From b88182d77d892ac18631b302519f3cb6bc906349 Mon Sep 17 00:00:00 2001 From: lgrcia <20612771+lgrcia@users.noreply.github.com> Date: Wed, 24 Jul 2024 12:30:31 -0400 Subject: [PATCH 1/2] fix: old scipy interp2d deps replaced by numpy nearest neighbors + CombinedNuance entirely fixed and multiprocessed + --- .vscode/settings.json | 2 +- nuance/combined.py | 67 ++++++++++++++++++++++++------------------- nuance/core.py | 31 ++++++++++++++++++++ nuance/nuance.py | 4 +-- nuance/search_data.py | 43 +++++++++++---------------- nuance/utils.py | 10 +++++++ 6 files changed, 98 insertions(+), 59 deletions(-) diff --git a/.vscode/settings.json b/.vscode/settings.json index 5fc62e6..1ca8eba 100644 --- a/.vscode/settings.json +++ b/.vscode/settings.json @@ -4,7 +4,7 @@ "editor.defaultFormatter": "ms-python.black-formatter", "editor.formatOnSave": true, "editor.codeActionsOnSave": { - "source.organizeImports": true + "source.organizeImports": "explicit" }, }, "python.testing.pytestArgs": [ diff --git a/nuance/combined.py b/nuance/combined.py index 0f86ca8..d300374 100644 --- a/nuance/combined.py +++ b/nuance/combined.py @@ -1,11 +1,14 @@ from dataclasses import dataclass +from functools import partial from typing import List import jax.numpy as jnp +import multiprocess as mp import numpy as np -from scipy.linalg import block_diag +from jax.scipy.linalg import block_diag from tqdm.auto import tqdm +from nuance import utils from nuance.nuance import Nuance from nuance.search_data import SearchData @@ -13,7 +16,7 @@ def solve_triangular(*gps_y): Ls = [gp.solver.solve_triangular(y) for gp, y in gps_y] if Ls[0].ndim == 1: - return np.hstack(Ls) + return jnp.hstack(Ls) else: return block_diag(*Ls) @@ -61,6 +64,15 @@ def _fill_search_data(self): z = np.vstack([d.search_data.z for d in self.datasets]) vz = np.vstack([d.search_data.vz for d in self.datasets]) ll0 = np.sum([d.search_data.ll0 for d in self.datasets]) + ll = ( + ll + - np.hstack( + [ + np.ones_like(dataset.search_data.t0s) * dataset.search_data.ll0 + for dataset in self.datasets + ] + )[:, None] + ) + ll0 self.search_data = SearchData(t0s, Ds, ll, z, vz, ll0) else: @@ -85,7 +97,7 @@ def _compute_L(self): Liy = solve_triangular(*[(d.gp, d.flux) for d in self.datasets]) LiX = solve_triangular(*[(d.gp, d.X.T) for d in self.datasets]) - def eval_model(ms): + def solve(ms): Lim = solve_triangular(*[(d.gp, m) for d, m in zip(self.datasets, ms)]) LiXm = jnp.hstack([LiX, Lim[:, None]]) LiXmT = LiXm.T @@ -94,7 +106,7 @@ def eval_model(ms): v = jnp.linalg.inv(LimX2) return w, v - self.eval_model = eval_model + self._solve = solve def linear_search( self, @@ -158,7 +170,7 @@ def solve(self, t0: float, D: float, P: float): (w, v): linear coefficients and their covariance matrix """ models = [self.model(d.search_data.t0s, t0, D, P) for d in self.datasets] - w, v = self.eval_model(models) + w, v = self._solve(models) return w, v def snr(self, t0: float, D: float, P: float): @@ -184,7 +196,7 @@ def snr(self, t0: float, D: float, P: float): return jnp.max(jnp.array([0, w[-1] / jnp.sqrt(v[-1, -1])])) def periodic_search(self, periods: np.ndarray, progress=True, dphi=0.01): - """Performs the periodic search + """Performs the periodic search. Parameters ---------- @@ -195,42 +207,32 @@ def periodic_search(self, periods: np.ndarray, progress=True, dphi=0.01): dphi: float, optional the relative step size of the phase grid. For each period, all likelihood quantities along time are interpolated along a phase grid of resolution `min(1/200, dphi/P))`. The smaller dphi - the finer the grid, and the more resolved the transit epoch and period (the the more computationally expensive the + the finer the grid, and the more resolved the model epoch and period (but the more computationally expensive the periodic search). The default is 0.01. Returns ------- - :py:class:`nuance.SearchData` + :py:class:`~nuance.SearchData` search results """ + new_search_data = self.search_data.copy() n = len(periods) - assert all( - [d.search_data is not None for d in self.datasets] - ), "linear search missing on at least one dataset" - fold_functions = [d.search_data.fold_ll for d in self.datasets] - Ds = self.search_data.Ds - - def _search(p): - phase, _, p0 = fold_functions[0](p, dphi) - P2 = p0 + np.sum([f(p)[2] for f in fold_functions[1:]], axis=0) - i, j = np.unravel_index(np.argmax(P2), P2.shape) - Ti = phase[i] * p - return float(self.snr(Ti, Ds[j], p)), ( - Ti, - Ds[j], - p, - ) - snr = np.zeros(n) params = np.zeros((n, 3)) def _progress(x, **kwargs): return tqdm(x, **kwargs) if progress else x - for i, p in enumerate(_progress(periods)): - snr[i], params[i] = _search(p) + global SEARCH + SEARCH = partial(self.search_data.fold) - new_search_data = self.search_data.copy() + with mp.Pool() as pool: + for p, (Ti, j, P) in enumerate( + _progress(pool.imap(_search, periods), total=len(periods)) + ): + Dj = new_search_data.Ds[j] + pass + snr[p], params[p] = float(self.snr(Ti, Dj, P)), (Ti, Dj, P) new_search_data.periods = periods new_search_data.Q_snr = snr @@ -256,7 +258,7 @@ def models(self, t0: float, D: float, P: float, split=False): (w, v): linear coefficients and their covariance matrix """ ms = [d.model(d.time, t0, D, P) for d in self.datasets] - w, _ = self.eval_model(ms) + w, _ = self._solve(ms) # means w_idxs = [0, *np.cumsum([d.X.shape[0] for d in self.datasets])] @@ -284,3 +286,10 @@ def mask_model(self, t0: float, D: float, P: float): new_self._fill_search_data() new_self._compute_L() return new_self + + +def _search(p): + phase, P2 = SEARCH(p) + i, j = np.unravel_index(np.argmax(P2), P2.shape) + Ti = phase[i] * p + return Ti, j, p diff --git a/nuance/core.py b/nuance/core.py index 50a1a08..1d69c35 100644 --- a/nuance/core.py +++ b/nuance/core.py @@ -87,5 +87,36 @@ def single_eval(t0, D): return ds_t0s_eval +def _interp2d(xp, fp): + import numpy as np + + xp = np.asarray(xp) + fp = np.asarray(fp.T) + + # @jax.jit + def fun(x): + x = np.asarray(x) + j = np.searchsorted(xp, x) - 1 + d = np.where(j + 1 < len(xp), (x - xp[j]) / (xp[j + 1] - xp[j]), 0) + return ((1 - d) * fp[:, j] + fp[:, j + 1] * d).T + + return fun + + +def interp2d(xp, fp): + import numpy as np + + xp = np.asarray(xp) + fp = np.asarray(fp) + + # @jax.jit + def fun(x): + x = np.asarray(x) + j = np.searchsorted(xp, x) - 1 + return fp[j] + + return fun + + pmap_cpus = partial(map_function, backend="cpu", map_t0=jax.pmap, map_D=jax.vmap) vmap_gpu = partial(map_function, backend="gpu", map_t0=jax.vmap, map_D=jax.vmap) diff --git a/nuance/nuance.py b/nuance/nuance.py index 5627909..b6017b7 100644 --- a/nuance/nuance.py +++ b/nuance/nuance.py @@ -399,7 +399,7 @@ def _progress(x, **kwargs): return tqdm(x, **kwargs) if progress else x global SEARCH - SEARCH = partial(self.search_data.fold_ll, dphi=dphi) + SEARCH = self.search_data.fold with mp.Pool() as pool: for p, (Ti, j, P) in enumerate( @@ -530,7 +530,7 @@ def mask_flares(self, build_gp=None, init=None, window=20, sigma=5, iterations=3 def _search(p): - phase, _, P2 = SEARCH(p) + phase, P2 = SEARCH(p) i, j = np.unravel_index(np.argmax(P2), P2.shape) Ti = phase[i] * p return Ti, j, p diff --git a/nuance/search_data.py b/nuance/search_data.py index 88bd8f6..7686d9b 100644 --- a/nuance/search_data.py +++ b/nuance/search_data.py @@ -5,8 +5,8 @@ import matplotlib.pyplot as plt import numpy as np -from scipy.interpolate import interp2d +from nuance.core import interp2d from nuance.utils import interp_split_times @@ -43,27 +43,7 @@ class SearchData: """Periodogram best-fit parameters.""" @property - def _folds(self): - f_ll = interp2d(self.Ds, self.t0s, self.ll) - f_z = interp2d(self.Ds, self.t0s, self.z) - f_dz2 = interp2d(self.Ds, self.t0s, self.vz) - - def interpolate_all(pt0s): - # computing the likelihood folds by interpolating in phase - folds_ll = np.array([f_ll(self.Ds, t) for t in pt0s]) - folds_z = np.array([f_z(self.Ds, t) for t in pt0s]) - folds_vz = np.array([f_dz2(self.Ds, t) for t in pt0s]) - - return folds_ll, folds_z, folds_vz - - def _folds(p, dphi=0.01): - pt0s = interp_split_times(self.t0s, p, dphi=dphi) - return pt0s, interpolate_all(pt0s) - - return _folds - - @property - def fold_ll(self): + def fold(self): """ Returns a function that folds the signal likelihoods of all periods and t0s into a single period-folded likelihood. @@ -72,10 +52,15 @@ def fold_ll(self): function: A function that takes a period and returns the folded likelihoods. """ - folds = self._folds + f_ll = interp2d(self.t0s, self.ll) + f_z = interp2d(self.t0s, self.z) + f_dz2 = interp2d(self.t0s, self.vz) + + def _fold(times): + lls = np.array([f_ll(time) for time in times]) + zs = np.array([f_z(time) for time in times]) + vzs = np.array([f_dz2(time) for time in times]) - def _fold(p, dphi=0.01): - pt0s, (lls, zs, vzs) = folds(p, dphi=dphi) P1 = np.sum(lls, 0) vZ = 1 / np.sum(1 / vzs, 0) Z = vZ * np.sum(zs / vzs, 0) @@ -84,9 +69,13 @@ def _fold(p, dphi=0.01): np.log(vzs) - np.log(vzs + vZ) + (zs - Z) ** 2 / (vzs + vZ), 0 ) - return pt0s[0] / p, P1, P1 - P2 + return P1 - P2 + + def fun(period): + times = interp_split_times(self.t0s, period) + return times[0] / period, _fold(times) - return _fold + return fun @property def best(self): diff --git a/nuance/utils.py b/nuance/utils.py index 327b66f..89306b0 100644 --- a/nuance/utils.py +++ b/nuance/utils.py @@ -24,6 +24,16 @@ def interp_split_times(time, p, dphi=0.01): return pt0s +def time_phase_resample(time, phase, period): + t0 = np.min(time) + duration = np.ptp(time) + n = np.arange(np.ceil(duration / period) + 1) # number of 'folds' + t0 -= t0 % period # phase 0 + t0s = np.array([t0 + (phase + j) * period for j in n]) # corresponding t0s + has_time = np.any([np.abs(time - _t0) < period / 2 for _t0 in t0s.mean(1)], 1) + return t0s[has_time] + + def phase(t, t0, p): return (t - t0 + 0.5 * p) % p - 0.5 * p From 6356b4016dc57223f209581b3f81f491dfa58d65 Mon Sep 17 00:00:00 2001 From: lgrcia <20612771+lgrcia@users.noreply.github.com> Date: Wed, 24 Jul 2024 12:30:40 -0400 Subject: [PATCH 2/2] docs: update notebooks --- docs/index.md | 1 + docs/notebooks/combined.ipynb | 85 ++++++++++--- docs/notebooks/motivation.ipynb | 30 ++--- docs/notebooks/multi.ipynb | 8 +- docs/notebooks/periodic.ipynb | 58 ++++++--- docs/notebooks/single.ipynb | 21 ++-- docs/notebooks/star.ipynb | 14 +-- docs/notebooks/templates.ipynb | 6 +- .../notebooks/tutorials/GP_optimization.ipynb | 19 +-- docs/notebooks/tutorials/exocomet.ipynb | 8 +- docs/notebooks/tutorials/ground_based.ipynb | 115 +++++++++++++----- docs/notebooks/tutorials/tess_search.ipynb | 30 +++-- 12 files changed, 261 insertions(+), 134 deletions(-) diff --git a/docs/index.md b/docs/index.md index 939c482..f701848 100644 --- a/docs/index.md +++ b/docs/index.md @@ -69,6 +69,7 @@ examples.md :maxdepth: 1 :caption: Tutorials +notebooks/tutorials/GP_optimization.ipynb notebooks/tutorials/ground_based.ipynb notebooks/tutorials/tess_search.ipynb notebooks/tutorials/exocomet.ipynb diff --git a/docs/notebooks/combined.ipynb b/docs/notebooks/combined.ipynb index f27f856..1960196 100644 --- a/docs/notebooks/combined.ipynb +++ b/docs/notebooks/combined.ipynb @@ -38,7 +38,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkAAAAGyCAYAAAAMKHu5AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAACJR0lEQVR4nO3de3xU9Zn48c+ZM/dkcichgUCCQUBQUAFFS60tNVXrpV23tWsr4spqq4tKW5RW2639tay2WrVaL3RX8dJad1vUFSpeUawgRERFQIhJIJAbIbfJTOZ+fn+cnJOZ3Eg09zzv1ysvmDPnnPkepMzT7/f5Po+iaZqGEEIIIcQ4YhnuAQghhBBCDDUJgIQQQggx7kgAJIQQQohxRwIgIYQQQow7EgAJIYQQYtyRAEgIIYQQ444EQEIIIYQYdyQAEkIIIcS4IwGQEEIIIcYd63APYCSKxWJUVVXh8XhQFGW4hyOEEEKIPtA0Da/XS15eHhbLceZ4tGH05ptval//+te13NxcDdDWr1/f6/lVVVXad77zHW369OmaoijajTfe2O15zz77rDZjxgzN4XBoc+bM0TZs2NCvcVVWVmqA/MiP/MiP/MiP/IzCn8rKyuN+1w/rDJDP52Pu3LlcffXVfPOb3zzu+cFgkAkTJnDbbbfxu9/9rttz3nnnHb7zne+wZs0avv71r/OnP/2JSy+9lJ07dzJnzpw+jcvj8QBQWVlJSkpK3x9ICCGEEMOmpaWF/Px883u8N4qmjYxmqIqisH79ei699NI+nf+lL32JefPmce+99yYc//a3v43P5+PFF180j5155pnMmzePhx9+uE/3bmlpITU1lebmZgmAhBBCiFGiP9/fYy4JeuvWrSxZsiThWHFxMVu3bu3xmmAwSEtLS8KPEEIIIcauMRcA1dTUkJOTk3AsJyeHmpqaHq9Zs2YNqamp5k9+fv5gD1MIIYQQw2jMBUCfxerVq2lubjZ/Kisrh3tIQgghhBhEY24b/MSJE6mtrU04Vltby8SJE3u8xuFw4HA4BntoQgghhBghxtwM0KJFi3jttdcSjr3yyissWrRomEYkhBBCiJFmWGeAWltbKS0tNV+Xl5eza9cuMjIymDJlCqtXr+bIkSM88cQT5jm7du0yrz169Ci7du3Cbrdz0kknAXDjjTdyzjnncPfdd3PhhRfyzDPPUFJSwqOPPjqkzyaEEEKIkWtYt8Fv3ryZc889t8vxpUuX8vjjj3PVVVdRUVHB5s2bzfe6q8w8depUKioqzNf/8z//w2233UZFRQXTp0/nrrvu4oILLujzuGQbvBBCCDH69Of7e8TUARpJJAASQgghRp9xXQdICCGEEOJ4JAASQgghxLgjAZAQQgghxh0JgIQQQggx7kgAJIQQQohxZ8xVghZCCCHEyFVS0cBdm/YBCquKZzC/IGNYxiEBkBBCCCGGRElFAz94eid13iAAa7eUSQAkhBBCiLFt7ZYy6rxBbKrC9Oxkli+eNmxjkRwgIYQQQgyJ5Yunke1xEI5q5Ge4h232ByQAEkIIIcQQeGprBT94eidnFGaQ7XGwuChrWMcjS2BCCCGEGDRG0vP7h5oIRzVe/LAaDXjhwyq+u6hg2MYlAZAQQgghBpwR+ByobaXRHzaPdzQg7drcfChJACSEEEKIAbd2SxnbyxsBPdRx2VX8oSgAHoeVVcUzhnF0kgMkhBBCiM+hpKKBa58soaSiIeH44qIs0lw2VEWf9VEVSHfbAJiVlzKsCdAgM0BCCCGE+BzWbinj5Y9rAZhfkJGw9NXUFsbSvtLlC0W58ORsthyopzUQpqSiYViDIAmAhBBCCPGZGbV8li+eRklFA9esK6GpTc/5URWItif9xDR46eMawlGNprbwsBZBBAmAhBBCCPE5zC/IYF91Cz94eiduu2oGP6AHP7NyPXxa5yMUjaEo+muP0zasRRBBAiAhhBBC9KCkooG1W8pYvnhawmzNU1sr+O3L+0lzW8lOcXGg1kujP4xN7bqz61hriBOyk9hb7SUU0ZiS4eaR780fysfolgRAQgghhOhW5/wew/2vl9LUFqapLUzFsTZyUuwAxDQNl03FalHwBiMoQJ03SGaynYWF6YAy7DM/BgmAhBBCCNGt+Pwe6Kjt47JbsCh6Xo8FqGsJARCNQVssisehku62JdT/efbas4Z8/L2RAEgIIYQQ3ZpfkGHu7Lr2yRIa/WGzto/NohDTNGLdXOcNRllYmGIWQfQ4bUM78D6QAEgIIYQQvbpr0z62lzdiba8eaFMVwlGt23OT7So2q4WLT8ljZm6KmUM00kgAJIQQQohuGUteHx1pBiDSPt3TXfCjWiDFaSM31cneai9bSuv57qKCYS942BOpBC2EEEKIbhntLNpCeuRjtSTu8vI49HkUh9XCjBwPjf4wVU0BFhRmjMhZn3gyAySEEEKIbi0uyuLdsgZC0Sj+kF7HZ2KKnZr2pOdZeR7S3XYz2PnB0zup8wZJd9tG7MyPQQIgIYQQQgBd6/5sKa2nqS1Msl0F9KWvOm8Ij0MlP8PNquKZCYHOH644bcTm/HQmAZAQQgghgK51f5YvnsY7pfV4g1HznJim7/LKz3B3meUxdo2NBhIACSGEEALQ6/00+kMcavBzzm9ep64lSFtYz/9RLXBijgdgRLSy+LwkABJCCCHGkc7LXN21u9hb7e1y3dVnFfLTr5801MMdNBIACSGEEONI52Uuo8bPoQY/UzLctAYiCecbHd0PNfqHY7iDRrbBCyGEEONESUUDjf5Qp23q+tb2vdVeNn1ciwYsLEzH49ATn0+c6KF4ds6oX/LqTGaAhBBCiHGgpKLB3Ka+sDCdtVvKAFhVPIMr/vguwfYqh5/UeLFaLERi+muP0zYiurcPNJkBEkIIIcaBuzZ9YtboAYVNH9fyg6d3AnDlmVOxqQoK+i6vUDRGTNP7fa0qnjGs4x4sMgMkhBBCjAPegN6ZPRLVmDsplQ8qm6jzBrnqv7cTiESJxMCigBbX5WJ6TvKo2dbeXxIACSGEEGNcSUUDNc0BALzBCM9/UEUwEsNmUWgNddT4yc9w0eyPkOa2kp3iGrOzPyABkBBCCDEmGY1MvYEIhxva8AYjqBaYkePhXxZOYUtpPYca/OaW94kpDnJSXNz9zzPG7KxPPAmAhBBCiDHEqOvT6A+zvbwx4b1oDDTgty/vJy/NyRdOyKLsqI9gRM/52VGuXysBkBBCCCFGjc47vTwONaGNhcehsq/aiwY0tYXZ2/57j0MlM9lOQVbSmNvu3hPZBSaEEEKMEWu3lFHnDZLm0nd6ZSTbE973BqPE5Tibv7eqFvZWe6mo9w3VUIedBEBCCCHEGGAUOVxYmMGJEz1sL2/g0LE2832LAmefkInDakk45nFYuey0yWR7HNR5g2Z9oLFOAiAhhBBilCqpaODaJ0t4amsFP3h6Z3vOj2Zuedcw6jzDV0/K4eavnsi0CUmo7d/+qkXBG4xwqNHPH644bUxWfO7JsAZAb731FhdddBF5eXkoisJzzz133Gs2b97MaaedhsPhoKioiMcffzzh/Wg0yu23305hYSEul4sTTjiBX/7yl2jxhQ2EEEKIMcDo63X/66XUeYO4rBa2lzcmNDOdmukyA5u1W8rYW+0lGgOH1UI4qpHtcZiNUB/53vxxkQANw5wE7fP5mDt3LldffTXf/OY3j3t+eXk5F154Iddddx1PP/00r732Gtdccw25ubkUFxcDcOedd/LQQw+xbt06Zs+eTUlJCcuWLSM1NZUVK1YM9iMJIYQQQ8JY8pqZ6wGgICuJ9w917PryOFRm5aWyqjhxW3ujPwQoXHxKLltK6xO6wI8nijZCpkYURWH9+vVceumlPZ5zyy23sGHDBnbv3m0eu/zyy2lqauKll14C4Otf/zo5OTn813/9l3nOP/3TP+FyuXjqqaf6NJaWlhZSU1Npbm4mJSXlsz2QEEIIMYiufbKETR/XYlMVwlGNdLeNk3JTeOfTY6S7bRTleMZdkNOf7+9RlQO0detWlixZknCsuLiYrVu3mq/POussXnvtNfbv3w/ABx98wNtvv83555/f432DwSAtLS0JP0IIIcRIZcz+pLtthKP6PEajP0zJwUY0wBeKsr28gftfL+Xlj2vHTWJzf4yqOkA1NTXk5OQkHMvJyaGlpYW2tjZcLhe33norLS0tzJw5E1VViUaj/OpXv+KKK67o8b5r1qzhF7/4xWAPXwghhOgTo5hhTzM3a7eUsb28kWS7mnA8GImhKvqvNlXhkrl5HGr0j5vE5v4YVTNAffHss8/y9NNP86c//YmdO3eybt06fvvb37Ju3boer1m9ejXNzc3mT2Vl5RCOWAghhEh016Z9bPq4lrs27Us4XlLRwLceeYd9NS3Y1MQ+XgalfdtXOKpxqNE/rhKb+2NUzQBNnDiR2trahGO1tbWkpKTgcrkA+PGPf8ytt97K5ZdfDsDJJ5/MwYMHWbNmDUuXLu32vg6HA4fDMbiDF0IIIXoRP+tjbF7fW9XC+fe9hcdpY1XxDO7atC+hvYXdqjAvP53aljYOHmvDalFYdlYBb39aT01zgMVFWcP0NCPfqJoBWrRoEa+99lrCsVdeeYVFixaZr/1+PxZL4mOpqkosFhuSMQohhBCfhbGlfe2WMi4+JReH1YI3GGVvtZft5Q0sf6KE1kAk4ZpoTAM03HYrCwszeObfzuSnXz+JKRlumvxhtpTWD8/DjALDOgPU2tpKaWmp+bq8vJxdu3aRkZHBlClTWL16NUeOHOGJJ54A4LrrruOBBx5g1apVXH311bz++us8++yzbNiwwbzHRRddxK9+9SumTJnC7Nmzef/997nnnnu4+uqrh/z5hBBCiL5aXJTF+4eamJLu5v7XSwlGYiTbVXwhvX1Foz+MpoHLptIW1pe+rBaLOSNUPDvHXOoycn4k96dnw7oNfvPmzZx77rldji9dupTHH3+cq666ioqKCjZv3pxwzc0338yePXuYPHkyt99+O1dddZX5vtfr5fbbb2f9+vXU1dWRl5fHd77zHX72s59ht9u7fFZ3ZBu8EEKIoRTfxNRhtRCMxMj2OCjISmJ7eUO31xjb3wHS3TbWXim5Pv35/h4xdYBGEgmAhBBCDKXONX0U4KwTMtlR0UAo2vVr2nj/46oW8tKc3HHJnHEf/MAYrgMkhBBCjEXLF09jYWE6VlVPftaAf3x6rNvgx3j/QF0rzW1h8jPcEvx8BqNqF5gQQggxlhg7vxYXZVFR76ctlLhhR0Hv2O62q/jDUSYkO0hPsuNx2hKqPIv+kwBICCGEGCbGzq93So/hDUawqxZUi17IMKbBgsIMnr12kblEVtMSJKbBL9uXvL67qGC4H2HUkiUwIYQQYpgsXzyNBYXp+MP69vZwNEZbWA9+0lw2QJ8lMpbI0t026rxBaW0xACQAEkIIIYZYSUUD1z5ZAkC62040pi91aeiBz8LCDE6c6GFHub5ENr8gg2evPYu1V86neHaOLHsNAFkCE0IIIYaYUdH5UIMf0LexX3baZLNv1/yCjE6VoXXzCzIk4XmASAAkhBBCDJLOTU1LKhq4/fndHKj1AlDTHKDRHwbgf3ceTqjlI8HO4JIASAghhPgceuvcHj/TMyXDTaM/zN5qPfixKPCFoiw2flRNVNMrPRvLXWLwSQAkhBBCfA7GTi7ADF5KKhq4a9M+9lbpwc6BWi97q714HCrpbiuN/ggxDf7vw2rzPuluG4uLsrj2yZJugykxsCQAEkIIIT6H5Yun0egP0egPU1LRwPyCDO7a9InZoyu+ZYU3GMVh7br/yGhl0V0wJQaH7AITQgghPgcjUNlers/6lFQ0sL9Gn/lRLXoAZLCpCpqmL38ZMtw2pud4AD2YOk92eQ0JmQESQgghPoentlbw/sGm9lcKtz+/m6Y2PbE5GgN/KIZFgZhG+0yQhk1VSHVYafSHsaoWc7v7I9+ThqZDRQIgIYQQ4jMwkp+3lzcQjmk4rBYuPiWXX7y4J+E8j8PKl2ZMSMj3CUc1puckk+62s7goS1paDAMJgIQQQojPwNjhNTXThU21sOLLRTy9/ZCZ72MIRKJ8erQ14Vi628aq4pkAPe4gE4NLcoCEEEKIz0RP5Glpi/CHK04DMLe4g57vY7XoCdB7q70UZLrwOFQApuckM78gw0x6ltYWQ09mgIQQQojPYFXxDH7w9E7qvEG+s3YbsVjHzI/VovDzr58EwM9e+JiYpucCPbZsYUJ1586/iqEjAZAQQgjxGcwvyOAPV5zGFX98l2AkZh63KBCJaWwpreeR780H4P7XS1nx5aIu1Z2l2vPwkQBICCGE6Cej0KE3EGFiqoPKhjaMCaAku8qsvFRzVue7iwr47qKC4Rus6JbkAAkhhBD9ZCRA7632cvBYG6kuG6Dn/XiDUdLdtoSq0Nc+WUJJRcNwDll0IjNAQgghRJzeensZMz8fHW4B9FmEJIfV7OTe3ZZ2qe48MkkAJIQQQsTpLWDR6/40mq9jgDcY4e1P6/n7jV8E6LLcJYnOI5MEQEIIIUScngKWkooGGv0hpma6aGgNkZls53BjgEhMo6Y50OP9JNF5ZJIcICGEEONe5zydRn+IuzZ9Yr5+amsFV/zxXbaXN9Lsj+ANRslOcfIfF51EtsfBD7964nAOX3wGMgMkhBBi3DOSmg81+DnWGqLOGwTg9ud343Fa2XmwiUhMQ7VAMBoFYG+Vl1XFKWz/6ZLhHLr4jGQGSAghhGiv6ry/1kudN4ja/u24r9rL9vJGIu173BUU2kJ6zR9vMMJdm/YNy2jF5ycBkBBCiHFv7qRULIrevR3AoigogNbpPGMWyG03vj6VIRylGEiyBCaEEGLce/6DKuI6WXRpaBovGoOpmUlMyXDLzq5RTGaAhBBCjDudk55XfLmoX3M5Nc0B6eA+yskMkBBCiHGlpKKB5U+U0OgP8+reWuyqhbZwDLddxR/SE5zjl79UC7htVi5fkM/bn9ZTWtdKoz/M2i1lEgCNYhIACSGEGDd+9eIe/usf5eZyVzQGbTE98ccfijIr14PHaePiU3J5evshapoD/PCrJ5rFDa99soS91V6yPQ5Z/hrlJAASQggxbjyx7WBCrk9nUzLcZgf3LaX17Kv2sqW03gyA4oskyuzP6CY5QEIIIcaNK8+ciqWbZJ+CTBfFs3MSZnWWL57Gee3HjJwhgEe+N1+CnzFAZoCEEEKMaUZz08VFWRxq9HPhybls3F2Nw6qS7bFTcayN7BSnOfNjiG9hce2TJdLQdIyRAEgIIcSo1lv3dtAbmG76uJbNnxwlGImZCc4Oq4Xf/vM889reSEPTsUcCICGEEKOaEeC8f6iJP1xxGvuqW/jty/vJS3NyxyVzWFyUxat7awlG9GRnIwUoEtXYV93Sp8+QhqZjjwRAQgghRqWSigbu2rQPbyBCuttGnTfIXZv28UFlM8FIjKa2MMse2w50VHg22FQFbzDCLzfsNQMjCXDGF0mCFkIIMSqt3VLG9vJG9lZ70TRYWJgBKOYyF4A3GMUbjCZc53FY+fnX9S7uwUhMtrSPUzIDJIQQYlRavngahxr8lNa10tQWZn+Nl9w0J7NyPfhDERpaQ9hUhQZ/xLwm3W1j7ZX6Lq6ZuSm95g6JsU0CICGEEKNC52Tn+QUZTMlws7faC0BTW5imtjA2i0K4vdiP2mnL+/ScZDPYkbye8U0CICGEEKPC2i1lCVvRn9pawVufHO1ynhH82FQFi6IQjcRQFTi9IINVxTOGdMxi5JIASAghxKgQvxX9qa0V3P78x/RU1Nmi6B3dLYqGx2Hllq/NMKs5CwHDnAT91ltvcdFFF5GXl4eiKDz33HPHvWbz5s2cdtppOBwOioqKePzxx7ucc+TIEb773e+SmZmJy+Xi5JNPpqSkZOAfQAghxJCZX5DB8sXTuP353dzWKfixWhTOPiHTfG2sfMU0cNlVCX5EF8MaAPl8PubOncuDDz7Yp/PLy8u58MILOffcc9m1axc33XQT11xzDZs2bTLPaWxs5Oyzz8Zms/H3v/+dPXv2cPfdd5Oenj5YjyGEEGIIlFQ08IOnd5o5P6AXM1xYmMF/XHQSB+paAX3pKz/DxdRMF+luGyu+XDRcQxYj2LAugZ1//vmcf/75fT7/4YcfprCwkLvvvhuAWbNm8fbbb/O73/2O4uJiAO68807y8/N57LHHzOsKCwsHduBCCCGG3NotZdR5g1gt0F66h7n5qTx77SKufbKEOm+QbI+DgqwkdpQ3sKAwnZkT7czMTRnegYsRaVTVAdq6dStLlixJOFZcXMzWrVvN1y+88ALz58/nn//5n8nOzubUU09l7dq1vd43GAzS0tKS8COEEGLkKKlo4FCDH49DTShqePEpeYCeF1Q8O4c/XHEaq4pncN7sHEDh5Y9rWbulbHgGLUa0UZUEXVNTQ05OTsKxnJwcWlpaaGtrw+VyUVZWxkMPPcTKlSv5yU9+wo4dO1ixYgV2u52lS5d2e981a9bwi1/8YigeQQghRA86b3OPr/R8uKENbzDS5ZotpfV8d1FBly3txvV96fMlxqdRFQD1RSwWY/78+fz6178G4NRTT2X37t08/PDDPQZAq1evZuXKlebrlpYW8vPzh2S8QggxXnUOeDpvczcqPcezKHpi89RMFzMnpvQa3EidH9GbURUATZw4kdra2oRjtbW1pKSk4HK5AMjNzeWkk05KOGfWrFn89a9/7fG+DocDh8Mx8AMWQgjRLSOhuc4bNJuYLi7K4v1DTSwuygI6Kj1X1PsIR/U9XylOKw3+MG67lUe+N384H0GMcqMqAFq0aBEbN25MOPbKK6+waNEi8/XZZ5/NJ598knDO/v37mTp16pCMUQghxPEZCc0Oq4U6b5DvrN2G06riDUZ44cMqXviwCm8gQkW9j7ZwR9JPgz8MgMdpG66hizFiWJOgW1tb2bVrF7t27QL0be67du3i0KFDgL40deWVV5rnX3fddZSVlbFq1Sr27dvHH/7wB5599lluvvlm85ybb76Zbdu28etf/5rS0lL+9Kc/8eijj3L99dcP6bMJIYRIVFLRwLVPllBS0cDyxdOYlevBripYLQrhqIY3GMGmKuyt8ppNTuODH0O2xyEVncXnNqwzQCUlJZx77rnmayMPZ+nSpTz++ONUV1ebwRDo29k3bNjAzTffzH333cfkyZP54x//aG6BB1iwYAHr169n9erV3HHHHRQWFnLvvfdyxRVXDN2DCSGEMBm5Po3+MDvKGwB9eavsqI9gJIZFAdUCVouFYCRGONo12RnA41CZlZfKquIZktsjPjdF07SeKomPWy0tLaSmptLc3ExKitSPEEKIz+PaJ0t4+eNaFhSmk+62m9Wc91Z7UcCs6Bz/+3iqBVKcNn741ROlorPoVX++v0dVHSAhhBCjz/LF0zhvdo5Zs2dfdQultXrVZosFZuV6sFq6D36sFoUZOR6a/GG2lNYP4ajFWDeqkqCFEEKMPsZ29GufLGHTx7Vs/uQo4ZiGRYFoDMqO+shKdlDTEsRqUYjENHM26LSpaawqnin1fMSAkwBICCHEoHtqawX/OFCPAgTb+1gsmpbJ9ooGgpEYR71BFhZm0BoIs6fay8xcD1My3GaNIMn5EQNNAiAhhBCD7v7XS2kNRROOlRxsZHp2MnuqvUQ1qKj3seLLRWwprTcDHyEGi+QACSGEGDQlFQ1865F3CEf14EdVOt7LTXXyLwunMCvXg01VqPMGzeBn7ZYySioahmnUYjyQGSAhhBCDoqSigWWPbccbTJz5mZXroaY5QMUxP1tK65mS4WZvtZdsj4Pli6dx16ZP2F7eQKM/zLPXLurh7kJ8PhIACSGEGBR3bfqkS/AT1eBYa4hGf9gMeAwdy17GfjCp0iIGjwRAQgghBpRR+NAbCCccd9lUTp6cysWn5HbJ84nP95FdX2IoSAAkhBCi3+I7uQNdurpv+rgWBchw2whHY+RnuLnjkjlmoNNbQUPZ9SWGggRAQggh+m3tljJe/rjWfP3yx7U0+kOku+0sLsrilT21xDRoagujaZCf4ZagRowoEgAJIYTot+WLp9Ho13N55k5KJdVl46PDLbSFozT6Q/zr2YU8se0g552UQygak+UsMeJIACSEEKJHJRUN3LVpH96A3qDUH4rQ0BoiM9nOsdYw3mCE9w42EI1r2v7+oSYuPiWP2y+cxf2vl7Liy0Uy+yNGHGmG2g1phiqEEHrw84Ond1LnDfbpfNUCCnorC4fVgtuumru9tv90ySCPVoj+fX/LDJAQQohu3bXpkz4HP0YPL9WiYUFvd6FpkO62seLLRYM7UCE+A6kELYQQogd9XyCwqQoKenNTYzUsFI0xPSe51x1fQgwXCYCEEEJ0a1XxTBYWpuNxqOaxDLcNl82CXbVgteh9LRxWC23hWA/hktLtUSGGmwRAQgghujW/IINnrz2LWXmp5jGrauGnF8zi3JkTWHZWAdkeB+edlGOGOUavL49DZWFhBquKZwz9wIXoA0mC7oYkQQshRNcdYDXNATOp+ag3yASPgzpvEIfVQjASw6YqTEpzkp3iYlXxDNn5JYacJEELIYT43NZuKWN7eSMA2R4HP/zqiWwprWdxUZb56/2vl1LnDZLtcVCQlcSO8gZmTEyR4EeMeBIACSHEOBDfuqKn4KRze4t9NS1YFD2Lp84bZEtpPY98bz7Q0cpiZm5Kty0xhBjpJAASQohxwGhdYbSr6C4Qij9nb1VLQif3bI+DxUVZXPtkSZcmpvH3kZkfMVpIACSEEOPA4qIs3j/URGsgwo72Za3OwcryxdM41ODn/UNNhKMd6aEn5Xq445I5Cf2/JNARo50EQEIIMUYZS1pT0t08se0gwUiMzGQ7E9pnc+LPWVyUxQsfVlFa15oQ/EzNdLHxxi8m3FeWuMRYIAGQEEKMMcburQO1rTT6w9hUhXBUQ7V07OR64cMqnt5+yAx4Xt9XZwY++m4uFxXH/OSkuMz7dl7uEmI0kwBICCHGmPjdW4AZ2ERj0OgPo1rgvYpGjIkei0LCrI/TasFllzo+YmyTQohCCDHGLF88jamZrm7fsyh6IGTEO1aLwr+eXcisXA8um17d2RuMsrfaC0iujxi7JAASQogxqKa5axNTq0XhwpNzcVk7/ul32VT2VLewt9pLWzhGJKbFNa+QOrli7JIASAghxpi1W8oIRmIo6H26DJGYxksf1xDftcsbjPCPT48lXK+1X3fxKXlDNGIhhp4EQEIIMYaUVDS01/qxoaHP8MzK9TAr12MmQwcjiTM7RozU3tsUm6oQjMR44cOqoR28EENIAiAhhBgDSioaOOPXr3DZw1vZXt6ILxjFpio0tYWZkuHm7zd+ka/NnoiC3tE93W0DwGZRiMRgYWEGz167iOLZOUzPTm6/q3RyF2OX7AITQogxYO2WMmpbQubrUDQG6BWcjbo975Y3oKF3dP/DFaexdksZhxr87QnPmrnNvXNLDCHGIgmAhBBihOpr/y6jY3u620qjX+/c7rKpnDw5NaEr+4ovF3H/66Ws+HJRr8GO1PsR44EEQEIIMULdtWkf28sbafSHePbas7o9J77mT/HsHJYvnsZdm/YBSkLwA3oDU6OJKXQET7LUJcYjyQESQogRqKSigQO1rQAcqG2lpKKBkooGrn2yhJKKBvO85YunMSvXQ7rbxuKirPaAR2F7eQN3bfqk188wgqft5foskBDjicwACSHECFNS0cAPnt5Joz+Mw2qh0R/mB0/vJDPZzt5qL/tqWmj2R8hLc3LHJXPwOK3srQ5z2/Mf88e3y3HZ1fY79V7HZ/niaTT6Q4Ai+T5i3FE0TZNKV520tLSQmppKc3MzKSkpwz0cIcQ4YgQ/dd4gDquF807K4eU9tQQjMdLdtoTeXqAnObvtKhXH/OY9Fhamk+6295o7JMRY1J/vb5kBEkKIEeSuTfuo8wZRgGAkxhv76ghGYlgtCpedNplDjX6mpLv5n/cOE41p1HmDpLls5vVuu4VVxTMl8BHiOCQAEkKIEUVPSNaANJeN1qC+qysS03hmRyWPLVsAwKFGP4uLsnjhwyq8gQi5aU48TluXxGchRPckABJCiBFCT27WzO3sbeEokVhi24of/c8HzJjo4eWPawFId9vZUd7IebNzeOR784dp5EKMPhIACSHECBCf+2O0pAhGYngcVi5fkM/at8sBqGz0o6FhscA7pfX4w1GmZroliVmIfhrWbfBvvfUWF110EXl5eSiKwnPPPXfcazZv3sxpp52Gw+GgqKiIxx9/vMdz//M//xNFUbjpppsGbMxCCDHQSioaWP5ECXXeIKoF0lwd/980EIlSPGciy79QiMNqYUKyg4PH2ojGwBuMEo3BoQZ/L3cXQnRnWAMgn8/H3LlzefDBB/t0fnl5ORdeeCHnnnsuu3bt4qabbuKaa65h06ZNXc7dsWMHjzzyCKeccspAD1sIIQZMSUUDV/33dhr9YQCiMWjwR5ia6TJ3e921aR/FcyYybUIStS1BQM8UUttnimIaLH8isT6QEKJ3w7oEdv7553P++ef3+fyHH36YwsJC7r77bgBmzZrF22+/ze9+9zuKi4vN81pbW7niiitYu3Yt/+///b8BH7cQQgyUnz2/m9ZQtMvxnBQnOSkutpc3AAprt5S19+zSWRSIxhUxafSHWbulTBKgheijfs8A9bTkFIlEWL169ecdT6+2bt3KkiVLEo4VFxezdevWhGPXX389F154YZdzhRBiqHRXtbk7VU2BLsdOyvWwqngmq4pnUDw7h4tPyaXRH8Jl0wscWi0KEzwOQO/5NSvXw8LCDMkDEqIf+j0DtGLFCjZs2MCjjz5Keno6AJ988gn/8i//wrFjx1izZs2AD9JQU1NDTk5OwrGcnBxaWlpoa2vD5XLxzDPPsHPnTnbs2NHn+waDQYLBoPm6paVlwMYshBh/4hOagV5nZX503on84v/2EI5p2FSFn3/9pIR+XfMLMrj2yRJ2lDeyIK7A4V2b9lHTEuTkySk99gkTQvSs3zNA77//PocPH+bkk0/mlVde4cEHH+S0005j5syZfPDBB4Mxxj6rrKzkxhtv5Omnn8bpdPb5ujVr1pCammr+5OfnD+IohRBj3dotZdR5g2R7HAmzMvGzQiUVDZx/31vc/cp+JqXr/16dOiUtIfgxLF88jfNm57CqeCaPfG8+8wsyWFU8k+L2Y0KI/uv3DNAJJ5zAP/7xD2666Sa+9rWvoaoq69at4zvf+c5gjC/BxIkTqa2tTThWW1tLSkoKLpeL9957j7q6Ok477TTz/Wg0yltvvcUDDzxAMBhEVdXOt2X16tWsXLnSfN3S0iJBkBDiM4vvsRVv7ZYyXv64lkZ/iP01rTS16YnPmqZ3cl9clMW1T5Z0aWExvyCjyyxSd8eEEH33mZKgN2zYwDPPPMOiRYvYv38///Vf/8U555xDXl7eQI8vwaJFi9i4cWPCsVdeeYVFixYB8JWvfIWPPvoo4f1ly5Yxc+ZMbrnllm6DHwCHw4HD4RicQQshxqUDta00+sPctekTnr1W/zfKmA1q9IfN4EdVIC/NyfLF08wACXpfNhNCfH79DoCuvfZa1q1bx69+9StWrlxJbW0tV199NSeffDIPPfQQ3/rWt/p8r9bWVkpLS83X5eXl7Nq1i4yMDKZMmcLq1as5cuQITzzxBADXXXcdDzzwAKtWreLqq6/m9ddf59lnn2XDhg0AeDwe5syZk/AZSUlJZGZmdjkuhBAD7Vcv7uHxrRVYFIVgJNZ+VKOkooG7Nu0DFFYVz2BfdQvvVTQQ1fQt7HuqvazdUmYGSJLMLMTg63cA9I9//IN3332XuXPnAvqy1MaNG3nwwQe5+uqr+xUAlZSUcO6555qvjWWopUuX8vjjj1NdXc2hQ4fM9wsLC9mwYQM333wz9913H5MnT+aPf/xjwhZ4IYQYaiUVDdz+/O64ber6/nTVAq2BSMJ7a7eUcajBb25h1wCbqpjLXjLzI8TQUDRN045/WodgMNjjctEnn3zCjBkzBmRgw6mlpYXU1FSam5tJSUkZ7uEIIUawkooGrllXYi5pGRSMMEiv2RPT9EDnqkUFPL61gnBcEZ9ZuR7+fuMXh27QQoxR/fn+7vcMUG+5MmMh+BFCiL56amsFv3hxT0IwYwQ+RtCjof9qtUA4qpk9vawWhWVnFXCo0S9LXkIMg34HQIWFhSiK0uP7ZWVln2tAQggxWtz9yn4z+FHbKzPPzPVQdtQXlwOks6kWIrGOYxoaHxxpZlXxDFn2EmIY9DsA6txYNBwO8/777/PSSy/x4x//eKDGJYQQI5aR1OwNRMxjJ0704HFaAYUrz5zK8x9UcUZhBm/sqyMU1boERNEYbC9vkPYVQgyTfgdAN954Y7fHH3zwQUpKSj73gIQQYqiVVDSYu7D6Eoys3VLG9vJG87VqAY/TBsCO8gbS3Ta2/1RvxXPtkyVs+ri2yz3SXDZOnOiR5S8hhkm/k6B7UlZWxrx588ZEGwlJghZifLn2yRJe/rg2odVE50Cou1kffyhCS1uEVJeNimN+PA6VWXmprCrW8yHXbiljcVEWd760D28wil214LAq5Ge4ueOSOTLzI8QAG9Qk6J787//+LxkZ8j9mIcToUlLRQKM/xIJC/d+v7goRdu7tBZCTYqfJH+G8k3LYcqAeAG8wSrrbZvbvMu712LKF5vXnzszhke/NH6rHE0L0oN8B0KmnnpqQBK1pGjU1NRw9epQ//OEPAzo4IYQYbGu3lLGjvJHzZueY1ZiXL56WULwQoM4bRLXobStiGtS2hADY8FG1ucV9enZyl2KGxmzSH644LaHYoRBiePU7ALr00ksTXlssFiZMmMCXvvQlZs6UpnxCiNHFCEgWF2Ul5AGdf99bZvHChYXpeBxWvEF9+cumKubur0XTMjlQ10qdN0h+htucOepc1FCKHAoxsvQ7APr5z38+GOMQQoghFZ/4vHzxNHOJqtEforYlwMFjbYAe7Kwqnsk16/RNHjaLwqQ0JxXt7yc7rb3O7vQ3wVoIMTT6FAD1J7FZkoaFECNdfE7Pu2UNRGMa3mCEdLcNUMzgB2B6djIAPzrvRH778n7y0pzme+lu23FbWEiDUyFGpj4FQGlpab0WPwQ9F0hRFKLR6IAMTAghBsvaLWXUeYPYLEqXFhZzJ6XyUWUToWgMq2phT7WXH/7PLtpCMZw2/fXEFDvZHgcrvlx03KBGGpwKMTL1KQB64403BnscQggxZJYvnkajP8TOQ3otH5sKTqtKoz/M/+48TCASI9VlM4Oj+BkhgJr2BOgtpfV8d1FBr58luT9CjEx9CoDuu+8+Hn/8cVJSUnjiiSf49re/3WtPMCGEGKmM3V17q1qItE9Y6x0q9FnuRn+YDLetS4uLzhxWi8zqCDGKWfpy0osvvojP5wNg2bJlNDc3D+qghBBiMBi5P9vLG/EG9ehHASZ4HOYOL4AGfxhvMEK2x4HdqprHT8r1sPwLhWR7HNx+4SyZ2RFiFOvTDNDMmTNZvXo15557Lpqm8eyzz/aY7HzllVcO6ACFEGKg3LXpE+q8QSwKOKwqhVluzj4hi8ffqQD0ju1Gyy6bqnDJ3Dye2VFpXp+f4eanXz+Jn379pGEYvRBiIPWpFcY777zDypUr+fTTT2loaMDj8XSbFK0oCg0NDYMy0KEkrTCEGDviW1gcbvCbMz8ACwszqKj36QnRqsKpU9LxBsJm/Z+09jyg+BYXMusjxMjVn+/vfvcCs1gs1NTUkJ2d/bkGOZJJACTE6PLU1gpzi3rnHludm5Em21XaIlGiMX0b+2WnTeb5D6rISrazt9rLgsL09jMVWgNh9lR7WViYwbPXLhripxJC9Neg9gIrLy9nwoQJn3lwQggxkEoqGvjlhr0EIzGa2sLt7SsAFFYVz2D54mkcavBzoNZLNAZ2m0prKIpq0ROePzjSxPafLum2YGH8MSHE2NLvAGjq1KmDMQ4hhOg3I6k5GImhAFMz3YDC9nJ9Kf6uTftId9vxOG1mbk+DT9/C3rGIr/+uu+3qsoVdiLFrwLrBCyHEUCqpaOCq/95OayiKBYgBtS1BXHaVWbkeAPZWefEGI8zK9ZCTYjcbmDqsFoKRGNkeB6uKZwzfQwghho0EQEKIUaekooFr1pXQGtITmtsnd2gLR9lb7SXNZSMYidEW1t8/3NDGrLwUalsacFgtXHnmVA41+qU/lxDjmARAQohRxVj26tzCwqLoi1lW1dLlPW8wwvuHGnHbLfhDMT440ixJzUKMc30qhCiEECOF0cfLoCp6gcJUl42oBkEj2SeOAoSjmlndGfq1+VUIMQYNWAD0k5/8hKuvvnqgbieEEF2UVDRwqMGPTe1IYY5q8OlRH18oysLSTc9mm6qQk2In3W3jqkUFFM/OYVXxzCEctRBiJBqwJbAjR45QWVl5/BOFEOIzKKloYPkTJTT6E5e3FPRZny0H6snPcHHoWJs5v2PM/NS0hCienSMVnIUQpj7NAGVkZFBfXw/A1Vdfjdfr7XLOunXreP311wd2dEKIMa2kooFrnyyhpKIh4fedz/nWI++w7LHtXYIfm6pwTXtvrrw0Jwfbgx+PQyXdbUNDL3zocahUNvi73FsIMX71aQYoFArR0tJCVlYW69at484778Tj8Qz22IQQY5BRXHBxURb3v16akM/zcnvFZmNn1lNbK8wih/EU9CyeouxkszeXsTOsqS3MrLwUVhXPZO2WMhr9YbaXN7Cn2svaLWWy60sIAfQxAFq0aBGXXnopp59+OpqmsWLFClwuV7fn/vd///eADlAIMbas3VLGyx/Xsr28gUZ/GJuqsLgoi5m5etn6+KrL979eahY5dNpUc1t7qsvGGdMyEs6dX5DBH5fOT6jmPL8gw+wFBopUdBZCmPoUAD311FP87ne/49NPPwWgubmZQCAwqAMTQoxNRhByqMFPoz9MOKrxyw17uf3CWTzyvfkJ5674chG/eHEP4aiG1QJTM120tEX44VdP5LuLCrrcu6dqzs9ee9agPY8QYnTqdzPUwsJCSkpKyMzMHKwxDTtphirE4DNmZt4/1GRuT7/olFxC0RjLF09jX3UL979eituuUnHMD+jNS9deOV+WsYQQ3RrwZqgZGRns37+frKwszj33XOx2+4AMVAgx+nTXNPR45y4uymJLab3565R0N3/efoioBplJNmraW1T834fVAGwvP0ajPwLodX5cNgtt4RiN/jA/eHonf7jiNAmChBCfiyRBCyH6xcjhAY4bhNy16RO2lzeY+T6bPzlKMBIze3GB3r7CaoH4PGcj+AG9zo/RuVQB6rxBSWYWQnxukgQthOgXI4enbwnF+tJWistKc1uYYCSGaoFQe2KzcUY3xZsTWBXFPDfb45BkZiHE59bvJGhFUSQJWohxrLtE456WxVYVz+SuTfv46HALsfZsw2hcsONq39nlcahYVUuXOj8umwWnTeWy0ybzwZEmQGFV8QyZ/RFCfG59CoBycnL4z//8T0BPgn7yySfHdBK0EKJ/eloWm1+QQbrbbm5f7ywUjTIr14PHaWPupFT+vP0Q/lCUGOBxWJmVl8L28gae/6BK8n6EEAOq373AysvLJfgRYpzqqVrz8sXTOG92TsLSlHHu4qIsPchxqGavLrtqwWG1EI3BsdYQO9qDnNb24AdoL2Y4g2yPw8z7EUKIgdKnGaD777+ff/u3f8PpdHL//ff3eu6KFSsGZGBCiJGlpKKBHzy9M6Fyc+dlLyNImV+QwdotZWz6uJZ/HKjHZrVwy9dm8vT2Q+yt9nJCdhK/vGROlx1iL3xYhTcQweO0mUtdf7jiNPNzhBBioPSpDlB87Z/CwsKeb6YolJWN/v+XJnWAhOhg5PdUNvjZU+1FtcCMHA/JThvbyxtIc9k4caKH1kCYPdVebKrCVYsK+OBIEwdqW828Hpuq8POvn8SW0vo+baEXQoj+6s/3d78LIY4HEgAJoYuf9Ulz2Whq60hSXliYzv6aVvNY5/eNY8FIlLawvrBVPDunS7VnIYQYKANeCFEIMT6t3VJmBj+5aU5y05zme95AJKFJqdNmYarbxaH2juwWBZra9F5fBZkuslNcsowlhBgx+hQArVy5ss83vOeeez7zYIQQI4sRsBgd1W2qwvTsZAD2VHsTzq1pCeJxWLnmC4X8efshApEYMU0jHNXwh2I8e+2iHj+nP9WlhRBiIPQpAHr//fcTXu/cuZNIJMKMGTMA2L9/P6qqcvrpp/frw9966y1+85vf8N5771FdXc369eu59NJLe71m8+bNrFy5ko8//pj8/Hxuu+02rrrqKvP9NWvW8Le//Y19+/bhcrk466yzuPPOO82xCiH65qmtFdz/eikrvlwE6EFKOKqxp9rb4/ZRbzDCMzsO0RaJmvV+FDDv0ZP+VJcWQoiB0KcA6I033jB/f8899+DxeFi3bh3p6ekANDY2smzZMhYvXtyvD/f5fMydO5err76ab37zm8c9v7y8nAsvvJDrrruOp59+mtdee41rrrmG3NxciouLAXjzzTe5/vrrWbBgAZFIhJ/85Cecd9557Nmzh6SkpH6NT4jxJn4m5v7XS6nzBvnty/uJxmJmIUPA3KpuAVLdNhxWCzUt+u4wbzCx5s/MXE+3ndvj9a+6tBBCfH79ToKeNGkSL7/8MrNnz044vnv3bs477zyqqqo+20AU5bgzQLfccgsbNmxg9+7d5rHLL7+cpqYmXnrppW6vOXr0KNnZ2bz55pt88Ytf7NNYJAlajEV9WWa64L632FPtpSDThQZUNrQBmMGP0bNLVfQeXVaLwn9cdBIzc1O4/fndVNT7AIWcFDsuuzVhO7sQQgy2/nx/97sQYktLC0ePHu1y/OjRo3i93m6uGDhbt25lyZIlCceKi4vZunVrj9c0NzcDekd7Icab+MKFxjLTXZv2dVvMEKCqSW9xc/BYGwePtRHT4oMfhWVnFVI8O4dfXDwbh9VCJKZx/+ulzC/IYEqGm7ZwjLZwlCZ/RIIfIcSI1u9dYN/4xjdYtmwZd999NwsXLgTg3Xff5cc//nGflrE+j5qaGnJychKO5eTk0NLSQltbW5cGrbFYjJtuuomzzz6bOXPm9HjfYDBIMNhR3K2lpWVgBy7EMLlr0z62lzeyvbyBH371REBPaDbybSCxmOGPzjuRn7/wsd6BHchw22gOhInGwOO0UjxnYkJAE58jtHzxNBr9IbP2z/byBunaLoQYsfodAD388MP86Ec/4l/+5V8Ih/WaH1arlX/913/lN7/5zYAP8PO4/vrr2b17N2+//Xav561Zs4Zf/OIXQzQqIYaS3nui0R82CxDetWkfCwozWFyUZdb4afSH8AYi1DQHsFtVs3dXOBrj9KnpZlDzg6d3suLLRea9tv90iTnLtHzxNLP5qVHNWXJ6hBAjVb8DILfbzR/+8Ad+85vf8OmnnwJwwgknDEmC8cSJE6mtrU04VltbS0pKSpfZnxtuuIEXX3yRt956i8mTJ/d639WrVyds9W9paSE/P3/gBi7EMLn4lFz213jJS3Oawc/28kY8DpUDtV4a/WGyPQ5AYW/7tnaXtWNlvC0cY3t5IwsL06mo91PnDXL/66UcbW+HYbS8iJ9R2lHeyHlS8FAIMcJ95kKISUlJnHLKKQM5luNatGgRGzduTDj2yiuvsGhRR30RTdP493//d9avX8/mzZt7bd1hcDgcOByOAR+vEMOppKKB+18vpaktjN1qYdPuGt6raASMnVpRVAu0haLMnZRKbUsbVU0BclKdVBzzowCRmIZNVbj4lDxm5qYk9O7qvHMrfrZHZn6EECPdsLbCaG1tpbS0FIBTTz2Ve+65h3PPPZeMjAymTJnC6tWrOXLkCE888QSgb4OfM2cO119/PVdffTWvv/46K1asYMOGDeY2+B/84Af86U9/4vnnn0+o/ZOamtpllqgnsgtMjAXXPlnCpo9rsVkUwrHE/5kbu7kMCuC06UtfqgXcNiveYMR8X1pYCCFGg1HTC2zz5s2ce+65XY4vXbqUxx9/nKuuuoqKigo2b96ccM3NN9/Mnj17mDx5MrfffntCIURFUbr9rMceeyzhvN5IACRGq5KKBjMHB8DjtOENhM3lLQCXTSUQjtLb//D1BqfJXTqzCyHESDZqAqCRSgIgMdLE1/ABeqznY8z6GIpn57B88TSu+u/ttIaieBxWZuWlsL28Ywt8Toqd2paQ+dro2n684oVCCDHSSDNUIcaYzonGPbWNWFyUxT8O1BOIxNA0jU9qvOyrbsGYGM1I1meEbKpCOKqhWuCotyP48TisPLZsgcz2CCHGPAmAhBiBOldtXlyUxfuHmpiS7ubtT+tJdqhUNvh5amsFW0rrWVyUxQsfVnGgtpXWUEcriopjfn65Ya/Ztf1wQ5tZ48dhtSR0c09321h75XwJfoQQ44IEQEKMQJ2bg24prafOG+SJbQfNoGVPtZfbnv8YgHdKj5lJyzZVwaJAMKJHOsFIzJzxMYKfdLeNH371RJ7efojDDX7yM9zccckcCX6EEOOGBEBCjCDxScwzcz00+sOUVDSwfPE03i1roKktjMehkpFs59CxNjOR2R+KMDXTRVVTgHBUI81lIxqLEIlpKMBViwr44EhTl6RmyfMRQoxXEgAJMYKs3VLG9nK9Vk+628beai/femQrSXYrmcl2mtrCTM5wc6w1lLCLK6pBVWOAcEzP62lqC2Npz/vRgEONfp699qwhfx4hhBip+t0MVQgxeBYXZZFsV/E4rDisegQT08AbjFDbEiDNZeNwQxt13qAZ4KgWvVGpUevHbbOa16W5bCwszJDChEII0YnMAAkxzIyE58VFWdz/eqmZxOwNJp4XjMRoC+v5P0ZOT0cisx78WIAkh8rkDJfU7xFCiF5IACTEMLtr0ydsL2/gndJ6vMEoFkWfveks/liyQ6U1GCXdbSM9yU5pXSvhqEYMqGkJMjc/TSo3CyFEL2QJTIhBYnRJL6lo6PHYU1sreO+g/vtIe03S7oKfzryBKOGoRk1LEI/Tys+/fhLJdhWXTeWkXI8seQkhxHHIDJAQA+iprRXc/3opK75cxJbSel7+uJZGfwhvIEJNc4BUl5WKY200+kM8e+1Z/Pbl/USNUjxaR48ul82C06byhaIs3i1v4IzCDN7YV0dbOEpUg0npTjPp2RuIsKW0nsevXgjoidRCCCF6JwGQEAPo/tdLqfMG+dkLH/OvZxeyoDCdA7WtNPrDAOavrYEIJRUNRNune1QFM7/H41CZlZfabf5Ody0xGv3hPlWJFkII0UGWwIQYQCu+XGTm8Dz/QRV1LQEz6ImnAT94eifeYIRsj4P8DHfcuwo7yhu6ncmZX6Dv6DLee+R787n4lFxSXTYqG/wsLsrivPb+X0IIIXomAZAQA8DI7ZmZm8IdF88m2+NgxZeLONIY6HKuBTh4zEedN4gCnFGYQW1z/HkaC3rZum5UiTaCoC2l9TS1hdlT7WVLaT2PfE/aWQghxPHIEpgQA8AISg41+DnWGuKSuXk8vf2Q2YQ0Xgzwh/TlLg3Y8FG1mfisAN723V09BTFGYBT/a6M/BCgy8yOEEH2kaJrWhz0n40tLSwupqak0NzeTkpIy3MMRQyy+Ls+W0nqzIWlv573wYRWgcKDWS6M/jKpg9t0yKEBP/2NLtqvYrBYuO20yhxr9PX6mEEKInvXn+1tmgIRoZwQ0hxr87K328vq+OsLtUUx3wchdm/axvbzRPC/ZrhLVNFw2lWAk2uX8mbkePE4rHx1uNhOeQbqwCyHEcJAASIh2xjJWmtsGQDiqke1xdLusVFLRwIHaVvM8m0UxKzhbLYm1fDrv6iqpaOCadSU0tenJ0dNzkiX4EUKIISYBkBj3jJmfKeluJngcXDI3j7c/redwg5+sZLt5zu3P76amOcAPv3oiW0rr9aUui957y6YqNLTv9uq8qDwrL4Vnr11kvp5fkMGJEz1sL28g3W1jVfHMIXtWIYQQOgmAxLhlBD6N/jA7yhtIddloagvzvzsPMzHViTcYZU+11zxnb7UXwCx0aCx9eYORhPtGNbC1NyftKcBZVTzDzB8ydnPJLJAQQgwdCYDEuGXk8MzK9TAz18P+Gj3AafSHicRlMG/+5GjCrE4kGuNnL3zcY8sKh9XC7RfO6jWBen5BBvMLMrj2yRIpXCiEEMNAAiAxJvR151Y8b0CfufGHIlQ1BsxdW6qF9g7ruvjfA+ZSVzybqvC12RN5t7yBFV8u4ruLCvjuooLjjrvzlnYhhBBDQwIgMap1XsZ6/1ATR71BoOcZlZKKBu7atI/DDW0ANLSGCLdP5yhANAZRYl2uc1gtWOJaVqgKTPDY8QWj5Ge4WXpWAb//l9P6NX5jJkgIIcTQkkrQYtQqqWjgB0/vZNPHtXgDYVJdNtx2i1lF+amtFSz81as8tbUi4bq1W8rYXt6INxgxCw9CYp0eh9XCSbkeLjol17wuGIklbF93263UtIQScoWEEEKMDhIAiVFr7ZYy6rxBHFYLbaEoTW1hKo61ke62sa+6hZ+98DF13iD3v15qXlNS0UCjP4S1/W9+fBqPBljaKzcHIzHyM9yEol1nggzeYIQ0l41ZuR4W9tK6QgghxMgjS2Bi1Fq+eBrvH2qizhukssEP6LM4dtXCL17cYyYpWxSNU+942dy+vr28kWS7arap8AajeBwqVtXCSbkpbK9oYFKay6zwnO620egPY1MVwlGNWe0FDUHptmO7EEKIkU9aYXRDWmGMfPG1ex5/p8LM4QHMQAXAbbeYfbdsqkJRdjKHG9rwBiPMyvVwrDVEXXvOEEC2x8FRb5DzZucA8PLHtSwoTCfdbe9XgrUQQoihJ60wxIhnJCJ/1lmUtVvK2PRxrVlvBzpyeKwWC3lpdupaggRCHUtY4ahm1vIBzEDIpipMSnOSneLi4lNyzSDHEB/w9GVnlxBCiJFPAiAxpKpLm9j1aiXPaK1sP9gI6MFMfwOg5Yun8U7psYQihE6bitWiL2lVNQXMWSAAh1UhGOk82amZy1szJqbwyPfmA4lBjsz0CCHE2CQBkBhSf32xlOcPHWVqZhJpLht5ac4+Jw8bs0a1LQFa2iJEOlUibAtHcdlUQJ/tcdkshKIxfVt7p3PddhVvMMrCwhTS3XZJYBZCiHFGAiDRZ8bszbwl+Ryxxli7pazf+TA7HGEO2GMc9LUSimkEw1G+s3YbVy0qYGqmm9++vJ80t5XsFBerimcAmJ9jbF83uGwW0lw20txWXHYrHqeNvVUt5vtOm8pPL5jF/a+XJuT5AEzNdHOsNcTFp+TJspYQQoxDEgCNUPHBRm5R2ogYw/1/28P6+kay1lWTN9nDjvIG4PjLRPH3+c7JkyipbMQX07AAbe1Vlv/4drm5Jd3Yzm7U1TFaRSxfPI19NS0cPKYXMAyEY+SkODl4zM95s3NYvngatz+/m4p6H+GoRqM/zG9f3k9umpO2UMSs95PutuFx2thX7WVLab0EQEIIMQ5JADRC7Xq1krJdRwm0trddUDTOvOSEzxwMfZaAattzZVSVNtF8tI3UCS42+bwELHA4HMYTCDPB42BxUZa5I6un2SDjWWrKm2lIV4lGNFDaa/C0b0WPX6AqyHSRndKxDf2EDDc799Xz3X1HCcTV5dGAimN+swbP2i1l7Kv2MsHjMOsDNbWFaWoLk+62AVHS3TbWXqnn+hhjFkIIMf5IADRCWawKKNBc34avSV++2fVqZa/BS29Bzq5XK3nroxoeqTvKbVfO69uylaKHJb6mAB/UNGNJ07AoYFMt5g6qV3ZV85e/l/JRKEigNcy67y9KuEVJRQPPaK0kpWocCHuJtloJWBKrLqsWiMU6ChH+9p/nsa+6hV/8356O7e0aZrAEoKJ3XUeBUG0bkyIWM5gxtqsbARQo5u4uo/v68sXTzKRnIYQQ448EQCPQpj/uprSkDgBfU5DMyUmEg1GqDjSy+83DzDlncrfXxc8aOZNtCYHQvCX53F1dQ6m/jbs27ePZa8/qdQzVpU2gKeRNT6Uxw8bf9lXSvoJEMBIjGIlhUeDdQ41MDSgk2SDPm5hobLSqqPMGyXLbqG+LMQ2NVIeV5mAEiwIWRUlIZo5p8J2123Ba1YTaPkaF5hh6D65vzc7j3X1HiYSizKqNsuvVSs6/7uQu29W/u6ggYYZq7ZYy6b4uhBBCAqCRqPS9uoTXDpeVNm+YgC/Cjo0VzDlncpfZnurSJgKtYfKmpwJat4FQRl4ylDfgDUS49smSbpesjPsGfCGqSpvxTnSwrraGYPyUDYCiBysBND51aESAKo+ScC+jVUWay8aENCdaMMrhUBitvQ1FTIOYpqEq+myOy26hLRQjHNUIRyMJ97KqCkkRSIrA5fnZfKRFKYuEmR6xcGKyi3lL8nv884wPeqT7uhBCCJAAaMSpLm3C4bYS9EVQrQrRiEbdQS8Fp2RRvusoJy7QKxQbsz0AuUVp7Hq1kqrSJqbNm8C8Jflse66MhupWAr4IzUfbaGsNcdmiCaS7bVQ2+Nn0cS2N/jDPXpu4ZGUsle1K0TjdbmF7q5c2teP9znEQgANIclj56rzchONGkGF0alc0iLXfwK5BtsNG3mQPdS0BKo75SXVaUYniC0W7fEYoqhECslUrwUCYioNtTIlZWJKawteumN3r0mB80CPd14UQQoAEQCNKdWkTL63dTdCnz34YTUoioRiVexuIRjT2vF1F3cEWps/XAyFj5sP4NSXLyYaHPiQajhEJxXAm2fA1BSgNBNn5TgX5qS72t+rVkEP+MH9/+CPz2l2vVpI/K53dVbXsDYaIWC3Mb7Pid8aoVzUCFnDHwGdEQe2/+gCCEe56YS+1b1Yz+wuT+O+PD2NUea4/3EpNWTNVWlQPgIB0TSE1pnBGI2xx6BFWMKLRGoqSbFfxh6PENPS6PopGWygGCmTbbLxU18QBW4zpEQupR0PH/XOVoEcIIURnEgCNILtercTfHMKiQkZuMmkT3Xy6sw7VasHpthH0RQgFolQdaMaZZGfeknx2vVqZcI99W6vNAEqnMXlWBo/vO0SlovFJixcUcFgtLFHc5lJZ01E//mY9mPiSK5lAa5jUmMJfk0LEAGcMXMCskMpeexSfAi6LQiCqobUHNS2xGI/VN9D2YgPt6UL8y8NbsSoK9qhGRAWrpv+l04CPIyFCdU18JSUF3C6WzMvliY+OUOcNsjCu/9YLH1ax82ATkZjG1kgbX4rof23nB61EoxobH/qIC75/cp93t1WXNrHtubLPvbNOCCHE6CUB0DAzcm7yZ6XrOTtJVgK+CMeqWqk/3AroM0Atx/St6FaHhXAwyuF9DRze10AoEDXvVbbrKO5Ue8L9A74Ih3YfI9Dpv3SBxco/tABnz0yhLBDkpbCXL6S6+OaSfALPf8qlfge/T2kj1B7ctLYvgzVbNC722SlxRAhEoVLVOmaDFGjt9DkhDUKahr/9eisQUCArCtOjFuYHrUzwRvmqD6ZlR/jDFaeZPcKMpOUd5Y3kqiq1WpSIAofsGpe2OnAm2wi0hgn4wsfdIRfPWC40fi8BkBBCjD8SAA2zbc9/StWBZqoONBLwRbA59UhBiyWep8WgtTHAJTedyktrd5uBjzNJT3I+dqSVmvJmgr5wl88IBaI4kxOzdz4JhqAmxMeWFtoUCNs18qY6AGht1GeCPDEIxOX/ODV91mVyVGWyX+WwGmV9UoiAApYYxCzHf945IZVmi2bex51qZ8EFBVTubdQrTBOjot5PnTdo7twKtIYp+LSNUFuUEmeE09sHFYvEyCtKIxgIE/CFqC5t6lMwkz8rnSMHGvGkO3tNnu6rkVC0UgghRP9IADTEunxZtq8fxaIaqlUhHDejY2qPXaIRjRcf+ACnx4Zi0YOijDw3ADs2VphLWN2ZEbJw1BnDGgOftSMUaonpRQkVDbYdbOCb/7WN2T6Fg+4YUyMqbZYoMzsFLfHMOM3YANY+G2RXFEJa51Rm2GuPcrHPbt7H7bGTOSnZ3Nr/H0+WUOcNku1xsHzxNJwH/Sz6OEA0AhZVZbKv4/NDwSihQASHy0rVgWZeWrubry2fc9wgpHJvY/syYYBtz3/6uZfBeis/IIQQYmTqw/9nHzxvvfUWF110EXl5eSiKwnPPPXfcazZv3sxpp52Gw+GgqKiIxx9/vMs5Dz74IAUFBTidTs444wy2b98+8IP/jLY9V0bZrqNsfOgjqkubmL4gG9WqEApE9QrJ3Yk7HApEaTkawOWx60UAA1Gev/f9XoMfgIPWGAEF0jQFR6fZJdrzcoIaVMeibHVGOGCLUeKI0qroQUt3wU+JI2IukaVEwWNT9Xo9GoRjmlFH0aSiJ1CXODpylOoPt/L8ve+z+83DgL5T65ypGVyZlIbzoJ+3/+cA0YgeHFrtHZ+vtH9O/eFW0BTcqXb8zaEuOVHdSclyAhD0Rag60Mxzv+v4/P7a/eZhjhxoJGtyMih6+YG+jEEIIcTwGtYAyOfzMXfuXB588ME+nV9eXs6FF17Iueeey65du7jpppu45ppr2LRpk3nOX/7yF1auXMnPf/5zdu7cydy5cykuLqaurq6XOw+h9qgg4Auz7bky3n2hnGhEw5lkxZ3Wkb/jSLImVD4GsKi0BwIWPeDRoL6ytUvgZFE7XYi+dDU9rP/nDij6clb8Wdb2iScLoHQKkDoHLY5kKxarogdFEYXJEYXz2+zckZrNkoANFT1mM0Zl12BCFDxR/XOnRhL/2kUjGjs2VujjLMjgciUZZV+LGfygQCymEWrrmB0z7q1YILvAg9Wmoljg2JFWvYhjD6pLm/hoc2KwE4t2fH5/7dhYQdAXwe8NMX1+Du5UO/mz0j/TvYQQQgwdRdO6WacYBoqisH79ei699NIez7nlllvYsGEDu3fvNo9dfvnlNDU18dJLLwFwxhlnsGDBAh544AEAYrEY+fn5/Pu//zu33nprn8bS0tJCamoqzc3NpKSkfPaH6kZ1aRNv/nk/3vaGnvG5PJNnpZsVoD8vu0tNCBgMh9UoJY4IUyMWSuwRmtRuLo6jArkRhcUBmzkDZHeqZOUnU3WgGZtTJRKMommQOsGFpsG+Fh9/cwZpaw+0vqMk8XakjQNWPbKaHrZwqd+R8DnOZCuaBp50J7MX55lLeu5UO4HWMLFoz39NLaqS8L471W4uhXXe8RVfPynevCX51FV4+70zbPebh9mxsYIFFxRwYEcdVaVN5BWl8Y0fndan64UQQgyc/nx/D+sMUH9t3bqVJUuWJBwrLi5m69atAIRCId57772EcywWC0uWLDHP6U4wGKSlpSXhZ7AcO9JKU62PUCBqBj92p0rAF04Ifqz2Pvyn6TrRY+ou+AGYHFW51O/goDV23OAHIAo0qonBRygQpe6gF2eSlbO+cQK5J6QBsL+1jSf8TWTkJvPjWfmcGLHwrYiLCd5Yx2xRVOFr2WlMmpGWcM9Aa4SgL0L94Vbef6WStAluMicnkZbtIrcotdcxdg6O/M0hPeihY8dX1YFm3vzzfrNatt3Z8fBWu4X9O2rN81584ANzFqm6tIm/P/xRl1ml6tIm1v92J7u3HMHlsXGgpJZQoH2WrPPanxBCiBFnVCVB19TUkJOTk3AsJyeHlpYW2traaGxsJBqNdnvOvn37erzvmjVr+MUvfjEoY+5sx8aKLktWVqeasJ0d9K3vxrb35ro2IqEYjiRrYo2fbr5nFaWjgGJv5oesVFr1HVyGtChE0Le8u2LQZtEjZJ9FXwKb7O8IGiIhvdDithfKSE534E6zszXk5YAthrOtlasbbFzic5jDnBxT+U5Ev94aClJLsMextTYGaKlvw51q59hhH6q1l0ivp+dXNLM9iL39z9d7rI1jgSiZk5KxOvRjqs1CUqqD5qNt5j1Cgai5Pb5zxW1D/FZ6Q15RmlmJuzeya0wIIYbfqJoBGiyrV6+mubnZ/KmsHLwk1gUXFHTJ0fE3dZ/A7G0IcOywj0hIXzrqdodYJzaHmjB71FPwMDmi8g2fnckRhQlRyI4q2MCs1xO0wOSIwpfbrJwYUZkf7D5WDvoiHDvsw98UMvOMzlad1JQ16yd08zfMCJ5AX75KneDqeFPRj2VNTmbBBQW4U+1mHlBfuFPtTJs3wVzuqiptImuyh5QslxlkNlS1diSNdxMtqlaFlvo2qkubmLckPyGoMWaE8melkzkpGbtTJXWCi8zJSeZ2/GNHWrudNTIYQVVvydI9zTwJIYQYGKNqBmjixInU1tYmHKutrSUlJQWXy4Wqqqiq2u05EydO7PG+DocDh8PR4/sDac45k9m95QjHDvt6PEe1W9CiGnaXSqC1Y8antzwYQygQxZ1mJ3uKGxSN6fNzePuvpURDnbd+6cth32nfVv6cO8gBW1xXdsClKZwWsXFqqCMpO9gawe5SCQejXWoVGfWB8Ic6tsfHn9OpkZhFVcgtSuXIJ00J94mEYjRUt7J7yxE9mOuuAVkPUrPcZi+0YCBM5uQkUDS8DR0zPJoGFqtCLKIRjWi0HGtLuEc0olF/uJVtz5XxjR+d1mXmx5gRcrisHAtEyZqsF2U0jh+r8hH0RQi0hrvNBercviR+Rsj4jIAvRNUBPYiUWSIhhBh4oyoAWrRoERs3bkw49sorr7Bokd7Q0263c/rpp/Paa6+ZydSxWIzXXnuNG264YaiH2yOH09br+2aw0l4jyKJC7PiTPyZ/Uwh3sp36w600VPm6Bj/dBBTzgx1LYhOikKbpjUY1f9BMKn5prZ58HmqLYrVbzFkc8550vW+8otOzKd91lGhEa2/3kUTVgSbzfavdQjQSQ9P05+02SOzUhyye3akSDIR58YEPzNkeY5yqVSEaiwvw4pYh4wM5o74SQCgQSajUXbm30dzhNW9JPm89sx+AqtImktLserAFeOsD7Tfr/g8jtygtIagximE21/tp84bxN4f6vJwmhBDisxnWAKi1tZXS0lLzdXl5Obt27SIjI4MpU6awevVqjhw5whNPPAHAddddxwMPPMCqVau4+uqref3113n22WfZsGGDeY+VK1eydOlS5s+fz8KFC7n33nvx+XwsW7ZsyJ+vO//43wPUlDeZnd67Y+yymj4/hwM76qgpbwbaCxYq+o65zrNBnQMSb6P+JZyU5iQjV++g7q0PEApEsbfnv6CA1WYhEo4xOaryzTY7u5I15rYqzMtN5YuXn2juoAJ9+W7Ls/u7D8a6eRTVphANd7zhbwqRU5Bqdqk3Wn0AoIAW07rMKnWW155wbdwjXigY7RI0RcJ67lQkGDU/p7cg7YTTsqnc20DQF8HutLLtubL25OgmAr4wgVa90va25z9Fi7uRr/3ZQA/c3Kl2zrzkhN4fxtAe6PoaQwR8Yf3aS6fJzI8QQgyiYQ2ASkpKOPfcc83XK1euBGDp0qU8/vjjVFdXc+jQIfP9wsJCNmzYwM0338x9993H5MmT+eMf/0hxcbF5zre//W2OHj3Kz372M2pqapg3bx4vvfRSl8To4fLR5sPtAUTvazrGVuzKvY1mleiTvzSZlvoAh/Yc6xIAuVMc+lKOpuewzFqUS0t9wEy0jd9+b7EqWFQFl8eOr6kjGXlSWGVSo/77+sOtvPXMfuwulaoDzex6tZLzrzuZzEnJ7Hq1kmNHWhMShzuzqHqgljrBidVhab+nl1B7EnJGrpXqT5s6UnDaK133qD1wcafZiUU0Ar4IjiQrqs3SkUPV6XLFAimZroRxqtbEoKyz0vfqSMlyokW1jl1dgN2tYrEq+JqDHfdTOmaM9D+nRibPyjDbe/Q1gJm+IJujh72EAmEUC+RNTzPzgyQIEkKIwTFi6gCNJINZB+gf/3sgIfnV7lQJBaNdvrynzZvA+dedbC7BpGQ5+WjzYaIRLWGZRrUqek6LqugzQO2BQufr43NKDH1ZWssrSuvS3qG6tImND31EoJu+Y51ZVJg4LZVgW8Scncmbnso3fng6a296s8vut+NRLJA7Te//5WsM6rNAPczq5BWl6Z97pLXrm+i5Vt3lRsXLnJRMa1OgPSCKmjvKehxf+y40Z5KVC75/CsBxd3z9/eGPEmoTGbOD3f3ZCyGE6Fl/vr9HVQ7QWHD2ZdOpO9hC1YFmFIte4dj48p40Iw0tCiiamfth5Is8dsvb5gyJFtOXvLKneqivbCUUiKKoejuIvOlpVB1oMnNVjPwSu1MlZYKTlvqAvppmgVPOzTeDqs6sdgtp2e5ul2L0gCpsJmu7PDZ8Pexki0Wh6kAzziQ978mZZDWXhhZ94wS2vVCWuLU/jhEIWFQFTdOXxyyqQlVpk14g0RcxiyA6k6xEwrGEZcCa8uZeE8fTs9001fkTc5niPjttohtfY8AcnzFrFgr0PPNl/N+JgC/Ciw98YBaMrClvTijOGJ/0HGgNkzLBib85hMWiMGVOJlUHmggFIuZW+74GQLLFXggh+kYCoGEwfX4OteUtRCNa4hf2p81cctOp3X5xLbiggB0bKwi1RYiEYsSiesXit57ZT/3hVlSLwteWz2HXq5X4m0NU7m3UG4y255eEAlGsDtUMtjJyk2mpD6BaLUQjiTMax6tknD8rnZryZhZcUKDvanvzMG/+eX+P5zuTrJxxcaHZ8d0IAir3NnLh908xn6EzIzCLD2KSUp0kpzkIBsKkZbviZpYUopHEQKa34CcpzY7dpVJwShal79V1mUGKRjRzxsqYcYtFNfzeUJ93pYUCUY5V+XAmWfE3h8xmrcZOsuajbTRUt+pLaE6Vi1fMA+CltbvxN4fwt4T0Zbz23mV90VPdIiGEEImkDtAQqy5t0reltzf4TJngNGv1RCMa254r4+8Pf8TuNw8n1IGZc85klt35Bc7+p6L2pSv93C9efiLuVLtZvK9z3ZozL51GXlEaedNTWXBBASlZrvblsihlu47iyXSZn+9IspI3PZUzL53W6zMc2FGHvznEgR165erKvY09nps1OZkLvn8Kc86ZzPnXnWx+KcfXwpm9OO+4f25K+y6zUFsYFD04cSbZOefyGe2zQeHjJlDHs9r03KbKvQ2g6a1IEuoRxVGtFlImOFEs7bWYOuca9VKjKOiLEPBF9Fyl9mat85bkk1eURmONL27HWZQXH/iAt57ZH1ejSA+89m2t7vNzdf7vL4QQonsyAzTEdr1aaeadRCMayWkOWo7qO7bcqXazo3hNebP5Rdi5p1VGbrI+Y6Jo5BalmbMKxuxK/P/zz+00m7NjYwWxqEbAH074onzzz/vxNQWYPj/n+DMHxvbu9l/zZ6VTua8BrX2befyslt1p7fZ+8bVw4nOiespL0tqTuwO+CGiKOfbcojQWXFDQ0Ti1B0lpdjQ6ik4217fhSLISDetjTUq3g6Z06StmPE9rQ6DHAKsvWXTRcCxhzM5kW5fPCQWiNFR3nQlLSuv7DJAQQoi+kQBoiM1bkk/94VZa6vU8kmBbhLyiNLMJJ5BQdya+OJ6RD5JXlKZfg8buNw8nLC0dj7GUZixfGdpaQwR8EXZsrEg43h2jyvK8Jfl6YPZCGeFAFGeSzVzqaqlv0+sQVevd2TuPrXOgFmgNmwFV52Rtu1MlJcvF7MV53T5r5d7G3neQoc/cdE5eNnJ77E7VLBHQRXvpgf7UYepOVn4yoPeCM5LauyuF0PlzFAs43Gq3f4bd6dzsVfKBhBCie7ILrBuD3Q1+16uVNNf7OXbYZ+bbHC95taeu5u5Uu1k4r687hjrfK7coLaGr+fECoPj7GPkqBmMc+bPSzQTnvnZHN7bqNx/tmphs7Bw73jgcSVYcbqs5q2ZQVPQE8zjxCdRGTaGeeqn1Zcec3aWaTWgtKljU9sKOsY6EbmeSjYAvbH62zamiQLc7AVWrQvrEJOoPt5q7+o4n/u+R8XdEdpMJIcYL2QU2ghm7sjInJyUsQR0vebXzUpbBmCkK+EJ9Tn6Nn00ymn7OOWdynwOf+PsYQUdyugOHywroS3iB1jCKUR66m4rI3QV8Rn0hoOt2c63nRJvulgGf+eX2hO3v8cFPfKFJo7rzlmcPEItq3eY2GzNAKVkuc+ZOfwMslo7AyFhOA3B57ESNXWmKvtzpTrVjtVsI+MLEolp7UBXrsS5R4bwJTJqexo6NFeauvt78438P8OEblXgy9Fwmc5dZP/5uCCHEeCEB0FCLq/p7zuUzzC+kzv2hjid+CWnOOZO7bK3uzbwl+eaS0+dJlo0fc3yNIKPukFnVuJuKyN0t1eTPSufIgUaCvgieTBcOl17B2uGycuYlvSdmd15Sy5+VTmNNKy6PnTZv2My3yZqczBcvPzHhz87QU5Xrjq3tnbb6a3qxR2PqxmzaqmGWBTALJTpV0rJdcTNE7blGvexUK32vjsYan5lwbhShjP/zjp+5+/CNSmJRaD7axrbnysxZH+PPVxKjhRCigyyBdWOwl8CMIoK9LesMlcGqG9O5h1bn+3e3VGPMiMWPpy/j63xOdWkTz9/7vplfY3epREIxTjl3MmdfNr3HMa+/+70u+Ue9cSbZmLloohl4OJNsZE5O6tLcFTpaldidKk6PjYA3TCymdVuDKEF7QJU1OZmULJe57GnUFHrslrfNWbhIMKrvLrRZSMtxceywD6vdgtVm4YyLpyUEe59lyVMIIUa6/nx/yzb4IZZblEZGrt40M+iPJmx17011aVOfz+2P+O3oA8EYJ8D5151M5d7Gbu+fW5RmbouP37ptvN71aqUZ2BxvfPHnGPlA8cnFobYosahGXYW317GfeckJZE5KNl+rdgsWtefzY1F9Z9fEaXoPsIw8N401/m7PNQKdUCBqJlwrFgXF+F9g+wqfalVwJlmx2tvfaH+Mpjq/mThtbKcHOHFBjn6N22Y+c1Kqg8Zqv/m5RnJ7/N+hHRsr8DeH2LGxwhzjYP0dE0KIkUiWwIbBmZdOM5eJ+pO3Mxh5HP1dejuezuPsy/2N5SvjC9ho22EUWzze9Z231PubQ1hUsNo7kpKBHruzx48jdYKLY0da9d5rX5xEXYWXYCBMU43fDDCM2Ryj9pKRlJ4/K53db1URCXbdcRZP0zC34Jtb69uHFo1oRCORLoFXJBRj91tHiEY07E7VfOaW+gDRiEZze26S1W4h0BrqssW+zRti/T07zc+L3w1okCKKQojxRAKgYRD/hd+fvJ34Xwd6LAOl8zj7c//4XUvG7rbKvY3H3f3U+TOMGkpG8ONIspKZl9Sn7uzGuC1WpcdZJ9VmITVbz1GKX5ozdqJNmzeBlCxnr7NWkVAsIWm6s+5ykYxZpFhM46W1u8mbnsaRA40JlakjoZhZGDNefO84Y8ydl74G6++YEEKMRBIADaP+BAcDHagMls8zzs5fwP1N3DUCygUXFHBgR11cAvUJ/f5zfviGN7o/QdHrB2XmJSXkbxkzT6pV6dix1UvLjPjgp7t6QL2JhGJEQiFKS+q6fT/U1tFbzZlsJRKKocU0VKuFRd/o+c+ip/920l9MCDEWSQAkRozuqlj3R/wSTueSAf39Ej/5S5P54HV9BkfTMAMZs05Q3Lb86tImmo+2YVH1QKZybyM15c196hcGYLFamDonA4tVoez9OrT2FhiqVUGxKL0mStudKhOmeqj5tBlnst6UNv58h8tGRq69xyAw/s/l2JHWhMRoo15UQ3WrWSdJAiAhxFghAZAYMzrPIMV/uRv1lwK+UJ923p192XTOvmx6ws4wiwqeDBdJafaEbfnx9Yvcqfb2YKKjtpCxFb4ndqee8HPKlyZTfM0cc9xGNW0j58gYQ/zyWCgQNXedtXlDnW9N89G2Ltvi45dfjXyrQGuY2opmohGNd9Z/yo6NFbg9drNJrfFcQggxVkgAJMaMzjNICbWGjBmbXgoqdlZd2sSxKr0jvDPJRkaeWy9iOSk54XPi6yoZMy3G+0aPMosKdpeVQGuky+f4W0Ldtq/Y9lwZoDduNQIgTdPbatRXdu0Z1lulaqPwZdmuo0yakUbNp3qwk1eUxrR5E2iu15O8FQtEQlHCgSiB1hCZk/Udi3qRSyGEGDvkXzUxZvU1p6in5bFdr1YS9EVwJFnJyHOTPTWFprq2LlWZe6rSbfQoU9qrRRvBz7R5E6itaDaLJWqxjhmW+KBt+oJsmo76sTlUAr6weW53wY9qVcwlsOMxZowUi74jMbcojfV3vwfogY6x3BWLgq8xSEZeElUHmrvMIgkhxGgmAZAYs/qaU9TT9u+OreZtVB1opqHKR8AXoXJvY5+KBxrXH97XYO7KciYZ1Zn1GZ6eErXnLcnnzT/vT+iz1tvnTJs3IWHZrC9Uq8VcDgv6oziTrMxclEtdhZf6w15CgSgBX4T6ylYyJyeZuUA15c1mIUYhhBitJAAS415P27+NAOqZX24HwO6ykTc9vd/tSna/eZhtL5ThdNuwOixse/5TzrzkhIQmuJ2vAfA1BXq4c6KP3jpi3kO1KmaekNluI058PpLFopiJzkYOU93BFpzJidvoQ4FoRx0kBfzNIbY9V9anBrdCCDFSSQAkxr3jbd13uPUk5eR0e586snc255zJZE5K5qW1u2k+qhcsfGntbrOBa0/FB8+4eBrbXigjHIgmBjJK+260mP77aNyur/jt9GaXGwWsNgtp2W6a6vwJVanfemY/dldH1cW6g160WNfta8Z9zV1wxykqKYQQI520whDiOM685ASmzZvQp0KK3THac/ibQygWfRbGaGcR3waksznnTOaau7/IxEK91YZi5G9rdKkg3Z34cyKhGPWHW3GnOMyu9ADexgBnXnICeUVp2J16snV3NYmMcedN14tUTp+f85n+LIQQYqSQGSAhjuPzFqGML5JoBBdG0nNvxQe3PVcGikZ2QQrVZU29bqU3HG/LvbehjS9++0QAtvzPAYK+CH+7eyeKAu4UR48tPIx71pa3EAnF2LGxostuOCGEGE1kBkiIQTZvST55RWmkTXSTOTmJvOmpx00i3vVqJVWlTVQdaGb/jto+BT92p8rcL+ebwVXmpOSOZqvttBi8+ef9NB9tI2bM9LTPKPlbgljU3ssEREIxcwZr40Mf9to4VZqrCiFGMpkBEmKQ5Ral4Uy2UVXaZC53GUnLPQVB8bWFps/PYfdbVfiaAkyelcGnO+u6BESpE1x8ZekscovSOPuy6QD8/eGPzMaunZe1dr1a2aWoIhrkTk+lurQJu8tKLKJ1OyNkfHbAF2HXq5U9zmAZy36B1jDOZBv5s9I5sKMuoV6SEEIMFwmAhBgCnTvWH6/reufaQnPOmWzuJkvJdBH0h816PQABf9hcMjOCC+MzU7KcfLT5cJcgyKJaiEU7IilNgyP7m0DTaxZlTk6iscbfMVPUSXxX+njxwY9qVQgFIlSVNplNagG2Pf9pnypyCyHEYJEASIgh0F2uT39bS+zYWEHQFyHoi5CS5SIa1YiGo2gaON02s9qzsUXd+Mz1v91pFmSMnzmKhGKkZLloqW/rOBgX6xw77Ot1PJ4sZ5dnqi5t4sUHPiAUiKJY9N1jmqbnPJ24IIe9W6sJ+iL9qsgthBCDQXKAhBhiuUVpnH/dyf1eAlpwQYGZoxNqCxMORHEm29FikJTqwJlk00/svEW9/XVGXlKXHJ9opA/JRT3pJojZ9WqluWymWi24U+0EfGH8zSEOlNQSCes5RNkFHskREkIMK5kBEmKUMOoJ7Xq1kpQsJ/t31HLighxa6gNd8mvinXnJCeaW+1fX7aHlaEeBRV9TsMvnKBa9iGI0rHXU/emOopm71Zrq/QS8YXKLUlHtFmKRGA63LeH+8W069u+opaU+cNylQCGEGCwyAyTEKGLMHrXUB/A3h2ipD3D+dSdTubeRqtImnEn2LsGEcQ1AwBs+7mdoMVAUBWeSlblfyTdnlqx2C3an2lFDqD7Axoc+pKq0CX9TiFhU48j+JqKhGFoMIuHEBOr4HWl509PIn5WOO9XepbeaEEIMBZkBEmIU6ty+o7t2Hp2bvMYvT/XEaJ8RCcWIhGK01Ac44+JCtr1QRjQcM69XLHT8Pm6WKCnVjjPZZt4vGo51dLKPW207tPsYsYiGvznU595qQggxkCQAEmIU6q7Ra+eZn867zYyt9bUHm4mGNSyqHrhoMcxZHdADmmhEM3d57Xq1Uk9cjhMfzBjBj0VV8DWFSM1yc6y6laAv0lG9uhtGsJY/K52/P/xRv7rMdw7uhBCiv2QJTIhRor9Jw53bbBhb6612o/eXYgYyDrfNnPWJtvcd82S62PVqJfmz0smclNzrZykWiEU1LKpCc32bGTD1lD9kc6pse/5T8mels2NjBWW7jiY0hT0eI7jrzzVCCBFPZoCEGCX6Uj8oXk9tNs68eBo7NlZw4oIcdr1WCRq0eYMJ2+TzpqcSbItQtusogdYwqRNcZsf47hjXxaJat4nVnfmaQviaQtSUtRCLamYuUOeZoJ5merpb8hNCiP6QAEiIUWKgvvTnnDPZzLlpbQpS+l4d007NJjnNYQZEziR7xwWKZi6fNdX78cft5upNT33JFEv7zJCGGfx8bfmcbgO8+GPG6956qAkhRF9JACTEKDEYX/qxiKYHIhGNlvoAaB2NWoEusy/+phApWS5aGwPEoj23ok9KsxOJxAi2RszEaoPDbdPbfKDnG3XuixY/ExSfJ7ThoQ8J+iIEWsMJVbIlH0gI8VlIACTEONbdrFJ8IJEQULQXVExOt2NzWnqtFB1f80fTNFSbXlcIMIMf/T14bd1es49ZblEaf3/4I3PpzfjcAyW1Zl5RbUUza296k5QsF1+8/MR+Lw0KIQSAomk9ljkbt1paWkhNTaW5uZmUlJThHo4QI0L8TMubf97fa05QfzmTrfzrb78IwO43D7NjYwVuj536w/pn2J0qsZhmbqk3r0uyccbFhVTubZQZICFEv76/ZQZICNEn8UtwDrfa+8kGBVS1azf6zgKtEXPZq3JvI/7mEGkT3DiSrAR9kR7rFwV8YSr3NpqFHoUQoq8kABJC9DuPxmiv0VzvT1gKs9rb+395w4RDUbSYvgSWMsGJvzlEJBxLaLgaz1jG6rwsZ+T+dOZIspKZlyQ7wYQQn4nUARJC9KuuTnywdM7lM1DjiihmT/WQNclDKKAHPygQi2LWGHK6bV3uZxRhdKfaScly8tLa3eTPSjdnnM68eFpCGw2D020j2BZh2/OffuaGqtKQVYjxS2aAhBiHOs/49GeL/bbnP6XqQDMBX4gzLzmBnCkptDYHCPkjTJ+fQ+akZD2BWdGYPj+Hyr2N5M9KN3/duv7ThCUt1WYhe0oKwUCYD984TCyqsWNjBZmTktn2XBkN1a3dbqdvPtpm/n7jQx9xwfdP7ncOkCRQCzF+DfsM0IMPPkhBQQFOp5MzzjiD7du393huOBzmjjvu4IQTTsDpdDJ37lxeeumlhHOi0Si33347hYWFuFwuTjjhBH75y18iud5CdOg842M0TO1TEKAp5q+7Xq2kqrSJSChGwBfhwI46dr1ayZmXTuPMS07gwI46Ar4QmZOSOf+6k5lzzmSy8hOrSofaIlSVNnHssE/fLq+A22PnzWc+oaq0iUCn5S/V2rW/RsAX/kxVoTtXyxZCjB/DOgP0l7/8hZUrV/Lwww9zxhlncO+991JcXMwnn3xCdnZ2l/Nvu+02nnrqKdauXcvMmTPZtGkT3/jGN3jnnXc49dRTAbjzzjt56KGHWLduHbNnz6akpIRly5aRmprKihUrhvoRhRiRPk9RxTMvnca258pA0cxO7sYMT3O9Xw9aWsM4k21UtS8tbXuuzKzdM31+DseqfGhRrWOpLI7FolB/uNXsQt9ZdwnVdpfa47P0lt8kBRWFGL+GdQbonnvuYfny5SxbtoyTTjqJhx9+GLfbzX//9393e/6TTz7JT37yEy644AKmTZvG97//fS644ALuvvtu85x33nmHSy65hAsvvJCCggIuu+wyzjvvvF5nloQYb/o149PNtc5kG1UHmjmwow7AnOFxuNr/P1V79WgziFE6gpbKvY3mzq7ucntiUQ27SyXgD3d9swehNn1JrbucHukbJoTozrAFQKFQiPfee48lS5Z0DMZiYcmSJWzdurXba4LBIE6nM+GYy+Xi7bffNl+fddZZvPbaa+zfvx+ADz74gLfffpvzzz+/x7EEg0FaWloSfoQQPTOWjkIBvV/Yxoc+pLq0ienzc3Cn2pk+P4fcojQu+P7JTJs3gTMvOSHh2ryiNDInJ5GRl9RtEBRqi/a4W6wn254r46W1uynbdZSX1u42g6DOy1yS+CyEgGEMgOrr64lGo+Tk5CQcz8nJoaampttriouLueeeezhw4ACxWIxXXnmFv/3tb1RXV5vn3HrrrVx++eXMnDkTm83Gqaeeyk033cQVV1zR41jWrFlDamqq+ZOfL/kAQvTGmEGyO/UZn4Avwq5XK80aPpV7GxPOi59pMrrSp2a5OXbYhyfD9bnHY3eqNFS34m8OoVoV/M2hHmd8jBmh+CBJCDH+DHsSdH/cd999TJ8+nZkzZ2K327nhhhtYtmwZFkvHYzz77LM8/fTT/OlPf2Lnzp2sW7eO3/72t6xbt67H+65evZrm5mbzp7JSpsqF6IszL51GXlEaedNTmbckn/xZ6bhT7VisCo/d8ja73zzc5RpjBiZ/VjqZk5JpbQz06zMVBSbNSEs4Fo3oSdhWu4XCeRNQrQopWfpscfwSWHV7fpLVbsHfHOKtZ/Z/5mcXQoxuw5YEnZWVhaqq1NbWJhyvra1l4sSJ3V4zYcIEnnvuOQKBAMeOHSMvL49bb72VadOmmef8+Mc/NmeBAE4++WQOHjzImjVrWLp0abf3dTgcOByOAXoyIcYPYzbHsOvVSvzNIcreP0osqvHuC+Vm5/n4c4yt522toV6bqnZH06Dm02acyR1NVY3E6GgkRtWBJqIRjf07ajn7sukJCd+dW3g0VPuoLm2SRGghxqFhmwGy2+2cfvrpvPbaa+axWCzGa6+9xqJFi3q91ul0MmnSJCKRCH/961+55JJLzPf8fn/CjBCAqqrEYt0UEhFCDCgj38aToc++JKXbezxn3pJ8FlxQgDvV3mVr/PFEIxqhtq5J0p4Ml3nPExfksP63O9n2/KdmEHSsKrF/WSyqse25MskJEmIcGtZt8CtXrmTp0qXMnz+fhQsXcu+99+Lz+Vi2bBkAV155JZMmTWLNmjUAvPvuuxw5coR58+Zx5MgR/uM//oNYLMaqVavMe1500UX86le/YsqUKcyePZv333+fe+65h6uvvnpYnlGI8cTYVh6/9bync4zfzzlnMuvvfq/b+ymKPuNjd6p4spz4GoMEfBEsKthdVoL+SMI2ekWBAyW1fG35HLNGEcCbf95PU62va2K1Ar7moHmezAQJMX4MawD07W9/m6NHj/Kzn/2Mmpoa5s2bx0svvWQmRh86dChhNicQCHDbbbdRVlZGcnIyF1xwAU8++SRpaWnmOb///e+5/fbb+cEPfkBdXR15eXlce+21/OxnPxvqxxNi3OpPfZ3dbx6mpqy5y/GkNDvhQJRQIErWZA/f+NFpVJc2se25MuoPewm0du0P1ny0jeajbWbwZVSkbqjymctkioWOoEmDNm+IvKI0Ar6QLIcJMY4ompRI7qKlpYXU1FSam5tJSUkZ7uEIMSYZs0SH9zWYrTGS0hz4moIJ57lT7Xxt+RwzMFl/93tUHegaMBkUC3zx2yearTRQNNypDkrfqwMNbE4VVVVQbRZ8TfquMU3Tl8OmzZsgneWFGMX68/0tvcCEEAPKmKVB0TjzkhN6nFExkqHtTtU8FglHUW0K0bD+/8ssqsKJC3ISWnaYrTgMCglLW1oMdm85AmB2qreoinlOOBAljF68sc0bNmeGLKpC/qx0/v7wR91WjRZCjC0SAAkhBlR87s2uVyt7DCSM/KD8Wekc2FFHQ3UrAV8ER5KVaFhf3opF9d1c/uYQoAdARiuO1uYAAa+eCB3fXBXAWx8gEu5IDuqy00yB5qP+hOOKRc8fMmaXJAASYmyTAEgIMaDic2966zUWnyc055zJ5sxRMBAmOT2xLEVatot5S/ITZpeWLD3JnEVKyOsBYjGt9+31GkRCsYTZo2hYo76ylczJSZIPJMQ4MKoKIQohRj6jNtA3fnh6vwIIo8fYscM+UrPcXH7bGWa1aGeSndyiNHN2qepAs5nonFeUhs2uJtwrEtKjIbtTJWWCs7uP03WKkUKBKG3esHl/IcTYJTNAQogRo3OX+u5+jZ9dyi1KA0XvKm+1W8zAxxBq30XWV3anistjM2echBBjlwRAQogRI76OkJGMHL8rq3PlacBMirZYOiVHd2JRIXacWMjlsXPssI9p8ybI8pcQY5wsgQkhRpz4/l3Hc+al05g2bwJOj63X87oLfhSLHhgZfM1Bps2bYO4Gk+rQQoxdMgMkhBhxOi99HU+gNWzuFOsPLQb2JCuhNr2idCQcI+ALmbvBasqbE2oQCSHGDgmAhBAjTn8qScdvu/8souEYedPTOPJJE2hQdaCZzEnJqFYFf3PInIUydqg5XNZe6xsJIUYHWQITQowoRv5PX5efjJ1g8QUVDVa7hczJSajWjvwgi6qQlNbRpDUSilFd2lFZ2plkQ1H0hqvOJCv5s9LZ+NBHVJU2ceywT3aICTFGSAAkhBhR+pP/Ax2J0V+/YW5CIORMsnHxinnkz8xIqPZ86c2nkprlBvTmqQCeDCcpWS4sqsLMRROxO/XJcbvLxtv/c4CAL9x+PWZQJIQY3SQAEkKMKPOW5DNt3oR+b0PvHAhl5OlBzkebD5vnLP7WdLOadF5RGp4sJ84kK/OW5BNsCxOLanzweiVN9X4sqoK/JWgGT6AnUgd8EQ6U1A7Mwwohho3kAAkhRpT+5P/0pOmoH39ziA0PfYgj2UbAG+aUcycz55zJXc4B2P1WFaE2vf2GFgN/k35cUfRZoy5VpTv3IxNCjDoyAySEGFN2vVqJv1nv8h70RfA3hZhYmMq0eRPM3CLzHLsFi6rQVOdPaKVhiEY0YrHEfmHOJCvTF2QP4RMJIQaDzAAJIcaU+Car775QTsAXJhgI89La3eaMj3FO1YFGAqEIHKdvmPnbmL4EVrm3MWE2SQgx+kgAJIQYU+KX0DInJbPr1UoCvhDHDvtwp9rNFhq5RWnsfvMwb//PATPPR1FA6yUW0k/qe30iIcTIJQGQEGLMim+tYTRPjc8vmnPOZDInJZs1frz1geP2DlOtFo4daZU6QEKMcpIDJIQY83KL0jj/upPNoCW+1pCxeyw1y90l+LG7utYWioZj7NhYMQSjFkIMJgmAhBDjTne1huYtyceZlNhPLNQWNWsFxVtwQcEgj1AIMdhkCUwIMe701GtMo2sCkKaAqipmnpDdqUoCtBBjgARAQogxp6ecH0N3tYbeemY/QV8Eq92C1WYh4NPrAhGDnGmpNNX7aWsJ4fLYzaUzIcToJUtgQogxp7/tNAC8jQEAFItCRm5ywntVpU3EwjG0GDQfbZNeYEKMARIACSHGnM/STuPMi6fhTrWTmuWiqrSJzEnJWNSOBKCkNCeZk5KlF5gQY4QsgQkhxpzP0k5jzjl6qwxj+Sx/VjrbXigj6IugWPQaQXaXyrEjUghRiLFAZoCEEKJdfO5Q5d5Ggr4IFlWvAF1/uJWjla0yAyTEGCEzQEIIgR78dNcuo6W+jfrDrVhUhXAgShhkBkiIMUACICGEILGJav6s9C5VpPNnpXNgRx0omrTCEGIMkABICCHQZ3xqypvxN4fYsbGCzEnJZhBk5BPJrI8QY4fkAAkhBHri9NeWz8GdasffHJKt7kKMcRIACSFEOyMIyitKI+ALUV3aNNxDEkIMElkCE0KIOLlFaTiTbZTtOsq258pwJtvIn5VO5d7GHitLCyFGHwmAhBCiEyPJOeALUbbrqJkbBEgAJMQYIQGQEEJ00t0OMGMGSAgxNkgAJIQQPZAdYEKMXZIELYQQQohxRwIgIYQQQow7EgAJIYQQYtyRAEgIIYQQ444EQEIIIYQYdyQAEkIIIcS4IwGQEEIIIcadYQ+AHnzwQQoKCnA6nZxxxhls3769x3PD4TB33HEHJ5xwAk6nk7lz5/LSSy91Oe/IkSN897vfJTMzE5fLxcknn0xJSclgPoYQQgghRpFhDYD+8pe/sHLlSn7+85+zc+dO5s6dS3FxMXV1dd2ef9ttt/HII4/w+9//nj179nDdddfxjW98g/fff988p7GxkbPPPhubzcbf//539uzZw9133016evpQPZYQQgghRjhF0zRtuD78jDPOYMGCBTzwwAMAxGIx8vPz+fd//3duvfXWLufn5eXx05/+lOuvv9489k//9E+4XC6eeuopAG699Vb+8Y9/sGXLls88rpaWFlJTU2lubiYlJeUz30cIIYQQQ6c/39/DNgMUCoV47733WLJkScdgLBaWLFnC1q1bu70mGAzidDoTjrlcLt5++23z9QsvvMD8+fP553/+Z7Kzszn11FNZu3Ztr2MJBoO0tLQk/AghhBBi7Bq2AKi+vp5oNEpOTk7C8ZycHGpqarq9pri4mHvuuYcDBw4Qi8V45ZVX+Nvf/kZ1dbV5TllZGQ899BDTp09n06ZNfP/732fFihWsW7eux7GsWbOG1NRU8yc/XxoeCiGEEGPZsCdB98d9993H9OnTmTlzJna7nRtuuIFly5ZhsXQ8RiwW47TTTuPXv/41p556Kv/2b//G8uXLefjhh3u87+rVq2lubjZ/Kisrh+JxhBBCCDFMhq0bfFZWFqqqUltbm3C8traWiRMndnvNhAkTeO655wgEAhw7doy8vDxuvfVWpk2bZp6Tm5vLSSedlHDdrFmz+Otf/9rjWBwOBw6Hw3xtpEXJUpgQQggxehjf231Jbx62AMhut3P66afz2muvcemllwL67M1rr73GDTfc0Ou1TqeTSZMmEQ6H+etf/8q3vvUt872zzz6bTz75JOH8/fv3M3Xq1D6Pzev1AshSmBBCCDEKeb1eUlNTez1n2AIggJUrV7J06VLmz5/PwoULuffee/H5fCxbtgyAK6+8kkmTJrFmzRoA3n33XY4cOcK8efM4cuQI//Ef/0EsFmPVqlXmPW+++WbOOussfv3rX/Otb32L7du38+ijj/Loo4/2eVx5eXlUVlbi8XhQFGVAn7mlpYX8/HwqKyvHxQ4zed6xTZ53bJPnHfvG2jNrmobX6yUvL++45w5rAPTtb3+bo0eP8rOf/YyamhrmzZvHSy+9ZCZGHzp0KCG/JxAIcNttt1FWVkZycjIXXHABTz75JGlpaeY5CxYsYP369axevZo77riDwsJC7r33Xq644oo+j8tisTB58uQBe87upKSkjIm/bH0lzzu2yfOObfK8Y99YeubjzfwYhrUO0Hg03moMyfOObfK8Y5s879g3Hp/ZMKp2gQkhhBBCDAQJgIaYw+Hg5z//ecKus7FMnndsk+cd2+R5x77x+MwGWQITQgghxLgjM0BCCCGEGHckABJCCCHEuCMBkBBCCCHGHQmAhtCDDz5IQUEBTqeTM844g+3btw/3kAbFmjVrWLBgAR6Ph+zsbC699NIu1bnHsv/8z/9EURRuuumm4R7KoDpy5Ajf/e53yczMxOVycfLJJ1NSUjLcwxoU0WiU22+/ncLCQlwuFyeccAK//OUv+1RufzR46623uOiii8jLy0NRFJ577rmE9zVN42c/+xm5ubm4XC6WLFnCgQMHhmewA6C35w2Hw9xyyy2cfPLJJCUlkZeXx5VXXklVVdXwDfhzOt5/33jXXXcdiqJw7733Dtn4hosEQEPkL3/5CytXruTnP/85O3fuZO7cuRQXF1NXVzfcQxtwb775Jtdffz3btm3jlVdeIRwOc9555+Hz+YZ7aINux44dPPLII5xyyinDPZRB1djYyNlnn43NZuPvf/87e/bs4e677yY9PX24hzYo7rzzTh566CEeeOAB9u7dy5133sldd93F73//++Ee2oDw+XzMnTuXBx98sNv377rrLu6//34efvhh3n33XZKSkiguLiYQCAzxSAdGb8/r9/vZuXMnt99+Ozt37uRvf/sbn3zyCRdffPEwjHRgHO+/r2H9+vVs27atT1WUxwRNDImFCxdq119/vfk6Go1qeXl52po1a4ZxVEOjrq5OA7Q333xzuIcyqLxerzZ9+nTtlVde0c455xztxhtvHO4hDZpbbrlF+8IXvjDcwxgyF154oXb11VcnHPvmN7+pXXHFFcM0osEDaOvXrzdfx2IxbeLEidpvfvMb81hTU5PmcDi0P//5z8MwwoHV+Xm7s337dg3QDh48ODSDGkQ9Pe/hw4e1SZMmabt379amTp2q/e53vxvysQ01mQEaAqFQiPfee48lS5aYxywWC0uWLGHr1q3DOLKh0dzcDEBGRsYwj2RwXX/99Vx44YUJ/53HqhdeeIH58+fzz//8z2RnZ3Pqqaeydu3a4R7WoDnrrLN47bXX2L9/PwAffPABb7/9Nueff/4wj2zwlZeXU1NTk/D3OjU1lTPOOGNc/PsF+r9hiqIktF0aS2KxGN/73vf48Y9/zOzZs4d7OENmWHuBjRf19fVEo1Gzx5khJyeHffv2DdOohkYsFuOmm27i7LPPZs6cOcM9nEHzzDPPsHPnTnbs2DHcQxkSZWVlPPTQQ6xcuZKf/OQn7NixgxUrVmC321m6dOlwD2/A3XrrrbS0tDBz5kxUVSUajfKrX/2qXz0GR6uamhqAbv/9Mt4bywKBALfccgvf+c53xmyriDvvvBOr1cqKFSuGeyhDSgIgMaiuv/56du/ezdtvvz3cQxk0lZWV3Hjjjbzyyis4nc7hHs6QiMVizJ8/n1//+tcAnHrqqezevZuHH354TAZAzz77LE8//TR/+tOfmD17Nrt27eKmm24iLy9vTD6v0IXDYb71rW+haRoPPfTQcA9nULz33nvcd9997Ny5E0VRhns4Q0qWwIZAVlYWqqpSW1ubcLy2tpaJEycO06gG3w033MCLL77IG2+8weTJk4d7OIPmvffeo66ujtNOOw2r1YrVauXNN9/k/vvvx2q1Eo1Gh3uIAy43N5eTTjop4disWbM4dOjQMI1ocP34xz/m1ltv5fLLL+fkk0/me9/7HjfffDNr1qwZ7qENOuPfqPH275cR/Bw8eJBXXnllzM7+bNmyhbq6OqZMmWL++3Xw4EF++MMfUlBQMNzDG1QSAA0Bu93O6aefzmuvvWYei8VivPbaayxatGgYRzY4NE3jhhtuYP369bz++usUFhYO95AG1Ve+8hU++ugjdu3aZf7Mnz+fK664gl27dqGq6nAPccCdffbZXUob7N+/n6lTpw7TiAaX3+/HYkn851JVVWKx2DCNaOgUFhYyceLEhH+/WlpaePfdd8fkv1/QEfwcOHCAV199lczMzOEe0qD53ve+x4cffpjw71deXh4//vGP2bRp03APb1DJEtgQWblyJUuXLmX+/PksXLiQe++9F5/Px7Jly4Z7aAPu+uuv509/+hPPP/88Ho/HzBNITU3F5XIN8+gGnsfj6ZLflJSURGZm5pjNe7r55ps566yz+PWvf823vvUttm/fzqOPPsqjjz463EMbFBdddBG/+tWvmDJlCrNnz+b999/nnnvu4eqrrx7uoQ2I1tZWSktLzdfl5eXs2rWLjIwMpkyZwk033cT/+3//j+nTp1NYWMjtt99OXl4el1566fAN+nPo7Xlzc3O57LLL2LlzJy+++CLRaNT8NywjIwO73T5cw/7Mjvfft3OAZ7PZmDhxIjNmzBjqoQ6t4d6GNp78/ve/16ZMmaLZ7XZt4cKF2rZt24Z7SIMC6PbnscceG+6hDZmxvg1e0zTt//7v/7Q5c+ZoDodDmzlzpvboo48O95AGTUtLi3bjjTdqU6ZM0ZxOpzZt2jTtpz/9qRYMBod7aAPijTfe6PZ/s0uXLtU0Td8Kf/vtt2s5OTmaw+HQvvKVr2iffPLJ8A76c+jtecvLy3v8N+yNN94Y7qF/Jsf779vZeNkGL93ghRBCCDHuSA6QEEIIIcYdCYCEEEIIMe5IACSEEEKIcUcCICGEEEKMOxIACSGEEGLckQBICCGEEOOOBEBCCCGEGHckABJCCCHEuCMBkBBizNi8eTOKotDU1DTcQxFCjHBSCVoIMWp96UtfYt68edx7770AhEIhGhoayMnJQVGU4R2cEGJEk2aoQogxw263M3HixOEehhBiFJAlMCHEqHTVVVfx5ptvct9996EoCoqi8PjjjycsgT3++OOkpaXx4osvMmPGDNxuN5dddhl+v59169ZRUFBAeno6K1asIBqNmvcOBoP86Ec/YtKkSSQlJXHGGWewefPm4XlQIcSgkBkgIcSodN9997F//37mzJnDHXfcAcDHH3/c5Ty/38/999/PM888g9fr5Zvf/Cbf+MY3SEtLY+PGjZSVlfFP//RPnH322Xz7298G4IYbbmDPnj0888wz5OXlsX79er72ta/x0UcfMX369CF9TiHE4JAASAgxKqWmpmK323G73eay1759+7qcFw6HeeihhzjhhBMAuOyyy3jyySepra0lOTmZk046iXPPPZc33niDb3/72xw6dIjHHnuMQ4cOkZeXB8CPfvQjXnrpJR577DF+/etfD91DCiEGjQRAQogxze12m8EPQE5ODgUFBSQnJyccq6urA+Cjjz4iGo1y4oknJtwnGAySmZk5NIMWQgw6CYCEEGOazWZLeK0oSrfHYrEYAK2traiqynvvvYeqqgnnxQdNQojRTQIgIcSoZbfbE5KXB8Kpp55KNBqlrq6OxYsXD+i9hRAjh+wCE0KMWgUFBbz77rtUVFRQX19vzuJ8HieeeCJXXHEFV155JX/7298oLy9n+/btrFmzhg0bNgzAqIUQI4EEQEKIUetHP/oRqqpy0kknMWHCBA4dOjQg933ssce48sor+eEPf8iMGTO49NJL2bFjB1OmTBmQ+wshhp9UghZCCCHEuCMzQEIIIYQYdyQAEkIIIcS4IwGQEEIIIcYdCYCEEEIIMe5IACSEEEKIcUcCICGEEEKMOxIACSGEEGLckQBICCGEEOOOBEBCCCGEGHckABJCCCHEuCMBkBBCCCHGHQmAhBBCCDHu/H/je+RO7GgTJgAAAABJRU5ErkJggg==", "text/plain": [ "
" ] @@ -84,12 +84,32 @@ "metadata": {}, "outputs": [ { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 250/250 [00:03<00:00, 72.51it/s] \n", - "100%|██████████| 167/167 [00:01<00:00, 125.27it/s]\n" - ] + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "8a69124181c64866b6d08b3fe57d6914", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/3010 [00:00" ] diff --git a/docs/notebooks/motivation.ipynb b/docs/notebooks/motivation.ipynb index 4048e10..7737f71 100644 --- a/docs/notebooks/motivation.ipynb +++ b/docs/notebooks/motivation.ipynb @@ -18,7 +18,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -70,7 +70,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -110,7 +110,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -155,7 +155,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "00ccf86ba47d4b678fe009aa9279d490", + "model_id": "dc7116b70eb64706a78a9eab30a8bdf8", "version_major": 2, "version_minor": 0 }, @@ -200,7 +200,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -244,7 +244,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtgAAAEUCAYAAAAREUFXAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAACxAUlEQVR4nO29f3Cc1X3v/9ZK2pUsaW1t9NMrWQgRUNKqkJjgOneGJK0vDuG2pWEmNJPb+EJJLr04DfFMKL6lhDTNuG0aYgq05DYlNJA2JE0gvdcplJpCSuP8MjA1TQ3B0Qh7sWSrkrySbGtl7X7/8PcsZ89+PufHs8/+ks5rxpOwevbZ85zn/Picz8+GXC6Xg8fj8Xg8Ho/H4wmFSLUb4PF4PB6Px+PxrCa8gO3xeDwej8fj8YSIF7A9Ho/H4/F4PJ4Q8QK2x+PxeDwej8cTIl7A9ng8Ho/H4/F4QsQL2B6Px+PxeDweT4h4Advj8Xg8Ho/H4wkRL2B7PB6Px+PxeDwh4gVsj8fj8Xg8Ho8nRJqq3YBKkc1m8frrr6OjowMNDQ3Vbo7H4/F4PB6Pp47I5XKYn5/Hxo0bEYkYdNQ5R5599tncf/tv/y3X39+fA5B77LHHjN/553/+59zb3va2XDQazY2MjOS+/OUvF11z33335YaGhnKxWCx3xRVX5H7wgx8U/P2jH/1o7sILL8y1tLTkurq6cr/6q7+a+4//+A/rdh89ejQHwP/z//w//8//8//8P//P//P/Av87evSoUe501mAvLi7i0ksvxY033oj3v//9xuvHx8dxzTXX4Oabb8ZXv/pV7N+/HzfddBP6+/uxfft2AMCjjz6KXbt24YEHHsCWLVuwd+9ebN++HS+//DJ6enoAAJs3b8aHPvQhbNq0CTMzM7jrrrtw1VVXYXx8HI2NjcZ2dHR0AACOHj2KeDzu+tgej8fj8Xg8njVMOp3G4OBgXqbU0ZDL5XJBf6ihoQGPPfYYrr32Wvaa3/3d38W+ffvw0ksv5T/7jd/4DczNzeGJJ54AAGzZsgXveMc7cN999wE4784xODiIj33sY7j99tvJ+/7bv/0bLr30Urz66qsYGRkxtjWdTmP9+vU4deqUF7A9Ho/H4/F4PE64yJJlD3I8cOAAtm3bVvDZ9u3bceDAAQBAJpPBwYMHC66JRCLYtm1b/hqVxcVFfPnLX8bw8DAGBwfJa5aWlpBOpwv+eTwej8fj8Xg85absAvbk5CR6e3sLPuvt7UU6ncaZM2cwPT2NlZUV8prJycmCz/78z/8c7e3taG9vxz/8wz/gqaeeQjQaJX93z549WL9+ff4fJ4h7PB6Px+PxeDxhUldp+j70oQ/hhRdewLPPPouLL74YH/jAB3D27Fny2t27d+PUqVP5f0ePHq1waz0ej8fj8Xg8a5Gyp+nr6+vD1NRUwWdTU1OIx+NobW1FY2MjGhsbyWv6+voKPhPa6De/+c34xV/8RXR2duKxxx7DBz/4waLfjcViiMVi4T+Qx+PxeDwej8ejoewa7K1bt2L//v0Fnz311FPYunUrACAajWLz5s0F12SzWezfvz9/DUUul0Mul8PS0lJ5Gu7xeDwej8fj8QTAWYO9sLCAV199Nf/f4+PjePHFF5FIJLBp0ybs3r0bqVQKX/nKVwAAN998M+677z7cdtttuPHGG/H000/j61//Ovbt25e/x65du7Bjxw5cfvnluOKKK7B3714sLi7ihhtuAAD87Gc/w6OPPoqrrroK3d3dOHbsGP7oj/4Ira2teN/73ldqH3g8Ho/Hs6rIZDJYWlpCLBZjY5U8Hk/5cBawf/zjH+M973lP/r937doFANixYwceeughHD9+HK+99lr+78PDw9i3bx8+8YlP4J577sHAwAC+9KUv5XNgA8D111+PkydP4s4778Tk5CQuu+wyPPHEE/nAx5aWFvzLv/wL9u7di9nZWfT29uLKK6/E9773vXyebI/H4/HUH14QDJ/p6WlMTEzk/3toaAhdXV1VbJHHs/YoKQ92PeHzYHs8Hk9tUQ5BcK0L7JlMBocOHSr6fGxsbE32h8cTJi6yZNmDHD0ej8fjUclkMgXCNQBMTEwgHo8HFgS95hZsXNLS0pIXsD2eClJXafo8Ho/HszrQCYJB4AT2TCYT6H71Cpc9y2fV8ngqixewPR6Px1NxwhYEwxbY65VoNIqhoaGCz4aGhrz22uOpMN5FxOPxeDwVRwiCqktHUEHQa27foKurC/F4fE37ons81cYL2KuMtR7g4/F46ocwBcGwBfZ6JxqNrtlnrzf8vr068QL2KsIH+Hg8nnojTEHQa24rjxcOS8Pv26sXL2CvEsoRke/xeDz1htfcVg4vHJaG37dXNz7IcZXgA3w8Ho/HUyl81pbS8fv26sYL2DVMJpPB/Py81YLlA3w8Ho/HUym8cFg6ft9e3XgXkRrF1fTmA3w8Ho/HUym8cFg6ft9e3XgBuwYJ6pflA3w8nurgA708aw0vHIaD37dXL17ArkFKKXXrA3yK8cKPp5z4QC/PWsULh+Hg9+3ViRewaxBvegsPL/x4yonPAuBZ63jh0OOh8UGONYgvdRsOaznK3SVAtlaph2fwgV4ej8fjofAa7BrFZHrzbg9mSnG1qWdWg9a+Xp7BW5tWB3499Xg8YeMF7BqGM73Vi/BRbdai8LMaXBbq6RlKCfTyQl1t4NdTj8dTDryAXWfUk/BRbaLRKJLJJFKpVP6z1e5qsxq09vX2DEECvbxQVxv49dTj8ZQL74NdZ3ifT3ump6cLhOtkMrnqhZjVoLXn2rq8vFyz/tjRaBQdHR3WmuvVGBtQDz7zKn499dQj9TjX1iJeg11nrAYBqhJQQkwqlUIikVjVmqnVkJuWegYAGB8fB1D/2t5609DbUK8aeb+eemoVzoWsXufaWsQL2HVGPQlQ1fQxXY1CjC2rITeteIaFhYW8YC2odxP+ahPq6tnNop7WU8/agROiw5hrPvajcngBuw6pBwGq2qdsFyFmNS44qyE3bTQaRXNzM/m3ej4orTahrt4Ps/WwnnrWDjohutS5Vu19ea3hBew6pZYFqFrQaNkKMX7BqW1Wm7ZXsJqEutXwjmp5PfWsLXRCdClzrRb25bWGF7A9Tthoe2tFo2WTS9wvOLXNatP2yqwWoW41vyOPp9LohOhS5lqt7MtrCS9ge6yx1fbWkkZLJ8SspQWnnt1gVpO2d7Xi35HHEw4mITroXKulfXmt4AVsjxUu2t560WitlQVnNbjBrBZt72rGvyOPJxxMQnSQuVYv+/JqwjkP9ne/+138yq/8CjZu3IiGhgY8/vjjxu8888wzePvb345YLIaLLroIDz30UNE1999/Py644AK0tLRgy5Yt+OEPf5j/28zMDD72sY/hkksuQWtrKzZt2oTf+Z3fwalTp1yb7wmIa77Yrq4ujI2N4eKLL8bY2FhNCnRiwZFZbQvOas257KkcPudu+Pg+9Zhwya1vSz3sy6sJZw324uIiLr30Utx44414//vfb7x+fHwc11xzDW6++WZ89atfxf79+3HTTTehv78f27dvBwA8+uij2LVrFx544AFs2bIFe/fuxfbt2/Hyyy+jp6cHr7/+Ol5//XX86Z/+Kd761rdiYmICN998M15//XX83d/9nftTe5wJou2tB43WajdtryU3GE/4rAbrR63h+9RTTephX14tNORyuVzgLzc04LHHHsO1117LXvO7v/u72LdvH1566aX8Z7/xG7+Bubk5PPHEEwCALVu24B3veAfuu+8+AEA2m8Xg4CA+9rGP4fbbbyfv+41vfAP//b//dywuLqKpyXxOSKfTWL9+PU6dOoV4PO7wlB6B3xjqj0wmg0OHDhV9PjY25hdZjxY/dsJnLfdpPceBeDwCF1my7D7YBw4cwLZt2wo+2759O2699VYA5yfdwYMHsXv37vzfI5EItm3bhgMHDrD3FQ/HCddLS0sF2rt0Ol3CU3iA6mp7/eIcDO93V4gfR/asdutHNcbCau9TDq+cKQ2/btUnZRewJycn0dvbW/BZb28v0uk0zpw5g9nZWaysrJDXHD58mLzn9PQ0PvOZz+CjH/0o+7t79uzBpz/96dIfwFNANcxLfnEujdXuBmNLGONoLW10OrewavZDGL9drTVlrQRWy/h0qKVRjrG6ltaxalJ3WUTS6TSuueYavPWtb8Vdd93FXrd7927s2rWr4HuDg4MVaKHHFptJ7hfncFjrfndhjKO1dtDjrB/pdLpqG776DpLJJPr6+px/q1prylq0KNlo7etZ4Ctn28sxVtfaOlZNyi5g9/X1YWpqquCzqakpxONxtLa2orGxEY2NjeQ16sI5Pz+P9773vejo6MBjjz3GllEGzmsEVrNWoN6xneRr1aTqCZcg40jeOAGsyYOeav0AUORDbOoHkwBiuxZQwkYqlQIAJyG72mvKWrMombT29SzwlbvtpY5Vde55hVVlKbuAvXXrVnznO98p+Oypp57C1q1bAZw/0W/evBn79+/PB0tms1ns378fO3fuzH8nnU5j+/btiMVi+Pu//3u0tLSUu+kVo55P70FwmeRr0aS6lgkyF2y+4zqO1I1TdWETrIWDnmz9mJ+fJ6/h+sEkgLisBZywkUqlkEgkaqLghu34XUsWJZ3Wvp4Fvkq0vZSxSs097ntrYR2rBs4C9sLCAl599dX8f4+Pj+PFF19EIpHApk2bsHv3bqRSKXzlK18BANx888247777cNttt+HGG2/E008/ja9//evYt29f/h67du3Cjh07cPnll+OKK67A3r17sbi4iBtuuAHAeeH6qquuwunTp/HII48gnU7ngxa7u7vR2NhYUidUk1JPwLZuFrUkwHMb5YkTJzAwMFDh1nhqhSBzwfY7LqZ5auNULWyCSCSC+fn5mplb5cZlw7cRQFw0dDqhwkVAKJebRj1rYssNp7W3ff9h7mFh3asSlpCgY5Wbe6Ojo+T1XmFVHpwF7B//+Md4z3vek/9v4ee8Y8cOPPTQQzh+/Dhee+21/N+Hh4exb98+fOITn8A999yDgYEBfOlLX8rnwAaA66+/HidPnsSdd96JyclJXHbZZXjiiSfyWqPnn38eP/jBDwAAF110UUF7xsfHccEFF7g+Rk1Q6gnYZkGvxUWfm8xTU1Po6ekpePZqm3M9lSHIXHD9jq1pfmFhgfy8t7e3QNBOJBIFgdhrIfjIZcPn5u7CwgKam5u1bnzU59FoFMlkMu8WYrpeR9huGrWgia2HsRPEQhnmHhbmvSplXQ0yVrm5l81mQzlc1vpYqxWcBex3v/vd0KXOpqo0vvvd78YLL7ygve/OnTsLXEJcfrNeKUV4tFnQa2HRp4hGo0XCikB9du8isjYIMheCfMdkmlc3YJmenh709PRgaWkJkUikKMuRmFuiDa6bTy0ehilsN3xujo6Pj+f//9DQkNOGL3ytZSE7qPY5TDeNaisCKjV2whasTAc2lz3M1Dbbe7m4+VQqYNV1rOr2zY6OjpIOl/WyTtUCdZdFZDVRivBos6BXe9HX0dPTQwrY6rOvxaj7UlAD8+pFyxBkLoR9+KI2YIE85qLRKOuLfOLEiYJxbbv51OphWEYVPEztouauysTEBMbGxjA2NmY9Vvv6+pBIJGpqbFdTEVCpsVMuwUp3YLPdw2zaZnMv12e0PWxWWuNr2jdt5i/V5npYp2oJL2BXkVKER5sFvZa1vy7Pvtai7oOi077WupYhyFwI+/DFbcDDw8NIJBIFn+ncnGRsN59aPgwDwYUree4uLy8XaK8FS0tL6OjocHrOWgsSrKYioBJjp9yCFfc+bfYw27aZ7hX0GV2tYpVai0vZN7k21/o6VWt4AbvKBJ0ENgt6rWt/XZ691jbUWkOnfQXqQ8sQZC6EefjiNuD29vaiz6i5Zev25PLb3OeV1IiVKlyJuZvJZMi/l+PAXw0f0WopAiqhSOHiEsIWrCgriWkP0/n6ywdj073KITxWW+MbZN/UtbmWlXa1iBewa4CgwqPNgl7r2l8vOIcDtzmo19R6XwcZD2GNIdcDKZUj2sbtqdTfrrRGLCzBo1IH/mr6iFZjPSt3v+osY2EKVtx7M+1hOl//bDZb8O519yqH8FiPGl+uzbOzs+js7KxppV2t4QXsOsfWF9JPgNWNzSawmrUMYWksXQ+k6twqZfOx+e1qaMTCEjwymQxisRhGR0eRzWZruvJdvWVJKJcixTYuoRy/I7833R6m8/Wn3j13r3IcVLg5UsvpPbk2Hzt2DMeOHcPQ0JBTzMRaxgvYFaDeFuvVSC2+A12bXNtrCiiTCzuE2Q+V6NcwKwEGcUdyecZSBR3TYbgaGrEwBA/qHXV0dITaTsDcPzbvsl6zJJSqSMlkMnlXkPb2dkSjUae4hFIodVx3dXUhEomwPv669VVcE4vFtPM3yFpHzR01vWcymXSqRFpuTHuJCEwux/y1oRb3cg4vYJeZel2sVxNhvYMwJ7auTaUGlIlNMhaLFWgKwx6LlRjbYVUCDNrWIN8rp8WoWj6QpRwcKql11/WPzbssd1trVTig3ECGhobyaSdVqLiEUghjXHNtUu9hEwyuvhvXdUB+z/F4HMPDwwDOa66PHDlScK1IOVlLQraY77Ozszh27FjR320PPmGP93qTp7yAXUaqHeDAUauLfDkI6x2EObG5NkUiEcRiMW17Te8unU6TmsKwx6LufkA46QHDqgQY9Nlrcf7aaJPLNb+DHhwqqXXn+geA1bssZ1vDtrSEBecGIjSVlfC5DcNKYjs3XIPBXdcBnQDPkUqlkEgkyvq+g1hFOzs7SQHb5uATtjBci+uxCS9gl5FaDHCotxOgTBCXijDegY0wGYlErP1KuTZR5k35O5TwbKvNDXsscvcz5YF2WeR12QFcKgEGffZanL+AXptsq6WtpABXaa071T9c3nL1XXJtWlxcLMkkXg5LS7lLfou/VSpQ3uV3uGc33SNIMLjLOmAS4F1+N0yCrgtBDz5hFggS1Op6rMML2GWk1lLaVOsEGMZGENSlIox3YCtMUr9PPXuQ97+yslKSNjfssRgkD7T6npLJJNra2thxocsOILCpBBj02Ss9f9Wxops3lDbZZn5X44BdjuAxm98E3pgTtu8yGqXLsQfRMMrvL2xLSyVKfst/K6fbk4zN75ieXXePIMHgLuuAjQBv+7thIPzqS1kXwizVrgrDLuO41uQpG7yAXUaqsbHoqMYJMIyNwKRBNkWfu7wDF4GYEq7l3+c0zqYgEgrVb08gvzvdAlTKWLTVbOjyQAPF70ktd62OC5t+EmZsXVR70Gev5PxV50kikcDMzEzB75rmjU2AHzVXWltby5bVQ1DpdKHUumP7Ltva2sh7uqyT1GGSIoilJWxFCTfPai39mq2wqMO0plDP7LIOBBX2KpGuUsW0Lsh96nLAymQyOHPmDPm3SCRScB23HlFzsNbkKRu8gF1m1MCzsINDXKiGRi4MM5Fu4+GQNyVqc6d+jzsMuAiTAtNGII8LyjVkZGSEFapl5HdHtTOZTOb7KYiQ46LZAPg80CbNDjcuwqoEGFTAq4RgSM0TWbgG7IQI0/zm3oGc0aCcAcCV0oJy645tSfZS10nq91OpVJFmPKilpRyKEmqfqiXBxSQsym5jskXAxo0EMMeM2K4DLsoTkwWvFGxcVUzrQpDxZHpP2Wy24P4Uhw8fZtehWq/roeIF7Apg8p11oRR3i3Q6XfSZywnQ9Nvq38MyEwXZ8CjTr06QjsfjVgKxSZg0IT97NBpFIpFANpstak9jY6PxXtS7k9u5uLhIaold3rerZoPTMCwvLxt/j1vQxW+UWgkwqIBXbsHQ1qxs2vBMGh6bfgqiCXV1/XEhyHqnW3dsSrKXqinjfr+trS0US0u5FCViPaolOK21iuo2BkC7p6hz2iSUU9/h0Anw8v+v5ppisy64jicXod50f906VKmDehh4AbvMhGnOKyVVkPhdFS4Nk+tvc0IrhTyxbIU43cbj6gJC/Z5Io6SiCsQ6YVL+3DZlFMBr2ClsinSIz1955ZWCz13Hnc73vKenxzrIyDaq3rSg16OJ0AbbjczmOp2GJxql/YtVTIK8aV0xuf7YEtS9LAyBoRRNmclVq1RLy2qdBypBsnEA9D43MXE+S5NOMx+mXzsnwKv/v1xwY3B4eLioD8IaTy5CPfe76v3qfUx7AbvMhGV+KTVVUG9vb+B2mH5bZ5I1TVzb/tFtPC6boTCB2qLblOXfpbKIuCxa1IJMfZ/zD1UJY9zpfM91mULkZ+G0Gn19fZicnCy4h4t2aGFhAefOnUMkEkEmk9EeqMLWGLne03S9jVk5mUyW/FvT09MFwq/6DgS6MW+7rgiCKhNKUUyEJTCUYvEo5ffV+UO5tsXj8apV06tUcSmTcC2UIrrsSzLiOioIPRKJhOrXXiql9jE3BjkLRRiuFy5Cvfy7ra2tBW5qpvvVE17ALjNhmV9KTRXEuTPYtMP027q/myYu9/vLy8tFgpNuw7PZDHUakfb29sCBcNw1pS5a5dKiAfY+syZfc0C/EXFjo7W1Nb9Buvp7zszMFGlhKW1TOTJmuN7T9npTYQebg5Xut6g1YXJy0ugXLOOyrsgE0USVekB0nTthC42lzv1MJlOUpShI4Gs9FPqg2mijDU0kEqylT4dYr6h1RKUaWtSw+th1DJbqeuEq1APn3302m3Vah+oJL2CXmbC0KWGkClKFJdt2mH5bjgym/q7TyHBQ2oZS0GlERD+UI4AijEUrbC2aywLe09NTkhDFjR3VZ9L2HU9OTpKboirkl+qaRY1T13u6Xh+NBi/soCte1N7eHtgvWMbWV1wliCbKVTHBZbqxEaxNuduDEmTdA3hFABX4qnN7qIdCH1wbuffc39+PpqamAssVtc6JtnEcP34c09PTxvZVWosa9rplu3+EdRBz2UPLGbtRK3gBuwKEIbi5COrcotDT01PkO2urybQV1nRtoxZT0wIWlpmOEw6Gh4cLTtilCsRhEcaCx/l2uwp9NlHx3Hu0+b7tO85kMlqNk5xJoBQNKLfpu94zSBuCHsi53xIHGV2aONsxH0TYCKqJcukHk+Ze5zLD+euG6RrgWjzGxe+YU0SUQxgOOqe4d2BqI7VuHD9+vOC/xXNT+6suS5ONcG3rlmV6ThfKsW6ZCPsgZnuwpWI3RkdH831QC/twqXgBu0KEIbiVkipI3pzE/7qU7o3FYkUBdtxmMDo6WmTS5hbT0dFR43O7mOm4RY4TDqqZNpGDCxgNsnir487V1Uj4ew4PD7O+jiYhyjbVXlAhUiDf1ybvMIVu03fVqgZ1D6N8+3V+5jb3TKVS6OrqKhAs5BSONmPK9rA1PDxclDItCDbrne596bI3mQTZsFwDXAXdoFYC9Z7cfah0drYEGc+6Pca0Fun8cwXyc6vPE43SWZps3N4AoKGhwTjvBJQ2tq+vz/g9laCWm6A+5IuLi87fK+dBIoyUobWEF7ArTBjBC2H4IJZSujcWi2F+fp5NvSbnuhRwE4ryv1Kx1ZyZTE5ULutag3svMq4LjzzmbBdw20IZ1GGKQoxbzmeS8rk3tVEHlXfYRiNlSvGmO7hS5tmg7mHRaNQpvaeN8CuE697eXjQ1NQXK9qEK/5TwE2YOZZObhU6Q1K1vJkE2LNcAV41kKb8r3zNs1yzA3bpi2mO4Nspl6am9RMV0GAqaYvXYsWM4duyYVbYuShsLwFnIjkaLM/3YWm4oTpw4gYGBAfJvuu9zfRqWtttmnFczyDQsvIBdQSpdplgnjNss/DbCHgU1eXSLqbyYbNiwAXNzc/n/thVIdIucuI9YaIXPpfhXSydlGw2Wy8JjU9FOFTxdCmWYhGsboROw87mnvtvV1YWOjg5SK97W1lbQ5lQqhaamJu27Nh1AuIMrN7fVAh7icGo6YAcx8QtLw7lz53D06FH23pRw4TKm5HUlyAEiiJLB1VeXQ6xvuu+FGWDlqpG0tRKY7im0t6rftkwQAcbF3dG0x1DCJFBYlt7m/dpco+6Fah+r+46MqZ+455SfwxY1008ymWStyjZjZGpqCj09PVYKNhmqT01xHq6WVZtxXorFpRbwAnaFMJX7rnS6JZuFP4i5ktucqAlFLa5zc3Nsrucg1R4Fcl+rAkYtnZRtBQYbE7YufaJO8ORSGboExAF2QqcqGJvehUvO8EgkUjS+xIYQi8XIMWajpVM3a5MwrGqi1f6gcNV8mkqt22A7puS+d40vCaJkcPXVHRoy56HnLFqUMFIKQawYNlYCFfWemUzG6v0H8Z+2taLa7DGmsvQmQSzoYYhbR7gsPmo/2VgFqe/p4BQblJDusjdTbdB9n+tTU5yHq6LKZpyXYnGpBbyAXSG4walGsJdjkQeCma9thT2dz6X8u+qipnMbESZCQdBqjzK6RaUa6ZgobE/28vOKamdAoXleZz6nBE/Kb1X9TdvN1SQURaNRNDc3k981vQu1DdxYNm0I8rXyWHIVGnXCMMBbfXSHCRfNJ1dqXQQM2eYJNs0hbg6GNSbk6+S+t/HVpd6XaX0rR9YgSiAN8js6K4EK5aZlK4AF9Z+2oZQ9Rv5cFcTEs3FaU1sLCbWO2GTxofqFc3N0yXrjcqh2sdy4WJR1Ln82CQlstdny84u9Pqxg+FrCC9gVYnFxkfxc1aaG6bYgBjFXMttm4bcJCHFNE2WaIOpEDlrtkbov5zde6XRMHHJA6cLCArnY9/b25jUu6gENCG4+15UkdtUU2WwWQYMAKdSxnE6nrQVLauG2FRp17dUdIgXcYcJF86k7qFJBXlQaM9P7DSMrhekgwq1VNhVhqfdlWxUx6IatCkk6gbSU3zHlSF9aWiqyxtjMoVL8p6nr1X7mguPV6ynLphp8K/efLAC6vAMbTPNOZxUEit0SXfZFTkZQ41PEM3OFomRcLMomlz+bPdZGm22ybC4tLeHMmTOkm9vs7Cw6OzvrRsj2AnYF4NKLqVH9MqWe1rh8weLera2taGtrYxd+qmJbT09PkYaTCxQMowS6wPZkL09QaqPmtLOufnJhIm8QauEDLrCwp6dHG6AS1HzOoaYytMFGeA5iPtchxjIVGW+iFAtGKc8h+qMUzWdQv/GwtPSlHkQWFxfxyiuvkH8TwkspwaLlmNtUEDBnFSrl9+VxwWlXKTM6NybD8p+W20attUDxAU5oKikBS7ieccoginK9A9280/VLX18fEomEtn+5fbG1tZXdr2WhVVwv4HzHbSzhIkvLwsIC2tvbrYLVde596jNR/W5j2Uyn02wMiQg8rZec2c4C9ne/+1187nOfw8GDB3H8+HE89thjuPbaa7XfeeaZZ7Br1y78+7//OwYHB3HHHXfgf/yP/1Fwzf3334/Pfe5zmJycxKWXXop7770XV1xxRf7v/+f//B/8zd/8DZ5//nnMz89jdnYWGzZscG1+VeAmZUdHhzYfZ9BNXydcCw4fPqxNy6dOAhEsYRsoGEQo5iaLi6ZTTNKOjo6CxQ4ADh06RN5nZmbGOecpRxgFJQTUO6QWWQpX87loO0XQVIZUYSMABUF+LuZzU99yGn0bSrVgcM+h0/oIIbFUzaeNgE/dx0X4NBWTsoFqpymDEHDeslIOdw4gWMClKaBaxtUH16SNdTGj68akCdOaazrgc+2i/i4OUbFYrOig5SKoce8gSKAcNzdM/SJ/zzXrjQmqX+WYJZHSk4pdolwIg2r7o1E6/aGKi++3eEdUukGKIBmQqoGzgL24uIhLL70UN954I97//vcbrx8fH8c111yDm2++GV/96lexf/9+3HTTTejv78f27dsBAI8++ih27dqFBx54AFu2bMHevXuxfft2vPzyy+jp6QEAnD59Gu9973vx3ve+F7t373ZtdlXhJiVVnpv6nssmYCrGIcMtXjbCsSlQMIhQzBFUQyjfd35+XnttkGAfFfVgo5v4rgUlBGLDNGEyn1Nmdy5TiM2mJPcPZeUQ1g/5kOPiw2vaDGxSVnHCXFhZI7jn4Fwc4vF4SaZ44I3g6HIJoADft9SByYRtHIbM+Pg4MplM6BqroAKGS4CZ7QHEVhs7NjaW1/ba5JQPqsHXrblB1y5dv504cQLr1q0j/7awsFBkQXN5B2EGytnuRa5Zb0qpx0DFLHHtEG2Jx+Mlu3x1dXXh3LlzrLxBPSt3ULd156OoZd9sZwH76quvxtVXX219/QMPPIDh4WF8/vOfBwC85S1vwXPPPYcvfOELeQH77rvvxkc+8hHccMMN+e/s27cPDz74IG6//XYAwK233grgvDa83tBNSlUjrP6dm6icwOey8Ijr1RO3SVvF/YbsH0U9s03eae65ShUgTBudLmjQJh8xZTXQTXwbjQWFLFxx2PjTzs7Okn9TM4UAZgHKJNxOTU2hs7NTu6DrDjAmIdRmwxfvTFg1OG1POdAdWNXKdPLfTJu2jG18gyu6YlJnzpwhD0wmxPqQyWTYmAiVsDVWpfiUc76yQQ+nlEuTTiMu5mWYMQwU3JrrusfYtGtqagqDg4Ml38vklxyGMFZKjYl0Ol10v97eXjQ3N4eSntHUDtGW4eFh8juuFhdunHJj3yaveRBqJUmBStl9sA8cOIBt27YVfLZ9+/a8wJzJZHDw4MECrXQkEsG2bdtw4MCBwL+7tLRUsBBQA7uS6CZlNBrFwMAAWcacmqjqqVHecLjJxqXt4kx+6vXyhOEEcDUxv2veaZNGSdXGuGj2de9ffjYbTai6SOsWGldByYR4VnUxFvmgTRHcpt+WM4XYaPhstVncgeLYsWNYt26dVoAyWVRMG/7IyAjWrVuXPyhw2p5ywc3JlZUV1rJiE+grUy4tjq7vS9GA6cahLjaF+h1dKW7u85MnT5L3prSlMtxc7+vrs/LBVXFdC1R/dW6dLqWgmaxooQ6hNgd8gA6i1b3XpiZaHKG0u5zSKhaLGQP/bIQxU//p9iKdGwT1ruV9UVZu6DI6CXSHuCAHoUgkYm2R4u6vi9nhDqelUitJClTKLmBPTk4WaS57e3uRTqdx5swZzM7OYmVlhbzGJv8nx549e/DpT3868PfLgY0rhFgcdZUSdZpSzudzZmZGuxhT1/f396OlpUXrt0WhboCUO0lra6ux7Lrst6cudi7mXU44GR4eLng2F9OnvEjrFjJXQUnQ1dWFpqamgs1CXkyDaPRNv20TLa8KULaLOCdIzs7OFmnTbd2NxGbAHfgER44cKfjvWvHZ4w59Lm5bMkEi7DmXE1Pfc9gKL7r5CEAriMm/w60Dtp+7wr2HycnJvKuOfJ3JkqRri6oR7+7uLlr7Z2ZmMDIygqWlpXygWimZNHTuQHJcALXHqIF1VJ5p3fNSLpM6AdIlJ76MaUy79p9t1VsTwgVIKAC6uroQiURI94nOzk4MDAxox5duXaT6OpFIOJUq17m7UH7fLu6rqiVCDtClAmFrUXsNrOIsIrt378auXbvy/51Op51MUNUi6AYgb2wiOlg9oIjcuKpWgts0hPladktxFUC5e6sTmZuslOuMi/+Yzh2iubk5sHuN3F5uIaMCJ3Wn/vb29vzzqgIGVdHL1b+S++2BgYEiwcw2SNVWADt16pR1O+XfEQKgKmyom4FLYZVK++y5apLWr19f9JlNP9uWdhaYXE7Ehka5PpgKuejg+kPMR1shSZeRwfZzFZMvrO75TNZFgRjTZ86cYe+lujSdOHGC1brLB0jOd1tVaFDo1nd1zrS2thZdIwLhBer6dOLECeZpi10mgwY9c8K/+ju6e7q4snHBlpSAaONnra6v3HdmZ2cLSqC7BFSKNK+mQi+mdZKzIlCad90er1qsxNjv7u4mD//yM7pWkKw0ZRew+/r6yFzP8Xgcra2taGxsRGNjI3lNX19f4N8VL6KeCBo8Apw3vcimb87XaWFhoUiYMvWTmGhBBFAbk9DExARGR0fJv1Hab1v/MRt3CJmVlRVjWwE7lxJhMjb9pszy8jKbASNI2V3AruIYpfW09e+MRulyx6USi8VIzVBbWxu5GbgWVlEF+CA+2Sbtr/wsFG9605tIoYnKjmQSHGR0h025vSaXExkqLVapqQm5z03rjPgdzirCuSOZ4h5shC/qwCFjisOwUaDIxT6i0SiWl5fZMt6m3xfYaCZN/c5ZDahrVDKZDLu2qcVNxDPPzs6y6eN0WmZVSBftKsXtYWlpqUhwFHOCQhauZeWIaQ5T6ytXi0JnxQH4+U0dgri5ZLJIUX1NZevS7fHT09Pk+sK5KsrUijWSo+wC9tatW/Gd73yn4LOnnnoKW7duBXC+Ezdv3oz9+/fn0/1ls1ns378fO3fuLHfzqobLibO7u5vVXghUAYzbxCgtl83mbRNcJ5BdT2wFr2w2SwZFuqRck7Ou6IqmyG0UjI+PW2lA5c1AdyBSTca6wgri9024BnKoC5PpwKqOSVsBStw3LCGb2yBSqVTeR5Eim82y1SFVKAFe/n3Tou2y6HN92dbWps3UoK4PnGWKQj1AqGZVm4BjGdH38vsPGnhsGlvcOiO7dOkCJDmtH/e56ipGQc0lk6+vQLwLm/zsYlzIBA2I5uAOYDaB4CYlkFoURcA9Q1dXV9HzqmtxIpEoUKrY1liQ22A7NnXxEtR61N3dbbynvDebajVQ7ezp6SH3QZ0Vh4P7jVICZuW+1mXrovZ4AbW+ANWLPQkLZwF7YWEBr776av6/x8fH8eKLLyKRSGDTpk3YvXs3UqkUvvKVrwAAbr75Ztx333247bbbcOONN+Lpp5/G17/+dezbty9/j127dmHHjh24/PLLccUVV2Dv3r1YXFzMZxUBzgssk5OT+d8+dOgQOjo6sGnTJuciGNVAV1DElMLHJFwL1PRMOqFZNXtxgp+AE7pkVB88nUmQun9HRwdZEleFS28ofFp1E1J2hxDvZGVlhRSu169fX+DaoG5+Jo2P6GNK8zE2NmZM1q/iYpGhFiZOIKC0M2JMUgIUpfWVA7y49GE6VA2GTqMSRvaE5eVla3O4SpBFn+tL6nOdds42Cl93gACKLUM2nDx5Et3d3UWCC6ex1AnepqBvan5ns1krjRZ3cOE+N+0f3FxSNdmc0G16FzJUSkfuYBA06wRAZ4/S7QEmq4HAppKfTFNTU4FAvri4WLQWz8zMoKenJ7/22rqvhYkaxyEIujdHo4W1GsRaSh1OdAdS0/uQ0QUfuihUdOjWYLHHc37l1PuzsZrXagYRIICA/eMf/xjvec978v8t/Jx37NiBhx56CMePH8drr72W//vw8DD27duHT3ziE7jnnnswMDCAL33pS/kUfQBw/fXX4+TJk7jzzjsxOTmJyy67DE888USBluWBBx4oCFq88sorAQBf/vKXi4rW1BqmxVVsyLY+pBzq4LYpsesaqaxWf2pubmYj9W03cfn+0WhU2yZxLeUDaLPZCOHaZsMTBzhOUDAF1wHnCwGoVanEpmxTOUvALXZhpGukkvvLQqKN240sILsIupz2kHMtstGu2wgeJq2gbtEOuuhzwqj8uUk7Z9O3JhOxwNVCJJQcrkFf3PU64ZyaW7Z+1IDbgcYEN1YikUiB/+jk5CQZSC7abgM1btra2orum0gk8n0aRMjmskfJmSwotynbuT0xMYFIJJKf29whQR1TOvcesV6GccDmCJJ5Q2ZkZIQUxrm2UfsdNV+4cevyzCYfcC5o1GWucIdjMQ9EhhIK6nOb56tlV2BnAfvd7343crkc+/eHHnqI/M4LL7ygve/OnTu1LiF33XUX7rrrLttm1gy2ftXHjx83Rs7r4ASwaDTKltg1VU0aHBzEhg0btAIWF8TDBRYK+vr6EI/HScGcapMsiNlUqqTQZU2hEL9H9autRoor+ZpKpTAyMkL+bWRkBI2NjdrKXJzZX/jX2eYXHhoaYrWi6mav6ze1Hap2j8sBqwaait+h3q8cNKoTlOLxuNGEbxPMxm0uLou+6walEzCEmZk6XKh9YaPZ6unpQWdnp3O2Jp2GXxd4aHOgNM0rky+yejCktLTcnHaFmttUILmLlpE7tA8PD6Onp6eorLVcuhoonju6lHncu5IzWahQ4487qKnabBuLqsm9R7xHtUR4kPgUilKFtcbGRidNsEs+dmrccuuBuI9NG7jfcK3BIZ4nFovl42GAN2pJyL7Z6vsLmgmkljOIAKs4i0itYHsithWuh4eHEYvFtKVRVbhJaDI353I5LC8vawOj1MXAVvgVPsrqQm7KMBBEuFa1pDY+jfF4nBUISglGleGetbGxkd3gdM8v8qnaIvzJuawN6mZj6wsq2iBrtQE6+EX+DbFwc5YcIazIQpI67m0OPsJdgBMMhDVJFVRkIVaXtURY3o4dO1aUASeMgBybEtgmQUFsTCa3Lw5K06o7WB8+fNj4/DbzysbH/vjx43khAwhWsVEWIlyr7KmV9bh3QcXW6Pqpra2NXJO44Dt5bFDjhXPh496t+L6afcLWVc7GoircJlRtPZV+UGZmZiafHo9zabM55AadDwKxp8lWXt3BMgx3F249KKUwW5AaHDqBXL3X3Nwcq2STccl8VYt4AbvM2JyIW1pacPbsWeN1On9BKn2Q/N9BcoaqiyAXGCUWA1fhlzqp68xHpqBJ6uSeTCYD+ejLG7RKqWZEgY2pTOe7b8vw8DCp2ZIzFZg0QkHSR6qBKzrNjs39TSWPTQKaGiPQ2dlJCtjpdLpI2+7y7E1NTWwkvSkgxzZAz6SFjUajRYLKhg0b0NPTU7ShqQLT7Oys8aCmavhtXM1Mz28zr3SBUgKhrOjv78//LtUO8ZuqMEalBnURuqhMENTY7+rqwpve9Cbn9GiineJ9ccHAOgFT58Kntp8TnGzeuUDsETqLqvhdSltvc/gaHx8vUAJw+4F6+FAxHQQ4xHrmcqBzdXfh3iUXy2ASQF1dDLksOeL/U3/j7jU5OVkU06HC9UM9CNeAF7DLjs2JmBOu+/r68r7Guih3UxVGWbBQJ6VLijXdguySMURGPanr/GtNptbW1tYirUwqlUJTU1PBAmfSSJnMTlyBEF1fdnZ2Fmn3jhw5oq2YWWpRDEFzczMSiQRbZS6VShWZ3oVGyMWlhkJ+v7qgSdf7U0KIi7YjrL5VMc0nk2aKM8Hr4DZdVcM+NzeHwcFB8gBO+YLKmikZLtetDbrnt1FGCOHRFCQ8PT2N6elptu8oIRqgD1ITE+dTgwrXDypNpHwf6vm4sa9Lp5pIJMh3azN2xfc5YY+bKyJHssAl17gO+d3q1niBqq23OXypFjaqfaYc5XIbda6wMmrgvM7KS807W5cSm3R8LlYy3UHAxVVG925M2ceCrIe17hYi4wXsChCPx/NphmwF0fb29qJE9dTE4aowyqglynX5hRcWFrSndtWsLoQwFz9DGcrnMGhAB7fpqcIYd+hRNZwUIihHJZlM5jNpqJs3ANZ0PjMzg8HBQTQ1NQWuKmlC9Bul0eCeR7S5s7OzJI09pc1T2xD0/uribKvtCLNvZWS/Qw6bjUusF/Pz85ieni6avzLUJim0bxRcxhhKYJqensbY2Bj6+/sLqrIBtLuPDbrntzXPm8qZy3BKASq/vg6TP7HN2kGNfa4/xsfHcerUqaLDN1Vki0Mn7HG/K+dIBvi56ZI6kBKIXINNyxHIZoolsFUYyeuLzu2GC2a06QvbdHw664zN/XQVoTnlga5gkvh9LgbHpjR70HSgtYAXsMtMUE0ZdRoPWkJZvge1kXI5KCl6enrQ1NSUn2hCQ0yll7KB8zlU/aVFoERQ1E2Zau/U1JTW9KRbdGV3i4GBgbyJ0yZdnQiWkvvB9r329fUhl8uxgoSqkZIxbSIiZ7pt6V+1IhdVyZLCtHnq0p/J2Go7wnLxkRGHVN29u7q6tL6tlHlZRt08uewvOtLpdFFf6r5z4sQJDAwMFMydoIdpG82TvJmeOXOGDCRcWFjIHz5sUJUC6jh1QfUn1gV72QgEukOFqigRmnQbxO9TCF9n01wJkmtchapAGxTXrDc2cBpU2zVCtpDo3G50mZqWl5fz7jDcOLINWgdo64wanGjj+60G0Ip3ru4ZXCC/GE+Tk5Pk3r1hwwbr0uw27i61iBewy0hQTVlHRwe5iVGLgU2qOBlO83DixAm0tLRo2ytMUpQf1tjYWOAFkDo8hG3CHx8fRzabNQqwuiAj3aJLCXu2RU8E4gAkzNAmhNYcAJsNQtVIydhuIqlUitVAyDQ2NhZ9T3XPoaDuKwRWNVOKwMYUz+WWddWGUe49QGFmFPGsVPpIgRq4SlmSTFozyjrigm1xFIEofy33n+uaI7A5hKuVR6nN2zb3sKCnpwc9PT1k5p0gyP7EtqZ83Rzo6upicwMHJZVKsZXzxPjXHRJ08TRibtqs93KRFZtaEBRqfwprQdCYFBlXH+jR0VE0Nzfn56FsXeK+09vby7oCTUxMFKx/clGdoHsgZZ1RgxM5pYn6DEFdwYDzrq+6+aa6JdrEHtQbXsAuI66ast7eXm3aLGoCu/4Gp3ngFkqRMs6UcmppaYmtOGWDfHgolwlfnsA6IYub6K6CRRCzpvzuVaGWSscmaGtrKxLQTBpDl/atX7/eKGBT7960aHLvOhqNIhKJkIuz2OQ40yLlT6xqcVy0mJy7BRUIqdMwynOPem4bYSFsDZ4N8tws5eBr8rekBCmXGBEKdQ688sor1t9VC00JuGqFQPA0hbYaYarIlq6UNpfCTc3GI2MKVheHSdv1fnZ2FrlcTntPbp2g+lMc+kRMSSnpbTk4a5gIuKSE2MHBQfJeOiWHuobMzMzk/c/D3APVvk+lUsb9otR92DWrFVDbRWOC4AXsMuIqYAktCwVl6tdtdpTrgCk9GcXS0lKB24TuxB+NFmejsEUWXks14ff39+Ps2bOkYCRrn3SbtyrwmzSH3MJQillTLL5dXV3o6Ogw5uVWq8rF43Gtf5utzytw3pxHVVkT6J5T5zPLvWudNk/NcqFqv2xTTFULmzzx5cRVaJVzepey4er8LTlBSrS3oaHBKaODWlbd1cwOAA0NDeTnumqFQSxjAJ31RUW4I6iaZ4A+eI2PjxcUjhGaY9l/XvUdt/U9npiYwOjoqNX6YfveqDWU6091Pe7t7cW6deucrQAizsQlMJXzs6asLboCWJxVkHO5CJtz584VjI1KuNIJOLc/3eG1HvECdhlxEWAAfcRtZ2dnweZk2uwmJycxNjaWF9rlCeSiaRZ+uGJz0Pm5ZjIZK+Ga2kjkDajUgJbjx48jmUySQoy4tyqQ6q6zeX+m1FbUYmraUOV7CS2NbXo6NXixlBzM4v2q6bPkKp5AMO1qkHdNaY9k7Zdtiqly0N7ertUomkyupgI5rnCVBYNQyoYbj8e1/pa6e+vcHSjkdKalaNxditrIafNsrlehsr6oCI0glWqO22eE+15HRwepmVYDaF3esVizZSGtFJcCai3g1gd1fk1NTTmNEYG6v8m4pjeUoSrUyj7NLjEE5ULEHFE1FzKZjDZ4sRSEa2MsFisaK+KAJLs/mlIQ1zJewC4z8qQyna7FgFE3xba2toLNSZzWTcjV32Q4IRngA57kzcH1ZA8Uu5r09PSw+V8BWiB10bzpTGCmw4m4bnFx0WqzsDGtUZoKOYNILBazqqgnm5tdNHPU5m7qB7FJAG+YlNX0WfL9uPejM3+bLAkqnPC6sLCA5ubmvO+uLcPDw2hubiaD/0xQB6R0Os0eYGdnZ43+w5OTk/ng0FJ9csUmlUwmCw5CrhlAxDpSysGXcqeRx6PJ/YrLfy2sO7FYrKjoVrlczWSoQ5OIHeCuF/8r+tNVu075Luv8uMVv2rhouL5jWYAHgueQ5gKiqb2Ki1GyyZGuew55PLqmN1QR8TeqxaaUA4gMFxfiCmVZKUcKU7m6KXC+X+LxOJtuU4zVpqamgrZQCoOwgmjLgRewK4AQmrPZLDtwZeFP3bTVxdpWUzg/P8+a5nXVn7jFUTanqa4KppO9EK7FAsUFfRw7doxdOLjTKqf1a2trI01gNvmSbRYZSkuhuz+FnEHEdnM4fPiwtfZbbZfcVl07k8kkmpubnYKRhMbBxQ/cZEkAihdnXVlmwM13N5PJIJFI5AUEk5AtHxQBOtPD2NgY+fu2wXmpVMo6W4TpPuKALdYW1wBBoDBAOIgAwwkDx48fzwvupqqysdj5CnlUWXDZuiPeY6XccKjsEJxwDZxXQgRxoeOQBUPuIKvLGiFz7NgxDAwMOL9jqpYBV0yGQhwEOc2kGrisi1ESY0SXhcb0HEHSG6osLi4W+Pu7pliUv0d9p7e3Fxs2bMC5c+dKdilRLTFhC9dyUTPq4ML1KbV+U+ttLQdGegG7glC+c7bCXxCmp6fR39/PDj5KSF5aWmIXap05zdRudcHhopiDbIpctg4uiMeUL9l2kTlz5gyWl5eLyuEG0fQJn0ZbXIVroLhdXDvj8TgrnFIL2uLiYt5tROQCV7N4AHTVPJt+np+fLzAXmvzaXVxVUqkUOjo6kM1m0d3djcbGRm32BNuAX11AWyURQoNtlVXuYCKnp2ttbbWytggrFDenZdcnXSpI+ZAmlBWZTKZIEy+sOzaVKMNgaGhIK0xThClcC+S4klKKcszOzmJ2dtY6LadAXkcymUz+AKSOJdm1RbSbS0+p7jHi+bg5J8coiWuDBqWb0huaDu/U311SLMpEIhFyvbOZfy6IdJy2+c3FXqVrR1dXV76a6vz8PJuqsLu7O2Crz+OSF7/SeAG7iiwvL+P06dOIRCLGIEIOYeKemZkhfbpsB5+pGqTMxMQEmpqa8gtkY2OjdjGjFhzKhcMEFUEP0EEhwiwOFGu+TRuR7SFH1nbK6ZVcfe8FLsUbKHSZMaiNlssKYsoWIo+p8fFxshy3Lj2T2Dxtn1doYqlKg01NTSX7LMubRDKZLLB6ACDTu+lyfIdRFIMb6xzd3d2kdjqdTjulpmtra8Pw8DDpaiC74di0zSVvPbUe6Iq36IIJbRkcHAys/RMudeUISBPZpLLZrNW7k8cbZ5l0fRe2uFSebWpqKvD31R20ucwrtgVyAN5KOjw8XGRNlvcLU+o+7vC8bt06jIyMsGPz3Llz5Ofi96l+D+om5hrLMTU1hWw2a23hymazZC51GWrNpghiVZNRU/DWEl7AriA6LZIQ0CjhTCfsChN3LBYjhSvd4JMDc9RJMDMzg9HRUbay45EjR7TPCryxQXKCVDQazQszJh9YYeo2+bRzbgpqlolYLFZQ+ljOlxxEQJqZmUFPT0/eNzoWi2FkZMSqnwTc727cuBGvv/668fv9/f3o7+/XWkgEpZgCx8fHkclkkM1myXLcNsFhrhk9FhYWitpbjiAh0SYxjgRqejedllv0ue0BkvIrlMf68ePHyWcVmWJkS436e66HD91BWZ5vQ0NDJafQU5HXA13xlkgk4pwRRCWRSGDDhg2BBeSw81bLTE1NYd26dYjFYsb+lV0L5X4LM90ax+DgYH5dtfkNzpzvknmFOihwWnpuPRVufeIgoh5iKHc9+Te4+54+fVr796NHjxbNdTlDlOpvXArxeBzd3d1GtxoZF0FXzqXOWbSCxLUEpVZdRbyAXSFMJlohoAkNkex3KgLBqI1WNnGbzLvAGwKXzclyaWnJuViKjNA+6Sq/yeY83WScmZnJaw2jUb6IC3UPefKZNPViQQ8iPCwsLODMmTPa+3PuDfF4nBTGhe+eScCWNaqqPyRFqa5IpQpW3PeDpnm0IZlM4ty5c1bFMcScisViVpr24eHhohRntqb2ZDJZIJir729oaIjU1E9OTqK7uzt/faluKWplNR3c2iGCdoMKn5RLl02aTFfEeqvOx7APDSq2sRO6/hscHERra2teyDl27Jg2bWW55lNT0xvig+16IltBbAJcbfyDxd5GHTJMecBjsVjR4Vm463GHvWg0yq7jIk5JV51T7O1CsJdjCMIaf+pBK2jwJ6XtB84Lz2KMUTUYAPfDfanUYg5tL2BXANvcoseOHSvYzOWgHeF7SGmy5E2RcxPgtGA6StXQiEWX+135pN/W1mbcfOQJ5Fo2XbSF0tTLTExMaP1GdcRisSIhWV5QdUF61POMjo7mhSbTAukqXOm09FQWG1df0yAMDw8jkUgUHUZ7e3tLdruQ+9ImX24QH0fKDcoG4dup2xzi8Ti5YcmBWa5aXSHUi/kZhiAmC36uqIV4XCovci4yOqh33NTUZOVja/OMyWQSiUQCc3NzWF5exoYNG/LCiBDclpeXnceacLXgXDJUhUK58irL78v2natWEIA/rAmEUM6NbyqTi5xdJR6P59/B6dOni4r0UJjylnOZguQ4Jc7VSuwFlGAfBHW9ptwjbaqoUsRiMVKZpWqMXfefsNORAuG45oWNF7ArgMvpXkbVPNsEbXDCbDVybpqi19VFTATBnD17ltws5YIXrpPTNpIeCBZouWHDhqJS4YKlpaUCP3jbSmyyD6EpuMx2cZG1PFQ7enp6ivo+bOFal84vk8mgra0No6Oj+WA18S9I5hSB3Je2VfMqhc270/mFuqbV6uzsxLp168qiqeVSjZpw8eWlOHnyZCjWD5vfjUajVlYN4YMqBNzJycm8RUrQ1tbmrF0U80T3HU6hEBZq+tcgcSe215oOw1zwXCQSQXt7O1KpFDsWdVYRyvIrWwl1z6sLWnfZiyhGRkawbt26gjYlk0ksLCxgbm6OdI8M+nvZbJb9rmyN4GQTTuHX2tpKXq8K3r29vWhqarJ2lao1vIBdAUo5Wamm0fb2duPizlWIsiFoRSwVKv82hVjEVA0E55cKuLs3VGLyzc3Nsad41Q9e9iMHzo8PaqFfXFwsCAriNmPb56Mi9YUZVPihCw1+GMg+wkDhJkX5G+o2QqDQGuDq3yfPwaBBqBzJZJIV2k0l2fv6+thgXBmdudv1OTZs2FAW/2HhpmRTNAVAUQzE4uIilpaWAr+Xubm5/D2Xl5fL5iNte18qbkD9b5GizjYmQcx1ndsdYBbiStUgyi57HF1dXVi/fr1THIorQ0NDbDCj7XvSZSVS08bKCiFTzu/Z2VlSiQGUJhMcOXKE9E3XWTO43zNZa2KxWN63XMXUv+IwSa1/VBC3uL61tTVfiEe8F914TSaTNRngCHgBuyJQAksymcTp06eN2lJ14guhTESac8EFQSPkg1bEUpEXYJMwMzc3V9RWIUyJTcLVHElVO3MNIHUllUqhtbWVrIClmtTUBZHSvsl5jAWqcE7l4abgIvWFgF2qsEmZKdVAQTlrAKXxsHkPInq9o6OjKKUep8GkTKZdXV2kUGMreMiCcyqVQlNTEznOTWNVrrhpKppAZYgwCVphwW3Ecn+JfrCxtIn5GXZRCzE+RGpIleHhYZw5c6bi/qEcqVQKKysrbHuE0KFqUHXjyubAPTk5WfLaJ7vsUeuLnIYxTETmLLmyXyn09PSgvb2dPAio+7O6jutyfk9NTWFsbAxjY2N5RZlcObOUQ75L7mrOL1yMLW789fb2Bi6MMzo6mq/0yxV8U9ezdDrNFsESBbioNYjaJ2sFL2CXGW7wd3R0lGSinZqaIoN0BKYyp0NDQ2wkvC5g0gWxAIuJdPLkSXIic751aj5buVw71z6u+IuAElKEeS0MjZeu33WFDDjTNhW4IUzwMqbysTozn+sCmkgk0NPTg7m5OTQ3N2PDhg35fjSVsC1VoJKFt76+PnR0dORzcMvVLWWtKGUy5eIiNmzYYCV8qYLDxMQERkZGiq5LpVLWQrtNJLwaBOiqCRsaGnJ2kRG+8arVgcv3Ozg4qL2f8E2emZlxHgtdXV1obm7G8ePHyb/HYrH8GKDyMAOVCb5y6WeuPaLfAbtUo8LnWGREMgnPQgkSdJ2Xx16Y9RtMqOu7bj8wocvSw0EV1uH2YbEeqn8Tyo2xsTHnqpdqO0x9L/uFq2XtdVVdOQWeDereLWdLUfvO5pAA6FOIijzetYYXsMuMTrAJ495csIVNWi9uYVeFku7ubkQikSJh11RdSzXLc8IL9zm1KIncqH19fUUn76GhIW3Ob1kIVfOxmipthoHoD5d3byNAqUKrqj3OZDKs4G86iFHMzMwUbN6RSMSYBlK4ApTav7I5mHtuWatGBRKJcUth8264zZQzhcvZFky4RsJTwgUnbLgEzcoIQVE9nHJ9yD2vOPyaNnYVoe02BTx2dXUVudS5fJczZbuu1XI/lyLAmgR01QoTRGMctG2qe0ilAswo7bxNNViOIO5w1LNy+7AuC9Hc3Bx6enqcql5S7bDteyHUCwuPbv53dXWVFM+g9oUYm5yVzuaAprOMCYVjrWmxvYBdZrjB39DQEMq9XU7v8Xi8oJQwZ/KlSjyrBTjUlHCmCmKc5lKUUaWKTFALlgiMBAo1PyY/LFOlMIB3GwiDzs5OLC8vO6UbszH1UgulnMvZpDEOQ5s3MTGBpaWlosI7YbneyIj5tLi4qH1uQF+RTZcjV4cwfbqkjHPRGKvtkg+FAIpcg1ThQhwyVG2zXK4YKBaWOVOwOgapNHrU81JCv6jAaCvYy9Yo6rCkQgmXqVQKo6OjxjnNCdgLCwvOQrJ8CLTNrsCZ0XXYZqcqB8IdSKyhYcc1jIyMoLGxESsrK1hcXERzczPa2toK6hUAdvm3w16L5BR1pXD06NG8coLaP3VB7Wp1U9u+F2siJ9B3dnZidnZWe1AbHR0tSkcro/Np56x0pkNCIpEwatN9mr41CDf4bf2jucEqXCUA+0XcxqTHaZ+En5Os+VXbQ/kKAvwiODIyktdeU5uxbpJy7aMmGOd/LPuwCU1ruTYsUYbYBlFi1max4N6jyOVcTo28jCqou2xoPT09OHHihPE6oTXTHRrkcWCqyKbOLSGEcpvV0NAQmpubsbCwkN+ITHD3pHJy2x5K5XtQqQETiYR2PgpkYTkej+crkcZisYIc/ALKDYnqw3Q6TbbL1j9bIJuTS3FBMGnixDvi1lqR1cbWXC6POxvtorAGime1jauopFsGhZypQ3YFdM1ZTgnAR44c0aYHFZYJzr1Q9dMO0w2QEhI5LbVwXzPdS2SJUt3dKAYHBxGPxwvmIxU4H6T4i2lNE3Olra2NVUaZLHac26PukGCzn/g0fWsUU/VBCqG9AehUQtPT02hra0NXV5f1Ig4UJtin0JVzpSaG6gZAbebcRnDkyBFtcJ/uJGzbPt3vU/lTa4Hp6Wn09/drr5H7nSMMNyRbQbIUbPI39/X15Tdc0/sS/niUdUcIgFR6QuD8/IjH40XZVXQ+i1wOZnGABAoPoDa5nW00c9w9xDyw0TYDdtYdU4Em+be5Ddx1ni0sLORdvkrZPHUChezOoTPzUwIAlUKM0vibNODz8/PkeDS9u1oQKMR+JsfHDAwMoKenh7WOyO4lQjjv6ekpEgh16UFN84fy9U0kEjh16lQo2mx5bJowCY9cHm9dRUhVQSf6X5cOFtDPBZ071MDAADo7OwssB9w7SKVS2pSZkUgkL4fI7yhorm6g2GWpVvACdoWIRvnqgxTNzc35AWOq0KjzI+P8Hnt7e8ngK1EdjhIY1LRxOrcPeYPWbQTcJJydnUV7e7uTgG3SWKqE4RNcLnTmLrXfucUsDDckSrgOu9odJ8ALM7EQSG3dWYQ/nqpJTSaTiMfjRULy1NQUKSjJY1gn8HIFTtS86OJ9cq4OcoxBKdpJGy2xfEDT5RAG6EBYTkgJM4BQTm+pCyQrhaWlpbyAzaVClDPPyBpa0RYqY5GMcFni5ozal3KmCZ0rQinBfWFDZddQ+42zbs7PzzsXSdLBudfYBH729fU5VTQVcFpqoYVubW1l91VuDrpk81L7f3FxESsrK05uOzqFjBCuxbphel/cvt7W1lbQt/IYD7rmURmragV7e93/z3e/+138yq/8CjZu3IiGhgY8/vjjxu8888wzePvb345YLIaLLroIDz30UNE1999/Py644AK0tLRgy5Yt+OEPf1jw97Nnz+KWW27Bm970JrS3t+O6664LfbEtNy4ah0gkkl98dCczXRYIOehPvWZqaordDDmBIZVK5RcMnSZxYmKiwLwlNi4Xjh07xgaNiRRH6mdiAZifn0cmkzEu3jYTupRTdSlwY4XLQEItMOWq4CZM5jo47Y6t1qejowPr1q1DLBYLJEBQ8yKVSrGbCJUNQx7DQawB1Ds0jbnDhw9jenq6JO2k7AMszwfB9PQ0Dh06hFdeeYUVJMbHx3Ho0CEcOnSobPmkbZiYmMhrMoWVwYbe3t68y4uO8fHxAn/Trq4ujI2N4eKLL8bY2FiRgLu8vFy076RSKUQiESwtLRWZ9UX/JxIJjI2NOWU6mJiYwMzMDOsq4BLcpxNAEolEPsMKx/DwsHEN143taDRaVK1UHoeljrHh4WFcfPHFGB0dzWeSUce+7XovXLp0iGI/4v7isKOSSqVw5MgRHD58mNxXdXm8s9ms074pnm98fByHDx/GsWPHQlEgib01jPelWiXE/J6fn3dyHxMMDw/XrHANBNBgLy4u4tJLL8WNN96I97///cbrx8fHcc011+Dmm2/GV7/6Vezfvx833XQT+vv7sX37dgDAo48+il27duGBBx7Ali1bsHfvXmzfvh0vv/xyflH9xCc+gX379uEb3/gG1q9fj507d+L9738//vVf/9X1EaqGixbG9gTNuXSIFE+ZTCZUE//CwoJVtg1VA2uqRGhDZ2dn3vQPoEgrElZOXVmzH1bRFZX169cjkUigvb0dMzMz1gFO3CYRj8fR3d3NuiENDg7mfeNK3cwikYjWV1loFETaPtV9aP369WwbFxYWMDs7i/n5eRw6dChwMFGQ7CgqpQTNcCZLm/Ekov1N2knOchGJRDAzM5Mv1qC2qVatNhyHDx/Oa4lNfSK71tkeinTaVxnd+kJp5agsN4lEwiljhOqCIXAJFjUJaTYuE8LlYnFxkQ2A4wJ0KfdBl/bbEIvFilLDyagVNDkWFxfzLpSiaJHq0tXV1UWu2VwsFDVHBwcH8+lNuQOUyHZl614ai8WwuLgYigtMIpFAY2Mj3vSmN+X9wcu1bshzp6Ojwym3f61V5VVxFrCvvvpqXH311dbXP/DAAxgeHsbnP/95AMBb3vIWPPfcc/jCF76QF7DvvvtufOQjH8ENN9yQ/86+ffvw4IMP4vbbb8epU6fwV3/1V/ibv/kb/NIv/RIA4Mtf/jLe8pa34Pvf/z5+8Rd/0fUxqgbn5zcyMhKo4hWnpWxvbw+9iANwXqC30YxSGjibDVLH7OwsBgYGyHR7Nr65KlQ1qVJNrrbV9TZt2pRfXIVGmPNhl+EEtEgkonVDam1t1aaMkunv72fzDAOFJe6pQ5McaEg9C7coRqPRosMgt5n39/ejsbGRFVY46wy1mXGCqjyGXRdyarOVi8qYOHnyJFtOOB6PY+PGjeRhVWfeDtOVIIyy5C6orj7RaJQUOGKxmHOQHWA+TLkIGMLVh8tyEyTbhuw+BNgfHkTWG5e0iCqydZCbj/KBMpPJsO/AVLrbVCCNcom0yTAhDq2mvk+lUkWCs+riQ/WBTf53mVwup80CohbHMqWRFe/IRZlmE1R48uRJrT84R9Bq0i7Cda2WR5cpuw/2gQMHsG3btoLPtm/fjltvvRXA+cl48OBB7N69O//3SCSCbdu24cCBAwCAgwcPYnl5ueA+o6Oj2LRpEw4cOEAK2EtLSwWTuFyaSFc4Pz/VX7MUhKmqmpqqdDpdFBUN2Gc84VAX7qDlokUbbXP7UgitCFVVUVdCt7e3l9S4Dw0NkVlaZE0QJ6CJ9FWcO8zi4qIxzZlow8rKivE6ofXjzJs6gYUL+nE5YB4/ftxo1lbhDk9c9Uc1SMpFMKK0eS4Crk4Q7+7uZvu9UkLv3NxcXqvMFfUpF6lUinX/CGohkwvUuARqc3BjWaQNDIKcotR2HGaz2UC+rSJgTu4L7j5dXV15IdSk1BHrBiewnTp1ivy8s7MTvb295Pu11diK4GeuwBrX3tbWVqtxTR0MuCJT6oFdziKiZucQhxJ1rwJQNF5dU4LaHJRd/cGB83vryMgIFhYWCvZrm9+ztfJXy33ThbIL2JOTk+jt7S34TJTgPHPmDGZnZ7GyskJeIybT5OQkotFoPiJfvobbiPbs2YNPf/rT4T1IiFBBH6WWe5UpNUhKh61fr7rIJhIJDA8PG0/CXD5aAVV8JiiyaVgsUKbFWgTeqYua2t/RaJRd7NatW0dq3Kn0T7ZWiBMnTrALl0krr2rPddH7Mrp80iZ/ujAWx1QqZW1xEM9oC3UQtE1Dpq5lQLgp1Y4cOVITplEhLIq+6ujoQCKR0BafCgtdtiNXqMwyLoHaFLogMJP2WZfNwXW9i8VigQIIRSYjeS3i1gWR8chWy7+0tISOjg5y7nKKsHXr1jnNXwoR/Ow6d4LEeolgyebmZlJGEZZGcajTHU7VfUo9+Mu0tbVZu1nEYjEMDg5aHcqD9MGRI0eKYm7k3+IOHz09PVi3bp3xEFSLea9V3L3K64Tdu3fj1KlT+X/lCvgKC2EGCgNdGr5qMTMzg8XFRTYYRKATrktJ7t/Z2Ul+LudfttEyHjlypGBiy4Efhw4dyrd/enpaG0DG/U0WxFzM0tQiOTw8jLGxMaPVYG5uruCgl81miw6zFCKwi3qfIlhPPIcaaOcqcHZ3d5OfR6PRfFCaTssiDhC2UBposWkNDAxof2tqaqpgLFD3K5UwUjCGgfyegTeC2WwCxUqhqamppPuPjo7mAxnj8Th52FUDtbl1y3VdMo2FsN5tMplEOp0OfNARc1Rk3+AKk4ngTtt2i+d3OSSJQNJSCXLQDRLDNDk5icOHD7P5/ZeWlgr2DtO+49LuCy64wHiNyAvOJTRQCRrHpVNYTU5OFs0plzldazIORdk12H19fUWnn6mpKcTjcbS2tqKxsRGNjY3kNcLs1NfXh0wmg7m5uYKNX75GpRaFTAHlGtDa2hpacAKAvOBTCymcBAsLC/kk9a5wp11bEokEuUjIJVZtFzGhURD/X/0b5X9pixizYQSnyqkedQjfYDW3sagI2N7eXlS5S/V7pN7PxMQEa+50nZstLS3s32QTNjdOdMVlRFvlz3RWBPEMJpcRVfMUZqW7cpFMJouqQJoQY14U4QHOa2GDFh6R0ZUwj0ajeUugTmOumqXVgDRu3VVzHVPp9uTiR7Y0NjaWZSwMDQ0VzLdS1/5YLGZVCVbMt/Xr11u1URzkXceEyKpRSr+5ugGWCveMriliqdzR8qFGdk/UrTVU7vZq0tbWVlAhmqs1oFIP/tdABQTsrVu34jvf+U7BZ0899RS2bt0K4Pxg2Lx5M/bv349rr70WwPmJtH//fuzcuRMAsHnzZjQ3N2P//v247rrrAAAvv/wyXnvttfx96gWuqqArXKDPzMxMwYaRTCYxPz9fEz7owjQXRBPBCdc2ZXCTyaTW7UFopF3atbCwwAYUvv7669b3keF8s4MihErbfLlqP05OTmJsbAzRaBRtbW1aYYZ7P1T6OyF02m6WGzZsYKuDUcG8lEClugAIn04haLlUIZWrr4nvLS8vkyZN2doRRiYdW8RvuVSMlYubuBbGop5JZJMRRSoWFhbQ0NBAtokLipqentaWEZdN5lQhGPFMakYLudy2DtUvW64Wq7N46aoQptNpxONxjI6OFmW+CKIUEZVfATgFM8oxJGrGmSCxLZz/NFA8voIIuXJWjSBuSGLchJlz2wbqUO/qriY/Jycky33MrTXlTG0cJFHD8vJy/r3aWmxFhrR6wFnAXlhYwKuvvpr/7/Hxcbz44otIJBLYtGkTdu/ejVQqha985SsAgJtvvhn33XcfbrvtNtx44414+umn8fWvfx379u3L32PXrl3YsWMHLr/8clxxxRXYu3cvFhcX81lF1q9fj9/6rd/Crl27kEgkEI/H8bGPfQxbt26tmwwitgnaTYjNCuDzVcuU46QqFmauUhdFW1sbmpubQ81sYoo4F5j6wEZTozI+Ps6ajIMeZnp6egKnQ6KESuB8VHYpwWeygCiEGZdIb4q5uTm0trbmKyaaNJxzc3OkCwwnBMzNzRX4lQPFgocoXS/SCXIZT3RVQGWfSC6GQj206dIbhsn09DTGxsaMabuEcKY+uxAm1cp3Ov9gFTHmbDTi69atY+eNquWy1Vy1tLQUjF3Oz5rzyT1z5kzBAcPmMC/o6urC4OAgjh8/XiR4ylpfVVAQri8u42N6ehqNjY1Yt26d1fUilaHom0QigUQigf7+/oI+LnWeywhLocBkwVL7WtZ8qwce+TouiE7ECpQjs5aJaDRaFOfiEnOlHtS4tVItUOTqsz4wMID29narQ4tqKRwaGsK6deuKDhOmbCJifiWTSZw+fdqqnbUQf2KLs4D94x//GO95z3vy/71r1y4AwI4dO/DQQw/h+PHjeO211/J/Hx4exr59+/CJT3wC99xzDwYGBvClL30pn6IPAK6//nqcPHkSd955JyYnJ3HZZZfhiSeeKAgW+sIXvoBIJILrrrsOS0tL2L59O/78z/880ENXmjAndWdnZ6jlvTkTLFd1Sg5q4ip1Ue1bXFxktSumky+n1eG0mi6UknHFRWjt7e3FysqKMc1V0E1tbm4OXV1d6OjoICt3BoUyTZbqeiUfipLJpLNWRRYQuP7KZrP5jCwmP8CzZ89iZGSE/Dv3rDMzMwV9wmnkDx8+TGqHRRaMWCxWNo32wsKCUSAUwWwUVOU7V/9gmzli0trKFWQpk7hoK+euxeXx1VlTNmzYUGSVcXHhE2nhent7tZpd9Z62OdBVbOeQyMVNoR4yubEvgtVdx63I4iF+i0pNJypiAm+4nIh3TeUVV/tPZLehclSXM5ezDrHeyQoZ6vn7+vpw7tw5J3cjClOmFg5RrdF0wBMCfHd3N+va4eqKYntdrZZE53CWUN797ncjl8uxf6eqNL773e/GCy+8oL3vzp078y4hFC0tLbj//vtx//33W7e1FghzUpeSkk5FmDrFqV6lr68P69atK9L4cP7T8uIsBG5bE7POJ1GYmVUt2NDQUCgn2XJmXJER2htu8RT9WorwOj09TZrUbVG1QaqftVhYw/QnDtJO2bec6y/xuc3hdm5uDouLi+TY5txrRF/L2SZ0ZlmhWQIK56+NqbPcOae5aPxyzovu7m60t7eTGXhUOJ9imzLLIrUdN07Es8trlm2ufxO6LDs6FhYWypazPJVKoampySowk9IQC213ECFwamoKnZ2dBW5Z4qApH5iomAcqEJXro4aGBrKuQCVSWCYSCfT09JCHDyoWRXbRKSXGSEW4MKprFxdjIbtddXV1FcXOyIj4I9l6p96vXK4oYWYPqgRl98Fe64S1SfX19eW1xDpsN2N50VT9BcVko9IJ2qIreqJy5swZbNiwAaOjo2zREq4tpQZyViIQVmguTEF4wvxZ6jMF/W4ymSyovqi+C1njV0l/YhX5nXF55bmFn2NqagoXXngh+TddUK7QkorNXGeWpdpioxWdm5tz9m90OYCaDinl4OTJk/kiFjYpG6kxLY9HXVt1eXzl74VpGRT3DnIYDVuIUPcDKh2ojOyvro7PmZkZ9PT0GJ+nsbGRzKcvLDqqdlMInJylwaWIi6g9INcVGB8fDyWJAIdIy9fW1mZlhRTvwGbMubgmCWTFlnrASiaTGB4exrlz5/JB7Ko1SLeHnDhxAj09PYFqR5SKnJSgHvACdpnhAl2ok6Uo2kAJLcJvj/P7FWbzhYUF55P64uIimd8Z4MsGm9AVPVE5evQojh49SuYPBgr9XcV/i7b19fVhZWUl0Ol/aGgIy8vLWFhYKDlLCYfQGMjmM5sgPDEeylG8g0vkL/LTAnxaJtH3IndrORBmbCo/LBU9zh2+XBb+2dlZLC4uktU0TYKmPF9di9/Y0tjYaHXwkt1nMplM0bvmfFuB4oA+V8ThzCVYzrbCHoe8NujusbS0RAabyc8epnAtm7Ll8ZlOpwvWGSoYshIpZTmrhY3Fx8ZNSFesilp7hMDJzVmuT3QKJXHP5eVlVkBV54PqpqLGh3AulfF43NkKubCwoO1rEW8lrGhBs/Go/WNaT03vV1jkBFwmt3JRD/mvBV7ALiPcSVC4PQghQk29o4MqrjE0NJQ32wXdJNLpNJsr2pWg7eAWD87cL5vZTMLx4OAgmpqa8lrGWCyGVCpV5HfZ09NjHbhpYmRkBOvWrSvyhbYJwkulUhgbGyso3hGWsN3Q0EB+bhPsaVsRshTa2toKFlDK3KsKg+pB0OWAJ6DcYQC3Ko6pVKoshzURaS9+gyObzZL+qnIwoxCE5f6k5pZJUJCFSFkLpgbLZTIZbZ+YDkK678pBpDqriqzRU33ibdogvtfQ0GD1bhsaGgoylYggS/m75TrU20C9W9tDRrmCzFxdamwOnEtLS2zwnAhwpuaDYGBgIK+t1a2/JqsahclSoabek9tC7VFdXV1oampyGlOqNSPI3j05OWllOecCpF3nQa2mX6bwAnYZ4RZtOUhQndA2C/3S0lKR71qpGhhhsgWKU5jJmLRcXDtsM35Q2lWR1ooLUrIRBOQIdgBkdoW5uTn09fUVuccErUrX2NjIagPkIDzOpKhmqrARsGTEGFH94KkF0da/vxL5UylBX5h7M5kMjh8/XqQllX1KwwgqVjceMR6OHTtmzE/ObRacD7bq46qOS1nLlEgkkMlk2AxCXB726elpxGKx/Pi2CRDkAj9FkBul7QcK1zWbd8HlBB4eHjaaq4WPtXj/Nlla1IwWgN2m3dnZab0OHDt2DMeOHdO6PrgK1+vWrSOFRVcBhcshbLP3DA0N4cyZM9a/5YJY53WC8/DwMJqbm61dE2KxGJt+VdTUMFlpxd84xQLVn2FUqlXHttyWpaUltLa25td4myJpHGKfKUWGEEqjpaUlMu5KJEeYnJwsUg7aKMgE8qG+VItbJfACdhkJ4ttos9CLACvgDZMWp60zlR6nECnMRHlz+Xe5qG+TWd42/VRnZydZDp1LQTU3N4eenh7tokwF9nCCryiGA+hz7Npgq/GwHSeui6gugEzVooedlotjeHgYp0+f1po6l5eXSYGPC7yZmJhAJBLJa9bCMvXL7jCijwYGBpwLAKlp0VR3FlWDJqqsAfrgLw5Ok5RKpdDR0VEkGHNjRJQ6Vl1Kstksq+2Xsdmwh4aGtIKSzXjnDkO2+cltCVL4yeT64AKniaUynnAkk0k2wJETRGX3QcAt17YLcvpCjlgsZl2oTAi+IphfdsURcROmfOim9LpcTmab963LLiMIQ8Ns0i6L91rqGM1ms2zclYhNoSz3tvtOX19f3h2Fs2bXGl7ALiO6ACyKIEFupuv6+/vzJltXFwMR0MKlOFJ9yPv6+lhhcXx8HENDQ/l8tlRbdAn4uc1FLHyiZC93mFAXKs7MyX2u+vkK3+3GxkZywevu7rbua2qcqP7oQSo7Li8va90khKAlNpAwCzBwY7i9vR2JRALt7e04efIkmSOVO/zo+lMIUZwfv2oZEb7SunuqJn3bCo4UJg2ZGvegbtou2iWdkKL6i+vmLHB+DTC5M8lzS9YqcRt2X18fmpub0dTUVJLmTUYVmOUMBxTqM9sIF0EzIxw/fpzd/MOotnvmzBky5V00WlyIjDtkAWDX3sbGxrz1TAQQVguX3M5Ci5zJZIr83M+cOZPXSHPCmY0wy+0XNmu1bb2EUjXMPT09GBwcNMa0lFqK3lZxqK53tr8r3ufi4qI25WYt4QXsMkMFYFGmDU47HNQ9ASiueCb78545c8bKZUNodG1TafX19bECiAho6ujoKLqf0Ky4JOAH3jDzAecPEzptvbwJcydtXeYTedPOZrPo7Oxk+8VkiZBzwlLoUrvZYho3J06ccAqITSQS6OjoKPJbl+8h+/pSqRXFpq+Lii/Fx5MTgnp6egoyF9gINVTpd7WCo6z9sZlTQTUv5YjUl+csF/gK2LszUYG6FI2NjcZ+svEBl+F8iimFBaXksP0tU+EMCtniqCLS3i0sLGBxcREnTpxwujfwxrqqFuPh3hVnfTBZ0oKUNw8bOSe6aU6I9d50nZwJSFT6tCllzinLdC5cQRD975qDXhCJRArcDKnYL8Dt8KIiu25Q+386nQ58iBGYYoRqMfjRC9gVQOeTqMvxKcpUu2rMVJM01ZZYLGYlYAthxyZjhJxSLxKJsKZZoFhgFN912bxEWiSBqa/kDYRbdI8fP54XaimogxCFSUiU0w3pNBPlLIygE647OzuLtDAzMzNIJpNFGznnC0cdLk2VBUWudUojF1TTJ7LFhKEpXVhYyOeQVzWm3JwSY8FU7ESHTgDs7+/H8ePHXR4jj5h3PT09xiBjXeAoJZDoXLZ0CLO7remYEnRcTem262w6nbaOJ7FBjKdsNhtIuBaIDEAu2W+AwvFnsriW0r6wEONVzDcd4u82GlJXJZZccE2llMOw7jAYNH2jLDhza7VNULhO2SO7YVL+57Ibn/hdShMN0DEFwm1ONz9rMfjRC9gVIpPJkANkYmKiwM9ZRiy+roVbTp8+bVXAwuSfLQRYFzOuOEVyAqbOdGyaQDIiAlxF9JWa0kjdhLnJKAeDqXBuMlzlMJNQaKthoRAuMUH8Qm3QpelTN3IqaE7N8CEwaWHE4kwJ5zYlt1VGR0dx5syZUPN1c5tUNBot0ugLYQAwl13XBe1Eo1E2mK2lpUXbXlPlPfFOKQFTzBudwKpz7QqCWDt0GyYV/yEwmdK5Q01rayv6+vrQ0NCAlpYWzM/Pk+tjGBVkBePj46G4yVB9ZXtokMdfLBZjs/ZUUns9NDSkVdKIdYVbY+X1PsyxKdDdsxRBLxqNksV3APO443Llm7Jw2R5Gl5aWEI/H2WBGIURzBwFx/dDQkLaQDbXGmeaHKIBWa3gBuwIEzWowPj6ObDbrHCSjakfVgCmqPapg0N3djU2bNgFwO5ELE56r/7ktnZ2dGBgYMPq0yimNIpEIlpaWMDMzk++DaDTKmsWFn6KqodBlhVG1utPT08ZFQZQhD+L71tjYiAsvvLAoKrvcmDYPzkIj+sak2ZfNfKpwLh80AeRLwuvm1tLSUqhWgDNnzhRsLLKJfXJyssgqIMcxcO+Zy5qiZkahNh5TQRm5NDYnjIh3SvWvzsKi5twOA9WtjYpNMBWasM3EJN/DtRCJetgR41zNcGODzfzt7e1FZ2cnstmsVW54gakqH6DP2iMI00Wpq6sLiUQCsVgMMzMzBW2T3y83ppaXl5HJZJBOpwu+297ejs7OTmzYsMFZk++K7p5BrM4Cbm0BzFbRbDZL7rnA+XWIUu5RGYc45CBULtbFRgFYDqusPFZrCS9glxmbwIT29nat33IQZmdnkcvlihZWTgs2NzdX4BZw8uRJrFu3Lu/uQUGlFJNNeGqqOzlqmyq0Y7NJC79l8bucKwxwfqFTF3DgjYVLZxanUiTpfBRlYdDmnW/YsKFAo+harUscAuSo7FL89W2Q/ewoOBcIGZGznXtW02aoBgC6WnfUtojxubKyYlUpkfPLBnhB6fDhw2wOWM7sqgYOUuNJNlNz1iiRjxk4fxCk5r/sH0kFWHLClVyyXnxPTTmo+uxTqPm0ZVyrydrmPxeVUxcWFnD27FmnuaeOMzkzR9Ay4iZEmXHxG5wfrYpJOy6sgCbXpTCLSnV1daGtra1ICSGCbgWcoMrN84WFBQwPD5PWH/U+QbJrye00jUORk5paUwYHB9HW1obZ2VmtVUB9BzqlEFCcSEDkytZlfQnq110ua0bQ3PDlys1eKl7ALjOmk79clpwziQWBi/bWDV7VLUBMcM4ctm7dOnJjUrWQqpaRE8xtOHr0aJGWkAsU47S78sKlc+OgFjibAA7TO+/u7i4KgpmZmcmnw1pYWMDrr7+uvQdQeAjQBZjIBPXXVTc/ChstlwjIEocbecwFtXCYXJIoZOFU/GZQP2+b56Y2MtEGUx507v5iXuqC6EQ+Zh2Uy4TsrsIdsOXPM5kMWVa7tbVV+9tAcTpLKvevzbiwtRRSlVN1dHV1oaOjg12bXfyCS8E2NaIseNsEp3Mm/dnZ2bxQH6aV7PDhw+Rck/tR4JpPmgt0owKTTQI2J4SLdUPuawBFlp/Gxkbyvq2trWhra0NbW1veyqpLJyn+NxaLaZVCQGEiAVvlHoWNoKsT9oMi6lq4KBbDsIyXCy9glxluwe3u7kZLS0vBAmJ7CislqMkVXXUt7nN141Uni4u2SIUKzJOjwOXAO92mIPzbTen91AWbC+CQBRTTJstFmB85cgTJZNJpk+ZyAM/OzpKCVS6Xs743UFhUxJQz1rbdYkx1d3ejt7eXLViiovNR1gmhlNlUdf+xcenhCCpUCQHZNL90fw+rxLc8zlVBlTMHz87O5vuR63+bPlXndJCUWzo3FnUtMLlMqExPTxtN0LJfMBWgu7CwYJX32Baqj6j3ZlOdlxOSxOGMe/+lwPW/PA6DpCZV9x41FkS+t4mOjg5yXzBlswDesI5RUPOZm+NUqlCTEsU2tocLKBeHt/n5ea3loqenBz09PUbroYu1IBY7X7FWPgzpDsO6YNNawAvYZYbLiiGErKNHjxZoIW18tzghqRSzF4dc/ELVMnEndFnjXY70YhSqdsck9MzPz+dN4br0frIp+dy5c6z5WdXaBz3dB9WgqsF2nZ2dpIDtan47ffp0weKpCy6zHb9quXXV35NC3dD6+vry2g6d5pBasF2D4nTI2hNXDbjwwY/FYqzvpO7v0Wh4xYHkTCFqX3DjWI71CFtzKw7AtnDrDCVMlyNmQX5+yjUuEomEKmADhX3EvbepqSkr9zPdelXJ4EYuIM8WoQiggtxdrIwA7bppmzZVaJJ1cUjqM6pxUFQBIXHf0dFRzM3Nkeu56WBOFb6iKkPrhGvZ0iCy4FB9Ig4aNnKJGn8hK4046/7CwkKBq1qt4QXsMmK7ccvaCJsS3VzlrjCj24E3fM0oXzldzmqbKoU2BPXHmpiYwOjoqPaa6enpfL5mTjB0MSXLAsrS0hJZkTIINn0wMzNDCo4mIV8stLpnVL+vM+UDxaZYKjeyKuCYNJZcmWnRL1wBGG7BVu/tWjxDFe6pDd1UPU31wTf5TnLCZhiCbW9vrzHTCZW2UVyv09wGFWZFgLdtdTauH1zT6VHuW4A+TkY9DIn+cHFD4YjH4+ju7iZ9ecfHxzE/P58vJMYhFwvi9hShjTx58iS53pTDHYBLSVfKgVc9vAtcrYwCKgbA9lArah1Qh3vqGefm5vJriy6eRl1rZExBwiIGRqAK+cIdyoQI3hbWR+pQKT+vaT2kNNGyBYKz7gsri6/kuAZx0d5y2RM487btZtbX15f3g3RNB8UV5ZB95UyZQqhrOI2KmnFCaMaCajJsTWkAnUEBsCsL3NXVhYWFhaL+NWmOuM1cxsaHVfjgCj9pddHUFceQD3Xqwm3aVDnBWB6/qn8n5++pKxJgUyiCKgBj0moE1ZLF4/H8JsTdQ5SipwKZqEOTyXdSHUdy31OZNuSiOiZ6enry/58TPHp7e0kBm9PcuqRW5OaJi6tIKZkbBGKTXrduHbmmdXV14dSpU0VaRqBwnRCKiTBcd9LptLY2gDz3dcjFgriqj1ymGsDOHUBev00B16KvqWBN232Tqs5qkxYVsBsv8uFRHoO2wrls4bF1aZucnER3d7e2D3RrsovPOrXO6OI5VKiYAHFAktufyWSMBc3UOC81fsrkGhPErawSeAG7jJRaiQygzY2ZTKZoM+MmpNC0LS0t5ctUu2Rc4BYsFxMuJbwmk0n2tCtPEvk5XUq9RyIRY4YJtc/VDAomTYXQ6nGLkqw5Un3pgPNuQiYNtUv6s1QqhZWVFTJLhIlotDC1oegbk9ZKJxhTQaY2xUzUDddmHnGbIYdJSyb8VykhQedOIZPNZvN9Ko/9paUl8p275kUX14ncxUKYF30su/OI69U5JOYh8MbBiBLYm5ubrdJuqv1PCaUdHR1IJpMF8379+vXkHD127Fg+LafOB1/8llgruKAxir6+PnR3dxcdttXfWlxcLBIU5ubmij7TrVFC4SEO8GJc6PKU20Dl45dRD0Ky64ypuqmIU4nFYmylW1EcCEBeWFcR2lHZPYGar7b7phD6TXsgd1/X/UHgcphT10cxhnVrsi7uyeQGOjc3h+XlZTQ3N6OtrU2bHSZM901xX9VqY1uRVfadp/YNoYAYGxtj44t0e1G18AJ2GbHV3uqiYMWE5CLtTQOK8nft6urC6dOnSzb5cWnZ1IBDAOTEszXpiEVYLvNqErbFiVgIzaqPmE3ksWlhsAnAkTVHlFAlf6aa0YKY2F1cakxBtTYbifBRp4QRru2q5kmY2I8dO1akQRcaIFNfuLpKmDYX8bs6odJ0DzknvM1h1OQ7Sd2fMocL5Gqw4qAmp3hT35EQNCmBfWpqKu/Golp5TG1UBVBxcJVN0dy9ZmdnMTs7W7RuUtYueRy6jAdZuBaogl9YhVZUtyZ5XJSqgeeKW6lrHWXJ1M0t2R3LpnItd/AULnkmbNYd2Z1EoHvn3HrP7Q8AXd5bjDFRcGVubg4NDQ1s0gG5TbYWM/EddZ0UhzOdgG3jEiVcV2zmyPDwMJqbm62UW1whPZO7JvDGfq2zsouCWFx8UTkz+ATFC9hlhtJAi1M3UJzHWd4kdD58lCBr4zYivmdK92NCaOIoVNMRVQo+qElHFbZttQ+27gOqsMgt9LY+iS5Ck3ArEO80TA2DqimncrlSZeB1giHlo24TBCRrniKRCGZnZ8nrZcFOpAjUVW0zaTgFmUwGZ86c0T6XSZtpk2+ZSjsG0BYFk++kKmDaHr6Etkx9R/F4vEg4lwUpiomJCdJvVndQ5vLsLiwsFPhcRqP6wGDKRUaGEsDVz9ra2sjALUqQkgnqSqSDWr/FWAtSrAY4rwWkxoTqNhA09zHAV66V54WuCqxpXop5xrmtyVpwar2isMk0YZMdynUcqP1i891kMln0/l1dvkzIriumdUTIJ7Jyy7Xego27plBG6PY8sYfauKbWCl7ArgBUwAu1MblOYMoHysZtRORPpgTy2dlZnD59Wvu7Non2BRMTfCn4Uk06rtppyhwpL+pqURrdczY0NBjbZxKaKGTh2lThkSteogrTiUSiSHBKpVJoamrKj0GuDDw3hkSApOqjbno+uU9tg8CEMNLW1lYQrCX/L+WzRwlNujmmVgmUx4asbXWZp+oYX1xcJL8bj8dJAUMW7IU7h8vhKxKJkIfbwcFBq++ruAaocppp6vNSDv0mARw43/dUOWnuGUT2IN27timmw7mBcXmtKeFaHHbFgUm939AQX65e5LMWrhulHhaoyrWi3SZrF4Uu64fstia0qNzhgxMUbUqlc/NJaHttBeTBwUE0NTUVpTa1ma/r168nn4GbE3IKVWpM6BDrkungoRahEooM1VVlaIivKLu8vIx4PJ63fs3NzRUdwkThNG6MqHuxa7xNtfACdgWwcaUQnwVF3iRsBpvs0+Ti39zX14e2trb8wlGKWTMsk45psnGaTdOGYDKbmmhtbS34bZsAFNXs39HRQfqCDw8PI5vNFgnYqjCtC6S08cfjNjOdBYNDLlbjmimAEkZ0708WygW631S1XFzpcu4eg4ODpHnW1kTMCRjyeJXntk21QpFjnMLm+7acPHmywM1CHvNtbW1khUeqWIdNrECpcGNWPQjZCKKDg4P5AFEuTkRYC0zrhZiLXPva2toKrHfd3d1kSXsKkWnB1uohC4lcDALlQmPr0iFbc7l9h9rPdO5QOuQ5yO0F3F4ktL22a11rayuWlpaK1iubYHXXNI7Czxo4f5B2EbBFilCTEsdGiy9XMqXkAWFhFmtac3MzaeXQKf6oIme2sk418QJ2BbBxpQgjmT+VD1knAMuBirrFq7OzE21tbTh37hyZHi0ej2Nubo71/+LyiZYyOXRFBGRcBaUwUSsVmt4xtQFygZbc5qdq8kxZSsSYcTnsBHl3qgBbivuLEJ5N708td6/7TVkQ5Q7EOgGotbVVO8Y5zbVA1VKZNMM2Wjk5O4gKl+ozCGJNoNyDhoaGMDw8nA/0bG9vz48DF22qTS5nG7j3JwsapnclUF1cVFO6LMTZKCJ0wW2mgGzxme53bF0MWltb2Ywj3Nzn+nVgYCCw9lzez2zXC2oNFVpYbi8A9C5KuveiwlmMyoHcJuogy5FIJAr2DtP3xHvg9kzZFU4XOCrWNF1fqoo/Kr6i1oVqGS9gVwCbyWljGhVZATgfKOp3urq60NraSl4vcs3aBPNRJ045cpgTrtetW1cw8WwniW5C6RZK9R6ugpINtpogtc90pj4XjbDOHOyK7Ndmei65QIF4P5Q/JlAsZKmmyFKtF7Z+pLKgqvtN+W/cezh58mQ+LRv1fa6gjUmw4DID6DL1mPpPFoRsU32q9Pb2or29nczBTEHdS/S/KA0tsD3gCgENcK8AS7lmcAdOuey8rUDEzUHqsG9T30D4oXJp9AD9uij/DpdpwQb5sEGt2y6ZfoRwHUShId/TZr0Q1gIu7sgUB8S5KJnicWRsK0+61HhIJpNF6S5li4BYC5PJJHp6evCf//mf5DgXLiXq2BPZrpaWlrTxTLr9SU2ByGWbEYGKur4U13DrZ63mvKbwAnYFsBFeOLjKeS4aYW6wA/ZRvhwmH8XTp09jcnISfX19RdoI2+BOeUJxQnMkEikKGNWZg4MKeLImVvc+OdcOKoOGEKJMAoQq4JaKOmaE5o1zCxEVs6jgInmM2mwcNhuWLn+3y/uTU/hRv6mmquPuLTS1VECdvLm4mM6FOd41qI16FvU9yBkPKJ9ZUcHt7Nmz+eqw8ruTU/6VAhVrYXuYFAKaKWWmur4mk0k25zqFyIbjIgS6riHy2KD2A6EJpNLoiSJiuvct/w6XacFmH1IPDnK7OWHHFHgWxJ3MxRoLQKs44Q7k6tik1mfxdy7wUsZ2vogCQqaUubJ7hHrQoQ6DQ0ND2LRpE5nLPZFIsPMom82S8Uzy2miroNBdazNnVJce08GolvECdoUwBRNwpFKp/MlTRmimVbMrUKzlMC1uVJRvb28v1q1bZ8wla7OJiY2DE5xNWiMbX2HVzwvQT/Kghx6x+XDvs6urK+9nRhWpUXO3yi4EprbIJWFLObSppXIBO80dJ4TI6eC4HKbygigLfrpn4ITrZDKJxsZG43PK7RaoOdnVtFBi/Og285mZmbxgLPcjpdkzzT1OIw4Upz5T762zCulco+bn58l82OUoIQ7Q89BWI2nSkIrrxJw35XQGitNhCvO2TohXM5CU6uLGrR9ivFBzSEUX1KsTSEWw2czMDOn3qwtG1Ak7uvHoehih+sekndcpTrgAPHG9Ol/UgGeZMA6don8ooZbKFw4UHnS4w6B4H+o6F4vFtD7Xoh/ksunU2kiNKS4fPnfg0rlgqcoO25iJWiWQgH3//ffjc5/7HCYnJ3HppZfi3nvvxRVXXEFeu7y8jD179uCv//qvkUqlcMkll+CP//iP8d73vjd/zfz8PH7/938fjz32GE6cOIG3ve1tuOeee/COd7wjf83U1BR+93d/F//4j/+Iubk5XHnllbj33nvx5je/OcgjVJxSTOKU8MhtoK6p1kTbKPO2SUuaTCa16c5kuByZNr60gL2vsBocw01yqvy7SPsH8D7OprR7cq5XnUbHVbgFzs8lEVwKgExdNzQ0hKUlupCJjLyI2WjuRNs5IYQTDOS/B/HDpBCpwmyg/N7FxpbJZMgsKPF4HPF4XGvGFS5R3LwTn5sEQwCkq01nZyeWl5fJPlN9R9WNhhOEdOPCRbjWpWJUhVddRh9qfnACGnW9LATZVqml3HFE2Wdd4Ofi4mJBCs1S/UK5cbG8vBwoAJXS6lFB1aKP+vr68gHRXMo9FRthhxqP4nOXgHiuf3Taec6Vg3OJkt0s1HaJ4EaVICkOdVpxQJ8KdH5+nhxfNu4aXJYmbo7aKLqEfzQVYGujAHBJLCDWA4pazHlN4SxgP/roo9i1axceeOABbNmyBXv37sX27dvx8ssvkwPyjjvuwCOPPIK//Mu/xOjoKJ588kn8+q//Or73ve/hbW97GwDgpptuwksvvYSHH34YGzduxCOPPIJt27bhJz/5CZLJJHK5HK699lo0Nzfj29/+NuLxOO6+++78NUG1w5WEmvgufljAG4uo+P/q3yhhVVT34wI4dOZtqs3y5AxD42W7YOlyYKrICz41yakTtNCyi8NIJpPRLowmkyj32+pC5GKWpg5aYqNUF7fGxkb2/chWiaEhvtKWKDJg42tJ5ReWWVlZQSqVCi2wzlS5TiDn0lb99nSpuWy1VBMTE2Q5cHmuquNICIbpdLqoxPb8/DzS6XQ+7kHdDOV7uwpCpfS9KlwCIGM71EJJOl9JzgrHPZdOQ2rrgtDR0UG649jk9ZWLRpXqF8qtY7bVJylUrR7XJ3JQmrx+yJWCxfdt5r6tsEPVhOBcAnUHFtPaa1v92GRlCpJZhoKzWqrPZGOBEpjcNXT7CjVHbfch4R8tK+1MCgDxveXlZaf+EwJ92AkSKomzgH333XfjIx/5CG644QYAwAMPPIB9+/bhwQcfxO233150/cMPP4zf+73fw/ve9z4AwG//9m/jn/7pn/D5z38ejzzyCM6cOYNvfvOb+Pa3v40rr7wSAHDXXXfh//7f/4u/+Iu/wB/+4R/ipz/9Kb7//e/jpZdews/93M8BAP7iL/4CfX19+Nu//VvcdNNNgTugklATXCcIUeg2Ek5YlTdWUQJa3Sxt2uyaYF6gy5FpUw2OElxbW1sxNzdHCg1UxD3nQyjDaVk5c6FN4KbJf9G0OVEaN1XAorRGYuM0CYsTE3xOZNVEKX6L8x/lfPlbW1utA+VkKOFSRuTjNfkxArRQqkvN5QL3bGrfqxpX6pCnwj2/zkQaVLvDHVjUIFVxSAxaaEfgIqRyOckFpgOeuL/NesMhghDD8gs1leqW0VkNBLZ+sECx1lmXk97Wz9oGaq3SaXC5tdW09lLPRKW+BPh+kt0pdAKo7AuvOyzIv6t7NpvxxR3QTJZGFZF/2jZoXu0rU1tLtVguLS3VTc5rCicBO5PJ4ODBg9i9e3f+s0gkgm3btuHAgQPkd5aWltDS0lLwWWtrK5577jkA5314V1ZWtNcIoVK+JhKJIBaL4bnnniMF7KWlpQJhtBI5Vm1QFxhO+85pt3WLps3mIVdxskW02XbSClRfX850p9NEUlW4gk5a0ymdO/lz5kLAPhcntxCNjIxov8cFv9n4oEWj0YJCDcvLy+RGTmWA0W2c3JilfPl1ebgp+vr68r7N2WxWK2BHIpG8uwdV6liF6jNKu0wJ2N3d3WhpabEqRSxQ7yOPo1Ky2AD6dcDVHA+8YY6VtZXUIbyUVGsyLkKqSRDn3EPk4iyuKfMoxIEhTL/QaJTPuCAX6BLrqC7fNmUh49ZWUyCZjK2fdSm4anCp78hQVkpufHHzRU7zyb3z4eHhAm2uTf+Yns12fFF+1kJb73LIPnz4sJXLHbUn6NoKlJ6iULZc15NgLXASsKenp/PuBjK9vb2sZnP79u24++67ceWVV2JkZAT79+/Ht771LaysrAA4b7LbunUrPvOZz+Atb3kLent78bd/+7c4cOAALrroIgDnhaxNmzZh9+7d+OIXv4i2tjZ84QtfwLFjx3D8+HHyd/fs2YNPf/rTLo9XFbiJ0N3djVgsVjQRAdpn00ZYFQQNEHDVjMlBeQC/+PT19bHZK9STtY0pi3s+nVAjFg8utZX4rs3G4hLsFkSzC9i/C7ktNt+hAiBtf5vy5TelrZL9bqnAOx3y2HBJgwYUb3KdnZ3o7e1Fc3MzKWCfPHmSDfKh0OXUjUbd8o6r2GgN4/E4W/xGRrxv1V2FEmhKTbUmYytE2Aji3L3k4iwypaSyO3HiBHvYDvpOdUGFVCBjNErn26b8qbk4DVf3Ghs/a1tM2lsuXsfWQmBjpVTh0tmK33UJntT1j814dnHFEQqG6enpouI2LgdJyuVOFxOha5P43Mb9U5eDmzs01hNlzyJyzz334CMf+QhGR0fR0NCAkZER3HDDDXjwwQfz1zz88MO48cYb89kB3v72t+ODH/wgDh48COC8oPatb30Lv/Vbv4VEIoHGxkZs27YNV199dT69lMru3buxa9eu/H+n0+nA5YHLic7spgqklM+mmqaJWlBVgm4EXFu5PNvcgkBNkv7+flLAVu9hsxm4+gqOjIxgw4YNyGQyrHvAzMxMUWlYm1LcNsFuJqgUZEE2GptFVxyK5EUNKDxYmEzF8jvmrCqDg4PYsGFDwXOoxY5MftY6VyBdGjSgWLMifJ51fSR8AoeHh7Um/dHRUVZQ18USDA0NYX5+nt1wbA4/gJuWWWhPdT7k4t3rtHjNzc2sVpXCxiwvfptCFpSC+AZHo3ywXF9fH1pbW8l3LKwQ1BhJp9PW2l1VaKBSLpqy8cjjXZe9h4vTENisTWEFlem0t6Zxa6MYsrFScnBuEsLvOAxfYNtAUW58udR7kAu2CF/0VCrFulMJlzt1nOiekVvHdC5HajyHyBxC7TX1nAMbcBSwu7q60NjYSJo+qVKWwHlN7OOPP46zZ8/iP//zP7Fx40bcfvvtuPDCC/PXjIyM4Nlnn8Xi4iLS6TT6+/tx/fXXF1yzefNmvPjiizh16hQymQy6u7uxZcsWXH755eTv2mrsagGdWUksopzPpkgQL64FCgPfXDY9FSogLxaLkQFPYfjm2dzD9E65U6/4b8qv98iRI0Z/aJMfNGDWTgQxTcsLipoXV7fQmBZdzu8zFotpNzrRHltTMVcqW9UC6rSQo6OjRVUxTeOLc2OZm5tjD+WAWYheWlrSumLJ/spBgmC7urrQ1tZGap5VixBFkFzOtsGenEVBCP1cFUMKG7O8aB/Xbt29bNYfTrAVe9np06dZKwSV3YDyh3U5hMtjwSSIqQdg7hA6OzubzyUuvi+eXdcP6nMAYDNa2KJbH8X/12Gzn9tYKeX2yGPVNNbCcI+xPQxy48u13oNcsCWTyWhjFWQFigtqvwAgU9QCdNEx9Tfl9lLjheqDWsVJwI5Go9i8eTP279+Pa6+9FsD5U9/+/fuxc+dO7XdbWlqQTCaxvLyMb37zm/jABz5QdI2o9jU7O4snn3wSf/Inf1J0zfr16wEAP/3pT/HjH/8Yn/nMZ1weoWYxDWxuEqlmITV9l8umJ6NuAlRxDTnYKIzFxzZokNoUZU2+qe0UExPuBXcWFhYKsmyYNkXbgFHV95LyMQ2aSUKOAlf9lm0CqeTftV2MuVLZMrrsJPKzy0G6cspC2/vZ+FDrhGhO40gFwroGwQo2bNhAtrNUAUPFJISqwiVnRqYUAqWgjjEb4ZnLHGFqi+4d6Sr72fRzkEO4qb3UAZhKRSk4duwYjh07Rq7fsvBPCUlyrniT+5ANJn9dHbYKG26OqLE83CHHNNZkhZfuwCFXWJSFQdvxzPWJa70Hm3sC0AYj2yCPXW6vFYoZChe3SqoPahVnF5Fdu3Zhx44duPzyy3HFFVdg7969WFxczGcV+fCHP4xkMok9e/YAAH7wgx8glUrhsssuQyqVwl133YVsNovbbrstf88nn3wSuVwOl1xyCV599VV88pOfxOjoaP6eAPCNb3wD3d3d2LRpEw4dOoSPf/zjuPbaa3HVVVeV2gdlpRT/IVf/WV0Qh8tvU5uAOmmo31J/J8iz2yxguk3Rpu0cVJCeDjXdnU3OTpMbA1Dse8ltoEEyScifU/1oE8gaxIdfLZWtQm08fX19Rf2jVhfkFtmgFgNAn09XPLftgTKIwBlUIwsUu1joEOOVOzBQwqWcuQWwC6ymMGna5TGmK6olE40WZ47QFQwxUcp7oJ5D/LfNddxvA8UHYJusN67rt86K5eIPLRPElUe4RQF2GnSu39QsONwhJ4wgRa7CorjG5jdM+736Dky5tk33nJmZsXY9pBB7va5g2vT0dEGdCPnzIG6VQcdhJXEWsK+//nqcPHkSd955JyYnJ3HZZZfhiSeeyAsBr732WsEif/bsWdxxxx342c9+hvb2drzvfe/Dww8/XFDB7NSpU9i9e3f+pH3dddfhs5/9bEF09fHjx7Fr1y5MTU2hv78fH/7wh/H7v//7JTx6+XH1HzKVC7cRGIIGMKr3sL2O+62wn902gryU7AxqkJ5LWkLhWkBp17k+ovzlKaGb20BNPqYm4YA6AFXSH1NFLRFtk7dZt8h2dXUhEolo/aU7OztZ1xObVGClzDWXA+jZs2etNLK26bYAfb54gB53tvPT5rd1yGPMdi3hMgCpedBd1hpuDNge4OTAWvW5uOfV/TZ3AKbSeZrg1u9SAsl16NYkrqiZCMDVWSzldgv3HcqXWG677pl089pkgTBVWJTHj+tBgWqv2jciWJs6hJruGeSdZjIZp7oBrkHMNn2wqgRsANi5cyfrEvLMM88U/Pe73vUu/OQnP9He7wMf+ADpMiLzO7/zO/id3/kdp3ZWE9dcqS5VlJaWlrCyskJmoAhD+LG9hy76Pexntz2pBn1+LkiP0uxxJeTF4i5vdiZ/aTUAiVv8bTQUKkFKaZsWtSCBPbbYVuNT0S2yJg3rwMAABgYGyiZEc+iERltBkcJl/MvXUsK+rQY1iCZJ107Z5zcSiVj/nk5oF9/RBV9x9+bGgI3LlxxYK/rXRSuu/jbXb7JwbVvAjLuXjZLCxVIiUGN4ZFce7jepjCKqdU8UbbI99NkccrjDL9dO4euu6ztKuNQdsE150qm5IQdrU8/PZUsB9HOSamuQdLm2biuqW6UuZqiWKXsWkbWKrSkQsA9MEv6z3CYRlvBjc3LU/ZZrgI7ts9s8G9V21f9QaJXPnTuXz7nM3ZurxkixuLhYlAkDMAsgss8Zt3HZVAPj7m0z3uQ2UtrMUnzrbchkMsaUfhy6zV43lmXrQjmfS+07U//bCIq6sUQJcLJlQHzGbZS6QFZOgyrabDtOuPciLJtckJT8e+paYtpsKWFNd28bxPzSuVapGr6hoSFWw8qNF3kucu47gsnJySJLGOWDzT2jjdDiYikBzDE9NnmYKVSXMcHExPnKxlQu92i0OD+4zXwA+L4Rvu6657C1yqhjgIuX0b0D3TqhKxtPQbU1Ho87C9cubivLy8t5i52uD2pZew14AbtsuJgCbd0aYjG+BCpVkKUUOH/iwcHBvFCqayf3uUuAjs09KSjBQE4FlE6nC07DnMlRoAqplHBgyj/u4k6j2wzDWFBsDn/UMwvCzktq0oQIjRdXKEfeaKi2yeMhnU7ntXs22VhKgdtETVow01g3CYCc5YIKdna1NumCUeXDpY3bSGtra9Fnc3Nz2uJCcjuovM9B/e7Ve4f5HVUAFNZItSIlNV7E9RQ6axqVck1eA3UuEEtLS0YtOPW83LpgExfDpeTklBk2cAkApqeni9zydNYjU9Ct+hxU38lruO43OE28i6JHoFsnbGNIuLbapjy22Vup/qQCGeuxoqMXsMuEzt9MxbbMr05T4qpRMMEJAXJ2A5cAs1ICdIKcVGWtsPhvzkeOKuZgwjatlsDFnWZmZoZMhRgU13RUOsLOS2qy3sgBStyGItqta5voQ3XjU4XJsA4P3MaUzWbZg7DQgvX29jrl/6agLBfUZ7rDFrfZ2xwubdxGbApRUAwNDWFmZob8TeFGR2mNbQIyg2rFOEHBVHBIwI0XHVNTU2zmI2qMmNyd1PlDpTQF6D7SzT1bBRLVNlMufFvEeBT/X/0NkUXDRvlgKlQkrzFdXV1FgX0u7jCqcG9S9MiY1gkb9zcbOUClq6sLiUTCeg3VuYG4+q7XGl7ALiM2Jy7XMr+lCEculJK1BHAL0KH8i4OcVG2Cl0ybuos/qe1kD+JOk81mizRcQQiajkoljAprLqmYBgYGCvL3AuYgKVPbTJtnkMODq6+m2Jh0qSPFXEgmkzh37pyz770L3DzX+T675mzmcMlAMjIygsbGxnx7ORcS4UY3MDBQ5FKVyWRCW2so1NLV4vl0BYfkdgdhaWmpKMBxaKi40IdNkLn6vufm5vJ1FlR3OpObnzz3St2bZG38iRMnrCwcFDb+0br9VZ3rXKEiGZE5Q72XC3I6WNFW0QYx5qgDZRjrRJB3R2UKsWF5eZn8vNYDGXV4AbvMmIQwbtJzZX5dNOOlYDodC3SDX20/p6nn/Itdnsk2UNKGsCLkbVKElfPApBM64/F4Pt+2KWl/GBXWXFMxqcK1gDu02gh5ps3T9fAQxFdTMDMzYzTDp1IpjI2NkXMjLE07t57oqtpR2jQKUx9wRYg6OjqK3oUoBtXR0aH1d5Z/U24j5Zomz82w1s9oNJoPahTYrNdB57uq8Usmk4jH40UHENNY1h301eexdfNzXUd1FipxH064lg9KXMBpLBZjhTjR/9x84A4sNtp1tR+43+DGAJcFSQ5Mpw6UYWCSA6jDnetvm/aXWg9k1OEF7CoTRMDihIwwfWOpiG/XyGP1fpymvtRNziVI1EZrFnRCB/ERC+vA5KIdprQdugIApr6ltDume8gbvuvzU8KdzTzS/ZYueE815YtNvBRfTcAuDaHQyMptCNtNx8W/k+vnIFluAL4IEZXpQPQv1wYuJSaXlUWtJho2tmnjADe3Oh2pVEorRHN/s92HuL7UfddWO28qZMTdZ3h4OH8IENfaCMnUbwDFlohYLEaORTVwmIPqW3XOpdNp65Swchsq4T6hyzzS39+P/v7+wHKHjYtgvWqvAS9gVx1XAYOrEBXmpmvrViCCZsRz6NBp6kvFJUjUJPiUOqGDLHKlBm+4aoepoCuu/Kypb5PJpNEcbZuKqdTDoSrkCc2aLPxzv2UjYNikpVpYWMhv9rqNyRYbAcfFTYdDHbe265JJM2wDVYRIN2Y6OjrItUjklQcK33lQF5ZSCLIec2OTyujDBfzq0B2Ebd+37Vorf9dFYdHW1obR0VGyqJAujkXFtnw3lxzAlM4R4MvTy3D7iU0mrcHBQWPl2Uq5T5gyjwRtg4uLYD3iBewawFbA4CpEUSlzgm66tlWu1IpNpg0kDFcIbnOwuYfQBs3PzxdplIDyp6EzEVT74Kod5oKuuPKzNoEypsAUW+1y0L5X54WIxqdSeMlmVfU5dBuIrZVkfHwc2Ww234fUxgSYs86ovy+opLAouxHFYrGi8uPl0gzrDjJizLjkeOdSp5XL9FzKIYhzC1SFYV0GCe651MBQda6HUWEQKBZaqbnFFcbR7SvRaHF6PaAwSFHdI8Qz6CxUqoBtO9dNyJp1GVsXm6Yms3hWSfeJcmTxcHURrDe8gF0BbFw3TAKGrkKU2ARVgmy6pg1c3E/N98xtIPKzl+IKYcoQwQksotRuOp0u0GCom0u9TmZdRHoikbCu0CegzI5BUp/JgTlB3WBM84YLvEyn0+w9XQNzBS5BaBMThTl4qeC3aDSKpqamoj4JKuCEvdHqhFxTusFShH2dcKOOGWrN5LIE6VwPwqYShyBuXur8520yvZj2IZv1gPp9am61tbUVCd2mNnIWT13WG4CfH+qBWNzLhM0BmXJHdHGxaW9v1/5ONdwnwnZDCctFslbxAnaZCct1I0iUeZBqWzYbuO0GQj27yReRwkYjxC28zc3N+et1369VTEKmzcahLoqmDVJ9j7pIdZvAHDHmXbQfpnkTpIqYwCUwV+AqwFI5eFVtlq4MN0clNiSTBs/kC12KsG/jZxvk+1Re6HJRqUMQd3BzyR0dROgPWl1PnVvqusKVercJVOZiIuSDLrfu2Vrc1NSp6gFZhpqTumJaXAwDt6/Zzod6oB7zW9viBewyEqa/pG5xbm9vJxePw4cPO/tE2mzgNhsI9+xUgQUTpWaIqIYPZhjYHM50GiVurAXZIKPRwkj1SCSC2dlZKyFXDf4TuBSmkO9RqgnXJOjIgYzyhqr2sy7VHtd2lSAaoXJvSDaHeWGhCFszzL0b25R+unUgbO0bRyW1ctFocdYS6vc5TWhQoV/8bhjV9Uy1EGwClTmtvXzQTSaTGB4eJtc8eS+gLGBDQ0NFwq5LxVuTQoDLpFXqfKgXKjU3K40XsMtImIKdziSou5fwQ3XRnJs2cJsNJKxnz2QyxtRKtm3Sfb/WcDmcdXV1IRKJGDcOmaAbZDQaJYt8CLjAHBvrhqkwhbiHSQC0FXwpuI2Q08L39PRYBTGGfZizPawEwWZe6CqhltKWUoVTTjjivh92VVJBtbVy1O9TLkmiXUH7odTnNM1lqo1UVhYbrb2oskghxjx3eOdSvKrzkHNls82UEWSv9dQuXsAuIy6pj2wWKJ1J0KTRc9Wcm06UpoXVxUzKPb/JD5TTzFIm93pbpLiCOHKWChlOo2ESllw3SLU8tQoXmGNj3TAVphCfc38X/vbR6HmffK7SGteHunnEaeFtK6iW8zAXdto+Gz9bGZGvOxoNVqxHJajQ5iochdVvuswcnMBVCcGbc8lQf7vUfihF+2gzl23aaDtmJycnA6UCLOWAbDpEmOozVPuw5gmOF7DLiI1g57q4USZBW//scmvR1L9RC146ndb60orn5zZLdeG1aZOa03s1LlKlHCJsN0gul7kM5a7kat0wPQv3d3leRKN8pTUqsEnXLrV9MrYZbMo13sqVtk+XMYhC9F1YbQkitLkIR2H1m+v6HfZhyBXK8lHN+BSbuWzbRnnMcnUbAL0/fjn8503ftdmXV6sLxWrHC9hlRnf6DGtxs538lXaJoE7mJl9a8Xdus2xubi55AwyjBLkLQTRWnEZa53tXbd9cIUiGYd0w3cPmWXVaLWqemeYH55tOCQhUyexyUM74AvF9NWMQRaVjHag55SIchdFW1/W72sIsRS3Ep5jmsksbZUFU53fOCazlsHaatOuV2pcrYTmplHWmXvACdgXgJnNYixs1gUUuYEE1XCKC+tLKQSMqLu41tbChBdVYBV3oy6np4N5JV1cX+vv7rczj4m82z2Z6FptndfFP122Eur6nBASX917KplTujBU21rFKxzpQea6FD7jtnAmj31zX71oQZlUqlfHEhG4uB22j8Ld2DcIth6JCl4kpyP1d14xKWE6qbZ2pRbyAXUXCXNy4csfVPE0G9aXlsja4utdUe0MLouGS31et+d5R70StoGdLJZ/NxT9dNTPLLkW6+SQLCC7vPQz/13LGF9imLKtEWwA+z7X8ezbp+MJoq+v6XSvCrEwl3lmpuLRRnaN9fX1IJBLO60w5FBXRaGEmpqDrnuuaUQlFUy0os2oRL2BXkWi0uEBKKYubuihU22/LtDBy2UEEpbrXVHtDcxHwuUWz2u9QJmxf9lKfzfYA6SpEUO1y2dRs33upmxKVVUEcCuSKi6bvBxFEufy81XZTckkFWmpbg4yrWhRmS+2HSihybNpYD2soUNq6F2TNqISiqdrKrFrFC9gVRl6M0ul0gXCdTCZXnUmFynwC6DOEyJOyFPeaam9oLm4utX76rwVfdlN7dHOnFCHC9f3YvvdSNiXq+UW75M+4PnHpP9e+K6dAs7i4aLzGZVMvta2ufVNKhhTTd0pNj1gJbWop6NpYzjW0lnyXXQ7v4n6VUDRVW5lVq3gBu4KYks2nUikkEomaEarCQi1hayozazMpbSd0Nd0sbAX8ME//5dgMau0AELQ9LkKE3I+u78f2vQfdlLjnV+H6JEj/1YIW0CaLDVBb/sNhXG8jxFbD/7WW1oVyaVBrzXfZZs2g7ke59oX5jqg1r7e3N7T71ytewK4QttXnVptJxeQzqeKSWs5WO11N4cBGwA/r9F+uzSCszSss4b/c5kgqiI5C936CZjmxGf+2aTnFteU80FWSMAIu6w0bIbZagm6lx5Fu/SiHBrUWfZdNa4augrKs2EqlUmhqagr1sKAGcgYpcrfa8AJ2hbDdFFebScVFGBgdHWV9OynC1E67CH+ugqJJwA/DlaWcm0EYm1eYwn85zZHcgTBIrITNwS7IGHZ5TuraejXnugRcrhZshNhqHZgqOY6CFJqxXUO59bxWfZd1awZ3v4WFhSLFVrkOYXKWlDB/p9pJG4LgBewKYbPorDbtC8A/NyWwuAjXgjC00y7CX7m0xOUqORxWPuRSDgBhC//l9K3n+lFXnKJUgrgYUM8PFPtgh6k5rzZcu4OsG/WCjRBbrQNTpcZRkEIzYaSvq2XfZW7NcG1b2IewenbVKQdewK4Q3GJUS2nYygH33F1dXYHSJ4WNi/BXbpNhKYeFcm8GpRwAyrHolsu33pQ6slbmKPf8tn1SaykgbanXdgfFRoit5oGpEu/DZf1wjbPQreeV6Newf4O7n0uq0lKoV1edcuEF7ArCLUa1PkhKRffc1X52l8W7ln1XK7UZBLlfuYT/coyfetLuUs/v0iflnH/lNOfWwrpRSWyE2GoHc9ejK4rNel6Jfg37N7j7VWJdK8f6Wcv7rolIkC/df//9uOCCC9DS0oItW7bghz/8IXvt8vIy/uAP/gAjIyNoaWnBpZdeiieeeKLgmvn5edx6660YGhpCa2sr3vnOd+JHP/pRwTULCwvYuXMnBgYG0Nraire+9a144IEHgjS/qkSjUXR0dNT8wAibUp87k8lgfn4emUwm1Ha5LN5hLvTleJ6uri6MjY3h4osvxtjYWM2Y0MSiK2MbxV6u966jVvuxXpiensahQ4fwyiuv4NChQ5ienq52k+oem/WzEntLNeYjtX6EIRzarueV6Newf4O6X6XWtbB/p15jRoAAGuxHH30Uu3btwgMPPIAtW7Zg79692L59O15++WX09PQUXX/HHXfgkUcewV/+5V9idHQUTz75JH79138d3/ve9/C2t70NAHDTTTfhpZdewsMPP4yNGzfikUcewbZt2/CTn/wkH8G/a9cuPP3003jkkUdwwQUX4B//8R/xv/7X/8LGjRvxq7/6qyV2g6eWCep/VUohjXL6rpbTn6xWtXtdXV04d+6cUxR7Nf3uarUfa516Nud69FRzPpZDk1xP1qqgqHtgpda1MH+nnt9TQy6Xy7l8YcuWLXjHO96B++67DwCQzWYxODiIj33sY7j99tuLrt+4cSN+7/d+D7fcckv+s+uuuw6tra145JFHcObMGXR0dODb3/42rrnmmvw1mzdvxtVXX40//MM/BAD8/M//PK6//nr8/u//PnuNjnQ6jfXr1+PUqVOIx+Muj+ypIplMBocOHSr6fGxsTDvBgpSTLVcWEfW7QZ6nXuD6xvW5V3s/2VJvkfPz8/N45ZVXij6/+OKLq1qYyFMaq3k+1tscs6VeAwM5auU9uciSTi4imUwGBw8exLZt2964QSSCbdu24cCBA+R3lpaW0NLSUvBZa2srnnvuOQDAuXPnsLKyor0GAN75znfi7//+75FKpZDL5fDP//zPeOWVV3DVVVexv5tOpwv+VZtqmNdqsQ0u6PyvODgtmu6ZXUx0pZjzgjxPvaBzDXB97tXcT7bUo6tFPZtzPTz1Ph91+95qdNsMsge63r8arkL19p6cXESmp6exsrJSVKGnt7cXhw8fJr+zfft23H333bjyyisxMjKC/fv341vf+hZWVlYAAB0dHdi6dSs+85nP4C1veQt6e3vxt3/7tzhw4AAuuuii/H3uvfdefPSjH8XAwACampoQiUTwl3/5l7jyyivJ392zZw8+/elPuzxeWamF02QttMGVIBt2LQdFrFYBxOQa4Prcq7WfbKlXV4tqmXNrRbu1Wqnn+ViP+16plHMPrHZ/1tNcDxTk6MI999yDN7/5zRgdHUU0GsXOnTtxww03IBJ546cffvhh5HI5JJNJxGIx/Nmf/Rk++MEPFlxz77334vvf/z7+/u//HgcPHsTnP/953HLLLfinf/on8nd3796NU6dO5f8dPXq03I/KEvQ0GeYpsdwn2nIRJMClljeDcgXsVBuThsv1uVdrP9lSzxrDSgeJ1qOmv96o1/lYr/teqZRrD6x2f9bbXHfSYHd1daGxsbGoUs/U1BT6+vrI73R3d+Pxxx/H2bNn8Z//+Z/YuHEjbr/9dlx44YX5a0ZGRvDss89icXER6XQa/f39uP766/PXnDlzBv/7f/9vPPbYY3k/7V/4hV/Aiy++iD/90z8tcFkRxGKxmhCogGCnyTBOifJJr5a1uiZcA1xqPShiNebytVnQXZ97NfaTLbV8SLShUsFU9arpr0fqcT7W875XCuXaA6vZn/U4150E7Gg0is2bN2P//v249tprAZwPcty/fz927typ/W5LSwuSySSWl5fxzW9+Ex/4wAeKrmlra0NbWxtmZ2fx5JNP4k/+5E8AnE/1t7y8XKDRBoDGxkZks1mXR6gKrptlGANJFdBFNhbbNtQarht2rW8G9ZqDmMN2QXd97rWazaPWD4m1wloVoKpFvc3Hej+olkI59sBq9mc9znXnNH27du3Cjh07cPnll+OKK67A3r17sbi4iBtuuAEA8OEPfxjJZBJ79uwBAPzgBz9AKpXCZZddhlQqhbvuugvZbBa33XZb/p5PPvkkcrkcLrnkErz66qv45Cc/idHR0fw94/E43vWud+GTn/wkWltbMTQ0hGeffRZf+cpXcPfdd4fRD2XFdbMsdSBRAnoqlSLLk9fqwAyDetsMwmC1pdJay/j+NLOWBSiPmbV+UA17D6xmf9bjXHcWsK+//nqcPHkSd955JyYnJ3HZZZfhiSeeyAc+vvbaawWa5rNnz+KOO+7Az372M7S3t+N973sfHn74YWzYsCF/zalTp7B7924cO3YMiUQC1113HT772c+iubk5f83XvvY17N69Gx/60IcwMzODoaEhfPazn8XNN99cwuNXDpfNstSBxAnobW1tGBsb8xv2KqUWTGi1dKipp2AYjlrqz1pkrQtQHjP+oBou1erPepzrznmw65V6y4NdiiZyNecs9fCs1RzElCBd7Uh3z3kqdchZDYcpj8djptpz3UWWdNZgeypDKafEejzpeUqnHk1opUIJ0vF4vOqafE9lDzle0+/xrA3qaa57AbuGKWUgldOMU40TZLVPrfXAWjtYcS4xw8PD5PW1HAyz2qgFdyUTfk3xeDzlxAvYq5hynPSqYXr35n571pK/oWtO6NWsya81aj3i368pHo+n3JS90Ixn9VCNJPPVTmxfj9RjSdkgcAJze3t7XRbFWE3UsruSX1M8Hk8l8BpsjzXV0ErVuibMUz10LjFrSZNfi9Syu5JfUzweTyXwArbHmmpopWpZE+apPjpBup6CYVYjtXrI8WuKpx7wMQL1j3cR8VgjtFIy5dZKVeM3PfXFWnGJqUdq8d34NcVT60xPT+PQoUN45ZVXcOjQIUxPT1e7SZ4AeA22x4lqaKVqVRPm8XjqE7+meGqVesjAUw5Wo8beC9geZ6phevfmfo9n7VHOTdevKZ5aZC3GCKzWrD5ewPZ4PB5PzbFaN12PR8daixFYzRp774PtKSuZTAbz8/M+BZbH47Gm0qn0/DrlqRXWWoyATmNf73gNtqdseA2Ux+MJQiXN5H6d8tQaaylGYDVr7L0G21MWfDEHj8ejYqsprtSm69cpT61Sixl4ysFq1th7DbanLKzFQA2Px8PjoimuVKEav055PNVntWrsvYDtKQur2ezj8XjcCBLIVIlN169THk9tsBqz+ngXEU9ZWM1mH4/H40bQQKZym8n9OuXxeMqF12B7ysZqNft4PB43allT7Ncpz1plNRZ3qSW8gO0pK6vR7OPxeNyolE91UPw65Vlr+Ow55ccL2B6Px+MpO15T7PHUBqu5uEst4QVsj8fj8VQEryn2eKqPz55TGXyQo8fj8Xg8Hs8aoZZjIlYTXsD2eDwej8fjWSP47DmVwbuIeDwej8fj8awhfExE+fECtsfj8Xg8Hs8aw8dElBfvIuLxeDwej8fj8YRIIAH7/vvvxwUXXICWlhZs2bIFP/zhD9lrl5eX8Qd/8AcYGRlBS0sLLr30UjzxxBMF18zPz+PWW2/F0NAQWltb8c53vhM/+tGPCq5paGgg/33uc58L8ggej8fj8Xg8Hk9ZcBawH330UezatQuf+tSn8Pzzz+PSSy/F9u3bceLECfL6O+64A1/84hdx77334ic/+Qluvvlm/Pqv/zpeeOGF/DU33XQTnnrqKTz88MM4dOgQrrrqKmzbtg2pVCp/zfHjxwv+Pfjgg2hoaMB1110X4LE9Ho/H4/F4PJ7y0JDL5XIuX9iyZQve8Y534L777gMAZLNZDA4O4mMf+xhuv/32ous3btyI3/u938Mtt9yS/+y6665Da2srHnnkEZw5cwYdHR349re/jWuuuSZ/zebNm3H11VfjD//wD8l2XHvttZifn8f+/fut2p1Op7F+/XqcOnUK8Xjc5ZE9Ho/Ho8GXXPZ4PGsBF1nSKcgxk8ng4MGD2L17d/6zSCSCbdu24cCBA+R3lpaW0NLSUvBZa2srnnvuOQDAuXPnsLKyor1GZWpqCvv27cNf//Vfs21dWloqSKaeTqf1D+fxeDweZ3zJZY/H4ynGyUVkenoaKysr6O3tLfi8t7cXk5OT5He2b9+Ou+++Gz/96U+RzWbx1FNP4Vvf+haOHz8OAOjo6MDWrVvxmc98Bq+//jpWVlbwyCOP4MCBA/lrVP76r/8aHR0deP/738+2dc+ePVi/fn3+3+DgoMujejwej8cAV3I5k8lUqUUej8dTG5Q9i8g999yDN7/5zRgdHUU0GsXOnTtxww03IBJ546cffvhh5HI5JJNJxGIx/Nmf/Rk++MEPFlwj8+CDD+JDH/pQkdZbZvfu3Th16lT+39GjR0N/No/H41nL6Eouezwez1rGScDu6upCY2MjpqamCj6fmppCX18f+Z3u7m48/vjjWFxcxMTEBA4fPoz29nZceOGF+WtGRkbw7LPPYmFhAUePHsUPf/hDLC8vF1wj+Jd/+Re8/PLLuOmmm7RtjcViiMfjBf88Ho/HEx6+5LLH4/HQOAnY0WgUmzdvLggszGaz2L9/P7Zu3ar9bktLC5LJJM6dO4dvfvOb+LVf+7Wia9ra2tDf34/Z2Vk8+eST5DV/9Vd/hc2bN+PSSy91abrH4/F4QsaXXPZ4PB4a50qOu3btwo4dO3D55ZfjiiuuwN69e7G4uIgbbrgBAPDhD38YyWQSe/bsAQD84Ac/QCqVwmWXXYZUKoW77roL2WwWt912W/6eTz75JHK5HC655BK8+uqr+OQnP4nR0dH8PQXpdBrf+MY38PnPf76UZ/Z4PB5PSPiSyx6Px1OMs4B9/fXX4+TJk7jzzjsxOTmJyy67DE888UQ+8PG1114r8J0+e/Ys7rjjDvzsZz9De3s73ve+9+Hhhx/Ghg0b8tecOnUKu3fvxrFjx5BIJHDdddfhs5/9LJqbmwt++2tf+xpyuRw++MEPBnxcj8fj8YSNL7ns8Xg8hTjnwa5XfB5sj8fj8Xg8Hk9QXGTJsmcR8Xg8Ho/H4/F41hJewPZ4PB6Px+PxeELEC9gej8fj8Xg8Hk+IOAc51ivC1dyXTPd4PB6Px+PxuCJkSJvwxTUjYM/PzwOAL5nu8Xg8Ho/H4wnM/Pw81q9fr71mzWQRyWazeP3119HR0YGGhoaK/W46ncbg4CCOHj3qs5cY8H1lj+8re3xf2eP7yh7fV/b4vrLH95Ud1eqnXC6H+fl5bNy4sSAlNcWa0WBHIhEMDAxU7fd9uXZ7fF/Z4/vKHt9X9vi+ssf3lT2+r+zxfWVHNfrJpLkW+CBHj8fj8Xg8Ho8nRLyA7fF4PB6Px+PxhIgXsMtMLBbDpz71KcRisWo3pebxfWWP7yt7fF/Z4/vKHt9X9vi+ssf3lR310E9rJsjR4/F4PB6Px+OpBF6D7fF4PB6Px+PxhIgXsD0ej8fj8Xg8nhDxArbH4/F4PB6PxxMiXsD2eDwej8fj8XhCxAvYIXD//ffjggsuQEtLC7Zs2YIf/vCH2uu/8Y1vYHR0FC0tLRgbG8N3vvOdCrW0+rj01UMPPYSGhoaCfy0tLRVsbfX47ne/i1/5lV/Bxo0b0dDQgMcff9z4nWeeeQZvf/vbEYvFcNFFF+Ghhx4qeztrAde+euaZZ4rGVUNDAyYnJyvT4CqxZ88evOMd70BHRwd6enpw7bXX4uWXXzZ+by2uV0H6aq2uV3/xF3+BX/iFX8gX/Ni6dSv+4R/+QfudtTimAPe+WqtjSuWP/uiP0NDQgFtvvVV7Xa2NKy9gl8ijjz6KXbt24VOf+hSef/55XHrppdi+fTtOnDhBXv+9730PH/zgB/Fbv/VbeOGFF3Dttdfi2muvxUsvvVThllce174CzldpOn78eP7fxMREBVtcPRYXF3HppZfi/vvvt7p+fHwc11xzDd7znvfgxRdfxK233oqbbroJTz75ZJlbWn1c+0rw8ssvF4ytnp6eMrWwNnj22Wdxyy234Pvf/z6eeuopLC8v46qrrsLi4iL7nbW6XgXpK2BtrlcDAwP4oz/6Ixw8eBA//vGP8Uu/9Ev4tV/7Nfz7v/87ef1aHVOAe18Ba3NMyfzoRz/CF7/4RfzCL/yC9rqaHFc5T0lcccUVuVtuuSX/3ysrK7mNGzfm9uzZQ17/gQ98IHfNNdcUfLZly5bc//yf/7Os7awFXPvqy1/+cm79+vUVal3tAiD32GOPaa+57bbbcj/3cz9X8Nn111+f2759exlbVnvY9NU///M/5wDkZmdnK9KmWuXEiRM5ALlnn32WvWYtr1cyNn3l16s36OzszH3pS18i/+bHVCG6vlrrY2p+fj735je/OffUU0/l3vWud+U+/vGPs9fW4rjyGuwSyGQyOHjwILZt25b/LBKJYNu2bThw4AD5nQMHDhRcDwDbt29nr18tBOkrAFhYWMDQ0BAGBweNJ/21zFodV6Vw2WWXob+/H//1v/5X/Ou//mu1m1NxTp06BQBIJBLsNX5cncemrwC/Xq2srOBrX/saFhcXsXXrVvIaP6bOY9NXwNoeU7fccguuueaaovFCUYvjygvYJTA9PY2VlRX09vYWfN7b28v6c05OTjpdv1oI0leXXHIJHnzwQXz729/GI488gmw2i3e+8504duxYJZpcV3DjKp1O48yZM1VqVW3S39+PBx54AN/85jfxzW9+E4ODg3j3u9+N559/vtpNqxjZbBa33nor/st/+S/4+Z//efa6tbpeydj21Vperw4dOoT29nbEYjHcfPPNeOyxx/DWt76VvHatjymXvlrLY+prX/sann/+eezZs8fq+locV01V+2WPx8DWrVsLTvbvfOc78Za3vAVf/OIX8ZnPfKaKLfPUM5dccgkuueSS/H+/853vxJEjR/CFL3wBDz/8cBVbVjluueUWvPTSS3juueeq3ZSax7av1vJ6dckll+DFF1/EqVOn8Hd/93fYsWMHnn32WVZwXMu49NVaHVNHjx7Fxz/+cTz11FN1HdTpBewS6OrqQmNjI6ampgo+n5qaQl9fH/mdvr4+p+tXC0H6SqW5uRlve9vb8Oqrr5ajiXUNN67i8ThaW1ur1Kr64YorrlgzwubOnTvx//7f/8N3v/tdDAwMaK9dq+uVwKWvVNbSehWNRnHRRRcBADZv3owf/ehHuOeee/DFL36x6Nq1PqZc+kplrYypgwcP4sSJE3j729+e/2xlZQXf/e53cd9992FpaQmNjY0F36nFceVdREogGo1i8+bN2L9/f/6zbDaL/fv3sz5VW7duLbgeAJ566imtD9ZqIEhfqaysrODQoUPo7+8vVzPrlrU6rsLixRdfXPXjKpfLYefOnXjsscfw9NNPY3h42PidtTqugvSVylper7LZLJaWlsi/rdUxxaHrK5W1MqZ++Zd/GYcOHcKLL76Y/3f55ZfjQx/6EF588cUi4Rqo0XFVtfDKVcLXvva1XCwWyz300EO5n/zkJ7mPfvSjuQ0bNuQmJydzuVwu95u/+Zu522+/PX/9v/7rv+aamppyf/qnf5r7j//4j9ynPvWpXHNzc+7QoUPVeoSK4dpXn/70p3NPPvlk7siRI7mDBw/mfuM3fiPX0tKS+/d///dqPULFmJ+fz73wwgu5F154IQcgd/fdd+deeOGF3MTERC6Xy+Vuv/323G/+5m/mr//Zz36WW7duXe6Tn/xk7j/+4z9y999/f66xsTH3xBNPVOsRKoZrX33hC1/IPf7447mf/vSnuUOHDuU+/vGP5yKRSO6f/umfqvUIFeG3f/u3c+vXr88988wzuePHj+f/nT59On+NX6/OE6Sv1up6dfvtt+eeffbZ3Pj4eO7f/u3fcrfffnuuoaEh94//+I+5XM6PKRnXvlqrY4pCzSJSD+PKC9ghcO+99+Y2bdqUi0ajuSuuuCL3/e9/P/+3d73rXbkdO3YUXP/1r389d/HFF+ei0Wju537u53L79u2rcIurh0tf3Xrrrflre3t7c+973/tyzz//fBVaXXlEKjn1n+ifHTt25N71rncVfeeyyy7LRaPR3IUXXpj78pe/XPF2VwPXvvrjP/7j3MjISK6lpSWXSCRy7373u3NPP/10dRpfQag+AlAwTvx6dZ4gfbVW16sbb7wxNzQ0lItGo7nu7u7cL//yL+cFxlzOjykZ175aq2OKQhWw62FcNeRyuVzl9OUej8fj8Xg8Hs/qxvtgezwej8fj8Xg8IeIFbI/H4/F4PB6PJ0S8gO3xeDwej8fj8YSIF7A9Ho/H4/F4PJ4Q8QK2x+PxeDwej8cTIl7A9ng8Ho/H4/F4QsQL2B6Px+PxeDweT4h4Advj8Xg8Ho/H4wkRL2B7PB6Px+PxeDwh4gVsj8fj8Xg8Ho8nRLyA7fF4PB6Px+PxhIgXsD0ej8fj8Xg8nhD5/wB6t70LygSTuQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] @@ -280,7 +280,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -328,7 +328,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -361,12 +361,12 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "eea354158a5e44d4a47d7c6b29af11cb", + "model_id": "66a4edc7c2a74ff68e53abdc521c3fc8", "version_major": 2, "version_minor": 0 }, "text/plain": [ - " 0%| | 0/2880 [00:00" ] @@ -447,7 +447,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAusAAAEmCAYAAADbZ97KAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAACasElEQVR4nO29eXxU1f3//5osk2Umk22ykYQkhCUgERQU0VZQ0BQsrUr9Wq0KolgsVAGXQmvr0k+LXcRSxaWKoKI/l6rUrVhAwFIRWTWoAYkhQMgkGbJMZkIySeb+/hjuMMs9d5s7SzLv5+MRZe567rnnnvM+7/NedBzHcSAIgiAIgiAIIuqIi3QBCIIgCIIgCIIQhoR1giAIgiAIgohSSFgnCIIgCIIgiCiFhHWCIAiCIAiCiFJIWCcIgiAIgiCIKIWEdYIgCIIgCIKIUkhYJwiCIAiCIIgohYR1giAIgiAIgohSEiJdgIGKy+XCyZMnkZaWBp1OF+niEARBEARBEAMIjuPQ2dmJIUOGIC6OrT8nYV0lJ0+eRHFxcaSLQRAEQRAEQQxgjh8/jqKiIuZ+EtZVkpaWBsBdwSaTKcKlIQiCIAiCIAYSNpsNxcXFHpmSBQnrKuFNX0wmEwnrBEEQBEEQhCqkzKnJwZQgCIIgCIIgohQS1gmCIAiCIAgiSiFhnSAIgiAIgiCiFLJZJwiCIAiCiFH6+/vR29sb6WIMSuLj45GQkBB0iG8S1gmCIKIEp9OJnp4eJCUlQa/XR7o4BEEMcux2O06cOAGO4yJdlEFLamoqCgoKgurTSVgnCIKIAiwWCxoaGjy/S0pKYDabI1gigiAGM/39/Thx4gRSU1ORk5NDCR41huM4OJ1OtLS0oK6uDiNGjBBNfCQGCesEQRARxl9QB4D6+nqYTCbSsBMEERJ6e3vBcRxycnKQkpIS6eIMSlJSUpCYmIj6+no4nU4kJyerug45mBIEQUQQp9MZIKjztLe3h7cwBEHEHKRRDy1qtek+19CgHARBEIRKenp6mPs6OjrCWBKCIAgiGiFhnSAIIoI4HA7mPpvNBqfTGcbSEARBENEGCesEQRARQswEhqexsTFMpSEIghi4TJ06FYsXL450MUICCesEQRARQo5NutVqJe06QRCEhmzbtg06nW7A+AWRsE4QBBEh2traZB0nZtdOEAQRaZxOJzo7O0mxECJIWCcIgogATqcTdrtd1rFidu0EQRCRxGq1orq6GocPH0Z1dTWsVmvI7+lwOHDLLbfAaDSioKAAjz32mM/+l19+GRMnTkRaWhry8/Nx4403orm5GQBw9OhRXHbZZQCAzMxM6HQ6zJ07FwCwceNGfO9730NGRgays7Pxwx/+ELW1tSF/HilIWCcIgogASrTlDQ0NpLEiCCLqcDqdqK+v99nGxxQPJffddx+2b9+Of/3rX/jPf/6Dbdu2Yd++fZ79vb29+P3vf48vvvgCGzZswNGjRz0CeXFxMd566y0AwKFDh9DY2IhVq1YBcE8Cli5dij179mDLli2Ii4vDNddcA5fLFdLnkYKSIhEEQUSApKQkRcfb7XZkZWWFqDQEQRDKYSkdenp6QpbQzW63Y82aNVi/fj2mTZsGAHjxxRdRVFTkOWbevHmefw8bNgx///vfccEFF8But8NoNHr60tzcXGRkZHiOnT17ts+9XnjhBeTk5ODrr7/G2LFjQ/I8ciDNOkEQxACgr68v0kUgCILwgaV0UKqMUEJtbS2cTicmTZrk2ZaVlYVRo0Z5fu/duxezZs3C0KFDkZaWhilTpgAAjh07Jnrtb7/9FjfccAOGDRsGk8mE0tJSWeeFGhLWCYIgIoBSp1ES1gmCiDb0ej1KSkp8tpWUlIRMqy4Hh8OBqqoqmEwmvPLKK9i9ezfeeecdAJA0z5k1axZaW1vx3HPPYdeuXdi1a5es80INmcEQBEFEgP7+fkXHt7S0YMiQISEqDUEQhDrMZjNMJhN6enqQlJQUckG9vLwciYmJ2LVrF4YOHQrAHVnr8OHDmDJlCmpqanDq1Ck8+uijKC4uBgDs2bPH5xp8Gb374VOnTuHQoUN47rnn8P3vfx8AsGPHjpA+i1xIs04QBBEB1GjWB0pMYIIgYgu9Xo+0tLSwaNSNRiNuu+023Hffffj4449x8OBBzJ07F3FxbpF26NCh0Ov1eOKJJ/Ddd9/h3Xffxe9//3ufa5SUlECn0+H9999HS0sL7HY7MjMzkZ2djX/84x84cuQIPv74YyxdujTkzyMHEtYJgiAigNFoFNyen5/PPKejoyNUxSEIghgw/OUvf8H3v/99zJo1C9OnT8f3vvc9TJgwAQCQk5ODdevW4c0338SYMWPw6KOP4q9//avP+YWFhXj44YexbNky5OXlYdGiRYiLi8Nrr72GvXv3YuzYsViyZAn+8pe/ROLxAtBxHMdFuhADEZvNhvT0dHR0dMBkMkW6OARBDEDq6urQ2trq+Z2VlYWysjJYrdaAcGiAe/nXO3IBQRCEWrq7u1FXV4eysjIkJydHujiDFrF6litLRlSz/sknn2DWrFkYMmQIdDodNmzYIHnOtm3bcP755yMpKQnDhw/HunXrfPaXlpZCp9MF/C1cuNBzzNSpUwP2L1iwQOOnIwiCECclJcXnd1paGgC3DajBYPDZZzAYSFAnCIKIQSIqrDscDowbNw6rV6+WdXxdXR2uuuoqXHbZZThw4AAWL16M22+/HR999JHnmN27d6OxsdHzt2nTJgDAdddd53Ot+fPn+xz35z//WbsHIwiCkMBisaChocFnm3cykYqKCpSUlMBkMqGkpAQVFRWRKCZBEAQRYSIaDWbGjBmYMWOG7OOfeeYZlJWVedLKjh49Gjt27MDjjz+OqqoqAG5bJW8effRRlJeXe2Js8qSmporahhIEQYQKp9MZIKjz8MlEvE1hbDYbALfGnSAIgogtBpSD6c6dOzF9+nSfbVVVVdi5c6fg8U6nE+vXr8e8efOg0+l89r3yyiswm80YO3Ysli9fjq6uLtF79/T0wGaz+fwRBEGowW63M/clJSVFLIU3QRAEEX0MqDjrFosFeXl5Ptvy8vJgs9lw+vTpAPvPDRs2oL29HXPnzvXZfuONN6KkpARDhgzBl19+iV/96lc4dOgQ3n77bea9V6xYgYcfflizZyEIgvDHbDZDr9ejs7NTcH8oU3gTBEEQ0cmAEtaVsmbNGsyYMSMgkcgdd9zh+XdlZSUKCgowbdo01NbWory8XPBay5cv94m3abPZPMH2CYIglMDHA/YnPT0dQGRSeBMEQRDRyYAS1vPz89HU1OSzrampCSaTKUCrXl9fj82bN4tqy3kmTZoEADhy5AhTWE9KSqKBkiAITWAlRFKaKIkgCIIY/Awom/XJkydjy5YtPts2bdqEyZMnBxy7du1a5Obm4qqrrpK87oEDBwAABQUFmpSTIAhCCKfTic7OTubEn0+UxBLam5ubQ1Y2giAIIjqJqGbdbrfjyJEjnt91dXU4cOAAsrKyMHToUCxfvhwNDQ146aWXAAALFizAk08+ifvvvx/z5s3Dxx9/jDfeeAMffPCBz3VdLhfWrl2LOXPmICHB9xFra2vx6quvYubMmcjOzsaXX36JJUuW4NJLL8W5554b+ocmCCIm8Q/VaDAY4HA4PL+zsrI8sdVZwnxTUxNyc3PJbp0gCCKGiKhmfc+ePTjvvPNw3nnnAQCWLl2K8847D7/73e8AAI2NjTh27Jjn+LKyMnzwwQfYtGkTxo0bh8ceewzPP/+8J2wjz+bNm3Hs2DHMmzcv4J56vR6bN2/GlVdeiYqKCtxzzz2YPXs23nvvvRA+KUEQsYxQTHWHw4GSkhKYzWaUl5ejrKzMs0+v1wc40/OQqQxBELHO1KlTsXjx4kgXI2xEVLM+depUcBzH3O+fnZQ/Z//+/aLXvfLKK5nXLS4uxvbt2xWVkyAIQi1iMdX58IxWq9UjuPNkZmYG+OgAbOdUgiAIwg3Hcejv7w+wrhioUK9PEAQRQsRiqnvjH0fd5XIJHsfaThAEEQvMnTsX27dvx6pVq6DT6aDT6bBu3TrodDr8+9//xoQJE5CUlIQdO3Zg7ty5uPrqq33OX7x4MaZOner57XK5sGLFCpSVlSElJQXjxo3DP//5z/A+lASDY8pBEAQRpXR3d8s+1juOOoVvJAginHAcJ5kgMlSkpqYGJK9ksWrVKhw+fBhjx47FI488AgD46quvAADLli3DX//6VwwbNgyZmZmyrrdixQqsX78ezzzzDEaMGIFPPvkEN910E3JycjBlyhR1D6QxJKwTBEGEEDFTP39IECcIIlJ0dXV5IlKFG7vd7nGwlyI9PR16vR6pqanIz88HANTU1AAAHnnkEVxxxRWy79vT04M//vGP2Lx5syey4LBhw7Bjxw48++yzJKwTBEHEAhkZGbBYLJLH5efn+0R5YZnP2O12ZGVlqSqL0+n0XNdoNFJUGYIgBhUTJ05UdPyRI0fQ1dUVIOA7nU5P8JNogIR1giCIEHLy5ElZx/knduvr6xM8jrVdCqvV6nFo5fF3aiUIInZJTU2V7WMTintrgb92Pi4uLmB1s7e31/Nv/nk/+OADFBYW+hwXTSudJKwTBEGEiIaGBthsNlXnsqIYnD59WvG1nE5ngKAOuJ1aTSYTadgJgoBOp5NtihJp9Ho9+vv7JY/LycnBwYMHfbYdOHAAiYmJAIAxY8YgKSkJx44dixqTFyFIWCcIgggBTqdTlvkLj7+tKMt21Gq1oqCgQJGAferUKea+YMxqCIIgIkFpaSl27dqFo0ePwmg0MqNkXX755fjLX/6Cl156CZMnT8b69etx8OBBj4lLWloa7r33XixZsgQulwvf+9730NHRgf/9738wmUyYM2dOOB+LCYVuJAiCCAFKkhelpKQECN9aJkbyzpRKEAQx0Ln33nsRHx+PMWPGICcnxyeBpjdVVVX47W9/i/vvvx8XXHABOjs7ccstt/gc8/vf/x6//e1vsWLFCowePRo/+MEP8MEHH/gkqos0Ok5JqALCg81mQ3p6Ojo6OmAymSJdHIIgogyn04nq6mrZx1dWVgYI7KxrCB0rRmNjI9N2vqKiYsAsfRMEoR3d3d2oq6tDWVkZkpOTI12cQYtYPcuVJUmzThAEEQL0en2A06gYSrXlShCLXxzK+xKDA6fTic7OTp+kXQRBhA+yWScIgggBDodDkTOoUOQBliDtnTxJCqfTiYaGBtnlIAhv/KMI5efnB0TNIAgitJBmnSAIIgS0t7fLPrawsFBQ+NYii6lUOaIpPBkRXQhFEbJYLKitrY1QiQgiNiFhnSBiGIfDgaamJnJADAF8aDApCgsLPVn4/NHr9SgpKfHZVlJSoshe3TumsBCsKAoEwVrZaW9vpz6DIMIImcEQRIxSV1eH1tZWz++srKyo8n4f6LCE4IqKCo8QJCeLqNlsRkpKCux2O4xGo2JnUCnNOWnWCRZibaO9vZ0ckwkiTJCwThAxiMPh8BHUAaC1tRW5ubk0AGuAmJ14YmKiojr2txlWmnVUKnGIzWajLKaEIHq9Hqmpqejq6grYJ3fliCCI4CEzGIKIQZqamgS3RyrV9GDC6XSira2NuV9J9BUhm+H6+npFUTlYyZXUXo+IHZxOp6CgDgSmdScIInSQZp0gYgwxYZJMIoLDYrFIRl5RUsdaRIMxGAzIyMgQdTRtb29Hbm6u7HIRsYHYxJJ8HQgifJBmnSBiDDHteXx8fBhLMriQI6izor6w0CIajNVqlYwI09zcLPt6ROwQF8cWEWhiTxDhg4R1gogx+vr6mPvEBmeCjdxY5koEdf54/2gwSgR+ITMaIXp6emC1WikyEOGDmGbdZrOFsSQE4QvHcbjjjjuQlZUFnU6HAwcORKwsU6dOxeLFi0N6j4iOzJ988glmzZqFIUOGQKfTYcOGDZLnbNu2Deeffz6SkpIwfPhwrFu3zmf/Qw89BJ1O5/NXUVHhc0x3dzcWLlyI7OxsGI1GzJ49m2nDSxCDjYQEtvWb1WoNY0kGD+G09W9oaJD9npTEeq+vr8eJEydQU1ODQ4cOqSwdESuQrwMRSTZu3Ih169bh/fffR2NjI8aOHRvpIoWUiArrDocD48aNw+rVq2UdX1dXh6uuugqXXXYZDhw4gMWLF+P222/HRx995HPcOeecg8bGRs/fjh07fPYvWbIE7733Ht58801s374dJ0+exLXXXqvZcxFENCPmcGi1WmkAVoHYaoU3Us6e/rA043IFpe7ubkX347Hb7fjqq69UnUsMHqTaqxJnaYLQktraWhQUFODiiy9Gfn6+qBJqMBBRYX3GjBn4v//7P1xzzTWyjn/mmWdQVlaGxx57DKNHj8aiRYvwk5/8BI8//rjPcQkJCcjPz/f8eYcl6+jowJo1a7By5UpcfvnlmDBhAtauXYtPP/0Un332mabPRxDRiF6vF00XTgOwcuRo1vPz8xWbwYi9CznvKZgBrLu7W5Fmnhh86PV6ZGVlMfeT2RwRCebOnYtf/vKXOHbsGHQ6HUpLS9HT04O77roLubm5SE5Oxve+9z3s3r3bc866deuQkZHhc50NGzZAp9N5fj/00EMYP348Xn75ZZSWliI9PR0//elP0dnZ6TnG4XDglltugdFoREFBAR577LGQPy8wwGzWd+7cienTp/tsq6qqws6dO322ffvttxgyZAiGDRuGn/3sZzh27Jhn3969e9Hb2+tznYqKCgwdOjTgOgQxWBET4mgAVoZUqEYeOcf4I+bEJ8fBj5W9VK4Q7x+Ln4gtnE6naBugiDCDC47j0OXsi8gfx3Gyy7lq1So88sgjKCoqQmNjI3bv3o37778fb731Fl588UXs27cPw4cPR1VVleI+rLa2Fhs2bMD777+P999/H9u3b8ejjz7q2X/fffdh+/bt+Ne//oX//Oc/2LZtG/bt26foHmoYUOsGFosFeXl5Ptvy8vJgs9lw+vRppKSkYNKkSVi3bh1GjRqFxsZGPPzww/j+97+PgwcPIi0tDRaLBXq9PmCGlZeXB4vFwrx3T0+PjyaLnGuIgYqU0yENwMqQaz/e09MDh8OhKD4172Dq/76ysrIktfROp5NZtpycHDQ2Nkren9pCbCMVJYgiwgwuTvf2Y8zvPpI+MAR8/UgVUvXyRNL09HSkpaUhPj4e+fn5cDgcePrpp7Fu3TrMmDEDAPDcc89h06ZNWLNmDe677z7Z5XC5XFi3bh3S0tIAADfffDO2bNmCP/zhD7Db7VizZg3Wr1+PadOmAQBefPFFFBUVKXxa5Qw6FdqMGTNw3XXX4dxzz0VVVRU+/PBDtLe344033gjquitWrEB6errnr7i4WKMSE0R4kTKfIDMYZSixC1fjiGoymQK2tba2Stqss95jXl6ebC1WR0cH+TDEKE6nUzTwQklJiWKzLoIIBbW1tejt7cUll1zi2ZaYmIgLL7wQ33zzjaJrlZaWegR1ACgoKPBMWmtra+F0OjFp0iTP/qysLIwaNSrIJ5BmQGnW8/PzAzqPpqYmmEwmpKSkCJ6TkZGBkSNH4siRI55rOJ1OtLe3+2jXm5qakJ+fz7z38uXLsXTpUs9vm81GAjsxIJEyczl16hSln1eAt82jFEodTAH1iZFY7zkzMxMARFcSvbHb7aJ2y8TghCbtsUdKYjy+fqQqYvcOJXFxcQFKCiEzwcTERJ/fOp0uKlYYNdWsK7E5UsPkyZOxZcsWn22bNm3C5MmTmefY7XaP1zAATJgwAYmJiT7XOXToEI4dOyZ6naSkJJhMJp8/ghiISNlO2+120qbKRMqm15uMjAxVKdrVJkYSE/INBgP1YYQoUu2LQjcOPnQ6HVL1CRH5U6L08Ke8vBx6vR7/+9//PNt6e3uxe/dujBkzBoDb9K+zs9Mnj4TS2Ozl5eVITEzErl27PNva2tpw+PBh1WWXi2Jhfe7cuYJJM44ePYpLL71U0bXsdjsOHDjgqbC6ujocOHDA4xC6fPly3HLLLZ7jFyxYgO+++w73338/ampq8NRTT+GNN97AkiVLPMfce++92L59O44ePYpPP/0U11xzDeLj43HDDTcAcNs63XbbbVi6dCm2bt2KvXv34tZbb8XkyZNx0UUXKa0OghhQSC1t84QzbvhARq72MT8/H+Xl5aruIZQYSQsTBLGVRG/UrAYQsQFp34lowGAw4M4778R9992HjRs34uuvv8b8+fPR1dWF2267DQAwadIkpKam4te//jVqa2vx6quvBuTpkcJoNOK2227Dfffdh48//hgHDx7E3LlzwxKUQbEZzBdffIFzzz0X69ev92iiX3zxRdx11124/PLLFV1rz549uOyyyzy/eTOTOXPmYN26dWhsbPSJ5FJWVoYPPvgAS5YswapVq1BUVITnn38eVVVnl21OnDiBG264AadOnUJOTg6+973v4bPPPkNOTo7nmMcffxxxcXGYPXs2enp6UFVVhaeeekppVRDEgEPu4Ko2PneswdI+FhYWIisrCz09PUhKSoqIbS9LyOa3R8I50Ol0RrROCPnI6SvIwZSIFh599FG4XC7cfPPN6OzsxMSJE/HRRx95zP6ysrKwfv163HfffXjuuecwbdo0PPTQQ7jjjjsU3ecvf/kL7HY7Zs2ahbS0NNxzzz3o6OgIxSP5oOMU2q709vbi17/+Nf7+97/jnnvuwZEjR/Dvf/8bK1euxPz580NVzqjDZrMhPT0dHR0dtJxMDBicTieqq6slj8vPzxeNxU6cpaamxme1MSUlxbP0qgWsd1ZZWSkp8FqtVp9IMiUlJT7+CBaLBQ0NDaLXKCsr08Rm3b8s1MaiGzl9hZw2SEQv3d3dqKurQ1lZGZKTkyNdnEGLWD3LlSUVa9YTExPxl7/8Bampqfj973+PhIQEbN++XdTemyCIgYV/aFNCGIfDEWAWePr0acUhGsVQ62AqB94URkpgDxahcKEWiwXd3d2qzYOIyKNFGxys0CoSoSWKDW16e3txzz334E9/+hOWL1+OyZMn49prr8WHH34YivIRBKEhcs1gTp8+HeKSDA5Ytv1a2vyrdTAVEpCFnALz8/NRWVmJsrIywetoYbPOyoTa3t4u6ANFRB45fQUlUBPGarWiuroahw8fRnV1texcDATBQrFmfeLEiejq6sK2bdtw0UUXgeM4/PnPf8a1116LefPmke03QUQxcm1M6+vrYTKZSCPkBR/ytbe31xPZRcouXAuEEiPJcTBlJbQR0obq9fqQOpKK+UDY7XbNViEI7ZDTV0RDSLtogzVJpv6UCAbF0+KJEyfiwIEDnsgpOp0Ov/rVr7Bz50588sknmheQIAjtEMtc6g9FejgLryk7fvw4LBYLampq8NVXXzGP94/VG27Eov6whDAxc5tgEbOH7evrC/r6hPYIRSHyhxxMAxGbJBOEWhQL62vWrBHUgpx33nnYu3evJoUiCEJ7GhoaYLPZZB9PS9xuhDRlgFtbXFNTI3iOlgOzXHMWOffPy8tjavdYgpcWZipiPhAWi4XidQ9QlPQnsYCaSTJByEGxGYx3KEUhhg4dqrowBKEF5NgTiNPplJ2xkoeWuN2cOHFC8TlaTnTUOJiyBIPc3FzmffR6PQoLCwOcTRsaGpCVlRXUt6TX62E2m5m2u+SoGH2wJqnekHmHL2KT9Lq6urCkpVdDqBNaxjpa1K9iYb20tFQ001R/f39QBSKIYPAPRecfqi5WUaPpJU2QW2CRyvgqhJYTHTUOpkJptPntYoIVy3ZcC2GaVSaAVnGiEbl9Bk20ziLWju12u6ZRorQgPj4egLufS0lJiXBpBi9dXV0AgjOPVCys79+/3+d3b28v9u/fj5UrV+IPf/iD6oIQRLAIxYyur69HQkJCzIcilBI4jUajTwSTYDWpWhLJlRK15ixaTnTUOJiKRV8RExbURp6RwmKxiCYO6enpiSohhpD/zmmi5cY/j4AQ0eZMnZCQgNTUVLS0tCAxMZHepcZwHIeuri40NzcjIyPDMzlSg2Jhfdy4cQHbJk6ciCFDhuAvf/kLrr32WtWFIQi1OJ1OZqzo2tpamEwmjBgxIsylig6cTidaWlpEj/EPNdja2orCwsKIC+xSSX1CjZrBS8wuPFywNDhSmh21kWfEEPs2ecjJNPoQagtCkLmcPJMhIPpWK3U6HQoKClBXV6co+AChjIyMDE9OC7UoFtZZjBo1Crt379bqcgShCKm41jabDd9++21MCuxqtcORXt6OhhBoagQRMbtwNaiph4yMDBw/flxwuxRmsxkpKSmw2+0wGo1BawLltL+2tjbN640IHu+2kJSUhNra2oBjok0AjQRy+9hgNKuhQq/XY8SIEeTkHSISExM1ee+KhXV/72+O49DY2IiHHnooJgUhYuBgs9lw5MgRpKamIjk5GUajMeIa0HAgNZjm5+cLOp/abDakpaWFqliSHD16VHB7OCcRSiOhhMJ8iCUINDc3o6ioSNN7AdqvZsgR5qLRnpcIbAsGg8Hnm4gmc7lIIncFLlrNTOLi4kTDqxKRR7GwnpGREeBgynEciouL8dprr2lWMIJQgtyMmx0dHT62s3l5ecjNzY3ZAaeiooIpDFosFuTk5ESkbhwOBzo7OwX3KZ1EeNu89/b2ytYYyzHf8CcU5kMsYbepqYnZdpUkRPImFKsZer0eWVlZaG1tFT0u2ux5Yx2htuA/eY0Wc7lII3cFjkyGCLUoFta3bt3q8zsuLg45OTkYPnw4EhI0s6ohCNmoCUvI09TUhKampkEdNUZsiVZq8IiUKYyYWZOSSYSY01dWVhbKyspUlUEMretMr9cjLy9PMH6z0L2CifWsJkykFE6nU1JQl1M2IrxQNBj5yNWYUxsn1KJYup4yZUooykEQqtEiAc1gjhcsNkAkJSWJ7o9UKFapQc1utyMrK0v0GCmnr9bWVuTm5jK1uWqTAYViQM7NzRUUwIXupSYhEg9L6Ahm+V7u90lax+hCbjsmARTMyTFBaIUsYf3dd9+VfcEf/ehHqgtDEGrQarCQIwAOJryXrzMzMwXDO7a2tgYd9tLhcCh2VpQS3BwOh+S7amxslLyPWChDsbjg4UZJlBY1CZF4WPUejCBNuTcGJqwkWYQvSnIx0CoEoRZZwvrVV18t62I6nY46ZiLsyLWJlaK9vX1QCusszaa3kJqXlyc44LS1tcHpdKoeYOrq6nzei5TpCY9UKD8pQdrpdDKzZXojFspQrVlfqCZ9ZrMZCQkJ6OjoQHp6ekhyB0RSs240GlXfg9Aeq9XqI6izJvSxpuTwR4m5HK1CUIZxtcgajWh5kohm5NrEShGsYBqtBJvopr29XVVYPYfDEfBepExPeKQEZan9rKRA/ngLvE6n0zPwJiUlMWPTl5SUwOFwyJoMaIn3xMdqtTInPizhQY5QFQrNutx21traGnQsYkIbhEzI1GTyjQVYigW9Xu8TDpEccSOfN2MgI0tdkpWVhVOnTgEA5s2bx4zSQBCRQAubdZ6TJ0+is7NzUMWc5U0ovPE3oRDTDrEii0jBEphPnjwpea5U/be0tIgeo1SwOHbsGKqrq1FXV4e6ujrU1NQIHldQUOCJPc0iFNoz1sRHrV09i1BkMJUbY7ihoSHqvjun0zmg+gOtyqukTx0odRMqWIqDwsJCFBYWen43NDSEfYIfTbAiTcV6+5GLLM260+lER0cHsrOz8eKLL+JPf/pTROMvE4Q3WsauPXXqlGdiOphm/WazGSaTibn8KGaC0NPToyoGNmvAt9lsoisYckMmsuw/vTXkcq5x5MgR2aE/OY4DIK7ZD8VKpJi23P+9sN6lHDOTUGQwVTKhiCabXn8tYGFhYVRr/rUsL2tyJpSToaGhIabjrbP6jri4uIB+bDAHMpAi3PkiBhuyhPXJkyfj6quvxoQJE8BxHO666y6mZumFF17QtIAEIQVLOGIl+5FLqDpWb2EyWhIzGQwGmEymgKRnPGKOmEJIOV2JmWTI1eqxBAolWsHm5mbZgjpw1mxGTPANhWZdiQAeCoFbLayJF6utRYtNr5AWkH+OaBTYWeXt7+/30e7KhdWGkpKSBPvUaJpkhROxsMGsSWqs2vizlGpi+SKIs8hSSa5fvx4zZ86E3W6HTqdDR0cH2traBP+U8Mknn2DWrFkYMmQIdDodNmzYIHnOtm3bcP755yMpKQnDhw/HunXrfPavWLECF1xwAdLS0pCbm4urr74ahw4d8jlm6tSp0Ol0Pn8LFixQVHYiemAN8Dk5OQHmH0pXhNTG2mZhtVp9zC2qq6vDsjTK3/fw4cPMe4oJIWKOmEIEU29yVkrENHlKBD65tu2Ae0LDT1iETIuA0AnFBoMhYIDPyspiTqDMZjMqKysxcuRIVFZWyl4h0nqpmjVxys/PD3CQjSbtLKvc0WiqA7jNuISwWCyq359QGwqFmdRARkwxoLTPHOyIrThqPc4ORmRp1vPy8vDoo48CAMrKyvDyyy8jOzs76Js7HA6MGzcO8+bNw7XXXit5fF1dHa666iosWLAAr7zyCrZs2YLbb78dBQUFqKqqAgBs374dCxcuxAUXXIC+vj78+te/xpVXXomvv/7aZ2CbP38+HnnkEc/v1NTUoJ+HiD78zT8AoLq6OiJlYcX9DvXSqNyslGIDrtZlE9NMyzEjiUTmRIfD4WO+w7etcK2SlJWVITMzU3Y0GL1er7g8Wi9Vs9pUXFxcwEQpmrJhin0L0aYZ5c1UWVitVlitVlVmfWraUCzBaieFhYXIyMjA8ePHA/bFatQjLX3LYhHFscnq6uo0u/mMGTMwY8YM2cc/88wzKCsrw2OPPQYAGD16NHbs2IHHH3/cI6xv3LjR55x169YhNzcXe/fuxaWXXurZnpqaGpXLmYRypLIu+g84/su7YmipMRLrrE6cOIG8vLyQpFuXGx1Er9czw7M1NjYqChUYzIAkt85ZS+9KtOVKEaqzcAlu3jbJcoQvNSHSWHWvdqmaZU7BmpBFizmF2LfQ3d0dgRKxkauV1EIpEIoMtwMZofbt7SsQLeZo0QDvCyZErK7MKEE7z7wwsHPnTkyfPt1nW1VVFXbu3Mk8h9c4+A+or7zyCsxmM8aOHYvly5ejq6tL9N49PT2w2Ww+f0R0oHRpll/eLSgokLy2ltoAMfOOtrY21NTUaDoZVkNeXp7g9q6uLkWOgnq9XnTiISZgsExM/GG938EYYk6peYocsych9Ho9sw1o+S0MBHMK1oSzsbExqqJ6SOUk8EbpO/SPLhOKOPyDDW/nc7PZjPLycp//xyJSTv8UHlyaAfWFWSyWgIEkLy8PNptN0EnM5XJh8eLFuOSSSzB27FjP9htvvBHr16/H1q1bsXz5crz88su46aabRO+9YsUKpKene/6Ki4u1eSgiIuj1eiQnJ0sep2WYUrnmHVqH41PinGgwGJj1okRj7XA4RJ9Dql6VCCDeiA0KWiQRitQStphG059g7c5ZMfXVCNKsskRTdlie9vZ21NfXe9q5WMSfaAo5pyR5l5KkhUITvlDE4R/ISH1rdXV1qK2thdVqRW1tbcSVMZFCapJIkz1p1KXoGyAsXLgQBw8exI4dO3y233HHHZ5/8xrWadOmoba2FuXl5YLXWr58OZYuXer5bbPZSGCPEkK5NGu1WlFQUKDJ0qVcYUcoHF8wKI0OkpOTI2hrqcRhSmppXqxeLRaL6tCNYoNCdnZ2UCYy+fn5EVvCVqLRjCZTBVY7YL2HSJlTfP311x6Fj9VqRUpKimR7D1VZnU4n2tvb0dvbi4yMDMm+QMkkqqWlRdaklSWEVlRUBF2GwYTYt9bb26s6KdxgQ6p9tLW1xVydKGVACev5+floamry2dbU1ASTyRQQSnLRokV4//338cknn0g6Rk2aNAkAcOTIEaawnpSUFLMdUrTDStoj9b7kakm1GpTlahPlJpFRgslk8mS7lHKEZDlGaW2zLlSvcmOsA8LvlyXU5ufnh6Rew4USjWawpgrBZECVi06nE9weCQ3bsWPHAlZmT58+LRnSMxTjgX+sdIvFwsxUy6NEqy2V44BHyUpOLCP2rSnJjRDrUPhGaWQJ60rss00mk+rCSDF58mR8+OGHPts2bdqEyZMne35zHIdf/vKXeOedd7Bt2zbRTo7nwIEDACDLhpmILhwOh6CWTo4WVEjjLIRWg7L/RJNFW1ubpraNSlM8axGnu7a2VvIYoXqVKwywwvyxzk9JSQn6PUZyqVaJjXc0mSqwJm0s042enp6wCjJOpxMtLS2Kz0tNTQ1J/gWhvkhKG6s0l4Qc5YPSbyVWHUzFvrVgkpMNNuT06+3t7UwTPEKmsJ6RkcHUhPijxCbObrfjyJEjnt91dXU4cOAAsrKyMHToUCxfvhwNDQ146aWXAAALFizAk08+ifvvvx/z5s3Dxx9/jDfeeAMffPCB5xoLFy7Eq6++in/9619IS0vzdGTp6elISUlBbW0tXn31VcycORPZ2dn48ssvsWTJElx66aU499xzZZediA5Y2gu5dpze4fdCaU8olSTIG7naL7n3lRO20R+z2YyUlBS0t7cjMTFR0STcarVKriKwhG25AjErzB/L1r2vrw96vR6FhYWyNff+RFIzz5pY2my2gIlXsM6bA8H5UyvUaoq7uro0+0Z5xEzH6urqfPyueBwOh+JgB3K+MdaEnSVoDsa2IQcxzTqfG8HbFEaOWdNgRE6b09pXa7AhS6LZunWr599Hjx7FsmXLMHfuXI9Ge+fOnXjxxRexYsUKRTffs2cPLrvsMs9v3iZ8zpw5WLduHRobG32SPZSVleGDDz7AkiVLsGrVKhQVFeH555/3hG0EgKeffhqAO/GRN2vXrsXcuXOh1+uxefNm/O1vf4PD4UBxcTFmz56NBx54QFHZiehAC+0FH36vq6tLUPuthdZIqVCglcmBWvtlf2388ePHZcdpljMpYQnbSiK5CD0Da5LGbw/mPSpx5AsFQhMmoYlXsCsjWmrmWe2PVZfhdtoMZrVEa02gWISZnp4eOByOAEFPTTKZcK9eDGakvpWysjLo9XqP0rC9vR1WqzXmosLI6TsGspliOJA1+kyZMsXz70ceeQQrV67EDTfc4Nn2ox/9CJWVlfjHP/6BOXPmyL751KlTwXEcc79/dlL+nP379zPPEbseABQXF2P79u2yy0hEN0LaC7HMjmJkZmYKCutamD8o1TypjYYi975i5Qk2eZPcsvsL206nU7apEODWxPhnpGUJe/zkTaps/m1J6BqRQsnEyz8ZmJJJipaadda3k5SUJLjK0dDQENZMpsGYBmkZb50PkSiGkK2zmJlRMH0Ia0WOZVYaq2YwLG0w/604nc4AM6VQJ8GLRuT0HSSsi6NYCtm5cycmTpwYsH3ixIn4/PPPNSkUQSihrKwMFRUVKCoqQkVFhSw/BSGiyalKKy2uUNIeKWFIKnmTGA6HQzJnAY+/ICcWqUVIE+Wf+p3lnKokK2Zra6ugI200JDNRIkSrSYjEIxTnXu3zi2keWRPqcH5vwZhvyAn9Khc5GnIlZR0+fDgzV4Fc528lxKIZDKu/ycjI8HwrYk6msQRLAeKNxWKJmnCo0YhiiaC4uBjPPfcc/vznP/tsf/755ymUIRExDAZDVC/tKk2iopUW1+l0CoYPExNgxQbetrY2UVtdJYOQvyAnZufuH+2Jx1ujxxL2vScFciZBubm5yM/P99jrew++kUSueYtSh2IhgtHMe6NGSz9QBD8t4vbzyBGOhTSPYsJgZmam6vKw3oHRaBTM2BkN30e4Yb2z9vZ2zf0ZBjJKInzF6gqNHBQL648//jhmz56Nf//7356Qh59//jm+/fZbvPXWW5oXkCDk4HA4YLfbYTQaVQvtofLe//bbbxU5gRkMBs06LDU262Kp1gF3qExWOFQldeWvWc/IyGBGtmAJ2d5CBUvY994up3y8cBrNkz8Wah2KQ4VQu+cnGNGgRWtsbFR1ntYCqpywrkImRWKToWDi7YtNDM1mM/r6+jwCWENDAxISEmLODltsUsnXcSw5a7NQktuCkiOxUSysz5w5E4cPH8bTTz+NmpoaAMCsWbOwYMEC0qwTEcFfGJaKS8yCNxnxt38PZlCWEtSzs7Nx6tQpn2189k8thEW1g0VRURFTWBeLiaskcZK/Zl2sUxfS6PlrlVn15b1d6B17E822pHIEca0SIvlr5/Pz81FYWBh0eYGzjrKRTt7kdDoVr3jxaC2gyrEvFzIpYtn5xsfHMwUfm80W4OshBGt1RUhTGot22Hq9HhkZGYL9Ft+/RlMY1UihxLcjlupFKaoMY4uLi/HHP/5R67IQAwjvtO5SSXZCyVdffRXQGajNEqfGZEQMOWHVWJ2TVokzQjEBAdgClRJbV2+hwWKxMLXqZrPZo9FLSUlhrqDIHRjLysrQ0dEhGGZ2yJAhsssfbuQkK9JCkyckZFssFnR3dzOTxgkhJYwHm7wpWIK1jZcjoLa3t6OjowPp6elMsxm5YV2F3qEazbrFYkFOTo6sPkCv1wccF46kWQMBPtOsP97jBastWywWWROmwYAS/6tYWnFQiqpe8b///S9uuukmXHzxxZ4Z9ssvv4wdO3ZoWjgiOrFaraiurkZdXR3q6upQXV2tWkMVDAcOHGDO2tWkldfawdRfYy4Ea3ALtc26lAmC1DOLRfmQC+9QJGXTyA9qVqsVNTU1OHHiBGpqaoJqc+PHjw8Q9tVGEYom1DgU+yNmi6skFrLUxCHSWkctJgViPho1NTWora2F1WpFbW2tZyVayTWkEDMzkjLTIIKDVYfefQirLdtstpiJK85yxPYf48IZBWogori3euutt1BVVYWUlBTs27fP02A7OjpI2x4DiIX1C4UNKh/SzP/adXV1ogm4lJhj8LAGN7WdqlSCsPz8fGRkZAgK7FKpzuWiNhqBlNDNGoSEIomImU/09PRIlsVoNDJNQLzbhVKfg4qKCk2iCIULOc+ndnLmjdi7VyJYSk0cIq1ZD+WkQGhiw8q23NzcLOua/sKhlJkRnwRMCLmTaqH+l+yw3bBWAr3br1idyFHmDAZYfY9/X6K0n4o1FPeK//d//4dnnnkGzz33nI9AdMkll2Dfvn2aFo6IPsQ01lpnAOU1+IcPH0Z1dbVH+yokkPijJlIDa3DzDxEoF6mY//z3I3TPUE1+5KLX65Gfn8/cLzYRMZvNPkKwmL2z1ADPL9fLWfUQen9SIQcNBgPy8vIGhEZdSPj1j1SjxeqQ2LtXsuIjNXGItGZdC+GSVR/eyfy88a8P3j9FDv7llfOuhb49uWE4/ftffiUr0u8tGhAzcZT7PpVkex+osFZNWb4etOLDRrGwfujQIVx66aUB29PT01WZHhADC7GoBXa7XbOlPZbdbG1treQHLdceUwitYj/LsUPlTXhCGYs3mAg3QhkzecTqQ8hcRUxoENOk8uHn5GjzrFarz8BQWFg4qCJUCAm/7e3tPho+rbSehYWFARNepWZCUsJkpDXrQqtAYuEOhepDqJ9xOBzMftI/BClrzNTpdD6/hQRsue/a32a4u7tbUhEgtpJFmnXxvtn73Yv1k1LKnMEA6/lZ9vqx1IaUorhXzM/Px5EjRwK279ixA8OGDdOkUET0ItXJa7W0x+oM29vbJTUSwcQX1kqAkCNoa5lUhUUwCW7EOk6WsC82yLMcjcQGNL7epUwqhO6rdkUkWmHVk/dzamGzzpOenu7zW6lDXLTbrAOB+Q9YyobMzMwAwZq1bC/27WdnZ/v8ZpnrcRyHkpISlJWVoaysTHDiLOddC30XTU1Nkn5GalZo5CS+GSyIKTu8J3VyclYMZqTi9XsTDYnnohnFwvr8+fNx9913Y9euXdDpdDh58iReeeUV3HvvvbjzzjtDUUYiSpBjfqIVYhp6Ke19MLNzrQQIOaHY+E49VPHdecxmMyorKzFy5EhUVlbK1jYLCfqAeAIqsUkWS4gXe06+3qVMKqIp+2yoEJsw8s+phc06fx0pHwEppOLeR1pDK2RXzno+VhsVau9i7fn48eM+v8XC2p06dUrUiV/OuxZr/2LvU+zdsL7xwTY5FoPVB/qvPrH6UJ5Yy2RKqEexsL5s2TLceOONmDZtGux2Oy699FLcfvvt+PnPf45f/vKXoSgjESXI6Vj8NUdqETO3EXO+DDZZiVaa9aamJtH93loELdO7a42QRs/hcCgelFlCSWNjo+j75IUGKWE80oJfOBCbMPLtU6tJixbXkTLvYgky3333nex7BAPrG/UXtktKShSFnxNzbveeIDidTrS0tDCP9a8/f+FazjuS6rdY70htnzSYJsdiOJ1OQaWRkG+O2WxGQUGB4HXkKHUGMqz2YLfbg1YGxBqK46zrdDr85je/wX333YcjR47AbrdjzJgxmmkBiYGLyWTSzFFPbHDs6OgQ3J6eni7qFCkHltZeSZIiPt20EMXFxWFPXx9M+nlWZ8vKYsrqB1jv02q1MpfjvSdesSCMSyH2rLwgr9VkU4v6lrNiJNQu+KgpapzE5eKdJ8KfvLw8lJWV+SQDYn3PQtulBFY+h4LYcYmJiYIKC+/8BnLedTAmRay8BmJjfax8j0oTeimZ7A0mlLaHcCVEG4go1qy/9NJL+Oabb6DX6zFmzBhceOGFMBqN6O7uxksvvRSKMhJRglQ4QZvNpkm8dSmNEwstEnKwNPqsCYLSY1NSUgI6Iy1MDlgEe21WZ9vU1CR4DVZEFjX2+UKZR73xts+NBTMYOaH4tDLj0mK1h6Vh9t7O+laUfG9qYLWL5ORkz2Q6LS3NZ/VLbqQoqURo/LtiCdvJycnM5FNyBHHv7VLCkth+Vl4D1opILMXJVjqZZQnrg12IZ/XbrAlfrEz21KBYWJ87dy4uvPBCvPXWWz7bOzo6cOutt2pWMCK6cDqdzLiy3mghZKoVsLRY3WFp82w2m+zn8nfM80aoMwqloBnstfnMoUIIaSZZEVnUvBvvupKyz40VzbvUhJQlKIYrwoo3rPjh3m2PtVoVaidTVrsYMWIE8xw5kaLk9JP8s7GecejQoUEJ4kraPOs+UpN8IfO4WIqTrXQyG2q/pGiF1W8DgX1ZLE321KCqB3/44Ydx880346GHHtK4OES0ooWtqlzUxJ/Nz8/X5ENX4zzpT0ZGBuLj4wO2szrzUAqaWlxbbhQQsYgsYlphIfx9D2JBcy4HsXoQExSVCr/Brsg4nU6mTbh322O1w1ALfnq9PuA7NxgMon2IHLMTJeGLxa4n57uVEw1Gqs8SSqoESH9v9D0qg7UaIZa5eTAgZrOuhSN8LKFKWL/pppvw8ccf49lnn8VPfvITzbItEtFLODWUajp8//jFwZCbmxvU+Q6HQ3DCwSpjKB1M1SQK8keuVkhqAFfiz+BfPilBKVaEBzEhTuxZ1diOKtku97i8vDyfdyum8Q9lpAyhZERSCYrkaLulcisAZ78bsevJ6RO0iPzT09ODQ4cOBWyXmiwMtpUsh8OBY8eO4dixY7JyhaiZzAp9E62trZrlJolGlLYHudl8YxHFwjqfrOGiiy7Crl27cOTIEVx88cU4evSo1mUjBijBLu1Femkw2CXLUCY5UooWiYLkTibUDvBykBKUBpvwwELsXbCeVU2EpGDrk3Wc/0Q4UlkvWRpwMc24VJ2IOa16wwvYUteTCrkqZ0Ilp88SSmYn9c1rGc8/0tTV1aGmpgYtLS1oaWlBTU2NZDZupZNZsVWvwRy+UanNOssXilAhrHtn3Ro6dCg+/fRTlJaW4oorrtC0YER0Ec7stJ2dnYrP0VIoC3YgUirsh8rBNNoSBen1etV1yHq/vJARzeEvtcZsNqOiogJFRUWoqKjwCHFCdVBYWBh0hKRQIvbdhnLFVo7zqz9qnZz98TYNC6afkWsqIxbnm0comZ3YZEGreP6RxuFwCOYOkdJ4K/UNEWsbQiaTgwUxm/W8vDzBcwbbaqhWKBbWH3zwQZ+BNDU1Fe+88w6WLFmCSy+9VNG1PvnkE8yaNQtDhgyBTqfDhg0bJM/Ztm0bzj//fCQlJWH48OFYt25dwDGrV69GaWkpkpOTMWnSJHz++ec++7u7u7Fw4UJkZ2fDaDRi9uzZknGxYx2xuOf+BPOxOZ1OVXZ8Wmrogh2IhCYbYqnaQ2XCodV15U4mpO4nFtLSGyEhW0k0jsEOK0oH4BawysvLPf9XK6gH23bkri7p9XrmoG2xWEL2blmO5GLhIqX6BSVOvLyPgdj1rFYrqqurcfjwYcGkSHInqLzQrVSh4XQ6fcJX+pef9VwDCTGtNmufGt8QsbpX46M1UBBrJyxz08G2GqoVqoT11NTUgO0PP/wwtm7dquhaDocD48aNw+rVq2UdX1dXh6uuugqXXXYZDhw4gMWLF+P222/HRx995Dnm9ddfx9KlS/Hggw9i3759GDduHKqqqnxsoZYsWYL33nsPb775JrZv346TJ0/i2muvVVT2WENJzONgPja1nb2WH3gwA5HFYhGcbIg5V0ppjdWiVcxtufUhdT+xcHy5ubk+gqYQYpOdUIa/jCaknrOurg61tbWwWq2ora2VXM5nEawZjJLVsczMTOa+UAl/arTaUhMQJWUV8zFQ0p7lZieW0rD7J7OTmiho1bdEmq6uLuY+1kqoGt8QvV7PnDhH2uzTG34CqdUqiVg7iaXVUC2QFeTz3XffxYwZM5CYmIh3332XeZxOp8OsWbNk33zGjBmYMWOG7OOfeeYZlJWV4bHHHgMAjB49Gjt27MDjjz+OqqoqAMDKlSsxf/58TxjJZ555Bh988AFeeOEFLFu2DB0dHVizZg1effVVXH755QCAtWvXYvTo0fjss89w0UUXyS5PLMFHSfEWIJOTkwUzU/b29qr+4NQI3Vp/4GoFFbFVAbvdzgy7x2uN/c9taGgIyg5Uq5jbrA7XZrMhLi7OkzRF6n7p6enMOPz8ZNpqtSIrKwtlZWUBx6hxrhxsSTbEBMakpCRBTW1ubq7iZGX8QOovMNpsNkmfB6fTyXzPQu9QrD22t7ejra3NJ/65FrC02sFmQBbCP6kS/00LmV8AytqzmPZb6LosOjs7PW2ENVEwmUyee2jVt0QSoTbgDcskSq1vSGFhITo6OnzMu8Sij4Ub/+R5QPBmdFLthJV4K5zw31BcXBxcLpesbykSyBLWr776algsFuTm5uLqq69mHqfT6UK6pLNz505Mnz7dZ1tVVRUWL14MwF3pe/fuxfLlyz374+LiMH36dOzcuRMAsHfvXvT29vpcp6KiAkOHDsXOnTuZwnpPT49PByqV+CIUPP3WFjy2pRY6nPEb4HD23wB0nv9w7v/xP+G77ez2wOM4zoXUuH6suOlSTJt8vud4//TKXT19uHf9xzjRpYMLZ23uOABxut3QxXnfTYzA4ziXC5zXc/nuPHOWDgDHQRcXB51uj8BV/E4QvJNwaThwnnbsfU58/Oei9+nvdwGc62wBvfw74uJ2eoRencBFOBeH/v7A1NMJCTs9Tt26M6UDgNzUOLxwz3UYms8WnCztDvxi7Q6c6k0A57WIFhe3R15lnH00uDjpQVin07l9WvzeUVz8njPlB/pd/RB+tb7vKS4+XrCILpfrjN+M+/g4nQ5xcZ+D4zivgYHzXCk+fteZevMvq/etOa8PQGC//7nsXT77hmcl4uVf3wJDCltI+vRgLZY8vwltPQAndlNPUTm4XFxAGXS63YDO16fo7L49iPN9YMmy88f19/vX6WeIZ7wbvh75Mgp9e3Fxu/zK4vW9cSL1fua54uPjodPpRN+P8LP47uM4F/r7+nBOdjzuv/Yin6hC/gP1a5t340//2gN7n+7Mc/HldhPPf08c0O8lnPiUwa9AvGAQUDadDnG6vfCue+8+Pv7MtwTAr80DcXE6r75CGBfnAudy+R3hVbc+1z37Hbmfc9fZfp3jBMf6hPhdnkt791dnr3P2mjpWH+9VujgdMHtCMX57q7gS8E+vfoT1n36H7v442X0bx3HgvN5nwDvS7fE0SN/a4uDq9313OnCIO2N7Lj5G+NaZDkB8/DavX8rGK8+xOum6FNvHcRz6+vsF30lcXDzi4uKY70sfB9w141zMmfm9gH38xIbjODz2r93Y19yHPiR4xoSzfQV/r7NtOBz437885TQevXmKoizf4UKWsO7dIURy5myxWALsG/Py8mCz2XD69Gm0tbWhv79f8JiamhrPNfR6fYBZR15enmgyixUrVuDhhx/W5kFUYmm1oc8kP1a1WuwAbn9xN95L02Ps2LEAAkMqPbzhAOqShgECcsjA0a0MXGwArvnD69j7xELmMT/920acMg4P2D54LSSji329wM/+8BI2/N98wf29/S7c8vxO9CUXA8oTvEaMwCnlwGU3BzyzcS9+MfMCAIFa04ZTNvzqw3roDEOZ11DT36n9BkNZ9/K9ktiEwmhpzSFgzLY9mD11ouD+j/cfxlNfOKEzst+RGsLVT2pR75Hmd1uacMm5TRhe5Ct78UrNV//7DXb2DgXOWLyx6jbSskNLmzuMqf9KUjQwuHPdasjy5cuxdOlSz2+bzYbi4uKwluEnl01Akv4Lt0aAA1wc5/k3x3Hu30DANgBev92aAf43d+acnp4edNhscPZz2NtfCmQU4ZMDh2AymZCfn+/jgMtxHI70ZgBJQGH7lzivxNe8Q6fTITcnF/EJvl7uAVo/zvuf7h/OHvfSpP+xnLeu/azyFrk5OdB5mWlwPtc8u4GvF9/yCB/b53Lh1JllfO97ZmVnIz4+7kyduWf/rv5+WP0iKZy9j85zDaPBgJSUFM/78Ht8AO7oF3a7w/O8RoMRycnJnmvyx1vaHdjXWwhrUiFs9i6YjIE+JK32bpxKzAEAnNP1JcoKzr6j3NxcZpproXfU19+HluYW0WP50gm9o6ysLM+Sck93D9q8Igv5vyOezMxMJCYmntnv3tbj7EFbWzv8Sc/IQG9vLxyeujv736ysbLfGi/NuP77rNoGPzAVsFzyXg991zv6qPtGOY0ml+KKdHV1k895D6EvOhMt5GrOH9sCc4Zt8iqVh6ujo8PVnOHPbjIyMgKhNHMchJzf3TLv1vY5PWxT4Nvr7+2G1WgPekdls9miiT506hb6+Pk89CCj2PSQmJiLdS0nifc+u092we9m5c8zvRAeDIRXJXjkLAt6fz3P57nN5Xe2Tw1Z0ZgzHzgYnfgFhc7pn390BnT4FLlsLbhyTDHunr98F/47M2e46aW5pDiiDkEIyKzsLradaA4415+R4ooN0dXWh3cvPw5RmQkqq+7m7u7vR3n52H3+N9PR0JCUnC/SfZ//R1t6Gnp5Ae2S9Xu/Jvnz6dDc6Ozs930JaWhqSknxnlBw4OBxd6PJqiwZjGlJSkn36K/6+Sr8/APjocAd6M0qw5j/7mcL66nc/g06XjbjWo5h7URHivVZ1xbS0drv97Aq5wDtKSUlBekZ6QF329fV73rN3+f3HIv9n6+vvg7XlrHkYv8toNCI1NZXZl/hfx3+fS6S9+9S0SH/V3d2Dzk6b1z7f6xjT0jwTWf9+4/3aHuhM+Vi94b94fNFPPPu8zam2HOkA0rKQ1PINbrhoGBITE3D69Gm0t7cHvKOMjAxN86awcDgcARYSQ4cP8fw72kwoZQnrf//732Vf8K677lJdGCn8hUbAHZfTZDIhJSUF8fHxiI+PFzyGt7vKz8+H0+lEe3u7j3bd+xghkpKSIu6lXDl8KCqHa6s94Dly5IjHAfD//WMX+jNLsOeIBZNGtwQ4wFg6+4AkI7j+Xjx225VIFDBpHjlypOzMl944HA7PKog3+fn5ASsfoVyqqqur87FnZNlRd3Z24vDhw5LXq6yslPzw/W0GWc/ncrlQuvQNxCWnYcvur3DNZRcEHLN5/xEAQF/bSfxu3uU+wrnSdyP3GVl4P7uca2VkZKC8vDxgu9PpRHV1dcD2iooKwTYTybCFh+pOoOrZL8AZc9BqcyDLFGiLufXLOgBAYttRPL7yXtnXZtWDkN9DsN+IWJs8duwYWloCJ3EsysrKmH4bra2tsp1hjUYjRo0aJfu+LJ56YyP+vK8fXfos5ve5v74VQCaGcC145I67BesdAIqKitDb2ysYVcxkMvkIBXxfIla3rHfMl5NVX2J1zCP23vjry+mLpMqoBQv+9CI2tgHHbGyda11HH6AHJuUBv5v3Y9nX/vrrryXDgwo9SzDPzQpAoGWdqaGhoUHUskCsXdUs/TtqAVQf97X/9zEbjs8AAFxZmoR7fnoF0tLSgmrDWiDVf0Va3vNHlrD++OOPy7qYTqcLqbA+efJkfPjhhz7bNm3ahMmTJwNwawYmTJiALVu2eGzrXS4XtmzZgkWLFgEAJkyYgMTERGzZsgWzZ88GABw6dAjHjh3zXCcW8Y71akQ3OgA0dQp7gx9qcGuS+9oaUV56CY4dOxZwjFrfBZaZlclkQk5OjsfBzmg0hqxzU+J8JueDlrOcJsepiycuLg6JPR3oT05DzXHhjG/7DrvfSYKjOUCLrrQTCqbT8ncKlLpWfn4+M3IOH8HDfxLFajORdNwaWVoIV8+niEsyoPrIcUw5vyLgmJoGtyCYo1e2EM6KYCEkBPT1aWs4wV/P6XQqEtQB8agXSiJi2O12T5xytVitVqTFOQHEg0s24VRbOwryAkPJNdh6AT1Qnp0MvV6PnJwcwefmOI4Z/tdfe8f3JWKIORJnZWUFFa2HX60Tghew5PRF4XDqHlVkxsY2oEvHLnOHy73vvDL5macbGhpkxfEXCgwQzHOLRbSKlLAuFoqSR6xdFWemotYBtHb7quP5c7p7XeBS3fYv55XleLYHm3wwWMS+g5SUlKjSqgMyQzfW1dXJ+vvuu+8U3dxut+PAgQM4cOCA5z4HDhzwCH/Lly/HLbfc4jl+wYIF+O6773D//fejpqYGTz31FN544w0sWbLEc8zSpUvx3HPP4cUXX8Q333yDO++8Ew6HwxMdJj09HbfddhuWLl2KrVu3Yu/evbj11lsxefLkmI4E4x3z1JTgFrRPdbuFIP9oIPXN7QCAxP7TTEFJ6xCMvId2VlZWyDPlKQndKCf+fE5Ojqb3BACD7kyovjPvwp9jze5Vkowk33enJnKO3MQqQvjHVhcLYVZSUiIqxLAmUayJYSTDyOl0OsR1u9/BN8eEB0Kr3f1uCzICzZjEEAuB6U8wcehZSbUsFovirIupqami7U6v1ytaAQg2l0N9fT2GDTGD6++FLi4eO/Z8KVhP9n53GyovcIc2ZIWZVJobor29PahQo8FEYxELw2uz2TQL1aoFo0vcNtD9SSZB52mO49CX6BaAx5bLM0uVI5zyCEU7C2aipEWdOZ1OdHZ2ahaWVs63zIruBACluSb3dVyBuTGysrLQ2O42k3L1duOCcef4ZMGNZOhGse9gyJAhzH2RIqI263v27MFll13m+c3bhM+ZMwfr1q1DY2Ojj9a2rKwMH3zwAZYsWYJVq1ahqKgIzz//vCdsIwBcf/31aGlpwe9+9ztYLBaMHz8eGzdu9HE6ffzxxxEXF4fZs2ejp6cHVVVVeOqpp8LwxNGLt5YhOzUexwHY+93Nwz/e9ymHu5NI4ro1T/PO0p6Gc5ar5JmEMv/5IydDndJOPEPvdjI92S6sHTrV5Z5EZKXGo6KiIujQWGazGX19faoSVvlrjVj2iLzwwhLaWIMKKx59pMPIJbtOoxtAbaNweDh7XxwQD+SZlHmXioXAFEKt1o5V3w0NDYr9dQoKCiSPEcse6k8wUcd4oTM5KQkueyvi0/NQa2kTrKfeeHdbLc5123JrJYgKCYF82fR6vaTWMZh+l58YCbUhi8XCFGL8rx2O8I2V5UXguEboEvRoancgP9O3XjpO90IX7x6nhhfJ06wrmegJ9S3BjFHB1pm/eZLYSqSWWK1WFBQUCD7jiEIzUHcazkRf00peuXLyVCeAOLi6Ojw5BKJBa80KT2swGBTllQkXqoT1EydO4N1338WxY8cCZncrV66UfZ2pU6cKzpZ5hLKTTp06Ffv37xe97qJFizxmL0IkJydj9erVspMxDXb8NWh5piTAAZw+s/To7wDSetq9FG6I62cKompTKIcz/jELoY84mPvLGUCVduK5xkQc6wNOOYSFlo4eDogDjAmcjz23WhtmtZllgcDnFzPNUOOFrzQecrhIS3ChG0DDKWGh9zTcz5ifoWwClZGREZDzQIxQ1INYfGp/UlJSZA1+YmOBP7W1tarbsnd9JDjt4JCHk632gHrq7XeB07vfTWme2xRCqSCanp4uuBLCWoLnyyDVBwntV6KVFHPgc7lcsq6ttaJGiIK8XLi6bIg3ZOCb+kbkZ47w2X+sxV23/ac7UZArvYIJKAu7bLPZAoTLYMaoYOpMaKXLYrGgu7tb0MdHLnInoO3t7YJZR0eXFAA7vgP0Keju7Udyonvs5ydFbs16GuJ6OqHT6TwTUiWmn6HCZDKhrKwMDocDvb29yMrKikpBHVCRwXTLli0YNWoUnn76aTz22GPYunUr1q5dixdeeMFjzkIMLE6cOOHzOz/d3ZH3J7iX5/1tnm1n5mdpiZxowhw1HD16VHB7uNNYm81mH41FQ0ODoCbKP/OfP3IHUKWdeN6Zd8Qv0/vDb0/mfOtNbVZPpWYPPJmZmQHPz4pEI3UvlrYxIyNDcTbKcJCR5J7kWruETaX6eK1tTrriaw8bNkzWcaGaZMqdKGRlZWHMmDGyjlU6SGqRoVbvcmu4W+yB1zl1Zhvn6kdJgXtSoFSzzlpRkGPvL7cPUoPYNyj3GdVkgVVKXFwcdD3uKEFHGwNXMWsb3PXo6uqQZeusxASGxz/CUjAZroOBdf329vagsl3LLTfL5LO0MA9cn/tbaTh1NqIT33+0dLqvH9/X5bM9UvXIw2fpraurQ3NzM1JTU6NWUAdUCOvLly/Hvffei+rqaiQnJ+Ott97C8ePHMWXKFFx33XWhKCMRQpxOJ9ra2ny2DTmz1Mglu+0E/Tt2e7975mw26JmaJovFonggtVgszDTl4bY/FtIkCwkHBoMBJpPJZ1tGRoZk+m9/lA58BWe0sd0Q1ip3n9Hamg2B54dz4iMk8EkNqizNO8vGEQjU9GqVLjsYslLd301HT6DG2NHTBy7BXTdl+cojH8h5hxkZGSHJPqgEPhSgHNQsP6tpy97nJJ/x/Wg73R9wrYZTboVDv6MduWf8TpTWSWJioqCZgpgZDI9YH8TSSspt82LfYE9Pj6xrszTMWn93iX1uU7/j1kAF0LFm99gV32uXlUxHTXvxf1fBaMeDEVDFru8/oVCC3DphmVBmZGSg3+F+D/zkyZtTDreQn8T5tgvW8wQz8ZCLmD9OtKJYAvrmm288Tp8JCe5YmUajEY888gj+9Kc/aV5AIrQIaTELs922Z7r4BNi6+2E0Gn2EpG7P8n2qZh1ITU2NqJlFuO2PxaIxeFNXV+ezimAymVBeXo60tDRFGialAx9vQ9ubEOic2O/i0HdmO6+B90bNMrVaD30h4Uuv14vaWUpp3r3p6+uT/a7CDW+L7ugPNAnjtU0uZzeK8uUt33sjZ/Lq79yrFC3MGVhCKQslwj2groze5xjj3f2KrTfwWt+ddGuxXV3tnnIpvZ/dblfkJ+Jtiy8m2AWrlZT6BuVcO1yaUX5C1dgW+D3zmlx9v7x2Jvb+WOFs/b+hYFYUgvU1YJlPqc36qSSqE6s/da9+uPcdbTo7hvHtgFdWpOr6fLaz2mAwTvFyYbXRcNxbLYqFdYPB4HmYgoIC1NbWevZptURHRJbszAz0d7ltARta3YkjzGYzKioqUFhYiN4Et+BWnG3wSaThj5xIKYC8ZbxI2x8L4XA4AgRsm82mSjOgdODzaGP1BvT0+dqtW+09gC4OnKsf40f72jKq9bbX6/XMSBgsxBxaxeK8syYGLG1IMFqlUFJwZoWKn9x6c/yMkNHf2aLK7lquQBSM4BRMFCAeJaEjhd6vFEps53m8hS2T3i3knOYSA76LuqZ2AEB8j80jDKmpEyWrgt7vS0yw08JenBXLWu61w2GzDpydUPETXG94B/vUuOBDlLJWdTo6OnwEuHCtKPjjdDqZk1+xMIRiKOkfmpqamM/IT5ZOWM/6Z/DtwNbnbv9pCS6f7YB4KMtQIvZNhtvkVi6KhfWLLroIO3bsAADMnDkT99xzD/7whz9g3rx5MR36cKAi1Gj1ej2407yw3on6+npYLBbU1NTgUN1xuOLdpheluRkA2HaZcjVKUqHohOyeQ42cGLBaanSVRoMpG5ILrt89GbL6DWINZwawfvsp5GRrl1xCqXZdKIkUD6uOxN41qxP1N+PiCVe8XhZDz3wffQmpAc6T357JVdDfaVVlJylXCA5WcDKbzT6RtJSiRIhghikV6UfUaMK8ha2s1DPZQl0JAdc5dmZCldTvG9febDbLNi8yGo2KBn/vNhtqm/BgNeMsZYzS+PtSZCS7+8DWrsA232R3lyE9Qd730NjYyNwntqLn3V8FU2+hOBdQ/52zzmM5ILP67bOrH2cVVXz7dcB9j6wkLqD9hiP8pxBiK/XRqBgEVAjrK1euxKRJkwAADz/8MKZNm4bXX38dpaWlWLNmjeYFJEILqwOIc7o/ysYzgh9vomLtcmtx+7s6YM4UX7Kura2VtdoitfQdCacPOQOllkkdlEaDMZvNZ+0E/UIDHre6312frSUggU4wTnlig5l/LHkpDT6rjsQEQ7FO1N9vIBocTMvyzzgfJ+jR7udkWms5Y2vbY4toPHg5KF1R8UbJt8t6v6mp4nHolWrCvI/nfTqcCcYArWVDm7vvM+oCvxc5z6U0qoXBYPCZmIhpcJubhZOhKakLVrtjCbT+12YJbmr8lcQwG9zKoTZnYHlbz7wyc4r0N+R0OkXHI6PRKGuVi7VyKkfIC8ZOW+z6WpuJKl3t47Xmjbaz/ZzT6cSpU6fQHe9u07mG+IAViEg5mbLqMpxR55SieJQYNmwYzj33XADuzuWZZ57Bl19+ibfeeivoJVMi/LAarf60W/NX1+HbCZywuTUYfe0Wj5AtpkmWIxxKDcaR0JDKWeo0GAyCAr2aWOZKl5RTUlLQ3+qO4rPrW1+nmAN17t8uW4vgREhtR8h6DykpKRg6dCgqKysVO9YqQczOVihLZKRtDwvzc9DbehIA8MXxdp99hy3u8hp16t6FXLt+LQY9uYKAf1tTanLFciCWirjEWllh4f1NlWYlg+vvBadPRctp39WPhk63YiInNXCYNBgMoqZcwNmwf3L7L/9wt6x3Z7fbmdlSlWgFWe+VZWrhf22x59LSX6Qs092GOnRG9PafLXO/i0N7v3tfiVm6zxX7FsxmM/R6PXOVmH9WVghbuUJeMHbaer2eOUlkTd6kYNUJq39hKlnOZGFuOH32W2lsbERbtwtcvB4c58JQs/t7ibQvESDc1xQWFgblkB9qgkqKZLfbAz54fw0XEd2w4qGbupvRCuDgaRP+779uodXZDxxrd3coPQ3foKDg/wGQFqalkrKILU0ajcaIzHTlppQuKytDWloa2trakJmZqVpIZSVo4P0FBM/pOA7gfKzb04xv2najt98FZ58LXxxzv6/kzgZB7VkwCav8y5iTk4OhQ4d69st9V2ImRGKTnfz8fDgcDh879bS0NMEoQpFM4Q24BYCehq+RmDUEv3rrC5xTmIHefhd6+lzY0+wCoEN+vLrIB3IFQC2WdOVeIysrC0OHDkVPT48n47BSzGYzTCaTzzWkhJiWlhbk5+fLvp93UhtzZjqce2qRNKQC89fvR2m2Ab39Lpx29qO5z23CMyJTuI8sLS1FdXW16L3455CDv/DP0nyzTKDy8vIU1bmSFR2hiZfBYEBKSopPQj2pMqpheJ4J/Q2dQEoarnnqf8gxJqG3n0Orw4n+uET0d9txznDxCR0g3o55IV0q4ZEaUy1/WO/Ibrcz/QgA90SB5Z/D+30pVRSJZX/2z+VgMBiYZS8z6fAFgDZXCm74x2dIjAfaOjpx6rT7+k7LERSMChzHtFydVorZbEZKSkrQCQPDhWJhva6uDosWLcK2bdt8ZuAcx0Gn0wWVWY4IP6wOrFRvR6PlCJLyh2O/xXew7D9tg+vQVuTmupNKGQwGJCcny9bIeCO1NBmMvWwwyNV019XVeTp2m82Gzs5OUVttMYQmumJJIoqdx3G00wpHmhkf1/hqVnpbTyLbdiTgnGCX+YSEKTWo7aSFBixWuM9I2x4aDAbEH9kO18iL0QSgyecd6dB9rBojMtRFcRDLQsnDawuDhdcGSiXF4ifWwd7T/xpyVgekBB1vvFfNhgwZgo7//R05s3+L71oc+K7Fd/LU+cVHGH5FqeB15DjQJyUlydYk+gsLLM03S+splLBGDKkVk7KyMiQmJop+5/n5+airq5NdRjWUDytDxxN/Qdb0n+NgQ2D4RtvON1D8g/mS15HTjqUSHoXLqVYIqe+gvb1dscDJuqZQoASHw8GcEIwuK8RL/3wfpgk/xM7vfOPhc65+dHz2JnKv+zWAQL8MJZMCLfHPBqs2yVq4UPxF3XTTTeA4Di+88ALy8vJUhwwiogNWx1VeVoINf/sVJv7wZ7juZ3Oh0+mgjwcOff0Vnvn7/agoK/L5oM455xzs27dPURZCQLwDkpv5MBTIyRAoFA2mtbUVubm5qmbpcrX5PJUjS7HzhUX46d0P4sezr0dCvA76hDh8sOFtPLvyPoy97FLB5woWLQQy3oTIX4MlVW+sOsrLy/MxDVAb9UZrRheYsGPNnVjyx9W4YNLFSEzQQR8fj6efWIkPXn8cJQ89qPraBQUFksK6Vki9l1DWtxxBqLW1Vbaw7t2GMjIykNxWi5NrFuKRJ9aifMQo6BPikBgfh18vXYj6Le+g5PZ/Cl5HSghXqumWG22FpRHv7e0N6n7+yFnVDIfwOmbMGHTufQ89DTVY9/a/kZCohz4hDvE64KZrZsBWV42hQ38v61osjT/fxyrtg9Wgts6kVkJYmZzFUKrBZq18jhkzBm2b74Sp4wj++vRatLS0oOe0A50d7Xjknl+A67DAbDYHCOL8BMAbsUmBVkRD9lSlKBbWv/jiC+zduxejRo0KRXmIMCIkbAJuDe+oUaPA9fVg33svoiTBHbrM5XLh4MGDcJ22CUb+KS0tFdSyiGm9WB1UVlaWag11uFBrysFCaSc+fvx4uLqfwcbnViDLUQ+Xy4X+/n589NFH4Hq7MXbsWMVlCCdlZWXIzc1VtAzJqovMzEyP70OkTKeEGD9+PLZv3453/vYb9Mycif7+fvT392PHm68Brn5ceOGFqq/NMp3i0dLpTEqQEEtfHyxSzwmcDa+nJtb1yJEjsWvXLrz9+HJcdNFF6O/vR29vL6o/3gAAuOCCCwSvwzIh5OEdc+UIREomOyxnRKX9jpzVGSmUOsarITs7G0VFRThx4lu89MgiDB8+HP39/bBareioq/aMV1I4nU5JW3+pPlisz5c7WVRbZ1K+GWoUWyylSXZ2tmBUH1ZbHjt2LOLidKjfvRnvrPwVEhIS4HA4cPz4cfS1NmDMmDFITEwM8E9j1ed3332HyspKxc8jl3BMyrRGsbB+wQUX4Pjx4ySsDwJYH4rNZsO4ceNwzjnn4KuvvsI//+mrWUpISMAvfvGLgPNYWov29nZmRyY0EEeDo4ecmXck7e0A4IYbbsDDDz+MxsZGPPnkkz77srKyUFVVFXBOpE1D/PGPgCGFUHvJyspCTU2N53c0LWfeeeed+Mc//oHa2lo88cQTPvvGjBmDyy+/PKjr83aX3s/Po+W7Flqu9kbNErwSePMrq9XK9HFpbm5GUVGR6HWcTid6enp8zCF+9rOfYdeuXdizZw/27Nnjc/yPf/xjj0+GP1Imn7zwJWZ+UVxcjIyMDEEBgSVQsDSoavqdtLQ0prBeW1uLoqIiUTOYcJmF3HPPPViyZAk2btwYsO8Xv/iF5MQJYI933uZiLNMmpasWYrDqpq2tzWMr7o/YRAMILvoVS2miZOUzMzMTt912G5577jm8+uqrAfuvv/56AAhwFhfLqdHe3h6ylfVImjOpRbGw/vzzz2PBggVoaGjA2LFjAzoOPlIMEf2Ide5xcXFYvXo1Nm7ciObmZsTFxSEuLg6JiYm4+OKLBWe9LDvFtrY2Ua2XVnbQWiJn5q3WlCOYe3pjMpnw+eef480334TVakV8fDzi4+NhMBjwgx/8QPB64c4EGwrMZjMSEhLQ0dEBg8EQ1cuZo0aNwu7du/Hee++hs7MTCQkJiI+PR2ZmJm688UZVS9f+GAwGSZOtYBFarvZGi+eQQq/XIy0tjSmsNzU1ITc3l/nc/jaqPBdffDHee+89HDhwAN3d3Z7vqLCwEDfeeCOzPFLCsffAzysfvAV2qUklS3DIyMhAa2trgJ2vmn5H7Bm6urpw+PBhWWX15/jx4ygvL5c+UCZ33303hg0bhv3796O3t9fzHVVUVGD27NmyrsFSJnmvCkmtlmqhoBFyYgXcjtItLS2Cq8pS9uredvVKcTqdcLlcATku0tLSfMooFf1o9erVuPTSS/HNN9+gqakJcXFxiI+PR2VlJSZNmoSMjIyANmowGJCYmCg4SWptbQ2ZsC7lSByNKBbWW1paUFtbi1tvvdWzTafTkYPpAITv4L07fW/vfqPRiJ/85CeC5woJkFKhvOQuE0YDcmfeSjs0MdQkiCgqKsKSJUsCtjudTsFIFdGsOZCLt1MvSysYTcuZ55xzDs4555yQ3iPUE14p++xwRVKQar+sfkYqO2pBQQGuvPJKxXHRhYQuQHiylJ+fj6ysLNnviOU3AwSawjgcDtlmQP73yMzMlDSxYE2AWUKk2ugkLHQ6HX70ox/hRz/6keprsJRJ3tvDsVoq5MTqjZDfk5x+W02fx3KyVGPTnZiYiJtuugmdnZ2eSZ43LAforKwswVWDUMqSUo7E0YhiYX3evHk477zz8P/9f/8fOZgOcJxOZ0Cnf/r0aVmRH1iZT1kdv1gor4Hmlc2jtZOKmGZd6aA3EDUHcmD5WfgzGCYlStHC8ZeFVH2Ga8VGys6a1c/IiciiRtjxNiFISkpCfHy8qCCuxTvS2t42IyNDVqx6oeuLtYtTp05FVTg8OYK40ATMWyMslowq2LC1/scorTulfZ7Y+BVMG1NqYsLKs8LnKQhFnxYTNuv19fV49913MXz48FCUhwgjYjFjKysr0dPTg9OnT+P48eOC5wp1JqyOXygWLxC9XtlyPmatP3iWoKEmZvFA1BzIQc5AFy2RYAYTUjbB4ZwciQnrwYQMVPsMak1QpGD1jSx/HrXlDyZmv16vh9FojIpEN1pRVlYGvV4Pi8WdXK69vR1WqxUmk0mTZFRyOHXqlE/YYqn6VdPniY1f4bTpFmt/jY2NIUm2GUwW2kihOIPp5Zdfji+++CIUZSHCTCg+SNa5VqtVMLmJmI1gJJFTN1p/8HKWaeUSqTTOoYbVsZeUlKCoqAgVFRUDYlVmoCHWptPT08M6ORJrw6xySgmk0TiJZT0nL0RqhVA2R3/E6ofl1CuVeTbcyO0TnU5nQB3X19czExIpzWcgZ3J0+vRpn/FFyyRTPGJml6w24Z8pWgilY49erxfMtA2w5YZgCDYLbaRQLAXMmjULS5YsQXV1NSorKwMci4KxKSPCCyshgc1mE7XvBNgdjthAOpDs1qXirIfigxfzjFfKQNQcyEFomdrfyXSgmFENJMTMT6Lpm1ZrjhONg7TSbzWYJXyz2YyOjg5BgTQjI0M0OpeQ7xPgFnDHjBmjqjyhQG6fyBrDWJFilPopyfUT8I6wJKWwUbMaLWV2qTRJH48a3yux6ylp13y0JzFTNC2y0EYCxcL6ggULAACPPPJIwD5yMB1YiCUkEEPLGWg0h1DinfZ4Lb+3MB2KD54V4q2hoUHS3ty7k+LPGaz4O/UKCQmRNqMajLCSMIUrVKmc+zkcDkHhSWqlLhSay2CRmzmWJ5g+0+FwiKayF7MdFvJ9Atza4WPHjjFDX4YTJcoVVj2yZBs19V5UVCQprHubjsr5xrS2t1Zr5inm9M8aH5OTk5nXk1u/FovF5x0XFhbCYDAECO7RLHOIodgMxuVyMf/UCOqrV69GaWkpkpOTMWnSJHz++efMY3t7e/HII4+gvLwcycnJGDduXEDc1dLSUuh0uoC/hQsXeo6ZOnVqwH5+EhJLqDU1EZshi3UqQvvCkVQjGGw2G+rq6lBXV4fq6mpPRxSqD57VmYmtWFitVlRXV+Pw4cOorq5mOkFJXWcgIBXVg2egP2c0IrQ0Hgn/AF6IFaKhoUHVSlQwtu6hRO7kP9j3IDUWiH1PYvtaWlo0N2NQgxLlilA7LywsFEwSJHZtMcTaMI/3SoccUyWlY4+Uw62aMc7pdKpKssUK0ZiSkiKrXfsL6oC7L+DHRO8yRUs/phRFwjof3/TgwYOa3Pz111/H0qVL8eCDD2Lfvn0YN24cqqqqmMLGAw88gGeffRZPPPEEvv76ayxYsADXXHMN9u/f7zlm9+7daGxs9Pxt2rQJAHDdddf5XGv+/Pk+x/35z3/W5JkGEmq1Sd3d3cx9cjohb6J5lsty8OK1TKH44JXWh1AZxZJnREO9BoPcgVEqNTehDrPZjMrKSowcORKVlZURMzcSE2KF2oiSmOjRhNx2LGSyoASp+hFTxMkJpxlplParZrMZFRUVHj+YUAhy+fn5kmNlbW0tamtrA8okZJYkx57cGz5imDfBRgwT65/F2pherxd8Jn/bfSFYqybe1NfXw+FwoLOzE06nE52dnT77/X9HI4rUCYmJiRg6dKhmpi4rV67E/PnzPTHbn3nmGXzwwQd44YUXsGzZsoDjX375ZfzmN7/BzJkzAbizA27evBmPPfYY1q9fDwDIycnxOefRRx9FeXk5pkyZ4rM9NTU14lkyI4mQEw0A0SyFPGJLVvw1hGhsbITZbI562zAeqWVAPnukf+a3cKJEq5OXlxf12gMp5ApV0bIyMxgJZYhIuYi1AzUTNTXhUcOB3HYcrD+QwWCAXq9nasEdDgdT+6k2nKZW8CY8iYmJzGywSvEPJ6wmeZUc+Nj7J06cYJrFtLe3o6GhAUlJSaKrikrN/6Qihqkxg2F9e/n5+arfi1R2ZLljoFCWZx6h2PbRhuJe7Te/+Q1+/etfy4p1LIbT6cTevXsxffr0s4WJi8P06dOxc+dOwXN6enoCBMWUlBTs2LGDeY/169dj3rx5AfHgX3nlFZjNZowdOxbLly9HV1dXUM8z0GA1cFbiAm+ksoqxJnNWqxU1NTWoq6uTLEc0mDFIaWP45zlx4gRqampULf/5I2Y3KoSSiXNmZqaKEkUXer3eJ6QZi2jVlBLaINYOhATcaOhP1BDOdlxQUMDcJ5WhVuzcUJoY1dXVoaamBhaLBcePHw8weeBRMs4IrVaK9e3BKgb0en2AktEfi8WiufmfWMx4QN2qN+v+3lliWbDamFTb02oVNRpWgMRQ/BU9+eSTOHLkCIYMGYKSkpKAmci+fftkXcdqtaK/vz+gw83Ly2POgKqqqrBy5UpceumlKC8vx5YtW/D2228zBZYNGzagvb0dc+fO9dl+4403oqSkBEOGDMGXX36JX/3qVzh06BDefvttZnl7enp8GqLSJadQIMfzmQWrgSclJSE9PR0dHR2qyyUnNTI/i43mqCViEWFCFR+eFXGAtd174iPFYNE2Z2Zmipr6DAT7QyJ4WO1AqG+T6k/C7SQrF9Z3748W/aXYNaQUNLwZg9Bqbaj6claCNKF+mCUjCG1XKrRp8XxaWSvILYvT6WT2ofz3E+7EeiyttpS2W6txLVr7AB7FwvrVV18dgmLIY9WqVZg/fz4qKiqg0+lQXl6OW2+9FS+88ILg8WvWrMGMGTMwZMgQn+133HGH59+VlZUoKCjAtGnTUFtbi/LycsFrrVixAg8//LB2DxMk/st0cuzfvBFz7MzKyhIV1qW8weU0ervdjsTExKiPd8oydQlVBjRWxyQ0gFitVkUdVTRMgLRgoGpJCW1R4pwuNPHmiebJnVzBUQuBhdU/yO2PTSaToLAeKiWBWN34mwWxLAGC7UuUxlhnIWV6KgclgrTYc/PvS01iPTlZYqXuK3c7j1bjmpQGP9IoFtYffPBBTW5sNpsRHx8fMLtrampi2pLn5ORgw4YN6O7uxqlTpzBkyBAsW7YMw4YNCzi2vr4emzdvFtWW80yaNAkAcOTIEaawvnz5cixdutTz22azobi4WPLaoUBIq2uxWGC32zFq1ChZ1xBb4pJq/FL7DQYDUlJSmFlL+WsMhHin/pMiPoZ3qBxjWZki7XY7HA4HDAaDZ0Xl1KlTsq8bzQKJ1lDoxthA6TeYkpKC/Px8JCYmwmAwwOVyqVqVDCfBZBdVitCEprCwULZvF6sMrHCawSJWN9528k6nk2kPLlRmJRpWMfMfJWghKCrJUC3WXvh9ahRSwWjjWWVqbm4WbT9C91RDtOeBUW3ss3fvXqxfvx7r16/3icYiF71ejwkTJmDLli2ebS6XC1u2bMHkyZNFz01OTkZhYSH6+vrw1ltv4cc//nHAMWvXrkVubi6uuuoqybIcOHAAgPiHl5SUBJPJ5PMXKU6cOCG43W6349tvv5V1DTFzCz5pgxCZmZmyPjwpGzW73R7VkWAA8WgwSs1V5CL27Ha73SdMY7Tb2IUKuTGHicGNkmgW/rbNvAAQzYI6cDbhULjwj/ajJAgDKxKY2nCaUogJuN3d3WhtbYXT6RTtJ4WUI6x2Fcpwf1JmRnKR2+8JPSPg+0xqkhuxtPFy3j8rIkx7e7voyoPQPQcjijXrzc3N+OlPf4pt27Z5Glh7ezsuu+wyvPbaa5KOEt4sXboUc+bMwcSJE3HhhRfib3/7GxwOhyc6zC233ILCwkKsWLECALBr1y40NDRg/PjxaGhowEMPPQSXy4X777/f57oulwtr167FnDlzApxbamtr8eqrr2LmzJnIzs7Gl19+iSVLluDSSy/Fueeeq7Q6wo6YlgBwa/x5DawYrA7MbrfDYDAgIyND8D5yOxWWhpinqakp6h0exTQLLIdkvv7UwjsbCcX0jY+Pl+VkJMRg0jbL0aRQ6MbBj9xleiHb5oEQ/QFgJxzyR8uEOMFE+xHLE6F13yMV353vQ5VGcmG1q9zcXBQXF6O3txcZGRmath3eYVrMF0cOcvs9loDrrYRUY5YSrHkoyxlZbFzVSjET7Tbrike0X/7yl+js7MRXX32F1tZWtLa24uDBg7DZbLjrrrsUXev666/HX//6V/zud7/D+PHjceDAAWzcuNHjdHrs2DE0NjZ6ju/u7sYDDzyAMWPG4JprrkFhYSF27NgRIEBu3rwZx44dw7x58wLuqdfrsXnzZlx55ZWoqKjAPffcg9mzZ+O9995TWhURQSzhDQ8rcog3UrZlwdieAUB2drbkMawJQ7RoRcU0C8HWjxisSUywTkjRUq/BIkeTMlicaQk2ciN8iCkmoh2532y0rEaGc7VU7jVZkVxY4QRZdV5TU4Pjx4/DYrFoFv3LGzmR2KSQ2+/J+XbUvEtW4A25kwg146oWbSsnJyfqFVmKNesbN27E5s2bMXr0aM+2MWPGYPXq1bjyyisVF2DRokVYtGiR4L5t27b5/J4yZQq+/vpryWteeeWV4DhOcF9xcTG2b9+uuJzRgJgHtzf+YSqF4LXn3oJ9VlaWZ/YqFglFDgaDASaTSTRqDusjixatqJhmIS0tTdA2TwttC+v5gw0vGi0DerDIEbIGy7MSbOQu04dyYh1q5LTj9PT0qBE0whlBRCwCjRxYpqxy+w6tVyvFnKDlIrfscgRxlg8D63lZuVsA+ZMI3uzLezVJyhRMr9cHnJOQkKAovn+ocwFogWKpyOVyCdqKJSYmkjYrxMjVskglLQLc2gZvQT0/Px9lZWU+xwSbrXDEiBGiA6Ja7+9wIdWh+Tu9aOVExXr+YOzyBkNCJLnEkjNtLCO3/zAYDII2yNFuAgPIywgtJ4Z1uAjGZlkNwUzKWZM9oezULLRereTHXDm+Av6TDSWTIrXZSxsaGpgrCmJ1oSSkpL/Zl8PhEG0/Docj4Bylwne0R4IBVAjrl19+Oe6++26cPHnSs62hoQFLlizBtGnTNC0c4YvcBi+lMWJFkxH6IPR6fVCOWKNGjVJsmx4tWlGhTlsqzroWg1IoVha0WGKNFqTadySdv4nwoWSZvqysDOXl5TCbzSgvLw9QTEQzUn2vVs6JWhBOkyOhPlgJYkohucJeKMYqvV4vawLmv2qtZFIkZ1LFql/WOKdF9lIlyascDgeampoURUVjMRAm7oqlgieffBI2mw2lpaUoLy/3dHw2mw1PPPFEKMpIKMRut4t+tEqzZAYLK9NgUlJSSD3sQ0koM69qvbIwUOpULnq9XlQgHyy2+YQ4LA2okOmd1WpFbW2tz/8HCmKCo3fuh1gj2O+cJVw6nU7B/B/+hNLOWa2JltxJkZzxS6x+he7DcoRWorWWa9pWW1vryR4uFIxBKQPBJE6xzXpxcTH27duHzZs3ezKNjh49GtOnT9e8cIQvcj9EPqslHxPcn1CFHWQhtlwdzbZiYllKQ5l5VUttTXFxsWLzpYFATk4O0x9Cq2yARPQjNGnztyUOVbbhaEBJ9LVwEE7/gGBXIFnj0kBz6vWms7NTVqxwOatSYs8nNG5rIVfIMW1raGiQVCxmZWUhLi5O1qRcieY/kigW1gG3A+MVV1yBK664QuvyEBrCGpDUpvVVC+ujt9lsAQ4p0TSIsjptu90e0syrWoXxAgavlllN+DBi8CEnVFyosg2HC1Y4OyB6nPF5gg1MoIRgVyCDjVwTSm2s2j7MarWioKBAs3HIbDYLCrxCbTIjI0PQwVSJmZbUOxFzYuXhs7k7nU5JYT0jI0NR5vdIokpY37JlC7Zs2YLm5uaAD+aFF17QpGBEIGrsodvb2wPslVkaeqnY6GpheZWzlhqjZRBVqjnRcrKTm5uribDe3NyMvr6+AWWjGywDYUmT0AY5y+ZqkrtEE2Lt2eFwRJXNejgJRrMtltxPjrIk1A7Kcp7NaDQKjuVyMnHKncAWFBQICrxCbZJl7qLEDIYVEcdms8FsNsuyLrBYLB4TJaGJY0pKCux2+4AzIVPcWz388MO48sorsWXLFlitVrS1tfn8EaGBZUcnJdR2d3cHXIfVCYVz8BIzf4mWQZRlE8uaNGm5LKrUJElsQG9tbZWVWGUgwXperZOVENGNnGXzaI86JYVYRuloi2IRSsd7f5REbfGnqKhIdL+UQ36oI/CIvXMtyhCKePha+XGxTNuUtCFeqBeKaGcwGJCXlzfgxgnFmvVnnnkG69atw8033xyK8hAMWA1eqgH7C8ViH06oBi+hDlxMaxFNg6hQx9HQ0CAYo17L1QC5/gllZWUwGo3o7e31+JCwrjfQOicxhLQm/PInETvIETqCTdQSDRQVFQWVUTpchNvkyGw2w+Vy4fjx47LPkWOuKJUluaGhIWTx43lYWcR5srOzBZ0rtVxZVPI+tfLjErun3Gt5KymDycgbTSjurZxOJy6++OJQlIUQQe3A0tbW5iPQiznfhcphRmnYrmhy3GF1HP4OLlrHEpbT4WZkZHgGDD4JVTDXG2j4a01IUI89pOJFa5GoJRoQCyMbTYTb5MjpdIra9PuTmZkpK4a5nCzJofaNEeuzMzMzYTAYZLcJp9OJzs5OzxjFyoTu/0xyNfCslX81flxibUjuCjErKeZARrFm/fbbb8err76K3/72t6EoD8EgmI7BexbM0jIZjcao6PjNZnNUlINHycRBS+2RwWBAamqqaNbS9vZ2OJ1Ozz1TU1OZ7zfalsu1YrBoTQh1sOJF80KCmKIgmpQCcjCbzTCZTB4NYzS2+3CaHFmtVsVx1uUqLaIhS7KYgye/omI2m5GQkICOjg6kp6cLrrT411NhYSFzZdv/meRmpGXJJ2pWc8XakFhG9GDvG+0oFta7u7vxj3/8A5s3b8a5554bIASsXLlSs8IR0iQnJwfYpfvj/QGyjg2lDZ4Sra5WWUAjgdbao6KiIhw+fFj0GG8HYp1OxzwuWpx2CUJL1JpdRJtSQC7RPjllCbAOh0PTvp2VsKesrAxJSUlMk0AlWngxwpUROj09XVBY58eauro6jyBttVqRlZXlE0xAqJ5YgR2EnklqMsyjpQ0865y4uDh0dHTIukaogmVEEsUt98svv8T48eMBAAcPHvTZJyYsEMHBEnhHjBiBo0ePorOzU3C/f7xh1nHZ2dnaFFQAJaEIo03bpWRFQ2vtkZy68HZEHUgh3ghCC6SEBFa/WVBQELIyxTJ6vV4w0pfWNt6sfjkxMREGg4EZbUyu4kjquHCZFYpNRh0Oh6AgnZub69EsKxm/hJxqWec3Nzf7OOnK1cAHg5JniTY5QgsUC+tbt24NRTmIICgtLUV1dbXgPpvN5jGVYDV2k8kU8mWjzMxMWcJ6tNmRKvnote4gWGGsvPFe9hQT1qOtXgmCGJywxhItV/ekJmm8Xbq3wK7Exp+PxsJy8AxXLgexJFNimcj5dxBsFDBWPTc1NSE3N9dHEShHAy8HlgmS3ASKAyXJkVJI3TZAkFruFQthxZ/L0q4OGTIk+AJKILdzGygaYH9nxlA5e5nNZua79Y8TK6btGYyaBoKQChenVTg5Qj6hCAuohvz8/ICwfUoQK2+4nsVgMAg6UBsMBsm45iynTxZC3wS/Ki51vJbfGUsol3OtgZTkSCnaGHARIUeqAzSbzUhJSRG01eOPGQjxhqOpLAB7lq/X61FRURGW5Aq8k5G3liQ5ORmjRo0KKJOQJj4ao0YQhBZI9YvRIjjGEnx0Ku/+ymAwhCW0rX9CoGBs/FkZOYHw2kSXlZUhNzc3YKzJyMgQDFnJr7YqFZRZ3wRrVTxUicdYK8Ssd56Tk4OkpKQBl+RIKSSsDxDkpHE2GAyinWQkBy659xgog2hLS4tP51FSUqJYc6OEiooKtLe3i3r9A2cjRvBli5YoPwQRCljZkanNRw6HwxFgfsFvUypM8Snju7q6kJycjNTU1LDZixsMhoB8GjzhHqf4sd0blnKmoaHB42irBeFOPMZ6v6zIaNnZ2YNaSOchYX0AIRW6S8tOUmvkzPKjcZBldXj+s/z6+nofZ95QkJGRISsJilDsaYIYrJjNZvT19XmW/BsaGpCQkACz2Rz2JD2EuNZbyTjkH3LQOxIIK1a61kJ0eXk5GhoafDTs0bRSKRTFjXcyVRqu139VgkeO1lxLzbqSgBTA4A1L7A8J6wMMsWU9sU4yMTFR1Fkm0p1PVlaWrGQV4UaJZiAa6pEgYg0h21x+8kxmMOFHizpnhWbkYZmn9PT0aK6YKiwsRE5OTlTGtxcb81NTUzW5R7g164A7Mo1cYT1Wxl0S1gcRrM6wp6eHGS0GEM9qqhVSS5dadSxaE8loMARBSCOmPU9LS5M0HyS0hWXPrcTOWyi2eCSJ1vj2YhMjpeOR0kmW9/aBYGI70BkYoTcIWbA6w5aWFtHzwhEZgXc6YhEuO0Sl8FnkpCABgCAig5SgIDfkG6ENWphESCX6YxGt40io0GJixMPSggtFm/Mf7/j4+mLHKIGiNQUScWF99erVKC0tRXJyMiZNmoTPP/+ceWxvby8eeeQRlJeXIzk5GePGjcPGjRt9jnnooYeg0+l8/ioqKnyO6e7uxsKFC5GdnQ2j0YjZs2fLXnKJZtTOMMPVwbHsqFNTUyNuUy8GK7trRkYG8vPzUVFREVLnUoIg1GGxWARNZJxOZ4RKNPhhCX0sM0whTCaT4vsO1Ky0wSCWMVaraDCAu27FwmBarVaf76ywsDCoMVGJLBMrgn1EhfXXX38dS5cuxYMPPoh9+/Zh3LhxqKqqQnNzs+DxDzzwAJ599lk88cQT+Prrr7FgwQJcc8012L9/v89x55xzDhobGz1/O3bs8Nm/ZMkSvPfee3jzzTexfft2nDx5Etdee23InjNcCM1u5ZwTLkGZ5RxZXl4elvurhRVKqr29HRaLBTU1NVG3bEsQsQJrsLbb7cw407EywEcCsUQ6cidJajTrLKVKLNLQ0KBoJUOOFlyv1yMtLS3gOCH/goaGhqAmxEqCJJAZTBhYuXIl5s+fj1tvvRVjxozBM888g9TUVLzwwguCx7/88sv49a9/jZkzZ2LYsGG48847MXPmTDz22GM+xyUkJCA/P9/z5z3D6+jowJo1a7By5UpcfvnlmDBhAtauXYtPP/0Un332WUifNxwo1SxkZmaGqCSByFlOi0bkdAakrSOIyCDmq6P0HCJ4xEwHWQ6RPHwmTDUr3WIZnAcrYm3c5XLJEnjlhh12Op3o7OwMGOdCkXhMKCOqEHl5eVEvP2hFxFq30+nE3r17sXz5cs+2uLg4TJ8+HTt37hQ8p6enB8nJyT7bUlJSAjTn3377LYYMGYLk5GRMnjwZK1aswNChQwEAe/fuRW9vL6ZPn+45vqKiAkOHDsXOnTtx0UUXMe/t3fhsNpuyB45Swu3YKRV+MhqR69EeK17pBBFNsHJQsISFUIdYJYC0tDTFq41CJktKiDV7dUB80tnf3y9L4JUzcfUPo1lYWOiJ3sbS4DscDqSlpUleWwi5gn5ubq6q6w9EIqZZt1qt6O/vD0hlm5eXxwzLVFVVhZUrV+Lbb7+Fy+XCpk2b8Pbbb6OxsdFzzKRJk7Bu3Tps3LgRTz/9NOrq6vD9738fnZ2dANwdgl6vDzDJELsvAKxYsQLp6emev+LiYpVPHlqUdliR6OBYy2nRymBL6EQQgw2z2YyKigoUFRV5fEjEMjISoUVpdJBgBfVYRWwVQ65CUWrcYpm5WCwWWK1Wwazp/DFqV5tpLA0k4g6mSli1ahVGjBiBiooK6PV6LFq0CLfeeqvPzG7GjBm47rrrcO6556Kqqgoffvgh2tvb8cYbbwR17+XLl6Ojo8PzJ5Tmd6AxEExQogE5vgBUlwQROXih4cSJEx4fEpbvUzhC1cY6LM2okLZdKE6+EDqdTtU9BztqtdeAvHGLVa8NDQ2isfDFztWKWHrnERPWzWYz4uPjA2zTmpqamMlxcnJysGHDBjgcDtTX16OmpgZGoxHDhg1j3icjIwMjR47EkSNHALgznzmdzoAUwmL3BdwzPZPJ5PMXjUjZBPKUl5dTBBMF5OfnMwX2YD3fCYJQj5Dmr76+HqdPnxY8PhbNJaIFq9UaoG2VO2bl5OSI7o9VbSzruVkySkVFBTOqixBqspBKlU0KuUJ4LL3ziAnrer0eEyZMwJYtWzzbXC4XtmzZgsmTJ4uem5ycjMLCQvT19eGtt97Cj3/8Y+axdrsdtbW1KCgoAABMmDABiYmJPvc9dOgQjh07JnnfwYTazGKxDMuBKVjPd4Ig1KNEuxbtYWIHC2JClL+iTC55eXnMiGKFhYUxu7LJGsvj4+MFY58bDAZFZqhqZYVgQmnKmSBkZWXF1DuPqBnM0qVL8dxzz+HFF1/EN998gzvvvBMOhwO33norAOCWW27xcUDdtWsX3n77bXz33Xf473//ix/84AdwuVy4//77Pcfce++92L59O44ePYpPP/0U11xzDeLj43HDDTcAANLT03Hbbbdh6dKl2Lp1K/bu3Ytbb70VkydPZjqXDiTkao0oUYgypNJfx9JyHEFEE0o0f7zShggtYgKev3mSEu1oeXl5wAq4t7NjLMJq/zabTZPY56z3I1Xnwaw2y5kgtLa2xpSSLKKxjq6//nq0tLTgd7/7HSwWC8aPH4+NGzd6nE6PHTvm0xC7u7vxwAMP4LvvvoPRaMTMmTPx8ssv+8y2T5w4gRtuuAGnTp1CTk4Ovve97+Gzzz7zWUJ7/PHHERcXh9mzZ6OnpwdVVVV46qmnwvbcoUQoMoIQsRjmKhiklmqDWSokCEI9SjR/ajI7EsoRE8B7enrgcDg8KxxyFR18tK3CwkLk5OQMqIhioYTV/v0DZjQ0NKjSRrNkCqlvqaenR/UqltwJnN1ulx2PfaCj4ziOi3QhBiI2mw3p6eno6OiISvv12tpa0eXGysrKmO/klNDa2oq6ujrm/pEjRwbl6EMQhDqcTieqq6tlHUv9Xvior69nhm/09gGS6lt56N0Jo6T9qx2nlNyDp6ysLChB2j9cZCjuEQ3IlSVJHTgIcTgcooI6xRlWjtRMnzTrBBEZ1GRuJkKPmMlRYmKi599ytKg0ZrFR0v7VOmTKdQL2JlhHbrPZLPlcseQsThLGIETqw6I4w8qRWmonh12CiBxyfXDItyR86PV6pl2zt3lEW1ub5LXIKVgcOfUTTodMLRx+pUJ6BuPAOhAhYX0QIjXbpDjDypHSSMRSCCmCiCacTqfs9PT0nYYX1rI+r9yQ++78M5cTvshZ2Q3GIVOJBjsnJ0cTh18ppWOshUsmYT0GiaWlo3BAS7QEETnkastjObxfpGBNjhwOBwD55hU0ZonD16cU4VhZ0mrlXmq1LNZWyUhYH4SIdYAZGRm0pKgCsY5hyJAhYSwJQRDeyNWWk3Y2/LDsqZXkpqDs0NL09vbKOi7USYqCuYc/FLHOF6qNQYiYFiI3NzeMJRk8sDogmvwQRGTR6/WeaApidHR0MJPqEKGD1T/29PQwx6qKigq4XC4KzSgTOWNQMJMeuQJ4Xl6eZu9LajUl1lZbSLM+CPH2tPeHbDbVwcea9SY/Px/l5eURKhFBEDxywrelp6eHoSSEP6wxhxfE/ftVNVk2Y51Q5w/Q6/We/DdihEsZmJ+fH3NtgzTrgxCxJave3t6Ya+RaYTabYTKZKBkHQUQZUlo2g8FAWvUIIZRUh0xbtEWOEq6+vj4o/6rc3FxRZ2Cto82w5Bij0RiToVpJsz4IEftwT506FcaSDD70ej1pfAgiyhDS0AJAamoqysvLUVFREYFSEVI4nc6AxDf19fUxlUZeC8TCZHqjJl669z3EVrCCiTYjBEuOKSsr0+weAwnSrA9C9Ho9jEZjUB8mQRDEQIJf+eL7PaPRSJPqKIAlkPOrlEL09PTQu1NIqB0ynU4nWltbRY9pb2/XzBSGVmR8IWF9kFJUVISampqA7dnZ2REoDUEQROiR0v4R4UdMIGfFB6eM0MqRYwoTjFOmHOWf3Kg0ciHT07PQFzFIMRgMAYNWVlYWRS4hCIIgwoaYQM7K/EwZoZUjVWfhyAcSCr8QMj11Q5r1QUxZWRlyc3Nht9thNBpJUCcIgiDCiphALhYphtCWnJycoM6Xk8WbZIzQQcL6IMdgMNAHRBAEQUQEMYFcygaakI+UiUuw4R2lNPdFRUVBXZ8Qh8xgCIIgCIIIK729vWhoaBDcF2up5LVAr9eLZukNdrVC6vzU1NSgrk+IQ8I6QRAEQRAhgSV4t7e3M88hMxjlOJ1OdHd3C+5LT08P2uZbr9eLxjenCVZoIWGdIAiCIIiQwBK8WZm2zWZzzDsTqkFMWNYqQpKYSS1NsEILCesEQRAEQYQEoYRVhYWFzMghBQUFYSjV4ENMWNZKkGZdp7CwkCZYIYaEdYIgCIIgwkZDQwM5l2qMXq9HXl6e4D6tQmGyJl5ysqcSwRFxYX316tUoLS1FcnIyJk2ahM8//5x5bG9vLx555BGUl5cjOTkZ48aNw8aNG32OWbFiBS644AKkpaUhNzcXV199NQ4dOuRzzNSpU6HT6Xz+FixYEJLnIwiCIIhYRSiDKQCmcyll3lYPK3uoliYqZrMZlZWVGDlyJCorK0lQDxMRFdZff/11LF26FA8++CD27duHcePGoaqqCs3NzYLHP/DAA3j22WfxxBNP4Ouvv8aCBQtwzTXXYP/+/Z5jtm/fjoULF+Kzzz7Dpk2b0NvbiyuvvBIOh8PnWvPnz0djY6Pn789//nNIn5UgCIIgYg1yPAwfQprvkpISzU1UKFFR+NFxHMdF6uaTJk3CBRdcgCeffBKAe6mmuLgYv/zlL7Fs2bKA44cMGYLf/OY3WLhwoWfb7NmzkZKSgvXr1wveo6WlBbm5udi+fTsuvfRSAG7N+vjx4/G3v/1NddltNhvS09PR0dEBk8mk+joEQRAEMVhxOp2orq6WfXxFRQXlBgkSp9OJnp4eJCUlkUAd5ciVJSOmWXc6ndi7dy+mT59+tjBxcZg+fTp27twpeE5PT09AHNGUlBTs2LGDeZ+Ojg4Agd7Qr7zyCsxmM8aOHYvly5ejq6tLtLw9PT2w2Ww+fwRBEARBsBGzpRZCK/vqWIY034OPiAnrVqsV/f39AR9xXl4eLBaL4DlVVVVYuXIlvv32W7hcLmzatAlvv/02GhsbBY93uVxYvHgxLrnkEowdO9az/cYbb8T69euxdetWLF++HC+//DJuuukm0fKuWLEC6enpnr/i4mKFT0wQBEEQsQfLlloICgFIEIEkRLoASli1ahXmz5+PiooK6HQ6lJeX49Zbb8ULL7wgePzChQtx8ODBAM37HXfc4fl3ZWUlCgoKMG3aNNTW1qK8vFzwWsuXL8fSpUs9v202GwnsBEEQBCGBXq9HVlaWZAQYCgFIEMJETLNuNpsRHx+PpqYmn+1NTU1M7+KcnBxs2LABDocD9fX1qKmpgdFoxLBhwwKOXbRoEd5//31s3boVRUVFomWZNGkSAODIkSPMY5KSkmAymXz+CIIgCIIQx+l0ygrVSII6QQgTMWFdr9djwoQJ2LJli2eby+XCli1bMHnyZNFzk5OTUVhYiL6+Prz11lv48Y9/7NnHcRwWLVqEd955Bx9//DHKysoky3LgwAEAlIyBIAiCILRGbkSY7u7uEJeEIAYmETWDWbp0KebMmYOJEyfiwgsvxN/+9jc4HA7ceuutAIBbbrkFhYWFWLFiBQBg165daGhowPjx49HQ0ICHHnoILpcL999/v+eaCxcuxKuvvop//etfSEtL89i/p6enIyUlBbW1tXj11Vcxc+ZMZGdn48svv8SSJUtw6aWX4txzzw1/JRAEQRDEICYuTp5eMILB6QgiqomosH799dejpaUFv/vd72CxWDB+/Hhs3LjR43R67Ngxn4+8u7sbDzzwAL777jsYjUbMnDkTL7/8sk/a4qeffhqAOzyjN2vXrsXcuXOh1+uxefNmz8SguLgYs2fPxgMPPBDy5yUIgiCIWEOuZt17LCcI4iwRjbM+kKE46wRBEAQhTWtrK+rq6kSPMRqNGDVqVJhKRBDRQdTHWScIgiAIYvBjNBolj4mPjw9DSQhiYELCOkEQBEEQIUOv16OkpET0mI6ODjidzjCViCAGFiSsEwRBEAQRUsxmMyorK0WTHsm1bSeIWIOEdYIgCIIgQo5er8fYsWOZZjGUvZQghCFhnSAIgiCIsDFq1KiA5IclJSWUFIkgGEQ0dCNBEARBELFHYWEhcnJy0NPTg6SkJBLUCUIEEtYJgiAIggg7er2ehHSCkAGZwRAEQRAEQRBElELCOkEQBEEQBEFEKSSsEwRBEARBEESUQsI6QRAEQRAEQUQpJKwTBEEQBEEQRJRC0WBUwnEcAMBms0W4JARBEARBEMRAg5cheZmSBQnrKuns7AQAFBcXR7gkBEEQBEEQxECls7MT6enpzP06TkqcJwRxuVw4efIk0tLSoNPpwnZfm82G4uJiHD9+HCaTKWz3HYhQXcmD6kk+VFfyobqSD9WVfKiu5EN1JZ9I1RXHcejs7MSQIUMQF8e2TCfNukri4uJQVFQUsfubTCb6+GRCdSUPqif5UF3Jh+pKPlRX8qG6kg/VlXwiUVdiGnUecjAlCIIgCIIgiCiFhHWCIAiCIAiCiFJIWB9gJCUl4cEHH0RSUlKkixL1UF3Jg+pJPlRX8qG6kg/VlXyoruRDdSWfaK8rcjAlCIIgCIIgiCiFNOsEQRAEQRAEEaWQsE4QBEEQBEEQUQoJ6wRBEARBEAQRpZCwThAEQRAEQRBRCgnrUcjq1atRWlqK5ORkTJo0CZ9//rno8W+++SYqKiqQnJyMyspKfPjhh2EqaeRRUlfr1q2DTqfz+UtOTg5jaSPDJ598glmzZmHIkCHQ6XTYsGGD5Dnbtm3D+eefj6SkJAwfPhzr1q0LeTmjAaV1tW3btoA2pdPpYLFYwlPgCLFixQpccMEFSEtLQ25uLq6++mocOnRI8rxY7KvU1FWs9lVPP/00zj33XE9imsmTJ+Pf//636Dmx2KYA5XUVq21KiEcffRQ6nQ6LFy8WPS6a2hYJ61HG66+/jqVLl+LBBx/Evn37MG7cOFRVVaG5uVnw+E8//RQ33HADbrvtNuzfvx9XX301rr76ahw8eDDMJQ8/SusKcGcna2xs9PzV19eHscSRweFwYNy4cVi9erWs4+vq6nDVVVfhsssuw4EDB7B48WLcfvvt+Oijj0Jc0sijtK54Dh065NOucnNzQ1TC6GD79u1YuHAhPvvsM2zatAm9vb248sor4XA4mOfEal+lpq6A2OyrioqK8Oijj2Lv3r3Ys2cPLr/8cvz4xz/GV199JXh8rLYpQHldAbHZpvzZvXs3nn32WZx77rmix0Vd2+KIqOLCCy/kFi5c6Pnd39/PDRkyhFuxYoXg8f/v//0/7qqrrvLZNmnSJO7nP/95SMsZDSitq7Vr13Lp6elhKl10AoB75513RI+5//77uXPOOcdn2/XXX89VVVWFsGTRh5y62rp1KweAa2trC0uZopXm5mYOALd9+3bmMbHcV3kjp66orzpLZmYm9/zzzwvuozbli1hdUZviuM7OTm7EiBHcpk2buClTpnB3330389hoa1ukWY8inE4n9u7di+nTp3u2xcXFYfr06di5c6fgOTt37vQ5HgCqqqqYxw8W1NQVANjtdpSUlKC4uFhSCxGrxGqbCobx48ejoKAAV1xxBf73v/9Fujhhp6OjAwCQlZXFPIbalRs5dQVQX9Xf34/XXnsNDocDkydPFjyG2pQbOXUFUJtauHAhrrrqqoA2I0S0tS0S1qMIq9WK/v5+5OXl+WzPy8tj2sBaLBZFxw8W1NTVqFGj8MILL+Bf//oX1q9fD5fLhYsvvhgnTpwIR5EHDKw2ZbPZcPr06QiVKjopKCjAM888g7feegtvvfUWiouLMXXqVOzbty/SRQsbLpcLixcvxiWXXIKxY8cyj4vVvsobuXUVy31VdXU1jEYjkpKSsGDBArzzzjsYM2aM4LGx3qaU1FUstykAeO2117Bv3z6sWLFC1vHR1rYSInJXgogAkydP9tE6XHzxxRg9ejSeffZZ/P73v49gyYiByqhRozBq1CjP74svvhi1tbV4/PHH8fLLL0ewZOFj4cKFOHjwIHbs2BHpokQ9cusqlvuqUaNG4cCBA+jo6MA///lPzJkzB9u3b2cKobGMkrqK5TZ1/Phx3H333di0adOAdaolYT2KMJvNiI+PR1NTk8/2pqYm5OfnC56Tn5+v6PjBgpq68icxMRHnnXcejhw5EooiDlhYbcpkMiElJSVCpRo4XHjhhTEjuC5atAjvv/8+PvnkExQVFYkeG6t9FY+SuvInlvoqvV6P4cOHAwAmTJiA3bt3Y9WqVXj22WcDjo31NqWkrvyJpTa1d+9eNDc34/zzz/ds6+/vxyeffIInn3wSPT09iI+P9zkn2toWmcFEEXq9HhMmTMCWLVs821wuF7Zs2cK0Q5s8ebLP8QCwadMmUbu1wYCauvKnv78f1dXVKCgoCFUxBySx2qa04sCBA4O+TXEch0WLFuGdd97Bxx9/jLKyMslzYrVdqakrf2K5r3K5XOjp6RHcF6ttioVYXfkTS21q2rRpqK6uxoEDBzx/EydOxM9+9jMcOHAgQFAHorBtRcStlWDy2muvcUlJSdy6deu4r7/+mrvjjju4jIwMzmKxcBzHcTfffDO3bNkyz/H/+9//uISEBO6vf/0r980333APPvggl5iYyFVXV0fqEcKG0rp6+OGHuY8++oirra3l9u7dy/30pz/lkpOTua+++ipSjxAWOjs7uf3793P79+/nAHArV67k9u/fz9XX13Mcx3HLli3jbr75Zs/x3333HZeamsrdd9993DfffMOtXr2ai4+P5zZu3BipRwgbSuvq8ccf5zZs2MB9++23XHV1NXf33XdzcXFx3ObNmyP1CGHhzjvv5NLT07lt27ZxjY2Nnr+uri7PMdRXuVFTV7HaVy1btozbvn07V1dXx3355ZfcsmXLOJ1Ox/3nP//hOI7alDdK6ypW2xQL/2gw0d62SFiPQp544glu6NChnF6v5y688ELus88+8+ybMmUKN2fOHJ/j33jjDW7kyJGcXq/nzjnnHO6DDz4Ic4kjh5K6Wrx4sefYvLw8bubMmdy+ffsiUOrwwocX9P/j62bOnDnclClTAs4ZP348p9fruWHDhnFr164Ne7kjgdK6+tOf/sSVl5dzycnJXFZWFjd16lTu448/jkzhw4hQHQHwaSfUV7lRU1ex2lfNmzePKykp4fR6PZeTk8NNmzbNI3xyHLUpb5TWVay2KRb+wnq0ty0dx3Fc+PT4BEEQBEEQBEHIhWzWCYIgCIIgCCJKIWGdIAiCIAiCIKIUEtYJgiAIgiAIIkohYZ0gCIIgCIIgohQS1gmCIAiCIAgiSiFhnSAIgiAIgiCiFBLWCYIgCIIgCCJKIWGdIAhikLFt2zbodDq0t7dH5P5btmzB6NGj0d/fzzzmoYcewvjx48NWpmXLluGXv/xl2O5HEAShFSSsEwRBDGCmTp2KxYsX+2y7+OKL0djYiPT09IiU6f7778cDDzyA+Pj4iNxfiHvvvRcvvvgivvvuu0gXhSAIQhEkrBMEQQwy9Ho98vPzodPpwn7vHTt2oLa2FrNnzw77vcUwm82oqqrC008/HemiEARBKIKEdYIgiAHK3LlzsX37dqxatQo6nQ46nQ5Hjx4NMINZt24dMjIy8P7772PUqFFITU3FT37yE3R1deHFF19EaWkpMjMzcdddd/mYrvT09ODee+9FYWEhDAYDJk2ahG3btomW6bXXXsMVV1yB5ORkn+2PPvoo8vLykJaWhttuuw3d3d0++3fv3o0rrrgCZrMZ6enpmDJlCvbt2+fZP2/ePPzwhz/0Oae3txe5ublYs2YNAOCf//wnKisrkZKSguzsbEyfPh0Oh8Nz/KxZs/Daa6/Jrl+CIIhogIR1giCIAcqqVaswefJkzJ8/H42NjWhsbERxcbHgsV1dXfj73/+O1157DRs3bsS2bdtwzTXX4MMPP8SHH36Il19+Gc8++yz++c9/es5ZtGgRdu7ciddeew1ffvklrrvuOvzgBz/At99+yyzTf//7X0ycONFn2xtvvIGHHnoIf/zjH7Fnzx4UFBTgqaee8jmms7MTc+bMwY4dO/DZZ59hxIgRmDlzJjo7OwEAt99+OzZu3IjGxkbPOe+//z66urpw/fXXo7GxETfccAPmzZuHb775Btu2bcO1114LjuM8x1944YU4ceIEjh49KruOCYIgIg5HEARBDFimTJnC3X333T7btm7dygHg2traOI7juLVr13IAuCNHjniO+fnPf86lpqZynZ2dnm1VVVXcz3/+c47jOK6+vp6Lj4/nGhoafK49bdo0bvny5czypKency+99JLPtsmTJ3O/+MUvfLZNmjSJGzduHPM6/f39XFpaGvfee+95to0ZM4b705/+5Pk9a9Ysbu7cuRzHcdzevXs5ANzRo0eZ1+zo6OAAcNu2bWMeQxAEEW2QZp0gCCIGSE1NRXl5ued3Xl4eSktLYTQafbY1NzcDAKqrq9Hf34+RI0fCaDR6/rZv347a2lrmfU6fPh1gAvPNN99g0qRJPtsmT57s87upqQnz58/HiBEjkJ6eDpPJBLvdjmPHjnmOuf3227F27VrP8f/+978xb948AMC4ceMwbdo0VFZW4rrrrsNzzz2HtrY2n3ukpKQAcK8yEARBDBQSIl0AgiAIIvQkJib6/NbpdILbXC4XAMButyM+Ph579+4NiOriLeD7YzabA4RkOcyZMwenTp3CqlWrUFJSgqSkJEyePBlOp9NzzC233IJly5Zh586d+PTTT1FWVobvf//7AID4+Hhs2rQJn376Kf7zn//giSeewG9+8xvs2rULZWVlAIDW1lYAQE5OjuLyEQRBRArSrBMEQQxg9Hq9aDxztZx33nno7+9Hc3Mzhg8f7vOXn58vet7XX3/ts2306NHYtWuXz7bPPvvM5/f//vc/3HXXXZg5cybOOeccJCUlwWq1+hyTnZ2Nq6++GmvXrsW6detw6623+uzX6XS45JJL8PDDD2P//v3Q6/V45513PPsPHjyIxMREnHPOOYrqgiAIIpKQZp0gCGIAU1pail27duHo0aMwGo3IysrS5LojR47Ez372M9xyyy147LHHcN5556GlpQVbtmzBueeei6uuukrwvKqqKrz44os+2+6++27MnTsXEydOxCWXXIJXXnkFX331FYYNG+Y5ZsSIEXj55ZcxceJE2Gw23HfffR6zFW9uv/12/PCHP0R/fz/mzJnj2b5r1y5s2bIFV155JXJzc7Fr1y60tLRg9OjRnmP++9//4vvf/77gdQmCIKIV0qwTBEEMYO69917Ex8djzJgxyMnJ8bHxDpa1a9filltuwT333INRo0bh6quvxu7duzF06FDmOT/72c/w1Vdf4dChQ55t119/PX7729/i/vvvx4QJE1BfX48777zT57w1a9agra0N559/Pm6++WbcddddyM3NDbj+9OnTUVBQgKqqKgwZMsSz3WQy4ZNPPsHMmTMxcuRIPPDAA3jssccwY8YMzzGvvfYa5s+fH0yVEARBhB0dx3nFtSIIgiCIILnvvvtgs9nw7LPPan5tu92OwsJCrF27Ftdee63s8/7973/jnnvuwZdffomEBFpUJghi4ECadYIgCEJTfvOb36CkpMTjrKoFLpcLzc3N+P3vf4+MjAz86Ec/UnS+w+HA2rVrSVAnCGLAQZp1giAIIuo5evQoysrKUFRUhHXr1mHatGmRLhJBEERYIGGdIAiCIAiCIKIUMoMhCIIgCIIgiCiFhHWCIAiCIAiCiFJIWCcIgiAIgiCIKIWEdYIgCIIgCIKIUkhYJwiCIAiCIIgohYR1giAIgiAIgohSSFgnCIIgCIIgiCiFhHWCIAiCIAiCiFJIWCcIgiAIgiCIKOX/B1BROm4vB/z6AAAAAElFTkSuQmCC", "text/plain": [ "
" ] @@ -514,7 +514,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.5" + "version": "3.10.14" } }, "nbformat": 4, diff --git a/docs/notebooks/multi.ipynb b/docs/notebooks/multi.ipynb index 2e8ec6f..18476f6 100644 --- a/docs/notebooks/multi.ipynb +++ b/docs/notebooks/multi.ipynb @@ -125,7 +125,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "238ee5574a104a0e83a212127bae0cb0", + "model_id": "9238d5daa59846f4b61da59fa9b1d2e4", "version_major": 2, "version_minor": 0 }, @@ -198,7 +198,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "c6bc551524ce4ad5bd4613f31dfc0ff1", + "model_id": "3b9a579ec7614654a44be64ae9c89d48", "version_major": 2, "version_minor": 0 }, @@ -346,7 +346,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "1641a1072c2740fbac93079acf292b00", + "model_id": "08170c8a85be489ba96efa0a6618d5ec", "version_major": 2, "version_minor": 0 }, @@ -380,7 +380,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": { "tags": [ "hide-input" diff --git a/docs/notebooks/periodic.ipynb b/docs/notebooks/periodic.ipynb index e1c45b2..ce2b198 100644 --- a/docs/notebooks/periodic.ipynb +++ b/docs/notebooks/periodic.ipynb @@ -40,7 +40,7 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnYAAAHWCAYAAAD6oMSKAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAB7FklEQVR4nO3df3hjdZ0v8HfT9qSdppk0pEnatJRQGIJaZxRkdti9rj9mHX6sKzL7LHi9MOKi4oIKo8zOrIgCckd9VgQBxbsqg6AX2AviXfAOlx0FH9YRdIClimWg1NKGSdvQH2nCTE+nyf1j7glJes7JOck5Oeck79fzzANNT5KT05OTTz7f7+fzbcrlcjkQERERkeO5rN4BIiIiIjIGAzsiIiKiOsHAjoiIiKhOMLAjIiIiqhMM7IiIiIjqBAM7IiIiojrBwI6IiIioTjCwIyIiIqoTLVbvgFNls1m89tpr6OzsRFNTk9W7Q0RERHUql8thcXERvb29cLnUc3IM7Cr02muvob+/3+rdICIiogYxMTGBvr4+1W0Y2FWos7MTwLGD7PV6Ld4bIiIiqlepVAr9/f352EMNA7sKScOvXq+XgR0RERGZTsvULxZPEBEREdUJBnZEREREdYKBHREREVGdYGBHREREVCcY2BERERHVCQZ2RERERHWCgR0RERFRnWBgR0RERFQnGNgRERER1QkGdkRERER1goEdERERUZ1gYEdERERUJxjYkSOJoojFxUWIomj1rhAREdlGi9U7QKRXMpnE+Ph4/ueBgQEEAgEL94iIiMgemLEjRxFFsSioA4Dx8XFm7oiIiMDAjhxmaWlJ1+1ERESNhIEdOYrb7dZ1OxERUSNhYEeOIggCBgYGim4bGBiAIAgW7REREZF9sHiCHCcQCMDr9WJpaQlut5tBHRER0f/HwI4cSRAEBnQWEEWRATURkY0xsCMiTdhmhojI/jjHjhyNjYprg21miIicgRk7sj2l4T9mkGpHrc0Mh2SJiOyDgR3ZmlLwppRB8nq9DDRMwDYzRETOwKFYsi214T82Kq4ttpkhInIGZuzIttSCN2aQao9tZoiI7I8ZO7ItteCNGSRrCIKAzs5OHmciIptixo5sSwreSufYCYIAURThdrsRi8XymT2Px2PVrhIREdkCAzuyNbnhv9KCikKsjDUHGxMTETkDAzuyvcJVJuQKKgqxMtZ4bCtDROQcnGNHjqKl6pWVscZhY2IiImdhxo5sSWnoT0vVKytjjVOurUw6nQZwbH4js6RERNZjYEe2ozb0J1dQUYiVscZSCpIzmQwOHjxYdBuHaImIrMehWLIVLUN/gUAAQ0NDCIVCRdtFIhEGFgaTaysTiUQQj8dXbcshWiIi6zFjR7aiZ03Sqampop/j8Tj8fj8zdgYoHAqXKpOlYVc1XDuWiMhaDOzIVrSuKMFF6c0jNxQOQLUaWeJycRCAiMhKll6Ff/WrX+GDH/wgent70dTUhIceeqjsfR5//HG8853vhNvtxkknnYQ9e/as2ub222/HCSecgLa2NmzcuBFPP/100e/f8573oKmpqejfZZddZtCromqVDrHKzZtTCgBTqRREUcTi4mJ+WLD0Z1KmNBSuJagDgJGRESSTSTN2jYiINLA0Y5fJZLB+/Xp8/OMfx/nnn192+7GxMZx77rm47LLL8OMf/xj79u3DpZdeip6eHmzZsgUAcN9992H79u244447sHHjRtx8883YsmULXnzxRQSDwfxjfeITn8D111+f/3nNmjXGv0DSpTRTFAqFEAwG8ytNFFbJCoIgO9crkUggkUjkf/Z6vUilUvmfpQn+bLgrz4hWMewlSERkHUsDu7PPPhtnn3225u3vuOMORKNRfPOb3wQAnHrqqXjyySfxrW99Kx/Y3XTTTfjEJz6BSy65JH+fRx55BD/84Q+xc+fO/GOtWbMG4XDYwFdD1ZDLFE1NTSEYDCoGfB0dHWUftzCoA44FHUePHi0KCFnN+SajWsVwSJyIyBqOmhCzf/9+bN68uei2LVu2YP/+/QCOBQcHDhwo2sblcmHz5s35bSQ//vGPEQgE8La3vQ27du3CG2+8ofrcS0tLSKVSRf/IOEqZonQ6LRvwDQ8PI5PJVPRcpVk+VnO+Sa4KthLsJUhEZA1HFU8kEolV869CoRBSqRQOHz6Mubk5rKysyG4zMjKS//m//tf/ioGBAfT29uL555/HP/7jP+LFF1/Egw8+qPjcu3fvxnXXXWfsC6I8pUDg8OHDiveJx+PweDyaqjXLYYbpTV6vt6r7RyKRfKDOY0pEVFuOCuyM8slPfjL//0NDQ+jp6cH73/9+jI6OYnBwUPY+u3btwvbt2/M/p1Ip9Pf3m76vjUKp8XDhfDk5eoO6cDgs+5jMML2pknl2/f39aG9vRyaT4TA3EZGFHDUUGw6HV/Uum5qagtfrRXt7OwKBAJqbm2W3UZtPt3HjRgDAyy+/rLiN2+2G1+st+kfGkKpWvV4vhoaGEI1GTXuuRCIBv99fdBtXqyhWSZDr8/ngdrs5zE1EZDFHZew2bdqEn//850W3PfbYY9i0aROAY1mf0047Dfv27cN5550HAMhms9i3bx+uuOIKxcd97rnnAAA9PT2m7Dcpk+uZZnb2bHZ2FrFYDNlsllWxWL0ur1LFsRJp6HV5eVn29xzmJiKqHUsDu3Q6XZQlGxsbw3PPPQe/34/jjz8eu3btQjwex49+9CMAwGWXXYbbbrsNO3bswMc//nH84he/wP33349HHnkk/xjbt2/Htm3bcPrpp+OMM87AzTffjEwmk6+SHR0dxU9+8hOcc845OO644/D888/jqquuwrvf/W68/e1vr+0BaHBKPdOUhsONlM1m0dnZafrz2J3Surx+vx9LS0tle9L5fL6yASCHuYmIasfSwO53v/sd3vve9+Z/luawbdu2DXv27MGhQ4fw6quv5n8fjUbxyCOP4KqrrsItt9yCvr4+fP/738+3OgGACy64ADMzM7j22muRSCSwYcMG7N27N19QIQgC/v3f/z0f8PX392Pr1q245ppravSqSTI9PS17uxG91MphsKEcWJe2g1EzPz+v+nsOcxMR1VZTLpfLWb0TTpRKpbB27VosLCxwvl0FRFHE8PCw7O9isVhRFXO1SocVOaH/mMXFRRw8eNCUx+7v74fP52NQR0RkAD0xh6Pm2FH9UMrKhUIhtLa2IhQKrSqCqVRLSwuGhoa40kQJM7OWExMTcLlcDKCJiGrMUVWxVD+UgoqVlRUMDw/ng7qurq6qn0sabuzs7GRQV0CuGXF7e7thj8+KWCKi2mNgR5ZQWuGgdLL+3NycIc83Pz+PxcVFBholAoFAvsVMT0+PbEPoaoLrWsyXrDdS+x+eq0RUCQ7FkmUCgQC8Xi/m5+cxMTFh6nMVPj7n2BVLpVKriigKVROcsUhFH6UqZSIirZixI0tIWYnZ2VnTg7pSHCJ8k1xlbKly6ygr8fv9HPrWQalKmecqEenBjB3VXGlWwmjRaBRHjx5VDRjHx8dx8sknm7YPTmHEOrtKZmdnEYlEGNxppJQZZYNnItKDGTuqKS0ZokI+n0/3cySTScVVECSpVAqZTEb3Y5M+nGOnndKwNYeziUgPBnZUU3o+6Lu6uso2wJWzuLiIRCJRdrupqamGH+byeDymPj6DEu3kCorY4JmI9OJQLNWUng96oypi1R5/bm4OkUgEHR0dDdvjrqury5RjLa32QtpJBUXsuUhElWJgRzUlZSXMnGOnV6OuSmH2XMepqSlMTU0hEonk155lsFKeIAg8RkRUMQZ2VHOlWYly7TZqaXx8HF6vt+4/WPXOdaxGPB4vCp5DoRCCwWDdH2MiIitwjh1ZQhCE/EoQdltrtxEm/Fv5GqempjA8PLyqGTUREVWPgR1ZzsyWG4W0rqDQCBP+7fAax8fHWZlMRGQwBnZkqWQyibGxsZo8l5ZgplGqEJWWdKu1kZGRhszccdkwIjIL59iRZTKZTE3n1sm1QBkYGGAVosUaZV6jhMuGEZGZGNiRJcyuyCynv78fPp8vH0w0SlAhqWXxhBaNsrqC0rJhpYGtKIr8skFEFWFgRzVnh6BiYmICLperYTMldisQscOcv1rQsmwYM3pEVA3OsaOa0xNUtLSY992jkSfvu1zWvfVLGxc3yrxGoPyyYUoZPc7FIyKtmLGjmtOTnTl69KiJe3Js8n4kEkE4HDb1eexEaRjc5/NVtISbXsFgEMFgsCGHGuUadBcGtloyekREahjYUU1Jc4fC4bCm9VxrQWqe2wjBndIweCgUQktLi+mBXTgcbth5jRK1ZcPKZfTUFM7LA9CQgTMRMbCjGirNFLW1teHIkSMW7tGb4vE4/H5/3X8IKmWEpqamavL8iUQCbre74eeMKS0bJggCIpFI0UodkUik7HmpVozEOXpEjYVz7Kgm5DJFdgnqJHYrKDCDHYoUOGdMWTKZLArqgGNfOtR6/ZUrRuLxJmosDOyoJpwQNNkh6DGblBGyWq1WG3EStQBNrdBHy3vLCe8/IjIGAzuqCbsHTYFAAOl0uiEyG2YXpGgxNjbWkCtOqCkXfCmt0qGlstvu7z8iMg4DO6oJuSWsPB6PRXuzmrS0Wb0vTi+KYs3m05XDIcJiKysrZbcpPWaiKK4aui0VCoXqfu4oEb2JxRNUM4XVgNPT0zVprVGJel7iym5DcmzjcYyelVgKj5mWv2cwGKxq34jIWZixo5oSBAEul0tXUOf1es3bIQV2C4CMYrchObvtjxX0rsRSeMzKHb/u7u58ECiKIhYXF5klJapzDOxsrF4vxHozdalUCoODg+bsjIJ6DTjkhsSt0kgrTqip5ktEuWKYrq4uAMcygsPDwzh48GDdTzcganQcirWpel4vsrW1Vfd9ZmdnZW/v6+uD2+3G6OhotbuVV+8BhxUZ0FLhcLhuzudqiKKI5eVlXfcpHb5WW3bP7XYrLlNWr9MNiBodM3Y2VO/rRfp8Pt33mZubk729q6sLPp8PnZ2dVe7Vm+wQ+JjJDsPMiUSiYdfplUhZtLGxMV33K8wmqw3jSplZpfeOHc4DIjIeAzsbUlsvkt5U2JH/hBNOMOxxp6enDXssO7LLMPPIyAjGx8cxOztbN19atNI7r05Smk1WuiZI2dDh4WFMTk7KbmOX84CIjMXAzoaqWS/SCYwKUDs6OvL/LwgC/H6/IY87NTVV14GGXZoUA43TZqaQKIqKWTS9XC75S3i5Ktt6n25A1MgY2NmQ3AT3eroQGzUEVzokpTQPrxJzc3N1HdyFw2GEw2HF31sR+NXTdAMl0vCrUhatnNJjpDdA7Ovrw9DQEOc3EtUxFk/YVGHPN7fb7figThRFLC0tweVylW2oqoXWIalywuEwEonEqtsnJycxOTnpuKIV6ThrOWe6u7tlX7vX64Xf78/f//Dhw7LbBQIBw7Ns9dzXrtLh11LSMaqk2bRUJbu4uAiXy4VsNlsX1xciehMDOxsTBKEuLrh6mq+q6erqQnd3t+wHUSXD1JFIBOFwGG63W3WNTqdUD+qtpFYKhlOpFIaHh4seJxKJrArIOzo60NPTkw8kpcd0uVyYnJysaD3YepluIMeoKQjSMdJ7fAcGBpBKpWTPdad9gSEiZRyKJVNpzVKsWbOm7DZ9fX3o7OyUDbL09GcLh8MYGhpCOByGKIpwu92IxWLo6+uT3d4JRSuVVFIrzc8qNT4+jra2NtnbAeT/JoIgYGlpCSMjIxUFdfXOiKC10ikZkUgE7e3tql9g6n0YnKhRMGNHptIaFL3xxhuqv9fygSYNX09PT5cdolpaWsLs7GxRFkqpDYsTskhqldRyx01vFlWpT2Dh4xsx1FjPQ7HSl4/CYySXCS00ODiIbDYL4NjayoXHRs9ay1qmP9TzsSdqJAzsyFTVBEXRaBStra2qc4BK55QJgoC+vj4Eg0GMjY3JZo4SiYTsnDG5FTEKW6rYmZ5KaqPmepU+vhGZTScE0dXwer2IRqMA3gzM1IKuwoBamjpQKBQK6Z5np6Tejz1Ro2Bg50B6JsjbQaUfPoUZCrnXrDanTBAEnHLKKZiensbExETF+17YUsXO5LJBSllOo4ZJSx+/2sBAGkpfXFx0zLmth9z5qqdCXAoAw+GwYfNWC/el3o43UaNiYOcwTlpqrJoPn8JMmdxr9nq9mpZJ8vl8VQV2Tspi1LKSOhKJrDrv5IJLLUKhEILBoGzRhl3Pba0Kq8Hlzle94vE4Ojs7DQvqotHoqiFeInI2Fk84iJOWGqtmuK+wx1omk5F9zUpZp9Lbq130PpVKVXxfKwiCoFhgIjHifInH47KPEwgEdPXAKyxaccq5rZXUs+7gwYMYGRkx7HHlpgyUI1f8Ahxbt5lBHVF9YcbOQfROkLdSNfOtEolEPlOmNzgcGxtDNpstyvQEAgG4XC7da3JKz++UdidaiKKouY9gNBqF2+1GOp2Wbagrd97peXzgWI+8jo4OR53bWhg5j7GU3PzQco4cOSJ7u5My0kSkDQM7BygczpFjx4tztftU7kPR4/EoDvtJwRiA/LCkngrCUk4NLuRoDbhDoVB+iK61tVU2sJP7G+sN6MfHx5HNZhXnMtrx3NbCCS1ynFIYRET6MLCzudL5ZX6/v2jpLLtOepabb+X1eg0Z2pRes1omrrTlidryWeVo7ffmBOUCJelvNDU1hampqfw8N62FGZUEYtIcSJ/PVzTMaNdzWwul4zA4OKjYOqbW4vE4WlpaHD+PkYiKMbCzMbnhHCPXQ601Iz6kBwcHi/rNKWXiSqtwKxm+koyMjNTFRH4tSgNvKfuptTBjeXm54ucuDOrkijOcRKlK2efzKS5jZ4V6m2pARCyesDUtbSnsOsFcLihVW1fU7/cX/TwwMCBb9DA6Olr0OHLFEaFQqJJdVmXX41xKFEUsLi4q7mslrU6kYcVyhRnJZNKwIgGl4gwnCQQCGBoaQjQaRTQazU8PaG9vt3jPik1PT1u9C0RkIGbsbEpPqxC7zQETRRFzc3Oat+/v74fP50MkElmVEWpvb18VLJRmGUqzScDqjB2weqhPWkhdK7sd51JmtcLRMrxqRrGA3Y+3FqVrsw4MDKh+wbHC1NQUgsGg4481ER3DwM6G9H5I2mmCeSW96yYmJjAxMSEbiEjLKZVKp9NFq1JI/ySlcxH9fj+i0SgymQzS6TRyuZyu6k3g2Ie0y+WyZdNipVY47e3tRfurt4hE6zw3M4oF7HReV0Lpb2JH9RBEm81pjeGpcTGwsyE9w2V2qmyrNmsjN99H6cO9sGCiNCAURXHVXMTZ2VlEIhF0dHRgcXFRd1AHvLkUmRQk2olSYFU4P1AURaTTabS1tSm2vyjk8/k0Z/yMDsKcXDghcdIQZyaTQWdnp9W7YVtOagxPxDl2NnT06FHN29ope2RE1qb0MbQ0GC6d/6bWEy2RSFQU1BWanZ3VtRRULagFVuPj40gkEhgeHsbY2JimoA44Vsyg9XUKgqCrMbGaWCzm+A9NURQNW8O1FuphTqNZnNQYnghgYGdLLS3aE6l2Gq4yYl/kHkOahK5WFFEYzCnth8vlqjqokxi13qpRygXAlb5uPa/TqC8ZSsPvTmLG0HQ1vRi1cELvPSsoHRcnZWSpsTCwsyGtF/B6GK4qVO71qGVACoM5uSAnEokYGoyZ/SFbiUAggFgsZuhj6nmd5QL7rq4uTY9jt2xoJcz4wtXd3Y3u7m7DH1dipy+JdqJ0XKamppi1I1viHDsbkoa11LIssVhsVYbE6sm9lXzjD4fD8Hq9ZfdZ7bFLA0JRFOF2uxGLxZDNZpHJZAzL1AFYVZBgJ0ZmEfx+v67XKde7LRKJ4OjRo5iamtJcKR2Px+H3+x39pUXuWFTL5XJhZmbGsMcrlUqlHD8EbgZBEBAKhWS/WLLohOyIgZ1NhcNhLC4uyq7U0NXVteoD1w6Teyv5xt/e3q5p0rbSY5cGuKXHoVyAXInDhw9DFEXbXdAzmYxhDay7u7tx/PHH675faeuZ5eXlinrbpdNpeDweR1Uhln6xCgQCyGQyhrU3MXvFCjYrVhYMBmUDO2Y5yY4Y2NlYb2+vbGC3srJS9LPS5N5aX6TNyFKoPfbAwEBRUCd3HIwO6iR2+KZeuIZwNptVzYgNDAzI9gRUctxxx1W8X1LrmUpa30gWFxdVK5/tpvS1hkIhdHV12a5nXTl2OK/tSOn6w2NFdsTAzoFSqRQymUw+qFGrAq31hacwY7O8vCy7jmshPXO4yi1rVcvJ38vLy5Zm7fQETT09PQgEApq393q9VQ81V9v6pjQgsnM2Se61SmvtOg0zUMq0LqtHZDUWT9hUIpFQza4UFgIoXYxrfZGWlrMCgM7OThw+fFh1+0q+8aota6X0eo1qw1FobGwMw8PDlmRk9AZNbW1tuoYEy7WX0cKMINuuVZt23S+9QqEQg5Uyyi2rR2QHzNjZkJZea83NzVhcXMx/c7R6mKA0g1RuoXOpaMJISschEAjA7/djbm4Ok5OThj6nFZkkvYFEuaxpIaPOGzO+VEiPaXWRUCmjX+vatWuxsLBg6GNqEQwGa/6cRGQ8BnY2I4qipnlhcsGLVcMEchkktaBO+n0ikUAoFDJ0nUql4yAIArq6ugwP7IDaD3k7YbhMLsguXeZND6mHoR2KhEqVm1s6ODiIbDarOcDWGrj7/f58Gx89wbsczhcjqh8M7GymkmGdwqyRU9qcSKS5SEZ+QCsdBy1tZCrhcpk/o6E0S2VEkYpcZsjIDKRckN3e3l7R8Veas2aXuXfSax0fH19V8DQ6Ooq2tjbNj6V1ZRBpmbzW1lZd+1pIKvLIZrO2rPR2Amn9abfbjebmZttkkqlxMbCzmUqzMel0Gn6/3+C90caIDFKtPqDD4TAAY6tll5aWTO1rp5SlOnr0qO7X0dXVla+eVRruMzIDWRhka81G61XrjKnaULBcFTugPVjTa35+vqrHLg2Y7ZABdZKxsTHZLDSPI1nJ0uKJX/3qV/jgBz+I3t5eNDU14aGHHip7n8cffxzvfOc74Xa7cdJJJ2HPnj2rtrn99ttxwgknoK2tDRs3bsTTTz9d9PsjR47g8ssvx3HHHQePx4OtW7fapoJNy9qocvSsL2s0pQ8zvWo1Cd3v96O/v9+wxxsbGzOtiEKplU2lTZe1NAk2a6jXrL9vLYemk8kkhoeHcfDgwVXFM1YUUUxMTBjatLhR10CVCr/0vHa1vpGNehzJHiwN7DKZDNavX4/bb79d0/ZjY2M499xz8d73vhfPPfccrrzySlx66aV49NFH89vcd9992L59O7785S/jmWeewfr167Fly5aijvxXXXUV/u3f/g3/+q//iieeeAKvvfYazj//fMNfX6WktVGj0ajm++hZX9ZI1ba1KORyuXRfXPWSPpgnJiYMfVyzLuRKK0mYtVatmXOtlAIwn89X8WNGIpGaZevKLQZfiyH5WqiXKl+t1IL1QqXB3/z8vOrjci1ZsoqlQ7Fnn302zj77bM3b33HHHYhGo/jmN78JADj11FPx5JNP4lvf+ha2bNkCALjpppvwiU98Apdcckn+Po888gh++MMfYufOnVhYWMAPfvAD/OQnP8H73vc+AMCdd96JU089Fb/5zW/wZ3/2Zwa/ysoIgqBrMXSr1i416kPA7/cXtXcxYyjDyCBUjtFDgqIoKmaSjfx7d3d3o6ury/C5QaUNlF0u16qlmXw+X9kPSDXxeBwtLS01GfZS6xeZSqVMPbdqqV4CVC20NHcXRRHT09NF562WQqCpqSlDC8OItHLUHLv9+/dj8+bNRbdt2bIFV155JYBjb8ADBw5g165d+d+7XC5s3rwZ+/fvBwAcOHAAy8vLRY8Ti8Vw/PHHY//+/YqB3dLSUtGF3ajhRyV6ghArK9qMGgYrvUiaMeeuXBDq9Xqr+rsaPSSotL+hUAgdHR2GrfJx3HHHGT5HsFwD5VAoBI/HY8gyWbWan6n093W5XLKvtZoqYCvp+ULpdOWauyudx1r/rlzJg6zgqK9mUnuMQqFQCKlUCocPH0YymcTKyorsNlL7jUQiAUEQVg3/FG4jZ/fu3Vi7dm3+n5FztORozYRFIhFLJ+lWOidQC6OHhMoFXtUEdWYMCSrtr9RvrNy8Si19Av1+v+FBnZYvJVNTU4aufVqL4UO5c31gYEAxEAoEAuju7jZ9vwqFw2H09PRU9RhOaKdjFLXm7kZk+BvpWJJ9OCqws9KuXbuwsLCQ/2f0HK1SWodD4vG45ZN0A4GAKcGd0RdFs4LQSCSSr7Y1klIgIQiCpgrTcoFqb2+vKatyWDFHq1YfoNL813Xr1mFoaAiBQEDxuTOZjO7ChtK/h57zKhKJwO1249ChQ7qes9Ty8nJV93cStfdYtecxV/IgqzhqKDYcDq+aczQ1NQWv14v29nY0NzejublZdhvpAhkOhyGKIubn54uydoXbyHG73TX99qVnOMTqdH81i70Dby5hVYuVMwp7q0lzv7SsaaskFouZ1upEFEW43W7EYjFks9miOXBGBE+vvfYaXnvtNcPnM9Y6S1HrqQilfRLl+gpW0i8xHA6jo6Oj6O+tpYoZODZP0u/3Y3h4WNdzyhkZGWmodh1KTc2rnWvIlTzIKo4K7DZt2oSf//znRbc99thj2LRpE4BjF9jTTjsN+/btw3nnnQfgWIC0b98+XHHFFQCA0047Da2trdi3bx+2bt0KAHjxxRfx6quv5h/HDvRcVMp9kJq5BJMRwxVHjhxBMBjE0NBQTVbOKP1gribjOTc3Z0pgJ9e7zu1255eRMzJ4MnqOmlENlOVEIhF0dHTkg3K7NIMtDQ4qCbyl1ViAY3/vzs5OzUUyMzMzyOVyup9TiV0aP9eK3DVBS+V5V1cX+vr6VhXPcCUPspKlgV06ncbLL7+c/3lsbAzPPfcc/H4/jj/+eOzatQvxeBw/+tGPAACXXXYZbrvtNuzYsQMf//jH8Ytf/AL3338/HnnkkfxjbN++Hdu2bcPpp5+OM844AzfffDMymUy+Snbt2rX4+7//e2zfvh1+vx9erxef+cxnsGnTJttUxALaM3bl0v1mL8FkRObIjNUn9Khmbl21lW9yQbdSpV4ho5tRG531lQKd0mrCQCBQcc+/7u5uU4a8jVKYTa022yMFVnpWlTC6l+L09DT6+voMfUwn0DMCMTc3B5/PB6/XW7MvpkTlWBrY/e53v8N73/ve/M/bt28HAGzbtg179uzBoUOH8Oqrr+Z/H41G8cgjj+Cqq67CLbfcgr6+Pnz/+9/PtzoBgAsuuAAzMzO49tprkUgksGHDBuzdu7eooOJb3/oWXC4Xtm7diqWlJWzZsgXf+c53avCKtdOakVlZWclnnLQGCEZ+E7dz5kgLIzKOlX4AKgXdWoLlSqote3p6sLS0JHtfM4ZPBUFAX18fgsFg0bnZ0dFR0TGfmZmRreA1MyOtlVxLjGpV8qXJ4/EY1uOwEdt1VHI9kKZxNNLwNdlbU87I/H0DSaVS+bU2tVQf6pXJZIr6uukhDVcpzR1bt24dOjs7AVT/oVjt/Dq1fauFxcVFHDx4sOrHGRoa0nX8RFGUnQ81NDQEAIbMlSqk1i+u1h9I1Z4zhcUqZmektTD6PSAx61zQo9bvR6spXQ/6+vrg8XjKXpPNnHNLjU1PzOGoOXaNpJpv3eUmbUvZmdIPJL3VnWY0/K31xHujni+dTsPj8WgOktX6Z3V2dho+R00pqKv1B5ER54x0fvv9ftMz0mqkeVhmBHWFc7Q6OzuxuLho+HNo0WjtOpRer8fjQTabLdtQu9EKT8ieGNjZlFkrSRS2yyj9QJI+MLUGd0a3tbBiwrFRE/1ff/31ouxouYu7Wv8s4FgPumg0isXFRdPWoQXMK/5QYtQ5E4/HFc+VWlSJG52lC4VC6OrqWlUQIi1jVY3u7u6K1pOt5XJtdiF3PShdFaecRis8IfthYGdTHR0dVS+3JIlGo2htbdXULiMej8Pv92u6KBnxbV4aNrZyflRhRePhw4cr6lFYWoChdHEvHPou/QCRAluzhvbk1HoelZEZoMOHD5v+HHIqyTp6vV4cd9xxqwL1QCCAnp4e1SC1Gn6/H+FwuKLArpbLtdmJdD1Ip9M4evRoRdeDdDpdVOBkh3mg1DgY2NlUMpk0JKgDjmX/Si8mah9+ejIelS7DFY1GZffLKlK7A7fbbVjz6dLjKDcfrLSSzuz1bLXsp5mMbIUit1JMLbK+lQRbqVQq/z4p/MKWTCbR0dGhGDxVG6TOzs4iGAyuWqNXq/HxcbhcLlu9V2vByLV/7TAPlBoLAzsbqubDvTTQUvqgEwRBsYmqlg+TarNKra2ttvygUDsuehUeR6UK5aGhoaLJ6UYPb2upkqz1PKrCDOnKyoohS4vV8otCtcer9Aub2tCdEYFwpUVYkkar+jTiy5X0N3a73ZbOA6XGxMDOhqr5cE+lUrIrFciR5tIVBjFaMh71voZiOBzGysqK6trB5ZQex3KLjUuMPi7lgjqrGqlKGVIjiwKcmHWUqGVNCwPhmZkZzatRGK1RApLp6emqH2Nubk7172T1akFU3xjY2VC1H+6ZTAbt7e2atg2Hw/D7/brmfxjVJ8vOvF5vxYFdf39/vhxdmluj1LC29G8tFzR0d3fD5XIZ2iMNOPa3tzoDY1QgOzY2hmw2W7PXY3TWsdxxkN6X5YI6v99fUY9Dreo9IMlkMorvMykrDBw736q5Dtr5iy05HwO7OlQ4R0zL8Enpcjq1YPcPiGouvBMTE5iYmDDsQ7aSie9aJBIJdHd32/rvoEetM0rS+6aazC4gnzWVm2yvNuc2FArli2AikUj+y0S1w7Clql1Rww6UChnUppeEQqF8MUQmk6kqqONyY2Q2BnY2ZOQ8KzMmP1eztqrE7t9YjQjItDxGaYBb6+KJQ4cOYWBgoGbPV8roOYVmf2EozMBms1mkUqmKArtwOAyv1yubJZebbL+4uKh6PnV1deUfp/CLmtFDxlqXOrQrpUKGcu87QRAwOzsLj8eDQ4cOVfTcdisYo/rFwM6GjA56jJz8LIpi1YUFdv/GasRr1MrlcmFxcTH/AW90oFNOMplUbbdhNqPPdenxzGgvYWQbGp/PJ9s/UMs6wXKUGuMWDhkbkcGz+xcyNWpLLJZ73xlRKW/XgjGqPwzsbMjIysxC0kUMWL2urFaVTiweHBxEc3OzI/o41Sq4Km18OjAwYMrydOVYOSxuZCGC1FDXjPYSRmZSlYI6oLpzT2kourB3ZTXXlUAgYPv3rhq1AqZaBKxODorJWRjY2ZQRlZlyShcq1/OhJ4pixRP4R0dHEQ6HEYlEKrp/LZl1AZYCN6XsidT+xOjhs3KsnjcVCATQ3t5edTapo6NDNStTTVBiZLA/Pz+PZDIp+76r9tyTC9JLA91KG5/39PRUtW9WUzq2KysrEASh6obwavdva2vLn0NODo7JGZw/E7aOmZG9KQ3MxsfHNc+Zq/bDLZFIGNKzzGxSFslIkUgkn/Ho7OxUnKu0tLSEQCCga83ealk9b0pac7VabrdbNStT7WMbSel9J3fuDQwMFK1ioKY0SJcLdCsNXippRG4nSu/r0dFRjI6OVt0Qvqura1VfSsmRI0dw8OBBDA8Pm7pEIBHAjJ2t1Sp1r3Uozoj9mZ+fRyaTqen6pJWQ1mqdn583pG9Y6VJtSscylUrB7XYbnqlVY+UQkZHz1lKplOKXoWpfoyAIhrcSUXrfFc6Lk6YuBAIBBINBvP766wCOZYDk5n2VBulGF2I5vY9dIBBAS0vLqi+YRqzyMzY2pqkheD0cR7I3ZuxszIzMkRytH3rS3L9q2bkPniiKmJycxPDwMMbGxgxtBlv4Iat0LBOJBF566SXDnrMcKwtZjK4Alh6r9D0jtf+opppbFEXD+8Opve+kzG7h3+bw4cOYmZnBzMyM4mT+0sc0OmivdXGPGTKZjGmPrfXaVg/HkeyLGTubk769Hzp0qOoUvlzGQc8HezKZNKSgQ2ryaTdGZo/kSMNkUsWm0nE/cuSIafsgCYfDlvewM+PDTRrKljJemUxm1coqlRRSGL2vegNqLUGw3GPKFad0dnZWvOJHPRQAtLa2Wr0LdXEcyb4Y2DmAIAjo6OhQDex6enrK9leSyzhoncdnVHbF7/fbchi2Fv3jstms6cGjVlYHdYA5H27Ly8sQRTH/2g4ePFj0+0qHwYza10p7mSkNFfb396O9vV212lyaVgC8+aVqeHhY1/MD9m9TpJXP5zOkfUmlnF5dTPbHoVgH0BJ0tLRUFqNrzUQYlbGwa1VsLYZGXC6XLYI6wJgGzHY0NjaWn6BuZCGF2jSEtrY2TY8hLd+n90M9mUwqBiItLS2rhmxL7ytNKxgbG0Mqlapoisfg4KDly88ZpVY9KpXUy3Ek+2Jg5wBaPogq/QYqNcgtN//IqIyFXeeWmD00EggEbPXa4/G4ISuIVMPM4zE+Po6VlRXZ32n9W4uimH9viKKIpqYm2e20DJ2vWbOmoi815b7UqU1rUGr9IooiAoEAhoaGEI1G0d/fX3Y/RkdH66KaM5PJWP6lxuoqdKp/HIp1ALOCDrkGuUrfJo1qmmzXuSVyc5FCoRDWrFmTX7mjGslk0nYfjFav12t2/7zR0dFV80pDoZCm+xo9ZH7cccdVdD+14Lfc0KhaxlIQBKRSKV2vsR6qOSvtw2kkq/tGUv1jYOcARnbnl8jNySt34a52bpy0MoBdybWZsDqrZSarg+xaZC5mZ2cxODiIdDqNqamp/D+5LzGF68AaPWQ+MTGBbDaruz+h0t8oFouVfT8q3dftdlc8p9TqLwPVEEXR0Cr3SjFjR2ZjYGdjhetdSkN5RvU3Uyq0ULtwVxsI2LFoolThAurSz6FQyBbf9PUol121w0T4WgWWck2xx8fH4XK54Ha7kc1mV1XPmkF6fD3BndyXuoGBAU3vJaX7CoJQcVWsk7NNdmmzpDRFgMgoDOxsqnQoKBKJ1KRpbbneWl1dXRV/67U6Q1SpYDDouMCupaUFg4ODskHN4OAgfD5f7XeqhFLgYcTyYlpUM8Te3d2NmZkZ3fcrbVSthbTkWjqdhsfj0fUFSS4LDVT+XhwZGTFk7d1aE0URhw8ftno3ANh3njHVDwZ2NiQ3TFKLSq5yQ6XJZLLioC4UClmeIaqUE7N24+Pj+RYXpdLptC0CO0A58Kj1erl6zczMoKOjo6Jmt3qHM0u/5OkNrEqz0NJtWubMyn2RU5qyUTjCYKf3ul1aDEmc+gWXnMO5efU6ZtU3OrVMQLV93iptx2IXwWDQ6l3QTWm4bWpqylZzB+VWWZCqNtesWWPhnqmrdAUDPfdTq2ythtZm40pf5Er3SWqrYrf1UGvRn1KveqkwJvtiYGdDVn2jU3veauen2KG9RjVqtbybkdQ+PJwwHCQIAk499VTdBQd2p+e9YGQvPokRwU4qlcoHqGYFn0aww3ne2dm56ja7HB+qTwzsbEguiNDapqFStZhMb4eLbDUCgYDi8KbdlDtf7D4cJK3NOj09rXtuaXd3t0l7pc3g4GDZbbS+F9QqWytl1PtQ+rJnRvBpFDuc50qZczscH6pPzh4fq2Olc48A5R5MbW1tVa0v6vP5ys7ZMWJ9VztcZKtl99cgLVml1rDaDhWxaqqZE+Xz+XD88cfD4/HoKo6IxWJobW3F0tISVlZWkMlkKi5WOnr0aNn5a1rPI7XK1koZdQ5L1wQzgk+jCIKAcDhck8IzvexwfKg+MWNnY4Vzj+SyeNJSRtUuGj8/P4/R0dGiTvsS6Taguqyh3YMJLZLJZE2qNavR2tqK5eVlxbVFI5GIrSsaqxkm7O7uzmfL9H4RyWazEAQBS0tLGB0drSoQkFqpKNH7XpDmG65btw5DQ0NV//2MmFbg8/nyc3LlHs8u7/dkMmnLoM4ux4fqEzN2DiJl8dLpNI4cOaLYi64S8/PzRcGAdKEubbmi1cDAgGy1o1MpBRyVtr0wi9vtVq1crqTdRi1VO3essDJTT2VtNU175ShlTMPhcEWBmVxlazWkFiqVflHp6upa9Xi1fL9rqcC1Y+GExOv1Wr0LVMcY2DmM3mWAKiX3HPF4HIFAQHVSfiAQQE9PT/5ia9cAQi+lgOPo0aM13hNlUhagXLbKzqsHVDM8tbCwgOHh4fzPAwMDGBoawqFDh1TPWSnQrcUaoolEAt3d3bY4/kavgGB08KlEa/uX6elp0/elUtPT0+jr67N6N6hOcSjWQezwDXR5eVn19/Vaxq8UcNhhiSLgWEAtfbh1dHTA7/crbtsoc3uk94rasQCOLTuWSCQMWRNYC7tMmq/mPDBizm0ltFbgiqJo676Tdms5RPWFgZ2D2OEDYWFhoew2dlm6x0h2b3eSTCaLPiiUhs3tvl6v0ed4Op3WFMDUogG4xC6BtdSk2Em0VuDa4VpZjp0ziuRsDOwcROkDIRwO112vLzsqnMRux7Ync3Nz+eBO6YPN7uv1Gh30jI2NIZVKWRbAlGYL7TZpvtLzQak4x2xaK3CdsKatXNZOroCNSC/7n/2Up1R91t3dDa/Xq6l/ViWk6lutrBqmqQWpUlnpNVr52icnJ/Nd/5U+2OySLVIid45XG5SNj49bFkzNzs4iFosZVtFqtErPh4mJCUumXWitwDV6/qBZCr+A2XX1DnIeFk84TGn1WSqVKpow7vf7DZ8Erqedit0yEmaQKvJKe5V5vV6kUikL9+wYpXmYTvnblJ7jRgyrWVnksrS0VHaen1Xk+uRppbRmrNm0VOA6IWMHvBlYK80dtOL4kvMxsHMgqfpM7mIwOztrSkNOj8ejOHeuv78fwLH1YOs5WweoN8+1Q1CnJBaL2X4YtpDRFZb1OO/TKFKgND4+rvsctqrCWu38qKbBdTmBQAAtLS2GX1+VvrzMzc2hq6uLwR3p4oyvNSRL6WJgRkPO0r5VkkAgAJfLhYmJCYyNjdX1EIIdqpJLaR2mdMrQlBxBEKrOeFlZveyELzupVKqiLyaHDx+2xXwwaW5aJpMx9T0qNTxWuh7qJX3hUBoSl6ZXTE5O2uI4kzMwY+cgpU05azVfamBgQHFoo7W1tWGGEOxSaReLxZDNZvPnQUtLS9kPM7vPrVMjrRvrRHavQgaq+8IyMTGBiYkJxV5ytZBIJGpa1QwY90VhbGwM2WwWgUBAdUh8amoKU1NTlh5ncg4Gdg6h1JSz9GJg1DBsafCg9JhKq1+k02nbziuqlB2Co+7u7lVDqnLzLks/IFKplGM/EOwSUFfCCcPfRhxfq77MWRHUGU06dtL7eG5uDpOTk6rb2v3LAlmLQ7EOoNaUMxAIFA3HGTUMu7S0lF+nVhRFx18868XMzIxsI93CdYXlliuSa+LqFEoBdSwWs02bH6WKdDt8GSjHqH2sdQBuh+tSNBrNVzwPDQ1V3AZJOnaCIJQd5nXyFx2qDQZ2DqDWlLMWF7dKLiROmFekl10uqLOzs6p9xLQ2cXUKpRYXHR0daG9vt2ivir3++uua2nDYkVGNitUCRDP6s9nhfHa73fkvVNJc0EoamRceu3LN0J3wZYGsxaFYB1BrymnWxa0wMNN7IXHKB5peeo9DKBQybVmj0dFRxfk2Wpu4Oom0aH06nYbH48kPcdrlC8T8/DzC4TCGhobKLk5vR+FwGCsrKxVn/NXe81rXdtVL6Xwut561nPb2dhw+fFj3PoyMjKx6PYVTI5aXl8suVSd37KTzfWpqqmg+X71eW8lYzNg5gFpTTjM+rEsvHnqW04rFYo6dy1WO1uPQ19eHWCyGNWvWmLo/SsOrWpu4OkkymcTIyAgmJycxMjKS/+C201Jv6XS6aEjcaSKRSEXVntFoFIFAQDYrp3Vt10ooNbPu6enR/ViVBHUSuddTrpF5OBxWbVqdSCQwMjKSD+pCoZAtG1yTPTFj5xBamnIaRW54S0tmUBoeq2eFfweXy4WRkZFV2+RyOdnby1HKGqg1PlbqI1bL88VsSsFBe3s7stmsbYZj3W43FhcXHX28fT6f7opPURRXZeUikQjC4bDqtAAjjpHceV5p0NjV1VVxtavS65GGuUunyyQSCXR3dwPAqnNGriBkamoKwWCwon2jxsPAzkHkmnKaMRRbOryQSCRUh2j6+voaqolm4d+htCpZ7iKulVLWQG11ALWMrdFNfq2idI5XEjybpa2tDaOjo/mfpcDGaSoZ2pY736XblCrjjRxpKD3PK70mtrRU/nGottKF0pfdycnJVcOsXq9X8foxMzOD7u7uunhPk7k4FOtwZs2bGh8fRyaTQSaTKRuoNFJQVyoQCOSr4fr7+7GysmL4cyh10nf68KpWTpgbWLrsXjweN6VRuNmMaAYtka4bZk8LKB0CrvR8mZmZ0bSd3PEpnB5QSml/SrOD4+PjqkVRiUSirhvAk3GYsXO4atZ6LEdLRsTn8zVEcKFGrm9cLci1NalHZp7jZorH4/D7/Y56fxjdDHppacnUaQFyhRler7eqYVU5pX09g8HgquujUo85Pefv8vJy2W3Yy47KYWDnYNJKFF6vN1+N53K5kM1m4XK5VlVUmWF+fh6iKDbsRcbKZcasWqfTCoXBwcrKStGwpx79/f04evSoYmNtLfRUozvtb2T01A4pW2XGtACluZdGi0Qiq4ZTlZboU/p7LywsaHoun8+nKdPrtPOKaouBnUOptRAwcxFsOY18kbGyl5YThiiNJAUHi4uLFd3f4/FgYmKi6v3Q8zd32t/IyP2NRCJFjXeNVov3ntJcST0thTKZjOoQqyQUCmk+t512XlFtcY6dA6m1ELAig9TIFxktr12t35aSNWvWqLaeaJT5dXIqPd+kBddrxWnDsMCxACwUClX1GKFQKF9EdPDgQdPmhZl93YnFYvD7/bKNlfW0FNJ63jU1NWkqvGrk9z5pw4ydA1W7skAlDTyVOGGRczMpzZ+RshXJZFLx76L2N+jr60NnZ2d+uF36EKuH9iXVkoIPs5o/G2V2dtaR749gMFjRsV2zZk1+abXh4eGi35kxL8zsuZdzc3NFx0GtEbHae1JLANrR0aFpCDYWi9V9SymqHgM7B6p2ZQG9QV0gEEBnZ6dsB3VeZN68wEvfzD0eD2ZnZ6sKng8fPpz/sChtFk2VBx+15sRpCpUGTFKGUmk4sdJjUfjlRmmFBjNa35SeX3LBqZa5g1rm12UymbLbdHR08HpLmnAo1oHUhgHM6MSfTCYVe6w18jBsIalNhNQKQW1IRUv3+ImJCbY2UGGnFSfUOPX9UdjGR6umpiZkMhnFys5KjkUymcTw8LDskK7U5sSMuXZKw9F6nyuRSBj2HpbaTxGVw4ydQ6kNA5jxLTaRSCAcDhcNF3Cuh7xyF389F3q2NlAmvQemp6dtkb3zeDxF86mc/v7Qu+9qhSmVzNtTmkssrcRi1hBsLBZDa2ur7DmlJzgVRbHiZuVK0uk0s3ZUFgM7B1MbBujo6DB8/kkikciX/kttVRq51YkSLRd/PX22pqen0dfXV+1u1SVBEPIrn5i5EkU0GoXb7UYmk8GRI0dkm9mm0+lV/c6czIjqemk+79TUFKamplbNU1MiiqLi+yOdTptaIJbNZmWHo/UG6mZkEuth2ToyHwO7OiZlNObn5w1p8wAcG2IsXTZL68W6UWiZoxQKhTQHdtI6kaUXcrW5R41Gqa+YEQYGBuD3+zE2Nla2eW82m0VnZ6dp+1IrRlXXl2anpYwboFwIVC6gVJoWYhTpi1m1jZWNHoZvbW0t6t/I6y4pYWBXR+Q+6FOplGFBnaR0eIHDhasVfiiULss2MDCgO6NaOvFcrY9hIzJzLtvRo0cxPz+vaUUGp86pK2Vmj7jSofPCc1dLQFnNUm3hcBjd3d35Zu5yla96iyOUGF21Wzp3kdddUsLArk4oLa1Tq552Tqz+M5v0odDZ2Qm/378q6NazJFhhwKA296hR/waCIKzKJBtF62M6fU5dITMDVLVqUzMDyq6uLnR3dxcFax0dHQgGg6Zlvs1e9o/XXZLDqtg6oPRBr9YYMxwOG5rhqZdMhdGkyj0A6OzsLLoIK32IlU40Lw0Yqu1jSMaKRqMYGhqqq4xpNVXH/f39uu8jnbtmXkfm5uYwPDyMRCJR1HRY+vLlxNUxeN0lOczY1YFKLh7VDGeUqqdMhZHUhktFUVRsCxEMBlWzCNX2MaxHZlQgatXa2lqX57/adAI1WhayL1W4pqyZTYcB1HR+sJnvyVAoVJfnHVXP8ozd7bffjhNOOAFtbW3YuHEjnn76acVtl5eXcf3112NwcBBtbW1Yv3499u7dW7TN4uIirrzySgwMDKC9vR1nnnkmfvvb3xZt87GPfQxNTU1F/8466yxTXl8tKF08PB6Pqb2+6jFTYRS1Zd+k3lxyDZ8L+xEqZRH0LGfUKLhmrzkEQYDb7dYVNOstZCk9d6UeeuvWrUMkEtH1WHpJ70mzmNlvUW3JQWpslmbs7rvvPmzfvh133HEHNm7ciJtvvhlbtmzBiy++iGAwuGr7a665Bvfccw/+5V/+BbFYDI8++ig+/OEP49e//jXe8Y53AAAuvfRS/P73v8fdd9+N3t5e3HPPPdi8eTNeeOGFoovEWWedhTvvvDP/s5Mvzmql+YWrIhw+fNjQTJ303LSaUqBhVKuGaiv26o1V799GCKj1Bs3T09Pw+/1li02i0Sg8Ho9qtXfh/FQ9WUM9zJ6nZkZ3AsDcSnBytqZcLpez6sk3btyId73rXbjtttsAHDtR+/v78ZnPfAY7d+5ctX1vby+++MUv4vLLL8/ftnXrVrS3t+Oee+7B4cOH0dnZiZ/97Gc499xz89ucdtppOPvss/HVr34VwLGM3fz8PB566KGK9z2VSmHt2rVYWFgwfYKsVuXaX4iiuGoNx2r09/fLBuCkfKyj0ahspq7Q0NBQ3QcLZjCi71o5ck266z1jnclkKuoR2N/fj5aWFng8nlUNhUunJUjXLaXtqrl2dXR0qK7YUKv3WyKRMDQw5XWisVo+6Yk5LMvYiaKIAwcOYNeuXfnbXC4XNm/ejP3798veZ2lpCW1tbUW3tbe348knnwRwrC3BysqK6jaSxx9/HMFgEF1dXXjf+96Hr371qzjuuOMU93dpaanom2sqldL2QmuoXGm+0fNXWlo4RVOJUhbV4/GUvS8r3SpTmJ0uFzyX09/fL5tdKc1413s1cjXBsnT8pOCsMMMMHJs2Uy4LJx1ftUIwNT6fD/Pz84q/D4fDNfnbqc0B1dOsXML5dWz5pMayT+ZkMomVlZVVFYChUEjx2+GWLVtw00034d3vfjcGBwexb98+PPjgg1hZWQFwrOpw06ZNuOGGG3DqqaciFArhf/7P/4n9+/fjpJNOyj/OWWedhfPPPx/RaBSjo6P4p3/6J5x99tnYv38/mpubZZ979+7duO666wx69dYpvMC6XK6quvVrCVIamdJwabng2snTAqwmCAJaW1urfhw9X1rqNRA3qklxYfArCILuYLGa+ZNqQZ3P5zN9Dp9E7TXMzc3pbtXT6CMlbPmkzvLiCT1uueUWnHzyyYjFYhAEAVdccQUuueQSuFxvvoy7774buVwOkUgEbrcb3/72t/GRj3ykaJsLL7wQf/M3f4OhoSGcd955ePjhh/Hb3/4Wjz/+uOJz79q1CwsLC/l/Rjf9rSVpYr7UJLcSjTC3yAhyRRBerxfRaBTRaHTVBwuPa/WMCIzlCo+UgoDCa0s9MbIgRcq4VRIsut1uw79E9vT0YHBw0NDHVFPuHOno6NDcJsbn8zX8NYItn9RZlrELBAJobm5e1axyamoK4XBY9j7d3d146KGHcOTIEbz++uvo7e3Fzp07ceKJJ+a3GRwcxBNPPIFMJoNUKoWenh5ccMEFRduUOvHEExEIBPDyyy/j/e9/v+w2bre7LjMplQxfRaNR+P1+k/esPskNHwwNDTXMPJFaEARB0+R9JZFIpKjwqPBv09LSsiowGRkZqcthICOvd2NjYxBFMT+6olXhFx0jp5GUTtcxW7lCBz3LpM3PzyORSCh+TjYCtnxSZ9lXTUEQcNppp2Hfvn3527LZLPbt24dNmzap3retrQ2RSARHjx7FAw88gA996EOrtuno6EBPTw/m5ubw6KOPym4jmZycxOuvv46enp7KX5ADSM1yS8v7pQ9CrcMSHIKtjNLwAbC6eTFVThTFioM6oLjSuzTjGggEEIvFVt3H7LYZVtDSqqO7u1vz48XjcU1V+f39/bKtlNrb2zU/Vzm1voaVCzgmJiZ0jQLF4/G6O9/0YMsndZbOft++fTu2bduG008/HWeccQZuvvlmZDIZXHLJJQCAiy++GJFIBLt37wYAPPXUU4jH49iwYQPi8Ti+8pWvIJvNYseOHfnHfPTRR5HL5XDKKafg5ZdfxtVXX41YLJZ/zHQ6jeuuuw5bt25FOBzG6OgoduzYgZNOOglbtmyp/UGoES0TTaVvgGpzPWo12bgeqQ0f8Jgap9rhmLGxMWSzWcUMnFL2pR7/joVZy1QqtSowm5mZQVtbG44cOWLYc5YWXQDGVjxbEQAIgoBQKLRqhKoa9Xi+6cGWT8p0B3ZHjhxRTGMfOnRIV9brggsuwMzMDK699lokEgls2LABe/fuzRdUvPrqq0VzE44cOYJrrrkGr7zyCjweD8455xzcfffd8Pl8+W0WFhawa9cuTE5Owu/3Y+vWrbjxxhvzE6qbm5vx/PPP46677sL8/Dx6e3vxgQ98ADfccEPdpnH1TDSVAjelYdlEIoEjR47UdH5KveDwQW0YcTyV3h9qK4bU69+xsNpeLuNWTVAXjUbhdrvzw4uFpL+B9P9GiMVi6OjoMOSx9Orq6jI0sHO5XFhcXGzooKZcJ4hGpbuP3Vve8hb85Cc/wYYNG4puf+CBB3DZZZdhZmbGyP2zLTv2sVOyuLiIgwcPrrp93bp16OzsXHW7lr5V4XC4ZhVl9YQl+rVRepzLtb2QU/r+UMsaNcLf0eg+mADKVoOuW7cOAGSvX5Wwcn6w0nW4EqVzSBvh/Gt0pvaxe8973oM/+7M/w3XXXYd//Md/RCaTweWXX477778fN954Y8U7TebRmynS0tE8kUigu7ub35Z04vBBbcgd59nZWV397QrfH0rVnEqrJ9Qjo/tgtre3l23xIWWljGZFY1sjM7qlc0jZ6oMK6Q7svvOd7+Dcc8/FpZdeiocffhiHDh2Cx+PB008/jbe97W1m7CNVSW3JMTlqXdoLNfocj0px+KA2pOMsFQ3p+WCNRCL5uXqCICjO22ttbW2ov2UgEEA2mzWk3ZOWStDXX3/d0FEgj8djWda82mrtcur5etxIK0wYoaLiibPPPhvnn38+vvvd76KlpQX/9m//xqDO5rRmitQ6pJeq1zlFVD9KP8TLfbCGQiG0tLQUvQcGBgYUhz4a8T3g8/lq1sfTyKBOqqK0qrFttdXa5dTruWhUIN5IwaHudiejo6PYtGkTHn74YTz66KPYsWMH/uZv/gY7duxQnFRM9iDXLLeU1opClpaTXUkZukwms+pDXOmDVWqvEQwGV32xkR6D7RWO0dIGxa6sbGxr5nNIvRfrjVLhn95WL8lkEsPDwzh48CCGh4eRTCaN3E3b0Z2x27BhA84991w8+uij8Pl8+Ku/+iucc845uPjii/HYY4/h2WefNWM/qUa0roFr94IRakyVtsWQhlQnJydlf7+0tMT5kQWc+P4fHx+X7UEI1CbbZeZzWFXpazY9LaKUMnKNuPyY7ozdd77zHdx7771FLUbOPPNMPPvss3jnO99p5L5RjSUSCU0NRAEu3UL2U83apm63G6IoKrajkD6UtWS9G4FT3//ZbNayzKsgCIY2WS5Ur8vaaS38U8vIKZ2r0jJ39Uh3xu6iiy6Svb2zsxM/+MEPqt4hsoaeuXVA/c7nIOeqNNgIhUIQBEGx+lL6Pb3Jqe9/t9uNzs5OSzKviURC19JhemjpZOBEWgr/ymXklM7Vco3InUx3YPejH/1I8XdNTU2KgR/Zm1O/gRNJlC7gsVgM6XRacZg1GAyq3l/6Pb1JEASEw2HNGX45Ho+nplmTwoCg1pXper846+XUQFsLuSkQhcOu09PTsveThmvV2vTU65Cs7sDuc5/7XNHPy8vLeOONNyAIAtasWcPAzqH0XhjqubSenEnp231HRwdaW1tlA7vCSedy7Sj8fj/PcwUtLdWtSFnLoM7KFScAc78419s5KjdXrjAQ1zqPNpPJ5BuMBwIBuFwu2T6W9fhZpvudOTc3t+q2l156CZ/+9Kdx9dVXG7JTVHuCICAQCGiuFqrnb4jkXEoFDnJBXyQSya+PDMi3o5idna3bisNqeTweq3dBE7/fb3lxgZnXy9nZWaxdu7YuGmWXBm2RSAR+vz//fga0Ly8Xj8eLgl6l87UeP8uq+8r1/5188sn42te+hv/23/5b2aWoyL56eno0BXZdXV2Ov4BQ/VIaZitX1aqnAo+OVWKa2XDXKHYIzgVBKLt8WjWkTJTTlhYrzM4Bq4O2eDxedMykdeS1Knzv6m3U72SGBHbAsbT8a6+9ZtTDkQW0Lhmk981FZBdqc6v0Lr1Hx/r/NTU14fXXX7d6V1TZITiXssNmzrVz0pyx0uycls8Vpap1JaXv3UZpWaQ7sPvf//t/F/2cy+Vw6NAh3HbbbfjzP/9zw3aMrKE2FwE41nXe6mENIjM00jd6Iznh+NglOA+Hw+js7DR1ZMsOQWw5cpWsWoO2UCikaVul924jLOmoO7A777zzin5uampCd3c33ve+9+Gb3/ymUftFFlK7CM7PzyOZTDoq3U+kVaN8ozdKMpnEoUOHrN4NVXYLzs1uTWKXIFaN0rQHLfO8g8EggsEgpqenZQO8UCiEYDBoq795rekO7Oq1Xw4dk0gkyg4VOCndT6RXI3yjN0I1DaFrIRqN2rKgwMzAy25BrBKlY9DZ2YmWlhbFNjqFPSW7urqQzWZXrSc8NTXV8C2K6rNdNVVES1AnYd+76kjrmepd85DILux+DZCWibMbs9bajcVijhlJUToGY2NjSCQSRdXqhbq6urC4uIjR0VGMjIysCuokSr3tGoWmjN327ds1P+BNN91U8c6QdbjyRO2UThp2WiUbkSiKih+qdmHna1S5ucySrq4u2RZjpaR+jU4iTXtIp9OrjkMikZCtItY6N1HK2tkxsK8FTYHdnXfeibe97W1oaWlBU1MTcrmc7HZNTU2G7hzVjp5v31a3DnCyRlyQmuqL1gaxVnLCNapcH8BAIICenh5NgZ3ds6dKBEFAa2ur4u+q4YQiErNoCuwWFhbwwAMPIBgM4sQTT8Rvf/tbHHfccWbvG9WQ0rdbn8+H+fn5/M+lTV1JH/ZKIyez+7w6wDnXqHLtpXp6ejQ/ViKRQHNzsyNedymXS35G2NGjR6t6XDtnbM2mKbDr6urC2NgYgsEg/vSnP7GAog6pdeaXW+KFKsNeaeRkds4M9ff3w+fzOeoaJQ1HllZ4ShnHxcVFzY9VutKCU5gRTzjxOBhJU2C3detWvPvd70Zvby+amppw+umno7m5WXbbV155xdAdpNopbPXgcrmQzWYhiiKrBA3EXmnkZHb+AjIxMYFsNuuorJX0pbl03d14PI6WlhYsLCzoerx0Og2/32/kLppO6ZyamJio+DHtsNqIlTQFdv/jf/wPnH/++Xj55Zfx2c9+Fp/4xCfyi+tSfREEAalUipP7TcReaeRUcl9MpL5hs7Ozpq6qUKqtrQ1Hjhwpuk16/tLgzo6jDuXmKlYy5D0/P78qsLPjay9k1nJr0vQWu79+M2juY3fWWWcBAA4cOIDPfe5zDOzqlNLk/vb2dsdVXdkZs6DkVHKZfaA2S2YVKg3qJKVDknasQjdrruLc3BwSiQT8fj+WlpaQyWSK/h52eO2lkslk0T5qrQQux+12r/rbO2X+ZbV0Nyi+8847zdgPsgmlOTQjIyO2vCgQUe0pZfbD4TD8fr/iqgC1UpitsWMVuplzFePxuGJwbYfXXkju72NEUCcFb6WPrZTRrTdsUExF1ObQjI+Ps6EuESkGTJlMBktLSwgGg4jFYlizZo0l+ydVWqpVoVtJqRK00MDAgCnz5ax87aWN2c3al/b2dsXHjsfjdf85pjtjR/WtXAk+23IQkVpm3w6kEQav1yv7e6uLQJQqQcPhMNrb2/NLoQUCAQSDQUxOTiKdThvy3Fa9drkhcaW/T7XGxsYQiUQUf1/vn2PM2NEqgUAAsVhM9ndWXxCJyHp2ug6EQiHZ65UURJQuXWWHKnSl49fd3b2qVUdHRwei0aghz2vVa1fK8Er7ZIZ4PK445Gqn89cMzNiRrI6ODrblICJZ5TL71WhtbcXy8rLm7YPBoOqQqx2r0PW2PdJTORoKhVb1xOvo6LD0tSv9fdLpNNxuNwYHBzE6Omr483q9XjQ3N68qILHDOWAmBnakyI4XRCKyh9LqWKOGYZWCusHBQczOzhZNri/3IS1lZuxYha73+ur3+zUFdoIgIBaLIZvN2ua6rZQhK1wj1uv1IpVKGf68nZ2d+Srh0v6s9YqBHamy4wWRiOyh8PpgVgYPOJaF8vl88Pl8sn3JnNr4W8/1VWuhgdTYd2BgwDZtybRkeFOplOHBXSqVQiAQaLj+rAzsqEjhRRMAs3VEpImUgUqn00WZmEIDAwNIpVJob29HU1OT5p53hSszKAVD9T7CoHdemN1amwQCARw9elT1b55KpdDf359fdWN2draq5xwfH4fL5YLb7bZl2xuzMLCjPLVO6PX87YaIjCEIQtmWScCxXmU+nw+xWExTxafWdVDreYShknmNdqr+FEVRUyBfzVJicpS+ZAD2Oj5GYmBHAMp3Qq/nbzdEVD1RFHU1Jp6fn8f8/Lzmx5+ZmUF3dzevQTrYpfpTFEVDGg8bzS7Hx2gM7AiAtvkb9frthoiqU27dUyMkEgkkEom6HD3Qsp6p3mXIIpFI/rpu5XW7FudGJSKRSN1+njGwIwDavrnU67cbIqqcWeueKqm30QOta9nqXaXBDmvE1vrc0CMej6OlpQWBQEBTYO0kbFBMAN6cv6HECRVmRFR75QKO/v7+mj+nUyg17pVb8qqaL9ZWLQdp97/T+Pg4EokEhoeHcfDgQQwPDyOZTFq9W1Vjxo7ySqvKAFbFEpE6tYBDWjbK6Anx9TJ6oNZYufSaW21T6HQ6bcras2qc8HcqLeioh4wwAzsqUlpV5uSTm4jMJxdwhEIhBINBU3rc1dPogVLgo3R7IBBAJpOpKKs0NjYGURRNX4WicFjT6IbDteL0+eQM7IiIqCrleshp6XGnRupt5vF4HP2BW0pvY2VRFKsaKjR73p1dCyWUdHV1yVbrOiHTqIaBHRERVa1cDzlBEPDGG29U9Ni5XK7ugjqJnsbKRs5ZM3rI0c6FEkrm5ubg9/uLGiHXQ0aYgR0REZlOFEXFHnfhcBiJRELxvpOTk5icnKzLVieA9sbKRmeSjBxytHuhhJLZ2Vnbra1bLVbFEhGR6ZRWlwiFQohEIhgaGsK6desQiUQUH8Oq6k67EATB0AIIIwNFrY8VCoUMe06jZLNZdHZ21kVQBzBjR0REJlObexUMBgG8mbXq7OyE3+/H3NwcJicnV23v9Int1chkMrrWTw2Hw+ju7sbS0hIymcyqOXZGHkel+YLS3EoA8Hg8AKB5dZJacfqculIM7IiIyDRqc6+U1n8VBAFdXV2ygV29fQhrVUlhgrQEW2HAbGYLK6X5gh6Pp2gVDCOrpKslDe0vLi7WzVAsAzsiIjKN2tyr2dlZxaWd9FaM1rNKCxOk7GZhC5LOzk4T9vBNpfMFE4lEUaZQ+nv39PTg0KFDpu6LFslksqjSuB7mcTKwIyIi05TLsEmBn1wmSU/FaD2rtDBhZmYGs7OzpgYuastxlQZ1wOqGwHbDBsVEREQqyg29ZTIZHDx4MP9zaeChtWK0nikFx93d3ZiZmVG8n1yPNiMDl9Lh4Ugkkm+ADNg/iFPi9HmcDOyIiMhUUuZtenq6aOJ8JBKpyyWdjKY0LO12u1UDOyVGLC8mNzxc+LesVfWr1+s1fIULp8/jZGBHRESmEwQBfX19CAaD+aE7PWulNjq5YWkrW7+UGx6uVeWr0UFdPczjZGBHREQ1o2Vo1ekZE7PIreVdSYWp1HakGlr+RqFQyHatTeREo1G0trbWzTxONigmIiJLSIFJoXrImNiZUhWyXnJ/u1Jr1qzB4OBg1c9ltnpqdQIwY0dERBZi5WvlKmmD0tHRYdLerDY2Nlaz56qG1PIkFAohGAw6/hxkxo6IiCwlNdB1+gdqrU1PT+u+T7XD3KIoYnFxEZlMRjao7O/vr+rx9QiHw4Y+3tTUFIaHh4vawzgRM3ZEREQOI4pizeevaVn9Qs+SZ9XK5XKmPO74+Dja29trmt00EjN2REREDlNp02K99yuXoSuVyWQq2q9KmBnYjoyMODZzx4wdERGRw1Q6pLq8vJxvk5JOpwEcq5KVGwavZH1as5T2q+vq6pJtwGwkp/ZUZGBHRETkMIIgVNRORKmgoXTFj0rXpzVaf38/fD5fvm+f1OTa7KBO4sSeihyKJSIicqBgMGjYY42Pjxc1PK50qLfU2rVrq7p/e3t7UWBl1vDrmjVrZG93Yk9FBnZEREQOpKWXnB6FwZxSQBOLxbBu3TpEo1FNj7mwsFDVPhUOHSsFm319fZr3R8kbb7yBSCRSdJtTeypyKJaIiMihvF6vYY9VGMwprU8rVYrWajkzaeh4YGBA8bV2dXUZ8lwdHR0YGhpyfE9FZuyIiIgcyqghUyk7JVXBiqKIQCCAoaEhrFu3DkNDQ0Vz8ARBWJXhMpMUYCqtVGJE9tKJw65yLA/sbr/9dpxwwgloa2vDxo0b8fTTTytuu7y8jOuvvx6Dg4