OwWAgJCQEtVrN\nG2+8cU1TMM2BwWDgyJEjqNVqnJycWLJkCePHjzd1WVekUqmIi4tj+fLlNDY28vbbb1NQUNDn+ZGR\nkRw4cICtW7diZ2dHeXk5S5cuZdmyZVRUVAxh5aZnb29PXFwcer2e1NTUHsNihBiturq6+OSTT6io\nqGDZsmVMmTKlz3PLy8u55557iI6O5uDBgwAsX76cU6dOsW7dOpnsexX19fUkJyfT1dVFfHy8bH8g\nhBBm4qpLkgFUKtVqYAlQD9QBbsA44DtFUbYNaoXXQZYkCyHE8KEoCt999x2ZmZnExMSQlJR0TY8v\nLy/noYce4osvvgDA1taWDRs28Nhjj/W5bNWcdXZ2kpWVRWVlJZMnTyYiIgJLS0tTl3VN6uvr+fTT\nT6mqqiIhIYHY2Ngrdv4UFRVx//3389133wHnB7hs2bKFVatWmdU05erqalJTU3F1dSUuLm7YdZIK\nMVD0ej2ffPIJBQUF3HHHHYSEhPR6XkdHBy+//DKbN2827nU7Z84ctm/fzsKFC4ey5BGrqqoKtVqN\njY0NcXFxZrn1gxCiJ1mSbD76FRgaT1apxgFTgCJFURoHraobJIGhEEIMH3v37iUlJYV58+Zxyy23\n9HvJl16v580332TdunU0NzcDsGTJEt566y0CAgIGs+QRq6GhAbVaTXt7O7Nnzx7RX6euri6+/vpr\njhw5wvTp01m6dOkVu4AUReHjjz/mD3/4A+fOnQMgOjqat99++7oH64xEpaWlZGZm4uPjQ1RUlFkF\npsI8GAwGPv/8c/Lz87ntttuYM2fOZecoisKXX37J448/TnFxMQDjx4/nhRde4L777pP/F/1UWlpK\nVlYWjo6OxMXFYW9vb+qShBDDgASG5uOqPy1VKtVbF/1xsqIoh4ZzWCiEEGL4yMzMJCUlhfDw8GsK\nC/Py8li4cCEPP/wwzc3NeHh48Pe//53//ve/IzoEG0wajYbdu3djMBhISEgY8V8na2trfvKTn3DL\nLbdw6tQp3n33XWpqavo8X6VSsXz5co4fP86vfvUrANRqNeHh4axfv95slun6+voSFhZGeXk5ubm5\nXMsbw0IMd4qi8PXXX5Ofn89NN93Ua1h47NgxlixZwh133EFxcTFWVlY8/vjjnDp1il//+tcSFvZT\nQUEBmZmZuLq6kpiYKGGhEEKYof78xLw4OX5nsAoRQggxuhw8eJBvv/2WWbNmcfvtt/crLGxtbWXN\nmjXMmTOH/fv3A/Cb3/yGEydOcPfdd8uG9L0wGAzk5uayb98+XFxcWLx4MW5ubqYua0CoVCrmz5/P\nvffeS0dHB++++y7Hjx+/4mPc3d358MMP+e6775gyZQpdXV0899xzhIWFkZaWNkSVm9b06dMJDAyk\noKCAkydPmrocIQaEoijs2rWL3Nxc4uPjiYqK6nF/XV0dDz30EGFhYezevRuAH/zgBxw9epRt27bJ\nXrf9pCgKR48eJScnBy8vL+Li4rCxsTF1WUIIIUzgqkuSVSpVdne76cW3+/XkKlWEoig5F/+Z80ua\nURTlnxeOLQMagAhFUbZey7G+yJJkIcRI1NXVRUdHh6nLGBCFhYV89dVXTJs2jbvuuqtfe+j95z//\n4YEHHqCkpASAGTNmsGPHDuLi4ga52pGro6ODzMxMampqmDp1KuHh4aO2e6apqYmdO3dSXl5OdHQ0\niYmJV/1c29raeO6559i2bRt6vR6AVatWsWXLFpydnYeibJNRFIV9+/ZRWlrK/PnzZaKpmers7ESr\n1Zq6jAGRlZWFWq0mKiqKJUuWGN9A0uv1vP322zzzzDPU1tYCMG3aNF599VV++MMfmrLkEcdgMHDo\n0CEKCwvx9/cnMjJy1P5MEUJcP1mSbD76ExgeUBRl7qW3r/rEKtViYIeiKAEXHftMUZSfqVSqNcD3\nFw5PURTlnyqVahWQ3d9jFweRl5LAUAgxkmi1WuMLodG0bNLf35+77777qoNJKisrefTRR/nkk08A\nsLGxYd26daxdu5YxY8YMRakjUl1dHWq1Gq1Wy5w5c/D39zd1SYNOp9Pxn//8h4MHD+Lp6UliYiLT\npk27audpXl4eK1eu5MCBAwBMmDCB7du3s2zZslHdtdo9Nbm2tpbY2Fg8PT1NXZIYIi0tLaSlpZGd\nnY3BYDB1OQNmzpw53Hrrrcb/tykpKTz88MMcPnwYgLFjx/Lss8/y8MMPS1fcNdLr9WRlZVFWVsaM\nGTMICQkZ1d8fhRDXTwJD89GfwNAAFAIqzncHdt9WFEWZdpXHfqcoypILt5dxPvTbetH9Wzg/afn7\nCwFjBOcnMF/12JW6DCUwFEKMBDqdjpycHFJTU2ltbSUwMJBp0674bXXEsLKyYtasWVd8wWYwGHj3\n3XdZu3YtDQ0NACxatIi//OUvTJ8+fahKHZGKiorIycnB1taW6OhoXFxcTF3SkDp27Bi7d++mvr4e\nPz8/EhMTr9pBp9fref3111m3bh2tra0A3H777bzxxhv4+voORdkmodVqSU5Opr29nYSEhFHfWWnu\nOjo6UKvVZGVlodPpCA8Px9vb29RlDQg7OztmzZqFSqXizJkzrF69ms8++8x4/4oVK9i8eTMTJkww\nYZUjk1arRa1WU1NTQ1hYmPwMFkJckQSG5qM/gWGfG35cbfjJJYHhlguHPwUWK4qyVaVS7eB8F2LO\nhSBwCeDcn2OKoqzt6+NKYCiEGM4MBgNHjhxh7969NDQ0MGnSJJKSkkZ1aHGp/Px8fvvb35Keng6A\nq6sr27Zt47777pOOhivQ6/UcOnSIoqIiPD09WbBggdl2YXZ/LVJSUmhpaWHq1KkkJSVdNSzQaDQ8\n+OCDfPPNNwA4OjqyefNmHnzwwX4tnR+J2trajHu6JSYm4uDgYOKKxEDr6uoydqp3dHQQFBREQkLC\nqNnPtFtbWxtbtmxh69atxi08oqKieO2115g7t1+LoMQl2tvbSUtLo7GxkXnz5sn2BUKIq5LA0HxY\nXe2EAZ6IXNsd+l3oOBRCCLOhKAonT54kOTmZmpoavLy8uPXWWwkICDCbkKyjo4M//elPbNmyha6u\nLgDuueceXnnlFTw8PExc3fDW3t5ORkYGtbW1zJgxg+DgYLPeW8rS0pLIyEjCwsLYv38/6enp7Nix\n46pBiZ+fH19//TWfffYZDz/8MFVVVTz88MP87W9/45133iE0NHSIP5PBZ29vT2xsLHv27CEtLY3E\nxERZrjlK6PV6Y6d6d3CemJiIl5eXqUsbUIqisHPnTlavXk1paSkA3t7ebNmyheXLl5vNz9CB1tLS\nQkpKCh0dHcTExIy6fzdCCCFuzFU7DG/oyXt2GK4Bii7ah7B7b8PupcbLOL/k2a0/xy5dknzhOVcB\n+Pn5zTlz5sygfV5CCHGtiouL2b17N+Xl5bi5uZGQkGBcWmUukpOTuf/++zl9+jQAAQEBvPXWWyxZ\nssTElQ1/NTU1ZGZmotPpmDt3rll1o/ZXR0cHGRkZ7Nu3D51Ox+zZs4mPj8fJyanPx9TX17NmzRre\nffdd4PxS+tWrV/PMM89gZ2c3VKUPmerqalJTU3FzcyMuLm7UdlSaA0VRjJ3q9fX1+Pr6kpSUNCq7\nwzIyMli9ejUZGRnA+X1uH3/8cZ566ikcHR1NXN3IVV9fT2pqKoqiEBsbO+q6UYUQg0c6DM3HUAaG\nU4BlF5YirwGKLlwiFUV5+5JBKFc9JkNPhBAjQXl5OcnJyRQVFeHk5ER8fPyonmTbm3PnzvHHP/6R\nDz/8EDgfyqxZs4ann356VIYyA0lRFAoKCsjNzcXBwYHo6GjGjetzpxBBz2EPKpWKefPmERMTg729\nfZ+PSUlJYdWqVZw6dQqAqVOnsmPHDhITE4eq7CGj0WjYt28fEydOJCoqyqzetBgNFEXh1KlTJCcn\nU11djaenJ0lJSUydOnXU/V2eOHGCJ598ki+//NJ4bOnSpWzbto2AgIArPFJcTXV1Nenp6djY2BAX\nF3fFN1aEEOJSEhiaj0ELDC90Ar4DrFQU5Z8Xjq0C6oC53XsQXjhWxPmuwbev5VhfJDAUQphaTU0N\nycnJnDhxAnt7e2JiYpg7dy5WVlfdCWLUUBSFjz76iMcff5za2loAFi5cyI4dOwgODjZxdcOfTqfj\n4MGDnDlzBi8vL+bPny/LSK9BQ0MDe/fu5fDhw1hbW7Nw4cIr7vnY0dHB5s2befHFF43L5e+77z62\nbds26jpvTpw4weHDh5k2bRqzZ882dTmin0pKSkhOTqa0tBRXV1cSEhIICgoadUFhZWUlGzdu5J13\n3kGv1wMwd+5ctm7dyqJFi0xb3ChQWlpKVlYWjo6OxMXFXfHNFCGE6I0EhuZjUDsMTUUCQyGEqVxr\nSDFanT59mvvvv5/k5GQAxo0bx4svvsiqVavMqrvyerW2tpKRkUF9fT1BQUFmt3x9INXU1LBnzx6O\nHz/er/D+2LFjrFy5kszMTAA8PDx49dVX+cUvfjFq/g4URSE3N5fTp0/LRNQR4OzZs+zevZvCwkLG\njh1r7FQfbUvKW1pa2LZtG9u2bTNOMp8yZQovvPACP/vZz0bN/z9TKigoICcnBzc3N2JiYszudxMh\nxMCQwNB8SGAohBAD4HqWQY4GiqJQVlbG0aNHOXr0KMeOHePo0aMcPnzY2KV155138uqrr8pm6v1U\nVVVFZmYmiqIwf/58vL29TV3SqHAt2wMYDAZ27NjB2rVraW5uBuCWW27hrbfewt/ff4grHxwGg4F9\n+/ZRVlbGggUL8PPzM3VJ4hLnzp1jz5495OfnY2dnZwy7ra2tTV3agOrq6uLdd99l48aNVFVVAeDm\n5sazzz7L/fffL53VA0BRFI4dO0Z+fj5eXl5ERUWZ1YoHIcTAksDQfEhgKIQQN+B6Bi2MVDU1NcZg\n8OJLU1NTr+dPmjSJN998kx/+8IdDXOnI1D1F+8iRI4wdO5bo6GjGjh1r6rJGnWsZQFReXs5DDz3E\nF198AZyfNvzcc8/xyCOPjIoX23q9npSUFOrq6oiLi2P8+PGmLkkAjY2NpKSkkJubi5WVFVFRUURF\nRWFra2vq0gaUoih8+eWXPPHEE8b9Q+3s7Hj00UdZs2aN7Nc6QAwGA4cOHaKwsBB/f38iIyOl018I\ncUMkMDQfEhgKIcR16OrqYv/+/aSnp9PR0UFQUBAJCQmjYq+zxsZGY6fgxZeampo+H2NlZcX06dMJ\nDg42Xm666aZR32E5ULq6ujhw4ABlZWVMnDhxVHYRDSfd4WxycjI1NTV4eXmRmJhIQEBAr8HhF198\nwe9//3sqKioAiIiI4J133iEiImKoSx9wnZ2d7Nmzh/b2dhISEnB2djZ1SSajKArV1dVoNBpsbGyY\nMWPGkC7ZbG1tJT09nQMHDgAQGRlJbGwsDg4OQ1bDUFGr1axZs8Y4+djCwoIVK1awceNGfHx8TFzd\n6KHX68nKyqKsrIzp06cTGhoqS7uFEDdMAkPzIYGhEEJcA71ez6FDh0hJSaGlpYWpU6eSmJg4Ipfb\ntrW1cfz48cuWE5eWlvb5GJVKRUBAAMHBwQQFBRnDwcDAQFk2dp2am5tRq9U0NzcTEhLC9OnT5QXd\nEDEYDBw5coS9e/fS0NDApEmTSEpKwtfX97JzGxsbeeqpp3jrrbdQFAVLS0seffRRNmzYMOIDndbW\nVnbv3o1KpSIpKcnsgv7m5mZKSko4c+YMbW1tWFlZodfrsba2ZtasWQQEBAzqfoGdnZ1kZmaSmZlJ\nV1cXYWFhxMfHj8rwtrfJx7feeisvvviiDMMaYF1dXajVaqqrq2WvUiHEgJLA0HxIYCiEEP2gKApH\njx5lz5491NfX4+vrS1JSEpMmTTJ1aVel1Wo5ffr0ZR2DhYWFXOlnwMSJE3t0DAYHBzNz5kyzCxMG\nU0VFBVlZWahUKqKiovD09DR1SWZJp9ORk5NDamoqra2tBAYGkpiY2OvfR0ZGBitXriQ/Px8Af39/\n/vKXv3DzzTcPddkDqqGhgeTkZBwcHEhISBj1bwBotVo0Gg1nzpyhtrYWlUqFp6cn/v7+eHt709LS\nQl5eHlVVVTg6OhIWFoa3t/eAhvndncXp6em0t7czc+ZMEhIS8PDwGLCPMVzI5OOh1dHRQWpqKo2N\njcybN29E/K4ihBg5JDA0HxIYCiHEFSiKwunTp9m9ezfV1dV4enqSmJjItGnThl0XmF6vp7i4+LJg\n8OTJk+h0uj4f5+7uTkhIiDEUDAoKIigoaFR2twwXiqKQn5/PsWPHcHZ2Jjo6esR3qY0GWq2WrKws\n1Go1nZ2dhISEsGjRIlxdXS87b+vWrWzatAmtVgvA3Xffzf/+7/+O6H0Aq6qqSE1Nxd3dnbi4uFE3\nhddgMFBZWUlJSQkVFRUYDAacnJzw9/dn0qRJ2NnZ9ThfURQqKyvJy8ujqakJDw8PwsPDcXFxueE6\nujvVm5ubCQgIIDExcVQOOJLJx0OvpaWF1NRU2tvbWbhw4YhcASGEGN4kMDQfEhgKIUQfSkpKSE5O\nprS0FBcXFxISEggODjb5C5xLJxN3LyfOz8+nvb29z8c5OTn1WEbcfRnJAcdIpNVq2b9/PxUVFUya\nNIk5c+aMigEao0l7eztqtZqsrCwMBoNxmNGlQ2hOnjzJqlWrSE1NBcDV1ZWXX36Ze++91+TfJ67X\nmTNnyMrKwtfXlwULFozYz+NiDQ0NlJSUoNFo6OjoYMyYMfj5+eHv74+zs/NVP0eDwUBRURHHjh2j\ns7MTf39/goODr7nbuntS7Z49e6irq2PixIkkJSWNmsnbF5PJx6ZRX19PWloaBoOB2NjYUbGvshBi\n+JHA0HxIYCiEEJc4e/Ysu3fvprCwkLFjxxIXF8fs2bNN0m1zrZOJAWxtbZk1a9ZlweDEiRNHxYv/\nkayxsRG1Wk1rayvh4eFMnTpV/k6GsebmZlJTU8nJycHCwoJ58+YRExPToxPNYDDwf//3f6xevZqG\nhgYAEhMT2bFjB1OnTjVV6Tfk+PHjHDlyhMDAQMLDw01dznXp6OjgzJkznDlzhoaGBiwsLPDy8sLf\n358JEyZc1/dzrVbLiRMnOHXqFCqViunTpzNjxoyrBv6KolBQUEBycjKVlZWMHz+exMREAgMDR93/\nf5l8bDrV1dWkp6djY2NDXFwcTk5Opi5JCDFKSWBoPiQwFEKIC86dO8eePXvIz8/Hzs6OmJiYIZtW\n29rayuHDhzly5MgNTSYOCgpiypQpo24p4WhQWlrKgQMHsLKyIioqalTuUzZa1dfXs3fvXg4fPsyY\nMWNYuHAhCxYs6NElVVlZySOPPMLOnTuB88H9+vXrefzxx0fcxGtFUTh06BAFBQWEh4cTGBho6pL6\nRa/XU1FRQUlJCZWVlSiKgouLC/7+/vj5+Q3YxOOWlhaOHDlCaWkptra2hISEMGnSJCwsLC47V6PR\nsHv3bjQaDc7OzsZO9d7OHelk8rHplJWVsW/fPhwdHYmLi5O9hoUQg0oCQ/MhgaEQwuw1NjaSkpJC\nbm6uMcyJiorC1tZ2UD5eQ0MDhw4dIicnx3h98uRJDAZDr+erVCqmTJlyWcegTCYeGQwGA0ePHuXE\niRO4ubkRFRUlL+ZGqKqqKvbs2cPJkydxcHAgNjb2siXl//rXv3jwwQeN08ZDQkJ45513mD9/vqnK\nvi4Gg4HMzEzKy8uJiorqdXL0cKAoCnV1dZSUlFBaWopWq8XOzs645HgwO9rOnTtHbm4udXV1ODs7\nEx4ebtziobKykuTkZE6fPm0McSIiIkblmzky+di0CgoKyMnJwc3NjZiYmAELxoUQoi8SGJoPCQyF\nEGartbWV9PR0Dhw4AEBkZCSxsbEDOnyiqqqqRzCYk5NDcXFxn+f7+Pj0GEAik4lHts7OTvbt20dV\nVRUBAQGEh4ePysDA3JSWlpKcnExJSQnjxo1j0aJFhIaGGrvGWlpaePrpp9m+fTuKoqBSqXjooYd4\n/vnnL9sHcTjTiIfkQgAAIABJREFU6XSkpKRQX19PfHz8sOqKbWtr48yZM5SUlNDc3IylpSU+Pj74\n+/szfvz4IevgUxSF0tJSDh8+TFtbG+7u7tTV1XHs2DFsbW2Jjo5m3rx5o/LNHZl8bFoXD8/y8vIi\nKipK9sMVQgwJCQzNhwSGQgiz09nZSWZmJpmZmXR1dREWFkZ8fPwNTQVWFAWNRnNZOHj27Nk+HxMY\nGEhERASzZ882XssG5aNHfX09arWajo4OIiIimDJliqlLEgNIURSKiorYvXs3Z8+excPDg4SEBGbM\nmGHcl27//v2sXLmSw4cPA+Dr68ubb77JbbfdZsrSr0lnZyfJycl0dHSQmJho0j3odDodZWVllJSU\nUF1dDZyf8u7v74+vr69Jl353L1vv6OjAwsICOzs74uPjR+WefTL52PS6J20XFhbi7+9PZGTkqFzm\nLoQYniQwNB8SGAohzIZOp+PAgQOkpaXR3t7OzJkzSUhIuOauGYPBwOnTp3sEg4cOHaKurq7X8y0t\nLQkKCuoRDoaFhY2oTiNxbUpKSjh48CA2NjZER0fj6upq6pLEIFEUhePHj5OcnExtbS0+Pj4kJiYa\nA+Kuri5eeeUVNmzYQEdHBwA/+9nPeO211/Dy8jJl6T0oikJHRwetra2XXZqbm2lvb8dgMFBfX09z\nc/Nl57S1tWFtbc38+fOJiYkhLCxsQAI8RVGoqamhpKSEsrIydDodDg4OTJo0CX9/fxwdHQfgs79+\nbW1tqNVq9u/fb5yo7e7uTmlpKVZWVsyaNYupU6eOis7i3iYfu7u788wzz8jk4yGk1+vJysqirKyM\n6dOnExoaKiGtEGJISWBoPiQwFMIMFRQU8O233zJu3Di8vLzw8vLC29sbJyenUflLp8FgIDc3l5SU\nFJqampgyZQpJSUl4e3tf9bFdXV0cP368RzCYm5tLS0tLr+ePGTOGsLAwYzAYERFBcHDwoO2HKIaX\n7n9rBQUFeHh4DOpemGJ4MRgM5OXlsXfvXpqampg8eTJJSUnGYQ8FBQXcf//97N69G4Bx48bx0ksv\n8Zvf/KbfnUE6na7XQK+tra3X4/29v/ucK/1O6O/vz4YNG6iurmb9+vW0t7dfsVZ7e3sWLFhATEwM\nMTExLFiw4JreJGlubjZOOW5tbcXKygpfX1/8/f1xd3c3+c8qrVZr7FTv7OwkNDSURYsW4eLiApzf\nGzcvL4/KykocHR0JDQ3Fx8fH5HVfD5l8PHx0dXWhVquprq4mLCyM6dOnm7okIYQZksDQfEhgKIQZ\nKSoq4vnnn+ejjz4y7jd0MTs7O2N4eHGQeOltFxeXEfGip3t/n+TkZOrq6vDx8SEpKYnJkyf3en57\neztHjhzpsaz4yJEjdHZ29nr+2LFjCQ8PNwaDs2fPZsaMGSNuIqoYGO3t7WRmZnLu3DkCAwN77Gkn\nzIdOpyM7O5u0tDTa2tqYMWMGCQkJjB8/HkVR+Otf/8pjjz1GbW0tANHR0YSEhPQr8NNqtSb5nGxt\nbXFwcGD27Nn8+te/pqysjF27dmFnZ4e9vT0ODg44ODjQ0NBARkYGJSUllz2HhYUF4eHhxgAxOjr6\nsjdttFotpaWlnDlzhnPnzgHg6emJv78/Pj4+w2J/tiv9/fbm7Nmz5OXl0dTUhIeHB2FhYSOq41gm\nHw8fHR0dpKam0tjYyNy5c/H39zd1SUIIMyWBofmQwFAIM3DmzBmef/55PvjgA3Q6HQAeHh6oVCpq\namqu2FXSmzFjxhhDxCsFjG5ubiYJTBRFoaCggOTkZCorK/Hw8CAxMZHp06cbg86mpiZyc3N7hIPH\njx/vNUgFcHNz6xEMRkREEBAQIIGQAKC2tpaMjAy0Wi2RkZFMmjTJ1CUJE+seeJORkUFXV5exA83Z\n2Zmamhoee+wx/va3vw3Ix7K0tDSGdpdeLg70rud+Ozu7HstpS0pK2L9/P35+fsyfP7/XN4/KyspQ\nq9Wkp6eTnp5OXl5erz9nJk+eTGxsLPHx8fj4+NDc3IzBYMDJyYlJkyYxadKkYTPwqbuDNCUlhcbG\nRvz9/UlKSmLixIn9emxxcTFHjx6ls7OTSZMmERISMmw+t97I5OPhpaWlhdTUVNrb21m4cOGw2s5A\nCGF+JDA0HxIYCjGKlZaWsnnzZt577z26urqA85vuP/3009x3333Y2NjQ1dVFdXU1FRUVnD17lrNn\nz/Z6u6qqCoPBcE0f39ramgkTJly1a9HDw2PAgjeNRsPu3bvRaDQ4OzuzaNEiJkyYQF5eXo89BwsK\nCvp8Dh8fn8vCwYkTJ46Irkox9AoLCzl06BB2dnZER0ff0PAcMfq0tbWRnp7O/v37URSFOXPmEBcX\nh6OjI99++y3vvfceiqLcUOBnY2MzpN+f8vPzOXr0KDNmzCA0NPSq5zc2NrJv3z7S09NRq9Xs27cP\nd3d34uLiiImJwdXVlebmZg4ePEh7ezszZswgJiaGyMhIxowZMwSfUd+696jcs2cP586dw9vb29ip\nfq1f8+4tLk6dOoVKpWL69OlMnz59WHWly+Tj4ae+vp60tDQMBgOxsbEyHE0IYXISGJoPCQyFGIUq\nKip44YUXePvtt41L2Ly9vVm3bh2/+c1vrusFmF6vp7q6+oqhYkVFBZWVlX126fXF0tIST0/Pqy6F\nHj9+fJ9L0iorK0lOTub06dNYWVmh0+mMAWFpaWmfHzsgIOCyScV9LS0T4mJ6vZ6cnByKi4uZMGEC\n8+fPN3m4IYavpqYmUlJSOHToEFZWVsyfP5/o6OgRuceloijk5ORQWFjI7NmzmTZtWr8e19HRgUaj\noaSkhIaGBhRFoby8nF27drF3715jB3y3MWPGMHfuXOMy5oULFxr3CBxs3VOwk5OTqaiowN3dncTE\nxB5TsK9Xa2srhw8fprS0FFtbW4KDg/H39zdpx3pzczMvv/yyTD4eZqqrq1Gr1VhZWREfH4+Tk5Op\nSxJCCAkMzYgEhkKMIpWVlWzZsoW33nrLuO/ehAkTePLJJ1m1ahW2trYoikJdXR0VFRXXvBS5PwwG\nAy0tLdTX19PQ0EBDQ0OP2xdfrjVYVKlUODk54ezsjLOzMy4uLjg7O6MoChYWFnR2dpKenk5WVpax\no7KbhYUFM2fO7DGMJDw8XDZrF9elra2NjIwM6urqmDlzJkFBQbI8XfRLbW0te/fu5ejRo9ja2rJg\nwYIhC8EGUnfY19LSgo+PT58DTRRFoaWlhcbGRuOwqDFjxjBu3DicnJywsrJCURQqKys5deqU8VJZ\nWdnr802cOJHAwEDjZTAGoHQvPy4pKWHcuHEsWrRoUPYkra2tJTc3l9raWpydnQkLC8PT03NAP8bV\ndE8+7h5oAzL5eLgoKytj3759ODo6EhcXN6yXsAshzIsEhuZDAkMhRoGamhq2bt3KG2+8YZxcOX78\neJ544gnuv/9+9Ho9RUVFFBcXU1RURFNTk4krHlharZasrCzUajUdHR3Y2NgQEhLSo2swNDRUftkW\nA6K6uprMzEz0ej3z5s3r1x5mQlzq4q7okUqlUuHn54etrS0ajabH5GRbW9seoaBOp6OxsZHGxsY+\nB0kNJ/b29sTFxTFnzpxBHbaiKAplZWUcPnyY1tZWvLy8CAsLG/ROMpl8PLwVFhaSk5ODq6srMTEx\n0r0uhBhWJDA0HxIYCjGC1dbWsm3bNv785z8blxC5ubmxZs0abrnlFsrLyykuLqampgY4/wJu8uTJ\nTJ48GT8/v2G1b1JfFEWhqamJmpoaqqqqqKmpobq62nipqamhs7OTkJAQYzg4a9Ys6YoQA05RFE6f\nPk1eXh6Ojo5ER0fL8jBxw5qami5bijuSaLVasrOz0Wq1hIaG0tTUxNmzZ2ltbcXCwgIPDw+8vLxw\ndXW9oQ69trY2Dh8+zMGDBzl48CA5OTnGn3sX657mPGfOHCIjI6/7zaKxY8cO6c9IvV7P6dOnOX78\nODqdjoCAAIKCggYlKJLJx8OXoijk5+dz7NgxJkyYwMKFC4fFdHAhhLiYBIbmQwJDIUaguro6Xnnl\nFV577TVaWlqwtLRk5syZ3HnnnXh6elJZWYmiKFhZWeHn58eUKVOYPHkyEyZMkGWTQlwHnU5HdnY2\nGo0GHx8f5s2bNyICdyGGQktLC7t37zZ2Drq5ueHv74+vr++gvXmj1+s5cuSIcRJzeno65eXll51n\nZWVFRESEcR/E6OjoYb1PbUdHB8eOHaOoqAgrKytmzZrF1KlTe0yqvl69TT6+7bbbePHFFwkKCrrh\n5xc3xmAwkJubS0FBAZMmTWLu3LnyO5sQYliSwNB8SGAoxAjS2NjIq6++yiuvvIKDgwOTJ08mMDAQ\nf39/4PzyMG9vb2NA6OvrK+9MC3GDWlpayMjIoKGhgeDgYGbOnCkDAIS4RGNjIxUVFUycOLHP/QwH\nk6IoaDSaHgHi0aNHez132rRpxgAxJiaGadOmDbv/042NjeTl5VFZWYmDgwNhYWH4+PhcV50y+Xj4\n0+v1ZGVlUVZWxvTp0wkNDR12/yaFEKKbBIbmQwJDIUaAxsZGtm/fznfffceECROYPHmycYmVq6sr\nU6dOZfLkyfj7+4/IiZtiZDAYDOj1+n5fd/98URTFeOn+88XHe7t9PfcPxnN2DwlSFIUFCxbg5eU1\nkF9SIcQgqqurIzMz0xggHjhwoNf9Ez08PIzdhzExMcyePfu6OiMVRUGv1/d50el0V7y/t0t7ezst\nLS3o9XosLCyMQ2L6+/iysjLeeustmXw8jHV1daFWq6muriY0NJQZM2aYuiQhhLgiCQzNhwSGQgxT\nLS0tHD9+nP/85z80NDQY90pramrCwcGBW265hZCQEJN0coihpSjKVcO5/h7rz319nTtcfl50v8hV\nqVR93h7I+8eMGcPs2bNxdHQcik9PCDFIOjs7OXjwoDFAVKvV1NXVXXaenZ0dvr6+1xz4Ddb3SAsL\nCxYtWsRdd92Fs7MzaWlp/OMf/6C2trbfz+Hu7s6zzz7Lb3/7W9njdxjp6OggLS2NhoYG5s6da1wx\nIoQQw5kEhuZjUANDlUoVoShKzkV/3qIoylqVSrVKUZS3LxxbBjQAEYqibL2WY32RwFCMRJ2dnZw5\nc4aioiIKCws5d+4cAO3t7ZSUlFBaWkpcXByPPfYYHh4eJq5W9Ider0er1dLV1dXj+krHdDpdr8Hd\nQLC0tMTCwqLHdW/Hrnbdn8d3X2BwwjwhhLhRBoOBEydOGMPD9PR0ioqKTF3WZbq/1zo4OHDbbbdx\n8803oygKycnJJCcno9PpjOdcerGxseGWW25h9erVMvl4mGlpaSE1NZX29naioqLw9vY2dUlCCNEv\nEhiaj0ELDFUq1WJgh6IoARcdqwfqgN8qivK9SqWKAKYoivJPlUq1CuhO+a567OIg8lISGIqRoHup\nUFFREcXFxZSXlxuDobKyMk6cOEFRURH19fU8+OCDrFmzZlhv1D4aKYqCTqfrd+h36X3de0X1xcrK\nCmtra2xsbIzXVlZW1xTY9Tf4s7CwkLBNCCGuoqKigoyMDGpra/sM4fpzsbKyuqHHX/x9/dLv3a2t\nrRw5cgSNRoOtrS3BwcH4+/vLgIwRpKGhgdTUVAwGAzExMbi7u5u6JCGE6DcJDM3HoE1DuBAIXvo2\n7UpFUf550Z/vAr67cLsIWAy49fNYn4GhEMORoihUVVUZA8IzZ87Q1dWFSqViwoQJjBkzhp07d5KX\nl4dOp2PMmDHcf//9rF27VvZNuwEGg+Gqwd6V7rvamyrdQV936Ofk5HRZCNjbbWtr6wGZeimEEGLg\neHt7s2zZMlOXcUUODg4sWLCAadOmkZubS3Z2NqdPnyYsLIwJEyaYujyz1r10vaury7hq4OLr7ktB\nQQFWVlYkJCRI56cQQohha6jHp0650HnYvazYmfMdh93cruGYEMNefX29MSAsLi6mra0NOL+XUHh4\nOL6+vqSmprJp0ybKysoAsLGx4Xe/+x1PPvkkPj4+pix/2Ovq6uLs2bPU1dX1GfrpdLorPoeFhUWP\nMM/GxgZHR8crhn4XX0vXnhBCCFNwc3MjMTGRsrIyDh8+TGpqKl5eXoSFhRn3PRZX1/3G4qXh3pWC\nv77u6+8WIi4uLkRHRxsH2AkhhBDD0ZAGhhftR7jkQnAoxKjS2tpqDAeLiopoaGgAYOzYsUydOpUp\nU6YwefJk7Ozs+OCDD3jggQfQaDTA+U61X//61zz11FP4+fmZ8tMY1nQ6HZWVlWg0Gs6ePYterzfu\n09R9sbe3x9nZuV+hn6WlpYR+QgghRiSVSoWvry/e3t6cPn2a48eP89///pcpU6YQFBSEra2tqUsc\nFAaD4boCvt6ur7Z9SDcrKyvjViLd1w4ODj3+3H3d27GLr+X3DiGEECPBkAWGF/YerLuwJLkWmML5\nISauF05xvnCcazh26fOvAiRsEUNGq9Vy5swZY0BYVVUFwJgxY/D39ycqKorJkyfj7u6OSqVCp9Px\n17/+lU2bNlFcXAyc38x8xYoVrFu3Tqbj9UGv11NdXY1Go6G8vNy4ZHvy5Mn4+voav75CCCGEObK0\ntGTGjBn4+/uTn59PYWEhGo2GmTNn4urqiqIo/boYDIZ+nzvUl4tDwv6GfN37SV4c2NnZ2fUZ6vUV\n8HXvLyyEEEKYk6HsMMzm/P6DAAHAjgvHujfLnAJ8f+F2f48ZXZi6/DacH3oykIUL0U2v11NeXm5c\nZlxWVobBYMDS0hI/Pz8SExOZPHky3t7ePX6x1Ov1fPzxxzz33HMUFBQA55fC/vKXv+SZZ54hICCg\nrw9ptgwGAzU1NZSWllJWVoZWq8Xa2hpfX1/8/Pzw8PCQX96FEEKIi9ja2hIREcHUqVPJy8vj8OHD\ng/axuifYD+Sle8hLX5dr7eaT3xOEEEKI6zdogaFKpVoGRKpUqmWKovxTUZQclUq1SqVS1QGF3VOO\nVSpV5IXlyQ3XekyIodTc3Mzrr7+OVqsFzm+MHhUVxZQpU/D19cXa2vqyx+j1enbu3MnGjRs5efIk\ncP4X7OXLl/PMM88QGBg4pJ/DcKcoCrW1tWg0GsrKyujo6MDKygpvb2/8/Pzw9PSUQSFCCCHEVTg5\nOREbG0t9fb1xwNpgXIQQQggxeqmuNgF0JIqMjFSys7NNXYYYZRRF4fvvv2fixIn4+/tjZ2fX57kG\ng4HPP/+cDRs2kJ+fD5wPCu+66y6effZZZs6cOVRlD3uKolBfX09paSmlpaW0tbVhaWmJl5cXvr6+\neHl5YWU11POZhBBCCCGEEEJcSqVSHVQUJfLqZ4qRTl6FC9FPKpWKJUuWXPEcRVH48ssvWb9+PUeO\nHDEeX7ZsGevXryc4OHiwyxwxGhsb0Wg0lJaW0tLSgoWFBZ6enoSEhODt7d1rx6YQQgghhBBCCCEG\nnwSGQgwARVH4+uuv2bBhA4cOHTIeX7p0KRs2bCAsLMyE1Q0fzc3Nxk7CxsZGVCoV48ePZ8aMGfj4\n+DBmzBhTlyiEEEIIIYQQQpg9CQyFuAGKorBr1y7Wr1/Pxcvgb7vtNjZs2MCcOXNMWN3w0NraagwJ\n6+vrAXB3d2f27Nn4+vpia2tr4gqFEEIIIYQQQghxMQkMhbgOiqLw3Xff8eyzz5KVlWU8/oMf/IAN\nGzYwb948E1Zneu3t7ZSVlVFaWsq5c+cAcHV1JSwsDF9fX+zt7U1coRBCCCGEEEIIIfoigaEQ10BR\nFPbs2cOzzz6LWq02Hl+yZAkbN24kKirKhNWZVmdnJ+Xl5Wg0GmpqalAUhXHjxhEcHIyfnx+Ojo6m\nLlEIIYQQQgghhBD9IIGhEP20b98+nnjiCVJSUozHEhIS2LhxI7GxsSaszHS6urooLy+ntLSUyspK\nFEXB0dGRmTNn4uvry7hx40xdohBCCCGEEEIIIa6RBIZCXEVhYSFPPvkkn332mfFYbGwsGzduJCEh\nwYSVmYZOp+Ps2bNoNBrOnj2LwWDA3t6ewMBA/Pz8cHZ2RqVSmbpMIYQQQgghhBBCXCcJDIXoQ21t\nLZs2beLNN9+kq6sLgIiICF588UUWL15sVqGYXq+nqqoKjUZDRUUFOp0OW1tbAgIC8PX1xc3Nzay+\nHkIIIYQQQgghxGgmgaEQl+jo6GD79u1s3ryZxsZGAPz8/Ni8eTO/+MUvsLCwMHGFQ8NgMFBdXU1p\naSllZWV0dXVhY2ODn58ffn5+uLu7m83XQgghhBBCCCGEMCcSGApxgcFg4OOPP2bdunVoNBoAxo0b\nx7p163jooYewtbU1cYWDT1EUzp07h0ajoaysjM7OTqysrPDx8cHPzw9PT08JCYUQQgghhBBCiFFO\nAkMhgOTkZFavXk1OTg4A1tbW/O53v+Ppp5/Gzc3NxNUNLkVRqKuro7S0lNLSUtrb27G0tMTb2xtf\nX1+8vLywtLQ0dZlCCCGEEEIIIYQYIhIYCrN29OhR1qxZw65du4zH7rzzTjZv3kxAQIAJKxt8DQ0N\naDQaSktLaW1txcLCggkTJhAWFoaXlxfW1tamLlEIIYQQQgghhBAmIIGhMEsVFRU8++yzvP/++xgM\nBgBiYmLYtm0b8+fPN3F1gy8/P5+jR4+iUqnw9PRk1qxZ+Pj4YGNjY+rShBBCCCGEEEIIYWISGAqz\n0tzczEsvvcTLL79MW1sbAIGBgWzZsoUf//jHZjHp9+TJkxw9ehQ/Pz/Cw8PNYm9GIYQQQgghhBBC\n9J8EhsIs6HQ63nvvPdavX09VVRUAHh4ebNiwgZUrV5rN8tuCggLy8vKYOHEi8+bNkwEmQgghhBBC\nCCGEuIwEhmJUUxSFf/3rX6xdu5bjx48DYGdnx2OPPcaaNWtwcnIycYVDp6SkhJycHLy8vJg/f76E\nhUIIIYQQQgghhOiVBIZi1Dpw4ACrV68mJSUFAJVKxYoVK3juuefw8fExcXVDq7S0lAMHDuDp6cnC\nhQtl6rEQQgghhBBCCCH6JIGhGHWKi4t56qmn+OSTT4zHbr75ZrZu3UpoaKgJKzONiooK9u3bh5ub\nG9HR0RIWCiGEEEIIIYQQ4ookMBSjRl1dHX/60594/fXX0Wq1AISFhfHSSy+xZMkSE1dnGpWVlWRk\nZODi4kJsbCxWVvJfXgghhBBCCCGEEFcm6YEY8To7O3n99df505/+RH19PQATJ07k+eef55577jHb\njrqamhrUajVjx44lNjbWbAa7CCGEEEIIIYQQ4sZIYChGLIPBwKeffspTTz1FSUkJAGPHjuXJJ5/k\nD3/4A3Z2dqYt0IRqa2tJS0vD3t6e+Ph4xowZY+qShBBCCCGEEEIIMUJIYChGpJSUFP74xz+SnZ0N\ngJWVFQ888ADPPPMMHh4eJq7OtBoaGkhNTWXMmDHEx8dja2tr6pKEEEIIIYQQQggxgkhgKEaU48eP\ns3btWr7++mvjsZ/+9Ke88MILTJs2zYSVDQ9NTU2kpKRgZWXFokWLsLe3N3VJQgghhBBCCCGEGGEk\nMBQjQmVlJRs2bODdd99Fr9cDEBUVxbZt21i4cKGJqxseWlpa2Lt3LyqVikWLFuHg4GDqkoQQQggh\nhBBCCDECSWAohrXW1lZefvlltm7dSmtrKwBTp07lxRdf5I477kClUpm4wuGhtbWVvXv3YjAYSEhI\nYOzYsaYuSQghhBBCCCGEECOUxWA+uUqliujj+JqLbi9TqVSLr+eYGL30ej3vvvsu06ZNY/369bS2\ntuLm5sb27ds5duwYP/3pTyUsvKC9vZ2UlBS6urqIj49n3Lhxpi5JCCGEEEIIIYQQI9igBYYqlWox\n8Fkfx5dcuB0BoCjK90CDSqWK6O+xwapbmJaiKPz73/8mLCyMlStXcvbsWWxtbXniiScoLCzkoYce\nwsbGxtRlDhudnZ2kpKTQ0dFBbGwsLi4upi5JCCGEEEIIIYQQI9ygBYYXwr2iq5x2F9Bw4XYRsPga\njolRJicnh8WLF3Prrbdy7NgxVCoVv/rVrzh58iQvvPCCdM5dQqvVkpKSQmtrKzExMbi7u5u6JCGE\nEEIIIYQQQowCg7ok+VIqlSriQpDYzRmou+jPbtdwTIwSZ86c4Ze//CVz5swhOTkZgMWLF3Pw4EE+\n/PBD/Pz8TFzh8NPV1UVaWhpNTU0sXLiQ8ePHm7okIYQQQgghhBBCjBJDPfTEdYg/nhjGGhoa2Lx5\nM9u3b6ezsxOA4OBgXnrpJW6++WbZo7APOp2O9PR06urqiIqKwsvLy9QlCSGEEEIIIYQQYhQZssCw\nl+5COL/MuDtEdAZqL9zu77GLn38VsAqQjrRhTqvV8uabb7Jp0ybq6s43jnp7e7Np0ybuvfdeLC0t\nTVzh8KXX68nIyKCmpoYFCxYwceJEU5ckhBBCCCGEEEKIUWYoOwynqFSqKZwP/lwvDC75FIjsvh/o\nDhT7e8xIUZS3gbcBIiMjlQGvXtwwRVH47LPPePLJJykqOr+9paOjI2vXruXRRx/FwcHBxBUObwaD\ngX379lFZWUlkZKQE40IIIYQQQgghhBgUgzkleRkQeeEaRVH+qSjKPy/c7XzhWM6FcxcDDYqi5PT3\n2GDVLQZHeno6UVFR3HXXXRQVFWFpackDDzxAQUEBTz/9tISFV2EwGNi/fz/l5eXMnj2bKVOmmLok\nIYQQQgghhBBCjFIqRRl9zXiRkZFKdna2qcswaxUVFWRnZ3Pw4EHS09ONw0wAfvzjH/Piiy8yY8YM\nE1Y4ciiKQnZ2NsXFxYSEhDBz5kxTlySEEEIIIYQQwgypVKqDiqJEXv1MMdIN9dATMQpVVVWRnZ1t\nDAizs7M5e/bsZefNmzePl156ibi4OBNUOTIpisKhQ4coLi5m1qxZEhYKIYQQQgghhBBi0ElgKK5J\nTU1Nj2AwOzub8vLyXs+1sbEhNDSUyMhIbrrpJpYuXSqTj6+BoigcPnyYgoICAgMDCQoKMnVJQggh\nhBBCCCGEMAMSGIo+1dbWGoPB7muNRtPruVZWVoSGhjJnzhwiIyOJjIwkODgYGxubIa569MjPz+fk\nyZMEBAREMpDbAAANLElEQVQQFhYmYasQQgghhBBCCCGGhASGAoD6+npycnKMXYPZ2dmUlJT0eq6l\npSXBwcHGYHDOnDmEhIRga2s7tEWPYidOnODYsWP4+/sTEREhYaEQQgghhBBCCCGGjASGZqixsdEY\nDnZ3DhYWFvZ6roWFBUFBQT06B0NDQ7Gzsxviqs1HQUEBhw8fxtfXl8jISAkLhRBCCCGEEEIIMaQk\nMBzlmpubOXToUI+hJKdOner1XJVKxcyZM3t0DoaHh2Nvbz/EVZuv4uJicnJy8Pb2Zv78+VhYWJi6\nJCGEEEIIIYQQQpgZCQxHkdbWVmM42N05ePLkSRRFuexclUrF9OnTe3QOhoeH4+joaILKBYBGoyE7\nOxtPT0+ioqIkLBRCCCGEEEIIIYRJSGA4QrW1tZGXl9ejc/D48eMYDIZez582bVqPzsHZs2fj5OQ0\nxFWLvpSXl5OVlYW7uzvR0dFYWlqauiQhhBBCCCGEEEKYKQkMR4COjg5jONjdOZifn49er+/1/ICA\ngB6dg7Nnz8bZ2XmIqxb9VVlZSWZmJi4uLsTExGBlJf8thRBCCCGEEEIIYTqSTAxDLS0t/Otf/+L7\n77/n4MGDHD16FJ1O1+u5/v7+PToHIyIicHV1HeKKxfWqrq5GrVbj5OREXFwc1tbWpi5JCCGEEEII\nIYQQZk4Cw2GitbWVf//73+zcuZNvvvmG9vb2y87x8/Pr0TkYERGBu7u7CaoVA6G2tpb09HQcHByI\ni4vDxsbG1CUJIYQQQgghhBBCSGBoSu3t7ezatYudO3fy9ddf09bWZrzPxsaGpKQkoqKijN2D48eP\nN2G1YiDV19eTmpqKra0t8fHx2NramrokIYQQQgghhBBCCEACwyHX0dHBf//7X3bu3Mn/+3//j5aW\nFuN91tbW3HTTTdx555386Ec/kn0HR6nGxkZSU1OxtrYmPj4eOzs7U5ckhBBCCCGEEEIIYSSB4RDQ\narV8++237Ny5k6+++oqmpibjfZaWlixevJi77rqLpUuX4uLiYsJKxWBrbm4mJSUFlUpFfHw8Dg4O\npi5JCCGEEEIIIYQQogcJDAdJV1cXu3fv5tNPP+XLL7+koaHBeJ+FhQWJiYnceeed/OQnP5F9CM1E\na2srKSkpKIrCokWLGPv/27vf3SrKLQ7A6/XPRyOBg2kk7YFSUwOxkbpNFSTyAW9AcfcKDt6BXIPc\ngdwBRbmBw4kpQU1zaklQq6hUA1GjIhCPBiK07/nAdNytuxWw7XT2PE9C2DPvmC6y+lLWzz2zH3us\n6pIAAAAA/kRguIbu3LkT7733XkxMTMTp06fj2rVr5VpKKQ4dOhTtdjteffVVzyNsmJs3b8bk5GTc\nvn07Dh06FI8//njVJQEAAAB0JTD8m+bn52NycjImJibi3XffjatXr5ZrKaU4ePBgtNvteO2116Kv\nr6/CSqnKrVu3YnJyMm7duhUvv/yy284BAACATU1g+ADm5+fj3LlzMTExEe+88078+OOPS9YPHDhQ\nhoQ7duyoqEo2g99//z3Onj0bv/32Wxw8eDC2bdtWdUkAAAAAqxIY3qOFhYX44IMPypDw+++/X7I+\nNjYW4+PjceTIkejv76+oSjaT27dvx9mzZ+OXX36Jl156yW3oAAAAQC0IDFeRc46pqak4efJknDp1\nKr799tsl661WqwwJd+7cWU2RbEp37tyJc+fOxfXr12P//v1uRwcAAABqQ2C4TM45pqeny5Dw8uXL\nS9b37dsX7XY72u12DA4OVlQlm9n8/Hy8//778dNPP8ULL7zgtnQAAACgVgSGcTckPH/+fExMTMTE\nxER8/fXXS9ZHRkbKkPCpp56qqErqYGFhIT788MP44Ycf4vnnn4+BgYGqSwIAAAC4L40NDHPOceHC\nhTIk/Oqrr5as79mzJ8bHx6PdbsfTTz9dUZXUycLCQkxNTcV3330Xo6OjsWvXrqpLAgAAALhvjQsM\nP/nkkzIkvHjx4pK14eHhMiTcu3dvRRVSR4u3sl+5ciVGRkZiaGio6pIAAAAAHsi6BoYppdGc80zH\n8eHi5Ss552PFuSMRcSMiRnPOx+/n3L367LPPypBwdnZ2ydrQ0FAZEj7zzDORUnqwPyyNlXOOmZmZ\n+Oabb2Lv3r3ekQoAAADU2roFhkU4+HZE7O44fj3n/EZK6VhKaXTx2pzzmZTS4P2c6wwiu/niiy/K\nkPDjjz9esrZr165ot9sxPj4ezz77rJCQB7Z4a/ulS5dieHg49uzZU3VJAAAAAH/LugWGRbg313kc\nEWeKw8Gc80xK6a2I+Hdxbi4iDkfEtns8t2JgODs7G8PDw0vODQwMlCHhc889JyRkTXz66adx8eLF\nGBoaipGREd9XAAAAQO1t+DMMU0pvRsQbxeGWiLjWsbztPs6t6ObNmxERsWPHjvLTjcfGxoQ5rKnP\nP/88ZmdnY+fOnbFv3z7fXwAAAEBP2PDAMOd8PKV0KqU0vV5f44knnojTp0/Hiy++GA899NB6fRka\n7Msvv4wLFy5Ef39/tFotYSEAAADQMzYsMFx8FmHx7MG5iDgadz/EZGtxyZaI+Ll4fa/nuurv748D\nBw6sTeGwzNzcXJw/fz6efPLJGBsbE0oDAAAAPWUj32HY+dzBLRHx37j7TMNWcW4w/njG4b2eK6WU\njsbdEDIGBgbWsm4oXb58Oaanp6Ovr887WAEAAICetG5pR0rpSES0it8jIk5ExGAR7EXO+Z3FTzou\nPkH5Rs555l7PLf96OecTOedWzrm1ffv29fpj0WC//vprTE1Nxfbt22P//v3x8MMPV10SAAAAwJpL\nOeeqa1hzrVYrT0+v2yMSabArV65EX19fPProo1WXAgAAABsqpfRRzrn111dSdxv+oSdQZ/39/VWX\nAAAAALCuPIANAAAAACgJDAEAAACAksAQAAAAACgJDAEAAACAksAQAAAAACgJDAEAAACAksAQAAAA\nACgJDAEAAACAksAQAAAAACgJDAEAAACAksAQAAAAACgJDAEAAACAksAQAAAAACgJDAEAAACAksAQ\nAAAAACgJDAEAAACAksAQAAAAACgJDAEAAACAksAQAAAAACilnHPVNay5lNL/IuJi1XWw4f4REVer\nLoJK6H1z6X1z6X1z6X0z6Xtz6X1z6f3m9M+c8/aqi2D9PVJ1AevkYs65VXURbKyU0rS+N5PeN5fe\nN5feN5feN5O+N5feN5feQ7XckgwAAAAAlASGAAAAAECpVwPDE1UXQCX0vbn0vrn0vrn0vrn0vpn0\nvbn0vrn0HirUkx96AgAAAAA8mF59hyEAUHMppdFlx0dSSodTSm+ucP2q69RHl94fLX69tcL1by1e\ntxH1sX669H7V3tr3vaGz7yml0ZRSTildKn693eV6ex5gndU6MDQ4NJfBobkMDs1keGielNLhiDjV\ncTwaEZFzPhMRN7qECquuUx9den84Is7knE9ExGBxvNzRlNKliJjboDJZB8t7X1ixt/Z9b+jS9605\n55Rz3h0Rr0dEt3/v2/M9oNtMZ8aHzaO2gaHBobkMDo1ncGgmw0PDFPu4s5fjEXGjeD0XEcv/7v+r\ndWqiS+8H449+zhXHy/0r57y7+G+pqS69j1i9t/Z9D1je92W9buWcu/1ct+drrttMZ8aHzaW2gWEY\nHJrM4NBsBocGMjwQEVsi4lrH8bb7XKemcs4nioEyImI0Iqa7XDboHSc9a7Xe2vc9rAiUJlZYtufr\nr9tMZ8aHTaTOgaHBoaEMDo1ncGgwwwM0V/FOkpmc88zytZzz8eJ/Fmxb4c4DakpvG+2VnPONbgu+\nL+pvhZnOjA+bSJ0DQxrO4NBMett4hofmuhERW4vXWyLi5/tcp/4O55yPLT9ZPP/qSHH4c3S/84Aa\nuofe2ve9revtpvZ8b1ltpgOqVefA0OCAwaFhDA6E4aHJTsYffR2MiDMRESmlLaut0xtSSkdzzseL\n14eL3xd7Px1/9Ht3dL/zgHrq2lv7vvellP70c9ye71mdM50ZHzaROgeGBocGMzg0lsGhwQwPzVIE\nwK3FIHjxnQfF3/k3Ot6J8J+/WKdmlve+6OlbxSekX++4tLP37eL6S3pfXyvs+269te97yPK+d1j+\nvGJ7vsd0menM+LCJpJxz1TU8sJTS0SgekLr4/IOU0kc55+dWWqf+ih8mp+Lu8yu2RsTrOeczXXp/\nLe72/nh11bLWuvXWvm+GIjA8lnN+o+OcfQ8AUDOrzHRmfNgkah0YAgAAAABrq863JAMAAAAAa0xg\nCAAAAACUBIYAAAAAQElgCAAAAACUBIYAAAAAQOmRqgsAAGiSlNLbEdGKiC0RsTUi5iJiLuf8eqWF\nAQBAIeWcq64BAKBxUkpHI2J3zvlY1bUAAEAntyQDAAAAACWBIQAAAABQEhgCAAAAACWBIQAAAABQ\nEhgCAAAAACWfkgwAAAAAlLzDEAAAAAAoCQwBAAAAgJLAEAAAAAAoCQwBAAAAgJLAEAAAAAAoCQwB\nAAAAgJLAEAAAAAAoCQwBAAAAgNL/AZdTBgOMR2+9AAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -486,7 +488,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -494,8 +496,8 @@ "output_type": "stream", "text": [ "Model\t\t& Order & RMSE\t\t& SMAPE & Theil's U\t\t\\\\ \n", - "HOFTSFTS\t\t& 3\t\t& 426.81\t\t& 0.99\t\t& 0.7\t\\\\ \n", - "HOFTSFTS Diff\t\t& 3\t\t& 970.87\t\t& 2.53\t\t& 1.58\t\\\\ \n", + "HOFTSFTS\t\t& 3\t\t& 466.65\t\t& 1.06\t\t& 0.76\t\\\\ \n", + "HOFTSFTS Diff\t\t& 3\t\t& 1029.5\t\t& 2.66\t\t& 1.68\t\\\\ \n", "\n" ] } diff --git a/pyFTS/notebooks/Hwang - HighOrderFTS.ipynb b/pyFTS/notebooks/Hwang - HighOrderFTS.ipynb index f212bcc..f0c4b80 100644 --- a/pyFTS/notebooks/Hwang - HighOrderFTS.ipynb +++ b/pyFTS/notebooks/Hwang - HighOrderFTS.ipynb @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -33,8 +33,6 @@ "name": "stderr", "output_type": "stream", "text": [ - "/usr/local/lib/python3.6/dist-packages/statsmodels/compat/pandas.py:56: FutureWarning: The pandas.core.datetools module is deprecated and will be removed in a future version. Please use the pandas.tseries module instead.\n", - " from pandas.core import datetools\n", "/usr/lib/python3/dist-packages/IPython/core/magics/pylab.py:161: UserWarning: pylab import has clobbered these variables: ['plt']\n", "`%matplotlib` prevents importing * from pylab and numpy\n", " \"\\n`%matplotlib` prevents importing * from pylab and numpy\"\n" @@ -46,6 +44,9 @@ "from pyFTS.benchmarks import benchmarks as bchmk\n", "from pyFTS.models import hwang\n", "\n", + "from pyFTS.common import Transformations\n", + "tdiff = Transformations.Differential(1)\n", + "\n", "%pylab inline" ] }, @@ -58,7 +59,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -76,14 +77,14 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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Dz+frO4KoW86q6AS6q3Sy1Z3seVTOzTIzFosm0luAal3pPO44VqsVwWAQwWAQCwsLqFQq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\n7XFpkzwuLo7s7Gyys7O59957SUxM/MbOzUlVRcmOy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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -103,14 +104,14 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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HPGo+vDYNz7pPgwUkOg3AiPnruVxO1322Q73ga2RDVK1W1ZF7fr+/I+PqRlhh\nBCTrKKOyBkqvv0GWZZRKJbXuV4lcyrJcM4Z0YGAAfr+/7dcoS2N61ud9u9SLNJ/Ph8nJSUxOTqqN\nSIuLi6hWq6ph+nEjdI2OYxRm1jK3cyyHw4GBgQEMDAyoU5EymUxLU5EEQTBVCLGowzW7hKBZM9If\n/MEf4Ic//CHeffdd09ZiBUh0dgEsI51aj8tsNot8Po9Xr17VeFwGAgEMDg4ikUiY5iPIEiuITsVG\ni+XxWUUpyuUyyuUyksmk+qZHb3FpVbrxtXVYqVF9I5ISoSsUCocapjfCLAFjZgNfpwJJOxUJ2Le7\nymQyTaciiaJo+tx1szvX22ki0gttLejm5iYikQiTdbCERKcBdOP8deVmXh+5FEURbrcbgUAATqcT\nXq8X77zzDrMXrRWwwo3/pKfXteejEr1UxKXT6VTdHJQ54SdNXDaiWyOdrda310fostmsGgVVZskf\n1qltpug0K1Km97GU2vmJiYkDY0/D4bBqe2UWZnp07hZKeLzyEkK1iqiHvfRJpVKIx+Osl2E67P/y\nxJHoGenUpiG1NW6SJKkel4FAAOPj4/D7/TUXhN3dXayvr1tCcJ4ET75OYB1t1Uv01otLreeqNnKp\ntcUql8t4+PAhRkZGdHgmvQcLu6njikGbzYZIJIJIJAJZlpHL5dRObZfLpaaItfZtJ7Gm00iBqx17\nqoj8Z8+eqWJfOxXJKIyoIZUkCWub23i88hKPVzbwaPklHq+8xIt0FgDwb3/7N/CrX5/Q9ZjtYAUb\nRBaQ6DQAvcVQO6JT252rNVAHoN7MlZrLVj0urdLQpAiuXumybATrSOdxj69Mi9JO6Kk39A8EApiY\nmEAgEDj0fGRZV8m6prMb32h1um6O49DX14e+vj4kEgkUi0Wk02k8fPgQsiwjFoshHo9TpLMDFJEf\nCoUwODgIh8OBdDqtTp3Sq9mrnk5FZ7FcxZPVDTxaeamKzKerr1AoNx9T/M7koCUCJ71K7961TUCv\nm8Rh9XOiKB7ozi2VSgBqu3MHBwc77s61iuhUGpp6WXSybiRqJr4ajSJVyjTqxWV9JL3TYxNHw+Lv\nprcY9Pl8mJiYwMTEBKrVKtLpNJ49e4adnR04nU4MDw+31YjUKmZGOs1u7FFqLBWXEWXqVCaTwbNn\nz1Aul1U7Jj2mIrVaXynLMl6ms3i8sqGKy8crL7HyKnOsc7rP78VIJAink+29o1QqNR0be9Lp3bu2\ngRgxf12WZezu7tZEiepnOYdCIYyMjBhmWm0FuyKrrIP1HHrWjUQcx6k3IyV6qcy5V2qAA4GAIaNI\ne1V06hnpNDNiamSE1uVyYWRAz2+5AAAgAElEQVRkBCMjI/jyyy8RDAbx/Plz5HI5tRGpv79f19ep\n2ZFOsxt76o/ndrvVv7EoitjZ2cGrV690mYrU6HjlKo9n65t4pAjM1f3Pu/lSR88NAM6dnYQoCvD5\n2Aq+dDrdk/WcAIlOy8Hz/IFmnkqlgmKxiLW1NQQCAUQiEUxMTMDj8Zh687BKas8KopP1GEqbzWba\n36BR5LJYLMLlciESiSAYDBo2574RvSo6uxUzZ68PDAxgZGREtQpKpVJYWlqCz+dDPB5HNBrt+Bw9\nKTWd7RzPbrerqXZtre3a2hocDsexpyJt7ezh5U4BLz9/iscrL/Fo+SWWXqQgGpTFOf/2KSYd8/Wk\nUikMDAwwXQMrSHQaxFE3RsWGSBu51HpcKt2aisfl/Pw83nrrrZ4sPK7HSqKT1cXLbrfr7mhQf07m\ncjkIggCXy6WekyMjIwgEAnj+/Dk8Hg+Gh4d1XUMr9Kro7NaaThYNPlqrIFmWkc/nkU6nsb6+DofD\ngXg8fqARqVVOYk1nO8err7VVpiI9efIEPM/XeK6KkoTki9R+Y8/KCzWKmc7mDX5GtZw7Owmer5Do\nZAiJToNQ0q/aKJESvdTeyP1+P4aGhhAIBA4dCafUU1pBdLK++VlFdLJcQyeNRPXiMp/Pg+f5GnE5\nPDyMt956q+nFuVsmEp2kY3crZkY6Gx2H4zgEg0EEg0GcPn0apVKpphEpGo0iHo+3XJZk5ox3s9/Y\ndvK/UqYiBcMR3F96jr/5/CnuL83i2YsUnmdy4AXGAzVsNrz7lXEsPn3MXHSm02kSnYS+VKtV/Pzn\nP4fH41FrLkdHR+H3+9s64a0yf10RfCxftFYQnQ6Hg2lNZSuWSUqphrZjvN7Uv5U3PI2w2kSiXoD1\nm712MTMd3crfx+v1Ynx8HOPj4+B5Hul0GslkEqVSCZFIBPF4HH19fU33pXgXm4HZkc7jIEkSVl9l\nDjT3KNZEVuOrp4bh97pN9QZtRjqdxle+8hWma2AFiU6DcLvd+O53v6vbxdYqnePKOliLTtZ/Cyv5\nZCriUvuhlGoEg8GOxGUrxzebbhReVsLsv5+VxbLS7T48PAxRFLG9vY2XL1/iyZMnTWeWn9SazsPe\nyBVKFTxZ21CF5aPll3i69grFMvtASKtMnz2lfs16mEQ6ncZ3v/tdpmtgBYlOgzBi/roVIp1WEL8O\nh0O1hWIFC9EpCIIqKjOZDLa3t7G9vV1TBzwwMIBEImF4JIZlep0l5NN5fFi6PBwHu92OeDyOeDyu\nuoWkUikkk0n4fD7VLP2k1nQq/6cXqR3VUP3xygYer25g9ZjWRFbk3NuTrJegQjWdhOVxOp2quTvr\ndVghtc16DUaKTq241DoYaMVlJBKBJEl47733mAgR1ub0RPfQjWKZ4ziEw2GEw2HIsoxCoYBUKoW7\nd++iUqmA4zh4vV7Da+yNFJ3lKo/F9c39yOXKBh4lX+Dh8gsUuih6eRymz56CJEmWOBdJdBK6Y8T8\n9Z2dHV332Q5WSG2fFNEpCEKNNVY+n0e5XIbdblfFZSwWUx0MtOdUoVBAJpNhdgE9bGABYRzt/L9l\nWUaxWEQul0Mul0OxWFS9Fc2IonWj6NTCcZz6ejx9+jTu378PjuPw+PFjiKKo2gT5/X7dn6dePp1b\nO3sHai+NtCayGoORPozGw6hWq8ybiAAgk8kgGo2yXgYTSHR2CVZIa1tlHVYQncdpJBJF8UDksl5c\nRqNRTE5OHhCXzWBdU9qr6XWWHCXy6+fY53I5FAoFyLJcM53M7/cjm81ieXlZV//KZnRLer1VOI7D\n8PAwpqamwPM8MpkMlpeXUSqV0N/fj3g8rsu0HuD4E4l4QXxtTfQSj1dfvk6TbyC9a641kdWYPnsK\nHMdZookI2H+tWmEdLOjNZ20CRkQ6rVLTybqeknXnONDYJ1MURTVyqXSMl8tl2Gy2mrS4Hsb+rNPb\nrI/fqyjnTLVarXElyOVyNaNGg8EgotEoAoFAjeCTJAnlclk191bSxmtra3C5XKp/pV4NZ4A5kU4z\n06balLfT6cTQ0BCGhoYOTOvp6+tDPB4/0Ih03GM1E+y7+eJ+WlxTf7m4/gpVxtZEVkSp52TdBAvs\nvx56OUtEotNg9LrgWiHCCFB6Hdi/EVQqFWSzWSwsLKjz7pWRpMFg0PCpUawjnb0qOs1uJNLW9+7s\n7GBvbw+SJNV4qo6Ojh5rGpSy/vq0cbFYRCqVwv3792Gz2VQB2mndohmRTit0lNdP69nb21Mbkbxe\nr/qzdkRP8mWqJjX+eGUDLy1qTWRFlM511nZ/AJDL5dDX18d0DSwh0WkQes9ft0oNnRUaicyaOy5J\n0oGay1KpBI7j4HA4IEkSwuEwxsbG4PV6Ta1bYy36etUr0yiUc02JXuZyuZoSjGAwCI/Hg9OnT3dc\nC9bsPPX5fJicnMTk5CQqlQpSqRQeP34MSZIQi8VUA/XjctIina0IXI7jEAqFEAqF1JraVCqFe/fu\nwWazqQLU662dAZ4vlfF09RUevRaWXzxYxIv//a+6yprIargcdnzt1P7kNCtEOnu5iQgg0UkcEytE\nXPW+uRwmLhVj/1AohNHRUVVc7u7u4vnz58wuHqwbM1iL3m5FESDaEoxisVhzrvX392N8fPxAlHxv\nb8+0G6bb7cbY2BjGxsZQrVaRTqexuLiIarWKaDSKgYGBYzXOGH2+yrJsqp/lcaKqyv/W7/fj1KlT\nqFQq2Nrawn/6/A6WXmawla9iPb2HxecprL7KGLjy3uSt0Rh+8eU8+vr6IMsy+vv7ma6nl6cRASQ6\nDUXvaJDSvMGyKN8KorNdJElSb/jKh3LDVxot+vr6MDIycuRIPNbpbdaQ6DwcWZZRqVRqIpdKU4/X\n61VN+4eHh+H1elt+TbN4s+FyuTAyMoKRkREIgoBMJoOVlRUUi8WWJviYwWG1j6xRrImU2stHKxt4\nsrqBvQLb2vhe4T/71lfxne98B7u7u3j27Bl2d3extbWlRpvNmi6lQKKTMAy9Raci+Mx+kWhhXU+p\npVnarpm4BPZTiMoc5uPe8LX0uujs1fR6o+etzLLXNvYIgnCgqcfv93cUjbPC39vhcGBwcBCDg4Pq\nBJ8XL17gyZMnNZ3bZgtAK/gvyrKM1E5OTY0/Xt3/nOwhayIrMv32pOq76vf7MTY2BrvdjnQ6jUeP\nHkEURUSjUcRiMQQCAcPPo1QqhXg8bugxrAyJTgNRblB6ncRKBztL0WmV2lKlrrNSqdR08GrFpXa+\nuM/n0/VGaLfbLSO+WdCLkU5BEJDL5VCtVvH48WN13KjT6VQjl8dt6ulmtBN8JElCNpvF1tYWFhYW\n1M7tSCRiylqOm/LuFF4QsfRiq6a559HyS2T22A/wIGo5d+aU+rVS0+nxeDAxMYGJiQnV9mp1dRXF\nYrFm/KkR51Q6ncY3v/lN3ffbLZz8K+MJoptT252grYPTfnz22WdqHVwwGMTg4KDu4rIZvR7pPMmi\n87CmHr/fD1mWTRs3qsXKJus2mw2RSASRSETt3N7a2kIymUS5XMbW1hYikYihXqBG1XRmc8U30cuV\nl5h79AwvM/+RrIm6gFPDMcTCAfX7Ro1EWtsr5c1TOp3G0tKS6joQjUZ1sxGjRiLCME6qVydgzA1Q\nlmWUSqUaYamtg9POF5ckCWfOnIHf79d1Da1iFdHFSohYJeLdCfVvZpRI+WFNPZIk4fPPP+/aaSJm\n/M/qO7c///xz5PN5rK6uwu12q1ZMejZF6ZFeF0UJq5uZ2rnjKy+xkdnVaZWE2Zw7Wztv/aieiPo3\nT4VCAel0Wp1CpaThj6r5PwwSnYRh6C0GrBLpVKJ87UYtWhWX8Xgcfr+/4UWCtXWTFSJOivA1q2tX\nSzdNJDqqqec4kXKW/3crRzqbwXEc7HY7EokEEolEzQxzbXq+04jxcRss86Uynqxs4PHKhhrFfLq2\ngVKF/fWV0I/pOtEJtP4a1vrYnjp1SnVxWFpaQrlcRn9/P2Kx2LFrmDOZDIlOwhiMiHQWCuxrhhTx\ne5TorB/Lp3zIsqw2WSjzxY/bZGGlhiZWKOKfhei0QqS3kQhTmnq0jT16N/V0e4SXJVrroHK5jFQq\nhYcPH0KWZVWA1ntXtkIz0SlJEta3drD0Ygv3l56rEUyyJuoNpt8+pX7d6etW6+KgTJ9SapiV+1gr\n42Sz2SzC4XBHa+lmSHR2EU6n0xLp9fooYzNxKUmS7h28CiQ62Qo/K6TXs9lsTe2l0tSjnG8jIyMI\nBALMzaD1ohsjnYfh8XgwPj6O8fFxVKtVpFIpPH36FIIgqF6graYxRVHETr6E579YwNP1V3i6+goL\na5tYWH+FUoXHL33tND5/lDThWRFWIejz4K2xQfV7Pd+g10+fyufzSKVSWF9fr/lZozdQJ+11fFxI\ndBqIEZFOlul1JU3J8zzW19chSRLy+XzNzOdAIICJiQkEAgFDI3BWEZ0sLyAsRadZlkla435FXJZK\nJRSLRTx//hzBYJBJUw/RGq2eIy6XC6OjoxgdHVW7iZPJJEqlEqLRKOLxOILBIDiOw16hhMX1TTxZ\nfYWFtVd4svYKT1ZeYrdQbr4OvZ4Q0TW8d2YCdvub6LfyplRvOI5TbfgSiQTK5TIymQwWFhZQrVYR\niUQQi8UQDAbVx/cyJDpNoNvmryvisj5yKYoi3G63mq4cHx+H3+9nYg9jBdHJsqYSOFkd9Eqdr7bu\nUrG/UubZh8Nhtann5z//Ob761a+afu6xvmGwPv5xaWeYhdJNHI5Esbj2Cj95tIR7iz9FciONF5k8\ntrL5Y6+Dt8AbVMJc6us5zZq77vF41DdQgiBgZ2cHyWQSv/M7v4OzZ8/C4/GgUCi03QQ7Pz+Pc+fO\n1XyfTO5H8S9evAgAmJmZQTgcxvz8PK5evdp0GwtIdBqI3vPX9e5el2W5pgZOa2ztdrvVyOXY2FiN\n9+Dq6irsdjtCoZBuazkuDocDlUqF2fEBtjWVgDXqKo+L9g2N1kz9uE09vWhO343Pt5U33KIoYW0z\ng6drr/Y/Vl/h6domVjbSupmqF2h2ec9xXlPPCbCZu+5wONRa5S+++AKffPIJ/vzP/xz/8l/+SwwN\nDeF73/sevv/972N4eLil/c3OzuLatWu4c+eOuu3mzZu4efMmbty4gfn5eXX7hQsXkEwmm27TClcz\nIdHZRXRSR1etVmtu8oq4dLlc6o2+VWNrK9SWWiHS6XA4mEYarR7pbNbU43a7VTP1ycnJtup8e1V0\ndlukU7tmWZaxub33Rli+rr1cfL6JStXY13I2VzR0/4S1sNk4vPvWRM02FqJTi8PhwOTkJH7t134N\nf/Znf4alpSX89V//NX7yk5/g0qVLLe3jwoULNQMXZmZmMDU1BQBq9PLatWv44IMPAACJRAKzs7PI\nZDIHtpHoPKGYfXOsj1zmcrkacRkIBDpusHA4HMy76FkLPoD9VCKrRDoFQThgpm50U08vik49MOtv\ntpsv4unaJh4mn+Pn954g8x8/w9O1V9jNmz9vnOM4pLM5049LsOPsxBCCPk/NNtaiE6j16JyamsLv\n//7vd7S/L774AsB+in12dhZXr15FNputEaaZTKbhNlaQ6DQYvW+Oij+iIAgH0uLKi0oRl8PDw/jK\nV76i2yQFBSv4hVoh0sk60mi26Kxv6ikWi/jpT38Ku91e4616+vRpuFwuQ6NyvSo6rRbpLFd4LD7f\nxNO11009r7vGX21bx1A9HPBiJ8feao4wj+mzpw5s43m+LTsuPTHCGD4ajeLcuXOYnZ3FzMyMrvs2\nAhKdBtPp/HWe52uEZbFYxM9+9rOayOXQ0BACgYDu4rIZJDr3YS06jTp+q009W1tb+JVf+RUmQqgX\nRSfL5yuIIlY23tRdLrxOka9uZiBJ1v4/9PncJDp7jOm3D5rCWyHSmU6ncebMGd32NzU1pUYwE4kE\nvvjiC4TDYWxvbwPYt5VTpqc12sYCEp0WoV5cKr6DDoejZvxjqVTCmTNnEAgEjt6pQVhB8FlhDaxF\nZ6eRzmZNPZIkwefzHdnU8+zZM2aRt14UnYDxkU5ZlvEynX0TtVzfj2I+e76FKt+dHeD9fQGsbm6z\nXgZhIs0inSycVrSk02ldI50XLlxQo5vJZBLf/va3kUgkMDc3p267cOECADTcxgISnQZTf5NolBav\nVCoHxGUikWiYotza2mLexGOFSCfrekqAfV3pcUQvz/M1wlKp9dU29bTjr8qqucVqaWYz0Ftk7+QK\nb7wuX39eWN9Ertjc77IbcTnpNtdLxMIBjA9GDmzned60bGAz0uk04vF4278/MzODubk5zMzM4OLF\ni0gkEgiHw6rwVCyT5ubmMDs7i3A4rDYMNdrGAno1GgzHcUgmk8hms6q49Pv9bde/WUXwsW5gsYLo\nsEKks/5cEEXxQORSOe8UcTk8PIy33nqr41RTp6UjncL6HGRBO3/rYrmChbXN1yMgX+Lx8kssrG8i\nRc01xAlk+uyphq8TQRCYRzo7rem8ePGiKiwVLl++fOBxrW5jAYlOg+E4DtFoFGNjY3C73R3foPX2\n6iTax263M3sDIEkSeJ5HNpvF4uIicrkcSqUSbDabmhaPxWKGNvUo6f3jmn/rdexe46hIJy+ISL7Y\nwpPVjTcfKxtY29zuyVIEBcHCtmKE/tSbwmthHazoxBT+pECi0wRCoZBuN0mn04lSyXzbEeIgdrsd\n5bKxqUilqUcbvVTsqux2OziOw8jICEZHR+H1ek29qLK2bOpFIaW4Vzzf2sGT1Q08Xd3A49efnz3f\nAi+QwKqnSMbwPcV0nSm81WAtfFlDotNgjJi/vrvL3o7EZrMxncYDvLkBs4p66Zlerx89qghMSZLg\n9XrV1Li2qSeTyehemH4cOhlW0Cm90kiUzubweGVfVP7T3D1k/sNPsLC+iUKJ7TSubiKbp871XsHl\nsOOdxOiB7ZIkMRd7VuietwIkOrsMq6TXldpSlqJT6WBnVRzeruhUnAq0lkTa0aPBYLClph5F+LNC\nEf2sjn2SRGe+WMbTtVd4srJRE8HM7B5/zjhRS7qNWe1Ed/L1qTF4XAeFnRUEXyaTQSwWY7oGK0Ci\n0yT0ariwQiMRYA3LItai86judaWpRysw9WzqYZ3eZnn8bhWdVV7As+ev6y5XXuLJ6is8XdvAOln6\nGEKkz4/tPRKdvUKzek4riE4jjOG7ERKdBsNxnK5hfSvMPVfWwVr8sha+im2TJEkoFos1HePFYvFA\nU8+pU6d0aSbTHp919zyl1xsjSRLWNrfxeOUlnq6+wuPV/c/JF1sQxN7rumdFf9BHorOHaFbPSaLT\nOpDoNAE9b5B2u90SN9teFJ31TT27u7vY3t7GZ599ptpghUIh05p6WEc6Kb2+f05s7ezhyeqr15HL\n/fT4wtomShX2bw57nYDXzXoJhImcO0ORTqtDotMErHKD1BPWUUYj1yDLMqrVak3kMp/PQxTFmqae\nSCQCnufxS7/0S7qvoRVY+6X2Wnp9r1DCk9UN/Hh+CX9z9yWerm7gydor7OxRo4pVcbvoFtcrDIT8\nyGy+ACdWEIlEaurhrSA60+k0RkZGmK7BCtAr0gSMMNFm2bUNnJxIZ31TTz6fVydXKOJyfHwcfr//\ngLGwJEnMRR+l1/WnXOXx7Pmm2tTzZGUDT9Y28DKVNeR4hHGw7lgmzOO7757ByMgIUqkUlpeX4fF4\nEI/HEYvFwPM8fD4f0/Wl02m89957TNdgBUh0diFOp5NpA42yBqM9Ko/iOKJT29SjiMz6pp6hoSEE\nAoGW/64sRRfAvqaz29Proihh5VV6v1N85U3H+PLLFCTpZGUmehWqn+0dzp89hVAohFAoBGDfiD2d\nTuPevXsol8uIRqMIBoPwer1M1sfS3s5KkOg0ASO8OqvVKnPRaYVIZ71RvtLUo41elkolcBynzraP\nRqOYnJzUtamHBazLNrolvS7LMjYyu/vpcCVyubqBxfVNlKvsnSAI4yBj+N7h3Nu19Zx+vx9+vx+T\nk5O4f/8+nE4nnj59CkEQEIlEEI/HEQgETLsHUE3nPiQ6TUDvk9oKgk+JtrJClmWIoojd3V0kk0nk\ncjl1Uo/P50MwGERfXx+TST1mwfo5WTG9ns0Xa70uX0cwdws0xasX2aP/e0/g97hxdmKo6c9lWcbo\n6Cg8Hg8EQUAmk8Ha2hoKhQLC4TDi8biukwMbkU6nEY/HDdt/t0Ci0wSMinSyxOFwmCZ8lUk92rpL\nURRVn8yhoSHE43H4/f6enMnNCquk1//drVn88/1neLKygVfb7Kd1EdYhld1jvQTCBN47Mw7HIYM0\ntI1EDocDg4ODGBwchCRJyGaz2NrawsLCAoLBIOLx+IFGJD3geR5uN7kpkOjsQqwS6dR7DUpTj1Zg\nHtbUk8vlsLy8jOHhYV3XcVz0bhLrFqySXv8///Yn1ORDHCDk92K3UGS9DMIEps+eOvTnkiQ1FJE2\nmw2RSASRSASyLCOXyyGVSmFlZQVutxuxWAyxWEyXUraT5mDTLiQ6TcCISGd9LaPZdNLEIooiCoVC\nTeSyXC7D4XCoZuqtNPWwbqTRrqG+s70XsIro3MtTCpU4SKTPT6KzRzjXZBLRceA4Dn19fejr68PU\n1BSKxSLS6TQePHgAAKoAbacLvlgsMmtgshq9d6c8ATidTuztsU0btSKkW2nqiUQibTf1WMUrtFdF\nJ6tGJkEQUC6Xkc/nsb2zg3ypYvoaCOsT8HlYL4EwAY7j8K1DRGe71yifz4eJiQlMTEygWq0inU5j\ncXER1WoV0WgUsVgMwWCwpfsWda6/offulAzRKw1rhZpOLbIso1wuHzBTB2qbekZGRuDz+XSL/FpB\ndLKOthrhAdsqh/mEPtvYxt/NL+PnSyk8Sxdgc3kQDgbwn78Vx7/6ziROxfxH7l+WZRQKBfVNSy6X\nQ6lUUtNkXq8XfeGIrs+JODl4yBi+JzgzPoiQv3kUURCEjoMCLpcLIyMjGBkZgSAI2N7exvr6OvL5\nvNqIFA6Hm/YUUOf6G+hVaQInaf66tqmnVCrhs88+Uyf1KNFLs5p6WPtkAm/mr7NCEX4sIq02mw08\nz2PhRRp/9+UKfp5MYSldxE7VDtmhLZj3AWVgq5jD4lYB//4ny3A77XhrIID/4u0BfPidCYRcnPqm\nRfksyzJ8Ph8CgcABJ4K1tbV9we2kaBbRGJut9+qse5GjUut6TyNyOBwYGBjAwMCA2oiUTqfx7Nkz\n+P1+tRFJe02mSOcbSHSahJ6pSJfLZXgjkSAINZHLXC6nNvUodZderxff/OY3mU96YAnrSKfZdZUP\nVlP48d0VzC2nsLhVwK7oBOoFZrOrCmdTo7IVQcKDl3t48HIP/+7TRXgcHBIRF371rSgunp/A174W\nPrR7VHk9kRUS0Qwyhu8Npt8+dejPjRyBWd+IlM/nkUqlsLq6CpfLBY7jEA6HyS5JA4lOk9BTdOo5\nc1tp6tFGmLRNPYFAAIODg5iamjrQ1JNOp5lHGlnDWnQadXxZlnFvdQu3f7GKueU0ktslZHm7RmBy\nABc41hWk6WuA41AWgUepKh6lNvDnP3uJkMeJb4yG8BvfGMb33xuF22k/sC9JksiHkWhKuWKdEiTC\nOKZbiHSakQniOA7BYBDBYBCJRAKlUgm3b9/Gn/7pn6JYLGJ6ehoLCws4c+ZMW/ufn5/HuXPnDmy/\nceMGrl69CgCYmZlBOBzG/Pz8odtYQqLTJFjW3gG1TT2KwCwWi7DZbPD7/QgGg8du6rGCdRPA1rKI\ntejUI9IpyzK+TL7C7XuruLOSwXKmjF3BATiUNxkcDo1gHgPOZoMsieC4w0ovOOyWBfxkKYOfLGXw\nx3/1AFG/E++Nh/FfvzeKD742pL6eSHQSzdglV4MTT6TPj1PDsUMfY2Sk8zC8Xi++//3v4/vf/z7+\n8A//EH19fbh69SrW19fx67/+67h27RrC4XBL+5qdncWVK1ewtLR0YPvt27dx9epVzM/PAwAuXLiA\nZDKpfl+/rZFwNRMSnV1MI7GlNPXUm6kDUOvjgsEghoeHO27qMdMg/rA1CILA5KKiHJ91pPM4olOW\nZdx5tvFaYG5jZaeMPdEB2BWBaYNeArMpmjR7q2QKPD59ksKnT1LgAMT8DnxjyItxN3WuE43Z2qFB\nASedc2cnj7yOsBKdWvb29vC7v/u7+PrXv45CoYDbt2/D42m9Hv3ChQtIJBKHPuaTTz7BBx98AABI\nJBKYnZ1FJpM5sI1EZ49gxCjMQqFwYFqPKIrweDyqmbqRTT2sR2EC7EWnVRqJGiHLMj5feInZe2uY\nX81gNVtBrpHA1HfwxpF0WmoiA0gVBPzDUg7V1Kp+CyNODEGfB7kiRTpPOkeZwgP7opN134G2kcjv\n9+M3f/M3O97n/Pw8Lly4gOvXrwMAstksIpE3bh6ZTKbhNtaQ6DSJTkSnIAg1wjKXy2Fvbw8PHjxA\nKBRCMBjE2NgYAoGAqV3MVkivs7ZNstvtqFTYRdsU0SnLMn725Dk+vb+GL1d3sJqtIC85Absixu1g\nITCbolO5iSyyL+8grEekz0+isweYfvtoU3iWQQmFTCaDaDSq6z63t7d13Z9ZkOg0iVbN1OvHQNY3\n9QwMDGBqagrPnj3D8PAw+vv7TVh9Y5RoK0usIDrNTq+LooifPnmBT++v4fPFDbwqcijCVSswOQsJ\nzAZwHAcZOtTjimwj7YQ1CZIx/InHYbfhm1PjRz7OCun1ZmM420WJcmoJh8OqEM1ms6rIbbSNJSQ6\nGSDLMorFYk3kUpnUo23qmZiYgMfjaXhTpiijNdZgtOgURRH/9Ggd//BgHXfXd7Ce5VGQtRHMgKXF\n5WHo4eggk+gkGuBxsRUZhPG8kxiFx330/5m16DTC4SWZTCKZTGJ7exvb29uYn5/Hhx9+iLm5OfXn\niihttI0lJDpNQjG03tjYqDG9DgQCbTX1WGEqEQlffUUnz4v4x0dr+H8fPsfd9R083+VRkF3g7MrL\n1AnYTtjNtMM0O4lOolTTCR0AACAASURBVBF2MoY/8bRSzwnoM5GoE/b29hAKhTrax8zMDObm5jAz\nM4OLFy/i4sWLAICPP/4Y2WwWAHDu3DnMzc1hdnYW4XBYbRhqtI0lJDpNZGhoCBMTE7o09TidTqa1\nhMoael10tnv8Ci/gHx/sC8x7z7N4vsej2EBgnvRb536aXW5feFJNJ9EAUept/+BeoJV6ToCtpR6g\nzzQirdDUcvnyZVy+fLnm+0aPsRIkOk1EmVCg175yuZwu+2oXq3SvsxTfrUQ6K7yAT++t4B8fvcC9\n51m82BNQ4tzgbEpevDcEZjM4zgZZbs9rVJYo0kkcpMw4C0QYz7kzrYlO1tA0olpIdJqEEfPXrRBl\ntMIaWDYz1YvOUoXH7GuB+eDFLl7kBJRrBKYLsLt6VmA2pc00O6XXiUbkCmXWSyAMZDQWxnDsaGN1\nURQNsQs8DqlUiuauayDRaSJ6z19nXdPJMmWhwDK9XihX8fdfJvFXP13Gq79/jo28SAKzTdp9bZBl\nEtGIzF6e9RIIAzl3xLx1BZ7nD4xvNhsSnbWQ6OxSnE4nc9FpBcyaCJQvV/DjX6zgnx6/wMMXe9go\niKhwHnA2G4DA/oPsIIHZAZzNBlkQAJutpTc0siyTZRJxAK/bhXyJJlWdZI6at65g1tz1w0in03jv\nvfeYrsFKkOg0EZvNBkEQdIkQHnf8oZGwLNQ2ItK5V6zg779M4j892cCjjT28KkiocO7XAhMA3CQw\nO0CNaMoyIEv7n7H/WRZ55B/+f3BGxuAIDcLuC4FzeRrPapfYjR8lrEs8HMDaJonOk8y5Y4hO1h6d\nejQSnSRIdHYpVkhtA+zHUHYqOrdzJfz4F8v4ydMNPNrIYbMooWpza0QOCcx2aSguZQn7gyybYHMA\nfAX85jPwm8/ebPaF4YyMwh6Mw+YNgnO4qJ6TaAgZw59s3E4HclvP8VQsIh6PIxwON63btMI0olQq\nRY1EGkh0mogRQpG1HYTS0NQNojOTK+L/mV/GTxc28Hgjh82iDN5OArNTZEmEVClAKuchlfIAX4Jz\n+Exb5yXHcbCHByFmX9Vsl4pZVIrZmm22IEUPiIN43Wxr+Ahj+dbZSXz3l38J2WwWqVQKi4uL6Ovr\nQzweR39/f83kH4p0Wg8SnSaitzhUBB/LQmnWXfQ2m61hmUF6t4j/e34J/7ywiSebOWwdEJgewEEC\n8zjIorAvLCt5SOU8xNL+Z7larHmcPRCBq4Nz3RE6KDobIeUzsLn9bR+HOJmQMfzJZvrsJGw2GyKR\nCCKRCGRZxt7eHra2tpBMJuHz+TAwMIBIJAKe5+Hz+ZiuN5vNIhw+utO+VyDR2cVYQXSyNmcHgO1C\nFf/Hp/fwz4uv8HSzgK2SDMGuHR9KAvM4yAK/LyrL+Tcis5SDzLdmQ2P3d3aBtfv7D2602WHzBMA5\nveBsdsiyvL8eSrETdUgGjB0krEP9JCKO4xAKhRAKhSDLMvL5PFKpFFZXV8HzPAYGBtDf38804mmV\ncjgrQKLTRPQ+8RTbJL+fXbTH7Ejny+0c/u5OEv/8bBMLm3mkyngtMEuvH0ECs1UkvrIvKus+ZKGz\nJoyGorFFZEmELEqwhwbB2Rxqc5EsVAEZkKulNxWhJC6IBpSrZKN1kvnW2YmmP+M4DsFgEMFgEIlE\nAvfu3YMkSbh79y7sdjvi8Tji8Tjcbrcpa5UkiblPqNUg0WkiRqXXWWLkGtZTe/i7L5P47NkmFrYK\nSJc5iHa35u/oJYHZAlK1BKlcgFTO1YpLIzwuORtsnuCRD9uvAy1CqhQhVwqvvy5A5t8IXpKURDvk\nimQMf1KZGh1Af7D1IIssy5icnITb7Ua5XEYqlcLDhw8hy7IqQL1er2Hr3dnZQSQSMWz/3QiJzi7G\nCl6deo2hXE1l8bd3lvH5s00sporIVEhgHgdZliFXS6qgFDXiEiaOirT7+jTWUvXicl9YSpViy6l6\ngjgu23vsJpQRxnK+RVN4BW0jkcfjwfj4OMbHx1GtVpFOp7GwsACe5xGNRhGPx+H3+3UNDlHn+kFI\ndDJAr45zl8vFdO44sC988/njTf9IvtrB380v4/OlLSymCtiu2iA7tDYnJDCbIcsS5EqxRlSq4rLN\n+eW6wNnAOb2wefpQ3VzWRC5JXBLm4XY6sFcoHf1Aout45/QI/vWvf+dYvyPLcsP0tsvlwsjICEZG\nRiAIAtLpNJaXl1EqlVQBGgwGO75Pp1IpDA4OdrSPkwaJThMxYv56LpfTbX/truGw9PqzjW387XwS\nny+l8CxVQJa31wlMH52FDVAjhPXislKwhLjkHM59JwBZhixU9+tAhQqEnZfs1kb0PLFwAC9SO6yX\nQeiI2+nAN6dG8PbEIN59qzVT+OPgcDgwNDSEoaEhiKKI7e1trK+vo1AoIBwOq16g7dy7yS7pIHS7\n72JcLhfzmk6Hw1GzBlmWUalUkMvlkMvl8K9u/F/Yjbz9eh65n864OmRJPCAsxXIecqUIplWNnA2c\n0wPO4QLH2QFZgixW92suhQpkoUI1l4TlCPm9JDpPEFOjcZRLRay+2MS//7f/5li/K7fRaKhtNpIk\nCTs7O9jc3MTCwgJCoZDqBdpqc5BV565ns1n09/fjwoULAIBkMolEIoHbt29jfn4e09PTuHPnDs6d\nO6f+ztTUFC5cuICbN2/ixo0b+OSTT9Sf/ehHP8K5c+fAcVwYwA6AWe3xZFn+QPmaJIDJcBzX1ouh\nEawbiQRBQLFYRC6Xw6NHj5DL5SAIAjweDwKBAFweL169WAe3V4bn9LcajzLsEWSRf93Mk4eoaeiR\nq4xTgRz3OnLpehO5VMVldT+KyXaFBNEyZAx/MrBxHL799iR+/uApRFHCx//zRwj6jtfwIwhCR3PX\nbTYbotEootEoZFnG7u4uUqkUlpaW4Pf7EY/HEY1Ga8zo60mn0zhz5kzbazASRWQqXLp0CR9//DHO\nnz+PRCKBTz75RBWd8/Pz6uPm5+dx8+ZNLC0tAdgXrJcuXcKdO3eUhyS1IrMeEp0mo+f8dcUyyWgk\nSVLFZS6XQz6fR6lUgt1uRyAQgCiKGBoawltvvVXjhXZ3cQ2iJAG7m6isP4Bn4puGr5U1slBtWG/J\nvLZRKy5tNkAicUmcPBz23n1je1IYiYXhc3L457uPAQC//svfxH/5K+8eez96TiPiOA7hcBjhcBiy\nLCOXy6leoB6PRxWg9cezaqSzEdlsFolEAgBw7tw5zM6+CVbevHkTFy9eVB+zvb2N2dlZXLhwAYlE\nAp9++mnLxyHR2cXY7XaIoqjb/rSp8Xw+j1wuh0KhAFmW4fP5EAwGEQ6HMTY2Bq/Xqwrnn/3sZw1t\nIR4kn6tf85nn4BwuuEfe1m29LJH4chOPS7ZuAiQuiV6mytOwgG7m229P4u6TJMqvgyl+rxv/65VL\nbe3LqBGYHMehr68PfX19mJqaQqFQQCqVwt27d+FwONQUvM/ns3RNZzKZxAcf7Ack5+bmcOHCBVy4\ncAHz8/OIRCJIJBKqsJybm8P169dx69YthMNhfPrpp7h58yauXbuGSCSC69eva1PxCY7jbmsPJcvy\nFeUbEp0mo2cjUSf7EgRBFZbKZ57n4Xa7EQwGEQgEcOrUKQQCgbbNbR9qRCcAVDeT4BwuuAYSba/b\nbCSNDdG+z2UBYjnHfhJOTVpcqbnk9yOqJC6JHqVQpM71biTS58dIfwCf33tSs/0P/7vvYSTe3rAJ\ns+au+/1++P1+nDp1CqVSCalUCj/84Q/x9OlT1R+0Xebn52vqKj/++GMAwNLSEq5fvw4AmJmZQTgc\nxvz8PK5evdp0Wz316fXp6Wkkk0n1+w8//BA3b94EALX2E9gXq+FwWP3Z/Pw83n//fezsqLXUlF63\nEkaMwzrMgkmW5QOp8WKxqKbGg8EgBgYGMDU11dE4zUZreJB8ceBxlRdPwDlccEbG2j6W3ux7XBYP\n+Fvue1zqF0luDw6cywPOocyNlyELJC5pGhHRCIFOi67j3a+MIbn+AvcW07Xb35rEf/9f/Yu292uW\n6NTi9XoxMTGBv/iLv8Dq6io+/PBD/N7v/R7y+Ty+973v4bd+67dw9uzZlvY1OzuLK1euqLWT2nT2\npUuXMDs7q2YYL1y4gGQyWVN7qd2mFa7NOH/+PObn52tS7HNzc9je3sb169dVQarUdCqC9dy5c8cy\nwCfR2eUos8+dTueB1Hg+n4csy/B6vQgGg+jr68Po6GhNalwPlDS/tmhbkiQ8Wj4oOgGgvHofnN0J\nR8hc/zJZljQ2RNrpPIxtiAAcLi75/a8Zr5ANHDina//v4vSAc7lhc3gAuxPV5w9ZL46wGDtkDN81\n+D1unB2PY+7h4oGf2W02XP8f/1vYO6jR5Xm+o0BKp0xOTsLlcuHHP/4xtre38Td/8zeYmZnBH//x\nH7f0+4rAVEgmk0gmk7h8+TISiQSSySRu376tpsiVdHgmkzmwrRXROTU1hdu3b+PKFTUTrkY7leMB\nwMWLF5FMJjE9Pa0+Tom6vibBcdwd1PK+LMtZgESn6egh9kRRVIVluVzGnTt3IIoiXC6XmhqfmJhA\nIBA4tLNOL5Queq3oXNlIo1BqZlwvo7T8Jbxf+Q4cAf1HhO17XBYa1FwWwH644mtxaXeBs9n3nQxE\n/nXNZY+JS457bcvkBufywOZ0vxaXrz8c7tflAwdfMxLPdigCYT2cDjt28kXWyyBa4O3JIWS2txsK\nTgD4N7/5a/haorNsGM/z8PtbH5mpN9VqVY20RiIR/PZv/3ZH+7t8+bL69fz8PD788EPcuXOnJsqY\nyWSQzWYPbKsnHA6rEVQFbRpeSZ1fvXpV3a7UfNZv1/JaWB4qckh0msxxRKcsyyiVSmpqPJfLoVgs\nwmazqalxv9+PiYkJpqO2lGirlgd19ZwHkCWUknPwvfXLsHv72jquLAqvxeV+1FIs5SFVFI9L1mgi\nl7bXNZdCD4lLm/21cPTA5nK/iVS+FpQ2hxuco4PUF+uaWsJyxEIBbGSyrJdBHILTYce33hrD5/ee\nNrUOHB+M4n/617/R8bFYpNe1ZDIZQ+7LSrq8leilFSHRaRGq1WpN3WUul4MkSfD5fKrAHB4ehs/n\nqxGuPM/r5vvZLo38Qo8UnQAgCig9+wK+M9+Fze1r+jBZ4GvrLSt5SKUcexsiAD0pLu0O2JwecI79\ndLcSnbRpI5R2Yy8tMolOoo5QwEei08IM9QfgsnP47O6TQx/3v/0PH8LncXd8vPrsm9kY1bk+Ozur\nprPD4TC2t7cB7FseRaNRAGi4zSqQ6GRAuVzG9va2Ki6VMHwwGEQwGMTY2BgCgUBLLxjWBvHN1vCw\nQRNRI2ShguKzn8N35rsA0MSGyBqpVM7p3RdVNsVEXYBcPVk1l5zDpUYo9wWl542YdL5Od9uML9k4\nCllie84T1sPnIWN4K8K9Nnr/4v7Tfd/mQ/j+v5jGr05/TZfjso50GuHR+fHHH6tp7dnZWXz44YeY\nm5sDsF/zqaS/G22zCiQ6TYbjOJTLZfA8j1gshtOnT8Plaly31goulwuVCltRVj8KEwAeLLUQ6XyN\nXC2i8PAfLNORvC8uX1sRAW+siER+/2vG62sP7o1wdO6num319ZNOV/dMjaJIJ1GHk4zhLUck4EHA\n7cBnr43eD6PP78X/8tF/o9uxO51I1CmpVKqj9PrMzAzm5uYwMzODixcvYnZ2FteuXcP169exvb2N\nW7duqR3ms7OzCIfDasq90TarQKKTAf39/ejv79elqcjpdCKfz+uwqs7WoBWdW9t72NrZO95OWAhO\nmwM2j/+1uHwduexGccnZVCGpprkdntroZJOGnG6F0utEPV3zeu0Rzp+dwIPF/5+9Nw+Pq7zvvr/n\nzL7vuzRaLRvbeJeNgbAEm720CTYmBRIwxKShedOkfXFSEhKaBALNBXkSrud5LQK0ffKELG6a5GrT\nuChJedKmxbHHu41sS8aWRxpJo5E0+3bO/f4hn8NImpFmObNIPp/r0gUazZz7nrF0zvf8lu/vfQRD\nxQVFntn9EdhM5dX3F6Ke57yxsTF4PJ6yX79jxw7s2LGD/37btm25Xpg8uQ1G8z3WKIiisw4IOX+9\nVqMw50MmkyEe/6B551QBq6RGg5LKQZKxxr5Y0ZLpqGROhDK3w7vihpxFiig6RWYjTiNqDAxaFVps\nRhw80Vf0azav6sCu7dcJtod69zkA041EjRZlbARE0VkHhJy/3og1nSf7B+u4m+Ih2fT83g7VRiK7\nIiaVMwTl9GPymjTkLFpYUWCIzCQwWd+MjwhwbYcHg0MBHO0bWPjJV5DSNB7dth4jIyOwWq2C1GGy\nLFsTu8D5aOQRmPVEvKItchoh0jnbMmmxRDpBCFCl9AvfkJMjKGfWUDZGQ85iRYx0isxmLCR2rtcL\nlUKGlS1O/OHk2ZJf+9SuO/DhGzZjdHSUn19ut9thtVrLNnevdxMRUJ1GoqWAKDrrQDWmAdWTOZHO\nYuySGgCh631otQGK5lVX6ifFpoZqIopOkdkwTL2nil2ddDU7EI6EyxKc7R47ntp5O5RyGVpbW/n5\n5aOjozhx4gRomobdbofNZitJgDaK6LRarXXdQyMiis46IKTYaYTmkFzRGUukMOAfq/OOikH4z41N\nxkBJZKLgrAWi6BTJgZLKG8Za7WpBKqGxoasZB0/0gWXLq6H85p9/DEr5THGoUqnQ0tKClpYWJBIJ\njI2N8QLUZrPBZrNBoZjfx7MRRGcmk1lwn1cjouhcIhBC6iZAaZoGe8V/7cz7Qw1RxL0g1fisCAs2\nPgVJFUZ7isyEMKJPp0gOEikgis6a0Ww3Q0oxCxq9F8Ji0OKzD96F665dNu/zVCoVvF4vvF4vkskk\nxsbGcOrUKQCAzWaD3W7PK+zqbQwvUhjxX6UOCC0OJRIJstls3e7sct/PqUWSWq9GpBMUwETHRdFZ\nA4jYSCSSA0VLGtuFYgmx+ZpW+E6fK8stwKhV4/br1uCpB25Hm7u0ekelUonm5mY0NzcjlUrxApQQ\nwqfglUolgGnRWW49qBDE43Go1YWn7F3NiKJzCSCXyxsinQAAJ0owhV96UGCioXpv4upATK+L5NIA\nZUZLHZtRB6tOWZTR+2w0SjnWLvPiT27dgge2bQFNV1aCpFAo0NTUhKamJqRSKQSDQZw5cwYsy8Jm\nsyGZTMJkMlW0RiWIneuFEUVnHRA60sl1sNfzzoqmaTAMg1MXFoforFYpAsmkwCZjoJWaqhxfZBqx\nkUgkFzYVX/hJImWzvqsZZwcGcWp0tKTXaVQKrO5ohkpK4dlP3o/OlibB96ZQKODxeODxeJBOpzE2\nNoaxsTFMTEwgHo/DZrPV/NpY6TSipYwoOuuIUHWYjeDVKZVKkUyl8N77w3XdR3FUNyrCREOi6Kwi\nhGUBInYqi3wAyaRAVRg9E5mLTq1Eh8uMwyV2pqsU05HN0YkIPnHPTfAapPDYLVXa5QfI5XJ4PB5M\nTk7C7XYjkUjg3Llz/Nhpu91eEwEq2iUVRhSddYCiKEEjbfX26owl0zj0/ji+9x//gmR6ETR4VMub\n88pxmWgIMmtzVdYQgWgMLyJSA1a1uTE8Mgbfmf6iXyOXSbF+eSvOD46g2WHFvr/+JEx6DY4cOVLT\nxp5sNgu1Wg2TyQS3241MJoNgMIhz584hnU7zAlSjqU5wQEyvF0YUnUuAWkU6GYbBwbN+/O7k+zj2\n/igujIYxHssgTWhQFIVsdO5c2MakupFONjEFwmRASepfY7sUEVPrInMQazoFQyGTYk2HG+8eL36M\npUwqwfrlrRjwj2FobBLf/suP4+YN1/A/z2azNRWds3scZDIZXC4XXC4XstksgsEg+vv7kUqlYLFY\neAEqVDAoGAyiq6tLkGMtNUTRWSeEnr8ei8UEORYHw7D44b8fw29PXsT5wCRGwykkWQqY40Ep4c/3\nJJMQdA/Vojr1nDOPyUQnIDWId7rVQBSdIrksCou2RUQyES9acFIUhevWXoNUJoOxyQjuu2kj/t9H\n7oVGNdfGqJaWfoSQgs1KUqkUTqcTTqcT2WwW4+PjuHDhApLJJCwWC2w2G7RabUX7DQaDuPHGG8t+\n/VJGFJ11gqIosCzbcDWdhBD863+dwN/+4ADODoUgt7Vcmf8tWTBAyKYXg+is0olv1mGZaEgUndVC\n9OgUmUUjDMlYzBBCAJYpyf+WlquwfvNW3LplFTa1WrCm2QS5dHGN9pVKpXA4HHA4HMhmswiFQrh4\n8SLi8TgfAS1HgIqNRIURRWedaLSaTkIIfn3oDF76P7/CyYEPZqenxy9DbvUuWKRPCFkcorNGFycm\nFqqrYf9Sg7AsSCYBwjJgU8JG9UUWOwTVLplZyhDCgmQzRTfnGfQ6/MUjf4yP374ZMsnCzVu1jkRz\ng0pKhZv5brfbwTAMxsfHcenSJcRiMZjNZtjtduh0uqLO6WIjUWFE0VknhBQjlUQ6CSH43bFz+Nv/\n8ysc7rs45+c2jRQmTRaXEvL5zZeZDMDWdwZ8ISi5GhKVDrRKh+zUKEhV7FVmhzqzYBNhSNSGKqy1\n9GGzKZDM9I0ULVOAVmpBXXEESGfEyTMiOYias2wIky06umk3G/D1T+3EndevK2mNbDYLiaR2EVAh\nBqVIJJIZAjQUCmFwcBCxWAwmkwl2ux16vb7gdTwUCsFiqX63/mJEFJ11QkjRKZVKkc2WXuf27qkB\n/O0PfoULQ0G0uqz42PbNaHVa4bHqYdOrYFRJwaSTiMfj+M25CbzxbmE7pEaJclJy1RWBqQet1EGi\n0l0pD5i+o8+MXarZXphoSBSdRUBYBiSdBGEZUBIpaIUaUrWx8AuyYnpdJBdRdZYKIQQkmy4qumkx\n6PDlJz6Kj97aXdZatZ6WJ/SgFIlEws98Z1kWoVAIfr8f7733Hi9ADQbDjGs6IaSmQnsxIYrOJUA5\nAnYiEodGJcd3/5+dYDIpRCIRhMNhZLNZKJU0dDo5dDoddLomqNVqXH89DY35ML77r0fyHo9NJyt9\nGyVDyZSgVTpIVPor/9XN2zHOJmPV83fM80/AREOAva066y1SuIsdyaamrcOkStBKDSiltvhjiDWd\nIiJlQ1hmWnAugFGnwRc+cR/+9M4bKlqv3p3rQkLTNKxWK6xWK1iWxcTEBIaHh9HX1wej0YjR0VFc\nd911VVl7qSCKzjpRjVq/QjWEhBAkk0lEIhH+Kx6PT3fQa7XQ6XSw2+3o6OiYd17t5/5oI0amYvjx\n7+caBVc70knJFKBVekiUOl5oUtLSTixsIlKl3QH5VCdJxcBmkqBlyiqu29gQlgHJJEGYK1FMpQYS\nzTxRzGKOKXavi4iUDCFk+oZtgTIotUKGx+6+Hp/acTv0en3F62YymZqLzlqsR9M0LBYLLBYLL0C/\n+c1v4qmnnoJUKsWvf/1r3HzzzWXtxefzYcOGDfz3+/fvh9FohM/nw9NPP13SY42GKDqXCBKJBAzD\ngKIoRKNRPnIZiUSuRC+VVyKXOjgcDqjV6rLm3379YzdiLJzAb08OznhcSLskiVQGq8WMtEyHhEQD\nWqUDLS0shouFTYQF2F1pMNEQaJO75uvWA0IISCYFwqSno5gyJWiFtqQoZlHriJFOEZGSICx7JbpZ\nuDJfrVTgsw/eiT0f+TAmJibg9/vR19dXchPNbBZ7er0YOAH65ptv4syZM9i7dy9++tOf4nOf+xyu\nu+46PPXUU1i7dm1Rx+rt7cWTTz6J/v5pU36fzwcA2LZtGwYGBvjvi3ksV7g2CqLorBOVRjpnRy/j\n8Tj++7//GxKJBDqdDlqtFk6nE52dnfNGL0tFKqHx6hO34U+//S849v7Y9F6KTNfkg5bKYDGb0OV1\n4bpVHbh78zVY2eoEADz3s2P4/n8NCLZ3pqqRzgJrRkOQLVHRSZgs2EwSICwoiQy0QgOJ1lSDdUXR\nKZKD6BBRkOnoZnbeKV5KhQyfun87Pvexu/jrEpdCnt1EU46NUD3S6wrFXJ/QWjE1NYVVq1bh1Vdf\nBcMw+P3vf19SB/+2bdvQ3t7Of/+jH/0I27dvBwC0t7ejt7cX4+PjRT0mik6RORRjq8MwDKLRKB+5\nzBe9NBqNaGtrg9FYWeqyGFRyKV7/9B3Y8a1f4P3RcNGpdVoihdlkwjKvC5tXtuPuLdfg2jZXwfe/\nzmvC9/9LmD0TJgNSxRKAQu+BjU1ON8jQi7uonI9iZtMATYOWTddiSlS6mu2BScXAhMfAxCZrtqaI\nyGKFsCwIkwYKCB6FTIrd992KLzx6X8HzV24TDWcjlOtj6XA4Fpzkk81mBQ18LEQmk4FWK2x2pRRy\nR2BKJBJ86EMfquh4k5OTMJvN/Pfj4+NFP9aIiKKzTuSbv56v9jIWi4GmaV5cOp1OLFu2bE76IBwO\n12QUJodZq8Tf//lduP9bv0AgPDbn5xQtgclkQmezE93XtOGuzSuxYZmnpAjvuhbzwk8qknpEOQEA\nhAUbn4REu7jsMwiTAZtJfRDFVGohUahrsjabSV0RlxNgU9FpsZs7SEGMdIpcQfTCnctCRu8yqQTb\nN3bhu1/YU1IaeraN0OxJPpwAnU0mk6najPN81CO9novo0Tk/ouisI6lUCmNjYwWjl8XcRXLI5fKa\nik4AaLbq8Man78D9z/ZAa7bAbtTglk2rcefmldiywlvxxaDFooVZI0coVpnxPVD7JqJcmGiooUUn\nIWQ6TZ7NgKJpUHLVFbupypsI5oPNZsBEgtPiMhnhbZOAuZHjGd+LUw9FeES7pFzms0KSSmg8sH0r\nntuzA8ePHa1ImOUKUG6UJDfL3Gq18rPMgdqn12tdQzqbYDCIdetK8zKdD6PRiFAoBGA66sn5fxb7\nWKMhis46wrIsGIYpGL0sBSGmEpXDaq8VfX/31wCAP/zhD1i7dq2gqZS1XjN+eyZQ8XGq2kS0wDWP\niYQAZ/WWLxWSzUyLTBDQUjloRXWjmCzLgImMg41OgEmGQdIJvgN9XnFZEFF1ilxB1Jw8hYzeJTSN\nP7mlG88/tQsqw3AOigAAIABJREFUhfBp7tmjJIPBIPr7+5FOp2G1WpFMJpeMZVIxCB3p3LVrFw4d\nOgQAGBgYwLZt2wCg6McaDVF01hGNRgOv11tWF/lsZDIZ4vFqTNopbQ+ZTEZQ0bleANFJCKlfeh0A\nyabAJmOglbVLMRXcC8si0f8HSI0OSA0O0CrDgiNOi4Vlp0sJmMg42EQYbDo+LS7zpEDLjYLXeqSe\nSKMjqs5C0U2aonD3jevx4mf+FDp1bWzbpFIpnE4nnE4nMpkMgsEgwuEwTp8+zUdGVSpVVfdQ6wlI\ns8mt6SyH/fv349ChQ9i/fz927NiBDRs24NChQ+jt7YXRaOSbg4p9rNEQRWcdabT565Uik8nKmow0\nH+u8ldd1knQSqKq348L/jkx0vCFEJ5uKgU1FkR6JIj3SD9BSSPW2D0RokZ6iTDwMJhoEE58Cm4oD\n2XTe+joKEKy7mBAiik4RkRzyOYdQFIXtW67Ftz77EIy6ueccNrc+uorIZDK4XC74/X5ce+21GB8f\nR19fHxiGgc1mg91uh1JZHTFczzrfSkXnjh07sGPHjhmP7dmzZ87zin2s0RBF5xKhkvnrQiGVSgXf\nw5pmE2gKYCvQGkwd/Dnn7CEagszqrfc2wCajsx7IIjs5jOzk9IhTWm2E1OCAzOgArTaCpBPIhsfA\nxCenJzpl0yAk/0VLyBM9IQSgqCtWTCrQKgMkWjNAWCTO/rdg64iILEbyGb1TFHDzhpV45XOPwGIs\n7CrBMExNI4GEECgUCrjdbrjdbqTTaYyNjeHMmTNgWRZ2ux02m00QAdoIN6VTU1MwGMTxx4UQRWcd\nESKtztEokU6hRadGIUWXU4/3hssXjtVtIkJRkTw2EQbJZkqeoiQ0c0Tn7J/HJ5GOTyI93AfQElAU\nPT1alJbwolLoKAIhZDrFL1VMd8lrjKDVxrx/H/UskxARaQTyGb1fv6YL3/78x+G0LmyZV+vGntnI\n5XJ4PB54PJ4ZApQQwkdAy/XZrLWgzofoqDA/ouhcIkilUsFT26VSrWjr2mZzhaKz/pFOAGBiE5Aa\n6mulwSZLEG0sA4Ir1itXoo6URFa25ygXhaAkMlByJWiVHlKtGXQpTUziCEyRXK6ii3s+o/fulR14\n5fOPwOu0Fn2cWorOhSKPuQKUc3M5deoUAPA1oKX0CNS7iYhhGEGDSUsRUXTWESHvhhrhzkomkyEW\niwl+3PUtZvzo4PtlvZawzHRauAFgouMNIDrnj3QW5EqzAsmmAYoGJZHOK0D5u32pArRSDVpthERj\nAi2p7JRD5pmsIiKyVCHkSnTziohb29WC//H5T6C9qfTzSS2jgSzLFi3CFAoFmpqa0NTUhFQqhdHR\nUZw4cQI0TfMp+IUEaL1F58TERMNaFTUKouhcYtQztC90tJVlWRBCsNpdvl/ktMgSvs6HkspBK7Wg\n5BowU8NFvYaJTtT134cwWZBMUoADsbMEqAy0XDUdvVTqIdGaqjapiIiRTpErXC1pzFwrpGtaPfjW\nZz+Gle3NZb/3WkY6y11LoVCgubkZzc3NSCaTvADl/EFtNltecVlv0RkMBmGz2eq2/mJAFJ11ROgT\npkQiAcMwdavXKTe9zrLTVh+EEDAMw3cpcxcVr0kJvUqGcKKMY1daA0jRoBVq0Ert9JdCC1qpASWd\nvuNmM8miRSfYLNhEGBJ1fYrM2VSZUc75ICxINgW591pINNUfwSqm10U+YGnbJeVaIXW1uPDK5z+B\nNZ3NYBhm2p7sis8zTdOgKKroiGItRWcmk6l4LaVSCa/XC6/Xi0QigdHRURw7dgwymQx2ux1Wq5UX\nmvUWnWNjY3A4HHVbfzEgis4GQKg7dk70NbLo5KKXhBD+xMnX+uWMBuXSP9yJdG2zCb87O1rynkpp\nPKGk8mkxKVVCZrRfiWSqQFGFT+az7UoW3E80VD/RWW5qvchj10J0ipFOEZ4lrDkJw4AwabR57Hj5\nLx7B5tWd/M+4cyInOhlmuoO9WAFay/S60NOBVCoVWlpa0NLSgng8PkeAptPpuotOMdI5P6LorCP5\n5q9XAtfBXm3z3ULMTq9zgpI7KXLf53ZBF3uXXq7ozNtERNGgZEpQEikACoTNTI9gvJIypmRZSA3X\nFnV8ki0t+spExwF7W0mvEYpqik4mGUUtTvViTafIByw91UkIAZgMmmxGvPTZh3DT+msKPpemadA0\nDZlMNkOAcufYQudWbtxyLahmVFWtVqO1tRWtra2Ix+MYGRmB3++HUqkETdOwWq01D8CIc9cXRhSd\nS4h6eXVy6XGKopBIJBCNRiGVSvmTX6HoZSmsbTaVvq9MCiAArdQBNA2wLFgmBWTSIOl4wUpPkkmC\nMNkronR+So10klQcbDoJWl6bk34u1Y101sjKSIx0iixRCMui2arH3zy5E9uvK+6mlyNXgHLikzsv\nc8KPO+8utvR6MajVarS1tSGTyUCn0yGRSODIkSNQKpV8Cr4W0d1gMIgVK1ZUfZ3FjCg66wxFUYIZ\n2tbCq5OLVs7+LzD9XpqamnDs2DFoNBq43W6YzWZBorlrm02gKL55syiYyDhINgWSTZW8XtHpYqb0\nz5uJhkCb3SW/rlKqnV6vBWJ6XWSpQQhBs82AL37iXtx306aKjyeRSCCRSGZkmnLT8LVuJKplujuT\nyUCv18PlcqG1tRWxWAyjo6O4ePEi1Go17HY7LBZL1QRopdOIrgZE0VlnKIoSbCyZkJHOhZp7gOm9\nz45etrS0wOv1YmpqCn6/H+fOnYPD4YDb7S7b8BcA9CoZ2q1a9I8VJ24IIfyUnXJgU7GiRGepkU5g\nOsUuq6HoZDMpsMloWXstfhEGbDoBWl7d0g4xvS6ylFArpPjUPVuwdbkHVqsR0WgUWq1WkGPn1n5G\no1GEw2GEw2FEIhF4PB5kMhlIJJKq+krWMpUPzGwkoigKWq0WWq0WbW1tiEajGB0dxfvvvw+NRgO7\n3Q6z2SyoABVF58KIorPOCF3TOTU1VfLrym3uKQRFUTAajTAajchmswgEAjh+/DhkMhk8Hg8sFkt5\nKXavqWjRySYjFflzFhu5K7WmE5ie+kNYpmyT9YJ7YdkrpQEZvtxtOpKO6fnoVYZNRqsuOsX0ugjP\nIi/nvHFNJ773149Do1KAYRiMjY3h/PnzSKVSsNvtcDqdJdfnp9NpXliGw2HE43HIZDLodDro9Xo4\nHA5eBGazWT4CytV+Ci1Aaz39qFA6n6Io6HQ66HQ6tLe3IxKJYHR0FBcuXIBGo4HD4YDZbK74/YuN\nRAsjis4lRCnd40I09xSDVCrlDX+j0Sj8fj/Onz8Pq9UKj8cDtbr4aTTrvGb89PBgUc/NTpQf5QRK\nEZ1lRA8JARubhERXvokwYTJg00mAyYIQFgA1PUqSpkFJ5KBk8hmilolPlr1WsbDJKKCv7glXTK+L\nfMDiVJ0quRRfefyP8dCdN/CPSSQSOJ1OOJ1OZDIZjI6O4vTp02BZFg6HAw6HY06mKJVK8eIyHA4j\nkUhALpfzAtNut0OtVhcMbHAp+Fz7pWw2y4tPIc7/9bAwKiYootfrodfrQQhBJBLByMgIBgYGoNVq\n4XA4YDKZynr/8XgcGo2m3K1fFYiis85Ua/46lx7PjVzmpseFaO4pFa1Wi+XLl4NlWYyOjuK9994D\nIQRutxt2u33BNEexzUSEySI7NVbRXtlUrCgrK1JGTSdwxTqpCNFJCAHJTNelEq5hSyKZNmRXaua1\nc8qlFjWXtVhDTK+LAIvXGL7TY8OPn38KNmPhgRdcRogbDTkyMoKjR4+CEAKlUgmWZZFKpSCXy3nx\nxEVFS/1McsUlJzxzO+ErjYDWe877QswWoOFwGCMjIzh//jwv3MsVoCL5adzfBpGiyY1WcrU7uXUt\n3Bf3h1PvPyCapvm7+kQigaGhIRw8eBAmkwkejwc6Xf5pNsvsOmgUUsRS8wuP7NQoQNjKNskyIJkk\nqHnSxdPmzeXV0DLR0NzjsQzYVBwkFQObjIJNxsCmYpDZWyEzVVYDWgtByFR5jWk7GVF0igCLzS6J\nooDP7tyOv3zornmfRwhBKpWakSJPJpNQKBRQqVTIZrNIJBJQqVRwOp2w2WyC1SQuJEDLyYDVUnRW\n2htBURQMBgMMBgMIIZiamsLo6CjOnz8Pg8HAC9BCa6TT6ZLmxF+tiKKzzpTyR7JQcw9FUfB4PDh5\n8iSUSiWam5vn/SNpBFQqFTo6OtDe3o7x8XEMDAwglUrB5XLB6XTOSM3QNIU1TUb8V3+w4PEIIRWn\n1jkWrFFkmbLFLcmmkJ0YBmGzV8RlFKRA3SUTDlYkOgkhtYlCpmJVqVXlYZnqHFdk8bGINKfDqMUP\nv/4UOptnTqohhCCZTM5IkadSKSgUCj765vF4oFAo5pzDo9EoAoEALly4AK1WC6fTWXatfD4KCVCW\nZZHNZiGRSIoSoLU2ohdK4Ob2JRBCMDk5idHRUZw7dw5GoxF2ux1Go3HGv8v4+LhYz1kEouhsUMpt\n7vF6vWhubkY4HIbf78fZs2cF6R6vNhRFwWq1wmq1Ip1OY2hoCIcPH4ZWq4XH4+H/wNc2m+YVnWwi\nAjZVfgPRjGMtUKNYbmqdIx04V9w+4pPTpvXS8u6iSSYF1CgtzaZikKgKpw4rQaznFPmAxaA6CR68\nbTNe+syDAIBEIjGjgzyVSkGpVPICs6mpKa/AzIdWq0VnZyc6OjoQDocRCAT4iJzT6RQ02JBPgJYy\nBalWQY9q1Y9SFAWTyQSTyQSWZTE5OYmRkRGcPXsWJpMJNpsNer1ebCIqElF01hmKoviOu9nel+U2\n9+SmCbju8WPHjkGhUPDd440c/ZTL5WhtbUVLSwtvvdTX1wen04lVrvypdw6hopwAFux+Lze1Xg7Z\nSPnRzpoZt+OKv2mVRGethLOISKVoVXK88tT96HAa4fP5+ElxOp0ORqMRXq9XkCDA7JTwxMQEAoEA\n+vr6YDab4XQ6odfrBRegs6cgAcWP4awWtWhaomkaZrMZZrMZLMtiYmICR44cwec+9zmsXr2aj4w2\n8vW13oiis84QQvBHf/RHaGtrw2OPPYb169cL2tyT2z3ORT9zvTNr6aFWKvmsl+ipywWfT5gssuHK\nGohyYVPzp6Sr6ns5i0pS7LUybq/2WmKkU6ThIQTr2x149pHbYTYZodfrBROYC0FR1AxBND4+jkuX\nLiEWi8FqtcLpdArmAQosPAWp1sKz1p3yNE3DYrHgwx/+MN5991288MIL+N3vfod169Zh+/bteOCB\nB9Dd3S0K0FmIorPO0DSN3/zmN/j1r3+N73znO7h06RIefvhh7Nq1C3q9sBEjLo3DMAxGRkZw4sQJ\nXpQKWQ8kJIQQxONxRCIRJBIJmNRy2NU0RuNzaymzUyOVNxDlrp1OzDsOs5ais5IU+0LiWUhE0Sly\ntSKX0nj5Mw/ij2+pfKpQpdA0DZvNBpvNJpgH6HxwU5Cy2SwikQimpqYQDochl8trYkIP1MeeiUOp\nVMJms+Gzn/0sdu7cibfffhuvvvoqvvKVr6Cjo6OkY+3fvx9GoxEDAwPYs2fPjMd8Ph+efvrpgo8t\nBkTR2QBIJBLcfvvtuP322zE8PIw33ngDd9xxBzZu3IjHHnsMGzZsEPRuSSKRwO12w+12IxqN4vLl\nyzh//jzsdjvcbregJ6NSYBgG0WgUkUiE/2JZFmq1GjqdDiaTCV6vF1v7gZ8fmRnxJIQgI2BqnYNN\nxSFR5xf/hKntnHsmMg6pyVXy65ZKpFNMr4vwNFLwiBCs7WzCW19/Cjp142WO8nmAnjlzBgzDFPQA\nLQaWZfnzNFenCkzXm+r1ejQ3N/Oelblp+GoJ0EwmU9fM3fj4ODZu3AiFQoF7770X9957b8nH8Pl8\naG9vx4YNG9Db2wufz8f/bNu2bRgYGCj42IYNGwR5H9VGFJ0NhsvlwjPPPIMvfOEL6O3txbe//W0M\nDg7i4YcfxgMPPCB49FOr1WLFihVgGAajo6M4deoUaJpGU1MTrFZr1e5O0+n0DHEZi8VA0zS0Wi10\nOh1cLheWLVuWtxtxbbNpjuhkE+GC3d+VwKaihUVnDSOdAJCNjJUsOqc714VprCpqvWwabCYFWiZ8\nOlGMdIp8QGOoTpoC9ty9GR9e04qRocugXa6GNgfP5wF6/Phx3sbObrfnjRbOHqUZjUZBCOEFpsfj\ngVarLdipzvUp5E5BAoQVoJlMpqDdXi0QqpFo7969ePvttzEwMIBt27Zh79692L59OwCgvb0dvb29\nGB8fn/OYKDpFKkIikeCOO+7AHXfcUbPop8vlgsvlQiwWg9/vR39/f1mTg3Lh0uNcBJOzBeEmZ+h0\nOlitVqjV6qJPPvlM4oVsIMplvshdrUUnG5sEyWZASYtPIZF0XNCSg2JgU1FRdIpUjUZp1GhxmLH/\n+T+H02rkU9hnz55FJpPhU9iNXDOvUCjg9Xrh9XqRSCQQCATg8/kgl8thNBohkUgQjUbnCEy32w2d\nTleSFRJ3bq/mFKR6pteBadFZ6dz1DRs2oL29HSaTCa+99hoAYHJyEmazmX/O+Ph43scWC6LoXATM\njn6+8soruHz5ctWinxqNBl1dXfzkoDNnzgAAPB4P7HZ7wRPD7PR4NBoFwzB816bBYCjJFqQQy516\nqGQSJDLTd8uEyQjaQJTLfFHCWotOAGAiwZKinbVMrc9YU1v+iM/CBxZFpwhQb7skCsCnPnIL/vrR\n+/jHclPY6XQao6OjOHnyJCiK4lPY9RREhciNYCYSCVAUhUQigWQyiUwmA41Gg5aWFthstqp6gHLe\n05VMQSo0d71WBIPBiiOdk5OTMBqN+OIXv4hPfvKTiyZ6WQqi6FxEzBf93L17N9avXy9oBCB3clA8\nHoff78eFCxdgsVhgt9vBMMyc9LhGo4FOp4PT6YROp6vKSUAqobHKY8Sh96fv7rKTI8AVD1MhoCRS\nWCwWXNPWhO6Vbdh3sMBdZI1rOoFp66SGF52J6qwpRjpFANRVc1r0arz1N3+Ga9o8BZ8jl8t5x5BE\nIoGRkRH4fD4oFAq4XC5YrdaaGabnwrIsYrHYDK9QlmULRjC5sZCBQAADAwM18wAtdwpSvSOd2Wy2\n4olEPT09+OIXvwij0Yj29na+WSgUmp5gNzk5CYtl+oY+32OLAVF0LlJmRz9ffvll+P1+PPzww9i5\nc6dg0U9CCBKJBCKRCCiKgkKhwMjICIaGhvgOyZaWFmi12pp2v6/zmnDo/XFBGoiUGh28bgc2rmjF\nXZuW46bV3hkXhV/0/RrDU8kZr5kegVn7SCcbmygpxV63SGcVEEWnyDT1UJ0EH/nQevyPv3ykJMGl\nUqnQ2tqK1tZWRKNRDA8PY2BggK9br9Zc74UEpsvlQldX17zit14eoNz+S52CVMvpR7Vgx44d6Onp\nwbZt23Do0CEA4Os8AeR9bDEgis5Fzuzo5+uvv47bb78dmzZtKjn6yaVacht85kuPJxIJ+P1+nDp1\nCmazmS8mrwXrvNN1nWx8CiSdKPp1lEQKq9WKa9qasHm5Bxs8WkiZJGw2GzweT97O/S6nfo7orEeU\nk186Og6p0Vncc+shOlMxEMKCooS9mIqiU6QeqBUyvP7Xu3HjuuUVHUer1WLZsmXo7OzE1NQUhoeH\n+ak2LperbAEnhMBciHweoIODg4hGo1X1AAVKm4JUr1rfWCwmiOvL008/jZdeegnt7e0IhUK8ZdKh\nQ4fQ29sLo9HIp9zzPbYYoEhpaUnhcpgiVYNhGLz99tvo6ekpGP1Mp9Nz6i8piuK7x3U6HbRabVHp\nCu4kdPnyZWSzWXg8HjgcjqredY5FkvjQC/+G5OUzYOap51RqdPB6nNi4vAV3dS/HTau8c/bFde4P\nDQ2Boii43W7Y7XYQQhCNRvHtt8/irSOjM17DJmNIvu9DPaA1Jii91y74PMKyiJ38NerxZ6tethW0\nUtgu3kT/IbCJ2k1XEmlMCMuAqkVWhRDcuKYTf/fsHijk1UnbsiyLUCiE4eFhRKNR2Gw2uObpgOcE\nZu68dk5g6nQ66PX6qpU15YNhGASDQQQCASSTyap4gOYyW4ACHzQpHT58GJs3b67Kugtx8eJFfPnL\nX8Y//dM/1WX9BqEoxS9GOpcgEokEd955J+688074/X68/PLL2LJlCzweD1iWRTAYxKOPPop77rkH\nOp0OLS0t0Gg0Zad5co2Ik8kkhoaGcPDgQRiNRjQ1NVXFxsKmU8KhkWAg8sEcdkoig9U6XYt505oO\n/PHWa+A0LXz3LZFIYLVaoVAoMD4+joGBAZw6dQpSqRQGgwGt5rmd2JXOXa8ENjYJwmRASea/EE7P\noK/PfSKTjAguOsVIp0itkElofOszu/DRW7urug5N07BarbBarXM64LmZ3qlUio9gMgwDjUYDvV4P\nh8OBzs7OujbPSCQSvlEqk8lgbGxMEA/QQswew5nNZvmZ9jRNz2hEqiVCdK5fLYiic4ny/e9/H6+9\n9hrC4TBaW1vx6KOPghCCEydOgGVZGAwGPqUjJEqlEu3t7Whra+MFXCqVgtvthtPpFPQEudoigWxZ\nJzataMFdm1fgplUtC6ZXCCFIpVJ8pCAajSIej0Mmk/ERXu5OfWJiAn6/HwYyt4O9HvWcOatPG8Uv\nkGKvRz3nB2sL7w0qik4RAFUv57ymxYkff+PPYdSVZxNXDlztPMuyUKlUSKfTGBwcBMuykEqlsNvt\nWL16dd0GdxSDTCbjh46k0+miPUBLIZ1O8xHeqakpJJNJKBQK6HQ6dHZ28mM4ufrOWonPYDAois4i\nEdPrS5TLly9Do9HAZJrraTk0NIQ33ngDP/7xj9Hd3c3PfK9WPUwqlcLQ0BACgQAMBgM8Ho+gBeiF\n4DxCuShBJBJBOp2GUqnkBaZOp4NKpZp3L/FEElte+A0yzAe//pnxy8iMXajq/uejmBR7avhc3fYo\n0Vmhal0n2PEIIYiffkdQlwKRxcl0vbDw5w6aAvY+fDc+vaO6TRmEkDk1mFwEk0uR6/V6/gad89Ac\nHR2tewd8OXAd/KOjo5DL5XA6nbDZbAvuP5PJ8J9ROBxGPB6HXC7nPx+9Xg+lUjnjd4EzoeeakDhP\n12oL0O9///vIZrP4zGc+U7U1FgFF/VGKovMqhqv93LdvH4aGhnjfz2pNdSCEIBQKwe/3I5lMwuVy\nwel0CmJzsdAITe6r3FTPR1/9HU4Ph/nv0yMDyE74K953+VBQdV03b4o9ccEHJqf8oJZQMiU0K24U\n7HiEZRA//X8FO57I4mRaRAh/XI/VgB8//+fwOoS1nskVmFx2hWEYqNVqXjjpdLqiz4FcB3wwGKx6\nB3w1iMViCAQCGBsbg0ajgdPphMViAcuyMwRmLBaDTCabITAXCg7MZrYA5aiGAH3llVewfPly7Nq1\nS9DjLjJE0SlSPENDQ3j99dfxk5/8BN3d3di9ezfWrVtXtWhkOp3mo586nQ4ejwcGg6Go9TKZzAxx\nGY1GZ3iE6vV6aLVaQVP5X9h/DD/LGb2ZGnpv3gamWiB3dc2bYo+d+b8gmWTBn1cbzcpbQEmE+Tdg\nMykk+n4vyLFEFi/CRzkJ7ljfji88fFfFHdi5mRXuqxKBudBaXAf85ORkxR3wtYRhGExNTWFsbAzB\nYBDJZBJSqRRGoxE2mw0GgwFqtVrQ95E7AYnTPOWa0OfjmWeewUc+8hHceuutFR9rESOKTpHSYRgG\n//Zv/4aenh4MDQ3hkUcewc6dO6sa/ZycnITf70csFuNHccpksjn1l5FIBIlEYkb9pU6nq6gJqlje\n/I8BvPivZ/jvk5dOgI1PVnXNhaC1ZiibV+f9GWGyiJ36TY13NBNV+yZINEZBjsUmY0icPyjIsUQW\nL4RlQdHCiBGjRon//dVP4doOD4LBIIaHh5FOp+FwOOB0OufNitRSYC4E5x4SCASK6oCvJVwGKreU\ngKbpGWUEarWaN6HnxjsK7QGaS+4YTi4CWqkA3bNnD770pS9h1apVQm51sSGKTpHKyI1+bt68GY89\n9ljVop+54pObIyuRSPiTeLH1l9Xi9+eD2P3mu/z3iYHD03PN6woFVdfWvNFEJj5Zd5GmcK+AzNIk\nyLGY+BSSA/WxqBJpHISxSyK467pr8b+e/sScukKuASYQCPCjLW0224wGlkgkgmw2y5fucOKpEcZc\ncvZvgUAAmUyG7yCvxQz43JGa3OcEYMZntNAQEc5CKhAIIBKJwGazCe4BOnu93PpPACVNQeL46Ec/\nih/84AcVj8Fc5IiiU0QYhI5+LlR/yZ1gRkdHEYlE4HQ64Xa7Kx4xVgmhWArXP9/Lfx8/919AA3RT\ny13LITU65jyeCV1G6vLpOuzoA6RmD5SeawQ5VjYyjtTF44IcS2TxUqnoVMql+P+e/gRu684fkcqN\nYIZCIYRCIaTTachkMj4CZzAYGkJgLgQnoEdGRkBRlGAd5EB+Q3pCCG9IzwnMSpqdZnuAcgJUra6O\nq8BsAUoIWXAKEsctt9yCgwcPLprmriohik4R4fH7/XjjjTeKjn7OV3/JRTDnq7/MZDIIBAIYHh6G\nUqmEx+OB2WyuS7TzQy/0YiyaAiEsEn3/WfP18yHRmqHIk2JPDb2HTPBSHXb0AbTaAHWHMD6H2cmR\nuotokfpTtugkBN3XtOJ/f/VT0KgUVx4ivMcj95XJZPKmyLn0bygUWlT1kxy5HfBKpRJOp7PoDvhC\n3fa5AjN3Zns14DxAA4EAstlsUSUQlVDIhL6QAL3ppptw5MiRquxlESGKzqWAz+fjR1z5fD5s3LgR\n7e3tAIBt27Zh3759M56/d+9evPjii+jp6eFHaFUDLvq5b98+DA8P4+GHH8aWLVtw4sQJHDlyBA88\n8AAymYxg9ZeEEITDYfj9foTDYTgcDrjd7qqddPLx+Jvv4j/PB8FmUkj2N0h9IUVBtWxuij0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xRFwWq1wmq1IpVKYWhoCIcOHYJer+dti0o50XPTjrgvrhmKE5hcPamQgjA34sPVr3IRXI/HI/i0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\nP4sXL14kOzubqVOnd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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -118,11 +119,8 @@ } ], "source": [ - "from pyFTS.common import Transformations\n", - "diff = Transformations.Differential(1)\n", - "\n", "tmp = bchmk.simpleSearch_RMSE(enrollments, enrollments, hwang.HighOrderFTS, range(1,20), [1, 2, 3], \n", - " transformation=diff, tam=[10, 5])" + " transformation=tdiff, tam=[10, 5])" ] }, { @@ -134,14 +132,14 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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nMsHSUZ394+Y3HQQFA/EItzOD/tzzlJasvcw57iFkH1v9Wm1/9kYGDRlgBYS3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z8/v1NlgoZhsK5Vr5QHAgQCcQL+OJrq3O75RrbM2JCf5Ejoyte8jppGF069h1w3cy5Ymx6h1TH4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\nS3qdYEHTw9r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CNDJVGsdl3dbY2toCrOtfCWw2G7Ozs7qfYKXTq9jtAfx+aw2u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Tll9GQAdJM9rPzSEt4Z8/hXgpn+GdaP19nP7zdtzaOdHMVcheiEOfwrgexy4fnxx6Z7WJsn\nZWeDU+b6rAxcDyNJsP2uuR5WaTWNc8iP7DRPQAEwdOsu5UKeg8Ra09bM5XIcHByYyr+Centy11iI\n0mpzPSzRnU54Pmahv78fl8vVdA/rsZJlyO1g2G2uQ+66H6ehpI3rUmsmHoX9PDvOU+xAD+ubAZYk\nSf9VkqR/kyTpv3/h6/9+8r//0fjtmZMXW2ny5Zo1YFiQ/BUkGwyb6xc/1LNYi4kjak0cDBnfi/Nj\nz484ZJN1l+z+Afx9TfWwKltbVLa3TeVfCYyYhyW8nkETzL86j3d2luKbN9SOj5u25ubrl3QPjeAN\nmqckDsDlsXNtuLkellquUd40l38lGD5pod9MD8uM/pXANR5CPS5TPSw2bU0ltYjdHsbnm2jamhfB\nCA9L0zR+N5l/JQgG7yNJTpSU1a4d4Oewn5Kq8TRj3Ow4o/hqgCVJ0kMATdP+CSjiz2e+/m/APzVN\n+w9g/OTPbY/IiMxZGaw6iV8h+gBc5vtlNz/WzXGxyuud5pT6KEWFldSK+coDwRAPKyfmX82ZL8C6\n0XUDn8PXVA9r652CP+Ii0G0e/0rgnZsFVW2ah6XWamy9fW2a9uzniU6E2V3LUKs05+S1nMyAqpnK\nvxL4u7oJ9w801cNKJpPY7Xai0WjT1rwo4mdUbqKHVZ9/NYskma/wKBaLcXh4yHGTDmfe5UscVqqm\nDLBsNjeh4I+Wh3XCfMiHRGfOw/rWJ/W/AeIIbxU4H0CNn3lt9eTPbc/C2iHXe/1c8xs/JNRwynnY\nemI6/0rwycNqTpngk/0T/8os86/OE/sFjrch1ZxSn/zSEnIohGtysinrfQ922c6D3gdNC7A0TWN7\nJUV0Mmy6ckkAz48/gsPRtDLBvbX3VIoFhk3W4EIQnQhTq6jsJZpzOFP3r8AZM5d/JRiausvW61do\nanMCzkQiwfDwMHa7STqxnsHe40H2O5rmYRWL2xSLG6aZf3WeZntY4mH9ZxMGWFCfh3V8/IpqtXnV\nAGYl5LBz29+ZHta3AqwwcPbJ9C81cZqm/cdJ9grgIdD2RafVmko8YflXp2wugVr55PeYjIGQh5Eu\n72nXR72J78Zx2VzcvWbOU/lPHlZzygTzS3G809NIJhgS+jlm+mZYS6/xsfBR97WUvTyF4wqDJvOv\nBLLHg+fuXfJLzfk1vrlcz4YMTZk3wEKC7SbNwyqtpnFE/cgu8wUUAMO37lDMZTlYT+i+VqFQYG9v\nz3T+laDZHpbZ5l+dZ2BgAKfT2TQP67GSZcDlYNRk/pWg7smpKGljhtmbjUdhH08yOcpNOpwxCw15\n6jkpHXyqadrTz3zt3yVJikuSFD84OGjEcoayvJMhW6pa/pUg+StIMoz8ZPROvsj8WN3DUpvgYT3Z\ne8K9nns4beb8xU/PDfBea4qHVdnbo7K+bkr/SiAyjaLzo55smXD+1Xm8s7MUX72iltV/bsnm65dE\nokP4wuYMON0+B91R/+nPTU+0So3yxrEp/SuBaKXfjDJBM/tXAtd4iFq6RC1V0n0tJbWA3R7A7zfJ\n4Ppz2Gw2hoeHm5LB0jSNx0qWR2G/KSsBAEKhB0iS3ZqHdcKjsJ+CqvFHh3lY3wqwFECkasLAl9IA\n/6Zp2v/7uS+cZLlmNE2b6enpueQ2zYPwr36yMlh1Er9C/z1wm7OsBWB+vBslX+Hdvr7p+kw5w5uj\nN+b0rwSSBKM/NyWDJVp+mznAutV9C4/d05RGF9srCt6Qk1CvR/e1Lot3dhZqNQrPnum6jqrW2Hz9\n6rR5glmJTobZXU1T07kDVmn9GGrm9K8EwWu9BHv6TjOPepJMJrHZbAwODuq+1mVp5jyslLJIODSL\nJJmru+RZYrEYBwcH5HL6Hs6sFkrsl6s8Cvt0Xecq2GxegoG7lod1wnyoXsr5WOmsgcPfCrD+J5+8\nqnHgnwCSJJ0ewUqS9O+apv1/J//d9k0uFtYOGb/mozdoPkm96VSK9RLBmDnLAwWinFPvdu3P9p6h\noTHbb96AAoDYf4L0OqT0PW3MLy0h+/24p8x56grgkB1N8bA0TWP7XYrByYhpT10BvA/ug92uu4d1\nkFijXMgzdNukpbQnDE6EqZZVDpL6Hs6U19IggStm3gAL6mWCm69f6u5hJRIJhoaGcDhM1on1DPZe\nL7LPrruHVSrtUygkTOtfCUS2Ue8slnhIN6t/JQhHfuL4+AW1WmdlbT5Ht9POTZ+74zysrwZYouTv\nJHBSzpQA/u8zr/8PSZI+SJLU3IEhBlBTNRbWjk4bJ3Q8W3GolUw3/+o8w11eBsMeftfZw1raXcIh\nO8zrXwlEQxKdywTzS0t1/8pEQ0I/x0zfDO+V96SK+v0KS+8XyKXLpi4PBJB9Pjy3b+seYIl236bP\nYJ38vLZ0nodVWk3jGPAhe8zpXwmGpu5QOM5wuLmu2xrFYpHd3V1TlwcCSLKEKxaitKpvCemn+Vfm\n9K8E0WgUh8Ohu4f1m5Kl12ln3GPuJmOR8ByaVkVJ/82c6Ugehf0sZnJUmjgyx2i+6WCdlPj980wz\nCzRNmz75/39qmhbRNO2Hk///p56bNZrXOxmOi1Xmxyz/CjgpM5Ng9JHRO/km82NdLK4d6Sokx/fi\n3L12F7fd5NnNninwRHQtE6weHFBeWzNle/bzCA/r6Z5+/xCaef7VebxzsxRevkQtFHRbY/P1S8L9\nA/i7zP271BNwEhnwsa2jh6VVVUrrx6YuDxSIlvobOnpY6+vraJpm2gYXZ3GOh6ilSlQV/eZhKcoi\nNpsfv/+Wbms0gmZ4WK3gXwlCoYdIks2ah3XCo7CffE3lz+POyeiZs7WXSRGtvq0M1gnJf0HfnfrD\nusmZH+/iMFfm/b4+KepsOcvro9fmbc9+FlmuZx2T/9JtiXy8XnJnZv9KcKf7Dm6bW9cywa2VFJ6g\nk3CfV7c1GoV3dhYqFQp//KHL9TVVZev1K4amTJ7pPWFwIszOhzSqTh5WeeMYqqqpG1wIQr19+Luv\n6ephJRIJZFlmaGhItzUaRTM8rFRqkXB4Glk2d3YT6u3a9/b2yOf1eYhOFsvslCqmnH91HrvdTyBw\nx/KwThDO3G8dVCZoBVjfwcLqISNdXgZC5pXUm0a1DBtLpp1/dR6Rdfxdp3lYz/afoWqquRtcnGX0\nF0glIL2ly+XzS0vIXi/uW+Y+dQVw2Bz82POjbgFW3b9SiF435/yr83gePgRZ1q1M8GA9QTGXNe38\nq/NEJ8NUSjUO1vV5MBAP506T+1dQb08+PHXiYelUDZBMJhkcHMTpNGkn1jM4+n1IHrtuAVa5/JF8\n/j3hsLn9K4Eo61xf16eEVDyct0KABRAOz5HJ/Emtpl81QKvQ43Qw4XV1lIdlBVgXRFU1FhNH1vwr\nwfZTqBZM3+BCMNrtpT/o1m0eVnwvjl2y82PPj7pcv+Ho7GHlFhfxPHyIZMIhoZ9jun+at0dvSZca\n/6B0fFgkmyq1RHkggM3vx33rFrlFfU5eRZvvoVYJsISHpdM8rNJaGke/D5vPvA0dzjJ06y75tMLR\n9mbDr10qldje3ja9fyWoe1jBepMSHTD7/KvzDA4OYrfbdfOwHitZuh12Jr3m9q8EkfA8mlYmnda3\nK2ur8CjsZzGdo9ohHpYVYF2Qd/vHKPmKNf9KkDgpLxv52dh9XBBJkpgf72JBJw8rvhfn9rXbeB3m\nLwED6qWdrtCnn2MDqR4dUX7/oSXKAwUzfTNoaLp4WK0w/+o83tlZis//RC023i3ZXH5JsKeP4LXe\nhl9bD3whF+E+76lH10i0mko5mWmJ8kCByDzqUSa4sbHRMv6VwDUeonpYpJZp/DwsJbWIzeYlEGiN\nwwi73c7Q0JCuAdZPYV9LVAIAhMMzgIxilQkC9c6P2ZrKy2xnZPSsAOuCiBbfVgbrhOSv0HsLfK0T\ncM6PdXNwXGLtY2NnMeQreZY/LrdOeSCAbKs3J9Ehg5Vfah3/SnCv5x5O2alLmeD2Sgq3z0HXgHnn\ntpzHOzuLVqlQeP5nQ6+raRqbr1+2THmgIDoZZmdFafiw8vJmFq2i4myBBheCcH8UX6RLl4HDiUSi\nXoY4PNzwa+uFnh5WSlkgFHyILLdGdhPqHtbu7i6FBjfJ2SiW2Sy2hn8lsNsDBAJTlod1gvjZdUqZ\noBVgXZCFtUMGwx6Gu1okQ6EntQqsL5i+Pft5RHOShQZ7WH8c/EFVq7ZGg4uzjP4Ch+/heLehl80v\nLSG53Xju3G7odfXEZXNxt+euTgGWQnQijCS3xqkrgHdmGiSp4R7W4eY6heMMQyZvz36ewYkw5WKN\nw83GPhiIGUquMfMOaj+PJEkMTd1hc/lFw6sBkskk0WgUl6s1SsCA/7+9M91q40r7/W9rRBIgATZg\nJgEOnuLEcQA76fS3N7mDzukrSHIHnfVeQa/uO0ifK3hX+vtZ6yTv+XBOpx0MOE48xgODGQzGgASS\nQOM+H6o2CFkDg4xcVfu3llegSlR2Pdq1az97P//nwdvTjPC7614PK5PZIJl8QqTNGuGBirelw1KT\n8ne9/lUpkchNtrZ+IZ+v/w6n1ejyexkOOEeHpR2sQyCl5Pas1l/t8fJXyCYtk+BCMXwmxJlmf911\nWFMrU7iFm+ud1+t63bfOW9JhpSYnCVz/CGEBkXoxY11jPN54zHamfkVltzd22Xq9a6nwQAB3ayv+\nS5fq7mCpsDKV7tsq9IwYmVLrXQ8rPRPH0xnE3WytZ6X/ylUSmxvEVl/W7ZqZTIalpSXL6K8USodV\n7x2sWNx49toskuBC0dfXh9vtrnu69luxBG0eN5dC73gZlBLaIjcoFDJsbf3a6Ka8E3waCTERT5J/\niyVz3hW0g3UInq8leJ3I6PTsCqXbsdgO1tvSYU2vTnO5/TIhr3VCwADovga+lrrWw8rHYqSfPLFU\neKBirHuMgizwy6v6CZKVbqfHIgkuigmOj7Fz9y6FTKZu11x4dJ/mjjOEO7vqds3ToLnNT+vZQF11\nWDIvycxZS3+lUCn266nDWlxcpFAoWEp/pfAPh8mt7ZDfrt+zEtu8jcvlp7XVWosRXq+X3t7euuuw\nbsUS3IyEcFlEf6WIRMYBQSym62GBESYYz+V55AAdlnawDsHPe/or6+iN3irzP8GZC9BsDZF6MZ8M\ntfMyvsvCRn0e7t3cLvde37NeeCCA2wMDN+u6g5WangYpCVnQwbp29hoel6euYYLLTzbxBz109For\nrAVMHVY6ze69e3W5npSSxYf36L981TIi9WJ6RyIsP4sh66TDyi4nkJm8JQoMl9Le20cwHGHxYX36\nBuzrrwYGBup2zdNCaejqGSa4GbtNuPU6Lpd1wiUV0WiUly9fkk7XJyzuZTrD3E7GUvorhdcbobn5\notZhmezrsOqrhX8X0Q7WIZiY3aCr1U+0Q+uvKOThxc+W271SqCyQP8/WJ0zwt7XfyBay1kpwUUz0\nM1h7DMnXdblc6vYkwuej6cMP63K90yTgCXC14yrTK9N1u+bS0xjn3ovgspD+ShEcM/p0vcIEN18u\nkYrHLJOevZSeCxHSyRzry/WZGOzpryy4gyWEoO/S+yzUMdHF/Pw83d3dNDVZKwQMwNfbjPC56uZg\nZbNxEolHRNqsFR6oGBwcREpZNx2Wmoxb0cECox5WPH6HQqF+O5xWpbfJx0CTzxE6LO1g1UBKycTM\nOjeHOiy56lp3Vn6D9JZl6l+VMtLZTHvIt5cV8qRMrU4hEFzvspj+SqG+xzrtYqUmJwlcu4bLQiL1\nYsa6x3iw/oBUNnXiayXjaeKvdiynv1J42trwj4yQul0fB2tPf3XZWiFPCvU9LtepHlZ6Jo7nTAB3\ni7X0V4q+K1fZfr1G/NXqia+VzWZZXFy0nP5KIdwufNH66bBi8SlAWqb+VSn9/f24XK666bBuxRK0\nely83xyoy/VOm7bITQqFXba267fja2U+jTTzczxBweY6LO1g1WBuPcWr7bTWXymUXseiO1hCCG4M\ntjNRpx2sqdUpLrVfotVnnSxgB+i5Dt5gXXRY+e1tdh8/tqT+SjHWNUZe5rn76u6Jr7Vs1r+ySoHh\ncgTHx0ndvYvMZk98rYWH9whF2mg711OHlp0+rR0BWtqb9r7XkyALkvRc3JK7VwqVqKQe6dqXlpbI\n5/OW1F8p/MNhcqsp8smTPyuxzQmE8NHa+lEdWnb6+Hw+enp66qbDuhVLcCPcjNuii9yGDsvQ1WmM\nRBcb2Ty/J+tfZ/FdQjtYNVAZ57T+ymT+J2gfhtZzjW7Jsbk53M7i5g5LsZPpsDL5DL+t/cZo12id\nWtYA3F7ov1GXHazU9DQUCgRvWNfB+qjzI9zCXRcd1tLTGN4mN2f6rBnWAhC8MY5Mpdh98OBE11H1\nr/osqr9S9FwwdVgnXHnNvkwid62pv1Kc6RugqbmFhTrosNRE3NIOlvldZuoQJmjor67hdlsvXFIR\njUZZXl4mc8IkOa/SWZ6l0pYNDwTw+ToIhUbY1IkuAOfUw9IOVg0mZjc40+zn/FmLZYh7GxQKMP9v\ny+5eKZSzfNJ07fde3yOdT1szwUUx0T/C6gNInSxsMjU5CV4vgWvX6tSw0yfkDXGl40pdHKzlJ5uc\nOx/B5bbuMKt0WMkT6rDiqyskNtYtl569lJ6RCDvbWTZfniyEVGl1fBbewRIuF32X36/LDtb8/Dxd\nXV0EAtYMAQPw9bUgvCfXYeVy22xvP7Bc/atSBgcHKRQKLCwsnOg6t+LGJPzTiLXnYPs6rFyjm9Jw\nBpp89Pq9tk90Yd03/ymwr79qt/Sqa9149QB2Y5bVXykudbcQDnhPrMOaWjEm4aOdFt7BArMeloQX\nt050mdTkFIEPPsBl4UkSGGGC917fYyd3/B3O1FaGzZWUpcMDATxnzuAbHj5xoouFR8YuR79FE1wo\n1Pd5Uh1WeiaOu70JT9iaWkVF3+UPiK+usL1+/CQ5uVyOhYUFy+qvFMLjwjfQcmIdViw+DRQsV/+q\nlP7+foQQJ9Zh3YolCbldfNhs7SRjbZEb5PNJthMniwawA0IIPo00cyuWqHux8ncJ7WBVYXFzh+X4\nrtZfKSyuv1K4XILxOuiwplanGGkbIdJk7Uk0vaPgaTqRDiufSLL74IGl9VeKse4xcoUcv639duxr\n7NW/smiCi2KC4+PsTN9B5o6/8rr48JowCpMAACAASURBVD6B1jDtvf11bNnp03omQCjiZ+kE9bBk\nQZKZi1s6PFChMkKeJF378vIyuVzO0uGBCv9QmOxKkkLq+Dqs2OZthPAQDls0cZJJU1MT586dO7EO\ny9BfhfBYMBNrMRHTYY5t6jBBMMIEX2dzPEvVJ5X/u4h2sKrws9ZfHWT+XxAZgIi1J0kAnwy3M7ee\nYnXreCLLbCHLr2u/Wjc9ezEeP/SNG9/vMdn55RfI523hYF3vvI5LuE4UJrj8NIbH7+ZstKWOLWsM\nwfFxCskku48eH/sahv7qfctHAggh6BmJsPzk+Dqs3KsUhVTO0gkuFGejg/iDoROla7eD/krhHw6D\nhPTc1rGvsRm7TWvLB7jd1t6xAeM7XVpaInvMJDnrmRy/J3ctrb9S+P1nCQaHdD0sEyfosLSDVYWJ\n2Q3agl5GOq3/cJ8YKU39lbXDAxXKaf75mDqsB68fsJPbsYeDBcau5Mo92D1eeEtqchLcboLXrZn1\nqpgWXwsX2y7uhYAeh+Wnm5wbbsVtYf2VQjnNxw0T3Fp7xdbaK8umZy+l90KE1FaG+KvjhZCqEDI7\n7GC5XG56L13ZS8F/HObn5zl79iyhkLU1NgC+/lbwiGPrsPL5FNvb9yxb/6qUwcFB8vk8i4uLx/r7\nn/f0V/aYg0UiN4jFJpEy3+imNJyhgI8un0c7WE5lYnadG0PtliwSWnfWHkNq3dTrWJ8rPa20+D1M\nzB5Ph6V2NyydQbCYwc9AFowi0scgNTlJ09X3cdlgkgRGmOBva7+Rzh89fGE3kWV9KUnPSNtbaNnp\n4+3qxBsdOLaDpbLMWV1/pVBhn0tPjqfDSs/GcUf8eNqtmyGumL4rH7D5conE5tHH0nw+z4sXLyyv\nv1IIrwtff8uxHaxY/A5S5ixb/6qUgYEBgGPrsG7FEgRcgmst1tb1KtoiN8nnE2wnHjW6KQ1nX4eV\ntK0OSztYFViO7bCwsaPDAxVzZviYxfVXCrdLMDbYduxMglOrUwyHh+kI2KR/9I2D27f/PR+Bws4O\nO/fvE7JBeKBirGuMTCHDvbWja0uWn5n6K4snuCgmOD5OanoamT/6yuvio/s0Nbdwpt/6IWAAka4g\ngVbfns7uKEgpSc/aQ3+l6L9s6rCOESb48uVLstmsLcIDFf6hMNmlBIXdo2sWjfpXbsJheyzcBQIB\nuru7j63DuhVLMBYO4XPZY6oaMR1nXQ/L4NNIMyuZLHM7J0vl/65ij177FlAJEHSCC5P5n6C1F9oG\nG92SunFzuIPna0nWto+2S5Er5Phl9Rf7hAcCeANGsotj1MPauXsXsllb6K8Uo12jCMSxdFjLT2K4\nvS66ohYtPl2G0Pg4ha0t0k+eHPlvFx/ep/fS+wibTJKEEPSORFh+enQdVm5th0Iiawv9laJz6Dy+\nQOBYYYJ20l8p9nRY80fXYW3GbtPS/D4ejz1C4sD4bhcXF8kdMUlOLJvjYcIe+itFU9M5Ak0Duh6W\nid11WPZ4470FJmY2aG3ycKnbPpOkYyOlkWEu+hlYXKRezM0hw3m+fcQwwccbj0nlUtavf1VK9DNY\nvgvp7SP9WWpyElwuAqP2WHUFCPvDjLSNHMvBWnq6SfdwK26vfYbX4+qwtjdeE1t9aZvwQEXPSITE\nZpqt10dLkmMn/ZXC5XbTc/HKsXaw5ufn6ejooKXF+slgFL6BVnALMkdM157P77K19Zvl61+VMjg4\nSC6XY2lp6Uh/NxFPIrGP/koRabtBLDaFlIVGN6XhjAT9nPF6+Ld2sJzFxOwGN4bacWv9Faw/g+Qr\n2+ivFFd7wwR97iOna1fJD2y1gwWmDisPC0dbXUvdnqTp8mXczfZ6EY51jfHrq1/J5g+fASudyvJ6\nMWEb/ZXC29ODt7f3yA6W2tXou2wzB+uY9bDSs3FcrT7cHfbQXyn6Ll9lffEFqa3DOxWFQsFW+iuF\ny+fG13d0HVZ86xekzFi+/lUpx9Vh/TuWwO8SXG+xfjbFYtoiN8jlYiSSR48GsBtCCD6JhPQOlpNY\n3dpl9nWST4Ztoq85KXv6K3tkEFR43S5Go21HLjg8tTrFYOsgZ4Nn31LLGkT/TXB5jlQPq5BOs/Pb\nbwRv2GvVFWC8e5zd/C4P1g9fGPLlszhILF9guBzBGzdITU4hC4dfeV18eB9/MMTZwaG32LLTp/1c\niKZmL8tPDq/DklKSnjH0V1ZPV1+K2qE8yi7WysoK6XTadg4WGGGCmcUEhfThNYuGLsdFOGyvhbtQ\nKERnZ+eRdVi3YglGW0M02SATazG6HtZBPo00s5TO8mLHfvWw7NVz64Suf1XC3L+guQs6zje6JXXn\nk+EOfl/dZiN5OJFlvpBnenXaPtkDi/GFoOfjIyW62Pn1V2QmYyv9lUJ9x0cJE1x6sonb46JryH6h\nxcHxcfKxGOlnzw79NwsP79F76Qoul/sttuz0UfWwlo7gYOVe71DYzthKf6XoGh7B4/ez8ODwSWHs\nqL9S+IfCUJBkjqDD2oxN0NJyGa/XfmPH4OAgCwsL5A+ZJGcrl+f+9g6fRuyRlbaYQKCPpqZeXQ/L\n5A9mCKgdwwS1g1WGidkNW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4V/KEx6No4sSMfVvyqlvb2d5ubmvbDRW7EEl0JNdPicFzUD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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -152,7 +150,7 @@ "from pyFTS.partitioners import Grid, Util as pUtil\n", "\n", "fuzzy_sets = Grid.GridPartitioner(data=enrollments, npart=12)\n", - "fuzzy_sets2 = Grid.GridPartitioner(data=enrollments, npart=10, transformation=diff)\n", + "fuzzy_sets2 = Grid.GridPartitioner(data=enrollments, npart=10, transformation=tdiff)\n", "\n", "pUtil.plot_partitioners(enrollments, [fuzzy_sets,fuzzy_sets2])" ] @@ -166,13 +164,15 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "[ 17:16:03] Start training\n", + "[ 17:16:03] Finish training\n", "Hwang High Order FTS:\n", "\n" ] @@ -194,13 +194,15 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "[ 17:16:09] Start training\n", + "[ 17:16:09] Finish training\n", "Hwang High Order FTS:\n", "\n" ] @@ -208,7 +210,7 @@ ], "source": [ "model2 = hwang.HighOrderFTS(\"FTS Diff\", partitioner=fuzzy_sets2)\n", - "model2.append_transformation(diff)\n", + "model2.append_transformation(tdiff)\n", "model2.fit(enrollments, order=3)\n", "\n", "print(model2)" @@ -223,37 +225,36 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[16113.38333333334,\n", - " 16113.38333333334,\n", - " 16113.38333333334,\n", - " 16113.38333333334,\n", - " 16113.38333333334,\n", - " 16113.38333333334,\n", - " 16113.38333333334,\n", - " 16113.38333333334,\n", - " 16113.38333333334,\n", - " 16113.38333333334,\n", - " 16113.38333333334,\n", - " 16113.38333333334,\n", - " 16113.38333333334,\n", - " 16113.38333333334,\n", - " 16113.38333333334,\n", - " 16113.38333333334,\n", - " 16113.38333333334,\n", - " 16113.38333333334,\n", - " 16113.38333333334,\n", - " 16113.38333333334,\n", - " 16113.38333333334,\n", - " 16113.38333333334]" + "[13336.366666666669,\n", + " 13336.366666666669,\n", + " 13336.366666666669,\n", + " 13336.366666666669,\n", + " 13336.366666666669,\n", + " 15716.666666666672,\n", + " 15716.666666666672,\n", + " 15716.666666666672,\n", + " 15716.666666666672,\n", + " 15716.666666666672,\n", + " 15716.666666666672,\n", + " 15716.666666666672,\n", + " 15716.666666666672,\n", + " 15716.666666666672,\n", + " 15716.666666666672,\n", + " 15716.666666666672,\n", + " 18096.966666666674,\n", + " 18096.966666666674,\n", + " 18096.966666666674,\n", + " 18096.966666666674,\n", + " 18890.40000000001]" ] }, - "execution_count": 15, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -264,37 +265,35 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[12746.67,\n", - " 13254.67,\n", - " 13558.67,\n", - " 14387.67,\n", - " 15151.67,\n", - " 15002.67,\n", - " 15294.67,\n", - " 15552.67,\n", - " 16498.67,\n", - " 16610.67,\n", - " 16079.67,\n", - " 15124.67,\n", - " 15188.67,\n", - " 14836.67,\n", - " 14854.67,\n", - " 15675.67,\n", - " 16550.67,\n", - " 17841.67,\n", - " 18661.67,\n", - " 19019.67,\n", - " 19028.67,\n", - " 18567.67]" + "[13435.14,\n", + " 13770.02,\n", + " 14781.08,\n", + " 14632.08,\n", + " 14924.08,\n", + " 15676.199999999999,\n", + " 15881.02,\n", + " 15993.02,\n", + " 15462.02,\n", + " 14507.02,\n", + " 14571.02,\n", + " 14219.02,\n", + " 14237.02,\n", + " 15058.02,\n", + " 15933.02,\n", + " 17224.02,\n", + " 18044.02,\n", + " 18402.02,\n", + " 18411.02,\n", + " 17950.02]" ] }, - "execution_count": 12, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -312,14 +311,14 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": 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YmP/lrnXmwSXbAcxufhyIptmErp34+kRERERERESXMJlMOHHixJ9mChYXF19yn6urK6Ki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\nkZGRWrZsmWbOnEk4CAAAAACAAxASwhGampr08MMP66mnnpLL5ZIkLVu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1dX3qAm/evHnlGRkZGi4uLoNbxtauXZsPAGFhYQYpKSm6ba89zb6HT0tQZhMuCEK4KIqB\nbb5u2V9wBu4sPR4BILx5afJUAE5oXlr8uLF7Dy8RBGERgEUAYG9v75Gdna2074uIiIiIiIi6v7Cw\nMKxbtw7nzp1DU1PTXdcMDAzg7+/fuoR4wIABXHbay6SmprYWhjdu3Ljrmru7O0JDQzFjxgzY29tL\nlLDzCYIQL4qiZ9uxpKSkLFdX1xKpMnWWltmDISEhVS17GLZ3iXFXkpSUZOrq6ur4oGudVhI2F4Se\noijuEARhuyiKf7pnbCWAiOa3PnbsUQeXeHp6ipcuXVLa90VERERERETdV35+PpYvX44ffvihdUxN\nTQ2jR49unS04YsQIqKl15uI76qpEUURCQkJrYZiXl3fXdW9vb8ycORPTpk2DhYWFRCk7R28uCUtK\nSlTnzJnjAAAymUx1165d2S0HjXQnkpSEzTP+dgJYKIrij23GACCzpeRrngGYiTuzA3c8ydjDsCQk\nIiIiIiKie8nlcmzduhWrV6/G7du3AQBjx47FX/7yF4wdOxZ6enoSJ6SuTqFQIC4uDvv27cMPP/yA\noqKi1msqKirw8/PDzJkzMWXKFPTp0+cRT+qeenNJ2FNINpNQKiwJiYiIiIiIqK2zZ89iyZIlSEpK\nAnDn4Ip//vOfePXVV7mMmJ6KXC7HqVOn8P333+Pnn39GRUVF6zV1dXVMnDgRoaGhCA4Ohr7+U59z\n0SXI5XIkJCRg5MiRLAm7uUeVhJ15ujERERERERFRpyorK8OiRYvg7e2NpKQkCIKAxYsX49q1a5gz\nZw4LQnpqampqCAgIwJdffomCggIcOXIEs2bNgq6uLhobG/Hf//4Xr776KiwsLFBaWip13Kd2/fp1\nfP755zh27JjUUUjJWBISERERERFRjyOKIr7++ms899xz2LlzJwDAzc0NZ8+exbZt22BsbCxxQupJ\nNDU18dJLL+G7775DYWEh9u/fjylTpkBTUxOurq4wMTGROuITKysrw969e/H9999DVVUVc+bMkToS\nKRl3YSUiIiIiIqIeJTU1FUuWLEFMTAwAQF9fHx9++CHeeOMNHkZCSqerq4vp06dj+vTpkMlkuHnz\nptSRnkhDQwNiY2MRFxcHVVVVBAYGYuTIkVBVVZU6GikZf3ckIiIiIiKiHqG6uhpr167F5s2bIZfL\nAQAzZszA5s2bYW1tLXE66o0MDQ1haGgodYx2EUURv/32G8LCwlBZWYlhw4YhICCgy++nmJaWprFg\nwQKHuLi49JaxJUuW2PTr169+xYoVSt8rsaSkRNXMzGz46NGjK1vGHB0dGwAgKytLIzc3V1Mmk6kN\nGTKk2tDQsOnYsWOZH3zwgcXBgwdbT7bZvn17to+PT829z5PJZGoAsGLFioJ58+aV79692zgjI0Pj\nww8/LPT29h7wyiuvlK9YsaKk7eugoCAnmUymKpPJ1No+tz1YEhIREREREVG3d/jwYSxbtgw5OTkA\ngP79++Pzzz9HYGCgxMmIur7i4mIcO3YMv//+OywsLPDKK6/AwcFB6ljdhq2tbX3bkrKtTZs2mWZk\nZGhu27YtHwBiY2N1vvnmG7Pc3NwU4E7JOW3atH6pqam/tbzH2dm5puV5JSUlqm5uboNHjhxZPW/e\nvPKWMQBYsWJFSdvXmzZtMnV0dKzftm1bfmxsrM7KlSttHpbrQVgSEhERERERUbeVlZWFZcuW4Zdf\nfgFwZ2+4VatW4d1334WWlpbE6Yi6tvr6ekRHR+P8+fPQ0NDApEmT4OHhARWVpzvC4sKFC3aVlZU6\nHZnRwMCgxsvLK/dp3uvi4jI4Ojr6OgCYmZkNT01NveLs7NxgZ2c3JDc3N8Xb23tAy70LFy4smTdv\nXvmhQ4f0t2/fbgYAOTk5mi2z+ACgZZaeo6NjQ1JSkk7bYq+9Bg0aVC+TydQOHTqkHxISUuXs7NzQ\nkvFBTE1Nm956662Cf//732ZeXl41GRkZGpmZmVopKSm6u3fvNg4PDzdoeT1p0qRKc3Pzppb3Ghoa\nNj3suQ/CkpCIiIiIiIi6nYaGBmzevBlr165FbW0tAGDChAn47LPP0L9/f4nTEXVtoigiOTkZERER\nuH37Ntzd3eHv7w9dXV2poz2Vs2fPGrQt/FJSUnTXrFmTN2XKlLKvv/7a2MTEpMnZ2blm7969xp6e\nnjXPP/98VVpamkZLMdgy666lDMzJydFMTU39rWUW37x588qXLFli4+HhUf3hhx8WHjp0SD8mJqZ1\nHXZeXp5m28/fuHFj/sOW+ZqamjYdPXr0+ueff272/vvv2xoaGsofdT8A9O/fvz4hIaH1f5xPP/00\nLysrS2PevHnlL730UmXL65brs2bNcvj+++9NY2JinqjEZElIRERERERE3Up0dDTeeOMNpKWlAQCs\nrKywZcsWTJs2DYIgSJyOqGsrKCjA0aNHkZubCxsbG4SGhsLGxqZDnv20M/6eVdvlucCdPQkBYNas\nWeXvvPOOrbGxcdNHH32Ut3HjRsvS0lK16dOnl5mbmzeFh4cbhIeHG9z7PF9f30rgTqHXMpaVlaU5\ne/bscgAICQmpWrp0aev9j1pufK+0tDSNPn36yPfu3ZsN3Fl+PGnSpIGVlZWJD3vPjRs3NJ2cnOra\n83wA2Lt3b/YHH3xwa+LEiQNbljW3x9PNHyUiIiIiIiLqZEVFRZg7dy7GjRuHtLQ0qKio4K233sLV\nq1cxffp0FoREj1BbW4tff/0VO3bsQGlpKYKDg/H66693WEHYFTk7Ozfk5ORoJiUl6YSEhFTJZDK1\n06dPG4SEhFStXr3a0t3dvXrv3r3Z06dPL3vcsxwdHeuPHz+uDwCHDh166tNczp8/r7tgwYLWDR99\nfHxqDA0N5Q+7v6SkRPWTTz6xnDVrVvnD7mmxZMkSm02bNpkCgLm5eVPLwSftxZmERERERERE1KUp\nFArs3LkT7733HioqKgAAI0eOxLZt2+Dm5iZxOqKuTaFQ4PLly4iMjERdXR1GjBiBcePGQVtbW+po\nncLV1bWmvLxc9d7Xs2fPLl+5cqVNZGSkgaOjY31ubq5mbGzsQ/dTXLduXUFwcLCTt7e3gaura7tP\nDL7XvHnzyjMyMjRcXFwGt4ytXbs2v+09aWlpOvded3Z2bjh//vwj14O3ZNy9e7cZAOzZsyfjSbIJ\noig+yf3dgqenp3jp0iWpYxAREREREdEzunz5MhYvXowLFy4AAIyNjbFhwwYsWLDgqQ9XIOot8vLy\ncOzYMdy8eRMODg4ICgqChYXFUz9PEIR4URQ9244lJSVlubq6ljxz2C6uZfZgSEhI1dOcHNxVJCUl\nmbq6ujo+6BpnEhIREREREVGXU1lZidWrV2Pr1q1QKBQAgLlz52Ljxo0wNzeXOB1R11ZdXY2IiAgk\nJiZCX18fr7zyCoYMGcIl+c/Ax8enZs6cOQ7bt283k8lkqrt27cqWOlNHY0lIREREREREXYYoijhw\n4ACWL1+OW7duAQCcnZ2xbds2+Pr6SpyOqGtTKBS4ePEiTp48icbGRnh7e8PX1xeamppSR+v2TE1N\nm44dO5YpdQ5lYklIREREREREXUJ6ejrefPNNnDhxAgCgra2Nv/3tb1i+fDk0NDQkTkfUtWVlZeHY\nsWMoKiqCk5MTgoKCYGpqKnUs6kZYEhIREREREZGk6urqsGHDBmzYsAH19fUAgODgYHz66adwcHB4\nzLuJerfKykqEh4cjJSUFhoaGmD59OgYNGtSZS4sVCoVCUFFR6XmHXvQwCoVCAKB42HWWhERERERE\nRCSZEydO4M9//jNu3LgBALC3t8e///1vBAcHS5yMqGtramrCuXPnEB0dDYVCAV9fX/j4+EBdXb2z\no6QUFxc7m5mZyVgUdl0KhUIoLi42BJDysHtYEhIREREREVGnu3nzJpYvX44DBw4AANTU1PDOO+9g\n9erV0NXVlTgdUdd248YNHD9+HKWlpXjuuecwceJEGBsbS5JFLpcvKCgo2FVQUDAEAI8c77oUAFLk\ncvmCh93AkpCIiIiIiIg6jVwux2effYbVq1ejqqoKAODr64vPP/8cLi4uEqej3kIURYii2Pr63p/b\nO9aea/r6+lBVVe2Q3BUVFQgLC8PVq1fRp08fzJo1CwMGDOiQZz8tDw+PIgCc+tsDsCQkIiIiIiKi\nTnH+/HksXrwYiYmJAABTU1Ns2rQJr732Wmfun0ZdkCiKkMlkKCwsRGFhIaqrq1vHn7ace9RYZ1JT\nU4ONjQ3s7e1hYWEBFZUnn2zX2NiIM2fO4MyZMxAEAePHj8eoUaOgpsZahzoO/2siIiIiIiIipSov\nL8eqVauwY8eO1pJm0aJFWL9+Pfr06SNxOpJKTU1NaylYWFjYemiNvr4+DA0NIQhCa3l87+t7f27v\nWEfe3/baw66LoojCwkLk5eUhOzsbGhoasLW1hb29PUxNTR9bGIqiiGvXriEsLAwVFRVwcXFBYGAg\nDA0N2/vLTNRuLAmJiIiIiIhIKURRxLfffosVK1aguLgYAODq6oovvvgCo0aNkjgddbaGhgYUFxe3\nloIty821tLRgYWHR+kNHR0fipB3L3t4e7u7uKCwsRE5ODnJycpCZmQktLS3Y2dnB3t4effr0uW82\nbWlpKY4fP44bN27AzMwMr732Gvr27SvRd0G9AUtCIiIiIiIi6nBpaWl44403EB0dDQDQ09PDunXr\n8Oabb3KJZC+hUChQWlraWgqWlZVBFEWoqqrCzMwMTk5OsLCwaJ012JOpqqrC2toa1tbWkMvluHXr\nFnJycpCRkYH09HTo6uq2Foba2tqIiYnB2bNnoa6ujokTJ2LEiBEdtq8h0cMIUqzHVzZPT0/x0qVL\nUscgIiIiIiLqdaqrq7Fu3Tr885//hFwuBwBMmzYN//rXv2BjYyNxOlImURRRWVnZWgoWFxdDLpdD\nEAQYGxu3zhQ0MTFh4dWsoaEBN2/eRE5ODgoLCyGKIhobG1FRUQFra2sEBgZCT09P6pitBEGIF0XR\nU+ocpBz85xsiIiIiIiLqEEeOHMGyZcuQnZ0NAOjXrx8+++wzTJw4UeJkpCy1tbV37StYV1cH4M7M\nUQcHB1hYWMDc3BwaGhoSJ+2aNDQ04OjoCB0dHWRmZkImk8HU1BRmZmZobGxEXFwc7O3tYWdnB11d\nXanjUg/HkpCIiIiIiIieSXZ2NpYtW4YjR44AuFN8rFq1Cu+99x60tLQkTkcdqbGx8a59BSsrKwEA\nmpqaMDc3b50tyEKrferq6nDq1ClcuHABWlpa8Pf3h7u7O+rr65Gbm4ucnBwkJycjOTkZJiYmsLe3\nh62tLbS1taWOTj0QlxsTERERERHRU2lsbMTmzZuxdu1a1NTUAAACAwPx2WefYcCAARKno46gUChQ\nVlbWWgqWlpa27itoamraWgoaGRn1+H0FO5IoikhKSkJERASqq6vh4eEBf3//Bx7acvv2beTm5iI3\nNxcVFRUQBAFmZmawt7eHjY0NNDU1Oy03lxv3bCwJiYiIiIiI6ImdPn0aS5YsQVpaGgDAysoK//rX\nvzB9+nSWRd2YKIqoqqq6a1/BxsZGALhrX0FTU1PuK/iUbt68iWPHjiEvLw+2traYNGkSrKys2vVe\nmUzWOsPw9u3bEAQBlpaWsLe3h7W1NdTV1ZWanSVhz8blxkRERERERNRutbW1ePPNN/HVV18BAFRU\nVPDmm29i7dq1MDQ0lDgdPY26ujoUFRW1FoMts0JbTtxt2VewM2es9UQ1NTWIjIxEQkICdHV18fLL\nL8PV1fWJSnVDQ0MYGhrCxcUFFRUVyMnJQW5uLs6fPw9VVVVYWVnB3t4elpaWPEWcnhj/iyEiIiIi\nIqJ2qa6uRnBwMKKiogAAXl5e2LZtG9zd3SVORk9CLpejpKSktRSsqKgAcGcvSXNzcwwePBgWFhZd\n6lTd7kyhUCA+Ph5RUVGor6/HqFGjMHbs2Gfar7PlxGhjY2MMGzYMpaWlrYVhXl4e1NTUYGNjA3t7\ne1hYWEBFRaUDvyPqqZS63FgQBHdRFBPafD0VQAUAJ1EUd9wz5i6K4sYnGXsYLjcmIiIiIiLqWJWV\nlXjxxRcRGxsLANiwYQNWrFjR7ZecFhUV4fbt21LHUCpRFFFTU4PKykpUVlbi9u3bEEURgiBAT08P\nBgYGMDAwgI6ODpeKd7D6+nqcPn0aBQUFcHR0RFBQEMzNzZX2eQqFAsXFxcjJyUF+fj4aGhqgoaEB\nW1tb2Nvbw9TU9JkKQy437tmPL8ftAAAgAElEQVSUNpNQEIQAANsB9Gv+2h1ApiiKCYIgBDR/DQAQ\nRTFCEASnJxlrWz4SERERERGR8pSXl+OFF17AhQsXAABffPEF/vSnP0mc6tllZmbi22+/lTqGUqir\nq0NXV7f1R0uZW1dXh+rqalRXV6OmpgY98ZyCrsbAwABTp06Fs7Oz0ktYFRWV1n0j3d3dUVhYiJyc\nHOTk5CAzMxNaWlqws7ODnZ0dTExMWArTXZRWEjYXepn3DH8MIBB3ZhJGCILwMYDw5muZAAIAmLRz\njCUhERERERGRkpWUlCAwMBCJiYlQUVHBV199hblz50od65kpFAqEhYXByMgIISEh3b4sUSgUKC8v\nh0wmg0wmQ319PYA7S4hb9rEzNDRU+sEWdD9LS0toaGh0+ueqqqrC2toa1tbWkMvluHXrFnJycpCR\nkYH09HTo6OjA3t4ednZ2PJ2aAHTinoTNMwgzBUEoB7CwedgIQFmb20yeYIyIiIiIiIiUqKCgAAEB\nAUhNTYWqqiq+++47zJgxQ+pYHSIxMRFFRUWYOnUqHBwcpI7zTAoKCpCQkIDbt29DXV0d5ubmMDc3\nh6WlJfT09Fj+ENTU1FpnEDY2NiI/Px85OTm4du0arl69Cn19/dbC0MDAQOq4JJFOKwkFQTDCnT0F\n1wPYKQgCZwISERERERF1UXl5eRg/fjyuX78OdXV1HDhwACEhIVLH6hD19fWIioqCnZ0dnJ2dpY7z\n1Gpra5GYmIjc3Fzo6enh+eef5yEV9Fjq6upwdHSEo6Mj6uvrkZeXh9zcXKSmpiI1NRVGRkaws7OD\nvb09dHV1pY5LnagzTzdeBGC9KIoVzcuQWw4i6dN83QhAafPr9o61EgRhUfNnwN7evsPDExERERER\n9RZZWVnw9/fH77//Di0tLfz8888ICgqSOlaHOXPmDKqrqxEaGtotZ9kpFArcuHEDKSkpUCgUcHFx\nwaBBg7r9ITLU+TQ1NdGvXz/069cPtbW1yM3NRW5uLq5cuYIrV67AxMSkdQaitra21HFJyTqzJGwl\niuKPzaVeBICWU3Gcmr/GE4y1feYOADuAO6cbKyE2ERERERFRj5eeng5/f3/k5eVBR0cHv/zyC/z9\n/aWO1WFkMhnOnj2LoUOHwtbWVuo4T6y0tBTx8fGoqKiApaUl3NzcoK+vL3Us6gG0tbUxcOBADBw4\nELdv324tDBMTE5GUlAQzMzOpI5KSKfN046kAPAVBmCqK4o+iKG4UBGFl8yzCPs2lHgRB8Gw+Cbmi\n5cTi9o4RERERERFRx0lLS8P48eNRUFAAfX19HD16FD4+PlLH6lCRkZEAgPHjx0uc5Mk0NDQgOTkZ\nmZmZ0NbWxujRo2Fra9stZ0JS16enp4fBgwdj8ODBqKysRE5ODnJzc6WORUom9MTjzj09PcVLly5J\nHYOIiIiIiKjbSExMRGBgIEpKSmBkZISwsDB4eXlJHatD5efnY9euXfDx8ek2JaEoisjOzkZSUhIa\nGhrQv39/DBkyhKcUU6cTRREqKirxoih6Pv5u6o4kWW5MREREREREXcfFixcxYcIEVFRUwNTUFOHh\n4Rg+fLjUsTqUKIo4ceIEdHV1u83sSJlMhoSEBBQXF8PExATu7u4wNjaWOhb1Upy12vOxJCQiIiIi\nIurFzpw5g6CgIFRVVcHS0hIRERFwcXGROlaH++2335CTk4PJkydDU1NT6jiPJJfLkZaWhmvXrkFd\nXR0eHh5wcnJiSUNESsWSkIiIiIiIqJc6efIkXnrpJVRXV8PW1haRkZEYOHCg1LE6nFwuR0REBMzN\nzeHm5iZ1nEe6efMmEhISUFNTA0dHRwwbNgxaWlpSxyKiXoAlIRERERERUS90/PhxTJkyBXV1dXB0\ndERUVBT69u0rdSyluHDhAsrLy/Hqq69CRUVF6jgPVF1djcuXL+PmzZswMDCAn58fT5Mlok7FkpCI\niIiIiKiXOXz4MKZPn46GhgYMGDAAkZGRsLOzkzqWUtTU1OD06dPo378/+vXrJ3Wc+ygUCly/fh2p\nqakAgGHDhmHgwIFdtswkop6LJSEREREREVEvcuDAAcyePRtyuRzOzs6IiIiAlZWV1LGUJjo6Gg0N\nDZgwYYLUUe5TXFyM+Ph4VFZWwtraGm5ubtDV1ZU6FhH1UiwJiYiIiIiIeok9e/Zg3rx5UCgUGD58\nOE6cONGjl7SWlJTg4sWL8PDw6FLfZ11dHZKTk5GVlQUdHR2MGTMGNjY2Usciol6OJSEREREREVEv\nsGPHDixevBiiKGLEiBEICwuDsbGx1LGUKjw8HOrq6hg3bpzUUQAAoigiMzMTV65cQWNjIwYNGgRn\nZ2eoqfGv5kQkPf5ORERERERE1MP9+9//xrJlywAAY8aMwdGjR2FgYCBxKuXKzMzE9evXMX78+C6x\nhLeiogLx8fEoLS2FmZkZ3N3dYWhoKHUsIqJWLAmJiIiIiIh6sI0bN+Ldd98FAPj5+eHIkSPQ09OT\nOJVyKRQKnDhxAoaGhhg1apSkWRobG5Gamor09HRoaGjAy8sLDg4OEARB0lxERPdiSUhERERERNQD\niaKItWvX4u9//zsA4IUXXsDPP/8MbW1taYN1gqSkJBQWFuIPf/iDZEt5RVFEXl4eEhMTUVtbCycn\nJwwdOhSampqS5CEiehyWhERERERERD2MKIpYtWoVPv74YwDAyy+/jP379/eKgqqhoQFRUVGwtbWF\ni4uLJBlu376NhIQEFBQUwMjICN7e3jAxMZEkCxFRe7EkJCIiIiIi6kFEUcTbb7+NTz/9FAAwY8YM\nfPvtt1BXV5c4Wec4c+YMbt++jRkzZnT6kt6mpiZcvXoVV69ehSAIGD58OPr37w8VFZVOzUFE9DRY\nEhIREREREfUQCoUCb7zxBrZv3w4AeO211/DVV19BVVVV4mSdo7KyEnFxcXBxcYGtrW2nfnZhYSES\nEhJQVVUFOzs7uLq6QkdHp1MzEBE9C5aEREREREREPYBcLsfrr7+OPXv2AAAWLVqEbdu29apZbFFR\nURBFEQEBAZ32mbW1tUhKSkJOTg709PTg6+sLS0vLTvt8IqKOwpKQiIiIiIiom2tsbMSrr76KAwcO\nAACWLVuGLVu29KoTdG/evImkpCSMGTMGRkZGSv88hUKBjIwMpKSkoKmpCc7Ozhg8eHCvmbVJRD0P\nS0IiIiIiIqJurL6+HjNmzMDhw4cBAO+++y7Wr1/fqwpCURRx4sQJ6OjowMfHR+mfV1ZWhvj4eJSX\nl8PCwgLu7u7Q19dX+ucSESkTS0IiIiIiIqJuqra2Fq+88gqOHz8OAPj73/+ONWvW9KqCEACuXbuG\n7OxsvPjii9DS0lLa5zQ0NODKlSvIyMiAlpYWRo0aBTs7u173601EPRNLQiIiIiIiom6ouroawcHB\niIqKAgB8/PHHWLlypcSpOl9TUxPCw8NhZmYGd3d3pXyGKIrIyclBYmIiGhoaMGDAALi4uEBDQ0Mp\nn0dEJAWWhERERERERN1MZWUlJk2ahDNnzgAAPvnkEyxbtkziVNK4ePEiysrKMGvWLKUc0lJZWYmE\nhAQUFRWhT58+8PX1hbGxcYd/DhGR1FgSEhERERERdSNlZWV44YUXcPHiRQiCgC+++AKLFi2SOpYk\namtrER0djX79+qF///4d+my5XI7ffvsN165dg6qqKtzd3eHk5NSrTosmot6FJSEREREREVE3UVxc\njMDAQCQlJUFFRQW7d+/Ga6+9JnUsyURHR6O+vh6BgYEdui/gzZs3cfnyZVRXV8PBwQGurq5K3euQ\niKgrYElIRERERETUDdy6dQsBAQFIS0uDqqoqvvvuO8yYMUPqWJIpLS3FxYsX4ebmBgsLiw55Zk1N\nDS5fvoz8/HwYGBhg3LhxMDc375BnExF1dSwJiYiIiIiIurjc3FyMHz8e6enp0NDQwIEDB/Dyyy9L\nHUtSERERUFNTg5+f3zM/S6FQID09HampqRBFEUOHDsXAgQOhqqraAUmJiLoHloRERERERERd2O+/\n/w5/f39kZWVBS0sLBw8exAsvvCB1LEllZWXh6tWr8Pf3h56e3jM9q6SkBPHx8ZDJZLCysoKbm9sz\nP5OIqDtiSUhERERERNRFXb9+Hf7+/sjPz4eOjg5++eUX+Pv7Sx1LUqIoIiwsDIaGhhg1atQzPSsz\nMxOXLl2Cjo4OxowZA2tr6w7d25CIqDthSUhERERERNQFpaamYvz48SgsLIS+vj6OHTuGMWPGSB1L\ncklJSSgoKMArr7wCdXX1p35Oeno6Ll++DEtLS4wePfqZnkVE1BOwJCQiIiIiIupiEhMTERgYiJKS\nEhgZGSEsLAxeXl5Sx5JcQ0MDoqKiYGNjgyFDhjz1c65evYrk5GRYW1tj9OjR3HuQiAiAitQBiIiI\niIiI6P9duHABfn5+KCkpgampKU6ePMmCsNnZs2dRVVWFCRMmPNWyYFEUkZqaiuTkZNjZ2cHb25sF\nIRFRM6WWhIIguLd9LQiCKAhCRvOP7c3jUwVBCBAEYWWbe9s1RkRERERE1JPExsYiICAAFRUVsLS0\nxKlTpzB8+HCpY3UJVVVVOHPmDJydnWFvb//E7xdFEVeuXEFqaiocHBwwcuRIqKhw3gwRUQulLTcW\nBCEAwHYA/ZqH+oiiKDRfcwdQ0VIiiqIYIQiCU9tS8XFjoigmKCs7ERERERFRZ4uMjERwcDBqampg\na2uLqKgoDBgwQOpYXUZUVBQUCgUCAgKe+L2iKCIxMRHp6elwcnKCh4cHDyghIrqH0v7ZRBTFCACZ\n93zdwlMUxUwAMwBUNI9lAgh4gjEiIiIiIqIe4dixY3jxxRdRU1ODvn374vTp0ywI27h16xYSExPh\n5eUFY2PjJ3qvKIpISEhAeno6BgwYwIKQiOghOv3gkuYZhgeavzQCUNbmsskTjBEREREREXV7hw4d\nwvTp09HY2IgBAwYgKioKtra2UsfqMkRRxIkTJ6CtrQ1fX98neq9CocClS5eQlZWFQYMGYejQoSwI\niYgeQooNGAJFUax4/G1EREREREQ92/79+zF16lQ0NjbC2dkZ0dHRLAjvcf36dWRlZWHcuHHQ0tJq\n9/sUCgXOnz+PrKwsuLi4sCAkInqMTp9JCMC9zesKAH2aXxsBKG1+3d6xVoIgLAKwCMBTbWJLRERE\nRETUmb755hvMnz8fCoUCw4cPx4kTJ2BmZiZ1rC6lqakJ4eHhMDU1hYeHxxO979y5c8jPz8ewYcMw\naNAgJaYkIuoZOnUmoSAITvcM7QfQMuYEIOIJxu4iiuIOURQ9RVH05B+sRERERETUlW3fvh1//OMf\noVAo4OXlhaioKBaED3Dp0iWUlpYiMDAQqqqq7XpPU1MT4uLikJ+fDzc3NxaERETtpMzTjacC8BQE\nYaooij+2udT2MJMEQRA8m/cprGg5sbi9Y0RERL1ZU1MTysrKUFxcjOLiYhQVFT3w55bXJiYmmDt3\nLubNmwdLS0up4xMR9VqffPIJ3n77bQCAj48Pfv31VxgYGEicquupra1FdHQ0nJyc2n2Ii1wuR2xs\nLIqKiuDh4YF+/fopOSURUc8hiKIodYYO5+npKV66dEnqGERERE9EoVCgvLz8sWVfy8+lpaVQKBRP\n/Dlqamp46aWXsGjRoieamUFERM9uw4YNWLVqFQDA398fR44cga6ursSpuqawsDCcO3cOixcvhoWF\nxWPvb2xsRExMDEpLSzFixAg4OjoqPyRRLyMIQrwoip5S5yDlkGJPQiIiol5BoVCgoqLisWVf29Kv\nqanpqT+vT58+MDMzg7m5+V0/m5mZwdTUFJcuXcI333yD0tJSHDx4EAcPHoSDgwNef/11zJ8/HzY2\nNh343RMRUVuNjY1YvXo1Pv74YwBAUFAQfvrpJ2hra0ucrGsqKyvDhQsX4Obm1q6CsKGhAadPn0Z5\neTlGjRoFOzu7TkhJRNSzcCYhERFRO4mieFfp96glvkVFRSgpKXmm0s/IyOi+wu9BBaC5uTlMTEyg\nrq7+2GfW1dXh4MGD2LlzJ06ePNk6rqKigsmTJ2PhwoUICgri7EIiog50+fJlzJ8/H4mJiQCAl19+\nGfv374empqbEybquAwcO4MaNG1i6dCn09fUfeW99fT2io6NRWVmJ0aNH8x+9iJSIMwl7NpaERERE\nDyCKIv7zn//g22+/RWFhYWspKJfLn/qZhoaGjyz87p35p6Gh0YHf0f3S09Oxa9cu7N69G8XFxa3j\ntra2rbML7e3tlZqBiKgnq6urw7p16/Dxxx+jqakJgiBg+fLl2LBhQ7v+Yae3ys7Oxtdffw0/Pz/4\n+vo+8t6WfQurq6vh7e0NKyurTkpJ1DuxJOzZWBISERHdo7S0FIsWLcLPP//8yPv09fUfW/i1/Gxq\natplZ4w0NDTg8OHD2LlzJ8LDw1vHBUFAUFAQFi1ahBdffBFqatylhIiovc6ePYv58+fj6tWrAIDB\ngwfjq6++wqhRoyRO1rWJoohdu3bh9u3bePPNNx9ZptbU1CA6Ohq1tbUYM2ZMu5YlE9GzYUnYs7Ek\nJCIiaiMiIgJz587FzZs3AQCTJ0+Gn5/ffcWfqakptLS0JE7b8TIyMvDll19i9+7dKCgoaB23srLC\n/Pnz8frrr6Nv374SJiQi6tqqq6vxwQcf4JNPPoEoilBVVcV7772H1atXd9l/LOpKkpOTcfDgQUyZ\nMgXDhg176H3V1dU4deoU6uvr4evrC1NT005MSdR7sSTs2VgSEhER4c5+Rn/961+xefNmAICuri4+\n/fRTzJs3D4IgSJyu8zU2NuK///0vduzYgbCwMLT8/wVBEBAYGIhFixYhODiYy+WIiNo4efIkFixY\ngMzMTADA8OHD8dVXX8HNzU3iZN1DY2Mjtm7dCj09PSxYsOChf/5WVVUhOjoacrkcvr6+6NOnTycn\nJeq9WBL2bCpSByAiIpJaamoqvLy8WgvCkSNHIjExEfPnz++VBSEAqKurY8qUKTh27Bh+//13rF69\nGtbW1hBFESdOnMDUqVNha2uL9957Dzdu3JA6LhGRpCorK7F48WL4+/sjMzMTGhoa+Oijj1pP56X2\nOXv2LCorKzFhwoSH/vkrk8lw8uRJNDU1Ydy4cSwIiYg6EEtCIiLqtURRxKeffgoPDw8kJydDRUUF\na9asQUxMDPr37y91vC7DwcEBa9euRXZ2No4cOYLJkydDRUUFRUVF+PjjjzFgwAAEBARg//79qK+v\nlzouEVGnOnr0KFxcXLB9+3YAwKhRo3D58mX89a9/5WzrJ1BVVYXY2FgMHjwYDg4OD7ynoqICp06d\nAgCMGzcORkZGnZiQiKjnY0lIRES90q1btxAUFIS33noL9fX16Nu3L2JiYvCPf/yDf6l7CDU1Nbz0\n0kv45ZdfkJ2djX/84x+ws7MDAERGRiI0NBS2trb4y1/+guvXr0uclohIucrKyvDaa6/hxRdfRF5e\nHrS1tbF582bExsbC2dlZ6njdTsvswICAgAdeLysrw6lTp6CiogI/Pz8YGhp2ckIiop6PJSEREfU6\nhw8fxrBhwxAWFgYAmDt3LhITE+Ht7S1xsu7D1tYWa9aswe+//45ff/0VISEhUFVVRUlJCTZt2oTn\nnnsO48aNw969e1FXVyd1XCKiDvXTTz/B2dkZ3377LYA7s9qSk5OxfPlyqKqqSpyu+ykoKMDly5fh\n5eX1wOXDJSUliI6Ohrq6Ovz8/KCvry9BSiKino8lIRER9RrV1dVYtGgRQkJCUFJSAmNjYxw4cABf\nf/01DAwMpI7XLamqqmLSpEk4ePAgcnJy8OGHH8LR0REAEB0djdmzZ8PGxgbLly9HWlqatGGJiJ5R\nYWEhpk2bhqlTp6KwsBD6+vrYtm0bIiMjuU3FU2rZ61ZbWxu+vr73XS8qKsLp06ehpaUFPz8/6Onp\nSZCSiKh3YElIRES9wsWLF+Hm5oadO3cCAPz9/ZGcnIxp06ZJnKznsLa2xvvvv4+MjAyEhYXhD3/4\nA9TU1FBWVoYtW7bAxcUFPj4+2LNnD2pra6WOS0TUbqIo4j//+Q+cnZ3x448/AgCCgoKQmpqKxYsX\nQ0WFf616Wunp6fj9998xduxYaGtr33WtoKAAMTEx0NHRwbhx46CjoyNRSiKi3oF/mhERUY/W1NSE\n//mf/4G3tzfS09Ohrq6O//3f/0V4eDhsbW2ljtcjqaioYMKECfjxxx+Rl5eHDRs2oF+/fgCAM2fO\nYO7cubC2tsbSpUtx5coVidMSET1aXl4eJk+ejDlz5qCsrAzGxsb45ptv8Ouvv7buy0pPp6mpCeHh\n4TAxMYGnp+dd1/Lz8xEbGwt9fX34+fndVyASEVHHY0lIREQ9VnZ2Nvz8/PD+++9DLpdj8ODBuHDh\nAlasWMFZH53EwsIC7777Lq5fv47IyEjMmDED6urqqKiowNatWzFs2DCMGjUKX331Faqrq6WOS0TU\nShRF7NixAy4uLjh69CgAYMqUKUhLS8Nrr70GQRAkTtj9JSQkoKSkBIGBgXft5Zibm4u4uDgYGRlh\n3Lhx0NTUlDAlEVHvwb8hERFRj/Tdd99h2LBhiImJAQD8+c9/xqVLlzB8+HCJk/VOKioq8Pf3x759\n+5Cfn49NmzZh4MCBAIDz58/j9ddfh5WVFd544w1cvnxZ4rRE1NtlZmYiICAAf/rTn1BZWQkzMzMc\nOHAAP/30EywtLaWO1yPU1dXh1KlTcHR0bP3zAACysrJw7tw5mJiYYOzYsdDQ0JAwJRFR78KSkIiI\nepSKigrMmjULr776KiorK2Fubo5ff/0VW7du5V5GXYSZmRneeecdXL16tfVwE01NTVRVVWHbtm1w\nd3fHiBEjsGPHDlRVVUkdl4h6kaamJnzyyScYOnQooqKiAACzZ89GWloapk2bxtmDHSgmJgY1NTWY\nMGFC669rRkYGLly4ADMzM/j6+kJdXV3ilEREvYsgimL7bhQERwDuAEYAuAggQRTFLGUFexaenp7i\npUuXpI5BRESd7PTp05gzZw5ycnIAAJMnT8aXX34Jc3NziZPR45SWluLbb7/Fzp077zoFWVdXF7Nm\nzcLChQvh6enJv6ATkdJcvXoV8+fPx9mzZwEANjY2+OKLLzB58mSJk/U85eXl+OyzzzB06FC8/PLL\nAO4cYHL58mVYWVlh9OjRUFNTkzglET2IIAjxoih6Pv5O6o4eO5NQEAQ3QRAOAHgXgAmAiOaf3xME\nYb8gCFy3RUREkmpoaMCqVaswbtw45OTkQFtbG9u2bcORI0dYEHYTJiYmePvtt5GSkoLY2FjMnTsX\nWlpaqK6uxs6dO+Hl5QV3d3ds27YNMplM6rhE1IPI5XKsX78ew4cPby0IFy5ciNTUVBaEShIREdG6\nDQVwp6C9fPkybGxs4O3tzYKQiEgij51JKAjCAlEUdz3i+kJRFHd2eLJnwJmERES9x7Vr1zB79mzE\nx8cDANzd3fHdd99h0KBBEiejZ1VeXo7vvvsOO3bsuOsUZB0dHbzxxhtYt24dtLS0JExIRN1dUlIS\n5s+fj4SEBACAo6Mjdu3ahfHjx0ucrOfKycnB7t27MXbsWIwdOxZpaWlITU2FnZ0dRo4cyYPFiLo4\nziTs2drzO3Dgoy52tYKQiIh6B1EUsX37dri5uSE+Ph6CIOC9997D2bNnWRD2EMbGxnjzzTeRlJSE\nc+fOYf78+dDR0UFNTQ02bdoELy8vpKSkSB2TiLqh+vp6rFmzBp6enkhISIAgCFi2bBmuXLnCglCJ\nRFHEiRMnoK+vj9GjR+PKlStITU2Fo6MjC0Iioi6gPb8LOyk9BRER0RMoLi5GSEgIFi9ejNraWtjZ\n2eHkyZNYv349T0HsgQRBwMiRI/Hll1/i1q1b+Nvf/gZVVVVcuXIFI0aMwNatW9HePZaJiM6fPw93\nd3esW7cOcrkczz33HGJiYvDJJ59AT09P6ng9WkpKCvLz8+Hn54e0tDRcvXoV/fr1w4gRI1gQEhF1\nAe35nbifIAjrH/RD6emIiIjucezYMQwdOhRHjhwBAMycORPJyckYO3asxMmoMxgYGODvf/87YmJi\n0LdvX9TV1WHp0qV46aWXUFRUJHU8IurCampq8Je//AXe3t5IS0uDqqoq3nvvPSQmJmLMmDFSx+vx\nGhsbERkZCSsrKzQ1NSE9PR0DBgyAu7s7D6UiIuoi2lMSlgHIfMgPIiKiTlFbW4ulS5di0qRJKCws\nhIGBAf7zn/9g7969MDIykjoedbLRo0cjMTERc+bMAQD8+uuvGDZsGI4fPy5xMiLqik6fPg1XV1ds\n2rQJCoUCw4YNw/nz57F+/XrubdpJzp07B5lMhv79+yMzMxODBg3C8OHDWRASEXUh7SkJK0RR3Pmg\nH0pPR0REBCAxMRGenp7YunUrAMDHxwdJSUmYPXu2xMlISgYGBtizZw/27t0LAwMDFBYWIigoCG+9\n9Rbq6uqkjkdEXUBVVRX+/Oc/Y+zYsbhx4wbU1dXxj3/8AxcvXoSHh4fU8XqN27dvIzY2FoMGDUJJ\nSQlcXFwwdOhQFoRERF1Me0pCHhNMRESSUCgU2LRpE0aOHIm0tDSoqanho48+wqlTp+Do6Ch1POoi\nZs6ciaSkJPj4+AAAPv30Ux5qQkQICwvDkCFD8PnnnwMARowYgYSEBKxZs4b713ayqKgomJubQxAE\nDBs2DC4uLiwIiYi6oHbNJBT+j707D6uyzP8H/n7Y931HARE3lB0E9w1tcppqGqc9J7xKc9LMny3z\nbcpp8Wqb+jqlpVmJ0zg1zdTsU98U3EpBdpBFQUEFlX3fznr//hDOAIKCAs9Z3q/rOhfnPM/j4UNP\n58DzPvd9fyQpcrAdkiRFcW1CIiIaC1VVVVi+fDmeffZZKJVKTJkyBSdOnMALL7wAc3NzucsjPRMU\nFITDhw/j1Vdf1TU16R19yqYmRKalqakJa9aswY9+9CNcvHgRNjY2ePvtt3HixAnMmjVL7vJMzpUr\nV1BfXw9HR0dERUVh+gn9iP8AACAASURBVPTpcpdERERDkIbzh7MkSc8CWA6gCVfXKHQH4AzgoBDi\nnTGt8CbExsaKrCwOgCQiMlRfffUV1q5di6amJgDA448/jv/93/9l10kalrS0NDz00EOoqKgAAKxc\nuRLJycnw8vKSuTIiGmt///vfsX79elRXVwO4ujzFp59+iqlTp8pcmWlSq9X46quvIEkSIiIiGBAS\nGQFJkrKFELFy10FjY1h95oUQvxVCrACwFsAeAI8LIW7Tx4CQiIgMV1tbG5KSkvDzn/8cTU1NcHd3\nx9/+9jfs2bOHASEN28CmJt988w3CwsLw7bffylwZEY2Vuro63H///fjpT3+K6upq2NvbY+fOnTh6\n9CgDQpmoVCp89913kCQJHh4eDAiJiAzADUNCSZJ29Xk4SQiRK4RoGcOaiIjIBKWlpSEyMhL79u0D\nANx22204deoU7r77bnkLI4PUt6mJs7MzamtrsXLlSjY1ITIyQgh88cUXmDFjBr788ksAwPLly1FY\nWIgnn3wSZmbDGhNBo0ypVOLIkSNob29HS0sLFi9eLHdJREQ0DMP5rdl3GOmIOhpLkhQ98LEkSask\nSVrVZ9sqSZISJUl6bqTbiIjI8KnVarz88stYsGABysvLYW1tjffeew/ffPMNfH195S6PDBybmhAZ\nr8uXL+Puu+/Ggw8+iIaGBjg7O+PTTz/Fd999x+ZWMuru7saRI0fQ1NSEqqoqLFy4kGsJExEZiOGE\nhNIQ96//jyQpEcBfBmz+HyHEVwCCewLDaAAQQqTgaoOUYW8bbh1ERKS/zp07hwULFuCVV16BRqNB\neHg4srKy8NRTT3H0B42awMBANjUhMiJCCHz66acIDQ3FP//5TwDAT37yExQXF2PNmjXsmiujrq4u\nHDlyBK2traipqYG7uzumTZsmd1lERDRMw7kCE0Pcv/4/uhrolfc+7hk9mNmz720hRA6A+wA09xxS\nDiBxBNuIiMhACSGwb98+REZGIj09HQDw//7f/8PJkyfZeZLGhIWFBV566SX88MMPmDRpEhQKBTZu\n3Ig77rgDtbW1cpdHRMN0/vx5rFixAo899hhaWlrg4eGBzz//HP/4xz/g5+cnd3kmrbOzE0eOHEFn\nZyfs7e3R2NiIFStWMLQlIjIgwwkJYyRJKpMk6Wzf+5IklY3we8UBcO8ZGdg7ZdgFV7sl93IfwTYi\nIjJAjY2NuPfee5GUlIT29nb4+fnh4MGDePfdd2FjYyN3eWTkEhISkJeXh9WrVwNgUxMiQ6HVarFz\n507MmjULKSkpAID7778fxcXFeOCBBxhEyayjowOHDx9Gd3c3oqOjkZ2djYiICAa3REQGZjghoSuu\nrksYM+D+zbS8bugZQYi+6xISEZFpOHToEMLDw/HVV18BAO655x4UFBQgMZEDxGlwGo0GnZ2daGpq\nQnV1NS5cuIDS0lLU1dXd9FRhJycn/P73v8cXX3zBpiZEBuDMmTNYtGgRNm7ciI6ODvj4+OBvf/sb\nvvjiC3h6espdnslra2vDoUOHoFKpsGjRImRnZ0OSJCxdulTu0oiIaIQsbnTAKHYybsB/px834+rI\nwmYAbj3bXHqOwQi26UiStBbAWgAICAgYpZKJiGg0KBQK/PrXv8a7774LALC3t8f777+PpKQkjv4w\nMVqtFgqFAgqFAt3d3br7Q21TqVRDPpeTkxMmTZqEoKAgWFtbj7iW+++/H3PmzMHDDz+MH374Ae+/\n/z4OHTqEL774gtPeifRAV1cXXn/9dbz99ttQKpUAgKSkJLz77rtwdXWVuToCgJaWFhw9ehRCCCxe\nvBhtbW0oLCzEwoUL4eTkJHd5REQ0QjcMCUfRVwB6Rw+64Or6hOX474jEYAApPfeHu01HCLEHwB4A\niI2N5SrkRER6oqioCA899BDy8/MBAPHx8di/fz9CQkJkroxGQ9/Q73rhX+/2oUI/SZJgbW2tu7m6\nuuru29jY9NtnaWmJK1euoLy8HPn5+Th16hQmTJiA4OBgeHp6jih4DgwMxJEjR/DGG2/g5ZdfRmFh\nIWJjY/Hb3/4WGzZsYIhNJJNvv/0WGzZsQHn51TEGQUFB2L17N2677TaZK6Nezc3NOHr0KCRJwuLF\ni+Hk5ISvv/4aDg4OmDdvntzlERHRTZDGqqtfz3TijwE83tPRuHe0XyOAOCHE8322lQMI7gn6hr1t\nKLGxsSIrK2tMfi4iIhoeIQQ++OADPPvss+ju7oaZmRlefPFFvPjii7C0tJS7PBqCVquFUqkcNOwb\nLPzrHd0zkCRJsLKyGjTkG2yblZXVTQVyzc3NKC8vx4ULF6BSqeDo6KgbXTjSNS7T09Px0EMP6UKJ\nlStXYu/evfD29h5xXUR0c6qqqvD000/j66+/BgBYWlri2Wefxa9//WvY2dnJXB0BV3+/l5WV4dSp\nU7C2tsaiRYvg6OiIwsJCfP3117jzzjsRFRUld5lENEYkScoWQtzM8nNkAMYsJJQTQ0IiInlVV1dj\nzZo1umYQkyZNwv79+zF37lyZKzNNWq0WnZ2d6OzsvOFIv6FCPwA3DPr6brvZ0O9mqdVqVFVVoby8\nHPX19TAzM4O/vz+Cg4Ph5eU17FpaW1uxceNGfPbZZwAALy8vJCcnY+XKlWNZPpHJU6vV2LFjB7Zu\n3Yr29nYAwOLFi/Hhhx9ixowZMldHvVpbW5GZmYmGhgb4+voiJiYGdnZ2UKvV+OCDD2BtbY21a9fC\nzGw4S98TkSFiSGjcGBISEdEta25uRl5eHnJzc5GTk4Nvv/0WDQ1Xl49dvXo1duzYwbWJxoFSqURb\nWxva2trQ2tqqu9/e3g6tVnvN8QMDvhuN9DOUi76Wlhbd6EKlUgl7e3sEBwcjKCgItra2w3qOP/3p\nT3jiiSfQ0nJ1aeaNGzfi7bffZgduojGQlpaG9evX65al8PT0xLvvvouHH36YU/71hFarxZkzZ1BU\nVAQLCwtERkYiMDBQd36OHz+OlJQUPPLIIwgODpa5WiIaSwwJjRtDQiIiGpHq6mrk5ubqAsHc3Fzd\n9My+XFxc8NFHH+Hee++VoUrjpdVq0dHRoQsA+waCCoVCd5wkSXBwcICjo6PuZm9v32+kn6GEfjdL\no9HoRhfW1dVBkiT4+flh8uTJ8Pb2vmH4cOHCBV1TEwCYNWsWm5oQjaLGxkb86le/wscffwzg6vvW\nunXr8Prrr7MxiR5pbm5GZmYmmpqaMGHCBERHR/f7wKSjowM7duxAYGAgHnjgARkrJaLxwJDQuDEk\nJCKiQQkhcP78+WsCwStXrgz5b6ZMmYKoqChER0fj4Ycfhr+//zhWbFwUCkW/IHCoUYHW1tb9gkAn\nJyddIGjsIeBItLa2oqKiAufPn4dCoYC9vT0mTZqESZMmXXd0oUaj0TU10Wg0sLa2ZlMTolskhMBn\nn32GZ555BvX19QCAqKgo7Nq1C/Hx8TJXR700Gg1KSkpQUlICKysrxMTEYMKECdcc95///Ac5OTlY\nv349PDw8ZKiUiMYTQ0LjxpCQiIig0Whw5syZfmFgbm4umpubBz3ewsICoaGhukAwKioKERERnFI8\nQlqtFu3t7YOGgX1HBZqZmV0zKrD3Zm1tLeNPYHg0Gg0uXbqE8vJy1NbWQpIk+Pr6Ijg4GD4+PkMG\nqwObmtx+++1ITk5mUxOiESoqKsIvf/lLHDt2DADg6OiIbdu24Ze//CUsLCxkro56NTQ0IDMzE62t\nrQgMDERkZOSgv2/q6uqwa9cuxMXF4fbbb5ehUiIabwwJjRtDQiIiE6NQKFBYWNgvEMzPz0dXV9eg\nx9va2iI8PFwXBkZFRWHWrFlcm22YhBDXHRXY9/ewjY3NoEEgRwWOjba2NlRUVKCiogIKhQJ2dna6\n0YWDdVFtbW3FU089hd///vcA2NSEaCQ6Ojrw2muv4d1334VarQYA3Hvvvdi+fTv8/Pxkro56qdVq\nFBUVobS0FDY2NoiNjYWvr++Qx3/++eeorKzExo0b2X2ayEQwJDRuDAmJiIxYW1sb8vPz+wWCRUVF\nugu0gZydnfuNDoyKisK0adM4umMYNBoNOjo6+jUM6b317RhsZmY2aBDo6OgIKysrGX8C06XRaHDl\nyhWcO3cONTU1kCQJPj4+CA4Ohq+v7zUB7Zdffol169axqQnRMP3zn//EU089hQsXLgAAJk+ejA8/\n/BArVqyQuTLqq66uDpmZmWhvb0dwcDAiIiJgaWk55PHnzp3D/v37sXz5csydO3ccKyUiOTEkNG4M\nCYmIjER9ff016weWlZVhqPd5Hx+ffoFgdHQ0goKCbnmdtaamJnz22WdobW29pefRV+bm5rCysrrm\nZmlp2e+/nVqthlKpvOamUqlkrJ5uxNLSEs7OznB2doaFhQVUKhVaWlrQ0tJyTbiuVqt1ry9JkmBu\nbs51CokG6Ps6Aa5+UGJubi5jRTSQJEnw9PSEq6srlEolqqurh5xd0JdWq4WrqyunihOZGIaExo3v\n5kREBkYIgaqqqmvWD6ysrBzy30yaNKnf6MCoqKjrTh+6FSkpKejo6MCcOXMMPjDRaDRQKpXQaDS6\n28DQ1dzc/JqbmZkZpwcbOCEEVCoVuru7YWlpCQ8PD1haWuo6Q0uSBK1Wi7S0NHz//fcQQsDc3BxL\nly5FTEyMwf+/T3QrtFotMjIy8P333+vC9aCgINx2221wc3OTuTrqS6lUoqOjA1qtFjY2NnBzcxvR\n3wfh4eEMCImIjAjf0YmI9JhWq8XZs2evCQR7u0EOZGZmhunTp/cLBCMjI+Hq6jou9V68eBHFxcVY\nvHgxFi1aNC7fcyyoVCqUlJSgtLQUWq0Wtra2cHZ2vqaDsJ2dHcMgE9DR0aFbu7C9vR02NjYICgpC\ncHAwli9fjpMnT+LBBx9EeXk5Dhw4wKYmZNK+//57rF+/HkVFRQAAX19fbN++Hffeey/fL/WIUqlE\nXl4ezp8/D0dHR8TFxbEzMRERcboxEZG+UKlUKC4u7hcI5uXlob29fdDjraysEBYW1m+6cFhYmGwL\nhwsh8Mknn6CtrQ0bNmwwyPX1tFotKioqUFhYCIVCgcDAQMyaNQv29vZyl0Z6QKvVorq6GuXl5bhy\n5QqEEPD29kZwcDCcnJywadMmNjUhk1VXV4fnnnsO+/btA3D1Q6sNGzbg1VdfhbOzs7zFUT+XLl1C\ndnY2FAoFpk+fjtDQUE4BJ6Jh43Rj48aQkIhIBr1ThtPT05Geno6TJ08iOzsb3d3dgx7v4ODQb6pw\ndHQ0ZsyYcd0FxcfbqVOn8Ne//hV33303IiIi5C5nxKqrq5GXl4fW1lZ4eHggMjKS0+JoSJ2dnTh/\n/jzKy8vR2dkJa2trBAUF4fTp09c0NXnrrbdga2src8VEY0Or1WLv3r14/vnn0djYCACIi4vD7t27\nER0dLXN11Fd3d7dueRIXFxfExcWN20wDIjIeDAmNG0NCIqJx0NnZiezsbF0omJ6ejsuXLw96rIeH\nR7/pwtHR0Zg8ebJer3GnUqmwc+dO2Nvb4/HHHzeoKWUtLS3Iz89HdXU17O3tERERAX9/f4P6GUg+\nWq0WNTU1KC8vx+XLlyGEgKOjI77++mt89tlnUKlUmDVrFj7//HOEhYXJXS7RqCooKMATTzyBtLQ0\nAICzszPeeOMNrF27liPT9IgQApWVlcjNzYVKpUJoaCimT5+u139XEJH+Ykho3LgmIRHRKBNCoKys\nrN8owfz8fGg0mmuOtbW1RVxcHBISEpCQkIDY2FhMmDDB4AKq9PR0tLa24qc//anB1N7d3Y2ioiKU\nl5fDwsICERERCAkJ4YUtjYiZmRl8fX3h6+uLrq4u3ejCFStWYNmyZfjuu++QkpKCuLg4vP3229i4\ncaPBvEaIhtLW1oaXX34Z7733nu5328MPP4x33nmHa3Hqma6uLmRnZ+Py5ctwc3NDXFwcp38TEdGQ\nOJKQiOgWNTc3IyMjo18o2DvlaqBp06YhPj5eFwqGhYUZfFfA9vZ27NixA8HBwbjvvvvkLueGNBoN\nSktLUVJSAo1Gg8mTJ2PmzJmwtraWuzQyEkII1NbW4ty5c6iqqgIAlJSUIDU1Fc7Ozvjkk0+MLkjp\n/XuSAahxE0Lgr3/9KzZt2oRLly4BuPp77cMPP8TSpUtlro76EkKgoqIC+fn50Gq1mDVrFqZMmcLR\ng0R0yziS0LgZ9pUpEdE4U6vVKCoq0oWB6enpKCkpGfRYFxeXfoHg7NmzjXKNu8OHD0OtViMxMVHu\nUq6rd7pVQUEBOjs74efnh/DwcDg5OcldGhkZSZLg7e0Nb29vdHd348yZM+jo6MCGDRvQ3t6OV155\nBbfffjt+8pOfyFKfEAIKhQLt7e39bm1tbbf02MrKCvPnz8eyZcuQmJiIyMhIjsw1IuXl5di4cSO+\n+eYbAICNjQ1efPFFPPPMM/yQRc90dHQgKysLNTU18PT0RGxsLBwdHeUui4iIDABHEhKZoEOHDuEf\n//gHXFxcMHHiREyYMAETJ07ExIkTGZgMUF1drQsD09PTkZmZiY6OjmuOMzMzQ3h4eL9QcOrUqUb/\niX1NTQ0++ugjzJ49Gz/60Y/kLmdIDQ0NyMvLQ0NDA1xcXBAREWF0I7lIvwkh8Oc//xkZGRmIjo6G\npaUlWltbsXDhQoSEhFz3vWIsAj21Wj3mP7OrqyuWLl2KZcuWYdmyZZgyZQpHGhoghUKBd955B9u2\nbdM111q5cqVuBDnpDyEEzp49i1OnTgEAwsPDMXnyZL7uiGhUcSShcWNISGRCysrK8Mwzz+Cf//zn\nkMc4Ojr2Cw4H+2qsQaJCoUBubm6/UYLnz58f9Fhvb2/MmTNHFwjGxMTAwcFhfAuWmRAC+/fvx+XL\nl/HUU0/pZffWjo4OFBQUoLKyEjY2Npg1axaCgoKMPrwl/XXx4kU89thjsLS0RGJiIvz9/dHQ0IDv\nv/8eNTU1gwZ6KpVqXGozMzODo6MjHBwcdF97b8N53NDQgNTUVKSmpqK8vPya5584caIuMFy2bBl8\nfX3H5eeim3f48GGsX78eZ86cAQBMmDAB7733nkGtP2sq2trakJmZifr6evj4+CAmJgb29vZyl0VE\nRoghoXFjSEhkApqbm7Ft2za8//77uovNmJgY2NraoqqqCpcuXRrRRaiTk9N1Q8SJEyfq/bQWIQQu\nXLjQr9twbm4ulErlNcdaWVkhOjpaFwgmJCQgICDA5C+QysrK8Pnnn+O2225DQkKC3OX0o1KpUFJS\ngtLSUkiShGnTpmHatGmwtLSUuzQiaDQavPnmm/jNb36DhIQEPPbYYwCATz75BMePHx/Wc0iSdFNB\n3lCPHR0dYW1tPWrvaxUVFbrAMDU1FXV1ddccExoaisTERCxbtgyLFi1iMwU9UlNTgy1btuCPf/wj\nAMDc3BybNm3Cyy+/rPe/302NVqtFaWkpioqKYGZmhqioKAQGBpr83yhENHYYEho3hoRERkytVuPT\nTz/Fiy++iPr6egBAUFAQfvvb3+JnP/uZ7g9IrVaL2tpaVFZWoqqqCpWVlf3u9waJI5me5uTkdMMR\nieN5odHe3o7MzMx+U4dramoGPXbSpEn9AsGIiAiutzSAVqvFrl27oNVq8ctf/lJv1h3TarWoqKhA\nYWEhFAoFAgMDERYWBjs7O7lLI7pGRkYG9uzZA2tra0RFRcHJyQltbW3o7u6Gvb39dYM9W1tbgwkB\ntFotCgsLkZKSgtTUVBw9evSaZRvMzc0RFxenW89wzpw5fN+VgUajwZ49e/A///M/aGlpAQDMmTMH\nu3fvRnh4uMzV0UDNzc3IzMxEU1MT/P39ER0drZej+onIuDAkNG4MCYmMVGpqKjZv3qxbl8bBwQEv\nvPACNm/eDBsbmxE/n0ajuSZIHPj10qVL0Gg0w35OZ2fnG45IvJkpvFqtFmfOnOk3SrCwsBBarfaa\nY+3t7TF79mxdIBgfH8+16oYhMzMT33zzDe677z5Mnz5d7nIAXF0/Mi8vD62trfDw8EBkZKRRNooh\n46TValFSUoLi4mLY2dkhPj4eHh4ecpc1JpRKJTIyMpCamoqUlBSkp6df8yGUra0t5s+frxtpyCYo\nYy8nJwdPPPEEMjMzAQBubm546623sGbNGi7RoGc0Gg1Onz6NkpISWFpaIjo6GhMmTDCYDw6IyLAx\nJDRuDAmJjMzAdQclSUJSUhK2bds25us/aTQa1NTUDDkasbKyEpcvXx5xkHijEYkKhQIZGRm6QPDk\nyZO6ERADhYaG9hslGBoaygvPEeru7saOHTvg6emJX/ziF7JflLS0tCA/Px/V1dVwcHBAeHg4/P39\nZa+L6GbU19fj5MmT6OzsRGhoKGbMmGH0AU17ezu+//573UjD/Pz8a47p2wQlMTERISEhfI2PkpaW\nFrz00kv44IMPdB+mJSUl4a233oKnp6fM1dFAjY2NyMzMREtLCwICAhAVFcVRt0Q0rhgSGjeGhERG\norm5Ga+99hp27NihW19wwYIF+N3vfofo6GiZq/svjUaD6urqIUcjVlVVjThIHIqbm1u/QDAuLg4u\nLi6j8FOYtpSUFBw/fhxr166VtfFAd3c3ioqKUF5eDgsLC4SGhiIkJIShLxk8lUqFnJwcXLhwAe7u\n7khISDCpBgS1tbU4fPiwbqRhRUXFNcf0NkFJTEzE0qVL2QTlJvR23N68eTOuXLkCAJg5cyZ27dqF\nBQsWyFwdDaRWq1FcXIwzZ87AxsYGMTEx8PPzk7ssIjJBDAmNG0NCIgOnVqvxySef4KWXXrruuoOG\nRK1WDytI7Dt92MLCAhEREbopwwkJCRxpMgaamprwwQcfYNasWbj77rtlqUGj0aC0tBQlJSXQaDSY\nPHkyZs6cyZEUZHQuXryI7OxsAEB0dDQCAwNlrkgevU1QUlJScOjQITZBGQVlZWV48skncfDgQQCA\nnZ0dfvOb32Dz5s1s8KSH6uvrkZmZiba2NkyaNAkRERGwsrKSuywiMlEMCY0bQ0IiA5aamoqnn34a\nhYWFAK6uO/jrX/8aTz/99E2tO2hIeoPEyspKCCEQGRnJ5hTj4KuvvsKZM2ewceNGODk5jev3FkKg\nsrISBQUF6OzshJ+fH8LDw8e9DqLx1NHRgZMnT6K+vh4BAQGIjo426XBAq9Xi1KlTuq7JbIIyMt3d\n3XjzzTfx5ptvQqFQAADuuusuvPfeeyYbQuszlUqFU6dO4ezZs7C3t0dsbCzXTSYi2TEkNG4MCYkM\nkJzrDpLpqqysxN69e7Fw4UIsWbJkXL93fX098vPz0dDQABcXF0RERPBCiUyGKTU1GSk2QRm+AwcO\n4Mknn8TZs2cBAIGBgdixYwd+8pOfyFwZDaampgZZWVno6OhASEgIwsLCOMqTiPQCQ0LjxpCQyIAY\nyrqDZHyEENi7dy+am5uxcePGcRvJ1NHRgYKCAlRWVsLGxgZhYWEIDAw0+kYORIPp29RkxowZCA0N\n5WthgPb2dhw7dkw30nCwJihubm5YsmSJyTRBuXz5MjZv3ow///nPAK4uz7Flyxa89NJLJrXWpaFQ\nKpXIz89HRUUFHB0dERsbywYyRKRXGBIaN4aERAbAGNcdJMNSWFiIr7/+GnfeeSeioqLG/PupVCqU\nlJSgtLQUkiRh2rRpmDZtGkdRkMkb2NQkPj4eDg4Ocpelt3qboPR2TtaXJihCCGi1WqjVamg0Gt3X\nvvdHsm+oY8rLy/H666+jra0NALBw4UJ8+OGHmDlz5pj/jDRyly9fRnZ2Nrq7uzF16lTMnDkTFhYW\ncpdFRNQPQ0LjxpCQSM+lpKRg8+bNJrnuIOkHtVqNnTt3wtbWFo8//viYjlzSarWoqKhAYWEhFAoF\nAgMDERYWxvUmiQZgU5ObU15erhtlmJqaqvvgra/Q0FBMmzZNF7rdTDh3o2M0Gs24/tweHh545513\nsHr1an6wqIcUCgVyc3Nx8eJFODs7Iy4uDm5ubnKXRUQ0KIaExo0hIZGeKisrw5YtW/Cvf/0LANcd\nJPn88MMPSE1NxerVqzFp0qQx+z7V1dXIy8tDa2srPD09ERERwYskoutgU5Nb07cJSkpKCo4dO3ZN\nExRDYW5uDnNzc1hYWPT7amVlhbvuugvbtm3j+6keEkKgqqoKOTk5UKlUmDFjBqZPn26Sa2YSkeFg\nSGjcxjQklCQpWgiR0+fxW0KI5yVJWiuE2NOzbRWAZgDRQoi3R7JtKAwJyZBx3UHSJx0dHXj//fcR\nFBSEBx54YEy+R0tLC/Lz81FdXQ0HBweEh4fD39+fo12IhoFNTUZP3yYodXV1g4ZuQ30drWNu5vnM\nzMz4fmmAurq6kJOTg0uXLsHV1RVxcXFwcXGRuywiohtiSGjcxmyRC0mSEgF8BGByn81re8K+dT3H\nRAOAECJFkqTg3sfD2dY3fCQyBmq1Gh9//DG2bt3KdQdJbxw+fBhqtRrLly8f9efu7u5GYWEhKioq\nYGFhgYiICISEhHAEBdEImJmZYebMmfD29sbJkydx+PBhNjW5SVZWVpg/fz7mz58vdylkxIQQOH/+\nPPLy8qDRaBAeHo6pU6fy9UpERHphzELCnkCvfMDmx4UQX/V5fB+Agz33ywEkAnAf5jaGhGQ0uO4g\n6aPa2lrk5OQgLi5uVEcmaTQalJaWoqSkBBqNBiEhIQgNDYW1tfWofQ8iU+Ph4YEVK1YgJycHxcXF\nqKmpYVMTIj3T1taGnJwc1NTUwMPDA3FxcXB0dJS7LCIiIp3xbpcV3DPCsHfKsAuAxj773Uewjcjg\nDbbu4Jo1a7Bt2zb4+PjIXB2ZuoMHD8La2hqLFi0alecTQqCyshIFBQXo7OyEn58fwsPD4eTkNCrP\nT2TqLC0tER8fD19fX2RnZ+PgwYNsakKkBzQaDUpKSnD69GmYm5sjKioKISEhnCVCRER6Z1xDwj7r\nCy7vCQuJTNJg6w4uXLgQ27dv57qDpBfOnj2Ls2fPYsWKFaPSWbi+vh75+floaGiAi4sL4uLi4O3t\nPQqVEtFAAQEBOorxdQAAIABJREFUcHd3x8mTJ3Hy5ElcuXKFTU2IZFJdXY2cnBy0t7cjICAAERER\nsLW1lbssIiKiQY1bSChJ0loAjT3TjRsABONqI5LeVmsuPdsxgm0Dn38tcPWPYyJ9NNS6g++88w7u\nuecefqJMekGr1eLAgQO6hdRvRUdHBwoKClBZWQkbGxvExcUhMDCQay8RjTF7e3ssXrxY19SkoaGB\nTU2IxlFXVxfy8vJQWVkJR0dHLFq0iB+OERGR3hvPkYRZuLqeIHC1mclHPdt6u+IEA0jpuT/cbTo9\n3ZL3AFe7G49m4USj4eDBg9i8eTOKiooAcN1B0l+5ubmoq6vDz3/+c1hY3NyvCaVSidOnT6O0tBSS\nJCE0NBTTpk2DpaXlKFdLREPpbWri4+OD9PR0NjUhGgdarRZnz55FYWEhtFotZs6cienTp7MpFxER\nGYSx7G68CkCsJEmrhBBfCSFyJElaK0lSI4Bzvd2JJUmK7Zl63DzSbUSGoLS0FM888wzXHSSDoFAo\ncPjwYQQEBGDGjBnD/ncqlQpNTU1oaGhAQ0MD6urqoFKpEBgYiLCwsFGZskxEN8fd3Z1NTYjGQUND\nA7Kzs9Hc3AwfHx9ER0fzdUZERAZFEsL4Bt3FxsaKrKwsucsgE9fc3IxXX30VO3bsgFqtBsB1B0n/\npaam4ocffsBjjz0Gf3//QY8RQqC1tRUNDQ1obGxEQ0MDWltb0fv7xNHREe7u7ggJCYGbm9ugz0FE\n8rh48SKys7MhhEBMTAybmhCNAqVSiVOnTuHcuXOwtbVFZGQkJkyYwGVkiMgoSZKULYSIvfGRZIjG\nu7sxkdHrXXfwpZdeQkPD1eUzue4gGYLm5makpaUhPDy8X0CoUCh0YWBvMNjbcMfS0hLu7u7w9/eH\nu7s73NzcYG1tLdePQEQ3wKYmRKNHCIELFy4gPz8fSqUSU6ZMwaxZs7i0BhERGSyGhESjiOsOkiE7\ndOgQJElCTEwMzp49qwsF29vbAVydKu/s7KwLGdzc3ODo6Mjgm8jA9DY1OX36NIqKitjUhOgmtLa2\nIjs7G3V1dXBzc8PChQvh6uoqd1lERES3hNONiUYB1x0kQ9XZ2YnGxkacP38eZ8+e7bd2oI2NjS4M\ndHd3h6urK0dHEBmZhoYGpKeno7Ozk01NiIZBrVajuLgYpaWlMDc3R3h4OIKDg/mBGRGZDE43Nm4c\nSUh0C5qamvDaa69x3UEZNTU1oba2Fra2trCzs4OtrS1sbW15kTsItVqNpqamflOHu7q6AFydMmVu\nbo7JkyfDy8sLbm5usLOz40UPkZFjUxOi4bt8+TJyc3PR0dGBwMBAREREcKYIEREZFYaERDdBrVZj\nz5492Lp1K9cdlIkQAmVlZSgoKIBWq71mf29Y2BscDvxq7EGiEALt7e39AsHm5mZdcxF7e3t4enrC\nzc0NLS0t+Pbbb3HHHXcw3CYyQZaWloiPj4evry+ys7Nx4MABNjUh6qOzsxO5ubm4dOkSnJycsHjx\nYnh5ecldFhER0ahjSEg0QoOtO/jiiy9i06ZN/DR5nCiVSmRmZuLSpUvw8/NDVFQU1Go1Ojs70dXV\n1e9ra2srqqurdSM9e0mSBBsbm2sCxL73bWxsDCZIVCqVaGpq0gWCDQ0NUCqVAAALCwu4ublh2rRp\ncHd3h7u7u+7/VbVajQ8++ACenp6IjIyU80cgIpmxqQlRf1qtFqWlpSguLoYQAmFhYZg6dSrMzc3l\nLo2IiGhMMCQkGqby8nJs2rQJ//73vwFw3UG5NDU14cSJE+js7ERERASmTp2qG7np7Ow86L8RQkCl\nUumCw4FhYktLi0EFiVqtFq2trbpOww0NDWhtbdXtd3Jygr+/v24tQScnpyFrzMjIQHNzMx555BGD\nCUSJaOwMbGpSX1+PhIQENjUhk1NfX4/s7Gy0tLTA19cX0dHRsLe3l7ssIiKiMcWQkOgGlEol3nnn\nHbz22mvo7u4GcHXdwd/97neIioqSuTrTIYTAuXPnkJeXB2trayxZsmTYF62SJMHKygpWVlY3DBIH\nG43YGyReuXIFGo3mmue2sbEZdFpz7/1bDRK7u7v7TRtubGzUBZpWVlZwd3fHxIkTdU1Ghjvqp6Oj\nA8eOHcOUKVMQHBx80/URkXExMzNDaGgovL29kZ6ejsOHD7OpCZkMhUKBgoICVFRUwM7ODvPmzYOf\nnx+XkiEiIpPAkJDoOo4dO4YnnngCJSUlAIAJEyZg+/bt+NnPfsY/FseRSqVCVlYWKisr4ePjg/j4\neFhbW4/q9+gbJLq4uAx6zGBBYt/7oxEkajQaNDc39xsl2NHRoXseFxcXBAUF6QJBBweHm/5/8ejR\no1AqlVi+fPlN/XsiMm69TU1yc3PZ1ISMnhACFRUVKCgogEqlwrRp0xAaGgpLS0u5SyMiIho3DAmJ\nBlFfX4/nnnsOycnJAABzc3Ns2rQJr7zyCi+OxllzczPS0tLQ3t6OsLAwTJ8+XbaAdjyCRIVCoWvE\nYmtrC3d3d0yePBnu7u5wdXWFhcXovG3X1dUhKysLMTEx8PT0HJXnJCLjY2lpidmzZ8PHx4dNTcho\nNTc3IycnB/X19fDw8EBMTMyQMw+IiIiMGUNCoj6EENi3bx+effZZXdfi2bNn46OPPmJTh3HW+4l+\nbm4uLC0tsWjRIoPoJDjcIFGpVA46rbl3+rC7uzvs7OzGrM6DBw/CysoKixcvHrPvQUTGg01NyBip\nVCoUFxejtLQUlpaWiI2NxaRJkzhbhIiITBZDQqIexcXFWL9+PY4dOwbgahOMN954A2vXrmUXu3Gm\nVquRnZ2NCxcuwMvLCwkJCUbVOVqSJFhbW8Pa2nrIIHEslZeXo6ysDImJiVyEnYiGzdCbmmi1WqjV\naqjVaqhUKt39wW42Njbw8vK6pSUdSH8JIXD58mXk5uais7MTkyZNQnh4+KgvZUJERGRoGBKSyevq\n6sK2bdvw29/+FiqVCgBw//33Y/v27exaLIOWlhakpaWhtbUVM2fOxIwZM7hQ/ijSarU4cOAAXFxc\nEB8fL3c5RGRgxqupSd9Ab7DbjUK+wfb3LuUwEnZ2dvD29oaXlxe8vLxga2s7aj8jyaOjowM5OTm4\ncuUKnJ2dsXTpUoMJuomIiMYaQ0Iyaf/3f/+HJ598EuXl5QCA4OBg7Nq1CytWrJC5MtN0/vx5ZGdn\nw8LCAosWLYK3t7fcJRmdvLw81NTUYNWqVaO2viERmZ7BmppER0fD3Nx8xIHeYMePJNAzNzeHhYVF\nv5ulpSVsbW119wfuH3hs38fm5ubo6OhATU0NampqcOnSJVRUVAC4OsvAy8sL3t7e8PT0ZFMLA6LR\naFBaWori4mJIkoSIiAhMmTKFH0QSERH1IQkh5K5h1MXGxoqsrCy5yyA9duXKFTz99NP485//DODq\nwuzPP/88XnjhBY4SkIFarUZubi4qKirg6emJhIQEnocxoFAosHPnTri6uiIpKYlT6IhoVFy8eBHZ\n2dm60fjXY2ZmdsPQ7kYh3sDbWIc8Wq0Wzc3NqKmpQW1tLerr66HRaCBJEtzc3HQjDd3d3bk8iZ6q\nra1FTk4OWltb4e/vj6ioqDFd95eIyJhJkpQthIiVuw4aGxxGQiZFo9Fg9+7deOGFF9Da2goAWLRo\nEXbt2oUZM2bIXJ1pamtrw4kTJ9DS0oLp06dj1qxZ/FR/jBw/fhzt7e247777GBAS0agJCAiAh4cH\nqqurYW5uft1QzxDf383MzODm5gY3NzfMmDEDGo0GDQ0NupGGJSUlKC4uhrm5OTw9PXUjDV1cXPhe\nK7Pu7m7k5+fjwoULsLe3x/z58+Hn5yd3WURERHqLISGZjJycHDzxxBPIzMwEcHWq1LvvvovVq1fz\nj3iZXLx4EVlZWTAzM8OCBQvg6+srd0lGq3etx1mzZmHChAlyl0NERsbOzg7BwcFylzEuzM3NdWsU\nhoWFQalUoq6uTjfSsKCgAABgZWWlCwzZBGV8CSFQXl6OU6dOQa1WY8aMGZgxYwaX2SAiIroB/qYk\no9fW1oatW7fi/fff161xtGbNGrz99ttwd3eXuTrTpNFokJeXh3PnzsHd3R1z5szhtJ8xdujQIQgh\nsGzZMrlLISIyKlZWVvD394e/vz+Aqw3RamtrdSMNq6qqALAJynhpampCdnY2Ghsb4enpiZiYGDg5\nOcldFhERkUFgSEhGSwiBv/3tb3jqqadw6dIlAEBoaCh2796NBQsWyFyd6Wpvb0daWhqampowdepU\nhIeHG+T0M0Ny+fJlFBQUYP78+XBxcZG7HCIio2Zra4vAwEAEBgZCCIH29nY2QRkHKpUKhYWFOHv2\nLKysrDB79mwEBgZy9CYREdEIMCQko3T+/Hls3LgR//73vwEANjY22Lp1K7Zs2QIrKyuZqzNdVVVV\nuune8+bN0426oLEjhMB3332nW4uJiIjGjyRJcHR0hKOjI0JCQq5pglJeXo6ysjI2QbkFQghUVVUh\nLy8PXV1dmDx5MsLCwvj3HhER0U1gSEhGRaVSYfv27XjllVfQ2dkJALj99tuxc+dOk1krSR9pNBoU\nFBSgrKwMbm5uSEhIgIODg9xlmYTTp0/j4sWLuOOOO2BtbS13OUREJo1NUEZXe3s7cnJyUF1dDRcX\nF8ydO5dLyRAREd0ChoRkNE6cOIF169ahsLAQAODr64v33nsPq1at4h/WMuro6EBaWhoaGxsREhKC\niIgIjo4YJxqNBgcPHoSnpyeioqLkLoeIiAZgE5Sbo9FocPr0aZSUlMDMzAyRkZEICQnh8iVERES3\niCEhGbzGxkb86le/wscffwzg6tSeDRs2YNu2bVyoWmaXL19GRkYGtFot5syZg4kTJ8pdkknJyMhA\nU1MTHnroIV44EREZgJtpguLt7Q0bGxs5yx5XNTU1yMnJQVtbGyZOnIjIyEg2gSEiIholDAnJYAkh\nsH//fmzZsgV1dXUAgOjoaHz00UeIjY2VuTrTptVqcerUKZw5cwYuLi6YM2cOHB0d5S7LpHR2duLY\nsWMICQlBSEiI3OUQEdFNYBOU/+rq6kJ+fj4uXrwIBwcHLFy4ED4+PnKXRUREZFQYEpJBKi0txfr1\n63Ho0CEAgKOjI7Zt24Ynn3ySU1ll1tnZifT0dNTX1yM4OBhRUVE8JzI4evQoFAoFli9fLncpREQ0\nCm62CYqVlRWEEBBCQKvV6u4PvA22b6jjR/o8N/tv+u7r6uqCVqtFaGgoZsyYwb8tiIiIxgBDQjIo\n3d3dePPNN/HGG29AqVQCAH72s5/hvffeY6dcPVBdXY2TJ09Co9EgPj4egYGBcpdkkurr65GVlYXo\n6Gh4eXnJXQ4REY2B4TZBGQ+SJA16MzMzG9F2SZJgbm4+6HZPT09MmzaNMxOIiIjGEENCMhipqalY\nv349ysrKAABBQUHYuXMnfvzjH8tcGWm1WhQVFaGkpATOzs6YM2cO14OUUUpKCiwsLLBkyRK5SyEi\nonEyWBOUhoYGaDSaEQd1NxPuERERkeFjSEh6r6amBlu2bMEf//hHAICFhQW2bNmCrVu3ws7OTubq\nqKurCydPnkRtbS2CgoIQHR0NCwu+tciloqICZ86cwbJly2Bvby93OUREJBMrKyv4+vrKXQYREREZ\nEF7Jk97SarX45JNP8Pzzz6O5uRkAMG/ePOzevRuzZs2SuToCgNraWqSnp0OlUiEuLg6TJk2SuyST\nptVqceDAATg7OyMhIUHucoiIiIiIiMiAmI3lk0uSFD3E9uf63F8lSVLizWwj41VQUID58+dj3bp1\naG5uhqurKz7++GMcO3aMAaEeEEKgqKgIR48ehaWlJRITExkQ6oGCggJUV1cjMTGRozmJiIiIiIho\nRMYsJJQkKRHAX4bYvrznfjQACCFSADRLkhQ93G1jVTfJq6OjA8899xyio6ORlpYGAFi9ejXOnDmD\nxx57DGZmY5pr0zB0d3fj2LFjKCoqwsSJE5GYmAhnZ2e5yzJ5SqUSqampmDBhAmbOnCl3OURERERE\nRGRgxmyoiRAiRZKk8hscdh+Agz33ywEkAnAf5racUS2YZPevf/0LGzZswMWLFwEAU6dOxe7du9l8\nQY/U1dUhPT0dCoUCMTExCA4O5mLleuLEiRNob2/Hvffey3NCREREREREIzauw7IkSYruGQ3YywVA\nY5/H7iPYRkaisrIS99xzD+68805cvHgR1tbWeOWVV1BQUMCAUE8IIXD69GkcOXIE5ubmWLZsGSZP\nnswwSk+0trbi+PHjmDlzJiZOnCh3OURERERERGSAxnvRKrdx/n6kx9RqNXbs2IGtW7eivb0dAJCY\nmIgPP/wQU6ZMkbk66qVQKJCRkYErV65gwoQJiI2NhZWVldxlUR+HDx+GEALLli2TuxQiIiIiIiIy\nUOMWEg4yihAAmvHf4NAFQEPP/eFu6/v8awGsBYCAgIBRqprGSkZGBtatW4e8vDwAgJeXF7Zv344H\nHniAo9P0SENDA9LS0tDd3Y2oqCiEhITw/OiZK1euIC8vD3PnzoWrq6vc5RAREREREZGBGs+RhMGS\nJAXjatjn1tN85EsAsb37AfSGiMPdpiOE2ANgDwDExsaKUa+eRkVLSwteeOEF7Nq1C0IISJKEdevW\n4fXXX2fAoUeEECgrK0N+fj7s7OywdOlSuLlxILC+EULgwIEDsLOzw4IFC+Quh4iIiIiIiAzYmIWE\nkiStAhArSdIqIcRXQoiveravxdXRgBBC5EiSFNvT8bhZCJHTc8ywtpHhEELgyy+/xObNm1FdXQ0A\nCA8Px0cffYSEhASZq6O+lEolMjMzcenSJfj5+WH27NmcXqynzpw5g/Pnz2PlypWwsbGRuxwiIiIi\nIiIyYJIQxjfoLjY2VmRlZcldBvU4ffo0Nm3ahAMHDgAA7Ozs8Oqrr2LTpk2wsBjvZTHpehobG5GW\nlobOzk6Eh4dj6tSpnF6spzQaDT788EOYmZlh/fr1MDMb1z5URERERERkgiRJyhZCxN74SDJETGho\nVKlUKuTn5+PEiRM4ceIEjh8/jqqqKt3+O++8Ezt27OC6kXpGCIFz584hLy8P1tbWWLJkCTw8POQu\ni64jMzMTjY2NePDBBxkQEhERERER0S1jSEi3pKGhAenp6Th+/DhOnDiBjIwMdHV1XXNcQEAA3n//\nfdx1110yVEnXo1KpkJWVhcrKSvj4+CA+Ph7W1tZyl0XX0dXVhaNHjyI4OBghISFyl0NERERERERG\ngCEhDZtWq0VpaakuEDxx4gROnz496LEBAQGYO3cu5s2bh7lz5yI8PJxTi/VQc3Mz0tLS0N7ejrCw\nMEyfPp3Tiw3AsWPHoFAosGLFCp4vIiIiIiIiGhVMbWhIHR0dyMzM1AWCaWlpaGxsvOY4CwsLREdH\nY+7cuZg7dy7mzJmDCRMmyFAxDZcQAhUVFcjNzYWlpSUWL14MT09PucuiYWhoaEBGRgaioqLg7e0t\ndzlERERERERkJBgSkk5lZaUuEDxx4gRyc3Oh0WiuOc7d3V0XCM6dOxexsbGws7OToWIaLiEEWlpa\nUFtbi7q6OtTV1UGpVMLb2xvx8fHsjGtAUlJSYGFhgSVLlshdChERERERERkRhoQm6kYNRvoKDQ3V\nBYLz5s3DlClTOMVRz/WGgnV1dbpgUKlUAgDs7e3h5+cHb29vTJw4kU0vDMj58+dx+vRpLF26FA4O\nDnKXQ0REREREREaEIaGJaGxsRFpami4QHKrBiJ2dHeLj43WBYEJCAlxdXWWomEZiOKGgl5cXPD09\nYW9vL3O1dDOEEDhw4ACcnJyQkJAgdzlERERERERkZBgSGqHeBiO9geCNGoz0NhdhgxHDIYRAa2tr\nv+nDCoUCAENBY1VQUIArV67gpz/9KSwtLeUuh4iIiIiIiIwM0yAj0NnZiYyMDDYYMWI3CgV9fX0Z\nChoxlUqF1NRU+Pn5ISwsTO5yiIiIiIiIyAgxJDRAAxuM5OXlQa1WX3McG4wYruuFgnZ2dvD19YWn\npye8vLwYCpqAEydOoK2tDatWreJ6oERERERERDQmGBLquYENRk6cOIHKyspBj2WDEcPFUJCG0tbW\nhuPHjyM0NBQBAQFyl0NERERERERGiiGhHqqursYf/vAH/Oc//2GDESPFUJCG69ChQ9BqtVi2bJnc\npRAREREREZERY0ioJ5RKJf7zn/9g7969+Pbbb6HRaPrtDwgI0AWCbDBieHpDwb7dh/uGgj4+Pv3W\nFOQIUAKufmCQl5eHOXPmwM3NTe5yiIiIiIiIyIgxZZJZQUEBkpOTsX//ftTX1+u2u7m54b777sOS\nJUvYYMQAMRSkWyWEwIEDB2Bra4uFCxfKXQ4REREREREZOYaEMmhsbMQXX3yB5ORkZGdn67abmZnh\ntttuQ1JSEu68805YW1vLWCWNhBACbW1tukCwtraWoSDdkrKyMlRUVOD222+HjY2N3OUQERERERGR\nkWNIOE40Gg0OHjyI5ORk/P3vf4dSqdTtmzJlCtasWYNHHnkE/v7+MlZJw3W9UNDW1hY+Pj791hRk\nKEgjodFocODAAbi7uyMmJkbucoiIiIiIiMgEMCQcY2VlZdi3bx8+++wzVFVV6bY7ODjgvvvuQ1JS\nEubOncsQyQCoVCpcuHCBoSCNuezsbDQ0NOCBBx6Aubm53OUQERERERGRCWBIOAba29vxl7/8BXv3\n7sUPP/zQb9+iRYuQlJSEVatWsWutAcrNzYWNjQ1DQRoz3d3dOHLkCCZNmoQpU6bIXQ4RERERERGZ\nCIaEo0QIge+//x7Jycn4y1/+go6ODt2+iRMn4he/+AUeffRRTJ48WcYq6VZYWlrixz/+MWxtbRkK\n0pg5duwYurq6sGLFCv5/RkREREREROOGIeEtqqysxGeffYZ9+/bh7Nmzuu3W1ta45557kJSUhKVL\nl3LKoJGws7OTuwQyYo2NjcjIyEBkZCR8fHzkLoeIiIiIiIhMCEPCm9Dd3Y1//OMf2Lt3Lw4ePAgh\nhG5fXFwckpKScP/998PV1VXGKvXHwYMH0djYKHcZRHqvvr4eZmZmWLp0qdylEBERERERkYlhSDhM\nQghkZ2cjOTkZn3/+OZqbm3X7vLy88Mgjj+DRRx/FrFmzZKxSP7W1taGpqUnuMoj0nrm5OX784x/D\n0dFR7lKIiIiIiIjIxDAkvIG6ujrs378fe/fuRWFhoW67ubk57rjjDiQlJWHlypWwtLSUsUr9ds89\n98hdAhERERERERERXQdDwkGoVCp8++23SE5Oxr///W+o1WrdvpkzZyIpKQkPP/wwvL29ZaySiIiI\niIiIiIhodDAk7KO4uBjJycn4wx/+gJqaGt12Z2dnPPDAA1izZg1iY2PZcZSIiIiIiIiIiIyKyYeE\nLS0t+NOf/oS9e/ciIyNDt12SJCQmJiIpKQl33303bG1tZaySiIiIiIiIiIho7JhkSKjVanHo0CEk\nJyfjr3/9K7q7u3X7goOD8eijj+IXv/gFAgICZKySiIiIiIiIiIhofJhUSFhRUYF9+/bh97//PS5c\nuKDbbmdnh1WrVmHNmjVYsGABzMzMZKySiIiIiIiIiIhofBl9SNjR0YGvv/4aycnJOHLkSL998+bN\nQ1JSEu699144OjrKUyAREREREREREZHMxjQklCQpWgiR0+dxYs/d5UKI53u2rQLQDCBaCPH2SLZd\nz4kTJ5CcnIwvv/wSbW1tuu1+fn5YvXo1Hn30UUybNm10flAiIiIiIiIiIiIDNmYhYU8g+BGAyX0e\n/1wIsU6SpOclSYruPVYIkSJJUvBItvUNHwcqLCzEvHnzdI8tLS1x1113ISkpCStWrICFhdEPoCQi\nIiIiIiIiIhq2MUvLegK98r6PAaT0PAwWQuRIkvQWgIM928oBJAJwH+a2IUNChUIBAIiMjMSaNWvw\n4IMPwt3dfVR+LiIiIiIiIiIiImMz7kPqJEl6DsC6nocuABr77HYfwbYheXl54bvvvkNkZOStF0xE\nRERERERERGTkxr2Nb896guskSXIZq+8xceJEBoRERERERERERETDNG4jCXvXFuxZS7AcwFpcbUTi\n1nOIC4CGnvvD3db3+df2PCcCAgJGuXoiIiIiIiIiIiLjNZ7TjfuuI+gCIBNX1yiM7dkWjP+uWTjc\nbTpCiD0A9gBAbGysGM3CiYiIiIiIiIiIjNmYTTeWJGkVgNier8DVAC+4Z8QfhBBf9XYo7ul83CyE\nyBnutrGqm4iIiIiIiIiIyNRIQhjfoLvY2FiRlZUldxlEREREREREREZDkqRsIUTsjY8kQzTujUuI\niIiIiIiIiIhIvzAkJCIiIiIiIiIiMnEMCYmIiIiIiIiIiEwcQ0IiIiIiIiIiIiITx5CQiIiIiIiI\niIjIxDEkJCIiIiIiIiIiMnEMCYmIiIiIiIiIiEwcQ0IiIiIiIiIiIiITJwkh5K5h1EmS1AbgjNx1\n0LjzAFAvdxEkC55708Vzb7p47k0Xz71p4nk3XTz3povnXj8FCiE85S6CxoaF3AWMkTNCiFi5i6Dx\nJUlSFs+7aeK5N10896aL59508dybJp5308Vzb7p47onGH6cbExERERERERERmTiGhERERERERERE\nRCbOWEPCPXIXQLLgeTddPPemi+fedPHcmy6ee9PE8266eO5NF8890TgzysYlRERERERERERENHzG\nOpKQiIiIDJwkSdEDHq+SJClRkqTnhjj+uvvJcAxy7tf23N4a4vi3eo8bj/po7Axy7q97bvm6Nw59\nz7skSdGSJAlJks713D4a5Hi+5omIxoBBh4S8WDBdvFgwXbxYME28YDA9kiQlAvhLn8fRACCESAHQ\nPEiQcN39ZDgGOfeJAFKEEHsABPc8HmitJEnnAJSPU5k0Bgae+x5Dnlu+7o3DIOfdTQghCSE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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -332,7 +331,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -340,8 +339,8 @@ "output_type": "stream", "text": [ "Model\t\t& Order & RMSE\t\t& SMAPE & Theil's U\t\t\\\\ \n", - "HwangFTS\t\t& 1\t\t& 1691.47\t\t& 4.1\t\t& 2.58\t\\\\ \n", - "HwangFTS Diff\t\t& 1\t\t& 808.61\t\t& 2.17\t\t& 1.32\t\\\\ \n", + "HwangFTS\t\t& 2\t\t& 1250.29\t\t& 3.32\t\t& 1.98\t\\\\ \n", + "HwangFTS Diff\t\t& 3\t\t& 1219.55\t\t& 3.4\t\t& 1.99\t\\\\ \n", "\n" ] } diff --git a/pyFTS/notebooks/Ismail & Efendi - ImprovedWeightedFTS.ipynb b/pyFTS/notebooks/Ismail & Efendi - ImprovedWeightedFTS.ipynb index 86a599c..9854403 100644 --- a/pyFTS/notebooks/Ismail & Efendi - ImprovedWeightedFTS.ipynb +++ b/pyFTS/notebooks/Ismail & Efendi - ImprovedWeightedFTS.ipynb @@ -46,6 +46,9 @@ "from pyFTS.benchmarks import benchmarks as bchmk\n", "from pyFTS.models import ismailefendi\n", "\n", + "from pyFTS.common import Transformations\n", + "tdiff = Transformations.Differential(1)\n", + "\n", "%pylab inline" ] }, @@ -83,7 +86,7 @@ "data": { "image/png": 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ERESkDEuvEWtjZYHX7g9C6oUSrNp/WnUcIiIiImVYeo3c3T3aYWCgBz786QQuFFWqjkNE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\nsguxdmYUIjvzKhrVW3swEy9vS8LIkA7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+uWEhbp07RXUksrPeAQvueG4/WnsG8NYjKxEd4q86kstgIewFfvhmBf7v/XM4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\nwkDN6t7Womd29eqZSDh+9/2rat60SbdwkhwAACs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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -119,11 +122,8 @@ } ], "source": [ - "from pyFTS.common import Transformations\n", - "diff = Transformations.Differential(1)\n", - "\n", "tmp = bchmk.simpleSearch_RMSE(enrollments, enrollments, ismailefendi.ImprovedWeightedFTS, \n", - " range(2,10), [1], transformation=diff, tam=[10, 5])" + " range(2,10), [1], transformation=tdiff, tam=[10, 5])" ] }, { @@ -135,14 +135,14 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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P+Slmg9GfjRJw8ur7AcPDTNwEvNcs7cOSFRkvz16ey39FmfROYj4wb2mBRVQV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N0R3F78y4vT9JkSG8vDlbJvVszt0CM/4/9ObwR7fPh9Ao5+TDoslrWa8RZgsjY2SG7ih+Z/bo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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -153,7 +153,7 @@ "from pyFTS.partitioners import Grid, Util as pUtil\n", "\n", "fuzzy_sets = Grid.GridPartitioner(data=enrollments, npart=11)\n", - "fuzzy_sets2 = Grid.GridPartitioner(data=enrollments, npart=4, transformation=diff)\n", + "fuzzy_sets2 = Grid.GridPartitioner(data=enrollments, npart=4, transformation=tdiff)\n", "\n", "pUtil.plot_partitioners(enrollments, [fuzzy_sets,fuzzy_sets2])" ] @@ -167,13 +167,15 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "[ 17:08:54] Start training\n", + "[ 17:08:54] Finish training\n", "Improved Weighted FTS:\n", "A2 -> A2(0.667),A3(0.333)\n", "A3 -> A4(1.0)\n", @@ -203,13 +205,15 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "[ 17:09:19] Start training\n", + "[ 17:09:19] Finish training\n", "Improved Weighted FTS:\n", "A0 -> A1(1.0)\n", "A1 -> A0(0.143),A1(0.286),A2(0.429),A3(0.143)\n", @@ -221,7 +225,7 @@ ], "source": [ "model2 = ismailefendi.ImprovedWeightedFTS(\"FTS Diff\", partitioner=fuzzy_sets2)\n", - "model2.append_transformation(diff)\n", + "model2.append_transformation(tdiff)\n", "model2.fit(enrollments)\n", "\n", "print(model2)" @@ -236,7 +240,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -266,7 +270,7 @@ " 19539.57272727273]" ] }, - "execution_count": 16, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -277,7 +281,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -307,7 +311,7 @@ " 18845.6125]" ] }, - "execution_count": 17, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -325,14 +329,14 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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aiYiIiIiIaMBpbW3FP/7xD6xbtw6lpaUAAAcHBzz77LN49tlne9QdVqPR4MyZ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iIiLg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\nNElen1Fw/gAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -345,7 +349,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 12, "metadata": {}, "outputs": [ { diff --git a/pyFTS/notebooks/Sadaei et Al - ExponentialyWeightedFTS.ipynb b/pyFTS/notebooks/Sadaei et Al - ExponentialyWeightedFTS.ipynb index a5b1432..222a11d 100644 --- a/pyFTS/notebooks/Sadaei et Al - ExponentialyWeightedFTS.ipynb +++ b/pyFTS/notebooks/Sadaei et Al - ExponentialyWeightedFTS.ipynb @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -33,8 +33,6 @@ "name": "stderr", "output_type": "stream", "text": [ - "/usr/local/lib/python3.6/dist-packages/statsmodels/compat/pandas.py:56: FutureWarning: The pandas.core.datetools module is deprecated and will be removed in a future version. Please use the pandas.tseries module instead.\n", - " from pandas.core import datetools\n", "/usr/lib/python3/dist-packages/IPython/core/magics/pylab.py:161: UserWarning: pylab import has clobbered these variables: ['plt']\n", "`%matplotlib` prevents importing * from pylab and numpy\n", " \"\\n`%matplotlib` prevents importing * from pylab and numpy\"\n" @@ -46,6 +44,9 @@ "from pyFTS.benchmarks import benchmarks as bchmk\n", "from pyFTS.models import sadaei\n", "\n", + "from pyFTS.common import Transformations\n", + "tdiff = Transformations.Differential(1)\n", + "\n", "%pylab inline" ] }, @@ -58,7 +59,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -76,14 +77,14 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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6WOLRbaloN8LZvY2t3W0Nvs7WWH+t9idemCkV+N1MP5zIqzLqHwyGQ5IkbPwu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\nO2Zp4GxrIV+BeqZUCKyOUuNwZjku1jT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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -98,14 +99,14 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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ALoUi7OKuiI+Wn7cXawoDAAA0EUXYxYW28NWlvaL06aYjqqqptToOAACAy6AIu4EJibHK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\no399tUvLtmfrj1f11gVd7Xd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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -127,14 +128,14 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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omQOck5ldqHZR4bpxdI8vPZbWp7Neu/dS3Tq+j5asLtCNT36gT/Yfc2BKAGi9NzYf1NPZ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\nj4NmaqpZbsw5jgfm7ytCFC1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H0DIX/DKzCzUgoYPG9Y9zehQAADyCIAyPoWUueH2y/5jW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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -142,23 +143,20 @@ } ], "source": [ - "from pyFTS.common import Transformations\n", - "diff = Transformations.Differential(1)\n", - "\n", "tmp = bchmk.simpleSearch_RMSE(enrollments, enrollments, sadaei.ExponentialyWeightedFTS, \n", - " range(2,10), [1], transformation=diff, tam=[10, 5], parameters=1.1)" + " range(2,10), [1], transformation=tdiff, tam=[10, 5], parameters=1.1)" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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fNgXxdXdqN1rRVo6jgj3h4njps8cGg8RTa/djXXoxnp4ag7vH9DXVH40sgLku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\noVTE2DwiYAAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -167,7 +165,7 @@ ], "source": [ "tmp = bchmk.simpleSearch_RMSE(enrollments, enrollments, sadaei.ExponentialyWeightedFTS, \n", - " range(2,10), [1], transformation=diff, tam=[10, 5], parameters=2)" + " range(2,10), [1], transformation=tdiff, tam=[10, 5], parameters=2)" ] }, { @@ -179,14 +177,14 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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Tjx9mOTLjCfvWIflmeaDG0VVBbD5AYiuS5ciMx+fzYbfbOXv27BvPORwOmpubpQ8rT0mC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RqlOEUex4A6yVMOhlhxxu0n2tCfJxZ+7GE3Lr2kZq8YHFmDUzU2KmOOaA970I7t72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\nqM4RRpC5F058DvdOt8/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S5EfHLdE0GPwalFyGPXI75H/JX70Ga34+lt/MQZPNz2+Jm8mN\n+Nh4zhWf4x9p/1CdIwzA5OFBWPxMKo+foPgruWa0ruSnpGLVVhtvbjxJW4sfv4wNV50jjKCqzD5T\nHt7DPnMublnHZgGMjAln9TcZXC4qV52jXHFVMSuOrKDXnb3o1ayX6hzX1Ko3tBsO3yRBWb7qGuVq\ncnLIe+cd/IcPx7tLF9U5Lqlf837EWmJZdmgZZdWyMirqLuCBB/CMjiYnKQlbVZXqHJcmAyzF1u/N\nJD23lBeHR2N2k38O4QB73oaSSzDkdfvMubgts4a0Q9ftWyc0dquPrKaosoiEuATVKa5t8KtQVQI7\n56kuUS7nrbfQq6qwJMSrTnFZmqYxq8cs8iryePfYu6pzhAFoJhOW2bOpvnCBwg8+UJ3j0uQ3eoVK\nK2tISj7F3a2CGdRBNusUDlCWb58hbzfcPmMubltEsA9P9WrJxykXSLtSojpHmazSLNaeWMsvWv+C\nDiEdVOe4NksHiHkc9q6EgsZ7E5XKjAwKP/qYoNGj8WjZUnWOS+sW1o0hLYfwzrF3yC2XTdJF3fn2\n6Y1Pr3vIXboMa0nj/dlXVzLAUmjVNxnkXq3kxRHR8vlz4Ri75ttnyAe9orrEEKYOiMLX08ybG1NV\npyiz7NAybLqNaTHTVKcYQ//fgWaCbX9QXaJMTmISJk9PQqdMVp1iCNO7T6fSWsnyQ8tVpwgD0DQN\ny+w5WAsLyVu1SnWOy7rpAEvTtF9pmjZY07QXfubxidf+e8PxecaVe7WS5TvOMLzTHcS1DFKdI4yg\n4Bz8sAK6PQ5NO6quMYQgXw8m929D8olsfshofNfNnCk8w6enP2VM+zE092+uOscYAsOh5/Nw+EO4\nfFh1TYMrP3iQkq+/Jnj8eMyhoapzDCEyMJJH2j7Cx2kfc6648a6MCsfx7tyJgPvvJ/+dd6m+kq06\nxyXdcIClaVosgK7ryUDhv/7+o8cHA8m6rq8AWl/7u6iFxVtOUVFj4zfD26tOEUax7Y/2mfEBv1Vd\nYijje0dyR4AXf9pwotFt6pmUkoSP2YeJXSeqTjGWPgng3cS+lUIjous6V+bNwy0khJBxz6jOMZTJ\nMZNxd3Nn8YHFqlOEQYQlxKNbreQuWaI6xSXdbAVrDFB47c/pwH8OoFr/6Gvp1/4ubuJcXinr9pxn\nzF0RtAmTDWCFA2QdgcProeckCJSVBkfycncjYUhbDpwvZNOxLNU5DSblSgrbL2zn2S7PEuQlq+wO\n5d0E+s6BM1sgfbvqmgZzdft2yvelEDp1CiZfX9U5hhLqHcpTHZ9i09lNHM09qjpHGIBHRARBjz1G\n4d//TmV6uuocl3OzAVYT4Mefiwn58YO6rq+4tnoFEAvsc2CbYf1500nc3UzED2qrOkUYxeZXwCvQ\nPjMuHO6R2Oa0tfjx5saTVFuNvwGjrussSFmAxdvCEx2eUJ1jTHc9B4ERsPllaASbeupWKzkLFuDR\nsiVBjz6qOseQxnUeR7BXMAtSFjS61XZRP0InP4/J25vsBQtUp7gch9zk4tpHB/frur7/Oo9N1DRt\nn6Zp+3JychxxOpd2KLOQfx6+zIS+kVgCvFTnCCNI326fCe83B7xlpaE+mN1MvDg8mvTcUtbvzVSd\nU++2nN/C4ZzDTImZgrfZW3WOMbl7wcD/gcuH4JjxN4ot+vQzKk+dJiwhAc1dNj+vD77uvkzqOom9\nWXv55uI3qnOEAZiDgwl57lmuJm+hbP9//YovbuBmA6xCIPjan5sAeT/zvMG6rr94vQeurXL10HW9\nR1hY2G1mGoOu68zdkEqwrwcT+smnKYUD2Gz21avACLhrguoaQxvUwcJdrYJISj5FaWWN6px6U2Or\nYeH+hbQObM3DUQ+rzjG2LqOhaRfY+n9QY9xNPW0VFeQsXoxX1674DxuqOsfQHm33KBH+ESTuT8Rq\ns6rOEQYQ/PTTuIWFkj1vvqyM3oKbDbDW8/+vq2oNJANomtbkX0/QNG2irutvXvuz3OTiBnak5fBd\neh4zBkbh7yUzeMIBjv0DLh+EAb+3z4iLeqNpGi+N6EDu1UpWfZOhOqfe/OPUPzhbfJaZsTMxm8yq\nc4zNZLJvPlxwFvatVhxTf/Lfe4+arCwsc2bLliT1zN3NnRndZ3Cq4BT/TP+n6hxhACYfH8KmTqN8\n/36ubt2qOsdl3HCA9a+P/F0bOBX+6COAW3709Tc0TTujaVpBvZa6OKvNvnrVItiHx3vKxorCAWqq\n7DPfTTtD19GqaxqFuJZBDO90B8t3nCH3aqXqHIcrqy5j2aFldLd0Z0DEANU5jUPUIIjsBzvfhIpi\n1TUOZy0sJG/FSvzuuw/fu+9WndMoDG01lE4hnVhycAmVVuO9T4mG1+RXj+ARGUn2/AXoNcb9BIcj\n3fQarGsf8Uv+0c0s0HU97tr/k3VdD9J1vc21/yfXZ6wr++zgRVKzSpgzrD0eZtnfWThAyhr7zPfg\nV8Hkpjim8fjN8PZU1NhYsvW06hSHe+/4e+SW5zIrbpasNDQUTYPBr0FZHuxepLrG4XKXr8B29Sph\ns2apTmk0TJqJhLgEskqz+NuJv6nOEQagmc2EzUqgKj2dwk8+UZ3jEuQ3/QZQUW1l/tdpdAkP5IEu\nd6rOEUZQUQw73oBWfSFKPpnbkNqE+THmrgjW7TnHubxS1TkOk1+Rz5pjaxgYMZAYS4zqnMYlPBY6\n/RK+ewtKjLMVQPXFixSsXUvgyJF4tW+nOqdR6XlnT3qH92blkZUUVRapzhEG4D94MN4xMeQuXoKt\nvFx1jtOTAVYDeO+7c1wsLOe3I6IxmWRWWDjA7kX2Ge8hr9tnwEWDih/UFrPJxJ83nVSd4jDLDy2n\noqaCmXEzVac0ToP+F6zVsP1PqkscJmfRIjCZCJsxXXVKo5QQm0BJVQmrjqxSnSIMQNM0LL+ZQ012\nNvnv/lV1jtOTAVY9KyqvZsm209zXLox7o0JV5wgjKMmyz3R3+qV95ls0OEuAFxP6RvLPw5c5fKHw\n5i9wcpnFmXyY9iGj2o6idaDc4VSJ4NbQYzzsfw9y0lTX1FlFaipFn39B8JNjcb9TPrmhQvvg9jzY\n5kHWnVhHVqlxVkaFOj5xcfgNHEjeX/5CTYHceuFGZIBVz5ZtP0NxRTUvDo9WnSKMYvtcsFbZ99AR\nykzo15pgXw/mbkh1+VvXLj6wGLNmZnK3yapTGrd+vwF3b9jymuqSOsuevwBTQAAhE2T7CJWmxkxF\nR2fJgSWqU4RBWGYlYCsrI+/tt1WnODUZYNWjS4XlrPk2g1Ex4XRsFqA6RxhB7inY/1f7THdIG9U1\njZq/lzszBkax+0weO9JcdxP1Y7nH2HB2A092fBKLj0V1TuPmFwa9Z0LqP+H8HtU1t630++8p3bWL\n0IkTcQsMVJ3TqDXza8bj0Y/z+ZnPSStw/ZVRoZ5nVBSBvxxF/vt/o+rCBdU5TksGWPUoKTkNXYdZ\nQ+XiXuEgW16zz3D3e0F1iQAe79mSFsE+zN2Qis3meqtYuq6TmJJIE88mjO88XnWOAOg1FXwtkPwK\nuODKqG6zkf3neZjvvJOgsU+ozhHAhK4T8HP3Y+H+hapThEGETZ+OZjKRs9B4dz51FBlg1ZO0KyV8\nnHKBp3q1pHmQj+ocYQSZP8CJL+DeGfaZbqGch9nEnGHtSc0q4dODF1Xn3LLdl3azJ2sPk7pOws/D\nT3WOAPDwhf4vwfnv4OQG1TW3rGTjRiqOHSNsxgxMnp6qcwQQ6BnIs12eZeeFnezN2qs6RxiAe9Om\nBD/1FMVffEHF8eOqc5ySDLDqyRsbUvH1NDN1QJTqFGEEug6bX7bPbPeaqrpG/MgDXe6kS3gg879O\no6Laqjqn1my6jcSURML9whndXjaqdiqxT0FIFCS/ClbX2dRTr6oiOzEJz3btCHzoQdU54kee6PAE\nTX2akpiS6PLXjArnEDLhOdwCA8meN191ilOSAVY92JOex5bUbKb0jyLI10N1jjCCtI32Ge3+L4Gn\nrDQ4E5NJ47cjorlYWM57351TnVNrX6Z/ycmCk8zoPgMPN3mfcipu7jDoFcg9CYfeV11TawUffkR1\nZiaWObPR3GTzc2fiZfZiasxUjuQeYfO5zapzhAG4BQQQMvl5Snfv5uq336rOcToywHIwXdf504ZU\n7gjwYlzvVqpzhBFYa+wz2SFR9plt4XTujQqlX7swlmw7TVF5teqcm6q0VrL4wGI6BHdgeORw1Tni\nejo8CM3vgm1/hKoy1TU3Zb16ldylS/G5+258+/ZVnSOu46E2DxHVJIpFBxZRbXP+9ynh/IIefxz3\nZs3Inj8f3WZTneNUZIDlYBuPZnEws5BZQ9rh5S4zeMIBDr0POakw6GX7zLZwSi8Nj6a4oppl28+o\nTrmpD1I/4HLpZRLiEjBp8mPAKWmafSPxksuwZ5nqmpvKX70aa34+lt/MQZPNz52Sm8mN+Nh4zhWf\n4+9pf1edIwzA5OFBWPxMKo+foPjLr1TnOBX5yepA1VYbb246SbumfjwS11x1jjCCqjLY9icI7wEd\nHlJdI26gY7MARsWEs+bbDC4VlqvO+VnFVcWsPLKSe5vdS69mvVTniBtpeS+0GwHfJEFZvuqan1WT\nk0PemnfwHzEc7y5dVOeIG+jXvB9xTeNYdmgZZdXOvzIqnF/AAw/g2aEDOUlJ2KqqVOc4DRlgOdD6\nvZlk5JbywrBo3EwygyccYM/bUHLJPpMts8JOL2FIO3TdvkWDs1p9ZDVFlUUkxCWoThG1MfgVqLoK\nO+epLvlZOW+9hV5djSU+XnWKuAlN00iISyC/Ip93j72rOkcYgGYyYZk9m+qLFyn84APVOU5DBlgO\nUlpZQ1LyKe5uFcygDrJZp3CAsnz7zHW74dCqt+oaUQsRwT481aslH6dcIO1Kieqc/5JVmsXaE2v5\nRetfEB0crTpH1IalA8Q8DntXQoHz3USlMj2Dwo8+Jmj0aDxatlSdI2qhW1g3hrQcwppja8gtz1Wd\nIwzAt/e9+PS6h9yly7CWON/PPhVkgOUgf9mVQe7VSl66P1o+fy4cY9d8qCqx301MuIypA6Lw9TTz\nxoZU1Sn/ZenBpdh0G9O7T1edIm5F/9+BZoJtf1Bd8l9ykpIweXoSOnWK6hRxC2Z0n0GVtYrlh5ar\nThEGoGkaltlzsBYWkveXVapznIIMsBwg92olK3aeYXinO4htEaQ6RxhBwTn4YQV0exyadlRdI25B\nkK8Hk/u3YUtqNnvS81Tn/NvpgtN8duYzHot+jHC/cNU54lYEhsM9k+Hwh3D5sOqafys/eJCSr78m\nePx4zCEhqnPELWgV2IpH2j7Cx2kfc67Y+VZGhevx7tyJgF/8gvx336X6SrbqHOVkgOUAi7ecoqLG\nxm+Gt1edIoxi2x/sM9YDfqe6RNyG8b0juSPAi7kbU51mU8+F+xfiY/ZhQpcJqlPE7egdD95NINk5\nVrR1XefKvHm4hYYSMu4Z1TniNkyOmYy7mzuL9i9SnSIMIix+JrrVSu6SJapTlJMBVh2dzS1l3Z7z\nPHZXBG3CZANY4QCXD9tnqns+b5+5Fi7Hy92NWUPaceB8IRuPZqnOIeVKCtsvbOfZLs8S5CWr7C7J\nuwn0nQNntsKZbapruLptO+X7UgibOgWTr6/qHHEbQr1DebrT03x97muO5BxRnSMMwCMigqDHHqPw\n73+n8ozzb1lSn2SAVUfzvj6Ju5uJmYPbqk4RRpH8KngFQh+5y5sreySuOe2a+vHnTSeptqrbgFHX\ndRakLMDibeGJDk8o6xAOcPcECGxhX8VSuKmnbrWSvWA+Hi1b0uRXv1LWIerumU7PEOwVzIKUBU6z\n2i5cW+jk5zF5e5OdmKg6RSkZYNXBocxC/nn4MhP6RmLx91KdI4wgfTuc2QL95thnrIXLcjNpvDAs\nmvTcUtbvzVTWseX8Fg7nHGZKzBS8zd7KOoQDmD1h4O/h8iE49g9lGUWffkrV6TOEJSSgucvm567M\n192XSV0nse/KPnZd3KU6RxiAOTiYkOee5WryFsr271edo4wMsG6TruvM3ZBKiK8HE+9rozpHGIHN\nBptfhsAIuEuukzGCQR0s3N0qmKTkU5RW1jT4+att1Szcv5DWga15OOrhBj+/qAddRkPTLrDldaip\nbPDT28rLyVm0GK9uXfEfNrTBzy8c79F2jxLhH0FiSiJWm1V1jjCA4KefxhwWRvaf5zXalVEZYN2m\nHWk5fJeex4xBbfHzNKvO+X/t3Xl0FFW+B/Dv7awkgZAVMUAgxBCFKCSCDopyIEEYjh4XUFyeOo4s\nIgYSEJx3nKfOnHkqCkFAMIAy4qCjiI4z+nAMEZVBhjEJ26BhSdhkCFmbkH3p+/7oCraQ7s5S3Tdd\n/f2cw5FUdaq+en521e/WcskIDn1kHZme8CzgxyuiRiCEwDO/TER5TSPe/Mdxt+//46Mf40T1CSxI\nXgBfE7+nDMFkAtKeB8wngbyNbt995Z/+hJZz5xC9cCGnJDEIPx8/pCen45j5GD4t/lR1HDIAU1AQ\nIufNQ/3evaj58kvVcZRgg9UFrRbr1avYiCDcP2aQ6jhkBC1NwJe/B/qNAJKmq05DOkoeFIbJw69A\n9tdFKK9x3xWHuuY6rN2/FqOiR2H8wPFu2y+5wdCJwJBbgG+WAg3VbtttS1UVKtatR8ittyJ4zBi3\n7Zdcb1LsJAyPGI7V+1ajsdX9V0bJePreczf8hwxB6bLlkC3uv4NDNTZYXfCXvWdQWHIBiyYNg78v\n/xOSDvLeAqpOAKkvACYf1WlIZ09PHoaGFgtW5R512z43fb8J5fXlyEzJ5JUGoxECSPsdUFcB7HrN\nbbutyF4HS20tohZmum2f5B4mYUJmSiZKakvw7g/vqo5DBiB8fRGVmYGm4mKYP1L3zKgq7A46qaG5\nFctzjuDaAaGYmtRfdRwygoZq60j0kFuA+Imq05ALDI0KwYzRA7F5zymcrKh1+f4qGyqx8d8bMXHQ\nRIyMHuny/ZECV44CRtwD7H4duOD6qQCaz5xB1ebNCL3zTgQmJLh8f+R+Y/qPwc0xN2P9wfU433he\ndRwygN6pqeg1ciTKV62Gpb5edRy3YoPVSe/sPokz5no8MzkRJhNHhUkH3660jkSnvmAdmSZDmj/x\nKvj5mPDK3w+7fF/Z+7PR2NqI9OR0l++LFJrwLGBpAb560eW7Klu5EjCZEPXUPJfvi9RZkLwANU01\nePPgm6qjkAEIIRD99CK0lJWh8u1NquO4FRusTjhf14zVO47h1oQojI2PVB2HjOBCiXUEevjdQEyy\n6jTkQtF9AjFz3BB8euAs9p82u2w/p6tP44MjH+Cuq+5CXGicy/ZDPUB4HHD9Y0DBO0DZEZftpqGw\nEOf/+jeE/9dD8OvPOzeMbFj4MNw+9HZs/mEzztacVR2HDCAoJQUhEyagYsMGtFRVqY7jNmywOmHt\n10WobmjGksmJqqOQUXz1EtDaBEz8reok5AYzb4lDRLA/XtpW6LJX167auwp+Jj/MvW6uS7ZPPcyt\niwG/ICD3BZftonTZcpj69EHETE4f4Q3mjbRepXx93+uKk5BRRGdmwFJXh4o33lAdxW3YYHXQf8z1\n2LjrOO4aGYNrruyjOg4ZQflRoGCTdQQ6nFcavEHvQD88NSEeu4sr8PWRMt23f6j8ELad2IaHrn4I\nUUFRum+feqDgSOCmdKDwU+DUHt03X/vPf6J2505EzpoFn9BQ3bdPPU//kP64P/F+/LXorzhS5bor\no+Q9AuLjEXr3Xah89z00/fij6jhuwQarg7JyjkBKIHMSH+4lnWx/HvDrBdyyWHUScqMHbohFbEQQ\nXtpWiFaLflexpJTIys9CWEAYHhvxmG7bJQ/wiyeBkH7Wicp1vDIqLRaUvvIqfK/sj7CHHtRtu9Tz\nzbx2JkL8Q7Aif4XqKGQQUU89BeHjg7IV7nvzqUpssDrgcMkFbC34EY+MjcWAsCDVccgITv/LOuJ8\n03wghFcavIm/rwmLJg1DYckF/GXvGd22u+s/u7CnZA9mXzcbIf4hum2XPIB/MDD+GeD0P4HD23Tb\n7IXPP0fDoUOISk+HKSBAt+1SzxcaEIrHkx7HzjM78V3Jd6rjkAH49euH8IcfRvWnn6L+0CHVcVyO\nDVYHLP28EMEBvpg7Pl51FDICKa0jzcHRwI18TsYbTU3qj6SYUCzPOYKG5tZub88iLcjKz0JMSAzu\nTbhXh4TkcUY9DETEW6+Mt3Z/Uk/Z1ITSrBUISEhA6O23dz8feZwHEh9Av6B+yMrPctkzo+RdImY+\nDp/QUJQtW646isuxwXJiT3EFcgtLMXd8PMKC/VXHISM4vA04tds64hzAKw3eyGQS+M2URJwx1+Od\n3Se7vb3Pij/DkaojSB+VDj8fPx0Sksfx8QUmPgeUHwb2be725qre/wDNp08jetFCCB9Ofu6NAn0D\n8eTIJ3Gw/CC+OPmF6jhkAD69eyPiiTmo/fZb1OzapTqOSzz1oEQAAA6xSURBVLHBckBKiRe3FaJ/\naCB+ddNg1XHICFpbrCPMEfFA8sOq05BCY+MjcWtCFFbvOIbzdc1d3k5jayNW7V2FayKuweQhk3VM\nSB7n6tuBAWOs82I11XV5M601NShfswZBN9yA4HHjdAxInuaOoXcgvm88VhasRLOl699TRG3CHngA\nfjExKF22DNJiUR3HZdhgOfD5v0uw77QZGWkJCPTjCB7pYP+71hHmic8BvNLg9ZZMTkR1QzPWfl3U\n5W38ufDPOFt7FhkpGTAJfqV7NSGAtBeAC2eBPWu7vJnKt95Ca1WV9eoVJz/3aj4mH2SkZODUhVPY\nemSr6jhkACZ/f0QtmI/G739A9Wf/pzqOy/BobEdzqwVL/34YCf1CcE/yANVxyAia6oAd/wsMGG0d\naSavd82VfXDXyBhs3HUc/zHXd/r3q5uqsf7geoy9cixu7H+jCxKSx4kdCyRMAf6xAqit6PSvN5eW\nomLjH9F7ymT0SkpyQUDyNONixiGlXwrW7l+L2uZa1XHIAPpMnYqAq69G2YoVsDQ1qY7jEmyw7Pjz\nd6dxvLwWSyYnwsfEETzSwZ611pHltN9ZR5qJYJ36QUrrVBCd9ebBN1HdWI2MlAwXJCOPlfo80FQD\n7Hy1079a/voayOZmRC9YoHss8kxCCGSmZKKyoRJvH3pbdRwyAGEyIXrhQjSfOQPze++pjuMSbLDa\nUdvYgte2H8WYIeGYkBitOg4ZQV2ldUQ5YYp1hJlIMyAsCI+MjcXWgh9xuORCh3+vpLYEm3/YjKlx\nU5EYnujChORxohOBkQ8C/1oPVJ3o8K81Fh+H+cMPEXbfffCPjXVdPvI410Zdi7TYNPzx0B9RXl+u\nOg4ZQMjNNyF47C9QvvYNtF7o+LHPU7DBaseGncdRXtOIZ6Yk8v5z0sc3r1pHlFOfU52EeqC54+MR\nHOCLpZ8Xdvh31uxbA4u0YN6oeS5MRh5r/G8Akw/w5R86/CtlWVkwBQQgcu4TLgxGnip9VDqaWpvw\nxv43VEchg4jKXIhWsxkVG95UHUV3bLAuUV7TiHXfFGHKiCuQPChMdRwygqqTwHfrgZEPANFXq05D\nPVBYsD/mjo9HbmEp9hQ7f27mWNUxfFL0CWYkzkBMSIwbEpLHCY0BbnwCOPgBcHa/04/X7d2LCzk5\nCP/1Y/CNiHBDQPI0g0MHY1rCNGw9shUnq7s/vQRRrxHD0WfqVFS+/Taaz51THUdXbLAusSr3KBpa\nLHj6tmGqo5BR7PgDIEzA+P9WnYR6sF/dNBhX9AnEi9sKnU7q+VrBawjyDcKspFluSkce6aYFQK8w\n69QQDkgpUbpsGXwiIxHx6KNuiUaeac51c+Dn44eVBStVRyGDiFowH7K1FeWrX1cdRVdssGycKK/F\n5j2nMGP0QMRFcQJY0sHZA8CBD4Ab5lhHlInsCPTzQWZaAvadNuPzf5fY/Vz+uXx89eNX+HXSr9E3\nsK8bE5LH6dUXGLcIKPoSKNph92M1O75CfV4+op6cC1NwsBsDkqeJ7BWJR4Y/gi9OfoGDZQdVxyED\n8B84EGEzZsC8dSsai7o+ZUlPwwbLxitfHIa/rwnzU69SHYWMYvtz1pOcm/mWN3LunpQBSOgXgqV/\nP4zm1ssnYJRSYnn+ckQHRePBqx9UkJA8zpiZQOggIOd/gHYm9ZQtLShdvgz+gwej77RpCgKSp3l0\n+KMIDwzH8vzlTq+2E3VE5BNzYOrVC6XLs1RH0Q0bLM3+02Z8duAsHh8Xh+jegarjkBEU7bCOHI9b\nZG2yiJzwMQksmZyI4+W1eP+705etzz2ViwNlB/DkyCfRy7eXgoTkcXwDgAnPAiUHgEMfXbb6/Cef\noOlYEaIyMiD8OPk5ORfsF4w5181B3rk87DyzU3UcMgDf8HBEzHwcNbm5qCsoUB1HF2ywYB0Vfmlb\nISKC/THrljjVccgILBbr1avQgcDox1WnIQ8yITEaYwaHY8X2o6htbLm4vNnSjNcKXkNcaBzuGHqH\nwoTkcZKmA/2SgNzfAS2NFxdb6utRtnIVAq+7Fr0npSkMSJ5m2lXTMLD3QGTlZ6HV0qo6DhlA+MMP\nwzcqCqWvvGqIK6NssAB8daQMu4srkD7xKoQE+KqOQ0Zw6CPrm7smPAv48YoodZwQAs/8MhHlNY3Y\nsPP4xeUfH/0YJ6pPYEHyAvia+D1FnWAyAWnPA+aTQN5bFxdXvvMntJw7h36LFnFKEuoUPx8/pCen\n45j5GP5W/DfVccgATEFBiJw3D/V796ImN1d1nG5z2mAJIaYJIVKFEIu7sr6na7VIvLytELERQbh/\nzCDVccgIWpqsI8X9koCke1WnIQ+UPCgMU0ZcgXXfFKG8phF1zXVYs28NkqOTMX7geNXxyBMNnQgM\nuRX4einQcB4tVVWoWL8eIePHI2j0aNXpyAPdFnsbRkSMwOq9q9HQ0qA6DhlA33vuhv+QIShdngXZ\n0uL8F3owhw2WECIZAKSU2wGY237u6HpP8Je9Z1BYcgGLJg2Dvy8v6JEO8t6yjhSnPm8dOSbqgkW3\nDUNDiwWrco9i0/ebUNFQgYyUDF5poK4RAkh7AaivBHatREX2OlhqaxGVyRfwUNcIIZCRkoFzdefw\nXuF7quOQAQhfX0RlZqCpuBjmjy5/ZtSTODv7uw+AWft7MYDUTq7v0RqaW7E85wiuHRCKqUn9Vcch\nI2ioBr5ZCgy5BYifqDoNebChUSGYMXogNud9j7cObsTEQRMxMnqk6ljkya4cBYy4B005a1G1eTNC\n77wTgQkJqlORBxvTfwxujrkZ6w+ux/nG86rjkAH0Tk1Fr1GjUL5qNSx1darjdJmzBqsvgEqbny+d\n3t3Z+h7tnd0nccZcj2emJMJk4qgw6eDblUBdBZD6gnXEmKgb5qdehYDIL1Hf2oD5yfNVxyEjmPBb\nlO8LAGQrop6apzoNGcCC5AWoaarBhoMbVEchAxBCIPrpRWgpK0Plpk2q43SZcPSmDiFENoBsKWWB\nECIVQJqUcklH12ufmQVglvbjMACH9f6XIOphIgGUqw5BhsKaIr2xpkhvrCnyBrFSyihnH3L2Kioz\ngHDt730BVHRyPaSU6wCscxaEyCiEEHlSyutV5yDjYE2R3lhTpDfWFNFPnN0i+D6Atomh4gBsBwAh\nRF9H64mIiIiIiLyRwwZLSlkAANrtf+a2nwHkOllPRERERETkdZzOVqnd4nfpshRH64m8HP+fIL2x\npkhvrCnSG2uKSOPwJRdERERERETUcZwFlYiIiIiISCdssIiIiIiIiHTCBovICSHELCHEYjvrimze\nqgkhRLYQIkdbPs1m+cva8nwhRFw723G4noxJq5d87U+yzfJ268FefV2yTdaSl2vvO8tBrVXZLM+2\nsz3WlBdr5zi3xaYekp0tt1nPOiKvwQaLyAEhRA4Aeycdi/HTNAVtb9OElDINQAqA9dryZADJ2vKZ\nl27P2XoyJq1ewrWXBs2Ek3qxV1+XbJO15OXa+85yUGtxALZLKVO0P7Pb2R5ryou1c5ybBaDYph5e\ndrTc5vdYR+RV2GAROaAdDNo76YgDkAbAdmqCYmgHFSmlGUCltjwVQI62vADApRMxOltPxlQJ6wTt\ngHXC9jzt7/bqwV592WIteTk731n2ai0OQJzNlYf2riqwpryUnePcdgAv2vxsdrK8DeuIvAobLKKu\nyYb1JObiSa6UslhKWSyEiBNC5OOnEbwIWE+O7XG2ngzIZh7BIlhPPHK0Ve3Wg4P6ssVaoss4qLVK\nAC9KKacDWGKz3BZrynvZO86ZtdtJ86E1VfaW22AdkVdhg0VkQwgxTRvNbe/kte0zswDkSCkvO1ho\nt1NsATDTZo64CtjcYtEOZ+vJIGzrS6ujAinlUABD8dMtf3brwU592WIteZlOfGddVmtSygIp5Ydt\nfwcQbvusjYY15YUcHecAQLuddCis30dOl4N1RF6GDRaRDSnlh1LK6VLKJQ4+lgIgTXvW4XoAuUKI\nvtpzDmnaswyX3lKRBly8Dz3vku05W08GcUl9DYX1pAP4+e1+7daDg/qCs98l4+rgd1a7tSaEWNz2\nMgztdrBK7fZTW6wp72TvONc2OARYaykcuPgCi8uW22AdkVfxVR2AyNPYPgiuHXyma7dGpAG4Xrt9\nq+2zKVLKAiFEgfZZAJitnczkSynD2lvvtn8ZUulFAFuEEPdpP08HrFcS7NRDu/XFWqIOsFdrS7Wr\nX/m2y1lT5OA411ZLbeuna/9sd7ltLbGOyJsIKaXqDERERERERIbAWwSJiIiIiIh0wgaLiIiIiIhI\nJ2ywiIh6GCHELCGEbG9eIm3dYhW5yHPZqykhRLY2B1aREGKaqnxEREbCBouomxycuLysnbjk25nA\nk8ie2QDWAfjZCa/2gHi2kkTk6S6rKe3NlG2TE6fgp6kCiJxycOzbYnPsS1aVj0glNlhE3dfeiUsy\ngGTtxGUmeFJMHWRzsrIEl7xpS6snvn2LOsVBTRVDm7Baez17JYg6rr1j3ywAxTbHPrvzsxEZGRss\nom5wcOKSCiAHuDiB5/VujkaeazaAbO2E18wRYNJBuzUlpSyWUhYLIeK0V7XzZJg6xMGxbzusr2xv\nc+m8akRegQ0WUffYOxmOgHV0mKizZgGYrt0O2Be8YkXdZ7emtOf5tgCYKaVcpygfeR5HTbtZCJEN\nIB8/b7aIvAYbLKLusXfiUgGAz11Rp2jPxORJKdNsnou5V3Es8mCOakpbl9Y2IbrKnORxHA4EaRMV\nD4W1eSfyOmywiLrIycnwdgBp2ueSAeSpSUkeZjZsntfTRofz+HY36gZHNZUG4HrtZQT52m2CRA45\nadpf1p7DAqzP9IUrikmklJBSqs5A5JGEEFsAvC+l/NBmWQ6st018KIR4GUDbLYOzpZS8ZZCIiDya\no2MfrIOLW/BTY7VESrnd/SmJ1GKDRUREREREpBPeIkhERERERKQTNlhEREREREQ6YYNFRERERESk\nEzZYREREREREOmGDRUREREREpBM2WERERERERDphg0VERERERKST/wcYqs9svZpBEgAAAABJRU5E\nrkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -197,7 +195,7 @@ "from pyFTS.partitioners import Grid, Util as pUtil\n", "\n", "fuzzy_sets = Grid.GridPartitioner(data=enrollments, npart=8)\n", - "fuzzy_sets2 = Grid.GridPartitioner(data=enrollments, npart=4, transformation=diff)\n", + "fuzzy_sets2 = Grid.GridPartitioner(data=enrollments, npart=4, transformation=tdiff)\n", "\n", "pUtil.plot_partitioners(enrollments, [fuzzy_sets,fuzzy_sets2])" ] @@ -211,13 +209,15 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "[ 17:00:44] Start training\n", + "[ 17:00:44] Finish training\n", "Exponentialy Weighted FTS:\n", "A1 -> A2(1.0)\n", "A2 -> A2(0.30211480362537757),A2(0.33232628398791536),A3(0.36555891238670696)\n", @@ -245,13 +245,15 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "[ 17:00:51] Start training\n", + "[ 17:00:51] Finish training\n", "Exponentialy Weighted FTS:\n", "A0 -> A1(1.0)\n", "A1 -> A0(0.10540549970059566),A1(0.11594604967065524),A1(0.12754065463772077),A2(0.14029472010149285),A2(0.15432419211164214),A2(0.16975661132280637),A3(0.18673227245508703)\n", @@ -263,7 +265,7 @@ ], "source": [ "model2 = sadaei.ExponentialyWeightedFTS(\"FTS Diff\", partitioner=fuzzy_sets2, c=1.1)\n", - "model2.append_transformation(diff)\n", + "model2.append_transformation(tdiff)\n", "model2.fit(enrollments)\n", "\n", "print(model2)" @@ -278,7 +280,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -308,7 +310,7 @@ " 18890.399999999994]" ] }, - "execution_count": 10, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -319,7 +321,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -349,7 +351,7 @@ " 18837.59409609998]" ] }, - "execution_count": 11, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -367,14 +369,14 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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o6urq9MfNrb2Va8a1nbmsGVcJoHUFSlc0B2yuAK78TdaeMSIiIiIiIiKDaWxsREZGhj58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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -387,7 +389,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 16, "metadata": {}, "outputs": [ { diff --git a/pyFTS/notebooks/Song - ConventionalFTS.ipynb b/pyFTS/notebooks/Song - ConventionalFTS.ipynb index 04c52cf..b43f028 100644 --- a/pyFTS/notebooks/Song - ConventionalFTS.ipynb +++ b/pyFTS/notebooks/Song - ConventionalFTS.ipynb @@ -18,7 +18,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -32,8 +32,6 @@ "name": "stderr", "output_type": "stream", "text": [ - "/usr/local/lib/python3.6/dist-packages/statsmodels/compat/pandas.py:56: FutureWarning: The pandas.core.datetools module is deprecated and will be removed in a future version. Please use the pandas.tseries module instead.\n", - " from pandas.core import datetools\n", "/usr/lib/python3/dist-packages/IPython/core/magics/pylab.py:161: UserWarning: pylab import has clobbered these variables: ['plt']\n", "`%matplotlib` prevents importing * from pylab and numpy\n", " \"\\n`%matplotlib` prevents importing * from pylab and numpy\"\n" @@ -45,6 +43,9 @@ "from pyFTS.benchmarks import benchmarks as bchmk\n", "from pyFTS.models import song\n", "\n", + "from pyFTS.common import Transformations\n", + "tdiff = Transformations.Differential(1)\n", + "\n", "%pylab inline" ] }, @@ -57,7 +58,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -75,14 +76,27 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 9, "metadata": {}, "outputs": [ + { + "ename": "IndexError", + "evalue": "index 0 is out of bounds for axis 0 with size 0", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mtmp\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mbchmk\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msimpleSearch_RMSE\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0menrollments\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0menrollments\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msong\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mConventionalFTS\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m20\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtam\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m,\u001b[0m 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\u001b[0mmm\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0ml\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 49\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 50\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mIndexError\u001b[0m: index 0 is out of bounds for axis 0 with size 0" + ] + }, { "data": { - "image/png": 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AEGwE4TBXVpClg8c65PNZt0sBAABYVgjCYa680KPOgVE1tva5XQoAAMCyQhAOcxXOOOED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\nHO/Smsxk3bN1g3Z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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -102,14 +116,27 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 10, "metadata": {}, "outputs": [ + { + "ename": "AttributeError", + "evalue": "'function' object has no attribute 'apply'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m tmp = bchmk.simpleSearch_RMSE(enrollments, enrollments, song.ConventionalFTS, \n\u001b[0;32m----> 2\u001b[0;31m range(1,20), [1], transformation=diff, tam=[10, 5])\n\u001b[0m", + "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/pyFTS/benchmarks/benchmarks.py\u001b[0m in \u001b[0;36msimpleSearch_RMSE\u001b[0;34m(train, test, model, partitions, orders, save, file, tam, plotforecasts, elev, azim, intervals, parameters, partitioner, transformation, indexer)\u001b[0m\n\u001b[1;32m 1047\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mpc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mp\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpartitions\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstart\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1048\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1049\u001b[0;31m \u001b[0msets\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpartitioner\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtrain\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnpart\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mp\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtransformation\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtransformation\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msets\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1050\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0moc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mo\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0morders\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstart\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1051\u001b[0m \u001b[0mfts\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"q = \"\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mp\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m\" n = \"\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mo\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/pyFTS/partitioners/Grid.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, **kwargs)\u001b[0m\n\u001b[1;32m 19\u001b[0m \u001b[0;34m:\u001b[0m\u001b[0mparam\u001b[0m \u001b[0mindexer\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 20\u001b[0m \"\"\"\n\u001b[0;32m---> 21\u001b[0;31m \u001b[0msuper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mGridPartitioner\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__init__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"Grid\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 22\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 23\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mbuild\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/pyFTS/partitioners/partitioner.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, **kwargs)\u001b[0m\n\u001b[1;32m 41\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 42\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtransformation\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 43\u001b[0;31m \u001b[0mndata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtransformation\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mndata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 44\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 45\u001b[0m \u001b[0mndata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mAttributeError\u001b[0m: 'function' object has no attribute 'apply'" + ] + }, { "data": { - "image/png": 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Hqn1egjAAAECMRS0IG2NqJtn/cNj2GmPM6qn2zXT+Yo8OtvYqQOcIAACAmIlKEDbGrJa0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\n/sHyeUpLNfrTF3b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cfpMkOcv5bhwN2tba5U4w3KHQEtOSVGutHd2WEz4brbWP\njLvvIwqtxrdxXDmVE7xepaTHrbUbndD9qKTRx9Vaa6uc+6Q59xkN0I9KKgjfd456Rl87/M+0UdJq\nSTud+69WaJS583yPLQBEGiPCAHBuD+n8p0jsdH52hm03Shod+Xwp7L71TuBcrtBo7gZJT+jsYDg+\ngFeNPoe19nwC5ESv1yHpJmPM4wr92cKdd+A/j3o2j98/OnXDGPOSpNudWgDANQRhADgHa+1mhcJs\neGgslEJTAC7w6W4P26611jYqNFq62Vp7u7X2dknPn+PxhySNjvDmKzSiei43TfB6X5e0w1r7kKQN\nF1j/tOpxRr+fd0apD0mKyMl9AHCxmBoBAFNwpkicdrY3GmMeckY1d07x0PE6nccVSHrQeb71o/Ns\nnftMOvpsrX0s7L4FOjtYT2j86ykUtB81xtykUMCvDJvDPKpDUs24Lhcf2ncR9dRL2mCMaVRo5PuR\nqeoHgGgy1lq3awAARFjY/N3x84YBAA6mRgAAACApMSIMAACApMSIMAAAAJISQRgAAABJiSAMAACA\npEQQBgAAQFIiCAMAACApEYQBAACQlP5/qZXv1eqAD40AAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -117,9 +144,6 @@ } ], "source": [ - "from pyFTS.common import Transformations\n", - "diff = Transformations.Differential(1)\n", - "\n", "tmp = bchmk.simpleSearch_RMSE(enrollments, enrollments, song.ConventionalFTS, \n", " range(1,20), [1], transformation=diff, tam=[10, 5])" ] @@ -133,14 +157,14 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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5rPJhnopaqGaqPpN7LARlneJ66+SwviR/JYyOjrK2tobWQsvKD9UZ/P7LuFyf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\nIet6WNXqH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0nIQgXWg8EHyJJsSkwwu6rg8bkYmLBGrAUgNDeHWipRefHC0HU1TWPrxTJj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EdZKoBmTAElXCmqhLHE9KJ2xoO+q6O6rOEdXAiI4+9G9bhyU/nCcxuYIuBJC4G058DoFvQqPu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\nFvOf96OWS/V40imqoTO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3Ac5uMa/keLdRXSMewtOt6zCmSwNW/3SRk1flnkEP40zqGT6J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\nYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -151,7 +175,7 @@ "from pyFTS.partitioners import Grid, Util as pUtil\n", "\n", "fuzzy_sets = Grid.GridPartitioner(data=enrollments, npart=10)\n", - "fuzzy_sets2 = Grid.GridPartitioner(data=enrollments, npart=3, transformation=diff)\n", + "fuzzy_sets2 = Grid.GridPartitioner(data=enrollments, npart=3, transformation=tdiff)\n", "\n", "pUtil.plot_partitioners(enrollments, [fuzzy_sets,fuzzy_sets2])" ] @@ -165,13 +189,15 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "[ 16:53:24] Start training\n", + "[ 16:53:24] Finish training\n", "Traditional FTS:\n", "[[0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", @@ -179,30 +205,30 @@ " [0.00000000e+00 0.00000000e+00 1.00000000e+00 1.91046234e-15\n", " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", - " [0.00000000e+00 0.00000000e+00 1.00000000e+00 1.00000000e+00\n", - " 3.82092468e-15 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", - " 0.00000000e+00 0.00000000e+00]\n", " [0.00000000e+00 0.00000000e+00 1.91046234e-15 1.91046234e-15\n", - " 1.00000000e+00 3.82092468e-15 0.00000000e+00 0.00000000e+00\n", + " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", - " 1.00000000e+00 1.00000000e+00 3.82092468e-15 0.00000000e+00\n", - " 0.00000000e+00 0.00000000e+00]\n", - " [0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", - " 1.00000000e+00 1.00000000e+00 3.82092468e-15 1.00000000e+00\n", - " 3.82092468e-15 0.00000000e+00]\n", - " [0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", - " 3.82092468e-15 3.82092468e-15 3.82092468e-15 3.82092468e-15\n", - " 3.82092468e-15 0.00000000e+00]\n", - " [0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", - " 1.00000000e+00 3.82092468e-15]\n", + " 0.00000000e+00 0.00000000e+00]\n", " [0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", - " 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.00000000e+00\n", - " 1.00000000e+00 3.82092468e-15]\n", + " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", + " 0.00000000e+00 0.00000000e+00]\n", " [0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", - " 0.00000000e+00 0.00000000e+00 0.00000000e+00 3.82092468e-15\n", - " 3.82092468e-15 3.82092468e-15]]\n" + " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", + " 0.00000000e+00 0.00000000e+00]\n", + " [0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", + " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", + " 0.00000000e+00 0.00000000e+00]\n", + " [0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", + " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", + " 0.00000000e+00 0.00000000e+00]\n", + " [0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", + " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", + " 0.00000000e+00 0.00000000e+00]\n", + " [0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", + " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", + " 0.00000000e+00 0.00000000e+00]]\n" ] } ], @@ -222,23 +248,25 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "[ 16:53:40] Start training\n", + "[ 16:53:40] Finish training\n", "Traditional FTS:\n", - "[[0. 1. 0. ]\n", - " [1. 1. 0.9999996]\n", - " [0. 0.9999996 0.9999996]]\n" + "[[0. 0. 0.]\n", + " [0. 0. 0.]\n", + " [0. 0. 0.]]\n" ] } ], "source": [ "model2 = song.ConventionalFTS(\"FTS Diff\", partitioner=fuzzy_sets2)\n", - "model2.append_transformation(diff)\n", + "model2.append_transformation(tdiff)\n", "model2.fit(enrollments)\n", "\n", "print(model2)" @@ -253,37 +281,37 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[13177.68,\n", + "[12701.62,\n", + " 12701.62,\n", + " 12701.62,\n", " 13177.68,\n", " 13177.68,\n", - " 13653.740000000002,\n", - " 15557.980000000003,\n", - " 15557.980000000003,\n", - " 15557.980000000003,\n", - " 15557.980000000003,\n", - " 16034.040000000005,\n", - " 16034.040000000005,\n", - " 16034.040000000005,\n", - " 15557.980000000003,\n", - " 15557.980000000003,\n", - " 15557.980000000003,\n", - " 15557.980000000003,\n", - " 15557.980000000003,\n", - " 16034.040000000005,\n", - " 17938.280000000006,\n", - " 18890.400000000005,\n", - " 18890.400000000005,\n", - " 18890.400000000005,\n", - " 17938.280000000006]" + " 13177.68,\n", + " 16034.040000000003,\n", + " 16034.040000000003,\n", + " 16034.040000000003,\n", + " 16034.040000000003,\n", + " 16034.040000000003,\n", + " 13177.68,\n", + " 13177.68,\n", + " 13177.68,\n", + " 13177.68,\n", + " 16034.040000000003,\n", + " 16034.040000000003,\n", + " 16034.040000000003,\n", + " 16034.040000000003,\n", + " 16034.040000000003,\n", + " 16034.040000000003,\n", + " 16034.040000000003]" ] }, - "execution_count": 8, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -294,37 +322,37 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[12870.2,\n", + "[12458.433333333332,\n", " 12966.433333333332,\n", " 13270.433333333332,\n", " 14099.433333333332,\n", " 14863.433333333332,\n", - " 15126.2,\n", + " 14714.433333333332,\n", " 15006.433333333332,\n", " 15264.433333333332,\n", " 16210.433333333332,\n", - " 16734.2,\n", - " 16203.2,\n", - " 15248.2,\n", - " 15312.2,\n", - " 14960.2,\n", - " 14978.2,\n", + " 16322.433333333332,\n", + " 15791.433333333332,\n", + " 14836.433333333332,\n", + " 14900.433333333332,\n", + " 14548.433333333332,\n", + " 14566.433333333332,\n", " 15387.433333333332,\n", " 16262.433333333332,\n", " 17553.433333333334,\n", " 18373.433333333334,\n", " 18731.433333333334,\n", - " 19152.2,\n", - " 18691.2]" + " 18740.433333333334,\n", + " 18279.433333333334]" ] }, - "execution_count": 9, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -342,14 +370,14 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": 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KK6/gxRdfhEKhkLlC09NqtdixYwcOHjwId3d3TJo0CUFBQWa/b319/TWNM2pr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Tp09b7ty506mpwAsLC6u2tbV96nus2+u6rcWij4iIiIiIiAyCUqnE1q1bsWrVKpSWlgIA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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -362,7 +390,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -370,8 +398,8 @@ "output_type": "stream", "text": [ "Model\t\t& Order & RMSE\t\t& SMAPE & Theil's U\t\t\\\\ \n", - "FTS FTS\t\t& 1\t\t& 907.99\t\t& 2.22\t\t& 1.48\t\\\\ \n", - "FTS FTS Diff\t\t& 1\t\t& 979.77\t\t& 2.67\t\t& 1.6\t\\\\ \n", + "FTS FTS\t\t& 1\t\t& 2050.52\t\t& 5.86\t\t& 3.19\t\\\\ \n", + "FTS FTS Diff\t\t& 1\t\t& 1036.56\t\t& 2.9\t\t& 1.69\t\\\\ \n", "\n" ] } diff --git a/pyFTS/notebooks/Yu - WeightedFTS.ipynb b/pyFTS/notebooks/Yu - WeightedFTS.ipynb index afebe4d..e312754 100644 --- a/pyFTS/notebooks/Yu - WeightedFTS.ipynb +++ b/pyFTS/notebooks/Yu - WeightedFTS.ipynb @@ -22,14 +22,6 @@ "execution_count": 1, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/usr/local/lib/python3.6/dist-packages/statsmodels/compat/pandas.py:56: FutureWarning: The pandas.core.datetools module is deprecated and will be removed in a future version. Please use the pandas.tseries module instead.\n", - " from pandas.core import datetools\n" - ] - }, { "name": "stdout", "output_type": "stream", @@ -41,6 +33,8 @@ "name": "stderr", "output_type": "stream", "text": [ + "/usr/local/lib/python3.6/dist-packages/statsmodels/compat/pandas.py:56: FutureWarning: The pandas.core.datetools module is deprecated and will be removed in a future version. Please use the pandas.tseries module instead.\n", + " from pandas.core import datetools\n", "/usr/lib/python3/dist-packages/IPython/core/magics/pylab.py:161: UserWarning: pylab import has clobbered these variables: ['plt']\n", "`%matplotlib` prevents importing * from pylab and numpy\n", " \"\\n`%matplotlib` prevents importing * from pylab and numpy\"\n" @@ -52,6 +46,9 @@ "from pyFTS.benchmarks import benchmarks as bchmk\n", "from pyFTS.models import yu\n", "\n", + "from pyFTS.common import Transformations\n", + "tdiff = Transformations.Differential(1)\n", + "\n", "%pylab inline" ] }, @@ -89,7 +86,7 @@ "data": { "image/png": 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VRERERJ3BotcECCEQGxWAE+kluFxYpXQcIiIiIpPDotdETI/0gxDAxgTO9hIRERF1FIte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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -109,14 +106,14 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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5SqWjEBERETk0FsI2JkHX0vecmsn2CCIiIiJLYiFsY0J83DEs1B9p2Y41EYOIiIjI1rAQ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\noCn9P7lEZk5jHItWAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -124,11 +121,8 @@ } ], "source": [ - "from pyFTS.common import Transformations\n", - "diff = Transformations.Differential(1)\n", - "\n", "tmp = bchmk.simpleSearch_RMSE(enrollments, enrollments, yu.WeightedFTS, \n", - " range(2,10), [1], transformation=diff, tam=[10, 5])" + " range(2,10), [1], transformation=tdiff, tam=[10, 5])" ] }, { @@ -147,7 +141,7 @@ "data": { "image/png": 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2rxeYiVolF/GI4MeXA2j5DOh/jkzV/pwhiqDF5qj2sGam+UTRTri3TqIOoHtP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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -158,7 +152,7 @@ "from pyFTS.partitioners import Grid, Util as pUtil\n", "\n", "fuzzy_sets = Grid.GridPartitioner(data=enrollments, npart=18)\n", - "fuzzy_sets2 = Grid.GridPartitioner(data=enrollments, npart=4, transformation=diff)\n", + "fuzzy_sets2 = Grid.GridPartitioner(data=enrollments, npart=4, transformation=tdiff)\n", "\n", "pUtil.plot_partitioners(enrollments, [fuzzy_sets,fuzzy_sets2])" ] @@ -172,13 +166,15 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "[ 16:35:30] Start training\n", + "[ 16:35:30] Finish training\n", "Weighted FTS:\n", "A10 -> A10(0.167),A12(0.333),A9(0.5)\n", "A12 -> A14(1.0)\n", @@ -210,13 +206,15 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "[ 16:35:34] Start training\n", + "[ 16:35:34] Finish training\n", "Weighted FTS:\n", "A0 -> A1(1.0)\n", "A1 -> A0(0.036),A1(0.071),A1(0.107),A2(0.143),A2(0.179),A2(0.214),A3(0.25)\n", @@ -228,7 +226,7 @@ ], "source": [ "model2 = yu.WeightedFTS(\"FTS Diff\", partitioner=fuzzy_sets2)\n", - "model2.append_transformation(diff)\n", + "model2.append_transformation(tdiff)\n", "model2.fit(enrollments)\n", "\n", "print(model2)" @@ -243,7 +241,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -273,7 +271,7 @@ " 18625.92222222223]" ] }, - "execution_count": 17, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -284,7 +282,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -314,7 +312,7 @@ " 18814.73]" ] }, - "execution_count": 18, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -332,14 +330,14 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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AUABHhBBH1YEhAIeujN2pS5CBIBEREREREd1OaWkptm7dCnt7e0RHR98UtDQ1NaGkpETz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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -352,7 +350,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 12, "metadata": {}, "outputs": [ { diff --git a/pyFTS/notebooks/multivariate.ipynb b/pyFTS/notebooks/multivariate.ipynb index 80614fe..5ab6aef 100644 --- a/pyFTS/notebooks/multivariate.ipynb +++ b/pyFTS/notebooks/multivariate.ipynb @@ -249,7 +249,7 @@ "data": { "image/png": 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3amxsbZADjNpyVXiRGwfhMeB/v+ZrWDioQgwbD9W+x+l/aL5GK7M9ZTvzDs3j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YQfn4K4gXD3J3WueFFmWO/m/PeOjvyy5ySPfLGV4lLrRS8rrSCNcUvHcSL/BB9e9yFdG3Stwkjd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\nNyulep5v2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k8RkRdt9mP6CvgFqCi3WuVUsE11tM4OFJE9IrJZRCbr1lp2NQbSlFJFAEqp\nNKXUURHpISKrzdwtEfNRq2ZroXfNK7YJItLbqdG7rv5AoVLqEwCllAX4CzBWRAJF5E0zf9tF5DER\neRzj6SQrRWSlE+N2ZaXAdIw8nsU8n1ph5vMXEWkuIiEictDmGCtQRA6LiHdNB+4ulFIngQeAR8Xg\n8PxKRP5uHgtsE5HXnBf1hdMngpVXCNyplOoOXAtMMquzAK2B983KVxZwl5NidBf+cub2kW/NYeOA\n00qpXkAvYIKIxJjjegOPAe2BlsDgGo/YPcwFhoqIH8ZjltbbjNsDXKmU6gY8D7xiM647cLdS6mq0\n8gYBPyul9gHpItLDHO5onQwE1iuluiil1tR4tO7hYtbTj4H7AESkDeCnlNpWYxHXLmnmfuxD4Cln\nB6PVOY62qecwtxHTgJuVUj2AyBqK0d0sBZqJyD4R+UBErjZP8KZg7Nt7ADM5u+VAgFKqK/CwOU47\nVweMR6j+SSmVDRwCxgMtgK5mq5cvlFKTMR4Leq1S6toajtWdvA+MEJGQcsOnALPL8glMVkqdxnik\nbdnx6a3AEqVUSY1F64aUUkmAJ9AAB+dXInIzxva4j1KqC/CG0wK+CLqAUXkCvCIi2zGe594EaGiO\nS1ZKxZvvN2Ns1DTHbG8hudMcdgMwWkTiMU5owjEKQwAblFJJZvV7DsbVG60cpdR2jHVvGMZVblsh\nwNcikgC8jbFjLrNMKZVRI0G6n2EYJ9yY/5Y1eXa0TlqABTUbonu5yPX0a+BW86B8LDCrRoKtnb4x\n/9X7Ks0ZHG1T7WkLJCmlks3PcyqYts5SSuUCPTCuup4C5gETgY7AMvO46jmgqc1sc8x5f8Vo5Rpa\no0G7v2uAaUqpUgB9DFV5ZhHoU+DxcqMuA74033/GmeOqecC95vuh5met8hydX10HfKKUygf3W4f1\nPe+VNwKj+t9DKVUiIimAnzmuyGY6C6BvIblwAjymlFpy1kCRawBVbtryn7UzFgNvYuxcw22GvwSs\nVErdKUanqatsxuXVUGxuRUTCMJqQdhIRhVHNVsAPOF4nC82ihlaxC1pPlVL5IrIM42rBEIyDdc2+\nUs6+OOFXbnzZ/sqCPga4UOfLrVaBCrapi9B5vSTmfmcVsEpEdgCPADuVUo5uZdTHVee3C7jbdoCI\nBAPNgRRnBFSLvANsAT6pxLSLMS4gh2Hs+1dUZ2C1gYjEYuzjT+L4/OpGZ8RWVXQLjMoLAU6axYtr\ngWhnB1TLLAEeKruvTUTaiEigOa632dzJA6MKq5vmOzYTeFEptaPc8BDOdJZ4X41G5L7uBj5TSkUr\npVoopZoBycCV6HXyUl3MevoRMBnYqJTKrN7w3NpBoL2I+JpXVQc4O6BaROf20jjapnpgP697gVg5\n86Sye8svUAMRiROR1jaDugK7gUgxOvhERLxFxLbl5b3m8CswmpefrrGA3ccvQICIjIY/O+aehNEC\ncAkwUczOz82Ta4AcoF7Nh+pezKv9X2Hc3lDmD8x+cTAuGv9mTpsLbATeBb7XF4kqJiKRwFTgPaWU\nwvH51TLgfjGfmmOzDrsFXcA4D3PjVIRxP1ZPs7I9GuNeba3qfIRR7d5iNh+fxpmrgxuB9zB2yMnA\nt3aXoKGUSjXvwyzvDeBVEdmKvupaWcM4d11bYA7X6+QluJj1VCm1Gcimclds6pyyfZVS6jDGgWGC\n+e9WpwZWC+jcVhlH29Sh2MmrUqoAo4+Gn0VkM8bJoT7RPlcQMFtEdpm3ObfH6EPobuB1MTqVjgf6\n2cxTaG5np3L2SaRmMk/+7gTuEZH9wD6M/vCexThmPQRsN/M73JxtOsb6qjvxPL9JgO3TSB7DOKHe\nDowCnrAZNw8Yib59xJGyvgV3YnRzsBR40Rxn9/xKKfUzRuuWTebtJW7VJ5YYv0/NETF6up+hlNK9\nNGuaVnZb01NKqVudHUtdIiJRGE2k2yqlrE4Ox+XofVX10bl1HhEJUkrlmp2mvw/sV0q97ey43JmI\nrMLYh21ydiyapmkXQ7fAqICIPIjR0dFzzo5F0zStrjKb8K4H/qmLF+fS+6rqo3PrdBPMq4M7MW4x\nm+bkeDRN0zQn0y0wNE3TNE3TNE3TNE1zeboFhqZpmqZpmqZpmqZpLk8XMDRN0zRN0zRN0zRNc3m6\ngKFpmqZpmqZpmqZpmsvTBQxN0zRN0zRN0zRN01yeLmBomqZpmqZpmqZpmubydAFD0zRN0zRN0zRN\n0zSXpwsYmqZpmqZpmqZpmqa5PF3A0DRN0zRN0zRN0zTN5ekChqZpmqZpmqZpmqZpLk8XMDRN0zRN\n0zRN0zRNc3m6gKFpmqZpmtOIyE8iMsbZcdgSkVwRiXUw7j4RWVPTMWmapmmapgsYmqZpmlariUiK\niFxXbliNnISLyJVmMSBXRPJERNl8zhWR5kqpm5VSs6vp++uJyFtmDvJE5JCIzBeRPhXNp5QKUkol\nVUdMmqZpmqZdPC9nB6BpmqZpWu0gIl5KqdKyz0qp34Agc1wLIBkItZ2mGmPxBVYAWcCtwG7AD7jZ\nfK23M49XTcSmaZqmadrF0S0wNE3TNK2OE5F2IrJKRLJEZKeI3G4zbpWIjLf5fFbrDbNVxSMish/Y\nfxHf/efyzWX/LiJvm7EkiUg/c/hhETlpe7uJiPiKyJtmy4oTIjJVRPzN0aOApsAdSqkEpZRFKZWn\nlJqvlPp3RfGbw1qZ78NFZLGIZIvIBqDlhf6NmqZpmqZVDV3A0DRN07Q6TES8ge+ApUAD4DHgCxGJ\nu4DF3AH0AdpXQUh9gO1AOPAlMBfoBbQCRgLviUiQOe1rQBugqzm+CfC8Oe46YIlSKu8S438fKAQa\nA2PNl6ZpmqZpTqALGJqmaZpW+y00WzRkiUgW8IHNuL4Yt3m8ppQqVkqtAL4Hhl3A8l9VSmUopQqq\nINZkpdQnSikLMA9oBvxHKVWklFoKFAOtRESAB4C/mN+dA7wCDDWXEwEcL1uoiHQ1//5sEdlbmfhF\nxBO4C3jebL2RAFRLfx2apmmapp2fLmBomqZpWu13h1IqtOwFPGwzLgo4rJSy2gw7iNGaobIOV0WQ\nphM27wsAlFLlhwUBkUAAsNmmMPOzORwgHaPVBOYy4s2/fTDgW8n4IzH6C7Mdf/CC/hpN0zRN06qM\nLmBomqZpWt12FGgmIrbHBM2BI+b7PIxCQZlGdpahqim2iqRhFDM62BRnQpRSZbeX/ALcICKBlViW\no/hPAaUYrUDKNL/oiDVN0zRNuyS6gKFpmqZpddt6IB/4m4h4i8g1wG0YfU8AxAODRSTA7NhynHPC\nPJvZYmQG8LaINAAQkSYicqM5yafAMeBbEekoIp4i4gf0vIDvsADfAP82//72wJjzzKZpmqZpWjXR\nBQxN0zRNq8OUUsUYBYubMVo1fACMVkrtMSd5G6PfiRMY/T984Yw4Hfg7kAisE5FsYDkQB6CUKgSu\nBXYBPwDZwF6MDkGHXMB3PIpxy8pxYBbwSRXFrmmapmnaBRKlnNHqU9M0TdM0TdM0TdM0rfJ0CwxN\n0zRN0zRN0zRN01zeeQsYIjJTRE6KSIKD8SIik0UkUUS2i0h3m3FjRGS/+dL3jGqapmmapmmapmma\ndlEq0wJjFnBTBeNvBlqbrweADwFEJAx4AegD9AZeEJH6lxKspmmapmmapmmapml103kLGEqpX4GM\nCiYZBHyqDOuAUBFpDNwILFNKZSilMoFlVFwI0TRN0zRN0zRN0zRNs8urCpbRBDhs8znVHOZo+DlE\n5AGM1hsEBgb2aNu2bRWEZSothJN7wCcAItpU3XKrQUZhBsfyjhHpH0mDgAbODqdCxYcOYc3OwSem\nBR6Bgc4OxyGlIP1ILigIbxKIeIizQ3KopKiQjCOp+PgHUL9xlLPDqZAlpxhLdjFewT541PNxdjgV\nSk9Pp6ioiMjISLy9vZ0djkNKWcjN3YuIB0FBcYDrrqu5pVYOFBQS6uVFtL9r//8fP13IqdwimoT6\nExbo2rFyai+UFECDduDl6+xoHCq1lrI/az9eHl60Cm2FuPC6asnOpuTQYTzD6uMd5drb1ZyMQgpy\nSgiJ8MM30HW3VQBphw9iKS0hslkLPLyq4lCyeqhSKyUn8hFvD7wbBDg7nArl5+eTlZVFUFAQwcHB\nzg6nQgUFhyktzcLfvwVeXvWcHY5DCtidW4AFaBfoh5e47raqsMTC/pO5BPp4ERvpusfVAOSdhNNH\noF5jqNfI2dFU6FD2IXJKcogJiSHAy4W3AVYrhXv3gYBfmzbg4brdVJYUWcg8no9vgBchkf5VuuzN\nmzenKaUizzedS+x1lFLTgekAPXv2VJs2baq6hS8YDzvMOsrI16DVdVW37CpUbClm4DcDCcwPJNA7\nkCV3LSHEN8TZYdlVuHcvyYPugLBwAnr2IvqzT50dkkPxyw/x+/xEAPrcHkPPgTFOjsixb19/kaQt\nGwEY9tKbRLWpwkJeFbIWWTj++gas+aV4BHrT6O+98PDxdHZYdh08eJBPPjGeeBgXF8ewYcOcHJFj\nSUnvkpwyGYA2rR+nWTPX7DZIKcUdWxPJOp2HAJ/3jqNtYNXuwKpKRl4xV7y+Aq9iC41D/Vn51DX4\neLnoQcG+JfDlECAQOveDwdOcHZFDr294nc93fw7AC1e8wO0tb3dyRPYpq5XkOwdT5OEJXl60XLgI\nn6Z2r6M4XU5GIZ//ay1Wi6J+40CG/au3yxbcd69ZxY9T3gSg6423MmDsg06OyLGM+fvI33QCgPBR\n7fHvEO7kiOyzWCy89957ZGZm4uXlxZNPPklQUJCzw7IrL+8A69bfCAQRHNyRnj3mIy5aGJh1JI1n\n9qUCMDS6Ic/ENnZyRI499PlmchOOAzBlQl8ua+ma6yolBfBuF8gNAj9PeHIF+LlmwS0hLYFhPwyj\nIQ3pF9WPade77n41bfoMTr31FgANHnmE8HHjnByRY4ve2UrqnkwAhjzbi8jmVVfEFJGDlZmuKo7k\njgDNbD43NYc5Gl5z0vZDwgLo8xAEN4VVrxuX5F3QwsSFnMg/wVM9nyKvJO/Pg0NXlPbBh3gEBhLx\nyCPkb9xI3oYNzg7JrtJiC1uXHqJJXCgtOoUTv/wwxYWlzg7LrhNJiSRt2UjvO+7Br14w6xbMcXZI\nDuWtO4o1v5SQW2Kx5pWQt/6Ys0NyaPXq1QQGBnL55Zezd+9ejh1zzVhLS3M4nPoJERHXERrSi4MH\np2GxFDk7LLt+z8pl/ek8nm7RCH9PD95JOeHskBz6eE0SBSUWnh3YliNZBXyzJdXZIdmnFKx+HUKa\nQ++JsOMrSD/g7KjsSitI4+t9X3N7y9uJqx/H9O3TsVgtzg7LrtwVKyjau5fIv/wFESF9xgxnh+TQ\n1iUHQcFld7Yk81geB7aecnZIdlmtFtZ9M4/wps3pcM117FixhNyMdGeHZVdpRiH5W04S2LcxnmF+\nZK84hHLRY8AdO3aQmZnJ9ddfj8ViYe3atc4OyaGUlA/w8PAjNuZJsrPjychY4+yQ7Cq2Wply8AQ9\ngwO4JTKEj1JPkVXimseAe4/n8FPCcR64KpbIer5M/mW/s0NybPNsyD0BN7wMhVmwYbqzI3Jo2rZp\nBPsEM6HTBP44+gfbTm1zdkh2WfPyyPjkEwKvvJLAfv1I/3gm1oICZ4dl17EDp0ndk0nPgS3w8fdi\n4w/JTomjKgoYi4HR5tNI+gKnlVLHgCXADSJS3+y88wZzWM359U3w8oMr/wpXPAmpGyBpVY2GUBkl\nlhI+2vERnSM6M7r9aK5rfh1f7PqC7OJsZ4d2jsJ9+8hZsoT6o0YSPmE8nhERpH3wobPDsmvnmqPk\nZxfTa2AMPW+JoSi/lB2rXPMEZu2COfgFBtF70D30vOUOkuM3cyxxr7PDOoe12ELOr0fwbR1KvSub\n4NsqlJzVqViLXe8E5vDhwyQlJdGvXz+uuOIKfH19Wb16tbPDsuvw4VmUluYQE/MYMTGPUVR8gmPH\nvnZ2WHZNSjlOIx9vHmnegLFNIlh0Mot9eYXODuscWfnFzP7jIAM7NmbClbF0bhrCeysTKbFYnR3a\nuRJ/gSOb4cr/M/ZXnj7w2yRnR2XXrIRZlFhLeKDzA0zsMpGD2Qf5KeUnZ4d1DqUUpz74AO/o5oSP\nG0vI3XeR9c03lBw96uzQzpGbWcTO34/S9rJGdL2+OfUbBbDxh2SU1fVOtvet+52MI4fpe9dQ+g4e\nitViYePiBc4Oy66cVYdBIPjaZgRf24ySI7kU7qmoSzfnsFgs/PrrrzRq1Ih+/frRsWNHNmzYQF5e\nnrNDO0d+fjLHTyymaZPhREc/gK9vI5JTJrtkYWje8QyOFJXwfy0a8dcWjci1WJme6pqFwckr9hPk\n68XD17Rk4lWxrE1KZ0Oy662rlBTC7+9A9OXQ71FofSOsfQ+Kcpwd2Tl2pe9iVeoqRrUfxfhO4wn1\nDWXqtqnODsuuzLlzsWRmEvHwQ0Q88jCWjAwy585zdlh2bfohGf963nS/MZou/ZuSvC2NtNSa//+v\nzGNU5wBrgTgRSRWRcSLyoIiUtRn8EUgCEoEZwMMASqkM4CVgo/n6jzmsZqQfMK5i9RwLQZHQfTTU\nizKucrnYhnbxgcUcyzvGg10eRER4sMuD5JTk8MXuL5wd2jnSp07FIyCAsDFj8PDzI3zcOPLXrSN/\n82Znh3aW0hILW5ccJKp1KE3i6tOwRTDNO4QTv8z1WmGcSD7AgU3r6X7LIHwDAuh20634BdVj3YK5\nzg7tHHnrjmHNKyH4umgAggc0x5pbQt6G406O7FyrV68mICCAXr164e/vT9++fdmzZw/Hj7tWrKWl\nORw6/AkREQMIrteR+vX7ERLSnZSDH2K1ulYrjD8yc1mblcej0Q3w8/TgwWYN8PPw4N2DrtcKY+aa\nZHKLSnlsQCtEhCcGtCY1s4Bvt9ZsQ8DzUgpWvwYhzaDrCKjXEHrcD9vmQoZzrmw4kl6Qzlf7vmJg\nzECig6MZ0HwArUJbuWQrjNyVqyjatZuIiQ8iXl5ETJgAQPpHHzk5snNtXXoQrNDj5hZ4eAg9bm5B\nxtE8kra51smWslpZt2AuYU2a0abv5YQ2bET7K/uzffnP5GVlOju8s5RmFpK3+QSBvRvhGeJLQPcG\nRiuMX1yvFUZCQgIZGRlcffXViAhXXXUVJSUlLtkKw2h94UPz6Afw8PClRfRDnD69hczMP5wd2llK\nrIp3D56gW70Arg2rR/sgfwZGGK0wTrtYK4z9J3L4cccxxvSLJjTAhxF9ookIctFWGFs/g5xjcPXf\njc/X/B0KMmGj621Xp22bRj2feoxoN4IA7wDGdBjDmiNrSEhLcHZoZ7EWFJD+8UwC+/UjoFs33ZMQ\n+gAAIABJREFUAnr0IKBvX9I//hhroWtdHDqefJpDuzLoel1zvH096dy/GT5+nmz6IaXGY6nMU0iG\nKaUaK6W8lVJNlVIfK6WmKqWmmuOVUuoRpVRLpVQnpdQmm3lnKqVama9PqvMPOcdvk4yrWJc/YXz2\n8oUr/gKH1kLKbzUaSkVKrCXM2DGDjuEduaLJFQDEhcXRv1l/Ptv1GTnFrlPVLEpMJPunn6k/ciRe\n9Y0n4tYfei+e4eGkvf+Bk6M72+7fj5F3uphet7T4c1ivW1pQmFdCwmrXOoFZt2AuvgGBdL/ZuI/c\nxz+AHrfcQdKWjZxISnRydGcYrS9S8W0Vim+0cb+jb0wIvrEh5KxORZW4zpXt1NRUEhMT6devHz4+\nRseNffv2xcfHh19//dXJ0Z0tNfUzSktPE9PiUQBEhJgWj1NUdJyjx1zryuZbKcdp4OPFiMbGvbkR\nPl7c3ySCb09kciDfdXa0p/NL+OT3FG7u2Ii2jYx1tX/bBnRsEsz7KxMpdaVWGEkrIXWjsX/yMjsZ\nvfwJ8PByuVYYs3fNprC0kAc6PwCAh3jwYJcHST6dzNKDS50c3RlKKdLefx/vZs0Iue1WALyjoggd\nPJisr+dT4kJFzLzTRexcc5S4vo0IjjD6kmndqyGhDQPY+EOKS7XC2L/hD9JTD9H3rqF4eBj9HvUZ\nPARLaanLtcLIWWX0fVbvGuNOZvH0IPiaZpSk5lK4z3WKLVarlV9//ZWGDRsSFxcHQGRk5J+tMPLz\n850c4Rn5+Qc5fmIRTZoMx9cnAoCoqHuMVhjJU1yqMPT18QxSC0v4a0yjP/vn+L8WDckutfJRapqT\nozvblBWJ+Ht7Mv6KWAD8fTyZeFUsaxLT2HzQhVphlBbBmreh+WUQc5UxrEkPaHU9/DEFinKdG5+N\nvRl7WXF4BaPajaKej9E/w7C2wwjxDXG5VhiZc+dhycgg4tFH/hwW+cjDWNLSyPrqKydGdq5NP6Tg\nF+hNx6uNvqT8Ar3p3L8ZB7aeMh6YUINctDezS5SRbFy96jkWgmye5tF9NAQ1gtVvOC+2cr4/8D1H\nco/82fqizMQuE8kpzuHL3V86MbqzpU2dhvj7E3b/fX8O8/D3J3zs/eT98Qf5W7c6LzgblhIrW5Yc\npHHLEJrE1f9zeKPYEJq1DyN++SFKilzjauGpg8kkblxL94G34xtwptfpbjfdim9gIGtdqBVG3obj\nWHNLCB7Q/Kzh9QY0x5pTTN4G1+lfYvXq1fj7+9OrV68/h/n7+9OnTx927drFiROu0WKgtDSXg4c+\nJjz8GoKDO/85PCzsCoKDu3Iw5UOs1mInRnjG+qxc1mTl8kjzBvj/P3fvGRzFme5vXz1ZGo3iKGdy\nlEgigwgOJOeEsc2ujTHJ3t3jPXv2fPrXW2/VW/U/aXe9NsnYeNdeZ+NMsjEgREYIJDIIaZTTKI3S\naFK/H4Y2klCY0fSMfPaq2vLWdPfDXWhodT/P9fxu5d1fHZtSotEqBP7yC7Iw3jtZQmuXg9eWjP75\nM0EQ+M2S0ZQ2dPDNxV/INgJRdGczhSbC1Ofvfh4aD9N/BQUfQ5NHeVZ+p8naxCfXP2FZ+jLSw+6G\nId+fej8jw0ays2AnLvGXMTHUfuwY1itXMG54BaFb56Go9esRRZGGd94dxup6cuGHMlxOkenLU3/+\nzG1hpNJQ0UZJ4S/jZUuyLyISkhg7Z/7Pn0fEJTB+fjYFP+6no6V5GCu8i6O5i/a8WvQzYlGF3e3m\nEzwtBmW4ltZDvxwL48qVKzQ0NLBw4UIU3boOLFy4EJvN9ouyMEyl2xEEFakp63/+TKHQkpryCs0t\n52huPjOM1d3F7hL5S2ktmYYglkbeDRecZAjmQWMob1fU0+r4ZTwDFtW18V1hFWvnpBHRrUvWc7NT\niNJreOOnX84iFhf+AZZKyP436B7amv1H6GiAvF/OfXVn4U5C1CGsGb/m58/0aj0vjH+BnIocrjZc\nHcbq7uKyWml4912CZ88meNq0nz8PzsoiOCuLhl3v4Or6ZZi4daUWSi83MOX+ZDS6uz1AMpcmo9Yp\nydtnCmg9/5wTGLn/4169kuwLCbXOnYVhygXTieGprRsOl4Ndl3YxPnI8C5MW9jg2IWoCi5IW8f7V\n92m3D/8+yK7iEiz79hG55tmf7QuJiNWrUUZE/GKyMK6dqqatqYuslen3JGNnrUyns9XO5WO/DAvj\n9J5P0AQFM235Iz0+1wbrmb7iUW7nnabOVDxM1d1FtDtpzSlHOyIMbXrP7ji6keFo0kOx/EIsjMrK\nSm7dusWcOXPQanu2opwzZ84vysKoqPwQh6OZ9LTXenwuCALp6a9h7aqiuuarYaquJ38y1WJUq3gh\nwdjj82iNmrWJRr6sbaKkY/h/0VqsdnYfL+GBCbFMSOiZjH7/hFjGx4fy1i/Fwig5BuWn79gXvdqm\nzvsdCAo4/qfhqa0X7199H6vDyoaMDT0+VwgKNmRu4HbLbX4s/XGYqruLKIrUb92GOiGBsEd63lc1\nSYmEP/YozZ99hr22bpgqvEuHxcaVY5WMnRlLWHTP9n5jsmIJjQ5yZ2H8Al62i/JOU19mYvbjz/xs\nX0jMevwZnHY75777cpiq60lrzh37YnFyj88FlQLD4mRs5a103Rr+yRaXy0VOTg7R0dGMHz++x7GY\nmBgmTJjAmTNn6PwFhPl1dpZTU/MVCQmr0WpjehxLSFiNRhNDcclfh6m6nuypbaTMauP3aXH3PAO+\nnhZHi8PJu7+QLIytR4rQqZSsX9CzQ16wRsX6hSM4drOeC2W/AGPIYXPbF0kzYcTinseSs2DkEjjx\nV7ANvzF0s+kmP5b+yHPjn7unm+Oa8WswaAy/GAuj+bPPcJrNRG/ZfM8x45YtOOrraf78i2Go7F7O\n7TWh1auYvCipx+c6vZqMRUkU5dfRWBW499V/vgmMplL3qtX0X/fdm3j6r0Ef495zPMzsLd5LeWv5\nPfaFxMbMjVhsFj6+PvwdKcw7tiNotUS++OI9xxR6PZEvvkh7bi6dhYXDUN1dnA4X5w+YiE0PJWl8\nxD3H40eGkTQuggs/lGIf5uBJc5mJm2dOMG35Q+j6aJc2dflDaIP1nPpi+H/+bWdrcLXaMfSyLyRC\nl6bgsthozxt+NTsnJwedTsfMmTPvORYcHMzMmTO5cuUKdXXD+wLjcLRTVvYOkZELCAubcs/xqMhs\nDIbJmEzbcLnsw1DhXfJa2slpamVzSgzBynt/bWxJjkEt/DIsjL+dMGGxOvjN0tH3HHNnYYyixNzO\nd4W/AAsj5z/AEA9TX7j3WFii+/MLH0JzeeBr60aztZmPrn3EA2kPMDJ85D3HH0h9gPSwdHYU7Bh2\nC6P9+HGshYVEbdjQw76QiHrlFUSnk4Z3h3/P9oUfSnE6XExfnnbPMYVSwYzlqZjL2zBdGt4uH6Io\ncmrPJ4THxTNu7sJ7jkcmJDF27gIu/rCXDkvLMFR4F2dLF+1na9BPj0UVrrvnuH56LMowzS8iC+Pq\n1auYzWays7N72BcS2dnZ2Gw2Tp8+PQzV9cRk2gYoSE195Z5jSqWW1NRXaG4+Q1PT8Halc9yxLyaH\nBHF/1L2tPTMNwdwXFcrO8nrahtnCKK5v45uLlbwwJ5WoEO09x1+YnUpEsJo3fglZGBc/hJZyt23R\nV8vc7D9Chxnydge+tl7sLNjpti0m3Pt71aAx8ML4FzhSfoTrjdeHobq7uLq6aNj1zs+2RW+CZ80k\naPp0GnbtwmUbXhO3vqwVU6GZKUt72hcSmfclo9IoydsXuNyuf74JjON/cq9azf9d38fVQW4zo+QY\nlA6fmifZF2MjxrI4eXGf50w0TmRB4gL+fuXvdNiHb1bTZjJh+X4vEatXo4rquy91xJo1KMPChj0L\n4/qpatoau8hada99ISFZGFdzh/cF5vSXn6LWBTFt5aN9HtfpQ5i6/GGKzp2ivnT4wvxEu4vWnAo0\n6aHoRob3eY52ZDia1FBaj5YjOobvBaa6upqbN28yZ84cdLp7H17BbWGo1Wpyc4c3C6ey6iPs9kZG\npP+mz+OCIDAi/TdYrRXU1HwT4Op68j+mGiLVSn6V2Pe//xitmhcSoviitpHSzuGzMFqtdt49XsJ9\n42OYlBjW5zkPTIhjXJyBNw8X4RzOfAHTcSg94TYt1H1/V5n/L+7/Hv9z4Orqgw+ufUCHo+Me+0JC\nqVDySsYrFDUXcbjscICru4soipjf2ooqPp7wx/q+r2qSkwl75BGaP/0MR/3wrcJ2WGxcPlbJ6Jnu\nvIu+GDMrjlCjjrxhtjBunz9LvamY2Y+vRqFU9nnO7MdX47DZOP/98BpjrTkVIN7NvuiNoFJgWJSM\nrdRC1+3hszAk+8JoNDJhwoQ+z4mNjWX8+PGcPn16WC2Mzs5Kqmu+JDHhGXTaPhYGgcSE1Wg0RkpM\nbwa4up58VdeEqdPG62mx/T4Dvp4WS5PDyXuVw7s9a+uR22hUCtYvGNHncb1WxcsLRnD0Rj0F5cNo\nDDntkPunO3kXS/s+J2U2pGfDiTfAPnzf1aKmIn4s/ZE149bcY19IPDfhOULUIews2Bng6nrS/PkX\nOOrrMW7Z0udxQRCI3rIZR20tLXuGN2Po3N4StMEqJi/u+74aFKIhY1Eit87X0VQTGAvjn2sCo7nc\nvVo1bS2EJvR/3owXIdjoXv0aJvaX7KfUUtqvfSGxMXMjzV3NfHJj+LIQzDt2IqjVRL10r30hoQzR\nE/nir2nLyaHz0vAk/DqdLs4fKCUm1UDKhMh+z0sYHU7imHDyD5biGCYLo6GijBunjzN12SqCQgz9\nnjdtxcNogoKGtSNJe14NLovtnuyL7giCQOjSFJwtNtrPD98qfE5ODlqttk/7QkKv15OVlcXly5cx\nm4fnAcbp7KS0dBeREfMIC5vW73lRUYsxGCZiKt2KyzU8yen5lnaONLayKTkGfT8vLwBbUmJRCcKw\ndiR5/1QpLZ32Pu0LCYVC4LUloymub+f74bQwjv5fCIl1Z130R3gyTH3OnfzeMjzb3lq6Wvjo2kfc\nn3o/oyP6/3tdlraM1NDUYbUw2k+epLOgAOMr6xE0mn7PM254BdHhoOHd4VstvHioDIfdxYw+7AsJ\npVLB9GVp1JW2Unp5eCwMURQ59cVHhMXGMX7+on7Pi0pKZuzs+Vw4uJfO1uFpAe+02Gg7W0PwtBhU\nkf1MCgL6GXEoQjVYhjEL49q1a9TX19+TfdGbhQsX0tXVxZkzw5cvUVq6HRD6tC8klMogUlLW09R0\nkubmvH7P8ydOUeQvplom6HU8aOz75RVgWqiexZEGtpfX0T5MFkZpQztfX6zkuVmpRBvutS8k1s5J\nJSxIPbwdSQo+hpay/u0Liew/QnsdnP9bwErrzduFb6NT6fq0LyRCNaE8N/45DpUd4kbjjQBWdxeX\nzUbDrl0ETZ9O8Kz+n1eD58whaMoUzG8Pn4VhrmilpMBMxpJktEH32hcSU+5LQaVWBCwL459rAkNa\npZJWrfpDo4d5v3Gnv5cHXndzupy8Xfg2oyNGsyRlyYDnZkRnMC9h3rBZGLayMlq++46I1c+gio4e\n8NyI559HERaGefvwZGHcOF1Da4N1QPtCImtlOh0WG1dPDM8LzOkvP0Wt0TK9H/tCIijEwNRlD3Pz\nzAnMZabAFNcN0eGi9Wg5mtRQtP3YFxLa0eFoUgy0HhkeC6Ompobr168ze/ZsgoKCBjx37ty5qFSq\nYcvCqKz8GLu9gfR+7AsJd0eS1+jsLKO29tsAVdeTP5lqiVQreSnROOB5cVo1z8VH8VlNI2XDYGG0\ndTnYlVvM4rHRZCQN/F1dPimOMbEhvHm4CNdwWBilJ91ZTPN+67YCB2L+6yC64MRfAlNbLz689iFt\n9rZ+7QsJlULFKxmvcKPpBkfLjwamuG64O49sQxUXR9gTTwx4riY1lbBVq2j65BMcDYGfGOhss3Ep\np5LRM2KJiNMPeO7Y2XEYInXk7TMNy8t2yYU86kpuM+uxp/u1LyRmP7Eae5eV83uHxxhrPVYBLheh\n/awSSghqBaHZSdhMFrqKA7/lReo8EhUVxaRJkwY8Nz4+nrFjx3L69Gmsw9BS0Wqtoqr6CxISnkKn\nG2BhEEhKXINaHUmJ6a0AVdeTb+qaud3ZxetpcSgGeQb817Q4Gu1O/lY1PBODW48UoVIIbMju276Q\nMOjUvDw/nZ+u13G5chi2ZzntcOy/IWEqjH5g4HPT5kHaAjj+F7AH/rta3FLMAdMBnh33LBG6e7eQ\nd+eFCS+gV+t5u/DtAFXXk5Y9e3DU1hK9ZfOA7yuCILizMKqrafnq6wBWeJe8vSY0QSoylyQNeF6Q\nQcOk7CRunauludb/76v/PBMYLZXuVappL0DYwH/JAMxYB8FRw2JhHDQdxGQxsTFjIwph8B/BxsyN\nNFob+fzm5wGorifmnTsRlEoi160b9FxlSAiRv1pL2+HDWK8GNuHX6XRxfr+J6BQDqZP61ty7kzg2\ngoTR4eQfKMVhD+wMfGNVBTdO5jJl2SqCQ/tfJZCYvvIR1LogTn/5aQCq60l7Xi3OFhuh96UMOin0\ns4XR3EVHfuDzJST7Yvbs2YOeGxISwowZM7h06RINAX6BcTqtlJa9TUTEHMLDZwx6vtF4HyEh4ykx\nBd7CuGjp4FCDhY3JMehVA7+8ALyaEoMCgTfLAv/z/+BUKc0dA9sXEpKFUVTXxr7Lw9A9J+c/QB8N\n0/u32n4mIhWmrIHzfwdLYGu12Cz84+o/WJqylLGRYwc9f0X6CpINyewo2BHwl+2OM2fozM8nav3L\nKAawLySiNm5AtNlo2B14C+PioXIcNueA9oWEUqVg+vJUaksslF8NbEtFyb4IjY5lwoKBF1sAjMmp\njJk1jwsHvqWzLbAt4J2tNtrPVBM8NRZV1CCTgoB+ZjwKg4bWn8oCUF1Pbty4QW1t7aD2hUR2djZW\nq5WzZwO/4GYqdWv2aambBj1XqQwmNWU9jY25tLQEtiudUxT5s6mGcXodK6I9eK4K07MowsC2sjra\nnYF9Bixv7ODL/ErWzEohxtC/KSTxq3lphOpUw5OFUfgZNJcObl9IZP8R2mog/33/19YLyb741cQB\nrMY7hGnDWDNuDT+W/khRU2A7vbhsNsxv7yJo6lSC58wZ9Hz9/HnoMjNo2LkTMcAWRkNlG7cv1JOx\nJAlt8L2ZUr2Zen8KSpWCvP0mv9f2zzOBceIv7pZ0g9kXEtoQmPMqFB2CivP+ra0bLtHFzsKdjAof\nxX2p93l0zZSYKcyOn83uy7vpdARub5mtooKWb74l/OmnUcfEDH4BEPn88ygMhoBbGLfO1mIxW8la\nmTboi7bEjJVptLfYuHYisC8Fp7/8FKVGzYxVj3l0fpAhlKkPruTG6eM0VAQuzO9n+yLFgHbUwCva\nEtoxEaiTQrAcKUMMYJeH2tparl27xqxZswa1LyTmzp2LUqkMeBZGVdUn2Gz193Qe6Y+7FoaJurq9\nfq6uJ38urSFcpeTFQewLiQSdhmfjI/mkupEKa+B+0XbY3PbFwjHRTE0ZeOVFYsXkeEZG63nzpwBb\nGGVnoPgozP0NaPrOPriH+a+Dy+HeXxxAPrr2Ea321kHtCwmVQsX6yeu51niNYxWBtZvMW7ehiokh\n/MknPTpfm55O6MqVNH30MY7GwE0MWNvtXDpSwahpMUQmDGxfSIybE09IhDbgHUlMBfnU3L7FrMee\nQqnqXx3uzuwnVmPr7CR/X2CNsdZjFYgO1z2dR/pDUCswZCfRVdwSUAtDFEVycnKIjIwc1L6QSEhI\nYMyYMZw6dYquALZUtHbVUFX1GfHxjw9qX0gkJj53x8IIbBbGd3XN3Oro4l/SYge1LyReT4ulwe7g\ng8rALmJsPVKEQiGwMfveQOS+CNWpeWl+Oj9ereVKVQAtDKcDcv8b4jJgzDLPrkmbDylz3Ua8I3Df\nVVOLif0l+3lm7DNE6vrfQt6dtRPWEqQKCriF0fLV1ziqqzFuHti+kBAEgejNm7FXVdHybWDvq3n7\nTKh1SjKXeHZfDQ7VMHFhIjfP1tJc518L459jAsNS7V6dmrIGwvvfp38PM9dDUERALYwfSn+guKWY\nDRkbPLIvJDZlbqLR2sgXNwPXTqdh59sIgkDU+pc9vkYZGkrk2rW0/ngI643A7C1zOV3k7TNhTA4h\nLcOzFy2ApLERxI8MI/9gKc4Atf9sqq7k+vEcpjyw0iP7QmL6qsdQa7Sc/jJwWRjt+bU4m7sIXTq4\nfSEhCAKh96XibOqi40LgVuGPHTuGRqPxyL6QMBgMzJgxg4KCAhoD9ALjdHZRWvo24eGziIiY5fF1\n0dH3E6IfS4npLUQxMKtFl1o7OGi2sCE5GoMH9oXEa6mxALwZwCyMf5wupbHdxm89sC8klAqB3ywd\nzY3aVg5eCWD3nJz/cNt/WYNbbT8TmQ6Zz8L596A1MLW22dr44OoHLEpexPio8YNfcIdVI1eRGJLI\n9oLtAXvZbj97lo5z54h6+WUU2v73k/fGuGkjotVK43t/819xvSj4qRx7l5MZK9I8vkapUjB9WSo1\nxRYqrgempaJkXxiM0UzM7ie4rw+iU9IYPXMuF/Z/i7W9zY8V3sXZZqP9dDXBU2JQGz2bwAbQz4xD\nEaLGcjhwFsaNGzeoqalh4cKFKAfZktOd7OxsOjs7A2phlJbuBFykpd7b4rE/VCo9KcnraGjIocVS\n4L/iuuESRf5cWsuYYB0PRXu22AIwMzyEBREhbC2voyNACy4VTR18cb6CZ7OSiQ0d3L6QeHFeOgat\nijd/CqAtcPkLaCz23L4A93mL/gitVW4rPkDsurQLjULjkX0hEa4L59lxz3LAdIDi5mI/VncX0Waj\nYedOdJkZ6OfP8/g6/cKF6CZNwrxjJ6I9MF3pGqvaKcqvI2NxEjr94PaFxNQHUlAoBc4fKPVjdf8s\nExgn/gKiExa87t11WgPM2QK3DkJlvn9q64ZLdLGzYCfpYencn3q/V9dOi53GzLiZ7L68G6vD/3vL\n7JWVNH/1FeFPPYk6NtarayPXvoAiJCRgHUlunaulpb6TrBWDZ190RxAEZqxMo62pi2unAmNhnPnq\nM5Rqz+0LieDQMDIfWMGNk7k0VlX4qbq7iE4XrUfKUSeFoB3j2Yq2hG5sBOrEECxHyhGd/n+Bqaur\n48qVK8ycOZPgYA9XtO8wd+5cFApFwCyMqupP6bLVkp72qlfXCYKCtPRX6egoprY2MBbGn0y1hKmU\nrEsaOPumN0k6DavjI/m4upGqAFgYnTYnbx8rZv4oI9NTvfuurspIYIRRzxs/3QqMhVGRB7d/grmv\nubOYvGHB6+79yCf+6p/aevHR9Y+w2CxszNzo1XVqhZr1k9dzpeEKuZWB+Xdl3roNZbSR8Kef8uo6\n7YgRhC5fTtOHH+Jo8v/EgLXdTuHhckZOjSYq8d7W2QMxfm4C+vDAWRilhReovnWDWY8+hVLl+cMr\nuC2Mro72gFkYrbmVbvvCw1VCCYVGiWFhEl1FzXSZ/L+yLdkXERERTJ482atrExMTGTVqFCdPngyI\nhdHVVUtV1SfExT1GUJAH27K7kZT0PCpVOCUlgbEwvq9v4Ua71Sv7QuL1tDjqbQ7+URWYQO9tR2+j\nEAQ2LvLMvpAIC1Lz4rw0Dlyp4Vp1AEJyXU449l8QOwnGrvDu2vRsSJ4FuYGxMMosZewt3stTY5/C\nGOT5IibA2olr0al07CwMTEeS5m++wV5VRbSH9oWEIAgYN2/GXlFBy7ff+bHCu+TtK0GtUTJlgAD/\nvtCHaZk4P4Ebp2toqfffroH//RMYrTXuxNvM1RCR5v31MzeALsz9D9XP/FT2E0XNRWzI2IBS4fnM\nu8TGzI2YO83sueX/djrmXbtAEIhav97ra5VhYUS88DytP/yA9eZNP1R3F5dLJG9/KVGJIaRnenfj\nAkgeH0lseijnD5hw+jl4srmmmqu5R8i8fxn6cO9etACyHnocpVrNmQBkYXTk1+Fs6iL0vlSvbrLQ\nLQujwUrHRf9bGMeOHUOtVjPHg72EvQkNDWX69OkUFBTQ5OcXGJeri9LSnYSFzSAiwvtaY6KXodeP\npsS0FdHPXR6utHWy39zC+qRoQr2wLyReS4nBhchbAcjC+PBMKeY2G7+9z3P7QkKpEHh1ySiu17Ty\n47UAGCM5/wFBkZDl/X2VqJGQ8TTk7YY2//69ttvbef/q+yxMWsjEqIleX//wyIdJ0Cews2Cn31+2\nO/Ly6Dhzhqh161D00zp5IIybNuLq7KTx73/3Q3U9KTxcjs3qZMbKNK+vVaoVTHswleqiFipv+rel\notu++JiQKCMTF3m32AIQkzaCkTNmk7//G7o6/NtSz9lup/1UFUGZ0aijvZvABtDPjkehV2MJQBbG\nrVu3qK6uZsGCBV7ZFxKShZGX5/8uH6VluxBFp0fZF71RqUJISXmJhoYjWCyX/FDdXVx3si9GBWt5\nOMZz+0JiTngIc8NDeKusjk4/WxhVzZ18nlfO01lJxId5bgpJvDQ/nRCtircOB8DCuPwlNBRB9r+B\nBzktPRAEt7VhqYCLH/mnvm7surQLlULFixM9yJTqRaQuktVjV3PAdICSlhI/VHcX0W6nYefb6CZN\nQr9wodfXhyxehHbCeMw7dyI6/JuH1lTTzq3zdUxelIQuxLsJbIBpD6aiUAjkHzDJX9wd/vdPYJz4\nq3tVasHvh3a9LhRmb4Eb+6Daf7qbS3Sxo2AHaaFpLEvzcC9ZL7LispgeO53dl3bT5fTfrKa9uprm\nPV8S/vjjqOPjhzRG5Nq1KIKD/Z6FUZTnTrudsSINQeHdiza4X7azVqbT1tjFdT9bGGe+/gylUsWM\nhwZOyO+P4LBwMu9fzrXjOTRV+6+louh0YTlSjjoxBN1Y7ydaAHTjI1HH690dSfxoYdTX13P58mVm\nzpyJXu/livYd5s2bhyAIfrcwqqq+oKurhvT017yeFII7FkbaFjo6iqir2++HCu/yJ1P72QweAAAg\nAElEQVQNBqWCl5O8nxQESAnS8nRcJB9WN1DT5T/d0Wp3svNYMXNGRJGV5tm+1948nJlAWlQwf/3p\nln9ftivPw60f3Naf1rvV959Z8K/g7IKT/rUwPr7+MS1dLWzM8M6+kFAr1aybvI5CcyEnq07KXF1P\nzNu2oYyKIuKZZ4Z0vXb0aAwPPkjTB//A2ey/iYGuDjsFhytIzzRiTOq/dfZATJgfT3CYhnPf+/dB\nu+xyAVU3rzHzkSdRqb1/eAWY88RqutrbubDfv6uFbbmViHYXoUu8WyWUcFsYiXTdaqarzH8r26Io\ncvToUcLDw8nMzBzSGMnJyYwcOZITJ05g82OYX1dXPZWVHxEX+wjBwalDGiM5aS0qVajfO5LsN7dw\nrd3K71JjUQ7h9yq4szDqbA4+rPZvFsb2o7cB2LRo1JCuDw/W8Ku5qey7XM3NWj+G5LqccOw/IWYC\njHtoaGOMXAKJMyD3T+Dw33e1vLWc725/x5NjniQ62DtbVGLtxLVoFBp2Fe6SubqetHz7HfaKCo+z\nL3rzcxZGWRkt33/vhwrvkrfPhEqtYMp93lltEvpwLRPmJ3D9VA0Ws38sjP/dExhtde7VqIxnIHLg\nVkQDMmsDaMMg5z/lq60XR8qPcLPpJq9kvDIk+0JiU+Ym6jrr+OrWVzJW15OGXe8AYHxlCKuEd1BF\nRBDx/PO0HjhIV5F/ZotdLpG8fSYiE/SMnDq0GxdAysRIYlINnD9QitNPM/AtdTVcPXaYyfc9SEjE\n0F60ALIefgKlSsWZr/zXkabjYj3ORqtX2Re9kSwMh7mTzsJ6mSu8S25uLmq1mrlz5w55jLCwMKZN\nm8bFixdp9tMLjMtlw1S6nbDQqURGeL7vsTexMSsIDh55JwvDP9/Va22d7K1v4eWkaMLVngX39cVv\nU2NxiCJby/xnNnx8toz61q4h2RcSKqWCLYtHcaXKwk/X/Gg25PwX6MJh5itDH8M4CiY9CefehXb/\nKM8d9g7ev/I+8xLnMTnaO829O4+Neow4fZxfszA68i/QfvIUUS+9hMLD8N6+MG7ahKu9ncb3/bdn\nu/BIBbZOB1kr04c8hkqtZNoDqVTdaqbypv+MsdN7PiEkIpLJiwdpmzgAsSNGMWJaFuf3fo2t0z9h\nbq4OO20nqwiabEQd4719IaGfnYBCr/JrR5KioiKqqqqGbF9IZGdn09HR4VcLo6xsFy6XnbQ0z7Mv\neqNSGUhOfgmz+RCtrVdkrO4uoijyJ1MNI4K0PBoztMUWgHnhIcwO0/NWaR1WPz0D1rRY+fRcOU9O\nTyYxfOj3qpfnjyBYreRNf1oYV78G801Y+Afv7QsJQYBF/w4tZVDov+y2dy+9i1JQ8tKkl4Y8hjHI\nyNNjn2ZvyV7KLP65B4gOB+adO9FOGE/I4kVDHidk6VK048bRsH0Hop+65zTXdnDrXC2Ts5MIMgze\n0as/pj2YAgrIP+ifLAyPvpmCICwTBOGGIAhFgiD8ex/H/ywIwsU7/7spCEJzt2PObsfk3RB58q/u\n1aiF/+rbOEHhMHsTXP8eai7LU1s3RFFkZ8FOUgwpLE9f7tNYM+NmMjVmKu9cegebU/5ZTXttLc2f\nf074o4+iTkz0aazIF3+NEBSEefsOmarrye38Oppqhm5fSAiCQNaqdFobrNw47Z+AvDNff+7+cx4e\nmn0hoQ+PIOP+5VzNPUxzjfzGiOgUaT1chjpej2780CdaAHQTolDHBWM5XIboh3wBs9nMpUuXyMrK\nGrJ9ITF//nwAjh8/Lkdp91BdvYeuruoh2xcSgqAkPe1V2ttvUl//g4wV3uXPpbWEKBW8kjz0SUGA\n1CAtT8VG8kFVA7V+sDCsdic7cm4zKz2S2SMGb508EI9OTSQ5Mog3/GVhVF2Em/vdna90ob6NtfAP\nYO+Ek/7ZX/7pjU9p6moasn0hoVaqeXnSyxTUF3C6+rRM1fXEvG0byogIIp5d7dM4urFjMNx/P40f\nfIDTIv8qvK3TQcFP5aRlGIlOGZp9ITFxQQJBoRrO7TXJU1wvyq8UUnHtMlmPPIXKg3a0AzHniWex\ntrdx4YB/Vgtbj1ci2pxDti8kFFolIQuSsN5owlYu/8q2lH0RFhY2ZPtCIiUlhfT0dL9ZGDabmYrK\nD4mLe5jg4KFPtgEkJ/0KlcrgNwvjoNnClTYrv02NReXjM+Dv0+Kosdn5uMY/gd47cm7jEkU2e5l9\n0ZsIvYa1c9P4vrCKojo/WBgul3uyPXocTHjUt7FG3QcJU+HYf7tNeZmpbKvkm6JveGLME8QEe9Yp\nsT9enPQiaoXabx1JWr7/HntZmdfZF71xZ2FswlZaimXfPhkrvEvefhNKlYIp9/t2Xw2J0DFhbgLX\nTlbT2ih/duOgExiCICiBrcByYALwrCAIE7qfI4riv4iiOEUUxSnAm8CX3Q53SsdEUXxYtsrbze5V\nqMlPufcG+8rsjaANdWtTMpNTkcO1xmusz1iPSjH0FU1wf3k3Zm6ktqOWr4u+lqnCuzS88y6iKBK1\nwYdVwjuoIiKIXPMsln376CqWN+FXvGNfRMQFM3KabzcugNRJUUSnGDi/34RL5hl4S30dV44eYvLS\nBzFEDk3J707WQ4+jUCo587X8FkZHYT2OBt/sCwlBIWBYmoKj3j8WRm5uLkql0if7QiIsLIypU6eS\nn59PS4u8YW4ulx1T6XZCQzOJjPR+32NvYmNXEhycTonpTdktjBvtVr6ra2ZdUjQRPtgXEr9NjcUu\nimwrl99s+CyvnFpLl1edR/pDrVTw6uJRXKps4egNPxhDx/7LnbU0y/f7KtFjYNLjcHYXtMurPHc6\nOvnblb8xJ34OU2Km+DzeY6MfIyY4hh0FO2SfGOosKKD9+HEiX3oRhZfhvX1h3LIZV2srjR/Ib2EU\nHq2gq8NB1hCyL3qj0iiZ9kAKlTeaqCqS3xg7tecT9OERTF46dPtCIm7UGNKnTCdv79fYrPJqxK4O\nO20n7tgXcb5NYAOEzIlHEazySxZGcXExFRUVzJ8/H5WH7WgHYtGiRbS3t3P+/HkZqutJWdm7uFw2\n0lK3+DyWWh1KctKvqa//gda26zJUdxfJvkgL0vBE7NDtC4n5ESFkhep5s7SWLpe8v1drLVY+OlvG\nE9OSSI70/V718vx0dCqlf7Iwrn0L9dd8sy8kBAGy/x2aS6FQ/uy2dy+9iyAIPtkXEsYgI0+NeYrv\ni7+nvLVchuruIjqdNGzfgXbcOEKWet7RqT8M992HdvRozH6wMJrrOrh5tpaJ2YkEh/o2gQ0wbZl7\nC5o/LAxPvp0zgSJRFItFUbQBnwCPDHD+s8DHchQ3ICffdK9CLfyDPOMFRbi3klz9BmqvyjMm7pvs\n9oLtJIUksXLESlnGnBM/h8zoTN659A52GWc17XV1NH/2GWGPPIwmybvU6f6IfPFFBJ0O8w55LYzb\nF+pprGpnxso0FD7MvEu4szDSsJit3Dwrr/J+9hu3fTHzEe8S8vsjJDKKjKXLuHrsJ1rq5KtVdN2x\nL+L06Cb4tqItETTRiCpWfgujsbGRwsJCZsyYQUjIEPMEerFgwQJAfgujpuYrrNZK0tN8sy8kBEFJ\nWuoW2tquYzYfkqHCu/zFVEOQUsEGH+0LifRgLY/HRvB+pZl6m3z3qi6Hk+1Hb5OVFsGckfJ8Vx+f\nlkRieBB/kdvCqLnktvtmb3ZPYsjBwj+AvQNOb5VnvDt8duMzGq2NbJrifXBfX2iUGtZNWkd+XT7n\nas7JMqZE/bZtKMPDiVyzRpbxdOPGEXLfUhr//j7OVvlWNm1WBxcPlZE6OYqYVB/tmztMXJhIkEFN\n3l55szAqrl2m/EohWQ8/iVrjeTvagZj9xLNYWy1cPChv96TWE1WIXU4MPtoXEgqtipD5iVivN2Kr\nkO/nL2VfhIaGMnXqVFnGTE1NJS0tjRMnTmCXsaWizdZIReU/iI1dhV7vw7bsbiQnv4hSGYKpRF4L\n48cGC4VtnT7bFxKCIPD79Fiquux8Wi2vhbEzpxinS2TL4qFlX/QmKkTL2jmpfFtQRXG9jK2KXS73\nVvqo0TDRu055/TLmQYjPvGNhyBc8Wd1WzVdFX/H46MeJ08fJMuaLk15EKSh559I7sownYdm3D1tp\nKcbNm+R5BlQoMG7ZjK24GMuBAzJUeJfzB0pRKAWm+mhfSBgidYybG8/VE1W0NclrYXgygZEIdJ+O\nqrjz2T0IgpAKpAOHu32sEwQhTxCE04Ig9OkjCYLwyp1z8urrPVj9am9wrz5NegKMvq++/czszaAJ\nkbUjSW5lLlcbrrI+Yz1qxdDCsHojWRjV7dV8c/sbWcYEaHx3N6LDgXHDBtnGVEVFEbF6NZbv92Iz\nmWQZU7IvwmODGTXduxavA5GWYcSYHEKejBaGxVzPpcM/Mmnx/RiifLcvJLIefgJBEDgro4XRWViP\no74Tw9Jkn7bkdEdQCIQuScFR10nnZfn27Ev2xbx5Q8+T6E14eDhTpkwhPz8fi0wauctlp8S0DYNh\nMlFRi2QZEyA29iGCglIpKXlLtpftW+1Wvq5r5qVEI5Ey2BcSv0uNpcslsr1MPrPh87wKqlus/Gbp\naFkeCMBtYWxZPIqC8maO3ZIxXyLnP9123yz57qvEjIcJj8CZt6FDnodtq8PKe5ffY1bcLKbGyPOi\nBfDEmCeIDopmR6F8k9idly7TnnOMyF//GoWP28e6Y9y0CZfFQtOHH8o25uWcSrraHWSt8E3H745a\no2TK/SmUX2uiplg+Y+zUnk8IDgsn474HZRszYcw4UjOmkvf9V9it8jzAujodtJ2oRDcxCk28fD//\nkLkJCDoVlsPyrcCWlJRQXl4um30hkZ2dTVtbG/n5+bKNWVa+G6ezk/Q03+0LCbU6jOSktdTV76et\n7YYsY7rti1pSdBqejPVtq2t3siMMTAsN5o3SWmwyWRh1rVY+PFPKY1MTSYny3b6QeHnBCDQqBW8d\nkdHCuLEX6q7csS+GntPSA6kjSVMJXJLvefXdy+8CsG7SOtnGjAmO4YkxT/Bt0bdUtskTlC86nZi3\n73CHRd93nyxjAhgeeADNqJGYt29HlOm7ajF3cuN0DRMXJKAPk2cCG2D6g6nggvyD8tptcod4rga+\nEEWxu9OSKoriDGAN8BdBEO7Z7yGK4tuiKM4QRXFGdLQHK3+nt7pXn+SyLySCI90Ba1e+gjrfdTdR\nFNlRsIMEfQIPjRxikm8/zEuYx2TjZLeF4fJ9Bt5hNtP06aeEPfQQmhR5Zt4kota9hKBWY94hT5/l\nkgIzDZVtzFghj30hIQgCWSvSaanr5FaePMr7uW+/AGDmo/LYFxKGKCOTljzI5aOHsJh9r1V0iVgO\nl6GKDSZoonwTLQBBk42oYoKw/CSPhdHU1ERBQQHTp0/HYPBtP3lvFixYgMvl4sSJE7KMV1P7DVZr\nuc/ZF71RKFSkpW2mte0K5obDg1/gAW+U1qJTKNiY7PuWrO6MDNbxWGwE71WaMdt8X4GxOVxsP3qb\naSnhzB8l73f1yelJJITpeOPQTXkmhmqvuJXcWRvdlp+cZP8b2FrhtDydnr64+QUN1gY2ZvqWfdEb\nrVLLS5Ne4lzNOfJq5AkeNG/bhiIsjIjnn5NlPImgiRMJWbyYxvf+hrPN9/afNquDCz+WkTLR3a5b\nTiYtTEQXouacTBZG5Y1rlF26SNZDj6PWet+OdiDmPLmGTksLBT/Ks2e77WQVotVJ6FJ5n1UUOhWG\n+QlYrzZgq5JnZTsnJweDwSCbfSGRnp5Oamoqx48fl8XCsNubqKh4n5iYFej18pgCEikpL6FU6ikx\nyWOMHW5s5WJrB79NjUUt8zPg79PiqOyy83mNPCG5u44VY3e6eFUm+0Ii2qDl+VmpfHOxCpNZhlbF\nouhu8x050r04LCdjV0DsZPfisMv3LQ817TV8eetLHh31KPEhQ+uU2B8vTXoJQRBkszAsBw5gKy7G\nuGUzgq9bcrohKBQYN23CVnSb1h/kyUM7v9+EQiEw7YGhdR7qj1BjEGPnxHH1eBXtzfJ10PTkb7MS\n6N5HJenOZ32xml7bR0RRrLzz32LgKODbXbyj0b3qNPFRiBnn01B9MudVUAfLYmGcqDrBJfMlXs54\nWTb7QkKyMCrbKvn+tu8BWQ3v7ka02TBulHGV8A4qo5GI1c/Q8t132Mp8m4ETRZFz+0oIiw5i9Ax5\nX7QA0jONRCXqydtnwuXjy3Zro5lLPx1k4qKlhBrlr3XmI+5fMnJYGJ2XzDjqOgldkiKbfSHxs4VR\n20HnFd/37Ofm5iIIgqz2hURERASZmZmcP3+eVh81cpfLgcm0FUPIRIxRS2Sq8C5xsY+g0yVTUvJX\nn1+2b3dY+bK2iV8nRmHUyLdKKPHb1FisLhc7ZMjC+OJ8BZXNnbLaFxIalYJNi0eRX9bM8SIZLIyc\n/wSNwR0SLTexE2H8Q3BmB3T69rDd5exi9+XdzIidwYy4GTIVeJcnxzxJlC6KHQW+WxidV67QduQI\nkb9ai1Km7WPdMW7ejLOlRRYL4/KxSqxtdp86j/SHRqdiyn3JlF1ppLbEd2Ps1BcfERQaRub9K2So\nrieJY8eTMimTc999ib3LNwvDZXXQerwS3fhINAny//xD5iUi6JSyZGGUlJRQWlrKvHnzUA+xHe1A\nZGdn09rayoULF3weq6xsN05nu6z2hYRaHUFS0gvU1e2jrf2WT2OJosj/mGpI1Kp5Kk7mSWFgSaSB\nTEMQfymtxe7jM6C5rYsPTpfy6JRE0ozymUISr2SPQKUQ5LEwbuxzb3dc+K+glPkZQBDcE+6Nt+Hy\nHp+H2315N6Io8vLkl2Uoridx+jgeH/04Xxd9TXWbb0H5osuFeft2NKNGYnjA90yh3oQuW4ZmxAjM\nW7f5bGFYzJ1cP1XDhPkJ6MPlsy8kpi9Lw+USyf9BviwMTyYwzgGjBUFIFwRBg3uS4p5uIoIgjAMi\ngFPdPosQBEF75/8bgXmAbwETp7e7V50W/ptPw/SLPgpmvuz+R1Z/c8jDSNkX8fp4Hh3pY5JvPyxI\nXMCEqAm8Xfg2DtfQVzYdDQ00ffIJoatWoklLk6/AbkSuW4egVGLe6ZuFYSo0Yy6/Y18o5e8CLCgE\nZqxIp7m2g6LzvuVLnPt2D6IoMuvRp2WqriehxhgmLb6PS4d/xGIeup7/s30RE0TQZHlXtCWCMqJR\nGYNo9dHCaG5u5uLFi0ybNo3QUHlXNCUWLlyI0+n02cKorf2Ozs4y0tNflf1FG0ChUJOetpnW1ss0\nNBz1aaw3SmvRKgQ2p8g/0QYwRq/jkZhwdleaafDBwrA7XWw9UkRmcjjZY+TJ6ejN0zOSiAvV8cYh\nH7Mw6q65M5VmveK2+/xB9h+hywJnfLuv7rm5h/rOejZl+mGiBdCpdLw46UXO1Jwhv9Y35d28fTuK\n0FAiX3hBpup6EjR5EvrshTS+9x6u9qGvbNptTi7+WEby+AjiRsiUfdKLyYuS0OpVnNvnm4VRdfM6\npYUXmLHqMdQ6ee0LiTlPPktHSzOFhw76NE7bqSrETofs9oWEIkhFyLxErFcasFX7trKdk5NDSEgI\n06dPl6m6nqSnp5OcnMzx48dxOHy4r9pbKK94n5jo5YSEjJWxwrukJK9DqQzCZNrm0zg5Ta3kW9z2\nhUbGFW0JycIot9r4ota37Xm7couxOVxsWSKvfSERY9CxZlYKX12opKzBh1bFkn0RkQ6T/fO8yrhV\nEDPRZwujrqOOPTf38PCoh0kM8a1TYn9I21KkbSpDpfWHH7AV3ca4aZOs9oWEoFRi3LSRrlu3aD3k\nWx5a/sFSUNxpfeoHwqKDGDsrliu5VbS3yGNhDPo3KoqiA3gVOAhcAz4TRfGKIAj/ryAI3buKrAY+\nEXs+8Y0H8gRBKACOAP9XFMWhT2B0NrlXm8Y/DLETBj9/qMx5DdRBkPvfQx7iVPUpCusLeXnyy6iV\n8s+8wx0LI2MjFW0V7C0eekBW43vvIVqtGDf65+EVQB0TQ/jTT9PyzbfYKiqGNIYoipzbayLUqGPM\nTPmyL3ozcmo0kQl68vYO3cJoa2rk0qGDTFi4hLAY/9XqnhwRf96qMhQ6r5hx1Hb4xb6QEBQChiXJ\n2GvasV4buoUh2RdS21N/EBkZSUZGBnl5ebS1DU0jFkUnptKthISMw2iUb99jb+LiHkOnS7zTkWRo\n31VTZxd7aptYm2AkWuOfexXA79Ji6XS6eLti6JNtX+a77Yvf+cG+kNCqlGxaNJK80iZO3fbBGDr2\nX26bb86r8hXXm7jJ7gfD09vAOrQsBJvTxruX32VazDSy4rJkLvAuT499mkhdpE8WhvX6ddoO/UTk\n2rUoZd4+1p3ozZtxNjfT9PHQ88ivHKuks9U/9oWERqdiytIUSi81UFc6dAvj9J6P0RlCmfKgPEHj\nfZE0fhLJEzM49+0X2G1De4B1dTloy61ENy4STZL/fv6GeQkIWiWth4duYZSWlmIymfxmX4D7GTA7\nOxuLxcLFixeHPE55+Xs4nW2kpfvvXqXRRJKY+By1td/T3j60rnSiKPI/JbUkaNU8E++nSWHg/qhQ\nMkKCeKO0FscQnwEb2218cKqUhzITGBktvykksTF7JEqFwFZfLIybB6G6wD/2hYRCAdl/APNN9zb9\nIfLe5fdwik6/2BcS8SHxPDbqMb689SU17TVDGkN0uTBv3YZmxAhCly2TucK7hK5YgSYtDfO2oWdh\ntDZauXaymglzEwiJ8M8ENsD05Wm4HC4u/ChPFoZHU0KiKO4TRXGMKIojRVH8/+589n9EUfy22zn/\njyiK/97rupOiKE4WRTHzzn99m846s9O92pTtJ/tCIiQaZrzkDpxpuO315VL2RWxwLI+O8o99IbEo\neRHjIscN2cJwNDXR+NHHhK5YgXaE/x60AKLWv4wgCDTsHFqf5dLLDdSXtTJ9uX/sCwm3hZFGU00H\nt/OHpryf+3YPTqfDb/aFRGh0DBOzl3Lpp4O0NnqvvIsukdafylFFBxGU4Z8VbYngzBhUUTp3FsYQ\nXrZbWlq4cOECU6dOJSzMPyuaEpKFcfLkySFdX1u7l46OkjudR/z3XVUo1KSlbsJiKaCxMXdIY7xR\nWota8J99ITFOH8Sq6HDerainye79vcrudPHWkSIyksJYNNa/39VnspKJMWh546ch6s71N+HylzBz\nvf/sC4mFf3BPXpwZ2n31q1tfUddRx8bMjX6bFAIIUgXx64m/5lT1KS7WDe1ly7xtO4qQECJfeF7m\n6noSlJmJfv58Gna/h6vD+5VNh81J/g9lJI6NIH5UuB8qvEvG4iS0wSrO7TUN6fqaopuUXDzPjJWP\notEFyVtcL+Y8sZr25iYu/TS0Pdttp6pxdfjPvpBQBKsJmZtA5yUz9pqhWRg5OTno9Xq/2RcSI0eO\nJCkpidzc3CFZGHa7hfKKvxEd/QCGED9sy+5GasrLKBQaTKVDy8I43tTGOUs7r6XGovXDiraEIAi8\nnhaHqdPGl3VD2563K7eYTruT1/xkX0jEhup4NiuZPfkVlDcOwcKQ7IvwVMh4Rv4CuzP+EYged8fC\n8P5l29xp5vObn7NqxCqSDcmDX+AD6yavQxRFdl/ePaTrWw8douvWLYybNiIoZQpE7QNBqSRq4wa6\nrl+n7ciRIY0htTiVWp76i/CYYMbMjONKTiUdFpvP4/nvDiA31hb3KtO4Ve5VJ38z77eg1Lhb/3jJ\n2ZqzXKi7wLrJ69Aofe+jOxCShVHWWsb+kv1eX9/43t8QOzsxbpI3uK0v1LGxhD/1JM1ffYW90ruE\nX1EUOfd9CYYoHWNny9MyaSBGToshIi6YvH0mr7c8tDc3UfjjfiYsWEx4nLwBQ30x67GncblcnPvW\n+72F1qsN2GvaMfjRvpAQlAKGxSnYq9qxXvNezZTam/rTvpCIiopi8uTJnDt3zmsLQxSdlJjeQq8f\nQ3S0/PseexMf/wRabfyQsjBKO7v4vKaR5xOiiNX6z76QeD0tljani7fLvbcwvr5QSXljJ79Z4j/7\nQkKnVrIxeyRnSho5XTwEC+PYf7ktvrmvyV9cbxKmwJjlcOotsHq3Cm9z2njn8jtkRmcyO362nwq8\nyzNjnyFCGzGkjiTWGzdp/eEHIte+gNLPE5hwJwujsZGmTz71+toruVV0WmzMXJUmf2G90ASpyFya\njKnQTH2Z97k9p/Z8jC7EwNRlq/xQXU+SJ2aQNH4S5775HIfNuwdYV5eTttwKtGMi0CT7z76QCJmf\niKBRYhmChVFWVkZxcTHz5s1Do/H/M2B2djYtLS0UFBR4fX15xd9xOFpJT/P/vUqjMZKU+Bw1Nd/S\n0eHdticp+yJOo+bZOD9PCgMPGkOZGKLjLybvLYymdhvvnzSxcnI8o2L8/13duGgkCkFg21HvF1wp\nOgRV+bDg9+AnW/xnFAr3hHv9dbjmfQfF9y6/h91l55WMV/xQXE8SQxJ5ZNQj7Lm5h7oO7xYyRZcL\n87btaFJTCV2+3E8V3iVs1SrUKSnUb93q9TNgW5OVqyeqGDc3HkOk/+wLiRkr0nA6XFyUwcL43zOB\ncWanexLD3/aFREiM28Io/BQavdPddhTsICYohsdHP+6n4nqyOGUxYyLG8Hbh2zi92FvmbG6m6R//\nwLDsQbSj/DtLLBG1fj0IAuZdu7y6ruxqI3WlrUxflorSj/aFhOKOhdFY1U7xRe9ets599yVOh4NZ\nj/nXvpAIi4ljwsIlXDp0kLYmzycGRFHE8lMZqigdwX62LySCp8agjPTewrBYLOTn5zNlyhTCw/27\noimxYMEC7HY7p06dGvzkbtTV7aej4zbpaa/61b6QUCg0pKVuosVygaYm74yRN0vrUAoCr6b4b5tT\nd8aHBLEyOox3Kupp8cLCcNzJvpiYEMrS8f41RSTWzEoh2qDlr95aGOYiuPwFZK0DvX8yZe4h+9/A\n2gznvLuvfnP7G2raa9iUKU9/+sEIVgezduJaTlSe4FL9Ja+uNe/YjkKvJ3LtWi1nZh8AACAASURB\nVD9V15PgaVPRz51Dw+7duDo7Pb7OYXeS/0MpCaPDSRgtf8hgX2QsTkITpCJvn8mr62qLiyjOP8f0\nFY+gCZKvxeNAzH5iNW1NjVw+8qNX17WfrsbV7iD0Pv/aFxJKvZqQufFuC6POu5XtnJwcgoODmTFD\n/kDcvhg1ahQJCQnk5ubidHr+DOhwtFJevhuj8T4MBj9uy+5GSsp6FAo1JpN33ZNONrdxuqWdV1Nj\n0AXgGVCyMIo7u/jGSwvj3eMldNid/GbpaD9V15P4sCCezkrii/PlVDZ7fq9CFOHo/4WwZMh81n8F\ndmfiY2Ac4w649sLCaOhs4LMbn7EyfSUpoYG5B6ybvA6n6OS9y+95dV3bkSN0Xb9O1KaNCDK2Tu4P\nQaXCuGEDXVev0Xb0qFfX5v9QBq47rU4DQHhsMKOzYrmUU0Fnq28Wxv+OCQyrBU5tdbfiic8M3J87\n77egUEHu/3h8ybmac+TV5vHS5JfQKuVPcu0LhaBgY+ZGTBYTB02eB2Q1/P3vuDo6MG7yX/ZFb9Tx\n8YQ/8TjNe77EXu1Zwq9kX4REahk3x/9Gg8SoGbGExwZzbq/nFkZHSzMFP+5j/PxsIuL9EzDUF7Mf\newan00Hed55bGNZrjdir79gXSv+/vIDbwghdnIy9sg3rDc8fCo4fP44oiixYsMCP1fUkOjqaSZMm\ncfbsWdo9DPMTRdcd+2I0MTH+n3mXSEh4Eq02jmIvLIxyq41Pahp4Lj6KuADYFxL/khpLq9PFrgrP\ntzx9W1CFqaHDL51H+kOnVrJh4QhO3m7gnMkLYyj3v0Gphbm/8V9xvUmcBqMfgJNvQZdnxpDdaeed\nwnfIMGYwN2Gunwu8y7PjniVMG+aVhdFVVETrgYNEPP88ygBNYAIYt2zBaTbT/NlnHl9z9Xg1HS02\nslb5d0tmd7TBajKXJFF8sR5zhefG2Kk9n6DV65m6XN427wORMimThLETOPPN5zg8bP/psjlpPVaB\ndnQ42hT/hDf3RciCJAS1wisLo6Kigtu3bzN37ly/2xcSgiCwaNEimpubKSws9Pi68or3cTgspKf5\nMaenF1ptNImJa6ip/ZqODs87EvyPqZZYjYrn46P8WF1PlhvDGK/X8efSWpwe/l5t6bDzt5MmVkyK\nZ0ys/+0LiU2L3IuQ2496kYVx+zBU5sGC10EVmO8qCqW7CUPdVbjueQfFv1/5OzaXjfUZ6/1YXE+S\nDck8NPIhPr/5OfUdni1kiqJI/datqFNSCFvlf6tNIuzhh1AnJbk7knj4XW1v7uJqbhXj5sQRavTv\n9sHuTF+ehsPu4uKhcp/G+d8xgXH2bffqUqDsCwlDHEz/NRR8Ak0mjy7ZUbADY5CRJ0bL3Ed5EJam\nLGVU+Ch2Fu70yMJwtrTQ9ME/MDzwALoxYwJQ4V2M6903oAYPLYzya+42cdOXpaFUBe4rq1AIzFie\nSkNlGyUFnr1s5X3/FU6bnVmP+3kvYS/C4+IZP38RBT8eoL158IkByb5QRuoInhKYFW2J4GkxKCO0\nHlsYFouF8+fPk5mZSUREYFY0JRYuXOiVhVFXf4D29lukpW4OiH0hoVBoSU3dQEtLHk1NntX6Zmkt\nCgRe9XP2RW8mGYJZZgxlV0U9FocH9yqXyFuHixgXZ+D+8YExRSSem5WKMUTDG4c8tDAabkPhZ257\nLySwf69k/xE6Gz22ML69/S1V7VVsyNwQsEkhAL1az9oJazlWcYwr5iseXWPeth0hKIjIX//Kz9X1\nJHj6dIJnzcL8zju4rIO3/3TaXeQfLCV+VBiJYwI30QKQsSQZjU5J3l7P1Pw6UzG3804zbfkjaIPl\nb/HYH4IgMOeJ1bQ1mLly1DMLo/1MNa52u9+zL3qj1KvRz06gs6Aee71nFsbRo0cJCgoiK8t/gbh9\nMXr0aOLj4zl27JhHFobD0UZZ2W6iohYTGhqAbdndSE1ZjyAoMZV6ZmGcam7jZHMbW1ICY19IKASB\nf0mLo6iji2/rmj265t0TJbR1OXhtaWCsZonE8CCenJ7MZ+cqqG7xwMKQsi9CE2HKc/4vsDuTHoeo\nUR5bGI3WRj658QnL0paRHha4iWGA9ZPX43A5eO+KZxZG25GjdF29hnHDhoDYFxKCWk3UhlewXr5M\n+7FjHl2T/0MpLpfItGVp/i2uF5HxekZPj+HS0QqsbZ5NYvfFL38Co6vVvbd39IOQMDXwf/7834Gg\ngNw/DXrq+drznK05y4sTX0Sn8v9eou4oBAUbMjdQ3FLMj2WDPxQ0vv8BrrY2jFs2B6C6nqgTEwl/\n9FGaP/8Ce+3ArUrd9oWJkAgt4wNoX0iMzoolLDqIc/tKBn3Z7rC0cPHgXsbOXUBkQlKAKrzL7Mef\nwWm3k/f94AnP1htN2CvbCF2cHDD7QkJQKjAsTsZe3krXrcEfCk6ePInL5QqofSERExPDxIkTOXv2\nLB2DhPmJogtTyVsEB48gNtZ/af79kRD/DFpNLCWmtwY9t9Jq4+PqRp6NjyRBF6CVl268nhZHi8PJ\nux50JPm+sIpiczu/XToahZ9zWnoTpFHyysIRHC8yc77UAwsj90/ufcTzfuv/4nqTNANGLoWTb4Jt\nYGPI7rKz69IuJkZNZEFi4P9drRm3hlBNqEcWRldxMZb9+4l8bg2qAE9gAhi3bMZZb6b588E7PV07\nWUV7cxdZK9MDOikEoNOryViSzO0L9TRUDm5hnN7zCdpgPdNWPDzouXKTmjGV+NFjOfP15zgdAz/A\ninYnrTkVaEeFo03zf/ZJbwwLExFUCloPD75aWFlZSVFREXPnzkWrDYyBKyFlYTQ1NXHp0uDbsyoq\n/oHj/2fvPaOjutIF7edUUkmqUs6xJBBBCIQAgYgCbGxj3HbbYBuwsY1tot3udOfeO/Pjm1kza9Z8\nN3VwINtu45yNbXAgioxEkgCRUc5SSaqgynW+H0UhlIXnqs751upnLVb3Omcf/IKKU3u/+9nv6+4g\nMyOApthtgoLiSUpaTmPj19hsQ/+9/qmykViNimeTAnQk7y4eiQ1nbKiWP1U24h1iDthpc/HusQoe\nmpDAuITAmUJ+Ns4fhVcU2TKcWhgVRVBzCub8HlSB/az6LIz/Ak0X4NrQtft2XtqJ3W1n3aR1AQiu\nJ2lhaSzJXMLnVz+n1Tb4RqYoirRu2oQ6JYXwRwNntfmJeOwx1ElJtGwa2sKwdjq4dKSesQUJhMcG\nzr7wM/Vhg6/V+P5fXgtD/gmMkh2+9qmF/yTNfz8sCaY8D+c/hI7B/6K3lG4hShvFk2OfDFBwPVmU\ntojM8Ey2lm7FKw6c1fSYTBh37kS/6H60Y0em5/dQRK9biyiKtG3fMei42qvtNN7qZMqD6SjVgf+4\nKpQKpj1soLXGQmXZ4C+vM7u/weV0UPDE8gBF15PIxGTGzSnk/M+76eocODEgiiKmfVUoI4MImRLg\nXeLbhE6JRxkRhGlf1aAvWrPZzOnTp8nNzSUqauQLd/XHvHnzcDqdnDx5ctBxLS17sVivYjC8giCM\nXNXpgVAqg0hPX0tHxyna208NOvaNal9Rqt+kB9Zo8DNJH8ID0WFsrWnBPIiF4fGKvL7/OmPj9Tw4\nYeSL9/bHswXpRIVq+Ov+IdRcYwWUfgxTV4Nemr9X5v8zdLVByeANv76/+T11lroR7zwyEDqNjlXZ\nqzhUc4jLbZcHHdu6eQuCVkvU6tUBiq4nodOnEzJtGm3bt+N1DNz+0+PycubHKhIyw0kZF/hEC0Du\nwlTUQcoha2G0VFVwvfg4eYsfRRs6ci0eB0IQBGYuW4m5tYVLRfsHHWs51YjX4iJsYWDtCz9KnYbQ\ngkS6zjfjah18Z7uoqIjg4GCmT58eoOh6MnbsWBISEoa0MNxuK9U1O4iOLiQsbFIAI+wmPW0toBjS\nwijusHCk3cLG1DhCAmhf+FEIAr9Pj+d6l4PvWgbfcPnbsUrM9sDbF35So0JYNjWFj0tqaDINYoyJ\nIhz6F9AnwZTA1BTqQ84yiMr01eAYZA7YYe/g4ysf85DhITIjMgMYYDdrJq7B6XXy3qX3Bh1nPXwY\n+8WLRK9bizBCrZMHQ9BoiF63DntpGdajxwYde25vNV6PyNQR7jwyENFJOkblxVF2sBa79ZdZGPJO\nYDitvt2k0fdDysi2ohqUOb8DBDj65wGHnG8+z8mGk6yesJpgVeCzWQBKhZJ1k9Zxo+MG+6r2DTjO\n+MEHeM3mgNa+6I0mJYXwxx6l47PPcDUPXOH39O5KQsM1jJ8dePvCz5jp8YTFaH21MAZ40drMJs79\n+D1jC+YQnTKy7Z0GY8bjT+F2Ojm9+5sBxziuteOqtaBfkIogwYQAQFAp0M9PxVltxnFj4EnB8ePH\n8Xg8ktgXfuLj4xk/fjynTp3CNkAxP1EUqah8g+BgA/FxgTv32JukpOVoNLFUVL4x4JgGh5OP6ttY\nnhhFigT2hZ8/GBLocHt4t27gxOCeCw3cbLHym/tGB9y+8BOiUbFmbiaHr7VwrnqQ41lH/+SrmSSF\nfeEndTpkzofjr4Ozf2PI7XWz/cJ2xkeNpzClMKDh3c3K8SvRq/VsLds64BhHRQWm3buJXLEClUQJ\nTICYV1/B3dxMx5cD1xi6crIBS7uD/CUGSZJCAFqdmokLUrhxthlj/cAWzsmvPkUTHCyJfeHHkDuF\nhFFZnPr6czwDtP8UXV6ffZEZTlBm4O0LP/p5KaBUYD44sC1QX1/PtWvXKCgoCLh94cdvYRiNRi5e\nvDjguLq6D3G52gPSeWQgtNpEkpKeoqHhK2y2gbvS/amyiWi1iueSA1f7oje/iosgKySIP1c2DWhh\nmOwu3j56i0XZ8UxIku6zunH+aDxekS1Fg1gYlUeh+rhvbRNo+8KPUgVz/wEay+DajwMO21m+E5vb\nFpDOIwNhCDewOGMxn179FKO9fxNTFEVaNm1CnZRExGOPBTjCbiIe/zWqxERaB+lI0mVycqmojjHT\n44mIC0zx5v7IX2LAZfdQOgy7rT/kncAoedu3mySVfeEnPAWmrIKz70Nnbb9DtpRuITIokqfGBqbz\nxEA8aHgQQ5iBrWX9WxgeiwXjezvRLVyINjswVacHImbdOkSPB+Pb/e8W1l1tp/56B3kPpqNSB35H\n249CqWDqYgMt1WaqLvbfUvHsnl247DYKAlz7ojfRyamMmzWP8z9+T5eps8/9O7UvIoIInSLRLvFt\nQqfFowzXYNrXfy0Mi8VCSUkJEydOJDpauskLQGFhIQ6HY0ALo7V1HxbLZTIMG1EoAnfusTdKpZb0\ntLW0t5+go+N0v2PerGrGi8hvAlz7ojeTw0K4LyqMLTXNWPuxMLxekTcOXCcrTsfDOdIlMAFWzUwn\nIkQ9cEeS9io4/xFMfR7CpI2Vwn8Gawuc6f/M7p6KPdSYawJe+6I3YZowns1+lv3V+7lqvNrvmLYt\nW327Si9KY1/4CZkxg+ApU2jbth1vP+0/PW4vZ36oIj4jjNRs6RItAJPvT0WlUXL6h8p+77fWVHHt\n1DHyHnqUYF3gigz2xm9hmFqaKD9yoN8x1pJGvGYn+gDXvuiNUq9BNyOBrnNNuNv6T2IXFRWh1WqZ\nMWNGgKPrydixY4mLi+Pw4cN4+6kv4PF0UVW9naiouYSHS3As+y4M6b4jAVXV/R8lO9Np5VC7mQ2p\nsYQqpZsDKm/XwrhitbOnpe+8CmDn8UpMdjevLQxM55GBSIsO4Ym8ZD46VU3zQBZG0b+ALsFnl0vJ\npKcgIt0XTz9zwE5HJx9d+YhF6YsYHSmN1eJn7aS12N32AS0M69Fj2EvLiF67FiFAxXv7Q9BoiFm7\nBtv583QNULvt/N5qPG4v0xYbAhtcL6KTdWTmxVJ2oBZH171bGPJNYDi7fLtImQt8u0pSM+f3vv89\n+pc+t8payjhWf4znJzxPiFq6bBb4LIy1k9Zyrf0aB6sP9rnf/sGHeDs7idkY+NoXvdGkpRH+q1/R\n/smnuFv6noUv2VNBSJiGCXOSJIiuJ2MLEtBH929h2C0Wzv7wHWNmzCYmzSBNgHdR8MTTuJwOzu7p\n22fbcaMDZ7UZ/fxUhAAWRO2POxZGlQnHzb6TghMnTuDxeJg3b54E0fUkISGBcePGcfLkSey9ivl1\n2xdpxMdLl3n3k5y8ArU6moqKvhZGk8PFBw1tPJUQRVqwRDsvd/FHQzxGV/8Wxo+XGrnWZOHVhdLZ\nF350QT4L4+DVFspq+zGGjv7ZVytp9u8CH1xv0meCYS4c+yu4ei62PF4P28q2MTZyLAtTF0oUYDfP\njH8GnVrXr4XhrKqi8/vviXz6aVQxgT/7fjeCIBDzykbcjY10ftW3xtDVU42YjXamPSydfeEnWKdh\nYmEy10830d7Y18I4+dWnqIO0TF0i/bsqI28a8ZmjOfX1Z3h7HXkQ3V7Mh2rQGMIktS/86AtTQCFg\n6sfCaGho4OrVqxQUFKDVBrb+WW8UCgWFhYW0tbVx6VLfIrl1dR/jchkD2nlkILTaJJISl1Ff/zl2\ne32f+/9R2UiUWsnqZGn//QM8FhfBqOCgfmthWBxudhyt4L5xcUxMkf6z+sqC0bi9ItsO3+p7s/IY\nVB7xmYJqaT+rKNUw7x+g/hxc71u774PLH2B1WVmXG/jaF73JDM/kIcNDfHzlY9rtPU1MURRpfest\nVImJRDzxuEQRdhO+dCmq+Hha+ulIYjM7uVBUS1a+r8ui1Ex72IDT5qb0QP9ywGDIN4Fx5l3fLtL8\nf5Y6Eh8RaTB5JZx9D0w9X7RbSrcQERTBinEB6qM8BIszFpMels6Wsi09PrweixXju++iKywkOGeC\nhBF2E7N+HaLLRds7PXcL6693UHe1gykPpqPSSJd596NUKpj6UDrNlSaqy3sqZGd/2IXT1kXBUmlq\nX/QmOiWNMQVzOPfjd9gs5jvXfbUvqlGGawidJq194Sd0WgKKMA2mXoV8rFYrxcXF5OTkECPx4sWP\n38I4dapnfYm2toOYzZcwpL8iqX3hR6kMJj19Dcb2o3R2nu1x763qZtyiyG8lqn3RmynhoSyI0rO5\npgXrXQsY7+3aF5mxoTwySfoEJsBzM9MJD+7HwuiogXMfQN4qCA9c6+RBmf/PYGmCMz13i36o/IEq\nU5VktS96Ex4UzsrxK9lbtZfr7T3/Xlu3bkNQqYh66UWJoutJ6KxZBE+eTOu2rYh3WRgej5czP1QS\nl64nPUdaU8zP5PvTUKkVfSyMttoarp44Qt6DSwjWB77IYG8EQaBg6Qo6mxq5fPRQj3vW0414TE7C\n7k+TxWdVGRaEbnoiXWebcRt7JrEPHz5MUFCQ5PaFn/HjxxMbG0tRUVEPC8PjsVFVvY3IyFlEREyT\nMMJu0tM3ACJVVdt6XD9rsnLAaGZDahyhKhnMAQWB3xniKbfa+am154bLzhOVdHS5eO0+ae0LP4aY\nUB6bnMQHp6poMfeq21P0LxAa5+uwKAdyV0B4Wh8Lw+Q08WH5h9yfdj9jIgPbKXEg/BbG++Xv97je\ndeIEtvPniVm7RlL7wo9CoyF6zRpsZ87Qdaq4x73z+2pwu7xMe9ggTXC9iE3Vk5EbQ9mBGhy2/o8S\nDoQ8Exgum2/3KGMepBVIHU03c/8AotcX220utV7iSN0Rnst+TnL7wo9KoWLNxDVcMV7hUM2hO9fb\nP/4IT2enJJ1HBkJjMBD2yBLaP/kEd1v38YyS3RUEh2nIniuPxQvAuJmJ6KKCKPm+uyOJ3Wrh7J5v\nGZ0/k9j0wLZ3GoyCJ57GabP1sDAcNztxVplkYV/4EdQK9IUpOCs6cdzq3tk+ceIELpdLFvaFn8TE\nRMaMGcOJEyfuWBiiKFJR8QZabSoJCdLvaPpJSX4GtTqqh4XR7HCxs76VZfFRpMvAvvDzB0MCbS43\nO+u6//3/XN7ElUYzv1k4GqXE9oUfvVbNS3My2He5mYt1d01gj9228vyWnhwwzIH02b7YXL7Pqt++\nGB0xmoVp0tsXflaNX0WIKoRtZd0LGGdtLZ27dhHx1FOo46Q96uTnjoVR30DHru736rVTTZha7UyT\noPPIQISEaciZl8z14iY6mrproZz6+lNUGg1TH5F+l9DPqKnTiTVkcurrT+9YGKLbi/lgLZr0MIJG\nBbYd7WDoClNAAPOhbgujqamJy5cvM2PGDIKDpal/1hu/hdHa2kp5efmd63X1n+B0tkpa+6I3wcHJ\nJCY8QV39p9gdjXeu/7myiUiVPOwLP4/HRZIRrOFPlU135oBWh5vth28xf2wsuany+ay+umA0TreX\nHUfusjCqT/q6j8x+DTTyWK+gVPvWVnWn4WZ3Qd8PL3+I2WWWhX3hZ3TkaBalL+KjKx/R6fDNAURR\npOWtTaji4wlfulTiCLuJeHIZqthYWjdtunPNbnFx4VAtWVPjiEwIXOvsochfkoGjy82FQWoM9Yc8\nVjG9OfOeb/eoUCb2hZ9IA+QuhzN/A7PvRbuldAthmjDZ2Bd+lmQuIUWXcsfC8FqtGN95l9C5cwme\nJE3V6YGIWb8B0W7H+K7Pwmi42UntlXbyFqWhloF94UepUjD1IQNNFSZqL/sUsnM/foejy8rMZfL6\n+cemGciaMYuze77FbvG11DPtr0IRpiF0mjTdHAZCNz0BhV59x8Lo6uqiuLiYCRMmEBsbK3F0PZk/\nfz52u53iYl9Wu81YhMlchsGwAYUi8FWnB0KpDCEt7WXajIfpNJUCsKmmGadX5HcysS/85IeHMi9S\nx1vVzXR5vIiiz77IiAnlVzKxL/y8MNuAXqvqtjA66+DsTsh7BiKkK97bL4X/BOYGOOfbLfq56mcq\nOitYn7sehSCfr/4IbQQrx6/kp8qfuNnhKzzXtnUrglJJ9MsvSxxdT0LnzEE7aRJtW7Yiulx4PV5O\n/1BJbJoew0R52Bd+8h5IR6FScOa2hWGsr+PKscNMfmAJIWHSa+5+BEFg5tLltDfUc+X4YQCsZ5rw\ndDoIu08e9oUfVXgQofkJWM804e7wJQaLiorQaDQUFMhosw3Izs4mJibmTi0Mj8dBVdU2IiJmEBkp\ng2PZd2EwbAQ8dyyMUnMXe9tMrEuNRScD+8KPSiHw2/R4Llhs7G0zAfDBySraZWRf+MmM1fFobhI7\nT1TRZrltYRT9C4TEwDR5WG13mPwMhKX4OqOIImanmffL32dB6gLGRY2TOroerMtdh9VlvWNhdJ0q\nxnbmDNFr1qCQgX3hRxEURPSal+kqLqarpASA8/urcTk9TJWJfeHH//15fl8NTvvwLYxhzWIEQXhI\nEISrgiDcEAShT1ZBEIQXBEFoEQTh/O1fL99173lBEK7f/jV0xRhR9O0apc8Bw+xh/0ECxtw/gscF\nx/5KeVs5h2oP8Vz2c+g0gW9FNhgqhYq1k9ZS3lbOkbojtH/yCZ72dmI2Std5ZCCCMjMIe/hhjB99\njLu93Wdf6NXkzJOJjn0X42cmoosMomR3BXarlbO7dzFq2gziDNK0dxqMgieW47R1cfaHXdhvduCs\nMBFWmIIgQTvawRDUSvTzUnHc7MRR2cmJEydwOp0UFkrXIWEgkpKSyMrKumNhVFS8gTYoicQE+exo\n+klJfha1OpKKitdpcbp4r66VJ+IjyQiRj33h54+GBFpdbt6vb2VveRPlDSZeXTAalURdcgYiTKvm\nxdkZ/FzeRHm9yfddJXphzh+kDq0vGfMgbSYc/TNel42tpVsZFT6KRemLpI6sD89lP4dWpWVr2Vac\ntXV0fP0NEU8+iTpeHvaFH0EQiNm4AVddHZ3ffsu1kiZMLTZZ1L7oTUiYhpy5yVwtbqKzpYtTX32C\nUq0m/1dPSB1aH0ZPKyA2zcDJrz7F43RhPliDJlVPUJZ8drT96Of7EpXmgzU0NzdTXl7OjBkzCAmR\nyY72bRQKBfPmzaO5uZkrV65QX/8JTmczmRmvSR1aH4KDU0lIeJz6+k9wOJr5U2Uj4SolL6bIawMD\nYGl8FOlaDf9e2YjV4WLb4VvMzYphSpo0rZMH49WFWdjdHrYfqYCaErh54LZ9IZ/ddwBUGpj7e6gt\nhluH+OjyR5idZtbnrpc6sj6MiRzDovRFfHj5Qzodnb7aF7GxRDy5TOrQ+hDx1FMoY2JoeWsTdquL\nsoO1jMqLIzpJXutVgPxHblsYh4ZfC2PI2aEgCErgLWAxkA2sEAShv/YVn4qiOPn2rx23n40C/jsw\nA5gO/HdBEAb/V97V5ts1mi9x55GBiMqESU/D6XfYeuZ19Bo9K8evlDqqfnlk1CMk65LZXvwWbW+/\nQ+isWYTkSVt1eiBiNqxHtNm4vukzasqNTL4/DXWQfDLvfpRqBVMeTKfhZieHP/gcu9XCzKXysi/8\nxBkyGZ1fwNk939K5twKFXk3odHnZF35CZySg0Klp/vkGp06dIjs7mziZqOO9KSwsxGazUVz8LibT\nedING1Ao5JN596NShZKW+iJtbYd4/cYlHF6R3xnkZV/4mRGhY3aEjjermvjL/uukR4fw2GR52Rd+\nXpydgT5Ixc6fT/hswdwVEClNL/VBEQQo/Ecw1bH38P/gZudN1uWuk5V94SdSG8nyccv5seJHKt76\nDwRBIHqNvOwLP7rCQrQTJtCyZRund1cSnaIjI1c+mvvd5D2YhkIhcPyLM1w+WkTuosWEhMsvKSAo\nFBQsXU57fS0VXxzH0+FAL5PaF71RRQQROi0e6+kmDu07iEajYebMmVKH1S85OTlER0dz+PB+Kqu2\nEhGeT0SEPOp09MaQvhFRdLP3xqf81GpibUosYTKyL/yob1sYZWYb/+PgddqsTn53v7zsCz+j43Q8\nMimJnScqcR74PxASDdNekjqs/slbBfokrEX/h53lOylMKSQ7WtpOiQOxbtI6LC4Lu7/8V7pKSohe\n8zIKiVonD4ZCqyX6pZfoOnmSMx8W47J7yF9ikDqsfolLDyM9J5rze4d/jGQ4M5npwA1RFG+JougE\nPgGGe9j7QWCvKIpGURTbgb3AQ4M+YWny7RoZ5g7zPyEB8/6BqwqRAw3H3KNVzAAAIABJREFUWDV+\nFXqNdK3IBkOtUPPyxJdJ3n8Rj9FIzKuvSB3SgASNHo3+oQcpveBGG6Ikp1B+9oWf8bMTCdGLXCra\nTeaUfOIzpW3vNBgFS1eg90TiqrSgL0xFkLAd7WAoNEr081I4W30Rp9Mpq9oXvUlJSWH06FG0d7yP\nRpNAUqJ8zj32JiVlFV3KZN5vcvHr+EhGh0hcdXwQ/mhIoK3OQnm9iVdkaF/4CQ9R88JsA2NuvIPo\ndfusPLmSuQBvSj5bKneTEWbggfQHpI5oQJ7Pfp4kqwbXtz8Svmwp6gR5Jlv9tTBqHfF0ttjIXyI/\n+8JPaHgQ2XOTuHriexQqJfmPyvddlTV9FjEp6XhLu1Anh6IdI78dbT/6+am0i1bKr11m+vTpsrMv\n/PgtDEE4jtPZREbGb2T7WQ0JSSc+/lG2NmsJUwq8nCLPpCDAkwlRJKuUfHWimtmjopmaLm3r5MH4\nzcLRjHFfRVOxH2a+CkHy230HQBUEc37Px52XMTlNsrQv/IyN8nXx0r7/LYroKCKeekrqkAYkcvnT\neGOTuXjGTGZeLNHJMv35A9OWGLBbh99OdTgzxGTg7pRI7e1rvVkqCEKZIAhfCILgPww8rGcFQVgr\nCMJpQRBO43H6zu7K9CULQPQotqaPR+f1sjLtQamjGZRfJT/I46egIktPsEztCz/i4y/RFjGe0aF1\naLTSd3MYCJVaSVRCBV6PjVH5S6QOZ1DiM0YxLW0xdk8X6onyOffcH8rJkVxS1ZAZnESCTBcvfvLz\n9eh0TXi9D6BQyC/z7kel0nNE/w84RCVrYsxDPyAhMyNCiaiyoghRsXhSotThDMrLk0NYqdzPSf0i\niJJP8d4+CAIHch7mhkpgbVg2SoU8E5gA0cHR/PZSGqIoYl/xsNThDEpI4XyqxjyKztlCxgT5LrQB\nRucF4XGUE5VSQGiEfGMVFApm5z9NiKDDnGKV7UIbQBWp5WJcAypRwfQJU6UOZ1Cys8eQbijHZksi\nIkKepogfe9x6SsjnidBrhKvlOwdUKwSmm8Dj8DBvunw32wDGxOv5X5E/0CHq6Mh5QepwBqVr4jLe\niwhnjqglJyZH6nAGZR3zGF/h5vrDOSgkbp08GIrgYFoXbcAtaMjJtA/9gITEG8Iw6oe/cfWftcX1\nHWAQRXESPsvivSHG90AUxW2iKE4TRXEamlDInP+fFNbIcK39GnvdRp7pNBN+5m9ShzMo1i+/Jszi\n5W/TuzjRcELqcAal7IIHNU5iftqEp7Nz6Ackwmm3UXf5AGptJrdK5blL7MdRZSLcHcWVjpOUHtgj\ndTiDUny2BCducjtScFSbpA5nQERRxGL5BI9HT0mxBuddLRXlhtHl5ktLOgWKEpSNb0odzqAcutZC\nl9GBI0PH583tQz8gIeHntqARPPzXlge43iTfxJBX9LKl+TjpopKHLuzx1W+SKa7GRgyHb3A4V8WO\n5m+kDmdQbp1twaqKwnB9F+Yff5A6nEG5cGAXgkKJuSMbU5tN6nAGRPSIhFYHY/IaOXr0Y8S72n/K\njdbWVq51VjHem4K3xDj0AxLS1Pw1arWFGzfGc/369aEfkJDNjUpCBCezTf+O09kqdTgDYnd5OH2+\nCVW0lu/ctjsdSWRJ/TkmWk+w3f0w75S0SB3NoHxy6xs6FALrGyqh8qjU4QyK7oM9dOnU/EfKBSxO\ni9ThDIjD5uZaewyxneWIn22XOpxBOXGrjR/E4X9HDWf1VQfcXV495fa1O4ii2CaKor/Z8A5g6nCf\n7YM+Qd72BbCtbBuh6lBWJS+A4h1gbRv6IQnwOhy0bd+BNn8axnEJbCndItsXbUu1mcoLbUycFY3C\n1IZx5/tDPyQRpT/vwWY2kfvAUuqudlB/vWPohyTCtL8aRagad6bA6e+/xmnrGvohCbDb7Zw8eZIx\nWWOIDY7EfLsjiRzp6DhFR2cJ8fHPY7E4OHPmjNQhDcj2mha6PCKvJChoad2L2XxZ6pD6RRRF/rrv\nOkkRWvLGxfJmdTMOuS5gLC1Q8jau7GU0q5N548ANqSMakEM1h7jafpW1WU+i6qiG0k+kDmlA2na8\nDaKI59nH2H1rNzWme2upFihEr0jJnkoiE0NIieqidfMWxNvtP+VGZ3MT5Yf3kz1vEQqljrM/yfe9\n2nW+GY/Rjnp6OG211Vwvke+Gy5EjR1AqlczInoqluBGPSZ5JbK/XSVXlZvT6XASyOXTokGzngJct\nNr5v6eSFRB0hYhvV1e9IHdKAfFJcTYvZwTPzMjht6uJIu3wXsBT9G2jDqct6lnePVdJpk2cSu8vV\nxXuX3mNWwgxy1ZG+jikypevcOazHj6N9bjmtmPnkqny/Vy8crMVp8zB5hh7rkSPYysqkDmlA/rrv\nOvWq4c/7hpPAKAGyBEHIEARBAywHvr17gCAId/u+jwL+WfJPwAOCIETeLt75wO1rAxMUNszQpeFm\nx01+rvyZleNWEj7/v4GrC07Ic2ez4/MvcLe0EPfKq7w88WXONZ/jVOMpqcPql5LdFQSFqJjyZB76\nRfdj3LkTj0l+u/Auu52S774ifVIes56cQ3CYhpLdFVKH1S+OahOOa+3o5yUz48mnsVvMnP9ZnhZG\ncXExdrud+Qvmo5ubgv1qO84aee5s36p4HY0mjpwJG8nIyODYsWO4XPKbFHS43OyobeGR2AgKRz2F\nUqmjolKe76oj11s5X9PBKwtG819GJVLvcPFJg0x3No+/Dh4HQQv/iedmGviurJ4bzfKbwIqiyJbS\nLaTqU3m44B8hKQ+O/LssLQxXUzMdn31G+K8fY8WC36JSqNh+QZ67RTfPtdDeYCX/4QxiN27EWVGB\n6YcfpQ6rX4q/+RxBEJj91NOMn53E5WP1mI3y04hFj4j5YA3qxFAyH59DZFIKJ7+Qp4XR1tZGWVkZ\n+fn5JDwwBrxezIeHXzk/kDQ0fo3dUU9m5mvMnTuPhoYG2VoYf6lqIlSp4NXMMcTHP0Jt3fs4nfL7\nDrC7PGwuusn0jCj+W76BpCA1/1HZKM/EUEMZXN0NBa+w9oE8zA437x6T53z182ufY7Qb2ZD3Ksz+\nLVQchip5JjFbN21GGRnJ+Jd+y9zkubx36T26XPLbHHTa3ZzfX41hUgyjXl6GMjyc1rc2SR1Wv5y8\n1capCiOae6h9NuRIURTdwKv4Eg+Xgc9EUbwkCML/FATh0dvDXhME4ZIgCKXAa8ALt581Av8LXxKk\nBPift6/9/5atpVvRqrQ8l/0cxI6FCY9D8Tboktcfy+t00rZ9O8HTphIyYzqPZz1OXHAcW0q3SB1a\nH1pqzFSUtjJpYSpBwSpiNmzAazZjfF9+Fkbpvh+wmTqZuXQFao2SvEVp1F5pp+Gm/I68mPdXowhR\nEVqQROLosRgmT+X0d1/htMtLI3Y4HJw4cYIxY8aQlJSEbmYiQrAK0wH57Ra2txfT0XGK9PS1KJVB\nFBYWYrFYZGlhbKttwezx8gdDPGp1OKmpL9DS8iMWy1WpQ+uBKIr8df91ksK1LJuawrxIHdPCQni9\nqgmn3BYw1lYo2QE5yyBmNGvmZqBVKXnzgPwWBUW1RVw2XmbNxDWolGpfban2Sij7TOrQ+tD29g5E\nj4eYdeuIDYll2ZhlfHfzO2rN8loYil6Rkt0VRCaEMGpqHPpF9xOUlUXr5s2yszBMrc1cPLSPnIUP\noo+OYcqDaQCc/alK4sj6Yitrwd1qI+y+NJRKFQVPPE1LdSU3Tp+UOrQ++O2LWbNmoYoOJmRyHNZT\nDXjM8rIwvF4XlZWbCNNPIjqqkNzcXCIiIigqKpLdYvuq1c63zR28mBxDlFqFwfAKHo+N6hr5WRif\nn66hyeTgt/dlEaRQ8GpaHKc6rRzrkF8Sm6J/gaBwmLGO7KQwHsiO552jFZjs8kpi29w23rn4DgWJ\nBUyOmwxTV0NorCwtDFtZGdYjR4havRpFaCjrc9fT4ejg4ysfSx1aHy4cqsVhdZO/xIBSF0rU6tVY\nioqwXbgodWh9eH3/dWJ0QcwfO/zWycNKdYiiuEcUxTGiKI4SRfF/3772/4ii+O3t//9fRVGcIIpi\nriiKC0RRvHLXs++Iojj69q937/HPJCtudd7ix8ofWTFuBRHa263I5v0XcFrgpLyyWp1ffom7qYnY\njRsRBIEgZRAvTnyRM01nKGkskTq8HpzeU4lGqyR3YQoA2uxsdAsXYnxvJx6LfL4UXA47Jd9+SVpO\nLsnjfO2dcuYlE6xXc1pmFoazxoz9aju6uSkobrejnbl0OTazidK98jqzXVxcjM1mo7CwEACFVoV+\nTjL2y0acdfL5+QNUVL6BRhNDctJyAAwGA+np6Rw9elRWFkbnbftiSWw443XBAKSlrpalhXH8Zhtn\nqtrZMH8UQSolgiDwB0MCdQ4XnzXKrBbGiTfBZYN5/wBAtC6IVTPT+ba0nlst8vms+u2LZF0yj4x6\nxHdxzEOQMOm2heGWNsC7cLe00PHpZ4Q/+iiaVN+J09UTViMIAjsu7JA4up7cKm3BWG9l6mIDCoWA\noFAQs3EDzps3Mf/8s9Th9aD4my8AmP6Yr/NIWHQw42YmUn6sHku7Y7BHA4roFTEdqEadEII2OxqA\ncbPmEZGQyIkvP5HVYttoNFJaWsrUqVPR633d5/QL0xDdXsxH5JVsa2zchd1ee6fziFKpZO7cudTV\n1XHjhryOvf21qolgpYL1qb7W6brQLOLiFlNbuxOXSz5HdB1uD5sO3WRaeiSzRvk+qysTo0nQ+CwM\nWdF4Ea58DwXrIdi3XnntvixMdjfvHauUNrZefHHtC4x2Y3fnEU0IzHoNbh2EmmJpg+tF61ubUIaH\nE7lyJQCTYicxO2m27CwMp93N+b01pOdEE5fuO9kQ+ewzKMLDad28WeLoelJSaeT4zTbWF2aivYdO\nifKuQCgztpVtQ6vS8vyE57svxmdD9mNwaivY5DHZ9jqdtG7bTnBeHiF39SdfmrWUmOAYWVkYrbUW\nbp1r8dkXIeo712M2bsRrMtH+wQcSRteTC/t/oquzg5lLV9y5pg5SMvn+NKrLjTRWyMfCMN22L3Sz\nuk93JY0ZT/qkPE5/9xUuhzw0YofDwfHjxxk9ejTJyd3VvHWzkxC0KkwyqoXR0XGa9vbjpKWtQakM\nvnN9/vz5WCwWzp49K2F0PdlR24rJ7eX36fF3rqnVEaSmrKK5+QcsVnkYA/7aFwlhWp7K7y6XtCBK\nT54+hL9WNeHyymQB02WE4u2Q84TPvrvNmrmZaFQK3jwon0XBkbojXGq7xJqJa1Arbr9XBcFnYRhv\nwcUvpA3wLtrefgfR5SJm/bo71+JD41matZRdN3ZRb6mXMLpufPZFJRHxIWTld/+70j/wAJpRo2jd\ntEk2Rx7Mba1cPPgzOQvuJywm7s71qQ+lgxfO/iwfC8N2oQV3iw39wjQEha/+mUKppOCJ5bRU3uLm\nGfksYI4cOYJCoWD27Nl3rqljblsYJxrwWORhYXi9biqr3kKvn0B09II713NzcwkPD5eVhXGjy843\nTe28kBRDtKa780iG4VU8HqusLIwvztTS0Gnntfuy7nTJ0SoVvJoex4kOK8flVAvj8L+CRg8FG+5c\nykkO5/7xcew4WoFZJhaG3W3nnYvvMD1hOlPj7+rok/8ShETLysKwXbiIpaiIqNUvoNSF3rm+Pnc9\n7Y52PrsqH7vxYlEddquLaUsMd64pdTqinn8Oy4ED2MvLpQuuFz77QsMzM9Lv6bm/JzCGSWVnJT9U\n/MDTY58mStur5/O8fwSHCU7KIzHQ+fU3uBsaiLltX/jRqrS8mPMixY3FnGmSh/J+ek8laq2S3PtS\ne1wPzpmArrAQ47t/w2OxShRdN26nk+JvvyQ1eyIp2T3bO+UUJqMNVXN6d6U0wfXCWWfBfsWIbnYy\niqCercgKli6nq7ODsn3yOLN9+vTpHvaFH5+FkYS9vA1nvTwmBRWVb6JWR5GSvLLHdYPBQFpaGkeP\nHsXtln5n2+z2sK22hYdiwsjRh/S4l5r6IkplMJWVb0kUXU9O3jJSXGlkfWEmQaruzLvPwoinxu7k\n8yaZHM878RY4rT7r7i5i9UE8MyOdXefrqWyV/l0liiJbS7eSFJrEo6Me7Xlz7MMQnwOH/w280h95\ncLe10f7JJ4T/6hE06T0nLy9NfAkEePvC2xJF15OKslbaai1MXZyOQtH9vSoolcRs2IDj+g3Me/dJ\nGGE3xbu+QBRFpj/2ZI/rYTHBjC1IoPxIPdZO6S0M0Sti2l+DKi6E4JyYHvfGz5lPeHwCJ7/8WBaL\n7fb29jv2RVhYz1pt+gWpiG4vliOD16gPFE1N32KzVZNh+E2POaBKpWLOnDnU1tZy69YtCSPs5i+V\nTQQpBDak9VTHdbqxxMY+RE3Ne7hc0m8OOd1eNh28SV5aBHOzen5Wn0mMJk6j4k9ysTCayqF8F8xY\nB8E9Wye/dl8WnTYXO0/II4n55fUvabW1dtsXfjShMOs3cGMf1MpjvdK6eTOKsDAin322x/XJcZMp\nSCzg3UvvYnNLf0Tb5fBwfl81adlRJGSE97gX9eyzKPR62VgYZ6raOXK9lTVzMwnW3Fub978nMIbJ\n9gvb0Sg0Pe0LPwk5MO4ROLkZbNLqbqLTSdvWrWhzJxE6Z3af+8vGLCNaGy0LC6Ot3sLNc81Mmp+C\nNlTd537MKxvxdHbS/tFHEkTXkwsHfsLabqTgLvvCj0arYvKiVKouttFUKX3hUdP+agStCt3spD73\nUsZNIC1nEiXffonLKe0E1ul0cuzYMUaNGkVqamqf+7pZSQhBSswyqIXR2XkOo/EI6Wkvo1T2TAoI\ngkBhYSFms5lz585JFGE3b9e20On28HtDQp97Gk0UKcmraGr6Hqv1pgTR9eSv+68Rpw9i+fS0Pvfu\njw5jkj6Yv1bKwMLoMvosu+zHIG58n9vr5mWiUgi8JQML43j9ccpay3hp4kuolb3eqwoFFP4jtN2A\ni19JE+BdtL3zDqLTSfS69X3uJYQm8MToJ/jqxlc0WqVdGIiir/ZFWGwwY+6yL/yELX4ITUaGLCwM\ni7GNCwd+YkLhfYTH9Y116uJ0vF6RczLoSGK72Iq7uYuw+1Lv2Bd+FEolMx5/iqZbN6g4d1qiCLs5\nevSoryDq7L7zKnVcCMGTYrGcqMdjlXZn2+t1U1H5FjrdeGJi7u9zPy8vj7CwMFl0JLnV5eCrpnae\nS44hVtN3DuizMCzU1Pwt8MH14quztdR12HrYF36ClQpeSYvjaIeFU3KohXH430Cjg5mv9Lk1KSWC\nBWNj2XHkFlaHtBsuDo+Ddy68w9T4qeQn5PcdkP+yLwEjAwvDXl6O5cABop5/DqVO1+f+htwNGO1G\nPr/6uQTR9eTi4TpsZhfTlmT0uacMCyPquecw792H/ar09dBe33+dqFANzxbcm30Bf09gDItqUzW7\nb+3mybFPEhMc0/+gwn8ER6evoKeEdH77La76+ju1L3oTrApmdc5qTjac5HzzeQki7ObMnkpUGt8R\njP4InjSJ0LlzMb77Ll6rdDubbpeL4l1fkDxuAqkTJvY7ZmJhCkEhKk7vqQxscL1w1luwl7ehn5OE\nQqvqd0zB0hVYO9q5sH/whkAjzenTp+nq6upjX/hRhKjRzU7CdrENV6O0O9sVlW+gVkeSnPxsv/cz\nMzNJSUnhyJEjkloYFreHrTUtLIoOI7eXfeEnLe0lFAotlZXS1u05dauNk7eMrCsc1e+5R0EQ+KMh\ngSq7k6+aJD6ed2oLOM2+93w/xIVpWTE9ja/O1VFjlO4crCiKbC7dTEJoAr8e/ev+B437FcRlS25h\nuI1G2j/6mLCHHyYos+9EC25bGEhvYVRdaKO1xsK0xeko+qmS7rMw1uO4ehXLgQMSRNhNybdf4vV4\nmP7rp/q9Hx4bwtjp8Vw8UiepheGzL6pRxQYTPLH/wm3ZcxcSFhvPCYktjI6ODs6dO0deXh7h4eH9\njglbmIro8mI5Kq2F0dy8G5utso994cdvYdTU1FBRIW3trr9WNaFRCLySGtfvfb1+PLExi6ipfRe3\nW7quZC6PlzcP3iA3JZz5Y/r/rK5KiiFGreJPlU0Bjq4XLVfh0tcwfQ2ERPU75LX7smjvcvH+SWkt\njK+vf02zrbmvfeEnSA8zX4XrP0GdtEd0WzdvRqHXE7VqVb/3p8RPYXrCdN699C52t3RHtF1OD+f2\nVpMyLpLEUf2/q6KeW4VCp6N1k7QWxvmaDoqutfDy3AxCg/pfrwzG3xMYw2D7he2oFCpezHlx4EGJ\nuT4998RbYJdmF150uWjdshVtTg6h8+YNOO7JMU8SpY1ic6l0H15jg5XrZ5qZND8Zra5v5t1PzMYN\neNrbaf9Euj7LFw/8jMXYxsylK/qdEABoglVMvj+VyrJWWqql+6I1769G0CrRzU4ecIz/GEzJri9w\nO6U5s+u3LzIyMkhL6z+BBaCfk4wQpJS0FkanqZS2tiLSUl9CpQrtd4wgCMyfPx+TycT589IlBt+t\na6Xd7eEP/dgXfjSaaFJSnqGx6Vu6uqSbwL5+wFd1+pkZA//8H4gOY6IumL9UNeKWysKwdfiOB47/\nFcRPGHDY+sJRKAVpLYyTDScpbSnlpZyX0Cg1/Q9SKHzHYFqvQvk3gQ3wLozv/g3RbidmwwCTVyBJ\nl8Rjox7jy+tf0mSVZmFwx76I0TJmxsD/rsIefhh1ehotmzZJtti2tBsp2/cj2fMWEhE/cKxTFxvw\nur2c3yvde9V2qQ13Uxdhd9W+6I1SpWLG40/SeOMalaXSLWCOHj0KwJw5cwYco44PJXhiDJbj9Xi7\npLEwRNFDReWb6ELHEhu7aMBxeXl56PV6ioqKAhhdTyptDr5oMrIqKZq4oIHngIaMV3G7zZJaGF+f\nraO2vX/7wk+IUsHGtDiK2s2c7pRww+Xwv4E6BGb+ZsAheWmRzBsTy/bDt+hySrPh4vQ42XFhB3lx\necxImDHwwOlrQRsBRf8auOB6Yb96FfPefUStWoWy1/Gxu1mfu55WWytfXv8ygNH1pPxIPTaTk/x+\n7As/yvBwIlc9i/mnn7BfuxbA6Hry+v7rRISoeW6m4Rc9//cExhDUmmv57uZ3PDlmEPvCT+E/gr1D\nMguj87vvcdXWEvNK//aFnxB1CM9PeJ7j9ccpbSkNYITdnPmhEpVaMaB94SckL4/QWbNoe/sdvLbA\nny1zu1yc2vU5SWPGkzYxd9CxExekEhSiokSijiSuRiu2S22+2hfBg2czZy5diaXdyIWD0lTOP3v2\nLFarlfnz5w86ThGiRjcrCdvFVlxN0kwKKiveRKWKICWl/8y7n1GjRpGcnMyRI0fwSNBS0er2sLmm\nmYVRevLC+rcv/KSlrUGh0EhmYZyuNHLsxtBVp/21MCpsTr5plsjCOLXVZ9fN69++8JMQrmX59FS+\nOFNLbXvgLQx/55G4kDieyHpi8MHZv4bYcVD0byDBkQd3ezvtH35I2OLFBI0aNejYNZPWIIoi716S\npolZ9SUjzVVmpi42oBykR72gUhGzfgOO8stYDh4KXIB3cfq7r/B43BQ8/vSg4yLiQ8iaHs/Fw3V0\nmQKfxBa9Iub91ahiggnOHbxt3oTC+9DHxHLii48kSQx1dnbesS8iIiIGHRu2MA3R4cEskYXR1LyH\nrq5bGDJ+gyAM/FlVq9XMnj2bqqoqKisrAxfgXbxe1YRKEHglre8xp7sJ0+cQE3Mf1TXSWBju2/bF\nxORwFo7r3xTx83xyNFFqpXQdSVqvw8UvYfrLEBo96NDf3pdFm9XJhyelSWJ+c+MbmrqaWJ+7ftD1\nCtow31GYaz9AgzTrldZNm1HcLoA5GPkJ+UyLn8Y7F97B4Qm83eZ2ejj7UxXJYyNIyhr8XRX9/PMo\nQkJo2yJNOYGy2g4OXGlmzdxMdL/AvoC/JzCGZMeFHSgFJatzVg89OCkPsh70tdpzBPZFK7rdtG7Z\n4mtBOsSiEGD52OVEBEVIUgujo6mL6yVNTCxMIVg/wC7hXcS8+goeo5H2Tz4NQHQ9uXRoH5a2VmYu\nG9i+8BMUrGLSwlQqSltprQ38F61pfzVCkBJ9P7UvepM6YSLJ47Ip3vUF7gC3/3S5XBw9evROC9Kh\n0M1JRlArMB2oCUB0PTGZLtDadoC0tBdRqfqee7wbfy2Mzs5OSksD/0X7t/o2jC4PfxzEvvATpIkh\nOXkljU276OoKvEb61/3XiQ7VsHIQ+8LPgzHhZIdq+UtVE55AL2DsnXDyLRi7BBInDTl8w/xRKASB\nTYcCX1+kpLGEs81nB7cv/PgtjJbLcPnbwAR4F8b33sNrsw1qX/hJ1iXzq1G/4otrX9DS1RKA6Lrx\n2xf6KC1jB7Ev/IT/6hHUqam0vvVWwBfb1o52Svf+wPg584lISBxy/LTFBtwuL+f3BX4BY7/sOxao\nX9i39kVvlCo1M379JA3Xr1J1IfB227FjxxBFcVD7wo86IZTgnGgsxwJvYYiil8rKtwgNzSIu9sEh\nx0+dOhWdTsehQ4dGPrheVNscfNZo5NnEaBIGsS/8ZBhexe3upLb2/QBE15NvztdTbewa1L7wE6pU\nsiE1joNGM2dNEmy4HP53UGkHtS/8TE2PZM7oGLYevonNGdgNF5fHxY4LO5gUO4mZiTOHfmDGOggK\nl8TCsF+7hvmnn4hc9SzKAY6P3c363PU025r56nrga0yVH6unawj7wo8yIoLIZ5/F9MOPOCRoq/z6\n/huEB6t5bua9177w8/cExiDUWerYdWMXS8csJS5k8MzrHQr/yddOtXj7yAbXi87vv8dVXT2kfeHH\nb2EcrTvKxdaLAYiwm9N7KlGqFExeNPTiBSBkyhRCCgpoe/vtgFoYHreLU998RuLosaRPyhvWM7kL\nU9BolZQEuCOJq8mK7WIrullJKEKGnhAIguCzMNpauXhwbwAi7Obs2bNYLJYBa1/0RhmqRjczCVtZ\nC67mwO5sV1S+iUoVRmrK4Jl3P1lZWSQlJXH48OGAWhhWj4dN1c3FIhtVAAAgAElEQVTMj9QzNbz/\nYy69SU9bgyCoqKwKrIVxttpXdXrtvExCNENn3hWCwB8MCdzocrCrOcBFkk9t8yUxBqh90ZvE8GCe\nnJbC56drqOsIrDG2uXQzscGxLB2zdHgPTHgcorN8k8IAWhiejg7a3/8A/YMPEpSVNaxn1kxcg9vr\n5p2LgW2pWFNupKnCxNTF6ShVQ0+XfBbGOuyXLmEJsJ5/+vuv8bhczBjCvvATmRBK1rR4LhTVYQtg\n+09RvF37IlpLSO7w5lUT5i9CFx3DiS8CWwvDZDJx5swZJk+eTGRk5NAPAHq/hXEssO1/m5t/wGq9\nTobh1UHtCz9+C6OyspKqqsAmsV+vakaBwCtpw/v5h4VNIjp6PlXVb+N2B65Iptvj5a2DN8hODOP+\n8cOL9cXkGJ+FURHgI29tN+HCZzDtRdANbjX5+e39WbRanHx4KrA//103d9FgbWBD7oZhrVfQhvva\nwV75HhovjHyAd9G6eTOKkBCinhveHHB6wnSmxE3h7Qtv4/QE7r3qdnk4+2MVSVkRJI8Z3rsqavUL\nCMHBtG4O7Eb2xbpO9l1u4qU5Gei1Q69XBuLvCYxBePvC2wiCMHjti96kTIXR99+2MALzohU9Hto2\nbyFo3Dh0CxcO+7kV41YQHhQeUAujo7mLa8WNTChMJiRsaPvCT+wrG/G0ttLxeeAq/F4qOoC5tWVY\n9oWfoBA1kxamcutcC211gfuiNR2oQVAr0c0ZuPZFb9Im5pI4ZhzF33yOxx2Y3SK/fZGWlobBYBj2\nc7q5yQgqRUA7kpjNl2ht3Udq6ouoVPphPeO3MDo6OigrKxvhCLt5v66NNpebP2YMvUvsJygojqSk\n5TQ2fo3NFji75ZdUnX44NpxxoVr+XNkYOAvDYfa9x8c8BEmTh/3YxgWjAdgSQAujpLGE002neTHn\nRYKUQcN7SKH0WRjNl+Dq7pEN8C6MO9/Ha7USs2HDsJ9JDUtlSeYSPr/2Oa221hGMrhu/faGLDGLc\nzKGNBj/hjz6KOjmZ1k2bA7bY7jJ1cv7n3YybPY+opOF/B0xbbMDt9HB+X+D+/dsvG3HVW9EvSENQ\nDu97VaVWM/2xZdRfLafmUuDeq8eOHcPr9Q7LvvCjSdKhzY7GcqwOrz0w9QVE0UtF5ZuEhIwiLm7x\nsJ+bOnUqoaGhAa2FUWN38mmjkZVJ0SRphz8HzDD8Bre7g9q6D0cwup58V1ZPRat1WPaFn1CVknUp\ncew3mjhvCuCGy5H/AKUGZr027EfyDVHMzIxm6+Fb2F2B2XBxeX32RU50DrOT+nb0GZCC9RAUFlAL\nw3HjBuYffyLy2WdRDTOBKQgC63LX0dTVxDc3Aldj6vKxBqydTvKXGIb9jCoykqiVKzDt2YMjgG2V\n3zhwHb1WxfOzDP9Xv8/fExgD0GBp4OsbX/NE1hMkhA5/UQD4LIyuNjgdmMrppj17cFZVEbNxmNnM\n24SqQ1k1fhVFtUWUt5WPYITdnPmhEoVKQd4w7Qs/Ifn5hOTn07Z9B17HyJ8t87jdFH/zGfGZWRgm\nT72nZ3PvS0UdQAvD1dyFrawF3axElP20ox0IQRCYtXQF5rYWLh3aP4IRdnPu3DnMZjPz58+/p8+q\nUqchdGYiXaUtuFoCMynw2Rd6UlP6aZ08CGPGjCEhISFgFkaXx8tbNc3MjdSRP0z7wo8hfR2CoAxY\nLYzzNR0cunrvVacVgsDvDfFc73LwXaAsjOJtvppGw7Qv/CRHBLNsagqfltTQ0BkYC2Nr6VaitdEs\nG7Ps3h7MWQpRo3xt6gKw2PaYTBjffx/9okVox465p2fXTlqLy+vibxf/NjLB9aL2SjuNt0xMfWh4\n9oUfQa0met1a7GVlWG8XfxxpTn//NW6nkxlPDM++8BOVFMroKXFcOFiL3TLySWxRFDEdqEYZpSUk\nb3i7xH4mLngAXWQUJ774eISi64nZbObMmTPk5uYSFdV/N4eBCLsvDdHuwRIgC6Ol5Wes1mu37YuB\nawr1RqPRMGvWLG7dukV1dWA2B96o8pkJrw7TvvATHj6ZqKi5VFfvwO0e+eMZHq/IGwduMC5BzwPZ\ng9fp6M2LKTFEqJT8KVC1MIy3oPQTn32hv7dYf3t/Fi1mBx8XB+bn//3N76mz1LFh8r2tVwiO9B0l\nufwtNAVmvdK6eQtCcDBRq1+4p+dmJs4kNzaXHRd24PKM/HvV4/Jy9qcqEkeFkzx2eIkWP1GrVyNo\ntbQGqBbG5QYTP11q4sXZGYQH/3L7Av6ewBiQty/6kg8v5bx07w+nTofMBXDsdXCO7GJL9Hho3byF\noKws9Pf37fk9FCvHr0Sv0QfEwuhssXH1VBMT5iYRGj7MXcK7iHnlFdwtLXR8/sUIRNeTy0cO0tnc\ndE/2hR9tqJpJ81O4ea6ZtvqRtzDMB6oRVIp7si/8pOdOIWH0GE598xmeEW7/6Xa7OXr0KKmpqWRk\nDH1Grzf6uSk+C+PgyO8Wmi1XaGn5mdSUF1CrB6463R9+C6O9vZ2LF0f+eNaH9W20ON3Dqn3Rm6Cg\neJISn6ah8StstpEvPPfG/0XV6UdiI8gKCeLPVU14R3qx7bDA8Tdh9CJIvrcEJsDG+aPxiiJbi0Z+\nV+Ns01lONZ5idc5qtCrtvT2sVMG8f/BpuVd/GJkA78L4/vt4zWZiNg7fvvCTHpbOwxkP89m1z2iz\ntY1AdN347YvQiCDGzxq6plBvIn79a1RJibS+OfK1MLpMnZz/8XvGzpxLdHLqPT8/7WEDLoeH0gDU\nGLJfbcdVayFsQSrCIAVR+0Ol0ZD/2DJqL1+kpnzkNfLjx4/j8XiYO3fuPT+rSdahHR+F+ejIWxg+\n++INQkIyiI9fcs/P5+fnExISEhALo87u5OMGIysSo0i5B/vCT2bGa7hcRurqPxqB6HryfVk9t1p8\n9oViiDotvdGrlKxNjeXnNhMXzAHYcDnyJ1Co7sm+8FOQGc30jCi2FN0ccQvD7XWzrWwb2dHZzE2+\n939XFGwEjQ4Oj7yF4bh1C9OePUStXDFs+8KPIAisz11Pg7WBXTd3jVCE3Vw+0YCl3UH+kox7Xq+o\noqOJXL4c0/e7cQagoO/r+6+jD1Lx4ux7XwP05u8JjH5otDby1fWv+PXoX5OoG7462oP5/wxdrXB6\nZM/smn78EeetW77aF4p7/3HqNXpWjV/FwZqDXDFeGYEIuznzYyUKhcCUB35Z0ZaQGdMJnjqVtu3b\n8Y5g+0+vx8Oprz8jLmMUmVPyf9HvMfn+NNQaJWf2VP7nBtcLV0sXXaUthM5MQqm79wmBIAjMXLYC\nU0sz5YcPjECE3Zw/fx6TyURhYeE9v2QBlHoNoTMS6TrfjLt1ZHe2KyveRKnUkZr6wi96fty4ccTH\nx3P48GG8I1hfwO7x8mZ1E7MidBREDF5kdCDS09cBCqqqRrat8oXaTvZfaeblORm/qOq08nYtjKtW\nO7tbOkcgwrso2QE2o+89/gtIjQrhiSnJfFRcTZNpZHvCbyndQpQ2iifHPPnLfoOJT0FkBhT9vyNq\nYXjMZozv7UR3331ox4//Rb/H2klrcXgcvFf+3n9ydD2pu9ZBw41OpjyYjlJ979+rgkZDzNq12EpL\nsR4/PgIRdnN2zy5cTgczly7/Rc9HJ+sYlRdL2YEa7NaR2y30175QRgQRkndvu+9+Jt73IKERkSNu\nYVgsFv4/9t47uKlr7du+tprlJhfJvcnGpts003tJIEAIIb1xEgg9OfVp33wz73zzzjwz71POeU4K\nPQk5pJEEkpNCKoTeu+nY4N7lLtlW3d8f8g62scG2tiTzHq6ZDEHaWtyQsLXW2tf63adOnSIrKwu9\n/u7dHLpDNzsZscWB+Zh3LQyTaQ9m8zWMKet6ZV9ISBbGzZs3KSkp8UKFt3m7qAoRsdf2hURY2Ggi\nIyZTWLgVp9N7cwDJvhgYE8K8Yb1/MADwamIUYSolfynwchZGXSFc+ATGvAy6vq1Xfj87g8pGK5+d\n9u4m5u5buykxl7A66x6dR7ojKNLdVvXy36HKu+sV06ZNCFotka/0oIFDF0yOn0ymIdNtYbi8d191\nOlyc+aGAmFQdiUN6t9EioV++DEGjwbRps8zVdeR6RRPfX6rg5clGwnqQ1XcvHmxgdMG2S9sQRZFX\nM1/t+yDJEyB1Ohx5A+zeudGKLhemjRvRpA8g9OGH+zzOC0NfIFQdyuYL3vuft9HUwvVjFQydEk9w\neO/tC3AvtqPWrcVRWUnDLu/1Wb56eD/1leVMfKL39oWENkRN5oxEcs9UUVfhPd2xaV8xgkpB6LTe\n2xcSqSOziUnL4MSXn3rNwnA4HBw6dIjExEQG3KNt4t0InZ4ICgWNXrQwzObrVFV/T1LiUtTqu7ei\n6g7JwqipqfGqhfFReQ2VNgd/MvZOG22PVhtHfPxTlJXvpLXVe5PtN3/JRefhucdF0eGkBwXwPwUV\n3rMwbBY4+hYMmA2J2X0e5rWZGThd3rUwzled51j5MV4e9jJB6ru3zu0WycIovwC53murXPfRR7ga\nG/tkX0ikhqUyzziPHdd2UNfqvba6p3fnExSmYeiUPj7AAMKWLEEVG4tp/QavWRgt5ibO/fANAydM\nQZ/Yu2OZ7clekIqt1UmOFy0Ma2499uImQmcmIfTiSE571JoAxi56kuLLOZRc9d591RP7QkKTGIp2\ncCTmQ6W4rN75XhVFkfz8twkMTCEm5tE+jzN27FgCAwO9amGUW218VFbDM7GRJAf2bQ4IkJr6W+z2\nGkpLvbeJ9f2lcvKqzLw+q/f2hYROpWRFYhTfmxq4bPbiA5fDfwFBAVN+3+chJg7QM9YYwcb9N7E6\nvGNhOFwOtl7cyuDIwcxImtH3gSa+BuogOPhfstXWGVtBAY3f7ibi2WdR9XEDU7IwSs2lfHvzW5kr\nvM314xWYa62MXdh7+0JCZTAQ8cwzNHzzDTYvHiV785dcgjVKlk/x3L6AHm5gCIIwTxCE64Ig5AmC\ncMcjKUEQ/igIwhVBEHIEQdgrCEJKu/ecgiCcb/vH9/3aeklVcxU7b+xkUfoiEkL6vigE3FkYlio4\n874stXWm6aefsOXdxLBmTZ/sCwmdRscLQ19gT9Eertdel7HC25z5sRAUMHpu3ydZAEETJxI4ahSm\nLd6xMNz2xadEpaQyIHu8R2ONnJOESq3gtJcsDIephebzVQSPj+uTfSHhtjCepaGqkquH98tXYDsu\nXLhAQ0NDn+0LCWWohpDxsTSfq8RR451JQX7BepTKYJKTexHe2wWDBw8mOjraaxaG1eXi7aIqJoQF\nMzmiZyGj3WFMcbezLCj0zibm5bIGfr5SyfIpaR6lTisFgd+nxHDF0soPJi9ZGKffc9tz0//Vo2GS\n9UE8PiqBj04UUtXkHQtjU84mIgIieGZQ77IP7iDrGQhPgf3esTCcZgu1294nZMYMAocN82isVVmr\naHW0sv3Kdpmq60hZbh2lN+oZ/XAKKnXvn2hLKDQa9CtX0HL2LM0nTshY4W3OfvcVtpYWJvQy+6Iz\nhsQQ0kZGceGXEqxeaP8piiKNewpRhgUQPKbvm60AWXPmEhQWzrFdO2SqriMWi4VTp04xfPhwDAaD\nR2PpZifjanZgPlYuU3UdMdX8QpP5MkbjWhSK3lttEgEBAUyaNInc3FxKS71zlHB9URVORH6b4tl/\n//DwbCIiJlJYtAWnU/77qssl8ubeXNKjQ5if2fcNTIBXEw2EKhXey8KoL4ZzH8HopaDr/VE3CUEQ\n+O3sDMobWvn8tHcsnO/zv6ewsbDv9oVEsB7GrYBLu6D6hnwFtsO0abM7y2i5Z3PAqQlTGaYfxpac\nLV6xMJxOF6e/LyDaqCN5aO9yejoTuXwZgkqFabN35oC5lU18d7Gc30wyEh7U9/VKe+656hXcTtp6\n4BFgKPCcIAhDO112DsgWRTEL2Am0P6DUIoriyLZ/FslStRfZdmkbTtHpmX0hYZwMxqlw+K9gl/dG\nK7pcmNZvQJOWhm7ePI/He3HIiwSrg9mSs0WG6jrSVNvKtaPlDJ0UT0hEL89od0IQBAxr1+IoL6fh\niy9lqvA2148epK68zCP7QiIwVEPm9ERyT1VSXyn/OcjGfcWgULitBA9JGz2OaOMATnzxKS6Zgyed\nTieHDh0iPj6e9PR0j8dzWxgCTfvl/6I1W3KpqvqOxMSXUKv7puNJKBQKpk+fjslk4vLlyzJVeJuP\ny2spt9r7lH3RGa02nri4Jygr+4zWVvkn22/udadOvzzZ6PFYi6MjSAsM4C8FlfI/2bY1u625tBmQ\n7NkGJsC6menYnS62eMHCuFh9kSOlR1g6bGnf7QsJpRqm/gnKzkLeHnkKbEfdRx/hbGjAsG6tx2Ol\nhacx1ziXj69+TH2r/IGuJ78tIFCnYdjUvi8IJMKfeAJVdDSmt9fLUFlHWs1mzn73NRnjJxGVbPR4\nvOz5RmwtDnL2yX9ftebVYytqInRmYp/tCwl1gJaxjy6h6OJ5Sq9flanC2xw9ehS73c60adM8HkuT\nFErAwAjMh0pwWeX9XnXbF28SqE0mNuYxj8cbO3YsWq3WKxZGpdXOh2U1PBUTSYoH9oVEqvF1bLZq\nSsvktzB+vFzBjUozr89KR9lH+0IiXK3i1cQodlc3cNUbFsbhv7h/nPIHj4eakm5gdHI4G/ffxOaQ\n94GL0+VkS84WBkYMZGbyTM8HnPQ6qAPh0H97PlYnbEVFNHzzDRHPPoPKww1MycIoMZew+5b8nb6u\nH6+gqaaVsQuMHq9X1NHRhD/9NA1ffY3NC0fJ3volj0C1klenpsk2Zk++ScYBeaIo3hJF0QbsADrc\nLUVR3CeKorRCOw54vqLyA6YWE5/f+JyFaQtJCu19GFaXTP8XMFfAWXmfFjXt2YM1NxfDmtUIyr4/\nJZIICwjj+cHP83Phz+TV5clQ4W3O/uDuMT16Xt+yLzoTPGUy2hFZmLZsRpTRwnC5nBz74lMMyUbS\nx06QZcyRDyWjVCk4/X2BLONJOGpaaD5XScj4WJShnu9mCoLAhCefpb6ynGtH5J3A5OTkUF9f77F9\nIaHUBRA8NhbLmUoctfJuDBYUbECpDCQ5qQ/hvV0wZMgQoqKiZLcwrC4XbxVWMi4smCkRfcu+6Iwx\nZQ3gorBI3k1MKXX6FRlSpwFUCoHfpcRwydzCTzWNMlTYjjPvg6XaY/tCItUQzOKRCXx4ohCTWd7u\nSZtyNhEWEMZzg5+TZ8ARz0FYkuwWhstioXbbNoKnTSUwM1OWMVdmraTZ0cwHVz+QZTyJsrx6Sq/X\nMfrhZFQaz79XFQEB6FesoPn0aSwnT8pQ4W3Ofv81tpZmJizpW/ZFZ6KSQzFmGbiwtxhbi3xHHn7N\nvtBpCM72fLMVYMRD8wnUhXF8l7wLWIvFwsmTJxk+fDhRUb3rktIdutnJuCwOLCfk3RiuqdlPU9Ml\njMY1KBSe31e1Wi0TJ07kxo0blJXJe5RwQ1EVdlHk9x4cdWxPRMR4wsPHU1i4BadTvvuqyyXyxt5c\n0gzBLMzyfAMTYGVSFCFKBf9TKHMWRkMJnP0ARr0IYZ4vuSQLo7S+hV1n5V3A/ljwIwWNBazKWoVC\nkCG5INgAY5fDxc/BJO96xbR5M4JSSeRyeeaA0xOnMyRyCFtztuJwyXdfdTldnPm+gKjkUFKG9+2Y\nS2f0ry5HEARqNss7B8yrMvNNThkvTUwhMlge+wJ6toGRALQ/GFnS9lp3LAfax5lrBUE4LQjCcUEQ\nFnf1AUEQVrZdc7q6uroHJXmHbZe2YXfZWZm1Ur5BjVMheRIc/h9wyHOjFV0uTBs2ojEa0c2fL8uY\nAEuHLiVQFSirhWGua+XK0TIGT4ojNNIz+0JCEASi1q7FUVZO/VfyJfzeOHaYurISJix51qMjOe0J\n0mkYNj2BGycrqa+Sz8Jw2xeCLPaFRHr2BKJSUjn+xae4XPI8LXI6nRw8eJC4uDgGDuxd28S7EToj\nCQRoOiDfmW2L5RaVld+SkPACGo1nOp6EQqFg2rRpVFdXc/WqfE8LPy2vpcxq54/GGFk2hQACAxOJ\ni11CWdkOrFb5Jltv/ZJLSICK5TKkTks8ERNBilbDn/Mr5LMw7C1w5K/ue3bKJHnGBNbNSsfmcLH1\noHwWxmXTZQ6WHGTp0KUEq3vXOrdbVBqY+kcoPQ035Qv0rfvkE5z19USt9dy+kMiIyOChlIf4+OrH\nNFjlO0p0enc+gaFqhnmQKdSZ8KeeRBllwLRevlbF1mYLZ7//ivSxE4g2yvdEa+wCI9ZmeS0M660G\nbAWNhM7oe/ZFZ9RaLdkLH6fgwlnKc+U79nr8+HHZ7AuJgBQdARnhNB0swWWT53tVFEXyC95Cq00g\nNvZxWcYEGD9+PFqtloMHD8o2ZrXNzvYyE0tiIjDKYF9IpBpfw2aroqz8U9nG/PlqJdcqmnhNBvtC\nIkKtYnliFN9U1XPdIuMDl8N/BUT3PVsmpg+MYkRSOOv35WF3yvPAxelysjlnM+nh6cxJ6X2nxG6Z\n9FtQBsChP8s2pK2khIavvib86adRR/ctaLYzgiCwasQqipqK+D5fvk5fN05W0miSx76QUMfEEP7U\nU9R/+SV2GY+Srd+Xh1alZIWM9gXIHOIpCMKLQDbQPl0lRRTFbOB54K+CINyR4CeK4hZRFLNFUcyW\na9e7t9S01PDZ9c9YkLqAZJ1nOQ0dEAS3hdFUBufkeVpk3rcP67Vr6FevksW+kAjXhvPc4Of4oeAH\nbtXLM9k++2MRuGDMXHnsC4ngadPQDh9OzeYtiHbPz5aJLhfHv/gUfWIyA8fLt3gBGPVQMgqlwJk2\nE8VTHLWtNJ+tInhsLEqdfBMCQRCY8MSz1JWXcv3oIVnGvHjxInV1dbLZFxKqsDYL43Qljnp5JgUF\nhetRKDSkJMtwfKwdw4YNw2AwcODAAVksDJvLxRuFlYzRBTHdw+yLzhiNaxBFJ4VFW2UZ73pFE99d\nrODlSfKkTkuoFAK/M8aQY25hj1wWxtntYK6Uzb6QGBAVwqMj4tl+rJAamSyMTTmbCNWE8vzg52UZ\n71dGvgC6BDjwH7JYGK7mZmre20bw5MkEjhwpQ4G3WZW1CrPdzEdXP5JlvIpbDRRfrWPkQ+4OUnKh\n0GoxvPoqzSdO0Hz6tCxjnvv+G6wWi2z2hUR0io6UTD3n9xZhk6n9Z+OeIhShGoLHymNfSIycuwBt\nqI5jMlkYzc3NnDhxgqFDhxIt0+JFQjc7GZfZjuWEPFkItbWHaGy8gDFFHvtCQqvVMmHCBK5du0ZF\nhTy1biiqwuoS+b2H2RediYiYSFhYNoWFm3G5PL+viqI7+8KoD2LRCHnsC4mViVEEKhX8Va4sjMYy\nOPs3GPk8hMu3XhEEgd/NTqekroUvz8qzgP256GduNdySz76QCImG7GWQ8ynUyrNeqdm8BUEQ0K+Q\ndw44M2kmAyMGsiVnC04ZHg662rIvDEkhGLM8O+bSGf2KV0EQMG2VZw6Yb7Lw1flSXpyQjCFEvvUK\n9GwDoxRof54ise21DgiCMAf4f4FFoij+ejcRRbG07cdbwH5glAf1eo2/Xf4bNpdNXvtCIm0GJI2H\nQ55bGKIoUr1+PeqUZMIWLpSlvPYsHbYUrUrL5hzPg1ws9VauHC5j0MRYdIZAGaq7jZSFYS8poeHr\nbzwe78aJI9SUFDFhyTOy2RcSwWEBDJsaz/XjFTRUe34Osml/MQhtFoLMZIydiCEpheO7dnhsYUj2\nRWxsLIMGDZKpwtuEznDbJ3JkYTQ351NR8TWJCS+g0cj7hSBZGFVVVVy75nnrr88r6ii12vmjMVbW\nTSGAwMBkYmMWU1r6MVar5zbcWzKnTrfnqZhIkrUa/ixHFoa91W3JpUyG1L53HuiO12el0+pw8s7h\nfI/Hulpzlf3F+3lp6EuEaOQ5PvQrqgD3eeriE5Dv+VGyuh2f4qytxbBunQzFdWRQ5CBmJ8/mwysf\n0mjzfBPr1O58d/coGa02ifCnn0ZpMGDa4LmFYW1u5szuv5M2ZhwxaZ5nCnVm7PxUrBYHF2W4r1pv\n1WPLbyB0eiJCH9rR3g2NNpDsBYvJP3eaijzPw/yOHz+OzWZj+vTpMlTXkQBjGAEDwmg6WIxo9+x7\nVcq+0Aa4c4vkZvz48QQEBMiShVFts/N+aQ2Px0QwIEgeA1dCEARSU1/Haq2grGynx+PtuVrF5bJG\n1s1MR6WU9/9VvUbFsgQDf6+qJ1cOC+PIGyC63LlFMjNzUDRZiWG8LYOF4RJdbL6wmbSwNB5KeUim\nCtsx+bfu/KaDnlsY9tJS6r/8kvCnnkQdI+9mm0JQsHrEagoaC/ih4AePx8s9XUVDVQtj5/e980h3\nqOPiCH9iCfW7vsBe7vmxt7d/yUOjUrByWt+7D3ZHT/6WngIyBEFIFQRBAzwLdOgmIgjCKGAz7s2L\nqnavRwiCEND27wZgMnBFruLlora1lh3Xd/BI6iMYw4zy/wKC4H6q11gC5z/2aCjz/v1Yr1zFsGo1\ngqrvqdPdEamN5NlBz/JDwQ/kN3g22T77UyEul8iYeUZ5iutEyMwZBAwdgmnzZkQP2n+KLhfHd+0g\nMj6RgROnyFjhbUY/nIJCIXD2hwKPxnHUt2I5U0nw2FhUYfLuZgIICgUTnniO2rISbhw/4tFYly9f\npra2Vnb7QkIVriV4TAyWUxU4GjzbGCwo2IhCoSY5eYVM1XVk+PDh6PV6Dhw44NFi2+4SeaOwkpGh\nQcyKlNe+kDAa1+Jy2Sny0MLIq2pid1vqdISM5x4l1G1ZGOebmtlX2+TZYOc+gKZy2e0LifToUBZk\nxrH9aAF1Fs9yezbnbCZUHcoLQ16QqbpOjF4KofFw4D/vfe1dcLW0UPPeewRPmkjQaO88t1g9YjVN\n9iY+vurZ92plfiNFl2sZ9VAy6gD57AsJRWAg+mXLsBw9RvPZcx6Ndf7Hb2m1mJn4hEzZJ52ISdWR\nPCyS83uKPbYwGvcWoQhREzJeXvtCYtS8hWhDQjn2hWcdSQXlwmMAACAASURBVFpaWjhx4gRDhgwh\nRubFi4RudgquJjvmk549ha+rO0pD4zlSjGtQKOS/rwYGBjJ+/HiuXr1KZaVnRwk3F1fT6nLJbl9I\nREZMJkw3ioLCjbhcfb+vSvZFcmQQi0fJd3ysPauTotEqFLzhaRZGU4U7q2nEsxBhlKO0DgiCwG9n\nZVBU28xX5z3LQtlbtJe8+jxWZa1CqZD/vkpoLIx5GS58AnUFHg1l2roVBAH9Cu/MAWcnzyY9PN1j\nC8PlEjn9XQH6hBBSR8j7sE3CsNL9IL9m6zsejVNYY+Hv50t5YXwKUaHyr1fuuYEhiqIDeA34EbgK\nfCaK4mVBEP63IAhSV5H/AkKAzzu1Sx0CnBYE4QKwD/g/oij2uw2M7Ze30+poZWWmF+wLiQGzICEb\nDv0FHH270YqiiGn9BtSJiYQ9Kr99IbF02FI0Cg1bc/q+gLE0WLl8qIxB42MIi5LXvpCQsjDsRUU0\nfNv3Psu5p45hKi5kwpJnUHjjJgsEhwcwdEo8145V0Gjqu4Uh2QaSfeANBo6fhD4xmeO7diD28ciD\ny+XiwIEDREdHe8W+kAidkQRim5XSR5qbC6mo/DsJ8c8REOCdI2wKhYKpU6dSWVnJ9et9P7O9s7KW\nolabrNkXnQkKMhIbu4iS0o+w2Ux9HscbqdOdeSo2goQANX8u8CALw2F12xdJEyBVvrPvnXl9VgYW\nm5N3PbAwrtdeZ2/RXl4Y+gI6jU7G6tqhCoApv4fCI5Df96Nk9Z99htNkwiBj9kVnBkcOZkbSDD64\n8gFmm7nP45z6Lp+AYBXDp3tn8QIQ8ewzKCMjPbIwbK0tnN79d1JHZRM7IEPG6joydkEqrWY7lw72\nXSO3FjRgvSnZF975XtUEBjFm/mPcOnOSylt9D/M7ceIEVqvVK/aFREBaGJrUMJoOlCDa+/a9Kooi\nt/LfJCAglngv2BcSEyZMQKPReGRh1NgcvFdq4rHocDKC5bUvJG5bGOWUl+/q8zj7rldxsbSBdTMH\noJbZvpAwaFS8nKDni8o6bjZ7YGEceROcdq/YFxKzh0QzLF7H27/k4uijheESXWy6sAmjzshc41yZ\nK2zH5N+BQulRFoa9vJz6XV8QvmQJ6jjPWud2h0JQsGrEKm413OLnwp/7PE7eGXdXw+z5RgSZclo6\no46PJ3zxYuo//xy7B5uY6/floVIIrJrmnTlgj/6miqL4nSiKA0VRHCCK4r+3vfa/RFH8uu3f54ii\nGNO5XaooikdFUcwURXFE24/veuV34QH1rfV8cu0T5hnnkRbuvYk2ggAz/g0aiiCnb08LLIcO0Xrp\nEobVqxDU8p177Iwh0MDTg55md/5uihqL+jTGuZ+LcDlFxjxilLe4ToTMnk3A4MHUbNyE2If2n6LL\nxfGdnxARl8Cgyd5bvACMnpsMCjj7Y9+yMBwNViynKgjOjkEV7p0JAbRZGEueoaakiNyTR/s0xuXL\nl6mpqWH69OkoZD6S0x5VpJag0dFYTlXgbOybhVFYuAlBUJKS4sUNTCAzM5OIiIg+WxiONvsiKzSQ\nh/ReWry2YUxZh8tlo6iob7fsm9Vmvrkgf+p0ZzQKBb9LieFMYzMH6/q4gD3/ETSWwox/dd+nvcSg\n2FDmZ8by/tECGpr7ltuzOWczIeoQXhzyoszVdWL0byAk1p2F0Qdcra2Y3nmHoPHjCcrOlrm4jqwe\nsZpGWyOfXOtbFkJVYSOFF2sYOScZjVZ+q1FCERSEftkrWA4fpuXChT6Ncf7H3bQ2NXrNvpCITQsj\naUgE538uwt7H4EnJvgge750FgcSoRx4lIDiY4320MFpbWzl+/DiDBw8mNtY7poiEbk4yrkYbltN9\nszDq6o/T0HCalJTVKBTyP9GUCAoKYvz48Vy5coWqqqp7f6ALtpRU0+J08QcZ2nzfjcjIaeh0I9os\njN7fV0VR5I29eSRGBLJktHcbKK5NjiZAIfTdwjBXwen3IOsZiPTeekXqSFJQ08w3OX2zMPYV7+NG\n3Q1WZq30jn0hoYt3f1+d/xjq+7ZekUwDw0rv2BcSD6c8zICwAWzO2YxL7P3GkOgSOb27gMj4YAaM\n8m5epH7VKkRRpOadvs0Bi2ub+eJsKc+NSyZa5531ivdWFvcJ269sp8XR4p3si86kz4H4UXDwv907\nqL3g1+yL+HjCFi269wc85JXhr6BWqPvUkaS50cblA6UMHBdDeHSQF6q7jTsLYw22wkIav/uu15/P\nO3OC6qICr9oXEiERWoZOiufq0XKa+tD+s2l/MYgQOl3+7IvODJw4hcj4RI71wcJwuVwcPHiQqKgo\nhgwZ4qUKb6ObmQQukaYDvT+z3dJSQnnFF8THP0tAgHc0VwmlUsm0adMoLy/nxo3en9n+oqqOghYb\nf/JC9kVngoPTiIlZSEnph9hstb3+/Ppf8gjwQup0VzwTF0l8Xy0Mh81txSWOhTQZ+tPfg9dnZWC2\nOnj3SO8tjNy6XH4u/JnnhzxPWECYF6prh1rrfrJVcAgKe7+JWf/5TpzV3rUvJIbphzEtcRp/u/I3\nLHZLrz9/ancBAUEqsrxotUlEPPccyvBwqvtgYdhbWzn97ZcYR4wmLsN7VpvE2AWptDTZudwHC8Na\n2Ig1t57QaYkoZAxE7YqAoGBGP/IYeaeOU1XQ+zC/EydO0NraKmvnke4ISAtDY9TRtL8Y0dH7BUx+\n/lsEaGKIj3vaC9V1ZOLEiajV6j51JKmzO3i3pJpHo8MZ5CX7QkIQBFKNr9PaWkpFxZe9/vyBG9Vc\nKK5n3cx0r9kXElEaNUvjDeyqrKOgpQ8PXI6+CU4rTPsn+YvrxENDYhgcG8pbv+ThdPXue1UURTZf\n2ExyaDKPpD7ipQrbMeUPICjc3+W9xF5ZSf3nnxO+eDHqBO8ZeOC2MFZmrSSvPo89hXt6/fm8s1XU\nVXjXvpDQJCYQ9tgi6j/7DHsfNjE37M9DIQisni5/9oXEP/QGRoO1gY+vfcxDKQ+RHiF/GNYdCAJM\n/zeoL3Qn5/YCy+EjtF7IQb9qFYLGe080JQyBBp4a+BTf3vqW4qbe6fnnfi7C6XCR7WX7QiJ0zhwC\nMjIwbdjYKwtDFEWO79xBeGwcgyd7Tx1tz+h57m4sZ3vZkcTZ2GZfjIlBJVM72ruhUCiZsOQZTEUF\n5J063qvPXrlyherqaq/bFxIqfSBBo2Iwn6jA2dS741kFhRsABSnJPtjABLKysggPD++1heFwify1\noJLhIYE87GX7QiLVuA6ns4Wi4t7twOeb3OcevZE63RUBCgWvp8RwssHC4d5aGBc+hoZi933Zy5tC\nAEPidMwdFsO2I/k0tPRuE3tzzmaCVEG8NOQlL1XXiTEvQ3A07P8/vfqYy2qlZutWgrKzCR4/zju1\ndWJ11moarA29tjCqi5ooyDExYnYSmkDv2RcSiuBgIl95BcuBg7RcvNirz57/+TtaGhuY+KR37QuJ\nuPRwEgZFcPan3lsYjXuLUASrCJ7gXftCYvT8RWgCgzi+q3cWRmtrK8eOHWPgwIHEx8vbeaIrBEFA\nNzsZZ0PvLYy6uhPU158gJWUlSqX376tBQUGMGzeOS5cuUV3du0DnLcXVmJ0u/uCl7IvO6PUzCA3N\nJL9gQ68sDLd9kUtCeCBPeNm+kFibHI1aEPhrQS8tDHM1nHoXMp8CvfcWhRIKhcDvZmdwq9rCt720\nMPYX7+dq7VVWZq1EpfD+fZWwBBj1Ipz7EBp69yCrZus7iKKIfpVv5oBzjXMx6oxsytnUKwtDbMu+\niIgNYsBoebskdYdh1SpEh4Pad3s3Byypa+bz0yU8Oy6J2DDvrVf+oTcwPrz6IRa7hVUjVvnuFx04\nF+JGtFkYPQvIcmdfrEcVF0f444u9XOBtXhn+CkpByTsXex7k0tJk49KBEjLGxhAe4137QkJQKDCs\nW4stP5/GH3qe8Hvr7EmqCm4y/vFnUMjYjvZuhEZqGTwpjitHyzDX9dzCaDpQAi7Rq9kXnRk0aRoR\ncfEc2/VJjxfbkn1hMBgYOnSolyu8jW5mEjhdvbIwWlpKKS//gvj4p9FqfTPRViqVTJ06lbKyMvLy\nen5m+6uqOm61WL2afdGZ4OB0oqPnU1LyAXZ7XY8/t35fHmqlghVeOvfYFc/FRhKrcVsYPcZpd5+b\njR8N6bO9V1wnfjs7g6ZWB+8fKejxZ27W3+Sngp94fsjzhGvDvVdcezRB7pT3/ANQ1PNNzPpdu3BU\nVWFY5337QiIzKpPJCZPZfnk7zfbmHn/u9HcFaAJVZM303X014oUXUIaFYdqwscefsVtbOf3NFyRn\njiR+oPetNolxC420NNq4cqjnCxhbcRPWG3WETPW+fSGhDQ5h9PxF5J48SnVRQY8/d+rUKVpbW72a\nfdGZgPRwNMmhNO0r6ZWFkV/wFhpNFPHx8rbOvRuTJk3qtYVRb3fwTkk1C6LCGBLinfyzzkhZGK2t\nxVRUftXjzx3OM3GuqJ41MwagUflmORQToObFeD2fV9ZS2BsL49jbYG+Bqd63LyTmDotlUEzvLAxR\nFNmUs4nEkEQWpC3wcoXtmPJH94+H/6fHH7FXVVH/2WeEPbYITaJvvgOUCiUrs1aSW5fLvqJ9Pf7c\nrfPV1JZZyF5gROFl+0JCk5xM2KOPUrfjUxy92MTcuP8mgoBX7Qv4B97AaLQ18tGVj5iTPIeBEQN9\n9wtLHUnq8uHi5z36SPOxY7ScP49h5Qqf2BcS0UHRPDHwCb7O+5pSc8800vN7inDYXV7PvuhM6MMP\no0kfgGnjxh4deRBFkWM7PyEsOoYhU2Z4v8B2jJmbAi44+2PPzus5G22YT1QQNCoGld43EwIAhVLJ\n+Mefobown5unT/ToM9euXaOqqopp06b5xL6QUBkCCRoZjeVEeY8tjMKiTQAYU3y4gQmMGDGCsLAw\n9u/f36ONIaco8j+FlQwJ1jLP4OWjA51INb6G09lMUdF7Pbq+sMbCl+fcqdPRod43hSS0SgWvpURz\nvMHCkboediS5sMN9ZnaGb+wLiWHxYcwZEsO7h2/R2Nqzp4WbczajVWlZOnSpl6vrRPYyCDL0OAvD\nZbNRs2UrgaNHEzRhgpeL68iaEWuos9bx6fWe2Y2mEjO3zlczYlYiAUHey5TqjDIkmMiXf4N53z5a\nLl/u0Wdy9vxAc0O9z+wLifiMCOIzwjn7UyGOHrb/bNxTiCJIRchE32wKS4ye/xiawMAeWxhWq5Wj\nR4+SkZFBgpfV8fYIgoBuTgrOBiuWMz17Cl9ff5q6umOkJK9EqfTdfTU4OJixY8dy6dIlTKaeBTpv\nLammyenij17OvuiMQT+L0JBhFBSsx+W698NBURR5Y08ucWFansr23QYmwGvJMagEgTd7moVhqYGT\nW2H4ExDlu/WKQiHw+ux08qrMfHexZy01D5Ue4krNFd/ZFxLhSTDyeTi7HRp6tl6pffddRKcTwyrf\nzgEfSX2EFF0Km3I29WgOKLpETu0uIDwmiPQxvrGaJAyrVyHa7dS8t61H15fVt/DZ6WKezk4iPty7\n65V/2A2Mj65+RJO9ybf2hcSg+RCTCQf/C+7RTsedfbEBVUwMYU94L3W6O5YNX4YgCD2yMFrMNnL2\nl5IxJprIuGAfVHcbQaHAsGYNtrybNP300z2vzz9/mspbeYx//BmUXmhHezd0hkAGT4zlyuEyLPX3\n3oFvOlgCLhe6Wd7PvujMkCkzCI+J65GFIXUe0ev1DB8+3EcV3iZ0VhKiw0XToXt/ebW2llFW9jnx\ncU+i1XpfHW6PSqVi6tSplJaWcvPmzXte/01VPXnNVv5ojEXhw4U2QEjIQKKjH6G4ZDt2e8M9r9+w\n7yZKhcDq6b6zLyRejNMTo1Hxl56ouU4HHPpviBsJGQ97v7hO/G52Bo2tDrYfLbjntbcabvFD/g88\nO/hZIrQR3i+uPZpgt4Vx8xcoPnXPyxu++BJHRQWGdWt9ZgpJjIgawaT4Sbx/+X1aHPfu9HT6u3w0\nWiVZfrivRrz4IgqdDtPGe1sYdpuVU1/vInl4FomDh/mguo6MXZhKc4ONK4fvvYCxlTTRer2OkKkJ\nKAJ8+70aGBLKqHmLuHHiCKbiex/RPHXqFC0tLT61LyQCMsLRJIXStK8YsQddHvLz30Kt1pOQ4NsN\nLHBbGEqlkkOH7t2RqNHhZGtJNY8YwhjmI/tCwm1hvEZLSxGVld/c8/pjN2s4XVjHmhkDCFD5xhSS\niA1Q80Kcnk8railu7cEDl+Prwd4M0/7Z+8V1Yv7wODKiQ3jrl1xc97AwRFFk04VNJIQksHCA9zol\ndsvUP4HogiNv3PNSR3U1dTs+JezRR9EkJ/uguNuoFCpWZq3kWu019hfvv+f1+TkmakrNZM/3nX0h\noTEaCXt0IXU7duCoqbnn9ZsOuOe0a2d6P5bhH3IDo8nWxAdXPmBm0kwGRw72fQGCANP/BWpvwqW7\nt35qPnGSljNn0K9YgcKH9oVEbHAsSzKW8Pe8v1NuvvsE5sKeYhw2J2PmG31TXCd08+ahSUvDtH7D\nXS0Myb7QRUUzdJr3g/u6YvQ8Iy6XyNmf7j7RcjbZsJwoJ2hktE/tCwm3hfE0Vfk3uXX27guY69ev\nU1lZ6XP7QkIdFUTgiCgsx8pwmu8+KSgs3AKIpKSs9k1xnRg5ciQ6ne6eWRguUeQvBZUMCtayIMq3\n9oWE28IwU1x89x344tpmdp0t4Xkvpk7fDa1SwbrkaI7Umzlef48sjIufufvGT/du55HuyEwMY9bg\naN45nI/ZevenhVtztqJVafnN0N/4qLpOZC+HIP09LQzRZsO0ZTOBI0YQPGmSj4rryOoRq6ltreWz\n65/d9bqaUjM3z1aTNSsJbbDv7AsJZWgokUuXYt6zl9Zr1+567cW9P2Kpr2OClzuPdEfCwHDi0sM4\n+2Mhznu0/2zcW4QQqCJkom83hSXGLHgMdYCW41/c3cKx2WwcPXqUAQMGkOgjdbw9giAQOjsZZ72V\n5rN3D8hraDhLbd1hUlJWoFT6fg4QEhJCdnY2OTk51NxjAfNOSTWNDhd/MPr2KbGEwTCHkJDBFBSu\nRxTv/nDwr3tzidEF8HS27zcwAV5LjkaBwFv3sjCaa+HEFhi2GKJ9v15RKARem5XOjUozP1y++xHN\nI2VHuGi6yKuZr6JW+P6+SkQKjHgWzrwPjXdfr9S8tw3Rbsew2g8PsYH5qfNJCk1i44WNd50DiqLI\nqd35hEUFkpHtm+yLzuhXrUa0Wqnddvc5YEVDKztOFvPkmEQSvGxfwD/oBsYn1z6hydbE6hH+WbwA\nMHghRA+7p4Vh2rABVVQU4U896cPiOrJ8+HIA3r3UfZBLq8VOzv4SBoyKRh8f4qvSOiAolRjWrMaa\nm0vTnu4TfgsvnKUi7wbjFz+NUuWHmywQFhXIoAmxXD5UhqWhewuj6VAposNF6Ez/fMkCDJk6k7Do\nGI7fxcIQRZEDBw4QGRnpF/tCQjcrGdHhwny4ewuj1VpBadmnxMUuITDQ95NXuG1hFBcXk5/ffUeK\nb6sbuNHcyh9SYnxuX0iEhAwiKmouxSXvY7c3dnvdhv03vZ46fS9ejDcQpVHxl7tlYTgd7gyi2EwY\n5IOE9G747ewM6pvtbD9W0O01hY2FfJf/HU8PfBp9oN5ntXUgIAQmvgZ5P0PpmW4vq//qKxxl5Rhe\nW+dz+0JiVPQoxseNZ9ulbbQ6us8YOv19AeoAJSNm++++Grn0JRQhIXfNwnDYbJz6aieJQ4eTNDTT\nh9XdRhAExi5IxVJv5erR7rMwbKVmWq/WEjolAYUX29HejcBQHaPmLuD6sUPUlHYfPn769Gmam5uZ\nMWOG74rrhHZQBOrEEBrvYWG47YtIEhNe8GF1HZk8efI9LYwmh5MtxdU8rNeRFeqb/LPOCIKCVOPr\nNDfnU1m5u9vrjt+q4WR+LaunD0Cr9q19IRGv1fBcXCSflNdSejcL4/hGsDXBtH/xXXGdWJgVT1pU\nMG/u7d7CEEWRjRc2Ehccx2MDHvNxhe2Y+idwOdwdW7rBUVND3Y4d6BYuQGM0+q62dqgUKlZkruBq\n7VUOlXb/96rgYg2m4jb7wstdcrojIC0V3fz51H78CY667vPQNh24iUsUWTvDB00x+AfcwLDYLWy/\nsp3pidMZqvddyOAdKBQw/Z/BdAMud936qfnUKZpPnkS/4lUUAd5Pne6OuJA4Fqcv5ovcL6iwdL0w\nuLC3GHurk7ELjL4trhO6Rx5Bk5Li7kjShYUhiiJHd31CqD6KYTN8F9zXFWPmpeByipz7uessDKfZ\nhuVYGUEjolBH+WdCAKBUqRi3+GkqbuZScL7rBcyNGzeoqKhg6tSpKH0UiNoV6uggAjMNmI+W47R0\nnS/gti+cGI1rfFtcJ0aNGkVoaGi3WRhu+6KCjKAAHo32UXBjN6QaX8PhaKK45G9dvl9a38LOM8U8\nM9a7qdP3IkipYG1SNAfrzJxq6Kal5qVdbvvNT/aFxMikcKYPjGLrwVtYurEwtuRsQa1Q8/Lwl31b\nXGfGrYDACDjwn12+Ldrt1GzajDYzk+ApU3xcXEdWZ62mprWGnTd2dvl+bZmFvDNVZM5M9It9IaHU\n6Yhc+hJNP/1E6/Wu2ypf3PcT5rpaJvrJvpBIHBxBbJqOMz90b2E07i1C0CoJmeQf+0JizMLHUWk0\nnOjGwrDZbBw5coS0tDSSkvy3gSUIArpZyThrW2k+13VAXkPjBWpqD5Kc/CpKpf/mAKGhoYwZM4YL\nFy5QW9t1W+33SkzUO5w+z77oTFTUwwQHDyS/4O1uLYw39uQSFRrAc+N8e3SgM6+3dWl5q6gbC6el\nDk5sgiGLIMZ/6xWlQuD1Welcq2jipytdGyPHyo+RU53jti+U/ruvEpkGWc/A6fegqetaa7dtQ2xt\nxbDajw+xgYUDFpIQksDG811bGKIocurbfHQGLQPH+cdqkjCsWY3Y0kLttve7fL+qsZWPTxaxZHQC\nSZG+uVf9w21gfHLtExqsDf61LySGPAZRg9ssjDsnBdXrN6A0GAh/2vs9v+/Fq5mvIooi7126M8yv\n1WIn55di0kZFoU/wj30hIahU6NesxnrtGuZffrnj/aKLFyi/cY1xi5/ym30hER4dxMBxMVw+UEpz\n45078GbJvpjl3y9ZgGHTZ6GLiubYzjstDFEU2b9/PxEREWRlZfmpwtvoZicj2p1dWhhWaxVlZTuI\njX2cwED//rmqVCqmTJlCUVERBQUFd7z/XXUD1yyt/MEYi9KPC22A0NChGAxzKC5+D4fjzpDMDfvc\nHVXWzPCffSGxNEGPXq3iz/ldbLa6nO77bcxwGOTDhPRu+N2cDOqa7Xxw/M6jZMWNxey+tZunBj6F\nIdDgh+raERAKE9fBjR+g7Nwdbzd8/TX20lK/ZF90Jjs2m7GxY3nv0ntYnXfabae/L0ClUTJyjv8W\nrxKRS5eiCA7uMgvDYbdz8qudJAweStIw/95XJQvDXGfl6rE71WxbmZnWKzWETE5A4YN2tHcjSBfG\nyIcXcO3IQWrL7vwOOHPmDBaLxS/ZF53RDolEHR9M474iROedC5j8/DdRqyNITHjRD9V1ZPLkySgU\nCg4fPnzHe2aHk03FVcyO1DFS57+NFpAsjNdobr5JZdV3d7x/Mr+WY7dqWDUtzW/2hUSiVsOzcZF8\nXFZDWVcWxvFNYG10Hzn3M49mxZNqcFsYXc0BN13YRExQDIvTfdcpsVum/RM4bV1aGI66Omo//gTd\n/PkEpPk+q6s9aoWaFZkruFRzicOld/69KrxUQ3VRE2Me8Z99IREwYAC6R+ZR9+GHXVoYmw7cwukS\nWeeD7AuJf6gNjGZ7M3+7/DemJExhuMF/mvuvKBTuUJ7qa3C1Y+un5jNnaD5+HP3y5Si0/nuiKZEQ\nksBj6Y+x68Yuqpo77hbn7CvB1uok20/ZF50JW7gQdXIy1Rs2dLjRiqLIsV0fExKpZ/jMh/xY4W2y\nHzHidLg438nCcFrsmI+VEZgVhTravxMCAKVKzbjHnqI87zqFOR0XMLm5uZSXl/vdvpBQxwQTONyA\n+WgZruaOFkZh0VZE0YExxXctHu/G6NGjCQkJ4cCBAx1el+yLAYEBPOZn+0LCbWE0UlyyvcPrUur0\nUz5Ine4JwUola5Ki2F/XxJnOFsblL6Em133f9UNOS2dGJ0cwNcPA1oO3aLZ1tDC2XtyKUlCybPgy\nP1XXiXErQRsGB/6rw8uiw4Fp02a0w4YR0g8WheC2MKpbqtl1o2PGVF2FhdzTlWROTyAwxPeZUp1R\nhocT8dKLNP34I9bc3A7vXd7/M+YaExOeeM7vm0IASUMjiUnVceaHApyd2n82/VKEEKAkdLJ/7QuJ\n7IWPo1SrOfFlRwvDbrdz5MgRjEYjKSkpfqruNoIgoJudjLOmleYLHedVjY051NTsJzlpGSqVb0PR\nu0Kn0zFmzBjOnz9PXacFzLZSE3UOJ3/yU/ZFZ6KjHyE4OIOCgvWIYsf/V9/cm4shRMML4/3/3x/g\n9eRoXIis72xhtDa4j48MXug+7uhnVEoF62amc6W8kT1XO9Z6suIk56rOsTxzORql/++r6AdA5tNw\n6l0wd7Sbare9j9jSgmFNP3iIDSwasIi44Dg2Xdh0x3rl1O4CQvVaBk3wr9UkoV+9GldzM7XbO84B\nq5pa+ehEIYtHJpCi9929yv8zOB+y4/oO6q31rBnhX3W8A8MeB8NAt5rbzsIwrd+AUq8n4tln/Fhc\nR5ZnLscpOjtYGNYWBzm/FJM6wkBUUqgfq7uNoFJhWLUK65WrmPft//X14ss5lF67wrjHnkSl9q99\nIREeE0TG2BguHiihpV37T/PhUkS7fzqPdMfwmXMI1Ud1sDCk7Ivw8HBGjBjh5wpvo5udjGh10tTO\nwrDaTJSWfkxMzCKCgvrH5EWtVjNlyhQKCgo6WBg/mhq4Ymnl98YYv9sXEjpdJgb9LIqK3sPhuB2S\n+WvqdD+wLyReSTAQqVby5/ZZGC6n+z4bPdSt5PYTznABNQAAIABJREFUfjc7gxqLjY+O397ELGkq\n4Zub3/DkwCeJCoryY3Xt0IbBhHVwfTeU5/z6csM332IvLu4X9oXE2NixjI4ezbuX3sXmvH1fPf19\nASq1glEP+d9qk4j8zW9QBAZi2rjp19ecDjsn/v45cQMHk5I50o/V3UYQBLLnGzHXWrl+/PbfK3uF\nhZZLNYRMjkfhw3a0dyM4PIIRDz3C1cP7qau4ndtx5swZzGazX7MvOqMdqkcdF0zTL8WI7fIF8gve\nRqUKIzHxJT9W15HJkycjCEIHC8PicLKxuIqZkaGMDvP/Rgu4LQxjylosllyqqn/49fUzhbUczjOx\ncloagRr/P2wBSA4M4OnYSD4sr6HC2u6By4nNYG3oF/aFxOKR8aTog3hj740Oi+2NFzYSHRjNkowl\nfqyuE9P+CZzWDhaGo66Oug8/JHTeXALSfWcK3A21Us2rma+SY8rhWNmxX18vulJLVUEjY+aloPSz\nfSGhHTiQ0LlzqfvgQ5wNt7vSbT14C7vTxWuzfPtn2j/+VHyAZF9Mjp9MVpT/NfdfUSjd4TxVV+Da\ntwA0nzuH5ehR9MuWoQj0/xNNiaTQJB4d8Cg7b+ykutm9q3lxXzHWZgdjF6T6ubqOhC16FHViIqZ2\nFsaxXZ8QHBFJ5qy5fq6uI9nzjTjsLs7vcYeOuZrtmI+WEZhpQB3TPyYE0GZhLH6KshtXKbp0AYCb\nN29SWlrab+wLCXVsMIHD9JiPlOFqcT/ZLiraistlI9W4zs/VdWTMmDEEBwf/amGIbZ1HUgM1PB7t\n47aZ9yA19XUcjnpKSj4EOqZOJ0b43xSSCFYpWZMUzS+1TZxrbHa/eOUrMF3vN/aFRLYxksnpejYf\nvEWLzX1m+52L7yAIQv+xLyTGr4KAMDjozsIQHQ5qNm0iYMgQQmb6p6NTVwiCwJqRa6hqruLLXHfG\nVH1lM7knKxk+PZHA0H7wlLANVUQEES+8QOP332O9dQuAywf20mSqZlI/sS8kUobriU4JdVsYbcGT\njb8UIWiUhE5J8HN1HRm76AmUShUnvnR3pJHsi5SUFIx+Cu7rCsnCcJhaaMlxz6uami5jMu1tsy/6\nx4MhgLCwMEaNGsW5c+eor68H4G9lNdTanfzJz9kXnYmJWUBQUBoF+W//amG8sTePyGANL07oHw8w\nJH6XEoNDFNkgWRitjXBsPQyaD3H958GQZGFcKm1k33V3racqTnGm8gzLMpcRoPRfVt8dGDJg+BNw\n6h2wmACo3b4dV3MzhjX96CE2sDh9MbHBsb92JJGyL0IiAxg8Mc7f5XXAsHYNLrOZ2u0fAGAyW/nw\neBGLRyaQavDteqVHszhBEOYJgnBdEIQ8QRD+rYv3AwRB+LTt/ROCIBjbvff/tL1+XRAEv60cP7/x\nObWttf0j+6Izw5eAPv1XC8O0YSPKiAginnvW35XdwYrMFThcDrZd3oatxcH5PcUYM/VEJfefL1kA\nQa1Gv2olrZcuYTl4kOIrFym5colxi55A5Yd2tHcjIjaYjDHRXNxfQqvZTtPhUkSrE10/yL7ozPCZ\nDxESqefYzk9wuVzs37+fsLCwfmVfSIS2WRjmI6XYbCZKSj4iNuZRgoL612abWq1m8uTJ5OfnU1RU\nxM81jVw0t/C7lBhUPu75fS90uiz0+ukUFb+Dw2Hxeep0b3glwUCESunuSOJyue+vhkEw1I8J6d3w\n21kZmMxWPj5ZRJm5jK/yvmJJxhJigvuHkv0rgeEwYTVc/QYqLtH43XfYCgsxrF3TrxbaAONjxzMy\naiTvXHoHm9PGme8LUKr6l30hEfnKywhaLaaNm3A6HJz48nNi0weSMmK0v0vrgCAIZC9IpdHUyo0T\nFdgrLbRcNBEyqf/YFxLB4RFkzZnHlYO/UF9Zwblz52hqauoX2Red0Q7Vo4oJonFvEaJLJD//LVQq\nHUlJfmqdfBemtIX0Hj58mGaniw1FVUyLCCG7n9gXEoKgxGhch9lynerqnzlXVMfBG9WsmJpGkMa/\nOS2dSQkM4MmYSLaXmaiy2uHkFmit71f2hcTjoxJIigzkjT25v2ZfGAINPJHxhL9Lu5Np/wz2Fjj2\nNs6GBuo++JDQhx9GO3CgvyvrgEapYfnw5ZyvPs+JihOUXK2jMr+RMfOMKFX952ELgHbQIEIfmkPt\n9u04GxvZeugWVoeTdT62L6AHGxiCICiB9cAjwFDgOUEQOsfhLgfqRFFMB/4H+I+2zw4FngWGAfOA\nDW3j+ZQWRwvbLm1jQtwERkb3Dx2zAwql+y9a5UVavt2M5dAhIpe9giKo/zzRlEjWJbMgbQGfX/+c\n43tuYG12kN3P7AuJ8MceQx0fT/WGDRzb+QlBYeFkzpnn77K6ZMx8I3abkws/FmA+UkbgcD3q2P41\nIQBQqdWMe+xJSq9d5uT+XygpKWHKlCmoVP1rQgCgiQ9BO1RP0+EyCvPfweVqxdjP7AuJ7OxsgoOD\n2X/gAH8uqCBFq+GJmEh/l9UlqcbXsdvryLnxCZ/4OHW6N4SolKxKiuLnmkYKzu2E6qvuCaGi/5hC\nEuPT9ExIi2TTgZtsufAOCO7g5H7JhDWgCUXc/5+YNm4iYNAgQmf7t6NTVwiCwJoRa6iwVLDrzDdc\nP1nJsGkJBOn61wY2gCoykojnn6Nx925yvviMxupKJj7Zv+wLCWOmHkNSCKe/L3R3HlErCJnav+wL\nibGLnkChVHL8y085fPgwycnJpKb2v/mKoGizMKpbMJ07RrXpZ5KSXulX9oVEeHj4rxbG1pslmOyO\nfmdfSMRELyQw0Eh+wVu8uTeXiCA1Syf2L/tC4vcpMdhcIu/cyodjb0PGXIgf5e+y7kCtVLBuRjoX\nShp49/ReTlacZNnwZWhV/s/qu4OoQe5j+ie3UvvuFlxmM4a1/cu+kFiSsYTooGg2nd/Eqd35hEQE\nMKSf2RcShrVrcTU1Ufre3/jgWCGPjohnQJTvGzj0ZGtnHJAniuItURRtwA6g8yOsxwCpv95OYLbg\n/uZ9DNghiqJVFMV8IK9tPJ+y88ZOalpr+qd9ITH8SYhMw7RxI8qwMCKee97fFXXLiswVuOyQs6eE\n5GF6Yow6f5fUJYJGg37lSsryblB8OYexi55ArelHils79PEhDBgVjeVoGaLV2S86j3RH5qy5BEVE\ncuDgQXQ6HaNG9b8vWQndrCTszjpKSj4gJnoBwcH9J6ehPRqNhkmTJrGvzsyFJrd9oe5n9oVEWNgo\nIiOnsvlQAQ4fp073lmWJUYQrBRQH/xP0Ge7JTD/lt7MzMLVU8mXelzye/jixwf1zUUBgBIxfReOP\nP2HLz8ewZg1CPzqS056J8RPJMmRx7odiFEqBUQ/33/uq/pVXEDUaTn71OTFpGaSOzPZ3SV0idSRx\n1bTQnGMieGI8Sj+2o70bIZF6MmfN5fyFCzQ2NjJ9+vR+uSkEEDjcgCo6iILCt1EqQ0hK7H/2hcSU\nKVOwCwIbSqqZHB7C+HD/dp/rDoVCRapxLRdLLey7Xs2rU9MIDuh/D1sAUoMCWBITgeLUO+72qdP/\n1d8ldcuS0YkkhAey5eJm9Fo9Tw580t8ldc+0f8ZptlD7wQeEzJmNdvBgf1fUJRqlhmXDl1Ge20j5\nzQZGz01Bqe6f36vaIUMImTWLuu3bodnC636wL6BnGxgJQHG7n5e0vdblNaIoOoAGQN/Dz3qVVkcr\n7116j3Gx4xgTM8aXv3TvUKpoSXgBc76dyEcnowzpf0/fJYxhRpZYlyNYVQyc07/O6HcmfMnj3EyO\nJQCBrH5qX0hkz0nCqBRoidSiie+fEwIAlUbDgBkP04KC4QPS+qV9IaFJDKVp9EFcWEmJ78cbmLgt\njHOpQ4hw2Hgqtn/aFxK66LXsKxzDQxkWn6ZO9xadSsl/iBdJbsileNxv+6V9ITExTU9S6nFcoouX\nhrzi73Luijh+DaYrOgKiAwl9uH90dOoKQRBYlryKxPJhBAxvJjisf25gA6gMBuofmonZYWfstNn9\ndqENkDrCQGZkAC4geFL/fEooMWbh41gjYwlVq0jzc9vEuyEoBFTTbTSGnyBW8zRqdZi/S+qWiIgI\nGsZMokFQsia6/1ki7YmJeYzvChcTrG7lpQn9dwMT4I/xIawo3kFe/FRI7L/rFY1KwaLxNlqU15gW\n8xSBqv6T1XcHMUOprc/G1WInapn/2xHfjScHPsnEskexaZsZMrl/31e1y1agaTbzz5YLpPvpHiB0\n7ud7xwWC8CQwTxTFV9t+/hIwXhTF19pdc6ntmpK2n98ExgP/H3BcFMUP215/F/heFMWdnX6NlcDK\ntp8OAq57/lu7AwNg8sK43uB+qfV+qRMe1OoN7pc64UGt3uJ+qfV+qRMe1Oot7pda75c64UGt3uJ+\nqfV+qRMe1Oot7pda75c64UGtKaIo3rP9Wk8enZYC7Xs5Jra91tU1JYIgqIAwoKaHn0UUxS3Alh7U\n0mcEQTgtimL/dDI7cb/Uer/UCQ9q9Qb3S53woFZvcb/Uer/UCQ9q9Rb3S633S53woFZvcb/Uer/U\nCQ9q9Rb3S633S53woNae0pMjJKeADEEQUgVB0OAO5fy60zVfA9KBvSeBX0S32vE18Gxbl5JUIAM4\nKU/pD3jAAx7wgAc84AEPeMADHvCABzzgH4V7GhiiKDoEQXgN+BFQAu+JonhZEIT/DZwWRfFr4F3g\nA0EQ8oBa3JsctF33GXAFcADrRFF0eun38oAHPOABD3jAAx7wgAc84AEPeMAD/i+lR+l7oih+B3zX\n6bX/1e7fW4GnuvnsvwP/7kGNcuHVIyoyc7/Uer/UCQ9q9Qb3S53woFZvcb/Uer/Uyf/P3nmHR1Gt\nf/zzppIEQiBBeu81oQjYFUGxgVhQpAmoKOrFcr02rmLvvSHSm4goiI0iFrwqnQRCbwkEQgmkkJ7s\nnt8fM/mxYsom2c1MkvN5nn12d/acme/OnDbvvOc9aK3eorJorSw6QWv1FpVFa2XRCVqrt6gsWiuL\nTtBa3aLEIJ4ajUaj0Wg0Go1Go9FoNFZjz0VmNRqNRqPRaDQajUaj0WhcqPQGDBGpISLrRSRGRLaL\nyHPm9pYisk5E9onIF2YA0sLyP2mm2S0iV3tZ60QRiTV1PmRuqysiq0Rkr/lep4i8o800e0VkdGFp\nyqlthoicMJfELdg2WUSOiEi0+brW5bcSz5u716AMWpuKyC8issM8lxPN7bea350i0uucPBWutxid\nX7ic0zgRibZSp7nPourRdHPbVhFZLCI1ze2B5rH3mVpaFLHfgeZ/2SciT5RXZwla+4nIZrOOzRZj\nRSTE4H1Tw1YR6VHEfnuKyDYz3fsiIh7S6ysiW0TkO/P7LBE56FIGomyiM87cb7SIbDS32apOlaDV\ndvXK3G+YWXd2ichOEblARF4wr3G0iKwUkUZmWsvKQBE6I0XkL/NY34pIqEt6q9qq9i7XOVpE0kTk\nIbFvf/WwWYdiReRzMdqvB8zjKBGJcElrdRtQmNbfXc7pURFZarVWKXwsZbs6VYxWW9QrKXzcV+iY\nVEQuF5FUl7LwjEueEvt5cXPMUEqthfZPIhIuxtgrXUQ+PGc/JV5nd8uMB3QOl7+3ZU45Ox7wqs5i\ntL4hRh+wVUSWiEiYub23i84YERnikseq61+U1gARmWmevxgRudwlj1Xntaj2ybJ6VZhOl98eFZf+\nSUQ6iNFm5YjIv89J6/XrXyhKqUr9AgSoaX72B9YBfYFFwO3m9inAfYXk7QTEAIFAS2A/4OslnV2A\nWCAYI/bIT0Ab4HXgCTPNE8BrheStCxww3+uYn+t4WN+lQA8g1mXbZODfZT1v7lyDMmptCPQwP9cC\n9piaOgLtgV+BXlbrLUrnOWneAp6x+rwWU49CXdK87VJWJwBTzM+3A18Usk9f8z+0AgLM/9bJS1ov\nBA4D7cztzwPjzM/XAj+a+foC64rY73rzdzHTX+Oh8voIsAD4zvw+C7ilkHRW64wDIs7ZZqs6VZzW\nc363Rb0y9zUbuMv8HACEnVOv/uVSlywrA0Xo3ABcZm4bC7xgh3Pqsn9f4BjQHBv2V0Bj4CAQ5HKM\nO4HuQItzy7HF179Qreek+QoYZaVWih5L2bFOFaXVFvWKwsd9hY5Jgcsx+7BC6mCJ/TxujBnKoLWo\n/ikEuBi4F/iwtNfZ3TJTXp3n5OsK7K8oncVovQrwMz+/5nL9g122NwROmGXayutflNb7gZnm5/OA\nTYCPxee1qPbpciyqV4XpNLc3xVi4Ix6zfzLP4/kYMS3/XZE6i3pVeg8MZZBufvU3XwroByw2t88G\nbiwk+2BgoVIqRyl1ENgH9PaS1I4YlSBTKZUP/AbcZGqYXYLOq4FVSqnTSqlkYBUw0JPilFJrMFaQ\ncYcSz5tp1XTnGpRFa6JSarP5+QywE2islNqplNptF71F6TznmEOBz63UaeortB4ppdJcjhuEUbcK\ntBaU28XAlYVYsnsD+5RSB5RSucBCM583tDqAXKXUHnP7KuBmF61zzHxrgTARaei6T/N7qFJqrTJa\n2Dl44LyKSBPgOmCaG8kt01kUdqtT7mCneiUitTEGCdMBlFK5SqmUgnplEsLf61WFl4GidALtgDVm\nsnPrlB2u/5UYg/74YtJYrdUPCBLDIywYOKqU2qKUiitCq5VtwD+0uhw3FOMcLbVYa6FjKbvVqeK0\nYpN6VcS4z50xqSvu9vPujBlKpbWo/kkplaGU+h+Q7bq9FNe5xDLjCZ3nMAzj3FWIzmK0rjTLKsBa\noIm5PdNlew3O1i8rr3+hWjEMgT+baU4AKUAvi89rUe1TUXj9vBZR/wHeAf7jqlEpdUIptQHIq2id\nRVHpDRjw/y7a0RgWwVUY1qAUl4KdgMuNowuNMZ7aUkI6TxALXCKGa1swhoWvKVBfKZVopjkG1LdY\n57k8YLo9zZCz01vc0ROOe9egXJhuSN0xnsIXheV6i9B5CXBcKbXXDjrPrUdKqXXm9pkYZbMD8MG5\nWk0tqaY2V7xWbgup8+sBPznrnnkLRv1yV0djc7untb6L0RE4z9n+klmv3hGRQBvoBKOzWikim0Tk\nnhLSWl2nitNqp3rVEjgJzBRjGtE0EQkBEJGXROQwMBwocBu1qgwUpXM7Zwcjt1K6OlURfcDtnDVU\ngc36K6XUEeBN4BCQCKQqpVYWk8WyNsANrTcCq10G4lZpLWosZbc6VZxWO9er4sakF4jhkv+jiHQu\nhea/pStmzOBt3L3OVoy5b+NsW2YXnWMxPBEAEJE+IrId2Abca15Hu1x/V60xwCAR8RORlkBPjDpm\n6Xkton0CG9UrERkMHFFKxbiZxbLrXyUMGEoph1IqCsP61hvjRstWKKV2Yrg4rQSWA9EYT41d0yhK\ntspVJJ8ArYEojAHNW9bK+TtixGP4CnjoHOumrShG5zD+Pvi2lHPrkYh0MbePARpheJDcZqHE/6eQ\nOt8Z42bmHRFZD5zhnPpV0YjI9cAJpdSmc356EqONOh9jWtjjFa2tCC5WSvUArgHuF5FLrRZUDMVp\ntVO98sNw0fxEKdUdyMBwy0Yp9bRSqikwH3jAOolA0TrHAhNEZBPGNLhc6yT+HTHm/Q8CvjQ32a6/\nMo0ogzEMRI2AEBEZYa2qwnFDqy3qVXFjKZvVqeK02rZeuXLOmHQz0FwpFYnxIGNpkRk1pUJE+gCZ\nSql/xCKwChF5GsjHqEsAKKXWKaU6Y4xdnhSRGlbpc6UQrTMwbqQ3YjxE+hOLx4NQZPtkm3plGlmf\n4u/GFdtSJQwYBSjD5fUX4AIMlx8/86cmwJFCshzhrOW7uHSe0jddKdVTKXUpkIwRE+F4gWuS+X7C\nap0ueo+bN4pO4DPOujK6o+cU7l2DMiEi/hhGgflKqa9LSG6Z3qJ0mse5CfjCDjpdcalHA122OTBc\nwwpcXf9fq6mltqnNFa+XW1etSqm/lFKXKKV6Y7jnFkwncUfHEc66H3pK60UYTwHiMM5dPxGZp4yp\nRUoplQPMpHT1yhs6gf9/AlvgcrmE4qfTWVpWi9Jqw3qVACQUeDNhuE6eGxBsPoXUq2J0eKMMFKpT\nKbVLKXWVUqonxs3r/lLo9HZbdQ2wWSl1HGzbX/UHDiqlTiql8oCvMeL1FIWVbUCRWsUI5NYb+N4O\nWosYS7lihzpVpFab16tCx6RKqTRlTt1USv0A+Jvlwt1+3p0xg7dx9zpX9Jj7XE8yS3WKyJ3A9cBw\n04j1N0zDXDpGjBdLr39hWpVS+Uqph5VSUUqpwRjxnPZgn+v//+2TzepVawwDdow5bm0CbBaRBsXk\nsez6V3oDhojUk7ORZ4OAARhPin/BcCMHGA18U0j2ZcDtYkRHbQm0xXBF95bW88z3ZhiD7AWmhtEl\n6FwBXCUidcynJFeZ27zKOXO+hmC4Q4Ib581sSNy5BmXRJRhztXcqpd52I4slekvQ2R/YpZRydWez\n7LwWUY92i0gbl/8yCNjlorWg3N4C/FxIR7cBaCtGxPQAjE56mZe07nKpX4EYXg1TXLSOEoO+GK7R\nia77NL+niUhf87+OopznVSn1pFKqiVKqBcZ//1kpNcJlcCgYbtmu9arCdZpaQkSkVsFnjDamuKdB\nVpbV4rTaql4ppY4Bh0WkvbnpSmCHiLR1STaYv9crK8pqUToL6pQPMIm/1ynL+gCTv3kE2LS/OgT0\nFZFg81pdiTE+KQrL2oAStN6CEWjONaaAle3VP8ZSdqtTJWi1c70qdEwqIg3Mc4OI9Ma4fziF+/28\nO2MGr1KK61ximfEUZhkYihn/wmqdIjIQY9rrIKVUpsv2lnJ2ZbfmGF6kcVh4/YvRGixnp2oOAPKV\nUjssPq+Ftk92qldKqW1KqfOUUi3McWsCxoOMY8Vks67+q3JGAbX6BXQDtgBbMQYsBZHnW2E0/Psw\nXEwDze2DgOdd8j+NYf3ejYei+Rej9XdgB8b8rCvNbeHAamAvRoTquub2XsA0l7xjzf+yDxjjBW2f\nY7jd5mEU2nHAXIy5blvNwtewpPMG/AA0Ku4aeEDrxRhujVsxXDKjMeaWDjG15wDHgRVW6i1Kp/nb\nLIw5hOfmseS8FlaPMBrSP8wyEIthNQ4109cwj73P1NLK3N4I+MFlv9diWL73A0976PoXVeffwBhw\n78aYrlOQXoCPTA3b+Hu08miXz73M/e0HPgTEg/Xrcs6uQvKzyzmdx9kVVSzTaZapGPO1veBa2a1O\nFafVjvXK3G8UhivrVgz30DoYXlmx5rZvMYIQW10GCtM5EaP+7gFedT2Oxec0BGOQV9tlm137q+cw\nBquxpsZAjCj0CRhuz0cx+3orr39RWs3tv2J4ubmmtbKsFjaWsl2dKkarLeoVhY/7ihqTPoDR3sZg\nBEy80GU/hfbzGKuBDTI/FzpmKKfW4vqnOIwAhelmmk7FXWeMFUvuLanMeEHn5cDaQvbjVZ3FaN2H\nEaugYMxasHLESPP6R2NMe7jRBte/KK0tMOrPTowy3NwG57Wo9smyelWYznN+j+PsKiQNzDRpGEFR\nEzh7P+D161/Yq+DCaTQajUaj0Wg0Go1Go9HYlko/hUSj0Wg0Go1Go9FoNBpN1UcbMDQajUaj0Wg0\nGo1Go9HYHm3A0Gg0Go1Go9FoNBqNRmN7Kp0BQ0TSz/l+p4h86MH9DxSR3SKyT0SeKMd+vK1zhoic\nEJFyrxvtTa0i0lREfhGRHSKyXUQmlnN/3tRaQ0TWi0iMqfW5cu7Pq2XA3KeviGwRke/KsQ9vl9U4\nEdkmItEisrGc+/K21jARWSwiu0Rkp4hcUI59ebOstjfPZ8ErTUQeKsf+vH1eHzbrVKyIfC5lXD++\nAnRONDVuL8v5tKrdF5G6IrJKRPaa73VsrPVW8/w6RaSXjXW+YbYDW0VkiZgrH9lU6wumzmgRWSk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SA5O5nEjEQUiloBtWhasykiYrWsKo0zM5Pc+EPgcCCBAQS0aIH4+1stq0rjdChSTmSSn+tE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\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cY8wBYB/2fV+dXVtgnTEmyxhTAPwKXH/qTRER4EbsN71Op8cWN6EFjEpIRAYCh4wxW8+y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\n9u3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FbHT/fZKppoWm7aUoh4egiLRqLoy/8jo8VCq2rFrZJw4Z8vPzOXPmDJMnT8bb2/oe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\nYS6sp+mYa+dVvf44ZWU/ER19F56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degwZRySPX1dWypH1v9Jv4lRC4qRrdb6YiCQ/EoeE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\nY21ZFY+kJxDmZ//GEUBQUCqp3X9I4eGPKC/fxl9W5FBYVsOTU/s5JjPYmG5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q2Ax+HRPkT0l+C1JGAymqvHxYNjKHhNUV4yeRvuvZLTpgtJ+IzFgRiXyMaufq\nb/+u8mhBnWSWLedvCgFJzcS6kogUsLT4wKIjEqnFjDHFLG+xKNAhEJTjh7hsbvLwV7EVUP+evkW3\nMG1tXpWq+zPhDkXVDVHCt7NfVI4hZQQja7lmk8LY79YXap/kEFImRxFZk7yO7YIOzvl2AK8CWABg\nHoDNANojzuFQUY5yzidxzkdzzkcPHTrU7uZ6GqUJzssbLQm9gTsBhEW2jryzL1blR52vNudf//5K\nAOEaaDWOenIOKixkP3hj/k48/VMm5m+LDmJ02YmK8rswLp+QirkabjBdEsCPzpfI+p88HZ2X0Ttk\nyBeDUiq0nSqp1dwehl6fHztN5YBencFa7RIQOD0WG7mPXeV1OP7puZi2ztpCa/T/FoU2xN9rRGvX\n4/srvwdpCy4dkz9PM+NfXnkdtuiIG+H3kVUroPUOmbC/oaVd9V0dN0tfAOGq+pZQViURRAoGzLop\nuYkUdL60tsmw4kRPpoj8inq8uzgHnHNdVmtG6NsjtqBPxKhmR6YltTL1pDSXr6W1rAHMuBZtKKjG\nHoMCLAm7rAWaWtsxL9P/gScveHUpRv8vXLBRLyKOjIGf+ePUvLBU20quLEpIFrBeQHIDk4L6xjOO\nBCPlnH/GOT+bc34RgGoA2QBKGWMjACD4v79DbTtAtsImww/CfSMaDvmkomeCkRbDdRGTw1adA4+E\nPCVsLPYrBIv6NOjbuaWoJmojeLgs0JcaOWV1eFjDDaYrY7jirVTc9rH51FJ6yCiqUU0lGS9wzkMZ\nHaxu/OTc/fk6R8xcraJ3Qpe7YlxxsrbAzk1+3BjbP3ZI/55RxzYWigs2xzl3XNBhRF4zdXU+mts6\n8MSMDF3BEivqmvHZyt1RY3BFXTO+DgajjZXBBtCneQ4T1gRPl46ECTpMSCMufTM1ZjplH0yd9iDg\nxlftMu+qEkmkJZQfXFfUKKisN2zRoUewc9fnaZiwMBvlB5qFb4SHBdMPq1Hq8eCq+t2TlX+X53+O\nLeAz0x1//9FqXPjaUgCBeExJySm6g7rqcYk2SnNbO04YNw9/+WqjKxlbRKdctmPfE9lGybJQjeve\nWxn6245ApHbAI6z7EgWnsq4cEvz/CATic3wDYDaAe4Kn3ANglhNtcYOBfboLKecZBY2LHyw6jGSe\nkW6nqLpBl5RUWkx/tVY5i4reSfCllCzcPsmaEOGjZbtw1dv2BIPq2oUhu7QOaburkJSconq/Rsgp\nPRC1yPrt+ytVgwjGCx28M4PRJ8vzLJUV+fYZXeS6gV7tmqH31kPbRsW0gLLmSZP9imxxm7Vt+2od\nDxhs1jKluU17wf2PaZvw4i9Uk6JmAAAgAElEQVRZYdYAcuTarFh8nVYQM7tMF1kXk36iNxYErHPk\nU5udbjo+9QDCsAHRwjs9/OaNpYJbYo2s4vC+5EeLDjl2uJZIaSs7uHjrOa3+77S2XIvIDeh/ZAHi\nAWVlVCz0xBKywsRluwBA1Wo4PeJ+clSsJq2wTZaN5VuByh29+GFdFNnEWybq3w9s82G2m0TK0OOI\noAPAj4yxLAA/A3iEc74fwHgAlzPGcgCMDX6OS4wOvEY44uA+tpUtisN0WDVISME+L3h1achSIhZS\nXJNiFa2D3jXslqIaTRNgN4l0/xk3K9NSeWW1Tbj8reV4RqEcNfeEeCFMY2hxkxOpBejgHBV1zZ62\n7NC75rj0hENCf2suVD20jlGyelJq3kgD45IWN3ywynDKaquYTTnNdHR6SViktGmbv60kTJsVi6dm\nZmLy6nzsKq/DtqBJuZoAQ3qXlMbyL9cWqG4gs0sPYKdMILN3f+y0tpH1LdpeppiJQYszXliAS99Y\nZvg6URzSP7YmXo1YKSz18rdv1C1ljPLynPCUpnUOB9sUCef2xtCoqm8RLlSWxnk1rXt7h7cET6EN\nqOHH0DnWzMvsdDN2+vba2jswN6M49LxvNrChNkuVLJC05Ib6TVqhUKvGWPghroyTFg4iXf+MsL24\nc54c1KeHK21wA6dcVy7knJ/EOT+dc744eKySc34Z5/xYzvlYzrl3d5kepm/PbtonuYwRq5Pcsjqk\nGoh1sLc6sKg9fJCywMdubV2s9IgAsFtQHuzIjA5Kj7S5rR0fLduly/RXil2iZZ4XjwT6hJhJLbIU\nzgNxDO7ycBR1vWak8ndHKVBhWJlWGiQYJSsE+RjEFY75EXncEdHEejR6BQkSmXtrcNmbqbj23Wjh\nSBfG0NDShvaO8O1bTWNr1O+zIkd5XrjireWhOAc/bijC+eOX4Js0ba2lfO29xaCrIxBQYORpBAK1\nk3gN2+Rni477p6TbvqkTPWz16BbYBmzeoxzPJrvUejYpu4dao64R//xus21lRyIpPaRiJqbuwsNf\nb8SPG/daKtcIC7NKQ393DwbjfnJmBm76cLXtdTe0tGHR9lLtE13GyfXAs7P1xUMSTYlMYVrpkrDF\nDZyy6Eho+mgEe7KCH7KuGB0/7vlcX0pHoHNwUhukRK0Fjx7aV/G4UoBUOU5q9j9ZnodX5+3Q5dai\n9Lj8IHUXhXT/VvtH1HMMfl5vIIWd0+jVYD36bediUKufrxbos28HSv1dtN+w0+iNKwQYF0SJfDKx\nhPFdGHDSM/Pxl682hKVXb23viLI80vNzfb4qYAWoJx2tPC1rNx9KDUSlTvcaXraG00ODAFcPJ5Es\nvPzgXqCGlaFcy0ImlmuLUgD6SKQN5f7GFhxoasUbC7IBBFxulOLu2YF8fdy1i7Pbvn9M2yTUAswu\nnFwP+H2M8xsk6HCA44f3t61sP0xNTkhK1Tbpdi8Gv9PIPODk+rmuOTB4NkYMopsKq5GUnBJmvSE9\nLfnz0bqXeEHeHa32j8i+7aVYFWrY8T6W1jaHonh7EfnvIt2+z+Uc2Lu/ETUm3BD2N2prcqRFn4jh\nMzIVoJxdQWGNXOMYqF+hn+poi5Tl6rZzDtc8V9pw+BU9QaP9KMxbkeNtoWlkUMnIWGKR869IOOwL\nemynosOerCvKfxtF67Yf/0E90OSfv9ygu56CygbkRljmOhUnQe6W4bRQV81SyGs46cLkv1HZ35Cg\nwwHsXGv4YR1jpymqdP9qpvWi5BwnjhigeDzWIh7Q5w8vZ/62Erz4S5ahayTUFhPSwjF1Z7Tpt7x1\nejZA8YKZ12bd7qooC6rI988PSjG7FspKwZLdpKWtI+TGpXTLfvittFiu4s4Ri+vfX6X7XKPjlxJz\nMyO1np0P/vcfKZtOF1TWR23Sd6oERpXI3FsTej/1pLaV40fbiHwdbpHLPS40UOLIwQE3VLf82LWI\n9OVfmRv+jO20suU2BiP1sytfZNY9Qzh0210Yi0oNbMSFxgq/bO1MK2t0bJRISk7BhAWx07gr4Zdu\n5VQza5taXX8mZlMf+xUSdPgcr09Oa/Mqcflb2nnizSJt7u2MetzW3hE2URjBqJXgn7/cgM90BGFV\nJOSOET6Rhdw0NOY3EZsav2DUdeXdxTm49eM1eHBqekQ50cFIvY6RdbgfNcIAMDejGMc9PRcXvhrI\nMCG/jbKgn6offist4tXd7OaJa6IWg+Pn7lA+Och1763Ex8sDGQ70mIT37m6fS6lXWJTlfd/4SA7u\nGwiS55RZv1Ei5ww/WPHpwU6Ntt1DbWSwdj38KyhkcOr3Yww42KUAkHJloxSjwwzvLsk1fI1f3g6n\n1gOnPbfA9ZglUurjRIEEHQ5g5+vzjg5fZDe5fZK9qUq1xiazQ/ravErc8P5KtLR1oMVMInWpfhf8\nqCOrlCZyrZa8Oi/2RiIWre0dntXARcI5UFwTCKgYGeRVjQkLA2bui3eUYbVMg6cUjNTrGBFeRJra\n+oWHv94IIDz4lsRBwXTfPvipNGnv4Fi9qwJzMjoFsVuL9uPTFRbTJusUjtqJGRlOa3vgogXbtBeS\ndroYuMnmPftx9Tsr0NjS7tom/OPUXaavPSloPTlzk3PBGq0QOZzaHeBbuEVH8H8zwgKvYOaZSP3L\nqTmbQd94euOZI4XWuy8ieHS3CO1brPTfiYRflTqENiToIHyN5tBkcqX+xIwMbCmqwZ7qBpzxwkJT\nZQBAVwd3CqG4G5HHg19IVi97qhpU0/Ga5V/fbcaZL5p/Tk7CwUOR5s34qxbIzP4i50b5xuKzlbuj\n/Lm9gCGLDvua4RjPzd4WSkMNdKY0jYeFTTvn+MMnafhrULADAHd/vg7/S9kupPy/fKXfB100Who2\nzrlqULeTDlV2NZS4xMW0sLGIdU+xkLtLPDd7G7YX1yKr2Bn/fyVe0bC+icUFxwwBAHzrk5hRkePI\nAhutaBRj1wiiWkfMFy9Rb8VdRYZTswBjTNdy9MNlu6y54kQQGQcksv+YdZXWi13zrJmU4LGIU+NI\nAiToIHyO1iBqVcxw+6S1lmKMWJFzGK1XLYCgdHzxjjLs3d+IC19bGspsI0oOY9a1xy02FgSyopiJ\nNC+PdRKlMZV9fPGXLEtWMnZhZKEcB7IATF6dj4q65qjjfshYpYXS+Lc/GKA0VuprrQBxUr8uEJQe\nO6xsnY9dq59OTM3DCePmKX6nJL/8fv0eJCWnoLapFbtdTAsbi/eW5OKEcfNQ02gsyKx8HJfmjR5d\nu8TF++t1nH7GsbKAmCLYefzmyicXKFmxXHLyvrvoXHAVG0zhrUZBZT3+lxIuyEjbXRUmTJ2nI3OM\nFex6ule/s0JoeT7r/oQBSNDhBPQG2cZ/Y0TEFiFJLj8QvUEyQlu7+TboSV0mR+125fu5WoML6HiE\nc2BVbqXp60tjbCAjtajfpBWarscujMR1iBf/czmhrCvuNkMIsayOG5rVLQNu/CB2QFIvTFlKbZBr\nOmMJEZVcBv/7Y2CumLnRuy4RMzYWAdAOch2J/FlJY1BrR4cjfVxtnp0XFYRWH1v31mif5CKRd+uk\nvJSDI8UmpYKfg+abLV+eYloE//5+C5KSUxS/Y0y/oKOLoMwoF7++TDFosVzQobdNZtlvIjOYHkSn\ncZavdURbi3iJ5jbvWRnbDQk6HMADa0ZXcML3L1aMBc7Np0wtEeTaYSXGQavG81Mz3YwKRhqjB6oF\nIP3r1xtMmU/6wR2Aw3iQWDl7qhpCQqjIRe69X6wP+2wlvotdJFogKjXiwKAjLANES1sHLn6987c1\nG13fKygNJac8O1/XtUp3fuhBvQJljDzIQqvshQnUrm8u3O+IwCo6q04As25PHy0zH9/DDeyyCJi/\nrSRq/fD6/J3i4+YE2+/n8dDsb3DNOyuFtuPHoKBS4u/TNoV91jsk250CtlvXzgVQcU0T/j5tU0Ju\ngOXIu9DFry9zrR12c8vENW43wXFI0OEAPtj7CaeptR3HPDXX1TZ0cI4Mk9ohUYHqjCxKIoN57tSI\nOj9uVmbYZ7VuJu9/evvinIwS/LihSPvECJptTCUsEitajIq6Fvz5y8AiPt7f7Xi8P0nw5wehnBZy\n95sPl+WGuZrItYJGXTXsfDJ6H/sfP0tT/U4rcKLS6z20f08A+jcbbhByPzR6ncKx/r26qXwjFj8H\nsRSBXePIn7/cgLETUsOOrcipwCXHH2JLfVaycWjhDcvA6Da0tHfYOsf9vGVf6G+9wUgB/euTqvoW\nLDaRwSNSkPLzln1YbcHKlfAPW4u8bTFnByToIGzhb99s0j7JZrwwtda36LeKeHlOeADBj1NjZ06Y\nEWGCrZYpwexzMCMLEG1OaAenPDtfYDYcL/Qy+4gDWYAij3y9ESkZ/ooro4RckxkZXV8eCHlFTgWM\n4HUhkJZbX6z3241MWHqRnroIc/Ie3ShGh90EMts4y/CgZZJoetmYbtmrritOYmTc0evucd/k9bh/\nSjpqm4y5h9htMSKnTw9/pPH2QRciTEKCDsIW3M4TDRiLRRBJ0uA+Qtqwp0p/UCkzgTHlqGlN5Juh\np37KCPsu1txrZirUMiGtb27Do99uMuyD7lX8bO6rBzczN9hJSkYxNhXGDsjpB+RjXOSrJ3fPOnFE\n7CwkkXi9W3+fHtslUWns8vo9AZ3jp1E5h5Jg6qgh/UQ0iYjBic/MczyIp121+SkYaY6GtasRvCj3\nzKvQ5/KcH4wl0S6LBadn3VupsP6yy+rGg49XEa8L9wnzOCLoYIz9izG2jTGWyRibxhjrxRgbxRhL\nY4zlMsa+Y4z1cKItbpAjOOCRUYqqGyxt+v2KlYm7os75jbiogTZKcyAr1sjm7p3FuXhwarqhurVu\nYdq6QszavA/vL8k1VK4X+WFDUdwIbNTI3FuDs32SNlg3cTQUyse46RGuZvL4O2OSBhkr2OPPaOyJ\nw2J+r2QREbJ4Uzj/g2XeGI8622h9e8CYM5puv2xk7GKlwyb/mwqrhZYndRE714iiS778reXh5euo\nQO0cUe+IVky1LgbeR6PxlV6Z22kNfPSTczRTVCsKgmO0jYQAhJ+xXdDBGBsJ4B8ARnPOTwHQFcDt\nAF4F8Bbn/BgA1QDut7stbtHU6l7cgn37G3HBq0vx2nzvpbkUhdogbCUXucg85k6hnnXF3CRVUdeM\nhVnGLHOsTIib9+zHXZ+laS4YRNBdgOnmf6Zv0TzHy/EA9DB5db6i9ofwBq0xsjqt3lWB1OxAKmSj\nQXFtjdEhoPR+PbvF/H5NXvTmU4rX1K4wRmXurdXcHDiBmvuh5nUqx1s77BtLO9OZ+3yQM8B9k9dH\nzaeFDmdoeHtRji3l+lkZZmVM0Uq1rZdnZm2L+b2RpZFe1zWpzO/Tw4XcjRouxEazupCcg/AzTrmu\ndAPQmzHWDUAfAMUALgXwQ/D7KQBudKgtCYWUHnXNrvgNNKQ2CI95abHhsqRsK0cN6WulSaYQNZdE\nTmGx1i9GYojoQese5Av5p3/KwPXvd0Y9f3z6FqzIqUBeefyk9kqkTYBfiKc1W6z01Y9+uxn3fL4O\nADBtnbnsU14ka1+tpYV3cwzFA+ccL8/ZjkyPpzjVS2QcJztIJG3vkh1lmBaRMjxe7t5O1xW7+4iW\njMaJPrpsZ5nmOXpbESmH2FMVnSLWCl1jWLwpES99PBYJNIwlHLYLOjjnewG8AaAQAQFHDYANAPZz\nzqVdVhGAkUrXM8YeYoylM8bSy8vL7W5u3CG9u/G83appFJen+5aPVwsryyiiotdHea7EGMCNxBDR\ng5HF0ldrC8MiQEtaDCcitF947BDb6wD85fdM+I82wRp7zjneXZyDAoe11Ea45t0Vlq5Xkz0yBox6\nYg4mLc/DzRPdmQc6rSSMXhd9zG4Zq1Tnl2sL7K3IYxRVh8+ZegNHeh0PZkLXzYBesS28Rj0xB4t3\naAsi7Eb/ciD85b3y7eWKZ5kV4CiNDbFKsiIoqvdBgHrAK5mBCDtwwnVlEIAbAIwCcCiAvgCu0ns9\n53wS53w053z00KFDbWpl/MLN2sL6iAKB0u691WI3/kZYm1dl6Xq11IRaA7hIk1Ur+3qpi9pobR1i\naH97ItdHQnIO77FtX3xo64HYritmKK5pwoSF2XEdZFfNLFz+rmrFyJiuEQzVLCIfu4g4H7GQ2ror\njizwEhGp39tq0WFbyQH6aQg6vACH/s105BDlRDa7nSXqgcfjeDoIQWu1+MUJ15WxAHZzzss5560A\nZgA4H8DAoCsLABwGwH4bywREWrD6PVZALESaJfp5ga/WdK3H88vWfbFPMIDWYkma6GN1Ryck66I1\n4YR/uG+ysQC7XqZdcD92Ij6O2wtKPXOhll7g8R+2imlMBGafjdKYafc4mkguK3Li1YKlIx4XPw6i\nZ4mtOxipRcWk1uVK7TjQpO7GnAiveiLcY6LihKCjEMB5jLE+LOCwfhmALABLAdwcPOceALMcaEsC\nor2x9Dui5+eFWaVobvPvRri6oRWrcytCn7UWpCLv1ZpFB7Nchl56dKXM2oT/2Vcjxt0NALJLD2B7\nsbsZwvTihDC0ur4Fq2TjqBNIgmI/LLp90MS4IFtgKtVYRKa3n7AwGztLxNTth/5slls/XqP7XL3P\nQa+cw+xjVboulpIqEdw64v8OExcnYnSkIRB0dCOAjGCdkwD8H4DHGGO5AAYD+MzutiQinZ4r8Svq\nEG1y+eDUdOzd754LixHKDzSHcspLj+GdxTn4w6dpIZeUPRruOF7pGW6145W52xNWO0n4m5StxZau\nb+/goQj9V7y1HH/5aoOIZnkaNc1l5BBw9+frcOenaWhuc87H3PTGReFCPw9pTguYvMxv31upfZIF\npE3snIzwseTdxTmqsSGITtbt1udyzDlHvs7YR3qzrjiF22NJWl4lWto6bM2MRWvA+MURxzbO+bMA\nno04nAdgjBP1JzKJ4LqSyFz8+lI0tLQjf/y1qlL31bucWzRqzRWxQsY0BTcUTgTwlNf/cWoeLj3+\nEJx71GDb6yUIr5BbdgAfLN2FmZv2In/8tW43xzGG9OupeDxSoCFps60MRztLDuD44f11ny/V5Yc1\nt51tvPPTNPsK9xlOWZeKCoaujM1uVLaWLoa03VVo1LtRt3m9rrQm9OqYszCrFA9Otd/d1KO3TwiA\n7LfjHGnTaHdgMjfxtW+pCrVN+iK5y4NUqU1UTTHSKQLmrX2SklNw3+T1YcesCCmktLJr85xPhSw6\nqCNBeJ3s0jrM3ORsaKy1eZWoFpClwsqi/HuVQKJlwVTsQGCfEYonZGB43FRYjeKagAXd/G0luPLt\n5Zi1Wf8zrqhr1j7JRnIMuEkkgjl7IuHnZZQXNulaTfhs5W7da1XdQ45KcXv3N+LKt9Stcf72zSa9\nRQW+c/H5FgpOrauGXsscwn+QoCPOqW8OmOmuy4/fl7jdC7OcYE57boGh8894YQG+Tiu0qTXqLIlI\n2Sbil6hrdsJUPHwp4TFL0bjl/gtGud0EwkVun7QWi7aXWi6nqqHF9LVqwSTlQlrGWKf1mQElwe8+\nXI2LX1sGAMgtqwMAU3EOjAoRlDJnmZkWL4+xORJRPuFdRGZfi8TuvuKFdNh67vHKk4frKsuq68p9\nk9djp8HYLpwH3Df++8OWqE2/m0JNpxSZ+y3MKYS3IUFHnLPHIWloJBcd51wq4G171dNiJQr7FbSk\nbvgcamddCRDTisSBdkfGIiA5hzOouQ0QhBGyBQVJlBO50escq4yV0xLMXCNlsDGzTjc6BBYrBKUl\niwtCD1Jf69Xdv9uBlR6I6aLnfRvQu7uusqwqXupNKovaOji+Ty/CHz5ZG3bcTaGmE67MALBoe5n2\nSYQv8e/IRuhiZ2mdK/UeNqi3Y3W9NGe7Y3XFIyI3+bqjiscqQ0hLwik7oOF/bKOk46gnUuwrnCBM\nIu/yfnP/G2nD/BI5dkmCYrPa1Q+X7gIApGRop+9Oy6tEjQWXHrJIi1+c+m1vOGOkbWXbPbo4tRmO\nhZ4m6FU+WXU1bxOcdlze6j1VDfhkeZ7Q8mPhs6mJ8CAk6Ihz3FrAUvDTRMV6f7Nj0fLPbzfH/N7O\nGDY0UXdCGzJv4jf3v8MG9RFeZuS4E7LoMFmeZNmhZG0np7mtHbdNWot7J6+Lqlsv/XtGx5W3+yf1\nWZfxNHMzirGrXFkp5dSQed1pIxyqSTxemGP1NEFvM63Ok1px2ZSIZZEiF9Dc8/k6vDRnu7bySBBG\n14PrTbjpu2X5TjgDCTriHLcWsF1pR+M6Tk2qz83e1lmnzqwr0iZACTsWLfUtsU05qbs6Az1m7yDv\n835b6NkxrcldV5hNdSghKV+3F3e6YBp1O+zRLXopZ3fzyTVGHA9/vRGXvZmq+J3ZYOFG6WKjdsru\nd8kL8RX03OOaXfoCrQ8b0Mtia4wTq/3yr+qCcf+cGx+NVXTLxDWG6/jdh6sNX0P4BxJ0ELbg1ORM\niKFRQxBQWtuEpOQUzN4SbYY9eXV+6G+tOWlhVgkA4ItV+arn2DGBavVGp3qrU1oQr+LGAi7RWZSl\nHfzzUpVNllexY5Otpjm0PJXpbKpcC2v07tzQZ5BFh3hKa5swMXWXo/G1pJr8/Htu3lPjdhOg562d\nsDBbV0nSmPPXrzfEzNok+ieL7APj5+5AUnJK2HEpO5Vjgg6NeloEpF92O9sVYS8k6Ihz3PJdtBo1\nmrCO7ngZDDj1ufkxz5EyB3y/Xjk1o4RWatjapjbN9tixiWnWmAydEsxpPb9454YzDsVxw/q53YyE\n4oGp6Srf+HeMtseiQ3yZgLk5ePZm7bgecpRqsHuz7ON9sWd5+KsNGD93R5gbSzy4AdveF12W0ryz\nKAcVdeKsSqTbmZNRgkc13G7F1SnPOhX4f2LqruCX0efXt7RheXY5tu2zV8ikNX7eN3m9rfUT/ocE\nHXGOW+N/V+pZvoGBoU1DbK43A8GzMjcW5bq0saPPys3ClXBKLucFX2I3YYzhipP0pdgj7CWvwp1A\n1V6lWm7+LhsPrApBzbzy7yzOsZzuM8GHGl+ysXA/gPA50M74UeFQjzHLW4v0WWr4FSXlE+fA3Z+v\nw7XvrrS1bi1Bhxcy7hDehrajcQ5ZdBBeQk+3cCOArlO9VYSZpd8h335vsL1YfIpWp7BDg/vnLzdo\nn2QCraaKmCqVnof9wUjpPbaLeFs+UU8xivYT45yH4mXYXaObr7pVgS9BkKAjznFrgKIYHe4jckMp\nalGrRzvlRpd1qrtOXZPvTEUEocHPCvF2CHPUN7fhnUU5it/JlQ2vzduBDQX6sgIYGXOLqht1nysK\nvVZ+hHFSs2Vaapufr9TN/Cy3Kj+QeDEWvk4rdKwuN7tGY2vs+HEEoQUJOuIctyw6yHXFfTYUVGND\nQbXbzTBMTlkdMvc6HVzMmdV6Iisnrjo54LLi5wU14Q3s7kNGR4MXf8lSNV+XN/XDZbvw+48CWQGa\nWtuFBSe+4YNVUcf+MW2TkLLVeOLHDDw3e5vnI718/cC5bjfBMC/+khX62+vPVw92v6+V9e5nXXGa\nvfvFCjfX7KrE9+nKMcSU9xHOTOQpW4sdqYeIX2g7Gue4takg1xX3+cMnafj9R9pps0T/VEnJKXhy\nZkbU8YaWNuwsVTaXly/4l2eX47r3VqK+uQ1tdkUIjMC5GB2Ju8s/YnAft5tAxAlee4vKYmmUVRr7\nx0/TMOalxabr1ApSKXojFElKRnFYxi2vckBHAGwv49Tc5LV3KpHRs0wQ3S1yyurw9E+ZptpTWGlf\nenKR7jlEYmK7oIMxdjxjbLPsXy1j7J+MsYMZYwsZYznB/wfZ3ZZExC1/eHJdiS86zZT1/a7fKJhV\nltWqbwa+XFMQdezkZ+fjH9/aq5WUcKq3JrK/qRR7hYSghFW8JC9cmVMRU4CpNgenW7S2o/dIH36P\nJeJcMFL7oLhM4lm0XTttuCi0fr+bdCjUzPLrowerfvfEjGiFGkFEYrugg3O+k3N+Buf8DABnA2gA\nMBNAMoDFnPNjASwOfiYE41rWFVqExSVWftVYXXHdbmW/9TkZJRZq1I9TgrlEtuhoT+B7J8SyLLvM\n7SaE+ONnaVi2s1z1ey3ZptrQc9aLC2Ne5xVBh9eVGr9k+Nv03e4YBdIm1tbhmYZ+Q+h5XNml9mXN\nam3neHnOdt0NqmlswcqcClz65jI0t4ntr+cdpS7omLbOuTglhH9x2nXlMgC7OOcFAG4AMCV4fAqA\nGx1uS0LglgY5HnK/EzJs7kZVLvvYkkWH/biRTYeITzYF03DahcjNu5ZFgZrGvlbL5cIjc6xHmqFK\nbWOr200gCN8xaXle6G89M/czszKRV16PPVXOB0YmiFg4Lei4HcC04N/DOOeSqL0EwDClCxhjDzHG\n0hlj6eXl6loTQpnaJncm+S4k6YgrJK2PlfV/rAX/1acMN1+wAJyL0eFMPV4kke+dSFzs6vZ2TbGS\nQHKOzy0hJO4890i3m+AL7HTxaXYo1hZhD5opssFC1qq09Ce8hmOCDsZYDwDXA5ge+R0PjLCKrxLn\nfBLnfDTnfPTQoUNtbmX8sTZPXyo70XjFrJawzrrdVdi3PxAs1C7XlUSgpEZMhgW/kshuO4R/Kaq2\nFmivM32ncv8365qgNMc2CXBzuOvzNADAow7FR7Kbfj27ud0Eb+PAsJzm0jrUr3DurfWCZowV1qnI\n6EqSDsJjOGnRcTWAjZxzKYJOKWNsBAAE//eO0y1hGRrr/IPWBvTWj9eoRuM2ghP73NW7KpCUnILi\nGmPmk04I5s57xXyGhXhAWgiRDJTwExV1Ytzq1Ma/vHJ1X/u0vErV7xpaooUaailujbAqV71OJbz+\nPvfsTskF9WBviA4SchvFS/EnlMau/0zfGva506LD4wMCkXA4OQPcgU63FQCYDeCe4N/3AJjlYFsI\nm6HBzj98nJqnfVIQK77ranE4Mopq8O6SXNPlyvlqbSB7ywaDGQ2ov9qPpNH+VYzgYgThNczGeIgU\n9qtt9WKNqbdNWmuozu1HYyEAACAASURBVNpGcakYyQCLINyBg3tKgKg0FGze0xkniaFzvPh56z6M\neWkRVuZUONI2whrnJMV/wlNHBB2Msb4ALgcwQ3Z4PIDLGWM5AMYGPxNxAsXo8A+XnnCIreVPXrUb\nj367STUQ59Kd4oy5pMnWaEo+0jjZj/T7D+3f0+WWEERs5JsMs0LQSAGGmuuKyNgIIjdHiTQi3n/B\nKLeb4Dp2CraGD+hlX+FxipfSCmsGVGadFh2vzduJsgPN+ONnaU40jbDIiIN6u90E23FE0ME5r+ec\nD+ac18iOVXLOL+OcH8s5H8s5Jye+OILkHP7huGH9dZ9r5md97ucszNq8T/V7kT6d+xsC2lej8SBI\ne2k/FIyUSCTko9qVby1XFRyYfS16dI1evomcdvUKYFrb/f9iH3NIP7eb4Bp2/3oT/3g27vlVks21\nxBece8slTM9QYFcMLq+nr/Y73brG//Ml58UEYvH2Uu2TBEGuAIReRHaVNUGf9nnbSsQVSghBWgj5\nf1tEJBJm5bBtMsneztIDwoSpdc1tSEpOQUtEJou3F2Vja1GNylXGSaT3lAIl22fVeNUpw8nC1wR+\nemKBrCv2lG1nNiDCW5ZDdkGCjgTi/inpWJ7tTIpemtj8gxFBg3SuyMlnRbZ4X84MgQt+v3HHmCPc\nboIi0maCNhWEnzCjUdylEGBU1EYyv6Je8fjbi3KQsVegoCNOXlM99zEvkwTjhLfwkq5Qa85mrDMt\ntdsM6dfD7Sb4ikRw2yZBR4JRWd/sSD0k54hPFm0vQ+beGqGL4DUxMguYpbCqMyVkbpl6VgOJeFnU\nA8CFxw5xuwmKeGQdRBCGMLPhUErzKmKMSdlajAVkrWYIPUL5A03igrj6FhqfPQPnxrMf2YmeuVuv\nAmN9fhVqm/QHeDYuaKbNBxEOCToIWyDXFf9gdCJJz68ytSayU3JcVtuEumblxersLerxQQjnCFl0\ndCh//6fzk6KOPX7l8Ta2iCCUsTp7aa355RmojAhAHvlmo7AMVYnClqL92iclMOQa4E3sUACZRTMY\nKYDqhmjhRVt79GR/y8Q1ePirDaKaFt0W2noYglxXiLjDqTmtK402vsHML+Xk4mh9vnac4jEvL8bV\n7yw3XUcimO+5TvARq2l++vToGnXsypOH29kignAMebc/68WF8m8cb0si0dASbV0TCf0C9Ay8hNfW\nI1oWHWrKsg+X7VI8nrWv1mqTVCFrciISEnQ4wIiDvJNay6n9Kck54hcOc24IO0sOmKrvlolrsFaH\ndmNPVaOp8glnUEsvHIthAygVLeEuZuZMpWvUNi8fLcszXgEhFrJqIAhVzCq25C7ETlFa64x7PuEf\nurndgETAS8H3nGoJua7EN2Y0Ds//nKV4vGsXprkJLq1tMlyfhJ6e6KFX1DJqLjxuoxWMVG5COahP\nd2x65gpH2kUQkcg1lKK0q2pjzCIHs6ElInpMs4f0I4FqPM2BhFi0uobaG1ZQqRw4mfYHhJOQRYcD\neGkCOXSgM9YlXcl+zDf8fdomw9eI7NNmNP2icb8F4njfoz78nYIOlxtC2Er/XqQ/URKOULd3B8aA\n9KfHxjznouOGOtQa7+Gl9SkRwGu/iWZ7VJb7/Xt1VzxeWd+CMS8tCotVRLhDIsicSNDhAHoW9jed\nOdL+hgDo31N54BFNIrw8iYyeibi9g2PzHgoE5zReEBwpITWLgt8RvkKU6wr1e9cY2NuZdY+fKbFg\nNUnEN2at0gf3VU/1WnagGatyK8w2iSB0Q4IOB9CzwHnpd6c60BLnghyRaVr8wrm+fvTO4hzc+MEq\nB1pkHS9tQm4841C3m2AL0mJJ7UnTkEF4ETNyw2nrCqOOeWeEISLx0vjvFq/M2e52EwiPYpf7Pc35\nhBOQoMMB9Ph/xtsLT64r8Y2eeS9zb439DdGBnnfLS8vcV28+zfS13z10nsCWiEWyNFHbVNCIQcQL\n367fE3WM9tLuYTSFeiIhdct26qCEClpdQ+3toteO8AIk6HCAKfeNwau/d8ZiQ41jD+kHwLnFFll0\nxC+MuRtgt6GlDbdOXIOcUnNZXLxOz27RaVb1cu5Rgz27uJC6jEc9awgihPwVEmYFSf3eFRi0haij\nhvZzoime5LOVuwEAHTQwEypoCjq8uuggCDgk6GCMDWSM/cAY28EY284Y+xVj7GDG2ELGWE7w/0FO\ntMUNhh/UC7edcwSW/ec3qufYPU5IAeKcy7riUEWE4wRcV7Rpaeuwpf5Zm/dhXX4Vxs/doXqOvP/p\niVkRT8osr645pN9BdUHt1YYTCY2o/Z9TbqNEOIxpDy0XJ3AwUgmSc3gHr61HvJQ5kiCM4pRFxzsA\n5nHOTwBwOoDtAJIBLOacHwtgcfBzXJM0pK/qd3pSoFlhY2EgKKRTvqhk0RHf6OlGK20INNXW3oEn\nZmQYumZ5drnwdngZu8cSs8TKunLRcUM92mqCEAPtFbzBzWcf5nYTPIlXg1gT7qOZdEVl8qYxj/AC\ntgs6GGMHAbgIwGcAwDlv4ZzvB3ADgCnB06YAuNHutngZu+UCY5IOtreCCLqQU1Rcc/NHq12pt03n\nYsy4KSXNyHYjLXp6dY8eHK49dbjDrSEIdSplaQ9FKQfMlrKpsBpJySkoqm4Q0g49bC+udawuJ5DP\nB2/ccrqLLfEuFKPDO3jN+kvLosPs9kWPUkbU1qjsQBOenJlhm6Ux4V2c2I6OAlAO4AvG2CbG2KeM\nsb4AhnHOi4PnlAAYpnQxY+whxlg6Yyy9vDx+NbN2azNPOnQAAOe2c+SzF9/klNW5Uq98wo3VxeRf\nddHhRxVPazyvvnrSb3f6YQPRu3t4HBIGhqH9tYM2E4TTiBoazApMpAwuTqZivPPTNMfqsptD+vdy\ntf5/X36cq/XrhWJ0EGrM3rzPtbpF9crnf87CN2mFWJhVKqhEb/OHc49wuwmewQlBRzcAZwH4iHN+\nJoB6RLip8MAKQLE/c84ncc5Hc85HDx0av36UTrl6OLWh6+rV3Rbha8yY1yZaX/Tq3UqCji5dGLa/\neBWuOrnTioMxoBsF9okP4m2/5JFYpE4KY+PhTfzwzrNw7WkjcMtod11V/DL96LWWJBKPyavzY35v\nVrGpdlnZgSaU1jaZKlONREshPXJgb13n+WR4soQTgo4iAEWcc0lF8AMCgo9SxtgIAAj+X+ZAWzyL\nc5OhMy87pZeNXwoq612rW+9aTP4+teoJRmqyPYR+2iMeck+ZCwtZgBFeRZQZudl1tmTe7eQYJXfd\n8SvXnDoCH/zhLNfHlutOO9TR+jY/c7mj9RHi8dueXPQbNualxTj35cW2lO13bjpzpNtN8B22Czo4\n5yUA9jDGjg8eugxAFoDZAO4JHrsHwCy72+Jl7J6MR8UIhGoHtG+JX6asKXCt7nCpvL5OtmXPfs1z\nbpm4xmSLCL1EalTOP2ZI6G8aLuKIOPsxRW06zApMaC7Vz7jrThJW1plHDBRSTqwg9F7A6fhthDaZ\n+2rcboIhWtrNxb2goc04PRVinFnhQFOb0PK8iFMhI/8O4GvG2FYAZwB4GcB4AJczxnIAjA1+JmxC\nEnQ4JSmmrCuESCrqAhpGva4r8iBXpx8uZsHqF9zWYKoRGdDsFln2A482mTCDz7SRWgibM+PsuXiR\nG85w1nrCayRffYJha9qp94+xqTWEWZ6amel2EwyRCJtlr9AhOJbqvG0lYgv0IN2cqIRzvhnAaIWv\nLnOifqJzI+HUWosEHYRI9lQFMg7odiOWdT89Fh2E/URO0HKBTBfGSNhBeBK35Rw1ja0A3E3/2bUL\ns1T/BccMsSXdeCRmhpC3bztD8Xivbl0Vj3uZv1x8NABgYJ/u2N/QquuaXt39d58EocY5SYPcboKt\n6LUMpPVUJ5QE1EMcc0g/xePdu4rrsU5F1qYQHYQdmMm6QniDWCnqaFImvIqw9LImi5mbGdC4Ldnh\nXhiztCet6aTW7a6ydP3JwaxxdnCjis/75ScpJgL0BbeOPtztJhCEJnbM+161aBXFkYO97QrnRUjQ\n4QNOHGF9kp+5cS8AYOpaZ+Ir6EnpSRB6kTYbWvncJbw21zkZ8dtjtx5C67eTuxuNHKQcMVyk0Ncu\nKHtMfCHqzdU7dqkxbIB76ZeH9LNWt1kffgm5m5tIThjeX/U7P7/GPm46QSQk+eOv1TznxBEDQlZb\nWjAaBUKQoMNDqHVLEd21vK4ZALBvf6OA0rRJtJSehDPozrrisUHerCHVp3crefzF5sjBfcxVZjOx\nnkGkFmbGw+crnnf0UGWrNy/xyk2nut0EQiCiZJRWBR2nH5ZYsYbkDLYoaFFj3j8vUv3Oz5rhRItL\nRfgV/75jbvDz387XHYPn9MMOsrk1/oEEHR7gqGCgUKV5deX/XSJEPS3FzHDKzZdidBAikbqt3PWq\npS2gJcwtO6B6nRTbQw9Pzcww1TY9mLXoOO/owYavuff8UabqspuYriuyv28++zD06KY8Nd376ySx\njbIBijkZb7jrukJ0/gI9VcYFCb3CiVmPnI/nrz/ZYqu8yzWnjnC8ztvPIXcZQjy0leikW9fw8W/C\nraernvvrY4Zg5EBly9hEgwQdLrP9hauw5D+/Uf3+sEFitLMrcsoBOBeYsYtKz/rsHuMaaoKQNgny\nzXJqdqBPj52wXPU6IxZMX6cVmmucDpraBIfKjoFVzbFdxGoWY9Cl3KHAef7gtd+f5nYTPMfGwmpL\n13vzrXaG844KpED95sHzYp4Xawh59rcnYc4/LgQQsHi4R0NoShssY/Tv5UhuAyLBqK5vMXS+n17b\nIf16hH0eb9Aa9OwjA4FXjzhYeZ8YWX6iQoIOF7n57MPQu0fnwt1Oc3unA7ar3cuYUfGZs91N/+lE\nQh75f/iAXqrnNba2o7S2yYkm6aKptd3UdVoaTCUaW8zVZTexsjZ0YQwXHjsEAHDnuUc41STCBoYO\n6Ilb40i7K0puWGVwwW5XO/zIIf17IX/8taGFvRn+dP4onGQgqKmfNkx+Y3XypW43gfAAWsLE0tom\nvLsk11CZ/homwx/AQb27G7pacum767wjVYqnUQwgQYenOMKjvvVmULPoiFeXlod1BggirCHfLJ+q\n4YN47suLPeNnbTY1Y/euXXCSwWDE/Xp6U7MWW9ABjDioN/LHX4szj/BPejilGCp55fUutMQ7XH6i\nf7NVKCFKSWC1nFW77E/PSgSwmmXGDS46bqjhaz6+6+zQ305mmTmkPymGEoHNGhbkf/5yAyYszFb9\nvqTGO8oqO4hcnhpdr/br2Q3546/Fgxcdpfj9kSqWHokGCTpcJLJLq/lTnTrSetaVq08ZDgA4aqgz\nqYnUgpH6S9qqn9/bFBWeCCDlDm+T7RacEmGIyJhixZ3EqKxm8fZS03W5hd4J3iNyqxBKKcE3WXRR\n8D0e+428gtVxJGVrsaCWxC+ixofuXbt4b7CxAbmFjJkA8scN6xz/jGzSunXtgtduJvc2J1nx30sc\nrzOnrE7znHcX54R9rmlsDf1t5hVct7vKs1atkUTenuhMT6/cdCo+MRHQPt4gQYcPuOT4QyyX4XS6\n10RLL9u/lzGTM8IcRi0jGk26jFipUwknXcfSdlc5V5kB9AYj9RNKdyTqp5biEviNAXE2FnJBv6hf\nn4uI6P1+0+DrDBnkKcwI0uQWtmb6uTxmiuHnFa9aL8ISD01Nt1zGy3O2C2iJ/UQKckRbvPft2c1R\nSy2vQoIOFzk0woJDrY+L6PuStL7DoR1XvLqoEO4greGMCh3u+Xyd5brbRVh0WHjv4uVVivUY/Tpe\nKLZa0BDbTc3/z8M8f/3JePBCZTNavyJqyjxlpE/T/Ql4N48f3l/xeFIcuev6EfkvqzdtpZwhsrS/\n5x1lLEPYlUErY4KQs6OkM4ue2biFX64t0B0XTYTFrlki78+nyyDP47+VVJzwxNUn4G+XHuNYfdIk\n5lx6WWfqIRKLMNcVh/pYh4CEKU5mQvFKXJJIYmkMfbinV4WDY3Xypfjx4V9ZKudIH24C7/l1kmpq\n4ERHlGUIoY7IgO5qwhkzXO3Cpn7sidqWwHIB8/PXn2Kpvm5djT37g3p3x/nHGE+fTpjDo8uCKES1\nc/qGIs1zdpTUYtQTc8RUqMB/rjgOT1x9gur3n90b7lbiV4WP16EViUv8+eKjA36gOhAxeUvvjwgz\nfD2ovbDdSAJCmEDqtW3tnVKHiroWR+IhiNigOOm64tVX7Pyjh6h+p3eM85oQR605hw7sjcMtBgI7\nemh0/A/CeURp/NraE1fQofbeeu19lnNOkr9cxyK7aXmdjiw/ssc/1KJ70WmHDcTAPv50z0oEvPyu\nrZYFWpa3cm6m+bhEesbtDQX2rh//dumxGJ2kHlz95EPDrfwSzeXfKUjQ4QNEuq44ZaYVyw1n47jL\nfZ9CcsPTY91uQkIiF9RtKKjG7z5cbXudIl4ZKxYdRi/1qlbgaIXAnRJ6mzzMY77+SgIaUUOsR39G\nwiSZ+2rcboJrqHVl6uL2sUUj4wUgZoxJffw3mPvohTiod3dsfuYKxQDNqvVTDyAA/OGTNMXjHy7b\nZbpMPT3LGQWU/j5Ocg57cETQwRjLZ4xlMMY2M8bSg8cOZowtZIzlBP/3T05Bm1Ab9AcYzK2sWHaw\naOdcV1Q0OGA4uG8P3dYsXmVwP29tuBIFEfEyjCKiRr0Cxu4K5r9Gb9mPG2QtbdN1p43Adw+dh3MN\n+oG7gfRzNbcK8HkiXEfUkPPUzEwxBfmQO8Ycrnj8k3sEZwQQPPYNH9BLSDlOTFt9e3Y1fI0IofiR\ng/viRFkKdCMlrsyllMlO4ZdlQXVDq/ZJOtBjve6E4teI8IIEf/bg5G7zEs75GZxzaWZLBrCYc34s\ngMXBzwmN0iYHAM46wroMSJrQnIoV4FWtMuFPpG7b5qQPSBAR70y7zj3v3Ecvijp27DBjLgx+fPNi\ntTnv5Wvw3h1n+kLIAXRaz1nN+OPH3zEeSfTYGnosA7S46pQRisdFu2dZWXYoCTVOPnSAwpneYu0T\nl6FbF4b37jjL8LWRj2vqfWN0X3v96Ycaro9wj0Rbkq/I0RaiOZGcwcheiCw67MFNtfoNAKYE/54C\n4EYX2+IJzjxiYNj/IunSxWlBh/JxkYOtHc+J8CaS5L3dBT937lAw0q/uP1fR7NeoVtHLvrhqxFoM\ndOnCfHVPV5wcnc6tCwP69uiK8TediuevP1lXOX6653jGxaD8hIP07hFtESHqFYzlp2+V4Qf1Qu7L\n15gKAhw57l503FDd1zpplTv7b+c7Vle8kmjWAnqGbSeWk0YEHTTn24NTIxUHsIAxtoEx9lDw2DDO\nuRRppgSAYrJfxthDjLF0xlh6eXm5E211DemFGNy3h/CyJS2jU8FI1cZUKRhpSob5IENeZUg/8b8b\nEY5/LTq0y7jgWPVgnUY4xGNxLCROiqEd9asmQ2ldImW4kt/TjhevxrYXrsLtY47QndeeMSDjuStE\nNJOwAAk6/IOVYUR+bUvQBO++80dZao/E/ReMwvLHLxFSlkis7KtE7Mn6KgiXiMSEc47csjph5elJ\nl+yE64qR90TvOuiFG07G3b86MuwYJXpQxylBxwWc87MAXA3gEcZYmH02D/Q2xR7HOZ/EOR/NOR89\ndKh+abMfkQQddrx70jvgnJwj+qUbf9OpIYll+YFmy3V4bQF63WlkymkX0m/tmKBOXreAMq57b6Xp\na41Gw/dies8TRwzAJcfHSHfo0zlaKbOK1FeHBS1xHrxwVNhvolfDwwD070VZDNzGY9OMLXhVOBqL\nYQOi2yzqt5LmmV8fMwRJAtI8M8ZwhAfSRb/0O2spZEXz62P0CfcTzRrBDrxuLDBt3R6MnZAqrLx9\n+xtx28drYp7jhIW7kTTVerOu3P2rJLxwQ/i7vOixi/HuHWcaalui4MiKmHO+N/h/GYCZAMYAKGWM\njQCA4P9lTrTFy3QJ/hpKL995R1lLdcYcj9ERfWzMKH+la1PjsEG93W5CwiH5ydsdjFSe5kzCqXdG\njdMPN+ai5UXzx5EDY78z8RjTp3+v7sh7+Ro8ec2JYcf13uqRg/va0CqCiEZEwHOnueKk4WILlL2X\nfWSWBl4cT81y6EHh47Dbt+Y1ZVU84/VeLCIWkJxt+2qRtrsq6nhqdudWc8bGvULrVMKIi5cVo4yk\nIX0pbo4Ktgs6GGN9GWP9pb8BXAEgE8BsAPcET7sHwCy72+J1OoUR0d9FTlBGkcy4nAi+AzizOHBr\njiTLDfdo77A3k4VSmjOn3hk1rAbs++APsYPUaQkhnCCeBB1yga5SfBGtOx1xUC+k/OMCQ/7yhH04\nlZLdTfx4j6KHDBb2d/yMR3IiA+tauU8nn1AcTQ/u4fFnaLdCSSr++/Si0DGvCXjt2jfdfo5y1qtE\nwQmLjmEAVjLGtgBYByCFcz4PwHgAlzPGcgCMDX5OaOzMjOK064qSZNJ/SyllHr/yeMXjNBnbx2GD\nAma/bS4EI3Ujpa2cg/v2QP74a01ff+kJMVxG0GlJ5ibx9O6cMvKgmN/rWcycfKhyGbeNTuwFixv4\nUAZgGD/eYqy3yIzVZdh7GUfjUSziadwl/I0b66wLdbpOOYVdCp/xvz/NlnL9Qje7K+Cc5wE4XeF4\nJYDL7K7fT9g55zidXlZpMS+8apdWoHqCHBFiOfWwwMbPjRgdPRyMLm+Ws44YiFuCm+DI3qkmyDj7\nyEH46M6zcPPE2H6sTpBIr5Tavc75x4W45t0VMa/108akf69uONDU5nYzhFNV3+J2E8TjR0mHCjP+\n+mscqRA7R4swi444lXlELpnM3lvfHl1x7/lJVpsDvR3PT+OeV/G6ldIugYFIlVDqQ14b9hJpHeQk\n3l/BJxCjkwbhjMMH4omrT4z6bk1epaWypSA3TskG5IPKUUMTw9fc6xOJrwn2WzeyrnhtMlTijMMH\n4Y4xRwAIf/d+d+ZIVUHNyIG9cciAXo5Mrg9eGDt7QTz5wWuhprU55pB+OLhvD4y77iSHW2QPW56J\nj4wxkeb+j32/2aWW2IfbcYjMoDZmnHXEIAzuZzy46gd3drr4JcpoZHbc3fbCVapWZxJHD+2LRY9d\nFPMcO9GyZEw0vD7FbimqcbxOr4178eTC6yVst+gg9NOnRzf89IhyvvDimiZLZUubGafMw5RfV28N\nKoT/cMOiw25uG304Bvax5iuqNj++ddsZmtfYLWTQ43aTSNO70uP+7emHoke3Ltg47nLnG2QT8bJm\nixxyjASX8wt+HFZF96/jhnVmR0gUwasd1qnSo/vwzrNxzCH6M07ELDM4Qxw3rB+yS/Vp/msbW4XU\nHS8kRo/Wx7FPzUHOS9d4zi3xpBED3G5CXBJ/MzahSFfHs650DquPXnYsAGCExYCqcpKvPoHEJgnI\ns7O3OVrf7op6vDp3h611XHbiIXjimmgrLiMc3LdH6G+9CxrpHfXCAshNTcaRDqd9VLL80pv20cv7\nr8MPjszo4OHGWmDsifGnKY60WrGDvrJMJiJQeo/69bBBd+fTbnzJ8erBjPv17IZ7f51kS71Glph6\nz5WGEiPzxKghiWFJTBinNRjrzWt7CL3pZQljkKAjQZAWnW64rtxwxkjkj78WfXuKW4T85eKjhZUl\nijhd1yc0l7yxDNM3FGmf6ADHDwvXjv1z7LH44t5z8NrvT8NDFx1luDypv57oAS2Cm++O01odZsOs\n26u7u1P56uRLMecfF0Ydv/tXR7rQGrF4TetnB3rucUyStfTwi/59saXrI4kcM8YkHUwbBRlD+6u7\n74wZdTCeu/5kQ+V988C5VptkGTPvYqznkEg0tLS73QTvEaeDezcaB8MgQYcPWfAv436PTgfQdEJD\n67UxioYWQhTDBkQvzi4/aVjY53+OPQ6XnHAIbj3n8DBz+iSdmizpHT1+uBjzYitYiW9z1hEDLdXt\nhDZbjrWxkeH0w6J94912PTh0YG/07xXtfjXURKwEryEyJadX0TOXfv2gtY2uSItOgOZbALjutBGO\n1fWrowfrOs/I8KY3HpFUppGxWjrz8SuUs+QlGvUt8RcYWi97qhowJ6Mk6viu8noXWmMvqY//Bmuf\npDwfcihGh0eZ/bfzVX2BB/XpoXg8Fk4L+LQmu/fuOBN/n7ZJV1knjhiA7cW1UccH9zP+HAifkmCr\n2tl/uwA7Sg6EHXvs8uPw/tJcAMBrMdKFnXF4YON/4bGxU6d56ZFa2fsPNDEeynFaYGp1LJ751/PB\nARz95JzOgx4T+kpI2ZIO6t0dNT71mfeaQN0O9Li0emW8+Pah81BS04Rt+yKCF9rUwFKL8dHsQiv2\nkWiBnB2uaHqF8tK9mHKL8UrHdZnm1g63m+Aa6QVVise3l0TvK/zOkYPJZSsSsuhwmFXJl2LtE9rS\nttMOG6hqUm5GA7k9YtNkN1qT7G9PPxRZL1ypq6zTRipH977AYzmwyXUlvihxaIF75hGDoo4NG9AL\nFx8X7mMtN8u+9ZzDVcsLre80OmTk1w9cMAppPtQEvH7zaXj8SvNaOyvXmsHKBoSxQD+ItNB7/ZbT\ncJQHfdIvPm4onrj6BCz7z2/cboppombbOBzn/STMOe+owbjxzJFR45vIn0VeVr1Ak/9jD+knrCwz\nSGvKW84+zNT1b992Bub9M9pFTRQT/3iW4nEra6s4fF1NEY+pvi3jo3GPMA8JOhxm5MDeGH5QL8fr\nrWlwVpumZ2LqozNwmJpgZ4CCqbSb9OouNtga4S5XvJVqex3546+1zYdY6xWMdKHo3aMrhg1wfmwC\nwoOpGmVwv5545JJjTF9/wxkjTV9rBjsEojecMRJLPChMYIzhzxcfjUEWfl/X8ZMUwCR6lCdeCy7b\n24fz7dxH7RMS6OHQgb2RP/5aXH2qOZeXG88ciROG2xfTScm96ceHfxX6O/7fRPs4qLe31stO4mV3\nw0/vHo2rTxkedfzsI6MVYIQ5SNDhQ8xs8OuanZXmOhGj4/cmtRKiWPivi/DFn84JmZA+/P/s3XeY\nFFXWBvD3TCDPJBVk0gAAIABJREFUkBnCAAMMOcNIzkkEAwbU1TXsqphzWIzrGtF11V3dZFjXz9VV\n16wYMWIWVFSSBFFBJElUwjBzvz+6eqamu7pSV+qe9/c8PMx0V1dVd03fqjr33nPGdcFZ46KXJDUr\nhHCFsyOCPSCPnDoURw6y93dv9ZEl5vzwg1UQJ74PbZvYn78/7yLnOYqixGl50gsndTN9vnPL6I3k\nyCbZfnN13oTSjIzljEuoKuLlW9BfvrRz0DYl+vdvDqjxe16ApYm9vARL5zNwwmifB3dsVnWbqgL6\nQzWrWJOpWhnk/aotIhajrWFSryL8/deDkx7vX5xe7jGqxkBHBqqbl+M42hd4jo4AtpGbI/jzsQMC\n2JKxrkUFGN+9utRggzp5uGxqj9D2h7LfiNIW+NPR/T1ZV508/5v/1ywSJ//t+EH4/JrJjtZZ2ir8\n5KnpyM2RpGokZtfvI0qrkwAe1r9t8vp0V3HDOqdXGYNsyMCggJmLpnS3lcw2avcK/k5dqV5bOu3k\nuO7ZUYq4rovPwM0U61Sjnd3cqKaTZPokn0rvhilq318yF/SU2mzGQEcGUqrmxa0dQYyw0PNyc2bD\nzpwOOy+sl17+3Wwol0i1g9VXMN6GtG8W661r37SB5/tglSg0Pzcn7WSicfeeWObJeoJwQGKpTpNr\n8vhxHNShCYZ2rg56PKD1Futf+uis4a5KDQchMedMpkgMQgVdpScIdnrKo9Yrmrg7Xu5f/TqZNy3G\nT3aS1calM02gVYFxoKNTi0Y4YmA73H2ccQ4PQ9oui0iN6S92RG2alhey8T3ZFfaINTfBUrZB3mGg\nIwPl5Ijjk3rQbZzTRvXcCe7n2DuRbn6U6w7rY7lMJiZ0pFpI+4rOGNAOj5w2FDPLwp0Klq4gpuL4\nxezmubq0Yk1BDSf3yv0nZU4gSi/xJq8iC4sXeHkf8PtD7JUMzRRBTZdwYkIP65EiXl7zOSlf7WUg\ncIrWpufmCG4/ZkDKBP1mBM4rUTTP5JxCKQQ9qjsTGP2l2p0a7MQFk7o6Wj5qhRYyXWCBDhHJFZHP\nROQF7fdOIvKRiKwUkcdEJPtaFh8M13r0xjjsHYt6NLeTScUAL0+c5080n+/uhbASOma1aP/5Rsrg\njk3Rrkl9XDjZ/G89PspLRDCiS4vItxF+ygv4KjDxoza7l4ofl8RlCrTRaf2Ka1aliuKNGRBsfgI/\nVVRmX6SjwsadrN32welx9qrZiXLCQa+1b2od5PRyFG9YyYSLPRpluDtF5Zz5l403fNxqqk73Iuvp\nkw+dMsR6xwLyvzOGBz6qOyqeW/QDFq3dZvjcN5t/Tnos8XzqBScj8D+8fCLuy9BOgagK8srjfABL\ndb/fAuAOpVQpgK0ATglwXzJeG4cjE4YkDpWOmHTaYCfZpKf3c5dtnGqXn37eF/YuuFZYLx/vzZ6A\nAe3Nk1nV1gsfI+lUvunvwYWR2W2mpFimTeP6eO6ckbjp8L411xXNOEfGSvw8t+8OtoJZENzkYEgl\nP6CgYdSbLz+Dp3aCTpce2B2/GtLBk+2N7Wq/h9nLgNNQn3MOOb2OdqJJ/To41CCnUhgOKGkW+e+L\nX87772d44L01SY+nasdTTdOa1rc17jjGm/xoZlo3rscKjh4LJNAhIsUApgO4T/tdAEwA8IS2yIMA\nZgSxL5ku3ljlOjyJtrPRAxCmVDddX1w7pVb11FAKCpj95BeBbe7M/yz0fRtdWzXyfRtm0r3wGalL\nkpnp0vko3OQGcdWmGVyA9StuknRRxDiHtxIvfG979euQ9sR771wa69E2yvrvxlnjuoReDS0d8y4a\niwdOrlkpxc33qX9xY6y8aZrhcyXNG+DoNKcJ2rn+a9KgDm4+oq/lcnaE1aakE7S181K3oxjtjDLu\n2KIB/vKrgejlYrqNl+KdnLV5xKaR0be8Yfh4qtFtY7q2xOEDzb+3D/62ehTPJVP8Hz1O9gQ1ouNO\nAJcBiI/5bA5gm1IqXr9xLQDDrJIiMktEFojIgk2bNvm/pxHnNtARTwR33kRnc8WCkqoRLqyXj55t\nzIcJRnWoNnnr0U++D2xb67fvCWxbYUm3w7G0ZbiBGi/1bud+VEaOzz3Y8SCw3VaOzSHZ1aF5bGqA\n0ypuqVw2tYfj8slRUtqqEcbbyH9hpcLkS/jWpeNx61H90TeNNsfp9V+6nLQp/dvH3ldBPfsjbQFg\n4VWTkh6zuvYzE78uFEkd1E/1KabThA7p1Axr5kxHofb+w26O46OYmaOjph179hs+nupv3c5x1Cfc\n1ueTmd6vDerl5+D4oe5HWKXz2trO9zOSiBwMYKNSylUXqVLqHqVUmVKqrGXLzMza7oV4or2JPbTk\nTA6js22b1MfHV07EBRENdJgNnbW6CQn7RGLmv6cNC3sXyIXvfvrF922E3cGSbg9PNvUQ3XmM+zLV\nXkwBMgvWViUjtdnQZWNVECIr9fKjE2Cxk8YlnWbDz2mHz5w9MukxJ23K9TP64PlzRjlOlty8Uc3p\ng92KGjlOImokFugw/rxSfYxWedZMcyolLRtuexx/j9l0vvZTqqkrRYXOprfqV1PctAGWXX8Qbjzc\n/QirG2ZYF0IgY0GcGUYCOFRE1gB4FLEpK38G0ERE4rU+iwGsC2BfMtY1B/dC/+LGOHxgbOCLm17E\nVgX1fO99TBQvXWmlRaPUjYjleSLC1/XDu2TP8P7a4oqnvwx7FwLBHB3VGtbNc1UCDnAedAYMkpHa\neI3dm42grqvtJOTz24G9/a+0wxEymeH4odEp/W6nHGs6N55OLuP+/ZsDrBfSMcrt5OQ7UDcvF329\nyFvk4fcu1ceV6hikEzSL6mk1orsVOYmjsXq3jY3MiN+jnDWui631eH3aYKDKvTzrRdKjlLocwOUA\nICLjAFyilDpeRP4H4CjEgh8nAXjW733JZO2bNcCz54yq+t3NxXXQHjltKLq2sncxbHbitoqI221Q\nwvrIhpQ0w8drfgpn4+TYIx99F/YuBMLvmOdvRpb4uwGPuf04xMU1cWKPoVkTVzV1JWI33K9cOAbb\nftmHX1JUNAjCjzv2+r6NoEfIHD+0Ax4OoQ3qXlSA5Rt2Br5dt+rm1cxNk5vrT4Pm5ntnK9DhYl/i\nBnWwP9VoXPf0p+KE0fTY+QzN6F/t9NrPLIdSBlx6G2LHhj2Jf3ZVI2K0vwmzTlm9dP9+yTthjvX7\nHYCLRGQlYjk77g9xXzJO0HM03RjRpYXtagbpRCvtDg0Mrd0xeWunje7kapUXW5QOzTbXz10S9i5k\nHb+T/J451l7PR6bTB50fm2Vvqtrgjk3x5JnD0bRBfB63deMURPs1a0xnR8s3aVAHbR0OUfdUAB9K\n0OeNZj6W8vzkyuQ8CHGN6vne72VoWh93ldDyfApseMFeuV7362/TJNgS9mHctKW7xfguC8TxTX6q\nxZ88cwTe+90E09dGLaAQ35uI7VZkWX13mSsr8wQa6FBKvaWUOlj7ebVSaohSqlQpNVMp5X/XTBYJ\negqKX86f2BWlrRqZj+iwWEcmtycignkXjXX8ujNtDp/LFqs3Jdc7p/Ske+FjWQIthCYqHjhw4/xJ\n7vIX6S9sh3a2P1VtcMdmyM3RTsFmc77FcpEaDkijlPgV03q6fm0YgijDF/T5pUEd/wIOLQvqok4A\nyULt9HrGy6/e4TI/Trys/MAOTVDaqhHKPEqomsjN96l7a+uRrOk0j3k50clHkq5rDu5l/PeS5hcv\n/nIR705Fgzs2Rdsm9dFRS+JrJGlaYkQuUBnosMdOkNKeiBx4C6eOctfZmkmyp7WsZTJh6oodF07u\nhnkXjTWNgludKKI+RMzqSJW6KDPK+XqZL+yyyen2PJ0/sSvmXzY+5fNhvL/Prpni+rVnjSvFmjnT\nbS9/lFZGM517DrMkzHHxz9HuyLVMGO3nhXkXjQmklGnQp5ffjirxZb1Te7cGUHM0gP5vysu/mlcv\nHGN7Wbe5cVo0qot3Lh2Px08fjnkXjXVc5cOum46wTgL40vmja/x+hEUZSsBeMCSVbkUBV7zy8Tvw\n21GdsMCg4kq6f5CjS1sAALq2KkBjhwFwq02XGQS/Zka1rLJ2no/aSJOo8up+IoggvBeuOrhX2Lvg\nOwY6MlQWBfTTFsU4x3PnjMRbl4zzbf08ZUVL1Et//f34QeiRcGFttw1pZTD9bED7JqhfJxftm9nv\n2co28XhCOheQD50yBOdN7Go6xS/bP8dUurZqhEdOG5ry+dJWBVWjAvwUdI6OxNwTXvnHCYOTHvPr\n3Gln+o0Xf9cdmjfwvZytnePRqUXN6iB2PtYuLstzF9TNC7yjI8jOpPj0uXHdjHOLmL31OUdUV7WY\nWVaMhVdNQq+2hY6/U24+30MHtI29NuHqzKj9GNrJ/ag7txjosMerv/WCkKYCUjLeLmeobGu0TEd0\nWFw2eHkK7pBw43bbzP6u1tOvuAlKtIufVA3nhB6tcNro2En9y2unoFFd+w1jlh3+jBf143FQ3zZJ\n2fTttiEbd9bOWYWnjzXPVxG/oE3n0Hdu2QgXTe5memHdtnEsB4bdYNq47plThv3tS8elfK5j84YY\n0aWF6euLm6YOtHklioH0dOjfj/6tJVYbIIoL8k+jRaNYkMxp/KpN43o45oD2Vb+LSFLJWrus2nSj\nz8PJZ3TzEe7LjLpVSwb6pc2rmSuezYDxyJNnjsAMLRhX2zDQkaF6ti4Mexc8ZXrPldBgfHHtFNPn\n05E4/PAoD4YjfrJmq+Hj/zr5gKqe3IJ6+ThnQqnluhrWycW8i8Zy6go5lvgnk+rCZ/kNU73Znidr\nCd6fZvbHTYf3RbMG5r3S4sGIDjsaN8jHmjnTccLwElvL18vPxTnjrduSKOjYvGHK5+xM1RkSQs9o\nEOzelPRp5/464A+H9q4xzemz77a5XpcbYU/d88tBfVpjdFfzAB3gfvppGPdPQW5zb3klAKSs5vT3\n4wcb5mO5ZEp325/pcUM7YKHRdBmbjDrf6teJjRqxk4A/yI7K8v2xz1NEXCe/r02sRnRkaqs1uGNT\nNHTQmZpNGOjIUHW1Ot9u57dGjZN2P3FRL4cWe1GKza16No5lkwZ1XOX0IEr+5hh/6ewM87XzjcvU\nYNyRg4txnI3RE1Vl5yL4Ns8an/nJiqMywsBubhQv2e0NLKjrPC9F/HyZSSN/wubkOuvvvx5sa35+\nJvWwB/kV+M9H3wJAyhLLU/u0xhNnjkh63Mku1snNMR3t4aZNL+vYFLcc2RfXz6iZ06WJQcA8yHPG\n4wu+r/o5zOvbTFGZ0PgO7RRLMN6skb1qWPFj2y7MamQp7NOCXrVNdtwlU8Yz691JPIGVV9R8xOgk\n7Lb6gh+J/IbbrMTQ3cYonTaNgy0rR/4J+gY58U87rT91G1e+fr69awJIoPXSVz8CAJo3rGOYpPRX\nQ2LBkCgGdBrUyUvKyeKlICp3RGXob0TiLYbS+dMLfURF9L42rrk5Dpnw9if3KsLQTs1w/kR3Fanc\ncFv1wss8Im7adBHBMQd0SJqC3Ldd4+RlAzz65RW18+bWrcQ/v8sP6oE3Lh5bFbjYvMt8Ku+X1x6I\n/542LNyy6ykc1Ld12LsQCgY6Ml2EL8KcMDuvJJ6/9pTXHNKof/qSKd1wcL82eOqska72o61Jffpb\njnQ3r9LuOdPOcocPaudqH4iSp674e7Hl5+p/m0ZJNLs36as37QIAbPl5X9Jza+ZMR7/iJkmPZ7L+\nWg6Xvx0/qMbj9fKTP6+83ACSgKZx42KVXyVbpBreT8G7ZEo3PHnmcNvL62+m7z2xzI9dStu9J5bh\nsdOHO65akg63geOmFlMNveQkuanRyKkgY+P6zzMTgmthSwy05eXmoLMucbBVHK5R3TwM72K/zHyQ\ncmtpFYva+a6zQJ3cHOTmCK4+uGfYu+IJJw1w4qiL/5xSnZn/nAldcfdxg5KyoFvp0boAa+ZMNxxm\nGHfMAe4qa9g9qRnlXVn0e+tymRyCHL7Qe0dtKEnIh+Ak0GFn3nHGsPm2o9yTb4fdG4b5l43Hgb2L\n8HctwDGtb5saz/td1SKVxvXd31wVeDgXOYw/A7vDnj//3ru8GkYBLSC9PCDZ4qA+5j2hSsWuPQZ3\ntJ8zJn4Z8+thHTC5V5Ht14UxlSpIbs6k9fNzMamn/WkZ+qbRTeWmXw+zfy04umtLrLzxoJTb91tJ\nc/8TNmcTq5FBQVfhovQx0JGhcnIEq26aZjtBXdSZjuhIaFgSlx3epTlOH9sZnVuaBzf+etwg0+cT\nPX66/d4ZM3Zvghs3yMc9CSUAzS724+/nAIOa7kSJEueNO7nYevd341M+9+qFYwwfL6gXXC+gE3bf\ndqZfzth9n+2bNcA/TyhzNNTWj+v0u341sMbvZ6eRUDWdIEmiIEtrxtmdQlnaqhH+dbI3owEm9TS+\n2e5W5N0UqAsmdUW/4thQ/uiHhqv98Sjz6mtu/kTigcioTNGKCjcjDQ/q29rRSBD9NZlRvg8rTsvV\n5iUEi4Oc7nhQnzbWC1GVHbvLTZ/v1sq/KaHkDwY6KCJMcnQkXAjkGpwkLj+oJ964eJzpFqb3c9bg\ne53Rv3fbQswcXIxWBXVx65H9DJeZ0rs1Xktx45hoWt/W+Otxg3D6GPNh2v/4tbMADznnJsp/YO9g\n50smTV1x0JNldmGXajV+5Lvxgt1rzEzvOfXiWrpBnVzDiI8fF+qH9G9bI69IzzbuRxIcN7SjreXs\n5k8Kmt3vTquCupjQw/5oADNzUpyTvBytdsGkbnhsljcdCEGySkbqKkeH9poMb2Y8Z/e0MaiD+6mD\nrQqrRygW1gu+EkWQZ0b932Z+lhQv8NMzn/9g+ny69wVu8uzdecyAtLYZl+nXNG7VzlozFDnNGiZP\nGTklxTz8KCb/s+N3U3tgTDfraSZdbfagiYit4M2QTtG8mK/tgkzwBiT3lHn1LQrz++gm6bDdG7dM\nvyTw4rAItJs88/xrtnVq0RDfbP4ZAHBg79gN+pXTeuLN5RsBAMM6N8eyH3emvZ3cHMHdxw3EOY98\nZrrcn47ujxFz3jBdJoxrQ7vH7v1VWxyv+4KJ3XDx/xYlTUdLTKLolVRD5zP0NO6Z6nbI2R9YEH+O\nfz9+UGjtut3tPnXWSDy+4Htc9sQXjoNxp+quLfX5FwDgm5unOVqXG0GWl9VvyqgsL9WUmyOmCXFb\nmFTrsePNS8Zh7dbdjq5dZgxkbr50MLxHkWAU6DhYu4lPfK6Ji2HJH14+sernoMs+eXVOKyqs62gu\nb1xtjeIGyU2vp5MRFV5I3JrTi615F42t+vnmI6p7f8O6X3l01jC8dL690U96dj/2U0fHRkrNHFwM\nIJaAtE+7Qlw8uZvjbYbBi574R2cNx2OnD0t6/P9OGeJqfa9dOAYrbjwIi66Zgru1qXenjemMR06L\nbSPdG4Bbj+yHz6+ZDAA4uF9bw2o5ena2F0b7aTRq0StHDi7GmjnTUb+OveH3P+/d72o78Z7yZ88e\nVePxbJzjbqecbKL4Ia50WBTDzU1Pfq4YXmOlclDfNphqkZfEL07+9OMjso4uK3a0jcSpJPqgXxAB\nHq82ccbY1GXE4wmZu+gCOSKCE4bZG+1WW3W2yO+X7rGrl5+L0laNTMsbxx3Sv216G0vQJSGoV1tw\nRAdFVmttiFcfXXmuUaUtXN0gttYNF3v+3FFYv303pv/l3arHzE5uT5wxHEs96GVM9/LuoysmpXzu\nhXNH4dPvtuKaZxe73u5hA9riWYthe9lqcq8ivLZkQ9i74avkqivOXl/aKnaSLG5aH73aVk8rCKvn\nb5iLaQe5OWJ7f+M3avpcIy+cO9rxNsNy7oRSzHpoYVrr6FucXBoRAAZ1cNczGL/BaNzAuI8l3T+l\nA3u3dlQhIqqjCoLs8bXy6pIfq35+5uyRmPHX92y9Lp5IO9X3zU4grntRAX4zssTW9jJN9XgOZ1cG\n9RzmhwCAJddNdfyasDiZ8ti+WYOkYOZ7syegvkngqaPBCKNZozvjxheXYryDxO592zXGl+u2215e\nz6tvd12TqSizp/bAScNLknIvZWOg0UsdmzfAio27Uj4f5JTcu341MCl3VTrcBGSzge8jOkSknoh8\nLCKLRGSxiPxBe7yTiHwkIitF5DERCa42FEXep1dPRpvGySMvvGikmzWsg95tjS/gjZSVNIt8FLxP\nu8Y4MUVi2sSqCVdN74kLJtWcNlFQLw9/Pta7BjXK1syZnjScOt1O20y4eEi8sXAToPjg8gl46fya\nN/vRuSWz1q+4cdLffirxv4kI3XM6MqV365TBLK/zD3kl7Y/a4QrsLB7GNztKf3P699/WwfxyEeOg\nollbe/qYzpjQo7p6xkkjSnDsEHfVzqIuHsxK/DxmDDDuxb1yWqzCnptzTX5uTmjVk5xKN8jXrkl9\n09Er/zNIMt+8UWz5VFX3WjSqi/sSSgA73U39SOJ0OwfmHNEXn1yZuuMrvg0nCaYpRinUaIMSJX6P\nFl1jXRkxKhrYHMWXbYJo+fYCmKCU6g9gAICpIjIMwC0A7lBKlQLYCuCUAPaFMkSqE5Vfo4gjdF0J\nAPjjUf0w1IObkafOGlGjAsEzZ4/Eb0d2wgWTag6/n943OdeH1RC+TPbqhWOx7HrverkyobzsoQkX\n0G46Jto0rp9UTaVJQg96/fxcFBVGrxztk2eOwL9/M6RqSopd0T+yzqVTUerjKyZaL+RSujf4Tl9v\n54YjjJl/dx8XnaBzjffvwZchvjr9R3/yiBJM7lWEy6f1rFHlJRMCyK7Fp64kvMWBKUZLBT3VMSx+\nv81WhcnBun7FscSmqabrbN61F5MSpg073c2D+1dfYzltpy6a3A2zdEnnC+rlo2VBXfRvb7/Djux5\nfdlG26Mo2jau52gEYdga+pSHKep8D3SomPg4oHztnwIwAcAT2uMPApjh974QpRJED5qTud4zy9rj\nMe1m5MhBxXjwt87nxPdsU5g0xHxA+yaGF0w3zOiT9NhqLWlgNqqTl1NjGF+UelD9klxe1ps3ndgL\ndu7EUtNpVmE4a1wXDO7Y1FHZ0ay+yUKsfUgMUtlhdKPglXT/Jp2+2s5NVRh/B6URLWHYLEWPtxv6\nj/7aQ3vjXq3HPIxyvmGoGtGR8Pc1umuLMHYnMi6Z0h1A7OY+KKWtGmHNnOmOKqFdNKW7ox7yyw7s\nUfWz03bqvIldcZiuoyI+jXR899QjD8gdJ+fEigxsq4LOURgFgYxlE5FcEfkcwEYArwFYBWCbUiqe\n5WotAMMMSyIyS0QWiMiCTZs2BbG7FEGjSmMn/6MGO0s6ZZefN7pSdUHjzp+O7o+xNqq1JNJPz7hi\nWg888JsDUi6bmJyrtqkFcQ4AsakbcX7NNY3iuf+yqT2sF0qQ6VNXAPM256XzR+PziA27Nfqs37pk\nnI/bE8vy207+nuOVZLJVXm5OWqOBgFhiTAApK5DdO391WusPyqkpqsLZVZWjI+Hvq3PLRlhx40Fp\nrTuTHdS3DdbMmY7zAq5K5tTYbi0d5T7JzRF0K4oFKJxMzxmoldHt3bYxvrl5Gj67ejK6a2W43QSG\no3h+jpLfjOjkoAS9v/vihz8f602p2kwSyN2NUqpCKTUAQDGAIQBsX3Uqpe5RSpUppcpatnR+s0fZ\nIT48LFPmmepF4T5p1pguKaP/l0zJjCoSmcZolEzYinS98XYDHZk2henMcakz0cf9ysa8/0Jt9Eeq\nedt6tx7ZD0+fNcJ65wLm9kLsz8cOwNzzRlkvGIASD//+EgPlOQJM7dMGDU16Zp18hGO7sYfVSt28\nXLxz6XjccYzxBbf+bzbKNxJXaDkz3IrfTBmN9DS7zonyZxJ1/VMkVw7Kc+eMwufXTEaTBvm2y8vr\nc4qICJo6qJ5jJh5AoZqKCutaTkXuoQWa4lOeMklZSTOsmTMdL5w7qtYEPQK9a1RKbQPwJoDhAJqI\nSHzCUDGAdUHuC2WWeLPj17DWxIbNKDO3W1dM64kB7ZtgSEmwCQAHtLfXCJ8zofqE+5GP8++jzGnH\nSCcbN1+DI1izXh/bsPuWp/dLzt8SZfsrrOs13nxEX8tlji5rj+tn9KkxNzrlsge0Tzm3PhMdNqCd\no4TNXhnTNdaZ0drl9Jh9+82P/RML19b4Pd7uH3NA6sCXk1POr4a0x6dXT7b/goh57ULn5Zrd6NC8\nga0KAFEeTZVuzoz4EPKuRfamKUX4o8gIy2+YiifPdBeMdjOi1ki9/Fw0aVAHIoILbU7NsRq1YXQt\nYnatGV/dES7KFNcGdkY3T+oZG7kXduAsHX3aNcZhA2rH30AQVVdaikgT7ef6ACYDWIpYwOMobbGT\nADzr975Q5vK7hGUrXR3192dPwAvneteb2b11AZ45e2SgiYBeu3CMrRu0REU+zr8342UJLTe+/2m3\no+X72TjBRbHnTT9k1qw0nV6mzZnf+ku5J+vJzRGcMKxjRo4iS3T5Qc6n7oShjvY3WdzU3Tzi3eUV\nKZ8znLqnfR3y81KfXxJzKJjtm4iYVnywYjc47Rc7N91+Bx9SVR2JkpNHlKS9jqGdm+PJM0fgzLHW\nI9AAYGZZMSb3KsLZ40vT3nZtVDcv1/UUXbO/+dcuHON6el0dG+dgq3jai+cllzx/dNYwy/Vm1lk9\nOAPaN0ZeLsOK2SSIK7g2AN4UkS8AfALgNaXUCwB+B+AiEVkJoDmA+wPYF4qwM7QT/oguzZOey6ka\n5unPtm8/unoIV9smyZUlMk3XogLXwaFPrpyE5TdMNR3OnejXw9IrARjvyfVbquRhS9bvsL2O584Z\niVuO7Idnzx5pulwUAwTxQMfdxw20fdGXl5NZN/q8RKk2qWdsKsXxuvLYBfXcB1wfOXVo2vtkpk/b\nxujZphBXTq85LcBuWVOzNs9o6l7VTYTJVzXxa7x2q7OgqBPPWLQpUeD396u4qXejKf1y7aG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7XhWK1sDImOfz8m9yrCZVOTg75O9UqYBpgo/taD+l5O7lWU9T3ZRKQbsaprX5UChneumbujf3Fy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fqtWzT94/PcNMozVd8+HD9bOPHN492lA5xbnGFn17dZcjKl2Ve+1UWlNwmxpG5/j8yfuUfOa1\nPjPprZ+8X1efc5jntNXKWk/ljZqVc8HxmcJ/37zoRn4eVC47+utng+u7Y+ts00Svau3fPvNA3XSh\nd1OUWsuEtRyTqG27RV/NvPZsffw4/4EcQJL2GVBbc6dKj0jPfvc9JbUo6nmkKvf4YpJ2zl73uc6g\nH6gwsll+Wh6bvKimNFz1ocM09Zr31zRPUhHoaILCtw31LaPR8ETUTVd+9MFDtXW/3jrtoIE6ZnDP\nw00tyZm/Yn3379ToQJS2q3G4USnz5jFofgKXXpM00t660gNSbl1jLs80Z8l/YJCk6y84pqDKfP63\n5YZkrea8YwsLv/lNPlauDzYgVS7bKRwWLrN9N1/k/UACRGnr/n30yWGDq74sKM43/po3HHm5WT8+\ndJD+dcnJJZ/X8mLiyg8eUrp8zxodpn59eqlXLyvqB61yGnM+d8voks+uOPsQvXH18IJRk/IDCOW2\no9YXL//7gYPLdmx6xsG76OpzD9P3339wyXf9+vTSew/ZVQ9ddkp3U6dN2abR6zbVNgRrEG+mgbj7\nf185UXdefELd8198ak8tIrOe/mLq9cbVwyvmI20DttaDX3uXLj/7kKrLsgae4Hv1ssA6E4671tjK\niBXU6KjzGukoak/rZ4i0wjTkmq5EE+n46LGDNOmqTAFinwFbdw/Z9k5eNfNq5r7TE+igRgei1K93\n7effNR8+vOH11nPaezWBqHf0BKlysDT31YBt+mvsFWfq1SvO1Hffd1D391v171N2/r94vKns42M/\n/0/e8qXCN7mXnV7bCCzVFO//L5+6r/791ZMK8qMN2SrhpxxQX3X2qIPSgCfrOSfL3X//77wjqw6h\nHGR6PH7taVZTxyJ79bKSJj19epXv0PAjxxQ2JfTrS6fuq/ccVDo0rJRJ/2dO2LtiJ8iH7LFdd+e1\nudp5d46eU1MaiHOgFQzYpr9O2Hfnmub55xeP1xfftY+e/e57Sl5UexWd/JbLPntSW0n+cmRe05Tc\nYg4ftH3FTpOLp5ekUw4YoAcr1P5oZQQ6miC/4F3vA3rxEGy1LiaKwvNlZxygWzzeWphZd8/oXtUz\ny3nvwd4FA6CS777voLprC5RX2wWYPzRfkKpdzjOvPbv7Gnt3g6M6jHj/ZN+pAwAAIABJREFUEN3w\n6WM985BcADW/8Lzj1v1KhsU2yfdQgUN221a7bFt+uNWccm8mt9uij4a21dbpczVb9u1dMPTwfrts\no6MHF3bsukW2gFLvg8R7s+dqcT8FQNT69+mli07cW3c18IbUS3GHxsX9pHo1Q8kvA63eWFqbIaiX\nIefm9YtUnI5fnHekJl/1vkDWU69cvv6lGvuvaPTNNJBWJ+8/QJf/1yEl/XVt1a9PadMVZWpp+HH5\n2aW1tPLVeknmp8W5wo7q0YNAR5PVe2v50JF7FHRKU+tNvKePjjoTUIdvn3mgTivz1qK7F+0a9siv\nP3FUAKlCq7n0PfsH0i9MvlpvSGENzVdLnzt75920y3VG269Pr7LBx/cevIuGH7abZ62w3HXc36Om\nWf6oU1JhJ4hL12wsmT739uXqcw8r+S7n9i+VDxzlAimff1dpW/9GmZl+/8mje/7O/t8nL6rRVeWt\ndzXHte2kmdeeTaEFgenTywrOUT+Km0KYMk1EfnzOYSXBvUYV1wIp7leoUmekYTvzkF27m68UVxXv\n3ctqHu47aAdkX4J5dVqYU9yJtUStWMCPCfNWSpL2Hbi1dtq6n2dfOF7lnmIfPHKPgiZxOflB3Xqf\n6zLLoQpoOcnpjSjBgmi6Ikl7bL+lXp+7sq55e3U3XYmJ7ocB/7MUvx0G/Aq6TJe7p5x5yK46bI+e\nAuau2/XXolWlD+9B6cgGDWZee7Yk6c5XZvued/ihu+m2l2ZpwDb9tdv23jUlvnPmgfryu/dT24j2\nku9y2+x1Px2wTT9944wDdM5RpQGU/Hagy9YW7puB2/YvaJImScMP203jrjxTO2xVvrbXSfuVDxz1\n69Ore/+EI6+PkQrV5KkajriY+OPaax1sKhqVY9aytTpxv9qqgNerOI/x7oy0+RdYHC/psw7dTY99\n69Tu4bG9/OYTR+nfY+cVfJbfV5pfx+69o3bcinIY0qu4ePPi9GWSpGVrMs3st+ib6Wsw12Ss+GXT\n3jtvpVnL1hV8ds9XTtShe3gHIv0EKG749DHaa6fS0eCKa3TAGzU6miCoUVd+8bHCMdLPO3ZQzVXi\n4xL1y70VjmPBAekT9Hn2+JRMD9cDt+2vb7z3gO7Pt6wyZGOjOhu4fHM1HfbcoXpzkEq8+vwwM33r\nzAO178DSUU7yOx9dv6nw4anccakU5GjEF0Oo5SGpYEP2yA4ZxxtTxMUWfXtXHU62WHETs4M9hmoO\nS2mNDo+mK1WWEcblV1xtPS4qBTlyJv34fd39IL1r/wHaZbva7wP3XnKSbroouBFmgLjx84j08bxh\nnIsDwl4154a27VS2yW5xMz0vww/bvWygpGc58Xi2iyNqdDRBYR8d9S9n26IaDbVUx+9eb8yuhVr3\nx18uHKrHaxxGCQj6ofOEfXfSyzOW6/h9Mn1A9PRREW5BeKuih5W6Luc605hbV3F/QdXk34DL3Yxr\nXWY9gqrlkb8JXkNZfnIYQyAi+Ybstp3OGLKLvnb6/lq3qbPqUNB+vHH1cA25YmTV6Xw1XamSjfl5\nqbRqg79RmXLB2pjGOXzZun+f7hGpouqUHoi7cmWUci+xigMYtTZlayRLoUaHP9ToaIYyvYM3NQkR\nj7pSrN6L8sxDdtXPzzui+oRAnqCvu1w/Frke+buyQf2wh+u68KS9C/6u6zqqMFOlgnyu6di2W2Ru\n5B8q089Hsa68VxbFbz9y+dLPPtL4iDTN4rX3cvtt5637UZMDqdCvTy/d/NnjdPTgHXVyQB3j+q1V\nUlyjy7PpisenT/33aZ7L+2Zerbt8R/zoUV/p6R6yNuF1ULtHzUn4dgBB+fNnjq34/QXHD5Ykffbk\ntu7PKpW7/IyWku9Pnz6mpunz5VceoUZHeQQ6mi2i+0tchyzkhotmCPrZM1eNcLftM53odTfFCvF0\n3qpf75Lqi80IXA5r20kPf+OU7n49OrLtZ7w65fKSXzVzU6e/pitJsV9RTZSYZa9AIv3KR21Vr7x2\np7wASf73foOy5eTenDYwKncsdHcCn/SMFwjIWUUj8uVe5OT0zwYu8l9ivb10Tffvxc9UW/evrUbH\n3jtvrdH/+17de8mJNc0nFdZUpuxRXsKz7WTIr17U6IP9XRefoO+ceWDN83WPutLQ2oMTl3SgNQTd\npOQr795P9116so7dO9N0ZfstM7Udjgqgenct/LTvLNbpI9r5yv+e0f173z5W0D4/N7/fQMe5R/c8\nZOTX6Dh8z+0bygcO3WM7ff30/RtYQn1yu+/IQdt3H2+eG4DgFNf8qJZ93/K543Ty/jsXPKTkz9Jo\neSPX4WBc++jwK/fWl1pnQEbxtXDBsMEFf+dGVOnbu2e63nkRz+JyUHHzYj8Gbtu/uyxZi/xVdxYV\nBg9pYp9Kcecr0GFm3zCziWY2ycy+mf1sJzN7zMymZv/fMfu5mdnvzWyamb1uZp71cszsWDObkJ3u\n95binDd/wxrdyuP33VlfP8O7GmYlvc20Zd/esRk7vbsKZTySg5QLuoDau5cVBDUG7biVHvzau/Tj\ncw4NdD1BWr4202v4xHmrqk7bv3fPzbo4LpK7ofrNS/bfpaejvNxQs49+61T980vHdz9A1HN02i87\nRd8566Cq0z38jVN0y+eC70Av1+ko0Gy/Oz9+Q61fctp+BX9f/6n6q2SX8uiMNO+j0w7aRf/84gnq\nlVfyz29u0y+gJoWJL650N10BUOyYwTuUDAH79dP31yWn7adPHNfT99bgvBFQoryWCmp0FBXUHvrG\nKc1OTmxVzf3N7DBJX5I0TNKRkv7LzPaXNELSE865AyQ9kf1bkt4v6YDsz8WS/lRm0X/KLjc37fD6\nNyM5onojsMt2W2jK1cP18ePoKA+tJ4ihPnfcqq+O3XvHst8fPmh7X+Opl/ObT/jvXLhbDW3R/KSt\nu8ZZ3v7as+iBPhfo6FXDTt1l20wTn+P3yQxPeeCu22q7LfrmVaUOL188ePftdNpBu4S2/HzFhQ0g\nDOcctWfUSSjxveFDCv7+wOG7B7Zsr+yhWlnqPUN26a5p12j28tXT9ve1zrjbZ8DWkqT3FlXXB+Bd\n82vr/n30veFDCspPcRo6/v5LT5Ykve+w3SJOSXz5CXMfLGmUc26dc65D0jOSPiLpHEm3Zqe5VdK5\n2d/PkXSby3hZ0g5mVnDHy/69nXPuZZcpGd6WN3+qxej6iFQz+jQAcoIooI698izde8lJvqfPb/7h\nx6kHDKw1STVVyc5VvTyurXywxuu6vOqcwwqmOXSPTJXId9XQQeGu2aEMi/sU6UpgzS7vESBynT0D\n8OOOL53ge1qv7MFPnr5VdkSERgOp//2+gzTz2rNrCu7GUduArfX6j87Sp48fXH1ioEW89+DMi5Ah\nu/lr7pGfneR+v/PiE/T8995TMu3TZTpIDsqRe+2gCT86S5e8e7/qE7coP72mTJR0jZntLGm9pA9I\nGiNpV+fcguw0CyXlQsR7SpqTN//c7GcL8j7bM/t58TQlzOxiZWqGaPDgZGbO+YXfJBXom4MdgvBF\ncd3tmO0Y7zMn7F1lygy/fV7kO67Nf7vOXJXM7bfsV3aaRyYt0sWn7td9VfbuZSXDpx09eEeNu/LM\nkpERKvn1x4/Ubx+fWtDXhyR9fOggjZ+zoqAqaLMENdys1PNA1Winh0CrOHG/nX1P6xWo8JNd3viZ\nobr5+RnaPRt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IFSP1wwcmNbTsj/7pRR14eWPbcPAVI3Xiz55oaBmVOJfZ1svv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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -339,12 +339,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ - "model.train(train)\n", - "forecasted = model.forecast(test)" + "#model.fit(train, num_batches=20, save=True, batch_save=True, file_path='mvfts_sonda')\n", + "x = type(model)" ] }, { @@ -353,7 +353,36 @@ "metadata": {}, "outputs": [], "source": [ - "df.where(df[\"rain\"] > 5)" + "forecasted = model.forecast(test)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "tmp = x(\"\")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "':\\n'" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "str(tmp)" ] }, { diff --git a/pyFTS/partitioners/CMeans.py b/pyFTS/partitioners/CMeans.py index 0b9519e..7651e3d 100644 --- a/pyFTS/partitioners/CMeans.py +++ b/pyFTS/partitioners/CMeans.py @@ -82,15 +82,16 @@ class CMeansPartitioner(partitioner.Partitioner): super(CMeansPartitioner, self).__init__(name="CMeans", **kwargs) def build(self, data): - sets = [] + sets = {} centroides = c_means(self.partitions, data, 1) centroides.append(self.max) centroides.append(self.min) centroides = list(set(centroides)) centroides.sort() for c in np.arange(1, len(centroides) - 1): - sets.append(FuzzySet.FuzzySet(self.prefix + str(c), Membership.trimf, + _name = self.get_name(c) + sets[_name] = FuzzySet.FuzzySet(_name, Membership.trimf, [round(centroides[c - 1], 3), round(centroides[c], 3), round(centroides[c + 1], 3)], - round(centroides[c], 3))) + round(centroides[c], 3)) return sets diff --git a/pyFTS/partitioners/Entropy.py b/pyFTS/partitioners/Entropy.py index 89f8661..d8fff64 100644 --- a/pyFTS/partitioners/Entropy.py +++ b/pyFTS/partitioners/Entropy.py @@ -83,7 +83,7 @@ class EntropyPartitioner(partitioner.Partitioner): super(EntropyPartitioner, self).__init__(name="Entropy", **kwargs) def build(self, data): - sets = [] + sets = {} partitions = bestSplit(data, self.partitions) partitions.append(self.min) @@ -91,15 +91,16 @@ class EntropyPartitioner(partitioner.Partitioner): partitions = list(set(partitions)) partitions.sort() for c in np.arange(1, len(partitions) - 1): + _name = self.get_name(c) if self.membership_function == Membership.trimf: - sets.append(FuzzySet.FuzzySet(self.prefix + str(c), Membership.trimf, - [partitions[c - 1], partitions[c], partitions[c + 1]],partitions[c])) + sets[_name] = FuzzySet.FuzzySet(_name, Membership.trimf, + [partitions[c - 1], partitions[c], partitions[c + 1]],partitions[c]) elif self.membership_function == Membership.trapmf: b1 = (partitions[c] - partitions[c - 1])/2 b2 = (partitions[c + 1] - partitions[c]) / 2 - sets.append(FuzzySet.FuzzySet(self.prefix + str(c), Membership.trapmf, + sets[_name] = FuzzySet.FuzzySet(_name, Membership.trapmf, [partitions[c - 1], partitions[c] - b1, partitions[c] + b2, partitions[c + 1]], - partitions[c])) + partitions[c]) return sets diff --git a/pyFTS/partitioners/FCM.py b/pyFTS/partitioners/FCM.py index 23ed4e6..b0c16bb 100644 --- a/pyFTS/partitioners/FCM.py +++ b/pyFTS/partitioners/FCM.py @@ -1,21 +1,24 @@ import numpy as np import math import random as rnd -import functools,operator -from pyFTS.common import FuzzySet,Membership +import functools, operator +from pyFTS.common import FuzzySet, Membership from pyFTS.partitioners import partitioner -#import CMeans + + +# import CMeans # S. T. Li, Y. C. Cheng, and S. Y. Lin, “A FCM-based deterministic forecasting model for fuzzy time series,” # Comput. Math. Appl., vol. 56, no. 12, pp. 3052–3063, Dec. 2008. DOI: 10.1016/j.camwa.2008.07.033. def fuzzy_distance(x, y): if isinstance(x, list): - tmp = functools.reduce(operator.add, [(x[k] - y[k])**2 for k in range(0,len(x))]) + tmp = functools.reduce(operator.add, [(x[k] - y[k]) ** 2 for k in range(0, len(x))]) else: tmp = (x - y) ** 2 return math.sqrt(tmp) + def membership(val, vals): soma = 0 for k in vals: @@ -30,7 +33,7 @@ def fuzzy_cmeans(k, dados, tam, m, deltadist=0.001): tam_dados = len(dados) # Inicializa as centróides escolhendo elementos aleatórios dos conjuntos - centroides = [dados[rnd.randint(0, tam_dados-1)] for kk in range(0, k)] + centroides = [dados[rnd.randint(0, tam_dados - 1)] for kk in range(0, k)] # Tabela de pertinência das instâncias aos grupos grupos = [[0 for kk in range(0, k)] for xx in range(0, tam_dados)] @@ -81,7 +84,7 @@ def fuzzy_cmeans(k, dados, tam, m, deltadist=0.001): oldgrp = [xx for xx in grupo] for atr in range(0, tam): soma = functools.reduce(operator.add, - [grupos[xk][grupo_count] * dados[xk][atr] for xk in range(0, tam_dados)]) + [grupos[xk][grupo_count] * dados[xk][atr] for xk in range(0, tam_dados)]) norm = functools.reduce(operator.add, [grupos[xk][grupo_count] for xk in range(0, tam_dados)]) centroides[grupo_count][atr] = soma / norm else: @@ -104,28 +107,31 @@ class FCMPartitioner(partitioner.Partitioner): """ """ + def __init__(self, **kwargs): super(FCMPartitioner, self).__init__(name="FCM", **kwargs) - def build(self,data): - sets = [] + def build(self, data): + sets = {} centroids = fuzzy_cmeans(self.partitions, data, 1, 2) centroids.append(self.max) centroids.append(self.min) centroids = list(set(centroids)) centroids.sort() - for c in np.arange(1,len(centroids)-1): + for c in np.arange(1, len(centroids) - 1): + _name = self.get_name(c) if self.membership_function == Membership.trimf: - sets.append(FuzzySet.FuzzySet(self.prefix+str(c),Membership.trimf, - [round(centroids[c-1],3), round(centroids[c],3), round(centroids[c+1],3)], - round(centroids[c],3) ) ) + sets[_name] = FuzzySet.FuzzySet(_name, Membership.trimf, + [round(centroids[c - 1], 3), round(centroids[c], 3), + round(centroids[c + 1], 3)], + round(centroids[c], 3)) elif self.membership_function == Membership.trapmf: - q1 = (round(centroids[c], 3) - round(centroids[c - 1], 3))/2 - q2 = (round(centroids[c+1], 3) - round(centroids[c], 3)) / 2 - sets.append(FuzzySet.FuzzySet(self.prefix + str(c), Membership.trimf, - [round(centroids[c - 1], 3), round(centroids[c], 3) - q1, - round(centroids[c], 3) + q2, round(centroids[c + 1], 3)], - round(centroids[c], 3))) + q1 = (round(centroids[c], 3) - round(centroids[c - 1], 3)) / 2 + q2 = (round(centroids[c + 1], 3) - round(centroids[c], 3)) / 2 + sets[_name] = FuzzySet.FuzzySet(_name, Membership.trimf, + [round(centroids[c - 1], 3), round(centroids[c], 3) - q1, + round(centroids[c], 3) + q2, round(centroids[c + 1], 3)], + round(centroids[c], 3)) - return sets \ No newline at end of file + return sets diff --git a/pyFTS/partitioners/Grid.py b/pyFTS/partitioners/Grid.py index c4248cd..4225304 100644 --- a/pyFTS/partitioners/Grid.py +++ b/pyFTS/partitioners/Grid.py @@ -21,7 +21,7 @@ class GridPartitioner(partitioner.Partitioner): super(GridPartitioner, self).__init__(name="Grid", **kwargs) def build(self, data): - sets = [] + sets = {} kwargs = {'type': self.type, 'variable': self.variable} @@ -30,16 +30,14 @@ class GridPartitioner(partitioner.Partitioner): count = 0 for c in np.arange(self.min, self.max, partlen): + _name = self.get_name(count) if self.membership_function == Membership.trimf: - sets.append( - FuzzySet.FuzzySet(self.prefix + str(count), Membership.trimf, [c - partlen, c, c + partlen],c,**kwargs)) + sets[_name] = FuzzySet.FuzzySet(_name, Membership.trimf, [c - partlen, c, c + partlen],c,**kwargs) elif self.membership_function == Membership.gaussmf: - sets.append( - FuzzySet.FuzzySet(self.prefix + str(count), Membership.gaussmf, [c, partlen / 3], c,**kwargs)) + sets[_name] = FuzzySet.FuzzySet(_name, Membership.gaussmf, [c, partlen / 3], c,**kwargs) elif self.membership_function == Membership.trapmf: q = partlen / 2 - sets.append( - FuzzySet.FuzzySet(self.prefix + str(count), Membership.trapmf, [c - partlen, c - q, c + q, c + partlen], c,**kwargs)) + sets[_name] = FuzzySet.FuzzySet(_name, Membership.trapmf, [c - partlen, c - q, c + q, c + partlen], c,**kwargs) count += 1 self.min = self.min - partlen diff --git a/pyFTS/partitioners/Huarng.py b/pyFTS/partitioners/Huarng.py index 9c8ef88..966d290 100644 --- a/pyFTS/partitioners/Huarng.py +++ b/pyFTS/partitioners/Huarng.py @@ -29,22 +29,23 @@ class HuarngPartitioner(partitioner.Partitioner): else: base = 100 - sets = [] + sets = {} dlen = self.max - self.min npart = math.ceil(dlen / base) partition = math.ceil(self.min) for c in range(npart): + _name = self.get_name(c) if self.membership_function == Membership.trimf: - sets.append( FuzzySet.FuzzySet(self.prefix + str(c), Membership.trimf, - [partition - base, partition, partition + base], partition)) + sets[_name] = FuzzySet.FuzzySet(_name, Membership.trimf, + [partition - base, partition, partition + base], partition) elif self.membership_function == Membership.gaussmf: - sets.append(FuzzySet.FuzzySet(self.prefix + str(c), Membership.gaussmf, - [partition, base/2], partition)) + sets[_name] = FuzzySet.FuzzySet(_name, Membership.gaussmf, + [partition, base/2], partition) elif self.membership_function == Membership.trapmf: - sets.append(FuzzySet.FuzzySet(self.prefix + str(c), Membership.trapmf, + sets[_name] = FuzzySet.FuzzySet(_name, Membership.trapmf, [partition - base, partition - (base/2), - partition + (base / 2), partition + base], partition)) + partition + (base / 2), partition + base], partition) partition += base diff --git a/pyFTS/partitioners/Util.py b/pyFTS/partitioners/Util.py index 1944854..9bdf51e 100644 --- a/pyFTS/partitioners/Util.py +++ b/pyFTS/partitioners/Util.py @@ -26,7 +26,8 @@ def plot_sets(data, sets, titles, tam=[12, 10], save=False, file=None): ax = axes[k] ax.set_title(titles[k]) ax.set_ylim([0, 1.1]) - for s in sets[k]: + for key in sets[k].keys(): + s = sets[k][key] if s.mf == Membership.trimf: ax.plot(s.parameters,[0,1,0]) elif s.mf == Membership.gaussmf: diff --git a/pyFTS/partitioners/partitioner.py b/pyFTS/partitioners/partitioner.py index 3a325db..f9578b9 100644 --- a/pyFTS/partitioners/partitioner.py +++ b/pyFTS/partitioners/partitioner.py @@ -20,15 +20,16 @@ class Partitioner(object): :param transformation: data transformation to be applied on data """ self.name = kwargs.get('name',"") - self.partitions = kwargs.get('npart',10) - self.sets = [] - self.membership_function = kwargs.get('func',Membership.trimf) - self.setnames = kwargs.get('names',None) - self.prefix = kwargs.get('prefix','A') - self.transformation = kwargs.get('transformation',None) - self.indexer = kwargs.get('indexer',None) + self.partitions = kwargs.get('npart', 10) + self.sets = {} + self.membership_function = kwargs.get('func', Membership.trimf) + self.setnames = kwargs.get('names', None) + self.prefix = kwargs.get('prefix', 'A') + self.transformation = kwargs.get('transformation', None) + self.indexer = kwargs.get('indexer', None) self.variable = kwargs.get('variable', None) self.type = kwargs.get('type', 'common') + self.ordered_sets = None if kwargs.get('preprocess',True): @@ -58,6 +59,11 @@ class Partitioner(object): self.sets = self.build(ndata) + if self.ordered_sets is None and self.setnames is not None: + self.ordered_sets = self.setnames + else: + self.ordered_sets = FuzzySet.set_ordered(self.sets) + del(ndata) def build(self, data): @@ -68,6 +74,9 @@ class Partitioner(object): """ pass + def get_name(self, counter): + return self.prefix + str(counter) if self.setnames is None else self.setnames[counter] + def plot(self, ax): """ Plot the @@ -79,7 +88,8 @@ class Partitioner(object): ax.set_xlim([self.min, self.max]) ticks = [] x = [] - for s in self.sets: + for key in self.sets.keys(): + s = self.sets[key] if s.type == 'common': self.plot_set(ax, s) elif s.type == 'composite': @@ -103,6 +113,6 @@ class Partitioner(object): def __str__(self): tmp = self.name + ":\n" - for a in self.sets: - tmp += str(a)+ "\n" + for key in self.sets.keys(): + tmp += str(self.sets[key])+ "\n" return tmp diff --git a/pyFTS/probabilistic/ProbabilityDistribution.py b/pyFTS/probabilistic/ProbabilityDistribution.py index 45f868b..747b31e 100644 --- a/pyFTS/probabilistic/ProbabilityDistribution.py +++ b/pyFTS/probabilistic/ProbabilityDistribution.py @@ -107,7 +107,7 @@ class ProbabilityDistribution(object): if str(ret) not in self.qtl: self.qtl[str(ret)] = [] - self.qtl[str(ret)].append(k) + self.qtl[str(ret)].append_rhs(k) _keys = [float(k) for k in sorted(self.qtl.keys())] diff --git a/pyFTS/tests/distributed.py b/pyFTS/tests/distributed.py index 8184340..7401ff3 100644 --- a/pyFTS/tests/distributed.py +++ b/pyFTS/tests/distributed.py @@ -90,9 +90,9 @@ for job in jobs: results[_m][_o][_p]['mape'] = [] results[_m][_o][_p]['u'] = [] - results[_m][_o][_p]['rmse'].append(tmp['rmse']) - results[_m][_o][_p]['mape'].append(tmp['mape']) - results[_m][_o][_p]['u'].append(tmp['u']) + results[_m][_o][_p]['rmse'].append_rhs(tmp['rmse']) + results[_m][_o][_p]['mape'].append_rhs(tmp['mape']) + results[_m][_o][_p]['u'].append_rhs(tmp['u']) cluster.wait() # wait for all jobs to finish diff --git a/pyFTS/tests/multivariate.py b/pyFTS/tests/multivariate.py index a7d69c3..c1ded79 100644 --- a/pyFTS/tests/multivariate.py +++ b/pyFTS/tests/multivariate.py @@ -4,45 +4,49 @@ from pyFTS.data import TAIEX as tx from pyFTS.common import Transformations +from pyFTS.data import SONDA +df = SONDA.get_dataframe() +train = df.iloc[0:1572480] #three years +test = df.iloc[1572480:2096640] #ears +del df + +from pyFTS.partitioners import Grid, Util as pUtil +from pyFTS.common import Transformations +from pyFTS.models.multivariate import common, variable, mvfts +from pyFTS.models.seasonal import partitioner as seasonal +from pyFTS.models.seasonal.common import DateTime + bc = Transformations.BoxCox(0) diff = Transformations.Differential(1) -df = tx.get_dataframe() -df = df.dropna() -#df.loc[2209] -train = df.iloc[2000:2500] -test = df.iloc[2500:3000] +np = 10 -from pyFTS.partitioners import Grid, Util as pUtil -from pyFTS.models.multivariate import common, variable +model = mvfts.MVFTS("") -model = common.MVFTS("") +fig, axes = plt.subplots(nrows=5, ncols=1,figsize=[15,10]) -#fig, axes = plt.subplots(nrows=5, ncols=1,figsize=[10,10]) +sp = {'seasonality': DateTime.day_of_year , 'names': ['Jan','Feb','Mar','Apr','May','Jun','Jul', 'Aug','Sep','Oct','Nov','Dec']} -vopen = variable.Variable("Open", data_label="Openly", partitioner=Grid.GridPartitioner, npart=40, data=df) -model.append_variable(vopen) -#vopen.partitioner.plot(axes[0]) -vhigh = variable.Variable("High", data_label="Highest", partitioner=Grid.GridPartitioner, npart=40, data=df)#train) -model.append_variable(vhigh) -#vhigh.partitioner.plot(axes[1]) -vlow = variable.Variable("Low", data_label="Lowermost", partitioner=Grid.GridPartitioner, npart=40, data=df)#train) -model.append_variable(vlow) -#vlow.partitioner.plot(axes[2]) -vclose = variable.Variable("Close", data_label="Close", partitioner=Grid.GridPartitioner, npart=40, data=df)#train) -model.append_variable(vclose) -#vclose.partitioner.plot(axes[3]) -vvol = variable.Variable("Volume", data_label="Volume", partitioner=Grid.GridPartitioner, npart=100, data=df, - transformation=bc)#train) -model.append_variable(vvol) -#vvol.partitioner.plot(axes[4]) +vmonth = variable.Variable("Month", data_label="datahora", partitioner=seasonal.TimeGridPartitioner, npart=12, + data=train, partitioner_specific=sp) +model.append_variable(vmonth) -model.target_variable = vvol +sp = {'seasonality': DateTime.minute_of_day} -#plt.tight_layout() -model.train(train) +vhour = variable.Variable("Hour", data_label="datahora", partitioner=seasonal.TimeGridPartitioner, npart=24, + data=train, partitioner_specific=sp) +model.append_variable(vhour) -forecasted = model.forecast(test) +vhumid = variable.Variable("Humidity", data_label="humid", partitioner=Grid.GridPartitioner, npart=np, data=train) +model.append_variable(vhumid) -print([round(k,0) for k in test['Volume'].values.tolist()]) -print([round(k,0) for k in forecasted]) \ No newline at end of file +vpress = variable.Variable("AtmPress", data_label="press", partitioner=Grid.GridPartitioner, npart=np, data=train) +model.append_variable(vpress) + +vrain = variable.Variable("Rain", data_label="rain", partitioner=Grid.GridPartitioner, npart=20, data=train)#train) +model.append_variable(vrain) + +model.target_variable = vrain + +model.fit(train, num_batches=20, save=True, batch_save=True, file_path='mvfts_sonda3', distributed=True, + nodes=['192.168.0.110','192.168.0.106'])