Noa2vD+vXrsXfv3qJtFhcXceWVV2JgYADt7e0488wz8dvf/rZom1wuh2uvvRY9PT1ob2/H5s2b8dJLL5ny+oiIiMxSaTAyMDCAaDSKaDSaD9qSySSGh4dx8ODBfKNepebRyWQS8XjciJeg2dLSkmqwWfg7vUHnwMAAUqnUqtfvRJYGdvfddx+2b9+OL3/5y3jmmWewfv16bNmyRbGb9jXXXIPvfe97uPXWW/HCCy/gsssuw4c//GE8++yz+W0uvfRSPPbYY7j77rsxPDyMD3zgA9i8eXPRCfiNb3wD3/72t3HHHXfgqaeeQkdHB7Zs2YIjR46Y/pqJiIiMIghCUXCjVSKRgN/vh9/vz2fqSqtgSwsqJFZVzEpBrNpKJdLv9Ojv70d7e7vs65+dna3ZsLNRmnJmtW7WYOPGjXjXu96F2267DQCQzWbR39+Pz3zmM9i5c+eq7Xt7e/HFL34Rl19+ef62rVu3or29Hffccw8OHz6Mzs5O/OxnP8O5556b3+a0007D2Wefja9+9avI5XLo7e3F5z//eXzhC18AcGxyZygUwp49e3DhhRdq2vdUKoW1a9diYWHB0DkOREREeszOzla0LmssFsvPmZucnJStOA2Hw+ju7i4Koip9vmqUtmNRE4/HkUgkLHt+M+iJOSzL2ImiiAMHDmDz5s1v7ozLhc2bN2P//v2y91laWkJbW1vRbe3t7XjyyScBAEePHsXKyorqNmNjY0gkEkXPu3btWmzcuFHxeaXnTqVSRf+IiIis5vF4Krqf1KBYbXmyRCKRH5aU5t8dPXq04n1VMzAwsGoINRQKrRpyVZNIJAwP6gDl7KUdWRbYJZNJrKysIBQKFd0eCoUU/yhbtmzBTTfdhJdeegnZbBaPPfYYHnzwQRw6dAgA0NnZiU2bNuGGG27Aa6+9hpWVFdxzzz3Yv39/fhvpsfU8LwDs3r0ba9euzf+r5ULHRERESipNNDQ1NUEURU0FGOPj4/n5ZxMTExU9XzmLi4tF06YikQj6+vo0V6eKomjqvD8pELY7y4sn9Ljllltw8sknIxaLQRAEXHHFFbjkkkvgcr35Mu6++27kcjlEIhG43W58+9vfxkc+8pGibSqxa9cuLCws5P+ZdWITERFpVc18t4mJCQwPDyvOa6+12dnZop/j8biuLJlRFcJKFhcXTX18o1gW2AUCATQ3N69K/05NTSEcDsvep7u7Gw899FB+MeKRkRF4PB6ceOKJ+W0GBwfxxBNPIJ1OY2JiAk8//TSWl5fz20iPred5gWOTNr1eb9E/IiIiKxkRzMzPz1e/IybR8/rMblciDUfbnWWBnSAIOO2007Bv3778bdlsFvv27cOmTZtU79vW1oZIJIKjR4/igQcewIc+9KFV23R0dKCnpwdzc3N49NFH89tEo1GEw+Gi502lUnjqqafKPi8REZGd1EvvNSVKr0+a75fJZPJ992rRW8/srKARLF15Yvv27di2bRtOP/10nHHGGbj55puRyWRwySWXAAAuvvhiRCIR7N69GwDw1FNPIR6PY8OGDYjH4/jKV76CbDaLHTt25B/z0UcfRS6XwymnnIKXX34ZV199NWKxWP4xm5qacOWVV+KrX/0qTj75ZESjUXzpS19Cb28vzjvvvJofAyIiokoJgoBQKGTaGqrl9Pf3GzY1ye/3Fw3HKi3plUwmZYefBwYG8iNvZs21c0IgbWlgd8EFF2BmZgbXXnstEokENmzYgL179+YLG1599dWiuXFHjhzBNddcg1deeQUejwfnnHMO7r77bvh8vvw2CwsL2LVrFyYnJ+H3+7F161bceOONaG1tzW+zY8cOZDIZfPKTn8T8/Dz+4i/+Anv37l1VTUtERGR3wWCwqsBuzZo1eOONNyq678zMTMXPKylsqRKJRFSX9FKbUzg+Pg6v14twOAy/359/nFQqVdE8RKm9iMQpa8da2sfOydjHjoiI7CCRSFScoXK73bYYXtTaJ25xcREHDx5U/P26detkGxSLooh0Ol1R/71QKIRgMGhpUOeIPnZERERUnWpbfNghqAOOZdsK58spKTcUqvb7SrOSVg1zV8rSoVgiIiKqnBmBmdfrtaQJ/8jISP7/lTJ4giBgYGBAcY6dnjl5eiwtLTliGBZgYEdERORYZkzmHxgYAPBmQ16Xy4XR0VHDn0eNNF9OLpgKBALwer1YWlqCy+VCNputaE6eHtX2wq0lBnZEREQOpZbBqkalBQdGUsuSCYKgKYNmVEZzfn4era2tjsjaMbAjIiJysMIMViaTqbrVx6FDh5BMJg3au8oZkY00KqMprUGrtcjDSs7JLRIREZEsQRDgdrsN6d9mh6AuEokYkh0zumnx+Pi47VefYGBHRERUB+xS4apFd3e34u8ikYjqEp8SafUJtUBLFEV0dHRoejyt7H6cORRLRERUB5ywKgIA+Hw+HH/88VizZk3RPD49/eJKK10Lh0hFUZQdlo5EIujo6EA6ncZrr71W8f7b/TgzsCMiIqoDZhVSGK2/vx9A8dxApapWOXKVrlIVrVrRRzwex9DQEA4fPlzxvvt8PtsXUDCwIyIiqhPVFlL09vZWlc3SorDaVWt1a+n95aTT6bJB7dLSElpaKg995ufnIYqirYM7BnZERER1RAqWOjs7IYqirvVczQ7qgOqHMpXuryUT53a7q35+uzcrZvEEERFRHdIb1NWC0uoQekhDzqUSiYTm5w6FQhU/P+fYERERUc3ZsXqz3AL2WklDzul0GmNjY4rbSQUT0hy+0qKLUCiElpYWzUPW1QSEtcKMHRERUR2yY2bJyGBTEAS0trbK/q6vrw9DQ0MIh8Po7OyEIAiyRRdTU1MQBAGxWExT0Dk1NYXh4WFb9PpTwsCOiIioDikNWVrJ6GBT6fG6urpWDfkqBZVjY2MYGRlBZ2cnjjvuOE3Pa+dGxQzsiIiI6lQgEEAsFrN6NwAYM7+ulFzwqvQ85YLKeDyO119/XfNz23GoG+AcOyIiorqWzWZr/pyBQAA9PT1YXl5GOp2Gx+NBR0eHac+l1g9PaljsdrsN7fNnx6FugIEdERFRXbMiAEkmk8hms5idnc3fVrg6hNGU+uHJrVAxNDRUtugCOLbsmcfjgcfjwfj4OFKpVP53fr/fti1POBRLRERUx6yaa1cY1AG1n5emtEIFcCwwi0QiqvefmZnB2NgYXn755aKgDjj22jjHjoiIiCxhl7l2tZyXpvRcc3NzSCQSRS1O1CpilRofT09PV7eDJmFgR0RE1AA6Ojosr5Kt5bCw0nNNTk6u6luXSqXQ3t6u6/GnpqZsmbVjYEdERNQgAoFA2SFIo5RmwcyoilWjdwhay5JkpexYGcviCSIiogYhiqLmVRaqJQVVhdWqhRWqtQjypIrZmZmZskuOVcKOlbEM7IiIiBpErTJMoVAoH7hJ/5WrUDWrSraQIAi6h1mdjEOxREREDaJWGaZgMFj0s1KFaq3mqHk8HlMeN51Om/K41WBgR0RE1CBK23YYwefzFf0sN5dOKVNYqwyiHZdXMwuHYomIiBqAXNZMi66urnzGa25urihL5fP5MDg4WHbunFKmsJZz1AKBAFwul2xj4v7+fuRyOUxOTup6TLMygdVgxo6IiKgBVJodm5ubg8/ng8/nWzX0OD8/D1EUIQgCOjs7FQsi9KzpaialQMzn81UUpJmRAa0WM3ZEREQNoJrsmFpQuLS0pClAK7ema62EQiFMTU3lfx4YGEAqlaoomzk+Pg6v12ur5cUY2BERETUAKWtWSQCjFhS6XC4sLi5qCtaU1nSthdKq3FAolC/yGB4ervhxtQa2tcKhWCIiogZRydJi4XA4H5CVDqf6/X6MjIzg4MGDGB4eRjKZNHJ3DSM3v1DK2lVbwGG3XnbM2BERETWQbDareVufz1e0UkXhcKrL5cLIyEjR9nYcmgTUq3KrCcysmCdYDgM7IiKiBqI1kBkcHFzVygR4s+Hw3Nyc7P3m5ubQ1dVlq4DHrKrc0mXT7IBDsURERA1EEASEw2HVbSKRiGxQBxybqzY8PKzYGmRyctJ2w7JqVbnVDMVyrVgiIiKyVDKZlF031ev15tt3xONxtLS0rFryS08vPLsNyypV5VaTtbPb/DqAGTsiIqKGoRaYlfZkk1vySylDpbTmq90yWnL99ipdlSISidgmaC3EwI6IiKhB6A20CrcXRRHLy8uy2ykFdnbMaMmpZK6cHYM6gEOxREREDUNvoCX1qMtkMojH47LbDAwMoKOjY1WPPDtWjCqxW2axGgzsiIiIGoRSk2JpKLLwdqlHnZJwOAyfz4eOjg4A9llZohKVZBbtuE4swMCOiIiooUgBmLTuq8fjyQdhaj3qSiUSCSQSCQwMDOSHYq1cWaIagiAgEAjoquRNpVKKQ9BW4hw7IiKiBiMIAvx+P/x+v2wgpmdoUq7IwmmSyaTu9ix2fd3M2BEREdGqtVT1sNt6qXroaeFSyo6vmxk7IiKiBqcluIlEIohGo7K/c0r1q5xqCifs+LoZ2BERETW4csFNJBJBOByG3+9XXMHBqaoJzkp7/9kBh2KJiIgaXLngJh6P5+fjObn6VY5cpfDAwACOHj2q2OJFYrfVNQAGdkRERA1PqQ1KocL5ZE6tflUiF6wqrYVbym7z7BjYERERUdnVF+w4n8xIhcGqKIqYmprSdD+7HRfOsSMiIiLVeXZOn0enl9aCinA4bLvjwowdERERKWaeYrFYfnWJRqElC+fz+RCJRGqwN/owY0dERET5eXaFpHVgG43csSgVDodrtDf6NOVyuZzVO+FEqVQKa9euxcLCQtl5CURERHYmimK+cABA3VS8VksURczNzSkWUhQup2YmPTEHh2KJiIgaWOmKE7UKVpxAEAR0dXUpBnZ2bHfCoVgiIqIGJbfihF3XQLWKtK6ukmpWrjADAzsiIqIGpRSU2C1YsZIoipidnVX8vctlr1DKXntDRERENaNU/Wm33mxWKhfkZrPZGu2JNgzsiIiIGpRSJayd5oxZrVyQa7cgmMUTREREDaze1n41mrQ+bjKZXPW7QCBgu+PFjB0REVGDEwQBnZ2dtgtS7KKzs1PX7VZiYEdERESkwuPxKP7ObhXEDOyIiIiIVCitRDE2Nobh4WHZYVqrMLAjIiIiKkNtxQc79f6zPLC7/fbbccIJJ6CtrQ0bN27E008/rbjt8vIyrr/+egwODqKtrQ3r16/H3r17i7ZZWVnBl770JUSjUbS3t2NwcBA33HADCldO+9jHPoampqaif2eddZZpr5GIiIicLZ1Oq/7eLr3/LK2Kve+++7B9+3bccccd2LhxI26++WZs2bIFL774IoLB4Krtr7nmGtxzzz34l3/5F8RiMTz66KP48Ic/jF//+td4xzveAQD4+te/ju9+97u466678Na3vhW/+93vcMkll2Dt2rX47Gc/m3+ss846C3feeWf+Z7uVKxMREZFz2CWOaMoVprJqbOPGjXjXu96F2267DcCxJn/9/f34zGc+g507d67avre3F1/84hdx+eWX52/bunUr2tvbcc899wAA/vqv/xqhUAg/+MEPFLf52Mc+hvn5eTz00EMV77ueBXmJiIjI2TKZDEZGRmR/FwqFEAwGTasq1hNzWDYUK4oiDhw4gM2bN7+5My4XNm/ejP3798veZ2lpCW1tbUW3tbe348knn8z/fOaZZ2Lfvn04ePAgAOA///M/8eSTT+Lss88uut/jjz+OYDCIU045BZ/+9Kfx+uuvG/XSiIiIqM6oDbVOTU3ZpojCsqHYZDKJlZUVhEKhottDoZBiRLxlyxbcdNNNePe7343BwUHs27cPDz74IFZWVvLb7Ny5E6lUCrFYDM3NzVhZWcGNN96Ij370o/ltzjrrLJx//vmIRqMYHR3FP/3TP+Hss8/G/v370dzcLPvcS0tLRX/UVCpVzcsnIiKiOjM+Pg6v12tpP0BHrTxxyy234BOf+ARisRiampowODiISy65BD/84Q/z29x///348Y9/jJ/85Cd461vfiueeew5XXnklent7sW3bNgDAhRdemN9+aGgIb3/72zE4OIjHH38c73//+2Wfe/fu3bjuuuvMfYFERERkS2q97AotLS1ZGthZNhQbCATQ3NyMqampotunpqYQDodl79Pd3Y2HHnoImUwG4+PjGBkZgcfjwYknnpjf5uqrr8bOnTtx4YUXYmhoCBdddBGuuuoq7N69W3FfTjzxRAQCAbz88suK2+zatQsLCwv5fxMTEzpfMRERETmVIAiIRCJlt3O5rG04YtmzC4KA0047Dfv27cvfls1msW/fPmzatEn1vm1tbYhEIjh69CgeeOABfOhDH8r/7o033lh1UJubm5HNZhUfb3JyEq+//jp6enoUt3G73fB6vUX/iIiIqHH4/f6y26jFG7Vg6VDs9u3bsW3bNpx++uk444wzcPPNNyOTyeCSSy4BAFx88cWIRCL5bNtTTz2FeDyODRs2IB6P4ytf+Qqy2Sx27NiRf8wPfvCDuPHGG3H88cfjrW99K5599lncdNNN+PjHPw7gWB+a6667Dlu3bkU4HMbo6Ch27NiBk046CVu2bKn9QSAiIiJH0NKrzuq2J5YGdhdccAFmZmZw7bXXIpFIYMOGDdi7d2++oOLVV18tyr4dOXIE11xzDV555RV4PB6cc845uPvuu+Hz+fLb3HrrrfjSl76Ef/iHf8D09DR6e3vxqU99Ctdeey2AY9m7559/HnfddRfm5+fR29uLD3zgA7jhhhss/2MQERGRfZWLE8LhsKXz6wCL+9g5GfvYERERNZ54PI5EIiH7u76+vlXdPozgiD52RERERE6jlg/TWjlrJgZ2RERERBqIoriqm0ehw4cP13Bv5DGwIyIiItKgXPHE+Pg4RFGs0d7IY2BHREREpIGWIkstlbNmYmBHREREpIEgCGV72VndYYOBHREREZEGoihidnZW8fcDAwOWtztx1FqxRERERFZRGmbt6upCX1+f5UEdwIwdERERkSZKw6xzc3M13hNlDOyIiIiINBAEQbEBsdVFExIGdkREREQatbTIz2KzumhCwsCOiIiISANRFBGPx2V/p1ZUUUsM7IiIiIg0UBtujcfjljcnBhjYEREREWlSbrjVDvPsGNgRERERGcAO8+wY2BERERFpoJaR83q97GNHRERE5BRqGblUKoVEIlHDvZHHwI6IiIhIA0EQEIlEFH9vhwIKBnZEREREGvn9ftXfW11AwcCOiIiISKM//elPqr93uawNrRjYEREREWmQyWSwuLiouk02m63R3shjYEdERESkQTqdLruN1S1PGNgRERERaeDxeFR/PzAwYHnLE/mVbImIiIioSEdHB/x+f9G6sD6fD8FgEG632/KgDmBgR0RERKRZNBpFMBhEOp2Gx+NBR0eH1btUhIEdERERkQ4dHR35gE4URSwtLTFjR0RERORkyWQS4+Pj+Z8HBgYQCAQs3CMWTxARERHpJopiUVAHAOPj41x5goiIiMhplFaY4MoTRERERA6j1K+OfeyIiIiIHCaVSq26ze/3W15AwcCOiIiISAe5+XUAMDs7yzl2RERERE6iNo+Oc+yIiIiIHERtHh3n2BERERE5iCAIGBgYWHU714olIiIicqBAIACv14t0Og0A8Hg8lgd1ADN2RERERBURBAEejwetra1W70oeM3ZEREREFUgkEojH4/mfuaQYERERkQPF4/GioA7gkmJEREREjpNIJJBIJGR/x3YnRERERA4hiuKqTF0htjshIiIicgi1jFwkErG8MpaBHREREZFGShm5cDiMcDhc471ZjYEdERERkUZyzYkjkQgikYhFe1SM7U6IiIiIdJBrTmwXDOyIiIiIdEqlUhgfH8//bIcedgCHYomIiIh0EUWxKKgD7NHDDmBgR0RERKSLUmWs1T3sAAZ2RERERLooVcZa3cMOYGBHREREpIsgCPD7/UW3+f1+y3vYAQzsiIiIiHQRRRGzs7NFt83OznKOHREREZHTcI4dERERUZ3gHDsiIiKiOiG3+sTAwIAt5tixQTERERGRTtLqE0tLS3C73bYI6gAGdkREREQVEQTBNgGdhEOxRERERHWCgR0RERFRnWBgR0RERFQnGNgRERER1QkGdkRERER1goEdERERUZ2wPLC7/fbbccIJJ6CtrQ0bN27E008/rbjt8vIyrr/+egwODqKtrQ3r16/H3r17i7ZZWVnBl770JUSjUbS3t2NwcBA33HADcrlcfptcLodrr70WPT09aG9vx+bNm/HSSy+Z9hqJiIiIasHSwO6+++7D9u3b8eUvfxnPPPMM1q9fjy1btmB6elp2+2uuuQbf+973cOutt+KFF17AZZddhg9/+MN49tln89t8/etfx3e/+13cdttt+OMf/4ivf/3r+MY3voFbb701v803vvENfPvb38Ydd9yBp556Ch0dHdiyZQuOHDli+msmIiIiMktTrjCVVWMbN27Eu971Ltx2220AgGw2i/7+fnzmM5/Bzp07V23f29uLL37xi7j88svzt23duhXt7e245557AAB//dd/jVAohB/84Aey2+RyOfT29uLzn/88vvCFLwAAFhYWEAqFsGfPHlx44YWa9j2VSmHt2rVYWFiA1+ut+BgQERERqdETc1iWsRNFEQcOHMDmzZvf3BmXC5s3b8b+/ftl77O0tIS2trai29rb2/Hkk0/mfz7zzDOxb98+HDx4EADwn//5n3jyySdx9tlnAwDGxsaQSCSKnnft2rXYuHGj4vMSEREROYFlS4olk0msrKwgFAoV3R4KhTAyMiJ7ny1btuCmm27Cu9/9bgwODmLfvn148MEHsbKykt9m586dSKVSiMViaG5uxsrKCm688UZ89KMfBQAkEon885Q+r/Q7OUtLS1haWsr/nEql9L1gIiIiIpNZXjyhxy233IKTTz4ZsVgMgiDgiiuuwCWXXAKX682Xcf/99+PHP/4xfvKTn+CZZ57BXXfdhX/+53/GXXfdVdVz7969G2vXrs3/6+/vr/blEBERERnKssAuEAigubkZU1NTRbdPTU0hHA7L3qe7uxsPPfQQMpkMxsfHMTIyAo/HgxNPPDG/zdVXX42dO3fiwgsvxNDQEC666CJcddVV2L17NwDkH1vP8wLArl27sLCwkP83MTFR0esmIiIiMotlQ7GCIOC0007Dvn37cN555wE4Vjyxb98+XHHFFar3bWtrQyQSwfLyMh544AH83d/9Xf53b7zxRlEGDwCam5uRzWYBANFoFOFwGPv27cOGDRsAHBtWfeqpp/DpT39a8Tndbjfcbnf+Z6nmhEOyREREZCYp1tBU75qz0L333ptzu925PXv25F544YXcJz/5yZzP58slEolcLpfLXXTRRbmdO3fmt//Nb36Te+CBB3Kjo6O5X/3qV7n3ve99uWg0mpubm8tvs23btlwkEsk9/PDDubGxsdyDDz6YCwQCuR07duS3+drXvpbz+Xy5n/3sZ7nnn38+96EPfSgXjUZzhw8f1rzvExMTOQD8x3/8x3/8x3/8x381+TcxMVE2PrEsYwcAF1xwAWZmZnDttdcikUhgw4YN2Lt3b76w4dVXXy3Kvh05cgTXXHMNXnnlFXg8Hpxzzjm4++674fP58tvceuut+NKXvoR/+Id/wPT0NHp7e/GpT30K1157bX6bHTt2IJPJ4JOf/CTm5+fxF3/xF9i7d++qils1vb29mJiYQGdnJ5qamqo/GCVSqRT6+/sxMTHBdipV4HE0Bo+jMXgcjcHjaAweR2PU4jjmcjksLi6it7e37LaW9rEjZeyTZwweR2PwOBqDx9EYPI7G4HE0ht2Oo6OqYomIiIhIGQM7IiIiojrBwM6m3G43vvzlLxdV4pJ+PI7G4HE0Bo+jMXgcjcHjaAy7HUfOsSMiIiKqE8zYEREREdUJBnZEREREdYKBHREREVGdYGBnodtvvx0nnHAC2trasHHjRjz99NOq2//rv/4rYrEY2traMDQ0hJ///Oc12lN703Mc9+zZg6ampqJ/ehpT16tf/epX+OAHP4je3l40NTXhoYceKnufxx9/HO985zvhdrtx0kknYc+ePabvp93pPY6PP/74qvOxqakJiUSiNjtsQ7t378a73vUudHZ2IhgM4rzzzsOLL75Y9n68Phar5Djy+ijvu9/9Lt7+9rfD6/XC6/Vi06ZN+D//5/+o3sfK85GBnUXuu+8+bN++HV/+8pfxzDPPYP369diyZQump6dlt//1r3+Nj3zkI/j7v/97PPvsszjvvPNw3nnn4fe//32N99xe9B5HAPB6vTh06FD+3/j4eA332J4ymQzWr1+P22+/XdP2Y2NjOPfcc/He974Xzz33HK688kpceumlePTRR03eU3vTexwlL774YtE5GQwGTdpD+3viiSdw+eWX4ze/+Q0ee+wxLC8v4wMf+AAymYzifXh9XK2S4wjw+iinr68PX/va13DgwAH87ne/w/ve9z586EMfwh/+8AfZ7S0/HzUvjkqGOuOMM3KXX355/ueVlZVcb29vbvfu3bLb/93f/V3u3HPPLbpt48aNuU996lOm7qfd6T2Od955Z27t2rU12jtnApD76U9/qrrNjh07cm9961uLbrvgggtyW7ZsMXHPnEXLcfzlL3+ZA1C03jUVm56ezgHIPfHEE4rb8PpYnpbjyOujdl1dXbnvf//7sr+z+nxkxs4CoijiwIED2Lx5c/42l8uFzZs3Y//+/bL32b9/f9H2ALBlyxbF7RtBJccRANLpNAYGBtDf36/6rYuU8Xw01oYNG9DT04O/+qu/wn/8x39YvTu2srCwAADw+/2K2/B8LE/LcQR4fSxnZWUF9957LzKZDDZt2iS7jdXnIwM7CySTSaysrCAUChXdHgqFFOfWJBIJXds3gkqO4ymnnIIf/vCH+NnPfoZ77rkH2WwWZ555JiYnJ2uxy3VD6XxMpVI4fPiwRXvlPD09PbjjjjvwwAMP4IEHHkB/fz/e85734JlnnrF612whm83iyiuvxJ//+Z/jbW97m+J2vD6q03oceX1UNjw8DI/HA7fbjcsuuww//elP8Za3vEV2W6vPx5aaPAuRTWzatKnoW9aZZ56JU089Fd/73vdwww03WLhn1IhOOeUUnHLKKfmfzzzzTIyOjuJb3/oW7r77bgv3zB4uv/xy/P73v8eTTz5p9a44mtbjyOujslNOOQXPPfccFhYW8L/+1//Ctm3b8MQTTygGd1Zixs4CgUAAzc3NmJqaKrp9amoK4XBY9j7hcFjX9o2gkuNYqrW1Fe94xzvw8ssvm7GLdUvpfPR6vWhvb7dor+rDGWecwfMRwBVXXIGHH34Yv/zlL9HX16e6La+PyvQcx1K8Pr5JEAScdNJJOO2007B7926sX78et9xyi+y2Vp+PDOwsIAgCTjvtNOzbty9/Wzabxb59+xTH7Ddt2lS0PQA89thjits3gkqOY6mVlRUMDw+jp6fHrN2sSzwfzfPcc8819PmYy+VwxRVX4Kc//Sl+8YtfIBqNlr0Pz8fVKjmOpXh9VJbNZrG0tCT7O8vPx5qUaNAq9957b87tduf27NmTe+GFF3Kf/OQncz6fL5dIJHK5XC530UUX5Xbu3Jnf/j/+4z9yLS0tuX/+53/O/fGPf8x9+ctfzrW2tuaGh4etegm2oPc4XnfddblHH300Nzo6mjtw4EDuwgsvzLW1teX+8Ic/WPUSbGFxcTH37LPP5p599tkcgNxNN92Ue/bZZ3Pj4+O5XC6X27lzZ+6iiy7Kb//KK6/k1qxZk7v66qtzf/zjH3O33357rrm5Obd3716rXoIt6D2O3/rWt3IPPfRQ7qWXXsoNDw/nPve5z+VcLlfu3//93616CZb79Kc/nVu7dm3u8ccfzx06dCj/74033shvw+tjeZUcR14f5e3cuTP3xBNP5MbGxnLPP/98bufOnbmmpqbc//2//zeXy9nvfGRgZ6Fbb701d/zxx+cEQcidccYZud/85jf53/3lX/5lbtu2bUXb33///bl169blBEHIvfWtb8098sgjNd5je9JzHK+88sr8tqFQKHfOOefknnnmGQv22l6kthul/6Rjt23bttxf/uVfrrrPhg0bcoIg5E488cTcnXfeWfP9thu9x/HrX/96bnBwMNfW1pbz+/2597znPblf/OIX1uy8TcgdPwBF5xevj+VVchx5fZT38Y9/PDcwMJATBCHX3d2de//7358P6nI5+52PTblcLleb3CARERERmYlz7IiIiIjqBAM7IiIiojrBwI6IiIioTjCwIyIiIqoTDOyIiIiI6gQDOyIiIqI6wcCOiIiIqE4wsCMiIiKqEwzsiIgM8Pjjj6OpqQnz8/NW7woRNTCuPEFEVIH3vOc92LBhA26++WYAgCiKmJ2dRSgUQlNTk7U7R0QNq8XqHSAiqgeCICAcDlu9G0TU4DgUS0Sk08c+9jE88cQTuOWWW9DU1ISmpibs2bOnaCh2z5498Pl8ePjhh3HKKadgzZo1+Nu//Vu88cYbuOuuu3DCCSegq6sLn/3sZ7GyspJ/7KWlJXzhC19AJBJBR0cHNm7ciMcff9yaF0pEjsOMHRGRTrfccgsOHjyIt73tbbj++usBAH/4wx9WbffGG2/g29/+Nu69914sLi7i/PPPx4c//GH4fD78/Oc/xyuvvIKtW7fiz//8z3HBBRcAAK644gq88MILuPfee9Hb24uf/vSnOOusszA8PIyTTz65pq+TiJyHgR0RkU5r166FIAhYs2ZNfvh1ZGRk1XbLy8v47ne/i8HBQQDA3/7t3+Luu+/G1NQUPB4P3vKWt+C9730vfvnLX+KCCy7Aq6++ijvvvBOvvvoqent7AQBf+MIXsHfvXtx555347//9v9fuRRKRIzGwIyIyyZo1a/JBHQCEQiGccMIJ8Hg8RbdNT08DAIaHh7GysoJ169YVPc7S0hKOO+642uw0ETkaAzsiIpO0trYW/dzU1CR7WzabBQCk02k0NzfjwIEDaG5uLtquMBgkIlLCwI6IqAKCIBQVPRjhHe94B1ZWVjA9PY3/8l/+i6GPTUSNgVWxREQVOOGEE/DUU0/hT3/6E5LJZD7rVo1169bhox/9KC6++GI8+OCDGBsbw9NPP43du3fjkUceMWCviajeMbAjIqrAF77wBTQ3N+Mtb3kLuru78eqrrxryuHfeeScuvvhifP7zn8cpp5yC8847D7/97W9x/PHHG/L4RFTfuPIEERERUZ1gxo6IiIioTjCwIyIiIqoTDOyIiIiI6gQDOyIiIqI6wcCOiIiIqE4wsCMiIiKqEwzsiIiIiOoEAzsiIiKiOsHAjoiIiKhOMLAjIiIiqhMM7IiIiIjqBAM7IiIiojrx/wB1wKL0gT0J2wAAAABJRU5ErkJggg==", + "image/png": "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", "text/plain": [ "
" ] @@ -70,11 +70,18 @@ "metadata": {}, "outputs": [ { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 400/400 [00:02<00:00, 144.56it/s]\n" - ] + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "215826576a9f4183bc0f6316356a773c", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/4010 [00:00" ] diff --git a/docs/notebooks/single.ipynb b/docs/notebooks/single.ipynb index 490c8e4..9a41332 100644 --- a/docs/notebooks/single.ipynb +++ b/docs/notebooks/single.ipynb @@ -82,7 +82,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "e4fafdd729b7464dbf49d2f3320823d3", + "model_id": "01c66b1289f742928ed220a74f258e20", "version_major": 2, "version_minor": 0 }, @@ -162,7 +162,16 @@ "cell_type": "code", "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch: 0.301\n", + "duration: 0.051\n" + ] + } + ], "source": [ "i, j = np.unravel_index(np.argmax(nu.search_data.ll), nu.search_data.ll.shape)\n", "t0, D = nu.search_data.t0s[i], nu.search_data.Ds[j]\n", @@ -186,14 +195,6 @@ ] }, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "epoch: 0.301\n", - "duration: 0.051\n" - ] - }, { "data": { "image/png": "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", diff --git a/docs/notebooks/star.ipynb b/docs/notebooks/star.ipynb index 15370b0..66460ca 100644 --- a/docs/notebooks/star.ipynb +++ b/docs/notebooks/star.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -36,7 +36,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -74,7 +74,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -93,7 +93,7 @@ " 0.9370029 , 0.95199615, 0.96747702, 0.98346971, 1. ])" ] }, - "execution_count": 18, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -113,7 +113,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -122,7 +122,7 @@ "0.5242080656950339" ] }, - "execution_count": 20, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -148,7 +148,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.5" + "version": "3.10.14" } }, "nbformat": 4, diff --git a/docs/notebooks/templates.ipynb b/docs/notebooks/templates.ipynb index 8699950..c088cab 100644 --- a/docs/notebooks/templates.ipynb +++ b/docs/notebooks/templates.ipynb @@ -29,7 +29,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -96,7 +96,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiIAAAGdCAYAAAAvwBgXAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABSqUlEQVR4nO3dd1gU59oG8Ht2YWHpIiioNBtiwV7QGDHiweTEkqNHU5XEGEuMeoxGk88SNScYNWpibCmWaE66GpOoUWyxIMYINoqKYonYQECKtH2/P1ZWN8C6IMvM4v3z2mt3Z96ZeWYH2ZuZd2YkIYQAERERkQxUchdAREREjy4GESIiIpINgwgRERHJhkGEiIiIZMMgQkRERLJhECEiIiLZMIgQERGRbBhEiIiISDY2chdgik6nw5UrV+Ds7AxJkuQuh4iIiMwghMDt27dRr149qFSm93koOohcuXIFPj4+cpdBRERElXDp0iU0aNDAZBtFBxFnZ2cA+hVxcXGRuRoiIiIyR1ZWFnx8fAzf46YoOoiUHI5xcXFhECEiIrIy5nSrYGdVIiIikg2DCBEREcmGQYSIiIhkwyBCREREsmEQISIiItkwiBAREZFsGESIiIhINgwiREREJBsGESIiIpJNtQSRpUuXwt/fH/b29ujcuTMOHz5cHYslIiIihbN4EPn2228xceJEzJw5E0ePHkXr1q0RHh6O69evW3rRREREpHAWDyILFy7EiBEj8PLLL6N58+ZYsWIFHBwcsGrVKksvmoiIiBTOoje9KygowJ9//om3337bMEylUiEsLAzR0dGl2ufn5yM/P9/wPisryyJ1nb2eja9iLlhk3kRVxd5WjRe7+KG+m1buUqiSvj58Eaev3Za7DCKTGnk64cUufrIt36JB5ObNmyguLkbdunWNhtetWxeJiYml2kdGRmLWrFmWLAkAcCUjD6sPpFh8OUQPK6+gGO/2ayF3GVQJl9Jz8faGE3KXQfRAjzf1rLlBpKLefvttTJw40fA+KysLPj4+Vb4cH3cHvN6zUZXPl6iqHL2QgehzacjOL5K7FKqkkm3noFHj5W7+8hZDZIJ/bUdZl2/RIOLh4QG1Wo1r164ZDb927Rq8vLxKtbezs4OdnZ0lSwIABHg4YnJ4M4svh6iyPv09GdHn0qATQu5SqJJKtp2zvQ1/3xCZYNHOqhqNBu3bt8fOnTsNw3Q6HXbu3ImQkBBLLprIqqkkCQDAHGK9SrZdybYkorJZ/NDMxIkTMWzYMHTo0AGdOnXC4sWLkZOTg5dfftnSiyayetwjYr1Kth1jCJFpFg8iQ4YMwY0bNzBjxgxcvXoVbdq0wbZt20p1YCWie7hHxPqVbDuJe0SITKqWzqpjx47F2LFjq2NRRDWC6u53F/eIWK+SbafijTSITOJ/ESIFUqm4R8Ta6dhHhMgsDCJEClTy1SXAJGK92EeEyBwMIkQKVNKvQKeTuRCqNO4RITIPgwiRApV8ebGPiPXS3U0izCFEpjGIECmQZOisKm8dVHncI0JkHgYRIgVSGb67mESsVUn/HuYQItMYRIgUyNBHhDnEavHKqkTmYRAhUiD2EbF+hiurMogQmcQgQqRAJV9d3CNivUq2HWMIkWkMIkQKVHI1TsE9IlZL8MqqRGbhfxEiBeK9Zqwf+4gQmYdBhEjB2EfEerGPCJF5GESIFIh7RKyfYB8RIrMwiBApEM+asX6Gu+8yiRCZxCBCpEAle/OZQ6wXr6xKZB4GESIFUhku8c4kYq0MZ80wiBCZxCBCpEAlHRwZQ6yXYdsxhxCZxCBCpEDsI2L92EeEyDwMIkQKxCurWj/2ESEyD4MIkQIZrsbJPSJWSwjefZfIHAwiRArEu+9aP15Zlcg8DCJECnTv0AyTiLXilVWJzMMgQqRAKu4RsXr3+ojIWweR0jGIECnQvUu8M4lYK0MfEZnrIFI6BhEiBVLxyqpWj31EiMzDIEKkRLyyqtVjHxEi8zCIECkQL2hm/Ur6iDCHEJnGIEKkQCpe4t3qCfDKqkTmYBAhUiDefdf68cqqROZhECFSIN591/rx7rtE5mEQIVIgw913mUOslmHbMYcQmcQgQqRA7Kxq/XTcI0JkFgYRIgUq+epiDrFevLIqkXkYRIgUiHtErB/7iBCZh0GESIF41oz1K9l2jCFEpjGIECmQxLNmrB6vrEpkHgYRIgXi3XetH/uIEJmHQYRIge71K2ASsVYlV1blDhEi0xhEiBTo3qEZeeugyuPdd4nMwyBCpEC8sqr10+nYR4TIHAwiRApU8uWl4y4Rq8U+IkTmYRAhUiDefdf6sY8IkXkYRIgUiFdWtX68+y6ReRhEiBSIV1a1fryyKpF5GESIFIgXNLN+3HZE5mEQIVIgXuLd+vH0XSLzMIgQKZChsyqDiNXiWTNE5mEQIVIg9hGxfoY+IkwiRCYxiBApUMl3F2OI9SrZdowhRKYxiBApETurWj1eWZXIPAwiRAp0fx8RwTBildhHhMg8DCJECnT/mRbMIdZJx+uIEJmFQYRIge7/6mIOsW7MIUSmMYgQKdD9f0Wzn4h1Ktlu7CNCZBqDCJECSff9z2QQsU73Ds3IXAiRwjGIECkQ+4hYv5LOqhJP4CUyiUGESIGM+ogwiFglwbNmiMxisSDy3//+F127doWDgwPc3NwstRiiGol9RKwfr6xKZB6LBZGCggL8+9//xujRoy21CKIa6/7+jQwi1uleZ1WZCyFSOBtLzXjWrFkAgDVr1lhqEUQ11v1fXpuPXYHWVi1fMVQpKTdzAbCPCNGDWCyIVEZ+fj7y8/MN77OysmSshkg+akmCWiWhWCfwfxtPyl0OPQSNDbviEZmiqCASGRlp2JNC9CizUavwzlNB2Hv6htyl0ENw09rin6285S6DSNEkUYEbWUydOhUffPCByTYJCQlo1qyZ4f2aNWswYcIEZGRkPHD+Ze0R8fHxQWZmJlxcXMwtk4iIiGSUlZUFV1dXs76/K7RH5M0330RERITJNg0bNqzILI3Y2dnBzs6u0tMTERGRdalQEPH09ISnp6elaiEiIqJHjMX6iFy8eBHp6em4ePEiiouLERcXBwBo3LgxnJycLLVYIiIisiIWCyIzZszA2rVrDe/btm0LANi9ezdCQ0MttVgiIiKyIhXqrFrdKtLZhYiIiJShIt/fPMGdiIiIZMMgQkRERLJhECEiIiLZMIgQERGRbBhEiIiISDYMIkRERCQbBhEiIiKSDYMIERERyYZBhIiIiGTDIEJERESyYRAhIiIi2TCIEBERkWwYRIiIiEg2DCJEREQkGwYRIiIikg2DCBEREcmGQYSIiIhkwyBCREREsmEQISIiItkwiBAREZFsGESIiIhINgwiREREJBsGESIiIpINgwgRERHJhkGEiIiIZMMgQkRERLJhECEiIiLZMIgQERGRbBhEiIiISDYMIkRERCQbBhEiIiKSDYMIERERyYZBhIiIiGTDIEJERESyYRAhIiIi2TCIEBERkWwYRIiIiEg2DCJEREQkGwYRIiIikg2DCBEREcmGQYSIiIhkwyBCREREsmEQISIiItkwiBAREZFsGESIiIhINgwiREREJBsGESIiIpINgwgRERHJhkGEiIiIZMMgQkRERLJhECEiIiLZMIgQERGRbBhEiIiISDYMIkRERCQbBhEiIiKSDYMIERERycZiQSQlJQXDhw9HQEAAtFotGjVqhJkzZ6KgoMBSiyQiIiIrY2OpGScmJkKn02HlypVo3LgxTp48iREjRiAnJwcLFiyw1GKJiIjIikhCCFFdC5s/fz6WL1+Oc+fOmdU+KysLrq6uyMzMhIuLS9UVkp8NZF4ue5wklTXQzHYVbfsQy69I24eu9SGXX5G21Vqrme0kFWDrAKhtzZsHkZyEAIruAIV5gK5I/17o7j1w/3txbzyq7avgwarva4kAQOMAuPlW6Swr8v1tsT0iZcnMzIS7u3u54/Pz85Gfn294n5WVZZlCLsUA6/9lmXlTzaWyAWwdAVut/uHoATh7Ac7egEt9oE5zwKsl4FJP7kqpJiq8A1w7CdxIAm4mAZl/Abk3gZybQG4aUJirb1Oc/+B5Ed2vUS/gpQ2yLb7agsjZs2exZMkSk4dlIiMjMWvWLMsXo7YFHGqXHl5mCi9jWLlpvay2ZraryPIr0rZCtSpx+SZqqG66IiA/U/8AgFvny25Xyx9o3Bto/RxQv13F9ogR3S83HTj+HXB6K3DxkH5PR4VJ+r16Usnz3Qfuf4+7wyzJgv8P+H/s4dhX4RGHSqjwoZmpU6figw8+MNkmISEBzZo1M7z/66+/0KNHD4SGhuLzzz8vd7qy9oj4+PhU/aEZqpnK+1F+2NCkKwKK8oCCXP3u7sJcoCAHyLkBZF8DbqcCty4A104BN08DovjetN6tgZ7TgCa9+cuSzHf7GrB3LhD7lfEeDkdP/Z43z0DAzU//3rG2/g8rjRNgY3/3Yaffa6ey4c8dyaIih2YqHERu3LiBtLQ0k20aNmwIjUYDALhy5QpCQ0PRpUsXrFmzBiqV+anbYn1EiCwl/zaQsh84tRE4tenel0izp4F+SwCH8g9NEkEI4Ng3wJbJQMFt/bC6rYA2z+l3n3sGMliQVbBoEKmIv/76Cz179kT79u2xfv16qNXqCk3PIEJWLTcd2L8IOLQc0BUCrj7AixsAz6ZyV0ZKpCsGtr4F/HF3r3G9dsA/5gB+3Rg+yOooIoj89ddfCA0NhZ+fH9auXWsUQry8vMyaB4MI1Qipx4DvI4D0c/pd6BG/AnWC5K6KlESnAzaNAo5/C0ACer4DdH8TUFXsjzcipVDEWTM7duzA2bNncfbsWTRo0MBoXDWeMUwkP+/WwPAdwFeDgCuxwFeDgRE7Aac6cldGSrH7v/oQorIB/vUp0HKg3BURVRuLdZOOiIiAEKLMB9Ejx9FDf1jGvSGQeRH4cbj+r2CipK3AvrtnE/ZbwhBCjxzea4aouji4A89/p7842vnf7/UFoEdXThqweZz+dchYoM3z8tZDJAMGEaLq5NEE6D1b/3rHDCDrirz1kLx2TAdyrgOeQcAT0+WuhkgWDCJE1a3DcMCni/7aJLv/K3c1JJerJ4C4/+lf91sC2NrLWw+RTBhEiKqbSgX84z3969ivgGvx8tZD8tgxA4AAWvwL8OkodzVEsmEQIZKDT0cgqB8AARxYLHc1VN3+Ogok79KfJdNrhtzVEMmKQYRILt0n6p9P/lj+3aCpZjq4RP/cchDgHiBvLUQyYxAhkku9toB/d/29bA4tl7saqi63LgDxm/Svu46VtRQiJWAQIZJT1zf0z3FfAUW8ffsj4eiXgNABAT0Ar1ZyV0MkOwYRIjk1DgNc6gN5t4DEX+SuhixNV3zvTJn2EbKWQqQUDCJEclKp713EKna9vLWQ5SXvAm5fAbS1gGb/lLsaIkVgECGSW5sX9M/Ju4HMv+SthSyrZG9I8BDAxk7eWogUgkGESG7uAfoLnEEACZvlroYspSAXOL1N/zp4sLy1ECkIgwiRErQYoH+O/0nWMsiCzkYBhbmAmy9Qr53c1RApBoMIkRIE9dM/XzwEZKXKWwtZRskpu837A5IkaylESsIgQqQErvUBn87g4ZkaqjAPSLp7WKb5M/LWQqQwDCJEStF8gP751CY5qyBLOLsTKMwBXH2A+jwsQ3Q/BhEipQjqq3++dAjITZe3FqpaSVv1z0F9eViG6G8YRIiUws0HqNtSf9XNszvlroaqihDA2R36103+IW8tRArEIEKkJE1665/P/CZvHVR1rh4Hsq8Bto6AX1e5qyFSHAYRIiVpEq5/Phulvxw4Wb8zd/eGNAzlRcyIysAgQqQkDToC9m76e89cPiJ3NVQVSoJIkzB56yBSKAYRIiVR2wCNe+lf8/CM9ctNBy4f1r9u3FveWogUikGESGlKDs+c3i5vHfTwzu3Wdz72DNJ3RiaiUhhEiJSmcRgACbh2gjfBs3aGwzLcG0JUHgYRIqVxrA006KB/fTZK3lqo8nS6e9uPQYSoXAwiREpU0p+g5PoTZH1S44CcG4DG+e7dlYmoLAwiREpU8hd08h6gqEDWUqiSSvaGNAoFbDSylkKkZAwiRErk3QZw9AQKbgOXYuSuhirjzN3OxjxbhsgkBhEiJVKpgEZ3T+Pl4Rnrk5N27zowjXn9ECJTGESIlMpwuXcGEauTvBOAAOq2Alzry10NkaIxiBApVaMnAEkFXI8HMi/LXQ1VRMlhGZ4tQ/RADCJESuXgDtS/exov94pYD13xfaft8m67RA/CIEKkZCV/UfN6Itbj8hH9vYLs3fT3DiIikxhEiJSsJIic28PTeK2F4WyZXvp7BxGRSQwiRErm1fruabzZwMVouashc5TcrLDknkFEZBKDCJGSqVT3Tv/kabzKl3UFuHoCgHTvLspEZBKDCJHSlRyeSdoKCCFvLWTa6W365/rtAUcPeWshshIMIkRK17g3oNYAaWeB6wlyV0OmxP+kfw7qK28dRFaEQYRI6exd7l1lteSLjpQnJw04v0//unk/eWshsiIMIkTWoHl//TODiHIl/QqIYsArGHBvKHc1RFaDQYTIGgT2AVS2wI0E4EaS3NVQWUpCIveGEFUIgwiRNdDWAhqG6l+f2iRnJVSW3HT9tV4AoPkAOSshsjoMIkTWouW/9M/Hv+HZM0pz8kdAV6S/yZ1HE7mrIbIqDCJE1qJ5f0DjBKSf48XNlCZ2vf657Qvy1kFkhRhEiKyFxhFo8Yz+dckXH8nv6gkgNU7fh6fVYLmrIbI6DCJE1qTtS/rnkxv0/RJIfkdW658DnwQca8tbC5EVYhAhsiY+nQCvVkBRHnBkldzVUG46EPc//etOr8lbC5GVYhAhsiaSBIS8oX99+FOgKF/eeh51f3yhD4XerQH/x+SuhsgqMYgQWZuW/wKc6wHZ14CjX8pdzaPrThYQs1z/OuQNfUgkogpjECGyNmpboPtE/eu984D8bHnreVQd/BjITQNqN7nXiZiIKoxBhMgatY/QX0Y85zpwYLHc1Tx6Mi8D0Uv1r8NmAmobeeshsmIMIkTWSG0LhL2rf71/EZB6XNZyHilCAJvHAYW5gE8XoNnTcldEZNUYRIisVVA//e3mdUXAxlFAQY7cFT0a/vgcSN4J2NgD/T9h3xCih8QgQmStJAn450LAwQO4fgrYOBLQ6eSuqmY7txfYNlX/utcMXs6dqAowiBBZM6c6wLNfAWoNkPAz8NMYoLhI7qpqpvO/A988r98D1Wow0GWM3BUR1QgMIkTWzrcL8MwKQFIDx74GvhoI3L4md1U1hxD6wzHrBwEF2UBAD6DfEh6SIaoiFg0i/fr1g6+vL+zt7eHt7Y2XXnoJV65cseQiiR5NLQcCQ9YDNlr97eiXdQYOLQcKcuWuzLpd/hNY2xf49U2gOF/fMfX57wBbe7krI6oxJCEsdz/xRYsWISQkBN7e3vjrr78wadIkAMDBgwfNmj4rKwuurq7IzMyEi4uLpcokqjluJAE/DtffiA0A7F2B4CFA0z6AX1fAVitvfUonBJCWDJzdARz/FrgSqx+uttOfptt5NKDijmSiB6nI97dFg8jfbd68GQMGDEB+fj5sbW0f2J5BhKgSiouA2C+B/YuBjAv3hktqwDMQqBMEuNTXP5y9ADtn/UPjCGicABs7QGUDqNT6aVQ2971XyXdIQgj9A3efhe4Br3V320P/ujBXf2ZRQa7+EEthrv6CZFlXgKy/9AHk6gngTsa9Zao1+r1NPd8B3HyrfZWJrFVFvr+r7So86enp+Oqrr9C1a9dyQ0h+fj7y8+/dOyMrK6u6yiOqOdQ2QIdXgHYRQPIuIH4TcDYKuJ0KXI/XPx7K34KIUTCponFGQaIkXFQTlS3gF6LfixQ8BHD0qL5lEz2CLB5EpkyZgk8++QS5ubno0qULfvnll3LbRkZGYtasWZYuiejRoFIBTcL0DyH0QeTqCf3hm9up+r0At6/d3UtwW/+cn63vC2Hyi/9vO1FN7VSttv2tZrCx1+/1sXW8u/fHAbB3A1zv7h1y9QG8WgKezfR7hYioWlT40MzUqVPxwQcfmGyTkJCAZs2aAQBu3ryJ9PR0XLhwAbNmzYKrqyt++eUXSGXs3i1rj4iPjw8PzRBVNyEAXbH+VFXD4+5744alpzM13pw2Qtx3CEgq+7Xh/d1hpV6XNw0RVQeL9hG5ceMG0tLSTLZp2LAhNBpNqeGXL1+Gj48PDh48iJCQkAcui31EiIiIrI9F+4h4enrC09OzUoXp7l718f69HkRERPToslgfkZiYGPzxxx947LHHUKtWLSQnJ2P69Olo1KiRWXtDiIiIqOaz2AnxDg4O2LBhA3r16oXAwEAMHz4cwcHB2Lt3L+zs2BGMiIiILLhHpFWrVti1a5elZk9EREQ1AC8RSERERLJhECEiIiLZMIgQERGRbBhEiIiISDYMIkRERCQbBhEiIiKSDYMIERERyYZBhIiIiGTDIEJERESyYRAhIiIi2TCIEBERkWwYRIiIiEg2DCJEREQkGwYRIiIikg2DCBEREcmGQYSIiIhkwyBCREREsmEQISIiItkwiBAREZFsGESIiIhINgwiREREJBsGESIiIpINgwgRERHJhkGEiIiIZMMgQkRERLJhECEiIiLZMIgQERGRbBhEiIiISDYMIkRERCQbBhEiIiKSDYMIERERyYZBhIiIiGTDIEJERESyYRAhIiIi2TCIEBERkWwYRIiIiEg2DCJEREQkGwYRIiIikg2DCBEREcmGQYSIiIhkwyBCREREsmEQISIiItkwiBAREZFsGESIiIhINgwiREREJBsGESIiIpINgwgRERHJhkGEiIiIZMMgQkRERLJhECEiIiLZMIgQERGRbBhEiIiISDYMIkRERCQbBhEiIiKSDYMIERERyYZBhIiIiGRTLUEkPz8fbdq0gSRJiIuLq45FEhERkRWoliDy1ltvoV69etWxKCIiIrIiFg8iW7duxfbt27FgwQJLL4qIiIisjI0lZ37t2jWMGDECmzZtgoODwwPb5+fnIz8/3/A+KyvLInWduHEC84/Mt8i8iZRIa6PFq61eRUevjnKXQmRxQggUiSIUFhcivzgfBcUFKNAVoFhXjGJRjCJdEYpEkfF7XRGKRTGKdeWMv+99sa4YAgI6oYNO6AyvhRDQ4e5zWeOErszxJqe7O15AAOLu+pX8Kxl+33qXvC95Xd50979vUbsF3mj7RrVuo/tZLIgIIRAREYFRo0ahQ4cOSElJeeA0kZGRmDVrlqVKMrhdcBux12MtvhwiJfnj6h9Y8sQSdKvfTe5S6BEnhEBeUR6yCrKQVZCF3MJc/aMoF3lFeSZf5xXloUBXoA8XxQXIL85Hoe6+wHE3dOiETu7VtB7iwU0sSRIl0chMU6dOxQcffGCyTUJCArZv347vvvsOe/fuhVqtRkpKCgICAhAbG4s2bdqUOV1Ze0R8fHyQmZkJFxeXipRp0s28m4i7Hldl8yNSup+Tf8auS7ugtdHi8398jmDPYLlLohokrygPaXlpSLuTZni+mXcTt+7cQmZ+piFwZOVnGV4X6YqqrT4byQa2alvYqGxgI9lArVJDLan171U2UEtqqFVq2Ej33tuobAzD7n8uaauCCpIkQSWpoJJUkCDp35cx3PD67niVpO8VUdZww7R35yNBAgDDa0mSDOtV8t7Q5u/jS6a5b/j98yt5X8ehDkLqhVTpZ56VlQVXV1ezvr8rHERu3LiBtLQ0k20aNmyIwYMH4+effzb6UIqLi6FWq/HCCy9g7dq1D1xWRVaEiMpXWFyIN3a9gQNXDsDVzhVf9vkSDd0ayl0WWYHcwlxczb2Kq9lXcSXnClJzUnE156rhOS0vDblFuZWat1pSw0XjAkdbRzjYOsDBxsHwrLXRlnqttdFCa6OFRq2BndoOGpUGGrXG8N5WbVtquEalgVqlruJPhR7EokHEXBcvXjTq43HlyhWEh4fjhx9+QOfOndGgQYMHzoNBhKjq5Bbm4tXtr+LEzRPwcvTCuifXwcvRS+6ySAEKdYW4dPsSLmRewIWsC0jJStE/MlOQdsf0H54l7NR2qG1fG7W1tQ3P7vbucLVzhYvGRf+wczF67WDjYPTHKtUcFfn+tlgfEV9fX6P3Tk5OAIBGjRqZFUKIqGo52Dpgaa+lGLZtGM5nnsfIHSOxts9auNm7yV0aVaPM/EwkpSch6VYSEtMTkZSehOTMZJOHShxtHeHt6A1vR2/Uc6oHL0cveDt6w8vRCx5aD9S2rw1HW0eGCqoUi541Q0TKUsu+FlaGrcRLW1/CucxzeH3X6/is92dwsH3wWW1kfYp1xTibcRax12MRdyMOcdfj8Ff2X2W21dpo4e/iD38Xf/i5+sHPxQ8BLgHwcfGBi4Z7pMlyLHZopirw0AyRZSRnJGPo1qHIKsjCY/Ufw8dPfAxbla3cZdFD0gkdktKTcPDKQcSkxuDYjWNl9t+o71QfzdybIbBWIALdA9HMvRm8Hb25R4OqjCL6iFQFBhEiy4m7HocR20fgTvEdPN3wafz3sf8aevOT9ci4k4G9l/fi4JWDOJR6COl30o3GO9o6orVna7TxbIPWdVqjpUdL7uEgi1NEHxEiUrY2ddrgw9APMW7XOPxy7hfUsq+FyR0m869iK3Aj9wZ2XtyJqItROHL1CIpFsWGcg40DOnl1Qki9ELSv2x6N3RrzrBFStBoRRIqLi1FYWCh3GUQPRaPRQKWq3j0Sjzd4HHO6zcE7+9/Buvh1qG1fG8NbDa/WGsg8uYW52H5hO346+xP+vPan0RU1A2sF4vEGj6Nrva5o7dkatmoeZiPrYdVBRAiBq1evIiMjQ+5SiB6aSqVCQEAANBpNtS63b6O+SL+TjgVHFmDx0cVwt3fHM02eqdYaqGxCCMTdiMOPp3/E9gvbkVeUZxgX7BGMML8whPmGwcfFR8YqiR6OVQeRkhBSp04dODjwfHSyXjqdDleuXEFqaip8fX2r/Wd5WIthSL+TjlUnV2FW9Cy42bmhp2/Paq2B7ikoLsC2lG1YH78eCekJhuF+Ln7o36g/nm74NLydvGWskKjqWG0QKS4uNoSQ2rVry10O0UPz9PTElStXUFRUBFvb6t+1PqHdBKTfScems5sw+ffJWNl7JdrXbV/tdTzKsgqy8L+E/+GbxG8MFxKzU9vhqYCn8EyTZ9DGsw3/4KIax2qDSEmfEHPu6ktkDUoOyRQXF8sSRCRJwsyQmci4k4E9l/fgjZ1vYHWf1Qh0D6z2Wh41WQVZWB+/Huvj1+N24W0AQB2HOniu2XMY1GQQLzpHNZrVBpES/OuAagol/CzbqGwwr8c8jNoxCkevH8XoqNH48skv0cCZV0O2hDtFd7Aufh1Wn1xtCCCN3RpjRKsR6O3fm9d2oUeC1QcRIqpaWhstPn7iY0Rsi8DZjLMYFTUKa/usRW0tD4FWFSEEtp7fisVHFyM1JxWAPoCMaj0Kvf1683ou9EjhT/sjTpIkbNq0qdLTR0REYMCAAVVWDymDq50rVvZeiXqO9XAh6wLG7ByDnMIcucuqEZLSk/Di1hcxZd8UpOakwsvRC5HdI/Fjvx8R7h/OEEKPHP7EyyA0NBQTJkyQuwwAQGpqKp588kkAQEpKCiRJQlxcnLxFkSLUcaiDlb1XopZdLcSnxWP87vEoKC6QuyyrlV+cj4+Pfoxnf3kWx28ch9ZGi7FtxmLzgM14uuHTDCD0yOJPvgIJIVBUVP6dMKuSl5cX7OzsqmVZZH38Xf2xPGw5HGwcEJMag7f3vY1iXfGDJyQjcdfjMGjzIHx24jMUiSL08u2Fnwf8jJGtR0Jro5W7PCJZMYhUs4iICOzduxcfffQRJEmCJElYs2YNJEnC1q1b0b59e9jZ2WH//v1ITk5G//79UbduXTg5OaFjx46Iiooymp+/vz/ef/99vPLKK3B2doavry8+/fRTw/iCggKMHTsW3t7esLe3h5+fHyIjIw3j7z80ExAQAABo27YtJElCaGio2es1a9YseHp6wsXFBaNGjUJBwb2/nPPz8zFu3DjUqVMH9vb2eOyxx/DHH38AAO7cuYMWLVrgtddeM7RPTk6Gs7MzVq1aZfbyyXJaeLTA4p6LYaOywfYL2xF5OBIKvkWVohTpirA8bjmGbRuGlKwUeGg9sCh0ERb3XIy6jnXlLo9IEWpUEBFCILegSJaHub+YP/roI4SEhGDEiBFITU1FamoqfHz0V0WcOnUq5s6di4SEBAQHByM7OxtPPfUUdu7cidjYWPTp0wd9+/bFxYsXjeb54YcfokOHDoiNjcWYMWMwevRoJCUlAQA+/vhjbN68Gd999x2SkpLw1Vdfwd/fv8zaDh8+DACIiopCamoqNmzYYNY67dy5EwkJCdizZw++/vprbNiwAbNmzTKMf+utt/Djjz9i7dq1OHr0KBo3bozw8HCkp6fD3t4eX331FdauXYuffvoJxcXFePHFF9G7d2+88sorZi2fLC+kXggiu0dCgoRvk77FiuMr5C5J8VKzUzH8t+FYdmwZdEKHvg37YlP/TQjzC5O7NCJFqVFnzeQVFqP5jN9kWXb87HA4aB78cbq6ukKj0cDBwQFeXl4AgMTERADA7Nmz0bt3b0Nbd3d3tG7d2vB+zpw52LhxIzZv3oyxY8cahj/11FMYM2YMAGDKlClYtGgRdu/ejcDAQFy8eBFNmjTBY489BkmS4OfnV25tnp6eAIDatWsbajOHRqPBqlWr4ODggBYtWmD27NmYPHky5syZg7y8PCxfvhxr1qwx9EX57LPPsGPHDnzxxReYPHky2rRpg/feew+vvvoqnn32WVy4cAG//PKL2cun6tHHvw8y7mTgvzH/xbK4ZahtXxuDAwfLXZYiHUo9hEl7JyEzPxOOto6Y1mUanm74tNxlESlSjdojYu06dOhg9D47OxuTJk1CUFAQ3Nzc4OTkhISEhFJ7RIKDgw2vJUmCl5cXrl+/DkB/KCguLg6BgYEYN24ctm/fXuV1t27d2ujCciEhIcjOzsalS5eQnJyMwsJCdOvWzTDe1tYWnTp1QkLCvUtXv/nmm2jatCk++eQTrFq1ilfLVahnmz2LUa1HAQDeO/QetqdU/c+TNRNCYF38OozaMQqZ+ZloUbsFvn/6e4YQIhNq1B4Rra0a8bPDZVv2w3J0dDR6P2nSJOzYsQMLFixA48aNodVqMWjQIKP+FwBKXYVTkiTodDoAQLt27XD+/Hls3boVUVFRGDx4MMLCwvDDDz88dL1V6fr16zh9+jTUajXOnDmDPn36yF0SlWNM6zFIz0vHd6e/w9R9U+Fq54rO3p3lLkt2BcUFmB09Gz8l/wQA6NeoH2aEzICdmp3BiUypUUFEkiSzDo/ITaPRoLj4wWceHDhwABEREXjmGf2dULOzs5GSklLh5bm4uGDIkCEYMmQIBg0ahD59+iA9PR3u7u6l6gJgVm33O3bsGPLy8qDV6nv/Hzp0CE5OTvDx8YGHhwc0Gg0OHDhgOCxUWFiIP/74w+gU5ldeeQWtWrXC8OHDMWLECISFhSEoKKjC60qWJ0kS3un8Dm7l38KOCzswbtc4rO6zGs1rN5e7NNnkFOZgwu4JOJR6CCpJhUkdJuHFoBcVcbVcIqVT/rd2DeTv74+YmBikpKTAycnJsPfi75o0aYINGzagb9++kCQJ06dPL7dteRYuXAhvb2+0bdsWKpUK33//Pby8vODm5laqbZ06daDVarFt2zY0aNAA9vb2cHV1feAyCgoKMHz4cEybNg0pKSmYOXMmxo4dC5VKBUdHR4wePRqTJ0+Gu7s7fH19MW/ePOTm5mL48OEAgKVLlyI6OhrHjx+Hj48Pfv31V7zwwgs4dOiQIRyRsqhVasztPheZ+Zk4fPWw4VLwfi7l90GqqdLvpGNM1BicSjsFrY0WC0MX4rH6j8ldFpHVYB8RGUyaNAlqtRrNmzeHp6dnqT4fJRYuXIhatWqha9eu6Nu3L8LDw9GuXbsKLcvZ2Rnz5s1Dhw4d0LFjR6SkpGDLli1QqUpvehsbG3z88cdYuXIl6tWrh/79+5u1jF69eqFJkyZ4/PHHMWTIEPTr1w/vvvuuYfzcuXMxcOBAvPTSS2jXrh3Onj2L3377DbVq1UJiYiImT56MZcuWGc4eWrZsGW7evInp06dXaF2pemnUGnzU8yMEuQch/U46Ru4YiRu5N+Quq1qlZqdi6NahOJV2CrXsamFV+CqGEKIKkoSCLwiQlZUFV1dXZGZmwsXFxWjcnTt3cP78eQQEBMDe3l6mComqjrX+TN/Mu4mhW4fi0u1LaFqrKVb3WQ0XjcuDJ7RyV3Ou4uVtL+Ny9mXUc6yHlb1Xwt/VX+6yiBTB1Pf333GPCBE9FA+tB1b2XgkPrQdO3zqNN3a+gTtFd+Quy6Ku517H8N+G43L2ZTRwaoC1T65lCCGqJAYRMsnJyancx759++QujxTCx9kHK8JWwMnWCUevH8Vbv7+FIl313Kagut3Mu4nhvw3HxdsXUd+pPlaFr4KXo/nX3SEiY+ysSiaZugFe/fr1q68QUrxA90AseWIJRu4Yid2XdmPOoTl4N+TdGnXmSHZBNkZHjUZKVgq8Hb3xRfgX8HbylrssIqvGIEImNW7cWO4SyIp08OqAeT3mYeKeidhwZgPc7d0xvt14ucuqEoXFhZi4ZyIS0xPhbu+OL/7xBeo7MYwTPSwemiGiKtXLtxdmdJkBAPj8xOdYF79O5ooenhAC70a/i+jUaGhttFjWaxl8XHzkLouoRmAQIaIqN7DpQMOekHl/zMMv56z73kFfnPwCm5M3Qy2p8WGPD9HCo4XcJRHVGAwiRGQRw1sOx4tBLwIApu+fjv1/7Ze5osr5/fLv+PjoxwCAdzq/g+4NustcEVHNwiBCRBYhSRImd5yMpwKeQpEowsQ9E3H8xnG5y6qQ85nnMeX3KRAQGNx0MO82TGQBDCJEZDEqSYX3ur2HbvW6Ia8oD2N2jsG5jHNyl2WW3MJcTNg9AdmF2Whbpy2mdpoqd0lENRKDyCNOkiRs2rRJ7jKoBrNV22Jh6EK08miFzPxMjIwaias5V+Uu64HmHp6Lc5nn4Kn1xMLQhbBV2z54IiKqMAYRGYSGhhrdeVZOqampePLJJwEAKSkpkCTJ5LVDqpOSPid6OA62DljaaykCXANwNecqRu4YiYw7GXKXVa6t57di49mNkCBhbve58NB6yF0SUY3FIKJAQggUFVXPVSm9vLxgZ2dXLcsqUVBQUK3LI2WoZV8LK8NWoq5DXZzLPIfXd72O3MJcucsq5dLtS5gVPQsAMCJ4BDp5d5K5IqKajUGkmkVERGDv3r346KOPIEkSJEnCmjVrIEkStm7divbt28POzg779+9HcnIy+vfvj7p168LJyQkdO3ZEVFSU0fz8/f3x/vvv45VXXoGzszN8fX3x6aefGsYXFBRg7Nix8Pb2hr29Pfz8/BAZGWkYf/+hmYCAAABA27ZtIUkSQkNDzVqfAQMGYNasWfD09ISLiwtGjRplFDZCQ0MxduxYTJgwAR4eHggPDwcA7N27F506dYKdnR28vb0xdepUQwAr63NKSUl54HT3L2/s2LFwdXWFh4cHpk+fjvvv77hu3Tp06NABzs7O8PLywvPPP4/r168bxu/ZsweSJOHXX39FcHAw7O3t0aVLF5w8edLQJi0tDc899xzq168PBwcHtGrVCl9//bXR5/PDDz+gVatW0Gq1qF27NsLCwpCTk/PAz7Wm8nbyxsreK+GiccHxG8fx5t43UagrlLssg2JdMd7Z9w5yCnPQtk5bjG49Wu6SiGo+oWCZmZkCgMjMzCw1Li8vT8THx4u8vLx7A3U6IfKz5XnodGatU0ZGhggJCREjRowQqampIjU1VURFRQkAIjg4WGzfvl2cPXtWpKWlibi4OLFixQpx4sQJcfr0aTFt2jRhb28vLly4YJifn5+fcHd3F0uXLhVnzpwRkZGRQqVSicTERCGEEPPnzxc+Pj7i999/FykpKWLfvn3if//7n2F6AGLjxo1CCCEOHz4sAIioqCiRmpoq0tLSHrg+w4YNE05OTmLIkCHi5MmT4pdffhGenp7inXfeMbTp0aOHcHJyEpMnTxaJiYkiMTFRXL58WTg4OIgxY8aIhIQEsXHjRuHh4SFmzpxZ7udUVFT0wOnuX9748eNFYmKiWL9+vXBwcBCffvqpoc0XX3whtmzZIpKTk0V0dLQICQkRTz75pGH87t27BQARFBQktm/fLo4fPy6efvpp4e/vLwoKCoQQQly+fFnMnz9fxMbGiuTkZPHxxx8LtVotYmJihBBCXLlyRdjY2IiFCxeK8+fPi+PHj4ulS5eK27dvl/lZlvkzXUPFXosVHdZ1EC3XtBRTf58qinXFcpckhBBi7cm1ouWalqLzV53FX7f/krscIqtl6vv772pWEMnPFmKmizyP/Gyz16tHjx5i/PjxhvclX3qbNm164LQtWrQQS5YsMbz38/MTL774ouG9TqcTderUEcuXLxdCCPHGG2+IJ554QujKCUr3B5Hz588LACI2NtbsdRk2bJhwd3cXOTk5hmHLly8XTk5OorhY/+XSo0cP0bZtW6Pp3nnnHREYGGhU19KlS0tNd//nVJHpgoKCjNpMmTJFBAUFlbsef/zxhwBgCAkl2+Sbb74xtElLSxNarVZ8++235c7nn//8p3jzzTeFEEL8+eefAoBISUkpt/39HqUgIoQQey/tFa3XthYt17QUHxz+oNyf0eqSkpki2q9rL1quaSm+T/pe1lqIrF1FgggPzShIhw4djN5nZ2dj0qRJCAoKgpubG5ycnJCQkICLFy8atQsODja8liQJXl5ehsMMERERiIuLQ2BgIMaNG4ft27dXed2tW7eGg4OD4X1ISAiys7Nx6dIlw7D27dsbTZOQkICQkBCjG6J169YN2dnZuHz5crnLMne6Ll26GLUJCQnBmTNnUFxcDAD4888/0bdvX/j6+sLZ2Rk9evQAgFKfbUhIiOG1u7s7AgMDkZCQAAAoLi7GnDlz0KpVK7i7u8PJyQm//fabYR6tW7dGr1690KpVK/z73//GZ599hlu3bpW7bo+axxs8jjnd5gAA1sWvw6qTq2SrpVhXjOkHpiO/OB9dvLtgYJOBstVC9KipWTe9s3UA3rki37IfkqOjo9H7SZMmYceOHViwYAEaN24MrVaLQYMGlersaWtrfFqhJEnQ6XQAgHbt2uH8+fPYunUroqKiMHjwYISFheGHH3546Hor4u/rJqecnByEh4cjPDwcX331FTw9PXHx4kWEh4dXqCPt/Pnz8dFHH2Hx4sVo1aoVHB0dMWHCBMM81Go1duzYgYMHD2L79u1YsmQJ/u///g8xMTGG/jiPur6N+iL9TjoWHFmAxUcXw93eHc80eaba6/ju9HeIvR4LBxsHzOo6q0bdMZhI6WpWEJEkQKOcL7zyaDQaw1/mphw4cAARERF45hn9L+bs7GxDh82KcHFxwZAhQzBkyBAMGjQIffr0QXp6Otzd3UvVBcCs2u537Ngx5OXlQavVAgAOHToEJycn+PiUf1OwoKAg/PjjjxBCGH7pHzhwAM7OzmjQoIGhnr/XYs50ABATE2M03aFDh9CkSROo1WokJiYiLS0Nc+fONdR45MiRMus8dOgQfH19AQC3bt3C6dOnERQUZFhu//798eKL+suY63Q6nD59Gs2bNzdML0kSunXrhm7dumHGjBnw8/PDxo0bMXHiRFMf6SNlWIthSL+TjlUnV+Hd6HfhZueGnr49q235N/NuYsnRJQCA8e3Go55TvWpbNhHxrBlZ+Pv7IyYmBikpKbh586Zh78XfNWnSBBs2bEBcXByOHTuG559/vty25Vm4cCG+/vprJCYm4vTp0/j+++/h5eUFNze3Um3r1KkDrVaLbdu24dq1a8jMzDRrGQUFBRg+fDji4+OxZcsWzJw5E2PHjoVKVf6P15gxY3Dp0iW88cYbSExMxE8//YSZM2di4sSJhunK+pzMmQ7QH2KZOHEikpKS8PXXX2PJkiUYP15/EzZfX19oNBosWbIE586dw+bNmzFnzpwy65w9ezZ27tyJkydPIiIiAh4eHhgwYAAA/fYp2eORkJCAkSNH4tq1a4ZpY2Ji8P777+PIkSO4ePEiNmzYgBs3bhiCDN0zod0EDGg8ADqhw+TfJ+PPa39W27IX/bkItwtvI8g9CEMCh1TbcolIj0FEBpMmTYJarUbz5s0NhwXKsnDhQtSqVQtdu3ZF3759ER4ejnbt2lVoWc7Ozpg3bx46dOiAjh07IiUlBVu2bCkzJNjY2ODjjz/GypUrUa9ePfTv39+sZfTq1QtNmjTB448/jiFDhqBfv3549913TU5Tv359bNmyBYcPH0br1q0xatQoDB8+HNOmTTO0KetzMmc6ABg6dCjy8vLQqVMnvP766xg/fjxee+01AICnpyfWrFmD77//Hs2bN8fcuXOxYMGCMuucO3cuxo8fj/bt2+Pq1av4+eefDXuOpk2bhnbt2iE8PByhoaHw8vIyhBRAvyfq999/x1NPPYWmTZti2rRp+PDDDw0XkKN7JEnCzJCZCG0QivzifLyx8w0kpSdZfLlHrx3F5uTNkCBhWpdpUKvUFl8mERmThLjv4goKk5WVBVdXV2RmZsLFxcVo3J07d3D+/HkEBATA3t5epgopIiICGRkZirpMfGhoKNq0aYPFixdXeh579uxBz549cevWrTL3HlkCf6aBvKI8jNoxCkevH4Wn1hNfPvklGjg3ePCElVCkK8LgXwbjzK0zGNhkIN7t+q5FlkP0KDL1/f133CNCRIqhtdHi4yc+RmO3xriRdwOjokYhLS/NIsv66exPOHPrDFztXDG+3XiLLIOIHoxBhExycnIq97Fv3z65y6MayNXOFSt7r0Q9x3q4kHUBY3aOQU5h1V6NNrcwF0vjlgIARgWPQi37WlU6fyIyX806a4aqnKkb4NWvXx/du3evvmLMtGfPnoeeR2hoKBR81LLGq+NQByt7r8TQrUMRnxaP8bvHY1mvZdCoNVUy/y/jv8SNvBto4NSAHVSJZMYgQiY1btxY7hLoEeXv6o/lYcvxym+vICY1Bm/vexvzHp/30B1Kb+bdxOqTqwHoT9e1Vds+YAoisiQemiEixWrh0QKLey6GjcoG2y9sR+ThyIfeU7Xi2ArkFuWiZe2WCPcPr6JKiaiyGESISNFC6oUgsnskJEj4NulbrDi+otLzSs1OxY9nfgQATOwwkVdQJVIABhEiUrw+/n3wTud3AADL4pbhu6TvKjWfz098jiJdETp7d0ZHr45VWSIRVRKDCBFZhWebPYtRrUcBAN479B62p1TsBo6p2anYcHYDAGB069FVXh8RVQ6DCBFZjTGtx+DfTf8NAYGp+6YiJjXmwRPd9cXJL/R7Q7w6o33d9g+egIiqBYPII06SJEVdFZXIFEmS8H+d/w+9/XqjUFeIcbvGIT4t/oHTXc25augbUrJXhYiUgUFEBqGhoZgwYYLcZQAAUlNTDfc+SUlJgSRJJq8dQvf4+/s/1GXkqXLUKjXmdp+LTl6dkFuUi9FRo3Eh64LJadacWoMiXRE6eXVCB68O1VQpEZmDQUSBhBAoKiqqlmV5eXnBzs6uWpZFVFU0ag0+6vkRgtyDkH4nHSN3jMSN3Btlts3Mz8SGM/q+Ia+2erU6yyQiMzCIVLOIiAjs3bsXH330ESRJgiRJWLNmDSRJwtatW9G+fXvY2dlh//79SE5ORv/+/VG3bl04OTmhY8eOiIqKMpqfv78/3n//fbzyyitwdnaGr68vPv30U8P4goICjB07Ft7e3rC3t4efnx8iIyMN4+8/NBMQEAAAaNu2LSRJQmhoqFnr9PnnnyMoKAj29vZo1qwZli1bZhj3yiuvIDg4GPn5+YZ62rZti6FDhxraLF++HI0aNYJGo0FgYCDWrVtnNP+MjAyMHDkSdevWhb29PVq2bIlffvnFMP7HH39EixYtYGdnB39/f3z44YelPqP33nsPQ4cOhZOTE/z8/LB582bcuHED/fv3h5OTE4KDg3HkyBGj6fbv34/u3btDq9XCx8cH48aNQ06O/lLjoaGhuHDhAv7zn/8YtiNVLyeNE5aFLYOPsw/+yv4Lo6JGIasgq1S7709/j7yiPATWCkQX7y4yVEpEJgkFy8zMFABEZmZmqXF5eXkiPj5e5OXlGYbpdDqRU5Ajy0On05m1ThkZGSIkJESMGDFCpKamitTUVBEVFSUAiODgYLF9+3Zx9uxZkZaWJuLi4sSKFSvEiRMnxOnTp8W0adOEvb29uHDhgmF+fn5+wt3dXSxdulScOXNGREZGCpVKJRITE4UQQsyfP1/4+PiI33//XaSkpIh9+/aJ//3vf4bpAYiNGzcKIYQ4fPiwACCioqJEamqqSEtLe+D6rF+/Xnh7e4sff/xRnDt3Tvz444/C3d1drFmzRgghxO3bt0XDhg3FhAkThBBCTJo0Sfj7+xu26YYNG4Stra1YunSpSEpKEh9++KFQq9Vi165dQgghiouLRZcuXUSLFi3E9u3bRXJysvj555/Fli1bhBBCHDlyRKhUKjF79myRlJQkVq9eLbRarVi9enWpz2jFihXi9OnTYvTo0cLFxUX06dNHfPfddyIpKUkMGDBABAUFGbbj2bNnhaOjo1i0aJE4ffq0OHDggGjbtq2IiIgQQgiRlpYmGjRoIGbPnm3Yjg+rrJ9perCLWRdF6LehouWalmLolqEir/De55dflG8Yt/nsZhmrJHq0mPr+/jtJCMvdUMPf3x8XLhgfu42MjMTUqVPNmt7UbYTLumV6bmEuOv+vc9UUX0Exz8fAwdbBrLZ/v019yS3nN23ahP79+5uctmXLlhg1ahTGjh0LQP8Zd+/e3bAXQQgBLy8vzJo1C6NGjcK4ceNw6tQpREVFlflXuyRJ2LhxIwYMGICUlBQEBAQgNjYWbdq0MWtdGjdujDlz5uC5554zDHvvvfewZcsWHDx4EAAQHR2NHj16YOrUqYiMjMTu3bvx2GOPAQC6deuGFi1aGO3FGTx4MHJycvDrr79i+/btePLJJ5GQkICmTZuWWv4LL7yAGzduYPv2e6dyvvXWW/j1119x6tSpMj+jq1evwtvbG9OnT8fs2bMBAIcOHUJISAhSU1Ph5eWFV199FWq1GitXrjTMd//+/ejRowdycnJgb28Pf39/TJgwocr6+5T1M03mSUpPQsS2CGQXZqOnT08sDF0IG5UNNp7ZiBkHZ6COQx1sG7gNtipezp2oOpj6/v47ix+amT17NlJTUw2PN954w9KLtFodOhh3osvOzsakSZMQFBQENzc3ODk5ISEhARcvXjRqFxwcbHgtSRK8vLxw/fp1APpDQXFxcQgMDMS4ceOMvrAfVk5ODpKTkzF8+HCju/K+9957SE5ONrQLCQnBpEmTMGfOHLz55puGEAIACQkJ6Natm9F8u3XrhoSEBAD6m+41aNCgzBBiavozZ86guLjYMOz+z6hu3boAgFatWpUaVvK5HTt2DGvWrDFar/DwcOh0Opw/f978D4mqRaB7IJY8sQQalQa7L+3GnENzoBM6rD21FgDwUtBLDCFECmXxm945OzvDy8vL0osBAGhttIh53vzrClT1sh+Wo6Oj0ftJkyZhx44dWLBgARo3bgytVotBgwahoKDAqJ2trfEvWEmSoNPpAADt2rXD+fPnsXXrVkRFRWHw4MEICwvDDz/88ND1ZmdnAwA+++wzdO5svCdKrb53YzKdTocDBw5ArVbj7NmzFVqGVvvwnytg/BmV7Bkqa1jJ55adnY2RI0di3Lhxpebl6+tbJTVR1erg1QHzeszDxD0TseHMBlzNuYrkzGQ42jpiYNOBcpdHROWweBCZO3cu5syZA19fXzz//PP4z3/+Axubshebn59v6NQI6HftVIQkSWYfHpGTRqMx+mu9PAcOHEBERASeeeYZAPovx5SUlAovz8XFBUOGDMGQIUMwaNAg9OnTB+np6XB3dy9VFwCzagP0exHq1auHc+fO4YUXXii33fz585GYmIi9e/ciPDwcq1evxssvvwwACAoKwoEDBzBs2DBD+wMHDqB58+YA9HsyLl++jNOnT5e5V6Rk+vsdOHAATZs2NQpDFdWuXTvEx8ebvPuwuduRqk8v316Y0WUG3o1+Fwev6A8N/rvpv+GscZa5MiIqj0WDyLhx49CuXTu4u7vj4MGDePvtt5GamoqFCxeW2T4yMhKzZs2yZEmK4O/vj5iYGKSkpMDJycnwV/jfNWnSBBs2bEDfvn0hSRKmT59ebtvyLFy4EN7e3mjbti1UKhW+//57eHl5wc3NrVTbOnXqQKvVYtu2bWjQoAHs7e3h6upqcv6zZs3CuHHj4Orqij59+iA/Px9HjhzBrVu3MHHiRMTGxmLGjBn44Ycf0K1bNyxcuBDjx49Hjx490LBhQ0yePBmDBw9G27ZtERYWhp9//hkbNmwwnB3Uo0cPPP744xg4cCAWLlyIxo0bIzExEZIkoU+fPnjzzTfRsWNHzJkzB0OGDEF0dDQ++eQTozN3KmPKlCno0qULxo4di1dffRWOjo6Ij4/Hjh078MknnwDQb8fff/8dzz77LOzs7ODh4fFQy6SqMbDpQNzKv4WPjn4EjUqDoc2HPngiIpJPRXvCTpkyRQAw+UhISChz2i+++ELY2NiIO3fulDn+zp07IjMz0/C4dOlShc6asRZJSUmiS5cuQqvVCgBi9erVAoC4deuWUbvz58+Lnj17Cq1WK3x8fMQnn3wievToIcaPH29o4+fnJxYtWmQ0XevWrcXMmTOFEEJ8+umnok2bNsLR0VG4uLiIXr16iaNHjxra4r6zZoQQ4rPPPhM+Pj5CpVKJHj16mLU+X331lWjTpo3QaDSiVq1a4vHHHxcbNmwQeXl5onnz5uK1114zat+vXz/RtWtXUVRUJIQQYtmyZaJhw4bC1tZWNG3aVHz55ZdG7dPS0sTLL78sateuLezt7UXLli3FL7/8Yhj/ww8/iObNmwtbW1vh6+sr5s+fbzR9WZ/R39f7/PnzAoCIjY01DDt8+LDo3bu3cHJyEo6OjiI4OFj897//NYyPjo4WwcHBws7OTlTiv1Ip1vwzrTQ6nU5sObdFxFyJkbsUokeSRc+auXHjBtLS0ky2adiwoWE3//1OnTqFli1bIjExEYGBgQ9cVkXPmiGyZvyZJqKaoiJnzVT40Iynpyc8PT0rVVhcXBxUKhXq1KlTqemJiIioZrFYH5Ho6GjExMSgZ8+ecHZ2RnR0NP7zn//gxRdfRK1atSy1WKpiTk5O5Y7bunUrunfvXo3VEBFRTWOxIGJnZ4dvvvkG7777LvLz8xEQEID//Oc/mDhxoqUWSRZg6gZ49evXr75CiIioRrJYEGnXrh0OHTpkqdlTNTF1+ioREdHD4k3viIiISDZWH0Qqel0NIqWq4AlsREQ1gsWvrGopGo0GKpUKV65cgaenJzQaDW/FTlZLCIEbN25AkqRSl+wnIqrJrDaIqFQqBAQEIDU1FVeuXJG7HKKHJkkSGjRo8FCXpicisjZWG0QA/V4RX19fFBUV8Z4fZPVsbW0ZQojokWPVQQSAYVc2d2cTERFZH6vvrEpERETWi0GEiIiIZMMgQkRERLJRdB+RkusqZGVlyVwJERERmavke9uc6yMpOojcvn0bAODj4yNzJURERFRRt2/fhqurq8k2klDw5Rx1Oh2uXLkCZ2fnKr9YWVZWFnx8fHDp0iW4uLhU6byVgOtn/Wr6Otb09QNq/jpy/ayfpdZRCIHbt2+jXr16UKlM9wJR9B4RlUqFBg0aWHQZLi4uNfYHDOD61QQ1fR1r+voBNX8duX7WzxLr+KA9ISXYWZWIiIhkwyBCREREsnlkg4idnR1mzpwJOzs7uUuxCK6f9avp61jT1w+o+evI9bN+SlhHRXdWJSIioprtkd0jQkRERPJjECEiIiLZMIgQERGRbBhEiIiISDY1Joikp6fjhRdegIuLC9zc3DB8+HBkZ2ebnObTTz9FaGgoXFxcIEkSMjIyKjXf48ePo3v37rC3t4ePjw/mzZtXlatmdh1/d+fOHbz++uuoXbs2nJycMHDgQFy7ds0wfs2aNZAkqczH9evXAQB79uwpc/zVq1cVv34Ayqz9m2++MWqzZ88etGvXDnZ2dmjcuDHWrFlTpetWwhLreOzYMTz33HPw8fGBVqtFUFAQPvroI6N5WGobLl26FP7+/rC3t0fnzp1x+PBhk+2///57NGvWDPb29mjVqhW2bNliNF4IgRkzZsDb2xtarRZhYWE4c+aMUZvKfIYPoyrXsbCwEFOmTEGrVq3g6OiIevXqYejQobhy5YrRPPz9/Uttq7lz5yp+/QAgIiKiVO19+vQxamPN2xAo+3eKJEmYP3++oY1St+GpU6cwcOBAQ32LFy+u1DzN+d1bIaKG6NOnj2jdurU4dOiQ2Ldvn2jcuLF47rnnTE6zaNEiERkZKSIjIwUAcevWrQrPNzMzU9StW1e88MIL4uTJk+Lrr78WWq1WrFy5Uvb1GzVqlPDx8RE7d+4UR44cEV26dBFdu3Y1jM/NzRWpqalGj/DwcNGjRw9Dm927dwsAIikpyahdcXGx4tdPCCEAiNWrVxvVnpeXZxh/7tw54eDgICZOnCji4+PFkiVLhFqtFtu2bavS9bPUOn7xxRdi3LhxYs+ePSI5OVmsW7dOaLVasWTJEkMbS2zDb775Rmg0GrFq1Spx6tQpMWLECOHm5iauXbtWZvsDBw4ItVot5s2bJ+Lj48W0adOEra2tOHHihKHN3Llzhaurq9i0aZM4duyY6NevnwgICDDaXpX5DJWyjhkZGSIsLEx8++23IjExUURHR4tOnTqJ9u3bG83Hz89PzJ4922hbZWdnK379hBBi2LBhok+fPka1p6enG83HmrehEKLU78xVq1YJSZJEcnKyoY1St+Hhw4fFpEmTxNdffy28vLzEokWLKjVPc373VkSNCCLx8fECgPjjjz8Mw7Zu3SokSRJ//fXXA6cv+UX99yBiznyXLVsmatWqJfLz8w1tpkyZIgIDAx9yrSpWx99lZGQIW1tb8f333xuGJSQkCAAiOjq6zGmuX78ubG1txZdffmkYVt5nU5UsuX4AxMaNG8td9ltvvSVatGhhNGzIkCEiPDy8kmtTturahkIIMWbMGNGzZ0/De0tsw06dOonXX3/d8L64uFjUq1dPREZGltl+8ODB4p///KfRsM6dO4uRI0cKIYTQ6XTCy8tLzJ8/3zA+IyND2NnZia+//loI8fD/zyuqqtexLIcPHxYAxIULFwzD/Pz8yvyCqGqWWL9hw4aJ/v37l7vMmrgN+/fvL5544gmjYUrdhvcrr8YHzbOyv5dMqRGHZqKjo+Hm5oYOHToYhoWFhUGlUiEmJsai842Ojsbjjz8OjUZjaBMeHo6kpCTcunWr0suuaB1/9+eff6KwsBBhYWGGYc2aNYOvry+io6PLnObLL7+Eg4MDBg0aVGpcmzZt4O3tjd69e+PAgQMPuUbGLL1+r7/+Ojw8PNCpUyesWrXK6LbU0dHRRvMA9NuvvM+osqprGwJAZmYm3N3dSw2vqm1YUFCAP//806gulUqFsLCwcut60Od8/vx5XL161aiNq6srOnfubGhjqf/nZbHEOpYlMzMTkiTBzc3NaPjcuXNRu3ZttG3bFvPnz0dRUVHlV6YMlly/PXv2oE6dOggMDMTo0aORlpZmNI+atA2vXbuGX3/9FcOHDy81TonbsCrmWdnfS6Yo+qZ35rp69Srq1KljNMzGxgbu7u4PdRzcnPlevXoVAQEBRm3q1q1rGFerVq1KL78idZQ1jUajKfULrm7duuVO88UXX+D555+HVqs1DPP29saKFSvQoUMH5Ofn4/PPP0doaChiYmLQrl27h1ux+2q11PrNnj0bTzzxBBwcHLB9+3aMGTMG2dnZGDdunGE+Jdvr/nlkZWUhLy/P6LN4GNW1DQ8ePIhvv/0Wv/76q2FYVW/Dmzdvori4uMzPLTExsdx1Kav9/f+PSoaZamOJ/+dlscQ6/t2dO3cwZcoUPPfcc0Y3Gxs3bhzatWsHd3d3HDx4EG+//TZSU1OxcOHCh1yreyy1fn369MG//vUvBAQEIDk5Ge+88w6efPJJREdHQ61W17htuHbtWjg7O+Nf//qX0XClbsOqmGdlfi89iKKDyNSpU/HBBx+YbJOQkFBN1VQ9Ja1fdHQ0EhISsG7dOqPhgYGBCAwMNLzv2rUrkpOTsWjRolJt/04J6zd9+nTD67Zt2yInJwfz5883BJGHpYR1LHHy5En0798fM2fOxD/+8Q/D8IfZhmQZhYWFGDx4MIQQWL58udG4iRMnGl4HBwdDo9Fg5MiRiIyMVPylxp999lnD61atWiE4OBiNGjXCnj170KtXLxkrs4xVq1bhhRdegL29vdFwa96GclB0EHnzzTcRERFhsk3Dhg3h5eVlOMujRFFREdLT0+Hl5VXp5ZszXy8vr1K9hUveP2jZllw/Ly8vFBQUICMjwyi5Xrt2rcxpPv/8c7Rp0wbt27c3WQ8AdOrUCfv3739gOyWtX4nOnTtjzpw5yM/Ph52dXbnbz8XFxay9IUpZx/j4ePTq1QuvvfYapk2b9sC6zd2GZfHw8IBarS7zczO1Lqbalzxfu3YN3t7eRm3atGljaGOJ/+dlscQ6ligJIRcuXMCuXbseeOv1zp07o6ioCCkpKUaB8mFYcv3u17BhQ3h4eODs2bPo1atXjdmGALBv3z4kJSXh22+/fWAtStmGVTHPyv7uNalSPUsUpqQD1JEjRwzDfvvttyrrrGpqviWdVQsKCgxt3n77bYt0Vq3I+pV0KPrhhx8MwxITE8vsUHT79m3h5ORkdKaFKWFhYeKZZ56pxJqUzdLrd7/33ntP1KpVy/D+rbfeEi1btjRq89xzz1mss6ol1vHkyZOiTp06YvLkyWbX87DbsFOnTmLs2LGG98XFxaJ+/fomOwE+/fTTRsNCQkJKdVZdsGCBYXxmZmaZnVUr+/+8oqp6HYUQoqCgQAwYMEC0aNFCXL9+3aw61q9fL1QqVamzTx6WJdbv7y5duiQkSRI//fSTEKJmbMMSw4YNK3XGU3mUsg3vZ6qzqql5VvZ3ryk1IogIoT8lrG3btiImJkbs379fNGnSxOiUsMuXL4vAwEARExNjGJaamipiY2PFZ599JgCI33//XcTGxoq0tDSz55uRkSHq1q0rXnrpJXHy5EnxzTffCAcHB4ucvlvR9Rs1apTw9fUVu3btEkeOHBEhISEiJCSk1Lw///xzYW9vX+ZZFYsWLRKbNm0SZ86cESdOnBDjx48XKpVKREVFKX79Nm/eLD777DNx4sQJcebMGbFs2TLh4OAgZsyYYWhTcvru5MmTRUJCgli6dKlFT9+t6nU8ceKE8PT0FC+++KLRqYL3f8lZYht+8803ws7OTqxZs0bEx8eL1157Tbi5uYmrV68KIYR46aWXxNSpUw3tDxw4IGxsbMSCBQtEQkKCmDlzZpmn77q5uYmffvpJHD9+XPTv37/M03dNfYZVqarXsaCgQPTr1080aNBAxMXFGW2vkrPuDh48KBYtWiTi4uJEcnKyWL9+vfD09BRDhw5V/Prdvn1bTJo0SURHR4vz58+LqKgo0a5dO9GkSRNx584dw3yseRuWyMzMFA4ODmL58uWllqnkbZifny9iY2NFbGys8Pb2FpMmTRKxsbHizJkzZs9TCPO/W8xVY4JIWlqaeO6554STk5NwcXERL7/8srh9+7Zh/Pnz5wUAsXv3bsOwmTNnCgClHqtXrzZ7vkIIcezYMfHYY48JOzs7Ub9+fTF37lxFrF9eXp4YM2aMqFWrlnBwcBDPPPOMSE1NLTXvkJAQ8fzzz5e53A8++EA0atRI2NvbC3d3dxEaGip27dplFeu3detW0aZNG+Hk5CQcHR1F69atxYoVK0pdP2P37t2iTZs2QqPRiIYNGxptf6WvY3k/w35+foY2ltqGS5YsEb6+vkKj0YhOnTqJQ4cOGcb16NFDDBs2zKj9d999J5o2bSo0Go1o0aKF+PXXX43G63Q6MX36dFG3bl1hZ2cnevXqJZKSkozamPP/sSpV5TqWbN+yHiXb/M8//xSdO3cWrq6uwt7eXgQFBYn333/f6ItcqeuXm5sr/vGPfwhPT09ha2sr/Pz8xIgRI4y+wISw7m1YYuXKlUKr1YqMjIxS45S8Dcv7Gbz/2lEPmqcQ5n+3mEsS4r5zGYmIiIiqUY24jggRERFZJwYRIiIikg2DCBEREcmGQYSIiIhkwyBCREREsmEQISIiItkwiBAREZFsGESIiIhINgwiREREJBsGESIiIpINgwgRERHJhkGEiIiIZPP/UVDjBWUz4AgAAAAASUVORK5CYII=", "text/plain": [ "
" ] @@ -147,7 +147,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.5" + "version": "3.10.14" } }, "nbformat": 4, diff --git a/docs/notebooks/tutorials/GP_optimization.ipynb b/docs/notebooks/tutorials/GP_optimization.ipynb index 1046ce4..a606d59 100644 --- a/docs/notebooks/tutorials/GP_optimization.ipynb +++ b/docs/notebooks/tutorials/GP_optimization.ipynb @@ -44,14 +44,6 @@ "execution_count": 2, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/homebrew/Caskroom/miniforge/base/envs/nuance/lib/python3.10/site-packages/lightkurve/config/__init__.py:119: UserWarning: The default Lightkurve cache directory, used by download(), etc., has been moved to /Users/lgrcia/.lightkurve/cache. Please move all the files in the legacy directory /Users/lgrcia/.lightkurve-cache to the new location and remove the legacy directory. Refer to https://docs.lightkurve.org/reference/config.html#default-cache-directory-migration for more information.\n", - " warnings.warn(\n" - ] - }, { "data": { "image/png": "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", @@ -190,16 +182,7 @@ "cell_type": "code", "execution_count": 5, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/homebrew/Caskroom/miniforge/base/envs/nuance/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", - " from .autonotebook import tqdm as notebook_tqdm\n" - ] - } - ], + "outputs": [], "source": [ "from nuance.core import gp_model\n", "from nuance.utils import minimize\n", diff --git a/docs/notebooks/tutorials/exocomet.ipynb b/docs/notebooks/tutorials/exocomet.ipynb index dfd83a0..5561657 100644 --- a/docs/notebooks/tutorials/exocomet.ipynb +++ b/docs/notebooks/tutorials/exocomet.ipynb @@ -265,7 +265,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -314,7 +314,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "4bf9da14b72f4c3ca5738a9519784e0f", + "model_id": "3b05ee65d3c944f39a6c545145c44932", "version_major": 2, "version_minor": 0 }, @@ -389,7 +389,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 17458/17458 [00:27<00:00, 643.46it/s]\n" + "100%|██████████| 17458/17458 [00:22<00:00, 771.74it/s]\n" ] } ], @@ -410,7 +410,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 11, "metadata": { "tags": [ "hide-input" diff --git a/docs/notebooks/tutorials/ground_based.ipynb b/docs/notebooks/tutorials/ground_based.ipynb index 158050d..6b66358 100644 --- a/docs/notebooks/tutorials/ground_based.ipynb +++ b/docs/notebooks/tutorials/ground_based.ipynb @@ -37,16 +37,7 @@ "cell_type": "code", "execution_count": 2, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/homebrew/Caskroom/miniforge/base/envs/nuance/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", - " from .autonotebook import tqdm as notebook_tqdm\n" - ] - } - ], + "outputs": [], "source": [ "import numpy as np\n", "from nuance.utils import simulated_ground_based\n", @@ -95,7 +86,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAqgAAADxCAYAAAAHpkVKAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAAA1sElEQVR4nO3dfWwU550H8O9ie19Ye9c2fllsbOMYgoEY+zAvcitV4c4Xi3IoiXJSWp0UQi7VoYPoiKVQrCbQa9OjvVNTaKBJTr0WNbmoia4HlYoODhEBQkdLArh1QsxbfMYsrO3FrF/GxgP23h/cbrz2PLMz653d2d3vR1oJz8yuH7O7M7/5Pc/zeyzBYDAIIiIiIiKTmJPsBhARERERTcUAlYiIiIhMhQEqEREREZkKA1QiIiIiMhUGqERERERkKgxQiYiIiMhUGKASERERkakwQCUiIiIiU2GASkRERESmwgCViIiIiExFd4B6+vRpbNy4EWVlZbBYLDh8+HDU55w8eRIrV66EzWbDokWLcPDgwYj9e/bswerVq5GXl4eSkhI89dRTuHz5st6mEREREVEa0B2gSpKE+vp6HDhwQNPxXV1d2LBhA9atW4f29nZs374dL774Io4dOxY+5tSpU9i6dSt+//vf4/jx47h//z6eeOIJSJKkt3lERERElOIswWAwGPOTLRYcOnQITz31lPCYb3/72zhy5Ag+/fTT8LZvfOMbCAQCOHr0qOJz+vv7UVJSglOnTuFrX/tarM0jIiIiohSUbfQvOHv2LJqbmyO2tbS0YPv27cLnDA4OAgAKCwuFx4yPj2N8fDz88+TkJAYGBjBv3jxYLJbZNZqIiIiI4i4YDGJ4eBhlZWWYM0fckW94gOrz+VBaWhqxrbS0FENDQxgbG4PD4YjYNzk5ie3bt+OrX/0qHnvsMeHr7tmzB//4j/9oSJuJiIiIyDg9PT1YsGCBcL/hAapeW7duxaeffoozZ86oHtfW1obW1tbwz4ODg6isrERPTw9cLpfRzSQiIiIinYaGhlBRUYG8vDzV4wwPUD0eD3p7eyO29fb2wuVyzciebtu2Db/73e9w+vRp1agaAGw2G2w224ztLpeLASoRERGRiUUbjml4HdSmpiacOHEiYtvx48fR1NQU/jkYDGLbtm04dOgQPvroI1RXVxvdLCIiIiIyKd0B6sjICNrb29He3g7gYRmp9vZ23LhxA8DDrvfnnnsufPyWLVvwxRdfYMeOHejs7MTPfvYzfPjhh3j55ZfDx2zduhXvvfce3n//feTl5cHn88Hn82FsbGyWfx4RERERpRrdZaZOnjyJdevWzdi+adMmHDx4EM8//zz+93//FydPnox4zssvv4xLly5hwYIFeO211/D8889/2QhBmveXv/xlxHFqhoaG4Ha7MTg4yC5+IiIiIhPSGq/Nqg6qmTBAJSIiIjI3rfGa4WNQiYiIiIj0YIBKRERERKbCAJWIiIiITIUBKhERERGZCgNUIiIiIjIVBqhEREREZCoMUImIiIjIVBigEhEREZGpMEAlIiIiIlNhgEpEREREpsIAlYiIiIhMhQEqEREREZkKA1QiIiIiMhUGqERERERkKgxQiYiIiMhUGKASERERkakwQCUiIiIiU2GASkREM8iyjOHhYciynOymEFEGyk52A4iIyFxu3LiB/v7+8M9VVVUoKipKYouIKNMwg0pERGGXLl2KCE4BoLu7m5lUIkooBqhERAQACAQCGBsbU9x3586dBLeGiDIZA1QiIgLwMFMqIgpciYiMwACViIggSRIePHgg3F9YWJjA1hBRpmOASrpwZi9RehoZGRHuy8rKQn5+fuIaQ0QZj7P4STO/3x/RBciZvUTpIzc3V7hv8eLFCWwJEREzqKSRLMszxqdxZi9R+rh165bidrvdDqfTmeDWEFGmY4BKmnz66aeK2/1+f4JbQkTxJssyhoaGFPcFg8EEt4aIiAEqaeD3+4UXqUAgkNjGEFHcqY0/LSgoSGBLiIgeYoBKUanVP7RYLAlsCREZ4d69e8J95eXlCWwJEdFDDFApKrvdLtxXXFycwJYQkRFE5aX4/SaiZGGASlE5HA7F7VlZWZzFT5QGsrOVC7qIthMRGY0BKkUl6uIvKytLcEuIyAgMUInIbBigkipJkjA6Oqq4jxcvIiIiMgIDVFKlNkFKrbA3EaUOUQ1U3oQSUbIwQCVV9+/fV9zucDhgtVoT3Boiije/34+JiQnFfbwJJaJkYYBKqubMUf6IiCZOEVFqEfWS2Gw23oQSUdIwQCVVd+/eVdxus9kS3BIiMoJoEQ5mT4komXQHqKdPn8bGjRtRVlYGi8WCw4cPR33OyZMnsXLlSthsNixatAgHDx6c9WuS8dRWkFKrjUpEqUGWZUiSpLiP2VMiSibdAaokSaivr8eBAwc0Hd/V1YUNGzZg3bp1aG9vx/bt2/Hiiy/i2LFjMb8mJUZ3d7dwH7MrRKlPbYlT0c0pEVEi6J6iuX79eqxfv17z8W+//Taqq6vx4x//GACwdOlSnDlzBj/5yU/Q0tIS02uS8S5evCjcl5OTw+wKURpQW+I0Pz8/cQ0hIprG8DGoZ8+eRXNzc8S2lpYWnD17dlavOz4+jqGhoYgHxcfnn3+OyclJ4X6uHkWUHkRLnNpsNjidzgS3hojoS4YHqD6fD6WlpRHbSktLMTQ0hLGxsZhfd8+ePXC73eFHRUXFbJtKUC/MH8IAlSg9iMaSl5SUJLglRESRUnYWf1tbGwYHB8OPnp6eZDcpLagV5gdY/5QonYiypMyeElGyGb5MiMfjQW9vb8S23t5euFyuWdXStNlsLHVkgGhDJZg9JUofohn8kiQxSCWipDI8g9rU1IQTJ05EbDt+/DiampqM/tWkkyzLGB8fVz2GEyeI0ofohlS0ghwRUaLozqCOjIzg2rVr4Z+7urrQ3t6OwsJCVFZWoq2tDV6vF7/61a8AAFu2bMH+/fuxY8cOvPDCC/joo4/w4Ycf4siRI5pfkxIjEAio7q+qqmL3PlGakGUZg4ODivt4I0pEyaY7QP3kk0+wbt268M+tra0AgE2bNuHgwYO4ffs2bty4Ed5fXV2NI0eO4OWXX8a+ffuwYMEC/PznPw+XmNLympQYaiVnamtr2eVHlEZEN6Rz587ld52Iks4STJNqzENDQ3C73RgcHITL5Up2c1LSrVu3cPv27Rnb3W43Fi1alIQWEZFRbty4gf7+/hnbi4uL2XNlEJ/Ph1u3biEYDMLhcKCqqoo3A5RxtMZrhk+SotQhyqAy4CdKP9nZyqd/0Xaanfb2dkxMTIR/HhsbQ2dnJwoLC1FdXZ3ElhGZU8qWmaL4kmUZd+/eTXYziChBRDVQRdspdj6fLyI4nWpgYEBYTYEokzFAJQBQnb3PjApR+hkZGVHcPmcOLwvx5vP5VPdHqz9NlIl4JiIA6hel3NzcBLaEiIwmy7Li+FNA/WaV9JNlWZg9DYm2nygTMUAlAOKC3QUFBSwtRZRm1IJQLoASX6JM9VT8PyeaiQEqARAX5uaJkyj9qH2vs7KyEtiS9PfgwYOox3AYFdFMDFAJANfkJpoNv9+Py5cv4+bNm5BlOdnNiUptpSjelCbe9OXAiYhlpuj/iVaUmZycTHBLiFJLR0dHOCgdGRlBb28vqqqqUFRUlOSWiYmK9LtcLg7pSQJZlhEIBLiCF9EUzKASZFmG3+9X3Kele4ooU/n9fsWMaXd3t6kzqRaLRXE7e0ySZ2BgINlNIDIVBqjEWbtEMbp165Zwn+imj0iJ2rALokzEAJVUS5xw8D6RMlmWVYMKM9e2FGXr2GMSf2NjY5qOGxkZMXXWnSjRGKCS6iomrIFKpCxa+SBZlk0ZcEiSJOw14SpS8aU2fEqJaGwwUSZigErC8Whut5sTJogERkdHox6jpQZmoqlldjlJJ770Dp9iNz/RlxigkvBCO3fu3AS3hCh1aMmM3bt3LwEtiY/c3FzekMaZ3hWiWOKL6EsMUNOUJEno7e1V7b4HHnZBiUpMcTxa+pJlGT09Pbh8+TIn88RAkiRNwYcZv0Mul0txe2lpaYJbkv5EGVRRIMoJq0Rf4gyYNNTV1RUxCSI/Px81NTWKx6p1QXI8Wnry+/3o7u4O/zwyMgKv14v6+voktiq1iNaxn85sY1BlWY5476caGxtjF3+cBYNBxe3Z2dmKwWi0hAJRvMmyjPHxcdhsNtP1oDBATTOSJM2YoRsIBOD1elFeXq7rtXixSj+iAOXBgwfo7OxEbW1tElqVeoaHhzUdNzg4CFmWTXHin35jMp3W2eak3d27dxW3i7Lvw8PDmj8vZg4sKDVMPyeYbYERdvGnmb6+PsXtPp9PMZsj6mryeDw86aUhtYy5JEnM4Gigd3a+Gbpt1TKnIYWFhQlqTWaQZVk4vl+td0rLxDq/34+Ojg5cuXIFHR0d8Pl8MbeTMpPSOcFsC4wwQE0zaie3L774Ysa227dvKx47Zw4/GulI9H6H9PT0JKglqUtvKSAzfJc6OjpU91ssFvaYxJna56SgoAAOh0NxX7Rxy0qBhdfrZZBKuohiBTNVHkn+mZPiJlpmR5KkiP1qE6TY3Zd+ZFmOOqt8+meEZtI7Mz/ZGdTz589HPaagoCABLcksap+T3NzcmLtSlRINwMMgld9d0kp0I2SmiZ0MUNOIlgvh9evXw/9Wu8Nnian0ozXzd+XKFWMbkuJEq6uJum2TecKf+n1XU1JSYnBLMo9ogtRsynnJsqw6DIeF/kkrBqiUEKGSUlrK3oyOjoZPcGp3+KLi/ZS6ROOTpxsfH+dYVBWiAFUUdCTrhC/LsqaAJT8/H06n0/gGZRhRV2lWVlbMrxnt/WSh//Tl9/tx9epV1bKAWo4JSYUAlbP4U9z0klJa3LlzB06nU3ihBbjEaTrw+/3h97qgoEBXV3MgEGDQIiAKPEQZs2QF+1qCU4/Ho7u6B0WnNpwmWu/UnTt3hBntaJ8lfmfTU0dHR3j4xtDQEG7cuIGVK1eqHnPz5k00NDQIX3NoaEhxu5mSU8ygpjClklJahDKtohIoDoeDJ7oU19HRge7uboyMjKC3txednZ26nm+GiT1mJMuy8HsjyowNDQ0lZWygWhbFbrejrq6OwalB1G4Ooo09ndrLNd3k5KTqc6Ptp9Tj9/tnnD+CwSAuXLigeszExIRwcqQkScKEhZnO/eZpCekWrWyMyJw5cyBJkvAOn9nT1KZ0stJrarAly3K4PmOmU5vhqpZ5SPREKVmWVSc6Ll68mGXkDCSqk+twOML/72o9WHfu3FHcHu07aKbuWYoP0aIgwWAwXLlBNHxLNMxH7QbKTNU8GKCmqGgXIDWjo6OqH1CuIJXabt26pflYUR3cUPbN6/VG1Fv0er1xaWOqUgsA1OqIJjoroRZI5+XlMTg1mOj8OvVzoJYIUJpPoFZXldKX2nU+dCOjdgOsdD0Q3UybrfeUAWqK0jrhRcno6KjqB9pMd1CkjyzLuiZKiE5UY2NjaG9vn1Fb0efzaZ4Zno5EWa+ioiLVyUaJzqDOpouZZketHunUG0Kr1Sr8vCiV/9MypthMNSxp9iRJEo5tBx7eyEiSpDq0Y2xsbEbmXe08ZiYMUGOU7G5P0QDn6UTj4rR0QVHq0VtmRi1bLqoKEQgEMnaWvygT6na7AYizqInuelVbipVDeIylFqBOn/wkOtdOTEzM+C5rqb979+5dDsVJI1qqNvT29kZ9HS2z+s2IAWoMpi8zl4w3PycnR9NxoouR6IKZl5cXc5so+W7evKnr+Fjf70zN1IgyoaHtosyE2njDeJNlWfj9djqdvAE1kCzLwhu7rKysGRlTtWEh01d10zr0KtkLQ1D8aJn0pmWoX6qerxmg6mSW9Wu11tITrRQlYqbxJ6SP3+9X7Q6azmq1xjycI1OzcKKqGaHvo+j/JZH/X2pZl0ceeSRh7chEaoHAwoULZ2xT+/7JshyRjdU6jtlMs7BpdrS8l1qCWAaoGUK0lnlXV1fC2qBW6ma2MjXwSAd6xyU/8sgjsFqtuifF5ebmZuSNjCRJwkkqoayVaPxvIguoi36Xy+Vi9tRgosy12s3gvHnzhK83dflSrcNqmEFNH1rOs1qSY8FgMKKnV3SjncieHi0YoOokuhMZGRlJWBbVqOXsiouLeQFLYXo+f3Pnzg2f/PTUwrRarViyZInutqUDtSxEaMiN2vkhUUSVGQoKChLWBopUWloq3FdcXKz63ND5XusMfpaaSh+x1DkXCSXXJEkS3uyYLUHFAFUntbvdRF2EtAyWD9FzUTLbh5O0kyRJ01K3ITU1NeF/5+fna8qizp07F3V1dTG1Lx2oDasJZcdEwaFouxFENTRZosicnE6n6pyC4eFh1ez9dAxQ00O8e0plWVZd/tiMPSwMUHXyeDzCfXoCx9nQk4bXE7Rk6szsVOX1evGnP/0Jly9f1jSTM6S8vHzGiWj58uWqJ6fi4mIsXbo05ramA9F3qaCgIPx/JwpiE3XzKsuy8HfpORdQYtXW1gr3jY6OCou1K1Gr4ECpw4hzxsjIiLC0oBmHbTFAjYHL5VLcrlZeJJ70BKhay1EBiR0nR/pIkoTe3t7wTcSFCxfg8/lw//59jIyMaL7TLi8vF95k1dXVKX62ysvLUVlZGXvj04Qo+Jx6PhBNaujt7Z0xBMOIUnVqw3/MeAEyq+nfN6Op1USVZVlX8iORw83IOEZkwh88eGDY/BUjmGtEbIoQZSJCA5GNLnar984qJydHU/CpVvKEkqerqyvmsUh5eXlYuHAhxsfHYbPZonbh1NfXw+/3486dO3A6nSgpKTFdt0+yRCsxBajPqB0fHw//X/r9/ohqIB6PR9dYYBG17zkX4NBm+vetsLAQ1dXVmp47m6xXRUUFOjs7FffpXTUwEAjMqLlKxvH7/bh79y4KCgoUr/+SJGFkZCRhE0xtNpvi+crr9QrPUWacXMcANQZFRUXCO+vu7m5DA9RYxqU4nc6oE6uysrJ4ATMhSZJmNVDebrfDarXqCjKLiopMt6KIGYjGCU7drjbWNJRdVSpV5/P5cO/evYixwbEQ/f7CwkLeaGig9H0bGBhASUlJ1MBC7dyspdfL6XQiKytLMQGipZTQVD09PQxQE+SPf/xjONs5NDSEmzdvoqGhIbxf6YanpKTE0IA1Ly9PMeBU+xxpLV2ZSLq7+E+fPo2NGzeirKwMFosFhw8fjvqckydPYuXKlbDZbFi0aBEOHjw445gDBw5g4cKFsNvtWLt2Lc6dO6e3aQkT7eJtZOF+vXfoVVVVmmpjai38T4k1myVtAe3FvSk6UXZy6gXGarUKZ2yHLg6i73A8VugSZUEYnGojWuiis7Mzar1rtXOz1gmoehfOUDtvJ7L0YSaSZRnnz5+f0RU/MTGBjo4OAOIbns7OTty8eROdnZ1xf59ycnKE40zVqE0ATxbdAaokSaivr8eBAwc0Hd/V1YUNGzZg3bp1aG9vx/bt2/Hiiy/i2LFj4WM++OADtLa2Yvfu3bhw4QLq6+vR0tIy64uzkebPny/cNz07Ek+xjEvRcofGQMacZltmhFnx+JheNH2q6VkJUeWMUAZVrSvt8uXLMbbwIVFXcCwXrEyk9t6EVhAUJSBE5+apk+iicTgcmo7TcvzAwADHohrk+vXr4SBUSWi2vJbgc2BgQPHGVJR1j1a832q16q5nqjYGOpl0B6jr16/H66+/jqefflrT8W+//Taqq6vx4x//GEuXLsW2bdvw13/91/jJT34SPuaNN97At771LWzevBnLli3D22+/jblz5+IXv/iF3uYlTLSAzuv1GvJ79X7wuru7hZO6plKrTkDJMdt6t1zWMn7UsmPTu9VFQU5fXx9kWVaduDi9oLYesiwLV44zWwFus9KSRdK7cqCe8n16EgU2my1qDdVUXYPdzC5cuKDp3NzX16d5XOf169dnbBMN14n2ebLZbLoTTmadf2L4LP6zZ8+iubk5YltLSwvOnj0L4Ms0+dRj5syZg+bm5vAxSsbHxzE0NBTxSKRoHxKfz2fIyUHvWKTQc9TujrKzs01595Tp9C5TOx2XtYwfPdkx0bEDAwPo6OiIOkwn1vOG2vMYoGqjdaJaR0cHfD5f3Ksw6AlmCwsLkZ+fr3oTytq38fXZZ59pXk5az//9/fv3Z2RRRd/naMFnSUmJ7prmZu1pMzxA9fl8M8ZklZaWYmhoCGNjY/D7/ZiYmFA8Rq1s0549e+B2u8OPiooKQ9ovYrVao57M9N5pR+P3+3Hjxg3dz7PZbKqBrVnvnjLdbG4aqqqqmD2NI1GAp3Rin215mFhn06pdELkIh3ZaryVerxdXrlxBR0cHOjs741IWSG1J1OlCcyHUFs/QO/ufxCRJ0lXuS2/d4Vu3bqG7uxuBQACyLAsDVLWFHRwOR7jnTOtwkdBzzChl66C2tbVhcHAw/Ojp6Ul4GzweD9xut+ox8VqWtL29Hd3d3Zrv3kJCs3fVZheb9cOZ6aKNNQqx2WzIy8tDfn4+KioqUFdXx1n4cSZ6L5S2zzZQefDggepkKb/fj6tXr0Zk8GRZFp4bONRDn1iySZIkhZeSnC0t44UdDkfEeyoa9yzLMhdgiRPRCm3xMjQ0BL/fH3V8a25uLlasWDHj3GOxWLBs2bLwz1VVVVF/5/TnmI3h/T4ej2fGKje9vb1wuVxwOBzIyspCVlaW4jFq4yJtNltClw8UqaysVP0w9ff3z7rcx8WLF2Pq2gcediuGirOLgmVmV8xJa6Dz6KOPMgAxmGgI0dDQ0IyAJh4TDgOBgOKN45/+9KdwNQGtw5rmzp076/ZkEqvVisLCwriug66Hw+GIWkpw+g1oYWGh8DmdnZ1obGyMW/sylRlW6Jo6pOjP/uzP4PP5wvVXp8dLTqdT8XOck5ODnJwcxeeYjeEZ1KamJpw4cSJi2/Hjx9HU1ATg4cmgsbEx4pjJyUmcOHEifIyZWa1W1fph9+7dm1U3v9/vjzk4DRkZGQl/WKdjV7B5aRk3yPcvMUTjgZW68eIxnkuppFVXV1dMq72xQod+1dXVcSu9p3f8r5ZJrdM/Y9E+c5cuXdLVBvqS1+vF+fPnVbv3EzXGe/r77PF4sHTpUmGgWV1djdraWhQWFsLtdqOmpgYrVqxQfY6Z6P5fHRkZwbVr18I/d3V1ob29HYWFhaisrERbWxu8Xi9+9atfAQC2bNmC/fv3Y8eOHXjhhRfw0Ucf4cMPP8SRI0fCr9Ha2opNmzZh1apVWLNmDfbu3QtJkrB58+Y4/InGKygoUJ2g0NfXhwULFsT02vHsVqiurkZJSQkCgQBycnKiDrCn5BJNpnG73XC5XHz/EkSSJOFNplKW02q1wuPxzGrp44GBARQXF4dfX5blmDN6Zp0AYXYrVqyA3++H1+ud1bANvT1U0cYghxbfmK6oqEh4HRobG4MkSRzOpdOFCxeiDqubP38+srOzEzLMUOuwr6mcTqfmldDMRneA+sknn2DdunXhn1tbWwEAmzZtwsGDB3H79u2IiTzV1dU4cuQIXn75Zezbtw8LFizAz3/+c7S0tISPefbZZ9Hf349du3bB5/OhoaEBR48eFRa8Npv58+erBqi9vb0xLxmpZ1C2yNQTpNPp5EkqBciyjP7+fsV9eXl5XCUmgdRuEkXBX3l5Oe7duxfzGPRgMIjOzs7wMpux3qi6XC7exMxCUVERXC6X6jAuNbm5uXH//xcV8492HRINGyFlXq9X05yPoqKiuM01iUZpSFE60x2gPv7446pvmtIqUY8//jguXryo+rrbtm3Dtm3b9DbHFKxWK6qqqlQL9E9dh1srSZJmPeEiLy+PF6gUpJZF4ZjhxJm+TOFU0ZYPrampQSAQUKxxqFVomc1YA9RYhgRQJKvVCpfLFVMpQ70rQwHRv9+iWq1WqxXFxcXCG1t+FvQR/T9OFVpGOlFd/HorA6S6lJ3FbzZFRUWqJ5ZYPlizubCF8KSUmkRdOS6Xi1mQBFFapnAqLTd++fn5s56k1NXVFXPpKS5hHB+LFy+OaTWuWOYPhCZpKYnWA1ZZWSncN9u6yplElmVN1+xQSTI9SYPZZEAz7dzPADWO1MaZ6r37liRJNbi02+0oLy+PupKI2gQuMi9RaZhoZc0ofqItU6g1YIn2nkWbxBRrcKrld5N2K1euhMfjgc1mg8fjQWNjY9TAJNYJskqTtLKzs1FbWxv1uaIM6/TyZbIsx32hgXQRbTEN4OH7EQo2rVar5iB1NsMBMql7H0hAmalM4nQ6kZ2drdgtrzeTqfYhzs/PR01NDYCHgYxaV0QqzNSjmURjj+MxJpmikyRpVoHhVNG6/xwOh2Hva6Zd0IxWXl4esUCLzWZTDWZmswhKaJJWqIyQ1trGxcXFwiEhfX19qK6uhs/ni1iOu6qqirWTp9AytK6+vj7i5yVLluD8+fO6f1dhYSECgQCsVitKS0sxNjaGvr6+GcdlYsUWBqhx5nK5FLsF9QaoatmZqUFnqAi30l3w1Ds8Si2iEyRLBiWGlgyK3kUzRCYnJ+FwOHSv+pOdnY2lS5fiypUrisF0eXl5xl3QEk0tkLFYLLM+/xYVFekOHEMrDSldcyYmJmYEp8DDVQ85oe5Lau9rcXGxcChFY2Mjbty4gYGBAdjtdng8nqhD9YqKimbMsq+oqIDP58OdO3eQm5uL+fPnZ+R7wy7+OBONEVErVaNEFKAqLUu2ZMkSxWOXLl2q+feReciyLCy6HUuZEdJPS3ed1uAjWgZ17ty5WLZsWdThOtMtWrQIVqsVjz322IznhhbnIGOpjQlM5v+/qMqHw+GYEZyGXLlyxcgmpRTReF214DSksrISDQ0NqK2t1TT+XLTgkMfjwfLlyzMycxrCq12cqV209Iw9ER2rtL5uqIrAVJn8oU51al3LXLYwMUQLW4Tk5uZqnrAQLdgNZcgqKytRV1enKTjOycmJ+P2h5z766KOoq6tjcJogovGewMzVnhJJNMFH7Ro0Pj7O8wsejj0fHR1V3Kd3oly8hgllKnbxx5laSRKt3fyyLAu/IKJJT6F6fePj47DZbAxOU5jaEr6c9JI4oYUtrl69GnHBt9vtwl4LJVarFW63WzEr43a7I76rVqsVS5YsQSAQwODgICwWi+IY87KyMsXfw+99YolKDCY7QSCq3hBtrPOdO3cybqb4VFOXElaitwdLy3LssZSgzBQMUA1QUFCgGKBq+bAC6uPf1O7YeYFKD6ITpN1u55jiBHM6nWhoaAgHjG63O6b3oLKyUrHYu1J3od/vV62pDGg/l5DxQsmB0HnbiOL8euXn58e0slGm1dmcSssEJ73f/VCNVLUxrZn8fx4Nu/gNIErri7ZLkgSv14u+vj7Vcap6uhUpdYkuLHzvkyc/Px9VVVUx3yBoHYYjy3LU4BRggGo2odql0RZvSGR7CgoKdD8vUz9XWoLT6cNqtIpWySGey5mnG2ZQDSAap6I0S/fq1asR2daenh7h+DG1OquUHmRZFo4DY4mp1KZlGI6WMWvJ7j6m1JCbmyucbCmSqBWRzEQ0aWw6LTVolZSWliqWjQphHVoxZlANIPqSDw4ORnwYpwenIT6fT/H5sSy1R+YVCATQ3d0dMXFBbXhHpmY30onValVdfljLe+xyueLdLEpDsQSbWsqrpRstQfxsbgqVek+m0lu9I5MwQDWA2okhFIxIkhTT6lKUHjo7O3H9+nX4/X5cv34dn332GQD1+nui0jGUPtSWuQzhzGDSIpaSdHfv3s24jF60oRB1dXWzrshQVFSEurq6GZOcrVYrF0hQwQDVAGplYkLdtDdv3tT9urNd05vMIRAIzLjZuHfvHj7//HPhc+bOncsxqBlAlmXFhT6mYiadtIg1oZFpWdTy8nLFYXkWiwWNjY1xG05jtVrR0NCAqqoquFwuVFVVoa6uLi6vna4yb8BJAqiVlcnOzoYsyzGdBFhiKD3cuHFDcfvo6Kgwe8Gbk8wQLTvK8aekld6anSFalvlMNytXroTX60V/fz/mzJmDsrIywzKbsawOlqkYoBpElOUYGBiI+cQxOTk5myaRCfh8PtU6e6KLAydIZQZmRyleuCyyPuXl5SgvL092M2gKdvEbRBSEjI+P49atWzG9Ji9eqU2WZc0zRqdTq39L6SPaGNTu7u6MGyNIsdGyIpmSTMygkjkxQDVItIkOehUUFLBrL8XFOrklKyuLXUIZQssYVE6SIi2sVqvi0tjRBINBA1pDpB8DVIPk5+fHNItSpLS0NG6vRfElyzKGh4ejZrZiDSw4ez9zaPmMsCeFtIoli8rPF5kFx6AayO126y6ULMLxp+bk8/kiuu2rqqqE2c6p9U71UFrggdJTtOCAk6RIj1jGofb397PHhkyBGVQDxXPmNe9qzWd6cAqojxGMdXIcu9wyh1JRb4/HgwULFqC2tpaBA+kSy9K8o6OjrLlNpsAA1UCxBiTT5ebmMmtiMmoTnq5du6a4PdbPA4OSzObz+XDz5k10dnbC7/cnuzmUQqJNuhNlWGPt7SGKJwaoBop1FuV0eXl5cXkdih+1E/jY2NiMDIQsyzEN98jKyoopC0KpSZZldHd3C/dzFj/pVV1djZycnBnbGxsbhasoxSu5QjQbDFAN5HQ6NY0BirZCUCxrKpOxhoeHVff39PRE/Bzr6ixKFxZKX1o+J5zFT3qtWLEiYgWjxsZGAOIMKmuokhkwQDXY8uXLox4TLdPKANV8ohXOlyQpItMVa9csLxQ0HcejUyyKioqwePHiiCFDokoz8axAQxQrfgoTQG293fLy8qiTqeI1VIDiQ5ZlTSs7hbJhoTJUSmw2G4qLi4Wv4fF4YmskpSQGn5RIomw8s/RkBgxQE0BpZi7wMDj1eDyqAajH4+EEKZPR2l0fWpFF7XiHw4HKykrFgtqFhYVRh39QetFSTo7BA8WL6IaInzEyA/YdJ0hRURFcLlc4WJk6Mz8UwE6fHJGfn8+1gU1IS/YUAAYGBlBSUoLR0VHhMaEJcMuWLUMgEIDf70d2djaKi4sZnGYgLRlUZlkpXkQ3RP39/UyOUNIxQE0gtZIfoQA2EAjg/v37yM/PZ4BiUlrrkobGoarN+J86Qz8/P58z9jOc1WqF3W7XfBNEZJSRkZG4L9lNpAcDVBOxWq1c1jIF6Mlg+f1+YXeZw+FghoJmyMrKUt0fCAR4nqC4UBteFhqiRJQsHINKpJOeeqaDg4PCfSzAT0qiVW5gdpXixWq1Cuts37x5M8GtIYrEAJVIB1mWMTQ0pPl4tfGn7M4nJWpVHQCWHqPECAaD8Pl8yW4GZTAGqEQ6xFpwf7qioiJ275Mip9Op+tngjQ3Fk9pnLZbV74jihQEqkQ7x6l5VKitFFPLII48obufMaoo3tYy9y+VKYEuIIjFAJdJBNHFAb7fr2NhYPJpDacrpdM6YQc2yc2QEp9MpHIfKAJWSibP4iXQQLTtbUFCAwcFB1TGnU3GiC0VTXV2NkpISjIyMIDc3l2XnyDALFy5ER0fHjO2suUvJxAwqkQ6iTKndbkdNTY3m15k3b168mkRpzOl0orS0lMEpGUpptcOqqioOJ6GkYgaVSAdRRsFms2kusm6xWFhiiohMJbRYzPj4ePh8RpRMMWVQDxw4gIULF8Jut2Pt2rU4d+6c8Nj79+/je9/7HmpqamC321FfX4+jR49GHDM8PIzt27ejqqoKDocDX/nKV/Dxxx/H0jQiQ4mK7oe2axkj6Ha749omIqJ4CNVFZXBKZqA7QP3ggw/Q2tqK3bt348KFC6ivr0dLSwv6+voUj3/11Vfxzjvv4M0338SlS5ewZcsWPP3007h48WL4mBdffBHHjx/Hu+++i46ODjzxxBNobm6G1+uN/S8jMoDocx6Sn58Pi8WiegxP/kREROosQa0Li/+/tWvXYvXq1di/fz8AYHJyEhUVFXjppZewc+fOGceXlZXhO9/5DrZu3Rre9swzz8DhcOC9997D2NgY8vLy8Nvf/hYbNmwIH9PY2Ij169fj9ddf19SuoaEhuN1uDA4OcuYhGUKSJHR2diruq6urCweeXV1dGBgYEL6Ox+PhbGwiIspIWuM1XRlUWZZx/vx5NDc3f/kCc+agubkZZ8+eVXzO+Pj4jIklDocDZ86cAfCwbM/ExITqMaLXHRoaingQGSkQCChud7lcEVnRaBNaWGidiIhIna4A1e/3Y2JiAqWlpRHbS0tLhUuitbS04I033sDVq1cxOTmJ48eP4z//8z9x+/ZtAEBeXh6amprw/e9/H7du3cLExATee+89nD17NnyMkj179sDtdocfFRUVev4UIt1EXffTA1K1ADQ7O5szsomIiKIwvMzUvn37sHjxYtTW1sJqtWLbtm3YvHkz5sz58le/++67CAaDKC8vh81mw09/+lN885vfjDhmura2NgwODoYfPT09Rv8plOG0LvtntVrh8XgU9y1atCieTSIiIkpLugLUoqIiZGVlobe3N2J7b2+v8IJcXFyMw4cPQ5IkdHd3o7OzE7m5uRFL+dXU1ODUqVMYGRlBT08Pzp07h/v37wuX+wMelvVxuVwRDyKjSJIkLB+ltLpUeXn5jExqYWEhs6dEREQa6ApQrVYrGhsbceLEifC2yclJnDhxAk1NTarPtdvtKC8vx4MHD/Cb3/wGTz755IxjnE4n5s+fj7t37+LYsWOKxxAlw507d4T7RKtL1dTUoLa2FgsWLEBtbS2qq6uNah4REVFa0V2ov7W1FZs2bcKqVauwZs0a7N27F5IkYfPmzQCA5557DuXl5dizZw8A4A9/+AO8Xi8aGhrg9Xrx3e9+F5OTk9ixY0f4NY8dO4ZgMIglS5bg2rVreOWVV1BbWxt+TaJkGxkZEe4TrS4FPLzpYtaUiIhIH90B6rPPPov+/n7s2rULPp8PDQ0NOHr0aHji1I0bNyLGjt67dw+vvvoqvvjiC+Tm5uLrX/863n333Yjuz8HBQbS1teHmzZsoLCzEM888gx/84AfIycmZ/V9INEuyLGNsbEy4Pzc3N4GtISIiSn+666CaFeugklGGh4dx5coVxX25ublYsmRJgltERESUmgypg0qUiSYmJoT7FixYkMCWEBERZQYGqERRSJKkuN1ut3N8KRERkQEYoBJFIRoLXVxcnOCWEBERZQYGqERRiFaG4pKlRERExmCAShSF1WpFVVVVxLaqqipYrdYktYiIiCi96S4zRZSJioqK4HK5MD4+DpvNxuCUiIjIQAxQiTSyWq0MTImIiBKAXfxEREREZCoMUImIiIjIVBigEhEREZGpMEAlIiIiIlNhgEpEREREpsIAlYiIiIhMhQEqEREREZkKA1QiIiIiMhUGqERERERkKgxQiYiIiMhUGKASERERkakwQCUiIiIiU2GASkRERESmwgCViIiIiEyFASoRERERmQoDVCIiIiIyFQaoRERERGQqDFCJiIiIyFQYoBIRERGRqTBAJSIiIiJTYYBKRERERKbCAJWIiIiITIUBKhERERGZCgNUIiIiIjIVBqhEREREZCoMUImIiIjIVBigEhEREZGpMEAlIiIiIlNhgEpEREREpsIAlYiIiIhMJaYA9cCBA1i4cCHsdjvWrl2Lc+fOCY+9f/8+vve976GmpgZ2ux319fU4evRoxDETExN47bXXUF1dDYfDgZqaGnz/+99HMBiMpXlERERElMJ0B6gffPABWltbsXv3bly4cAH19fVoaWlBX1+f4vGvvvoq3nnnHbz55pu4dOkStmzZgqeffhoXL14MH/OjH/0Ib731Fvbv34/PP/8cP/rRj/DP//zPePPNN2P/y4iIiIgoJVmCOtOUa9euxerVq7F//34AwOTkJCoqKvDSSy9h586dM44vKyvDd77zHWzdujW87ZlnnoHD4cB7770HAPirv/orlJaW4t/+7d+Ex0QzNDQEt9uNwcFBuFwuPX8SERERESWA1ngtW8+LyrKM8+fPo62tLbxtzpw5aG5uxtmzZxWfMz4+DrvdHrHN4XDgzJkz4Z+/8pWv4F//9V9x5coVPProo/jjH/+IM2fO4I033hC2ZXx8HOPj4+GfBwcHATz8w4mIiIjIfEJxWtT8aFAHr9cbBBD8n//5n4jtr7zySnDNmjWKz/nmN78ZXLZsWfDKlSvBiYmJ4H//938HHQ5H0Gq1ho+ZmJgIfvvb3w5aLJZgdnZ20GKxBP/pn/5JtS27d+8OAuCDDz744IMPPvjgI8UePT09qnGergxqLPbt24dvfetbqK2thcViQU1NDTZv3oxf/OIX4WM+/PBD/Pu//zvef/99LF++HO3t7di+fTvKysqwadMmxddta2tDa2tr+OfJyUkMDAxg3rx5sFgsRv9ZGBoaQkVFBXp6ejikIEPwPc88fM8zE9/3zMP3PHGCwSCGh4dRVlamepyuALWoqAhZWVno7e2N2N7b2wuPx6P4nOLiYhw+fBj37t3DnTt3UFZWhp07d+KRRx4JH/PKK69g586d+MY3vgEAqKurQ3d3N/bs2SMMUG02G2w2W8S2/Px8PX9OXLhcLn6YMwzf88zD9zwz8X3PPHzPE8Ptdkc9RtcsfqvVisbGRpw4cSK8bXJyEidOnEBTU5Pqc+12O8rLy/HgwQP85je/wZNPPhneNzo6ijlzIpuSlZWFyclJPc0jIiIiojSgu4u/tbUVmzZtwqpVq7BmzRrs3bsXkiRh8+bNAIDnnnsO5eXl2LNnDwDgD3/4A7xeLxoaGuD1evHd734Xk5OT2LFjR/g1N27ciB/84AeorKzE8uXLcfHiRbzxxht44YUX4vRnEhEREVGq0B2gPvvss+jv78euXbvg8/nQ0NCAo0ePorS0FABw48aNiGzovXv38Oqrr+KLL75Abm4uvv71r+Pdd9+N6I5/88038dprr+Hv//7v0dfXh7KyMvzd3/0ddu3aNfu/0CA2mw27d++eMcyA0hff88zD9zwz8X3PPHzPzUd3HVQiIiIiIiPFtNQpEREREZFRGKASERERkakwQCUiIiIiU2GASkRERESmwgCViIiIiEyFAWoMDhw4gIULF8Jut2Pt2rU4d+5csptEBjp9+jQ2btyIsrIyWCwWHD58ONlNIoPt2bMHq1evRl5eHkpKSvDUU0/h8uXLyW4WGeitt97CihUrwisJNTU14b/+67+S3SxKoB/+8IewWCzYvn17sptCYICq2wcffIDW1lbs3r0bFy5cQH19PVpaWtDX15fsppFBJElCfX09Dhw4kOymUIKcOnUKW7duxe9//3scP34c9+/fxxNPPAFJkpLdNDLIggUL8MMf/hDnz5/HJ598gj//8z/Hk08+ic8++yzZTaME+Pjjj/HOO+9gxYoVyW4K/T/WQdVp7dq1WL16Nfbv3w/g4VKvFRUVeOmll7Bz584kt46MZrFYcOjQITz11FPJbgolUH9/P0pKSnDq1Cl87WtfS3ZzKEEKCwvxL//yL/jbv/3bZDeFDDQyMoKVK1fiZz/7GV5//XU0NDRg7969yW5WxmMGVQdZlnH+/Hk0NzeHt82ZMwfNzc04e/ZsEltGREYaHBwE8DBgofQ3MTGBX//615AkCU1NTcluDhls69at2LBhQ8S1nZJP91Knmczv92NiYiK8rGtIaWkpOjs7k9QqIjLS5OQktm/fjq9+9at47LHHkt0cMlBHRweamppw79495Obm4tChQ1i2bFmym0UG+vWvf40LFy7g448/TnZTaBoGqEREKrZu3YpPP/0UZ86cSXZTyGBLlixBe3s7BgcH8R//8R/YtGkTTp06xSA1TfX09OAf/uEfcPz4cdjt9mQ3h6ZhgKpDUVERsrKy0NvbG7G9t7cXHo8nSa0iIqNs27YNv/vd73D69GksWLAg2c0hg1mtVixatAgA0NjYiI8//hj79u3DO++8k+SWkRHOnz+Pvr4+rFy5MrxtYmICp0+fxv79+zE+Po6srKwktjCzcQyqDlarFY2NjThx4kR42+TkJE6cOMFxSkRpJBgMYtu2bTh06BA++ugjVFdXJ7tJlASTk5MYHx9PdjPIIH/xF3+Bjo4OtLe3hx+rVq3C3/zN36C9vZ3BaZIxg6pTa2srNm3ahFWrVmHNmjXYu3cvJEnC5s2bk900MsjIyAiuXbsW/rmrqwvt7e0oLCxEZWVlEltGRtm6dSvef/99/Pa3v0VeXh58Ph8AwO12w+FwJLl1ZIS2tjasX78elZWVGB4exvvvv4+TJ0/i2LFjyW4aGSQvL2/GuHKn04l58+ZxvLkJMEDV6dlnn0V/fz927doFn8+HhoYGHD16dMbEKUofn3zyCdatWxf+ubW1FQCwadMmHDx4MEmtIiO99dZbAIDHH388Yvsvf/lLPP/884lvEBmur68Pzz33HG7fvg23240VK1bg2LFj+Mu//MtkN40oI7EOKhERERGZCsegEhEREZGpMEAlIiIiIlNhgEpEREREpsIAlYiIiIhMhQEqEREREZkKA1QiIiIiMhUGqERERERkKgxQiYiIiMhUGKASERERkakwQCUiIiIiU2GASkRERESm8n/MntVanlog7QAAAABJRU5ErkJggg==", "text/plain": [ "
" ] @@ -162,7 +153,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -199,15 +190,74 @@ "metadata": {}, "outputs": [ { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 510/510 [00:00<00:00, 1092.79it/s]\n", - "100%|██████████| 510/510 [00:00<00:00, 1346.83it/s]\n", - "100%|██████████| 510/510 [00:00<00:00, 1294.70it/s]\n", - "100%|██████████| 510/510 [00:00<00:00, 1544.68it/s]\n", - "100%|██████████| 510/510 [00:00<00:00, 1564.62it/s]\n" - ] + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "5a56dbb342c34902bf2cc985dd4fcf85", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/510 [00:00" ] @@ -333,7 +390,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 10, @@ -342,7 +399,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] diff --git a/docs/notebooks/tutorials/tess_search.ipynb b/docs/notebooks/tutorials/tess_search.ipynb index 2768b2b..06bcd9e 100644 --- a/docs/notebooks/tutorials/tess_search.ipynb +++ b/docs/notebooks/tutorials/tess_search.ipynb @@ -38,7 +38,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -73,7 +73,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 3, "metadata": { "tags": [ "hide-input" @@ -122,7 +122,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -154,7 +154,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -180,7 +180,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": { "tags": [ "hide-input" @@ -241,13 +241,13 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "92a760786a57463991b35cf850635521", + "model_id": "763fbcb712f44f988ec4dd9f81ef3089", "version_major": 2, "version_minor": 0 }, @@ -281,7 +281,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -300,7 +300,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -314,7 +314,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "0be5fc78f77c40b598a3d44c9920036e", + "model_id": "eaa75804cc2d42b8bf8c7aea19338d97", "version_major": 2, "version_minor": 0 }, @@ -324,6 +324,14 @@ }, "metadata": {}, "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/homebrew/Caskroom/miniforge/base/envs/nuance/lib/python3.10/site-packages/multiprocess/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n", + " self.pid = os.fork()\n" + ] } ], "source": [ @@ -341,7 +349,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ {