diff --git a/setup.py b/setup.py index cfd147b8..f28176a0 100644 --- a/setup.py +++ b/setup.py @@ -63,7 +63,7 @@ def run(self): # Run the setup setup( name="tigramite", - version="5.0.1.9", + version="5.0.1.10", packages=["tigramite", "tigramite.independence_tests", "tigramite.toymodels"], license="GNU General Public License v3.0", description="Tigramite causal discovery for time series", diff --git a/tigramite/data_processing.py b/tigramite/data_processing.py index 1b50e611..8874bd8d 100644 --- a/tigramite/data_processing.py +++ b/tigramite/data_processing.py @@ -268,6 +268,7 @@ def construct_array(self, X, Y, Z, tau_max, for idx, cde in index_code.items(): # Check if the letter index is in the mask type if (mask_type is not None) and (idx in mask_type): + print(idx, cde, xyz, xyz == cde) # If so, check if any of the data that correspond to the # letter index is masked by taking the product along the # node-data to return a time slice selection, where 0 means diff --git a/tigramite/models.py b/tigramite/models.py index 078c115f..36db2be9 100644 --- a/tigramite/models.py +++ b/tigramite/models.py @@ -30,6 +30,10 @@ from tigramite.data_processing import DataFrame from tigramite.pcmci import PCMCI +### remove!!! +from matplotlib import pyplot as plt +from scipy.stats import kde + class Models(): """Base class for time series models. @@ -51,7 +55,8 @@ class Models(): data_transform : sklearn preprocessing object, optional (default: None) Used to transform data prior to fitting. For example, sklearn.preprocessing.StandardScaler for simple standardization. The - fitted parameters are stored. + fitted parameters are stored. Note that the inverse_transform is then + applied to the predicted data. mask_type : {None, 'y','x','z','xy','xz','yz','xyz'} Masking mode: Indicators for which variables in the dependence measure I(X; Y | Z) the samples should be masked. If None, the mask @@ -159,8 +164,7 @@ def get_general_fitted_model(self, fit_results = {} for y in self.Y: - # Construct array of shape (var, time) with first entry being - # a dummy, second is y followed by joint X and Z (ignore the notation in construct_array) + # Construct array of shape (var, time) array, xyz = \ self.dataframe.construct_array(X=self.X, Y=[y], # + self.Z, Z=self.conditions, @@ -170,18 +174,35 @@ def get_general_fitted_model(self, cut_off=self.cut_off, verbosity=self.verbosity) - # Transform the data if needed + self.fitted_data_transform = None if self.data_transform is not None: - array = self.data_transform.fit_transform(X=array.T).T + # Fit only X, Y, and S for later use in transforming input + X_transform = deepcopy(self.data_transform) + x_indices = list(np.where(xyz==0)[0]) + X_transform.fit(array[x_indices, :].T) + self.fitted_data_transform = {'X': X_transform} + Y_transform = deepcopy(self.data_transform) + y_indices = list(np.where(xyz==1)[0]) + Y_transform.fit(array[y_indices, :].T) + self.fitted_data_transform['Y'] = Y_transform + if len(self.conditions) > 0: + S_transform = deepcopy(self.data_transform) + s_indices = list(np.where(xyz==2)[0]) + S_transform.fit(array[s_indices, :].T) + self.fitted_data_transform['S'] = S_transform + + # Now transform whole array + all_transform = deepcopy(self.data_transform) + array = all_transform.fit_transform(X=array.T).T # Fit the model # Copy and fit the model a_model = deepcopy(self.model) predictor_indices = list(np.where(xyz==0)[0]) \ - + list(np.where(xyz==2)[0]) \ - + list(np.where(xyz==3)[0]) + + list(np.where(xyz==3)[0]) \ + + list(np.where(xyz==2)[0]) predictor_array = array[predictor_indices, :].T # Target is only first entry of Y, ie [y] target_array = array[np.where(xyz==1)[0][0], :] @@ -194,10 +215,10 @@ def get_general_fitted_model(self, fit_results[y]['xyz'] = xyz fit_results[y]['model'] = a_model # Cache the data transform - fit_results[y]['data_transform'] = deepcopy(self.data_transform) - # Cache the data if needed - if return_data: - fit_results[y]['data'] = array + fit_results[y]['fitted_data_transform'] = self.fitted_data_transform + # # Cache the data if needed + # if return_data: + # fit_results[y]['data'] = array # Cache and return the fit results self.fit_results = fit_results @@ -242,7 +263,6 @@ def get_general_prediction(self, raise ValueError("conditions_data.shape[0] must match intervention_data.shape[0].") lenS = len(self.conditions) - lenY = len(self.Y) predicted_array = np.zeros((intervention_T, lenY)) @@ -263,16 +283,16 @@ def get_general_prediction(self, raise ValueError("y = %s not yet fitted" % str(y)) # Transform the data if needed - a_transform = self.fit_results[y]['data_transform'] - if a_transform is not None: - intervention_data = a_transform.transform(X=intervention_data) + fitted_data_transform = self.fit_results[y]['fitted_data_transform'] + if fitted_data_transform is not None: + intervention_data = fitted_data_transform['X'].transform(X=intervention_data) if self.conditions is not None and conditions_data is not None: - conditions_data = a_transform.transform(X=conditions_data) + conditions_data = fitted_data_transform['S'].transform(X=conditions_data) # Extract observational Z from stored array z_indices = list(np.where(self.fit_results[y]['xyz']==3)[0]) z_array = self.fit_results[y]['observation_array'][z_indices, :].T - Tobs = len(z_array) + Tobs = len(self.fit_results[y]['observation_array'].T) if self.conditions is not None and conditions_data is not None: s_indices = list(np.where(self.fit_results[y]['xyz']==2)[0]) @@ -293,28 +313,29 @@ def get_general_prediction(self, if self.conditions is not None and conditions_data is not None: - # if a_transform is not None: - # predicted_vals = a_transform.transform(X=target_array.T).T a_conditional_model = deepcopy(self.conditional_model) if type(predicted_vals) is tuple: predicted_vals_here = predicted_vals[0] else: predicted_vals_here = predicted_vals - + a_conditional_model.fit(X=s_array, y=predicted_vals_here) self.fit_results[y]['conditional_model'] = a_conditional_model predicted_vals = a_conditional_model.predict( X=conditions_array, **pred_params) - # print(predicted_vals) if type(predicted_vals) is tuple: predicted_array[index, iy] = predicted_vals[0].mean() pred_dict[iy][index] = predicted_vals else: predicted_array[index, iy] = predicted_vals.mean() + if fitted_data_transform is not None: + rescaled = fitted_data_transform['Y'].inverse_transform(X=predicted_array[index, iy].reshape(-1, 1)) + predicted_array[index, iy] = rescaled.squeeze() + if return_further_pred_results: return predicted_array, pred_dict else: diff --git a/tigramite/plotting.py b/tigramite/plotting.py index 873f4501..c1a2936a 100644 --- a/tigramite/plotting.py +++ b/tigramite/plotting.py @@ -1694,13 +1694,12 @@ def draw_edge( data_to_rgb_links, cax=cax_e, orientation="horizontal" ) # try: - cb_e.set_ticks( - np.arange( + ticks_here = np.arange( _myround(links_vmin, links_ticks, "down"), _myround(links_vmax, links_ticks, "up") + links_ticks, links_ticks, ) - ) + cb_e.set_ticks(ticks_here[(links_vmin <= ticks_here) & (ticks_here <= links_vmax)]) # except: # print('no ticks given') @@ -1785,14 +1784,13 @@ def get_aspect(ax): ) cb_n = pyplot.colorbar(data_to_rgb, cax=cax_n, orientation="horizontal") # try: - cb_n.set_ticks( - np.arange( - _myround(vmin, node_rings[ring]["ticks"], "down"), - _myround(vmax, node_rings[ring]["ticks"], "up") - + node_rings[ring]["ticks"], - node_rings[ring]["ticks"], - ) + ticks_here = np.arange( + _myround(vmin, node_rings[ring]["ticks"], "down"), + _myround(vmax, node_rings[ring]["ticks"], "up") + + node_rings[ring]["ticks"], + node_rings[ring]["ticks"], ) + cb_n.set_ticks(ticks_here[(vmin <= ticks_here) & (ticks_here <= vmax)]) # except: # print ('no ticks given') cb_n.outline.clear() diff --git a/tutorials/tigramite_tutorial_assumptions.ipynb b/tutorials/tigramite_tutorial_assumptions.ipynb index 4c51a810..61459b88 100644 --- a/tutorials/tigramite_tutorial_assumptions.ipynb +++ b/tutorials/tigramite_tutorial_assumptions.ipynb @@ -99,7 +99,7 @@ " data[t, 1] += 0.6*data[t-1, 0]\n", " data[t, 2] += 0.6*data[t-1, 1] - 0.36*data[t-2, 0]\n", " \n", - "var_names = [r'$X^0$', r'$X^1$', r'$X^2$', r'$X^3$']\n", + "var_names = [r'$X^0$', r'$X^1$', r'$X^2$']\n", "dataframe = pp.DataFrame(data, var_names=var_names)\n", "# tp.plot_timeseries(dataframe)" ] @@ -249,7 +249,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -343,11 +343,11 @@ " No conditions of dimension 1 left.\n", "\n", " Link ($X^0$ -1) --> $X^0$ (2/3):\n", - " Subset 0: ($X^1$ -1) gives pval = 0.79018 / val = 0.012\n", + " Subset 0: ($X^1$ -1) gives pval = 0.54021 / val = -0.028\n", " Non-significance detected.\n", "\n", " Link ($X^1$ -2) --> $X^0$ (3/3):\n", - " Subset 0: ($X^1$ -1) gives pval = 0.79018 / val = 0.012\n", + " Subset 0: ($X^1$ -1) gives pval = 0.54021 / val = -0.028\n", " Non-significance detected.\n", "\n", " Sorting parents in decreasing order with \n", @@ -460,17 +460,17 @@ "Updating parents:\n", "\n", " Variable $X^2$ has 2 link(s):\n", - " ($X^0$ -1): max_pval = 0.00000, min_val = 0.504\n", " ($X^1$ -2): max_pval = 0.00000, min_val = 0.504\n", + " ($X^0$ -1): max_pval = 0.00000, min_val = 0.504\n", "\n", "Testing condition sets of dimension 1:\n", "\n", - " Link ($X^0$ -1) --> $X^2$ (1/2):\n", - " Subset 0: ($X^1$ -2) gives pval = 0.58589 / val = 0.025\n", + " Link ($X^1$ -2) --> $X^2$ (1/2):\n", + " Subset 0: ($X^0$ -1) gives pval = 0.29291 / val = -0.047\n", " Non-significance detected.\n", "\n", - " Link ($X^1$ -2) --> $X^2$ (2/2):\n", - " Subset 0: ($X^0$ -1) gives pval = 0.74355 / val = -0.015\n", + " Link ($X^0$ -1) --> $X^2$ (2/2):\n", + " Subset 0: ($X^1$ -2) gives pval = 0.29291 / val = 0.047\n", " Non-significance detected.\n", "\n", " Sorting parents in decreasing order with \n", @@ -603,10 +603,9 @@ "\n", "## Significant links at alpha = 0.01:\n", "\n", - " Variable $X^0$ has 3 link(s):\n", + " Variable $X^0$ has 2 link(s):\n", " ($X^1$ -1): pval = 0.00000 | val = 1.000\n", - " ($X^0$ -1): pval = 0.00000 | val = 0.708\n", - " ($X^0$ -2): pval = 0.00000 | val = 0.489\n", + " ($X^0$ -1): pval = 0.00000 | val = 0.769\n", "\n", " Variable $X^1$ has 0 link(s):\n", "\n", @@ -616,7 +615,7 @@ }, { "data": { - "image/png": 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lYzrFY9c77c9U1latjXX1ZjVzqnpc7brtr7+TPLXzMuRgn2vCTxgDXOK6brPjOCVzE5mskr619lVjzD3Al4DLjTH1SEv+NGvtm8aYLfRN0ZuIfJFz8UPyuPgnNnYSdPSdWcdjcTo37djZ+c7O+3e8teUnsa7eFfplLU7zli+LL62f+1GkOul0ZJwmddnpPXYmH7Bd160Avk8eM4MqpqS9OZmLXPhz67zly14c6merwpq3fFnX0vq5RyBjgBPJvN+0A51zHnxkdw5wXXcU8A2GduewVF8DvurD5wQil+6dK4FHjDE3AHcAYWvtCm/dE8iUuuuQqU7Lsv1Q13UPRObmDlnviR9ky/23U7Xtbdu7ZdtjHW+93dT59s4nNNGXhhufah2PTKd8NGKjuZyF1ZP7WWU/o049Bbq7ia1ri/e89NIP6eq6sRSvAi5XNz7VOgE5G3s9YqO5fN/Pwp8yEqOASxmJSd9au9IYswIZMLvSWntz0rpVxpjXjTFLkdv3XZRDDHXIzIfRObynH1NZSfyDH6dbbjryneMc54mhfpYKVtiELgOWeE93hE3oGaTQ1t+9x7cG+DLPyvf3m+pqRn9kAcjA3LWO47ya72eqYIRN6L+AK7ynW8ImlNhnVgB/j9joQGMusxhid3Iata7rjsn12qHhknXS9y5miiFzVa9MXW+tXTTEGPwu+FWS5WfL2DeTfh6PjO+clPTaxrAJRZGyFj+K2OjKpHV+/q2tz5+nCihsQjXA5UkvTQZO9ZbENuuAN5CrvZsjNro6afsq/KtmGqeE9p1c/tE/Re7gtBo438cYNuJftb5KQG/FVlpeH2T9dOSerecAz4RNKLkrcBOSrP1Qi1QzVaUhhtRrGsg+yDUg5wMvhU1oRtK6Tch0bz8Y5KrdkpBV0jfGNAAfQS5auRL4mjGDX92apRfJfeA3k81I/54qcmETqgqbUD3SXbiB7JK3Af4j6fnSLN+Xjeccx3nHp89SBRQ2ocSNjB5GSqNkoxL4eNLze/GnsRkD7spUFaAYDXpKYoyZj8yuOdFau8EYc5v3/GzkCsi8OI4Td133CqRfN5/6LDuBbzmOo9Mxi1DYhAwyLXe+t5yElObN1S2JHxzH6XRd90rg2+Q3C2Mn/buZVBEJm1AFcr/pU5B9533k/ve2wF2JJ47jbHJd9zrg0+TXt98NfCeP9wduwKRvjDkUuAm40Fq7CsBaGzPG/AzpT7vTpzj+iMz5H6z0QiaJkgw3+RSP8oF3Oj0/acln4HUzEI7YaOog/RLyS9gxpIvpkTw+Q/ksbEL70bffnEx+N5xZD1wQsdHUrsQfAhfn8bk9wBOO47yQx2cErmgKrrmuezRyp6Xx5Jb4LdKf9j7Hcf5ZgNBUlsImNA5phSW+rEf48LG7gP8Cfhqx0bTVMV3XPQm4h9xbfzHkYDLHcRy9Hd8wCpvQJOTsL7Hv/JsPH7sdmUreErHRtDVyXNddiBRRy3X2YA8yplDvOM7GvKIMWNEkfQDXdQ8H7qevpOlgdiEDMqc7jqMX0QQsbEJVwHvo+6LWk9tsrLeRkgZHkv4G8/cDjREbHTQhu65bj1ReHU92p+sdyLUBZzqOM9hgsvKZN/smUap6PrIf5TKxJFES42TSn0HeBHwlYqNtadb147ruGUjxvdFkNwunHalQcLbjOCU3caSokj7srofx/5DSyuORP0TygEsMSfbbgN8AP3Ucp2RGzkud1zd/DHItxnnkdtrdidQ6echbno/YaDxsQsuQcrYJ64AvArfncsGN67rTgK8Dn0Jm44ylfyJJlFdeD1wN/K/jOH7N4FCD8PaducCFyKDqpBzevgMpc57Yd16O2KgNm9BrSM2uhFeByyI2+tdcYnNdd39k37kA6WkYR/8ehy5kauZapMLmb0uxwiYUYdJP8IqwvQf4JDAbOQDsQP6o/wf8vZRGzEtd2IT2Raa+XUj6Vnk6ceAZ+r6oT0ZsdI8kGzah9wF/QAZ2rwOuiNjo9qHG6pVnmIfU5dkPSf7bkNsO/sFxnFVD/WyVu7AJHYTsNxeQ/R3GeoGn6Ctw9/eIje5RzTJsQmcDv0YO7lcDiyM2OuT7S3sF/OYjpbX3QRqdW5GW/Q2O46wZ6mcXi6JN+mr4hU1oPPAx5At7EtmNtayh74v6aMRGs7ptZNiEKgEy9b2q0hI2ob2Ac5F9pz7Lt72A7DcPAo9HbDSrM/iwCVUDvTmWYShbmvRVP14//Xzky/oRBh/g2o6U034QeDhio9GCBqiKljd//kxk3zmLwcd33kbmyz8EPJRN/7vKX8lcOqwKK2xCRyH99J8E9h5k8xiS6G8A7s7ndFqVNq+ffg6S6M9l8AJ4Xch8+euBB9J12ajC0qRfxsImtA99/fTZTK98Bkn0N0VstKSmqSl/hU3oQKSP/kLgoCzeshRJ9LdFbHRrAUNTg9CkX4bCJnQscnHdQgafJvcmMsh6Q8RGtcRFGfNa9f+OzH0/I4u3rEYaCX+I2KjeGL5IaNIvE94X9v3IF/bUQTbfgdxE5AbgbznWuFcjjFcG4Uxk3zlhkM03I3PkrwdW6OBq8dGkP8J5X9gPIV/Y4wfYNIbcp/gG4M8RGy2J2uCqcLxB/U8gZ4XOAJt2I1dEXw/cl+nKaVUcNOmPUN40tvOQL+xA8+pd4PfAHwe56YQqE2ETGo0UIvsq/S98SrUC2XdujdioX5VyVYFp0h9hwiY0BvgM8oXdb4BNlwI/QlpmegquEvVvLkPuhT1tgE3vQ/adpbrvlB5N+iNE2IQmA41I+YKpA2x6D3IHqqzvY6xGtrAJ7Q18GbnX6/gMm8WRstZXRmz0uYBCUwWgSb/EedMuvwI0kPl+BDFkcO2/Izb6fFCxqeIWNqHZwNfoq1WUTjdwDfCTiI2WfAkCpUm/ZHn1xr+N1APPVFWyC/gdUpZYSwcrAMImdAjwXaToWaYpuzuRWjY/1ytlRxZN+iXGG2T7KjIbJ1OJhO3IzUV+GbHRDUHFpopb2IQmIHd5+iKZv/ubgF8Cv8q2bpIqLZr0S4Q3z34B8DMyz6jYCPwcuDpio9uCiUwVO2/a7kXI4OuMDJu9DvwE+L1O1x3ZNOmXgLAJHYa0vuZn2OQ15HaT12odHJUsbELvReq/vzfDJi8gB4ObtQ5OedCkX8S8KXRNwBfofyOZhLeR+8NeE7HR3gBDU0XOm5GzGBmkTedNZBD3Vr3iurxo0i9CXm35S5AbN6ebLx0DrgKatd9VJfNuQ/gFpLGQbvplF3AlMvVSu3HKkCb9IhM2oXrkdPzdGTZ5BPjPiI2+EFxUqhSETeg0pBvwkAyb3AF8VYuflTdN+kUibEIzkRbYhRk2eR2Zj/8nvQpSJfPm2/8M+HCGTV4Evhix0YeCi0oVK036w8y729AXgStIf3FVJzLQ9mMdpFXJwiY0Dpm6+1XSX6uxDenm+ZUO0qoETfrDKGxCpyJ98wdn2OQW4GsRG30juKhUKQib0DnI9Ny6NKstclHet/RmNyqVJv1h4F1gdSUy4JbOKqTf/rHAglIlIWxCE5EL787PsMlyZN95JrioVCnRpB+wsAkdAfwf6euTb0G6eVp0CqZKFTahf0fuYrZ/mtXrga8DN+oUTDUQTfoB8a6K/ALSwk8tbmWBFuCKiI2+HXRsqrh590a4AvgWe9bK6UEGcX8QsdEdQcemSo8m/QB4M3OuAU5Ls/o14IKIjT4ZbFSqFHgzc24k/V3PVgHnR2x0VbBRqVKmSb/AwiZ0NvBb0te4vx74QsRGtwcblSp2Xq2li5FrNtLN6voFsChio7uCjEuVPk36BRI2obHAT5E696m2AQ0RG7052KhUKQib0F5ABDgnzer1wKciNvpAsFGpkUKTfgGETehYZLA23ZWRjwMX6jRMlU7YhE5CzgBnpVl9F/AfERvdFGxUaiTRpO8jb7D2q8D3geqU1b3IYNyPIzYaCzo2Vdy8mjn/hczAMSmrO5HbGf5ar8ZW+dKk75OwCe0LXAeclGb1auCTOndapRM2oUORwdpj06xeiQzWvhxsVGqk0qTvA+/qyBZgcprVvwG+HLHR9mCjUsXOG6z9HHJlbepd0Czw38B3IjbaHXRsauTSpJ+HsAlVIV/Yz6dZvRnpf/1TsFGpUuBdlX0NcG6a1a3IuM+jwUalyoEm/SHyLoe/CTg9zeqHgIsjNrou2KhUKfBucHIn6efe3wqEIza6OdCgVNlIvbpPZSFsQiFgGXsm/G6k/PFpmvBVOl4ZjqfZM+HvRG6cc64mfFVI2tLPkXeTkzuB6Smr3gAWRGz02cCDUiUhbEJnAjez58VWLwJnR2x0TfBRqXKjLf0chE3oPOBR9kz4K4DjNeGrTMIm9AXgbvZM+H8FTtCEr4KiLf0seLMsvgN8N83qW5ArJPUGJ2oP3mD/L4DGNKt/hdzRSiuqqsBo0h9E2IRGAb8Hzkuz+vtAk5ayVel4g/03s2ehvTjwJeAqvdhKBU2T/gDCJjQd6b+vT1nVjUzHvCHwoFRJCJvQAcA9wGEpq3Yig7X3Bh+VUpr0Mwqb0OHIlzaUsuodZMD2icCDUiXBG+z/MzAtZdUbwFlaClkNJx3ITSNsQqcBT7Jnwn8ZGbDVhK/SCpvQJ5HB/tSEnxjs14SvhpW29FOETagR+B/2PCA+DCyM2OjWwINSRc8b7G/yllQ62K+KhiZ9jzfL4mekv1n5r4HPR2y0J9ioVCnQwX5VSjTps/sepH8EPpayyiKlkn+usyxUOt7Ncu4BTkxZpYP9qiiVfdL3Ev5NwEdTVrUj5ZDvCj4qVQq8hP8X4P0pq3SwXxWtsk763o0rbgI+krLqLeBDERt9LvCgVEkIm9A4JOG/L2XVy8gMnVeDj0qpwZVt0vcS/s3AgpRVrwInRWz0zcCDUiXBS/j3AvNSVq0ETtGCaaqYlWXS9xL+LcDZKateBU6M2OhbwUelSoEmfFXqym6e/gAJfw2a8NUAwiY0HriPPRP+P4D5mvBVKSirlr6X8G8FPpyyKpHwW4OPSpWCpIQ/N2XVM8CpERvdEnxUSuWubFr6YROqBW5jz4S/Gk34agCDJPxTNOGrUlIWLX0v4d8KfChl1Wpk0FYTvkrLS/j3AyekrEok/K2BB6VUHkZ8Sz+phZ+a8F9BW/hqAGETmkD6hP93NOGrEjWiW/pewr8d+GDKqleQFr7ex1allZTwU8tqr0Dugbw18KCU8sGITfoDJPx/IQm/LfioVCkYJOGfGrHRbcFHpZQ/RmT3jlcA6w72TPgvowlfDcC729UD7Jnwn0YTvhoBjLUjq46YV0vnTuDMlFUvAx/QhK8y8S68ehCYk7LqKeB0TfhqJBhR3TteTfPfkj7hnxSx0fXBR6VKgddYuBVN+GqEG2ndOz8ELkp57SU04asBeI2F3wCnp6x6Chm01YSvRowRk/TDJvR54BspL69FunQ04auBfB+4OOW1lUjC3z4M8ShVMCOiTz9sQguRejom6eVNwAkRG10zPFGpUhA2ocuAJSkvv4bsO9pYUCNOySf9sAm9D/grUJv0cgfSpbNieKJSpSBsQh9FLtxLbiy8jST81cMTlVKFVdJJP2xCDvAEMDHp5RhyA5T7hicqVQrCJjQPmamjjQVVVop69o7rutOQEsizkMS+Dbmr1Z+vOuKsKuQCmokpb/sPTfjKdd06ZN+ZAYwHtgJRZN/ZG7iL/gk/BpyjCV+5rjsbucZnKjAW2XdeAe52HKdjGEPzRdElfdd1K5EblF+KXCDTC4xBTsEt0hq76l0L5m986c6H6lLe/u2IjV4bYLiqiLiuWwt8ArgMOApJ5GO81Ra57/Gv9zvh2LffeHLlpJS3fzZio/cGFasqLq7rjgMuRPadg7yXa5G8E0f2nSrXde8GrnYc57HhiNMPviR9Y8xE5FT5MGCOtdYdyue4rjsdubDqCGCc93Jya8wgR16qamv3TXn7r5Apm6oMua4bQu5otR/ePpLC4O1TVaNqUhsLV0Rs9JqCBqiKluu6DlI6ey/6GgnJKpCzRYBzgA+6rnsLcKnjOF3BROkfv6ZsdiCnQ7cN9QO80/FngePoS/gZHX3xAvaavR8VVZU4556585KHr/tRxEZLd4BCDZnruociUyz/jfQJv5/3XPpJxu8zncraGo79zMKNn11+c+rsHVUmXNedAywH6kif8FMlGp6fAB5yXXd0AcMrCF8Hco0x1wI/ybWl77quQS6imk2OZx/xWIyKyspe5O5XhzmO49s/qLW5wSBnGmMHWCq9zZNngOT6M0A3cvBs95bUnzvqmlpiefxzRiSvS+cNYBp7/p8OyNt3uoEnHcc5qRDxqeLluu5eyDjP+EE2zaQTuN1xnAt9CyoAWSVYY8xs4HngIGttm/fa+cCPgeOttW/mGceZyJE25+6mispKvPfNAs4A7vWS9ThgStKyV9LPk731qQl8TJrXiuYCttbmhl0MfGBoB94BNqZb6ppa2och7EK7iL4xn5x4+04NcLzrusc6jrPS59hUcfsS+XVxjwYWuq77Tcdx8s2Bgcm6pW+MuRmIWmsvN8bUI/2np1lrVyRtcy05tvS9Vv5zwJE5xL1nfLs6GLPykS01ba91Iwm+Op/PG6E6yHBASFk2ABvqmlqKurvMdd0q4E1g7zw/Kg7c5zjOWflHpUqBN3DbRhZdyYPoBn7vOM6l+UcVjFyOclcCjxhjbkDKFoeTE34eDqJvtHzIRr/4FDVtr032IZ6RbAwQ8pbBdLY2N7yGXJ26NulxLfBaXVPLzgLFmIu5ZNGHn4UK4FTXdSc4jqNlF8rDWciMrnzVAJ9CZhuWhKyTvrV2pTFmBVJX/Epr7c3J640x9wJHA4cYY1qstddm+dEzgZ5s48jEdBdsEL2bvi6UdEtq7Kk7ks1inUF2ntQuptSfgzQamY11WLqVrc0Nm0g5ECQ9vlnX1NIbQIwzffysLmA6oEm/PMyk/8zAfFS5rjvWcZyS6D7NOukbYyqQec9xpNXfj7U2tZxxtnzpM+9813upemedrdjVkejb7UT6txPL5pSfdzJwMm8H2gNKXoPyxilGM/CBYRxyQcn0DEuNjyFN85b3plkXa21ueB0ZnH/eW1YBr9Q1teR9gE/i93hL0YzfqILz829tff68gsqle+enwCRgNXA+8HufYtiQYxxpxSdOYduZn+6oeePl08Y+89DKuqaWTh9iKxpe/3qHt+TMO2hMoP9BYBrpDw77etsOVSVwoLck372su7W54UXkAJB8MFg/xPGDDfhzig7S6tvk02ep4rcBOYv3oyFkkUZkSchqINcY0wAsAo4HTgS+CxxmfZjv6Q3k/gs4ON/PQi6VPtTPaZvlyDtATEaS9gH0JfDEz/vj79Xcb9N3AEgcDF6sa2oZ8ADnum4NsA6ZkZUPC/xNp22WD9d1JwGt5N9t2gv80XGc1Pt4FK1Bk74xZj5wM3CitXaVMaYSSa7/z1p7px9BuK57DnLmkM9I+k7gU47j3O5HTCqz1uaGKmSKberBIPHzdB9+jUXOKp8BnvSWVandba7rfhH4AfkN6HYApziO82Qen6FKjOu6PwEagVF5fMwu4AjHcUqmhPuASd8YcyhSxfIia+29Sa83AhdYa1NvHj0kXr2dtchc+6H0jcWRqXsHOo4T9yMmNXStzQ3jkDO3I7zlSO8x34HXdmQiQeIg8NSWj32hC2mxTRriZ/YCzzqOk25sQo1gruvOQPLOUFv7XchU34/4F1XhFU1pZdd1D0Yuh55E31Wu2YghVfDqHcfRGuhFrLW5YRr9DwRHAocjA9RD9WJ89LhXOt/13tN7p+5TGx83yWCyvk6rG1gPzHEcpy2PGFSJcl33VOBP5J74dyFnovMcxymp22kWTdKH3UWz7kOKZmXzR+gAXgfOdBwnWrjIVKG0NjdUIuU3kg8ER3iv5SxeM4revfYmNmUmvVNm0jt5OlSlvU6vHRk7WOA4zsahRa9GAtd1T0BKbY8ju2mc7cBjwHmO4+woYGgFUVRJH3bXUvkMUuL0QKS7J/kP0YV057wKXA38rhQr3amBeV1ERyPltecCJyCzjXJiTQW9e82gd8b+9MzYtys2eQYY8zxSlfUGx3G0npFK3LvjMuBzyD06RtG/x6HDe/4UcBVSc6e4kmeWii7pJ3Nd9yCklOkBSLfPVuTin1tLaeBE5c+bUTQbSf6JxSHHmjsWs8VgH0BusflAXVPLOr9jVaXLm014HHIDnn2QCQLvAC8geafkzwqLOukrNZDW5oaJyDTixEFgDrlXTHSBB7xlaV1Tyy5fg1SqyGjSVyOGNz5wOH0HgblIF2G2dgF/o+8g8FKxF51TKlea9NWI1trcsD9wKnAaMJ8976k8kLeQbqD7gPtGaGlqVWY06auy4V1U9h7kAHAaUjco2+tCOpHkfxtwT11TS8nN2lAKNOmrMtba3DAZOJm+g0DqfZcz6UK6f24D7q5ratlakACVKgBN+kqxe3bQIfQdAE4ku4vGeoAHgduBP9c1tbxTqBiV8oMmfaXSaG1uGIUMBH8Q+BhyweBgYsAjyBnAnXVNLSU/vU+NPJr0lRqEdxZwHJL8zyG7GUFxZCbQbcCf6ppatMyDKgqa9JXKgXcAOApYiBwA/i2Lt1mkC+j3SBeQXgugho0mfaWGyDsAHI4cABZ6Pw9mC/B/wDXASr0OQAVNk75SPmltbjgU6QJaiNQNGszzSPK/sa6pRe/apQKhSV+pAmhtbjgIOQCcCxwzyOY9wN1I988DxXJfZjUyadJXqsBamxuOBC4BLkBuXD+QNuB64Jq6ppZ/FTo2VX406SsVkNbmhhrgLODTwBkMfjXwk0j3zy11TS3bCxyeKhOa9JUaBq3NDTOBC5EDwCGDbN4B3AD8T11Ty4uFjk2NbJr0lRpG3gygOUjyP5fBS0P/FfglcH9dU4veD1rlTJO+UkWitblhLDL4ewlSBmIgrwD/A1xX19Sys8ChqRFEk75SRai1uWE2cDFyAJg1wKbbgN8CV9U1tUQDCE2VOE36ShUxrxz0R4AvITeGySQO3Il0/SzVi75UJpr0lSoRrc0NxwFfRPr+qwfY9Fkk+d9U19TSFURsqnRo0leqxHgzfy71loHm/W8ErgYidU0t64OITRU/TfpKlSiv/PN5SNfPkQNs2g38DvhRXVPLGwGEpoqYJn2lSpw37fNEpOvnw4DJsGkPcrHXj+qaWl4LJjpVbDTpKzWCeLN+Pg98hsxz/mNIqYcf1jW1rAkqNlUcNOkrNQK1NjdMAD4FfAXYP8NmMeBGJPlrnZ8yoUlfqRGstbmhGin38C0y3/ErDtwE/EDLPIx8mvSVKgPefP9PAt8GDs6wmUVu7/j9uqaW54OKTQVLk75SZaS1uaESmed/BXDoAJv+CfheXVPLs4EEpgKjSV+pMuQl/48hyd8ZYNO7ge/WNbWsDCQwVXCa9JUqY63NDRXAAuA7yA3fM7kR+FZdU8vrQcSlCkeTvlIqMdf/Q0jyf3eGzbqQyp4/rGtq2RpQaMpnmvSVUrt5yf8MJPkfn2GzzcD3gF/VNbV0BxWb8ocmfaXUHrzkfzpwJXBEhs3WAouAW7WqZ+nQpK+Uysgb8L0I+D6wT4bNnga+WtfU8kRggakh06SvlBpUa3PDGODLwDeAcRk2uxP4hl7dW9w06Sulstba3DAdaAIagMo0m8SAXyPTPDcGGZvKjiZ9pVTOWpsbDgF+hEz3TGcnMh7ws7qmlo6g4lKD06SvlBqy1uaGecCPyTzTpxWp93+7DvYWB036Sqm8eDN9zgEWk7mo2/3A5+uaWl4NLDCVliZ9pZQvWpsbapFbOF4B7JVmky7gh8B/1zW17AoyNtVHk75SyletzQ2TkFLOXwKq0myyGmisa2p5MMCwlEeTvlKqIFqbGw4DfgW8P8MmtwBfrmtqWRdcVEqTvlKqYLz+/guAnwLT0myyAyn5cFVdU0tvkLGVK036SqmCa21umAz8AAiT/sbt/wQurWtqWR5oYGVIk75SKjCtzQ3vAa4mcyXP3yJX9b4TXFTlRZO+UipQXj2fMDKTZ0KaTd4Bvg5cW9fUEg8ytnKgSV8pNSxamxv2Bn4CnJ9hkyeAz9Q1tbwSXFQjnyZ9pdSwam1u+AAyy+eQNKs7kfLN/6utfn9o0ldKDTvvwq7/h1zYNSrNJo8Dl9Q1tawNNLARSJO+UqpotDY3HABcBZyZZnU70tcf0Vb/0GnSV0oVFW9u/0XAL4GJaTZ5GOnr15u0D4EmfaVUUWptbpiFTOE8Lc3qHcBXgN9p9c7cVAx3AEoplU5dU8tbyE3aP4fU5082HvgNcK93cFBZ0pa+UqrotTY37A/8HvhAmtXbgP8Ebkhu9bc2N4wFeuuaWrqCibI0aEtfKVX0vP77U4BGIPVOXBOB64A/e3P/aW1uOBfYALS3Njd8JshYi5229JVSJaW1uWE2cA0wL83qzcDnge8Bs73XYsCxdU0tzwcTYXHTpK+UKjmtzQ0VSJfOYtLP638HmJL0/Clgrk711O4dpVQJqmtqidc1tfwCOApIV5lzSsrzOcB/FDquUqAtfaVUSfMKuH0F6dKpHWDTrcAhdU0tG4OIq1hpS18pVdLqmlpiwG3AS8BAN2KZhNzMpaxp0ldKjQRXAEeT/p68yS7wCryVLU36SqmRIN3duDK5wyvwVpY06SulRoLvITN0sjER+FkBYylqg50KDSvXdQ8CFgIHInfY2Q6sBW51HOfV4YxNFTfXdR3go8B+wFhkEO8VZN95axhDUwVQ19SytrW54QQkV5zsLR8ApmZ4y77pXnRd1wDHAR8C6oAxwBbARfadTT6HHriim73jum4t8GnkyrsDkbOR5FOxLsACa4AlwDWO4+hl1grXdccDDcit+GYC1d6S0InsT/9E9p0bHceJBR2nCoY3l/8I5ACwAJiL/P27gGPqmlpeSmzruu5UJOd8FhnwHQVUJn1cO9JIXo6Ufr7DcZziSp5Z8iXpG2PqkdOlbmAdcJG1tifXz3FdNwTcC+yPHGEH0wFEgTMdx9Eyq2XMdd3DgfuQlt3oLN7SjiT/BSOh9aYG19rcUA0cCrxc19SyOz+5rlsP3A2MY+ApnwntwKPAJx3H2VGIWAvJr6S/D7DFWttpjPkB8Ky19rZcPsN13YORo+gk+h9hBxNDTt3nOI6zJpffqUYG13WPAx5BvrS5DOj1AG3A8Y7jrC9EbKq4ua57CnAn2TUyk+1CugvnOY6z3e+4CsmXgVxr7Tprbaf3tBfI6VJn13UrgYeAyeSW8PG2nww85H2OKiOu644BHkRK7eaS8EG6fvYB7vI7LlX8XNedwdASPkj3zyFIobeSklXSN8bMNsa0G2NmJr12vjFmnTFm36TXDkDqX9+TYxwfAfbKNp40KpDLrhcM8f2qdH2W/v32uaoCDndd9wSf4lGl42vk1/CtBU7zJpyUjKz+wdbaV5FE/iXY3Yd/FbDAWvum99oE5Kh3obW2O9sAvNHyHyKn5vkYB/zA+zxVBlzXrUEuyhmb50eNBr6ff0SqVLiuOwkZ8E9XrC0X1cg+WDJyOcpdCTQYYxzgDiBsrV0BYIypAv4IfNda+68cYzgUOcX2wyzv81R5mEd+rfwEA/y767qTffgsVRrOQmYB5qsK+EQpNTazTvrW2pXACuBp4Gpr7c1Jq88Djge+Y4x5zBhzbg4xzGDgehm56AWm+/RZqvjNIPd+/Ey6gGk+fZYqfjOAGp8+y5B/T0Vgsr44yxhTgcyUiSOt/t2stTcANwwxBr/nupbk3Fk1JH7XRtd9p3z4ue8YSmjfyaV756fIdMrVwPk+xtCGP6foeJ/T5tNnqeLn59+6Frm9nioPbcjZnR96kbn7JSHb2TsNyAybBUgr/2vGGL9Oq1cjV9f68lmO46z26bNU8VuGP1+2OPBgqc23Vnm5B3+6BruBa0vp6txBk74xZj4yu+ZD1toNSN3qGuBsPwLw/rO+BezM86N2At/MPyJVKhzH6QW+Q/77zi5KbAaGyo/jODuBnyOlOfIRR/JjyRgw6RtjDgVuQqZhrgKw1saQkguX+xjHX5DyDUMd0O0FWpHL8FV5uR754g61pdUNrHAcZ6V/IakS8Qvym0TSCdzmOM6b/oQTjAGTvrX2ZWvtVGvtvSmvL7HW1vsVhNfaPxnYiFwan4se730nl9IplvKHV2zv/UgpjlyLp3UBryLVOFWZcRxnM3AqcqaYa+7oBFYCn/M7rkIrmnr6XrnbY4F/kP3p+k7gGeAYx3FaCxWbKm6O47wEvBsZH8q2j38nUvpjjuM4WwoVmypujuM8BZyA9BR0ZPEWi+xjNwPzHcfJt3socMVYWrkSqaF/KXIH+176X3GZXOI0gpxeaXlclSjL/Ulk3zkS6W8dRd+UunZkhtfDyL5zj54dKthdlvsC4DJgNrLPJK7WtUgjoRqpxnm14ziPDkecfii6pJ/Mdd1pyIyhOmS66FbkiHynlsNVA3FddxbwYWBv5AY8W5Ay3Hc6jrNtGENTRc513dnIFbvTkAbnZuQs8m7HcUpmamYmRZ30lVJK+ato+vSVUkoVniZ9pZQqI5r0lVKqjGjSV0qpMqJJXymlyogmfaWUKiNZ19NXqpzVvvuz1lRUUlFVg6mspLKqBnleLY/V8rzv9Zp+r1dU1VBRYTAVhsrKiv6PVRWYCtK/bgyVVf3fV1NVQaX3WLX7eUXf65XyWJWybb/HygoqjKG60lBpDNUVhooK79EYqisrqDRQXVlBhYHqigoqK+Qx8T5joNIYKgz9fq40JuU58u8wyPMKg8F7tBYT7wUbh3gMY+PgPTexDK/bOMRi8rP3mu3tgXgM29MN8Ti2N+Wxp1vWJ7bbvb08xnt7sLE48Z5ebCxOrLsHG4/vfi0eixPv7sXG5TEejxP3tol3e+t7erExS6wnRjxmiXfLY6wnJq93xwZcL783TtxauuOW2O5HUh77Xu+x6bazLIlHM1YQ1Za+UkqVEU36SilVRjTpK6VUGdGkr5RSZUSTvlJKlRFN+kopVUY06SulVBnRpK+UUmVEk75SSpURTfpKKVVGNOkrpVQZ0aSvlFJlRJO+UkqVEU36SilVRjTpK6VUGdGkr5RSZcRYa4c7BqXKgjHmc9baX2scfTSW4OPQlr5SwfnccAfgKZY4QGNJp6BxaNJXSqkyoklfKaXKiCZ9pYIz7P3FnmKJAzSWdAoahw7kKqVUGdGWvlJKlRFN+koViDFmL2PMg8aY1d7j5AzbfdkY84IxxjXG/NEYM2o44vC2rTTGPGuMucfnGE43xvzLGLPGGPONNOuNMeZ/vPXPG2OO9fP3ZxtH0nbvMcbEjDELCxFHNrEYYyYaY+42xvzT2z8u8eP3atJXqnC+ATxsrT0YeNh73o8xpg74T+A4a60DVAKfCDqOJF8EXvLzlxtjKoElwBnAYcB5xpjDUjY7AzjYWz4HXO1nDDnEkdjuSuABv2PIMZZG4EVr7VHAicBPjTE1+f5uTfpKFc7ZwHXez9cBCzJsVwWMNsZUAWOAdcMRhzFmFvBB4Lc+//73AmustWuttd3ATV5MqTFeb8VTwCRjzMxhiAPgC8DtwEaff3+usVhgvDHGAOOAzUBvvr9Yk75ShTPDWtsG4D1OT93AWtsK/AR4A2gDtllr/xp0HJ5fAF8H4j7//jrgzaTnb3mv5bpNwePwzrw+AkR8/t05xwJcBbwLaQSsAr5orc37b1OV7wcoVc6MMQ8Be6dZ9a0s3z8ZaeEdAGwFbjXGXGCt/UPAcZwFbLTW/sMYc2Iuvzubj0/zWuq0wWy2CSKOXwCXW2tj0sAumGxiOQ14DvgAMBt40Biz1Fq7PZ9frElfqTxYa+dnWmeM2WCMmWmtbfO6KtJ1F8wHXrPWbvLecwdwApBT0vchjrnAh40xZwKjgAnGmD9Yay/IJY4M3gL2TXo+iz27sLLZJog4jgNu8hL+VOBMY0yvtfbOYYjlEuBHVubVrzHGvAYcCqzI5xdr945ShXMXcLH388XAn9Ns8wYwxxgzxuu7PRmfB1KzicNau8haO8taG0IGkh/xKeED/B042BhzgDcQ+QkvptQYL/Jm8cxBurnafPr9WcdhrT3AWhvy/h9uAy4rQMLPKhZk3zgZwBgzAzgEWJvvL9akr1Th/Ag4xRizGjjFe44xZh9jzL0A1tqnkeSyEum3rcD/KzIHjaOQrLW9wOeR2TAvAbdYa18wxoSNMWFvs3uRhLYG+A1w2TDFEYgsY/kecIIxZhUy6+pya+3b+f5uvSJXKaXKiLb0lVKqjGjSV0qpMqJJXymlyogmfaWU74wxUWNMtzFmasrrzxljrDEm5D1/rzHmXmPMVmPMZmPMikSNGWPMicaYt4Yh/BFNk75SqlBeA85LPDHGHAGMTnpeDzwC/A04CJgCXIrUo1EFoklfKVUoNwAXJT2/GLg+6fmPgeustVdaa9/26u78w1r78UCjLDOa9JVShfIUcmXvu7yqkufSd6XxGKAeuUZBBUjLMCilCinR2v8b8DLQ6r0+GWl0+n3VrRqEJn2lVCHdADyOFJRL7trZglTznIkcDFRAtHtHKVUw1trXkQHdM4E7klZ1AMuBjw1HXOVMk75SqtA+A3zAWtue8vrXgU8ZY75mjJkCYIw5yhhzU+ARlhFN+kqpgrLWvmqtfSbN608iteI/AKw1xmxGis0VvAhcOdOCa0opVUa0pa+UUmVEk75SSpURTfpKKVVGNOkrpVQZ0aSvlFJlRJO+UkqVEU36SilVRjTpK6VUGdGkr5RSZeT/A15c0yY0UcrtAAAAAElFTkSuQmCC\n", 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\n", 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" ] @@ -697,7 +696,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", 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\n", 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" ] @@ -762,7 +761,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -779,13 +778,12 @@ "data = np.random.randn(T, 4)\n", "# Simple sun\n", "data[:,3] = np.sin(np.arange(T)*20/np.pi) + 0.1*np.random.randn(T)\n", - "var_names[3] = 'Sun'\n", "c = 0.8\n", "for t in range(1, T):\n", " data[t, 0] += 0.4*data[t-1, 0] + 0.4*data[t-1, 1] + c*data[t-1,3]\n", " data[t, 1] += 0.5*data[t-1, 1] + c*data[t-1,3]\n", " data[t, 2] += 0.6*data[t-1, 2] + 0.3*data[t-2, 1] + c*data[t-1,3]\n", - "dataframe = pp.DataFrame(data, var_names=var_names)\n", + "dataframe = pp.DataFrame(data, var_names=[r'$X^0$', r'$X^1$', r'$X^2$', 'Sun'])\n", "tp.plot_timeseries(dataframe); plt.show()" ] }, @@ -803,7 +801,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -816,7 +814,7 @@ ], "source": [ "parcorr = ParCorr()\n", - "dataframe_nosun = pp.DataFrame(data[:,[0,1,2]], var_names=var_names)\n", + "dataframe_nosun = pp.DataFrame(data[:,[0,1,2]], var_names=[r'$X^0$', r'$X^1$', r'$X^2$'])\n", "pcmci_parcorr = PCMCI(\n", " dataframe=dataframe_nosun, \n", " cond_ind_test=parcorr,\n", @@ -848,7 +846,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -880,7 +878,7 @@ "tp.plot_time_series_graph(\n", " val_matrix=results['val_matrix'],\n", " graph=results['graph'],\n", - " var_names=var_names,\n", + " var_names=[r'$X^0$', r'$X^1$', r'$X^2$', 'Sun'],\n", " link_colorbar_label='MCI',\n", " ); plt.show()" ] @@ -901,7 +899,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -919,7 +917,7 @@ " data[t, 0] += 0.*data[t-1, 0] + 0.6*data[t-1,2]\n", " data[t, 1] += 0.*data[t-1, 1] + 0.6*data[t-1,0]\n", " data[t, 2] += 0.*data[t-1, 2] + 0.6*data[t-1,1]\n", - "dataframe = pp.DataFrame(data, var_names=var_names)\n", + "dataframe = pp.DataFrame(data, var_names=[r'$X^0$', r'$X^1$', r'$X^2$'])\n", "tp.plot_timeseries(dataframe); plt.show()" ] }, @@ -947,7 +945,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -982,7 +980,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1030,7 +1028,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1193,7 +1191,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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Em/l5+H9YptQYIN7QvbEUGrOI/EREHpF0jH8Ss742YZV+DsVw3kQas1AeJDZe78R2fP0E4kjvMmkFdIHnjd/7qF4ULL0PY7MjODcTvaI0q869tlRBaTivUm051Vk2afmqwklVHtR3iOEhAETEhZd7UJsBVPUy4DqiIVAlcMudr/Mq9vEU+peEf8djz2Qddt+TMUUzo3RMucHsRLSSN2KpyvdiDf+TxNDR36lWUHOIQsL7G2cTB1SuISooD+W50CvXrftKv1d5UO1mlbVqrz4WaRKWTXgHVt9uwDIJJ9HoyQF9z3B77L4fg2UhNiQABbZgnpan16+gqOzKdewB4v2uCOvuQW3G2thmouE4lfosWZ9CagHmVTyQXHsc0Wi6n0RBich2iQFXzl49Nyy3J7aVHbG2Cc2jNs0oz45RR2pAb0nKl7ajKtm/OlzDQ559iMi+InJMuO9U+ewNXI0pqJuJ9fxfJNEZiqHvnSkqqEH3oH6Mvch3Y5X4PeFCw5XNMhBcQXm/T1n4vQzLeGmw2pNjy/SGpXsfE4keVC9FBZWeb39iyMhZW9rHyzlBLDsQokDcraL8EPqZsBCNN26vtNNExC1hV1C9VAurhqys0CifkmxKK5fXJw37poKl6svCbiS4gupNfrsWq/xQ7Atxykqkr89KRG4VkVliGZF7ExX4ZKIQ8wy0u2n0oMoJBw/FGiHAZlX9hKpupWQ5h/JXhQtnYokjPyMKp+nEzvUN2PvpCedIPaY7S+e6JSzdSq5KkniFFFOw62iloNxbn0D05D6KKcmzsedX50FNAdapcRnWr1QIdSeMx4YbbAz3sRwYLyLevzlOLJ3bjZAt4dr/h/WDvhr4OPZuN2B1TYiKbTL1CiqNMuyO1QdXAFOw9vj4sN/20BeidyMUrG3OSxTWNMzA6qHoQXlYvremLH2Evrc/lTb3hGWr93ZpWD4Lq/teF1JZUZVxORkbcwfFPmCwJJg/ASdhUQdndywjckdMlk0SkfFYm0n7mVPDbchDfHNU9RRVvUNVV4fldxi6sSt9iMhTReSmIITe049T+Mvy9PK04/ANYXUrRYvUhUr6vI4mpvT2hqULTQ9/VCmo1IOZR4zVernuw6Zn6RWRI7HO9EVYZZuGpfO6sNyL0AjFRuKXU9unECviMzBvYRqWBebXHB/KWGV1pxaxrx+LVVJnQbLu9+/3OC0c+0ZiiPH/wjK1Ih+KhcHSin8nMXwwJ1jkJye/l+uup8qCeSl7Yw0H4GEhXDgl7LMZE4Rbqe6DKie1HAOcTyNlBbUeOEhEzg6d4T8IjXUi8HFVfRnFAajuBT4CMzpSD8q5uvS/ZxH68/MGntbXdrPGOvG00kHN/pmROTRXUGlIbRUmyCeLyBQpDqeYEI73cy3F7umU8P84LEToyjqNUKwlfgZlA6YYwLy2H4b1Zh5U2dC5O5TnnlCGGVjUok9B0TgDyBSsbfkH/6ZjA497iApqd8xbO4f6qb5SFmD1LqWHmIBVxXXAkar6EQBVPUtV/0P0oFLZMxE4o3T8oUSj8BiJE1/vjvX/QuPcldOwjFcw2TUFeAHWPu/FDAgohvyG3IP6cwjrvVxEnhWWP2WIPwgWLPKTgadhFucJInJg86MaKFuWqVXhAnArxZf5dS9CWN6vqlcQ46oehknj5p4kUe7wT4XhfKz/AWJG0XqsgcwAjsde4BLgg8Dzw35+nfRbQF9Lzu2VaCrFcMBpFC0Z96CWU3Tp3QJ7PPR1Gm8KFmLqCf0ZeJSIeB+GP0u35nvC8rXJMe4xurf9uuS35xKf6XqiAH1Y+A3ic9pTRL4byueGUdr5vB3FqYymELPONmEW4jrs3k8Ukfcl+5YHVz8auCKsp4qgnAHqAvkZmBL/b+zdr0o8olRQlpXeRBLFraqiqktL+/h5/DlUeVA7QWWosjyjRTsh+fuxe04V63sxZTGPYoivnDrfp6DC/d+DvYMPAleJyIGhTk2gMYuzHOLzcTbXYkrFlVr6ju8gGQemqiswZTqNegVV7ldaGu7Dny+qej9FBeXvwL0Mr6f7isgBWBu7iqKCeiexz7N2vJgY46me/mwmJi/KIem5QTZOpXEePpJtZQ+q2UwquxH7jNM0+nJK/RRCckm4ztRw7BdUdRMms95Mowc1dApKVT+Azbg8BROGU4BPq+r7mh44cI4CblXV20KlOZX6wWd1XEC0rKF6/IhSVFB+X+WBje79uND9MjFclob46hTUrsmx/pLSVM89sAbjjeugsO4VPJ1TbA+ileKdvDMpCo3rKXbQbhfOdSZF7+XGsPxlUvHBrCjvsL5eVR8P/Ig4OLWsoMpJDmD3exiWjbcLccLW16jqnar6j/B/OaNoH0x4Py/Z5n1a7g2nQkiII9XBhNTCUMbN4Zj1YdtewCdEZE8ReT0meH9FEe/7S99flQfl+DPYkWI/Up9QUFU/3pXvmopkiDJlBeUWdSp8vF5UfcxwiYg8NqxPwub3S8udJvzcGs7vWXFebsXqy1xahPhK174nHOP16TosQuDC0t/3ZopCKw0V3xt+q1JQl6lqL/CPZNtmih5U3RghZxkxSzA9d6qgvGxuyMxKlgdiWXMeOvb2521gNc37kJ4ZynwSFBIuwNr3TTSGpO8GXl9RZudczHsre1CbCEZo4CaKvCZETtIkoXLW7hSiHFyHyZRPhzJ5XVlO0YMa+iw+Vb1OVb8F/FhVv6Wq17Y8aODsSjEmv4SKcScicqKILBSRhZRSuFX1auIMzOuo7tTeSjJLdSI0BHuJ14ft+2KNanX4/yzMI/BBjCuxBpWGPl3A+TXKneCpgtoda9TecGdigin93ZlHdNknYBbKXhSFxqUU0+EnY6GE9cRsJih6BjsSvYZfEZMRvFLdAjxabEoTF5Ke1ValoO5T1X+r6lZVvZco+MoZVhspNqg9w72kITBXqr7feBFxobED9twuDv9/OywXEIXWfKL1Bzbf3TfCPS4lCtgzVXUVNqjwhmT/8lilVGG5gjqAOJgUqi35M8OyKsusjlRBpULsjcl63UcV/X36WL2fJb/5FFenYkMTqjwosHpb9qCahfjAnukcilEMH76xmVhPykIrlVMrqVZQJ6mqZ5C9GAtFe7lSD6oymSZhA+b59tCeglpMlEHTsXrn/ak9NM7JuRoLdU6QmM6e4u/G2+MLoM8bno7VpZ6K4w7DnmU5ROzy62biPIo7E5+fG4j/hUUvyl7VfIrKpUpBubJJFe9dyfq9FOXsTKLc2wDMrssYHow08yukf/N/9Yeqm2iwOEP/2BGqegQV036EDm4wAVdOhwRTHvOA31EMQW2HjRnpS8sNbmzKJqwyPhYLeS6m+FJdaLvw68WsyIvD/6kluSfWqNOZBlIPag+iEJiHWY4eOvsnJqDSSnM7xYrzb0yJ3Y+FmzyW35vsMz1c/5KwnydteCO9C/Nif0hREf0puddUgFYlhUC1gupJ/t8Ta/xpA1oZMoq+RhRE7jVNCuXx/d1SPI6isE3P5wJ9JtbojsG89v8CUNUnUpyj0BXSivB7ms3lDfIoin0ODWGV5Lh2BnBen55HVcvj4dI+q73THyqyzrwf571JWS4Iq7PDud2DqlNQdR5UIcQXuAer6+l9fgt4STje60v5XGlYdRVW99wD8My4PsNVVW9N7uN+7H1uCL+tx2TG1cl9e5+aX9uN2uXJ9lRBedl+jtVLL/cOxFkZNmKeX0/4zduhzwjycRoTYNL9nF+EjGLPbtwCfFFEfinJBM9Y6P3CMKtHFeuJiuBeTPFsIr6j36rqOho9sN2wqMmnsPBqT+n31BBJQ+Np9KLsQU0jerKXYe+0Mn9hMBTUu4HzROQF5R9C/9RlFcf0lyUUv780n+KD6JQVBEFSite/H7OKblbVbyfbt1PVteFFpqSKsxd7ifMw5fQfqhWUN/gbVfVy7EV5/4h7b3thCsqPeWwob9pZuzxZn0EUhrdgFaEvJBUqbxr+WBvKujlYWd4flvZ7TCeGDnqTe3EFlQpcv6fTMGG0s4g8k6L1VFZQbkCUn2lZQS3AGr4/6zPC+tMwJbCSmL0IUUGlgvUVqnpeqczpugvC6Vi4baGqXpkaIaUQnAvnX9H4mQq/5+kU79kb5jPpnKnYYNonAb+v2cczp7bSmOzh7z616jeq6koawzupNzONRsVa6UGJzYSuxJBsyg7YWLF0eMVByfFTsQSIsgeVrnv/lHsAl2KK5g9UszmUJVUGuwBPJCrzc8LymeF+5mNhqlTgVnlQTpqZOR54INSTHbCplyA+T8/SLfdz+ljBmRSTgfzYXTFZ5wbiC4BjE6NjFsV2W+YuTDEfH/5/CHEwM4li8/PdikULdsOey++IXQcpnngExYhO2YOaHe7x25gXvdavq6rHJt5vgQErKFX9GXbTXxWR94vIDiLyKhG5HhvV/LPmZ+iIK7G57fYKHYkvJoZH+sMtwEwROZPGUN8eNH7Qrm7g6o3J+gqssvjo+5VAT5L26wpjI4Cq/i4sP4C9uM0Us1xWESslWIX5IDHxIO0z2JeosFZhnZblEOg/k/UNxDEjEBVUGnacjk3dP4NiSq5b7qngSjPLLsMsY1fwp4Zl2ULz+6zzoFwJuKfn7+QtWONIZ59ImUxxnA7EKV+8zE+lGHJzT3UGrfsqIDbMj6pq+cOVYM/Tw1fOSgBVPbti/6ao6npV3aKqf1LVugHm/jw9oyrlYWGZhvj8+aZ1+wBCaInmHtREGmeScK/tsRXHfBV7rv6s0oHV3pHv04PV9UusxBTMgZhh9aCqfrrJ83CPKPWwlqvqfck1vU6uIg4YX471KX8o/FanoJ5OrIMziCG+Mv58fZxVwVsO8mwNpkzLimY6NiTjZoqDpW8mKr45NE4Y0Ecwss4gRn8OBjaFPrvHVey/AIuqzKL0/JIy+8D39dh4wFSxpo7DCmwA8HhsNg+hzbFggzKTRPAAjsUsmRVYHPwjwP6q+o3BuEa4zhas8/BcTLufrqrXNT+qKX/BKsUzMav0LmIfwz60+cVVVb1JVb0C3keIc6vqpopOb1dQn6I0ADHsuwlTUG51T8YayW+T/VYA3wv/po1hr+S4tdi7KFs95ybrG4mj7kkaeRramB7K81hi6HH/8D8Uha8rmQewZ7tLsu31mCGTJmNAjJmXLfSNmDV5L1GgTVHVJeFZb8CejT/D3tLxR2ENoe/5q6pfwwXn7RSfnxspe9KegnLhnu6bjl3xcGx6b2VFmtLO2KU6bgb2Tu5xPTBFRF4rjTP2uyJOFVQshOqNqup1v5kHBcX3554NWMr1c0rnvRpLqgGrlxckP1+Jzev4ahpDfFXX3b+iTFX4+61qy95W/Dz3EevGclX9lKp+LPx/ODYJNKFsXq+XEevgDGKID2w2bygadltJFJSInCsi+xDb1nNDuVJDchpmfN4a+rm9vDtTHK9Uq6ACi4gzmbgHhapeWrN/L+b5eJ/R07DBt35/3wTGBS/o/ar6TSz56XelqMOD2HP5QbKtPLi5kgErKBHZRUQ+jbnal4W/zcBF7RaiE1T1D6q6n6ruo6qfGMCp9sDGWfhL9cHHnwr/70Nj+LAqZlxmJVZRq7JpCL89HTil5vlswqyhXiw+/+vQSE5Jd0r6Hty7Wl9aPoApqEeQKAVV/RvmgUG0flMhPVlVL0r+/0JYriBY5Kp6s6reXnGsW0UPENPr/RprVfX3ZYWd/F8WlBsxy229qi4J95Va+esx6+4h4f9yX8xbw7LZVEy9pXfg4dHHU9HZXMFGYHXaD6SqTyJ6omkoyvkDRQMgZSAKarvknUzAQlRTsDrkWYJ+3SoP6iJi/1bKA1R7UC7cywoq9S4eXXE+v8cbiO3p9UHIfVdV/0BrD8opl6kKf/ZV79M9qE3Y87sx2b8s7HuAQ0OCwXjis1xDUUHtQEhgUdW3h+3eLs7B5GP6nJ6CGW+ukGcDK1U17defhr2D3vC/7/tait5P2fgrswzzxLzONxgnFNvYaszp2CEY2+dgcn588J5eWz5YVb+uqs8tbw+8pEX5GhgMD2oRJuyfpKrHYfHlv2PJE52OURo21AYXewqkc5Sq/gSztvaiaHWtIIapmp3XhV/ZanVmAMsqPCtnM6agVqnq64PVCdXhxUOIcXMXrq4QHsDu7amY+/305LgriBNpQhJu0Jj67GHL/bCK/FDMk3PllpbX8Ub9AKUByhWd+Sk9qnpLaZt7UK5wywLGy+kTXf6Haj6JeZ9/TcriadJlb+Z24qwT7XhQy4jJLSkuAFxB9SlxVf2tqlYl5sDAFFT6Du/HhKIrIhdc12GKyL34PgWlqq9T1fIgTDBvsiq7y59deUaLvk5+Vb2q4nyzwm9bie+kPJ5sczjPYsxYeA3RcFxR2q8V/uyrDMbesLwvaY+uTOqMiHsxo8/LsZZ6D8rx+3s79tzmU+yD3IFicoQ/21+H5WxiUkiZNIRf1wacjVjfl3tndUZ0un+B8N7SsZjt8vPWuzQyGArqUFU9QW2CS9R4GzY1xiUSZwvuVvosJbWJOyEK1lRBzSGOh2rF55v8NoPm1rl7UGXh2VAhVPVaVf2Xqk4idvR6Y9iCWYgC/FRV/5gcd344xkNaDZOsquoBxNHgk7Dp8T+jqh8v7ZoKCe/odAE5gTYEvapWPQ+/D1dQvaVjlPh+rsIUERTnRXuUWkr781T10aXj52hjxtNqomCqGvBYLvdKVX1OxU+ujKs8qDouov/9qb8iTlHjrCd6l+lMArcAx4XBzY+g2opOKfSZJnh0wYdYPIj1nSygOakH5ONnyv2PXvf3BO5U1e8Ts1NTL6Gd5+r7NAhjtaEOEsJmzuKwrFNQUBzHkyqoyTQqqKXEb6PdSnXb9/GIjj+jF2Pt7/eYsVZ1vz1Ez/eOJmWG+A69/7NKQaXvuWoaNWgegq3jY613aWQwkiRuq9n+bWxC1HLD6Taq4rZTgLtLoZsHm3g9Zf4PS2euopWC2oxZOb2l7f9s3LWACwyvYCsJgkktS6uK6eH3W6t+DPf7zbBeNxI/bTTeuetZTL2Ywn1Zi7JX4YrNhVeVwnCD4VNE5ehjwaaq9Y12wmqiBd3KGm1G2YNqKUhV9Ymq+ob+XExVX6iqHyptXk8clD0hJOkcgfVVPRx7XkfT/tir8n6e3p0aINdSzKSs4l1Ew8gVUTnsu5k4y0Y6YwYU22s7Cqps6LTClWZZQaXCPE1i2kiUo5OIXz0AQFXnAa8CnhjCmFXJHOmUZBATabYQp0/aiWoP6r2YTLmL5v2bXlaI91iloB5DNGzqFF5/FFRvh/sDQ/y5DbWxCI9tuePIshybSbmc7dbK/a1FVdeppTMXSAbbdexBqeqdLcp0cViuwzpUf0XrcTVVs2iUadUXUxXi876FtVhjbqevoExZQVUNJ3AP6j5i43sNcIxWf1qhFb0EwVQjSNrFDZtJ2FiqdgTpYJPefzrguSx0fteP86GWBQfFevofSmOvyqjqZrUkn7T/saoeel1yw8iV/iripMzt9BP2hmu12x++DHipNo5vTD3DeYR08ZLRuhm7l4Ixp5Y1mPbrlplKMRTcZ4yp6iVY6LnOgwJYpKrz2zCgvY24IVnlVS5WVR9y8EtMQT69tNtG2p/H0elN1tsJnwPD8D2o5Ga7lXuxWZfLArA/QrUOnx9sNuZd1A2mA6uE46i2hmr7cdTmbJujNk5rUWiQrd7v5yl+OqSKcv9AmXKG2i4ErwtTlrPo37MsD+BdVLGP95OtDAJlO1VdpaoX9+N6YAkPl9L8i8DtUBaGdd7nUJKm8c5I1s8j1qPPqmorYeGRgIZ6EMJjvcmmlVSM72nBcuJXd1PS/kwwj+WSUK89KtMqKQDaU2J9hC6Kqv6S9Hk+HEtxT9/rg8RhG52+7ylYH9M/sAHS5TKvxxRUXTtqN/nA36F7f00Np/Asfpl2DwTuo76Pve5cXva/EGfJb8mQK6hRwHKq3f9BU1CqeiRxNHWrBuPX7a34rVmiAapabrAfIE75UrX/N7T1/IlV5UhJG+MqVb03sVbXUx+aaEqixN0q/DiNFduNit5wzECSDCAYBQP0nsCShO4hzio+0h6UeygXB+Hn4bl2wjQ+ALkdj3QlcSqhViFpAFR1tqourPipoKDUxoA9IWxLEy1a0VY52qAcHisr9lRBNTNAnTQk6x7U5qQfPGUDzT2odqMFfg/9jg4FllOaQq4DVnXitLQztcq2zvlUh48G04OCOAC3XQVV5UF1JDiDwmrHymzGr2kepk0bTW/pt/XUZx+1y4PQl12YzlaOqqqI7JSEmwZKq07mdvl/FL/QOpIKqjcph/fTnYAlllxAazrpw/GknK9hnzsfCN4vWuWN/IY2P02uqtdQP8C+bVR1a5i0wacQS9vxP8P/87EIQisPamesTnwUaxt9Cqpm//VUj0VLf2+HVEH9geIEA51QnrqoXf6Hxs/HNGXMKyi1SUCrPhMyFArqXFqPoPZKWKWg3sowfHMrJXgTzT6jsgXzcn5BnPHb8YbTKlOsGU0HYg+icoKBJUb0EZJrHhSR3rBpJEJ8/uxXYR7Ug4RxK6r6b9oX2n6eVqFeiPJkx4o+nE7xAfMNRpnaJMNfKm8fBl6CleuFFJXC0WHp7/lrzU6iqiuSqdWWYQpqT+o9L79W+kzPxmTF81t0GaR4O1ynqs9oumdzVhA/Pvm6ZjumqOr3Wu9VZMwrqBqeSf+tizq88k5tulcTD0pVW47DGm6CF7MSOLEiMaGqYXXC06geZzTYPBFLxe+ov6IVqrolWN2djhkZDFyhrMYU1E1t9DdVUR4A3oyfYQODO+qfqEJVl4vIMR0kNww5qvoLgPBOtybbH0i2Q3shPle8y7AErWYz7qTTSQF8GIv8nNTGdVLKM6n0l7VYiG+1FucqHXRyH1QFqnp2Xer1APDK0aqfpJkH1a0sqMmac2+xXw1CVc8ZBEu8netcpKoNn20ZJJ5P/Ez7sKFxiMRmbMqh8izZ7bKxtGx2TX/f/e2fKJ/v4sE4zzDiE/i2VOZJf+lKWhutBUNPVT8ahlB0JL+DAfaoQeir3YjVqRkt9hswWUENH+5BteqPcOtrILO0DyshTFrFQD2oUY+q/kabz6Ix1PRg/TVN07/rCJlc0oEncwpxvr1tmapkhk+HZSee6hrijB+PqtnH21FZdnQ8D6l2Pjawik1YP9yVrXYcKDnEN3y41dKqoc+EwsSmo5kxr6C6gP2H82Kq2jA/2zbILlQrKPcgOwkVj8cchXVNlEddosrnsWnLhhv3pn/bdK9BIHtQw4dPh3J+071GkefUBoORJJHpPydQmlE8M3DCUIqqMFndvJHN8PBes2P8vIUEK7UJXFvJk6HADc4hb9fZgxo+xgFo9dxtfajNQDHgtNguoS40kRkGPKlGRC6l+2d02Rbojwfl8921ml0GusfQ83K0k9k5ILIHNXyMa73LNsd64P5uysQaowzWYNVMc9wga7cP6rPAV8J6s+ESAoMyEH2wyB7UNshYVFDryP1P3cA7afxMSmbwWQd8od1xSar6buibo7PZ7ArdFlHJCmobZCx6q+vJCmrECYOtBzq9TaYFIVLwzpY7Nh730xa7dJuCyiG+bZA9R7oAI0BWUJnMwOk2OZ09qG2QYyh+rG0ssJ7u6djNZEYrCxnY15YHm06mvxoQWUENE6o6EuMVRpqbgY7n38pkMhFVPZfu8qJ8gPCQG5/SPYkhQ4OILFTVI0a6HJlMJrOtICKTwhcGhpRu0spNEZGPiMhdInJV+Ct/5TGTyWQyw8BwKCcYfSG+L6nq50e6EJlMJpMZekaNB5XJZDKZscVoU1AnicjVIvJ9EdmxbicROVFEForIQvr/mYFMJpPJjCBdlSQhIhcAcyp+ej/2tdYVWLrlx4C5qvrqYSxeJpPJZIaRrlJQ7SIiewJnq+rBI12WTCaTyQwNoybEJyJzk3+fC1w7UmXJZDKZzNAzmrL4Pisih2EhvsXAWPgwWiaTyYxZRmWIL5PJZDLbPqMmxJfJZDKZsUVWUJlMJpPpSrKCymQymUxXkhVUJpPJZLqSrKAymUwm05VkBZXJZDKZriQrqEwmk8l0JVlBZTKZTKYryQoqk8lkMl1JVlCZTCaT6UqygspkMplMV5IVVCaTyWS6kq5UUOGLufeKyLXJtpkicr6I3BKWtV/UzWQymczopysVFPBD4Kmlbe8BLlTVBcCF4f9MJpPJbKN07ec2yl/NFZGbgCeo6tLw8cKLVXX/kSxjJpPJZIaObvWgqthFVZcChOXsuh1F5EQRWRj+8pd3M5lMZhQymhRU26jqKap6hKoeAWwa6fJkMplMpnNGk4JaFkJ7hOW9I1yeTCaTyQwho0lBnQm8Mqy/EjhjBMuSyWQymSGmKxWUiPwCuBzYX0SWiMhrgE8Dx4rILcCx4f9MJpPJbKN0bRbfYCEiC0NfVCaTyWRGEV3pQWUymUwmkxVUJpPJZLqSrKAymUwm05VkBZXJZDKZriQrqEwmM2BEZHsRmTrS5chsW2QFlcn0ExF5u4hMH+lydAmfB9aOdCEyRURkOxGZM9Ll6C9ZQWUy/ecLwBNHuhBdwiEjXYBMJf8PWDrShegvWUFlMv1ARLYPqw8M0fm/LyLjhuLcQ8T2rXfJjAB7A4jIhJEuSH/ICiqT6R+7hOW0wT6xiIwHXpVcw7e/QERksK83UERkMvC4kS5HppK5Ybn3iJain2QFNYYRkZeIyFtGuhyjlHlhOXMIzu3JBvMBROSlIvJ54JfATkNwvYFy+EgXIFOL95HuNqKl6CdZQY1tvgJ8eaQLMUoZSgW1LCxdqHwUeEdY3wdARE4Qkc8MwbX7w6HA74Ct3RyWFJHDROSTI12O4UJEHgXsC9xBMHZGG1lBDSIisqeIPGGky1GHiMwtCZAx+/6TPqT+4gqq9sOZA8DLNl9EJlIMz/j6m4D/HYJr94ddgKuBRcCBI1yWZrwaeO9IF2IYuQw4CLiWLvOgRGSafz6pGWNWQA0mIvIQEdkP+Cpw0QDP9XUR2aGN/Q4QkZ92ePq7gdcm/4/J9y8iewIPBOHfX3bFGv6ug1KoaubTKPCfG8q/fAivW4mI7CUie1X8NAtYASwEHja8peqI9QDD3Y8nIneMcCi96xQU8APgbhF5Q7OdxqSAGkxEZDvgBuBiYGOyrT/n2h54I7BjG7s/B3hpB+f2RtmTbB6R9y8i88pCQkTGi8j/tHHsgSIy0D6P28Oyp90DRGQHEXl5WJ8KPAY4iwEoKBF5pIg8R0SOFpGqEMw7gZOS/x8AXgCcQggDisgCEenpbxk65B+YsCszC7gPuAfYuepAETlFRL4+hGVrh8lh2bJ9ichkEVER2SX8PzMkr/SH3YCn9vPYfiEi+yT/tqWgROS0YaxL3s96crOdsoIaOEeFpQD7hfUe/1FE2lE2jvdnTG66V//YIyzT0f594T4R+Z/+KtZ+cBfwzNK2Q4HviMikMCtBXVkuxgTlYDCjg30XAD8WkWOwAamPB35BzJICQETmi8ge5YNFZFzFPZ0F/Bb79tmPwn5lIfgq4sc5zwnLuwjeAHAz8LkO7qNfhAjBjsBkESknariCWk6NgsLG4/z3kBWwPTrJvPRP9OwelvcBbx3AtacM4NiOEJFDKPYtX0cMSdcdMwF4ES0SXkTkMQMtX2BVcs5aj3ZMKigR2a3GYm3nWBWRdHDmFExITMc6JBcT+iVEZF9gZQen94ZfUFAicpWIfDT5fwJBuXQQrnh8WKb3vV1yvu/Qnuc2WOwarv0IEfk94KPdHwnchs1MUMXWQbj2VYDSmYJyxf7RZNtSigofrC78teL4RcAPS9tmVeznwvPrwP5h/T9heSPmQT2UYh1ZV1foQeTxyfozSr/tBSzBwnx1CgpalDOELoeSnrBsZ0omD//ulBgNA5kpYwqAiPxLRAbLwKrjcuB4zHNSTAZVKmURuTr0m+8bNu1XtV/YV4BLq7yskGn6waokmWCclZNTViXrr6675phUUMClwE0DOP6FyfoELLQxGcuWuYvYSHcDe0FtntcVVNnaeijF2P4m4GNh/SARWdDGuffG+ghSAeLlcuuqr+9LRPYWkZZWn4dA+oGf+yXA04ke3gnYc6sbV7O5n9dLmYYJ1Bki8k0R+XUbx3i67mMwJXky5sWUn9EkYJ6IlLP79gBe3iSJxr8cOhG4W1XfBNwStl0flpMxZfUw4DDMqABYUz6ZiMxq5/11wMZk3b03Qkf3jliYu5kHBU0EfGgjt0uH0/I0i1CIyHQRST11f4fTwu/bSf0AVt++M/EdDySxxs9xGHD4EGc7+rU+hrXx9dQr5UOw9ueh6oP8BxGZISJpaHJSWBaeWTDEf4oZb7+suMYc4L2lvvUHgbdgnnXtbCxjVUFtpYMwmhjbJZlfrxORJ4f1CURroBdrpJ7Z5eGBnjYv5Y27qmz/qdgGcA1mtZfLPFGKmWo7YRZ4Gp7x9+9e1aRw7Fswi79p6EhEZgD3uBcXntGTkt/XNxE4fm73Ih6OGQ7+f92nntsWEiIyW0QOqPhpGnAn5kG9AHheG6dLva0nqepJmKGwQ+k5b8A8qMcm5Ui93G/XnN89w0nhvKh97no+1uf0WuBLqroQezc7Aedh6edVX4xeAfy8jftql9QC3zNZ3we4WVW3YoqyYKmLyLMSwbS66sRBWG8J/7Y944GILAZWSkh2EZFnJ+0SLDx6psRJbGdgxqSX8WvE/kg/5wwR2ZvoQaUKqlJmiMgfRKSZYoZGD6Zf8+OJyEUicnSbu98Y6tA6mnuN78KMjNUkCgrrA/1j8r+fo/wcbknWn1txfpeHqeyZjCnOGynWpwJjVUEtaXfH0HgWU1Q8AJ8VkV2xBuVW/Wbg3mQ/75+oCuVUURniC2yq2Pb3Jue6nGJG4U6YlZs2JH//Po+aN8pnlcpTh3uSftwBwAVgSQXYfRT6Y9J+mGC9euftY4E/EMb5UD++qJMZsz9N9D5SpmEKfxbth8fSSWHXQp8C2UAM30zCFOg/KKaGp8LJB9+W+5pcQU0kedeqepcap6jqorD5PkygbAzlf7qIHEUjDX1h7RDCrvuXNs8ETgNOBT6X9LPthkUNoGSpBwPmDMxKhvp3l9b3Tt6vl+HRwVv8HfD95Hd/7j8MyxmhrH6NF1HqQ8T6FRcRFeXetFBQwNOAe0M/XRUPYF51mgS0e82+rXhC+Ksk8SgXYsYrVBtSZfbADKuDwnm+i91Xij/P8nNoFdX4Z1im8nMK1naaKs+OFZSIvKLTY7oJsQywx4b1hgonIstE5NnJpn2xyjQT+G6y/WGYovsFMTR2N8Uwh1eWpgpKRJ4mIr/ALBlIwkZJKKCqct2Y7Ldn6X6mAo+RONbAPagqBeXW/vUicixWcQBeKCKvalJ0DzG5d6GhLNOIXllZ0Uwizl+3iRjKm4Up3AXArVSEisKzmBzW2/Gkbgv7PklEPiMhAQMTPleHa60M+/S0ONcMzEOGYkhtHfF9ebLAbcDeSfhzZ+Iz3SEost+Xzq9ByP6E1h735rDPhmTfR4X72DGpB22HkUTkOIkpv38D/inFftqZFBXvI4Jn+HOiUZE+C4jGx8nAv6g3OtJ6WwhLisifqtppiQuIhsZuIvKesL43FkpyBTo9rP9GRL5N9XNOjbU7MIHt159U3jm8S+expd+miMgXMYUHsb2AGXMdkRh3lZ5o4I3Amap6ZDCgSLyoZiHf/TEDdoJYEsxrsKhGSp0HdUOpnNsn66lSSrsDJmP1dy39UVBi6bzlv4MojqMZjaTu8f9V/D4bixM7qRV6CGaZlIXjBMyqeT1FD6onLAsNU0TeIiK/EZGPhE1/AF5MbOhpBfAGsJuIfK103RuT9duBbyX/j8MEioc85mGCf2Ip/r2RYobPeURhCjXutxQH2bl34WXdFXsW0BjKmEJRwH8zLG8I2ycRG8rEEDZ8TdhnNqZQ1mD9R61mcfDQ2v7YoNYDscawDnt2T8Te7+20Hr+zIzGUmvalrAcuEpG3YSHKNZiRsgsW/pwQrnkr1pe4DFNY3li9Pmoo52G0yLjCFJRg78nL5N7uSuDDYb2TCUI/STHl1/u7nCnYczsJC2mfBnwk/PbusCz3ye0OXBLWbwZ2LIU702t5nbsi9Gm4QD6G9lP53Qv9VFjOA84EpiYe/b/Dby/D2uqDJW/WDaMJWPs5iOYeVGpIPVj67TnA22h8D9/G6kKn+LWajd97JEUv0mkV5nsIZoDdRqnNh5AnRA+qrKinEL3UtRTrwCOT9bS9TsHqyzqaZFU286D+hsUg35X8vZN+hg0GCxF5qojcJCK3JpZSJ2xMlu8UkT8l5/ZskjXh/9cDv8KeBVgFXaWqD1IU4juo6iWqupZGD+oBGj2oL2Ox2g9L9WDRtCJ5ZXgGcUzM/WFZsFyIWV9gyvHfwNzg0ewe9i93mK7FBP+WZNv6ZL2nXLgQujkn2eQelDfgeURvcJfkOA3/rycKZrduVxOt4HMxT2QnzIr7bvB852KZc9OxPpb7knNPE5ELS0X1Z+eC9wDgwnDPl2FK6VYsDNjQeEMflpdzLuZ1QaOC2g/4Itawp2AC3BNXJodzr1PVq4kGzCrgWFW9Avtsh9AYbqrDQyqrVfV32KwSO4qIh9Lmh3J1MhB5RcW2VD5MAjaq6pVEAXgoJtQ8K62soOZg4fHzgb9gHnOVMHJl+Ifwv3fMu+EzQ2xc0ml+gFQnGfyl9P98LBlqOqYQblDVD2GJLpOx6EfZs/BoyMRQpnGY4eHlLJN6CH2/i8iHsMQBKI5BegbWr9OfyVu9jvY02edQYj1N2UBzw+dR2Lts6EcEFonILKKhUH4OM4nhxLJH9Luw/C7hfYb+uodj7a7fIb4bgHep6qvSP6IFMuyESnkyFhs9EDhBRDqdWsXv+TlheUzym3cQ9oTl87GXdVX4fzIxzLOWmEKeZqeUPahF1If4biF6TWDK/0sU+34KmTPBqtw+XKOcibg12Wc65iXMA14BXKCqDxAqRBKacKWRxpF3CMe8nOqsrF6sIYD1c00XyyRMFZQzNZTJrdQDMEHmytWfoWcbAVwR1icTx2X8I1zznorygI2reqIUs7LKlt6jw/nWqqrPxDAtXGuKiDy/ZOF/CrhcRI7E6sl1YXtqnJT7sDZgz+ch4f/J4Rq+372hHI9LzncG9pza7TjvU1BhuQoTEoeF/z2UVaugRORgV2gi8g3gKWH96NJ+u4b6lPaNeVLQJoreT1nYzwB6VfUpqvp17F1Xeb07EfvTwELLj072vRI4GHhRUm+rhFpfh34whg7C2sB04Djgz+HnW8PydhqVqsuHCeH+UiOwSkGlWYRpu/XozD1Ye70f+J6q/gFL0GnZByUif5biuCO/fqU8EZHvYEq5KqHqcorZx6mSf05YXocpqCpD6enEcWAfl5iYMh57vl4n6hTOGqLBMQdYoqp3Y3VnQl3IvpmCOpYojPtQ1fIYiOHkKOBWVb1NVe/HOmyf3eKYMv6QlhKUk9hI/v0wIbkR+FB4Ad5gXBFMJD6TdYTBlRQVVOpBzcaUUF0o6nas4QCgqndgFmeqFMpCdjfMkl2uqjeEMvvkorNChdkctt+JKYuHAO4pegWahTWedVgjSwXzDEwBL8eMgPOhbzaFhyT7PZ0QbsNCON5R730XtxCtsZ6wfBvwe1VdgzWYMzCj43dEBXULUXCkwuPRxI+vnUUxAyvta/O+0rcmv7+eODg49YAmYsLjF5i37GPYjiaGR/+O9UX+A/iRx/YD9yXrn8Gs/1VE5TAJM0K8Li3BDKzzVNXvZR1m1bfbtsoKaiVRUC7DvLe7aB7iexuWHQhwYliejQmylCVYHZ1EjD64MLofq/tenk3A+ETwTacYzl0JHCAiD4e+VPhJ2ODrw5PzPA7zhlJBfEVYbghGhLfjTxGNzDQp6GPAkcQxiscQ+/3uDUsPMVUJ1Jnhfm5Nth0SQs5pW5mODbb+AtVJRZ6kswexe+QOYHcRObRif8TmzPwt1qeVJiq4LHixVAwGB/4HIGRUlrmIRmNzErBBVc/AZqW5BGsbe2CyIb2f/bA2fDXm/bhjMB/re78Ii3ysA6aJTf/mx59IlBOE5epQVqV6uAbQREGp6poQykIsW60b2BUTus4SKuLTInKiiCwUkYU0VprpwGdV9RpVvRgTMJdjYbweYoXcn/hCl2Axeih6UHeH9QYPSuxT4PtiL32WWAd9+XnfjlVsiCGv8liSsoJaTPIyk/ReMMG0mdhHdh/W0KYThZm74DuFsrpym4w1yLVYZVyFCYlLsGSL2ZgwSC3K68M13GPycs3HvM7PYt7aTsl1jiIIQVX9lareraonqeo3sWf7flVdTQxJpFbrk7CG82dsIGva6eoCa++gpI8P/7uH9htiXUkVlPcROX4vl9No5d6gqv9d2paGxs5U1dspDkKcHMp6ZPj/NEzgp8e5Yq5K0W2GK4yVmDDfHTOm9sXqZrMQ383Q5227QKubdmYORQ/Ks7K2BzaVOuP7shpJBFFSzt9i/bhgzyBVyuWhBXVf6V0YynS9qr4vtONXhO0eBflRSMl3y91DryQGxo0kCip4396P9BKsLbk3cjBWN/4OpOPmXAlfRVCopbC9e+rrXJ5ibaYH+HcInZV5DNGrSZmM1f1zCNGCUv/Z2dQb7O5lp0wieL+q+vNQvjVYPVqhqm58fRBTWnti8gfiO/4/YCdVXayqT8Xe9wziuDhU9TvhOh8QS3gp14trqamr7WbxXeFWzwhT1cHaMF4mpOQeoapH0Bhbn060oCD2geyICbAPA6djMet5mDX3a2JKd29YriMqqNQ9XRHO9QLMqrgUE5bnYZlRr0/2dQ/gY6EvApJ09pAc8BDqx0A5G2u292KVYQZRia3DrMmPhLJenJTjbqzi7Q9crqrrsYa6HaZg/JMPJOdaTpz1wY2B+Zgw8safho22o2iV9qGqW1XVDYG9sAaXpu7uBVymqo/H+jVE4mBUV1B/xjqhe8P/7wJ2U9X0nbuCeh3wZoqN4/hS5lFavqp+mtSDui0sl4fz/pOi1QjRk02FRaczQUwI5fG6vwQbC3U8ZjSMw97l+AqjyPFMyh2JbejPRANwYbLvLBIPSlX/hikED82l9FJhKQdWEkPVbtSlk8+Ws9OeiXW+ewTj4rA8HFNefd6Zqv5EVR9U1euBaUlKfqqgNiT7S7gPD3nvhSngO7D+xLmYgvo8Vn+uC8c/nKIScAW1glj/0zFzfk/eb5y+N6ievSVNtij3R2/AZNYumKK6M/GmplExaDuwquJa8ynKQsLx+xHaj6oKJvuODPfibdeN6GOxzFPnbqr719yYnEupXqjqo1R1WcUxbSuodwPnicgLyj+IDcS7rM3zDJQlFDsc3b3shD8QhQREBQVm3a/ClMqzsQr311Ch/MX3huUviWGHPg9KVbeEfR8L/EVV/45ZPg/HlJ4nOjyGqBjSsTqpB/VdzAspDCaswMu0HnvxXtbVmKWWVoh12CDZZ2NW0vuxENQTsfFP2wH3hhAqmAAqj9nZnJxrOTGU5CGLIzGl6gpqz9Lxi2iNN/J0fM98VT0b+hr5vcSKnwqFNPNqnKqWx735OKZvq+pvKHqpH8WMiTJ1k226oH8RwUsMgvJr2DP3kOg94Tf3VtKO6FRBfRoLvzWjHJJamqy7sbACe091YT6/59mE96uqG7CsN1T1SGI9mkVpfBZ2b3Mo9sdBsZ+pKsTneEKH98HeStHz/DPmRSyi2sPcjxphrKrp83QFlfaVpXgWmRsXvyYK7Y0hkuT1x49P5WadgroDC/d6GR+gmlnS+NmJtD6mESK/h2XYs5+Ovb/PhLDqrtTP1tH3XkRkn9BH9zyiN+zsjMmC9F3chdXjjVjodElyr3cB30v27SWGjgE8kc2zTefRaLjU0paCUtWfYdbZV0Xk/aEv4lUicj0WovpZO+cZBK4EFohN+z8eS80+s5MTqOqFqvqvZNO5yfp0zFo7G3t5VydueUFBqepXg5X2HGzMQMq9mFD2hrWYWOnuCsdfRlQ8vaVj0xDfbljFuLbJbb0EOEpVp2JWkjdQd7fTEF/qBawIZVFVvShYiadi4TCnqlFfF47bTPRcbsYU03VYJTybGE5MB7kuDZ5ZK9yr2R+r8O9W1btK+ywjJqRMJyYdbE9UWOm1D8c8m7NK50nDiEuxd+2NzGd1qBvcfSrwGlX9ZckyBnt2+2Fx+9SL3A/4r+R/fx63Y+HnL9dcyykItETp3UMUtF72PTxtu4TXx0diiuz5frpkH8/s3JliHxSYAD6ARg9qDfDYcM3jKColX7+bGE58LXCHqi7A6p33lXw8/L6IEDlR1V7iszqQem8hxY2kqRSzU521FGXIncRwdNljropU1CmoFap6LuF5VtQN54U0Gtmu4H8APF9EPLtxcijDPcQMyT9i7+8dWGi3TkGtILYV94IeQWOi1f+GZdondBOhvzG8g59SzFROlVn5Pq8Ai2ph/cwvwozmwVNQ4QKXY+7ce7GbfSMWJtpfVb/R7nkGQvBOTsKUyg3A6UGoDoTUm0JVl6rqYqzh/G/ykz/Q3tL+Z6il3qYsp1FBOcuwtGCICip9WSswqyp9N0sx4frWqhtQm23gyrCuxFDoaqwi7UpszGkWZhqe8nOdoKppGNI9qTQNPW1Qp2DGi5/Xhf+tmHDYBfhE2PYAjRZbHWk491JV/WzFPtMwhQMmKPzc22FC4moS4aOq/1LVr6nq6aXzvDlZvwYLUfg7bZqqrapXq2rVuBMwBbUXNhXQquSYW1JlmxhBz0/3a0JdOvqE8P53xLJB78faySUV+7qCeg5wRvAky/g7fxGxj9K5CYscbCkd8xhsCqHfYO/njuQ3r4NuIH4oLHcHUNV/q+oTQyjV69giih6FC85n0oaC0jgkZDbVxlb5ef+AmClaq6DE2I6YoZkqqNQgbDUsZ79wvh3F5r+cTUwy+nZYPi0Y5B7iuxEzcB6DGSQ7Ywk6UP9M7sEGiaf9tgdT7NP3MPbHiXN9utztIWaJplGemRSNkFRmQvH5XhbKPLgelIjsIiKfxkJfl4W/zcBFWp0xMmSo6h9UdT9V3UdVP9H6iJZU9u+Efqw0dFkO8TWj7EGlIbqZyTXvwyp3Go/1VPBUCF0btns/2G9bXH9NOJcLlF2IoczUYip7JA0kll9aCZcmv9+lqr8nCio/5x1YRU7HZv1ZVY+nc+o8rq3Y5LIQ56YDE2I9wMtV9ZaK4wqEvggPs66gqNB/jGX49Yf1WOJKZXy9gqo+ripOpPpbYN431RvqiwuR68HSySXOpO1C/xiKIeY0/OrvdBwW5usT0Kq6EUskuYZqesIyVVDfwhSiP4+LqDCSAqmCSoXq9cS6WJ6OqY41xIHNZdwQuhj4idpYRm+v5ffh7Wkz8L7w+8Rw3vXAuIokgB9jxkKZN2BTC7lSOwu712WYkH81UZEvD/t5iM+f+WzM+E2VYKXgD+34KooDhOdSUlBh3w+qJZ6k2zZq7INdjs3yPg7zTFP5tREz8DwDNu3juhBTcu+uK2eZdqaLAXtwZ2GTZP4rpFl+EUueOD50TI5KVHVNyBr9KM2n0+9EQXnmjgvWtI/g6YSR7qqqIvI6GpMG7iGkjAa8wbiAeD7NeRLR8v8G8IYkrJZWjHIHaTNWEUMEV1X83hOWC4GzVLVXRMrPs0pA1HESFip8H/Xx+5cQw8u7Yt7wFVgjVNpXDGBG14HEZ7IGU3SbBmCELcf65dr5vML4oFRaoqp1Bkq5r9B5stikvQuI48omYYbSHhQ9/K8SB+K6glqHvftyiOsxNIZ0DsQ8tt1CWdN5BVcBZyRje+7Dxl/1VJS5F+unWokpD+/nPRRTKg9UXLsOL3fV890SypaOh1wclmXvypXZcqw/bEdiHVERuQ9T5H1JScF4+33pPKjqN0VkHtZNATaEIuUvoR9YROQ6zLCdhmUDPhCSrb6JeVCebfr9oCDquIooV+4Ixy2u27kJKzDj58lYN0ihfahlst5OY1JbamgOqoI6VFX7YttBG79NRG4ELhGRl4V466hELVOlFZuxCt7bxr7pOAswob0Qy7RaRgwfef9emTswF/5UrAIXrMwm8Wz/PfWMPoBZLk5aMSqz6Wq4h2ix/obGfsdLgO2DN/KsUI4Hi0NGKhVbJap6cjCE5lE/OHwtNuZiPiZAl6nq0aFBH0hnn0V/E5ZOOxMLpa5VSxoYCP7+P9Bqx3aVUwvK7fkszJo9CDPA1kHfgM5JROu7T5FrcdiCKyi/j0K2YZXiVtUbROQSLIt1v/LvARf8KzQOmC6fR4lzXz4v2e5DX9Lsw1asT85Z5kNY6n967c0i8jwa+4b8+d5JnMJnFtGz8jBfuyGsldQP2E092QMxr+lLxImu/R1dTUyaqTNQnKuI3QTX0X8F5SG+wwiTQ7dJxwqq3SSJ22q2fxsLsfyk6vdtiVC530d7XkdBQanqn9WyogA+rZZc0Iw7sQ5od+U9pHEH9SGRSlR1Val/wSvG4apaF56pwpXEMzBFUKhgqvoZVX1Kk+PfQPXch7Wo8SpVbQhDBLwD/PSwv/fl9Ib/2/Z8VHWzqi5TG/zs5x4oHnLrNNO0PxxOaXJPVX0W5rFDnNECzIr+L2KouW52jvOw9/5gOF+reuu4vLij5nd/T+2GNBsIYcy2hByNc+Sl51mpqpdWbP9thUJzBeVzYt6PKSRXUJ5VmvZBNWMlNUqlpu7OJCr307H+zd7k93+VDyiRGnofAU7qZ3RgNXaP8+gsizpVUJtq90po14OqRVUvEJHHtt5z9KOqn2+9F9AY4kupE7Yp3rALCkpVV9L6Exit8IbTiaL7IRZOeDPwx1YeXIlnYw2rPAPDYLAWE7q7UhxP83GKk1R2yg6hY3ig/J7GGaGHBC1mpqYswWbrmEIxoxEs0/IV1PRFakiWEZF2hgWkeMJOnULbMfw+2PWhji/T5EuxHeAzZPgkzXdgnoQL21ux/pV/Uq/0U1bWbN+n9P/9mCLbmTjYeAuwOBlPdoaqfrHF9a7HPLN9gEVqQ2D6Q9ruOhlilMrDtgzAASsoAFUtpyqOddyDWlra/hJMKLSiUkENEl4x2rJgANTmYITqgdKtju1oGECHbMaiALNJ+gtU9Y8UP7TWEYOknHwowXEtdxxCVHWriHwTS0OejvXHeILEdcBUbZ323+l7/zVx/FcVv6TJDNaDjar+eJBO9VFsfONV2LCBb2KGUepBvQ4Lnb274vgy5Xb9PkxvlyNWu2B9OoeXjwn9UdCYTdlA6NPaV0TeSGP/Wie4gurIg0rK+kS1rPCWtJ1mnumIS7DR54VKoKq/aDNMciemSO4AvtBBaKUlIQx2PW3GgLuZYIGvw6zLZgkuY511mOc9F0sg8em1lrWhnKCD70pBX2i21mhV1X+o6hs7OWc3oDak5J3h/q7A6tw4ooL6GNbXvDfmtbbClc0Pw/k/paqfrrhuL2ZUzKFx3JLTLDmifL6T+xnaczZg4evd6XyiBOggfJ4V1BAQKnDdwM52uAZLed2qqu8crHI5qnrQYCq9EWYtNmP2sA53GGWsxz4tchMWhvJxi+1a0bV9OGOcQjQieN6fwLJY20l6cQX1W1pPFDwB2Ko1UwIxOH2mbREMw/VYiK8cJWrFJ2g+6UCBQQnxZQYXtXnj3jDS5RglrCOZ5yxTiQuvv6mqish/gFd2oNTfgg3WzRTxvuZ0fNjviN9AaoUbCKuqEjUqaGYoDJuCCvj0WG17bmH/lhmtKVlBZUY7a8mRgFZ4GO8/0BfmbbtfRlXPonF6qIwNtH0lHfTnpqjq/SJSGKjfgjoF9Sw6S1YYDCZQP4B+0MgNOzPaWcfAOnzHAm5d39x0r0yneALQQMbL/Y32+nFuombAt6qeFTJ8h5Prqe8PGzSyB5UZ7ayl+DXgTCMuQNvKnMq0h6reIyK7qE2P1N9zHNvmrofT/sDk4eARdJg80x+ygsqMdtYyDKGG0YzajB5ztfp7VpkBoMXvjA3ldQY6q8mgosVPmgwZWUFlRjvraG/6qTGNqrYzcDST6SqygsqMdm4g90FlMtskMnyzjYwMIrJQ7dPvmUwmkxlF5Cy+TCaTyXQlWUFlMplMpivJCiqTyWQyXUlWUJlMJpPpSrKCymQymUxXkhVUJpPJZLqSrlNQIvJCEblORLaKyBGl394rIreKyE0iMqIfgstkMpnM0NKNA3WvBZ4HfDvdKCIHAi8GDsK+5HiBiOwXZmbOZDKZzDZG13lQqnpDzdc4nw2cqqqbVfV27MNrRw1v6TKZTCYzXHSdgmrCrtin0J0lYVsDInKiiCwUkYXAxOEoXCaTyWQGlxEJ8YnIBcCcip/er6pn1B1Wsa1yniZVPQU4pZ/Fy2QymUwXMCIKSlWf3I/DlgC7Jf/Pp70PfWUymUxmFDKaQnxnAi8WkQkishewAPj7CJcpk8lkMkNE1ykoEXmuiCwBHgn8XkTOBVDV64DTsU8NnwO8MWfwZTKZzLbLNv+5jUwmk8mMTrrOg8pkMplMBrKCymQymUyXkhVUJpPJZLqSrKAymUwm05VkBZXJZDKZriQrqEwmk8l0JVlBZTKZTKYryQoqk8lkMl1JVlCZTCaT6UqygspkMplMV5IVVCaTyWS6kqygMplMJtOVdKWCEpHvi8i9InJtsm2miJwvIreE5Y4jWcZMJpPJDC1dqaCAHwJPLW17D3Chqi4ALgz/ZzKZTGYbpWs/tyEiewJnq+rB4f+bgCeo6lIRmQtcrKr7j2QZM5lMJjN0dKsHVcUuqroUICxn1+0oIieKyMLwd23dfplMJpPpXkaTgmobVT1FVY9Q1SOATSNdnkwmk8l0zmhSUMtCaI+wvHeEy5PJZDKZIWQ0KagzgVeG9VcCZ4xgWTKZTCYzxHSlghKRXwCXA/uLyBIReQ3waeBYEbkFODb8n8lkMpltlK7N4hssRGRh6IvKZDJDhIi8HXgX8EhVXTzCxclsI3SlB5XJZEYdXwDmYNGNTGZQyAoqk+knIjJORMaNdDm6jFkjXYDMtkNWUJlM//k9cNFIF6LLyAoqM2hsP9IFyGRGIyKyHXAc8OBIl2WkEZEpYfUBsoLKDCLZg8pk+serwnKciDx0REsy8swA7gH+i6ygMoNIVlCDjIg8UkTmjHQ5MkPOIcn6cUN1ERH5h4jsNlTnHyQmAxuA1ZiyynQZIjJbRGSky9EpWUENPn8FvjbShcgMOZOAH4X1oQzzHQ4c7P+IiIpIt3kpU4D1wFpg2giXJVPNMkZhhmVWUEPDlpEuQGbImYR5DAA97R4kIs9r15JN9rs//O/tdV671xsm3IPKCqqLEJG5IjIh2TS5xf6PFpHDh7hYHZGTJIaG+0e6AJkhZxJwNtaGdm7ngKBgfo0J8XWl314E/FpVU2/Mw2Xjw3JmWHbbxzqzgupO7ga+ICKPCv9vbLH/XzCjq2coC9UJ2YMaGjaPdAGqEJFnisg/RroczRCRA0a6DG0yCWvwC4GJbR4zubRMOQ3Y1/8J30P7QPh3ali6Ityvk4IOAx7iW0NWUF1BMj5vX+CRYX18ze4pXTWuLyuooWHYPCgRmdl6rz6eARwuIl0jRETkqSLyYFifCVwvItNE5PEjXLRWuILaDExosa/j6dhT041JmnY679j7gHeU9vfkm++IyGGdFHawEJHjkvI67kGtByYlochMIHyjbjifi7fxo5JtTUN8gWGNqonIi5o9l1yRBgERWSAim0Tk6LCpIwUlIj0iUvsBxibHPQO4T0Qe1+YhDwnLuZ1eawjZj1gPe8LyNcDFXZ51NGgKivjxzcnQ1/f0/5LfvxIy+Y4jft+s3WsONudQLBsED0pVt2KKqnx/XYuItCO0B3qNccC3gV2H+loJfl/e1n+K1dlWDJsHJSI7YJGDWmM0K6jBYX9MYLwi/N/pS/49Fi/uFI8tX9Lm/lMxATcHTBCKyGP6cd3BZHUoyyRiH4tbcUOWXi0irxCRh3d4zILEsxuIgip7ILNL29M+pmWYNfxUYG/g1cBiYJqIPF1Efj4CHks5pDkFU0xg/VDT0x9F5Mki0nJWahHZYbCnjhKRW0SkUjEET3C9iAy119BTWg4pIrIAC+utTjavoz0PakgUVDDCy+MFdwrL2sm8s4LqJyJySSLce8LyycCvgJd3KDTm0L+KsXuH+08FbicKxAOBS/tx3cHEhfIcomB2xbRHeeegVPcfhOv+CPhEh8d8Crg4rNcqKBF5mIgcX3F8gwcVlKTftwuQvbH3BHBdWD4aeCGmAP6NKa3fAyfQeT0YKHuIyCOS/3cCVoT1qkSJ89s8763A9wZYtjL7Aof5PyLyHhF5Tvh377CsHbc4SOFwHxbQVjLNIHA2JoeWhP+PxwyIdjyopnIrDHPoj9f5AuCjpW0uhxraeVuFyVQTQjCPAx4WNrkFsAC4DRM48zs4ZX/7rPoEk4i00wE6BVhOrKjjwrEeWvqKiHyokwKEPolO7rWMW9sziB6U31dVxV0A3DgQq1dEXEE80OGhNyfrPZg3WuVB/RQ4q3RNAZ4X/p0atu2MJVm4EEwV1L/D+gewzD//WOd6zBqeBlwftj2pw/uoRURe3oYAeh3wt+T/nYlfuK7N5BORl7U47+5AR15tM5IQcSqYj8fGlgHsE5aV9Td49WtE5AkDLMpOpeVQ0xuW64AFqvp7zJhq9V6bDo9JnmeV4bi9iBwhIj8QkYMqDt+XxtCvK+ysoNpFRPYrjR3w7dslgu3AsFwTli8EbgjrLvR2DsdVvawy/c36S0Ng7cT9pwD3EQWqK4ddwvLNwEkdluEc4POdHCAiu4jIqlIZZhAFxnPCsmq8j+//v0HA94cFYbl78Mj+T0Q+1cZxrtCfhj2zlZQUVEheOLDi2N2x7yUB/CYs3aPau/T/PsAtYX0dRcXoA2KnYllZnwS+KyJvbqP8TREbAPxj4EXh/3Ghn6AVszHDB0oKqmQ4/aSNfsVOjYY+QttNQ4mF7McQ1XgosV551mRd35DPEPKVUE/aMQKrcMPrHSJyoYh8u5/naZdlYbleVW8N6xsohV4rWNPidw/t7lnx2/OBK4H/JrbflAU0yqjdsHpe68FmBdXITcBHKra/Gmt8AB8OS2+I44H3YJ+hd8GyS+jYvlZEfkNz+utBzQLeHtbbGbw5BROqXtF8nE1aQTYAiMhDReRdVCAiew3Qa9oX6AnCyp/hDOAxREscqkMS3tg/ATyzn9ffG7gMs5wfCnwIe3+t8AZ2HPBZVV1Nowf1d18JfSrextLndW3pfJ5an3pQtwFPCPv+iEg6Y8MM4Bth+xfTgorIZBF5dZsKxvH0da8PpwL/Ss5ZF4bemaigyqnmUynOtPHdFmUYyCD3d5f+f1pYuiHnVry3FU8a6qk53zHAH4BDMcHbX0NyKnAXllH3ROBEacyEHBRCu/R2sSH56WLMe2yGDwiv87S8PVZ5POkxVUZGlQd1cChXrWeZFVQ1e1VsS8Nhjwd+QmyIE4GLVfU5qvojzArdBXDh8NwW1/OKcVS7XkEQPFOAr4RN14Tt0xNPr7z/OKzjtKyg9k8SBtaH5buAz9Zc/lrgn+np2ylzglfIozFhvBF7XnOAO5P9qsYXpWn1PR1eNz3uZqxRdZJZ5e/7GMDHk5UVVBp6XEU0drxRf504YNLfk3tQU4OV/nTg76p6idonr6s8KFdQKzHr9K5SWR+J9ecsoH283nsdfAFFb7AguBLl24PdKzSG+A4i1ilokrEV2NpmWat4dSjX9GD8nBa2758sbwYOFcuafQ1wFfWexUHAyaFMO4Vz9/SjXJOAG0vbXlW1YyuCJ/fsJrs8qmb7TcRISR0zMEOjrk24gqpSKKkMKEz9Fd7FvjSGfo/A+iezgirTItRQNdeZN855mGC5mfjAvcPcWRHO0W5nos8qcAVwuYhcXirrNBF5aumYHqA3pPam3Aj8QUSOF5GPJdt9MOUmGkN8b8b6QtKyuEJ+X0V5xwE7i0jTznkR+ZaIfKniJ/cm/or15f0JOAXr03sTpqSupt6D+hY2Tqjt1HyxLKKpIvLfWMNYg3lrnUzt4grlUIoKan8Reb9fKtl/CrGxz8GMie8QFa+HNH2fuWF9i6r2GQBBSTmuoHYK19qE9TlUhU+g/UHEhHPcD8wWkUPDtv8kv5frs7+facToQllB/ZlYz5ZiiRANJO2xX2G0UvjtGorPwz3DKZhC2ooZAVdiCQV1iRD7YoJ9LTEcWBmOEpFXisg7qn7DntttpW1P7mc/6h7A76q6IQKp95K++43UJEmIZVn2Ys/+71hUoQo/vsqITs9drotzMZmRJgdNAI7EPNTxIlJZT2sVVIg/P09EnpM+SBF5Yd0xowUReQjNLbUni8i+pW2eaXUQsAgTcAeLyAcBVDWtGKvC/v7SbmsRv96UrO+DeRYpbwf+WFGeVTQyF6tADyHJXsIa2N2YQPXK0INli3myx/eSc3o4pyrTzff5VsVvKS8D3lqxPbXQphL7ZABuUdXdgW96OUXkf0XEG/hMzGtYThthTRF5ioicEsr8HeAHWCf/GsybPBA4lxh2a0ba8Lw8Hvb5eI3A8TY2C+v/Sz2un4blrlid2hN4OUWPo4wrqHnA2qC8qhIT3HjoZLzUZEy4P4GYpJEaXmlYannyf1lB1Xkki6m3lr19dJw1J5b6n4bfdk+ucwhRqUzCwl5/wqIDt1Ez+4XYnHTTMeW/mhiGrTOKnkRsR2UmU0z53gI8O/x1is+i/+Ga39MwbOpVbwImSHV28Z6Y9zQOMxrL8sdxeXZchYGfRjbKU3HdhdXDtP1MAzaq6nqsrlXOgt/Mg/oxZl0eBvwlEdivb3LMaMGz1t4pIn8VkfNEpDwO6V1hHxWRY2hUUKuxWO9HaUwR78WE/2QsTXhvKuLXwTPaERPE5RBNSpVH54Ia7GVvSirN0nBMKgyOwQRx6kHNJqYxA/yW2Fj77kkaU217w/I+36Wm3L012+dj4Zg/A6jq9zGPCGJD3kRUpK8nhp/8vi8HXlhRtjL7YH1bUBT8azHhdATmPfa0OA/EZ7Mm8WrS91qVpebKeCb2vDYBE0v9OROwJJs9gf8jCsMqNoay70K4H1XdDH1WqeMKqi0PSkSOAL4EnEdRLqSG1ywstPv8cG0XONOJHezN5uP7E/Wp1q7samdGCeGtKpn1tIptczEv9wasv3McccaLz4RyLKJeof4Da/NrsTq5Bxa6qlNQD6UihCYir8LCrBuJ4VY3ZPozK73L4ffW/O7Pfjn2PgEIkZb7qa4P6f1fTXH2/H8HGQVRQe1PYx31Y06jSWQjMdT7ok6qepSqLqvav5mCmqeqH1DVj2BjLb4rA0+3HDBiU+PcJCK3ikg7HdtVeN/Q57BY/bHA3FD53bO6J9n/QGLM+DCsYv+delIPqtkA3F9iIY+JlEIfJQvFFWpaofsUlKquwwSlzyixmEYFtSMW0ko9qNlEz+FzwB3AnHDtVICWx7F456tXqroMwrpxF7tiYzRShbE43IsLRBfkQhxYvB3hvlX1Okz4tJq7b1ayTyrA3YPaFwut7tgi7At2ny8F0jFAqYfxg7DsSbZ5WGwWxay/cpLJ9cTsqA1U842gGNdhwjDdr6wYOg3xPSUsN1LsQ0gTeGYDy1T1N6EMU1wpupJMy5E8z+cCz8JCnHUT3U7G2tyMGiUE1p+3Mt0gIkcBJyabzsPa32HAvWHy3dXY85+EWe2ecXs3JQ8qhIJf4P+r6v2Y17I75nFVKaEJmIyo6uP5PjbzxoYko+6D2MSsrbLqquiLPojI40OkK00W8nM+XVX/XTy0cSxUUBhPSTZdT2gvQakfSoxUTArlvoYYnkZE9saSPw7BoirlAfYbwzYfHgHRWGhKMwU1Ial8t2PewjtJtOtwEx7YyZjFdCBwgohUpfS2oq7R7odZjG+gWNm8cl+NpZSfTWOnZ4orqMmYED6eUghJRE7EssFmYh3HN5XOkbq8XqlWiE1vBI0hvruInsL4UObUWu3BGmrZg/JyrSV6Uw+l2Dm+l4gcmFjoqddwGvVpotuDjZHwDaGT+VDsflMFdU3p2E3Yfc8M69cAj6XoOd5AzMRqQGzqKVcE91NMj11H9Na8LK1ChtOAy1U1ffdlZQ0x3AWxrrkH5QbCLpjn5h34WzHhsomk8Zfw9uoeVFlBTRWRY8USbXbHMko7nchWKCryVEbMJmZZugeVhve8HC6EpmKC+XeqehbmUdcZLVPCsRsoebMico/Y5LmH0RgKegdR6U3B+pbWAK8lJkksx9pCKhSfh2VH9s3eLSJ7YG3ql6VrfC4sb6PaO9gnlH3XJkaOX/elwJeBC+ifgppPnKPxYqxOfz/5fTrwcVVdSCNV/VAvweTQDVjYcxlRbrgMHC8i+xBDpJeQTGyMKabLVfVazMhNx2dOxurQXVibc2O23G9fSTMF9XYSa0dV12Ix07fXHjH0HAXcqqq3BcvmVPoXx61rtEdgjWgpNlreK9tc7AV6GOOGYMn+GPOmyqzEvBd/CVWC4gWl/79Y+j/1ftJKdYCIHIf1X6TWpAIfxwTHZEwgzpCYZjwDa4ypBzWHOH5LQxhgCWbtpP1EO2DKy8dIuZf55nBvfYJdRJ4hIvOCFTyVogD4CyYALlLVO7D+qePCxa+l+Iw8xOdC8XzMc0kV1N3As1OhEMKm7klejgkqsM7+/bAEjI9hXpMrqPWYoj5YRB4iNVPjhPspfCYjCfX9HPhC2LYVq5sXJ/fkfVBuIOwMLFfVmzGBdX4o20RKXkJCOhh2IkUFvx4T0OeF/fbC3s1uTTrvgT7Dz0Nr4ykK4TQxIlVQ22F9VbMojp9ZQ1QiXueAPu94exH5AY14Es8kkn5LEbkEE5RHUOqbC+Fd75P5rqpuSDymQ7EkCLDncADFsNJvQ+RhObGt1aV+nxuWi7AEkl+V+qh3Ig6a7jNspZji79f9ebjuGuCDIvKGmmvWMYeisTubonyYRXXftJehrKBcxl+gqu/GFNB2YoOUPTHreViEx5/fUop1ZBZxJpG7sGiUR2B2B5Yknr8rqMkMREGp6t9U9R4Ab7Cq+qCq/rTumGFgV4ppyEvo3wSMu2FC9nUUQy0nY1btxZg34p7Bvlj4wZMZ1gKo6iuJVlrKYsyy8RdaFZffkTgQ8AuqehPmcUzAxp6k4bzJxP6cp2IhVygKsu+E5Z3hun68L11YeGepYHF1n1LH79Wt83TuLg9TeoOblPx/OzBLbCS5YN7luZhi2A4TaF6GR4flhQCqepeqnuc3kISJwJ7bROIYm9sxoTuPKCSXY40nTaV+NdVzE96LNar1qvqhEG5JFdQKoiX5QQARObjUx1X2FlK2J+lHVNUTsNDTRBH5DGb9pyG+vsGtqvo2Vf0TQbAE46vMXMwAgagQUg9qI8VPz08I9/xa4PPSfI67jxH7lsdTHF4wOQm5peOdjsQGCT8NuCjZfx3wXLH54AoKKuG/K7btg4UW34gJ7pmhzG5s9BAUVFKe3xHDt+l78n4ONx6vxMKMT6YxrHQvUanUGa5+Dx7iez7FoSPuHV+L9VEjIi+lGB4tX9eNqk6n7ZqK1ZNPYvXgEOwd+fl2w7yYKvahMWnJ2/ip0Gdw3Ye1WY/WvCgs9wvXXkHRgO6b6iq04RXESWoPIUZHyh7UgEJ8KVdIhxNrDhFV7nPDJJRiU9svFJGFlLKGxObP+w5wp6p+m6K1MR34iqr2Yg/SBfNhmPDx2Hyq+a+nkWXYi59D0qktItdIHAQ3jzi+5TboMwDuD8en5Z6c7Psk4ntLy35yWN4f9nfL1t31VEFNIoZRerEGfFn4/0Hs+WxQ1Y0UM5NcQadW2HjMolpMqORYGNgHkK4mWtTLk22tcA/qcKxie7bhzsT+Ovfk0nq8BioTO9zzSd9dqqDWE8eQ9IblNYT5w0Ksfhz1gzXH03hffg//E/6/L3hXWzDDaHlp/9oGq6r3JP1zSyvuZRPBgytt83rUkHwgNvNCD8UQ7fhgSXvd352YDJN6UG4x70f0wiG2xx2pV1B+/VlJv+rp2DRHft2nUQznzSEmF/jUYh5Kuh0zjJyvAx9MDJ4bsVDWETRa7csxr0iozzDsDcvbiGPW0i4A9+rT8Fj6mQtonKXB62c7A+xTfOb492MyaQ+KYdndqVdQYN0XKZOxZ/XXZNtK7J52xQxzT9P/NPbeywrKowPOncR3sz+xOyRVUKdTH8ruo10F9W7gvLTz0BGRZ4nIZRXHDAUefnLmU5GEoKqnqOoRqnoEsSE5zw9Lj/96hT0b+JaqVk1suRNm9e8Qzp8qxZ9TiouH3+/ABOp9RMFzMLCniMzDGruXPX25/v8s6Otonk6coQJiAsPi5JpbMCW2iKigbsKSHnbAvAxPTJgcynKLGkep6i/CqTx04eGU/xCsQqK1NQmrrGCK7hasMj+Zxsy9tcRK6RZlqylVwN7LUVgm0gpMCD0ilNkNBZ91YLKITBCR64nvtdxX4NdOEwA87PIAdr+HYO8kVW4uFKcS07rLnIb1W/yE6CVCVFCuWFxJbsY6pq+kSFuzcwTDAYrht1Tw3oIZGZuIz6GqA/8m7DMQaZLL78LyDGJ0oCcsUwU1Byv/4yl6lediacM9NFFQob/nUmymFQ/TH5icawPFKMKO4a+XGNbz53pUGtlR1ZNV9ePJsekYpIKCCmnOD2LP4FyKuGBOPSgfI1ROq16JtduZybZfJfuU5dDnsfkV96Qz0jDzWuIA8NTwbfllBLFJAQ6lOllhCSYfDqSxb7xKQe1M8f7uJMrpunkaZ9LGJMdtKShV/RnW0f9VEXm/2BQurwoC4QvAz9o5zyBwJbBAbKqd8cCLgTM7PIc3gAehoGyWqmpVCv3rMMvrp1QMIgwCvkrgLsUU1N2lwbQzsLmqfpWEcu4pHbsCGwi7HaZwHooJnRVY5fSGm1quqOr+WLr2fMySvQvrkzgay3y7jWjFHEMxNOO4l7opnDP10jxe3YM1sOOwrB03ULbQ6NGuwz4NMYsYjm3Hg0or/MeIyjg99puYFzk5lO0AoiDuKZ3P310q1FNltSH8lio5sPT9l4ZrVSpWVX2xql6oqg+ULFFXUBL282ezAQsh/6V0qtcRDah2SPtM+sbSqep+qnoixfF1dbMITCEKm4er6sXhHG9Q1ReX9u0L8QUj4R8UlYrf48209qDeFq49B1OK/xWy6y7F3sFMbPC2cwj2zM4neiluoNSFXZ3FyXpZUUAM/6aoqrpR6PeQeiZpNuJsTDmtJLbNHbH78sSjwnWDYjyX6llrgL6xqJeLyFki4l6u99WBtS0X8l6ve6gf3vEUYpu/AhvmURVq+w02JnIyjX3s92HyKvX8dqPY9XJX8nvaP5V6UG3R9kwSqno5lo793nDBN2Jpn/ur6jeaHDpoBC/hJOzF3gCcrpZu3An+MsqCtE6bn6aq/whKppN5ze7BKl95fNN0rFG623sAYTxQwsWY8t2FWIFvIY7JWIB1rN9MIzcn53fL5aU0Zl/tQ3V40oVeWjfeg82qfZyITA/Hr1LV80I41ENLsyl6k/sTPag006guTJaSNugVqurvrS+8GEI4C7GG5ErF+6PKoRPvX0iFejrvmzf62zGF6qGQd2KzW7wIa9Sd4Arqaor9OmeE5dJ056DkWs3b6DySmM3l16q6PlgotC69+wFM4B+myewVZURkLlYX0+EQ/o7KCsKzWN9G9cwR52N1ss/SV9XTw3IrZlQ9A0vC8Hp7LGYMXUlUUNuHY1rVp7SvdknF78soKqgTiBmxqOr9qipEwb+IogF0ANbeyh7UncR+nDrFOCkk9uwgNtPJy5I+todiivl4rB5Co4Lq86BCpGQC9QO9V9MYHajyoG7H6u0XaZwn9B5M4e8qcUxTOax4N9EY7eufwp7zvOT+TqYFbSkosdmnP41ZN5eFv81YNtZA5s7qGFX9Q7AQ91HVqlkOWuHlTTtEF9Eo7OcDM4MAdq6nuqJV4V6RK6g9MevFFdQ9AKp6Y0XY6EIsrJZaV5cBb8Eayd7Ad6qefdi2H9a57OPEXktxCv6pNFo9jmdp9qWGq+pnsMGNh2CV/IH02mqTpl4c/vU6dZpahppfLzUAWob4SokCvcn65NKu7vm4YnwmcdzF0nA/Xyf2iaXHVymoxdg7SkfTPwK7v07r2xbseRxNDJ1B8HwH0nZCEtPfkk0euvp2si0N0/YZDiIyUUQ8JPYAxbn0yteRcPwzgatL7cE9i7KC6sVCREfROHwAzNh6EFOgpxM/JeKsIiYhXEcciPtzzIPbK4z9accTL4fkqxTUvcRO/TtU9dSSJ1w+z9kUFdRDsHda9qBW0aTfNZxvGdYezsWe40+wKNEXsQjFr4BfAMslzqfpCrnsQU2nOIi8zFrM+HJD2/urywrKDYf/YNGxDdgAcoBrQ9u8C+uukFCGcvKa/5b2T/kYq4MwA/ckWtCuB7UI09RPUtXjMKvg71jyRH/GIY0k/vLSCrMfJvzjTpZhVm60r6H9rEHPjvMEiP8QPxZ4MMVxM8UCWkr/BopfmuxVG0vi/UHlsGB6/C2qurZUfvcwmiooVf11WN2htH0LURA9QCNPpDj9iofPPO7scfOdg+Jqm6TPCVorqAnYtFAnAw+q6pdU9U1uoVP0oC4lTunjjXQxccohFwRbVPUYbRz42KrcioX3plL0pE+h9czSneLvJA1T+/u6g2LYcj/MgwGrjzvR3Gi4ButrKveVprNHpCzBrP/biIkzzmex+/fBxqeq6o9L+/ydGGF4kKhoF2EC/7lYaH8LrSefLdNbse1ezPPeROuB35OwAcezROQXQQj3EPugCgoqeP7TmxgjXrcPSrY9G/M+n4rd701YvfUECZdh6ZCHKVgbaPYePZpxBHHQ/k40Kiivq1eo6l9UdQr2sU6IczPeh933TlhCVeq1XY2Fqj+EKX6Xdf/E+mivpt6jL9CugjpUVU9Q1X9BX7/L2zCr+pIwLme04C/3yL4NqlubWB0k+6lWpwBX4R5Sqgg3Ydb8I2kM65W5LSnjH5PzeMpn3ViHMk8IS1es67BKtS/VHpRTFdf3Z9SgoMLz+yw2av5K7Guvfr2pmIA8XFXb9UAJZXxMaVsrBQXx2VQlHfQdH7zXw8K/3sD+SfRc3StxC76/nKc27suvu17tI3KDyXbh3Gk9ThVU+nzmJuuPx6IJzfpxrg77levc6tLSuRGr43eX25Wqvjso+nWEtP/yxVT1HFV1RbGVmMyymWLm42zaj2j8FnhUTTu/F0v6eTAJJVeiqpswJbcbFoafQ/RCyiE+HzbQ7Nn6u0gNzk+G5ePCtXyM2wyK7ylNlvgLFoZv5lX6TA4zMY9vDvZeC90QQdbM02Swr6puVlVJnp93FZS9J4hdB7tTTAb7Fx0OTt6+9S6g1rletf3bIrIIc72rRlh3IwqWtjvE1zmTxg93+Qt/i6rWDcZ0/kGMX/c1GlX9JR183kJVLxGR24kx4o3Jb3WN8SiqlVdaOauutQn73s93k81rsf6gpinHNedbRLGT9o00WvEbMQGRWqjecMv9MlUDFZ1/Y0r1FkwILsYSI96uqhd0Uu4K2jUmBkKVsenCrBDio/g9nwuxyEjqpZa5BjNwynXWjbXFpe2LsFBUs/v2ZJ+6/hJnq6ouFBEX/KlC2o/GWcIrUdXnNfnZld7r2jkXRS/lAKKCWol5VhOx+285zofGsYVQnGZsLWYQTsGec/qezsQ8/b9iXtersA+INiv3dph36/d8Z1VkQFWXlreVWBfK1EMprV1VHxSRF2Pe80YNwyNUVUXEx1m2RdtJEnWExvvYgZ5nGLmU4icEhoRgcZxR2vzDsGwnzfpKYqpm2wqphoOxudDKFnYlqnpljQJ3JdBKqKS4BzWD+uyitlDVb6hqeWC0W4XpyH6/Tjlc83CKM7yn5/63qh4fBPV1wCJV/YGqHlK1fwfMIo6DGkqqhKG/pzspKqieZL1qUHMZT78uG7SboWEmf4hGRDMF5f1/zerSRsKcl0m4ujB2LBhFA8UzetuahKCkzB8G3B+2eYjPw3st2xrxmZanC/Nn7jOGuFffp7zUvhc2m2JE4/81KfdWrK/9E0TZ35CZ3CbuQR1AKZs44OUvG4QdZfG15UG1Qm0WhFGBqv6dzsceDNa1NQz4vqXVvhTHyHx9gNctC6/JxLEknfBdbJb3L3VwzFrMrU9nvB5MerGQ5QFYv8pfsfASqro43VHjJKGtuJ6BfTgvvWYrT3mweA9xRnjHDZuVFEMrqZBoKeBVdZXYJy3KVvUfqZ4Ffk1pWYWHbps9n2k0vod1WJl/wwANnoR2PJ06Hk5UsqswQ6DZdENlXFFMw5TxGVgS1DvDOcaF8z8luUYZNz5uVNWqJJAUz4p0z62/Cso9qAOxrMsCqtobEj16Sz/9DZts4NXtXGRQFFSmfdSyotrBQ1tvUdWq8UoDKUOfZdoh7wbeX2ExN2MdFqv3RIvBZhXmPR0KvFlVF4vIf+jf/Tnfo/8Nd0Qo9XU6qaKYAfb5GOwjcc5VbZ6/oc80eAiV2WnBEGvW9zIOywatnfWgKuwYzv1Y4B9teijt8CNa9wlXcQeW3LAhlG2LiKzDEi7Koeh2+I6q9oXHReSRxEmSnaokjkuAuW16+5744/V7Qt2OLXAPahdqBgarasMckKr6XBGRdt/dgEN8maGhVWftSBCSRDpRTtB6EOVAWYUNOt6J+MkODf1X/UJV/6nFFO5RiapeiXXCr8b6Rjwlee9kn/M7MJo6pdm7v5bqeSxboqoLB1E5oapbNA7K7YRrsL73tK3eh6Xk98dAKrR5taEE64l9fEdqxXeTVPUTHYSivd9wfGnZKa6g+pJB2qWTd5cVVPdTzlobbaxrvcuAWIUNOv6uDvOYvNFA6EtcjfWVeN9rzzBc+nKKnlqZw2gc/zSamIv15exMsR9tJZZKfVU/zlk5u7fa510OxBKnBsoPw9IVU3+jaN633MPghVobyAqq+6nLOhsttJxSf4B4H8ZgNN5tlXIYbg42XmrIkptU9VFV2WHJ7w+OZoMiKP41NGbr3YdlF5YnAq7jmcQpnWrbiqreMBheo6r+AQvJLaR6PGO7+Hx8HXtQnZAVVHfzI4ozEIxGhjrE5wk6nYyvGmukyQrer3OTqpbnAsx0xvrSEqLB1FZ9VNWzAR8cP1wJNbthA4HbHdNZxTLM0JlO9qDGJqr63xoGR49W1GbQGLJ7CDH6hcRJOTONbCBa+e7V9LuPLtOHK6ayBwWdGUxuQAz12EygMDHBDyjOuN4Jy7BQ5tIWY+gGRM7iywwHH8bScYcEVT2y9V5jlyCMpoh9Cv6CsK3ZN4My7dHMg2o3xAexn7Z2+rOhQFXfNIDDl2L9T78dnNJUkxVUZshRm0PwrJEux1hHVZeLyEriPJGZgeF9Ruls6j7Deieh7XQqp9GCGzjlb5oNKllBZTJji2cw8JlJMhTGe6VdJT39OM+i8DmTUUO49znEgb9DQlZQmcwYohvH120DpN9Y+jLVnxhpSs3UYl1N1ZiswSYrqEwmkxkYfdNIhQG//Rn0m6kgZ/FlMpnMwOjoExKZ9skeVCaTyfSfdxA/rpgZZGQQp7TqSkRkoaoe0XrPTCaTyXQTOcSXyWQyma4kK6hMJpPJdCVZQWUymUymK+k6BSUiLxSR60Rkq4gcUfrtvSJyq4jcJCLHjVQZM5lMJjP0dGMW37XA84BvpxtF5EDsy6wHAfOAC0Rkv6GcqDCTyWQyI0fXeVDhuyc3Vfz0bOBUVd2sqrcDtwJHDW/pMplMJjNcdJ2CasKuwJ3J/0vCtgZE5EQRWSgiC4GJw1G4TCaTyQwuIxLiE5ELsI9dlXm/qp5Rd1jFtspBXKp6CvErlZlMJpMZhYyIglLVJ/fjsCXYlyCd+dinizOZTCazDTKaQnxnAi8WkQkishewAPj7CJcpk8lkMkNE1ykoEXmuiCwBHgn8XkTOBVDV64DTgeuBc4A35gy+TCaT2XbZ5ufiq0JErgU2jXQ5upSdgBUjXYguJj+fevKzaU5+PvWsUNWnljd24zio4WBTnkC2mjy5bnPy86knP5vm5OfTOV0X4stkMplMBrKCymQymUyXMlYVVB4jVU9+Ns3Jz6ee/Gyak59Ph4zJJIlMJpPJdD9j1YPKZDKZTJeTFVQmk8lkupIxpaBE5KnhW1K3ish7Rro8I4GI7CYiF4nIDeG7W28J22eKyPkicktY7pgcM6a+wyUi40TkXyJydvg/PxtARHpE5FcicmOoP4/MzyYiIm8LbepaEfmFiEzMz2dgjBkFJSLjgJOBpwEHAieEb0yNNbYA71DVA4CjgTeG5/Ae4EJVXQBcGP4vf4frqcA3wrPclnkLcEPyf342xleAc1T1IcBDsWeUnw0gIrsCbwaOUNWDgXHY/efnMwDGjILCvh11q6repqr3A6di35gaU6jqUlX9Z1hfiwmZXbFn8aOw24+A54T1MfUdLhGZDzwD+G6yecw/GxGZDjwO+B6Aqt6vqr3kZ5OyPTBJRLYHJmOTWefnMwDGkoJq+3tSYwUR2RN4GHAFsIuqLgVTYsDssNtYe25fBv4X2Jpsy88G9gaWAz8I4c/visgU8rMBQFXvAj4P3AEsBVar6nnk5zMgxpKCavt7UmMBEZkK/Bp4q6quabZrxbZt8rmJyPHAvar6j3YPqdi2TT4bzDs4HPimqj4MWE8IV9Uwlp4NoW/p2cBewDxgioi8rNkhFdu22efTX8aSgsrfkwqIyA6YcvqZqv4mbF4mInPD73OBe8P2sfTcHg08S0QWYyHgJ4rIT8nPBuxel6jqFeH/X2EKKz8b48nA7aq6XFUfAH4DPIr8fAbEWFJQVwILRGQvERmPdVCeOcJlGnZERLB+hBtU9YvJT2cCrwzrrwTOSLaPie9wqep7VXW+qu6J1Y8/qerLyM8GVb0HuFNE9g+bnoR9+mbMP5vAHcDRIjI5tLEnYf27+fkMgDEzm7mqbhGRk4BzsQyb74dvTI01Hg28HLhGRK4K294HfBo4XURegzW2F4J9h0tE/DtcWxib3+HKz8Z4E/CzYODdBrwKM3LH/LNR1StE5FfAP7H7/Rc2tdFU8vPpN3mqo0wmk8l0JWMpxJfJZDKZUURWUJlMJpPpSrKCymQymUxXkhVUJpPJZLqSrKAymUwm05VkBZXJdCEisruIrMsTiGbGMllBZTJdgogsFpEnA6jqHao6NY+NyYxlsoLKZDKZTFeSFVQm0wWIyE+A3YGzQmjvf0VEw6cbEJGLReTjIvLX8PtZIjJLRH4mImtE5MowO72f7yHhA3krwwfxXjRCt5bJ9JusoDKZLkBVX45NhfNMVZ0KnF6x24uxaap2BfYBLgd+AMzE5n37MED4DMb5wM+xzzucgH0Q76Ahvo1MZlDJCiqTGT38QFUXqepq4I/AIlW9QFW3AL/Evu0FcDywWFV/oKpbwgcqfw28YGSKncn0jzEzWWwmsw2wLFnfWPH/1LC+B/AIEelNft8e+MmQli6TGWSygspkuofBmrn5TuASVT12kM6XyYwIOcSXyXQPy7BPqw+Us4H9ROTlIrJD+DtSRA4YhHNnMsNGVlCZTPfwKeADITTX7/4iVV0LPAVLqrgbuAf4DDBhEMqYyQwb+XtQmUwmk+lKsgeVyWQyma4kK6hMJpPJdCVZQWUymUymK8kKKpPJZDJdSVZQmUwmk+lKsoLKZDKZTFeSFVQmk8lkupKsoDKZTCbTlfx/Pv8/WvOeif8AAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", + "image/png": 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\n", 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" ] @@ -1317,9 +1315,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python (py37)", + "display_name": "Python 3 (ipykernel)", "language": "python", - "name": "py37" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -1331,7 +1329,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.11" + "version": "3.9.7" } }, "nbformat": 4, diff --git a/tutorials/tigramite_tutorial_basics.ipynb b/tutorials/tigramite_tutorial_basics.ipynb index 7d4084e6..1c84a0cb 100644 --- a/tutorials/tigramite_tutorial_basics.ipynb +++ b/tutorials/tigramite_tutorial_basics.ipynb @@ -205,7 +205,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -471,7 +471,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", + "image/png": 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\n", 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" ] @@ -550,20 +550,20 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [ { - "ename": "ValueError", - "evalue": "len(var_names) != data.shape[1].", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", - "Input \u001b[0;32mIn [12]\u001b[0m, in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 4\u001b[0m data[t, \u001b[38;5;241m0\u001b[39m] \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0.4\u001b[39m\u001b[38;5;241m*\u001b[39mdata[t\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m, \u001b[38;5;241m1\u001b[39m]\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m2\u001b[39m\n\u001b[1;32m 5\u001b[0m data[t, \u001b[38;5;241m2\u001b[39m] \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0.3\u001b[39m\u001b[38;5;241m*\u001b[39mdata[t\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m2\u001b[39m, \u001b[38;5;241m1\u001b[39m]\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m2\u001b[39m\n\u001b[0;32m----> 6\u001b[0m dataframe \u001b[38;5;241m=\u001b[39m \u001b[43mpp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mDataFrame\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mvar_names\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mvar_names\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 7\u001b[0m tp\u001b[38;5;241m.\u001b[39mplot_timeseries(dataframe); plt\u001b[38;5;241m.\u001b[39mshow()\n", - "File \u001b[0;32m~/work/code/python_code/tigramite/tigramite_v4/tigramite/tigramite/data_processing.py:64\u001b[0m, in \u001b[0;36mDataFrame.__init__\u001b[0;34m(self, data, mask, missing_flag, var_names, datatime, remove_missing_upto_maxlag)\u001b[0m\n\u001b[1;32m 62\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 63\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mvar_names) \u001b[38;5;241m!=\u001b[39m N:\n\u001b[0;32m---> 64\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mlen(var_names) != data.shape[1].\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 65\u001b[0m \u001b[38;5;66;03m# Set datatime\u001b[39;00m\n\u001b[1;32m 66\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdatatime \u001b[38;5;241m=\u001b[39m datatime\n", - "\u001b[0;31mValueError\u001b[0m: len(var_names) != data.shape[1]." - ] + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ @@ -572,15 +572,71 @@ "for t in range(1, 500):\n", " data[t, 0] += 0.4*data[t-1, 1]**2\n", " data[t, 2] += 0.3*data[t-2, 1]**2\n", + "var_names = [r'$X^0$', r'$X^1$', r'$X^2$']\n", + "\n", "dataframe = pp.DataFrame(data, var_names=var_names)\n", "tp.plot_timeseries(dataframe); plt.show()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "##\n", + "## Step 1: PC1 algorithm with lagged conditions\n", + "##\n", + "\n", + "Parameters:\n", + "independence test = par_corr\n", + "tau_min = 1\n", + "tau_max = 2\n", + "pc_alpha = [0.2]\n", + "max_conds_dim = None\n", + "max_combinations = 1\n", + "\n", + "\n", + "\n", + "## Resulting lagged parent (super)sets:\n", + "\n", + " Variable $X^0$ has 1 link(s):\n", + " ($X^0$ -2): max_pval = 0.10814, min_val = -0.072\n", + "\n", + " Variable $X^1$ has 2 link(s):\n", + " ($X^0$ -1): max_pval = 0.08389, min_val = 0.078\n", + " ($X^1$ -1): max_pval = 0.19371, min_val = -0.059\n", + "\n", + " Variable $X^2$ has 1 link(s):\n", + " ($X^0$ -1): max_pval = 0.00000, min_val = 0.234\n", + "\n", + "##\n", + "## Step 2: MCI algorithm\n", + "##\n", + "\n", + "Parameters:\n", + "\n", + "independence test = par_corr\n", + "tau_min = 0\n", + "tau_max = 2\n", + "max_conds_py = None\n", + "max_conds_px = None\n", + "\n", + "## Significant links at alpha = 0.01:\n", + "\n", + " Variable $X^0$ has 0 link(s):\n", + "\n", + " Variable $X^1$ has 0 link(s):\n", + "\n", + " Variable $X^2$ has 1 link(s):\n", + " ($X^0$ -1): pval = 0.00000 | val = 0.234\n" + ] + } + ], "source": [ "pcmci_parcorr = PCMCI(\n", " dataframe=dataframe, \n", @@ -607,7 +663,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -627,7 +683,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -643,9 +699,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "array, dymmy, dummy = gpdc._get_array(X=[(0, -1)], Y=[(2, 0)], Z=[(1, -2)], tau_max=2)\n", "x, meanx = gpdc._get_single_residuals(array, target_var=0, return_means=True)\n", @@ -676,9 +745,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "np.random.seed(42)\n", "data = np.random.randn(500, 3)\n", @@ -698,9 +780,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/rung_ja/anaconda3/envs/py39/lib/python3.9/site-packages/sklearn/gaussian_process/kernels.py:420: ConvergenceWarning: The optimal value found for dimension 0 of parameter k2__noise_level is close to the specified lower bound 1e-05. Decreasing the bound and calling fit again may find a better value.\n", + " warnings.warn(\n", + "/home/rung_ja/anaconda3/envs/py39/lib/python3.9/site-packages/sklearn/gaussian_process/kernels.py:420: ConvergenceWarning: The optimal value found for dimension 0 of parameter k2__noise_level is close to the specified lower bound 1e-05. Decreasing the bound and calling fit again may find a better value.\n", + " warnings.warn(\n" + ] + } + ], "source": [ "pcmci_gpdc = PCMCI(\n", " dataframe=dataframe, \n", @@ -717,9 +810,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "array, dymmy, dummy = gpdc._get_array(X=[(0, -1)], Y=[(2, 0)], Z=[(1, -2)], tau_max=2)\n", "x, meanx = gpdc._get_single_residuals(array, target_var=0, return_means=True)\n", @@ -758,9 +864,302 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "##\n", + "## Step 1: PC1 algorithm with lagged conditions\n", + "##\n", + "\n", + "Parameters:\n", + "independence test = cmi_knn\n", + "tau_min = 1\n", + "tau_max = 2\n", + "pc_alpha = [0.05]\n", + "max_conds_dim = None\n", + "max_combinations = 1\n", + "\n", + "\n", + "\n", + "## Variable $X^0$\n", + "\n", + "Iterating through pc_alpha = [0.05]:\n", + "\n", + "# pc_alpha = 0.05 (1/1):\n", + "\n", + "Testing condition sets of dimension 0:\n", + "\n", + " Link ($X^0$ -1) --> $X^0$ (1/6):\n", + " Subset 0: () gives pval = 0.52100 / val = 0.006\n", + " Non-significance detected.\n", + "\n", + " Link ($X^0$ -2) --> $X^0$ (2/6):\n", + " Subset 0: () gives pval = 0.98900 / val = -0.004\n", + " Non-significance detected.\n", + "\n", + " Link ($X^1$ -1) --> $X^0$ (3/6):\n", + " Subset 0: () gives pval = 0.00000 / val = 0.284\n", + " No conditions of dimension 0 left.\n", + "\n", + " Link ($X^1$ -2) --> $X^0$ (4/6):\n", + " Subset 0: () gives pval = 0.78600 / val = 0.002\n", + " Non-significance detected.\n", + "\n", + " Link ($X^2$ -1) --> $X^0$ (5/6):\n", + " Subset 0: () gives pval = 0.55100 / val = 0.006\n", + " Non-significance detected.\n", + "\n", + " Link ($X^2$ -2) --> $X^0$ (6/6):\n", + " Subset 0: () gives pval = 0.27700 / val = 0.011\n", + " Non-significance detected.\n", + "\n", + " Sorting parents in decreasing order with \n", + " weight(i-tau->j) = min_{iterations} |val_{ij}(tau)| \n", + "\n", + "Updating parents:\n", + "\n", + " Variable $X^0$ has 1 link(s):\n", + " ($X^1$ -1): max_pval = 0.00000, min_val = 0.284\n", + "\n", + "Algorithm converged for variable $X^0$\n", + "\n", + "## Variable $X^1$\n", + "\n", + "Iterating through pc_alpha = [0.05]:\n", + "\n", + "# pc_alpha = 0.05 (1/1):\n", + "\n", + "Testing condition sets of dimension 0:\n", + "\n", + " Link ($X^0$ -1) --> $X^1$ (1/6):\n", + " Subset 0: () gives pval = 0.44300 / val = 0.008\n", + " Non-significance detected.\n", + "\n", + " Link ($X^0$ -2) --> $X^1$ (2/6):\n", + " Subset 0: () gives pval = 0.07000 / val = 0.018\n", + " Non-significance detected.\n", + "\n", + " Link ($X^1$ -1) --> $X^1$ (3/6):\n", + " Subset 0: () gives pval = 0.37700 / val = 0.009\n", + " Non-significance detected.\n", + "\n", + " Link ($X^1$ -2) --> $X^1$ (4/6):\n", + " Subset 0: () gives pval = 0.50900 / val = 0.007\n", + " Non-significance detected.\n", + "\n", + " Link ($X^2$ -1) --> $X^1$ (5/6):\n", + " Subset 0: () gives pval = 0.66400 / val = 0.004\n", + " Non-significance detected.\n", + "\n", + " Link ($X^2$ -2) --> $X^1$ (6/6):\n", + " Subset 0: () gives pval = 0.26700 / val = 0.011\n", + " Non-significance detected.\n", + "\n", + " Sorting parents in decreasing order with \n", + " weight(i-tau->j) = min_{iterations} |val_{ij}(tau)| \n", + "\n", + "Updating parents:\n", + "\n", + " Variable $X^1$ has 0 link(s):\n", + "\n", + "Algorithm converged for variable $X^1$\n", + "\n", + "## Variable $X^2$\n", + "\n", + "Iterating through pc_alpha = [0.05]:\n", + "\n", + "# pc_alpha = 0.05 (1/1):\n", + "\n", + "Testing condition sets of dimension 0:\n", + "\n", + " Link ($X^0$ -1) --> $X^2$ (1/6):\n", + " Subset 0: () gives pval = 0.00000 / val = 0.149\n", + " No conditions of dimension 0 left.\n", + "\n", + " Link ($X^0$ -2) --> $X^2$ (2/6):\n", + " Subset 0: () gives pval = 0.26200 / val = 0.011\n", + " Non-significance detected.\n", + "\n", + " Link ($X^1$ -1) --> $X^2$ (3/6):\n", + " Subset 0: () gives pval = 0.67700 / val = 0.004\n", + " Non-significance detected.\n", + "\n", + " Link ($X^1$ -2) --> $X^2$ (4/6):\n", + " Subset 0: () gives pval = 0.00000 / val = 0.242\n", + " No conditions of dimension 0 left.\n", + "\n", + " Link ($X^2$ -1) --> $X^2$ (5/6):\n", + " Subset 0: () gives pval = 0.11400 / val = 0.016\n", + " Non-significance detected.\n", + "\n", + " Link ($X^2$ -2) --> $X^2$ (6/6):\n", + " Subset 0: () gives pval = 0.14500 / val = 0.015\n", + " Non-significance detected.\n", + "\n", + " Sorting parents in decreasing order with \n", + " weight(i-tau->j) = min_{iterations} |val_{ij}(tau)| \n", + "\n", + "Updating parents:\n", + "\n", + " Variable $X^2$ has 2 link(s):\n", + " ($X^1$ -2): max_pval = 0.00000, min_val = 0.242\n", + " ($X^0$ -1): max_pval = 0.00000, min_val = 0.149\n", + "\n", + "Testing condition sets of dimension 1:\n", + "\n", + " Link ($X^1$ -2) --> $X^2$ (1/2):\n", + " Subset 0: ($X^0$ -1) gives pval = 0.00000 / val = 0.070\n", + " No conditions of dimension 1 left.\n", + "\n", + " Link ($X^0$ -1) --> $X^2$ (2/2):\n", + " Subset 0: ($X^1$ -2) gives pval = 0.14900 / val = 0.022\n", + " Non-significance detected.\n", + "\n", + " Sorting parents in decreasing order with \n", + " weight(i-tau->j) = min_{iterations} |val_{ij}(tau)| \n", + "\n", + "Updating parents:\n", + "\n", + " Variable $X^2$ has 1 link(s):\n", + " ($X^1$ -2): max_pval = 0.00000, min_val = 0.070\n", + "\n", + "Algorithm converged for variable $X^2$\n", + "\n", + "## Resulting lagged parent (super)sets:\n", + "\n", + " Variable $X^0$ has 1 link(s):\n", + " ($X^1$ -1): max_pval = 0.00000, min_val = 0.284\n", + "\n", + " Variable $X^1$ has 0 link(s):\n", + "\n", + " Variable $X^2$ has 1 link(s):\n", + " ($X^1$ -2): max_pval = 0.00000, min_val = 0.242\n", + "\n", + "##\n", + "## Step 2: MCI algorithm\n", + "##\n", + "\n", + "Parameters:\n", + "\n", + "independence test = cmi_knn\n", + "tau_min = 0\n", + "tau_max = 2\n", + "max_conds_py = None\n", + "max_conds_px = None\n", + "\n", + " link ($X^0$ -1) --> $X^0$ (1/8):\n", + " with conds_y = [ ($X^1$ -1) ]\n", + " with conds_x = [ ($X^1$ -2) ]\n", + "\n", + " link ($X^0$ -2) --> $X^0$ (2/8):\n", + " with conds_y = [ ($X^1$ -1) ]\n", + " with conds_x = [ ($X^1$ -3) ]\n", + "\n", + " link ($X^1$ 0) --> $X^0$ (3/8):\n", + " with conds_y = [ ($X^1$ -1) ]\n", + " with conds_x = [ ]\n", + "\n", + " link ($X^1$ -1) --> $X^0$ (4/8):\n", + " with conds_y = [ ]\n", + " with conds_x = [ ]\n", + "\n", + " link ($X^1$ -2) --> $X^0$ (5/8):\n", + " with conds_y = [ ($X^1$ -1) ]\n", + " with conds_x = [ ]\n", + "\n", + " link ($X^2$ 0) --> $X^0$ (6/8):\n", + " with conds_y = [ ($X^1$ -1) ]\n", + " with conds_x = [ ($X^1$ -2) ]\n", + "\n", + " link ($X^2$ -1) --> $X^0$ (7/8):\n", + " with conds_y = [ ($X^1$ -1) ]\n", + " with conds_x = [ ($X^1$ -3) ]\n", + "\n", + " link ($X^2$ -2) --> $X^0$ (8/8):\n", + " with conds_y = [ ($X^1$ -1) ]\n", + " with conds_x = [ ($X^1$ -4) ]\n", + "\n", + " link ($X^0$ 0) --> $X^1$ (1/8):\n", + " with conds_y = [ ]\n", + " with conds_x = [ ($X^1$ -1) ]\n", + "\n", + " link ($X^0$ -1) --> $X^1$ (2/8):\n", + " with conds_y = [ ]\n", + " with conds_x = [ ($X^1$ -2) ]\n", + "\n", + " link ($X^0$ -2) --> $X^1$ (3/8):\n", + " with conds_y = [ ]\n", + " with conds_x = [ ($X^1$ -3) ]\n", + "\n", + " link ($X^1$ -1) --> $X^1$ (4/8):\n", + " with conds_y = [ ]\n", + " with conds_x = [ ]\n", + "\n", + " link ($X^1$ -2) --> $X^1$ (5/8):\n", + " with conds_y = [ ]\n", + " with conds_x = [ ]\n", + "\n", + " link ($X^2$ 0) --> $X^1$ (6/8):\n", + " with conds_y = [ ]\n", + " with conds_x = [ ($X^1$ -2) ]\n", + "\n", + " link ($X^2$ -1) --> $X^1$ (7/8):\n", + " with conds_y = [ ]\n", + " with conds_x = [ ($X^1$ -3) ]\n", + "\n", + " link ($X^2$ -2) --> $X^1$ (8/8):\n", + " with conds_y = [ ]\n", + " with conds_x = [ ($X^1$ -4) ]\n", + "\n", + " link ($X^0$ 0) --> $X^2$ (1/8):\n", + " with conds_y = [ ($X^1$ -2) ]\n", + " with conds_x = [ ($X^1$ -1) ]\n", + "\n", + " link ($X^0$ -1) --> $X^2$ (2/8):\n", + " with conds_y = [ ($X^1$ -2) ]\n", + " with conds_x = [ ($X^1$ -2) ]\n", + "\n", + " link ($X^0$ -2) --> $X^2$ (3/8):\n", + " with conds_y = [ ($X^1$ -2) ]\n", + " with conds_x = [ ($X^1$ -3) ]\n", + "\n", + " link ($X^1$ 0) --> $X^2$ (4/8):\n", + " with conds_y = [ ($X^1$ -2) ]\n", + " with conds_x = [ ]\n", + "\n", + " link ($X^1$ -1) --> $X^2$ (5/8):\n", + " with conds_y = [ ($X^1$ -2) ]\n", + " with conds_x = [ ]\n", + "\n", + " link ($X^1$ -2) --> $X^2$ (6/8):\n", + " with conds_y = [ ]\n", + " with conds_x = [ ]\n", + "\n", + " link ($X^2$ -1) --> $X^2$ (7/8):\n", + " with conds_y = [ ($X^1$ -2) ]\n", + " with conds_x = [ ($X^1$ -3) ]\n", + "\n", + " link ($X^2$ -2) --> $X^2$ (8/8):\n", + " with conds_y = [ ($X^1$ -2) ]\n", + " with conds_x = [ ($X^1$ -4) ]\n", + "\n", + "## Significant links at alpha = 0.01:\n", + "\n", + " Variable $X^0$ has 1 link(s):\n", + " ($X^1$ -1): pval = 0.00000 | val = 0.284\n", + "\n", + " Variable $X^1$ has 0 link(s):\n", + "\n", + " Variable $X^2$ has 1 link(s):\n", + " ($X^1$ -2): pval = 0.00000 | val = 0.242\n" + ] + } + ], "source": [ "cmi_knn = CMIknn(significance='shuffle_test', knn=0.1, shuffle_neighbors=5, transform='ranks')\n", "pcmci_cmi_knn = PCMCI(\n", @@ -772,7 +1171,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -789,9 +1188,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "np.random.seed(1)\n", "data = np.random.randn(2000, 3)\n", @@ -851,7 +1276,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -864,7 +1289,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -886,6 +1311,20 @@ "outputs": [], "source": [] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": null, diff --git a/tutorials/tigramite_tutorial_general_causal_effect_analysis.ipynb b/tutorials/tigramite_tutorial_general_causal_effect_analysis.ipynb index da97bbf1..cf82a588 100644 --- a/tutorials/tigramite_tutorial_general_causal_effect_analysis.ipynb +++ b/tutorials/tigramite_tutorial_general_causal_effect_analysis.ipynb @@ -46,7 +46,9 @@ "import sklearn\n", "from sklearn.linear_model import LinearRegression\n", "from sklearn.neighbors import KNeighborsRegressor\n", - "from sklearn.neural_network import MLPRegressor" + "from sklearn.neural_network import MLPRegressor\n", + "from sklearn.gaussian_process import GaussianProcessRegressor\n", + "# Find more estimators in sklearn!" ] }, { @@ -1073,7 +1075,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 20, @@ -1462,7 +1464,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 30, @@ -1491,8 +1493,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Causal effect for S = -1.00 is -0.02\n", - "Causal effect for S = 1.00 is 0.00\n" + "Causal effect for S = -1.00 is -0.70\n", + "Causal effect for S = 1.00 is 0.68\n" ] } ], @@ -1653,7 +1655,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 34, @@ -1952,7 +1954,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 41, "metadata": {}, "outputs": [ { @@ -1993,7 +1995,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 42, "metadata": {}, "outputs": [ { @@ -2013,7 +2015,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] diff --git a/tutorials/tigramite_tutorial_latent-pcmci.ipynb b/tutorials/tigramite_tutorial_latent-pcmci.ipynb index b17bc54c..4f8b5e2f 100644 --- a/tutorials/tigramite_tutorial_latent-pcmci.ipynb +++ b/tutorials/tigramite_tutorial_latent-pcmci.ipynb @@ -37,16 +37,7 @@ "execution_count": 1, "id": "19227d66", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/rung_ja/work/code/python_code/tigramite/tigramite_v4/tigramite/tigramite/independence_tests/gpdc_torch.py:18: UserWarning: cannot import name '_fft' from 'torch._C' (/home/rung_ja/anaconda3/envs/py37/lib/python3.7/site-packages/torch/_C.cpython-37m-x86_64-linux-gnu.so)\n", - " warnings.warn(str(e))\n" - ] - } - ], + "outputs": [], "source": [ "import numpy as np\n", "\n", @@ -595,7 +586,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] @@ -816,8 +807,8 @@ "Found nothing\n", "\n", "ER-01:\n", - "Marked: (1,-1) oL> (1, 0) ==> (1,-1) -L> (1, 0) \n", "Marked: (0,-1) oL> (0, 0) ==> (0,-1) -L> (0, 0) \n", + "Marked: (1,-1) oL> (1, 0) ==> (1,-1) -L> (1, 0) \n", "Writing: (0,-1) oL> (0, 0) ==> (0,-1) -L> (0, 0) \n", "Update: Marking (0, -1) as anc of (0, 0)\n", "Writing: (1,-1) oL> (1, 0) ==> (1,-1) -L> (1, 0) \n", @@ -942,10 +933,10 @@ "\n", "Test phase complete\n", "p = 1\n", - "(2,-5) independent (2, 0) given ((2, -1),) union {(1, -5), (1, -2), (1, -4)}\n", - "(2,-4) independent (2, 0) given ((2, -1),) union {(1, -5), (1, -2), (1, -4)}\n", - "(2,-3) independent (2, 0) given ((2, -1),) union {(1, -5), (1, -2), (1, -4)}\n", - "(2,-2) independent (2, 0) given ((2, -1),) union {(1, -5), (1, -2), (1, -4)}\n", + "(2,-5) independent (2, 0) given ((2, -1),) union {(1, -5), (1, -4), (1, -2)}\n", + "(2,-4) independent (2, 0) given ((2, -1),) union {(1, -5), (1, -4), (1, -2)}\n", + "(2,-3) independent (2, 0) given ((2, -1),) union {(1, -5), (1, -4), (1, -2)}\n", + "(2,-2) independent (2, 0) given ((2, -1),) union {(1, -5), (1, -4), (1, -2)}\n", "Writing: (2,-5) oL> (2, 0) ==> (2,-5) (2, 0) \n", "Writing: (2,-4) oL> (2, 0) ==> (2,-4) (2, 0) \n", "Writing: (2,-3) oL> (2, 0) ==> (2,-3) (2, 0) \n", @@ -1016,9 +1007,9 @@ "with rule list: [['APR'], ['ER-08'], ['ER-02'], ['ER-01'], ['ER-00-d'], ['ER-00-c'], ['ER-03'], ['R-04'], ['ER-09'], ['ER-10'], ['ER-00-b'], ['ER-00-a']]\n", "\n", "APR:\n", + "Marked: (1,-2) -!> (2, 0) ==> (1,-2) --> (2, 0) \n", "Marked: (2,-1) -!> (2, 0) ==> (2,-1) --> (2, 0) \n", "Marked: (1,-1) -!> (1, 0) ==> (1,-1) --> (1, 0) \n", - "Marked: (1,-2) -!> (2, 0) ==> (1,-2) --> (2, 0) \n", "Writing: (1,-1) -!> (1, 0) ==> (1,-1) --> (1, 0) \n", "Writing: (1,-2) -!> (2, 0) ==> (1,-2) --> (2, 0) \n", "Writing: (2,-1) -!> (2, 0) ==> (2,-1) --> (2, 0) \n", @@ -1150,17 +1141,17 @@ "\n", "p = 0\n", "(0,-5) independent (0, 0) given () union {(0, -1)}\n", - "(0,-4) independent (0, 0) given () union {(0, -1), (0, -5)}\n", - "(0,-3) independent (0, 0) given () union {(0, -1), (0, -4)}\n", - "(0,-2) independent (0, 0) given () union {(0, -1), (0, -3)}\n", + "(0,-4) independent (0, 0) given () union {(0, -5), (0, -1)}\n", + "(0,-3) independent (0, 0) given () union {(0, -4), (0, -1)}\n", + "(0,-2) independent (0, 0) given () union {(0, -3), (0, -1)}\n", "(1,-5) independent (1, 0) given () union {(1, -1)}\n", "(1,-4) independent (1, 0) given () union {(1, -5), (1, -1)}\n", - "(1,-3) independent (1, 0) given () union {(1, -1), (1, -4)}\n", + "(1,-3) independent (1, 0) given () union {(1, -4), (1, -1)}\n", "(1,-2) independent (1, 0) given () union {(1, -3), (1, -1)}\n", "(2,-5) independent (2, 0) given () union {(2, -1), (1, -2)}\n", "(2,-4) independent (2, 0) given () union {(2, -1), (1, -2), (2, -5)}\n", - "(2,-3) independent (2, 0) given () union {(1, -5), (1, -2), (2, -4), (2, -1)}\n", - "(2,-2) independent (2, 0) given () union {(2, -3), (2, -1), (1, -2), (1, -4)}\n", + "(2,-3) independent (2, 0) given () union {(1, -5), (2, -1), (1, -2), (2, -4)}\n", + "(2,-2) independent (2, 0) given () union {(2, -3), (2, -1), (1, -4), (1, -2)}\n", "Writing: (0,-5) oL> (0, 0) ==> (0,-5) (0, 0) \n", "Writing: (0,-4) oL> (0, 0) ==> (0,-4) (0, 0) \n", "Writing: (0,-3) oL> (0, 0) ==> (0,-3) (0, 0) \n", @@ -1172,17 +1163,17 @@ "Writing: (2,-5) oL> (2, 0) ==> (2,-5) (2, 0) \n", "Writing: (2,-4) oL> (2, 0) ==> (2,-4) (2, 0) \n", "Writing: (2,-3) oL> (2, 0) ==> (2,-3) (2, 0) \n", - "Writing: (2,-2) oL> (2, 0) ==> (2,-2) (2, 0) \n", - "(0, 0) independent (1, 0) given () union {(0, -1), (1, -1)}\n", - "(0, 0) independent (1, 0) given () union {(0, -1), (1, -1)}\n", - "(0, 0) independent (2, 0) given () union {(0, -1), (2, -1), (1, -2)}\n", - "(0, 0) independent (2, 0) given () union {(0, -1), (2, -1), (1, -2)}\n" + "Writing: (2,-2) oL> (2, 0) ==> (2,-2) (2, 0) \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ + "(0, 0) independent (1, 0) given () union {(0, -1), (1, -1)}\n", + "(0, 0) independent (1, 0) given () union {(0, -1), (1, -1)}\n", + "(0, 0) independent (2, 0) given () union {(2, -1), (0, -1), (1, -2)}\n", + "(0, 0) independent (2, 0) given () union {(2, -1), (0, -1), (1, -2)}\n", "(1, 0) independent (2, 0) given () union {(2, -1), (1, -2), (1, -1)}\n", "(1, 0) independent (2, 0) given () union {(2, -1), (1, -1), (1, -2)}\n", "Writing: (0, 0) o?o (1, 0) ==> (0, 0) (1, 0) \n", @@ -1191,31 +1182,31 @@ "Writing: (2, 0) o?o (0, 0) ==> (2, 0) (0, 0) \n", "Writing: (1, 0) o?o (2, 0) ==> (1, 0) (2, 0) \n", "Writing: (2, 0) o?o (1, 0) ==> (2, 0) (1, 0) \n", - "(0,-1) independent (2, 0) given () union {(0, -2), (2, -1), (1, -2)}\n", + "(0,-1) independent (2, 0) given () union {(2, -1), (0, -2), (1, -2)}\n", "(1,-1) independent (0, 0) given () union {(0, -1), (1, -2)}\n", "(1,-1) independent (2, 0) given () union {(2, -1), (1, -2)}\n", - "(2,-1) independent (0, 0) given () union {(0, -1), (1, -3), (2, -2)}\n", - "(2,-1) independent (1, 0) given () union {(1, -3), (2, -2), (1, -1)}\n", + "(2,-1) independent (0, 0) given () union {(2, -2), (1, -3), (0, -1)}\n", + "(2,-1) independent (1, 0) given () union {(2, -2), (1, -3), (1, -1)}\n", "Writing: (1,-1) oL> (0, 0) ==> (1,-1) (0, 0) \n", "Writing: (2,-1) oL> (0, 0) ==> (2,-1) (0, 0) \n", "Writing: (2,-1) oL> (1, 0) ==> (2,-1) (1, 0) \n", "Writing: (0,-1) oL> (2, 0) ==> (0,-1) (2, 0) \n", "Writing: (1,-1) oL> (2, 0) ==> (1,-1) (2, 0) \n", - "(0,-2) independent (1, 0) given () union {(1, -1), (0, -3)}\n", - "(0,-2) independent (2, 0) given () union {(2, -1), (1, -2), (0, -3)}\n", - "(1,-2) independent (0, 0) given () union {(0, -1), (1, -3)}\n", - "(2,-2) independent (0, 0) given () union {(0, -1), (2, -3), (1, -4)}\n", - "(2,-2) independent (1, 0) given () union {(2, -3), (1, -1), (1, -4)}\n", + "(0,-2) independent (1, 0) given () union {(0, -3), (1, -1)}\n", + "(0,-2) independent (2, 0) given () union {(2, -1), (0, -3), (1, -2)}\n", + "(1,-2) independent (0, 0) given () union {(1, -3), (0, -1)}\n", + "(2,-2) independent (0, 0) given () union {(2, -3), (1, -4), (0, -1)}\n", + "(2,-2) independent (1, 0) given () union {(2, -3), (1, -4), (1, -1)}\n", "Writing: (1,-2) oL> (0, 0) ==> (1,-2) (0, 0) \n", "Writing: (2,-2) oL> (0, 0) ==> (2,-2) (0, 0) \n", "Writing: (0,-2) oL> (1, 0) ==> (0,-2) (1, 0) \n", "Writing: (2,-2) oL> (1, 0) ==> (2,-2) (1, 0) \n", "Writing: (0,-2) oL> (2, 0) ==> (0,-2) (2, 0) \n", - "(0,-3) independent (1, 0) given () union {(1, -1), (0, -4)}\n", + "(0,-3) independent (1, 0) given () union {(0, -4), (1, -1)}\n", "(0,-3) independent (2, 0) given () union {(2, -1), (1, -2), (0, -4)}\n", - "(1,-3) independent (0, 0) given () union {(0, -1), (1, -4)}\n", - "(1,-3) independent (2, 0) given () union {(2, -1), (1, -2), (1, -4)}\n", - "(2,-3) independent (0, 0) given () union {(0, -1), (1, -5), (2, -4)}\n", + "(1,-3) independent (0, 0) given () union {(1, -4), (0, -1)}\n", + "(1,-3) independent (2, 0) given () union {(2, -1), (1, -4), (1, -2)}\n", + "(2,-3) independent (0, 0) given () union {(1, -5), (0, -1), (2, -4)}\n", "(2,-3) independent (1, 0) given () union {(1, -5), (1, -1), (2, -4)}\n", "Writing: (1,-3) oL> (0, 0) ==> (1,-3) (0, 0) \n", "Writing: (2,-3) oL> (0, 0) ==> (2,-3) (0, 0) \n", @@ -1225,10 +1216,10 @@ "Writing: (1,-3) oL> (2, 0) ==> (1,-3) (2, 0) \n", "(0,-4) independent (1, 0) given () union {(0, -5), (1, -1)}\n", "(0,-4) independent (2, 0) given () union {(0, -5), (2, -1), (1, -2)}\n", - "(1,-4) independent (0, 0) given () union {(0, -1), (1, -5)}\n", - "(1,-4) independent (2, 0) given () union {(1, -5), (1, -2), (2, -1)}\n", + "(1,-4) independent (0, 0) given () union {(1, -5), (0, -1)}\n", + "(1,-4) independent (2, 0) given () union {(1, -5), (2, -1), (1, -2)}\n", "(2,-4) independent (0, 0) given () union {(0, -1), (2, -5)}\n", - "(2,-4) independent (1, 0) given () union {(2, -5), (1, -1)}\n", + "(2,-4) independent (1, 0) given () union {(1, -1), (2, -5)}\n", "Writing: (1,-4) oL> (0, 0) ==> (1,-4) (0, 0) \n", "Writing: (2,-4) oL> (0, 0) ==> (2,-4) (0, 0) \n", "Writing: (0,-4) oL> (1, 0) ==> (0,-4) (1, 0) \n", @@ -1288,10 +1279,10 @@ "with rule list: [['APR'], ['ER-08'], ['ER-02'], ['ER-01'], ['ER-00-d'], ['ER-00-c'], ['ER-03'], ['R-04'], ['ER-09'], ['ER-10'], ['ER-00-b'], ['ER-00-a']]\n", "\n", "APR:\n", - "Marked: (2,-1) -!> (2, 0) ==> (2,-1) --> (2, 0) \n", - "Marked: (1,-1) -!> (1, 0) ==> (1,-1) --> (1, 0) \n", "Marked: (1,-2) -!> (2, 0) ==> (1,-2) --> (2, 0) \n", + "Marked: (2,-1) -!> (2, 0) ==> (2,-1) --> (2, 0) \n", "Marked: (0,-1) -!> (0, 0) ==> (0,-1) --> (0, 0) \n", + "Marked: (1,-1) -!> (1, 0) ==> (1,-1) --> (1, 0) \n", "Writing: (0,-1) -!> (0, 0) ==> (0,-1) --> (0, 0) \n", "Writing: (1,-1) -!> (1, 0) ==> (1,-1) --> (1, 0) \n", "Writing: (1,-2) -!> (2, 0) ==> (1,-2) --> (2, 0) \n", @@ -1540,7 +1531,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] @@ -1624,48 +1615,48 @@ " ['' '-->' '' '' '' '']]]\n", "\n", " Maximum p-values:\n", - " [[[0.00000000e+00 3.27584784e-64 6.51861006e-01 1.66931712e-01\n", - " 3.04058216e-01 2.69057390e-01]\n", - " [4.98048404e-01 1.89520253e-05 8.15648017e-01 3.92853993e-01\n", - " 1.53679032e-01 1.45390490e-01]\n", - " [9.95865710e-01 8.18453900e-01 2.04903533e-01 9.50877747e-01\n", - " 8.78253711e-01 6.62506989e-01]]\n", - "\n", - " [[4.98048404e-01 3.32516902e-01 9.33958515e-01 4.00491113e-01\n", - " 3.51910421e-01 6.25033871e-01]\n", - " [0.00000000e+00 4.98133560e-59 7.65327504e-02 9.28068682e-01\n", - " 6.83165853e-02 1.95806389e-01]\n", - " [6.17173962e-01 6.30053604e-01 3.96190611e-23 6.53400668e-01\n", - " 8.99607321e-01 2.03196768e-01]]\n", - "\n", - " [[9.95865710e-01 5.72580600e-01 4.83793341e-01 7.79201995e-02\n", - " 4.34900855e-01 5.91366138e-01]\n", - " [6.17173962e-01 4.41473417e-01 1.86116388e-02 3.31452071e-01\n", - " 5.04650001e-01 1.93950903e-02]\n", - " [0.00000000e+00 1.06276799e-69 9.53624556e-01 7.81343656e-01\n", - " 5.31473165e-02 7.35232120e-01]]]\n", + " [[[0.00000000e+00 3.27584784e-64 6.51860904e-01 1.66931736e-01\n", + " 3.04058236e-01 2.69057390e-01]\n", + " [4.98048366e-01 1.89520296e-05 8.15648066e-01 3.92853996e-01\n", + " 1.53679052e-01 1.45390490e-01]\n", + " [9.95865761e-01 8.18453857e-01 2.04903497e-01 9.50877814e-01\n", + " 8.78253695e-01 6.62507025e-01]]\n", + "\n", + " [[4.98048366e-01 3.32516939e-01 9.33958518e-01 4.00491124e-01\n", + " 3.51910406e-01 6.25033871e-01]\n", + " [0.00000000e+00 4.98133940e-59 7.65327348e-02 9.28068529e-01\n", + " 6.83165999e-02 1.95806389e-01]\n", + " [6.17173926e-01 6.30053707e-01 3.96189978e-23 6.53400497e-01\n", + " 8.99607227e-01 2.03196818e-01]]\n", + "\n", + " [[9.95865761e-01 5.72580794e-01 4.83793449e-01 7.79201923e-02\n", + " 4.34900840e-01 5.91366138e-01]\n", + " [6.17173926e-01 4.41473429e-01 1.86116303e-02 3.31452116e-01\n", + " 5.04650514e-01 1.93950903e-02]\n", + " [0.00000000e+00 1.06276350e-69 9.53625384e-01 7.81344407e-01\n", + " 5.31473207e-02 7.35232039e-01]]]\n", "\n", " Associated test statistic values:\n", - " [[[ 0.00000000e+00 6.66897503e-01 2.04742498e-02 -6.26652974e-02\n", - " -4.66191999e-02 -5.00772920e-02]\n", - " [ 3.07434559e-02 1.92483917e-01 -1.05808638e-02 3.87641451e-02\n", - " 6.46799225e-02 6.59400254e-02]\n", - " [-2.35405048e-04 -1.04276922e-02 5.75454371e-02 -2.79875571e-03\n", - " 6.95919833e-03 1.98062227e-02]]\n", - "\n", - " [[ 3.07434559e-02 -4.39586601e-02 -3.76077458e-03 -3.81426791e-02\n", - " 4.22289108e-02 2.21550575e-02]\n", - " [ 0.00000000e+00 6.46212249e-01 -8.02534602e-02 -4.09704718e-03\n", - " 8.25901675e-02 5.85979432e-02]\n", - " [-2.27062286e-02 -2.18567815e-02 -4.27743218e-01 -2.03983807e-02\n", - " 5.73141961e-03 5.77031850e-02]]\n", - "\n", - " [[-2.35405048e-04 -2.56304986e-02 -3.18034495e-02 7.99613916e-02\n", - " -3.54263936e-02 -2.43362162e-02]\n", - " [-2.27062286e-02 3.49579487e-02 -1.06604483e-01 -4.41008808e-02\n", - " -3.02730397e-02 -1.05695395e-01]\n", - " [ 0.00000000e+00 6.88594445e-01 -2.64480498e-03 -1.26227633e-02\n", - " -8.76818044e-02 1.53468700e-02]]]\n" + " [[[ 0.00000000e+00 6.66897503e-01 2.04742563e-02 -6.26652939e-02\n", + " -4.66191979e-02 -5.00772920e-02]\n", + " [ 3.07434586e-02 1.92483915e-01 -1.05808609e-02 3.87641449e-02\n", + " 6.46799194e-02 6.59400254e-02]\n", + " [-2.35402162e-04 -1.04276947e-02 5.75454417e-02 -2.79875189e-03\n", + " 6.95919926e-03 1.98062204e-02]]\n", + "\n", + " [[ 3.07434586e-02 -4.39586566e-02 -3.76077439e-03 -3.81426782e-02\n", + " 4.22289122e-02 2.21550575e-02]\n", + " [ 0.00000000e+00 6.46212248e-01 -8.02534645e-02 -4.09705592e-03\n", + " 8.25901632e-02 5.85979432e-02]\n", + " [-2.27062309e-02 -2.18567749e-02 -4.27743224e-01 -2.03983914e-02\n", + " 5.73142495e-03 5.77031786e-02]]\n", + "\n", + " [[-2.35402162e-04 -2.56304857e-02 -3.18034416e-02 7.99613935e-02\n", + " -3.54263948e-02 -2.43362162e-02]\n", + " [-2.27062309e-02 3.49579479e-02 -1.06604491e-01 -4.41008767e-02\n", + " -3.02730032e-02 -1.05695395e-01]\n", + " [ 0.00000000e+00 6.88594452e-01 -2.64475773e-03 -1.26227188e-02\n", + " -8.76818028e-02 1.53468749e-02]]]\n" ] } ], @@ -1699,7 +1690,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1756,7 +1747,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", 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\n", 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\n", + "image/png": 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\n", 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" ] @@ -1937,13 +1928,21 @@ "[10] Runge, J. (2020). Discovering contemporaneous and lagged causal relations in autocorrelated nonlinear time series datasets. In Sontag, D. and Peters, J., editors, *Proceedings of the 36th Conference on Uncertainty in Artificial Intelligence*, UAI 2020, Toronto, Canada, 2019. AUAI Press.\\\n", "[11] Spirtes, P. and Glymour, C. (1991). An Algorithm for Fast Recovery of Sparse Causal Graphs. *Social Science Computer Review*, 9:62–72." ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9e06fe46", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python [conda env:py37] *", + "display_name": "Python 3 (ipykernel)", "language": "python", - "name": "conda-env-py37-py" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -1955,7 +1954,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.11" + "version": "3.9.7" } }, "nbformat": 4, diff --git a/tutorials/tigramite_tutorial_linear_lagged_causal_effects_mediation.ipynb b/tutorials/tigramite_tutorial_linear_lagged_causal_effects_mediation.ipynb index 506f6f20..c1fd261d 100644 --- a/tutorials/tigramite_tutorial_linear_lagged_causal_effects_mediation.ipynb +++ b/tutorials/tigramite_tutorial_linear_lagged_causal_effects_mediation.ipynb @@ -28,16 +28,7 @@ "cell_type": "code", "execution_count": 1, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/rung_ja/anaconda3/envs/py37/lib/python3.7/site-packages/tigramite-4.3.1.1-py3.7.egg/tigramite/independence_tests/gpdc_torch.py:18: UserWarning: cannot import name '_fft' from 'torch._C' (/home/rung_ja/anaconda3/envs/py37/lib/python3.7/site-packages/torch/_C.cpython-37m-x86_64-linux-gnu.so)\n", - " warnings.warn(str(e))\n" - ] - } - ], + "outputs": [], "source": [ "# Imports\n", "import numpy as np\n", @@ -143,7 +134,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Causal effect (0, -2) --> 2: 0.06386220811405569\n" + "Causal effect (0, -2) --> 2: 0.0638622081140557\n" ] } ], @@ -167,7 +158,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Mediated Causal effect (0, -2) --> 2 through 1: 0.06386220811405569\n" + "Mediated Causal effect (0, -2) --> 2 through 1: 0.0638622081140557\n" ] } ], @@ -189,7 +180,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] @@ -266,7 +257,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Note that per default self-loops are excluded in these measures. Currently, the Mediation class only supports lagged causal effects coming from a PCMCI analysis. For contemporaneous effects, coming from a PCMCI+ analysis, the problem is trickier and will be addressed soon." + "Note that per default self-loops are excluded in these measures. Currently, the Mediation class only supports lagged causal effects coming from a PCMCI analysis. For contemporaneous effects, coming from a PCMCI+ analysis, the problem is trickier and can be addressed with the ``CausalEffects`` class." ] }, { @@ -279,9 +270,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python (py37)", + "display_name": "Python 3 (ipykernel)", "language": "python", - "name": "py37" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -293,7 +284,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.11" + "version": "3.9.7" } }, "nbformat": 4, diff --git a/tutorials/tigramite_tutorial_missing_masking.ipynb b/tutorials/tigramite_tutorial_missing_masking.ipynb index 04745c3c..d63d66a8 100644 --- a/tutorials/tigramite_tutorial_missing_masking.ipynb +++ b/tutorials/tigramite_tutorial_missing_masking.ipynb @@ -59,7 +59,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -86,7 +86,7 @@ "data[np.random.permutation(100)[:10], 2] = 999.\n", "\n", "# Initialize dataframe object, specify time axis and variable names\n", - "var_names = [r'$X^0$', r'$X^1$', r'$X^2$', r'$X^3$']\n", + "var_names = [r'$X^0$', r'$X^1$', r'$X^2$']\n", "dataframe = pp.DataFrame(data, \n", " datatime = np.arange(len(data)), \n", " var_names=var_names,\n", @@ -97,7 +97,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 4, "metadata": { "scrolled": false }, @@ -156,13 +156,13 @@ " No conditions of dimension 0 left.\n", "\n", " Link ($X^2$ -1) --> $X^0$ (5/6):\n", - " val = 0.087 | pval = 0.51036 \n", - " Subset 0: () gives pval = 0.51036 / val = 0.087\n", - " Non-significance detected.\n", + " val = 0.152 | pval = 0.16123 \n", + " Subset 0: () gives pval = 0.16123 / val = 0.152\n", + " No conditions of dimension 0 left.\n", "\n", " Link ($X^2$ -2) --> $X^0$ (6/6):\n", - " val = 0.060 | pval = 0.64653 \n", - " Subset 0: () gives pval = 0.64653 / val = 0.060\n", + " val = 0.129 | pval = 0.23578 \n", + " Subset 0: () gives pval = 0.23578 / val = 0.129\n", " Non-significance detected.\n", "\n", " Sorting parents in decreasing order with \n", @@ -170,34 +170,40 @@ "\n", "Updating parents:\n", "\n", - " Variable $X^0$ has 4 link(s):\n", + " Variable $X^0$ has 5 link(s):\n", " ($X^0$ -1): max_pval = 0.00000, min_val = 0.688\n", " ($X^0$ -2): max_pval = 0.00000, min_val = 0.449\n", " ($X^1$ -1): max_pval = 0.00039, min_val = 0.355\n", " ($X^1$ -2): max_pval = 0.01470, min_val = 0.248\n", + " ($X^2$ -1): max_pval = 0.16123, min_val = 0.152\n", "\n", "Testing condition sets of dimension 1:\n", "\n", - " Link ($X^0$ -1) --> $X^0$ (1/4):\n", + " Link ($X^0$ -1) --> $X^0$ (1/5):\n", " val = 0.585 | pval = 0.00000 \n", " Subset 0: ($X^0$ -2) gives pval = 0.00000 / val = 0.585\n", " No conditions of dimension 1 left.\n", "\n", - " Link ($X^0$ -2) --> $X^0$ (2/4):\n", + " Link ($X^0$ -2) --> $X^0$ (2/5):\n", " val = -0.052 | pval = 0.61676 \n", " Subset 0: ($X^0$ -1) gives pval = 0.61676 / val = -0.052\n", " Non-significance detected.\n", "\n", - " Link ($X^1$ -1) --> $X^0$ (3/4):\n", + " Link ($X^1$ -1) --> $X^0$ (3/5):\n", " val = 0.018 | pval = 0.86238 \n", " Subset 0: ($X^0$ -1) gives pval = 0.86238 / val = 0.018\n", " Non-significance detected.\n", "\n", - " Link ($X^1$ -2) --> $X^0$ (4/4):\n", + " Link ($X^1$ -2) --> $X^0$ (4/5):\n", " val = 0.006 | pval = 0.95598 \n", " Subset 0: ($X^0$ -1) gives pval = 0.95598 / val = 0.006\n", " Non-significance detected.\n", "\n", + " Link ($X^2$ -1) --> $X^0$ (5/5):\n", + " val = -0.001 | pval = 0.99188 \n", + " Subset 0: ($X^0$ -1) gives pval = 0.99188 / val = -0.001\n", + " Non-significance detected.\n", + "\n", " Sorting parents in decreasing order with \n", " weight(i-tau->j) = min_{iterations} |val_{ij}(tau)| \n", "\n", @@ -237,13 +243,13 @@ " No conditions of dimension 0 left.\n", "\n", " Link ($X^2$ -1) --> $X^1$ (5/6):\n", - " val = 0.514 | pval = 0.00003 \n", - " Subset 0: () gives pval = 0.00003 / val = 0.514\n", + " val = 0.534 | pval = 0.00000 \n", + " Subset 0: () gives pval = 0.00000 / val = 0.534\n", " No conditions of dimension 0 left.\n", "\n", " Link ($X^2$ -2) --> $X^1$ (6/6):\n", - " val = 0.362 | pval = 0.00445 \n", - " Subset 0: () gives pval = 0.00445 / val = 0.362\n", + " val = 0.431 | pval = 0.00003 \n", + " Subset 0: () gives pval = 0.00003 / val = 0.431\n", " No conditions of dimension 0 left.\n", "\n", " Sorting parents in decreasing order with \n", @@ -256,8 +262,8 @@ " ($X^0$ -2): max_pval = 0.00000, min_val = 0.790\n", " ($X^1$ -2): max_pval = 0.00000, min_val = 0.776\n", " ($X^0$ -1): max_pval = 0.00000, min_val = 0.725\n", - " ($X^2$ -1): max_pval = 0.00003, min_val = 0.514\n", - " ($X^2$ -2): max_pval = 0.00445, min_val = 0.362\n", + " ($X^2$ -1): max_pval = 0.00000, min_val = 0.534\n", + " ($X^2$ -2): max_pval = 0.00003, min_val = 0.431\n", "\n", "Testing condition sets of dimension 1:\n", "\n", @@ -282,60 +288,54 @@ " No conditions of dimension 1 left.\n", "\n", " Link ($X^2$ -1) --> $X^1$ (5/6):\n", - " val = -0.250 | pval = 0.05816 \n", - " Subset 0: ($X^1$ -1) gives pval = 0.05816 / val = -0.250\n", + " val = -0.181 | pval = 0.09800 \n", + " Subset 0: ($X^1$ -1) gives pval = 0.09800 / val = -0.181\n", " No conditions of dimension 1 left.\n", "\n", " Link ($X^2$ -2) --> $X^1$ (6/6):\n", - " val = -0.242 | pval = 0.06487 \n", - " Subset 0: ($X^1$ -1) gives pval = 0.06487 / val = -0.242\n", - " No conditions of dimension 1 left.\n", + " val = -0.113 | pval = 0.30104 \n", + " Subset 0: ($X^1$ -1) gives pval = 0.30104 / val = -0.113\n", + " Non-significance detected.\n", "\n", " Sorting parents in decreasing order with \n", " weight(i-tau->j) = min_{iterations} |val_{ij}(tau)| \n", "\n", "Updating parents:\n", "\n", - " Variable $X^1$ has 6 link(s):\n", + " Variable $X^1$ has 5 link(s):\n", " ($X^1$ -1): max_pval = 0.00000, min_val = 0.780\n", " ($X^0$ -1): max_pval = 0.00000, min_val = 0.725\n", " ($X^0$ -2): max_pval = 0.00000, min_val = 0.451\n", - " ($X^2$ -1): max_pval = 0.05816, min_val = 0.250\n", - " ($X^2$ -2): max_pval = 0.06487, min_val = 0.242\n", " ($X^1$ -2): max_pval = 0.06359, min_val = 0.191\n", + " ($X^2$ -1): max_pval = 0.09800, min_val = 0.181\n", "\n", "Testing condition sets of dimension 2:\n", "\n", - " Link ($X^1$ -1) --> $X^1$ (1/6):\n", + " Link ($X^1$ -1) --> $X^1$ (1/5):\n", " val = 0.856 | pval = 0.00000 \n", " Subset 0: ($X^0$ -1) ($X^0$ -2) gives pval = 0.00000 / val = 0.856\n", " Still subsets of dimension 2 left, but q_max = 1 reached.\n", "\n", - " Link ($X^0$ -1) --> $X^1$ (2/6):\n", + " Link ($X^0$ -1) --> $X^1$ (2/5):\n", " val = 0.654 | pval = 0.00000 \n", " Subset 0: ($X^1$ -1) ($X^0$ -2) gives pval = 0.00000 / val = 0.654\n", " Still subsets of dimension 2 left, but q_max = 1 reached.\n", "\n", - " Link ($X^0$ -2) --> $X^1$ (3/6):\n", + " Link ($X^0$ -2) --> $X^1$ (3/5):\n", " val = 0.078 | pval = 0.45596 \n", " Subset 0: ($X^1$ -1) ($X^0$ -1) gives pval = 0.45596 / val = 0.078\n", " Non-significance detected.\n", "\n", - " Link ($X^2$ -1) --> $X^1$ (4/6):\n", - " val = -0.114 | pval = 0.40018 \n", - " Subset 0: ($X^1$ -1) ($X^0$ -1) gives pval = 0.40018 / val = -0.114\n", - " Non-significance detected.\n", - "\n", - " Link ($X^2$ -2) --> $X^1$ (5/6):\n", - " val = -0.133 | pval = 0.31941 \n", - " Subset 0: ($X^1$ -1) ($X^0$ -1) gives pval = 0.31941 / val = -0.133\n", - " Non-significance detected.\n", - "\n", - " Link ($X^1$ -2) --> $X^1$ (6/6):\n", + " Link ($X^1$ -2) --> $X^1$ (4/5):\n", " val = -0.013 | pval = 0.90014 \n", " Subset 0: ($X^1$ -1) ($X^0$ -1) gives pval = 0.90014 / val = -0.013\n", " Non-significance detected.\n", "\n", + " Link ($X^2$ -1) --> $X^1$ (5/5):\n", + " val = -0.051 | pval = 0.64715 \n", + " Subset 0: ($X^1$ -1) ($X^0$ -1) gives pval = 0.64715 / val = -0.051\n", + " Non-significance detected.\n", + "\n", " Sorting parents in decreasing order with \n", " weight(i-tau->j) = min_{iterations} |val_{ij}(tau)| \n", "\n", @@ -356,33 +356,33 @@ "Testing condition sets of dimension 0:\n", "\n", " Link ($X^0$ -1) --> $X^2$ (1/6):\n", - " val = 0.314 | pval = 0.01655 \n", - " Subset 0: () gives pval = 0.01655 / val = 0.314\n", + " val = 0.277 | pval = 0.00994 \n", + " Subset 0: () gives pval = 0.00994 / val = 0.277\n", " No conditions of dimension 0 left.\n", "\n", " Link ($X^0$ -2) --> $X^2$ (2/6):\n", - " val = 0.437 | pval = 0.00060 \n", - " Subset 0: () gives pval = 0.00060 / val = 0.437\n", + " val = 0.401 | pval = 0.00013 \n", + " Subset 0: () gives pval = 0.00013 / val = 0.401\n", " No conditions of dimension 0 left.\n", "\n", " Link ($X^1$ -1) --> $X^2$ (3/6):\n", - " val = 0.791 | pval = 0.00000 \n", - " Subset 0: () gives pval = 0.00000 / val = 0.791\n", + " val = 0.782 | pval = 0.00000 \n", + " Subset 0: () gives pval = 0.00000 / val = 0.782\n", " No conditions of dimension 0 left.\n", "\n", " Link ($X^1$ -2) --> $X^2$ (4/6):\n", - " val = 0.877 | pval = 0.00000 \n", - " Subset 0: () gives pval = 0.00000 / val = 0.877\n", + " val = 0.864 | pval = 0.00000 \n", + " Subset 0: () gives pval = 0.00000 / val = 0.864\n", " No conditions of dimension 0 left.\n", "\n", " Link ($X^2$ -1) --> $X^2$ (5/6):\n", - " val = 0.981 | pval = 0.00000 \n", - " Subset 0: () gives pval = 0.00000 / val = 0.981\n", + " val = 0.979 | pval = 0.00000 \n", + " Subset 0: () gives pval = 0.00000 / val = 0.979\n", " No conditions of dimension 0 left.\n", "\n", " Link ($X^2$ -2) --> $X^2$ (6/6):\n", - " val = 0.942 | pval = 0.00000 \n", - " Subset 0: () gives pval = 0.00000 / val = 0.942\n", + " val = 0.936 | pval = 0.00000 \n", + " Subset 0: () gives pval = 0.00000 / val = 0.936\n", " No conditions of dimension 0 left.\n", "\n", " Sorting parents in decreasing order with \n", @@ -391,43 +391,43 @@ "Updating parents:\n", "\n", " Variable $X^2$ has 6 link(s):\n", - " ($X^2$ -1): max_pval = 0.00000, min_val = 0.981\n", - " ($X^2$ -2): max_pval = 0.00000, min_val = 0.942\n", - " ($X^1$ -2): max_pval = 0.00000, min_val = 0.877\n", - " ($X^1$ -1): max_pval = 0.00000, min_val = 0.791\n", - " ($X^0$ -2): max_pval = 0.00060, min_val = 0.437\n", - " ($X^0$ -1): max_pval = 0.01655, min_val = 0.314\n", + " ($X^2$ -1): max_pval = 0.00000, min_val = 0.979\n", + " ($X^2$ -2): max_pval = 0.00000, min_val = 0.936\n", + " ($X^1$ -2): max_pval = 0.00000, min_val = 0.864\n", + " ($X^1$ -1): max_pval = 0.00000, min_val = 0.782\n", + " ($X^0$ -2): max_pval = 0.00013, min_val = 0.401\n", + " ($X^0$ -1): max_pval = 0.00994, min_val = 0.277\n", "\n", "Testing condition sets of dimension 1:\n", "\n", " Link ($X^2$ -1) --> $X^2$ (1/6):\n", - " val = 0.876 | pval = 0.00000 \n", - " Subset 0: ($X^2$ -2) gives pval = 0.00000 / val = 0.876\n", + " val = 0.872 | pval = 0.00000 \n", + " Subset 0: ($X^2$ -2) gives pval = 0.00000 / val = 0.872\n", " No conditions of dimension 1 left.\n", "\n", " Link ($X^2$ -2) --> $X^2$ (2/6):\n", - " val = -0.546 | pval = 0.00005 \n", - " Subset 0: ($X^2$ -1) gives pval = 0.00005 / val = -0.546\n", + " val = -0.538 | pval = 0.00000 \n", + " Subset 0: ($X^2$ -1) gives pval = 0.00000 / val = -0.538\n", " No conditions of dimension 1 left.\n", "\n", " Link ($X^1$ -2) --> $X^2$ (3/6):\n", - " val = 0.760 | pval = 0.00000 \n", - " Subset 0: ($X^2$ -1) gives pval = 0.00000 / val = 0.760\n", + " val = 0.746 | pval = 0.00000 \n", + " Subset 0: ($X^2$ -1) gives pval = 0.00000 / val = 0.746\n", " No conditions of dimension 1 left.\n", "\n", " Link ($X^1$ -1) --> $X^2$ (4/6):\n", - " val = 0.914 | pval = 0.00000 \n", - " Subset 0: ($X^2$ -1) gives pval = 0.00000 / val = 0.914\n", + " val = 0.915 | pval = 0.00000 \n", + " Subset 0: ($X^2$ -1) gives pval = 0.00000 / val = 0.915\n", " No conditions of dimension 1 left.\n", "\n", " Link ($X^0$ -2) --> $X^2$ (5/6):\n", - " val = 0.765 | pval = 0.00000 \n", - " Subset 0: ($X^2$ -1) gives pval = 0.00000 / val = 0.765\n", + " val = 0.707 | pval = 0.00000 \n", + " Subset 0: ($X^2$ -1) gives pval = 0.00000 / val = 0.707\n", " No conditions of dimension 1 left.\n", "\n", " Link ($X^0$ -1) --> $X^2$ (6/6):\n", - " val = 0.487 | pval = 0.00022 \n", - " Subset 0: ($X^2$ -1) gives pval = 0.00022 / val = 0.487\n", + " val = 0.461 | pval = 0.00003 \n", + " Subset 0: ($X^2$ -1) gives pval = 0.00003 / val = 0.461\n", " No conditions of dimension 1 left.\n", "\n", " Sorting parents in decreasing order with \n", @@ -436,43 +436,43 @@ "Updating parents:\n", "\n", " Variable $X^2$ has 6 link(s):\n", - " ($X^2$ -1): max_pval = 0.00000, min_val = 0.876\n", - " ($X^1$ -1): max_pval = 0.00000, min_val = 0.791\n", - " ($X^1$ -2): max_pval = 0.00000, min_val = 0.760\n", - " ($X^2$ -2): max_pval = 0.00005, min_val = 0.546\n", - " ($X^0$ -2): max_pval = 0.00060, min_val = 0.437\n", - " ($X^0$ -1): max_pval = 0.01655, min_val = 0.314\n", + " ($X^2$ -1): max_pval = 0.00000, min_val = 0.872\n", + " ($X^1$ -1): max_pval = 0.00000, min_val = 0.782\n", + " ($X^1$ -2): max_pval = 0.00000, min_val = 0.746\n", + " ($X^2$ -2): max_pval = 0.00000, min_val = 0.538\n", + " ($X^0$ -2): max_pval = 0.00013, min_val = 0.401\n", + " ($X^0$ -1): max_pval = 0.00994, min_val = 0.277\n", "\n", "Testing condition sets of dimension 2:\n", "\n", " Link ($X^2$ -1) --> $X^2$ (1/6):\n", - " val = 0.987 | pval = 0.00000 \n", - " Subset 0: ($X^1$ -1) ($X^1$ -2) gives pval = 0.00000 / val = 0.987\n", + " val = 0.986 | pval = 0.00000 \n", + " Subset 0: ($X^1$ -1) ($X^1$ -2) gives pval = 0.00000 / val = 0.986\n", " Still subsets of dimension 2 left, but q_max = 1 reached.\n", "\n", " Link ($X^1$ -1) --> $X^2$ (2/6):\n", - " val = 0.780 | pval = 0.00000 \n", - " Subset 0: ($X^2$ -1) ($X^1$ -2) gives pval = 0.00000 / val = 0.780\n", + " val = 0.795 | pval = 0.00000 \n", + " Subset 0: ($X^2$ -1) ($X^1$ -2) gives pval = 0.00000 / val = 0.795\n", " Still subsets of dimension 2 left, but q_max = 1 reached.\n", "\n", " Link ($X^1$ -2) --> $X^2$ (3/6):\n", - " val = 0.036 | pval = 0.80260 \n", - " Subset 0: ($X^2$ -1) ($X^1$ -1) gives pval = 0.80260 / val = 0.036\n", + " val = 0.015 | pval = 0.90125 \n", + " Subset 0: ($X^2$ -1) ($X^1$ -1) gives pval = 0.90125 / val = 0.015\n", " Non-significance detected.\n", "\n", " Link ($X^2$ -2) --> $X^2$ (4/6):\n", - " val = 0.325 | pval = 0.02418 \n", - " Subset 0: ($X^2$ -1) ($X^1$ -1) gives pval = 0.02418 / val = 0.325\n", + " val = 0.342 | pval = 0.00463 \n", + " Subset 0: ($X^2$ -1) ($X^1$ -1) gives pval = 0.00463 / val = 0.342\n", " Still subsets of dimension 2 left, but q_max = 1 reached.\n", "\n", " Link ($X^0$ -2) --> $X^2$ (5/6):\n", - " val = 0.058 | pval = 0.68327 \n", - " Subset 0: ($X^2$ -1) ($X^1$ -1) gives pval = 0.68327 / val = 0.058\n", + " val = -0.013 | pval = 0.91292 \n", + " Subset 0: ($X^2$ -1) ($X^1$ -1) gives pval = 0.91292 / val = -0.013\n", " Non-significance detected.\n", "\n", " Link ($X^0$ -1) --> $X^2$ (6/6):\n", - " val = -0.117 | pval = 0.40937 \n", - " Subset 0: ($X^2$ -1) ($X^1$ -1) gives pval = 0.40937 / val = -0.117\n", + " val = -0.150 | pval = 0.20014 \n", + " Subset 0: ($X^2$ -1) ($X^1$ -1) gives pval = 0.20014 / val = -0.150\n", " Non-significance detected.\n", "\n", " Sorting parents in decreasing order with \n", @@ -481,9 +481,9 @@ "Updating parents:\n", "\n", " Variable $X^2$ has 3 link(s):\n", - " ($X^2$ -1): max_pval = 0.00000, min_val = 0.876\n", - " ($X^1$ -1): max_pval = 0.00000, min_val = 0.780\n", - " ($X^2$ -2): max_pval = 0.02418, min_val = 0.325\n", + " ($X^2$ -1): max_pval = 0.00000, min_val = 0.872\n", + " ($X^1$ -1): max_pval = 0.00000, min_val = 0.782\n", + " ($X^2$ -2): max_pval = 0.00463, min_val = 0.342\n", "\n", "Algorithm converged for variable $X^2$\n", "\n", @@ -497,9 +497,9 @@ " ($X^0$ -1): max_pval = 0.00000, min_val = 0.654\n", "\n", " Variable $X^2$ has 3 link(s):\n", - " ($X^2$ -1): max_pval = 0.00000, min_val = 0.876\n", - " ($X^1$ -1): max_pval = 0.00000, min_val = 0.780\n", - " ($X^2$ -2): max_pval = 0.02418, min_val = 0.325\n", + " ($X^2$ -1): max_pval = 0.00000, min_val = 0.872\n", + " ($X^1$ -1): max_pval = 0.00000, min_val = 0.795\n", + " ($X^2$ -2): max_pval = 0.00463, min_val = 0.342\n", "\n", "##\n", "## Step 2: MCI algorithm\n", @@ -541,17 +541,17 @@ " link ($X^2$ 0) --> $X^0$ (6/8):\n", " with conds_y = [ ($X^0$ -1) ]\n", " with conds_x = [ ($X^2$ -1) ($X^1$ -1) ($X^2$ -2) ]\n", - " val = -0.095 | pval = 0.52961 \n", + " val = -0.068 | pval = 0.59118 \n", "\n", " link ($X^2$ -1) --> $X^0$ (7/8):\n", " with conds_y = [ ($X^0$ -1) ]\n", " with conds_x = [ ($X^2$ -2) ($X^1$ -2) ($X^2$ -3) ]\n", - " val = -0.290 | pval = 0.04768 \n", + " val = -0.118 | pval = 0.34583 \n", "\n", " link ($X^2$ -2) --> $X^0$ (8/8):\n", " with conds_y = [ ($X^0$ -1) ]\n", " with conds_x = [ ($X^2$ -3) ($X^1$ -3) ($X^2$ -4) ]\n", - " val = -0.159 | pval = 0.28136 \n", + " val = 0.007 | pval = 0.95741 \n", "\n", " link ($X^0$ 0) --> $X^1$ (1/8):\n", " with conds_y = [ ($X^1$ -1) ($X^0$ -1) ]\n", @@ -581,57 +581,57 @@ " link ($X^2$ 0) --> $X^1$ (6/8):\n", " with conds_y = [ ($X^1$ -1) ($X^0$ -1) ]\n", " with conds_x = [ ($X^2$ -1) ($X^1$ -1) ($X^2$ -2) ]\n", - " val = 0.271 | pval = 0.06901 \n", + " val = 0.057 | pval = 0.65168 \n", "\n", " link ($X^2$ -1) --> $X^1$ (7/8):\n", " with conds_y = [ ($X^1$ -1) ($X^0$ -1) ]\n", " with conds_x = [ ($X^2$ -2) ($X^1$ -2) ($X^2$ -3) ]\n", - " val = -0.196 | pval = 0.19147 \n", + " val = -0.250 | pval = 0.04498 \n", "\n", " link ($X^2$ -2) --> $X^1$ (8/8):\n", " with conds_y = [ ($X^1$ -1) ($X^0$ -1) ]\n", " with conds_x = [ ($X^2$ -3) ($X^1$ -3) ($X^2$ -4) ]\n", - " val = 0.125 | pval = 0.40264 \n", + " val = 0.057 | pval = 0.64695 \n", "\n", " link ($X^0$ 0) --> $X^2$ (1/8):\n", " with conds_y = [ ($X^2$ -1) ($X^1$ -1) ($X^2$ -2) ]\n", " with conds_x = [ ($X^0$ -1) ]\n", - " val = -0.095 | pval = 0.52961 [cached]\n", + " val = -0.068 | pval = 0.59118 [cached]\n", "\n", " link ($X^0$ -1) --> $X^2$ (2/8):\n", " with conds_y = [ ($X^2$ -1) ($X^1$ -1) ($X^2$ -2) ]\n", " with conds_x = [ ($X^0$ -2) ]\n", - " val = -0.204 | pval = 0.17336 \n", + " val = -0.135 | pval = 0.28206 \n", "\n", " link ($X^0$ -2) --> $X^2$ (3/8):\n", " with conds_y = [ ($X^2$ -1) ($X^1$ -1) ($X^2$ -2) ]\n", " with conds_x = [ ($X^0$ -3) ]\n", - " val = -0.190 | pval = 0.20652 \n", + " val = -0.188 | pval = 0.13451 \n", "\n", " link ($X^1$ 0) --> $X^2$ (4/8):\n", " with conds_y = [ ($X^2$ -1) ($X^1$ -1) ($X^2$ -2) ]\n", " with conds_x = [ ($X^1$ -1) ($X^0$ -1) ]\n", - " val = 0.271 | pval = 0.06901 [cached]\n", + " val = 0.057 | pval = 0.65168 [cached]\n", "\n", " link ($X^1$ -1) --> $X^2$ (5/8):\n", " with conds_y = [ ($X^2$ -1) ($X^2$ -2) ]\n", " with conds_x = [ ($X^1$ -2) ($X^0$ -2) ]\n", - " val = 0.668 | pval = 0.00000 \n", + " val = 0.731 | pval = 0.00000 \n", "\n", " link ($X^1$ -2) --> $X^2$ (6/8):\n", " with conds_y = [ ($X^2$ -1) ($X^1$ -1) ($X^2$ -2) ]\n", " with conds_x = [ ($X^1$ -3) ($X^0$ -3) ]\n", - " val = 0.153 | pval = 0.31517 \n", + " val = 0.152 | pval = 0.23139 \n", "\n", " link ($X^2$ -1) --> $X^2$ (7/8):\n", " with conds_y = [ ($X^1$ -1) ($X^2$ -2) ]\n", " with conds_x = [ ($X^2$ -2) ($X^1$ -2) ($X^2$ -3) ]\n", - " val = 0.445 | pval = 0.00312 \n", + " val = 0.415 | pval = 0.00108 \n", "\n", " link ($X^2$ -2) --> $X^2$ (8/8):\n", " with conds_y = [ ($X^2$ -1) ($X^1$ -1) ]\n", " with conds_x = [ ($X^2$ -3) ($X^1$ -3) ($X^2$ -4) ]\n", - " val = 0.303 | pval = 0.06800 \n", + " val = 0.238 | pval = 0.08553 \n", "\n", "## Significant links at alpha = 0.01:\n", "\n", @@ -643,8 +643,8 @@ " ($X^1$ -1): pval = 0.00000 | val = 0.560\n", "\n", " Variable $X^2$ has 2 link(s):\n", - " ($X^1$ -1): pval = 0.00000 | val = 0.668\n", - " ($X^2$ -1): pval = 0.00312 | val = 0.445\n" + " ($X^1$ -1): pval = 0.00000 | val = 0.731\n", + " ($X^2$ -1): pval = 0.00108 | val = 0.415\n" ] } ], @@ -714,7 +714,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -757,7 +757,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -773,12 +773,12 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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+ "image/png": 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\n", 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" ] @@ -797,12 +797,12 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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" ] @@ -821,12 +821,12 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", "text/plain": [ "
" ] diff --git a/tutorials/tigramite_tutorial_pcmci_fullci.ipynb b/tutorials/tigramite_tutorial_pcmci_fullci.ipynb index 2be43251..e34a901d 100644 --- a/tutorials/tigramite_tutorial_pcmci_fullci.ipynb +++ b/tutorials/tigramite_tutorial_pcmci_fullci.ipynb @@ -368,9 +368,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python (py37)", + "display_name": "Python 3 (ipykernel)", "language": "python", - "name": "py37" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -382,7 +382,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.11" + "version": "3.9.7" } }, "nbformat": 4, diff --git a/tutorials/tigramite_tutorial_pcmciplus.ipynb b/tutorials/tigramite_tutorial_pcmciplus.ipynb index 5f327820..561aaa18 100644 --- a/tutorials/tigramite_tutorial_pcmciplus.ipynb +++ b/tutorials/tigramite_tutorial_pcmciplus.ipynb @@ -25,16 +25,7 @@ "cell_type": "code", "execution_count": 1, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/rung_ja/anaconda3/envs/py37/lib/python3.7/site-packages/tigramite-4.3.1.1-py3.7.egg/tigramite/independence_tests/gpdc_torch.py:18: UserWarning: cannot import name '_fft' from 'torch._C' (/home/rung_ja/anaconda3/envs/py37/lib/python3.7/site-packages/torch/_C.cpython-37m-x86_64-linux-gnu.so)\n", - " warnings.warn(str(e))\n" - ] - } - ], + "outputs": [], "source": [ "# Imports\n", "import numpy as np\n", @@ -224,7 +215,7 @@ "outputs": [ { "data": { - "image/png": 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2isaNIXh5WY+nd9ZDnhnEMs+Ucq6GmbLyLPnM7MsqGOwMNwSU3isLWY915sI2mNztMDMgZEaGAYV4Zoan4nVDyoTMuLgyzp0Q+5bRNp0yA+BTuJFwCbkBZU28u5H/Lm+uFAYhhBDbI9G5VzTmDyb3aEuFkG1nvc/DcV0t60VeGfsmks+xk/12tthA74frsXuSN+RW4MMknw8ppQXd99ZtiTTYH9dZR5Dr2GPxd1qH6ztFT9rVuF41HNcnsiGN88k7mYpzUmXrCbgHn+B4Ft4WyfT4omdi5t23SjrGzoOZ9dlevFq6bMCA570ffg18A/gC8HrgA3iD4CsppW92+SG1xeN04Kt4Qb0qpfSZKueWGjCmAB8jt0KVhswgkbkJr8EFxUZckDyCNzhWxbGsIZgZKxZXctPfESkMNcgmgBuFN5izMd/FMBIXqi1xzXLaeiSsjXOySeaymbxnE41W8h7qzPVoYWG5HM8TFuvLd6ZvIXqfMPhkykdf3PDQY2MvhRBCCNGW0FWn4n9lOQwfongobjR4FNfrnygsZ3ZUf4xOo71wfXcUuTFhKm64OJ7crX8ZeQfGvNjuh7dDss6ObOjxalynnUud56YSotGpiwEDnp/U807ccvckbsi4pl6T+pjZ5cBFeC8+wEdSSn+JY5cBb4lnvzul9Lca7tfhISSFXvU+jeIpsaMRQ1tG4Fb2bH0AuSfH0u3FOiiEEEIIIbYfQtfP/sCVhWmxnIh3nD2Ney6Ukg23WIl32O2Oz0f1HN7ptpjc22EW/rvNmxphLkEhtifqMYRkLPA+fHLMu8hnuD87pbSo2rUdfM7lwOqU0pdK9u8L/Bwf0zUBuB7Ys71G7s7yFxIhhBBCCCFE1whvyt1w74nmMqf0IZ+7aj5upHgwpbS6p+IoxM5AucLXUWYAfwROTCndG5bLLwN3mtmZKaVH6vCMapwF/CLGaM00s6dwY8bt3fxcIYQQQgghxE5AtDWySbKFEL1EU/untMuBKaXXppTuBUjO+4DPAzeb2al1eEbGpWb2gJldZWbDY1/mzpUxO/Ztg5ldbGbTzWw6PqZMCCGEEEIIIYQQ2wF1mwOj7M3NTgJ+llIaU+P515P/AqjIR/Hf92R/h/g0MD6ldKGZfQO4PaX0k7jH94C/pJR+XY93EEIIIYQQQgghRO9TjyEkFUkpXW9mx3bg/JNqOc/MvgP8KTZn479JypiEz8grhBBCCCGEEEKIHYR6DCGpSkrp8Xrcx8zGFzZfATwU638AXmNmfc1sKj5T8L/r8UwhhBBCCCGEEEI0Bt3qgVFnvmBmB+NDSGYBlwCklB42s18CjwCbgXfqN5tCCCGEEEIIIcSORbfOgSGEEEIIIYQQQghRD7p9CIkQQgghhBBCCCFEV5EBQwghhBBCCCGEEA2PDBhCCCGEEEIIIYRoeGTAEEIIIYQQQgghRMMjA4YQQgghhBBCCCEaHhkwhBBCCCGEEEII0fDIgCGEEEIIIYQQQoiGRwYMIYQQQgghhBBCNDwyYAghhBBCCCGEEKLhkQFDCCGEEEIIIYQQDY8MGEIIIYQQQgghhGh4tisDhplNNrMbzexRM3vYzN4T+0eY2XVm9mQsh/d2XIUQQgghhBBCCFE/LKXU23GoGTMbD4xPKd1jZoOBu4GzgTcBS1NKV5jZh4HhKaUP9V5MhRBCCCGEEEIIUU+2Kw+MlNK8lNI9sb4KeBSYCJwF/DBO+yFu1BBCCCGEEEIIIcQOwnblgVHEzKYA/wT2B55NKQ0rHFuWUtIwEiGEEEIIIYQQYgdhu/LAyDCzQcCvgfemlFZ24LqLzWx6hIe6L4ZCCCGEEEIIIYSoJ9udAcPMWnDjxU9TSr+J3QtifoxsnoyF5a5NKV2ZUjo8pXQ4sL5HIiyEEEIIIYQQQoguU1cDhpm9oZ73K3N/A74HPJpS+nLh0B+AN8b6G4Hfd2c8hBBCCCF2BMwZ3NvxEEIIIWqhU3NgmNm+5XYDV6aUjulyrCo/90XALcCDwNbY/RHgTuCXwN7AMGBBxOWKKveaHp4YQgghhBAdwsyagEnAnsCuwGZgIzAYaAH+BdwPJGAgrp8MAOaklNb0QpSzjqDdgENLwmBcl/o58AjwbMRzk5mNBA4CXgQcADwFPAAsAdYAfYFm4GlgZkppSxfiNyiltLqz128vmNlkYDjQP4IB96SUVvRqxIQQYjugswaMlcA1uMAtcnJKaVI9ItZRzKwP8ARwMjAbuAt4bUrpkQrnN4wBw8yaUkpb2z9TCCHKY2Z9U0obOnltE7APMAFvyCwEFsf68EIYhnvu/QP4t+TW9ouZDQFWN+o3NLO+wF7AvhGm4XlwaIQBwApgDvBb4JqU0rIYZvpC4ChgLvAk3uBeCowDpuAdIOtwXWE1cATwAmAsMDrCIGAW8AzQDxhSEkbghoDluO7xDNAHN1ysitd4Mf6ntL64YWN5PHdixP0BvENmCV7e/gU8nEIxC2NDUzmDQBwbjZfbfXADynK87GZhLrAo0mt34A3Aq3Gjwz34r+jvibAEOAN4JTA17jc20qc54nkbbpDZA9gvvsdAfEju1tg/JtL8EfxPcbNi36jY91h8g93jmq1xbBfgaFwGLY3n3Bf3aIpwP3BfSmlTaXo0GmbWHzgOOBZoxd9zSSxfjafvAjw/rMPzzkHATDxvD8Hz1X3AjAi3pJSW9eR7iJ7BzFpTSht7Ox47AlEHjAPmppS2RPtwb1xO7o7Lw1a8fD2Ay8oVwCbcCL0llltTmUaymY3B5d+/e8sQLTpvwLgTOD2ltKRk/59TSmfUK3IdjNPRwOUppVNj+zKAlNLnKpzf4waMKESnAGfilddkvNIeDMzDlaybgNuBZbjSdHyc8zvg79tDxb0jYGYD8D/cbMWV0aeV9qIniIbJwcAhwA0ppWdi31TgPFwhnh+hGVf+X4w3plbhSvGACOvxBsyvcBnShPf2rcN7hfcEjgReg+f1WXGPrMGxEpdFy/DG0bJ45mlxzi3AjcDVKaWycw/1FGY2FHgJ3gi4F/hXSmlRb8apK0R9sWeEjbhStQuumC3DG7zr8e91T0ppeTv3Gwa8PMLReOOzBVfeniBvcGZhXqEh3YQ3VAdFaI3QgueHDRGPZ3DF7yjgVOBAvJ7LFMX78Ybw3KLhJOauOhQ4DM/3++J15NMRr0fiHktwRXMFnoezhvlr8MY3eD5+FLgVb4BPi9APz88zyT0iJsXyAbxxPgcvL4vxRv6UiMfauLYYlgMz4pfu7aX7uqJxMdJzAl7O98MNg+Pwsj0m3qFvhC14o/+BeOfmeJ+98U6k7HvNwhu9Y3DDxrh4xuhIr7m4p+oPU0rPVotzIZ4teD5ZVE6Rr3DNIHLD0z54Gs7HjRL7R7xn4kaOFO+zCE/7u/DvPBEvxwfF+ZviXQ/Dv/dTcf1aPL9tjvW7cCPQXHJPmF3x/L43cC1wA/7dj4p4jgcexr1P7m3Pe6S0wylk8wDcoLUH7qFyKv4t78eNvatxA8VIPL/9Hri+9Flm1g/PD6si7B1pMDXWjwYej3efE++4HpfDt0lH2X4ws4F4vX0S3vG6L/AX4Gu4sWpZezK9nfv3x+vwkRFGRBiGl7nNwEO4gWw4XrfsisuMjREm4HlvKi5L7wVuxvNephcsweVghzpPotwcD5yLl495tDVU3oXXMePxMnBYhH1wHecpvO5ai8uVA3C5uQGXgcvwuuoJvFwuwMv5jDi2BS//B0T6DMXrsz6RPn0iLptx+bk87t8flyvZfX+BT2Pwz5TS2o6kQSMT32cSni+md7ZzrDvprAFjCLCmK26C9cbMzgVOSym9NbYvAI5KKV1a4fy6GDDMbDi5++VEvNKaBjyHV9Iz8QL2ArxSmw9cjVdAz8Z5K3BBsQ+ugB+OKyJb8V/FzsUL+cF4IZ8B/Aa4Di9gI/BKbwwuYO4jN4C8OK4DrxDvxpXdLhe0yOBZz9RQXCA8Xew9qlXpKXPvfriCMQQXYutxAfJY0XAWCtbuuLK5Eu9R3FKI3yG40FuMC8ld8EI5BP9mg/E0fAr/NpNxgXZM7EvxbhNxJfJfuCLZGu++sRA240JvHa5MPGtmoyJ+w+JZmVLaGvv2xxueLXGPrKfwMFw4LsQrizm4Mv8P4O6wKrebvvH8/XABPSjSKBPGy8mtzlMiXVri0lXkAn63iHMTXlnNwfPlDFypHI4rycML562INJ+TUtpcLY5l4tyEf58BwMKU0mYzG4ErcMWwS8R9A54/VuJ5/ym8Ih6CT/h7dwUr+oCI7+b2GiFdIZ6zK55GKyO+2fbcCIYrCC8HzsbT/h7gBPxbjMblyG+A6/HvOQ5//+V44+shXBZkvaZr8Tw6BTgfV5LW4/mzP55Xn8Tz86+A+ztSXs1sF9yl/LSI9314nh4bp2zEe7hn4Q3bNqGcDAojxJHxvgPwMvlchLV4T/lhuLwcF88aF2Ew3mi9F5d5R5E3Zv+KG1qGRRotwxtNi/A8tjqe3yfuaXh5Xhrrh+MK5uN4D/CqggJ2Pi5/lkRYhMv2ufj3acXL8l4R9oj4j4x3WoQ3QO7A8+Mk3NB9LC7vH8cVqua47/x4j1Fx/nBczs0mb3i3kMsU8DwwDm+8/SaeNzPuOZ62Dc59Yn0guUzrH3FdHfffQC73tpDXAxNj3yzgz/EtnsONMFmDdP+I/8L4PgMijTNvgPvwvPxkR3ok43v0B5pL/06WHauQ51oaqeEXsi7habwB/0b743K8L55mT+H5ul3DQlfq4UakYCDZg3zoSjOe/14QYQyehpvwcvFvPM1ejuftVXhH0aN4edof99oZF/v74vV+Zqjqg9ef03AdYV0cyxozG+K8GXHP63EDRV29JcIr6Qi8PE8svPdLIk0ewxtW6yNO9+OGmYc7Wg93J1HHj0kpza9wfE9cd92Iy9Ss3jD8fY/A9e7++De+JqV0d3bvRvAqi1760/E6fCsuO1fF+jF4nXIPrsdfjzeuzwcuxOu/UcDPgI/i6bAbLmf7lISBeJ4/ApfFG3H9aDJeH2T10lJyA/BmvF46GDcyF9N4Lp6v+sX6TFyeL4o4vwivI4fjdeloXBebE9cNwOupJ3CjwfLYN4zce24oXs8tB36M64zjI/6ZofIwvM5ZgBu9M4+xR+KZu8dyMF7m7sPLfD/c+L4hjMf7Ak+klBZX/lrliXqjJeI7LHZvAp5NKW2NYWCvx3WgQ/GydkO8+yxcp+pwuYt2zSBgRTynGZdp82PbgNH17jQKo9o0fC7JN+AyZAEua67G5ePh+LdvxnWW6/H02QXXJ++O2w2OdxiA58MFeL6ZiOePx/BvnXlSZh0y/YBXRMg6WU4q1xnVKQNGyQtPTCnN6dJN6oCZnQecWmLAODKl9K7CORcDF8fmqJTSlDL36YN/wOPwD3IzntCH4Rl0N/KGwzC8cNxLrhDfFudPIrdcDsQr0BsrDWmp8R0HxbMPAF6FC8HMLfVhXAgdilfGQyOOt+OWzM14Zjgijj+GK/u/wTPhnrjAWxTXHRrnHhnvvBRXOBfFMzNXrETeKO6PC+cHIl0m4Rn1QVwQ/yGz4kWBPBx4B174N+AZ+O643+txwbk4ntcXF5b74MrDQ3HeCRG3vnjFNhBXsJfiAnoN/k2G4QUqawytIO/lSPg3HxfHHgf+UbR+RyP0wEjzffCCth4vXMXeyC0Rj2MjTgkv1MvwCixTLDZG/B+J49k7TsMrrnsjHqPxAj8RV1BOjGWfeNbj5D2TG/CG0VhcKIyKuDwY321tpEEmjLNlK15xPRf3yJSElrj/jLgWPA9NjXQfFOm9Ku6/LN4vxfWjcaG7IO5L4TsQ5yVyC/c68qEKa+Jew+LZTXgl9VjE6TFyl+2+uNAbgefb3fHKYyPeM9uE56O1hXvtF/FbF++5Or7FHXhZnR3vM5DcZXxQpM2Wwvtujfc5Eleon8INTX3x8vQKXHY8Rz4kox9eLhaSN8S3Rhr8FXeHfyillKKcTMMr5OU0KGHUfiGeLvPx9+mHp8Gu5D3Z2fpk/BsXy2Ez/l3uxhvu63ClZjIuSwaQK+Szyb1QsrC4qCxEJT8KbzS/LOK3GJcNmdFtNF5e1sX+zLV/C7mRcQueNx7Cy97+uLK2Gv+e38Tz8ch43piI83jynq4Z5GU16z1dgsvMCbgh5HByhe0fuPdNTQ2gUHj2jvcahOf9zHjShJeHWR3pRYn6pinebU0tjYLIr0NLvTPLnNcPT6cmvJwv2JEa2aJ3KXSurC/NVzGfx9IKRu2JuOFzNV4/D8FlwCa8bD6F1zv98fpzDbCqEYwD0Zm2D15ftOLy8hD8fSbhsnMGrldNx/WCCeSNz3m4HngI3rCdhr/vw3i91w9Pg2W4HHuMfOjQVrwe3T+uPzTu9Qxeby/H0zCbL+boiOOjuG64Dy6fW/A6txlvCBouV6fiMnUr+fCnu/B6YxhwQawPjne6J65/gJC73enqH/kt8xQ4HDdc7IMbJ67D64Ci99q/8R77inO9xPf8JPBWXAbPwOupLSVhA54Wt8el/fDv80RP5cswrE0h70zaFf/Oo/Fyspa84yzzoFuMG6l3CLlvPgny8bhuPJW8o+JmPF/ugsuT/nh+2EA+1K8/+RDd4fg3XBPLxXgZWEXMk0M+fO9W4GO4oaRi3R7f51i8PD+LtyPeUIjjQHLj2HN4h9Z3Ukqz4vppeJtzFp7XMmPCcfHOi+O6vXHZsYVcr1uP60Vjcd1mLp4/9ib3nBuK55XWuO/f8LmY5uBy45FynQz1MGDMBs7KrJ+9RVeHkJjZPvi8HrvhyvAt+Ic+Hhfkd+MfLuupb8aFyR0ppYb7JWsIVCundIbyeAhe0M7FG+ZP4plzNJ6R78OF7F1xbBi5wt+PcGMs9mjFM7OevIfx9NsFr0DfhFdQy/EMORYXyN/DLXtZBXA4rtj+JKX0ZIX3mkTuVfCPlNK8wvGs93547JrVGwIy4jkSWFLv54cw2ow3kvfGhdBwXAjOxRWRtXhaz+yO3oh4vxHAymq9lxHX8bhgsohTZjSyCC3kgn0Z7jq5Ka5vjWOdSseI557kHh0D45mPEHmjoHwcgOfRQ2N7OLkiuxKvUDJFbVS8P7gcuBtXGnbHK/J1uJD/E94QbTj3u94kyukoci+owfh3uSultK7CNX26w+uvUFZH4j0r6wrHmoDWooyPRvreeB65sREaL0IIUYnwbDsUb1jtTt6RNQfX08bjxtsncd3v3ljfA2+IZw2uAbic3JvcUJK5/WfebtmcKk/g+t/e5J60c3C97w5cjz4dn3PlQdyrc00866kOegP2iXdaGPc9Ctfd9yXXkebjXnjX4fX/053xvDSzsbh3yNF4uo3D0xLyeVv+BtzcEQ+yKs8bTI0GZNFYhEH0OLxz5BnyjrrMq3FMhMwwuDyWq0M3zQz9C8KjZCLeIZa1r94KfABvE23Cy9wMvB27D16GH8UNFjNww8FAvJPtSjyvziXvMFy1PRmU6mHAOB8fs3VJSumakmMvBz6UuvHPJIVnNeMf70TysZSvSyk9XOH8UgPGAFzIzehOS20jYmbNPaGEx5i84XhFNrcewl0IIYQQQohyFDyrT8KH20zDG3lr8IblKtxA0w9v4A0g90B9GG9wjsI7OMbiPd+34b3OC3CDyLztqfEndhyiE2Yw+dC6zONzT7xj7saU0sw4byw7iMdjlw0Y8Lz3w6+BbwBfwN3/P4ALgK+klL7Z5YfUFo/Tga/iwuaqlNJnqpzbMH8hEUIIIYQQQnQ/hcbcrvjQjr54L/Qacm/LbD6gTXjP+L+BB7rDE1AI0THqYsAAMLP98LHJW3C3lS/gE+vUxe3JzL6Ij2PeiFuX3pyNCY/hIm+JZ787pfS3Gu4nA4YQQgghhBBCCLGd0NTVG5jZWDO7gviNU4QNuMtKPcdsXQfsn1I6EB8qclk8f198or798MkgvxnuYkIIIYQQQgghhNhB6LIBg3xikBNjAs0zcDerO8O4UBdSSn8vzNNwBz5pCcBZwC9SShtSSjPxSTaPrNdzhRBCCCGEEEII0fs01+EeB6aUns42YmKQ95nZY8DNZvb6WoZ0dJAL8T9XgM+cfEfh2OzYtw0lv1HtV+c4CSGEEEIIIYQQopvosgGjaLwo2f9tM5uB/+N5TC33MrPr8V8SlfLRlNLv45yP4r9Z+ml2WbnHV4jTlfivY4QQQgghhBBCCLEdUQ8PjIqklK43s2M7cP5J1Y6b2RuBM/HhKpmRYjYwuXDaJPy/tkIIIYQQQgghhNhBqNtfSLobMzsN+DJwXEppUWH/friXx5HABOAGYJp+cySEEEIIIYQQQuw4dKsHRp35Ov6f5uv8983ckVJ6W0rpYTP7JfAIPrTknTJeCCGEEEIIIYQQOxbbjQeGEEIIIYQQQgghdl7q8RtVIYQQQgghhBBCiG5FBgwhhBBCCCGEEEI0PDJgCCGEEEIIIYQQouGRAUMIIYQQQgghhBANjwwYQgghhBBCCCGEaHhkwBBCCCGEEEIIIUTDIwOGEEIIIYQQQgghGh4ZMIQQQgghhBBCCNHwyIAhhBBCCCGEEEKIhkcGDCGEEEIIIYQQQjQ8MmAIIYQQQgghhBCi4ZEBQwghhBBCCCGEEA2PDBhCCCGEEEIIIYRoeGTAEEIIIYQQQgghRMPT3NsR2NExs77AUGAAMDCWWegHWHZq4bIEbCgJ6yvtSylt6fYX6WHMrAnog+fRPiWhdF9miEtlwtYK+6uFLXj6bkwppe59U7EzYGZGnlebgb54+e9bsl7c1xrnW4WQyYn1VcLaCJuUl4UQQojGJPTeVqAF1xO2AJsibFEdLkSO7UjlwcxOA/4Hbyh8N6V0RZVzr00pnVbjffvgRogRhTA8QnvrrcAKYE2ErEGxBm98bC08KvsYmRArNmaKoXR/0eBRaujYBGxuZ7klnpkFK9muFCqdV2pwqNUQUdxHxGtzLLdU2N5SSMNKDb1qjcByoU+kazOwsZCm60vWS5cdObYp7r2pZH1jvGNmTKFk2d6+7fGaLM2bC8vOrFcLtZ7XkWtbgP4RBhTW+7FtvjY8n2Z5uFxZXV+yvonqBjgjlxPlQhangZHea0vCunjWxgphA7AcWFZm+XzYEQ2oQgghREcws2ZgDDABGB9hHDAMGFIIQwvrg2nbYZHVv5vJ9YwWvL5/3phBrk90dbkFb4+s7kBYBayMsF6GFdEb7DAGjDAyPAGcDMwG7gJem1J6pML501NKhxe2dwE+RFsDRbY+BC+oS8kV96Uly9L92fqa7i7cITQrGTsyAVgUhKX7+uDCLGssba0htHdee0aHqvtSSkXDTq8Q1vByPeSlveWV9lU7ln2L1pJlsbKiZNnevu31Gsi//eZOrGe9FJvLhC0V9rcXar1uXYS1hfX1lDGy9WYlb2YttPX+ykKW98qF/rjiNYzcMDussMxk4zJgEbA4losK28vKhZTSum58XSGEEKIuRPsiM0xkxoly66NwvX8OMA+YC8zH672VFcIq8o6Eil4WoY9m+mHWUVi6LLevvXObcV1gUJUwsLA+OEJmgGkp8z5raNtpW+t2m/WU0ubKX0Xs7FQcQhIF9iy8MfqnLCOZ2XkppV/1UPw6wpHAUymlpwHM7Bd4/MsaMMqwHngUFz6lYUUj9zLGt8kso6JOhBEla5QKsd2SUtqEe4KtqOd9w3g6EhiNK2/F5e7kho82wUfUbOPRsZz2PZkyRQ865lVVLXTlXm2So4PbsK2xt+hVVm5/6fFSQ17pvsyra2OF9U2NXLcJIUR3EG2c4Xj9NQKvtzKviVLjxGhgCblRYm6s31NYnwss6K5Gd+ijmYdmw2BmrbQ1ahSHzGch2x6Kp2m5Y6X7BpjZZnKjxtqS9dJlcT0zpBSX2fqqlFKmQ4guEEOji8avrEO8lpB5Nxc99yt5+/8ypbS29PnV5sD4ETATV4I+bGavTyk9BbwdaEQDxkTgucL2bOCoWi9OKS0Evl7vSAkhxI5KKGsLItSMmfVjW8PGULb1WOqHK5fFfa3Z4+sYunK/NknSge1seFtpxV5pGF6l480ly+KQp6KnV2u5dTNLVDZwdMd6Pe6h8eBCiKwRNQg3RGTGiJFVtrN9mWf1kkLIDBH3AX8hN04siE4AUUIYA7L0qxvxXfuSe4sObGeZrY+irUGl6C0yGBgShpGicWN5Iawo2S4NK4CV25vhP9KzP54GRe+a0u1y+yptD8A7eFfjxqNseFNHQrmhTaXh97hhqg3VDBgTUkrnx4v/EPi+mV1eY1r1BuV6t9ooOGZ2MXBxbI7q9hgJIYTYhpTSelwxnNfbcdmZKUwuWzqcrZb1Ws4dgA83qvd9m8wsM2ZsIB+XXQwrO7hvTSMMXRRiZyfk0ghyT4hiGI/r70VjRNaIXkpbg8RS4BncU6L0+PLtrRG6MxEG6swjc2m97ht5qx/bzkkyLEK2PrWwb1jJ8cFmtprcoJENm8k84deULFfjDfDN1DYsv9rQ/5aIf/8qoZzhYSB5XZnVl+XWs+2F7RxfjQ/z6bUyVM2A0dfM+qaUNqSUZprZy4CfA/v3UNw6ymxgcmF7Em49fZ6U0pXAleBzYPRc1IQQQojGIpTE4nwu2wUl48H7kStrWS9baQ/cSGBKleODgf5mtpbKho4sVFL+SvetUQNJiLZE2R2D6+uTyiwn4UaKteTDNbLwKHAjPsdSZoxYGgZxIdol6rxsaHiHPEczYvjRYHKjRnGekNLluMJ2LT9HaKLt32c2l1lfH/Ffgc+xsq4klDM6rN7R6qOKk3ia2QuAWSml+YV9ffCJMX/SQ/GrmRiL/QRwIj6Bzl3A61JKD1c4v80knkIIIYTYOQn9pjhJXTkjR7mercEV9g3EFc2igWM55ed+yeanWVmyvhrN8i8anOjVHow31sYBYyusj8Pnk1iBdzo+F2F2YTkbmKuJnoUQ1ajpLyRmNjGlNKcH4tMlzOx04Ku4S+xVKaXPVDlXBgwhhBBC1J3oaS6OOc5clUv/5pPN/zK0cE4WBuJeJtnM/KsL69nfj9oL69n2d+2lv0uutF1c3yRDSscojOMv/ctYcbuZ8r+2LDeh7zZ/2+rKNynEr9QFvZIBr3R/ZpwYG/Gbj/dqz6+yviCl1FATUQohtj9qNWDMBs5KKd3d/VHqGWTAEEIIIUQjE96l2ez8mYdHf8r/Frnc/v60nSMsG37TSt64Ll0vd6yZbQ0dxTHepeO/y+0vukFXWm4h/71j6QS1tfzivRhK/9KTjUEv96vzWkIt5xcNAENwg9EGcjfwjYX17L2LM/FXmrS3mBbFsJUyho0y+7aw7dj5vnFeqQt6rXPHFI0SaxBCiB6i2hwYRT4E/N3MLkkpXVM8YGYvBz6UUjqm7rETQgghhNhJiT/91P0XyB2lMO9IZtDoS1ujSnG9GEYV1ouT0ZWboC5rlGfGhmLYSv7nnlpCtb/0ZL9lbi+UnreqxnOf/21jd/6ysTAJb6lRo6XMvmbysfPrsrjuaOPihRA7BzUZMFJKPzWzp4Ffm9lewBeA1wMfwAXlV7ovikIIIYQQoreIP7RsiLCql6Mj2GYSXiGE2GloqvXElNLtwMnAZcBi4J3A5cBeKaVv1itCZna5mc0xs/sinF44dpmZPWVmj5vZqYX9h5nZg3Hsa2GVFkIIIYQQQgghxA5CTQYMMxtrZlcAtwC3RdgA3NhN/03/Skrp4Ah/iTjsC7wG2A84DfhmzBoO8C3gYmBahNO6IU5CCCGEEEIIIYToJWr1wJgB7AqcmFI6FTgD+DdwZxgWeoKzgF+klDaklGYCTwFHmtl4YEhK6fZwp/sRcHYPxUkIIYQQQgghhBA9QK0GjANTSq9NKd0LPu4upfQ+4PPAzcXhHHXiUjN7wMyuMrPhsW8i/p/ojNmxb2Ksl+7fBjO72Mymm9l0fDZmIYQQQgghhBBCbAfUOonn0xX2f9vMZgA/A8bU+lAzux7/d3QpH8WHg3wa//XUp4H/Bi6k7W/Ano9Clf3l4nslcGWt8RRCCCGEEEIIIURjUOtvVCuSUrrezI7t4DUn1XKemX0H+FNszgYmFw5PAubG/kll9gshhBBCCCGEEGIHoea/kFQjpfR4Pe4DEHNaZLwCeCjW/wC8xsz6mtlUfLLOf6eU5gGrzOwF8feRNwC/r1d8hBBCCCGEEEII0ft02QOjG/iCmR2MDwOZBVwCkFJ62Mx+CTyC//P6nSmlLXHN24EfAP2Bv0YQQgghhBBCCCHEDoL5jzuEEEIIIYQQQgghGpe6DCERQgghhBBCCCGE6E5kwBBCCCGEEEIIIUTDIwOGEEIIIYQQQgghGh4ZMIQQQgghhBBCCNHwyIAhhBBCCCGEEEKIhkcGDCGEEEIIIYQQQjQ8MmAIIYQQQgghhBCi4ZEBQwghhBBCCCGEEA2PDBhCCCGEEEIIIYRoeGTAEEIIIYQQQgghRMMjA4YQQgghhBBCCCEaHhkwhBBCCCGEEEII0fA093YEOoqZzQJWAVuAzSmlw81sBHA1MAWYBbwqpbSst+IohBBCCCGEEEKI+rK9emCckFI6OKV0eGx/GLghpTQNuCG2hRBCCCGEEEIIsYOwvRowSjkL+GGs/xA4u/eiIoQQQgghhBBCiHpjKaXejkOHMLOZwDIgAd9OKV1pZstTSsMK5yxLKQ0vc+3FwMWx2S+ltH9PxFkIIYQQYkfAzJqAgcBgYCSwH7BPrA8HRgCDgOXA4jJhSWF9WUppS8++gRBCiO2Z7dGAMSGlNNfMxgDXAe8C/lCLAaPkPtMLQ1CEEEIIIeqKmbUAo4ExJWECsC+wB9AP75R5Bp/Hay2wsSRswOf/WoMbD/rH9kp8PrN+QN9YXwEsjbA8rt9UJWyO6A7BjRBZGAWMAw4BDsSNE0Pi+evi2cuBR4FHgIV4B9MyYDUwNO5RGkYW1odS2dCxOI61xPv2q2HZUnj35kiTbP/GSNv5wNwIzwH3pZRWbvPxehEz64OnzWhgF2DXCGOAJ/E07xfnJPwbbsbfcTaejxam7U3JF0KIGuiUAcPMxgJvAR4G7gE+gleqX0wpLahrDKvH43K8krwIOD6lNM/MxgM3pZT2audaGTCEEEII0S5m1ow3glvxRuS4CmEksB6faHw3YCLucbCwJMwHHgMexxvVffCJyHfFG6atJaEf7vEwENe31uHGhCHkBo4N8dwhuBfECGBYXN9SJfQBtkY8lpB7SGTxvg+4P/atAlbVy2si0nU45Q0doyL+G/E0XVfDcnPh3TfH/g24oaYVT79xuAFpAp7mBxIN/njHO4BbgCdSSsvr8Z4l79yCGx42RhynAHsBhwGHAnviRos1+Dd4FjduPQMsinP3iuMr4rbN5IasyXHPAXFtlt9uB24Gnkwprar3ewkhRE/RWQPG9cCP8cr0ncDHcUv8e1JKZ9Q1hm2fOxBoSimtivXrgE8BJwJLUkpXmNmHgREppQ+2cy8ZMIQQQojtmBjOkDWAs8Z4H7whtyswCe+dN7wxNx83KuyCGxuG4POB9cEby0PwxnzWo90M7A6MxxvBG/EG4YK4Vxay7SXknhAzgVkppczDoSGJNGxq9Hh2F2bWSj4EZjzwQuAY/Lsncg+WzCukD24MWUPuBVO6XI0bThJuKJkKHIAPtxmOGx4yw9IzwBN4h+A9uGFrZkppYxffazCez0fhef7YCFMjbg9FmBlxeBY35CyQ54YQlTGzQXiZmoAPl+sfoQUvQ4/jsmK9ylL30FkDxk0ppeNj/Y6U0gti/YaU0on1jWKb5+4G/DY2m4GfpZQ+Y2YjgV8Ce+MKyALgypTSFVXuJQOGEEIIsZ0QPdfjcaPEXviE3SfjjbHFeENzS4QN+PCAZ3HPAvDG3HhgDt5gW4I3JLfgRovleOPTyHu0E/A08Kzmati5MDPDPSUyT5XRuDEgG3ozADd4DS6zHIwbKJqAeXg+fBA3GCzszbwU7zUK2B83qmTDU3bBvYYAHojwEK5TL0LGDbGdEnl+MO6ZNRwv1+Ay/kDc82kc3obcjHtzZYbpQbQdVjcBL9tz8LK9Ks5fi9clU/H6aThe/lfiw+oewb3ZZuLDvJ4DnkspZfWT6ACdNWDcllI6JtYPSindH+s3p5SOq3Mca41TH9yCfTKeMe4CXptSeqTC+TJgCCFEJwhlIGtE7oUbj3fDK+zMxX1lhDV4I7AFd70fSd5T3ow3BB7EleX5uKK8GB/DviGuXyqlufuIHviheINmDzzd15F7MzTjDfyn8EZM1nCzuEWqYdmKK3ZT8TzQH1f+5uMK4vAyYRh5A7Jf7FtIPsb/z8Afu8PNX4idkZDtY/FG3UG4x8goXHZPxcvt07gsmIHPx3E78HBKaWtvxFnsfESdNRrXQ/bB9ZDMA2I87h0xjNyoOAiv05bhukU29CrhRrrp+Jw4y/A6LxtqNhb3pipOPjwXWF6LTmJmfcnnFtofL1OZZ+DkWGZefZmn1xP4FA3r4zbP4OXsyUabq6c36awBYwywqPjxwgXv0JTSHXWMX0fidDRweUrp1Ni+DCCl9LkK58uAIYQQ7RCy/YXAi8kVhT3xXodsDP/juDK7hHySwawnclDcajNunFhCPvZ7C94wPQiv3MfgyvJovKekNe6xGa/QH8KNHXcBD6SUNoXCPQZ39+6LN6pX4L0ho2lrMGnCFZbF5MMAFvWG63zEuz/+flkDf388bTdF/NeS9+wU19fhaTiUvEepNJTuz4ZKZDTF8wfg32A1nsZP4gaLAfj3yYZStADTcOVrNW6c2kpuxGhvuRk3OszE038d3pOVKYjLKoQV5BNZ9sq3EkI4ZjYEl7V7xHJvfLjNSHz4y72F8IS8lnYcYr6ag3Dj1p54PbEF91xbHqf1xevj0bGdTRKchWw7kU9uvALXC5ppOylvf7xeXBVhJPncNePimXNxPeQxXPfYhBvFZ5N71GXz9jRc3VHw8hpLPofN3vgEz8243rIrnt7T8PfJPD/mlyxnR1iwM5S7Lv+FxMwmppTm1Ck+XYnHucBpKaW3xvYFwFEppUsL5xR/ozoqpTSlxyMqdlgKLmoT8F6LqXgjYSsuQJfhyvuz+K/jujS+teTZrfgY5vXtntxDxBjByXgltQEXvDMbKY47OuFyPxn3jpiCV5LDceVhLbnhAbyBmjVcJ+MK6uG4a+XjwA14A/dxXDHNejC6+x2yHsH98XJ1IHAUXqGvi3fZgje81+EN5uxPCZk3xybyoQV9yHsUx+JK0XJcgUp4mW2K+zTFNZnCALlSUTQGEOdn3grZhI/NZUIrrrAMi3itjmszI83jcZ/MuDCgwnorrvgVG/tL2dYAkO1bGe+SkeWBtfg4XfWeCiE6hZllf6sphnH431IyT7zHyYemPJZS2tA7sRWlRD07EvcI2I98SH7WCTESn2T2WXwYxGO4XpdNSJvpFZk3waLYLtZ9xTqxT+G8IeRDs9bRdlLejeReFJn3w1xg/s6Wf8LrZALuYTKefOLobHsi/v1G4mmbGWwW4/rL43h5zP4WtTzCMmBtex4lYcAaj+sezeSdTdlfnlpwA9Yk3OiSDbnLfq9d7Jh5XveIa/qT/9kq87DMhnj+sdwwm3oYMGYDZ6WU7u7SjbqImZ0HnFpiwDgypfSuCuc3tAdGTL40ES+4o3Fr3L64YBmDu+89Qy4M1uIVxBq8wTwJ74FbjWeQbFbzohU04ZkGfCzWM8WQUlrdza/ZEBR6cHfBGz19yce4bsQF7S7kM8Tvhgv3CbjwXY4XzpG4QJ+Pj3WbQT4J3CC8IE+Jew2N+y/HC2i55Rq8kdQPzwNjyV3ws1/mZbPTZw2teXjFMhsX8nNiOY988rGsIhkY8Zka7zSBvGGWLYuh0r6E57ONhXQYST5p3sKI5/B497m4IH0aN+ysIP994Ezcely2MWVm/SIdiOcPxvPwalz4DYt9FumbufwtTSltjcl/h9DLY5DrQeTbcbhc2Af/htnvBqeQ/wFhHp7Ws3CPg2Vxi0G4N8Vu5JMWbiKfO2Am7lZ5V0ppaQ+8UocI48wgPA8u6ewQkxh+mOXZhKdFttyKp+lEvOLeSm4Iyc4rsplte5u20LYXahOe51fsbAqYEGLnwcyG4nXTQLxe3oe8B38aLkMzPWsD+d9Sir3KC3EZ2pd8no7+uNyfg+s6/cmNwsNifRBtf8+7IvYPweu2R3CD8azt1XgbDdrmWjrDQvfJ2hGT8PpsQmE5Dtc55+Jp8yiuP63C9asVwN0ppSX1fxNRT6JDcxy5nj4S12H2Jp+seBj5MM3heLsg80pdEOuJtgaJccTEpHiZzP5StZ62babZuE6/gPyvVsvIO8iKoT/5n6Ky30JPjudlf9G6qNww0XoYMM4HvgZcklK6puTYy4EPZfNldCfb6xCSsGjtQT426ijgYFzgzyHvYXsUF7YP4xlmGvnYqS14RhgYIRPsS8j/F59ZMvuQW0GbyHsss99u7VoIa3BDyVxyy1q/OH9ePGNO3GN/vCFU6XdnxfXsV29Z2BhxXYcXkFGRPKUNiWzdCu86MN4ls9RljfqNZUJTvOd4vHIbEWm/B96weAYX1hvIe0pb4rnZ7NxZeCzSJfuP/TK8EVVTgyQanwPIK9tyy4Hkk9Flv97LBMJ62v46L3u/bPKgieQzJE8k/71fsTG1Nt55Jt7AnRPHsvTeUlivts8iPftm6YALuW0sutHonBJxnBrXDcPz29Q4Nhy3wq6IkP0uMGtkLsC/SYrz1pPPAr0c/4aZS/4I8m+0Hs//K2P7OfxbzqFtz7TRlk34959dSJ8tcb8s3bLfG2bPzyZwm5dS2kQXMLPheB7NDGxjgONwt90t5MrGDDwvrI/3yiYerJunjxBCCNFVwnCc9dpmHTGjyXuWs17lMeQdEpkelvXGZnrOWrbtBFpD3rM/GtczVuD1827kHYIj8Q6Vh/Bf594IzOitOZfC0HAEPmzzhbgX5CBcJ10aYSj+Tq3kHr7zyBuWm2N/NiRhAq6TPIa3IZ6N8+cWlvNTSut64h1F4xFzdWReqeNoOwQom/R6diPpk102YMDzxoNfA98AvgC8HvgALpi+klL6Zpcf0n4cmvGJT07EE/su4HUppYcrnN/GgGFmk4H3knsxlAtLgac6M2NsCOtheINqd+A04Hi8ITcHF54PAP8G7saFSa9NWldw285+H5cZJtbjlUk2E/xEvFH1IG7sKB3DVlxm633JJ4frE9sj8AZ9Nokf5C7c2TJbh7bfZQteCWWN1I3klWIxQO6ZsAqv6GbgE+M0XA/zzkoI0qHkvSX9caPDUtwg0GHPiZAPA/BxkCk8OTKjyQS2NVoUy17W8zOR3PDXJ+6Xea6sxJWoobiisBoX/KPwPJ3NOr2lcO+sZ39UnL+W3OCYVRJT47wZ5Aa2ZcCtwD9TSvM7mhZCCCGEeH5Oj73xDsTjIgzCdfLMcyP7i8SDuH4+qwsef/3I//6SzVOU6SJTY9+9+MSo/8LbMstw3WFEhOW4npwNxx1BW9f+bIjGZrxTYy7udbpdepoIUY66GDAAzGw/4E7yschfAK6pV4Exs8uBi8gbtx9JKf0ljl0GvAVvIIMX2KtSSp+pcr9SA8Y43PAysEwYFMuReINlBW17wMv19m/EhcgUvNd/MLk3xWzg78D1wEMppTWdShQhRENTmINiCvkQHSOf82AOLtMG4QaRNbjHSWucM4uSCZOFEEII0T3Ejwr2I//d5lC8o+FAfB6IfviEpQ8WwmPkk1JPwuv8KXj9PwjvjMkmaX4S77DMhiA/i3dyzALmNOJkk0I0GvUYQjIWeB8+OeZdeAEeCpydUlpU7doOPudyYHVK6Usl+/cFfg4ciTcQrgf2bK+XtrNDSMKTYiz5UIVqYSvea/ocPmmjrJ9CCCGEEEJsh0SH56G4F8UBuGFiL7zTYQP5JISzcP0/m0fiEeBBTWQuRNdprsM9ZgB/BE5MKd0bQw++DNxpZmemlB6pwzOqcRbwi5h7YKaZPYUbM27vjoeFYWRud9xbCCGEEEII0ZjE0M2/RBBC9AKlv4HrDAemlF6bUroXIDnvAz4P3Gxmp9bhGRmXmtkDZnZVTGwHPob8ucI5s2PfNpjZxWY23cymkw83EUIIIYQQQgghRINTtzkwyt7c7CTgZymlMTWefz0++2kpHwXuwCfUScCngfEppQvN7BvA7Smln8Q9vgf8JaX063q8gxBCCCGEEEIIIXqfegwhqUhK6XozO7YD559Uy3lm9h3gT7E5G58kJ2MSGuIhhBBCCCGEEELsUNRjCElVUkqP1+M+Zja+sPkK/BdHAH8AXmNmfc1sKjAN/xWpEEIIIYQQQgghdhC61QOjznzBzA7Gh5DMAi4BSCk9bGa/xGf33Qy8s70/kAghhBBCCCGEEGL7olvnwBBCCCGEEEIIIYSoB90+hEQIIYQQQgghhBCiq8iAIYQQQgghhBBCiIZHBgwhhBBCCCGEEEI0PDJgCCGEEEIIIYQQouGRAUMIIYQQQgghhBANjwwYQgghhBBCCCGEaHhkwBBCCCGEEEIIIUTDIwOGEEIIIYQQQgghGh4ZMIQQQgghhBBCCNHwyIAhhBBCCCGEEEKIhkcGDCGEEEIIIYQQQjQ8MmAIIYQQQgghhBCi4ZEBQwghhBBCCCGEEA1PQxowzGyymd1oZo+a2cNm9p7Yf7mZzTGz+yKcXrjmMjN7ysweN7NTey/2QgghhBBCCCGEqDeWUurtOGyDmY0HxqeU7jGzwcDdwNnAq4DVKaUvlZy/L/Bz4EhgAnA9sGdKaUuPRlwIIYQQQgghhBDdQnNvR6AcKaV5wLxYX2VmjwITq1xyFvCLlNIGYKaZPYUbM26vdIGZXZtSOq2O0RZCCCGE2GExsxagPzAglp1ZL3esH+4VnAUrrD//+NLolKz3ifP7tLNevDZbJmANsCrC6sL6qk7sX58asYdQCCF2ABrSgFHEzKYAhwB3AscAl5rZG4DpwPtTSstw48YdhctmU8bgYWYXAxfH5qhujLYQQgghRLdhZga0AoOAgRGy9QFAS4TmOK+SAaEjRgiAdcDaWNa6vgKYX+Wc9cAWYCtuTNhaWC8aAkqNAsXtLYV7VFtPJdcm3MAxEBhcCINKtrMwqsL+4jXNZlbOuLEa2FyIUzFuLfh3qhSayb9npWVzSfplYUshvdfEsjQsrxKWAQtTShsRQohepkMGDDP7akrpvd0Ul3LPGwT8GnhvSmmlmX0L+DQunD8N/DdwIdta5WHbSo6U0pXAlXHv6d0VbyGEEEKI9jCzJmA4MLpMGEXeWB5UWBbXE94oXlOyXAtsxBvLWSg1HKykdgPEOmBtSmlTNyVFI7ARb6h3mfBUKWfYGITr3n1KQhOwKeJQLmTHNsd6pWU2dDrzXsnu3Yx7uQyoEAYCQ4FhwF6xHIbnzWHACGCUmWWGqHlVlrNSSuu7lIBCCFGFigYMM1sIPItbbjMDwTQze2FK6cjujlgI/18DP00p/QYgpbSgcPw7wJ9iczYwuXD5JGBud8dRCCGEECK8IQbjDb1awkjcODEC75lfDCwqCc8C9+CGhqwXf3VxXT3ijUkYepZG2CEwsz54vh0HjI/lOGAXfNj2ONz7ebKZLQZmlAsppR0mTYQQvUPFSTzN7LXAOcCvUkpXx76/ppRe2u2RckXgh8DSoseHmY2P+TEws/cBR6WUXmNm+wE/I5/E8wZgWrVJPM1sekrp8G58DSGEEEJsR4RHxFBqN0QUw3ryRmstYRGwZAf3ahA7GWHomATsXiFsZVvDxtMRZmsCfiFEe1T9C0kYEl4HnAf8EnhDT0x8aWYvAm4BHsQFHcBHgNcCB+Muk7OASwoGjY/iw0k240NO/trOM2TAEEIIIXYgwgAxmNwdfljJeul2cX1EbK+iY4aIpcAyeUMIUZ1oV4ykrUFjtwi7415Jz+LGjGeB5wrhWdzAsa7nYy5E+0T+7k8+9GpYbPcrCX0pP/1BObbQdihgNlxsFT63UDGs3VkmD67pN6qhELwe2Del9OFuj1UPIAOGEEII0f2EUtcHn4iwL/mkhMX1lnaWfXHjQnuGiSH4PBDLcYVueSFU214BLAGWqwdYiN7BzPoBU3GDxmR8eMrkwvpEvKw+gxs0ngUWkg+7Kq6v3Fkac6L+mNkA3KA2siSU7suMFdlyC/nEtyvwuYTWl4SN5B30VaNBPodNMbSSG+qzenBoHCs1amT1XOn2csL4Xojrqu2l/qvVgDExpTSnB+LTY8iAIYQQjU3MhTSQ/LeKXQlNJevQdob+4t8Ksh6PYs/HppRSLQpHjxOdDKV/LOhbZl+5Yx1Z78q5CdiAK27ZstwkhZWWG6nNKLFye1HAhBAdI2TdWNyYkYUxbDsB7hjc+LkQWBChuF66b0mjynfROUq8IYpGhtKQ7R9Rsh/cqL04lsVQ3JcZAJbjBvBem8DWzFrJjRrFMKzM9jDydx6BG/8H4RM2r8Q9PFZWCKvIDTGl9Xq5er7cvtK/MW3tiMGxVgPGbOCslNLdtd640ZEBQwgheoboVRuLK5VjS9ZH4xXnELxHobhswXvTi79T7EzYWmYd3JiRzdJfnK0/+zNAscejJa4rzvhf6W8A5Qwm3bUvC+WMAqXKQ2YQqFXB6Mh61eMyKgghepLoQS9X54wts28I3ijNjBrz8WErz5B7ezyTUlrbs2+xc1EwOhT/2lPuTz6Vjg2mraFiK20NDMsqhOW09UZYtjN+6zAQDiDXyaqFah0b7R3ry7Z/YjLckJHpDVk4IqW0cJu41mjAOB/4Gj7nxDUlx14OfCildEwNadMwlBowzGwy8B+0/R1UFhbLMitE14nKqdjwyrY3qYGz/VD440I5xbBUSRyDj/ms1BO2iHBdpK3VfxWwrpFcgGNyuhZyg0bpMlsvZzCp975sfSuwpZHSSQghtiei53o0eb01Dh+2smuEzNtjFQWDRpn1JTurLA69IJsAeWRhma3XaojYiKdz9telcstqx5aTGyH0O9/thDCeFIeaZmF2Smlz6fkVf6NaJKX0UzN7Gvi1me0FfAGfE+MDuML2lfpEv1fZiP+OdRywP21/EzXEzBaRGzQyA0emfC8i/wXa4kaZyCuU7eKEMa1U75HskjK9MwntKGj9ySfnKU7SU7qv1nNayV3bi67vxe1iT3G19XLHKk0YVO67lfb6NtVpX/a8Yl4CaPG67/le7UphYw3n9MR1pb3u6wlr8fZSDkp6OjIFIrOsDy2sD6O8kWIz2xojFgIPA/8oObZie0mXaoSRTYY2IYTYgQi9fU6EsoTeNwY3ZGSGjd2AE8iNHH3NrJxx41nyHv7lNOhki2HIKeoAQ8usVzJQDMfne1hKPrxiaWE5H3iK6oaI1eUaq2LHJxwFtuI69Zr2zq/JA+P5k/13pXfiCtyTuCHjmnp6J5jZF4GX4Q2HGcCbU0rLzWwK8CjweJx6R0rpbXHNYcAPcGX8L8B72hMMHRlCEgV6DNv++3ocbrEdRT7ubiRegBeRj41aXhJWkRsAKKw34YaGfoVlvy5s98HHMm3AG1jZr9qquSR3xH25dD17l44aQkrHnpduZ/tKQyqzr9iwzNZrvT5r0A0ohP5l1jNjw/pI31qWtZyTTepTmi+K28X0KR2/X2679Fgp5YwaViGNSr9Zh/dVK5eF3u32QmuN53X1mmrXFYcVtJBbiltpa9BYR/U8UW67dN9GtjVK9Smz3ozPFzGoEEq3S4+tx5WGNbFcgXs/FJcrKOM9sTO6VwohhBCVMLMh5N4apd4bxTkXmsnbBMvwejar77OOk2yIY+kwx+7Y14x3YrTQdrLHlWXWKxkoluqX0KKnqHUIyVjgfcDFwF14o2gocHZKaVFdI2R2CvCPlNJmM/s8QErpQ2HA+FNKaf8y1/wbeA9wB27A+Fpv/Ua18A/5zLBRnCwlC4PZtmcdvJGXNXyKjZnObm/uSQtvyfCAjhhDikK1XGguc30xFD0TSsesZ8tK1xe3wY1Pa/EGZLX17aanXfQcUQYy97eid03RW6fUC6e9fX3ZdqLJopEvW99MbogoF0qPrdGwHSGEEKJnMbO+tP1zxTC2nWy52BHVXv3f1X2bacBhm0JUoqYhJLgnxB+BE1NK94aS/mXgTjM7M6X0SL0ilFL6e2HzDuDcaueb2XhgSErp9tj+EXA2UNWA0V2EN0o2CcwTvRGH3iKEXnFYgBA7FVEGsomHVvZydIQQQgjRYKSUNpB7NQohOkitBowDU0pPZxuhpL/PzB4Dbjaz16eU/tYN8bsQuLqwPdXM7sUbBh9LKd2C/xN6duGc2bFvG8zsYtyLBLxnUwghhBBCCCGEENsBtU7i+XSF/d82sxnAz/A5ImrCzK7H548o5aMppd/HOR/FXZp+GsfmAbuklJbEnBe/izk5yo3hL+v+lFK6Eriy1ngKIYQQQgghhBCiMajVA6MiKaXrzezYDl5zUrXjZvZG4Ex8yEqKazK3bFJKd4fhZE/c42JS4fJJwNyOxEcIIYQQQgghhBCNTVP7p7RPSunx9s+qDTM7DfgQ8PLiLPdmNjr+UoCZ7QZMA55OKc0DVpnZC2JujjcAv69XfIQQQgghhBBCCNH7dOg3qj2BmT2Fz7q/JHbdkVJ6m5mdA3wKH1ayBfhESumPcc3h5L9R/SvwLs2iK4QQQgghhBBC7Dg0nAFDCCGEEEIIIYQQopS6DCERQgghhBBCCCGE6E5kwBBCCCGEEEIIIUTDIwOGEEIIIYQQQgghGh4ZMIQQQgghhBBCCNHwyIAhhBBCCCGEEEKIhkcGDCGEEEIIIYQQQjQ8MmAIIYQQQgghhBCi4ZEBQwghhBBCCCGEEA2PDBhCCCGEEEIIIYRoeGTAEEIIIYQQQgghRMMjA4YQQgghhBBCCCEaHhkwhBBCCCGEEEII0fA093YE6omZzQJWAVuAzSmlw3s3RkIIIYQQQgghhKgHO5QBIzghpbS4tyMhhBBCCCGEEEKI+qEhJEIIIYQQQgghhGh4djQDRgL+bmZ3m9nFpQfN7GIzmx7hoV6InxBCCCGEEEIIITqBpZR6Ow51w8wmpJTmmtkY4DrgXSmlf1Y4d7rmyBBCCCGEEEI0CmY2IKW0trfjIUSjUlcPDDMbWVh/hZldbmavN7Me8fRIKc2N5ULgt8CRPfFcIYQQQgghhDCzfczMOnntecAyM3tDbDeZ2bHFNpYQ1TCz08ystbfj0Z3U27DwKwAz+wzwUuBOYF/gqjo/ZxvMbKCZDc7WgVOA7XqYSGeF345ECO79zGxAL8Zhp/8O3Y05qpxFpwg5sWud7znEzN5uZr8zs8+b2Sn1vP/OjJlNMLOrzexRM5tjZq/s7TjVAzObamYzzOzY3o5LOULOntoZWRt6VUevOcvM/mVm+3b02p2VTI8V3Uu964vCffub2Xfx9sd/deL61wFfAy4ArjCz9wI34u2op83sBjMbV8coix0MMzsB+CtwVehGTWb2gt4yaET7/BEze1U979tdnhEvSildnFL6a0rpI8DUbnpOkbHA/Wa2HlgKrEopXdsDz+0QZtZsZrvXcN6bgAfNrG+dnttkZuPrca/upkRRej/wT2CxmT1mZn83s5+a2c/N7Btmtkfhug4bGsysxcwmVjjWbGafBZ4xs0kdvXdvYmZDzewtvR2PDnAB8KyZTa7XDUNZPzzrxejgtU1mdmC94lJvQkl6Q1e828xsTHcZ58xsgJm9vN73N7OXmNlvzewDZra/mbVG2fwb8KSZfc7M+nTivkPM7DIzO8LMBpnZJ4BZwEuAX+K/5/6+mZ1cz/eJZ/eacbZITxlqo+HwT+AJ4FURvmhmX+mJ53cznwAeBH4T5fMr5nNyDanl4jDW32BmLd0Uv2OBX+ANoT+Z2dAa4zUFWGJmFxb27WJmu5a7h5mNNLPvAF8G/g5cV82IYWYjwlD4QTM7zMwuMbP/MR8OXC1e/c3sa7XoVD2B5R0undFFRkbDd7GZ7Vbm+A5l2Aj96gAzO70j6VUPOWVmFwGzzOyNsd1kZieYWb8u3ncYcBswENgTeI2ZfaQD1x+Pl5mTUkq/BE4D3gb8Btgbb+fcDvzZzAZ1Mo6DzGyame3dmetFfTCzF5p3jFxvZgfU8b4twNeB1wNTgB8Ad+CjEu4xs2Pq9awOcAmwBPiqmV0UdceUzuhqbUgp1S0AC3Flby7Qv7B/ej2fU+HZfYAZwG5AK3A/sG+V86eXbE8D/oeYF6TKdc3Aa3Br6HernLc/8AWgubBvJHADsBbYv8q1JwILgFuB91c4x4CJhe0WYK8K57YAPwbWA6+sc7oPA84HhtTpfh8GVgNnAgcDi/BC2BppehpeMF8LfBJYjCtIM4GVwJeASYX7vRa4Bdil5DljgR/ihWo5rlCfD/SL4wcCN8W9PwNMBwZUyhNV3seApu7O/2We+zV8UtuXluw/ABcmFePcjXEq+0xgQsiOq4Ff1OlZewL3Ak+HPHpJyfGJwLlVrr8o0u8/S/YfAXwbGNPT6VcSj8+HHPlhyCQD+tZ4rQGfBjZE+nwLeBdwRBfi0xLlcwCwOy5/FwI/qjVecZ9WYLcy+/tEnn4OV+i+BTwZMm0l8HFgHHB9PPsu4N9UkIll0uM3ce1Tka4/A6aWnHdyPH9EybUVn4F3EhxX5bkfiecdXOH4ubjiMa3KM14cZWcWcEAnvp3F91+NKzv71fCNPozL5nW4/PwFcGYNzxoW8Xx3yf6heJ23e5m4HQD0j3z+rvi2Izrwfn1wI8lVwIROps9wvCOmon6Ae5suAIYAL8Llz2fj+/1XlbQ8ON5tXKTNUuDYzpTDCs/Yv7D++yg/A6IM/Y1cfhyGdxh8mZIyixtmfg88g5fD2/Hy/Ux8/70LafVBvF7+OjA49r8+8sv/AEeVieOPgZ/jsvXx2P4/XKfbB6+PXw70KbnuI7jBaBHw1mrfJ84/EtfLtqnLI2/2qXZ9O/c+HbgPWAH8DhgT4ZAa4nUoMC/S9n+Ab5Ucn4DLusupok9E+r8ZeHeEH0b6PIHLw8kl5/cF3geMLNl/IPBVCnp8yfGTcfl7eCfT6ozII4/jZeakGq87NPLbzbgeM7ITz34dMBt4WeThU4E/4LL9mUiPH8f3+Ftst1uH4XLmr5Hvs/kFxwOPxHetqnMBk+KZVdMivvF3gWvZVl5OwvXYsvHF9ZdleD23FHh5B9Nu90ijN5Y51tqFvLB7rA8EDmqvvLRzvxZ8BMB/4+2I/lEWHgP26ex923nmnrgOcVYN5+4b+eQp4FPAfwBzqFLHt3O/XeOeu4Wc+FDkWwNGANfg7aAm4LzIY6/v5LOmRJldFMsja7imH66DHwzsBTwQZe25KMt/AnatktePrpQf6v0Rdy2E1tg3mBoUmzo8+2jgb4Xty4DLqpxfasDoCzwMvKad53wcV0zeCcynjPKKG0PmxHk/jIxzYmTYL+AVzKO4UnQZrjgPKmTuhcBxuMV1EWWENPBKYHNk/nG4QF9PiUDClalrcQF9TMTrbWXuNxSvtGoWHFE4puMV41K8oV+qYByNNyj2LtnfwrYNhLfihohXRCGb215Bw41C50TB2BVXvpZGun8eVwg/jwvdPeOaUXil/mVc4LfEPf4W6X1zPPt9eKVkwE9wpWRY4dl9gK9Eun+SqOxxgfnxuMcGvKI+p7vLQCFeB0ceeh2uAPbHBc8vIs/egQvQikanyJtX4W6QM6nQCCtzneFCNKvA++JC8za8ofniQhqdEfn8j3iDekB8p+PxiqxTRoJ412dxRb0p8tND8Z2HFfLIc8B7K+TrBXjl9yiuSJ8LfCDS9fu4AnRsyTN/guf1e4jyXDjeD3hFYXu3OG9+5NEsXcbSjlKBKyHz45l/B+6OvLaUglGzwrV9cBl0P65cHxD5/Jtx/dRq11eQG9/Cy03W+F+Jy8cBwK8jv72UCop35JnDcSVvId4A+Dxtjb9vwxtNw0uubaWtQaEZV0iPwhXc+cALCscn4Y2xd0Sc9gE+FnHsG3EZW+V9/wcfKtkU25cAW6hQkUdeTsCFZfLDN+M7vA9vDAzFZfm7cMXmb3id9MnIj2fhyt0B8R37A9/BjVCXAhdGvpyC5/M9avh+zcA34jmH4g3CBZQ09vEyfTmu2D8F/BmXuQNwJf3iiMc74vy98cZoqeH4s8D3KsTl22xrMLwAV3JW4eXkH8BPgasK5e5aXG6swxuQ3wRGxfFD8TJ8e+SvWdSgxJIre1fjCv9KvIzNjDT/ecSj2FFzTWn8Y/8eeB0wItLxm3iZ+T5ebp6ONH8Kdzn/DPCZKnHbG8/fWdi7yrln4PnvzbiSvZBovMe3/2t8y4fwPPh1XB+5oiQtZkZaTo73fwVR1wPvwY39BnwU1wn2LBOXPeP9ZuF10bjY//J494FlrrkQr0OfwBXfPxF1MF5WFkf67ofX6d8jGm9EZ0Ss7xLv+VzE9ScUdB3ceLMON+L9kzJGlnbyy4mRP87G5cjncL1gGV4X/Y2Sxmbh2iPj+78itsfgsnhc4ZwP4g2kf8b3+QjekdZScq+T41t9LfLZRbgBZS9c7t1Orps3xz0finQ5J+75/YjPdOCTZWT1m+L4f8U711xn4PLiI7ge+sLYdz6uH7Rn5BkZ73Z+5Jlf4LLht5TUt3H+sDLP/ko8e7/YdyawFc/3rbjh8ae4PN0jvuefI37jq8StNdL8ekoMFbgsvhavq7eJZ5wzCK+DKrZZSs5vAb6Il+fpwF8ibyzF9Yo/U8j/hTIwh2hk495YcyNdJxL6cCEPXknBsI7n6+l4J+FT8fysrJ2Dl9NrgaM7kB9egHcizsPLyZqI4+9xPX0INRgAC3nzVfFO/8LrzduBjbicuyK2S9soNXcwRrq/n4IBFJ+uYAGuwz6J1xmDq8iJRbjMbC3sfysuF8vqvHg7+p2UGBTxsrAUN5LNLKRjtTph3zjvrBrfOdPlh+J6wvsjf5yH61cVHQXiuncAf6hwbAzeBp5FbsRqim/+sUjPh6mgk9X00ToTaEeR7obnnUvBIwJXfL5ecs7FUQCnA7PK3COrSMaW7M+U1QMj82WF/IvA50rOnRAf4624wLwFt1Q9RdsGzPdwpehaXBBfjSuCMyk02nHl8itl4no93gs2HS/0n4r4L8QL8dDYnhH3aI7rdo/4XRzbL4x7rYxnP40rIaUV44twpStLiyG4oPwSLjgm4+P0flx4luFC+aeR0c8ETop4P4dX7jfhDcO/4oInMzJMxa2mHbbEkhuGfkmuJL053vEfUSA+W+7eeMPyXLYV/v3xhuxc4L24YvBn3KPmALxRsxRXoGfH9t54Q+UF8f3/iCvpH6cdi368w/vwwn9O5I3huNLwMG5NvjWONRWuG4pXttn3/VV838Xx3EG4EP5W5I0PUKZXMt71Z7ggOT2+34dox8oe33ZDvO81kSY3RTxPwfPnRyKv3RLhd+QV4bl4fl6LKycnltx//zj/X/Ge76Fg4MMV2afwPxA9L4Bx5eGH8W2+Hem5a2y/quQZ3yJkB16JfhFX9H5LeAcU0uS/8bIxJ9L3MLxx89mSe34DV5TOifhci1ew4/GG9AJcqV4S4YQK6TsQV9RfF9t9I812B/4f8KvCO++Pl7dX4o36C/DG3E2UN4p+EvhB4fpd2Lay74eXpSGRl27DZdmucbyFtgaFJlzhvQcv8zfgRo378Dz5RHyvGbiCvTswGlf4b8KVq+GRPgd1QhacEen5a7xCXBTf4tvxjMcjTKrxfv3xcndlpO8ivEw+SJmyEc/5Xpx3FK4oXog3uH8NDC3kuYdxmfiDSIsLyRsbJ0Sa3R9ptgSX1T+noCyRe1KswsvPKVXeZVikwV+zeBRkyBVx/R/w/L8EV9DfhMuzcrJzKl6evhLve1V8t1fG8fFxn8kV4nMq8K/C9pS4z8ER1yPxfDk40u+iWH4wnj0IN+59OeLxX3H9q8mVsAsiTkcWyvcHKDQscKXqWtww/9aIt0U4EFckz8eV7M/HNefgMq1Sj/V38fpoNm5AfEfcZ0oc3x1vLBnesLinwn2Ow2XqnYUwH6+HS+vsvrgC+B5c7t4EfKrknCF4XfiSQhqNoWD4w/Pe/eW+eRzvg3vF/ACXg1W9XHC96LN4Hp2B57MXVzk/0ydagP/F8/1HcL3pS4XzBuFy+jFcid8U2++Ob35ZpMkAvHPpPdn9cSPwG/G8f368/5dx+TGlnfcZHN++1NtxUHzPlshjiyhp3OH1xUJKOvnwBvUVBVn8cOSLFjzfX4HrWw/hQ7az6/4BvKFCPJvw8vw93FDxKzyf98XriTtxmfQhvLxNJjcQGV7P3YTXIfvEPS/F5WdWL+6B64CvJNcVR5N7QC3DjVBFL9k+cc9TYnsXvOPrZHKP6mPj3b5UJo1/BvxfYZ/hutNmXI424eXmKbyOLfU2aS+/NpEbaz6Dy6N+sf8wvOE6F//zYVnPsMhj34t3KG2EDscb1t+lg966kR9ejOsjp+J5uwWvF64j71QbgtdR7yu5/st4Hb4Q19eew42TWVotwvWCc3DD1m8jfUdGXnoS1zvmkXcaLC7kj2a8rqzUML8Bz89NuJGtX3zvL+AdGasJ40A76TAh4vYIhQ6LOJYZs5vw/HsZ3ha8B5c9G+Md+hau6YPL+j6FfYYbb1cDX4h9h0faHRvb/eM7/rtMPntR8dwy73AFXjas5Jmn4222p2jbxr0Yr0+qGhAqPOuw+E7zIl/8EHg7bpQorQvm4XL6UVz+FuP3+sgz5doQfSOOz9e3VeJzSaTNQ/FNHsP1jaOo0gbs0Et3MIFmA4d11/3LPO88tjVg/G+V88sOa4lMdAMuiIfghXYt7gp9P4WeNNySNZe2FeytFNxF8QrxNZQot5HRT44M2i8y/EJKXE0jAy2h4GKDN4znRwbpBxxSOHY0XjBXx3Xb9PzjytJsvHKfF2k1MOJyMN4w/xdeeRjuarcoMtWb4x7fwyukYmYegDcUf4MLuFfhikETXgjvwQX4t/GGcQvu2vTtOLcuw1CqfPPBuELy+mqFop17HB154juUGHpwRfcQyrhxx7PfjPck/w437EzEBeUkXJn937h+t0jrq/GGzR/jW66JZx8ReeBs3ID1LK5A3o8rhb8g7x2biFcgu5XEx/CK77u4UvE3XNHvgwuNubT1NpmCKztP40rBH+O5/8YV1xPiGz4bzzwk3ndiyXOPxSvWl1RJ48mRN47Fy8QJuKJyZuTDd+HeRKfixrHlkVafjeMXlrnn3rix5LiS/QfjAng6XmnejJeN4ZXiV7h2dDx/HYWhWXhlupjoAccVgqcjvvNxA9gDJXlnKq4oTMF7lx7Hy7ZlccF7cP+Fl71yDcj+uEJxUeH73IBX7H/He2lOLXdtQVYtwuXa/+AGv1V4pTomzvku3oBehDeor6QGpSveYxou816FV6Bj4rscVBonPB9+MdLhZ5S4VHei3F+CK9YdruzL3G9Q5JM1hNt6pNHHS85rjXywK+49sSnS7c/AMSXn9sMbtRW9P0rOn4iXj3L5YBKuOB6HKw9T49wr8DI0IeKdKQmVhnYNw2Xlf1NmWE+Faw7AG1aHxvZRkSd/Fd/xS1WubcUb5xPw8v9P4AMVzs08Cy6ucPwUXM6Uk8Vn4HLlnVFGbsMVpxfgBtisodKey/eYSN83xnc9tMq5u+IK6Bk1pGEzLpPHlexviXieU7J/JF62b6GtnnAZ8LtYPzXuWWv+OheXWefEd3tvO+cfjDc4OtL7OhDXszrkOh15+X9xWVjqkdWEN8b3wMvpO6O8HVlyXmZs+y7uWfQP2uoyYyPfXxt55adUNrx9A/h+DfHODNVZ7//euP51dplzp+B1/r64rJzBtjLSyF3C34KXtVmUGLJKrhmOG9Kuxr3cyg6LLZz/AbxuvCficGFpucDr46xjYkGUnbsiLplH3Z9wQ1pZYwGuIz+G64sLcGPKP/C6eXM8/5Olz45rh+KGzJfiuu138UbZkZFH7o1v3aHhEmWecxBeJz2Bd9KsiTh/mXaG3cX1fXCjwLXkHTZD492+Uvp9uxjXPpFn/4jrBX/FPXJK81B/XJ84PLbPw+v8rANslzj+a7z+LC1vp+KyZ7/Cvk+RdwC9FvdE+nWZZ78El4ll8ytex7XicvZRXL/7cLzLjbhO8xVczi3EDUntdQzuHu/353j+CFxv/118yx/gOvfsCI/hZes0XD+8B9fPF+DelU8B55Upl1dEPvkabhz5B+13KLTg+vS74t3Pjfz7BF6fDY50eE982yfo5LCTeF5fvK49BDc0fA83Yj1NGLrwNt6XcVl1JmWG2OEdd7dE/Afixr6/xje5lvC0qiE+++FGo9E1v0O9CkyZyJyPC+BtxpnjCvptdX5el4aQlHzUT+AKyQK8J3pX3KL732UK4R3A6bH+31EwOjznAa50vq/0/nHs/1Fwu8XHJlZ0MY1zjOoV2d6RMUeVOdaEV1wr8cpjAV4ZHBLrb8B7HLZxk8IV8a/ileocKvQk78whvs1leINmS5STH+GK1JxI93eW+SZDK9xr7/g+R9CJcYi44ek1uCL/MC4kz69w7nHxfV+FVwYvxAXqQxHvg+ucVqfgDYo1eIWyjYKMK2XvxBWXXTvxjD7xnE/hStA2rsztXF/OffUDeAP/6pAlWW/mJ/GGV1VFHzcC/jzkywZceXwaV6CqjcM/CTeofLyTeeHDeEPnRrwBOxxXHB6Pez6CNwz2xhvB3Tq/S3zXuXSgUuuJgFfUzxtCcaPbfODVhXPOBG4tbA+o9u26KZ7vjbLzJO7WfhOuwF0DvKyH4tAfVy6fo50x67iSfCkuD/9MlTkJqNFrpsK1J0WePiNk6CXkXiOHdOA+r4/yfEGd0+waSsaZ4/rB38vlIbx++GC8w0ciHZdQMDxRRR+oEIdzcCPS+lrKX0fv39sBbzx+GW9gbzPkpXDeoMi/SyN/HBp5pgnXzZ6iBoN3Ib8swRvVi4E3tXPuc3jj7xNVztsTb8A/DVxa5zRqwRtjp1ST9XiHwi2ENwi5t9L4WmQeXgd/Ajdwl3r9tVuP4Z0c63D99GtEZxiuz7+p1u/TgXRpomSISo3XNePG3N/h9cF1uAGs7vVCfLs/Rt64lhrnPav1vCrXT4yyknlpn4vrh+fjBpE3hox6mPAkreGeE3BDydfxjruX4J2iH8Yb3gd1IH7bGDkivx6HG+jehzemDR/y8Ru8g+9XhAEu3mEzBc+fMvc8Da9/P4XrAmWHD5Vcs3uk3cLIG+fR1gtkP1zP/hod1FM7kD5Tohxlc3NU7ViOsvAX3Dj3GG7wfjmd0MU7HNduvbkbFeYSPdV4j+wjuDL1jjo/qxkX4FPJJ/GsaBWlnYlFo/AdXMNzLyEfp/MkHZhcrAPvNgxXTPbCFeU2Hhnd/A1baDtW6yu4K3xVwwTeG/DBnojj9hoor4i20sF5COoZn6gUyg6vqeHasu7TO2OI7/gm3DB0cGF/CzVM0IcbNH+FV9bNxHCQGp/d6e+AN8zfz7aT+L0nKtZ2J8XshrTs0UZ/F+J5IHlvaDPeS/LOXo6T4T24PT6RcCfj+wrc4HIr7fQON0LI0rcb7vsW4OeFZ7wRb/BWLX94L/GPcG+eDk9YWuGeZcdz7yiBGifuxD3usvHaj+NG3tvooHEVb6QcShWjSeHcd4S+VdUDCu9k+/H2UGa68TtOoxcmJ+9EPFvx4RdzYtnpiWNreFZ/3DDUrd7NZZ77S7zh/wj5nAZrQ4b9AjeKXdKd797N75cZveuu87aXh+nkZKkdjMPpuGG+bEdmmfNH4p0jr+3J75D1HnUbZrYf7g62BW/gfwG4JqW0tY7PuBx3m16PW/+W4S5Mn6lyzfSU0uF1ePYA3Ep2P/BwSmlTV+9Z4TmX4T1T/fE5MT7dHc+pIR6DgONTSn/qjecLIXoHM2tOKW3u7Xg0MvGryJ+Q/zlpt5TSwl6N1HZE1KdfAj6SUlrey9HpNeLX3o/iLvVDcf3pHSmlu3o1YiL7jedhEX6YUlrfzc+blFKa3Z3PED1L/K71XcA3U0prejs+9cbMjsMbtG9JKV0V+0YCy1NKW3ozbqI2zGx/vE3bvUaCLtBtBgwzG4u74lyMj4fbglfEZ6eUFtX5WZcDq1NKX+rANXUxYPQUZpb9teGvO6LAE0KIHQUzm4B7yd3e23ER2ydmNpXco/Q6Kf5CiO2BMPK9C/h2SmlDb8dH7Jg0d+O9Z+Djr05MKd0bGfrLwJ1mdmZK6ZFufPYOR0ppHT4uVgghRAOTUpqLD58UolOklGbic00JIcR2Q/Taf6234yF2bJq68d4HppRem1K6FzxDp5Teh898fLOZnVrn511qZg+Y2VVmNrzcCWZ2sZlNN7Pp+GSTQgghhBBCCCGE2A7o9jkwyj7U7CTgZymlMR245npgXJlDH8Vn6l+MTzryaWB8SunCesRVCCGEEEIIIYQQvU+vGDAAzGyvlNLj3XDfKcCfUkr71/veQgghhBBCCCGE6B26cwhJVeppvDCz8YXNV+D/HBZCCCGEEEIIIcQOQndO4tmTfMHMDsaHkMzC/88rhBBCCCGEEEKIHYReG0IihBBCCCGEEEIIUSu9NoRECCGEEEIIIYQQolZkwBBCCCGEEEIIIUTDIwOGEEIIIYQQQgghGh4ZMIQQQgghhBBCCNHwyIAhhBBCCCGEEEKIhkcGDCGEEEIIIYQQQjQ8MmAIIYQQQgghhBCi4ZEBQwghhBBCCCGEEA2PDBhCCCGEEEIIIYRoeGTAEEIIIYQQQgghRMMjA4YQQgghhBBCCCEaHhkwhBBCCCGEEEII0fA093YE6omZzQJWAVuAzSmlw3s3RkIIIYQQQgghhKgHO5QBIzghpbS4tyMhhBBCCCGEEEKI+qEhJEIIIYQQQgghhGh4djQDRgL+bmZ3m9nFpQfN7GIzmx7hoV6InxBCCCF2QMysn5m938x2NN1KCCGEaBgspdTbcagbZjYhpTTXzMYA1wHvSin9s8K50zVHhhBCCCHqgZm9H/gS8PKU0h97Oz71xMwGp5RW9XY8hBBCiLr2EpjZWbEcY2bfMrObzOx7Zjalns+pREppbiwXAr8FjuyJ5xYxsxeY2a1mtkvJ/sFmdo6ZWU/HSQghRM9jZq1m9rrejofofsxsOPBh4HLgIztSXW9mLwaWmNnZvR2XUsxsSG/HQQghRM9SbzfHd8fyW8AfgFOAK4Gr6vycbTCzgWY2OFuPZ/foMJFwG/1fYBFwi5ntXTj8H8DVwGfrodiY2SlhHNphlCQhxM7HDi7DLgF+aman9HZEtjfMrE8d7tFkZgfW4141cBnwG+D/ASOB4+r9ADObYGaPm9mbeqrchD51FfBp4MowZjQEZnYgsMjMDq1wvNXMPmlmo7s5HqeY2U/NbGx3PkcIIYqY2f5mdpKZHdeIupSZvSHqq7qPeKi3ASOZWTMwELgupbQxpXQn0BPKw1jgfjNbDywFVqWUru2B5xa5ANgMvBL4L+B6MxtnZsOAdwHH4IaVL3blIWb2WuDHwEnACe2ce6CZvc3MWrvyTLF9YGZ9zOzM+OYXRnnMPIBe0on77W5m3yj1KKrx2mlmdrmZ/dnMPmBmu5ccbzWzV5vZf3XgnpPN7Gwz69/R+PQGZjbMzPYLGVDueLOZ7dnJe/cprLfGd2+K7b5mdnwjVmhFIk8+bWYT2znPooe7q88bYman94Q8jJ7hjwKfBL5Y8r3MzCZ3dxwaiSi7F5rZJ0rT38z2MLMfZOXazA4CVprZAjO73syO7cTzTgbuBv4OPGVm7ystD2a2p/mcWF3qxTez/YELgctTSluAz+OdFW8ws5MK5/WPBvWETj7q/cCDwHuBf5rZH83sb2b2YTOb1pV3qMLngNtTSp8GXgNcY2YHlzsx3u89ZvYZM/t8fO/9uileAJ8B7gC+ZeXnHXkH8Gbgrkpx7gpmdpiZXYd3XG0E/lZJ1rdzn6Fmdm4X8oUoIdN9Ctu7Nnp9WA2LDtpeeraZ2RvN7KVmNt7MTgvd7mNm9lYza+mtuDUKZjauF575SuAfuPH828DP66kbx3e/oLP1o5mdihu+TwR+Z2Zvq1fcAEgp1S3gPQ5/wD0NpgP/gysPb6/ncyo8uw8wA9gNaAXuB/atcv70Tj7nGOCzwMuBoYX9g4E5wFGFfZcDNwGfAn4Q+4ZFPM+K7dHAq4n5SArXjgVOrfD8ucABwJuA60uOG7APcC7wA2BBxOFuYJ8upO/uwH8Dw2P7dOCnwJAe+LatuAHoXmA2rsDtXst1ZfYNAT4IvAo4BDgo0mubcyvc8wW4h83/AifjPawXZd8PmAxcAfTv7nSpUAZ+FHn/SuBm4FZc6ZwJLAMuiXP3ini+HTi6EP9jYv+uwCTgaeDnwGLgHTXEYQTwVeBxYH7IgFcD34x77BvnHQbMw4XvLPz3x+3d98+4cfIWYCHwsdJy08158MVVjjcBr4i89c14r3nASuAxYFWkyYjCNacBDwNrgWGxrwU4o/A9dsN7Pw8sHD8z7r8COCL2fz2e8RfgWOC+SKurgH4V4jwQb2g9DZxdYzqchHvYDS7Z3w94KTANaKrxXhMjjX6N1xNNwPDIr30Lefp1eH2yAfgeMKGTZeOjeNm9F3gGeGOV8ycAl3Ylf+GGix/jMvk24E2FvPJVYAvwlthnwN64Efy92fs3Woj8+FfgyA5ed3rkx18ANwLfKhzbA3gWl+tfiPS5FZetE4DXx/EfAc1lvutbgGkl+8/E6+NXRtoeHuXwnJIye1Oc95EupMkg4FHgDYV9rXh9+SO8znpF7L8C9wxdiMvesR14zqhIw4lx/3NxPeTlwDdw+XpC4fwJXcm/cY/jIn2Kcuvc2Ld7ybmTgbuAPwIfj/L2Y1wHeVs7z+kHHFtjnA6I7/7CKMf9o3xdUnLeiEjnffH6fnnksa8Bfdp5hgGnAmMin7wZr1f/hsva/8GHKc8F3obLZcPL9b+AkTW+y9C4ZilwfSz/DgwsOe+MeNcXtXO/XXBd7+iufPcq+a+1kL9Hd+Ie44EnIu3e1NH8Gd/itfE9zo08sE0ZAg6M731MbB+Pdy7eBZyPy/bPAgPqnU6dSJOJwEfiuz0Wy8NKzjkf2AS8qoP3fimuY1yNG/O+jetPu3bwPpfiMu7GyKM34cbDzwD/jO/ZkHVWD33DPeP7VCyfeD0xJsroqyPtysp/oC+wHzClUh7F9byFwKGx3Q/4WeSfjwDnAC1dfK/PxjMeyPIMMADX0b5HoV4oc20L8Ag+HxR4Pb+AKnp0h+PXDR+yL+4V8BpcQa/4gnV+7tHA3wrblwGXVTm/QwYMvEH3e7wS+RxeycyJDGZ4Rf2dkmv64BXeJmCPwv4X4Yr7kbgwn4dP/GV4xXBxZJolwOkl9/wb8NZCBnmGMJrgFfYvcYXpd5EGQ+K+l8Q9DyvzbsPx3qP/rPDuQ3AheF087xvxjKuB2ykYcgrXDADeSD6EqG/h2CDcIncRbhAYX8gze0e6jQCOwhsBM8gbZpNxQTwb2L/K93odrtDtVrL/f3Eh/BtcIbkfeBJYjytB+0V6vRUXzONKrv873nD+FK5kX4UL9rfH9/hXpNU/iUZpB/LYbrih5pt45byNcQjYH3gDJQaXSMMf4A3bAbGvCfhPXPicjhuhZgPfibT5QnyfhyIN/hDHvxF5bzbwgbjXnsBTRCOsQvwnxL3+DzcONZUcf0sc3zPu/crYf0GkV0VlJuL8vcK7TQP+Dfy/bpAlu0f+eS+e91vx8rQOL6fbNNBxJfaxOP4u3Lg1idwQYbjS+6tY/yBuVHo5cA25Yen1+N+UvgqMizS/Chf8/8CVhztxheaVuOz4ZDx7FG6QWIHn30G4PHgw4jQVr+TGAB/AG4U/wRt7MyN+Zb8Brmj/Di+Lv8GVoMF4WT0z4nknboyaT0Fu4bLghPj+Ywp5/V94RduMy5Hv4w2Cu/GK7+14Wbo1njE83m8hcFoHv+kn43l7xfbRwHPAcYVzxuLy/Nx4h7nABZ3MQyfgZWhK4XlL8Xrid5F+R+Ly9Gu4Yv0cLlP/hhsfa2oExf1bKNQx7ZxruKHyP+mAAo8bvO7Hy+ECamz04w3IhcALY3tIfN9P4HJ0Dl4XjCY3ev6bQiMznn0dJeUdL6ez8HJwJ3AoLgvnU6JM4vXubKK+imf+uxC/wWXiPi2eezXuOfk14Lt4I/azkUevAa6q8v5HR3zOiHQbizew/oAblR8u5sMq9/kUcGWV4y+J5xwQcdyAl6Xz6YQhI9J8BvCyMscuibT8Ai6zvhXv9sHSZ+HydBbuPVJ6zHDZNAc39lZtoEUabsDrq4eAC2P/Abhx8ojCuV8FvlnY7osbsu4llOoqz/l0xHl5LO/AdZYzgPfgdcNbgEEl1zVFmswkGhZVnnFsnPdtYGIhjr8APl+S1vOA90U+PaLC/frgDcufRVqcVHJ8KgUDYKT96+I7ro70vw6XC0NKrj0GWIPrSc/Eci2wXwfz1M/x8v164B7gy7XmzULa3AX8EG8030HBkB/n9Y+8cVXEdWosz8DrzL9Emv817lOpzivbqUUZ41c840t4ffoLXPcd1M77WOSlJbjOdCyu/74uvvNpeH2UlY/Xxndt1zgV974Cr1POxPX770e+/SJwA9vqZ6V5eTReNx8Yz51W4VmtuE7wF8oYMSjTPqhHwIfpvTTeaUrJsTF4Pfowuay4kZL2QCeeaZGew0r2/yry8x8rXHcELusX4mX5D5E/ZwB7Fs4bgBsy1+IdXs/geufTuC43Lc47Ou51Spn4vQ7Xk26JOB3UXv6tEOd3RxxG4bJnSeSndZG21wJfqXL9u3B5YoV9p8T7v6QueaA7MlZEdGJ33bvC884FvlvYvgD4esk5F+M9edOBWR3IsJlA+QiF3kxc+DwYH/oRSqzmcc5I4Nwy+z+H98BdijfW78AF83K8oXIQrnAtAKbGNUfijY7Wwn3eiTegf4tXRF+hco/r2biCs19sj8YVsRV4L+hctrX89sF7VL4V22fgCuzYSJv/xRXHwYX0Oi8K3p8ibX6He2s0AR/Ce4pvw3un7iXmDIk4PB3psgxveH+RMgI7vslcYFJst+CC1nBj00Jc2XyAEMy4cjufMg0DvGH31ojLdXHdV3EBODrOOQZXZkqNB5ll8Xe4l0CfuPYx3HBQrWE+DBc2j8Q9vo83Lv8aaXBl3OODuHIyF2/sP4Dn8W9HnliCKy7b5MGS5+0f32L3wj7DjUXvKKTVOKLXsHDePpGuLypctzeuyH0eV8Yuq/S+cf5PcOXnPwv7m3FBeWKF616IV+BDS/aPxiunLnt44RXeqyNfzsMrpJ/H+q14+RobaX9jpPsn8ApnTKTLAe08ox8uL34f8c6U1tPx8m+458Tr8Mb2cuAThXxyHiXeB3gv1jJg7yppfgauqM3Blf81kc+K3mLDIg4fj+3huMLUP+J9U7xzX7wcfwcv4yvxRu1phXu9GK/ofhnvsQY3UPwy4no/Xs4+RyhReBn6O17GMhnyV1xZKG30vAgvx5fh+TnzDst69t7OtpXmHLY1Rr4Cl519cTm1Mt7pnojH4XiZrLmnES/7/4WX05NLjk3D66DLyQ1xUyJdzyAUi0jfrDy9EZdtfXHD32m4MvFHXBb9Dm8QZN4+/0Vbo9lkcsPviHjPh3DZ9Be8gTu5EMeh8ey34PXNBXjD+Z24kvqjuO8EXPnaxksw7nN0pPn9kRZvLCMzb8DlezEfvgbYSplGGl7+5mTpSi43Top0vwAvh4/hQznKxetKvJ75Ji4zM8+mnwMfLDl3cqTxB/Ay+WG8zr8IV84+Ft/uKtqXu5fjhsnSdGjCjZhz8QbQ2DLHX4MbCJbRjuchnve34oayobhsuTe2s06FW+NdsnrNcIPrN3FD7EG4rP828KMqz3oBLgN/gzd696xy7i4Rj38RhqzY/2q8DB4a+W0BUaeXucdQXK6ciOfpz9G2Qf5yXK68Ca9n5hIG05L7vA74R6FMzsIb0lNwufd2PG+PiTQ7ihq9ygrPOC/i8sYyx1px49c84MwK+XwhbpT5HF5X7BHHXobLvvFlrvsQLqf7RPosIjcavgJveMzBdcTP4DLkkfiOg3Bd9axIu3m44aQl0n1mHOuLy9u+uE5ydUkchuANykspkd24HJ5JLvtG4PLhcraV8RNwQ8An4ntfjNe9v6FEv8UNdA9Euhqu0/6C3CNmJQVDVuG6gbgsfGuZY1NxPfVKCvIf7+BaRm44GxbPWIIbDN6A578/xL6yhrJI79/hOv82ZTq+3xxct7uJvOF6RnybQ8pcU+wkfCleH5bTdbMOg0sL+w7A9bJPkBsVV0caLKaKt2Jc34LXvT+jUFZwXXw9BRlf5to+kdceo+DNXHLOUbjOclLE7214h8ANuPxdgsu4/SMP3o0bEvfH680D8PLxWOS7FryOqqkxX4jHByL9F+EeZllH6+xYn090rOL1R//IS3PL5QW8np0PHBzbX8bz7oCS9Nkrnr0ovlG7nTiRTm+Oa95cyBcrcZn3kyx/4GXhykjXibi++BQFwxDe6bQruXfsmMgbe5Y89424LreMMp3MEYfn8PqloocIriNsI7/bnNORj9fBDz2bMr393fi889jWgPG/Vc6fXrI9FVdijseF8yl443wW3ujYxpoeGeRbeMVQ0RugwvNbskwb24Nx6/CYkvPeExnpHFwoXlrmPufEtdsItTLPPT/iuzQy2P+QKzLvBP5Ucv57cYWnbEaLNPg2LkjGkvf4Hlc4ZwBu5HgMF5yT24ljrRbCy/BG1wi8sbMCN4TciRd2w4XbjbiAvJNw2a5yz73wnqL+cf3/i/R/G25YuqjCdafjlfHIQrqchStnd+KC6SJcYTsOr0TG4Erd93ELbalFfCzeIPknbow5h7ySfi1uAf1AxLmnhlKcildsi3FBnrl2f4SSHp8K1w/Ce19KFZbz8cZ7Zqw7FG+UfhhXMl5T4X674cLw7YVydA4uRM+liltjpOMb8cplGW64Ooe2SvEheEOlJbb74bLlbXiv7AN4ufxSjel3YOTHSYV9zbiy8i5coWyKdNpmaFmFe3bITbA0nxX2j4/v+Rlcft+JN+hvwA06xR7xJtywVNZLALfavxfvFS5WxkMi/9c0ZKvKO+wW6f8Yrrz8Nz4s6dW4AeITcd4RuIKwzRCl+P5/wGXGDMq41eLl9hq2NZ4Z2zY2x0Va3UgnhrmUefYJcb+VuOHpqcij34z33Btv3H4M9yIYh3sU/D3isCTe/fbI4+tx4+VxEX/D5cccXNGz+M6/j/Puw5WpT+E9hFdSGBqHN1CewOvLKbgx4gC8Lp2H10mHEm7cNb6zUaGnL46/BG/kno6Xw1to20iajCuWzRWuH47L2/8kvHFi/354nfi/uKH/skjv/+jqdyyU8ddSoTzjdcF3cKPlT+N79I/v8W+8LFU1kBbutW/J9oD4jivwMn1epMGayBezcDn2YdyL72G8XP2TGDJapzRoim82D5f3QyPvHVM452N4o+6beN39yshfI2O7ogdKXJ8Nn/soFYa34jrTbFxe3I57Z/03Xl6W4UaxisaYDrzvvnGvb2T5Md4jG2ZTcfgQXr+sxA0+o0qOfRb4ecm+C/Cyvkth3+nxfU/AGzxHRj7/aKTz26gw1DXS5vrIGzcD/1fmnIHxzEx2nIXXxT+P7/cg3tnVEvebybYexWMj711NPoxyMm60+QIuU26LfHkR5b0fDO84+hquE91HPtS5b3zfsgZGXIYuxHW+Yv12DW7I/Uocfyle9z8Q93s68uNcXP8tN4zlSDx//0eZd56Oe0l1uB7EdZSFFAzkuFF/TRxrxsvwWVXusSfesD05vs/d5Pr0g3H9VFxeHkRtekg2lKvoPfTtuNffC9/qVeRGrPF4Gbw18s99uGHnvMhXF+BGq9l4w/1pXKe+j0I9gcuSD+OyZXY8t5wh5IvxfnNxXedfbDv88HRc7q7ADTLH4PrGm/H8PRnXuX+Ey+vnyL3iPxp55zu4LFkb97m0SrqdE/G+KJYVPS9xfeYW2hlKViaPz4h3mh/vsycul27B8/U1kc6/xUcMfIN2PIji3h8CflfYfmU865WU8Wgs+V43Ae8vc6wpvvVivE5eSKWhNh0tPB1ItPPxCqGc98HLgdvq/LwuDSHBFet3R2HbEBk76+Gr1oPeTI2uu518r8xlaXoUui7PrRAZZCTbVox9o1BnQ1J2i0xUUaGM8/rghov1kfG38QDBhfb76GLDpcx7/C6EyFUR/wtwC3yfwju9I45/m473pBjeA/Br3EDRofhH/jgZ7624KtJpOq6EP4NXhj1ifKhzuo8hhk/V8Z6XRX77Oy7IL8eVmI+3UwZ3wyu2q/FKOXMNvT7KzLvLXDOc3Nh2aGfeg7wn4G6qCOsa73UFPka3qoGtB77toSH7jo/tF+PKfVmvrkYMIWtmRB5YSAxVqnDurrinWKVe34F4428Zroyfiisvfwp59zBuBL4myvQn6WCvTg3vM5oKDfIy5w7AeytPZVuPk0qGq9dFefsKbvyp+VvjDbGf4orRd2K5iCoKWx3S43i8YbWSdubO6eB9p+EK6N8iz59er3t3IA7Do67I6oef16Pshaw6mLa9o31wZbyqjtMN77hvyOVb2HbYbTNuyH0nXm/fiOtjK2J9aJ3ikDV2tnGlr/O7Do389Kv4tnfidVrV9Mbrw4soo+9FGX8a72QbGHl2FmXmOMMb5gl4Zyfjf3TIhUoGgA/Ed/knbnw/vnBsIO7l9Uik9Zsq3KM/rrMtwOvShZRp2LQTz8mRJh+k4wb93eIdbse9UY6L9Owfx7N55/6F6wyGG4u/AbygnXvvghtuTinkhyco43XSwTgfG+n1mShP8+NbL8T13JtqyGPZPf4QedTiW7yns+UMb1c8iutyu+JtwHF4fXwcLlcXEgaWSJuPkXti9sONy5mX6jW4jjWwcPzscuWikJdOpkIdTD6fzX6x/m5c53wnLnu+FN/nIly//Q9cR3w6lgeW3G8M3gmWGSiHxzt/I751P2oYtoIbt7dQmKOpniHi+V0Knrrx/r+MdP4XuWdFzW2ceL9H4n2nRj6s6G1Tcu20SPuiB2h/8iG248i9PcvrLt2RWIXIHI0X/I/iVr43x8s+SQ0TAnbwWc2RyaaST+JZcXweFebAiATrUmOkm9LSOitUOvict0XaXYIL9bLzYpS5rpUOTuxWp/gOpZNjfHv5e+5BDR4LO1vAFZGLqMH6W3LdRNxqu0fJ/gND5ry9sO943FD3VRqkYY5bxDvUeFSomp7TcOWnLsblqEz/Myr6VXgDqC/uhfIh3BOiy722vZheZSdmrOG63XEvsuNiexAVhpXUOb5Dgdf3drp14/sNwhuo3da47uX3OwD3aGx3nhe8wV7X+h332vw3BY+FbnzXvniDbBneiOjyu+AeActwI95fqDBkO/TGY7tLP8KNFH/Gh06U845owb3FhtVwr2m4p0anJ5vvwns04fNEPIsby84rOT4Z90DrsEcSPuznsdCRf0AZb5ZOxnk83rG2lWhP4Y33dcDhNd5jP1zPr1s5IJ+o9VHgs7HvAryx+mCUvTdH/n1TT3/rMvHdC/c8mY0bfro0byM1djaUS7deePf+uIFyXBfuMQw3OqwnhiB34NpP4p4fzSHnr8O9XmoyomRjZbuN+IXWnbh1KXMLuyaltLWOz7gcb/Ssxxsyy/D5Lz5T5ZrpKaW6/5d2eyd+PXU+7qrbhI+d2ty7sRKi85jZHrhr44fxnuljcU+Ha3s1YmK7xMwsdXfF2QvsqO8lRG8Tv5l8NfCLeulTZnYM8HBKaXk97ifAzPrhQ26urZcsjF+3/hlvA+2LT6q4uh73jvvvmVJ6orA9IKW0tl7372ScJuHD8S5KKS2OX4h/AR9qOy/OaapnO7ArRLvnZcBfUkobejs+2xuRx08DruuIfIvy9nd8mNJiXE9/c/Jfkbd/fXfpK2aWDRm4GB/ztwXvNTk7pbSozs+6HFidUvpSB66RAUOInQQzOwl3cf8WPqFX3RQIIYQQQohymNk03MPy9JTSLb0dHyEaCTMbjXsD3VKr8QLcbaO7mIGPjz0xpXRvWGi+DNxpZmemlB7pxmcLIcTzpJSux4eXCSGEEEL0CCmlJ81slHr3hdiWcGq4qaPXNdU/Ks9zYErptSmlewGS8z58Zt+bzezUOj/vUjN7wMyuMrPhdb63EEIIIYQQQnQIGS+EqC/dPgdG2Ye6O/fPUkpjOnDN9fhEaqV8FJ+AZTE+2/Kn8clQLixzj4vxIS3gk+Xt39G4CyGEEEIIIYQQoufpFQMGgJntlVJ6vBvuOwX4k4wTQgghhBBCCCHEjkN3DiGpSj2NF2Y2vrD5CuChet1bCCGEEEIIIYQQvU93TuLZk3zBzA7Gh5DMAi7p1dgIIYQQQgghhBCirvTaEBIhhBBCCCGEEEKIWum1ISRCCCGEEEIIIYQQtSIDhhBCCCGEEEIIIRoeGTCEEEIIIYQQQgjR8MiAIYQQQgghhBBCiIZHBgwhhBBCCCGEEEI0PDJgCCGEEEIIIYQQouGRAUMIIYQQQgghhBANjwwYQgghhBBCCCGEaHhkwBBCCCGEEEIIIUTDIwOGEEIIIYQQQgghGh4ZMIQQQgghhBBCCNHwyIAhhBBCCCGEEEKIhme7M2CY2VVmttDMHirsG2Fm15nZk7Ec3ptxFEIIIYQQQgghRH3Z7gwYwA+A00r2fRi4IaU0DbghtoUQQgghhBBCCLGDYCml3o5DhzGzKcCfUkr7x/bjwPEppXlmNh64KaW0V2/GUQghhBBCCCGEEPVje/TAKMfYlNI8gFiOKXeSmV1sZtMjPFTuHCGEEEIIIYQQQjQezb0dgZ4kpXQlcCWAmU3v5egIIUS7mNkgYBowDLgtpbSxd2MkhBBCCNG9mFkzcAzwEmAe8CBwl/Qg0SkDhpn9N/C7lNItdY5PZ1lgZuMLQ0gW9naEhCiHmbUA44D1wMqU0oaS46OAM4B9gYnAUuBZfG6X+1NKW3s2xqI3MbPzgKuAmXiemWJmfwCW4JX5lSmltb0YRSGEEELs5JhZE663rsH1leOAw4CvpZRWtnPtKGAr0Ad4B3AxMBBoAR4D/g4cDlwE7G5mNwKzcB15E7AOuDqlND+MHi/A24JPp5Q21/dNRSPQWQ+MM4ERZvZ/wPXAr1JKt9YvWh3mD8AbgSti+ftejIsQAJiZAXsCx0Y4CpiCC9y+wMCYv+VBYCUwGjgZuA64D3gYGA7sAfwCmGhm6/HG6w+AHwLz0vY4kY0oi5n1AY4Anorl14FjUkoPxPHd8UmMBwEvAt5lZu8F/lqspOM+mdfGypTSIz34GqITmNlAYG2l8hzy5M3AB3HF7YEI/04pPdFT8RRCCLHjYWYDgAuBybg+ulusL8brnJuBa4GZWT0V9dZrgTcAhwCrgX64jnI7sAL4o5m9tFxni5mNAT4NvAZIce1PgVOAOcDWUuOHmY0DTgDGAyNxQ8eewCfM7C+44WQpMBjXmzcCy4HTU0oPdjGZRIPQqUk8zezGlNIJYeU6GTgPt4z9I6X03vpGcZtn/xw4HhgFLAA+AfwO+CWwN66wL8B7Jq+ocp/pKaXDS/b1BV4N7Ad8LqW0vO4vsJMRwuk1eMO9L/Bb4EagFTgAeCvesL8W+BPwOLBoe2+Um9n5wJdwy/AtwD9xYf545nUR+e1A3NtiIG6x/m1KaVmFew7DrdFTgUuAV8Z1D+GCeX43vk9/YI+dWfibWZ+U0pbC9hjgJGB/4F7c6JSA1Z35FtED8VPc8DAydp+WUrq9yjUvBf4fniduwSvt/sCJuFFsMbA78MqU0j87GifRfYRBYjfgVOAC4FBgI/Ao8H3gxyml1WbWirvPvhtX2N4DDAEOwuXH8fjQyE/icvYY4PfF+svMhsS5d1TrjQoPsbEppdkl+wfieezRYhkoHO8Xx58oPR7veTBwOl5vDwCW4V5F3y+6Ase5u+L5fwDek7cImJ1SSmZ2EN6B8vuUUk3zWJnZBGAsMBTv4VsOPBj3a8bT8Z7C9n7AA9t7HSQEPK9nnIM3CD+dUprRy1ESDUbI3ZfiHSb3AXfiusTTwHO4PN4D13dOxnWMJ/AOtol4R/Z3gFuzesfMLGRqE/AjYBe88+1wXG9txvVZA74FfCqltCy7rpPvMR43pvwjpXRf7GvF2x7nAR8Ajkgpre7M/RsFMxuN1+db8e+0U9ZXXTJglOxrBk5KKV1br8h1ME598AJ1MjAbuAt4baWex1IDhpnti7vpP4gX2FOAN6eUru/uuO9omNlQYC9cYX0X7iHzMD5p7Ktxw0XCFdgf4Q2v0/BvtwdugV2CD534JfAPXNEfgzcUH2jE8W9RBvYHLgVeDLwupdStc62EcP4wrqAcV0+jWxhMDsXLwoWx+1/A+zMlyMwm4w2w03Dr+2K8HH4rpfQvM9sNN1A1x7FrtzdBG2n8GbzheCdewR+D58mb8F7wg/FvvxUYAfwX8I3SdzWzw3EvsStxw9O5uEtkC15mfgR8LO7Tr9bhIdFIeyHesN0K3JhSeiaOnYI3iI9IKc3teAqIWgjl6QD8+/+mmowys5fjymIf3KD7c+BveK/V4cDb8aFkG+Kc+4Grgf8rvW/0Rv0Ib3g3A9OBo4Ff40bRSbgBZA6ueH4VuCqltCquH4Urfa/Cy/BGvA78M24w2R83ss7HjQB/wQ1t/8Ll+ZviukV4/rsVmIErVtPw8t8K/CbisA7vaDgeN2hcEu/9QuD8SL+5cd4gfMjdVrxen4gbus/E64//A66J42NwI8oE3EDSiht9Dov3yXrxdsF7E38KvBfvaZyBK+Dvw3sc/wK8rT23ZyEaGTM7Eu80ehTXiS/EZUsr7uE3Hi+Li/GyOQd4Bri5O/O+mb0EL2tvLzWW9iSZwRbXR1vxRvzxwD24t8EIXJ7cg9f7W3GZdQIu1+bijfyxuFwZhhteN+Dy8KsppcVlnnsgLodvwuXXK4HXA2txWXUrrmscig+FmIV37u2By+K1uDz+fq2G3JLnW9x3F9zo/cY49B+1tOGiAT0Nl/Gz2zMIRDpfig97/TfulbEJ2Axs7KkhHmb2ffz7/Br3zvhNZjTB6+5HU0qb6vCcFuAVuI73aFEPjI6v1+N57Srcu3oqPmRmt4jXx4tth9Abv4TXhYPinPvx/Lgrnj/evbN1MHbWgHFMSum2bohPpzGzo4HLU0qnxvZlACmlz1U4v9SA0QzslVJ6OLZPxl30/yul9N3ujn+jET1uR+Fu6gfgFsyluGfK42HVn0i4kpnZMXhD7IW4wH8CrzCvSCnNLLn3AGBdFVfpwbhldx9coT067rcIF+j74AJ8Bd6b9ihwSUmPYysumJ+M+A3BBcZBeAV0M15ZXxz3/M+U0p8K17fpiYwexoOAe1NKG83sALyiWxCXvDLuPxcfq/exrIHQ3YTw/QreSPlffAhVzV4sMUnk/vj7HRTre+CNkXvxhsp38Yr1P4D/BLbgaT8MH/JyLV4xDccVo/fgVnbwyng93sBaDXwWF7pTgScJrxtgfqN5PYVh84d4xfsOvCwcANyGu+5vU9mZ2R54Bfk48JmU0v3RyLwEeCfwYzxfr4rwWdxgtyQbKtIN7/Ex3KB4SiP3PkRe7ptSWt/LcTgdNwp+NqX0VJlzDsd7c/6JG2ffixst78d7lMbj5eTPKaWtcc/JuNJ3NvAy3Ovi1ipysBU3OKT2GhPRy3UYcF9KaVMYFs/By+lSfIjRUjM7Ci/DJ+EGir1wefpH4Cd4vl4d73IibkR+BPdQWBf3PRt3Fz4YL/ffwhs8a8KIcwy5F8WTkSb3ljHmGV4mPo43mqbjBuvbShQ+w2X5NPwX6RtDPp8Z158Qab4YN2rMxeVQX1xB/GmJl0dzpP2rgG9GOrwh9n0dNyR9Gf9GN+L12E+LDZHoMBlLHYbwxfsdFe8zEldKv5ZSerwr9xU7D2Z2Om40nwHcgTechgPfBt6SUvpDnHc88DW80X0HXqevwI14E3HdLTM63oHX/ffiutJ8YE61/B66xCG48XEh8Fx2fnRsHYd75B6DdxgeCLy4VkN9lef2wQ2+fw35NwT3TNwPL6eZnrEnuT7bjOuCS3ADRoo43YjrhMfEOywAjsQb+624V9itkTZjcT1mAS4rl+G6aWu828txGTUH15XW4LLxm4X4vRLv5Pu/iMNUXKYdiaf9bfHsPfGhpQ9H/KfFve/BO14X4Hryw7g8TXGfi3Cjx3hczv8J18/G47J5Pm5EuWV761zqKNGu+Q7+fcDz44/xTrjhuFHlW3idtxhvPyzq4DOOwPXlNXidvx7/Rs/hbZn98VED1wPvxzuvxgLfw7/3ELzD7KN4XXY8Xjd9EK+L1gLPppgPL+qzi3EPzPemlH7akfhuz3TKgNHmBmYTU0pz6hSfrsTjXNzd+q2xfQFwVErp0grnbzOEpMw508iHNvwFn0hmE65gbMVdxdsVvNF4GQasSSk9V/NL8XwP9wvxArUKd4PaC7fs1u1XsFHxnEg+X8N+uHC7FS9Ua3Eh+H68cjwUL5iZJXgsblG+EXgklXEzrmNc++AWyKF4ur4VV7hfhlfAZ8S+JlwI3YMrh7fhAmAZLth34/+3d97hchbVH/+cVFoIIQFCCL33DkFA6SDSBaSKyE9QEBEriEpAUUBBsaAi3YYUQUCldxEh9Bq6EEACogFpCszvj+9Z78tm99a9uRvy/TzPPvfuW2bmnZlz5pwzM+/qXRKTkeP/MBroZge2R4PEn1Gw42Bk2I9FM4EjgT+hCP1saAC6qJQyIC+QTQdmB2QcbIEU9ANIoU33fpps7/WQU74F6tt3o9UE96K6eKY0eGloGtxj0eDfsK2zjZYEHq0o2sGoXfbNsj2OAiXLIMN9HApGnQuc2CjvvhIRy6C2XBoN8B8rpTyf58ai/vwWkrGdgE8iB+tnPRncM0j3eTSwBArmXAZ8sZQyJet/LeCG/njOBuUZhAbuZdF2oxkys5xG63rApEYzUZWy7YCMsTWQbN2JHMtTil7KNQiYv/TvNqlAeuSraNXCRai/HgmcVkp5M42FA4CJwHHISF0D1e0ppZTXM62tkREyChkq70eGyYNIviaWUl7qr2fpiohYDOnJ2hvdX+9FGnP01fFoBaHtbW+02viOiJVQMHYj5IhcjnTGODpWqryNxodzkI2wINJnkedfRA7Sm/n9FTQubYYCTIugra9vIifiGeRMHpz5jc7zcyCdPhyNQzu02ySSaR2pN9dCq4aeBZ4v07/jaB0UfNwMzaZ/HunOCchWGwN8ojf9JCeRNsk8Vkfj/TjkbN2JJhxeQvbRnWj17M5IF96X1y2I+vqdyCkfj4IilyMn8VXkPA5Fq1V7ZTPmaoBfI138AJrp/wVaMfEbFIRYDo19DyM75zUku893d8Y92+SNUvfi9S7u2Rw4AfkL05AcDwEOKqXc3N10Okl/DjR2LoLaaDnU9qOR3vk3Clj9Fdm9uyFddiZahTdLv9wyIpZFY/zlKHi1Zn5fCK3oW5Z8OSgKhj/QrM7StpyI5ObzqE+CAmYroSD8JGTzvZH3DEay85dSyrRKWisBP0Yy8iBwQlerZ/OeK4AjSiln9KAaZlpaEcCYAmxfSrm9NUXqdTl2AbasC2CsU0o5uHLN/sihABhTSlmsG+mORTNtqyNna3B+BiFj4ldo1uZ/y4RydcJ/kDI5AQ0oL6AB5WTgm82UYEQsgAakhZHxtDEKIiyLnOULUXT1YDTz/fmq0xwRHwKOR9HhPyMlPSdyJscihTYtP2+gAMCyaAvAbWhJ2400MWojYjQyxm9ECnJFFAj4UyuWXvWGdDy+gpTHfegZfo4EfwPUdud3pgAyMrsDaiNQQOI5tNRrQ+CHpZRJufxrKeCv/Rmk6SvpIG8FnIQc54uQIfRRZDjPiyL1p6LZxQGflc8Z5/XRzMRDSFbfQUbaLqjev9gdJzYH9rHAkzkDvjByPD+JglW3ocDgzii6/WU0kNTkejJaUfL1vgRo0+FdCkXyB7S/ZBDgZCQTvwYu74neTjmbExlHtZniuxvMrM+JdMT2aJb7QTSAP4Mcuv8iY3YMCn4ORYb6d+jQK+/Le3dD7bAGChTei/rsuc36bCXAtmx+5kDbeaqz8EujQNrGyMB4BunKQLPvZ+ZM3gpIhlZBBs6myAj+eCnlkW7U2erIAb6eBqsQzMxB6v1tkTH7PGrLlyJiEaQ39kZy9RzSXW+jgMN8qJ8PQYFx0Lj7BLIdJqPxvH6Z8Xyo7/+NjsmL/6BAx4ZotcxHSinXVO4ZUm9cp/5Zgw4H6snaOB0RC6HZ2e3QzP1fUKD21T5W1yxPrkg9GDnQF1dswwWQgzkSjTOvoP5QWwE5io5tW3ch3bUgHSsF7ke6akvUD+9CNs9PZsQYHtqquEqWcwGk29ZEE1e/RVsXX6tcvyhaqfU48FC9jZgrW/+AHLU96p8h62tDJDtzIX29PqqLZ9FE1jLI3puYn8PRbPRRs6q+zRUo46nTK6ZnpC2xJNpisyeq06lIDu9DenUk0v3zoUnckwbKns6AzOXI5voOCpa0XZAq5X5Z4G+lD6uuWxHA2BNF+A4opZxfd2474MullPX7lEn3ytGnLSS9zHMsWhK+L3J8HkZBi9H5fRp6u+6Pc9nrOBR5Xh8tv38VGTJTkOG8KBKEq5DCn4wM9em2IqSD+jW0//gryKBZHgU1PokCILXnex0ZKM8hB2RkfmbLcjyNBtkeLZVqN6LuJYsGImIU2vO6CYoAn4P2y/9vZUS7kX37YmSwjEOznucjA34P4MOllFsr18+LglSr5d/V0YzPP9Cs93NocLmIuoBERByGjJ1j0faoNyJ6/xKpdicH5A+h/rATMoB/jIJd6yKn6uyqE5NG5GHI2RlMx6zyPEhPnYgM7eUy3TWB21Hg7Kyin7ceigz3eZBjVwtmjEV66LZGdR56P8MmaObuWbRNq7bi6lzguFLK4+mM7YEM3PehIMnk/IxHBvBuKCj8CTSzeEaW8a4sx0i0LajRqqNlsxxXFL8EzzQgIoZ3NTubjsWIvq5ajYgPoG1qryMbYgnkUN6E+vR/keO7Oxrj/4NkbxxyfOfJpH6FxoTxKJCxHno3wUUZ+K1tTVoG6dJfNrJHGpRvJJrF/A/wUv1qo0q6d5ZS3sqA86b047sXImJY6fy9NH3S+xnkWhfp1S2QXbwH0nf/Qe0xBDk+/0TBqBFIdz6A9NALSLfeVhcIGJz3r4jGtqu7E0CdGciJi5+i/nAiCoZsi5zGpVFQexqqr5vQtr25UV9+Ga0UfaKS3vgygO/VMO9d0o5ZCAUYV0S26avIPrmrHfyPnEDfGwVQl0R65XIUKLwvfdHaKwL2RPbgeWi7c49WuKY9uQLwWGVVyaiSP0SQen5TNK6sgnzjUUiun6IjIPQPpBO/Wkq5Le8dBrzVmZ/S5wBGZlR7YdiP0ez/XmjVwlDge6WUk/ucSddlGIICCJsi4/g2FNG9v8n1fQ5gVNIKNKgsiSJfzyBDPxpEnAM12nA0eC2BFPE7qBEv7Un0LiLWRM7XamjW5+BSynl9fCRjBpRcFr4dWn76SGUGawc023IfMmy2QAr07ry29nkgFfUYFMy7t5Olf3POirOOGQU/BDk5f0DLTD+GBrR3kD55CwVjz0TBgmrwZ0he/1Hy99aR8Xljf89AhN618CkUQL4XzV6eh5y3m+pWpQ1Cq3q+jFalnQn8ptEKM2NmFrJfL4Zsj8eQ87sZCuIVFLg4v2oDRce7q14CpjVYPbUxWjU6N9IJ2yDH8R5kz62LAr7PIme8tp1zXTRhMhqt7huKJmaGotUDP0Uz4q9FxHgkg6sgx/RcpEemIMP21+jdWdM5oWl4j20URGwWgAj9cs3X0XhyHHA00nEHIJvrhSz/mllnU5AuvA5N7DRaiToM6ZwJlc/ovO9GtGJzWrbROmiVxVT8s+cNSbt4Z+Q7bIT0+KnonTcDsrLXmJmdDJivi97ptRUaK6YinXwfspn+hF7u+zEkd79FfuxzTSbP50er+tZGgZI50BhwM1pVMQ4FZC9Eq2j/m+nejXTtNLQy6LUMzC6FAuorIP38fTQZtjMK/k4DVmwUXGlJACMfakWkvN9G7xE4Hg2eLZnlzS0iE9Eqg3XKu9/QejiwH5rJAw24p5dSjukkvZYFMNqB0K89LFxKuX6gy2JMf5JG+DbIaLwCGzktJY3zmnMyGL0lfMDfddCI3NK2CdoO09WLLmfJQJUxPSGdyXXQaqc/oPfX1ALI66OX0w6jI8D5OtrbfSsyjv+JXkhc3TbxfSSnryFH/3g08bIB2h54RtEWzXEoqPp/aBXeImhy5jVk141DwYDfopfRgl7Ed0CW93doZVXtZ4Z3yPxOQCvwfohWaP0t8x+GVl9NQvbrXMjIn4AM/jXQ+xQmZxlWy3Or0fHCzNpncruuajTGmLSdx6Nfjnmz7twYpIt3QoHxceRqMPQuvadzwvwKNEl4Lwo+34ICIu9H2ycfQgsJdkQ6vNu/PJhbe2uvQDgdrbCaB63im/5dey3YQrIAWnK4P3rQt9FS3B1auSUhIpZHs4I/Q78YMSmPr4D2Ga6DKvwqYJmulvK81wIYxhhjjDHtSOjXmd5BwY1pXVxb2/7yEHoJ9zA00/c42g72U7TSZAQypE9HwZZd0U/7/h3NAv4RvSDv7Uw30MqPe7sTbEiDeg9k9I9AK1FuQVs8ZsivjBljzIwmV48tjlZFfRTpwfNQMON3A1m2Gq0IYPwb/TTP8aWUO3OAOBG9wG2bUsoDfS/mu/K7jncHMN71rouIuBy9C+MvXaTjAIYxxhhjzExE2pkrAY97VZUxxvQfEfFZ4HvoHXLfGODi/I8hLUhjlVLK47UvuVTk0Ih4CLg+IvYqpVzegnyasRCKiNeYkseMMcYYY8x7iLQz7x3ochhjzHudUsr3I+JatAKtbehzAKMavKg7/rOIeAy9kGn+7qQVEVeh/Yj1HFFK+X2z2xpl3yT96s+oztboGmOMMcYYY4wxZlanlHL3QJehnlaswGhKKeWqiNiwB9dv1otspqBfGagxHr0hu1H6pwCn9CIPY4wxxhhjjDHGDCCD+juDUsrkfs7iYmC3iBgeEYujn+G6tZ/zNMYYY4wxxhhjzAyk3wMYrSIidoyIKcB6wB/yZZ3kb5yfi944fRlwUFe/QGKMMcYYY4wxxpiZiz7/CokxxhhjjDHGGGNMfzPTrMAwxhhjjDHGGGPMrIsDGMYYY4wxxhhjjGl7HMAwxhhjjDHGGGNM2+MAhjHGGGOMMcYYY9oeBzCMMcYYY4wxxhjT9jiAYYwxxhhjjDHGmLbHAQxjjDHGGGOMMca0PQ5gGGOMMcYYY4wxpu1xAMMYY4wxxhhjjDFtjwMYxhhjjDHGGGOMaXscwDDGGGOMMcYYY0zb4wCGMcYYY4wxxhhj2p4hA12AVhIRTwKvAG8Db5VS1hrYEhljjDHGGGOMMaYVvKcCGMnGpZQXB7oQxhhjjDHGGGOMaR3eQmKMMcYYY4wxxpi2570WwCjAFRFxe0TsX38yIvaPiEn5uW8AymeMMcYYY4wxxpheEKWUgS5Dy4iIcaWUZyNifuBK4OBSyg1Nrp3kd2QYY4wxxhhjjDEzB++pFRillGfz71TgQmCdgS2RMcYYY4wxxhhjWkFLAxgRsWxE/CwivhkR4yLinIj4Y0RMaGU+TfKeMyJG1P4HtgBmyDaRiIgZkU9/km13btadMW3He0HO+osQyw90OWZWXH/GzDxExFwR8QfbK8YYM2vS6hUYPwd+AdwK/Bk4HjgQOLHF+TRiAeDuiHgDeAl4pZRyWV8SjIj1I+LMiLgmIhZucH54RJwEPBIRo/qSVxvwdWBt4LcRMdP9Ok1EDI2I9Qe6HANFRMwTEQdGRK9lupUBgojYMIOXs7covQ2AxyJibH6fOyL2bEXavShLOwZStkb6b2yzCyJige4mlvLUtlvsImKDiDgtIlZtUZIfB+6JiPlalF5bkIGZNQa6HK0gIuau+z6o7ntLx61qejnWfzMivhoR2/QgjcERsXkry2UA2AbpvL0GuiB9pU3Hk/cMETF8gPNfqA/3rhoRt/VlLI6I2Xp773uNtGu+W5vsHmhyfFhxIHVAV+NmRMwREWtExIciYvCMKld3aPkWklLKTaWUi4E3Syl3lFKeBP7T6nwa8Df0Es8VgBHA2IhYobeJRcSHgHOBe9H7NG6OiJUr5+cHbgYWBq4FTql2wojYKSL+2o3OMS4idu1uB46IERGxdldKOSKWj4iTI2JYk/NDImLF/H9ptGJlTfTTuic1yXfniFg5IoZ2s6x97l8RMSYi9u1G/XwEuCkivlh3/6iI2L2v5RgoImK+iNgrIlaPiNERsUX2rWpfC+BnwDeB06pKJiJmi4hVupHP7sDfs9/XHJ85elnm1YALgJHAMXXnxmRQ8MGIeKrmXGV/XLJJeoOBHwJTgDOyT5+fz7pLN8s0R0Rs2+D46Kzfbg3yqQOei4gPduf6LtLqcdAztNJs/wZyfRDwd+ATTe57P/BMfX1FxPiI2KeaXurNvwA3RsRBlePT6ZLUXQ9GxCdaIe8N0h8SEYtUvg+OiBORbv47emnzD5oNrBGxbkRcGxGrd5LHOODbwB3Azl2UJ7pqt2o9RMSCEbFbZ9d3h8y3oXx0wceB2yPi+/V11BP5Trn9dlfjWX8REfsCUyNisfy+AvB0RCye3ycAz0bEyBbltxrwfEQslYcOAjYG5gB+HhENt6dGxJIR8efsdwGcDFw+I8egHCtWjYgxPbyvafCzB2msFRETI2K5FqS1bCenP4Imyw5uZBuEAk479VUnheyzS6Iu+BsRs0fEZ1uQ/vbAPyPi9N7Id+rDpXtw/RIR8XhErNvTvPqDiNgu9FL9flmlnf3wpYj4TBfXDYmIrVs9hqXeejoUbJ8jj3XX1l8XuAK4Hrg0Kv5HN+8fEhFfA6ZFxK49LPpMQWji7sMhB7s7fsln83NgJ2ku21kbRcRqPWjDERFxVUSMrzseEXEo8BhwC/D5bqY3b0ScHRFH5hizakSs0kQHRkQMiwaTiHlu/4i4CXgt6mzjkN+wf0RcAUwFzkQLEb6V5+eJiBO7soW6S+a3d09sEgBKKS37AGcAvwLOBk4FTkOrMM5pZT5N8l4PuLzy/XDg8E6un1T3fW7gQ5Xv1wJ7VL7vhgzmpVDg50/Ad4EAZkOBjgPy2iVRoz8A7NUk/wB2yjSfRA7a4E6ufT/wG2Aa2hrz76zrwZU8T0QG1nDgTmAycBb5sta69M4A/gscndccmedGAE8B769cvzRwP1KkDwGvAZPQipsDgRUalHlr4JnqOWA08FXgl8CguusXRE7EnJVjI4HbgeeB71WfA1gEWL7y/UbgYOBB5DQPBoYCV6EA2tbd7EeDgcXqvm8GHAAcCRwBfBEpwX2BVYEhDdIZCqxX+T4M2ByYt8G1cwL7AccBwyr3fwV4Ebgk+9Ir2QaTUbCi9hLefbL/jQauBi4F9s+2eTrvW68uz9WzvhYHNkH9dd+8/nfZB6YBKzZ5th1R0OQnWZa1Ks/xLHIER2cfeH/eNwj4Y/abVYFdM9/P5vO9CsxX6YdfAhbKur8+8/0rcE8+43rZN8Z10aaDgPOAd4A1Ksc3yue9FXgYOXtHZPkmAp8GjkWrk2p1/RPkPD8LHEYDmc1yfjbbYu4mZdoZeKOuPEO7eI5AsvoMcBuwZEX2X0ArqJ5plA4K+PwY6ZtPZfsdD/wDBWLvBLYDTkd9bn9gCRQY/j5wE5Kjc4Ats/0Oyfw+glbc3QN8B9i0i+cYivTZZ4EdgGVIfYB0zYHAoVm+Z5C+WSTP74F0wuj8Pirr+WSm13PrZv/6dtbPx5uU53fAN4BtgZsanB8CrAR8BsnZ/8pT61+V/3fPdr0eOAWtBpwKfLA7+qeTOvsgCtDv0+DcsLq+vlnW8SL53BtmHV0MzJHX7YT0/ynZll8GfkudXq48/9VIHxxYyed9wGxNyjsOyc0SnTzTsGzvpunkdR/KfnsWcGYeuxiNQdcAsyP98QSwfzfrcyTSd0Mqx4ZX5Ow6NKZcA8ybbbhCnj+AtDWQzjsU2Q81/XRmXv/7/L5Rfl+4SVmGI/35kayPyDw3z359a56LLp4psh8/g2TxX8AH8tz8SJ5G5Pe1gEeABSuy8g6yBwZlWgt1lieyez6HdOed+XkyyzwV2SezVeT6Dipy08WzHIn6+3Qym3U9Dcn+fcAmdecXzTqbRto1vZS5oUjv3Q1cRoeOGox0xn+BnSv9/V5g1QZtsnXW9+x152o25abAUUjvnkYDmQGWz362cH5fEDkTU5BenlC5dmz2l68Di9aV5Wo0FjxHjh+t/AArogm/T2T/2A85aN+t1k2W5WfA48h5mwps0STNMU2Or4pk7QVgvybycC2yqx4AfkDqv7rrls0yTgO+3eD8SvVt10UdDM822A/J4prI5v1bPu/LwIe7SGOtrJNtKn1lKtKBnwO+BvwUjbvPAF8gdVk+96ZI91yJxo7ngc0r6c+LdMTJwMo9eLZxyC5bhya6IeVj62zfw4Fd6PBdlqlcNxpYGdmiVdt+WCf5D0H25lnIBpyGZLPmE/0527tROy+CZGy7rI85G1yzEdKDh+X3ZdBkzqb5/QCkl3ZsUC8/ouI35fETgH8CP6w7vk/2yTWzXM/ShY+C9N3t2e4nAHch3fQc8PWKTDyIbP63kI56I+8ZVUnr6Lx/a+AD2beWRv7j/sj+vwT4MDBXTQ7pkNf7UPDlxE7aaUsa28djSBsV2fk7AY+i8ega3u0DjkGxhNEN8+lux+1m547sjPPl/1sCWzV6iFZ/kENwauX73sCPOrm+PoCxaDbi2vkMT1PnCGTnnYwG11uq55HifgINePci52fTvH4wUmgTkQNwR3awB5ETNhIp2gupc3CBVfL6hzLNMXl8JDKyvoQG2lvzuluys16IjKtbUbDiMKT4NkVOxl+Qg3IdUqjVzr0rUm5D0FLNqVQMw0x3PeRonIIGkNUq52fPjv4jpFw3QwGal9AAfSewe91zno0MoXuQUG8G3ICcrprgXoSMwsezTC9l/ayIFMBQZKhdi5yys1CgaTM00I9q0A8WzzpcDimSG4DXM9+1sz5vR07t0Sg48h20SuWX2YbPUWdgIofgHVIpZXqPZV3fj/rIQ3nsX/lcV2SacyLlfAWwVIMyz4cU1zloFupFchBCCugQ5IhekO20HTIs50XOwC1IQf0i2+5lYKO8f37Uz1ZAMvQo2p51CFK4D+U91yOH7lNZJ48gRXkxsHGlrNsiI+3TyKD6M++Wm83QILtN1vFRefybWUcvoUFq1Ty+NDKMa0p1Iur3J6I+vg0wtq6+js58Pwdclsd2zHJtld+3Qf3r+Hymo9Hg/pVsr52Qsv0nMuwXRg7OzcgZ/3A+36lI5i8Hfo2CHfWO9TxILo5HfXmBLP/LpBGHdOdV+XxrI5n6eJZlzmyPqUhWvwscn/ddD+xSl9/CKFAxAg1w1+SzfhcYj3T1flmPh5NBpLx3yWyXHZDB8RkkI/dknS6R1w1CM9RHZL2u16Dfjs1nfgk5nyejQfKJLN89ee+pWR9HIePxGKQ3BqP+t3ldunMjnfJN1P8HIQO6agAuh+R0nbp71802GI4c6hfJACawGDJ6p2W+Z6Jg3zeAX+U1W2W7fRsFV/6OjM9tULB2IWRAPkIDJz3bZLlG5yrXDELGxpfJ4GDl3D6Zf00+DkX65FEU5PpKHh+KdMv1yEh7AY0Fx2e9nIp02aZ1bb860l2Xob4zFRkVJ2dZ/kGdYwCsj/r3OVmfZ+f1ZyOddFXW+ZtI/92ez3ABqaOBubLdr8s81kVj3lQkn09mW9+C+tIFyBi7pVJnmzWpz02QM/Ew6n/zIn3+Fh0G993ZH27Luv9Z5f5hWf4tkUN4b37/FfAHJE8roPGnFmg7AjkUn0fOyCg0vn4B9a970JhdCzi/jOTry0h/35Vttx11AfMsz4oo0HgXHUHgTZGhvgnqv3dkeRdB+v86NE7UAjaHI/vl5izHS6if/JoOmdgV9a+p2bYXZdusiQJlQyrtd362+fBs4xszn9qky/Csj3vQWFObDDoa6bkNs/yb1T3v3sAl+f8nM80foj7/bNbfF5CT/zcq+jDTX58M5DToG4vSYUOdhQLuw7JOvgZMQPrwamRz3pnlPjPL8RSwUCW9Y1E/uwuNHdvm8X2RjKxcuXZUPvs/kDyuifr6jUhGf5ltcmn+/QHSjx/NMgdyRl5C9sSPMq0Tso32R7IyJOttCpLr3yO9vhzSDbXJj0PQxNEZwAIN6mowCqzsCKyR9z6P+uw1KNB7HbIBvoH6yxp57w7Z7rWA2gaoT/0d2T0rVurpbWSjVe2rCahvHoZsnIdQXzsajWtb5L235/OOomPi4UvAx1DfuzLb5SBk+zxKBkPy+U7MfKahSZCabI3MujkGjTU75udcNBHzPJK32nNEtsEyaHyoTYAcg+T6YDJIggIqzwE71NX38pnXSWisOyjbe7Wss4fy793IBtmbjqBbrX5r48RJyP6bmHmdSOdj0FJ5zT+QXDyedbt+5fnej/rkM3TouhORDX4wkoVfVsbjfyJHeArqq4ORj/Uf1MfXalCOb6M+9TEkf1W/ZQSyQc7L+4cim+XIrK8bga/ltecDn2tgl/0N+D+k/w7LZzk22/NH2W4HZv3WnPDNsw5PRvL/m2znlVHfWQnJ5LjKuPoCsEol7/dl+6zfpP7XQbrme0xvTy6QbX9KprEHGVCv6JWT8xl+jvTBZGD+ShqfzGd/EY1hE5qUY2Wk/z+H5OVFKkGpvGZLpL//RYc9PyfSaU8jWXoz2/1VNOZ8MNv/DDTu7Qvsmdf8b2J3uvI067B9/VBR4jPig4yO+gBGfdSrpsAnAU82SeNRZAx9uUk+J6ABcrroNVKUuyDDNfJzIzIsnslOtBdySOapu3c4UipTkJEwio6Zm4/SeGZs0RSEc7LTDUKC+jQdgY4FUKT+WDTI35if0ZUyL1GXbi1Sf3WWZzpnpO76jyBDtGZ8TgTOy//3y/J8i47Zno2Q01Kb8Vo362cEUspPI6U+kQ4FPC8aUHdCijyyk9+NjI1vVMozKK+9FhiZx36Igjk3IIPzCKSoXkCK/Lls18MyrzPy+6ca1X3d809AAnsBUhzjkWDvle13FFIwc2c7r4YCL8sjZVZrizmQ8D6XZWo6I4+ciMORAzPdCpgG19cGn/uR4q8ZkcNq7dLkvu+gwMQVyFBYngYzidkeI5uksTYKbDSdhczrlslrls2yLowGoI06uWdo1vPnkeFyORosfpv941pkQM6fz/oYWkHzArBmN3XLJmjAPhS4oK6fHYgCOxejPn4AMrxrxvgd2ddWQg7xGDTQ/KTSLq8iI3IbNMj8EsnDPvlM96Cg2r9494qmtZC+egNYPI/tioyCA5BcDcpyndRXHdvdT5bhgezrKyFj4X40cP2Ayqxg5Z4Fs381Ws00KtvrG2iwm27mJ++/LOvoIeRwrF53zV7ZHtVZ99OBL1W+/xQ5KhOzDx5H3Qof5JxNQUbUVBS8Oi373dpN6uQipIMnIH15avapV7MNX892/jJysH5JhzGyJwo4BwoiPIuMyIPy/69mGh/Ieloc6djv1j3rILSC6B1gpwZlPAQ4O//fIOvyTiRTNd1+EjJ0bkH6bOEs660ouHhClrsWuJ0PGa8Hov68M3IuluLdgcx5Mu1JSP5vQwGBLaiMlcgxLcCe+X15NAaMRQbQFOTMH5XXVYM9syMDcAoKPA1FTs/rqI+ujPTvf8kgbNb3FOp0ZD7Lf7OMg5FDdgMVo7Du+iHISTwRyfq0bP+rqYy/dKy+qDdShyA74OZs8zORHvsj6kOTsyz1EyCfyHr4Qpaz5mAdne33HOo/D2Yew5GcLJdlWRgFcV/IunoKOdYL0MVqCjSe3Y6c9wsz/RvoWNX2BAog7ZDX3IX63JWkw4ycon/lfSdku11GrmxFhvGfkMyuhAKGVadmNSTHk5Bj8Q/UX17JfLajw8YYku3/LSSHv6nVJ9Ld96B+fjZyYCPT+nrW49x534NoPDoG6cHa+L5OXlerx2Wb1Nu82T5PZptuT4czMh+yWxaoXD8IycvXyRUdlXPj0Bh+b7Z71WmakPW5K9InTyH9ehqyVX+Yz/F9pL+ree6RfeJR5Czeg8auD1b68SK8O+iwP7LrBmd5tq177tqqnwMy7R8j2ds4r/8eGlNHoHF8x8q9cyOZPxL159tQQHLtujzWQLr3zHy+HcnJkDy/LJKvB5DOra3AmhcFex9AemJSpvG1rK+LkJ48kDrbvkkbL4X67XGo//8ejR8PI8d+3x6OuYF09pbI/mg08707krkNyUB0Hh+N9N/k/PsTchYc2UyX5vXfocOGH4R8nWeRrTo5+8hXqayMrst/RPaRlbJuD8rjI1FQe3LW70pobJuC9MOEbN/t0djTcEVOJZ+hyB+6HMnDKdlOR9Dhc6yW5/bKPjcB6aiTK+dfpGOcWQHpoNWzrq9Ek3ITka1WGy/mRHJYC8bVViyegPrbpmhMPbRBubdE/X6XfN4x+f8FWRf70XzVy0JZpvd3Ui9Lo1WvZ1Nng+UzfYS0I7uo36pN8UUymJzft0A6bls0Jj+Tz3AT0jFLZV7DkE6tXyQwCNkLZ+XzdL6atydC0kOBmkI3HYQW5denLSSV4z9Hin662fpKBXe6ZL3u+o3QwNBwNqjB9Zsgp+sVpNA26eL6vZASqQ4ufV7xggyY39CJc1t3/feQArs8BX98F9dfjByS1ZAxvE8vyhho4Hi7XiAbXDsHcjg2Rg7CT1EgZ/U8P4QGsww9KMtwpPjvQwPT0Xn8U8hYXa6b6cyLDJROgya9KN8werEaChkba9PF8uXuptWNa2rLW4/pQz4jkKK+BM12Vh2lPZADt20P07wQOSzdkuPKfUsho+0+ZJC+iAzcefL8UDRw1baorIgMonqHaSgNtqOggW7byvchaGA9DRkDT6YeWbqV/amLZ67J5RVoQD4YGX3dXobbIM3DkCPW1faU+ZDObRTwDWSQHpLf50HOUXUmYsPM5490oueRA1uoGJqdySwarO9ADtBFyJldnncHEjegYwXPYVmWh9F4VN3SNzdyjh6lY+XVD7Jff7QbbdPMwJwv62NuZHDs0+CaeZBjMU9dmhORHj6VJk58N/vNCXRsZWgUqJodOYkN6zrrpbaCYHtkRM6P7IMHUGBzdF2e69Ihf0Pr+1iTcgyhbgtKD5917mzvHutVZIh+EjmZu9Fkm1q171X+H0ZlQoSOAMcOXaSxIhozu2UPVO4bj7Zb1Jz4RZEB/wNg3cp1Q9Es3HwN0pgHGf5fRU7E1K6eue7+4WjM/z86tqLNlXV3O9LHR6IZ1iua9a0mae+a9feJSn/6cKZ1MXV2ULbdBXTDUehhPa9fLUeTa3rVV/PeiSjgdhZyaB+kh/Y9siXuQSt6bums7yO78FJydhcFsS9EfsV1wM+7kV+3+0iDcq6BbIVhdecOz3o+rjey20W+C6JJnEVbmW5dHseiwM4hdcdrKyh2zno/Jo9/Edmzw5ukNyblslu6DK1+eS7bsLr1chgKXM1dOTYbsmUeRv7QKzRZGdAgnzlR4K1pH03ZvQgFjO5A41p1+0Jn4/nqaLy7jgY6MfVLdaJwLBrH70ZBrmbj1xpotebL+fkj8iGm2+7SDh+kW+9KmV4DBaiqtspGWU8/6qw+e51/Pz7YnijavXODc9sBf25xfkOQgl08heFuGuzfr1zfLIAxO3XLjFtQtt4YKUOoRIa7uLbTvfMz4kOHAbIVdUuKmlxf23d4FwqU9KpzI6N7uv2PA1QHkQr3Tt69pLotlU87fuhYVdAr46ObbdStYFLdfUukkm65Eu7HugxkCO42AHkvhGYPp9sC1cv05kSzMn0yGlFg9gUUNDoI+G2DOluvq3xQIHuDGVCPI6jbEtTkuqFodVpf6+dCFES8l54HO6fbd9yL/ANYqQ/3L4X2Qk/I78emQfgssGt/t9fM9kHO2p597Tcz6yf72/poZcyV1G0/7Gb9HdRTWemnZ2mJru0k/Y1Q0O6A3so6CkQVejgRULl/beSYdss27qd6WG5mlZfsr/t35jOgVTsvZnu/SAsnP3Icv45evH+l3eo8+2K3g4IoENtWz9CiepgDBSgKcHCD80v113PXZh36hYhYD0Wbf4yWX+2FInpDge+VUk5ucX5bI+U2GDi9lHJMJ9dOKqWs1cr8jTF9JyKi9KdiMrM0oZ9b/h2a6d+zlHLNABepbYiIHVAQY7tSyiUDXJxeERGzlVLeyP+HIwfzzFLKSwNbMmNMRKyNJhA9xrcp+QsZxwEnlFIOH+jymPYnIpYAnpiRct2vAQyA0E91/hUtI3kEBTLOL6W808I8JqKlkC/koa+UUv7YxT0OYBhjzCxI6KeFP4NeTtyysWhmJ3+K7mPofVJ2MIwxZhYjx4GjgG+VUv490OUxphH9FsDI380+FC1Xug0FMEaivZYvdHZvL/KaCPy7lPLdHtzjAIYxxhhjjDHGGDOTMKgf034MvbBp01LKlujnG28F/hoRK/RjvsYYY4wxxhhjjHmP0Z8BjFVKKbuXUu4EKKK2r+r6iNiyxfl9OiLuiYjTI2JUowsiYv+ImBQRk9Abbo0xxhhjjDHGGDMT0O/vwGiYacRmwK9LKfP34J6r0E/R1HME+jWLF9FbUL+Bftbm460oqzHGGGOMMcYYYwaeAQlgAETEsqWUyf2Q7mLApaWUlVqdtjHGGGOMMcYYYwaG/txC0imtDF5ExIKVrzsC97UqbWOMMcYYY4wxxgw8Qwa6AC3i+IhYDW0heRI4YEBLY4wxxhhjjDHGmJYyYFtI2pGIuA94Y6DLYUybMga9a8YYMz2WD2OaY/kwpnMsI8ZMz4ullK3qD75XVmC0ijdKKWsNdCGMaUciYpLlw5jGWD6MaY7lw5jOsYwY030G7B0YxhhjjDHGGGOMMd3FAQxjjDHGGGOMMca0PQ5gvJtTBroAxrQxlg9jmmP5MKY5lg9jOscyYkw38Us8jTHGGGOMMcYY0/Z4BYYxxhhjjDHGGGPaHgcwjDHGGGOMMcYY0/Y4gJFExFYRMTkiHo2Iwwa6PMbMaCLi9IiYGhH3VY7NGxFXRsQj+XdU5dzhKS+TI2LLgSm1MTOGiFg4Iq6NiAcj4v6IOCSPW0bMLE9EzBYRt0bE3SkfR+Vxy4cxQEQMjog7I+LS/G7ZMKaXOICBlArwY+CDwArA7hGxwsCWypgZzpnAVnXHDgOuLqUsDVyd30n52A1YMe85OeXImPcqbwGfL6UsD0wADko5sIwYA28Cm5RSVgVWA7aKiAlYPoypcQjwYOW7ZcOYXuIAhlgHeLSU8ngp5T/AOcD2A1wmY2YopZQbgJfqDm8PnJX/nwXsUDl+TinlzVLKE8CjSI6MeU9SSnmulHJH/v8KMkQXwjJiDEX8O78OzU/B8mEMETEe+BBwauWwZcOYXuIAhlgIeLryfUoeM2ZWZ4FSynMgBw6YP49bZswsS0QsBqwO/BXLiDHA/5bI3wVMBa4spVg+jBHfB74EvFM5Ztkwppc4gCGiwTH/vqwxzbHMmFmSiJgLuAD4bCnl5c4ubXDMMmLes5RS3i6lrAaMB9aJiJU6udzyYWYJImIbYGop5fbu3tLgmGXDmAoOYIgpwMKV7+OBZweoLMa0E89HxIIA+XdqHrfMmFmOiBiKghe/KqX8Lg9bRoypUEr5F3Ad2r9v+TCzOusD20XEk2iL+iYR8UssG8b0GgcwxG3A0hGxeEQMQy/PuXiAy2RMO3AxsE/+vw/w+8rx3SJieEQsDiwN3DoA5TNmhhARAZwGPFhKObFyyjJiZnkiYr6ImCf/nx3YDHgIy4eZxSmlHF5KGV9KWQz5F9eUUvbCsmFMrxky0AVoB0opb0XEp4HLgcHA6aWU+we4WMbMUCLiN8BGwJiImAIcCRwLnBsR+wFPAbsAlFLuj4hzgQfQrzMcVEp5e0AKbsyMYX1gb+De3OcP8BUsI8YALAiclb+WMAg4t5RyaUT8BcuHMY3w2GFML4lSvK3KGGOMMcYYY4wx7Y23kBhjjDHGGGOMMabtcQDDGGOMMcYYY4wxbY8DGMYYY4wxxhhjjGl7HMAwxhhjjDHGGGNM2+MAhjHGGGOMMcYYY9oeBzCMMcYYM1MQEYtExL/z5zqNMcYYM4vhAIYxxhhj2paIeDIiNgMopTxVSpmrlPL2QJfLGGOMMTMeBzCMMcYYY4wxxhjT9jiAYYwxxpi2JCJ+ASwCXJJbR74UESUihuT56yLimxFxc56/JCJGR8SvIuLliLgtIharpLdcRFwZES9FxOSI2HWAHs0YY4wxvcABDGOMMca0JaWUvYGngG1LKXMB5za4bDdgb2AhYEngL8AZwLzAg8CRABExJ3Al8GtgfmB34OSIWLGfH8MYY4wxLcIBDGOMMcbMzJxRSnmslDIN+BPwWCnlqlLKW8B5wOp53TbAk6WUM0opb5VS7gAuAHYemGIbY4wxpqcMGegCGGOMMcb0gecr/7/e4Ptc+f+iwLoR8a/K+SHAL/q1dMYYY4xpGQ5gGGOMMaadKS1K52ng+lLK5i1KzxhjjDEzGG8hMcYYY0w78zywRAvSuRRYJiL2joih+Vk7IpZvQdrGGGOMmQE4gGGMMcaYdubbwFdz60ev31dRSnkF2AK99PNZ4O/AccDwFpTRGGOMMTOAKKVVKzONMcYYY4wxxhhj+gevwDDGGGOMMcYYY0zb4wCGMcYYY4wxxhhj2h4HMIwxxhhjjDHGGNP2OIBhjDHGGGOMMcaYtscBDGOMMcYYY4wxxrQ9DmAYY4wxxhhjjDGm7XEAwxhjjDHGGGOMMW2PAxjGGGOMMcYYY4xpe/4fFMycjQKP3KcAAAAASUVORK5CYII=\n", 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\n", 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\n", 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19Y+r++D663Wfdbvr8jq66G1P+jpbP0Li4VrbG/c6xojy43gp+3r5w7Xn2Lh2PW7bo8pntW1alK/76+ys1zvxtiPiR0yh6nPexJGvI4PrfwW918kHObIv6c8z7j1G1/ftbV/nhtWvXv9x9evXv039Or/GTjKo/gjwj/VlIuJZ4NcnWI9NRkPuq5+yvc08SNoF7KomT+lYr7r+k6vf+Aft58hOef+QZV98wQQGX5BHlQ9u42yOfKN1NvCVhvJ7Gsr7yzfVvb7s0MHFmOzrL/b19Tdtv2v5s7w0ABns+AbL38hLHd+o8mH7fhZ1a7PtsR3fnNv9PI17TtWfE+fQ/Jy4d6B81u1q6ButxOyf5cg+YNCkz+lJ+otR5fc2lA8uf8QAhKP7u8YBxhK3+abn/DT7ru2+mXTZSfv6+geos3ydanps0y7ftn6L3vZE2Q/8LKE/wJjkdaxffg5HDzDq5aPeoI97nZ3VtocNHpq2Pbj9ub3Ojhnc9Y17rbMxRuVe/xCPhtcRem3kcEP5uOUnfd8+0evcgur33LCyiT7Ei4jGC/Db9L6R3g78XZtlfJnNBdgG3DowfSVwZW2eTwOXDUwfAM5oWO/eGdZxI/At4PvV9cYR82wbUbatWjaq620Tlo/d/ozKR9W98bE3ZT9u/Yson3P7Lapus2z388ymRZvs9JzIaFcrlP28yzv1hyXnXvK+67rfmrIvoF3NrTy7buvQ7pfpMod2n/b+qPTyMbl3fV+9tuVNy47dBy120s/R+3Tp+Gr6H4Ct83oy+nJU/i8DHgPOAo6j9+nJG2rzXAJ8kd6nk28B7m2x3lkOqqdugNXynV9QF9lxdV12ltn7MvG+Wmj2o9pGizY/90Hzqmc/j/22iPJZ9IfLmnv2vpv160Q9+8x2Ne/y7Lo1Ze/L4i7MaHDXtS9c9fKG3Iuue8nlk+Z+xHobdtCr6Q3oXj9w3/uB67OftOt0AS4GvgE8ClxV3XcFcEV1W/TOEP4ovcN7zm2xzoV+U91yHcV8oznn/ekX+zXIvqHTXrlBc0nZL/tllv2hc0/dj87e2a/dhRkN7lq8Tq51+bjcB7It8kO40ssneY0dvKha2NaMpL0Rce4M17cR/81JK7PO3tpbZLuXtI3eWYo30vst0AURcffAcoO/d1r5vw5yu8/h3PM4+zzOPk89+6bXslHlTa+T614+JEe3+WSTnKjMbKQY89+lZsuqYdB8xAvekJNZ1E9C9+LJvKL5/3z9nDIzs6XX9Fo2qrzpdXLdy608HlSvGUk7gB3ACdl1WTfOPs802bcYNNfP5nvEGWnbvGCyBoNmt/sczj2Ps8/j7PPMI/tpB+TrUg5u8yXx4d9ryoeJ5HH2eSY5LG3c4dsDy7Y+NGvdud3ncO55nH0eZ5/H2edw7vn8TbWZraUuh2+DD80yMzMzsx4Pqgsm6WTgz4HXAI8DvxwRzwyZ73F6Zwb8F+AFf1Jl1kqnw7f787AGh3CbmZmZ2Wg/kV0BG2s3cEdEbALuqKZHeUdEbPWA2qy1/jfRhxnyTTT0Bs0Rcbe/hTYzMzOzUTyoLttO4Ibq9g3Au/OqYrZaqoHyZuAC/HtoMzMzM5uSB9VlOy0ingKork8dMV8At0n6qqRdC6ud2ZLzN9FmZmZm1pV/U51M0peA04cUXTXBat4aEU9KOhW4XdIjEXHXkG3tAvqD7lMmr61Ny9nncfZ5nH0O557H2edx9nmcfQ7nXhb/pVbBJB0AtkfEU5LOAO6MiNc1LPNR4HBE/F7DfD71fhJnn8fZ53H2OZx7Hmefx9nncfY5nHs+H/5dtpuBy6vblwM31WeQtEHS8f3b9H4fun9hNTQzMzMzM1tjHlSX7RPA+ZK+CZxfTSPplZL2VPOcBnxZ0v3AvcAtEfG3KbU1MzMzMzNbM/5NdcEi4rvAzw+5/0ng4ur2Y8A5C66amZmZmZmZ4W+qzczMzMzMzKbmb6rXjKQdwA7ghOy6rBtnn8fZ53H2OZx7Hmefx9nncfY5nHs5fPbvNeWzBOZx9nmcfR5nn8O553H2eZx9Hmefw7nn8+HfZmZmZmZmZlPyoLpgkt4n6UFJP5Y08tMnSRdKOiDpoKTdi6yjmZmZmZnZOvOgumz7gfcAd42aQdIxwDXARcBm4DJJmxdTPTMzMzMzs/XmE5UVLCIeBpA0brbzgIPVX2sh6XPATuChuVfQzMzMzMxszXlQvfzOBJ4YmD4E/OywGSXtAnZVky+fc71sgLPP4+zzOPsczj2Ps8/j7PM4+xzOvSw++3cySV8CTh9SdFVE3FTNcyfw4YjYO2T59wHvjIj/sZr+VeC8iPit+dXazMzMzMzMwN9Up4uIX+i4ikPATw1Mvwp4suM6zczMzMzMrAWfqGz53QdsknSWpOOAS4Gbk+tkZmZmZma2FjyoLpikX5J0CNgG3CLp1ur+V0raAxARLwAfAm4FHgb+IiIezKqzmZmZmZnZOvFvqu1FkvYDP8yuxxinAN/JrsQIL4+Is6dd2Nl3ssrZl5w7OPtMU2dfeO5Qdvar3ObB2WcpOXdw9pnc1+eYOHf/ptoG/TAizs2uxCiS9pZaP0lHnURuQs5+Squcfcm5g7PP1DH7YnOHsrNf5TYPzj5LybmDs8/kvj7HNLn78O8lIOk6SU9XnzgNK5ekT0o6KOkBSW9edB3NzMzMzMzWkQfVy+F64MIx5RcBm6rLLuBTC6iTmZmZmZnZ2vOgeglExF3AP42ZZSfw2ei5BzhR0hlTbOozU1VwcUquX9e6lfzYoOz6rXL2JdcNnH2mLvVb5cc2b6vc5qHs+q1y9iXXDZx9Jvf1OSaum09UtiQkvQb4wrAfzUv6AvCJiPhyNX0H8DsR0fU3MGZmZmZmZjaGv6leDRpy31GflkjaJWlvdRn6+2ybD2efx9nncfY5nHseZ5/H2edx9jmce1n8TfWSaPim+tPAnRFxYzV9ANgeEU+NWV+xZ9xbdc4+j7PP4+xzOPc8zj6Ps8/j7HM493z+pno13Az8WnUW8LcA3xs3oB5G0oWSDlRnEN89n2pOT9LjkvZJ+voM/tqha12OOhu7pJMl3S7pm9X1SROsr9jsS8q9qs/Msi85d3D2mUrKfp36G3D2WUrKvaqP+5u8+jj7nLqsTX8Dq5m9B9VLQNKNwN3A6yQdkvQBSVdIuqKaZQ/wGHAQ+CPgNyZc/zHANfTOIr4ZuEzS5pk9gNl5R0RsLeCTuOs5+mzsu4E7ImITcEc13WhJsi8ld5hR9kuSOzj7TKVkfz3r1d+As89SSu7g/ibT9Tj7DNezXv0NrFj2HlQvgYi4LCLOiIhjI+JVEfEnEXFtRFxblUdE/GZE/ExEbJniBGXnAQcj4rGIeB74HL0zitsQI87GvhO4obp9A/Dulqtz9hOYYfbOfULOPof7mzzOPo/7mzzOPof7mzyzyt6DagM4E3hiYPpQdV9JArhN0lcl7cquzBCn9Q+5r65PbblcY/aSNkraJmnjTGo6mdJzh+myd5ufDWefY279TQGcfY7Scwf3N5mcfY5V7W9gBbN/2dyrZEWRtAPYAZwwePeQWUs7g91bI+JJSacCt0t6pPpkaWlMk301kH4IOAl4RtLmiDg814oeaelzh6HZu80viLPP4b4+z5Jmv/S5g/ubTM4+x5L2N7AC2df5m+o1ExF/ExG7gO8N3H0I+KmB6VcBTy60Yg0i4snq+mngr+gd2lKSb0s6A6C6fro+w5TZb6E3oN5YXW+Zcb3HWoLcYbrs3eZnw9nnmFd/k87Z51iC3MH9TSZnn2Ml+xtYjezrPKg2gPuATZLOknQccCm9M4q/KPMQZEkbJB3fvw1cAJT2f3w3A5dXty8Hbmq5XFP2+4BngMPV9b7ZVLfZkuQO02Xf2OYzOfs8S5L9vPqbVM4+x5LkDu5vMjn7HCvX38AKZx8RvhR+oXdGugP0zu69e0j5dnqfUH29unykxTr31qYvBr4BPApcVSvbCHwL+H51vXHBj/+1wP3V5cF6/RL2x43AU8CP6H0a+AHgJ+mdHfCb1fXJs8h+IP9t6577rLNvyj35cTr78XWZ23OitOwX3d8kP1Zn79xnnn2puTv79MdZVPbr0t+sYvb9i6qVWaGq0+J/Azif3o6+D7gsIh4amGc78OGIeNcE6239J/GStgG30Xsjexi4ICLubrstO9Ik2dtsOfs8s8q+fp4BYNHnGVgqbvN5nH0eZ5/H2edw7vl8+Hf5FnJa/IbDuxsPQc48PNzMVs+YPiX1PAM2nl8LzMxsHfns3+Ubdlr8nx0y3zZJ99M7EcGHI+LBthtoOsN0RBxW70/jtwD76t8KNS1vZjaJhj6l/yEfjPmQjxH9lXUzLlu/FpiZ2bryN9Xla3Na/K8BPx0R5wB/APz10BVJuyTtlbQXOGWgqPGbn4g4HBF3j3iD5G+OGozJ3ubM2ecZl33DN5oj+5SqD9pM78QmRw3aBgZ2twEPreM3pl3a/Lj90iLbxteCVf8m2/1NHmefx9nncO5l8W+qC1f9nvmjEfHOavpKgIj4+JhlHgfOjYjvjJnnxd9edP2NYpvl/c3RS/y7lzzOPs8kfU6XPqnNOSDWqT+qt/lJvmnm6P0yNttZ7NdV2jfub/I4+zzOPodzz+fDv8v34mnxgf+T3mnxf2VwBkmnA9+OiJB0Hr0jEL7bdgNNh3d3Xd6HBJpZzeA3mv3pFwdnHfuksYeHr3N/1OKxj90vNGTbYr+NXX+bfbNKg24zM1sdHlQXLiJekPQh4FbgGOC6iHhQ0hVV+bXAe4EPSnoB+AFwaUx4CEL15mTqM3o3LN/0Rs1vlMzWS+Pvoqftk7oO7GCl+6N5D5qb9lvTfu886DYzM8vgQfUSiIg9wJ7afdcO3L4auHrR9ZpA52+OVvhNrtna6Xp0TJv1M+XAbsUHbvMeNI/VYv2dBt1mZmZZPKi2uVvEIYFmtly6Hh3TZbvr+k32vAfNbeswav0zGHQv7b4xM7Pl5kH1mpG0A9gBnLDI7c7zkEBYjjdSWdmbs89UYvbz/ia7hP5oVO5ZH2a01WXQXcoHsCW2+XXh7PM4+xzOvRydz/4t6bXAVcAJEfHemdTK5q60swR2PCNtp7OXL1pp2a8TZ59nmbJv6I86nQG7af1zeCxLk3tXpZ35fZ2yL42zz+Psczj3fK3+p1rSByX94cD070r6U4CIeCwiPjCvCtp6GPc/2E3/S4v/J3tprfp/1tpyGtcf8dI32YdpPrLmqP6oxX892/TG7htnv76aXmsyy+e9bTNbjFaDauAGYIekEyW9C7gE2DW/atkgSRdKOiDpoKTdQ8ol6ZNV+QOS3pxRz3nq+CbXLzpjdM1m2uX9BteWUYsP+ToNusFvoqfV9QNY57qaml5rMsvnve3+PB60m81fq0F1RDwH3Ah8DPgk8N6I+ME8K2Y9ko4BrgEuovdm4bLqN2WDLgI2VZddwKcWWslkTW+kZvGiM07pLzhNn5DTYWDbcfnORxiUnr2tpo5H1nT6NtUfRo037Qew836daLP8Mpdn161B02tNZvlct72IQbstJ3+YMnuTnKjsOuBhYGdEPNq/U9JP0htsv0nSlRHx8RnXcd2dBxyMiMcAJH0O2Emvk+vbCXy2+m/qe9Q7ouCMiHhqkg1JOq66OfhDe9Xuq0+3mUcD8zbNM+16/xnY23sYOq42z5s48kRnb5L0lYF5NgL389LJbd4IPDewrQ30Xqj203szNrjtDbVl5/J77oZ98wrgbOBB4NnaPPXHdk5tnno2WyXdW9vWuH2zdcjyX6HdPn+EI08I9fCQx7mxemz7qnrXH/cDdMx+ydv9LNc76bZfAbyeDr9NXeHsn6fXHyHp2No8/wycw0vt+p9r82xl/HOq/pyd+G+lVjj3pvU+Ty/7N9Drz/95IIutjM+9U18/MDgZfJ0Z7NPq6z+Hl15voLkvb/M69gBHb39Uf1ovH1e/RW970r6+fvLBh6vnHNU26q9FjwyUM6J88H1G02vZwyO237TtUeWTbHsr49t1U/ks+puN1XoG30P1Hx80v4cZfA8wad8w7P1bfZ5x0xt4qb94bsg8g+Xj6jd1fxcRP2IKDbl37W/66xi3b8a9f2t6bw2j20W93Uy7b0a1rf66J35/M8mg+iPAP9aXiYjvAldMsB6bzJnAEwPTh4CfbTHPmcARg2pJu3jpsP1TZlvNou3nyBed/bXysznyReNsoD+wPOLNADD4RmjYskNfcOaY/REdI703jIMdwLDH9pWB8qZs+tuod4yTLD/Ksxz5BrfeqdUfW2nZr7NWb3Kd/UjP0nsexpCypudUvXzYz12c+2j97OsmfZ2YtL+p/4tFvS8e1lff01DetPy9DeVNy7et36K3PVH2A2eN7w8w6q9jz9J7fRl8A18vH3ytem5E+ag36MPKZ73tUa+jk/YnE/c3MDr7+odJHP06Pu49zLD3APXH339/Uh849svGvX8bXH5Y9sPqNq7u4+o37P1Tv3zYoP/FckkjB3cdcu/a3zQ99qb3b037pum9bdd9M658+g/xIqLxAvw28HlgO/B3bZbxZTYX4H3AHw9M/yrwB7V5bgHeNjB9B/BvGta7N/uxLTjHjcA2YOOIsm8B36+uNw6Ubavuj+p6W9tlF5H9LOo3bTYTLD+0bBGPbZ7Zr/qlYb+O3TfOfn7Ztyl37rPPvWt/07T8Mpdn183tfvp2PYvyhnbf9Do+srzFsk3tZt7Ld13/TNv9hLl3rVvXbIotb1p23KXxm2pJPwf8erXS70v615K2RsTXm5a1mTgE/NTA9KuAJ6eYZ63F9P99OvY/axuWXYTO9RuXDS3+I3zU8kMOd+x6yF5p2a+sFvuu6b/lrYOG52RjuU2nw+tEq3WPW36Zy7PrZuN17U869jdNrxXjypuWbXp/Mu/lu66/a/k4nd4/tXjOdc2m5PKp39+M/Z9qSa8G7gQuiYiHq/veD2yPiPe33YhNT9LLgG8APw/8n8B9wK9ExIMD81wCfAi4mN6h4Z+MiPMa1uv/s2tJM/5f01lnP+v6DVn3VP8Brhb/Gdty+8Vmv8zGZdtm3026b5x9Dueex9nncfZ56tk3vVY0vBY1lY19fzLP5buuv2v5kLpMlHtXXbIpvXza7MYOqq0Mki4G/gtwDHBdRHxM0hUAEXGtJAFXAxfS+03Ar0fE3oZ1+gUnybJlP3Xn0mFAPi/Lln0X83yxn7I+a5N9SZx7Hmefx9nnWWT2XQeOyz7wrM3rNp+s8fBvyxcRe4A9tfuuHbgdwG8uul62HqY99MuH7OVpcfj22MPKvO/MzKx0XX8KM++f0iQfem8L1up/qs3MphHj/zPWOtD4/5Bs+m/Tsf+VDN53ZmZmZm35m+o1I2kHsAM4Ibsu68bZ51m17LueSGyR30SvWvbLwrnncfZ5nH0eZ5/DuZfDv6leU/7tRR5nn2fRJ/LoYtEnEps3t/sczj2Ps8/j7PM4+xzOPZ+/qS6YpJOBPwdeAzwO/HJEPDNkvsfp/ZfavwAv+Ell1qzNX37N8yQok5xIbJq/tPJvsczMzMwWw7+pLttu4I6I2ATcUU2P8o6I2OoBtVlrY393PDCwvQ14aNhvl8f9rnnc8i3WPbZu1YB5M3ABBZxV3czMzGydeVBdtp3ADdXtG4B351XFbOU0nayr66B73PI+kZiZmZnZivCgumynRcRTANX1qSPmC+A2SV+VtGthtTNbYi2+7e006G5Yfuy6/U20mZmZ2fLwb6qTSfoScPqQoqsmWM1bI+JJSacCt0t6JCLuGrKtXUB/0H3K5LW1aTn7POOyH/e74xZnyJ76DNttzr69Cr+JdrvP4dzzOPs8zj6Ps8/h3Mvis38XTNIBYHtEPCXpDODOiHhdwzIfBQ5HxO81zOezBCZx9nlmnX1pZ9gumdt9Dueex9nncfZ5nH0O557Ph3+X7Wbg8ur25cBN9RkkbZB0fP82vcNF9y+shmZrzL9rNjMzMzMPqsv2CeB8Sd8Ezq+mkfRKSXuqeU4DvizpfuBe4JaI+NuU2pqZmZmZma0Z/6a6YBHxXeDnh9z/JHBxdfsx4JwFV83MzMzMzMzwN9VmZmZmZmZmU/Og2szMzMzMzGxKPvx7zUjaAewATsiuy7px9nmcfR5nn8O553H2eZx9Hmefw7mXw3+ptaZ86v08zj6Ps8/j7HM49zzOPo+zz+Psczj3fD78u2CS3ifpQUk/ljTyiSLpQkkHJB2UtHuRdTQzMzMzM1tnHlSXbT/wHuCuUTNIOga4BrgI2AxcJmnzYqpnZmZmZma23vyb6oJFxMMAksbNdh5wsPprLSR9DtgJPDT3CpqZmZmZma05f1O9/M4EnhiYPlTdZ2ZmZmZmZnPmb6qTSfoScPqQoqsi4qY2qxhy39Czz0naBeyqJl/eroY2C84+j7PP4+xzOPc8zj6Ps8/j7HM497L47N9LQNKdwIcjYu+Qsm3ARyPindX0lQAR8fGFVtLMzMzMzGwN+fDv5XcfsEnSWZKOAy4Fbk6uk5mZmZmZ2VrwoLpgkn5J0iFgG3CLpFur+18paQ9ARLwAfAi4FXgY+IuIeDCrzmZmZmZmZuvEh3+bmZmZmZmZTcknKrMXSdoP/DC7HmOcAnwnuxIjvDwizp52YWffySpnX3Lu4OwzTZ194blD2dmvcpsHZ5+l5NzB2WdyX59j4tw9qF4Ckq4D3gU8PWwHq/dH1r8PXAw8B7w/Ir42xaZ+GBHndqrsHEnaW2r9JB11ErkJOfsprXL2JecOzj5Tx+yLzR3Kzn6V2zw4+ywl5w7OPpP7+hzT5O7fVC+H64ELx5RfBGyqLruATy2gTmZmZmZmZmvPg+olEBF3Af80ZpadwGej5x7gRElnLKZ2ZmZmZmZm68uD6tVwJvDEwPSh6r5JfWY21ZmbkuvXtW4lPzYou36rnH3JdQNnn6lL/Vb5sc3bKrd5KLt+q5x9yXUDZ5/JfX2Oievms38vCUmvAb4w4jfVtwAfj4gvV9N3AP8hIr5am28XvcPDoeNJJ2wyzj6Ps8/j7HM49zzOPo+zz+Psczj3snhQvSQaBtWfBu6MiBur6QPA9oh4asz6ij05wKpz9nmcfR5nn8O553H2eZx9Hmefw7nn8+Hfq+Fm4NfU8xbge+MG1MNIulDSAUkHJe2eTzWnJ+lxSfskfX0GZ6HsWpfrJD1d/VVB/76TJd0u6ZvV9UkTrK/Y7EvKvarPzLJvk7ukjZK2Sdo4q8fQ1rpnn6mk7NepvwFnn6Wk3Kv6uL/Jq4+zz6nL2vQ3sJrZe1C9BCTdCNwNvE7SIUkfkHSFpCuqWfYAjwEHgT8CfmPC9R8DXEPvLOKbgcskbZ7ZA5idd0TE1gI+ibueo8/Gvhu4IyI2AXdU042WJPtScocZZd8m92og/RBwG/BQxsCaNc2+EKVkfz3r1d+As89SSu7g/ibT9Tj7DNezXv0NrFj2HlQvgYi4LCLOiIhjI+JVEfEnEXFtRFxblUdE/GZE/ExEbImIST/xOQ84GBGPRcTzwOfonVHchhhxNvadwA3V7RuAd7dcnbOfwAyzb5P7FuAkYGN1vWXKaq+EBWdvFfc3eZx9Hvc3eZx9Dvc3eWaVvQfVBrM7e/g8BXCbpK+qd2KG0pzWP+S+uj615XKlZ1967jBd9m1y3wc8Axyurvd1r+pE1jn7bKVnv6r9DTj7LKXnDu5vMjn7HKva38AKZv+yuVfJloGG3FfaGezeGhFPSjoVuF3SI9UnS8uu9OzXNveIOFwdLrUF2BcRhxdSs5esbfYFcPZ5nH0O557H2edx9nlWLnt/U71mJO2Q9BnghIG7DwE/NTD9KuDJhVasQUQ8WV0/DfwVvUNbSvJtSWcAVNdP12dYxuyXIHeYLvtWuUfE4Yi4O2FAvfbZZ1qC7FeyvwFnn2UJcgf3N5mcfY6V7G9gNbKv86B6zUTE30TELuB7A3ffB2ySdJak44BL6Z1RvAiSNkg6vn8buADYP36phbsZuLy6fTlwU32GZct+SXKH6bIvNndw9pmWJPuV62/A2WdZktzB/U0mZ59j5fobWJ3sjxIRvhR+oXdGugP0zu69e0j5dnpPpq9Xl4+0WOfe2vTFwDeAR4Grsh9zrW6vBe6vLg9m1w+4EXgK+BG9TwM/APwkvbMDfrO6PnnZsy8t91lnX2ruzj79cRaV/br0N87euc8r+1Jzd/bpj7Oo7Nelv1nF7PsXVSuzQql3WvxvAOfT29H3AZdFxEMD82wHPhwR75pgvf6T+CTOPo+zz+Psczj3PM4+j7PP4+xzOPd8Pvy7fD4tvpmZmZmZWaE8qC5f29Pib5N0v6QvSnrDYqpmZmZmZma23vyXWuVrc1r8rwE/Hb2/ALoY+Gtg01Er6v0PXP+/4E6ZZSVtPGefx9nncfY5nHseZ5/H2edx9jmce1n8m+rCSdoGfDQi3llNXwkQER8fs8zjwLkR8Z0x8/i3F0mcfR5nn8fZ53DueZx9Hmefx9nncO75fPh3+RpPiy/pdEmqbp9Hb79+d+E1NTMzMzMzWzM+/LtwEfGCpA8BtwLHANdFxIOSrqjKrwXeC3xQ0gvAD4BLw4cgmJmZmZmZzZ0H1UsgIvYAe2r3XTtw+2rg6kXXy8zMzMzMbN358G8zMzMzMzOzKXlQbWZmZmZmZjYlH/69ZiTtAHYAJ2TXZd04+zzOPo+zz+Hc8zj7PM4+j7PP4dzL0fkvtSS9G7gEOBW4JiJum0G9bM586v08zj6Ps8/j7HM49zzOPo+zz1PPXtJGYAuwLyIOD5l/ZHmXZdehvDav23yyVod/S/qgpD8cmP5dSX8KEBF/HRH/Hng/8O/mUss1J+lCSQckHZS0e0i5JH2yKn9A0psz6mlmZmZmBi8OCh8CbgMeqqZblXdZdh3Km0jaKGnbqOVcPrq8adlR2v6m+gZgh6QTJb2L3jfTu2rz/C/ANZNs3JpJOoZerhcBm4HLJG2uzXYRsKm67AI+tdBKmtnMTdupz2r5ktdf8otxCeXLbJ0fu9kK2gKcBGysrrdMUN5l2XUoHyl7wL/M5V0+zGg1qI6I54AbgY8BnwTeGxE/qDYuSf8v4IsR8bW2G7bWzgMORsRjEfE88DlgZ22encBno+ce4ERJZyy6ouNkv8mc5ydWfpNn02hqc3T8hLpp+a7PiS7167L+kl+MSyjPNs92tYh27b7ebKb2Ac8Ah6vrfROUd1l2HcrHyR7wL3P51B9mTHKisuuAh4GdEfHowP2/BfwCcIKk/3rw/5NtJs4EnhiYPgT8bIt5zgSearuR6k3Cm4D99J7ALxZV168AzgYeBJ4FojbPBuAN1fLPVff359kI3E+vcT4j6Y21eTYAD9TKn61te1z5htr6zxl4DBpRPvgYxtVv0m1vbvrdS92cs++Xn02vQx6s++DjHyynNs8Gep3KYP365ePqV6/bvLb9elr83mhako6r1blex2HTTfM0tfmtvNSpA2yV9JWW2xa99jS4/Juq5Wf1nKzXbwtwNy0NDI7q6x9X/3tGbHurpHsH6j6s/Ctj6l7Pdty222RbL59V/frl9fVPlD10btPz7Ou3Mtljr+8b9/Xu64cqPPtxudJy20VmHxGH1Tu6sp/9P0s6dmAbzwNvHHj8zw+U/zNwzkDd/7nWdw2WD65bA8u/ceCxTbLtfvk5vJTt89X2+7nWy8fVr1//NvXTwPrfyHTZ9wfkVNcP1x7bI7XyRwbKGVE++Njr5Q/XHvvDI7bff2xN5ePqN6r+Xet33Ihl23+YERGtLsCfAU8D72m7jC/dL8D7gD8emP5V4A9q89wCvG1g+g7g3wxZ1y5gb3V5fOD+jcC3gO9X1ycCx1aX4+i9iRgsP2mg/NgR5ccNlL+9Kovq+m1VeX+etw0pP3Zgnqby+vrfXqv/sPK29Zt029tG7Mes7OvlJ9ayP3HE9vvzNJWPq9+it71xkuwneA4O1vnYWh1GTTfN09SuRj32NtsetV9m+Zys12+i7IFtI9bfpt0Py2YW7arNtttkm97uR+U+gza96HbV9Njr+8Z9vfv6Zct+6fubOfc5bV7v2s5Twnon3nbD+5ORudNr92/n6PY8uO/fxtFtarDtvY2j29Rg+ds5us0Mts3B8vo8Jw6p3+BjH1W/evm4+vXL29Svvu1tjGjvI/dHyzeVvw18HtgO/N08B5G+HJX9NuDWgekrgStr83wauGxg+gBwRsN699a2MfLNwgzK6y9oG5elvOu6C8g+rTy7bk3Zz+j5uZExHe+o8jbtZtp1tymfRbtu2n5Du++0/nlmswrlXdp8Q+5z7esz2/Us6t7Q5ovtq7uWZ9dtmbMvuW6zyN6XxV2ce/6lzU76OXqHJRxfTf8DsDW74utyoXeI/mPAWfQ+PbkfeENtnkuAL9I7JOItwL0t1tv6DW7X8oF5in0TOq6867ozs88sz65bU/YzeG7Oov4TfxI67WOfd7ueNPtZr9+Xdrm3aBOpff0MHq/7evf1S5N9yXWbRfa+LO7i3PMvTTvo1fQGdK8fuO/9wPXZFV+nC3Ax8A3gUeCq6r4rgCuq26J3hvBH6R37f26LdU70BrdruS952WeWZ9etKfuO+3Hmn/DPatslXvyCX37ubdqV+/rps8/uD9e5r8+uX8nZlfw660v7i3PPv6jaEbZm5D+JT+Ps88wy+/rJtoAjTlzUVD7PbZfI7T7HJLkvY7sqmdt8Hmefx9nncO75Jjn7t5mZVeKls5puYciZOZvK57lts1GqgfPC26yZmdkq86B6zUjaAewATsiuy7px9nnmlX016Bj5d0ZN5fPcdinc7nMMy33IX5kd9U30srSrkrnN53H2eZx9DudeDh/+vaZ8mEgeZ5/H2edx9jkGc5e0DbiN3m8kDwMXRIQH0HPiNp/H2edx9jmcez5/U21mZrYe9tH7rTTV9b7EupiZma0MD6oLJulk4M+B1wCPA78cEc8Mme9xemdq/RfgBX9SZWZmdf7NtJmZ2Xz8RHYFbKzdwB0RsQm4o5oe5R0RsdUDajMzGyUiDkfE3R5Qm5mZzY4H1WXbCdxQ3b4BeHdeVczMzMzMzKzOg+qynRYRTwFU16eOmC+A2yR9VdKuhdXOzMzMzMxszfk31ckkfQk4fUjRVROs5q0R8aSkU4HbJT0SEXcN2dYuoD/oPmXy2tq0nH0eZ5/H2edw7nmcfR5nn8fZ53DuZfFfahVM0gFge0Q8JekM4M6IeF3DMh8FDkfE7zXM51PvJ3H2eZx9Hmefw7nncfZ5nH0eZ5/Duefz4d9luxm4vLp9OXBTfQZJGyQd378NXADsX1gNzczMzMzM1pgH1WX7BHC+pG8C51fTSHqlpD3VPKcBX5Z0P3AvcEtE/G1Kbc3MzMzMzNaMf1NdsIj4LvDzQ+5/Eri4uv0YcM6Cq2ZmZmZmZmb4m2ozMzMzMzOzqfmb6jUjaQewAzghuy7rxtnncfZ5nH0O557H2edx9nmcfQ7nXg6f/XtN+SyBeZx9Hmefx9nncO55nH0eZ5/H2edw7vl8+LeZmZmZmZnZlDyoLpik90l6UNKPJY389EnShZIOSDooafci62hmZmZmZrbOPKgu237gPcBdo2aQdAxwDXARsBm4TNLmxVTPzMzMzMxsvflEZQWLiIcBJI2b7TzgYPXXWkj6HLATeGjuFTQzMzMzM1tz/qZ6+Z0JPDEwfai6z8zMzMzMzObM31Qnk/Ql4PQhRVdFxE1tVjHkvqGndJe0C9hVTb68XQ1tFpx9Hmefx9nncO55nH0eZ5/H2edw7mXxX2otAUl3Ah+OiL1DyrYBH42Id1bTVwJExMcXWkkzMzMzM7M15MO/l999wCZJZ0k6DrgUuDm5TmZmZmZmZmvBg+qCSfolSYeAbcAtkm6t7n+lpD0AEfEC8CHgVuBh4C8i4sGsOpuZmZmZma0TH/5tZmZmZmZmNiWfqMxeJGk/8MPseoxxCvCd7EqM8PKIOHvahZ19J6ucfcm5g7PPNHX2hecOZWe/ym0enH2WknMHZ5/JfX2OiXP3oHoJSLoOeBfw9LAdrN4fWf8+cDHwHPD+iPjaFJv6YUSc26mycyRpb6n1k3TUSeQm5OyntMrZl5w7OPtMHbMvNncoO/tVbvPg7LOUnDs4+0zu63NMk7t/U70crgcuHFN+EbCpuuwCPrWAOpmZmZmZma09D6qXQETcBfzTmFl2Ap+NnnuAEyWdsZjamZmZmZmZrS8PqlfDmcATA9OHqvsm9ZnZVGduSq5f17qV/Nig7PqtcvYl1w2cfaYu9VvlxzZvq9zmoez6rXL2JdcNnH0m9/U5Jq6bz/69JCS9BvjCiN9U3wJ8PCK+XE3fAfyHiPhqbb5d9A4Ph44nnbDJOPs8zj6Ps8/h3PM4+zzOPo+zz+Hcy+JB9ZJoGFR/GrgzIm6spg8A2yPiqTHrK/bkAKvO2edx9nmcfQ7nnsfZ53H2eZx9Dueez4d/r4abgV9Tz1uA740bUA8j6UJJByQdlLR7PtWcnqTHJe2T9PUZnIWya12uk/R09VcF/ftOlnS7pG9W1ydNsL5isy8p96o+M8u+5NzB2WcqKft16m/A2WcpKfeqPu5v8urj7HPqsjb9Daxm9h5ULwFJNwJ3A6+TdEjSByRdIemKapY9wGPAQeCPgN+YcP3HANfQO4v4ZuAySZtn9gBm5x0RsbWAT+Ku5+izse8G7oiITcAd1XSjJcm+lNxhRtkvSe6wxtlL2ihpm6SNXSs+pVKyv5716m/A2WcpJXdwX5/pepx9hutZr/4GVix7D6qXQERcFhFnRMSxEfGqiPiTiLg2Iq6tyiMifjMifiYitkTEpJ/4nAccjIjHIuJ54HP0zihuQ4w4G/tO4Ibq9g3Au1uuztlPYIbZO/cJLTL7aiD9EHAb8FDiwDqd+5s8zj6P+/o8zj6H+5s8s8reg2qD2Z09fJ4CuE3SV9U7MUNpTusfcl9dn9pyudKzLz13mC770nOH9c5+C3ASsLG63tK9qhMpPftV7W/A2WcpPXdwX5/J2edY1f4GVjD7l829SlYUSTuAHcAJg3cPmbW0M9i9NSKelHQqcLukR6pPlpbGkma/9LnD0OxLzx3WO/t9wDPV7Weq6UVa+uzH9Dcvk7SNlzJ1u58x9/V53NfncfY5lrS/gRXIvs7fVK+ZiPibiNgFfG/g7kPATw1Mvwp4cqEVaxART1bXTwN/Re/QlpJ8W9IZANX10/UZljH7Jcgdpsu+6NxhvbOPiMP0fgd2AbC5ml6YJch+2v7mu8C/ozqsHngtbveTcl+fx319HmefYyX7G1iN7Os8qDaA+4BNks6SdBxwKb0zihdB0gZJx/dv03ujvX/8Ugt3M3B5dfty4KaWyxWb/ZLkDtNlX2zu4OyhN7COiLsXPaBekuyn7W+eB/4VLx1W/99Tyz7zBHErnn2xfc6S5A7u6zM5+xwr19/ACmcfEb4UfqF3RroD9M7uvXtI+XZ6n1B9vbp8pMU699amLwa+ATwKXJX9mGt1ey1wf3V5MLt+wI3AU8CP6H0a+AHgJ+mdHfCb1fXJy559abnPOvtSc3f26Y+zqOxnnPtGep+2/7ha33+qzbsR+Bbw/ep6o7N3X7/s2Zeau7NPf5xFZb8u/c0qZt+/qFqZFao6Lf43gPPp7ej7gMsi4qGBebYDH46Id02wXv9JfBJnn8fZ53H2Oeq5V99AbwH2Re0ogOq31rfRG1wfBi6IiLsXWd9V4jafx9nncfY5nHs+H/5dPp8W38zMZiLGH1bfP0HcYXJOEGdmZraUPKguX9vT4m+TdL+kL0p6w2KqZmZmqyKSTxBnZma2rPyXWuVrc1r8rwE/HRGHJV0M/DWw6agV9f4Hrv9fcKfMspI2nrPP4+zzOPscXXKvBtIjD/ked/i4uc1ncvZ5nH0O514W/6a6cNVv3D4aEe+spq8EiIiPj1nmceDciPjOmHn824skzj6Ps8/j7HPMMvdqQP0QvTOHP4O/zR7LbT6Ps8/j7HM493w+/Lt8jafFl3S6JFW3z6O3X7+78Jqamdkq20JvQN3/S64tudUxMzMrgw//LlxEvCDpQ8CtwDHAdRHxoKQrqvJrgfcCH5T0AvAD4NLwIQhmZjZb/ROZgU9kZmZm9iIPqpdAROwB9tTuu3bg9tXA1Yuul5mZrY/qvB2b8W+qzczMjuDDvw3o/VZO0rbqN3NmZmZHafhLLjMzs7Xkb6rXjKQdwA7ghIH7jjj5jCSffGYOhmVvi+Hs8zj7HFm5++zgbvOZnH0eZ5/DuZfDZ/9eU4NnCazOMH4bvZPPHAYuiIi7a/Ov/RulWfEZGvM4+zzOPscic/fZwY/kNp/H2edx9jmce77Oh39Ler2kayX9paQPzqJStnD9k88cZsjJZwbeKN0GPDTsEHEfPm5mNhtL3J82nh18iR+bLTG3OzObt1aDakkflPSHA9O/K+lPASLi4Yi4AvhlwJ+QzIGkCyUdkHRQ0u4h5ZL0yar8AUlvnmT91TcJm4ELGP7Nwtg3Sssw6G7a/rjyLsvOu26ll2fXzSxDl3bZpj8tWOcPaM1mbRbvUVb5ddKvs2YzEhGNF+AVwBPAicC7gH8A/quB8l8E/nfgV9qsz5f2F3p/o/Uo8FrgOOB+egPfwXkuBr4ICHgL8JUW6907QR02At8Cvl9db6yVb6vKorreNsnyA/NsG1bWtbxF/UeWd1m2TfZd119yeXbdurZ7X2Z7WWT2Tf3FPJefpl3Wlh/bn5ace1N2s35si243k7aLevZd119yeXbdxmXf1O4yX6sytz2L8jbt3pfFXJx7/qXVicoi4jlJNwIfAy4Czo+IHwyU3wzcLOkW4M/arNNaOw84GBGPAUj6HLCT3qeufTuBz0bvWXWPpBMlnRERT02yIUnHVTcHf2gv4HngjcDZwIPA85KOHZjnEY7879JHqnX11/MmXvqmG2CrpHsHtrUBeICXTpT2RuDZatvQ+1BnXPkGeh829MvPofdNSb/+9e2/SdJXWtZv65Cyrwxsu77sFuCI36M3GDwKYHD94+p+z8DyXR5btHh8TeXj6rfobU+aPTC23Q/eV59uM48G5m2aZ5r1bgDeAOwHnhsyz2D54POlP89Ges/pfVV5fVsb6GW6nyOfT32vAF7PHM+zMOW+GdafDMuHEfeN6m/abLtNf9O0zx/myP704aq/PWK5iPgRU5pzm38e+CoQQ+rd5rE1tbuuz6VRz4tJX2cm+r34wLelo9rVuNcx6LWnevmzHPl8Hiyvt/t5vs4uetuT/la//v/q/XYH+a+z47bd9f2LX2fLW+/E2y64r6flPCWsd+JtT5P7JL+pvg74DeB/iohHX6yhtF29Q48/Te2/lG0mzqR3lEDfoeq+SedB0i5JeyXtBU6ZsB7PAl/hpTcB9bJz6H3g8sYh8+znyEMC99fKz+bIw8vPnnF50/bHlU+67D6GGJN9/XDJSepWevmitz1p9qXbAPxsdT2s7H56R6g8MGSetuV7xpQ/UJXfP6Z87GG8Sdk39QcwPts2y4/T1G6btt/vTy9meH8KsKHhcM1S23zTY2tqd/15RmXXVD7ueTHp68xRvxeHsdnXf0Y169e5zPJFb3ui7OOln7hdTK/9TfoeZZVeJ/06u0LG5V69PkzbV657+djX2JEmOKzgz4Cngfdkf72+ThfgfcAfD0z/KvAHtXluAd42MH0H8G8a1lvSIYFzPzxp3PZb1s+HBK7YIYHZl47PiabDGVPLM7Nfkv6ky+HhEy1fUptv8djmfZjuyPXPol2My37e7TKzPLtus2j3XZ7TXcsztz2L8qbs1zmbRWbPmvQ38y5vWnbsPmj5BPlt4PPAduDv2q7cl+6X6sl068D0lcCVtXk+DVw2MH0AOKNhvUW90Vpkx5N9KS37dbqUkn2LDr/Y3wC2KZ939l36g6ZsWyzfdVDc6XfFky5fSpufYL/O88OkNu26yMFF6eXZdWvK3pfFXZjR4K7LsutQ3pB70R+8l1zetOzYfdDiyfFz9A7/OL6a/gdga/aTdl0uwMuAx4CzeOlEZW+ozXMJR56o7N4W6/ULTt4+dfZrnn2LDn+u35Yuonxe2bfJZs7Ldx0U+5vq5sc3l6OamtY/h8eyVNmv0sXZl5F9i9e6qQc3617ekHvRHwiUXN607LjL2BOVSXo18MfAJRHx/eru3wf+J+D945a12YiIFyR9CLiV3pnAr4uIByVdUZVfS+/3ZxcDB+mdHOTXs+prZi+pfo+zhaNP5rWPI0+cs29wuYg4LGnziGVfnIcxJ4zJLp+j+sn9JjpxTptsG4zdd/Pe/gzqX7Rx7arpsc/ieWNmM9XUX44r77LsOpSP1LWvXOfyLq+xqkbltmYk7Y2Ic7PrsY6cfZ5FZl8/2y+1/4AfM+BeSbPKvinXRVimfef+Jo+zz+Ps89Szb+ovx5V3WXYdymvzus0nG/tNtZmZTW3sN6r+xmw6JXxT631nZtZOl6Oeso+4Kr3cyuJB9ZqRtAPYAZyQXZd14+zzJGXf6TDhVTGP7P1Go5n7mzzOPo+zz+Psczj3cvjw7zXlw0TyOPs8i85+mQ4Tnje3+xzOPY+zz+Ps8zj7HM49n7+pLpikk4E/B14DPA78ckQ8M2S+x+mdpe5fgBf8pDJbjKZBs79RNTMzM1t9P5FdARtrN3BHRGwC7qimR3lHRGz1gNpsMQZOmHUb8FA1bWZmZmZrxoPqsu0Ebqhu3wC8O68qZlYzeCKyk6ppMzMzM1szHlSX7bSIeAqguj51xHwB3Cbpq5J2Lax2ZuutfyKyw6zxicjMzMzM1p1/U51M0peA04cUXTXBat4aEU9KOhW4XdIjEXHXkG3tAvqD7lMmr61Ny9nn6ZL9uN9Ml/DXTqVzu8/h3PM4+zzOPo+zz+Hcy+KzfxdM0gFge0Q8JekM4M6IeF3DMh8FDkfE7zXM57MEJnH2eSbJfuA30yfR+yZ6swfO03O7z+Hc8zj7PM4+j7PP4dzz+fDvst0MXF7dvhy4qT6DpA2Sju/fBi4A9i+shmary7+ZNjMzM7NGHlSX7RPA+ZK+CZxfTSPplZL2VPOcBnxZ0v3AvcAtEfG3KbU1WzKSNkraNuLM3f7NtJmZmZk18m+qCxYR3wV+fsj9TwIXV7cfA85ZcNXMll798G5JRxze7d9Mm5mZmVkb/qbazNZV4+HdEXE4Iu72gNrMzMzMRvE31Wa2rvqHd4MP7zYzMzOzKXlQvWYk7QB2ACdk12XdOPs8w7L34d2L4Xafw7nncfZ5nH0eZ5/DuZfDf6m1pnzq/TzOPo+zz+Psczj3PM4+j7PP4+xzOPd8/k11wSS9T9KDkn4saeQTRdKFkg5IOihp9yLraGZmZmZmts48qC7bfuA9wF2jZpB0DHANcBGwGbisOqTVzMzMzMzM5sy/qS5YRDwMIGncbOcBB6u/1kLS54Cd9P4qyMzMzMzMzObI31QvvzOBJwamD1X3mZmZmZmZ2Zz5m+pkkr4EnD6k6KqIuKnNKobcN/Tsc5J2AbuqyZe3q6HNgrPP4+zzOPsczj2Ps8/j7PM4+xzOvSw++/cSkHQn8OGI2DukbBvw0Yh4ZzV9JUBEfHyhlTQzMzMzM1tDPvx7+d0HbJJ0lqTjgEuBm5PrZGZmZmZmthY8qC6YpF+SdAjYBtwi6dbq/ldK2gMQES8AHwJuBR4G/iIiHsyqs5mZmZmZ2Trx4d9mZmZmZmZmU/KJyuxFkvYDP8yuxxinAN/JrsQIL4+Is6dd2Nl3ssrZl5w7OPtMU2dfeO5Qdvar3ObB2WcpOXdw9pnc1+eYOHcPqm3QDyPi3OxKjCJpb6n1k3TUSeQm5OyntMrZl5w7OPtMHbMvNncoO/tVbvPg7LOUnDs4+0zu63NMk7t/U70EJF0n6enqE6dh5ZL0SUkHJT0g6c2LrqOZmZmZmdk68qB6OVwPXDim/CJgU3XZBXxqAXUyMzMzMzNbex5UL4GIuAv4pzGz7AQ+Gz33ACdKOmOKTX1mqgouTsn161q3kh8blF2/Vc6+5LqBs8/UpX6r/NjmbZXbPJRdv1XOvuS6gbPP5L4+x8R189m/l4Sk1wBfGPajeUlfAD4REV+upu8Afici9tbm20Xvm2zoeNIJm4yzz+Ps8zj7HM49j7PP4+zzOPsczr0sHlQviYZB9S3Ax2uD6v8QEV8ds75iTw6w6px9Hmefx9nncO55nH0eZ5/H2edw7vl8+PdqOAT81MD0q4AnJ1mBpAslHahOdrZ7prWbAUmPS9on6eszOAtl17ocdeI4SSdLul3SN6vrkyZYX7HZl5R7VZ+ZZV9y7uDsM5WU/Tr1N+Dss5SUe1Uf9zd59XH2OXVZm/4GVjN7D6pXw83Ar6nnLcD3IuKptgtLOga4ht4JzzYDl0naPJ+qdvKOiNhawCdx13P0ieN2A3dExCbgjmq60ZJkX0ruMKPslyR3cPaZSsn+ehbY30jaKGmbpI1dK97BWmZfgFJyB/c3ma7H2We4nvXqb2DFsvegeglIuhG4G3idpEOSPiDpCklXVLPsAR4DDgJ/BPzGhJs4DzgYEY9FxPPA5+id/MyGGHHiuJ3ADdXtG4B3t1yds5/ADLN37hNy9jkW2d9UA+mHgNuAh5IH1unc1+dxf5PH2edwf5NnVtl7UL0EIuKyiDgjIo6NiFdFxJ9ExLURcW1VHhHxmxHxMxGxpX6CshbOBJ4YmD5U3VeSAG6T9FX1TsxQmtP6RwdU16e2XK707EvPHabLvvTcwdlnKj37efU3W4CTgI3V9ZbuVZ3YumafrfTcwf1NJmefY1X7G1jB7F829yrZMtCQ+0o7g91bI+JJSacCt0t6pPpkadmVnr1zz+Ps86xr9vuAZ6rbz1TTi7au2Wdz7nmcfR5nn2flsvc31WtG0g5JnwFOGLi784nO5i0inqyunwb+it6hLSX5tqr/Bq+un67PsIzZL0HuMF32RecOzj7TEmQ/l/4mIg7T+/3dBcDmanqh1jX7bEuQO7i/yeTsc6xkfwOrkX2dB9VrJiL+JiJ2Ad8buPs+YJOksyQdB1xK7+RnRZC0QdLx/dv03vDtH7/Uwt0MXF7dvhy4qT7DsmW/JLnDdNkXmzs4+0xLkv3c+puIOBwRd2cMqNc9+yxLkju4v8nk7HOsXH8Dq5P9USLCl8Iv9M5Id4Deich2DynfTu/J9PXq8pEW69xbm74Y+AbwKHBV9mOu1e21wP3V5cHs+gE3Ak8BP6L3aeAHgJ+kd3bAb1bXJy979qXlPuvsS83d2ac/zqKyX5f+xtk793llX2ruzj79cRaV/br0N6uYff+iamVWKPVOi/8N4Hx6O/o+4LKIeGhgnu3AhyPiXROs138Sn8TZ53H2eZx9Dueex9nncfZ5nH0O557Ph3+Xz6fFNzMzMzMzK5QH1eVre1r8bZLul/RFSW9YTNXMzMzMzMzWm/9Sq3xtTov/NeCnI+KwpIuBvwY2HbWi3v/A9f8L7pRZVtLGc/Z5nH0eZ5/Duedx9nmcfR5nn8O5l8W/qS6cpG3ARyPindX0lQAR8fExyzwOnBsR3xkzj397kcTZ53H2eZx9Dueex9nncfZ5nH0O557Ph3+Xr/G0+JJOl6Tq9nn09ut3F15TMzMzMzOzNePDvwsXES9I+hBwK3AMcF1EPCjpiqr8WuC9wAclvQD8ALg0fAiCmZmZmZnZ3HlQvQQiYg+wp3bftQO3rwauXnS9zMzMzMzM1p0P/zYzMzMzMzObkgfVZmZmZmZmZlPy4d9rRtIOYAdwQnZd1o2zz+Ps8zj7HM49j7PP4+zzOPsczr0cM/lLLUkbgLuA/xgRX+i8Qps7n3o/j7PP4+zzOPsczj2Ps8/j7PM4+xzOPV+rw78lfVDSHw5M/66kPx2Y5XeAv5h15axH0oWSDkg6KGn3kHJJ+mRV/oCkN2fU08zMzMzMbN20/U31DcAOSSdKehdwCbALQNIvAA8B355PFdebpGOAa4CLgM3AZZI212a7CNhUXXYBn5piOxslbZO0cR7lNtq8s88sz67bMsvObp2zt+U1z3bZdd3Zz8l17uuz61dydu7rzWYkIlpdgP9Mb3D3GPAzA/d/DPgvwG3ATcBPtF2nL61y3wbcOjB9JXBlbZ5PA5cNTB8AzmhY796B2xuBbwHfr6431ubtVD4wz7ZhZaWXd113ZvaZ5dl1a8o++9KizRW5X2eV/aTPG1+mbmfFtPl57/c27bLF826q52RT9tnPyXmWZ9dtmbMvuW6zyN6XxV2ce/5lkhOVXQc8DOyMiEf7d0bEVQCS3g98JyJ+PME6rdmZwBMD04eAn20xz5nAUy23sQU4iV7nCbBV0leq2wLeVCt/k6R7BpYfVv4VoP+D/Y3A/dU8z0h6I/BcVRbABuCBWvmz1bYBXtFQvqG2/nOAwwP1H1b+bMv6TbrtzRHR33Yb886+Xr5V0r3V7QC2jth+//E1lY+r36K3vQW4mwlJOm6gTi/eXbuvPt1mnn7bOxvYR7s23V9uXK6jyjP3+0TZV994PDTm8UMvo7OBBzny+Uq13WG5Rq18P0f2Bf15NlR1Hixvs+3B5/0bquUH+7L+PIPl4+rXr3+b+vXL+/V7PbBvwv6mlTk+J5peC/rzjMtm3HTT82bca0HT69BWuvU37uvz+vqSs1/pvr5vzq+ztJynhPVOvO2I+BFTcu6LzX2SQfVHgH8ctUxEXD/pxq0VDbkvppgHSbuoDtsHThko2gc8U91+ht4buUH7O5afzZGd8tnAvQ3lX+lYfk9DedPy90657NAXnMTsM8sXve19DDEm+1kYNrgaLHvxDTwwOIBoalcl79dh5ZNmX3+TW3/89ewGPygbl+uo8mdr5Q80lI/a9qjyccvPtX7DPsibc5vvoum1oCmb/jzDPhCB6V6LvtKibNi6J23z7utnV75K2Ze8X4eVZ7zO2gjjcq8+vH4Tw/tKeOlD//6Hx8PKR72/GVx+8APQSctH9eVt69f/8HxU/QY/3J6kfhskTf7BdctDCn4b+DywHfi77K/X1+nCAg7/rqZHHvbWtZzCD18aV9513dnZZ5dn160p+y6XFm1jW1UW1fW2SdpNdnbzzL5jdiPLXD7fNt+1XXTZ77N43oxbvuu622Tf9TlVcnl23ZY5+5Lrlp199mMrvXxU7nR877rO5U3Ljt0HLXbSz9Eb5R9fTf8DsLXtBnzpdqF3ZMBjwFnAcfQ+xX9DbZ5LgC/S+8b6LcC9Lda70N9eZHc8Xcpn2ellZO/L9Nk3tItOA4BJ282yX+rZt3jOreRvEOdd3rXNt3g+dKrbtPu9Kp/oA4Uxj2Gqvr5rm/dlcRdnX0b2XfqM7L609PKG3Iv+8Lfk8qZlx+6Dhh30anoDutcP3Pd+4PrsJ+06XYCLgW8AjwJXVfddAVxR3Ra9k8g9Su8whnNbrNMvOHn709kvQfazeMFjzQbOs8q+KbumXNe9vEvuDeua6bfoU+73qb5ByLi4r3f263hhRoO7rv3Nqpc35F70BwIllzctO+6iagW2ZuQ/iU/j7PNMkr2kbfT+1WAjvd/7XBARd9fm2UjvN0FzOWHUKnG7zzHL3OsnmAOO+D13U/kM67AUzzm3+TzOPs9g9l36jK79zaqXj8t9YPmRfaXLR5dP+zrjQfWa8gtOHmefZ5IXnUUMENaJ232OWefe9Y3MOnGbz+Ps88xycFfywKuE8tq8bvPJPKheM5J2ADuAd0TEpuz6rBNnn2dY9m0GzR4gdOd2n8O553H2eZx9Hmefw7mXw4PqNeVPtPI4+zy1w9IaD++22XG7z+Hc8zj7PM4+j7PP4dzzvSy7AmZmSfbR4v83zczMzMzG8aC6YJJOBv4ceA3wOPDLEfHMkPkep3eWun8BXvAnVWbNIuKwpM348G4zMzMz6+AnsitgY+0G7qh+I3FHNT3KOyJiqwfUZu1FxOGIuNsDajMzMzOblgfVZdsJ3FDdvgF4d15VzMzMzMzMrM6D6rKdFhFPAVTXp46YL4DbJH1V0q6F1c7MzMzMzGzN+TfVySR9CTh9SNFVE6zmrRHxpKRTgdslPRIRdw3Z1i6gP+g+ZfLa2rScfR5nn8fZ53DueZx9Hmefx9nncO5l8V9qFUzSAWB7RDwl6Qzgzoh4XcMyHwUOR8TvNcznU+8ncfZ5nH0eZ5/Duedx9nmcfR5nn8O55/Ph32W7Gbi8un05cFN9BkkbJB3fvw1cAOxfWA3NzMzMzMzWmAfVZfsEcL6kbwLnV9NIeqWkPdU8pwFflnQ/cC9wS0T8bUptzczMzMzM1ox/U12wiPgu8PND7n8SuLi6/RhwzoKrZmZmZmZmZvibajMzMzMzM7Op+ZvqNSNpB7ADOCG7LuvG2edx9nmcfQ7nnsfZ53H2eZx9DudeDp/9e035LIF5nH0eZ5/H2edw7nmcfR5nn8fZ53Du+Xz4t5mZmZmZmdmUPKgumKT3SXpQ0o8ljfz0SdKFkg5IOihp9yLraGZmZmZmts48qC7bfuA9wF2jZpB0DHANcBGwGbhM0ubFVM/MzMzMzGy9+URlBYuIhwEkjZvtPOBg9ddaSPocsBN4aO4VNDMzMzMzW3P+pnr5nQk8MTB9qLrPzMzMzMzM5szfVCeT9CXg9CFFV0XETW1WMeS+oad0l7QL2FVNvrxdDW0WnH0eZ5/H2edw7nmcfR5nn8fZ53DuZfFfai0BSXcCH46IvUPKtgEfjYh3VtNXAkTExxdaSTMzMzMzszXkw7+X333AJklnSToOuBS4OblOZmZmZmZma8GD6oJJ+iVJh4BtwC2Sbq3uf6WkPQAR8QLwIeBW4GHgLyLiwaw6m5mZmZmZrRMf/m1mZmZmZmY2JZ+ozF4kaT/ww+x6jHEK8J3sSozw8og4e9qFnX0nq5x9ybmDs880dfaF5w5lZ7/KbR6cfZaScwdnn8l9fY6Jc/egeglIug54F/D0sB2s3h9Z/z5wMfAc8P6I+NoUm/phRJzbqbJzJGlvqfWTdNRJ5Cbk7Ke0ytmXnDs4+0wdsy82dyg7+1Vu8+Dss5ScOzj7TO7rc0yTu39TvRyuBy4cU34RsKm67AI+tYA6mZmZmZmZrT0PqpdARNwF/NOYWXYCn42ee4ATJZ2xmNqZmZmZmZmtLw+qV8OZwBMD04eq+yb1mdlUZ25Krl/XupX82KDs+q1y9iXXDZx9pi71W+XHNm+r3Oah7PqtcvYl1w2cfSb39TkmrpvP/r0kJL0G+MKI31TfAnw8Ir5cTd8B/IeI+Gptvl30Dg+HjiedsMk4+zzOPo+zz+Hc8zj7PM4+j7PP4dzL4kH1kmgYVH8auDMibqymDwDbI+KpMesr9uQAq87Z53H2eZx9Dueex9nncfZ5nH0O557Ph3+vhpuBX1PPW4DvjRtQDyPpQkkHJB2UtHs+1ZyepMcl7ZP09RmchbJrXa6T9HT1VwX9+06WdLukb1bXJ02wvmKzLyn3qj4zy77k3MHZZyop+3Xqb8DZZykp96o+7m/y6uPsc+qyNv0NrGb2HlQvAUk3AncDr5N0SNIHJF0h6Ypqlj3AY8BB4I+A35hw/ccA19A7i/hm4DJJm2f2AGbnHRGxtYBP4q7n6LOx7wbuiIhNwB3VdKMlyb6U3GFG2S9J7uDsM5WS/fWsV38Dzj5LKbmD+5tM1+PsM1zPevU3sGLZe1C9BCLisog4IyKOjYhXRcSfRMS1EXFtVR4R8ZsR8TMRsSUiJv3E5zzgYEQ8FhHPA5+jd0ZxG2LE2dh3AjdUt28A3t1ydc5+AjPM3rlPyNnncH+Tx9nncX+Tx9nncH+TZ1bZe1BtMLuzh89TALdJ+qp6J2YozWn9Q+6r61NbLld69qXnDtNlX3ru4OwzlZ79qvY34OyzlJ47uL/J5OxzrGp/AyuY/cvmXiUriqQdwA7ghMG7h8xa2hns3hoRT0o6Fbhd0iPVJ0tLY0mzX/rcYWj2pecOzj7T0me/pP0NOPssS587uL/J5OxzLGl/AyuQfZ2/qV4zEfE3EbEL+N7A3YeAnxqYfhXw5EIr1iAinqyunwb+it6hLSX5tqQzAKrrp+szLGP2S5A7TJd90bmDs8+0BNmvZH8Dzj7LEuQO7m8yOfscK9nfwGpkX+dBtQHcB2ySdJak44BL6Z1RvAiSNkg6vn8buADYP36phbsZuLy6fTlwU8vlis1+SXKH6bIvNndw9pmWJPuV62/A2WdZktzB/U0mZ59j5fobWOHsI8KXwi/0zkh3gN7ZvXcPKd9O7xOqr1eXj7RY597a9MXAN4BHgauyH3Otbq8F7q8uD2bXD7gReAr4Eb1PAz8A/CS9swN+s7o+edmzLy33WWdfau7OPv1xFpX9uvQ3zt65zyv7UnN39umPs6js16W/WcXs+xdVK7NCVafF/wZwPr0dfR9wWUQ8NDDPduDDEfGuCdbrP4lP4uzzOPs8zj6Hc8/j7PM4+zzOPodzz+fDv8vn0+KbmZmZmZkVyoPq8rU9Lf42SfdL+qKkNyymamZmZmZmZuvNf6lVvjanxf8a8NMRcVjSxcBfA5uOWlHvf+D6/wV3yiwraeM5+zzOPo+zz+Hc83TJXtJGYAuwLyIOz7puq87tPo+zz+Hcy+LfVBdO0jbgoxHxzmr6SoCI+PiYZR4Hzo2I74yZx7+9SOLs8zj7PM4+h3PPM0n21YD6IeAk4BlgswfW03O7z+Psczj3fD78u3yNp8WXdLokVbfPo7dfv7vwmpqZmdk0ttAbUG+srrfkVsfMzCbhw78LFxEvSPoQcCtwDHBdRDwo6Yqq/FrgvcAHJb0A/AC4NHwIgpmZ2bLYR+8baqrrfYl1MTOzCXlQvQQiYg+wp3bftQO3rwauXnS9zMzMrLvqnCib8W+qzcyWkgfVZmZmZsmqgfTd2fUwM7PJeVC9ZiTtAHYAJ2TXZd04+zzOPo+zz+Hc8zj7PM4+j7PP4dzL4bN/rymfJTCPs8/j7PM4+xzOPY+zz+Ps8zj7HM49X+ezf0vaLunvJV0raXv3KpmZmZmZzYakjZK2VX9dZmY2c60G1ZI+KOkPB6Z/V9KfVpMBHAZeDhyafRVN0oWSDkg6KGn3kHJJ+mRV/oCkN0+xDb/gjLDq2XR9fOOWX/bs5ln/Zc/GRmvat/N8zpnZkQb+A/w24KFle97Muz8xK9Eytuu231TfAOyQdKKkdwGXALuqsr+PiIuA3wH+0xzquNYkHQNcA1wEbAYuq84QOugiYFN12QV8asJtNL7gdO3U5/0mcl7ly/Bi3OWxd93345Zf9uxm8bwYt92u617GF5xFmXc2XdrNPJ9zJVjWvt6adfkANXm/FP0f4Jn9SZvykpVe93n3h12WLbldLKJdz+XxRUSrC/Cf6Q3uHgN+Zkj5ccBftl2fL61z3wbcOjB9JXBlbZ5PA5cNTB8AzmhY797aNr5P76iD7wPbavNuBL5VlX0L2DjL8hYZzHX748qbshlYflvbxzWY/TTLz/ixd933I5efR3azzH7e2TTUY67PuVlcuu6bpnY/r7q1yWbOz7mmfTu351yb3Of5nOuafdd2P6PykdlMmt0s23zXfTPPfTvv/dI1+zbrz9o3XZ/vLcoX/loyy3Y/z/6m9PpNum8mafMZz8kJH3vquGTaxzbJg/9vqwf3i7X730NvUPfnwPZ5NNp1vgDvBf54YPpXgatr83wBeNvA9B3AuQ3rHffkOxE4trocB7y91rjfPlB+7Ijy48aUv60qH5znpGq++raPq+avLz9YPq5+o8rb1u/EEdn0y08a98ScQfb9Oryt2tZgvWeRfdPja8q+/vhPqu3T+ron2XZ/nrfX1jur7Oud9ttq2xj32Npk31/HYLtualdtnnNt2nR/228bkWvTc65p3xwHHDthXzZscFfft23a/bC6DT62pjbblP24bbfJvmu7n/Q51+WN1rDHPmp62GOr5zPv/mZp+/oJnifDcm/zWtC0b8b1R133TdfXoUmfsxNnT3N/M67dN83TJdumNt20X5v6m6Zsm8r7+Xf94mAZ+/r66+iw19B51G9Uf9f6A1Sa3990fV/f9Ni7vscY9/5rXn3O1H39i7lP0NH/GfA08J5JXyR8mf4CvI+jB9V/UJvnFo4eVP+bIevaBeytLo/XysZ1ek2Di66dftOTq+uTbxb1GzWwa9Xpjcqe7gO7ro+ta8fX9KI0bmC3kBecMdl3/UBjHu2qzX6fVZvuMrhp9UarQ/bjHv+4F8Muj21W2Te1+1k958Z9ozptf9PU5ru+0er6nJ/n82LSAf1E/c0Er/n1ttL2tSBz3yy6P5oq+zHZ1p+/k87TJdumNl3vT4bVZVx/05RtU3mrAcao7Fntvn7RX1oM+0Z3Hrm3eX8z78fe5r3lrPucifr6oc+Dlp38bwOfB7YDf7fIQeW6X1jA4d8t6zH2UIgu5czgMOF5lzfkMtEnWkx2iM7cs+m67zu07U6PvWv2886mzb7rknuXbXfNdgbtfur6tdl2QzZzf87N6Lkxk/VT0CGBXZefZ/m82/wM9uNcfzYwo307r/cIqdkvYN+k9icN2U/8OsaK9PULes506g/HtfnM5+Qssptnux5X3qVubSr9c8B+4Phq+h+ArZM+eF+muwAvo/c79rPofYJyP/CG2jyXAF8EBLwFuLfFehf6W6+GunR+chVQ/7n8pnrZs+mS3axfcIZlv4DHlrLvWrzgdX0z0PWN1iwGd2m/C16my4T9TXHnQVhwVjP9gHKW/c0MnrMz709L2jfzzH7Vs+3a7sZlv8x9/SL26yzbxazb/DyznfVjX+RjG3dRtfBQkl4N3AlcEhEPV/e9n95vp98/ckGbKUkXA/8FOAa4LiI+JukKgIi4VpKAq4ELgeeAX4+IvQ3r3BsF/Ul8dfa9LcC+iDicXZ95mjT7dcqmbtaPfdHtPnPfNW27S90Gzsx5EvAMsLlpHfXs51m/rlbpOTdJm59mv9pos+5vurbLVWrXTWaZfZvnxSpnO+ljW6W+fpn2q9/X5xs7qLbVVdqTb504+zzOfna6vtGyxfCHeHnc5vPMeFC9jd5f+2wEDgMXRMTds1j3KnK7z+Hc870suwJmZrZ8qgGX31iuGO9Xs6Pso/cNNdX1vsS6mFmhPKheM5J2ADuAE7Lrsm6cfR5nn8fZ53DueZx9nnlkHxGHJW3GR3CM5Xafw7mXw4d/rykfJpLH2edx9nmcfQ7nnsfZ53H2eZx9Duee7yeyK2BmZmZmlkXSRknbqnMKmJlNzId/F0zSycCfA68BHgd+OSKeGTLf4/ROW/8vwAv+pMrMzMysWf3s3pJ81nszm5i/qS7bbuCOiNgE3FFNj/KOiNjqAbWZmZlZa1voDag3VtdbcqtjZsvIg+qy7QRuqG7fALw7rypmZmZmK6d/du/D+OzeZjYlH/5dttMi4imAiHhK0qkj5gvgNkkBfDoiPjNsJkm7gF3V5Ckzr62N5OzzOPs8zj6Hc8/j7PNMm73P7t2d230O514Wn/07maQvAacPKboKuCEiThyY95mIOGnIOl4ZEU9Wg+7bgd+KiLsatuuzBCZx9nmcfR5nn8O553H2eZx9Hmefw7nn8zfVySLiF0aVSfq2pDOqb6nPAJ4esY4nq+unJf0VcB4wdlBtZmZmZmZm3fk31WW7Gbi8un05cFN9BkkbJB3fvw1cAOxfWA3NzMzMzMzWmAfVZfsEcL6kbwLnV9NIeqWkPdU8pwFflnQ/cC9wS0T8bUptzczMzMzM1owP/y5YRHwX+Pkh9z8JXFzdfgw4Z8FVMzMzMzMzM/xNtZmZmZmZmdnU/E31mpG0A9gBnJBdl3Xj7PM4+zzOPodzz+Ps8zj7PM4+h3Mvh/9Sa0351Pt5nH0eZ5/H2edw7nmcfR5nn8fZ53Du+Xz4d8EkvU/Sg5J+LGnkE0XShZIOSDooafci62hmZmZmZrbOPKgu237gPYz5z2lJxwDXABcBm4HLJG1eTPXMzMzMzMzWm39TXbCIeBhA0rjZzgMOVmcBR9LngJ3AQ3OvoJmZmZmZ2ZrzN9XL70zgiYHpQ9V9ZmZmZmZmNmf+pjqZpC8Bpw8puioibmqziiH3DT37nKRdwK5q8uXtamiz4OzzOPs8zj6Hc8/j7PM4+zzOPodzL4vP/r0EJN0JfDgi9g4p2wZ8NCLeWU1fCRARH19oJc3MzMzMzNaQD/9efvcBmySdJek44FLg5uQ6mZmZmZmZrQUPqgsm6ZckHQK2AbdIurW6/5WS9gBExAvAh4BbgYeBv4iIB7PqbGZmZmZmtk58+LeZmZmZmZnZlHyiMnuRpP3AD7PrMcYpwHeyKzHCyyPi7GkXdvadrHL2JecOzj7T1NkXnjuUnf0qt3lw9llKzh2cfSb39Tkmzt2Dahv0w4g4N7sSo0jaW2r9JB11ErkJOfsprXL2JecOzj5Tx+yLzR3Kzn6V2zw4+ywl5w7OPpP7+hzT5O7fVC8BSddJerr6xGlYuSR9UtJBSQ9IevOi62hmZmZmZraOPKheDtcDF44pvwjYVF12AZ9aQJ3MzMzMzMzWngfVSyAi7gL+acwsO4HPRs89wImSzphiU5+ZqoKLU3L9utat5McGZddvlbMvuW7g7DN1qd8qP7Z5W+U2D2XXb5WzL7lu4Owzua/PMXHdfPbvJSHpNcAXhv1oXtIXgE9ExJer6TuA34mIvbX5dtH7Jhs6nnTCJuPs8zj7PM4+h3PP4+zzOPs8zj6Hcy+LB9VLomFQfQvw8dqg+j9ExFfHrK/YkwOsOmefx9nncfY5nHseZ5/H2edx9jmcez4f/r0aDgE/NTD9KuDJSVYg6UJJB6qTne2eae1mQNLjkvZJ+voMzkLZtS5HnThO0smSbpf0zer6pAnWV2z2JeVe1Wdm2ZecOzj7TCVlv079DTj7LCXlXtXH/U1efZx9Tl3Wpr+B1czeg+rVcDPwa+p5C/C9iHiq7cKSjgGuoXfCs83AZZI2z6eqnbwjIrYW8Enc9Rx94rjdwB0RsQm4o5putCTZl5I7zCj7JckdnH2mUrK/nvXqb8DZZykld3B/k+l6nH2G61mv/gZWLHsPqpeApBuBu4HXSTok6QOSrpB0RTXLHuAx4CDwR8BvTLiJ84CDEfFYRDwPfI7eyc9siBEnjtsJ3FDdvgF4d8vVOfsJzDB75z4hZ5/D/U0eZ5/H/U0eZ5/D/U2eWWXvQfUSiIjLIuKMiDg2Il4VEX8SEddGxLVVeUTEb0bEz0TElvoJylo4E3hiYPpQdV9JArhN0lfVOzFDaU7rHx1QXZ/acrnSsy89d5gu+9JzB2efqfTsV7W/AWefpfTcwf1NJmefY1X7G1jB7F829yrZMtCQ+0o7g91bI+JJSacCt0t6pPpkadmVnr1zz+Ps8zj7PM4+h3PP4+zzOPs8K5e9v6leM5J2SPoMcMLA3Z1PdDZvEfFkdf008Ff0Dm0pybdV/Td4df10fYZlzH4Jcofpsi86d3D2mZYg+5Xsb8DZZ1mC3MH9TSZnn2Ml+xtYjezrPKheMxHxNxGxC/jewN33AZsknSXpOOBSeic/K4KkDZKO798GLgD2j19q4W4GLq9uXw7cVJ9h2bJfktxhuuyLzR2cfaYlyX7l+htw9lmWJHdwf5PJ2edYuf4GVif7o0SEL4Vf6J2R7gC9E5HtHlK+nd6T6evV5SMt1rm3Nn0x8A3gUeCq7Mdcq9trgfury4PZ9QNuBJ4CfkTv08APAD9J7+yA36yuT1727EvLfdbZl5q7s09/nEVlvy79jbN37vPKvtTcnX364ywq+3Xpb1Yx+/5F1cqsUOqdFv8bwPn0dvR9wGUR8dDAPNuBD0fEuyZYr/8kPomzz+Ps8zj7HM49j7PP4+zzOPsczj2fD/8un0+Lb2ZmZmZmVigPqsvX9rT42yTdL+mLkt6wmKqZmZmZmZmtN/+lVvnanBb/a8BPR8RhSRcDfw1sOmpFvf+B6/8X3CmzrKSN5+zzOPs8zj6Hc8/j7PN0yV7SRmALsC8iDs+6bqvO7T6Hcy+Lf1NdOEnbgI9GxDur6SsBIuLjY5Z5HDg3Ir4zZh7/9iKJs8/j7PM4+xzOPY+zzzNJ9tWA+iHgJOAZYLMH1tNzu8/h3PP58O/yNZ4WX9LpklTdPo/efv3uwmtqZmZmQ0naKGlbNYizcmyhN6DeWF1vya2OmS0jH/5duIh4QdKHgFuBY4DrIuJBSVdU5dcC7wU+KOkF4AfApeFDEMzMzIpQ/zZUkr8NLcc+et9QU13vS6yLmS0pD6qXQETsAfbU7rt24PbVwNWLrpeZmZm1MvhtaH/67rzqWF91PprN+DfVZtaBB9VmZmZm8+VvQwtWDaT9IYeZTc2/qTYzMzObo2rQthm4gBEnwvJvrs3Mlpe/qV4zknYAO4ATsuuybpx9Hmefx9nncO55RmU/7ttQ/+Z6Ntzu8zj7HM69HJ3/UkvSTwD/T+BfA3sj4oZZVMzmy6fen51J/9/S2edx9nmcfY567v4/3sWZ8G+dtgG30fvN9WHggoi4uzaP911L7m/yOPsczj1fq8O/JX1Q0h8OTP+upD+tJncCZwI/Ag7Nvoom6UJJByQdlLR7SLkkfbIqf0DSmzPquY4Gvl24DXhoHQ/bG3fIYtPhjF3Ls2XWr/Rsmix7/ZdRm/7K+yVN/zfXhxnym2u/1pjZOpn3a1GX966jtP1N9Q3ADkknSnoXcAmwqyp7HXB3RPzPwAcn2bg1k3QMcA1wEb3fY11WnaVy0EXApuqyC/jUQivZQuaTo2t5w7Kd/9+y9DexTdkw4o1e05vAruXZMus3i8FR9gcCFLxvS9dh343tr9Zhv5Ta37b4zXXja03Xx1ZqNquu9NxLr18Xq/zYmpT82Of9AXCX967jtBpUR8RzwI3Ax4BPAu+NiB9UxYd46YyW/9J2w9baecDBiHgsIp4HPkfv6IBBO4HPRs89wImSzphkI/MelDLHN2rzHLy1qPvYbxe61r0/zzwHRx333bg3ek1vAruWZ78odPpApWPdOw2O5v2C1bX+Xbdf8gcKbbY/x/60qb/q/CFhV5n9WXa7iIjDEXH3iEO7O3+T3bVdZeezzEZlN4v3R6W/f5tnu8l+bMtqEe89M9/jdFz/1K+Dk5yo7DrgYWBnRDw6cP/ngT+Q9HbgrgnWZ+2cCTwxMH0I+NkW85wJPNVmAwONs3+ClDcCz/aLgQ3A/QPl59B7Ye/bOKT8WaD/g/03ceT/c26VdG91OwbWcTa9NwqD2+7Ps4Few94/sO1+eX39b5J0z8A8w8q/0rJ+W4eUfWVg288DbwRez3S/c6v/d2l//f26d82+v47BbOu5PsDR+74/T9Pjf4Qj/ybmEUnHjih7WNJxA9t+eEj5sQPrbiqvZzPViX1qdXrx7ur6FfSye5Ajcx32+B6p1tUm+1cwPPc221aLbTc957YOKR/cr6Pq1y8HiIj4EdOp/73QwwPtpm27n7ZNd82eahtvoNcfPTew7cH698tnVb9R/V3r/zse+D/eN1V1++da7uOez8Me26jHPmrfMGR68L427W7cvhnWbtq+Fs27zfcqOb6/GZfR88A5vJT98xM+57v29eOek01tHppf48dNwwyyb9LhtaDpeVF/nX7jwDxbGf8eYNy227T5cduepl1M9P/qLd5f9usxbLppnq59fdN7x76m9jnpc3kh7b7Kvt/XD75+Nj12aH5v2bVdNT32ca9Fbd7XN/VJw95f9p//9W23/rJskkH1R4B/rC9TfYv9gQnWY5PRkPvqZ5drMw+SdvHSYfunDBTVB3ZnA18ZKD97SPk9DeWDy+/nyAa6v1a1I14U6A1Sn62VPzCmvGn9XcqblgV4tn5Cmbox2dcHF/X1d81+WLbPTbB80+N/tlrn4Av+YNngm8D6G9R+ef2NVn3dWwaWH1Sv+9AX+zHZN6lnVx/Y1R/fcw3LD2Y/6X6bdNtdnxNN9QPYIGnsh0mjsh8yuGvat4Ptvmub7pr9sPJ6fzXP+tX33VEv+OPafJV9fV/2jXs+D3tskz72/jyjnvNd902X/myubX5Gnh2oU/11v+tzeprl2z4nm17j+/PUPzifyByz79onDMuu/4HHpO+PJm3z47bdZvnG/gY6vb/sP8Zxfc60/UXXNt/f/qjX2Xp5vX5N9e+Xj2v3Y/ucUbnXP8xg8vfN825XMP6xN70WTTOuGNx/w95/aqBsui/LIqLxAvw2vW+ktwN/12YZX2ZzAbYBtw5MXwlcWZvn08BlA9MHgDMa1rt34PZG4FvA96vrjbV5O5UPzLNtRNm2atmorrdNUt60/q7lTctOsU/3TrjtLvumKdtO+y75udFY947ZN7a7hm2NXL7rfpsgny5tvtNzvin7afdt1zY9g+dM1/K59qddcu/SpgvZN1Nnl93mZ7R/pn5Od1l+3u1i0ja/pO1+2vdHqe/fmrLvsv3sxzbv7c+i/mNy7/S+ubTHNuLxzu3927SXNpX+OXqfABxfTf8DsHURlfMloHdkwGPAWcBx9D55eUNtnkuAL9L7lOUtwL0t1tt6cDGL8oa6zP3JV9Klnn3LfOYyOOq677Ivk9adGX6Y1LJu076RSm/zs37BmlW7n0Wb7pL9LNrNPPvTrrnPoE13+rAosz/LbvPzvnRtV9M+J7u2izb7veR23yX7RfQns+xvhmU/7fOqa3/R9bG1aJep5eNyn+Y5s8h2Neljm7LuC38P1VSpV9Mb0L1+4L73A9cvonK+vJj5xcA3gEeBq6r7rgCuqG6L3hnCH6V3GMO5Lda5VC/2s+70kx9rMd9erNuFGX6SO+/sS95v07xgzbLdzzubeb6ZSNhXM+1vOr6RmvsbvTnmWPw31ZmXebaLNn31vLPPfM6X1J+0rG/r7Mft+1n0FzPIfSm/qS693Sxi32Y8flUbtjUj/0l8GmefZzD7Ib85mupEZ+uqym8LLX9z5Hafo7TcJ203JXGbn59x2U7TVzv7PJNm32Lfp/UXTdvPLq/Nu1RtPnvfzsMkJyozM1sZ8dLJslaqU1+UKq/WZ4E1g+VuN8tc99KNy9Z99Wpr2vejyhahafvZ5ctsFR+bB9VrRtIOYAdwQnZd1o2zzzMq+1Xs1Evjdp/Duedx9rPXtq929nmcfQ7nXg4f/r2mlu0wkVXi7PM4+zzOPodzz+Ps8zj7PM4+h3PP9xPZFTAzMzMzMzNbVj78u2CSTgb+HHgN8DjwyxHxzJD5Hqd3Br1/AV7wJ1VmZmZmZmaL4W+qy7YbuCMiNgF3VNOjvCMitnpAbWZmZmZmtjgeVJdtJ3BDdfsG4N15VTEzMzMzM7M6D6rLdlpEPAVQXZ86Yr4AbpP0VUm7FlY7MzMzMzOzNeffVCeT9CXg9CFFV02wmrdGxJOSTgVul/RIRNw1ZFu7gP6g+5TJa2vTcvZ5nH0eZ5/Duedx9nmcfR5nn8O5l8V/qVUwSQeA7RHxlKQzgDsj4nUNy3wUOBwRv9cwn0+9n8TZ53H2eZx9Dueex9nncfZ5nH0O557Ph3+X7Wbg8ur25cBN9RkkbZB0fP82cAGwf2E1NDMzMzMzW2MeVJftE8D5kr4JnF9NI+mVkvZU85wGfFnS/cC9wC0R8bcptTUzMzMzM1sz/k11wSLiu8DPD7n/SeDi6vZjwDkLrpqZmZmZmZnhb6rNzMzMzMzMpuZvqteMpB3ADuCE7LqsG2efx9nncfY5nHseZ5/H2edx9jmcezl89u815bME5nH2eZx9Hmefw7nncfZ5nH0eZ5/Duefz4d9mZmZmZmZmU/KgumCS3ifpQUk/ljTy0ydJF0o6IOmgpN2LrKOZmZmZmdk686C6bPuB9wB3jZpB0jHANcBFwGbgMkmbF1M9MzMzMzOz9eYTlRUsIh4GkDRutvOAg9VfayHpc8BO4KG5V9DMzMzMzGzN+Zvq5Xcm8MTA9KHqPjMzMzMzM5szf1OdTNKXgNOHFF0VETe1WcWQ+4ae0l3SLmBXNfnydjW0WXD2eZx9Hmefw7nncfZ5nH0eZ5/DuZfFf6m1BCTdCXw4IvYOKdsGfDQi3llNXwkQER9faCXNzMzMzMzWkA//Xn73AZsknSXpOOBS4ObkOpmZmZmZma0FD6oLJumXJB0CtgG3SLq1uv+VkvYARMQLwIeAW4GHgb+IiAez6mxmZmZmZrZOfPi3mZmZmZmZ2ZR8ojJ7kaT9wA+z6zHGKcB3sisxwssj4uxpF3b2naxy9iXnDs4+09TZF547lJ39Krd5cPZZSs4dnH0m9/U5Js7dg+olIOk64F3A08N2sHp/ZP37wMXAc8D7I+JrU2zqhxFxbqfKzpGkvaXWT9JRJ5GbkLOf0ipnX3Lu4Owzdcy+2Nyh7OxXuc2Ds89Scu7g7DO5r88xTe7+TfVyuB64cEz5RcCm6rIL+NQC6mRmZmZmZrb2PKheAhFxF/BPY2bZCXw2eu4BTpR0xmJqZ2ZmZmZmtr48qF4NZwJPDEwfqu6b1GdmU525Kbl+XetW8mODsuu3ytmXXDdw9pm61G+VH9u8rXKbh7Lrt8rZl1w3cPaZ3NfnmLhuPvv3kpD0GuALI35TfQvw8Yj4cjV9B/AfIuKrtfl20Ts8HDqedMIm4+zzOPs8zj6Hc8/j7PM4+zzOPodzL4sH1UuiYVD9aeDOiLixmj4AbI+Ip8asr9iTA6w6Z5/H2edx9jmcex5nn8fZ53H2OZx7Ph/+vRpuBn5NPW8BvjduQD2MpAslHZB0UNLu+VRzepIel7RP0tdncBbKrnW5TtLT1V8V9O87WdLtkr5ZXZ80wfqKzb6k3Kv6zCz7knMHZ5+ppOzXqb8BZ5+lpNyr+ri/yauPs8+py9r0N7Ca2XtQvQQk3QjcDbxO0iFJH5B0haQrqln2AI8BB4E/An5jwvUfA1xD7yzim4HLJG2e2QOYnXdExNYCPom7nqPPxr4buCMiNgF3VNONliT7UnKHGWW/JLmDs89USvbXs179DTj7LKXkDu5vMl2Ps89wPevV38CKZe9B9RKIiMsi4oyIODYiXhURfxIR10bEtVV5RMRvRsTPRMSWiJj0E5/zgIMR8VhEPA98jt4ZxW2IEWdj3wncUN2+AXh3y9U5+wnMMHvnPiFnn8P9TR5nn8f9TR5nn8P9TZ5ZZe9BtcHszh4+TwHcJumr6p2YoTSn9Q+5r65Pbblc6dmXnjtMl33puYOzz1R69qva34Czz1J67uD+JpOzz7Gq/Q2sYPYvm3uVrCiSdgA7gBMG7x4ya2lnsHtrRDwp6VTgdkmPVJ8sLY0lzX7pc4eh2ZeeOzj7TEuf/ZL2N+Dssyx97uD+JpOzz7Gk/Q2sQPZ1/qZ6zUTE30TELuB7A3cfAn5qYPpVwJMLrViDiHiyun4a+Ct6h7aU5NuSzgCorp+uz7CM2S9B7jBd9kXnDs4+0xJkv5L9DTj7LEuQO7i/yTS37CVtlLRN0sbZV3u8Jch+JfsbWI3s6zyoNoD7gE2SzpJ0HHApvTOKF0HSBknH928DFwD7xy+1cDcDl1e3LwduarlcsdkvSe4wXfbF5g7OPtOSZL9y/Q04+yxLkju4v8k0l+yrgfRDwG3AQ4scWC9J9ivX38AKZx8RvhR+oXdGugP0zu69e0j5dnqfUH29unykxTr31qYvBr4BPApclf2Ya3V7LXB/dXkwu37AjcBTwI/ofRr4AeAn6Z0d8JvV9cnLnn1puc86+1Jzd/bpj7Oo7Nelv3H2zn1e2Zeau7MPgG3A9+kdmvx9YNu6Zr8u/c0qZt+/qFqZFao6Lf43gPPp7ej7gMsi4qGBebYDH46Id02wXv9JfBJnn8fZ53H2OZx7Hmefx9nnmST7gW+qTwKeATZHxOF51m9Vuc3n8+Hf5fNp8c3MzMxspVQD6M30Dv/1gNqWmgfV5Wt7Wvxtku6X9EVJb1hM1czMzMzMphMRhyPibg+obdn5L7XK1+a0+F8DfjoiDku6GPhrYNNRK+r9D1z/v+BOmWUlbTxnn8fZ53H2OZx7Hmefx9nncfY5nHtZ/JvqwknaBnw0It5ZTV8JEBEfH7PM48C5EfGdMfP4txdJnH0eZ5/H2edw7nmcfR5nn8fZ53Du+Xz4d/na/CXB6ZJU3T6P3n797sJramZmZmZmtmZ8+HfhIuIFSR8CbgWOAa6LiAclXVGVXwu8F/igpBeAHwCXhg9BMDMzMzMzmzsPqpdAROwB9tTuu3bg9tXA1Yuul5mZmZmZ2brz4d9mZmZmZmZmU/I31WtG0g5gB3BCdl3WjbPP4+zzOPsczj2Ps8/j7PM4+xzOvRw++/ea8lkC8zj7PM4+j7PP4dzzOPs8zj6Ps8/h3PN1/qZa0tuB/65a1+aI+Leda2W2RCRtBLYA+yLicHZ9zMzMzMxscVr9plrSByX94cD070r6U4CI+PuIuAL4AnDDfKq53iRdKOmApIOSdg8pl6RPVuUPSHpzRj3nSdJGSduqAexCy5vKgIeA24CHRq2/ZFnZLaLcLIPbvZlZPveVNo1p203bE5XdAOyQdKKkdwGXALtq8/wKcOMkG7dmko4BrgEuAjYDl0naXJvtImBTddkFfGqhlWT+AzPGDFznWd5i0LwFOAnYWF1vGfb45qnUbDP326zMc3DjF/tylfqcalPe1bK3y8wPAc1strq+xtKxr8zuE1a5z8n+8HlUead2ExGtLsB/pje4ewz4mVrZq4E/arsuX9pfgG3ArQPTVwJX1ub5NHDZwPQB4IyG9e6tTW+strVxijpuBL4FfL+63jjj8m1VWVTX2xZV3mLZsXWfRfbjykvONnO/zSL7rtmOW3+XZRdVPuvLHNr9XB57yc+padr9LNt8Ce1yXvuu635vk/0MnkNzfc52Wf+i+5NJs+9avwW02yKfU9NkN6t237U/Yor3CJNsv2v9ZvH4u+Se2W66ZjvP8i7tZpLw/9tqA784pOw/Af+2y5PHl5G5vxf444HpXwWurs3zBeBtA9N3AOc2rHfvwO164zoROLa6HFddTgTeRu/b2OMGyo8F3l5rgG+vzVMvf9vAeo+tpuvl9W0Pq1+//KRa+Um1+g8rH6xfvfzECbbdn2eqF5wW2Y97bLPIvunxdcl+XK7z2PZEb3JbZD8s20myH/f4R7X5Nvu9a5tuk31/nrcP2XZ2ux9W91m0qzb7fVT5LLNvKp+o3U+Ye1Obn3e7m/Sx19tml/6w6XWovuy0H+LVn1NtX2ebsu/n8/YhuQ2uY7B8kuzH1a9pvzdtO7u/6Zp9l3af3dc3lXd6nZ3gvW69vbR5jR1W91m8zi3qtaDpeVHvkyb6AHVMrm3eW8673U3a306a/TTjjqnb/It5T9Dg/wx4GnjPpE8WX6a/AO/j6EH1H9TmuYWjB9X/Zsi6dgF7q8vjA/fXP5WZ5A3+Ip58bV9wh70g1svr2x58jP3ySbd9bIv9OG32836TO6s3O6OyH5frQt5odci+a7sf16mfOGS/zPLFfNEfZI36pHoe7X7ci2GbxzbvDzTS232H3Of9Id60+6btG615foDatc3P+wPUeb/JHVe/RX94u0rtPruvn8mHSaOyn+C9br2PbPMa2/RaMNjXDutLT2T652Sb/mbWz4th3/iOzX1Erm3eW5b2HmMRHzZN9N5yaDtu2dh/G/g8sB34u3kPJH05Ivu5H/5Nx8MZB9axNIeiJu/TSbLvfHjROmU7y+y7Ztty35Z6aNRcD73vUr95P/au+720yyzbfAHtchHP2bkcBtv1OdUim7T1L6Bu8+5vumZTbH827/Km7Lte6NAftVj3XN/bdm13bbY/LveOdSu6r15E+VTttcVO+jlgP3B8Nf0PwNZZVcCXxvxfRu937GfR+/TkfuANtXkuAb4ICHgLcG+L9c7syefLxPu0dfZtyn2ZX/Yz2N7U6898QZnFC2bX7FvUr6gX01Ivs27z2W90lmnfscAPUAtZf8ob+K7tvms2XcuznzOzfs7Vs5/npUt/ME27mmX9Zr19FvilwTzazSpcVD3woSS9GrgTuCQiHq7uez+wPSLeP3JBmylJFwP/BTgGuC4iPibpCoCIuFaSgKuBC4HngF+PiL0N69wbE/xJvPxfzDMzafY2O86+vabn/KR9grPP4dzz1LOf9XNq0uXnvf551m3e/Y3f48zOMvU52ft9ltsfzF3SNnpnr94IHAYuiIi7u9bXxhs7qLbVtUyd3qpx9nmcfR5nn8O553H2eZx9Hmefozao3kjvb6FOAp4BNvvDovl7WXYFzMzMzMzMrLuIOCxpMz76YqE8qF4zknYAO4ATsuuybpx9Hmefx9nncO55nH0eZ5/H2ecYlXs1kPYh3wvkw7/XlA/PyePs8zj7PM4+h3PP4+zzOPs8zj6Hc8/3E9kVMDMzMzMzM1tWPvy7YJJOBv4ceA3wOPDLEfHMkPkep3fa/H8BXvAnVWZmZmZmZovhb6rLthu4IyI2AXdU06O8IyK2ekBtZmZmZma2OB5Ul20ncEN1+wbg3XlVMTMzMzMzszof/l220yLiKYCIeErSqSPmC+A2SQF8OiI+M2wmSbuAXdXkKTOvrY3k7PM4+zzOPodzz+Ps8zj7PM4+h3Mvi8/+nUzSl4DThxRdBdwQEScOzPtMRJw0ZB2vjIgnq0H37cBvRcRdDdv1WQKTOPs8zj6Ps8/h3PM4+zzOPo+zz+Hc8/mb6mQR8QujyiR9W9IZ1bfUZwBPj1jHk9X105L+CjgPGDuoNjMzMzMzs+78m+qy3QxcXt2+HLipPoOkDZKO798GLgD2L6yGZmZmZmZma8yD6rJ9Ajhf0jeB86tpJL1S0p5qntOAL0u6H7gXuCUi/jaltmZmZmZmZmvGh38XLCK+C/z8kPufBC6ubj8GnLPgqpmZmZmZmRn+ptrMzMzMzMxsav6mes1I2gHsAE7Irsu6cfZ5nH0eZ5/Duedx9nmcfR5nn8O5l8N/qbWmfOr9PM4+j7PP4+xzOPc8zj6Ps8/j7HM493w+/Ltgkt4n6UFJP5Y08oki6UJJByQdlLR7kXU0MzMzMzNbZx5Ul20/8B7G/Oe0pGOAa4CLgM3AZZI2L6Z6ZmZmZmZm682/qS5YRDwMIGncbOcBB6uzgCPpc8BO4KG5V9DMzMzMzGzN+Zvq5Xcm8MTA9KHqPjMzMzMzM5szf1OdTNKXgNOHFF0VETe1WcWQ+4aefU7SLmBXNfnydjW0WXD2eZx9Hmefw7nncfZ5nH0eZ5/DuZfFZ/9eApLuBD4cEXuHlG0DPhoR76ymrwSIiI8vtJJmZmZmZmZryId/L7/7gE2SzpJ0HHApcHNynczMzMzMzNaCB9UFk/RLkg4B24BbJN1a3f9KSXsAIuIF4EPArcDDwF9ExINZdTYzMzMzM1snPvzbzMzMzMzMbEo+UZm9SNJ+4IfZ9RjjFOA72ZUY4eURcfa0Czv7TlY5+5JzB2efaersC88dys5+lds8OPssJecOzj6T+/ocE+fuQbUN+mFEnJtdiVEk7S21fpKOOonchJz9lFY5+5JzB2efqWP2xeYOZWe/ym0enH2WknMHZ5/JfX2OaXL3b6qXgKTrJD1dfeI0rFySPinpoKQHJL150XU0MzMzMzNbRx5UL4frgQvHlF8EbKouu4BPLaBOZmZmZmZma8+D6iUQEXcB/zRmlp3AZ6PnHuBESWdMsanPTFXBxSm5fl3rVvJjg7Lrt8rZl1w3cPaZutRvlR/bvK1ym4ey67fK2ZdcN3D2mdzX55i4bj7795KQ9BrgC8N+NC/pC8AnIuLL1fQdwO9ERNffwJiZmZmZmdkY/qZ6NWjIfUd9WiJpl6S91WXo77NtPpx9Hmefx9nncO55nH0eZ5/H2edw7mXxoHo1HAJ+amD6VcCT9Zki4jMRcW51pr0jTrEv6UJJB6qTne2eb3UnJ+lxSfskfX0GZ6HsWpejThwn6WRJt0v6ZnV90uAyy5p9SblX9ZlZ9iXnDs4+U0nZr1N/A84+S0m5V/Vxf5NXH2efU5e16W9g+bMfxoPq1XAz8GvqeQvwvYh4qu3Cko4BrqF3wrPNwGWSNs+nqp28IyK2FnD6/es5+sRxu4E7ImITcEc13WhJsi8ld5hR9kuSOzj7TKVkfz3r1d+As89SSu7g/ibT9Tj7DNezXv0NrFj2HlQvAUk3AncDr5N0SNIHJF0h6Ypqlj3AY8BB4I+A35hwE+cBByPisYh4HvgcvZOf2RAjThy3E7ihun0D8O6Wq3P2E5hh9s59Qs4+h/ubPM4+j/ubPM4+h/ubPLPK3oPqJRARl0XEGRFxbES8KiL+JCKujYhrq/KIiN+MiJ+JiC1TnKDsTOCJgelD1X0lCeA2SV+VtCu7MkOc1j86oLo+teVypWdfeu4wXfal5w7OPlPp2a9qfwPOPkvpuYP7m0zOPseq9jewgtm/bO5VsmXQ6kRnyd4aEU9KOhW4XdIj1SdLy6707J17Hmefx9nncfY5nHseZ5/H2edZuez9TfWakbRD0meAEwbubnWis0wR8WR1/TTwV/QObSnJt1X9N3h1/XR9hmXMfglyh+myLzp3cPaZliD7lexvwNlnWYLcwf1NJmefYyX7G1iN7Os8qF4zEfE3EbEL+N7A3fcBmySdJek44FJ6Jz8rgqQNko7v3wYuAEr764Cbgcur25cDN9VnWLbslyR3mC77YnMHZ59pSbJfuf4GnH2WJckd3N9kcvY5Vq6/gdXJ/igR4csaXoC9temLgW8AjwJXZdevVrfXAvdXlwez6wfcCDwF/Ijep4EfAH6S3tkBv1ldn7zs2ZeW+6yzLzV3Z5/+OIvKfl36G2fv3OeVfam5O/v0x1lU9uvS36xi9v2LqpVZwSRdCPw+cAzwxxHxiVr5dnqfoPwf1V2fj4j/R8M690b+KezXkrPP4+zzOPsczj2Ps8/j7PM4+xzOPZ9PVFY4vfRfc+fT+/TkPkk3R8RDtVn/PiLetfAKmpmZmZmZrTH/prp8/q85MzMzMzOzQnlQXb62/zW3TdL9kr4o6Q3DViRpl6S9kvYCp8yhrjaCs8/j7PM4+xzOPY+zz+Ps8zj7HM69LP5NdeEkvQ94Z0T8j9X0rwLnRcRvDczzr4EfR8RhSRcDvx8RmxrW699eJHH2eZx9Hmefw7nncfZ5nH0eZ5/DuefzN9Xla/yvuYj4vyLicHV7D3CsJH9iZWZmZmZmNmceVJev8b/mJJ0uSdXt8+jt1+8uvKZmZmZmZmZrxmf/LlxEvCDpQ8Ct9P5S67qIeFDSFVX5tcB7gQ9KegH4AXBp+Lh+MzMzMzOzufOgeglUh3Tvqd137cDtq4GrF10vMzMzMzOzdefDv83MzMzMzMym5G+q14ykHcAO4ITsuqwbZ5/H2edx9jmcex5nn8fZ53H2OZx7OTr/pZakV9M79Pg7wDci4hOzqJjNl0+9n2fW2UvaCGwB9vXPAm/Dud3ncfY5nHseZ5/H2edx9jmce75Wh39L+qCkPxyY/l1Jf1pN/jfALRHxPwCb51DHtSfpQkkHJB2UtHtIuSR9sip/QNKbM+rZhaSNkrZVA0RrqcrrIeA24KFh+ZWcbcl1W3fZ+yZ7+1amzHax7m1ylR//Kj82swzr+Jxq+5vqG4Adkk6U9C7gEmBXVfYPwKWS/lfgf5tDHdeapGOAa4CL6H1ocZmk+ocXFwGbqssu4FNzqMfcnhxtBoY20hbgJGBjdb1lsLDkbEuu27rL3jfz3n5Tf1b6m4F598elPvbMdpn9nMi2yo8/+8PpZe+PbDmV/r5+Gdt9q0F1RDwH3Ah8DPgk8N6I+EFV/OvAf4yIn6M32LbZOg84GBGPRcTzwOeAnbV5dgKfjZ57gBMlnTGrCizgyTF2YNhi+bkq/Im9D3gGOFxd76uVN2abKL1uXfdtlzdD825XHdc/9+dk1z5hWk392SzeYJf8ZqWpTTatO7nddm4XHZ6Tc912CeUNGj/AnedzYs7trvOH09PWbxH9UZs6ZA7qS36dzG7X83r8C2hXnd5DdH2dyzLJicquAx4GdkbEowP3/y3wUUm/Ajw+w7pZz5nAEwPTh4CfbTHPmcBTbTdSNdg3AfvpDdBeLKru7z85AN4k6Z7aPBuAN1TLP1fd3//B/kbg/modz0h6Y22eh+kNCKmuH5Z0bLVegFcAD9SWf3agfHBbapgeNc9g/QfX3WbbrwBeT4ffNEs6rmU96/M8D5wzUPfnq3X153mEo7Otb2sjcDa9AfmzQ7a1gV6HONg22mY/Ktc2+71pnwJERPyIKQx02vV9O7iNV9DL5sGqbDD7ers+pzbPuHY/ql212Xab7Juec/15Ru33pn2zobb+zZO0/RbZ19vtI9X2++p1H/b4z2Z4m93Kkf3ZVklfGZhnXH/Xb9PT7ve2/dK451y9fluAu2mhRe5NfX1Tm+/nM27fjHvsTf3tuHZRf95M+lo06bbrH2CO1SL7Ye1q8DnVpb/pt6lxj6+p3Y3LfhbbZsx0p/6mb8zrbFN/M+x58RVm85xv6m9mse1xfX1Tu5939uPa/bB2MyrXYfeNatNttj2rvj49+xEGB71w9OtgU3/U9Nxteu/Z1CdsHVG/+nvvce+Rxr0WNL0/3cAU7+sn+UutjwD/SG0gHhH7I+K9EXFFRHx4gvVZOxpyX/3scm3mQdIuSXsl7QVOGbi//2K/h96TaENt0f0c+W3o/lp5/8n3RXpPkvryZ3PkJ1Zn18qfpTcwvBgYfKPRdvl+HX52yLbblI+rf9O2+x3D2E/TRmVflW3sUHfo5fUVjs6tXzYu2/5j38Pwfdd/fKPaxrj6NbWLprqNW/eL5U2fpI7Jvv5J6qh9+0WGP/amtjGuvG27GrXt/jyjsmmz/nH7/Vl6++Rievuo6Tk59Fu7Dtn3t3/RkO23abP98mn6s6byLvt9sI7j+qNxz7l6/Y4a3HXIvetjb9o3/Xmmbbfj2kV/3f3nzaSvRW23fQEw8s1th+y7tquu5U3tblz2835OdO1vml5nm9pV1+fFuMc37/6o6Tk56b6bOPsGXZ6T0K0vXcRzaq7Zd8i9fpTjLNs0dH9f32bcMe49UtNrwbj3p63e1w8VEY0X4LeBzwPbgb9rs4wvs7kA24BbB6avBK6szfNp4LKB6QPAGQ3r3VvbxvfpDcS/D2wbMv/Gar6NI+o4cvlq2W9VZd8ato6Guo5dfgblI+vfZdmW2Xeq+4za17h9N/W+nSabWe7XGWTfqV03ZJO27UXsm67Zz7PNDmx/aH/WVD6D7Dvvm6b6d8m942Ofa7udQduY+jk5zWWS7Ason7pPyK77LNp9y8c4zz5hXv3Rwp+Tg9l3aTvzbtMLaLcLzX6S3Ofdprvs95b16/reddz7/un7whYP/OfofUJwfDX9D8DWScLzZfrL/7+9ewmVs7zjOP791SKCFdGWeGsLFkJpWqkLkYqbStGqJcQWCrpKoRBcdNlFiht37aJbN12UZFXpphhQqjEgUih4ASXxmiiCklDpZeNC2tKni/NGwvGcnJl3Lv9nZr4fOMx9zjPfeeed88zMeYetTwa8D9wKXMnWKyvf3naeH7H1akuA7wEvTXC9c3vCmfXBMcXvWNSDa/QT3ph2TPGCxiwP7nncdxOcPvoFiQnGNvc2bHvSmfW+3Wu5nuD6F/KH0iKW22lv+yztF7nMzvFxM/Z+X+iLkIvq3sNyO+uyMeH4R7eZtX3l6bMud4t8TIy5b5jyjYM53Ncz3b4F/u6FPo9NstzPYfwLW5dWP6bm2X7a7tXL9LTL1TRtZzl9kvtt13HtMeivszWh+9Ylx/0MODbPO86fPReeB4F3gfeAx4bjHgUeHfaHrS2Ev8fWRzrumOA6l/aH1hL6zPxH9hwe3GOf7Fd9gjDTK/CLvl8v135FlutuJsVzuD1ze8KfZZmt/ln0+miR3We9b3pYny25xVLbr2q7RSwX0zzPruLt6/l+XdZyv+x1ae/tl7m+qV6mJ2k7y+lj77cMF9aGyZp9SfzwPw+3sctGBfY6fZm2t1+lse9kkeObd5t1Wu57Xy62W6f2s1rmfddb91VbbmfRW/uezXu5mPZ5dtGqf/8yLXO536Sue1n2+sb2n+ekekP5ZF/H9nVsX8f2Nexex/Z1bF/H9jXsXu8L1QOQJEmSJGlVTfM91VoDSQ4CB4Frq8eyaWxfx/Z1bF/D7nVsX8f2dXZr78eEF8tlvh9+/HtD+TGROravY/s6tq9h9zq2r2P7Ope2HybUb7L1XcT/4jLf8a7ZuMzX8+PfHUtyfZKTSc4Ou9ftcr4PkpxO8trwBfCSJElSpdvYmlB/adi9rXY40uI4qe7bUeBUa20/cGo4vJt7Wmu3+yqVJEmSOnCarXeoPxl2T9cOR1ocJ9V9OwQcH/YfBx6qG4okSZI0meGj3geA+/Cj31pzTqr7dkNr7QLAsLtvl/M14LkkryY5srTRSZIkSbtorX3SWvurE2qtO7f+XSzJ88CNO5z02BRXc3dr7XySfcDJJG+31l7c4XcdAS5Our8y/Wg1lu3r2L6O7WvYvY7t69i+ju1r2L0vbv27Y0neAb7fWruQ5CbghdbaN/e4zOPAJ6213+5xPrcSWMT2dWxfx/Y17F7H9nVsX8f2Nexez49/9+0EcHjYfxh4avsZklyd5JqL+9n6v5UzSxuhJEmSJG0wJ9V9+w1wb5KzwL3DYZLcnOSZ4Tw3AH9J8jrwEvB0a+3PJaOVJEmSpA3j/1R3rLX2D+AHOxx/Hnhw2P8+8N0lD02SJEmShO9US5IkSZI0mu9Ub5gkB4GDwLXVY9k0tq9j+zq2r2H3OravY/s6tq9h93649e8N5VYC69i+ju3r2L6G3evYvo7t69i+ht3r+fFvSZIkSZJGclLdsSQ/TfJGkv8l2fXVpyT3J3knybkkR5c5RkmSJEnaZE6q+3YG+Anw4m5nSHIF8ATwAHAAeCTJgeUMT5IkSZI2mxsq61hr7S2AJJc7253AueGrtUjyJHAIeHPhA5QkSZKkDec71avvFuDDSw5/NBwnSZIkSVow36kuluR54MYdTnqstfbUJFexw3E7btI9yRHgyHDwqslGqHmwfR3b17F9DbvXsX0d29exfQ2798Wv1FoBSV4Aftlae2WH0+4CHm+t/XA4/CuA1tqvlzpISZIkSdpAfvx79b0M7E9ya5IrgYeBE8VjkiRJkqSN4KS6Y0l+nOQj4C7g6STPDsffnOQZgNbaf4FfAM8CbwF/bK29UTVmSZIkSdokfvxbkiRJkqSR3FCZPpPkDPBp9Tgu4yvA36sHsYurWmvfGXth289kndv33B1sX2l0+867Q9/t13mZB9tX6bk72L6S6/oaU3d3Uq1Lfdpau6N6ELtJ8kqv40vyuY3ITcn2I61z+567g+0rzdi+2+7Qd/t1XubB9lV67g62r+S6vsaY7v5PtSRJkiRJIzmpliRJkiRpJCfVutTvqgewh57HN+vYer5t0Pf41rl9z2MD21eaZXzrfNsWbZ2Xeeh7fOvcvuexge0rua6vMfXY3Pq3JEmSJEkj+U61JEmSJEkjOakWAEnuT/JOknNJjlaPZ7skHyQ5neS1OWyFctax/D7Jx8NXFVw87vokJ5OcHXavm+L6um3fU/dhPHNr33N3sH2lntpv0voGbF+lp+7DeFzf1I3H9jVj2Zj1DaxneyfVIskVwBPAA8AB4JEkB2pHtaN7Wmu3d7D5/WPA/duOOwqcaq3tB04Nh/e0Iu176Q5zar8i3cH2lXppf4zNWt+A7av00h1c31Q6hu0rHGOz1jewZu2dVAvgTuBca+391tq/gSeBQ8Vj6lZr7UXgn9uOPgQcH/YfBx6a8OpsP4U5trf7lGxfw/VNHdvXcX1Tx/Y1XN/UmVd7J9UCuAX48JLDHw3H9aQBzyV5NcmR6sHs4IbW2gWAYXffhJfrvX3v3WFc+967g+0r9d5+Xdc3YPsqvXcH1zeVbF9jXdc3sIbtv7jwIWkVZIfjetss/N2ttfNJ9gEnk7w9vLK06npvb/c6tq9j+zq2r2H3OravY/s6a9fed6oFW69gfe2Sw18FzheNZUettfPD7sfAn9j6aEtP/pbkJoBh9+MJL9d1+xXoDuPad90dbF9pBdqv5foGbF9lBbqD65tKtq+xlusbWM/2TqoF8DKwP8mtSa4EHgZOFI/pM0muTnLNxf3AfcCZy19q6U4Ah4f9h4GnJrxct+1XpDuMa99td7B9pRVpv3brG7B9lRXpDq5vKtm+xtqtb2CN27fW/PEH4EHgXeA94LHq8Wwb2zeA14efN6rHB/wBuAD8h61XA38OfJmtrQOeHXavX/X2vXWfd/teu9u+/HZ21X5T1je2t/ui2vfa3fblt7Or9puyvlnn9hmuTJIkSZIkTcmPf0uSJEmSNJKTakmSJEmSRnJSLUmSJEnSSE6qJUmSJEkayUm1JEmSJEkjOamWJEmSJGkkJ9WSJEmSJI3kpFqSJEmSpJH+DxV6KfhDkwK+AAAAAElFTkSuQmCC\n", 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" ] @@ -313,7 +304,37 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Since the dependencies peak maximally at a lag of around 3, we choose ``tau_max=3`` for PCMCIplus. This choice may, however, stronly depend on expert knowledge of the system. Obviously, for contemporaneous causal discovery, we leave the default ``tau_min=0``. The other main parameter is ``pc_alpha`` which sets the significance level for all tests in PCMCIplus. This is in contrast to PCMCI where ``pc_alpha`` only controls the significance tests in the condition-selection phase, not in the MCI tests. Also for PCMCIplus there is an automatic procedure (like for PCMCI) to choose the optimal value. If a list or None is passed for ``pc_alpha``, the significance level is optimized for every graph across the given ``pc_alpha`` values using the score computed in ``cond_ind_test.get_model_selection_criterion()``. Since PCMCIplus outputs not a DAG, but an equivalence class of DAGs, first one member is of this class is computed and then the score is computed as the average over all models fits for each variable. The score is the same for all members of the class.\n", + "Let's do another check and use the new ``plot_scatterplots`` function to see whether the dependencies are really linear and ``ParCorr`` is the right conditional independence test. With the argument ``scatter_lags`` set to a ``(N, N)`` integer numpy array you can choose which lag to use for every pair of variables. Here we choose the lag at which the correlations above have their maximal absolute value. Of course, you might want to use a nonlinear conditional independence test to assess the lags with maximum dependency. I.e., run ``pcmci.get_lagged_dependencies`` with ``PCMCI`` initialized with a nonlinear measure (e.g., CMIknn or GPDC as introduced below)." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "scatter_lags = np.argmax(np.abs(correlations), axis=2)\n", + "tp.plot_scatterplots(dataframe=dataframe, setup_args={'figsize':(15, 10)}, add_scatterplot_args={'scatter_lags':scatter_lags}); plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Since the dependencies peak maximally at a lag of around 3 in the lag function plot, we choose ``tau_max=3`` for PCMCIplus. This choice may, however, stronly depend on expert knowledge of the system. Obviously, for contemporaneous causal discovery, we leave the default ``tau_min=0``. The other main parameter is ``pc_alpha`` which sets the significance level for all tests in PCMCIplus. This is in contrast to PCMCI where ``pc_alpha`` only controls the significance tests in the condition-selection phase, not in the MCI tests. Also for PCMCIplus there is an automatic procedure (like for PCMCI) to choose the optimal value. If a list or None is passed for ``pc_alpha``, the significance level is optimized for every graph across the given ``pc_alpha`` values using the score computed in ``cond_ind_test.get_model_selection_criterion()``. Since PCMCIplus outputs not a DAG, but an equivalence class of DAGs, first one member is of this class is computed and then the score is computed as the average over all models fits for each variable. The score is the same for all members of the class.\n", "\n", "Here we set it to ``pc_alpha=0.01``. In applications a number of different values should be tested and results transparently discussed.\n", "\n", @@ -322,7 +343,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -793,13 +814,7 @@ "Testing condition sets of dimension 1:\n", "\n", " Link ($X^{1}$ -1) --> $X^{1}$ (1/18):\n", - " Subset 0: ($X^{1}$ -2) gives pval = 0.00000 / val = 0.702\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + " Subset 0: ($X^{1}$ -2) gives pval = 0.00000 / val = 0.702\n", " No conditions of dimension 1 left.\n", "\n", " Link ($X^{1}$ -2) --> $X^{1}$ (2/18):\n", @@ -1146,13 +1161,7 @@ " Still subsets of dimension 2 left, but q_max = 1 reached.\n", "\n", " Link ($X^{0}$ -1) --> $X^{2}$ (7/17):\n", - " Subset 0: ($X^{2}$ -3) ($X^{2}$ -2) gives pval = 0.00000 / val = -0.502\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + " Subset 0: ($X^{2}$ -3) ($X^{2}$ -2) gives pval = 0.00000 / val = -0.502\n", " Still subsets of dimension 2 left, but q_max = 1 reached.\n", "\n", " Link ($X^{0}$ -3) --> $X^{2}$ (8/17):\n", @@ -1171,7 +1180,13 @@ " Subset 0: ($X^{2}$ -3) ($X^{2}$ -2) gives pval = 0.00013 / val = -0.171\n", " Still subsets of dimension 2 left, but q_max = 1 reached.\n", "\n", - " Link ($X^{1}$ -3) --> $X^{2}$ (12/17):\n", + " Link ($X^{1}$ -3) --> $X^{2}$ (12/17):\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ " Subset 0: ($X^{2}$ -3) ($X^{2}$ -2) gives pval = 0.00000 / val = -0.509\n", " Still subsets of dimension 2 left, but q_max = 1 reached.\n", "\n", @@ -1242,7 +1257,7 @@ " Non-significance detected.\n", "\n", " Link ($X^{0}$ -2) --> $X^{2}$ (7/13):\n", - " Subset 0: ($X^{3}$ -1) ($X^{2}$ -1) ($X^{3}$ -2) gives pval = 0.26053 / val = 0.051\n", + " Subset 0: ($X^{3}$ -1) ($X^{2}$ -1) ($X^{3}$ -2) gives pval = 0.26052 / val = 0.051\n", " Non-significance detected.\n", "\n", " Link ($X^{1}$ -3) --> $X^{2}$ (8/13):\n", @@ -1262,11 +1277,11 @@ " Non-significance detected.\n", "\n", " Link ($X^{2}$ -3) --> $X^{2}$ (12/13):\n", - " Subset 0: ($X^{3}$ -1) ($X^{2}$ -1) ($X^{3}$ -2) gives pval = 0.46520 / val = -0.033\n", + " Subset 0: ($X^{3}$ -1) ($X^{2}$ -1) ($X^{3}$ -2) gives pval = 0.46521 / val = -0.033\n", " Non-significance detected.\n", "\n", " Link ($X^{4}$ -2) --> $X^{2}$ (13/13):\n", - " Subset 0: ($X^{3}$ -1) ($X^{2}$ -1) ($X^{3}$ -2) gives pval = 0.93594 / val = -0.004\n", + " Subset 0: ($X^{3}$ -1) ($X^{2}$ -1) ($X^{3}$ -2) gives pval = 0.93595 / val = -0.004\n", " Non-significance detected.\n", "\n", " Sorting parents in decreasing order with \n", @@ -1778,13 +1793,7 @@ " Subset 0: ($X^{4}$ -1) gives pval = 0.00000 / val = 0.606\n", " No conditions of dimension 1 left.\n", "\n", - " Link ($X^{4}$ -3) --> $X^{4}$ (5/18):\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + " Link ($X^{4}$ -3) --> $X^{4}$ (5/18):\n", " Subset 0: ($X^{4}$ -1) gives pval = 0.00000 / val = -0.937\n", " No conditions of dimension 1 left.\n", "\n", @@ -1927,7 +1936,7 @@ " Non-significance detected.\n", "\n", " Link ($X^{7}$ -3) --> $X^{4}$ (16/17):\n", - " Subset 0: ($X^{4}$ -3) ($X^{4}$ -2) gives pval = 0.75665 / val = -0.014\n", + " Subset 0: ($X^{4}$ -3) ($X^{4}$ -2) gives pval = 0.75666 / val = -0.014\n", " Non-significance detected.\n", "\n", " Link ($X^{7}$ -1) --> $X^{4}$ (17/17):\n", @@ -1992,7 +2001,13 @@ " Subset 0: ($X^{3}$ -1) ($X^{4}$ -1) ($X^{3}$ -2) gives pval = 0.00000 / val = 0.264\n", " Still subsets of dimension 3 left, but q_max = 1 reached.\n", "\n", - " Link ($X^{0}$ -3) --> $X^{4}$ (10/13):\n", + " Link ($X^{0}$ -3) --> $X^{4}$ (10/13):\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ " Subset 0: ($X^{3}$ -1) ($X^{4}$ -1) ($X^{3}$ -2) gives pval = 0.23017 / val = 0.054\n", " Non-significance detected.\n", "\n", @@ -2001,7 +2016,7 @@ " Still subsets of dimension 3 left, but q_max = 1 reached.\n", "\n", " Link ($X^{4}$ -3) --> $X^{4}$ (12/13):\n", - " Subset 0: ($X^{3}$ -1) ($X^{4}$ -1) ($X^{3}$ -2) gives pval = 0.78603 / val = 0.012\n", + " Subset 0: ($X^{3}$ -1) ($X^{4}$ -1) ($X^{3}$ -2) gives pval = 0.78604 / val = 0.012\n", " Non-significance detected.\n", "\n", " Link ($X^{2}$ -2) --> $X^{4}$ (13/13):\n", @@ -2036,11 +2051,11 @@ " Non-significance detected.\n", "\n", " Link ($X^{1}$ -1) --> $X^{4}$ (4/6):\n", - " Subset 0: ($X^{4}$ -1) ($X^{3}$ -1) ($X^{1}$ -2) ($X^{1}$ -3) gives pval = 0.39171 / val = 0.039\n", + " Subset 0: ($X^{4}$ -1) ($X^{3}$ -1) ($X^{1}$ -2) ($X^{1}$ -3) gives pval = 0.39172 / val = 0.039\n", " Non-significance detected.\n", "\n", " Link ($X^{1}$ -3) --> $X^{4}$ (5/6):\n", - " Subset 0: ($X^{4}$ -1) ($X^{3}$ -1) ($X^{1}$ -2) ($X^{1}$ -1) gives pval = 0.55067 / val = 0.027\n", + " Subset 0: ($X^{4}$ -1) ($X^{3}$ -1) ($X^{1}$ -2) ($X^{1}$ -1) gives pval = 0.55066 / val = 0.027\n", " Non-significance detected.\n", "\n", " Link ($X^{3}$ -2) --> $X^{4}$ (6/6):\n", @@ -2419,13 +2434,7 @@ " Subset 0: () gives pval = 0.00000 / val = -0.388\n", " No conditions of dimension 0 left.\n", "\n", - " Link ($X^{1}$ -1) --> $X^{7}$ (4/27):\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + " Link ($X^{1}$ -1) --> $X^{7}$ (4/27):\n", " Subset 0: () gives pval = 0.00060 / val = -0.154\n", " No conditions of dimension 0 left.\n", "\n", @@ -2837,7 +2846,7 @@ " Iterate through 1 subset(s) of conditions: \n", " with conds_y = [ ($X^{2}$ -1) ($X^{3}$ -1) ]\n", " with conds_x = [ ($X^{0}$ -1) ($X^{1}$ -1) ]\n", - " Subset 0: () gives pval = 0.35848 / val = 0.042\n", + " Subset 0: () gives pval = 0.35849 / val = 0.042\n", " Non-significance detected.\n", "\n", " Link ($X^{0}$ 0) o-o $X^{3}$ (4/86):\n", @@ -2858,7 +2867,7 @@ " Iterate through 1 subset(s) of conditions: \n", " with conds_y = [ ($X^{5}$ -1) ($X^{6}$ -1) ]\n", " with conds_x = [ ($X^{0}$ -1) ($X^{1}$ -1) ]\n", - " Subset 0: () gives pval = 0.42604 / val = 0.036\n", + " Subset 0: () gives pval = 0.42603 / val = 0.036\n", " Non-significance detected.\n", "\n", " Link ($X^{0}$ 0) o-o $X^{6}$ (7/86):\n", @@ -2964,7 +2973,13 @@ " Link ($X^{2}$ -1) --> $X^{2}$ (23/86):\n", " Iterate through 1 subset(s) of conditions: \n", " with conds_y = [ ($X^{3}$ -1) ]\n", - " with conds_x = [ ($X^{2}$ -2) ($X^{3}$ -2) ]\n", + " with conds_x = [ ($X^{2}$ -2) ($X^{3}$ -2) ]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ " Subset 0: () gives pval = 0.00000 / val = 0.662\n", " No conditions of dimension 0 left.\n", "\n", @@ -3123,13 +3138,7 @@ " Link ($X^{4}$ 0) o-o $X^{7}$ (48/86):\n", " Iterate through 1 subset(s) of conditions: \n", " with conds_y = [ ($X^{7}$ -1) ]\n", - " with conds_x = [ ($X^{4}$ -1) ($X^{3}$ -1) ]\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + " with conds_x = [ ($X^{4}$ -1) ($X^{3}$ -1) ]\n", " Subset 0: () gives pval = 0.36068 / val = -0.041\n", " Non-significance detected.\n", "\n", @@ -3362,7 +3371,7 @@ " Iterate through 1 subset(s) of conditions: \n", " with conds_y = [ ($X^{4}$ -1) ($X^{3}$ -1) ]\n", " with conds_x = [ ($X^{2}$ -1) ($X^{3}$ -1) ]\n", - " Subset 0: ($X^{3}$ 0) gives pval = 0.60740 / val = -0.023\n", + " Subset 0: ($X^{3}$ 0) gives pval = 0.60741 / val = -0.023\n", " Non-significance detected.\n", "\n", " Link ($X^{3}$ 0) o-o $X^{2}$ (5/17):\n", @@ -3540,84 +3549,84 @@ " Iterate through 2 condition subset(s) of neighbors: \n", " with conds_y = [ ($X^{2}$ -1) ($X^{3}$ -1) ]\n", " with conds_x = [ ($X^{1}$ -3) ]\n", - " Subset 0: ($X^{3}$ 0) gives pval = 0.53799 / val = -0.028\n", - " Subset 1: () gives pval = 0.00013 / val = -0.172\n", + " Subset 0: () gives pval = 0.00013 / val = -0.172\n", + " Subset 1: ($X^{3}$ 0) gives pval = 0.53797 / val = -0.028\n", " Fraction of separating subsets containing ($X^{3}$ 0) is > 0.5 --> non-collider found\n", "\n", " Triple ($X^{3}$ -1) --> $X^{3}$ o-o $X^{2}$ (2/10)\n", " Iterate through 2 condition subset(s) of neighbors: \n", " with conds_y = [ ($X^{2}$ -1) ]\n", " with conds_x = [ ($X^{3}$ -2) ($X^{1}$ -3) ]\n", - " Subset 0: ($X^{3}$ 0) gives pval = 0.57261 / val = -0.026\n", - " Subset 1: () gives pval = 0.00000 / val = -0.402\n", + " Subset 0: () gives pval = 0.00000 / val = -0.402\n", + " Subset 1: ($X^{3}$ 0) gives pval = 0.57261 / val = -0.026\n", " Fraction of separating subsets containing ($X^{3}$ 0) is > 0.5 --> non-collider found\n", "\n", " Triple ($X^{4}$ 0) o-o $X^{3}$ o-o $X^{2}$ (3/10)\n", " Iterate through 2 condition subset(s) of neighbors: \n", " with conds_y = [ ($X^{2}$ -1) ($X^{3}$ -1) ]\n", " with conds_x = [ ($X^{4}$ -1) ($X^{3}$ -1) ]\n", - " Subset 0: ($X^{3}$ 0) gives pval = 0.60740 / val = -0.023\n", - " Subset 1: () gives pval = 0.00000 / val = -0.243\n", + " Subset 0: () gives pval = 0.00000 / val = -0.243\n", + " Subset 1: ($X^{3}$ 0) gives pval = 0.60741 / val = -0.023\n", " Fraction of separating subsets containing ($X^{3}$ 0) is > 0.5 --> non-collider found\n", "\n", " Triple ($X^{2}$ -1) --> $X^{2}$ o-o $X^{3}$ (4/10)\n", " Iterate through 4 condition subset(s) of neighbors: \n", " with conds_y = [ ($X^{3}$ -1) ($X^{1}$ -2) ]\n", " with conds_x = [ ($X^{2}$ -2) ($X^{3}$ -2) ]\n", - " Subset 0: ($X^{4}$ 0) gives pval = 0.62679 / val = -0.022\n", - " Subset 1: () gives pval = 0.62896 / val = -0.022\n", - " Subset 2: ($X^{2}$ 0) gives pval = 0.00000 / val = 0.248\n", - " Subset 3: ($X^{2}$ 0) ($X^{4}$ 0) gives pval = 0.00000 / val = 0.247\n", + " Subset 0: ($X^{2}$ 0) ($X^{4}$ 0) gives pval = 0.00000 / val = 0.247\n", + " Subset 1: ($X^{4}$ 0) gives pval = 0.62679 / val = -0.022\n", + " Subset 2: () gives pval = 0.62896 / val = -0.022\n", + " Subset 3: ($X^{2}$ 0) gives pval = 0.00000 / val = 0.248\n", " Fraction of separating subsets containing ($X^{2}$ 0) is < 0.5 --> collider found\n", "\n", " Triple ($X^{4}$ -1) --> $X^{4}$ o-o $X^{3}$ (5/10)\n", " Iterate through 4 condition subset(s) of neighbors: \n", " with conds_y = [ ($X^{3}$ -1) ($X^{1}$ -2) ]\n", " with conds_x = [ ($X^{4}$ -2) ($X^{3}$ -2) ]\n", - " Subset 0: ($X^{4}$ 0) gives pval = 0.00000 / val = -0.254\n", - " Subset 1: () gives pval = 0.94570 / val = -0.003\n", - " Subset 2: ($X^{2}$ 0) gives pval = 0.94497 / val = -0.003\n", - " Subset 3: ($X^{2}$ 0) ($X^{4}$ 0) gives pval = 0.00000 / val = -0.253\n", + " Subset 0: ($X^{2}$ 0) ($X^{4}$ 0) gives pval = 0.00000 / val = -0.253\n", + " Subset 1: ($X^{4}$ 0) gives pval = 0.00000 / val = -0.254\n", + " Subset 2: () gives pval = 0.94570 / val = -0.003\n", + " Subset 3: ($X^{2}$ 0) gives pval = 0.94498 / val = -0.003\n", " Fraction of separating subsets containing ($X^{4}$ 0) is < 0.5 --> collider found\n", "\n", " Triple ($X^{1}$ -2) --> $X^{3}$ o-o $X^{4}$ (6/10)\n", " Iterate through 2 condition subset(s) of neighbors: \n", " with conds_y = [ ($X^{4}$ -1) ($X^{3}$ -1) ]\n", " with conds_x = [ ($X^{1}$ -3) ]\n", - " Subset 0: ($X^{3}$ 0) gives pval = 0.87118 / val = -0.007\n", - " Subset 1: () gives pval = 0.00266 / val = 0.135\n", + " Subset 0: () gives pval = 0.00266 / val = 0.135\n", + " Subset 1: ($X^{3}$ 0) gives pval = 0.87118 / val = -0.007\n", " Fraction of separating subsets containing ($X^{3}$ 0) is > 0.5 --> non-collider found\n", "\n", " Triple ($X^{2}$ 0) o-o $X^{3}$ o-o $X^{4}$ (7/10)\n", " Iterate through 2 condition subset(s) of neighbors: \n", " with conds_y = [ ($X^{4}$ -1) ($X^{3}$ -1) ]\n", " with conds_x = [ ($X^{2}$ -1) ($X^{3}$ -1) ]\n", - " Subset 0: ($X^{3}$ 0) gives pval = 0.60740 / val = -0.023\n", - " Subset 1: () gives pval = 0.00000 / val = -0.243\n", + " Subset 0: () gives pval = 0.00000 / val = -0.243\n", + " Subset 1: ($X^{3}$ 0) gives pval = 0.60741 / val = -0.023\n", " Fraction of separating subsets containing ($X^{3}$ 0) is > 0.5 --> non-collider found\n", "\n", " Triple ($X^{3}$ -1) --> $X^{3}$ o-o $X^{4}$ (8/10)\n", " Iterate through 2 condition subset(s) of neighbors: \n", " with conds_y = [ ($X^{4}$ -1) ]\n", " with conds_x = [ ($X^{3}$ -2) ($X^{1}$ -3) ]\n", - " Subset 0: ($X^{3}$ 0) gives pval = 0.90730 / val = 0.005\n", - " Subset 1: () gives pval = 0.00000 / val = 0.369\n", + " Subset 0: () gives pval = 0.00000 / val = 0.369\n", + " Subset 1: ($X^{3}$ 0) gives pval = 0.90730 / val = 0.005\n", " Fraction of separating subsets containing ($X^{3}$ 0) is > 0.5 --> non-collider found\n", "\n", " Triple ($X^{6}$ -1) --> $X^{6}$ o-o $X^{5}$ (9/10)\n", " Iterate through 2 condition subset(s) of neighbors: \n", " with conds_y = [ ($X^{5}$ -1) ]\n", " with conds_x = [ ($X^{6}$ -2) ($X^{5}$ -2) ]\n", - " Subset 0: ($X^{6}$ 0) gives pval = 0.67680 / val = 0.019\n", - " Subset 1: () gives pval = 0.00022 / val = 0.166\n", + " Subset 0: () gives pval = 0.00022 / val = 0.166\n", + " Subset 1: ($X^{6}$ 0) gives pval = 0.67680 / val = 0.019\n", " Fraction of separating subsets containing ($X^{6}$ 0) is > 0.5 --> non-collider found\n", "\n", " Triple ($X^{7}$ -1) --> $X^{7}$ o-o $X^{8}$ (10/10)\n", " Iterate through 2 condition subset(s) of neighbors: \n", " with conds_y = [ ]\n", " with conds_x = [ ($X^{7}$ -2) ]\n", - " Subset 0: () gives pval = 0.78143 / val = -0.013\n", - " Subset 1: ($X^{7}$ 0) gives pval = 0.00000 / val = 0.228\n", + " Subset 0: ($X^{7}$ 0) gives pval = 0.00000 / val = 0.228\n", + " Subset 1: () gives pval = 0.78143 / val = -0.013\n", " Fraction of separating subsets containing ($X^{7}$ 0) is < 0.5 --> collider found\n", "\n", "Orienting links among colliders:\n", @@ -3774,7 +3783,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -4072,7 +4081,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -4113,14 +4122,14 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -4152,12 +4161,12 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": 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2bd+On0ilif4uYIFlWQ8C/wS+4jjOCve954DbgPuBcUjF6SUXAIdkcoAuxx5Lj9um0LZ1S6Bt69aLz/7q17wuo+8JzJlajvR7hc+BPZLICzndZrNwBgL/A3qGvTaaTB0YOJAe3/sBbVu3NLZt3jzm7K9/Y2kmx+uMxHHgKCIrca8ceIrI7GoXkqkDgwbR43tTaPtga2Pb+++ff3bNNzVrWoq4DkTPhT8S7x0YhHSThAf0MWToQBiHIIl7fHtjl3SAdxznJcuyViCDnO5yHOeRsPdetSxrg2VZi5GUk9d5XM4jvThISe/elPTu3cwpg317x+YFgTlTexOZ0Ca4HUfuFkfpEZgz1SqfcFNwFKiXDjRxymCd/ZCAAnHgkKw4cNhhlBx2WBOnDPZlXgKvCMyZehixHaikyB1wOYDcjGiAtyyrBJlH2IY8zUfgOM5tHpYrmn0eHstCBm10etymtOORp+OzCV3AXl5E6fJE2EUN6kBWcB04gVC+gkJy4N9ZdKAEdQA46MCJtHfgiDwWK0id1gPpk0oT/T1I/9c64Grgb9koUBzeQk5EKvMd49ENWfWoUxKYM/U45EIOJp841uOvaEEGxgTXkw7/+RPIDUU89iMJQ/5UPuGm6KQ065BR9WnNooiiG5Gj8zsNbmUe7UCm6wxEE+5A+PnfgeQeOC7+Rw868MfyCTdFJ6V5E+8cKCM0MLhTEeZA8PxfSOY55qMJOhB9/ncgeQcqE3x2PzJ74Q/lE26KTkqjDqRAUvPgLcu6EeljH44IcQfwESdHafCMMX2B98g8wLchqWurMy9VcRCYM3UQkZV5unm0g2wgch3od4i8iPdH3XEHy2G57/eOccwFyA3j4+UTboqZZ8AY09/9bi8cqLNt+xMZHqdocB0Ir8wHZnjIeiIdWE9kQG9I4MBuIsdWBJlPyIGYT1XGmMMRBzKt3FuBObZtfyrD4xQNgTlTK4msBzJxwKF9PRB0IOhBPAdKkBzxsUbBP404MCeBA0e63+WFA7Nt2/5shscpaDoM8JZlXQQ8Aox2+9q7IHdR33YcZ072iygYY6YDn0PuutKlATjftu0XPSlUARKYM3UAkZV5oqeleBxAnpjXRG1vlE+4Ke15o4E5U38KfM/99T3gXuC+8gk3JbUOuDHmr8j4jlRSyUbTAIyybXt1BscoaAJzph5L6PxfSHqLJLUQ34G0kz0F5kz9BXCr++u7iAP3p+DAvUgLYiYOBIARtm2/ksExChrXgeD5H01hOfAr4Gb31w2EHKhP5vPGmAeAK8ksj0sAGGbbtsngGAVPwgBvWdZgZIT8dY7jzA17/WvANY7jpJLeMSOMMZXAa6SWmjKcZuAF27bP86xQBYIb1D+LSJ9shrYgjciUwUVIroO1wNvlE27KyqIMgTlTg3npXy6fcFNKgx2NMccjy85m4sAy27YvSPPzBYtboQcdSDZDW5BGZObLs4gDa4B3sujA2chT4MvlE25KaaCbMeZEJD95Jg4ssW17TJqfL1hcByYhDpyV4seDDixCrrE1SD2QlcGoGTpwMpJhNF0HmoDnbNu+KM3PFw1FtdiMMWY88A9SP7HNyNPCCNu2fZGZLjBnaj/gU8jFXEXyo1qbgKWE1mReXj7hpqZslDEbGGMuQ1qU0nGgHnEg4yVEC4HAnKn9gU8jlXpVCh8NOhBcJKfYHLgcmEXqDjQhDoz0oQNXIus9JEsTcmMfdGBFkTlwBfAwqXfZNSHdiud2hmVkiyrAAxhjRgNzkBObTHP9fiSX+CeKPbgH5kw9FJiAXMwXk9z6yy1IDv9n3G1Z+YSbGrNVxlxgjBmD5GJIxYEXEQeKOuWo68AnEAcuIjkHmgk5sBB/ODCWkAPJNNfvRzLVfbLYg3tgztRehOqBVByIvrEvdgcuBh4jNQeWAxM7Q3CHIgzwcHAN6G8CNyAV/CFEPsE2IYOp1gK1wIPFmq3ITSoxHrmYP07Hg0scpDJfgFzISzPpLytU3DWggw50JbYDDvA64sBDRe7Axwk50FESEQepzMMd8N10IGPMACS75heQ/thoB4IB7DVCDhTl3HfXgcsQB8aTnAPPE3JgmU8dOBZx4PPEdiBYDxjEgb8XqwPpUJQBPoibl/hCpKn6GKTJbidyMh+wbfudPBYvbdzRxhcia95/gtijjqN5AWmyerR8wk2dZhqg68AYpJnyaORufifSj/iAbdtJDd4qNFwHxiAOTCA5B1YQcqDTTAN0HRiL1ANBB3YQcqA+f6VLH9eBsYQcSCaD23JCDvh6Clg4rgMXIQ4cRciBV5AHvPr8lS5/FHWA9xuBOVO7If2p/4fkbO+I15GLeVb5hJt0cQwf4DpwJeLA6Ul85DVCDrydzbIpucF14CrEATuJj7yKjEmYVT7hpqJ8qFGyg1fLxSoZEJgztS9wI/B15O4zEfVIhf4wYGLNNVWKD3fQ5FcQBzrKILYe14HyCTf5eppPZ8J1YDLwNTp24B0kqKsDSlw0wOeRwJypJyP9R58j8WjQrcjI8YeRwTEa1H1CYM7UUxAHriexA1sIObBCHfAPgTlTBxNyINEYm82EHHhBHVA6QgN8jnH71c4Hvo0Mmok3va0NeBz4E/BMqnPGlcLFdWA00gR7WYJd25CR4n8CFqoD/iFsnM3/IQMn49GGLGf7J2CROqCkggb4HBGYM7UMGQj2fyRORLIfmAH8VvvT/IXrwGcRB4Yk2HUf8FegNtkMb0px4DoQHGdzZoJd9xJyoD4HRVN8iAb4LONOb/ka0gSXaEGHjcg0jr+UT7hpV/ZLpuSKwJypFYQcODrBru8RcmB3Doqm5AjXga8jDiQaZ/Mu8FtghjqgZIoG+CwRmDO1C3ANcCeJV+t6EVmp77FspQZV8oPrwHXAT0h8c7cScWC2OuAvXAeuRxxIdHP3AiEHspIeVul8aIDPAoE5U8cBvyT+VDcH+Bfwa+A5HSzjL9z+1aAD8aa6OUhGxl8DS9QBf+E6cCniQLypbg4yzubXwPPqgOI1GuA9JDBn6hDkgr44zi4NyMpJv9F56/7EXUznV0iCklg0IEti/lYd8CeBOVPPQeqBeAvaBMfZ1GruAiWbaID3gMCcqQORpvhriD0qvhn4HfDz8gk3FXU+fCU27prrQQdi0YT0r/+ifMJNRZ0PX4mNu+b6T5EkNbFoQvrX71IHlFygAT4DAnOm9gZuQ3Kix8sN/Xdgio6E9SeBOVMPQ9a4ryH+wjcPIQ5syFnBlJwRmDO1D+LAN4jtgAM8CPygfMJN7+aybErnRgN8GripJL8KTAH6xNltAfCd8gk3vZizgik5w3Xga4gDh8XZbT7iwEs5K5iSMwJzpnZHHPg+8R14GnFgVc4KpiguGuBTwB048yngLuC4OLsZ4DvAPB004z9cBz6NOFAZZ7dXEQeeVAf8h+vAZ4FfAIPi7PYKcEv5hJv+l7OCKUoUGuCTJDBn6tHANKA6zi6bgB8A92u2KX8SmDP1GMSBy+Ps8j7iwAPqgD8JzJk6AMkqFy/73EakVechdUDJNxrgO8C9W/88MpWlV4xd9iJ38r/x47rrykEHbgDuJr4DP0dGxqsDPsR14IuIA4fG2GUPIQd8t+66UpxogE+AOyr2z8Se9nYAuZP/SfmEmz7IZbmU3BGYM/U4xIGLYrx9AHmi/0n5hJs+zGnBlJwRmDP1eOAvxJ721gL8EbizfMJN23JaMEXpAA3wMQjMmVqCDKL7BdAjxi7LgBvKJ9z0ek4LpuQM14GvIQ5UxNjleeCL5RNuWpPTgik5w81C93XgZ8R2YAlSD7yR04IpSpJogI/CXcJ1BnBerLeR6TC/y2f/2pLzqizk3JUCXcN+jvd7K7AD2DHqucXafNgB7hKuM4BRMd5uQKZG/qFAHYjngzqQAoE5U09FHBgZ4+39wHeBP5ZPuKktpwULI8yBZOqAUqTFKehAYz7KrOQWy3F0kC9AYM7UUmSFpx8Te077M8CXspV5asl5VRXIIhRHR23Rr/UASjL4qkbci7yD7QPgDWDrqOcWdwpJXAduBu4gtgMLEAeysspfAgeiXVAHskRgztSuwC3A7cSe0/404kB9Nr4/CQeCHmTqQIDE534nndQBP6EBHgjMmXo6kkL2nBhv70Uq/b9kMuXJvds+Clki8kzgVCIv2t7pHjvL7ALWAmvcLfjz+lHPLfbNKOHAnKlnIClkYzmwB/g2ssKXVw4MAQZTnA4Et3qfOTAEceCsGG/vRhz4mwcOHE38eiDWIM5CYBft6wDfOeA3OnWAd9dm/p67dY2xy3+Br5RPuGljKsddcl5VGVJ5By/iIe6//TIpb4HRBLxJ5MVugNdHPbe4w2bLJedVnYvkFFgKzE7mM9nAdeD7iAOxuqz+A0xO04FTCTkQ3PzoQHjFn4oDo4CJyHiG2fl6QnSTFk1Bmt1jOVCHOLApleNGOTCEkAN9MylvgdGEPOFH1wNrknTgPOCTyHiGf2orgbd02gAfmDP1RGAWsZ/YdiCpR2d2dLe+5LyqPsgdf3gl/hFi3zB4yYGorSXB72VIpq2+ZH/cxQ5gEbDQ3Uz0hb7kvKoTkEQgwYFLjwCfy3W/YGDO1JMQB86O8fZ2xIGHk3CgL5EV+BCkYs+lA9Hnv9AdOBFxoNx9aSbwhVHPLW7KctkicMfcPIKcs2i2IelnH0nSgeh6oNAc6IY40IfsO7CdSAdei+HAycDLQHf3pYeAL+baAT/TKQN8YM7Uq4DpwCEx3v4H8I3yCTdtjfVZt4+sCpk2NZbYzXnp0ApsRhLmJNp2A63p3Om6zYM9kAs80dYXGIi0QsQaPZwK7Sp7YDzw7+jiARNGPbc4J1ONAnOmXo1Mc4zlwKOIAzGnPy45r6oH4sBYxIMhHhXrACEHErmQqQOHEHm+DyO7DrSr7JFkQXOi9nsOcSAnCzIF5ky9FpnmGGumzCygJt70xzAHLnK3Mz0qVrgD8bbNeO9AR/VAecyDJU8sB64A/hm137PAJ0Y9t1gX4/GAThXgA3Om9kBWdft8jLe3Al8tn3BThHBLzqsqRZ7ygxfyucRfVKTDIiAB7mV3W0/oov0wX83U8VhyXlUJMAB5EjkVudCDP/dP87A7kIr8PNrn8X8LGD/qucXr0jx2hwTmTD0EceBzMd7egjTFzgl/0XVgKJEOpPtkFkBS2b6MPMG+Q8iBbQXqwLG0P/+DSd+B7YgD59M+h/s6xIGsLaXrOvAH4LoYb29GuuXqwl90HfgoIQdGkpkDrxByILweKHQHoj1It8tpG3JTfwHtx568AXx81HOLdSndDCnqAG+MORy42t36IU1Q+5F+oOnAk7Ztt8DBQVSPIHJGMxv4cvmEm3a4d7enEHpCv5D0Br68TyiQB7d1fhmQ4jZJhl/oHwFGkPlAsR3IU9ziZHZ2HbgGWaKzP3LztR94nZADBwACc6aeiThwSoxDPYY4sNN1YDChJ/QLiZ29rCM20t6Bt3zmQHiF/xEk8GU6UGw7cMWo5xYvSWZnY8wRhBzohziwD6kH/gT8L8yBsxAHTopxqEeR4B7uQDCgj0YdaMeS86r6ETr/g4HTkHogUwe2AdWjnlu8NJmdEzjwGlIPPBV0oDNRlAHeGDMMSQs5CmnajtWEuMf99/5B6xetLm1t/iPtpz41Ad96+Xf/ntna1DIeuBS5mI9JoTgO8kS2itAF/EqumpoLiSXnVXUBzkAqw9HI3Xk6F/oB4Mujnlt8b7wdjDHDEQfOJbYDDjIDwgHuHbR+0Wulrc2/p70DjYgDD7c2tXyckANHp1DeWA68nKum5kLCdeBMQg6cT3oOtAA3jHpu8YPxdjDGjEAcGEnHDvyt8p2Fa7q0tfye9i1wAaBmdW3dP9qaD4Q7cFQK5XWQp/HoekAdyMyBz496bvHf4+1gjDkXSUQ0AmijfVeCgwT6VmSGxO22be9LoyxFiScB3rKsXsBTuE9xjuOYjA8aB2PMjcBUkuwT6nKgsWnghiVlJU6bFf56y/7Gde/8a9mD+zftGI6kok2l2f0dZD7s08AznTGYJ4MHAf++Uc8tbtedYoyZDNxDsg60NDYO2vBcd4tI11v2N775zpxlD+3fvGMEUqGn4sDbRDrQ6SryZPCgsp8x6rnFX4x+0RjzNeBXJOlAaUugaeCGJd1iOPDG248v/XvDlp0jEQdSaXZ/Czn/81EH4uI6MIRIB1JpDfnzqOcW3xj9ojHmG8iqjsmOD2hEuuEusm27UzT/exXguyJNs78C7s5WgDfGfJP4aSNj0rV5HwPflVaeA43N7Fy7kW0vr98U+HD3EUCXJA+zDbmInwbmj3pu8frUSq4ALDmvykaecFIZwds3fMCNMebbSDKipB0oa9rHse+5DgSa2fnGRratfmdTYNueVBz4kEgH6pP9fiXEkvOqzgRWkpoDvUc9t3h38BdjzC1IMqIUHNjLse8tA+BAoImdazfy4cvrNzWm7kAwoKsDabLkvKqzgBWk5sCho55bvDf4izHmVuCHpD4AtA3pBhxu23ZWElYVEp5MlXAcpwX40LKsDvdNF2PMEFIM7gAtXXuwp+fRlNW/wZuPLubA/kbouPm1ARnNGbyYXym0gS9Fytmk7lxL8AdjzDnAT0hxRG9zWQ/29jyK0vVvsO4fz6XiwCJCQf1VdcATMnVgKCkGd4DmskPEgXfWsu4fSzjQkJQD+wnVA08TY7qfkhbnkLoDB/vP3e65dII7SPa/PsC/jDFn2LZdfH3UKZDUH9myrOC85RMdx9nsvnY18sQ+3HGc97JXxIPcTmi+ZPJYFh8ecRpNS94IVuzxeAuZsjEXWKZzMbPCM0hrSDIjb1uBP4TftSMOxEohmxjL4oMjbJqeW9uRA+uIdKA55e9SOmI+MogumWQvB4DfjXpucfgSvD8izXrggyNsmp5dEwzu8XiTkAPL1YGs8DTyFB09iyYWB4DfRq2f8CMym7ZXAhyHTHN8NoPjFDxJN9FblvUIUO84zq2WZY1ELoBxjuOsCNvnPrLQRG+MqURGxKZ+Ybs0L11K4P4H6N73UA45th9Wly6Ulpdt7d6n59qKIw57q6x3jz2WZXVHAkg3IF5zRKw/WKzXWpGnwP3uFv5zR78HyqtrfHlnueS8qiORZTdLkQFQ+9x/w3/eF12xGmOOR0bEpu/A888TeODBSAcqyrZ2P6znmoojDns7zIHuSH+81w6k4oGfHTgKcaAL7c998OdYDpyIDGZM34HnniPwULsxW68iM2lmIwlZfPl3LySWnFd1NDI7JZEDe0c9t7gl/HPGmJOB1WQ+L98BFtm2fWGGxyloUgnwZyOLbZyHDKj7luM4j0Ttcx/ZCfC3IXdtaWeFctra6P7CQgakO3M3tzhIRb8d6ff7IGz7MMbPH5ZX1/h6hTBjzA+AH5CpAyueYcDh2etK8pBwB+Kd9/DfO4MDdyBphdPuWnTa2mhe8AytGza0HVi79mfO3r0Pjnpu8ZueFVLJKsaYnxA/pXCqNAPH2Lbt20HSSf+RHMd5ybKsFcBy4K4YwX0uMlLyFMuypjuOc5+H5RxEhikfrZISDhvUFxqKYqBrMONcDySTVIcE6mr30T4AbESSaAS3TeXVNcU6/9YTB/oM6guBokiSlY4De2l/I+A3BzKq2K2SErpdNBbkCfFR27Y1uBcXlXiXZrcJOBzpNvQlSf+hLMsqQZoc25CpCRE4jjPew3JFk27muAgaux1Kj+II8OlwiLsdn2CflkBd7QYiK/zwbVsBNwt7ktO7sXsvKoojwKdDT3dTB5Ij2/nYFe/x0gEHnzuQyn/uHmQq3Dokc9zfslGgOLyPnIyM2lZ39a6ktUu35j473v5HaVvLNuQOrjHGv83IjUw0sb4/Xpm6IqM8e4T92yPJ31MfSJYcXYET3S0W+wN1tfVIRf8OskLUq4Apr67ZlaUyJYsnDuzsXcmBLt2a++54+9EubS3bUQei2R+oqw0P+L5zwKUr0v2hFBeb8M6BMnzuQFJ98JZl3QjcBgxHEhXcAXzEyVEaPGPMR5EFCjJd9ALgXeA427YLdrpLoK62C/I03g9Jv3q4uyX6Odt3ohtxK/qwf9eUV9fkZAU4N2vZfLxxoB44vpCnyEQ50NG5z5UD7xF5/l9FHMjJjBNjzCjgSWIvDpMq7wAnFrIDSnuMMVXAE3jjwDrgFD870GGAtyzrIiR382jHcV61LKsLMpXk247jzMl+EQVjzAvIgh+ZsA/4hm3b92VeosIhUFdrIa0r4RX+kUif5XFhm9frULciF0mwsg9W/O9ko5/XGPMSma/etw/4qm3bcVOgFiMF4EB40H8VWJ8lB15GsiNmwj7gK7Ztx02BqhQmxhgL8eu0DA+1F/iybduzMi9V4ZIwwFuWNRhZ9ek6x3Hmhr3+NeAax3FGZr+IgjHmY8hSrpncue0AjrJtu1PObQ3U1fYksrKP3ry4K4bQqnnLgaXAMqTCz+hO2RhzGbKMZybl3I440NLhnj4kUFd7KDJQKdcOLAXqPXDgCuDvZFbObcDRndWBYscY8wngQTJz4ANkBL2vF6ApmsVm3Du3R4CPk14zbQPwKdu2n/C0YD7BfQLsR6iiPwm5Sz4dWX0t0+bfDwhV9MuAleXVNftTOYAxpgRZ8etjpO/AJ23bfjKNz/qeOA7Y7uaFA1uRcx/0YGV5dU1D4o9E4jowG7iE9BwIAFfYtv1UGp9VCgDXgceRtQPSrQeqbdue72nBCpCiCfAAxpguwAPAFSR/9+YgF/Uk27b/na2y+ZlAXW0ZUsGfjlT2p7vboAwO24qsuBUM+EuRpv2EQhpjSoGHgMtIzYEG4LO2bf837RJ3YgJ1td0QB8LPv413DgS3Dlt6XAceRm70knWgDakHPmPb9tyOdlYKG2NMV6Q1bxypOdAAfNq27XnZKlshUVQBHg4+yX8FyUsfHIgUa0RlM1KBvAlcbdv2azkrZCfBbe4NPuWHV/zp9vN+SCjYLwReKK+uadeE5jrwNeBOJO1kRw68gTjweprlUuIQ5UC4B+k68AGRDqxM4MDXkbUJLGR6YCwHmpCKfS3iwJo0y6UUGK4D30SSoEH8FeqakJv814GrbNt+IwfFKwiKLsAHce/iL0Iq+nHIxd2KTH/ZAcwA/qaJLHKL28x7JPBRZJ3uEcAw0mtK241kT3zK3d4Of7pzHbgYceAS2jvwV8SBden+f5TUCXNgGHL+RyI+ZOLA/4CnyqtrIpb5dB24hJADEHJgO/AX4F7btt9K47uVIsB1YBzwVWI78GfEgU6xRGw4RRvgw3Hv5CqQHNV7dPBMYRGoqy1FnuqClf1I4s/DTkQ9oWA/v7y6JnwZWXWggAlzYGTYdkIah1pPyIEF6oASjjoQiS8CvFJ8BOpq+yN5FYKV/TBSGxXrIOuKByv758urazrl7IhixXUgeNMXbOlJxYE2Ih1Yqg4oSggN8EpB4CZ2sZHK/gKk+yWZZWWDBNdvfwr4T3l1jTbLFxnuU360A6n05e8n0gFtllc6NRrglYIkUFdbApyJ9KldjKximEr6VoOs6/1P4JUCzq+uxMF1YAhy/i9BHEhlXYpXCTnwqjqgdDY0wCtFQaCutgKp4IOVfSrZzN4mVNGvKK+uKdg0xUp8XAeqEAcuJjUH3iLkwAvqgNIZ0ACvFCWButojkCbcYGV/dJIf3YQkyfgn8GysKVhKcRCoqz2SSAeOSvKj7xNyYLE6oPgVDfBK0eNOy/oIUslfhiyI1CWJj24H/oVU9E/natEUxXvCHLgEceACknNgGyEH5qsDip/QAK/4jkBdbV+gGvgkUuEn02+7F/gvMBOYV15d06mn1xQ7gbrafsDlpO7AfxAHnlQHlGJHA7zia9xMax9DKvqPk9w0rA+QBU3uK6+ueSWLxVNygOvAeMSB8STvwEPA/eqAUqxogFc6DYG62nKkGf+TyBP+YUl8bDVwHzCzvLrmw6wVTskJrgOXEHKgdxIfW4U48LA6oBQTGuCVTkmgrrYr0k/7SeATSGrVRBxAmvDvB/6rCVWKH9eB0YQcOKKDjxxAmvDvB+aqA0qhowFe6fS4863PBa4FJhF/0Yog25F+2vuAVTq/uvhxEy0FHfgsHTuwDenGuR9YrQ4ohYgGeEUJw23CvQL4HNKcX9LBR15FKvm/l1fXbMlu6ZRc4DowAbie0CJGiXiFkANbs1s6RUkeDfCKEodAXe0xwDVIRX9qB7sfAP4B/A5Ypk90/iBQVzuAkAODO9i9BXGgtry6Znm2y6YoHaEBXlE6wJ1j/VGkkr+SjgfnrUQC/SM6r9ofuA4MI+RA7w4+8gLiwKPqgJIvNMArSgoE6mq7IfOrPwdcSuJkKh8C04E/lVfXvJ/90im5IFBX2x0ZgX894kCibpwPCDmwKQfFU5SDaIBXlDRxU6VeDXwZODnBrgeA2cgT3fPafO8fAnW1RyEOfImOHXgMcWCpOqDkAg3wipIh7ij8i4FvIIlUEg3Kegmp5GeVV9c05qB4Sg5wHbiEkAOJeBGoRbtwlCyjAb5AWTl+bE9kAZWj3H+DWw+gNGzrmsTvrcCOJLedQ+fO18U30iRQV3si8DXgCySearUN+DMwrby6ZmOsHcIcCG5BFxI5EM8HdSBHBOpqT0Ic+DyJHfiQkAMxu3BiOBD0INyBZOqAUqQVIVkHdqkDxY8G+DywcvzYfsio7OgLN3w7JG8FhD1I3+EbwFpgTXAbOnf+zjyWq2gI1NUeAlyHPNG1G319INBE0659HNgfaAt8sOvF3e9sevXAvkB3CtOBNYR5oA4kR6CutifiwNeJ58DOvRzY39ja8MHOl/a8s+mVA/sbyylcB4LbWnWgONAAn0VWjh/bBemXOzNqS3Zp00LkA6IudvffjUPnzk9aJvdvcwrwztC5833bVP36DZ/p0uuEY653HOerB/Y3ntO4fTeN23dzoKGoW2a3EhX03e39NB14e+jc+UX9B0mEue6Tpb0HD7weceDsxu17/ORAdD2gDhQQGuA9YuX4sb2AM4gM5DZQns9y5ZB9wGvAYmAh8NzQufN3x9px5fixFcACYDjSTHn90Lnzn8hRObNGmANDiHSgex6LlUuCDjxLyIE9sXZcOX5sD+AZZPrhB8B1Q+fOfzJH5cwaK8eP7U3seqCzOLCXSAeWdODAIuAc5Ibh2qFz5z+Vo3J2CjTAp8HK8WMt5Ml8LDAGEbTS469pBjbF2HYjCTUORG3Rr4X/XobM3e6TxNabjjN3JUMbMphoIVGV/crxY8cB88L2bQW+PnTu/D958L05wXXgFEIOnI3XDpRYjmVZW5zWtvV07EBHThSaAx8D5obt2wp8dejc+X/24HtzQpgDFxFyYJCnX1JitcVwYDPpOdANcSAZD3rjjQOtRDqwJMyBy4B/h+17APjK0LnzZ3jwvQoa4JNm5fixRyKV+UXuNiCDw7UArwPRFXf4tiOVpi6vWDl+bAlycQ9ExgmcivQfnorc1CSzrnYswiv7t4E/0H4O+d3ArUPnzm9L8zuyysrxY48i0oFjMjhcM7Cm66EVTT2O7HtCWe9D+pZWdKdrj+6U9uhOaUV3unTrimVZIK0idwJP5WJ6ldts2htxIHjug9tJeOPAO4gD0XPIfwncVsAOHE2kA5l0tzUDr3c9tKI5CQcWIQ7Mz4MD4XVAsB7omuahwwN+PfB72jvwc2BKoTpQTBR9gDfG9AXGAf2Q5vA9wFvAAtu2W9M9rjt69QJCF/JpaR7qQ+DlqG3t0Lnzi24lqpXjx5YCx9H+gj+VjhfniMYh9hPCbKSpLpDsgYwx/Qg50B1xYB3wTIYOHEqkAx9J81AfENuBFjiYJe0yYAqSLS0eLyCV/L/zNY86yoHoG0CvHPgH0m2TiQO7kXogUwd6EXJgLN45sBp4I8yBEkIOfDTBcZYDPwX+k2cHjqd9HXAq0DPFw7URO1HQI8DnUhmfY4zpj0xVDHfgTWBRJg4UM0UZ4I0xpcDHgK8CFyJ3wmWIKMHmqFbgXuAvtm2v6eiYK8ePLUP6hIOV+XASZymLphUZbRpdkW/Jx5N4LnGbKo9GVuMa7W7pVoQglVj10LnzP4i3gzGmK+LA15AKOJ4Df0McWJvE/6MMGEGoMvfCgdVD585PahEaN9CPRSr5CxLs+gpSyT9WXl1TEE85UQ5ciDjQUf7+RCwFrhg6d37c9dddB8Yjo9SriO3AAWAG8Ffbtt9I4v9RBowk9JQ+jNQdWEtUPZCiAxcjDlQl2PVlxIHZBebAMUTWA5k48DziwLZ4O7gOfBypB6qQ1tGutHfgr8CMZBzwE54EeMuyRgK/JtRvfJ3jOC0ZHzgGxphjgCeQ/s6O7habkQuuFvh+9F3cyvFjy5G7/olI+tFeKRSlERlI8jTS3GRSeeLwOyvHjz0COJ/0A/5e4NKhc+c/H/2GMeZYpP92EB07EOyDnAr8wLbtiMrQHfAX7kAqT6EBxIH5iAOvejUjIFBXWwV83y1bPF4GbgX+V4iZ0VwHLiD9yn4PcMnQufPbLdxijBmI1APHknw98Gvgh3EcuBRx4DLScyC8HvDKgfMRBy5JsNtq4Nby6pr/efGdXuN2bYY70NGCPdHsAS4eOnf+iug3jDGDkLE8x5C8A78EfhztgF/xKsAfDex0HCdgWdZPgVWO4zyW8YGjMMachNzZ90ISNyTLfmTU9icbv/PNcuSuf6L7b48kj9GGNJHORy7mpX6e3uU1bmV/EVLJHp7kx5qAQ8ITbhhjTkHu7A8ldQeeAj7V+J1vViB3/UEHKpI8RhuwgkgHsjq1J1BX+1Gkkr8iwW4LgO+UV9e8mM2yZIrrwCXAPUD/JD/WiDhw8ObcGDMYcaAnqTswD/hs43e+2YOQAx8jeQdakXrgaXdblgMHhiEOVCfY7Wkk0L+UzbJkihvwgw70S/JjsRz4CLAEcSCVFpb9yMPBlZ2h2d7zJnrLsn4EvOw4zj+9PK4xpjfSn9KXjtfobofT3NzQ8vAD69tee/VEZDRpMqwlVJkvHDp3/q5Uv1cJsXL82GuAB1P82IChc+e/D2CMOQxxoA/pOvD3+9a3rXktVQeClfmifDkQqKs9Hfge8Fnij26eBXy/vLrmnZwVLEVWjh97PXBfih87PNhUb4zpQ8iBlEd5O83NDS0P3bu+be3rqQwWXEOkAzGnf2abQF3tmYgDnyb+//1hxIH1OStYiqwcP/YLSLdJKvQdOnf+Djg43uINZDZAOiP99wN/s227Jo3PFhVJ3f1alnUC0u93ouM4m93XrgZ+BQx3HOc997XjkLvhn2ahrF9FnrZTrtgBWlcur2h77dWOBsp9CDyJXMjzh86dHzOFqJI2qf49gzMKgnydTBx4YVlF25rXOnLgAyIdKIhV4Mqra14FrgzU1d4B/BC4KsZuk4CJgbraacCd5dU1cfuv88h7Ke7/PpLWN0gN8rSd1hSu1uXPV7StfT0ZB+YhDiwoIAdeBj4bqKu9HbgdOd/RXAl8KlBX+0fEgbj913kkVQfeA8Iz532TDBxA6pAvGWN+Ztt2UmMjipWkn+Aty3oEqHcc51a3z30uMM5xnBXu+4cC/wG+5DiOpwMZjDHdgC10vAZzXA489QQHnpoX6633gX8io7efC28GUrxn5fixNyJPoaVIP/s+99/gz/uRprutwG+Co4yNMd3d11IdqX2Qlv/NpfXpmLlUNhJyYEkxOBCoqz0buAvp9ojFXvf935RX1+zPWcGSYOX4sZOBzyBNq+HnPvhzAGmpi3ag3H0t1ZHaB2mZ919aF8Tsrt6InP/ZwPNF4sBQ5ByPibPLHkIONOSsYEmwcvzYryItEYkc6Ifc4P822E1njKlAYkHaDrg0Ar+3bfuWDI9T0KQS4M9G+vrOQ/oyv+U4ziPue6XAv4B7HMdZ4HUhjTHXIXNm087L7OzaRfO903E2bwKsenAeQy7mFTrfsvAxxnweGSyZgQM7ab73z64DrEeW75wNvFCsDgTqai9BKvEhcXbZDNwB/K28uqaoFw8xxnwR+A3Jj5tph7NzhziwZTPIXPxwBwpuoGJHuKPuxyEOnBFnt03IE/99PnDgy8g4nrQdCGM/0M+2bd+OpUqpD96yrP8Bo4C7HMf5cdjr1yKjlI370rRg8PcCY8xU4FuZHsdpa4PW1r1Y1sjThwx5LfOSKbnCGFOLLNySEWEODDt9yJAOp84VA+4c6quQOfLxMqmtBW4D/lWII+6TwRjzR2BypsdxHdiHZZ1z+pAhb3pQtLzjOnA14sDAOLutAb5LHvMoZIox5s/Alzw63D5giG3bb3t0vIIj6b5My7JKkBGkbcjd4kEcx3nQcZx+juOMdjfPgrtLXy8OYpWUYHXt2maVlqbdzKvkDXUgDuXVNW3l1TUPIVOQvo0s9xnNYOBxYLHbvF+M9PHiIK4DrT504EEkde7NRPZZBzkVaWl9NlBXOySHxfMSTxxwaSODLr9iIJXBSvcgfeDrkDvFXLLdw2OVIH1TSnGhDnRAeXVNY3l1za+BE5Cb8FhNj6OAFwJ1tb8P1NUeltMCZk6sG5d06YJ/HbgHceCXyFTTaM4DXgzU1dYG6mp757J8HuClA76sB8JJKsBblnUj8AlgAlJx3GK5CZJzxCqkOcULSoENHh1LyR1eOtCF1EfyFg3l1TW7yqtrvovkjf8b8qQSTgmS+euNQF3t9W7zbjHwEt45UELqszqKhvLqmp3l1TW3Ig7ch6QFDqcE6fJaG6irvdbtyy8GViJ9515gIYOsfUuHF7ZlWRcBPwMudxxnKzIopYzEiTe85hEkG1mmNCPzH72qJJTc8TDSRZQpTUjq2oIaWZ4NyqtrNpZX19yALFn63xi79Ecq/2cDdbXxBmgVEn+nfaBKhyZgum3bBTWyPBuUV9e8V15d83nEgbkxdjkCeABx4PScFi49HqL9DWs6NALT/DzADjoI8JZlDUaSZ1zrOM6rAI7jBFM+3pr94gm2bTchc+4zvSDbkGYrpchwL8R7kOkzmeAgq9Z1Gsqra0x5dc1lSOa2WAOKRgEvBepqfxOoq00lXXNOsW07gNQ96kCKlFfXvFpeXfNxJB1zrCQ45wGrAnW1vw7U1RZsv7R7U/ZbMncApD7xNUWz2IybyW4daWYxQ24OHrZt+4telkvJHW4mu3VIBqt0HXjItu0bPS1YERGoq+0OfAcZUd89xi5bkEFaMwtxpLWbyS7oQDrNyg3A/bZtf9XTghURgbracuQB7bvEzui4BRms+XCBOuBFJrt7bdvOeFZOoVMsfW/Ytr0LWaVoJ6k31+9HslJ9xeNiKTnEtu2dyNPmLtJz4H9IRsROizsI68fI8sf/ibHLkUgz6DOButp0l0jOGrZt7yAzB57Ag+mWxUx5dU2gvLrmDsSBWM32RyLdIfMDdbWZrAqZFWzb3oasHLeb1Lvtgrnov+VxsQqSonmCDxK2mtxxdJz0JLiS2G+BKZ1hcYHOgDFmAKEVBZN1IOZKYp2dQF3t5UgCocoYbwevnR+VV9fszWW5OiLF1eSCDtwN3KEOhHAH11Uj5zlWDoXgSow/Lq+uKaixS2muJncX8JPO4kDRBXhIuB58F0IXc3A9+L/atv16noqqZImw9eC/iixDGcuBA4QcWJOfkhY+gbraCqS59lZiL8CyCagpr66ZndOCdUDYevBfQ5YmDncgWKEfQGYS/NW2bV8kNsoGrgPfA24htgPvA98or655PKcF64AY68EHHShB6oFW998Z6HrwxYcxpi+SqrEfUI7Ma3wLWKBP7J0D14FLkWQ43Qk58Iw6kDyButqTgN8Rfw36R4GvF+IiNm6/7DgiHVgHLFQHkidQV3sy4kC8NehnIYG+4BaxMcb0J+RAN8SBN4FFndWBog/wiqJ4h9tkOwFpsj02xi4fApML7Wle8Q7XgU8ief8HxNjlA8QBT5cEV7xHA7yiKO0I1NX2AL6PjKjvGmOXgn2aV7whUFd7CDAFGVEfa2nxgn2aV4SiDPDTl2/ogiRnOAv47Y3DB03Pc5GUHDN9+YauwIPIClpTbxw+6C95LpIvcZOf3AfEyl//IfDV8uqax3JaKBfXgYeA04F7bhw+aEY+yuF33CRI9yH1bTR5fZqfvnxDGeLAacDdNw4fdG8+ylGoFGuAfwLpcw1y1o3DB63OU3GUPDB9+Yb/AReHvXTGjcMHvZqv8viZQF1tV2Tu/O0U0NP89OUb5hO5Frp94/BBukpkFnAd+C7wA2I7kJen+enLNzyDDLINcuqNwwfpYEqXopkHH2T68g1jiAzuIEtlKp2E6cs3XExkcAd1IGuUV9e0lFfX/BQ4B8kHH81ngNcCdbWfylWZpi/fMI7I4A4wKVff39lwHfgJMBRZFyKaSYgDn8xVmaYv3/AxIoN7sByKS1EF+OnLNxyGNM1HU7CpFRVvmb58Q1+kuTCajubBKhlSXl3zKjAC6ZdtiXq7P/CPQF3tI4G62v7ZLMf05Rv6EdsBrQeyTHl1zSvAcOCHtHfgcGB2oK724UBdbb9slmP68g39kSmw0agDYRRNgJ++fIMF/AlJahBNVisUpTBwHZgOHB3j7cNzXJxOSb6f5l0H/oJkW4vmiGx8pxJJvp/mXQf+SuzzrQ6EUTQBHrgWqTxicVIuC6Lkjc8BE+O8d3IOy9HpSfJpflYW1hv/AjKNLxZaD+SQJJ/mZ2ZhAaMvIdn3YqH1QBhFMchu+vINxwEvE78ZthHocePwQZ0i/WBnZPryDScAq4mfmrYB6KkO5J4ORtpvAK4sr65Zmun3TF++4UTEgR5xdtkHHHrj8EGFX6n5jA5G2tcDk8qra5Zn+j3Tl284GWk1qIizyx6gtzogFPwT/PTlG0qR6VCJ+li7Ezshg+IDwhxIlHe+gthN90qW6eBpfhCwOFBXe1ugrjbt+iZsSly84A7iR6ymeyXLdPA0Xwk8F6irvdUjB+IFd5A+eO2ucyn4AA98Flk9qiO0aca/XAWMTGI/baLNE1F986uj3u4C/Ax4MlBXm24AvhoJIB2h9UCeiOqbfznq7VLgF8C8QF1tuv3k1wEfTWI/rQdciiHARzf5LIuzn17Y/iXagXjNvepAngl7mv9tjLcvAl4J1NVGT3NNhujm/+fj7KcO5Bn3aX4EskphNBcDLwfqauPluk9EdD2wJM5+6oBLMQT4WUBwqcq1yGpHsRiYm+IoeeBhpH8V4HVk1bNYqAMFQHl1TVN5dc23gMuB7VFv9weeCNTV/ipQVxtr1bJ4zETW8gZ4Dbgtzn7qQAFQXl3TWF5d803gCmBH1NtHIK05d7kJdJIl3AGDdAnFQh1wKfgAf+PwQSuRNIRjkOaZeJmq1uWsUEpOuXH4oBXARxAHhgHxln5VBwqI8uqa/wBnAotivH0z0i97fDLHunH4oGVEOhAvW5k6UECUV9fUIQ48G+Pt7yDjM45L5lg3Dh/0PKFYMByIt/SrOuBSFKPow3HnQDYRmS7xLuB7OoK6czB9+YYSZN3nLmEv/wz4gTpQeATqarsgC9fcTvuHij3AjeXVNbPcp7lpwGXAE+7rzbGO6a5H0Rx1vDuB29WBwsN1YAoyCC+WA18ur655xG3V+RMwHvgvkuc+ngNdEQfC+TFwh46iF4ouwANMX75hI5EJb46/cfig9fkqj5J7pi/fsJnIEdOVNw4ftCFf5VE6JlBXW4U0s8aa8TIDedIPz1T5s/Lqmu/HO9705Ru2Ejli+tgbhw/a6EVZlewQqKs9H3EgVsKyvwLPEZml8M7y6pofxDve9OUbtiHrvwc5+sbhgzZ7UFRfUPBN9HHYGvW7Zi/qfKgDRUZ5dc1ipLn2XzHevgH4edRr3w7U1Q5KcEh1oMgor655FnHg3zHe/iLSChPOzYG62kR96upAAmKt8VsMRJ9UX897XDh0pAX0QuZ590DOW3DrmsTvrchAl+itYfTKpcXXhCN0Rgd6A0eR2IF4PhSEA+XVNTsCdbWfAL4K3AN0C3s7+qmuGzK16so4h9uKLBUbpLM6kEwdUAocILYDgRw7sD1QV3sF8HXgbiB8sGV060535Mbv6jiH24qMzQjiawdSpVgDfHQTTNHOe1w4dGRPJHDH2o4K+7k8C1/fvHDoyFgX/A5knec3kMFMb49euTQ6eUW+6SwOhG/ds/D1yTiwBnjHKwfKq2sc4A+ButrngEeAUxLsPilQV1sbJxNeLAee8KKMucQN3EEHwq/5XDnQFMeBnUQ68PbolUsPePGFrgO/cx2YReKpbVe5DsTKhBfLgf95UUY/UKwB/pWo38/JSymSZOHQkSXAcUjTVHA7FblgE2VnyzZlSD92R8lHDiwcOnIdEuzXuNtaYO3olUv3Jfxk9ih2B4YAgykeB1oWDh35FqFzH/TgjQwceANYjkxrSnQD++tAXe25blAIpxgdOJ7Y9UCiDH3ZphtyY3FUB/uFOxBdD+xP+Mn4rAFWAMfSsQPnxXEgfKnognYg1xRrgF8Z9XvBnNSFQ0f2AGwiK/LTKe7lTEuRiuhU4BPhbywcOvI9QhW+ARYjlX7CJr+FQ0d+BbgeSVrzo9Erl+5OsUyF7sDpRFbkZ5DfQJ4pXQk5EIHrQLCyN8iUqDc7cuDNRxb/rmVf4LpDju3HMRecTmm3uFOiRyArlD0c9fqLUb8XsgND3N/96sC7RNYDzwLrOnTg0cV/aNkbuKbnwP4cc75Nl/gOnIssNvZI1OvR9cDQDv8XnYhiHUXfA5laET5IsPeNwwelGiQyYuHQkYcA5yEVS/BCPgmwsvB1AeB9YDeS6/mAu4X/HP178Ocy4DCgT9jWl8j+Ty/ZAiwM2yIq+4VDR55NZOVsgI+PXrn03WS/YPryDT2Rv0Xwb+0AvW4cPmhv/E95j9u8fh6SaS1YkZ9IdhxoADbhDweGAi8Ef684ojcnTzqfbr3iPsjuAo4ur64JBF+YvnxDL/f1IG3IYjPpPk2mhetAFSEHziS/DsTzoRuxHUgl4VAqbCbSgXVRDgwnLDNpxZG9OWXSBZQdGjfV/E7EgcbgC9OXbziMyEQ6rYgDDd78F4qbogzwANOXbzBI0oMgF944fNDCbH7nwqEjuyJJNi5ytxFk3grShFywsbbNYT/v8XogzMKhI8uJvNjDL/qBhO7WO2q664joyn4g7fvJtgCXjV65NPqpLC7Tl29YgzRzB7ngxuGDYiXU8AzXgeHI+R9L9h0IdyHXDgxC/r5eOBBd2R9PVH95157lnDLpfHoc1SfeMR4ur64Jb45l+vINbxI5/uK8G4cPipfC1BMWDh1ZhjgwFvFgOJk70Ejs6z562+ulA27/fzL1wGC8d+BEZK77Qbr2LOeUKy+gx5GHxTvGQ+XVNdeGvzB9+Ya3gBPCXjr3xuGDMl690A8Uc4C/D2niBaAE5/sje+ybDuy1bTtmYoRUceU/jVBAv4D0m9h2IQswhG/rgZ2FPpJ94dCRvQhV9MFtMHJRpTPVcov7uegRrw3AlaNXLq1L5iDTl294ELgm+HsJzm0je+z7C7DHtm1PBoS5DtiEAnomDuwk8vy/ArwD7CoCB3oj5zzag+NJz4HNSFDsH/5iSddSTpx4LoedHGuaNBvLq2uODX9h+vINMwkbZd8F5zsjeuz7G947cDqhgH4B6feZRzsQrAeKyYHwOiATBzYhzf6RDpSVctLEUfQ+KebikO+WV9dETJ2cvnzDLGRRMgC64Nw8ose++/DQgWKlaAP8n5fXf83B+n3w94Fdm9qOLWtuQZqbtgN/A2bYtv1mKsddOHTksYQq84tIfV6lA7yNXLirCV3E7xX6BZwqC4eO7IY8PZ2KTFU5F2muTrScY0c4wLdGr1waa6GKCP68vL7GwTq4qMmgrk1tAyIdmIE4kFLqyoVDRw4k5MBY0nPgLdpX5H50oDvyJOalA21HjRy8fODFZ52KTAsLcm95dc0Xwnf88/L6mxysXwd/H9S1sW1AWUu4A39FHHgrlQIsHDpyEKE6YCypT78KOrCaSAc2+tSBk5CAfxriwCgydWDUqcsGjh3yESId+Gt5dc2Xwnf88/L6bztYdwd/ryxrbDum60EHtgF/Ae5N1QE/UHQB3hhjAV9pdfjZqkCPXk1OiVVKG2eUN1BeEvF/aUb6Y94ErrZtO2YO+4VDR3ZBKqRPApeS+kpEbyLNTauQC/jVPI4szztuE/ZQYLS7pVvZPwJcPXrl0tboN1wHvtrq8NNVgR6HduBAGzL452rbtl+PU+YuSB9q0IFUp9yFO7AaMJ3cgTIiHUi3sn946Hc//fcuZaXXAqvKq2vuCr7hOvD1Aw53rg706NnklFhdaeP09g40EXLgKtu2Y+awXzh0ZCmRDpyYYlnfoH09kNOxAIVEDAfOI72pvn//6Pc+M7OktMt1wIvl1TW/Cr7hOvDNAw4/WhXo0bPZKbG6Wm2c0b2B7rHrgdcRB+LlsPcdngR4y7KOAB5HBnO0Alc7juN5ukBjTCmSxnAC0KPNgX1tXSgvaaVr/OEsDjJAbZJt2/+Gg0HoQmCie6xU7s63AvOBp4H5qQwM64y4F/o5hC700SQ/qOfl0SuXDgl/wXXgISRf+UEHKkpaKU3sQAPwWdu2/+uWqyuyaEXQgf5xP92ercj5DzrwXgqf7XTEqOwvIHkHVo1euTRiqVjXgZlIvvJkHWhD6oFP27b9RFi5wh3ol/R/SrqZwh3QFLkJcP/WHyXSgWRXkls5euXSiHXgjTFdkVkVl+I6sLetCz2Sc2CibdtPpvp/KEa8CvBdAMdxnDbLsj4HDHAcJzrlYEa4d2uPAB8nvaeBhob/PnFbwz/+eTZQjYwmTYb9yJ158GJ+zW9NbLli4dCRo4FnUvzYMaNXLt0EYIwpQRwYT3oOBBrq/nNrwz//NRRxoHeSn9tHpAOvqwPpsXDoyLHI3zAVjhi9cukHcNCB2cAlpOvAnH/f2jCn7qPIcra9k/zcXkIOzEcdSJuFQ0deAqQaYPuOXrl0Bxx04HGk+yStWABcYdt2qh4WHZ7Mg3ccJ7wZtSfxl3TNhEuBj5Fmv07L2jcqGmbP+W3He3IAmboRrMxXFGAWt2Il5qiZBLQhfWhBxpOBA82vrylvmPPvDvv2EQeWEqrM1QHvSNWBYIrdIJeTfsVO82uvlzfU/ScZB1oQB4KtdS+oA56RjgO7wn6/Aml5SbePvwL4uzHmGNu2PcnMV6gkFeAtyzoBGfF7YrDp3bKsq4FfAcMdx3nPsqwhwHTkjviSLJT1x2SQJKL55VehLe4qkruRxQ/+CTw9euXSnM6l7kT8C5n7/NGo1x3kKXm/+3OZ+/P/jV65NHxGxI/JIONXEg7UEXKg0/ahZ5nHkRwI0Ulpgg4E/+5l7s//F5UeNbN6YPUriRzYRciB+epA1pgN1ABnRb0ez4Fvjl65tA0OtuT+hMwTBlUAn0LS5PqWpJvoLct6BKh3HOdWy7JGAnOBcY7jrIja7zPAGMdxvuJVIY0xw5Cm3bRHZTa/9jp77v4NhP6/24E5iGzzowKJkiXcKUfHIWu570Uu4IbgBRwPY8xI5EkqfQfMa+y557fhDmwj5MACdSA3xHBgL7LgSUcOjEKadtO/yXvlVfZM/V24Ax8ScuAZdSA3uA4Ep9el4kAVkj/Bi9S+64BTbNv2bVdLKgH+bGABMhryKeBbjuM84r7XzXGcJvfncUjg/z+vCmmM+QnwfTLMDNWy7i0OrK9vbn7VfKHl1dce8WrhBCX7GGN+BnwXrxx4+ZXPt7y25lF1oHgwxtwF3EKmDry5jgP177Y0v7Tq2pa1b8xWB4oHY8yvgW/hTZbARuBE27bf9+BYBUnSffCO47xkWdYKZHGIu4LB3eVsy7LuQvpKGoEvxDpGBhyDBye060kn0vWkEwPll1y0zu99Lz7EawfeVAeKDm8cOPkkup58UqD8krHqQPFxNN6lAG5GsvVpgLcsqwQJ4G3AXeHvOY6zFDjf26JF4HWzmV7UxYeXA5wsj4+n5Aavz5nWA8WH1/WArx1IJb3gPcgAunXA1VkpTXw24N2J7YbMY1aKC68d+MCjYym5YwPeVchaDxQn9XjrgK/rgaQCvGVZNyLLhE5Ant5vsSwrGyslxeNhpPXAC172c5+Lj/k73jnwom3bnidiUrLOQ3hTuTvACtu2fV25+5QH8eZG3wGet217W4d7FjEdBnjLsi4CfgZc7jjOVuAxZPrCFVku20Fs264H5iHdA5mwD/hhxgVSco5t2+8ggzvVgU6Km0t8AZk70ADcnnmJlFzjri3yLBKgM6FTOJAwwFuWNRiZJ3it4zivwsGkNr8Gbs1+8SL4ETKAL13akPSST3lTHCUP/AjJLZ4ubciAmgXeFEfJA3eQeT3wLpKVTilObkdSzqZLK7KC32JvilO4JAzwjuOsdRynn+M4c6Ne/4PjOCOzW7RIbNteDXwPufNKFQdJZPJxP8959Du2bb8I/ID0HGhDEplcrg4UL7Ztv4AE+XQd2Ik6UNTYtr0cSXiUiQNXdAYHinE1uRuBqcRbmchp45A9m7GcVvYdejROSWkTMpDikngrSSnFhTFmMjLoswMH2th36FFBB7YCF6e6fLBSmBhjvoZk0oztQFsbh+zdhOU4bj3QpQlpwbs41eWDlcLEGPMNZExYsg40EnKgUywdW3QBHg5mtvs5sgxlK2HZzfptMRy6WxZ22t+j/4GtA86ZBkyxbXtPPsqqZAdjzHDEgXORu/KDF3mkA4cf2Drg7D8AP7BtW1MQ+whjzAjEgZFE1QP9N79Kzz0ylnb/IYe3bD3m7D8AP1QH/IUx5lxkjNgIouqB/ptfoeeeTQDsO+SIlg+OOev3iAOdJgVxUQb4IMaYw5Epe1cjCQu6D3x7Yb/SA43h8/uPqZh486a8FFDJOsaYI5DzfxWy3Ge3gW8/06/0QFO4A0dWTLxZp0T5FNeBaxAH+gLdBr71TL/S1ggHDq+YePOHeSmgknWMMUcSqgf6At0GvbWgf5fW5i5hu/WrmHjz9rwUME8UdYCPRcPsu5cDw8Jeqq6YePO/81UeJfc0zL77BWT98SAfr5h489x4+yv+o2H23S8RuZjJxyom3jwvX+VRck/D7LtfBs4Ie+mSiok3d6pB1qkkuikWVkb9Hr1qleJ/Xoz6XR3ofGg9oHR6BzpDgB8acy/Fz6gDSqev3BWtB/wY4KOf3oY2zL47l1n3lPzT6S9spX09kJdSKPmk0zvgxwD/OpGJMI5AViBSOg+vEZkQ5+iG2Xcfla/CKHnBELlI1bENs+8+PF+FUfLCK0SmNh7UMPvufvkqTD7wXYCvmHjzAeDlqJc/ko+yKPmhYuLNLcjFHc6p+SiLkh8qJt7chAT5cNSBTkTFxJsbkZv9cDqVA74L8C4bon4/Ii+lUPKJOqCoA0qndsCvAT56lahOdVIVQB1Q1AGlkzvg1wAfndSkU51UBVAHFHVA6eQO+C7AN8y++0Lg21Evd6qT2tlpmH33WOCmqJfVgU5Ew+y7Lwa+GfWyOtCJaJh99yXAN6Je7lQOlHa8S9HxG6B31GuHu1PlJgInA/dXTLz5/RyXS8kdvyW+A58CTgLu0xTGvqYW6BX1WtCBzwDHIw5sznnJlFzxO+DQqNeCDnwWOA64t2LizVtyXrIc4bsneCQfeTRHIGuJ/wP4KfBSw+y7u+W0VEouiefAncCjiAMvNsy+uyynpVJySd8Yrx2BLEwyy/33xYbZd3fNaamUXBKvHrgLeBhx4IWG2Xf78UEX8GeAj7UM4LHAlLDfDwcG56Y4Sh6I5cBA4Law349EWnMUf/J2jNcGAd8N+/0opDVH8Sex6oFK4Jaw3wcAJ+SkNHnAjwE+1nrffYDwbHbv0n6OrOIfYjnQj0gH6pGkSIo/ieVAdKKbd4C1OSiLkh9iORDdB/9WnP18QWcJ8OH/Twf4XMXEm1tzVB4l9yTjwOcrJt7clqPyKLkn2XpAHfAvHTnQhjjgryVVw+gsAT6ceyom3vxMTkqi5IuOHPhVxcSbF+aiIEre6MiBX1RMvHlxTkqi5IuOHPhZxcSbl+SkJHnCjwF+XYL3XiayL17xJ4kcWAX8IFcFUfJGosr9ReCOHJVDyR+J6oEXgB/nqiD5wo+jB99Gmt+iV5BrAq52c1R3ClZPHGcBXQBnyOwnO1OXRKzBNSCLEF1dMfHm5jjv+w51oB0B4JpO6kDbkNlPdqYuiXgBvgFxoCWXhckHluP4r/uhYfbdu2g/B/abFRNvrs1DcZLGvRB7I6vfxdt6IDdm0VvXOK8H2QXsSLDtjPr9A2D7kNlPFqUgDbPv3gP0jHr56xUTb/5DPsqTLBk4EO/8Bx1wgN0kdiDag2J3YC9wSNTLX62YePO0fJQnWVwHDiP++T+K9B3YRftrPdH2wZDZT27P4n83qzTMvns/UBH18o0VE2/+cz7Kk2v8+AQPsJfIAL8a+H1+ihJWCLlwBwBnIqsaxbp4u2fp63u72/EpfGbH6onj1gJrwra1QH0RPAnsJTLAvwT8MU9lOUiYA0OQqZrHIBV2th0I3jj0JnUHws998OcNReJAeIB/AfhTnspyENeBY0lcD2QjT0fwxuEwUnBg9cRx24k890EXisWB8AC/HPhLnsqSc/z6BP9zQvNdW4ETKybeXJ/LMqyeOK4bskztmUhlfiZwBjJlr9hpBN6gfaX/5pDZTybVBbJ64rhjgUuAZUNmPxm9pGPGNMy++5eE5rseAE6omHjzu15/TyJWTxzXnZAD4dthuSxHlgh3ILzST8WBgcDFwNIhs5/0fMpiw+y77wH+z/31AHBcxcSbN3r9PYkIc2AIofN/Bv5wIEDsemBdGg48P2T2k2u8LmDD7Lt/QyhlcQswqDNlL/RlgAdomH3354FzgZ9XTLz5nWx+1+qJ446gfSU+mMJoIWlF+t9yQQtyh7zQ3ZYOmf1kQ/ROqyeOOxJ5oj7KfemHwJ1eNwU3zL77BmAE8NNs3+CFOTCESAdy9bdPRCE6cBTiwJHuS1OAn2XBgS8CwxAHopcO9RTX61j1QGdzoJn2DgSid1o9cdzRyKDXYH6C24C7suDAl4GhwJ25vsnPN74N8Nlk9cRxA4CxwEXAhUgzq1c0AO8Dm+Jsu5FK9EDUFv1aC9A6ZPaTzuqJ47ogTbN9ktz6Is3I5Rn+X2JW9qsnjrsM+HfUvvcDXx4y+8miGPzkOnAR4sEYpFnVK/YT//zHcyCeE0EHSpFuq1QcOJbMuwtiVvarJ46rBv4Vte/fgK8Mmf1kUQx+cluhgvXAGEI3rF6wn/j1wGbSd6A3qdcD2XLgE8A/o/b9K/DVYnGg0NEAnwSrJ47rDYwmdDFnkuZ2P/AKMmVvPe0v3r2FMKhp9cRxJUhqz8FIP2H4lm43QzDgvwB8GRkoFM4zwMQhs5/cmebxs0aYAxe52ykZHG4f4sArSDa1CAeGzH5ybyZl9Qr3xnAgofMe7kK6DgQr+5XEdmA+8Kkhs5/clebxs8bqieMOI9KBTFId70PqgFeIUQ8UmAPR9UDw50wcWIY48BXaD4J7Cvj0kNlP7k7z+IpLUQd4Y0wX5M7508gTVDlyZ/sK8KBt27HyUXeI238+ktCF/FHSyxmwAbmIw7d3imBgSkJWTxzXn/YV/keQJ75MWQuMHzL7yfXJ7Ow6MBZZJS7owC5CDqTVPeP2nYY7MJTMHVjt/ru+mB1wB4n1o32F75UDrwMfHzL7yfpkdnYduAhZLTLowE7gVeAB27aTcika14FzCTlwDuk5UE/7esAPDvSnfeA/DXnqzxSDOJBUk7rrwMWEHOiOOPAyUg/Ue1CmoqMoA7wx5mjgW8ANyNSQQ4ic996ETAlZiywb+YBt23HnALuy2sClyIVcRWrN002IkOEX8CuF+CSaTdwmywuQp5zRpL+Iw3bk4l4ebwdjzDGEHCglvgNrkOVjH0rCgdMJOXAe6TuwmpADu1I4RtHjDpoKdyCVEfvhbENu9F6It4MxZgBwE/B5EjvwOiEH4gZV14EzEAfGIvVAKs3TjcSuB3alcIyix0MHPgQ+NmT2ky/G28EYcywhB7oQ34HXEAf+nsgBv+FpgLcs60qg1nGc/p4dNApjzGhgDlL5JrPc535kMM8nbNs+OJ/TvZiHInd8E4ETUyhGK9LM+LS7LS+WvuNckmHAd4Bbhsx+8p7oN4wxY5C+u1QceBFxYEdY+SykdSboQCrla0WaGZ9GmpXVgRhkWNk7wP8Nmf3kb6LfMMZcBMxGHEhmydf9SNfQJ23bPnjj7TowjJADqZTvAJEOrFAH2rN64rhBRDpwXAofbwO+NWT2k7+LfsMYczHwGKk5sByYaNv2rhTKULR4FuAtyypB1ls/znGcsz05aBTGmPHud0T32XREM/Cus3fPyNa7fzQYuZA/ifQvJstrhAL6s0NmP7knxTJ0elZPHDcUWETy588BDgkfhW2MuQx4JIVjBGkGNjjbPzy3tfYXpxJyIJUmZUOoMlcH0mD1xHEfRRxItnWkDegxZPaTjcEXjDGXIw6kOgi0Cah3tn0wqvV3d51GyIFUmpRfRc5/sB4oiL7yYmL1xHEjkPE2ybaOtAHl4TdPxpgrkDXd03HgHeDczhDkvZzGdRVyN/VtD495EGNMJekFd4AyZ+/uga0P/Pkd2mc3i8f7yGCP+cD8IbOf7DRzJ7OITWrnz0Ka3BoAjDHHk15wByhz9uwe1Prwvak4sJHQTd0CdcATziC1SrnE3b8RwBhzIukFd4Buzu5dx7U+fO96knfgPSId2JLG9yqRnEFqXR8l7v7NAMaYk4GZpOkA0krzD6TP3tckFeAtyzoBGbR0ouM4m93XrgZ+BQxHRn5+BphAlgI8krgm7RsS56UVZXywJVFzbjNyEc91/32zEEaz+4yVyB10slm6nhoy+8kPwn6/jeSa4mLivLisjA+3duTAU4QcWKcOeM4LpObAk1FjWb5PBvVA24vLytj2QUcO/I+QA2+pA56zAvk7J9O9BvBEVGvZ91P4bCy6AaOMMbZt2yaD4xQ8STfRW5b1CFDvOM6tlmWNRC6AcY7jrLAs63qg1XGchyzLWuk4zlAvC2mM6YvcSac9L7tt2WLanpgT/XIAeALpy/uvTsvIPqsnjhsGXIFU0nuR6UJ7o35uRqYKvRf8nDGmPzIiPX0Hlj5L27zoqdcEEJeDDmize5ZZPXHccMSBLrQ/98GfYzlwBDIiPe152W1LFtL2v+gUDDQQcmCuOpB9Vk8cNxK4nI4d2Dhk9pPvBz9njDkSmVaY6dz8VmC2bdufzfA4BU0qAf5sYAEyuvgp4FuO4zzivncXcBbSVzISuN9xnBqvCmmM+RbwMzKo3J3mJtrm1eFs3OCwY9vjtLTMBOYNmf3kfq/KqWQPY8z/AT8lgwvbaW6i7Yl/4bz/rsOObbNpaXkYcaBdpjWl8DDG3IIs8Zm+A01NtM2bg/P+ew7btz3GgZaHkVYCdaAIMMbchmS+9GK9hibgcNu2fXtDl3RTl+M4L1mWtQIZhXhXMLi7790a/Nl9gvcsuLucSIZZ1ayybnSp/jTI3eGPbdt+2YuCKTnjJDK8qK2ybnS54jMgDvzI781zPuRkMnWgWze6XPFZkCfEO2zb9jwHvpJVMnYgjGYk+6BvA3zSSRvcUfKtyFP6XfH287p53iV6ycdMcMg8BauSe9QBxUsH2lAHihGtB1IglaxM9yB5jNcBV2elNPHxcuRqF2SdY6W48NKBUiTLlVJceO2A1gPFhzqQAkkFeMuybgQ+gYySvwu4xbIsK+GHvGUR0qTmBS3IQB2luFiIdw40IgP2lOLiGbxzIIAM3FWKiwV458A+ZDq0b+kwwFuWdREywO1yx3G2InPdy5BRsLliHpK6MlMagF/Ytq3ZpoqPJ/DmbrsB+Llt27paVfHxH2SdgUzZD/zUtu0DHhxLyS11yHojmbIfuDNR+mo/kDDAW5Y1GJgFXOs4zqsAjuO0Ar8Gbk30WS+xbdtBRk56MeL9Tx4cQ8kxbv7o28ncAQf4c+YlUnKN68AdeOPAXzMukJJz3ID8I7xx4G+Zl6iwSRjgHcdZ6zhOP8dx5ka9/gfHcUZmt2jtmAW8gZvRKg0agFv9PCWiEzATeBOZ3pIODcAttm1retHi5SHgLTJz4Gbbtr1q5lVyz4NIutlMHPiWbdu+nyKdztKHecFtUr0QWRkq1TmrAWRa1O89L5iSM9yulQuRFeJSdaAB+KFt29M8L5iSM2zbbkIWLnmD9OqBKbZtT/e8YErOsG27ETgfudkPpPjxAPA927ZneF6wAqTolos1xpQBvwOup+OpLnuRppirbdv+Tw6Kp+QAY0w34A/ANSTnQBtwlW3bcxPspxQRrgN/RGb0JONAK3ClbdvzclA8JQcYY7ojXa6fpeMpb0EHJtm2/WQOilcQFF2AD+KmLLwG+BpwODI6HmSBkm7AYiQIzNVBdf7EGHMUIQf6096BZxEHnlAH/Ikx5mjgWuCrQD9CDoAkRFmI3Ag8oQMr/YnrwHXAZEIOOEg90B2ZffFHYF5nc6BoA3wQY4wFVCInthzJSvRu+Lrfir9xHTgOcaA74sCG8HW/FX8Tw4HdSD2gDnQSXAeOB/oScmBDZ1gWNh5FH+AVRVEURWlP0QyyUxRFURQleTTAK4qiKIoP0QCvKIqiKD5EA7yiKIqi+BAN8IqiKIriQzTAK4qiKIoP0QCvKIqiKD5EA7yiKIqi+BAN8IqiKIriQzTAK4qiKIoP0QCvKIqiKD5EA7yiKIqi+BAN8IqiKIriQzTAK4qiKIoP0QCvKIqiKD5EA7yiKIqi+JDSfBdAiU/j3GklQF/g6LCtB3LeglvXJH5vBXZ0sO3tPn6yk6P/mpIkrgP9kHN/FB07EM8HdaBIiXIg6EG4A8nUAaXAATp2YJ864B8sx9FzmQ8a507rQ2TgjrUdRe5uwqIDwAfAG8BaYA2wpvv4ybtzVBbf0zh3mgUcRmE5cADYSXsH1uB6oA54h+tAdD1wFPl3IHj+dxLpwBpgrTpQPGiAzzKNc6d1BQYDZ0Zth+ezXGmymbCAT6ji35TOXX/j3Gldu4+f3OJtEQuPOA4MAfrnsVjpspnIcx/8ebM6EB/XgVNpXw8UowObiF0PqAMFhgZ4D3GfyqMv4NOAsnyWKwfsQS5wAywGFnYfP7k+3s5uk+PfgKuAlcAXu4+f/HoOypl1GudO60t7Bz5C53LgWcSBDfF2bpw7rQtwL3AlsAJxYE0uCppt4jhwGtJU7md2096Bd+Pt7DpwP/BZYDlwQ/fxk9/IRUE7Cxrg06Rx7rRuwAhgDHAOchEPyMJX7UbumIPbbqAFaUoL36JfC/+9DGkO7pNgq/C43PXAwuAWXtk3zp12IbAg6v/4ye7jJ4e/VvC4DoxEHDib/DrQkRP5dOAZoir7xrnTxgJPh+27C3HgGY/LkFVcB84l0oFjsvBVuwid/82k50A3xIFEHnjtwHoi64FwBy4Bngzbdyfwie7jJy/yuAydFg3wSeI+dZ4BXORu5wPlGRyyCXiXyIo7etvcffzk/Rl8R9I0zp3WndDF3xcYiDQpBreTyKwfsJ7Qhb4T+FfU+weAL3UfP/m+DL4jq7gOnImc/7F448AGEpx/8uNAH0IODMY7B8Ir+z3A41HvtyAO3J/Bd2QV14EhyPm/CKgiMwcaSa4eaMjgO5IvTGwHTiXkQaYOvEPIgX3AP6PebwG+0H385Icy+A7FpegDvDGmBDgdGWVajlQcb9u2/X6mx26cO+04QhfyWPc70mEz8HLU9mb38ZMPZFrGXOH2IR5PqLIPr/gPSeOQe4BDY7x+J/DDVPrywhzoD3R3j/2Wbdub0ihXBK4DwZu6sUillw6baO/AuiJ3INwFLx34MXBHGg6cgVyj3ZEn3Lc9cuB4Qg6MwTsHViMOtGZaxlzhOnAC7esArx24A/ixBw68Zdv25jTK5QuKNsAbY04APg98GQns4RdJN+BV4PfAbNu2k3oCapw7rR9wIaGL+fgUi3UAeJ2oirz7+MkfpnicosEdCXwM0s98LjAaabbOpM95JnIX35RoJ2PMiYQc6E57B15BHPhnig6MIeTAcSmWvQUZdBSswF8GXlEHUuYhpF++IwdOAr4AfBE5523uWw7ixMuIA4+n4EB/Qg6MJT0HYtUD21I8TtEQ5sBphBwYQWYOPIC06DQn2sl14AZ3i+XAakIO5KQlpFAougBvjKlABudUAxZyQuOxF0nm80XbtmfF2qFx7rQTgYnAJ4GPusdMlveRfsSFwCpkGlFCGTsDjXOnlQPDkYt8NOlV9m8D53UfP3lL9BuuA/cDl5G8A1+wbfvROOU9iUgHUkEdiIHrwAhCDqRT2b+FOLA1+g1jTA8kAHwMOb/JOPA527Yfi1Pekwk5MDTFcm4k0oG16kCEAxcSciDVgYbrgFGxbpCNMYcgDlwKdCGxX0EHrrNtO7pbwLd4EuAty6oEXgBec1/6tOM4nj+xGGP6AM8BlaTW79UATLVte4p7p3kacjFPRJp2k2U3MmBoPnJBv6FJITomLOBfCNwIHJHkR3cCfcP/xsaYvsASpG8wVQfutm37dtcBm5ADdgrHCTrwtLu9qQ50TFRlfyPJTxPdDvSPcqAfIQe6p1CMBuAu27Z/7DpwOiEHTkvhOLuRQaJBB9apAx3TOHdaBSEHvkzyDmwDDo9yoD/wPDKoNVUHfm7b9p0pfKZo8TLA3+04zqcyPlgcjDHdgJeAE0mn2cdxGvrvfOvJXvu2nAacnOSnmhGJghfyi8XUZ1poNM6dNhGI+QSVgIHdx09+D8AY0x15QjqedB3YsW5er/1bT0cGCyVDMxJMgg68pA6kT+PcaZ8BHknxY0cFW3KMMeVIk2slaTpw+I51Txy6f+uZSF2SDM3Ig0W4A0XTb15oNM6ddiXSDZcK/YNdHG4L3mpgEOl1ATQA37Nt+7dpfLao8DI70ijLshYj86C/73jf9n8N6Z9QDmn4sKLXvi2fSGLXVYQu5OdyNXq1k5BqYNyPNIEHuQ44ljQd6NnwQUWv/Vs/2cFuDiEH5qMOeE2qCU32IdnUgnwe6etNz4H9H1Qcun/rxA52c5CHiWBL3RJ1wFNSdWAv0pIT5Atk4AAyFfCnxpi/2ba9N81jFAVJBXjLsk5ABiyd6DjOZve1q4FfIU2vm5G74QbgL0g/1myvCumOjrwDyb+cFt1a4o6vaUP6zmYDj3cfP7nTjrjMAf8GaoFJiHt7kQp8b9jPbcgo5R3A/3UfP7kNwBjTBbidDBwoa45bR7cScmCOOpBV/oUMePos0m8afu6DPzvEd+CHZOJA/HqgFel6CTrQbuyH4hn/BP4IfJr4DoA4sA1xwAEwxpQCPyDz+foW0lV0d4bHKWiSbqK3LOsRoN5xnFstyxoJzAXGOY6zImq/8cAIx3F+6FUhjTHVyKjanukeo6x5P0d88Bpryo5la2lvp6Wk6/aAVbaloaTbljarSwtSqQS3RqSfbTcyjWN3nG0PsHvyiMrGDP57ShIYYz6BDKzL0AHD62UD+UAc2OY6sLUDBxJ5oA7kCGPMp5AMiBk4sI8jPnjtoAPNJV23NSbvQML6YPKIyoQj/pXMMcZ8BvgrGTgQxg7gCNu2fdvllkoT/V3AAsuyHkTuwL4SDO6WZR3qOM4ed78qZJqQl4wiwxPaXNaDxf3O5b0D3UHu3vq5WyoDrGIybVl9M6EL/QNkBHj09uHkEZU6ECd9zsMDB57tN4qNIQf6u1sqAy1jEuXAViShhzrgLR44cAiL+o7i/dacOBCrHtimDmTEBXgT3EFmXhyDJJvyJUkHeMdxXrIsawWSM/gux3HCB8pcYFnWHUgT/XqkCcVLkh11nZD9TtYWZCojVFGciMwDjWbvtGX1sSr9t4H3Jo+o9O1dpEd4sjhPQ+4cGBVjn73TltXHOv9BB3TgVmI8qQcasrcwmzqQfbxcpKsVydinAd6yrBLkD9KGPM0fxHGcfyP9q9nCk4EQR3dtYWdrF5yUprp7Rk9CC09Ec2Dasvr1yMCepe62evKIyk4/lzYMzxzY0dqF1NIdeEZPJM3pkBjvtYQ5sAx1IBae1gMF7kCwHnhZHYjAy0FxFjKQ17ekcit7D9AbSTxwNdIXliveQFoHMhpYcVhpK8N77G96uaHimoBTsp/QFW5FbeVArzjboTFey/SRoBSZtnUSMvgIoGnasvoXkYt8GbB08ojKjNPvFjFvAAEyy/vNYaWtjOixv2l1Q8XVjU5JA/EdqCD2uY7nQaYOdEWmb56MDEIEaHQdCAb8pZNHVGacerWIWYsHDvQJOXBlo1PSSGIH4l3zsTzIpgPBgL+skzuwBhkbkcrc93iUIQPEfUtSg+wsy7oRuI1QdrI7gI9kYSpcTIwxvZHpUpmOnGxF0hV+OuNCuUxbVh+8ITgUuQEaiORqjt68WKVpI6ELfSmwqrMM7DHGHIY4kFHljjjwmG3bkzrcM0nCHOiFOHAs2XPgPcJu+uhcDvRFroFMK/cDwKO2bV+deamEHDvwLmE3fUhLT2dxoB/y/8+0HjgAPGzb9nWZl6pw6TDAW5Z1EZKYYrTjOK9altUFeBP4tuM4c7JfRMEY81tkWkOilJQdEQCG27b9qjelSg734j+C2Bf8CUifXTo0I815TwJzkOY83w7gMcb8HvgSmeW3DgAftW37tQ739JAcODAPceAVnzswDZkHnakD59i2ndP158McOJHYDqS7mFUTkQ686nMH/gx8jtTT3oYTAM6ybdvX688nDPCWZQ1GMjhd5zjO3LDXvwZc4zjOyOwXUTDGHIM006Y7B7YJWGzb9sXelcobpi2rPxQZzT8Cyds+kvTWlN6AXOBzgOf8NnDPGHMs0kSXrgONwCLbti/1rlTe4KED9YQcWOJDBwYhKbEzcWCBbdsf965U3uA6cDqRDhydxqHWE+mArwbuGWOOQxYTy8SBp2zbrvauVIVJUS02Y4wZDfyH1E9sI7JwxSjbtvd0tHMhMG1Z/QBCF/kI4BxSe2rZgQx8fBx4avKISl9k4jLGjEH+X6k2dTYiLU/nFUv2qmnL6o8lsrI/m9Qc2I78rebgLwfGAnWk58BaoMq27X2eF8xj3Cf+6HogVQe2EelAwONi5gVjzMXI/ykdB14Hzk92dcFipqgCPIAxZhjwX2Tt4WT64vYh6XMnFUtwj8W0ZfXdgLOIrPCPTfLjAULN+P+ZPKJye+LdCxtjzAhCN3rJOLAfyVR3ZbEE91iEORCs7DuzA+cSutFL1oFnEAcKPrjHY9qy+u60rwcGJPnxBiId2JGNMuYKY8woQg4k03W7D0k/fHVnCO5QhAEeDg60+DIwGRnQUo6kPAwSQJYGXAb8DlkPvPj+ox0wbVn9McA4YAJwCclJ3gY8i6TkfGjyiMpd2SpfNnFXkwo60Au5yEvCdmlAnFiKOPC4Tx0YgJz7CSTvQCty0/sY8Pcid+BGxIFDie/A84gDc3zsQLAeuJjkHXiWkAO7s1bALGKMORz4irv1JL4DSxAH/uVHB+JRlAE+iDHGAoYBn0D6K3sgTdOvISMkO00+6WnL6g8hVNFfBhyWxMcCyKpO0yaPqHwxe6XLHq4DwxEHjibkgEEcaLeWuF+JcuBy5Oa3IxqAh4E/Th5R+VLWCpdFXAdGIP/voAPbEAce6YQOBIP9ZSTvwN+RemBV1gqXRVwHRiL/76OQQL8dcWCWbdsfxP+0fynqAK/EZtqy+q5IyuAJ7pZMM+4LwDTgEb/01XZm0nRgBbIIyKN+6avtzLgOnE/IgWSa8pcTckDXVyhyNMD7HHegzlmELvKOcm7vBO4D/jR5ROWb2SybkhvSdOBexIF1WS2ckhNcB84m5EBHa3DsIOTAW1ktnJI1ijbANy+e9XUk6c4vy6omrehgd8Vl2rL6E4Arkf7rjp7qnkae6usKcbpV8+JZ30CeUO4qq5q0Mt/lKRZcB65CHOjoqe4pxIF/F5oDzYtnWUANsgjNL8qqJhVlN1M+mLas/kRCDnQ0HfN/iAP/KVAHvoU0z/+8rGpSUXYxZIuiDPDNi2f9Hvia+2sbcHxZ1STfLhiQDaYtqy8FxiMDlDqaF74J+Avwl0JJl9u8eNafkAFWIA4MKquatDGPRSo6XAc+DnwV6btPxPvAnxEHCiK9Z/PiWX8Bvuj+2gYcW1Y1qTOncU0Z14HLkHqgIwc2Ig78tYAc+BvweffXVmBAWdWkTjP2qiOKLsA3L551GvAKkSMlf1JWNcmz9ec7G+4T3Y1IhrC+CXZtBqYDP5s8ojJvF1Hz4lmnA6uJdOCOsqpJP8pPiYof94ku6ECfBLs2A39CHMjb4LXmxbPOBFYRuWLMlLKqST/NU5GKnmnL6k8i5ECiQbpNyBP9L/LswBAkg1+4A7eVVU36RX5KVHgUVYBvXjyrGzIIJHpFtmllVZO+moci+Qp3ju2nkbv5RFkKA8iUk1/mej518+JZ3ZHBYNH9yL8vq5r0jVyWxY9MW1ZfTsiBEQl2bSDkQE7nUzcvnlWODAo9Leqt35RVTbopl2XxI64Dn0EcGJ5g1wbgt8CvJo+o3JmLsgVxHXgRODXqrbvLqibdksuyFDIlHe9SUNxJ7OVWk5kSpnTA5BGVjZNHVD44eUTlucigrD8TeznFcuA7wDvTltXf7qbYzBU/I/YgsURPnUqSTB5RGZg8ovKBySMqg5nz/oJU5NFUALcC66ctq/9hjh34Oe2DOyRufVKSxHXg/skjKoMZNP9KfAduQxz4wbRl9T1zWMxf0j64Q/r5/H1J0TzBNy+eNQYZ9BVrEecXy6omDc1xkToF05bV9wKuBW5BVsqLxQ7gLuD32Zxi17x41kXIoK9YvFBWNWlYtr67M+M6cB1wM/Ed2A78AplPn00HLkGyscViWVnVpJytj9GZmLasvjchB+INzt1GyIGsTbNsXjzrY8DcOG8/X1Y1aVS2vrvYKIoA37x41mFIv3u8Eb97gV5lVZMK/z9TpLhpUr8ITAGOjLPbFuCnyEAsT5evbF48qy/iQLzFN3YBfdSB7OE68CXEgSPi7LYZceCvWXCgH7LISDz/dpRVTdKn+CziduN9Gfg+cHic3TYjra1/nTyistnL729ePKs/4kA8/z4sq5oUr1ydjoIP8O40iFlIn1AijtLRk9ln2rL6CmQGw3eJ3yz+LvBj4H4vptW4DvwDmNjBroeXVU36MNPvUxLjOvB1pIk+ngMbEAce8NCB2UjGwkT0K6uaVNR59ouBacvqewDfQLrq4nWR1gM/QlJie+XA48AVHezap6xqUk7HBBQqxdAHfykdB3eAk7NdEAUmj6hsmDyi8lfAccDtQKwFfAYi/XavT1tWf5kHX/txOg7uoA7kBNeBXwLHA3cgLWjRDAJmAK9NW1Y/3oOvvZyOgzuoAzlh8ojK/ZNHVP4CqQd+jCzkEk0lkizHTFtW/zEPvnYCHQd3gJM8+C5fUAwBPnr99nhZlfTCziGTR1TumTyi8sdIJX8XMrI+mpOAf09bVv/ItGX18ZpVkyHagXjZ1dSBHDJ5ROXuySMqf4RU8r8ktgMnA/+dtqx+1rRl9fGaVZMheo52vCyL6kAOcR24HXHgV8R24BRg7rRl9TOnLavPpPk8uh5QBzqgGAL8/4BgP8Iu4Ntx9jshJ6VRIpg8onL75BGV30UCfS0yTzqazwBrpi2r/6KbMjNVwgdV7UQG/MVCHcgDrgO3Ig78jtgOfBZx4AseOLADaRqOhTqQByaPqNw2eUTld5C//x+Alhi7XQmsnbas/vMeOLAd6SKKhTrgUvABvqxq0jwkHWkNMARZ/jMWnWbFqEJk8ojKLZNHVH4TeWr/C5JVKpze7uvPTFtWn9IddlnVpLlEOrA8zq7qQB5xHahBHPgrkl0unMOQZvsFblKVpCmrmvRv4AJCDrwQZ1d1II9MHlG5efKIyq8jDvyN2A78DXjaTa6UNGVVk/6FpCcPOhAvNbE64FLwg+yiaV48qwS5Owy/OakDriqrmhRrzraSB6Ytqz8LCejnxHi7CfgJkiCj2d3fQvrZjwZmTh5RuS3esZsXzypFnhLDnwIeB64pq5qkK+EVCNOW1Qfn0Z8d4+0mpO/27igHPoUs9/n3REmUmhfP6kr7loJ/AteqA4XDtGX15yAOnBXj7UZkEN49k0dUtrj7W0iipSMQB+ImUXITn0WvePcP4Pqyqkm6GiJF8AQfTVnVpDYgeqT01zW4FxbuutIjkC6V6Aq3GzKN5sVpy+qD2dJuRi7O3wLPJ0qcUlY16QDSRBfON7RiLyzc9eWHI+c2usLthkyne3HasvpgtrRbgUcRB5YkSpxSVjWpBWmqD+dr6kBhMXlE5YvAMKRLJdqB7kjSopXTltUHc1jcBjyCdPctcde3j0lZ1aQmYHfUy1/T4B6i6AK8S3QTTCaDd5QsMXlE5YHJIyp/jWQdmxdjFxsJ5r8ncsGbk5AR+olQB4oA14F7EAf+F2MXG1g6bVl9LTAu7PVTgB90cHh1oAhwHfgVcq6fjrHLGcCyacvqf0NkPTAYmW+fCHUgAUXXRA/QvHjW/4gcUXlZWdWk/+arPLli94wpXZAnn9KwrWsSv7ciTzs7gJ29brgz1gCYrOI2vV0J/AboH2OXPUD4U3srcObkEZWvxTpe8+JZ84ExYS+NL6ua9IQ3pS1cknAgng+F4sBViAOxUopGO3AAOH3yiMq1sY7XvHjWM0ifbJBxZVWTYt1E+IoYDiRTB5Qif89wB3K+9KvrwDXAVGKnFt4N9Ar7vQVx4I1Yx2tePOtZoCrspYvKqibN96i4RU9pvguQJtEJbSrzUQiv2D1jSglS4R0dYzsq7Ocj8aDVZfeMKXsJXejxtg+AN4D1XlQEk0dUOsDMacvqnwTuBj4XtUt0k3wX4HfTltWPdT8bTWdyIHw7guJ24O+uA/cgqU/DiXagFHHgEnUgKw7sIfH530nIgXd63XBn9MDZlHHP44PTltXPQxy4NmqXXlG/dwVqpy2rv7QzOOA1xRrgX4/6PdYgnoLCves+EVks50xkoYTwIJ7Lc9HT3QYlsW/z7hlT1gFr3G2t++8bvW64M+X+Tnfg1OenLat/CLiP+OmHAS5Eptg9EuO9YndgCNIEWYwOBLc303RgG3C968C9wDEJdr8IGXz5WIz3itWBk4hdDxxJbh041N0qk9i3efeMKW8SWQcE64GU+7wnj6j8ELguzIF4KahBciB8AhlEGU0sB2akWh6/UqwBfmXU77FGaueN3TOm9ET6lYIV+ZlI/1NFHouVLmVI/2n06l3O7hlTNhB5sRvgxV433Nlh/ukhW5aPKGttPmZbxeGs730SjhX3geSeacvq/zt5RGV0pqxCd+BQQg4Et9ORlfiKjY4cCL/5S9qBs7YsH9m1tfnobRVHsL73iYkc+PW0ZfVPTB5RGT2QtpgcGEKoHihWB2x3C8fZPWNKPe3rgZeSrAfOLWttPvrDiiOoT+zA1GnL6ufFWMgo2gFddCyMYu2DP4zIEbStQM98jJ7cPWPKsUjFEl6RH5/Fr2xE+qUORG3Rr4X/XobMP+3j/ptOkolkCQBLgIXu9kL0hb57xpST27DWlOCUALx/yLEsGTCGA126xjvm79z51QdxFx4Jn01xAHEgetpM1tk9Y8pA5MkheP6HIJm9skUsBzpyotAcGNyG9VrQgY09B7JkwIW0lsR14DeTR1RGrPXevHjW4UQOsmpBHPB0kZtk2D1jyiAiHTiTwnOgG3Lug1s2HWgg0oGVMRz4SBvWq0EH3us5iOcHXEhrSdznznsmj6i8OfyF5sWzjgI2hb3UhDiQ8zEmhUhRBniA5sWz3iYykI4sq5q0LNvfu3vGlL5I0/FF7uZV1qTdiKiJti29brgzowDm9vP1Qir6WNthyOCXgUjzYaajUttV9sgAyf+E77Sje18WDbyEQNce8Y4zcvKIyojz27x4Vj2RTczDy6omrciwvB3iOjAGOf9j8c6BXUSe783kx4E+hBwYTHYcuBT4V/hO27v3Y9HAS2jsGreha/jkEZUR57d58ax3iVy+dGhZ1aR4CVA8Y/eMKf0QB8YiHnh1U7+L5OqBjG5iUnTgVOKvHJcs7QI+MB7JX3GQ7eX9WXTsxYkcOMedfnmQ5sWz3ieyif+ssqpJqzMsry8o1iZ6EEHCL6pzAM8D/O4ZU8qB8whV5meT/p3vduDlsG09bkXe64Y7czKPv9cNd7Yhg2d2Am93tP/uGVMOQyr5U6O240ju71BO6GYIpLJfivwtDo6i7dO4nUvW17Fw4Dh2d4+5QNlPkb9/OCuJDPDnAJ4H+N0zplQgDgQr87NI34FthM7/K8A7hBzIyRzuNBzoQ8iBcBcydWAHYavR9W3cxrj1dSwceEkiB6Lzkb9IZIA/h/gZztLGdaCKSAfS5UMiHQivB4rBgeA2mOQdqEDOXfD8NRDLgcCHXLK+jkUDx7G7e8xF6n5G5FQ6kHqgOuz3ocDqJMrke4r5Cf4WZIELALZ379+wvfyIA4g4bwHTgDm2bad0wbiDYM4hFNBHIU1bqdCGLITwctS2qdcNdxbnHzyK3TOmdEcWdQhe7B9B/laJBst0yAGrtHXxwItKNh8yILrSmDV5ROWV4S80L571XSRRBtDOgXWEHEip62b3jCmliAPBynwU0sSdCm3I6ONoBzb7yIFyZMCYpw60lJS2Lj72opIt7R14aPKIyohR182LZ30fSZoEwLbuh+/fUX54K7AfqQf+CPwrAweCNybnog60w3UgWA8MRsZpjEIGjaZNS0nX1mePvahk6yHHRDtw/+QRlZ8Lf6F58awfIFkRgXYOvInUA/+ybTvn3Xf5pigDvDHmgtK2lt8M2r1uSBfaaMNiY8/jaCyNaNbZi0y1egz4tm3bcVOf7p4x5QhkGcJLkeb33ikUpwV5alxF6AJ+LVd34oXE7hlTLKS5erS7XUgalb0DbRt7Dpy5eOAlg5GEJ2uB0eEDbIwxF5a2Nv+mcs9bZ5R07MCjwM22bcdNfbp7xpQjiXQgerpOImI5YNIZXVzsuA6cSMiB0aTtwKAHFw+82EYCyBrEgYN/U2PM2NLW5qmVe9adXoJDGxbv9TyOptgOPII4EDf1qevABEIOxM2mGINmYtcD6oD8LVMO+A60vduz8sElAy86HbmRfA24cPKIyoOB2hhzUdfW5qmD9qyzQw4cT1NpxDjGoAMPA7fYtt1p1or3LMBbljUayTxVAtQ6jvN4wg+kiTHmZuRurby0rYUeLXtp7FIefULDaUb6ty+2bfvl4Iu7Z0wZAHwSmYJTRWpNri8jGZmeBhbnqnm92PAg4D/W64Y7Px39ojHmu4hrFaVtzfRo2UegSznNiR3YCVxi2/YrYeU7lpAD55GaA6sJOfCcOhAbDyr7R3vdcOdnw18wxlhIStMpQHnIgQqaS7vHO07QgYts2zZh5RtIyIFRpObAKiId6HQ39cngOnASkTd9qTjwcK8b7rwq/AXXge8jHoTqgdIKmrvEdaAJ6RK42LbtmAm0/IYnAd6yrO5IHvGJjuN0ODUiXYwxPwC+S+rTzRxgb8WH6yf0fWf5UORiHt7BZ8LZADyFXMjP9Lrhzg9S/H4F2D1jyhCkv6xLCh87vNcNdx4cLW+MuR3Ja52OA3t6fPD2hD7rXxiGODCsg8+EU0+kA9HrIShJsHvGlLORQXapJGrp0+uGOw8+dRljfgL8H+k6sPWtCX3qVw5HHPhoCp9/Bzn/81EH0mb3jClDkRUhU3GgV68b7twT/MUY81Pgm0DcUblxcJAHvnNt216T4meLDq8G2Z2LDJz5t2VZDcBkx3GiMwxlhDFmGOkFdwCra8Ounr03rHqa5KTagVzEwYv5Hb/0meWZM0gtuEPYAhXGmBGkF9wBrK77dx7a+93V80nOge3IuZ8PPN3rhjvfSeM7lfacQepZ2MKbZEeRXnCHoAPvvZysA9uABbj1gDrgGWeSmgMO8vQNgDGmCvgWaTqAdL/NMcYMtm3b1/V6UgHesqwTkNGeJzqOs9l97WrgV8iT8BFIM9wIZEDKHcBXPC7rHcjqQ2lRsW2D1aW1OVHz2yokU9JcYLU7ylTxlqeQqV8dNc85SJPqL3vdcGd4gpsfkUGSkIrtG6yS1pZEDrxEyIGX1YGs8D8kveiRHewXrNTviurHzsiBHtvqO3LgRUIOvKIOZIV5SP6CjqZfBh34edS0wB+TWbIgC+kqHEvsxW98Q9JN9JZlPQLUO45zq2VZI5ELYJzjOCssy/oYMN5xnG9YltUNeMpxnPO9KqQx5kTgVTIL8PR9e2n0y8uA2cA/9e48N+yeMaU3MuahFBn8ss/99+DPsRZCMcacgtyEpR/gt9XT9+12MymXEnJgfbrHVpLHnXpZhbTmRJz74M9xHDgVCcDpO/Dhevq+szz65ecJOVCf7rGV5HGn3Z1H6g6chnTxeJENcKlt2+d6cJyCJZUm+ruABZZlPYjc4X7FcZzgnOMVwLcty7KQLF4dzqtMkUlk2J3Q0HcgltNK2b7trd13b/lRadP+e3vdcOdGj8qnJEmvG+7cBfw7jY9OQhaeSJuGvoOw2lop27+jtfuuLbeXNu+/r9cNd76fyTGV1HH70+vS+OiVZOpAv0osp811YPOU0uaGB3rdcOemjj+peEmvG+7cQXoOXE3q0xXjcY4xpr9t274dS5F00HQc5yXLslYggyPuchznkbD3tluW9TiwCJn7+QWPyzkwlbLGxLLY3/949vc/fh8w17ZtDe7FhTcOHH4C+zlhP/Bf27Y1uBcXXjsw17ZtDe7FxUBSH8cTj0YkQ58GeMuySpCc723I03wEjuP8AfiDd0WLIOOlEbN8PCX7eHVRZ+t4Svbx+pxpPVB8qAMpkMp/7h4kAcw6pJkkl7yP3Fh4QRkyOlYpLjbinQNdUQeKkfeRgVdeoPVAcbIRdSBpkgrwlmXdiKzHOwF5er/F7W/PFY8TNk0iQzYhc5qV4uJxwqZLZch7wLseHUvJHbMJmzaZIfXIDYNSXDyGdw68jczo8C0dBnjLsi5CEvxf7jjOVuQPXIak9cwJtm2vRkZQZ8o+4Id+n/voR2zbfhGZSZEpe1EHihLbtl8AXvfgUOpAkWLb9nIkdXWmdIpYkDDAW5Y1GJgFXOs4zqsAjuO0Ar8Gbs1+8SL4IbJ4QCY0Ihn3lOLECwcCyJOgUpx44cB+ZCaQUpx44cAeopYr9iMJA7zjOGsdx+nnOM7cqNf/4DjOyOwWrR0LkAUj0j2xDcBnbNtuN7dSKRqeQm7Q0s353QB82rbtA94VSckx85DgnIkDn7Ftu9W7Iik5Zi4SnNWBDiiaEYRuU8qXgAdI7cS2Ik1y1bZtP5ONsim5wXXgBuBB0nPgMtu2n81G2ZTc4DrwOWRlsFQd2AN83LbtxVkompIjXAeuQx740nHgY7ZtL8lG2QqNYl0u9mrgbuAQJB9xrBuVAJKScCXwOdu2vU6+o+QRY8y1SKrkHsR3IDgo7wXgetu2NVOdjzDGXI8M+k3kQMB9fTniQH3OCqhkHWPM5xAHKujYgaVILNiQswLmmaIM8HBwucBzkZz3VyAXuYXcpW0C/gQ8oMlM/IvrwCjEgWoiHXifkAOazMSnuA6chzhwOXLTD+LARsSBB9UB/2KMKSHSgeAKc0EH/gg8ZNv25vyUMH8UbYCPxr3Qu9q2nbXlapXCRh1Q1AFFHQjhmwCvKIqiKEqIohlkpyiKoihK8miAVxRFURQfogFeURRFUXyIBnhFURRF8SEa4BVFURTFh2iAVxRFURQfogFeURRFUXyIBnhFURRF8SEa4BVFURTFh2iAVxRFURQfogFeURRFUXyIBnhFURRF8SEa4BVFURTFh2iAVxRFURQfogFeURRFUXyIBnhFURRF8SGl+S6A0p4Vl44pBQ4HjgaOcv8Nbj2Q8xbcuibxeyuwI4Vtz7B5C9qy/z9V4hHlQHALupDIgXg+qANFRhwHgh6EO5BMHVAKHCB1B5zs/0+VbGE5jp6/XLLi0jEWUAmcSvsLN7gdQX5bV9qAD4E3gLXAGndbC7ynFX9muA4cBwymOBwInvugBxvVgcxYcemYEmLXA+E39IXmQLgH72nwL3w0wGeRFZeOqQBs4Myw7Qzg0HyWK0MakIs8OvCvGzZvQXOyB1lx6ZhuwFnAa8PmLdibjYIWAnEcOBPomc9yZUjQgejA/1aKDnQHhtB5HBhCZD1QzA7sJzLwB11I1wEzbN6CfVkoZ6dGA7wHuE9kR9O+Ej+ZzjPOoRV4E1gMLAQWDpu3YHOsHVdcOqYn8BxSye0FvjBs3oLHclTOrBDmwBAiHTiJzufAs4gDixI4cCiwBAl8e4DPD5u34J85KmdWcB04hvb1QGdz4A0iHdgSa8cVl47phThwGrAbuH7YvAX/ylE5OwUa4NNgxaVjuiBPn2OBMcA5QF+Pv2YbsBnYFLXtBlqQ/rQDUT9H/x78uQw4DOiT5ObVk8UbuMGesMp+xaVjLgWeiNr3O8DdxdLsF+bARYgDZ5MdB4LnPdyFYnJgLZEObAFYcemY8cB/w/ZzgFuAXxeZA2cT6UAfj78m3IFwFxI5EM+HbqTmwCEe/R/iOXA5UBe2nwP8H/DbYnGg0NEAnwTunfmJSEAPXsyHZXDI3cArwHraX7ybgC3D5i1oyqTMmbDi0jFlwLFI/+Bg99/g1juDQwcD/lrgl8jgn3CmA18fNm/BgQy+IyuEOXARIQd6Z3DIoAPv0D6AF5oDwS3oQu8MDh2s7N8AfkX7gb7TgJoCduAkQg5cSGZ/i13Erwc2UxgODKR9HXAq0CuDQ69BHHiT2A78HripEB0oNoo+wBtjBgCXAf2AcqS5bx0w17btxnSPu+LSMUcglXjwYh6Y5qHeBl6O2jYU4x2qW8EdTvsK/1RggEdf8yTwmWHzFuxJ9gPGmGOBjxNyYDchB9KuIF0Hgjd1FyEBLx3eBlYT6cC7RezAEUSe++DPXjnwBPDZVPrljTEDgfF478CRhBwYS/oOvEXk+V9NkQ5UC3Mg1gPAMR59zX+BSan0y7sOBOuB7ogDbwJPZOJAMVOUAd4Y0x2YCHwdaSZtRU5oCdIc1Qh0AR4B/mTb9oqOjrni0jGHAOcTqsxPT7FYDcCrRF7Er/h58FA4bp/qSGC0u30UOQfpYIDxw+YteC/uDsaUE3LgTGTEb7QDJYQceCGJ/8MhwAWEKvN0HVhNyIFXO6EDFyIODCV9B14BPj5s3oKN8XZwHfgU4sAZxHdgFuLAyiT+Dz0RB4JB3U6x3PuJrAdWIw50igFkbr96eD2QiQOrEQc2xdvBdeDTiAOnE9sBi5ADL6ZZlqLEkwBvWdZ5wJ3ur0cD/3Uc56aMDxwDY8zxyFPekXTcR9QKNAH3A9+0bbsl/M0Vl47pDVyOBIpxiBjJshNYADyNNDetGzZvQWsKn/c1bkV5LukH/AAwYdi8Bf+LfsMYcyLiwOEk78DfgJts245o9ltx6ZjDiHSgWwpl3IE4MB91oB2uA6NIv7IPANXD5i14OvoNY8xJiAP9Sd6BvwLfjuNANeLAJaTuwHwiHdAphC7uTV+4A+eQmgMNwOXD5i1YEP2GMeZkxIF+dOzAAaAZ+DNwS7QDfsXzJ3jLsu4D7nUcZ5GnBwaMMacjo697kLoky4CPNdxc0wu4ArmYx9K+HzgeTcgI8aeRi3mVVubJ41b2Y5FKNtnBaC1Aj2HzFhy8MTPGnImM0D2E1EYmNwDPAx93HZhAyIFkEz41Ig7MRzxYrQ4kj+vAxcBfSH4wWgtQEd4fa4wZAiwiPQcWA5c33FxzGCEHxpC6A08TckADepK4AT/oQLLjmJoRBw5ea8aYs5Ebqh6k7sAi4IroBz4/4mkmO8uyugLDgC94eVwAY0xfpGLviTS5pEKF09Q4sumBe9cgySWSEcIBVhKqzJ8fNm9BIMXvVVyGzVuw1724Uxlp3hV5QtsEYIzpj1zU6TnQ2Hhu0wMzUnGgDXiRUGX+/LB5C9Ie19HZCXMglZHmXZFA8CGAMeZwMnIgUNV034y1pObASkIOLFUH0mfYvAV73JbTVAYplyGD+nYAGGOOQFrO0pnpUYF0wfwJuCGNzxcVSQV4y7JOQPrETnQcZ7P72tXICMjhjuME+0ovBuY7jpONO9pvIE1nqV7UABxYsay87Y01x3ew2wZgLm6z+7B5C3ak811KXN5Ocf93kNHEQb6JdKOk58Dy5yva3nyjIwfqiXRgZzrfpcQlVQfeHjZvwYdhv99EJvXA0ucr2t56syMH1hPpwK50vkuJS6oOrIuqi79Nat2p0VQAVxljbrdtO+4YDz+QVIB3HOdty7L+A3wLuNWyrJHIVIZxYcEdZLDDvV4X0h1I8X/I6Nj0aIo7iPINYLa7rSrGUa3FwrB5C5asuHTMNcBnkC6WvcA+99/gz/uQqUdbgPuC58MY04NQgE+P+A6sJeTAanUgewybt2DxikvHXIcMjgs6EO3BfsSBTcADwc8aYw5BBlOl7YDTHNeBNYQceFkdyB7D5i1YuOLSMdcj3SOJHDgMeJ9IB3oCXyW1cRKxsJDcGzUZHqegSboP3rKss5FmkfOAp4BvOY7zSNj7XYFVwBleP8EbY24Afov0t6SFs2cPTQ/MoO3dDeA4Bsf5B3Ixv64Xc+FjjPkSMJWMHNhN0/0zaHvv3aADjwKzh81b8LpnBVWyhjHmK8DdZOBA2+7dNN//V9o2vgeO82qwHlAHigNjzNeAu8jAgTACQD/bths8OFZBknQfvOM4L1mWtQJYDtwVHtxdLgIWZKl5/nQyPKHWoYfS/es3gdwdXmnbtvGiYErOOIOMHehF92/8H4gDn7Fte40XBVNyxplk6EBJr150r/k2iAOftm37DS8KpuSMIXgT3EFmVxyN5CjwJUkHeMuySpA/SBtyBxWB4zhP0D79qFd4mf6xjeJe5KGzog4omWSPjEYdKE7UgRRIZXrBPUi/2Drg6qyUJj4fdrxL0pQgGY6U4kIdULZ5eKwuqAPFiDqQAkkFeMuybgQ+gcwbvQu4xbKstEaxpsmLyAAML+iCjJZXiouVeOdACRA3S55SsLyAdw6AOlCMrMA7B9qQQXy+pcMAb1nWRcDPgMsdx9kKPIbMS7wiy2UL5x9IoplMaULSFe734FhKbnkUSXqSKU3AH/08sMbHzEIykmVKI/D7TNaqUPLGTKSrOFMCQK3fc9QnDPCWZQ1GLqprHcd5FcBxnFbg18Ct2S+e4GYc+jmShSgTHKSrQSkybNtuBn6BNw78OvMSKbnGrYx/SeYOgMzIUIoM96bsbiRAZ8pvPThGQZMwwDuOs9ZxnH6O48yNev0PjuOMzG7R2vFnpL8k3bu3/cCfbduOu3CBUvD8CVktMBMHptm2vcW7Iik55o/ICPhMHPiDbdsfeFckJcf8HnEg3RlbDcjTu5fjegqSVAbZ5RXbtvciqxRtQ3ITp8J+4F9IFiylSLFtew/iwHbSc2A2cLPX5VJyh23buxEHdpB6l81+pIvxFq/LpeQO27Z3EaoH0nHgYeA2j4tVkBRNgAewbXsDMic+OOiuozu4RqQp5yfANbZt66IQRY5t2/WIA6sQBzpKUtTobj8CPqcOFD+2ba9HHFhNag7cDnzetm1NbFXk2Lb9DpIb4xWSdyAATAG+1FkcKNb14EuAKmAyssxjCzI6vgQZhGMhTTh/Au6zbfvdPBVVyRKuA+cjDlxOfAemIQ7oiGmf4TpwAZK69DKkVSfagT1Is/4D6oD/cB0YjdQD8RzYTcgBX+eej6YoA3w4bn7qC5FVysqRC/otYEVnuUvr7IQ50A/JU64OdDLcHOXBeqA7Uqm/BbygDnQO4jiwDljZWR0o+gCvKIqiKEp7iqoPXlEURVGU5Eg6F30hMXPVxm7AP4HTgGlXnTWgXW58xd/MXLWxHBkV/xHg91edNeDuPBdJyTGuA/8ETgVqrzprgOY36GTMXLWxAngcOBn47VVnDfhNfktUWBTrE/yTwHhgEPCLmas2DstzeZTc8z/gY4gDv5q5auPQPJdHyT3zgUsRB+6ZuWrjWXkuj5J7FgCXAJXA1JmrNp6e3+IUFkUX4Geu2jgeGTkbzmfyURYlP8xctfFy4Lyolz+Vj7Io+WHmqo0TkLnQ4agDnYiZqzZ+Ahge9bI6EEZRBfiZqzYeDtwb461Dcl0WJT/MXLXxCGBGjLfUgU7CzFUbjwL+GuMtXy/9qYSYuWrj0cR2QOuBMIomwM9ctdFCKvbDY7wd6zXFZ7gO/A3oH+PtI3NcHCUPhDnQN8bbR+S4OEoemLlqYwlwH9AnxttH57Y0hU3RBHjgy0gig1icnMuCKHljMjL2IhbqQOfg60i/eyzUgc7BN4CL47ynDoRRFPPgZ67aeAqSmrQ8zi5NQI+rzhrgxTKCSgEyc9XGU4GXkAQWsWhEHNBUtD5l5qqNpwErie9AA3DIVWcNKPxKTUkLdxDdC0C3OLvsAw5VB4SCf4KfuWpjGfB34gd3kJN9bG5KpOSaMAfiVey47w3ITYmUXONOje3IgQq0ida3zFy1sTviQLzgDtIHr911LgUf4IGrgHOS2E+bZvzLtUAyU6BOynZBlLxxPXBmEvtpPeBfPocsMtQRWg+4FEOAPy3q92fj7KcXtn+JdmBhnP3UAf8S7cAzcfZTB/xLtAML4uynDrgUQ4B/EFn3F6Qf/jtx9tPmWf/yALL+N8hSwd+Ls5864F/uB3a6P69Elv2MhTrgX+4Hdrk/r0CW/42FOuBS8AH+qrMGvIKkovwocC7wRpxdX8tZoZScctVZA1YTcmAU8GacXdUBn3LVWQNeAgYTcmBdnF3VAZ9y1VkDVhJyoApZLTAW6oBLUYyiD8edB9sIlIW9/APgpzpysnPgzoNtInIthe8Bv1AHOgeuAy1EPqTcCvxKHegczFy1sRRZ/90Ke/kW4B51QCi6AA8wc9XG94hshjnhqrMGvJOv8ii5Z+aqjZuAo8JeOu6qswbU56k4Sh6YuWrjFiKT2wy86qwB7+WrPErumblq44dAv7CXjrnqrAGb8lWeQqPgm+jjsDXqd81g1flQBxR1QFEHEqABXilW1AFFHVDUgQQUa4CPboLReY+dD3VAUQcUdSABxRrgX476PZlEOIq/UAeUV6J+Vwc6H1oPJKBYA/yLUb8PzUsplHyiDigro35XBzofWg8koFgD/MtA+MIyJ8xctfGwfBVGyQurgfCFZU6auWpjrzyVRckPq4DwaUCnzFy1UdeE71y8FPX7qTNXbdQ14V2KMsBfddaABtonMzg7H2VR8sNVZw3YB6yJelkd6ERcddaAvUQmvrJIbs0CxSdcddaA3UQmvioBhuSnNIVHace7FCwvAmcEfymlbbQx5m1gL7DLtm1dOtb/vEhYfupS2i40xqwH9gC71YFOQTC7GXDQgXdRBzoTLxKWf76rOLARcWCXbduddgnponyCByjBeSH8934lTbcCBngf2GWM+ZMx5hxjjBXzAErRE8OB7yIObAJ2GmOmGWPOVgf8SwlORD98/5Km7xPpwB+NMWepA/4l2oF+JU0/INKBPxhjhuSjbPmm6DLZuRfqrW0OP1h3oGf3JrqUlNLGiaX7KLMibtRakZS2W4BJtm1HD8hRihRjTAlwW5vD9yId2EuZFeHzASSl7Rbgs7ZtRw/IUYoU14HvtTrc9pbrQFfaOCG2A83Ijf8k27aj+2yVIsV14AetDt9Zd6Bn9+aOHdiI1AOr81DcvOBJgLcsqwT4G3AC0g/2JcdxovtHM8YYUwY8BowBejgONFJCN9ooSXx/3gB80bbth70uk5JbXAceBy4geQccIAB83rbtR3NTUiVbGGO6AXOQBUdSdeB627Yfy0lBlaxhjOkO1CELkKXqwLW2bf8zNyXNL1410Q8BujmOUwXcBtzk0XEP4t6tPQ6MBXoAWBaUWx0Gd4AKYIYxZqLX5VJyhzGmC/AvYDSpOWAhDtxnjJmQ3VIq2cR14N+4N3iQsgMPGGOqs11OJXu4DvwHOI/0HHjIGHNZtstZCHgV4DcCrZZlWcBhwDaPjhvO5cD5yAlKh3Lgb+6dn1KcXIE8tWXiwL3uE6BSnHwSeWorT/Pz5ciNnjpQvHwKGE5mDtzvtgb6mqQCvGVZJ1iWtd+yrKPCXrvasqxNlmUdiwT0JmAt8Dvgj1ko64+BTOc3lgDXeVAWJce4Yy9+gnvHngGlwDWZl0jJNR460BW4KvMSKbnGdcCLWFAGTMq8RIVNUgHecZy3kSaRbwFYljUS+D0wwXGc94BLgBLHcU4BJgL3eFlIY8wopH8/Uw4BbnebeJTiogoY5MFxDgHucLt8lOJiNHCMB8c5BPiROlCUjAGO9uA4hwA/9vvsilQEvwu40bIsG/gn8BXHcVa471nAdvfnbYDXGcU+RvrNstH0Ao7z6FhK7vDSgT5ApUfHUnLHeDJ/eg/SDzjWo2MpueMyMn96D3I43twwFixJB3jHcV6C/2/v7mMlu+s6jr+/M7dr28hDaRULJWmjjUB+BEQoFP5paolSUCCogAXKgynPNIaUQkjkKTGtiCFGpGkxoQ/GqkgETQ1UCOWxVHmyW4pu6S5Ly9oKC1Se7N6ZL3+cc/fOvTt37+zemTN3fvt+JTcz55zfnP3k3u/Od86Z88AtwBeA92Xm340svhF4RETcBFxPswtlmh5G8yFiGpaBk6e0LnVnmjVwgKbJa7FMuwZ8H1g809h6X1F9DUx8Jbv2VLgBzfW/Lx9dlpnLwPOmG22N/5/iuoLmnEgtFmtA06wBsAYWke8DR+BIdtG/G3gwsAu4YCZpNraH6f0hfo7mwidaLHuYbg3cM6V1qTu7mV4NHI/vA4toN82W9zRU/z4w6VH0rwCeAzybZuv9kvaUuK78DWvvHHa0ErillLJvCutSt65jejXwuVJK1f+xK3Ut06uBT5dSZnE6r2brA6y9k+jRSuCTpZT9U1jXtrVpg4+I84A/AX47M++huZLcDppzkjtRSrmL5gInW/3D/hj4460nUtdKKXtpzuSYRg28deuJ1LVSyh7gX7EGjlmllN3Ax9j6B72fcAzUwGEbfEQ8kuaguRdl5q0AmTkA/hy4dPbx1ngnW9s9N6DZzXvTVNJoHt7B1mvgTuAz04mjOXg7W/sedhnYVUr57JTyqHtvo7nPyNFaBm4vpdw8nTjb12EbfGZ+PTNPycwb1s1/b2aePdtoa5VSbgNeR/Pp+0gNgP3AM0opi3V3HR1USrkVuJijr4HvAs+0BhZXKeWrwBvYWg14qdoFVkr5MnAJR1cDyzSncne2B3qeFupCD6WUvwb+kOYPO+mb9E9ottrOKqV8c1bZ1I1SylXAKzjyGvgGTQ3snVU2daOUcgXwKo68BnbR1MC3ZpVN3Sil/BXwGo68Bv6bpgbunlW27WShGjxAe0e4J9HceOanwA/HDBsC/wfcC7wLeFz7/Z0qUEq5Djib5o5im9XAPcCf0tSAH/AqUUq5huaa9B/m8DXwQ5oauBx4vB/w6lFK+QDwVJq7yv0U+NGYYSs18D/AZcCvH0sf8BbufvCjdu7c+UCaGw9cQHNVohOA+4CvAVcCnymlTOOoW21TbQ38Hqs1cDxNDdzGag0sbpFrUzt37nwQTQ38Aas18ANgJ3AV8FlroG4jNXAB8As0p8DdR1MDV9KcOXPM1cBCN3hJkjTewu2ilyRJm7PBS5JUIRu8JEkVssFLklQhG7wkSRWywUuSVCEbvCRJFbLBS5JUIRu8JEkVssFLklQhG7wkSRWywUuSVCEbvCRJFVqadwBJ29+OX3tZRq/Pmp9+n97IdG/puDXLDs5fM2bHIcubMUH0goigv9QjekEv2nm9aJdDRPO8t9Q7dHk0Y1bW1e836+mP+VlqH3cs9dcui3FjemPXMfqa49oM/Why96PJcfB5BMf1ewef93tBL1gd32vH9HoHn0dAj/YxODjd70EwOqb9vRwcA/1etGNGlo28JjKJ4TLkEDIhh0QO2+n2Zzhsx4xfHu0YhoO1y4YDsp3PcEAOBrB8gBwOYDhsH9vng8HquOUD4187XFnngOGBZXIwJIfD5nEwZDgYrJkerIxZP+7g89X1DNeMyXY6GQ6S4f0DhoNsX5urywerzwcHRl+b5HDYvqZ93SAZLA8ZZDJINny8f7jx8iHN40Zjrsg9sdH/W7fgJUmqkA1ekqQK2eAlSaqQDV6SpArZ4CVJqpANXpKkCtngJUmqkA1ekqQK2eAlSaqQDV6SpArZ4CVJqpANXpKkCtngJUmqkA1ekqQK2eAlSaqQDV6SpArZ4CVJqpANXpKkCtngJUmqkA1ekqQK2eAlSaqQDV6SpArZ4CVJqpANXpKkCtngJUmqkA1ekqQK2eAlSaqQDV6SpArZ4CVJqpANXpKkCtngJUmqkA1ekqQK2eAlSaqQDV6SpApFZs47g6RjWERclJlXzjvH0VjU7Obu1rxyuwUvad4umneALVjU7Obu1lxy2+AlSaqQDV6SpArZ4CXN28J9pzpiUbObu1tzye1BdpIkVcgteEmSKmSDlySpQjZ4SZ2KiIdExI0Rsat9PGmDcX8UEbdFxM6I+NuIOL7rrOvyTJS7HduPiC9HxL90mXFdht+KiP+KiDsi4k1jlkdE/EW7/D8j4vHzyLneZrlHxj0xIgYR8btd5tvIBL/vB0XEP0fEV9u6fumsM9ngJXXtTcDHM/NM4OPt9BoR8XDg9cATMrMAfeD5naY81Ka5R1wM3N5JqjEiog+8F3g68GjgBRHx6HXDng6c2f5cBLyv05BjTJh7ZdzlwEe7TTjehLlfA3wtMx8LnAO8OyJ2zDKXDV5S154FXN0+vxp49gbjloATImIJOBH49uyjHdZEuSPiNOAZwPu7iTXWWcAdmXlnZt4PXE+Tf9SzgGuycTPw4Ig4teug60ySG+B1wD8C93YZ7jAmyZ3AAyIigJ8H9gPLswxlg5fUtYdm5j6A9vEX1w/IzLuBPwP2AvuAH2TmxzpNeahNc7feA7wRGHaUa5yHA98amb6rnXekY7q2aaZ2785zgCs6zLWZSX6Xfwk8iuaD6q3AxZk50xpZmuXKJR2bIuLfgF8as+gtE77+JJotoDOA7wP/EBEvzMzrphZy/L+71dzPBO7NzC9GxDlTjHakYsy89edETzKma5Nkeg9waWYOmo3hbWGS3L8JfAU4F/hl4MaI+HRm3jerUDZ4SVOXmedttCwi7omIUzNzX7tLeNxu1vOA3Zn5v+1rPgQ8BZhpg59C7qcCvxMR5wPHAw+MiOsy84UziryRu4BHjEyfxqFfcUwypmuTZHoCcH3b3E8Bzo+I5cz8p04SjjdJ7pcCl2Vz8Zk7ImI38EjgllmFche9pK59BLiwfX4h8OExY/YCT46IE9vvLH+DOR601to0d2a+OTNPy8zTaQ4K/MQcmjvAvwNnRsQZ7YFcz6fJP+ojwIvbo+mfTPM1yL6ug66zae7MPCMzT29/xx8EXj3n5g6T/b730tQxEfFQ4FeBO2cZygYvqWuXAU+LiF3A09ppIuJhEXEDQGZ+gebN+0s031f2mP9lSjfNvV1k5jLwWpqjzG8H/j4zb4uIV0bEK9thN9A0mDuAq4BXzyXsiAlzbzsT5n4n8JSIuJXmLIxLM/M7s8zlpWolSaqQW/CSJFXIBi9JUoVs8JIkVcgGL0mViIg9EXF/RJyybv5XIiIj4vR2+qyIuCEivh8R+yPilpVro0fEORFx1xzia8ps8JJUl93AC1YmIuIxwAkj02cDnwBuAn4FOBl4Fc111FURG7wk1eVa4MUj0xcC14xMvwu4OjMvz8zvtNei/2Jm/n6nKTVzNnhJqsvNNFfQe1R7l7PnsXoFwBOBs2muMaDKealaSarPylb8TcDXgbvb+SfRbNjN+4p16oANXpLqcy3wKZqb9Yzunv8ezV3uTqVp/KqYu+glqTKZ+U2ag+3OBz40sujHwOeB584jl7plg5ekOr0cODczf7Ru/huBl0TEJRFxMkBEPDYiru88oWbKBi9JFcrMb2Tmf4yZ/zmae5KfC9wZEftpbuSzrW6Yo63zZjOSJFXILXhJkipkg5ckqUI2eEmSKmSDlySpQjZ4SZIqZIOXJKlCNnhJkipkg5ckqUI/AzGZzNFHv8s6AAAAAElFTkSuQmCC\n", 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\n", 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" ] @@ -4204,12 +4213,12 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -4258,12 +4267,12 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -4302,12 +4311,12 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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ORLEe2M0YE9jxE+mMFL0GeNJxnDuAfwAzXddd5L33HPAj4G/AqUjF6SfHkuUJHVM7iXPmzaG54f1Qy8rVJ3/6Fz/0u4yBp6O1uRKpoKPnwO5K7IWcSZ9YPOOB/wIjol47jmwd+PBkZsy7ieaG97dtXrHqhHP/7/KF/X9KiSaJA+OIrcT9cuAxYrOrHU+WDow1+zLjHzfR3LB6W9M7Dcecd81PNGtamngOxM+F3xX/HdgL6SaJvhE4AX+CO95xdkduJgNJygHedd3XHMdZhAxyusZ13fui3lvqOM57juM8i9wVXeRzOXf14yBVNaOpqhndufthUwJ7x+YHHa3NI4lNaBPeJpK/xVGqOlqbnYoRI8NNTH460LH7YVN09kMfFIgDw3PjwBiqasZ07H7YlEDmJfCLjtbmnUnswASK3AGPLuRmRAO84zglyDzCHuRpPgbXdX/kY7niafPxWA4yaGPQ4zWl7Y08HR9C5AL28yLKlAVRFzWoAznBc2ASkXwFheTAv3PoQAnqALDDgcn0dqBmAIsV5l9aD2ROOk301yP9ZsuBC4Bbc1GgJKxATkQ68x2TUYGsejQo6WhtnohcyOHkE3v6/BXbkYEx4fWko38+G7mhSEY7kjBkbsWIkfFJaZYjo+ozmSIZTwUyt3bQ4VXm8Q5ku85APNEORJ//JqT/fWLyj+5w4KaKESPjk9K8g38OlCM53wcdUQ6Ez//xZD9oLZ6wA/Hnvwnpf5/Qx2fbkdkLcypGjIxPSqMOpEGqo+i/hvSxH4YIcSXwYTdPafCstaOB98k+wPcgqWvPyL5UxUFHa/NexFbmmebRDvMesetAv0vsRdwed8cdLofjvT8ywTGfRG4YH6wYMTJhngFr7Vjvu/1w4F/GmLOzPE7R4DkQXZlnPBPBo4FYB1YSG9C39uFAC7FjK8I8QcSBhE9V1tpdEAeyrdy7gYeMMZ/M8jhFQ0dr8wRi64FsHHDpXQ+EHQh7kMyBEiRHfKIpbo8jDjzUhwO7et/lhwPzjDGfyfI4BU2/Ad5xnJOA+4DjvL72UuQu6vuu6z6U+yIK1to/AZ9H7royZStwjDHmVV8KVYB0tDbvQWxl3tfTUjK6kCfmZXHb2xUjRmY8b7SjtfmXwOXer+8DfwVuqxgxMqV1wK21tyDjO9JJJRvPVuBIY8ziLI5R0HS0Nu9J5PwfT2bTS7eT3IGMkz11tDb/CrjM+3UV4sDf0nDgr0gLYjYOhIDDjTH9ZtgpVjwHwuf/OArLgWuBS7xf3yPiQEMqn7fW3g6cR2aLXIUJAR8zxvSbYaeY6TPAO45Ti4yQv8h13YejXp8FfNZ13XTSO2aFtXYC8CbppaaMphN42RiTcA5uMeMF9c8g0qeaoS3MNmTK4DNIroM6oL5ixMicLMrQ0doczkv/RsWIkWkNdrTW7o0sO5uNAy8aY47N8PMFi1ehhx1INUNbmG3IzJf/IQ4sA97NoQOHIE+Bb1SMGJnWQDdr7WQkP3k2DjxvjDkhw88XLJ4D5yIOHJzmx8MOPINcY8uQeiAng1GzdGBfJMNopg50AM8ZY07K8PNFQ1EtNmOtPQ34O+mf2E7kaeFwY0wgMtN1tDaPQeaUn4fkd051VGsHsJDImswvVYwY2St1VKFirZ2OtChl4kAD4kDWS4gWAh2tzWOBTyGV+tHpfBRxILxITrE5cDqSEyFdBzoQB6YG0IHzkPUeUv4ocmMfdmBRkTlwJnAP6XfZdSDdikcMhmVkiyrAA1hrjwMeQk5sKs317Ugu8bOLPbh3tDbvBJyFXMwnk9r6y9uRHP5PeduLFSNG9soHWkxYa09AcjGk48CriANFnXLUc+BsxIGTSM2BTiIOPE0wHDiRiAOpNNe3I5nqzin24N7R2lxNpB5Ix4H4G/tid+Bk4AHSc+AlYMZgCO5QhAEedqwB/R3gS0gFP5zYJ9gOZDBVHfB74I5izVbkJZU4DbmYP0H/g0tcpDJ/ErmQF2bTX1aoeGtAhx0YQmIHXOAtxIE7i9yBTxBxoL8kIi5SmUc7ELjpQNbaPYDvAl9E+mPjHQgHsDeJOFCUc989B6YjDpxGag68QMSBFwPqwJ6IA18gsQPhesAiDtxVrA5kQlEG+DBeXuLjkabq3ZEmu83IybzdGPPuABYvY7zRxscja96fTeJRx/G8jDRZ3V8xYuSgmQboOXAC0ky5G3I3vxnpR7zdGJPS4K1Cw3PgBMSBs0jNgUVEHBg00wA9B05E6oGwA01EHGgYuNJljufAiUQcSCWD20tEHAj0FLBoPAdOQhwYR8SBJcgDXsPAlW7gKOoAHzQ6WpsrkP7U7wEHpvCRt5CL+d6KESN1cYwA4DlwHuLAASl85E0iDtTnsmxKfvAcOB9xwKTwkaXImIR7K0aMLMqHGiU3ZDPNQPGJjtbm0cDXgG8id5990YBU6PcANtFcU6X48AZNzkQc6C+D2Eo8BypGjAz0NJ/BhOfA14FZ9O/Au0hQVweUpGiAH0A6Wpv3RfqPPk/fo0EbkZHj9yCDYzSoB4SO1uYPIQ58jr4dWEfEgUXqQHDoaG2uJeJAX2Ns1hJx4GV1QOkPDfB5xutXOwb4PjJoJtn0th7gQWAu8FS6c8aVwsVz4DikCXZ6H7v2ICPF5wJPqwPBIWqczfeQgZPJ6EGWs50LPKMOKOmgAT5PdLQ2lyMDwb5H34lI2oG/AL/T/rRg4TnwGcSBKX3s2gbcAvw+1QxvSnHgORAeZ3NQH7u2EnGgIQ9FUwKIBvgc401vmYU0wfW1oMNqZBrHzRUjRjbnvmRKvuhobR5GxIHd+tj1fSIOtOShaEqe8Bz4JuJAX+NsVgG/A/6iDijZogE+R3S0NpcCnwV+Qd+rdb2KrNT3QK5SgyoDg+fARcDP6fvm7hXEgXnqQLDwHPgc4kBfN3cvE3EgJ+lhlcGHBvgc0NHafCrwa5JPdXOBfwK/AZ7TwTLBwutfDTuQbKqbi2Rk/A3wvDoQLDwHPo44kGyqm4uMs/kN8II6oPiNBngf6WhtnoJc0Ccn2WUrsnLSb3XeejDxFtO5FklQkoityJKYv1MHgklHa/OhSD2QbEGb8Dib32vuAiWXaID3gY7W5vFIU/xnSTwqvhP4A/B/FSNGFnU+fCUx3prrYQcS7oL0r/+qYsTIos6HryTGW3P9l0iSmoS7IP3r16gDSj7QAJ8FHa3NI4EfITnRk+WGvgv4iY6EDSYdrc07I2vcf5vkC9/ciTjwXt4KpuSNjtbmUYgD3yKxAy5wB/DTihEjV+WzbMrgRgN8BnipJL8B/AQYlWS3J4EfVIwY+WreCqbkDc+BWYgDOyfZ7QnEgdfyVjAlb3S0Ng9FHPgxyR14HHHg9bwVTFE8NMCngTdw5pPANcDEJLtZ4AfAIzpoJnh4DnwKcWBCkt2WIg48qg4ED8+BzwC/AvZKstsS4NKKESP/m7eCKUocGuBTpKO1eTfgj8AZSXZZA/wU+JtmmwomHa3NuyMOnJ5klw8QB25XB4JJR2vzHkhWuWTZ51YjrTp3qgPKQKMBvh+8u/UvIFNZqhPs0orcyf82iOuuKzsc+BJwHckd+D9kZLw6EEA8B76MOLBTgl22EHEgcOuuK8WJBvg+8EbF/pnE0966kDv5n1eMGLk+n+VS8kdHa/NExIGTErzdhTzR/7xixMgNeS2Ykjc6Wpv3Bm4m8bS37cBNwC8qRozcmNeCKUo/aIBPQEdrcwkyiO5XQFWCXV4EvlQxYuRbeS2Ykjc8B2YhDgxLsMsLwJcrRoxclteCKXnDy0L3TWA2iR14HqkH3s5rwRQlRTTAx+Et4foX4KgEb4eQ6TB/GMj+tcsrJjnIuSsDhkT9nOz3bqAJaJrdUa/Nh/3gLeH6F+DIBG9vRaZGzilQB5L5oA6kQUdr836IA1MTvN0O/BC4qWLEyJ68FiyKKAdSqQPKkBansAPbBqLMSn5xXFcH+QJ0tDaXISs8XU3iOe1PAV/JVeapyysmDUMWodgtbot/rQooyeKrtuFd5P1s64G3gcbZHfWDQhLPgUuAK0nswJOIAzlZ5a8PB+JdUAdyREdr8xDgUuBnJJ7T/jjiQEMuvj8FB8IeZOtAiL7P/WYGqQNBQgM80NHafACSQvbQBG+3IpX+zdlMefLutschS0QeBOxH7EU7MtNj55hmoA5Y5m3hn1fO7qgPzCjhjtbmA5EUsokc2AJ8H1nhyy8HpgC1FKcD4a0hYA5MQRw4OMHbLYgDt/rgwG4krwcSDeIsBJrpXQcEzoGgMagDvLc28+XeNiTBLv8BZlaMGLk6neNeXjGpHKm8wxfxFO/fMdmUt8DoAN4h9mK3wFuzO+r7bba8vGLSEUhOgYXAvFQ+kws8B36MOJCoy2o+8PUMHdiPiAPhLYgORFf86ThwJDADGc8wb6CeEL2kRT9Bmt0TOfAvxIE16Rw3zoEpRBwYnU15C4wO5Ak/vh5YlqIDRwHnIOMZ/qGtBP4yaAN8R2vzZOBeEj+xNSGpR+/u72798opJo5A7/uhK/MMkvmHwk664bXsfv5cjmbZGk/txF03AM8DT3mbjL/TLKyZNQhKBhAcu3Qd8Pt/9gh2tzfsgDhyS4O1NiAP3pODAaGIr8ClIxZ5PB+LPf6E7MBlxoNJ76W7gi7M76jtyXLYYvDE39yHnLJ6NSPrZ+1J0IL4eKDQHKhAHRpF7BzYR68CbCRzYF3gDGOq9dCfw5Xw7EGQGZYDvaG0+H/gTMDzB238HvlUxYmRjos96fWRHI9OmTiRxc14mdANrkYQ5fW0tQHcmd7pe82AVcoH3tY0GxiOtEIlGD6dDr8oeOA34d9x+zwNnze6oz8tUo47W5guQaY6JHLgfcSDh9MfLKyZVIQ6ciHgwxadidRFxoC8XsnVgOLHne2dy60Cvyh5JFvRQ3H7PIQ7kZUGmjtbmC5FpjolmytwLfDvZ9McoB07ytoN8Kla0A8m2tfjvQH/1QGXCg6VOIgfOBP4Rt9//gLNnd9TrYjw+MKgCfEdrcxWyqtsXErzdCHyjYsTIGOEur5hUhjzlhy/kI0i+qEh/hJAA94a3rSRy0W4YqGbqZFxeMakE2AN5EtkPudDDP4/N8LBNSEV+FL3z+K8ATpvdUb88w2P3S0dr83DEgc8neHsd0hT7UPSLngMfIdaBTJ/MQkgq2zeQJ9h3iTiwsUAd2JPe57+WzB3YhDhwDL1zuC9HHMjZUrqeA3OAixK8vRbplvtX9IueAx8l4sBUsnNgCREHouuBQncg3oNMu5w2Ijf1x9J77MnbwCdmd9TrUrpZUtQB3lq7C3CBt41BmqDakX6gPwGPGmO2w45BVPchcsYzD/hqxYiRTd7d7YeIPKEfT2YDXz4gEsjD2/KgDEjxmiSjL/QPA4eT/UCxJuQp7tlUdvYc+CyyROdY5OarHXiLiANdAB2tzQchDnwowaEeQBzY7DlQS+QJ/XgSZy/rj9X0dmBFwByIrvA/jAS+bAeKbQLOnN1R/3wqO1tra4g4MAZxoA2pB+YC/41y4GDEgX0SHOp+JLhHOxAO6MehDvTi8opJY4ic/1pgf6QeyNaBjcAZszvqF6aycx8OvInUA4+FHRhMFGWAt9Z+DEkLeSTStJ2oCXGL9+/fJu4xbnFZaelN9J761AF895q9j71725a204CPIxfz7mkUx0WeyF4ncgEvyVdTcyFxecWkUuBApDI8Drk7z+RC7wK+Oruj/q/JdrDWHoY4cASJHXCRGRAu8NeJe4x7s6y09EZ6O7ANceCebVvaPkHEgd3SKG8iB97IV1NzIeE5cBARB44hMwe2A1+a3VF/R7IdrLWHIw5MpX8Hbp24x7hlngPxLXAh4Nu/mnjs3ztaYxwYl0Z5XeRpPL4eUAeyc+ALszvq70q2g7X2CCQR0eFAD727Elwk0HcjMyR+Zoxpy6AsRYkvAd5xnGrgMbynONd1bdYHTYK19mvADaTYJ1RaWtIxYfdx5SWO40S/3rahafl9F33/jtUvLzkMSUWbTrP7u8h82MeBpwZjME8FHwL+bbM76nt1p1hrvw5cT4oOlJWWbttr912HlsQqQNuGpnfuu/B7d65+ZenhSIWejgP1xDow6CryVPChsv/L7I76L8e/aK2dBVxL6g50TNh91won3oH1m96+54KL71rz+ptTEQfSaXZfgZz/J1AHkuI5MIVYB9JpDfnz7I76r8W/aK39FrKqY6rjA7Yh3XAnGWMGRfO/XwF+CNI0ey1wXa4CvLX2OyRPG5mQIWVlTNh9VwBCzVt488H/8spt89Y0vvlODVCa4mE2Ihfx48ATszvqV6ZXcgXg8opJBnnCSWcE7+joATfW2u8jyYhSdqB8SBl77eY5sLkF6zmw/q3l6TiwgVgHGlL9fiXC5RWTDgJeIT0HRs7uqG8J/2KtvRRJRpSGA0PYa7caALY2NfPmQ//llb/OW7N+2Yp0HQgHdHUgQy6vmHQwsIj0HNhpdkd9a/gXa+1lwBWkPwC0B+kGPMwYk5OEVYWEL1MlXNfdDmyIvzv2E2vtFNIM7gDbu7poaWtn+9r1/O2smbQ1boT+m1+3IqM5wxfzkkIb+FKkHEL6zm0P/2CtPRT4OWmO6O3c3sWWtnY6Pmjkb2fPpH39JkjNgWeIBPWl6oAvZOvAR0gzuAN0bt/OlrZ2tr2/ltvP+TrtG5qgfwfaidQDj5Ngup+SEYeSvgM7+s+97rlMgjtI9r9RwD+ttQcaY4qvjzoNUvojO44Tnrc82XXdtd5rFyBP7Ie5rvt+7oq4g58RmS+ZFus3bWbJLfeFg3syViBTNh4GXtS5mDnhKaQ1JJWRt93AnOi7dsSBRClk+6Vx02beuPnecHBPxnJiHejM5LuUPnkCGUSXSrKXLuAPszvqo5fgvYoM64HGTZtZfPO94eCejHeIOPCSOpATHkeeouNn0SSiC/hd3PoJV5HdtL0SYCIyzfF/WRyn4EkpwLuuW+84znzgu8BljuNMBW4ETs1HcLfWTkAGvmSce3n4nnKzPqZ2EnscfihlQ8upHLVz486T9qrb9aAPrxg5cc8tjuOMQKbOfKWlPZSsOSLRHV+i17qRp8B2b4v+ub/fQ9VVlYG7s5zdUf/+5RWTDkCW3SxDBkC1ef9G/9wWX7Faa/dGxkpk7sBeCRwYvXPjznvvtWzXKfvXj5ywxxbHcXZCptB9NQcOpONBUB1YFeVAKb3PffjnRA5M9j6XuQPjEz60L0Vm0sxDErIE7u9eSMzuqG/wHDievh1ond1Rvz36s9bafZE+/Gybi4chNwrHZ3mcgiblPnjHcQ5BFts4ChlQ913Xde+L2+c2ctAHb639EXIyMs4K5fb00LJ0BQecNc2/guUOF6noNyH9fuujtg0Jft5QXVUZ6BXCrLU/BX7K4HQg2XmP/n0wOHAlklY4465Ft6eHt+/5N5veWtGzbtEbszuaWu6Y3VH/jm+FVHKKtfbnJE8pnC6dwO7GmMAOkk75j+S67muO4ywCXgKuSRDcH0ZGSn7IcZw/ua57m4/l3IssUz46JSVMPuUYn4qTc8IZ56qQTFL90tIeaqN3AFiNJNEIb2uqqyqLdf6tTw4c61Nxck4mDrTS+0YgaA5kVbE7JSXUXnAmyBPi/cYYDe7FxQT8S7PbAeyCdBsGkpT/UI7jlCBNjj3I1IQYXNc9zcdyxZNp5rgYOju2UTksUVbKQDDc2/buY5/tLe2h94it8KO3jQXcLOxLTm9xINvMqwXLCG9TB1Ij1/nYFf/x0wGXgDuQzn/uemQq3HIkc9ytuShQEj5ATkZW/S5bmpvp7ururB416u+lpWUbkTu4bQn+7URuZOJJ9P3JyjQE6eepivq3KsXfMxpIlgJDgMneloj2lvZQA1LRv4usELUUsNVVlc05KlOq+OTAZrq7ujqrR42+v7S0dBPqQDztLe2h6IAfOAc8hiDdH0pxsQb/HCgn4A6kOor+a8DZwGFIooIrHcf5q5u/NHj/Ar5H9ote0N7Wuq69rfUiY0zBTndpaQ+VIk/jY5D0q7t4W18/+3EnWoWkmtw/QZlW41X0Uf8uq66qzNcKcP8CvoM/DqzxHCjUJ9V4B/o79347YLwtvkzvE3v+lyIO5GvGyb+AWSReHCZd1gL5mP2j+MuDwFfxx4H3kRuGwNLvIDvHcU5Ccjcf57ruUsdxSpGpJN93Xfeh3BdRsNa+jCz4kQ1twLeMMbdlX6LCwRvtPZLYCn9XpM9yYtTm9zrU3UiLTriyD1f87+ain9da+xrZr97XBnzDGJM0BWoxUgAORAf9pcDKHDnwBpIdMRvagJnGmKQpUJXCxFrrIH71eghJk1bgq8aYe7MvVeHSZ4B3HKcWWfXpItd1H456fRbwWdd1p+a+iIK1dhqylGs2d25NwDhjzKCc29rSHhpBbGUfv/k1QCG8at5LwELgRaTCz+qJ2Vo7HVnGM5tybkIc2N7vngGkpT20EzJQKd8OLAQafHDgTOAusivnRmC3wepAsWOtPRu4g+wcWI+MoA/0AjRFs9iMd+d2H/AJMmum3Qp80hizwNeCBQTvCXAMkYp+H+Qu+QBk9bVsm3/XE6noXwReqa6qbE/nANbaEmTFr2lk7sA5xphHM/hs4EniQLi53g8HGpFzH/bgleqqyq19fyQWz4F5wClk5kAIONMY81gGn1UKAM+BB5G1AzKtB84wxjzha8EKkKIJ8ADW2lLgduBMUr97c5GL+lxjzL9zVbYg09IeKkcq+AOQyv4Ab9sri8N2IytuhQP+QqRpv08hrbVlwJ3AdNJzYCvwGWPMfzIu8SCmpT1UgTgQff4N/jkQ3vpt6fEcuAe50UvVgR6kHvi0Mebh/nZWChtr7RCkNe9U0nNgK/ApY8wjuSpbIVFUAR52PMnPRPLShwciJRpR2YlUIO8AFxhj3sxbIQcJXnNv+Ck/uuLPtJ93A5Fg/zTwcnVVZa8mNM+BWcAvkKxm/TnwNuLAWxmWS0lCnAPRHmTqwHpiHXilDwe+iaxN4CDTAxM50IFU7HWIA8syLJdSYHgOfAdJggbJV6jrQG7y3wLON8a8nYfiFQRFF+DDeHfxJyEV/anIxd2NTH9pAv4C3KqJLPKL18y7K/BRZJ3uw4GPkVlTWguSPfExb6uPfrrzHDgZceAUejtwC+LA8kz/P0r6RDnwMeT8T0V8yMaB/wKPVVdVxizz6TlwChEHIOLAJuBm4K/GmBUZfLdSBHgOnAp8g8QO/BlxYFAsERtN0Qb4aLw7uWHIIhRbdPBMYdHSHipDnurClf1Uks/D7osGIsH+ieqqyuhlZNWBAibKgalR26QMDrWSiANPqgNKNOpALIEI8Erx0dIeGovkVQhX9h8jvVGxLrKueLiyf6G6qnJQzo4oVjwHwjd94ZaedBzoIdaBheqAokTQAK8UBF5iF4NU9sci3S+pLCsbJrx++2PA/OqqSm2WLzK8p/x4B9Lpy28n1gFtllcGNRrglYKkpT1UAhyE9KmdjKximE76Vous6/0PYEkB51dXkuA5MAU5/6cgDqSzLsVSIg4sVQeUwYYGeKUoaGkPDUMq+HBln042s3oiFf2i6qrKgk1TrCTHc+BoxIGTSc+BFUQceFkdUAYDGuCVoqSlPVSDNOGGK/vdUvzoGiRJxj+A/yWagqUUBy3toV2JdWBcih/9gIgDz6oDSlDRAK8UPd60rA8jlfx0ZEGk0hQ+ugn4J1LRP57HRVMUn4ly4BTEgWNJzYGNRBx4Qh1QgoQGeCVwtLSHRgNnAOcgFX4q/batwH+Au4FHqqsqB/X0mmKnpT00Bjid9B2YjzjwqDqgFDsa4JVA42Vam4ZU9J8gtWlY65EFTW6rrqpcksPiKXnAc+A0xIHTSN2BO4G/qQNKsaIBXhk0tLSHKpFm/HOQJ/ydU/jYYuA24O7qqsoNOSuckhc8B04h4sDIFD72OuLAPeqAUkxogFcGJS3toSFIP+05wNlIatW+6EKa8P8G/EcTqhQ/ngPHEXGgpp+PdCFN+H8DHlYHlEJHA7wy6PHmWx8BXAicS/JFK8JsQvppbwNe1/nVxY+XaCnswGfo34GNSDfO34DF6oBSiGiAV5QovCbcM4HPI835Jf18ZClSyd9VXVW5LrelU/KB58BZwOeILGLUF0uIONCY29IpSupogFeUJLS0h3YHPotU9Pv1s3sX8HfgD8CL+kQXDFraQ3sQcaC2n923Iw78vrqq8qVcl01R+kMDvKL0gzfH+qNIJX8e/Q/OewUJ9PfpvOpg4DnwMSIOjOznIy8jDtyvDigDhQZ4RUmDlvZQBTK/+vPAx+k7mcoG4E/A3Oqqyg9yXzolH7S0h4YiI/A/hzjQVzfOeiIOrMlD8RRlBxrgFSVDvFSpFwBfBfbtY9cuYB7yRPeCNt8Hh5b20DjEga/QvwMPIA4sVAeUfKABXlGyxBuFfzLwLSSRSl+Dsl5DKvl7q6sqt+WheEoe8Bw4hYgDffEq8Hu0C0fJMRrgC5SZzoQRyAIq47x/w1sVUBa1DUnh926gKcVt81y3QRffyJCW9tBkYBbwRfqearUR+DPwx+qqytWJdohyILyFXejLgWQ+qAN5oqU9tA/iwBfo24ENRBxI2IWTwIGwB9EOpFIHlCGtCKk60KwOFD8a4AeAmc6EMcio7PgLN3obPmAFhC1I3+HbQB2wLLzNdRs2D2C5ioaW9tBw4CLkia7X6Ou2DU1seOddWtau73n/lSWvLn3o0aUtq9cNpTAdWEaUB+pAarS0h0YgDnyTJA6sf7ueLWvXd696eclr9p+PLmn5oLGSwnUgvNWpA8WBBvgcMtOZUIr0yx0Ut6W6tGkhsp64i937d/VctyFlmby/zYeAd+e6DYFtqr7m6E+VHnTOxz/X0939jS1rNxy61taxZkkdreuKOuNpI3FB39s+yNCB+rluQ2Cbqn9+8GllH7nwnM/1dPd8Y8va9YestW+zdmlgHIivB9SBAkIDvE/MdCZUAwcSG8gNUDmQ5cojbcCbwLPA08Bzc92GlkQ7znQmDAOeBA5Dmik/N9dtWJCncuaMKAemEOvA0AEsVj4JO/A/Ig5sSbTjTGdCFfAUMv1wPXDRXLfh0TyVM2fMdCaMJHE9MFgcaCXWgef7ceAZ4FDkhuHCuW7DY3kq56BAA3wGzHQmOMiT+YnACYigE3z+mk5gTYKtBUmo0RW3xb8W/Xs5Mnd7VArbSPrP3JUKPchgoqeJq+xnOhNOBR6J2rcb+OZct2GuD9+bFzwHPkTEgUPw2YGSsjK3pKx0Xde2jpX070B/ThSaA9OAh6P27Qa+Mddt+LMP35sXohw4iYgDe/n5HaVDynqc0l4OrCUzByoQB1LxYCT+ONBNrAPPRzkwHfh31L5dwMy5bsNffPheBQ3wKTPTmbArUpmf5G17ZHG47cBbQHzFHb01pdPU5RcznQklyMU9HhknsB/Sf7gfclOTyrraiYiu7OuBOfSeQ34dcNlct6Enw+/IKTOdCeOIdWD3LA7XCSwbNXHPjolHHDppzOQJo3catws7jduFnXYdy07jdqFy52ocxwFpFfkF8Fg+pld5zaYjEQfC5z687YM/DryLOBA/h/zXwI8K2IHdiHUgm+62TuCtURP37EzBgWcQB54YAAei64BwPTAkw0NHB/wG4EZ6O/B/wE8K1YFiougDvLV2NHAqMAZpDt8CrACeNMZ0Z3pcb/TqsUQu5P0zPNQG4I24rW6u21B0K1HNdCaUARPpfcHvR/+Lc8TjkvgJYR7SVBdK9UDW2jFEHBiKOLAceCpLB3Yi1oEPZ3io9SR2YDvsyJI2HfgJki0tGS8jlfy/B2oedZwD8TeAfjnwd6TbJhsHWpB6IFsHqok4cCL+ObAYeDvKgRIiDny0j+O8BPwSmD/ADuxN7zpgP2BEmofrIXGioPuAz6czPsdaOxaZqhjtwDvAM9k4UMwUZYC31pYB04BvAMcjd8LliCjh5qhu4K/AzcaYZf0dc6YzoRzpEw5X5ofRd5ayeLqR0abxFfm6gXgSzydeU+VuyGpcx3lbphUhSCV2xly3YX2yHay1QxAHZiEVcDIHbkUcqEvh/1EOHE6kMvfDgcVz3YaUFqHxAv2JSCV/bB+7LkEq+QeqqyoL4iknzoHjEQf6y9/fFwuBM+e6DUlHonkOnIaMUj+axA50AX8BbjHGvJ3C/6McmErkKf1jpO9AHXH1QJoOnIw4cHQfu76BODCvwBzYndh6IBsHXkAc2JhsB8+BTyD1wNFI6+gQejtwC/CXVBwIEr4EeMdxpgK/IdJvfJHrutuzPnACrLW7AwuQ/s7+7hY7kQvu98CP4+/iZjoTKpG7/hlI+tHqNIqyDRlI8jjS3GTTeeIIOjOdCTXAMWQe8FuBj891G16If8NauyfSf7sX/TsQ7oO8AfipMSamMvQG/EU7kM5TaAhx4AnEgaV+zQhoaQ8dDfzYK1sy3gAuA/5biJnRPAeOJfPKfgtwyly3odfCLdba8Ug9sCep1wO/Aa5I4sDHEQemk5kD0fWAXw4cgzhwSh+7LQYuq66q/K8f3+k3XtdmtAP9LdgTzxbg5Lluw6L4N6y1eyFjeXYndQd+DVwd70BQ8SvA7wZsdl035DjOL4HXXdd9IOsDx2Gt3Qe5s69GEjekSjsyavucGw+YXonc9c/w/q1K8Rg9SBPpE8jFvDDI07v8xqvsT0Iq2V1S/FgHMDw64Ya19kPInf1OpO/AY8Anbzxg+jDkrj/swLAUj9EDLCLWgZxO7WlpD30UqeTP7GO3J4EfVFdVvprLsmSL58ApwPXA2BQ/tg1xYMfNubW2FnFgBOk78AjwmRsPmF5FxIFppO5AN1IPPO5tL+bBgY8hDpzRx26PI4H+tVyWJVu8gB92YEyKH0vkwIeB5xEH0mlhaUceDs4bDM326VwcSXFdN3oRhS6kIvQVa+1I5ITuTP9rdMdT1bWt48RHL7t2MTAZGU2aCnVEKvOn57oNzWl+r+Ix121o9JrwUg3uIOepBvgAwFq7M/AcMvgnEwdOeeSSa94gfQfClfkz+XaguqryZeCslvbQAcDlwGfo3W99AvBKS3voXuDH1VWV7+azjKniOVBC6sEdpC91FDKWBWvtKCIOpDvKu2p7aNu0R77/qzdIb7DgMmIdSDj9M1dUV1UuAs5saQ8dhDjwKXr/308CXm1pD92DOLAyn2VMlbluwzqvDz/V4A7iQDWSYS883uJZ77W0HUBu6m8Avp3mZ4uOlAK84ziTkH6/ya7rrvVeuwC4FjjMdd33vdcmInfDv8xBWb+BnJx0K3YAlj30+LCVT77Y30C5DcCjyIX8xFy3IWEKUSVj0v17hmcUhPkmWTjw5rz/Dmt4ZlF/Dqwn1oGCWAWuuqpyKXBeS3voSuAK4PwEu50LzGhpD/0R+EV1VWUhZlJ5P839P0DS+ob5NvK0ndEUrjcfeHTYe8++kooDjyAOPFlADrwBfKalPfQz4GfI+Y7nPOCTLe2hmxAHkvZfDyDpOvA+EJ057ztk4QBSh3zFWjvbGJPS2IhiJeUmesdx7gMaXNe9zOtzfxg41XXdRd77OwHzga+4ruvrQAZrbQWwjv7XYE7Koj/ezaKb7k701gfAP5DR289FNwMp/jPTmfA15Cm0DOlnb/P+Df/cjtzdNwK/DY8yttYO9V5Ld6T2Dl6acxcvz70n0VuriTjwfDE40NIeOgS4BnlyS0Sr9/5vq6sq2/NWsBSY6Uz4OvBppGk1+tyHfw4Bo+ntQKX3WrojtXfw4u/v4JWb70v01mrk/M8DXigSBz6CnOMTkuyyhYgDW/NWsBSY6Uz4BtIS0ZcDY5Ab/N+Fu+mstcOQWJCxAx7bgBuNMZdmeZyCJp0AfwjS13cU0pf5Xdd17/PeKwP+CVzvuu6TfhfSWnsRMmc247zMbes28u9ZV7LpnQZwnAZkjMA8YJHOtyx8rLVfQAZLZuxA67oNzJ91VdiBlVEOvFysDrS0h05BKvEpSXZZC1wJ3FpdVVnUi4dYa78M/JbUx830Ysua9cyfdRVNK94Dx3k3zoGCG6jYH96o+1MRBw5Mstsa5In/tgA48FVkHE/GDkTRDowxxgR2LFVag+wcx/kvcCRwjeu6V0e9fiHSp2G9l/4YDv5+YK29Afhutsfp6e6mp6u71Slxph508MFvZl8yJV9Ya3+PLNySFTsccJyPHXTIwf1OnSsGvDnU5yNz5JNlUqsDfgT8sxBH3KeCtfYm4OvZHsdzoM1xnEMPOuTgd3wo2oDjOXAB4sD4JLstA37IAOZRyBZr7Z+Br/h0uDZgijGm3qfjFRwp92U6jlOCjCDtQe4Wd+C67h2u645xXfc4b/MtuHuM9uMgJaWllFWU95QOGZJxM68yYPjrQHlwHKiuquyprqq8E5mC9H28wUhx1AIPAs96zfvFyCg/DuI50B1AB+5AUudeQmyfdZj9kJbW/7W0h6bksXh+4osDHj1k0eVXDKQzWOl6pA98OXKnmE82+XisEqRvSiku1IF+qK6q3FZdVfkbYBJyE56o6fFI4OWW9tCNLe2hnfNawOxJdOOSKaUE14HrEQd+jUw1jecoZMT971vaQyPzWT4f8NOBQNYD0aQU4B3H+RpwNnAWUnFc6ngJkvPE60hzih+UAe/5dCwlf/jpQCnpj+QtGqqrKpurqyp/iEwFu5Xe01ZLkMxfb7e0hz7nNe8WA6/hnwMlpD+ro2iorqrcXF1VeRniwG1IWuBoSpAur7qW9tCFXl9+MfAK0nfuBw7eFNyg0u+F7TjOScBs4HTXdRuBB5D5o30l3vCb+5D59dnSCdxqjPGrklDyxz1IF1G2dCCpawtqZHkuqK6qXF1dVfklZMnS/yTYZSxS+f+vpT2UbIBWIXEXvQNVJnQAfzLGFNTI8lxQXVX5fnVV5RcQBx5OsEsNcDviwAF5LVxm3Ik/eVa2AX8M8gA76CfAO45TC9wLXOi67lIA13XDKR8vy33xBGNMBzLnPtsLsgdptlKKDO9CvB6ZPpMNLrJq3aChuqrSVldVTkcytyUaUHQk8FpLe+i3Le2hdNI15xVjTAipe9SBNKmuqlxaXVX5CSQdc6IkOEcBr7e0h37T0h4q2H5p76bsd2TvAEh9Emj6DPCu69Z5g+cejnt9juu6U3NbtF7chAT4TO/etgJ3GWNW+VckJc/cSPYO3G6MCWzTbF9UV1U+DBhkylT8k0spkkCkrqU9dEEBN9n+HqncM32S3wr81Rizpt89A0h1VeV8ZGXMq+jdP18KXIx03ZxfwA6EA3ymDrQjiw8FOskNZJgRbCAwxjQjqxRtJv3m+nYkK9VMn4ul5BFjzGbkabOZzBz4L5IRcdDiDcK6Gqnk5yfYZVekGfSplvZQpksk5wxjTBPZObAAH6ZbFjPVVZWh6qrKKxEHEjXb74p0hzzR0h7KZlXInGCM2YisHNdC+t124Vz03/W5WAVJ0QR4AGPMcqQvaRmpDbbZjtzp/QE4xxhT1EkeFPCWezwImdedjgO/BWYMhgUmUqG6qvLd6qrK05EFTBoS7HIssLilPXRdS3so26xhvuIt/TsFWeu7NYWPhB34DfBpdUCorqqsR1bPO4vEA4+PB95oaQ/9uqU9lHGCqVxgjHkLcWA5qTnQiThwLXDuYHEgaOvBlxJZHjS8HvwtngxKgIhaD/4byDKUiRzoIuLAsoEpaeHT0h4ahiRAuYzEC7CsAb5dXVU5L68F64eo9eBnIUsTRzsQXh60C5lJcIt3Y6AkwHPgcuBSEjvwAfCt6qrKB/NasH5IsB582IESpB7o9v79C7oefPFhrR2NpGocA1Qi8xpXAE8Olru0wY7nwMeRZDhDiTjwlDqQOi3toX2Q1q5ka9DfD3yzEBex8VYYO5VYB5YDT6sDqdPSHtoXcSDZGvT3IoG+4BaxsdaOJeJABeLAO8Azg9WBog/wiqL4hzew6ixkINOeCXbZAHy90J7mFf/wHDgH6dbaI8Eu6xEH/pHPcinpowFeUZRetLSHqoAfI2lPhyTYpWCf5hV/8Prdf4KkP060tHjBPs0rggZ4RVGS4iU/uQ1IlL9+A/CN6qrKB/JaKCWveEmQbgMOTvC2Ps0XMBrgFUXpk5b20BDgB8j8eX2aH4R4DvwQ+CmJHdCn+QJEA7yiKCmhT/OKPs0XFxrgFUVJGX2aV/RpvnjQAK8oStro07yiT/OFjwZ4RVEyIoWn+fuAmdVVlc35LJeSP1J4mr8HCfQteS2YAmiAVxQlS/p5mn8POK+6qnJhXgul5JV+nuYbgHOrqypfymeZlCLLRa8oSuFRXVW5FDgcmTO9Pe7tvYBnW9pDP2ppD2l9E1CqqyqXAIcBV9DbgQnAcy3tocvUgfyiT/CKoviG9zR/O7IQSDyPAxdWV1UGfpnOwYz3NH87sihUPI8hDjTmt1SDE72bUhTFN6Ke5n+X4O2TgCUt7aGP57dUSj7xnuYPB36f4O2TkRXqkuW6V3xEn+AVRckJLe2h6Ui/7OgEb18H/Li6qrIzr4VS8kpLe+gMZEXHUQne/jXwk+qqyvgmfcUnNMAripIzWtpDuwN3IevLx/MyMvjq3fyWSsknLe2hPRAHjknw9kvIIMyV+S3V4ECb6BVFyRnVVZUfACciU+l64t7+KPB6S3voXJApVy3toVta2kPrWtpDf21pDyVal1wpMqqrKlcDJwBX0tuBw4DFLe2hzwC0tIfKW9pDt3oO/EUdyA59glcUJS+0tIeOBu4m8RKkfwGeQQZnhZldXVX543yUTckPLe2hYxAHdk/w9i3Ac0i3TphfVFdV/jQPRQskGuAVRckbLe2hUcCtwJkJ3v6A2Iq/A/hQdVXle/kom5IfWtpDo5F++dMTvL2a2BvAbYgDq/JRtqChAb4IuLpysgNUA7sBVcjazOFtSAq/dwNNCbatV4RWqABFgOfASGAcfTuQzIeCcaClPeQA3wCuByr62f3e6qrK83JfqsKnDwdSqQPKgC4SOxAaIAe+iQy27K8Z/u7qqsoLcl+q4KEBfoC5unLyCCRwJ9rGRf1cmYOv7yTxBd+E5JJ+G6gD6q8IrdCRrjmiHweit6E5+PpUHFgGvOu3Ay3toYOQdLYf6mfXI4KcCc8L3GEHoq/5fDnQQeLzv5lYB+qvCK3o8vOLW9pDByOL0+zbz66Haya89NEAnweurpxcAkxEEj+Et/2QC3b4ABYtVbqA5UiwX+ZtdUDdFaEVbQNZsGIhgQNTgFqKx4HtwAoi5z7swduZOtDSHhoK/An4FH3fwL6IBPmirqw8B/YmcT1QNYBFS5VoB+LrgfZMDug5cDMwg74deAE4qtgdyDca4H3m6srJVYAhtiI/ALlDDyLvE6nwLfAsUun3KdbVlZNnAp8DFgJXXRFaEZjFKDwHDiC2Ij+Q4gjkmfA+kcreAv8D3unPgbtmfPXm9vUbvzzuo1M47Adfp2JEn3+e86urKu/xrcQ5JoEDU7zfg+rAKmLrgf8By/t14JNf+0t744Yv7nbYIRx2yUzKR/R5n3NudVXlfb6VeBCgAT4Lrq6cPBw4CjiUyIW8D+Dk4OtCyCCkFuROusvbon+O/z38czmwM5JsIryNpv/+z0xZBzwdtcVU9ldXTj4EeDVqfwt84orQiqIbSOM1rx+FLLQSrsgnkxsHtgJrCIYDH0HmwQMwZv99OePuOYzYfddkx2sGdquuqgzlpriZ4zlwNBEHDmJgHUjmQwWJHcjVVLS1xDqwPM6Bw5DWGQDGHlDLGXffyPBxNcmOtxlxYFuOyhs4NMCnwdWVk4cAH0NSbp6EpGMsy/KwHcgFm2hbG/XzFr8HwlxdObmS2Is9+qIfjzQf7of0C2ZDfGU/Hvhvgn2mXxFa8SoFjOfAYcj5P5HcOxDtQr4d2AvpRvDDgfjKfm9gQfQOVbvuwhl338guB+6X7Bj3VFdVnp9lObLm6srJ5YgDJyIeHEb2Dmwj8XUfv7X66YDX/59KPVCL/w5MBv4TvcPwcbtwxj03MdYkHZZxZ3VV5YVZlmPQEIgAb611gGHIAJRWY4wv6S89+fcnEtCPJfMmtmbgjbhtJbC50EeyX105uZpIRR/eaoFJZJYsaZ33uV3iXt8KnHdFaMW/0j1gnANbjDG+DAjzHDBEAno2Dmwm9vwvAd4FmovAgZHIOY/3YG8yc2AtEhTHRr84ZFglH7/5WvY+NVHiO1ZXV1XumeyAOXbgACIB/Vgy7zOPdyBcDxSTA9F1QDYOrEFG+Mc6UDWMabdcy8STEyW+Y1V1VeVeyQ7oOVCFtFb45kCxUrQB3lpbhixc8A3gVKQ5rBtpbtqEzLX9izHmnXSOe3Xl5D2JVOYnAUnbi5LgAvXIhbuYyEX8fqFfwOlydeXkCqRLYj/gw8ARSHP1sCwO6wLfvSK0ItFCFTF4DpxCxAGIdeAviAPL0ynA1ZWTxxNx4EQyc2AFvSvyIDowFHkS89OBnkNmff6lo6/6/n7ItLAwf62uqvxi9I6eA6cCs5D6AGIduAVxYEU6Bbi6cvJeROqAE+l9M9ofYQcWE+vA6oA6sA8S8PdHHDiSLB34yLe/+OKRV1z8YWIduKW6qvIr0Ttaa4cgDnyD3g5sRAbx/TVdB4JA0QV47w5tJjAbKEWephL1dXUiJ/kd4AJjzJuJjnd15eRSpEI6B/g4/U/XiOcdpLnpdeQCXjqYR5Z7TdgfAY7ztkwr+/uAC64IreiOf8Nz4BvAL5Enh74c6EEG/1xgjHkrSZlLkT7UsAP7pFnWaAcWA3aQO1BOrAOZVvb3fGPVoruGDKu8EHi9uqrymvAbngPfBH6BnPtkDnQQceB8Y0xdkjKXEevA5DTL+ja964GMRpYHgQQOHEUmU30d7vrm6lfvLq0ovwh4tbqq8trwW54D3wGuQs59soHM4XrgLcSBt9MuR5HiS4B3HKcGeBAZzNENXOC67tqsDxyHd7d+G3AWqTeRucgAtXONMf+GHUHoeGRqxlmkd3feCDyBrG39RDEODMsn3oV+KJEL/ThSH9TzxhWhFVOiX/AcuBOYTnoObAU+Y4z5j1euIUh+7LADY5N+ujeNyPkPO/B+Gp8ddCSo7I8ldQdevyK04pDoFzwH7gZOI3UHepB64FPGmAVR5Yp2YEyKxwLpZop2YHUanx10eH/rjxLrwJAUP/7KFaEVH41+wXtqvwe5GUvXgRnGmEdT/ExR41eALwVc13V7HMf5PLCH67q/yPrAUXh3a/cBnyCzp4Gtb98270dvzrnjEOAMZDRpKrQjd+bhi/nNoDWx5YurKycfBzyV5sd2vyK0Yg2AtbYEceA0MnMgVPeX+y97a+7dH0EcGJni59qIdeAtdSAzrq6cfCLyN0yHmitCK9bDDgfmIV0zGTmw7OZ7L1v253s/iqRKHZni51qJOPAE6kDGXF05+RQg3QA7+orQiibY4cCDSPdJRrEAONMYk66HRUe2Iz8BcF03uhl1BJCwOTxLPg5MI8N+nQ2v2mFvzb37dyns2oVM3QhX5os0i5tv7Jbm/j1IH1qY08jCgfUvL6lc9ud7++3bRxxYSKQyVwf8I10Hwil2w5xO5hU76196o7LulvtTcWA74kC4te5ldcA3MnGgOer3M5GWl0z7+IcBd1lrdzfG+JqZr9BIKcA7jjMJGfE7Odz07jjOBcC1wGGu677vOM4UJCvVSOTu2m+uJoskEeuefwW3u1d3bpgW4N/AP4DHrwitaM30e5Q++Scy9/mjca+7yFNyu/dzuffz964IrYieEXE1WWT8WvfcK7g98atV7qAF+BcRBwZtH3qOeRDJgXBo3OthB8J/93Lv5+/FpUfNqh5Y+9zLfTnQTMSBJ9SBnDEP+DZwcNzryRz4zhWhFT2woyX352SfMGgY8EkkTW5gSbmJ3nGc+4AG13UvcxxnKvAwcKrruovi9vs0cILrujP9KqS19mNI027GozLXv/QGz337Kohc3JuAhxDZnogLJEqO8KYcTUQGSLYiF/DW8AWcDGvtVORJKmMHGl98nee/fTVEnN9IxIEn1YH8kMCBVmTBk/4cOBJp2s38Ju/5V3nh4l9EO7CBiANPqQP5wXMgPL0uHQeORvIn+JHadznwIWNMYLta0gnwhwBPIqMhHwO+67rufd57Fa7rdng/n4oE/u/5VUhr7c+BH5NlZqhNb9SxednyzsYXXvti48LX7/N74QQld1hrZwM/JGsHlrF52YrOdc++8oX1i964Xx0oHqy11wCXkqUDGxe/RXPdu9vXPv3ShRteXTpPHSgerLW/Ab6LP1kCtwGTjTEf+HCsgiTlPnjXdV9zHGcR8BJwTTi4exziOM41SF/JNuCLiY6RBbvjwwkdfVAtow+qDU0+9/TlQe97CSA+ObAfow/aLzT53NPfUQeKDl8cGDPlw4yZ8uHQ5HOnqwPFx274lwK4E8nWpwHecZwSJID3ANdEv+e67kIgYdohn/C72Uwv6uLDzwFOjs/HU/KD3+dM64Hiw+96INAOpJNe8HpkAN1y4IKclCY57+Hfia1A5jErxYXfDqz36VhK/ngP/ypkrQeKkwb8dSDQ9UBKAd5xnK8BZyPJIK4BLnUcJxcrJSXjHqT1wA/eCHKfS4C5C/8ceNUY43siJiXn3Ik/lbsLLDLGBLpyDyh34M+Nvgu8YIzZ2O+eRUy/Ad5xnJOQtLCnu67bCDyATF84M8dl24ExpgF4BOkeyIY24IqsC6TkHWPMu8jgTnVgkOLlEn+S7B3YCvws+xIp+cZbW+R/SIDOhkHhQJ8B3nGcWmSe4IWu6y6FHUltfgNclvvixXAVMoAvU3qQ9JKP+VMcZQC4Csktnik9yICaJ/0pjjIAXEn29cAqJCudUpz8DEk5myndyAp+z/pTnMKlzwDvum6d67pjXNd9OO71Oa7rTs1t0WIxxiwGLkfuvNLFRRKZfCLIcx6DjjHmVeCnZOZAD5LI5HR1oHgxxryMBPlMHdiMOlDUGGNeQhIeZePAmYPBgWJcTe5rwA2kvjJRBzKQ4pRkK0kpxYW19uvIoM90HGgETk53+WClMLHWzkIyaabjwDrEgbSWD1YKE2vtt5AxYak6sI2IA4Ni6dh0RtEXBMaYPyGrET2JXLTJ7uJagS3An+VjGtyDgjHmj8hqgE8hDiRrrgs7MFc+psE9KBhj5iD5yJ8meT3gIg60AH8EDtDgHhyMMX9A1iV4huT1QCIHBkVwhyJ8go/GWrsLMmXvAiRhwVBkENXbSKX+qDFG5zsHGGttDXL+z0eW+6xAHKgj4kCg57oOdjwHPos4MBpxoJWIA/9VB4KNtXZXIvVAtAPLEAceG4wOFHWAVxRFURQlMUXXRK8oiqIoSv9ogFcURVGUAKIBXlEURVECiAZ4RVEURQkgGuAVRVEUJYBogFcURVGUAKIBXlEURVECiAZ4RVEURQkgGuAVRVEUJYBogFcURVGUAKIBXlEURVECiAZ4RVEURQkgGuAVRVEUJYBogFcURVGUAKIBXlEURVECiAZ4RVEURQkgZQNdACV3zHQmOEAp4M51G7oHujxK/lEHlCgHeua6DT0DXR4lfziu6w50GRQP70IcCezWx1aF3JjFb0OSvB6mGWjqY9sc9/t6YNNct0EFySNZOJDs/IcdcIEW+nYg3gN1YADwHNiZ5Od/HJk70Ezva72vbf1ct2FTDv+7Sg7RAJ9HvAt3D+AgYD8SX7xDB6yAvWkC6oBlUVsd0KBPApkR5cAUoBbYHamwC9mB6HMf/vk9dSAzPAf2pO96oGLACtibTSSuB9SBAkcDfI6Y6UyoAD6MXMRTvH8PBEYNYLH8YhvwNr0r/Xfmug0dqRxgpjNhT+AU4MW5bsObuSroQDLTmTCUiAPR284DWS6fiHYgutJPx4HxwMnAwrluw1u5KuhAEuXAFCLn/0CC4UCIxPXA8gwceGGu27AsVwUdrGiA94GZzoQaelfitRTGGIdupP8tH2wHXgKe9raFc92GrfE7zXQm7Aq8hjy5AlwB/KKYm4KjHJhCrAP5+tv3RSE6MA5xYFfvpZ8As4vcgV1JXA8MNgc66e1AKH6nmc6E3YDXgV28l34EXFPMDhQaGuAzYKYzYQ/gROAk4HikmdUvtgIfAGuSbC1IJdoVt8W/th3onus2uDOdCaVIv+6oFLfRSDNyZZb/l4SV/UxnwnTg33H7/g346ly3oTPL78wLngMnIR6cgDSr+kU7yc9/MgeSORF2oAyoJj0H9iT77oKElf1MZ8IZwD/j9r0VmDnXbdie5XfmBa8VKlwPnEDkhtUP2kleD6wlcwdGkn49kCsHzgb+EbfvLcA3isWBQkcDfArMdCaMBI4jcjHXZnG4dmAJ8Aawkt4Xb2sh3MHOdCaUAHsh/9f94rZMuxnCAf9l4KvIQKFongJmzHUbNmd4/JwR5cBJ3vahLA7XhjiwBHiXOAfmug2t2ZTVL7wbw/FEznu0C5k6EK7sXyGxA08An5zrNjRnePycMdOZsDOxDuybxeHakDpgCQnqgQJzIL4eCP+cjQMvIg7MBIbFvf8Y8Km5bkNLhsdXPIo6wFtrS5E7508hT1CVyJ3tEuAOY0x9Jsf1+s+nErmQP0pmOQPeQy7i6O3dYh+YMtOZMJbeFf6HkSe+bKkDTpvrNqxMZWfPgROBTxJxoJmIA+9mUgiv7zTagY+QvQOLvX9XFrMD3iCxMfSu8P1y4C3gE3PdhoZUdvYcOAmYQcSBzcBS4HZjTEouxeM5cAQRBw4lMwca6F0PBMGBsfQO/PsjT/3ZYhEHVqW0szhwMhEHhiIOvIHUAw0+lKnoKMoAb63dDfgu8CVkashwwInapQOZElIH/B65yJPOAfZkNcDHkQv5aNJrnu5AhIy+gJcU4pNoLvGaLI9FnnKOAyZleKhNyMX9UrIdrLW7E3GgjOQOLAN+B9yZggMHEHHgKDJ3YDERB5rTOEbR4w2ainZg7wwPtRG50Xs52Q7W2j2Ai4Ev0LcDbxFxIGlQ9Rw4EHHgRKQeSKd5ehuJ64HmNI5R9PjowAZg2ly34dVkO1hr9yTiQCnJHXgTceCuvhwIGr4GeMdxzgN+77ruWN8OGoe19jjgIaTyLU/hI+3IYJ6zjTE75nN6F/NHkDu+GcDkNIrRjTQzPu5tLxVL33E+yTLgu8Clc92G6+PfsNaegPTdpePAq4gDTVHlc5DWmbAD6ZSvG2lmfBxpVlYHEpBlZe8C35vrNvw2/g1r7UnAPMSBISkcqx3pGjrHGLPjxttz4GNEHEinfF3EOrBIHejNTGfCXsQ6MDGNj/cA353rNvwh/g1r7cnAA6TnwEvADGNMcxplKFp8C/CO45QAfwcmuq57iC8HjcNae5r3HfF9Nv3RCaxq39A09a8nXFSLXMjnIP2LqfImkYD+v7luw5Y0yzDomelM+AjwDKmfPxcYHj0K21o7HbgvjWOE6QTea35vzRF3Tv/qfkQcSKdJ2RKpzNWBDJjpTPgo4kCqrSM9QNVct2Fb+AVr7emIA+kOAu0AGjY3rD7yrtNn7k/EgXSalJci5z9cDxREX3kxMdOZcDgy3ibV1pEeoDL65slaeyZwD5k58C5wxGAI8n5O4zofuZv6vo/H3IG1dgKZBXeA8vb1m8b/82tXvAuMSPEzHyCDPZ4AnpjrNqzN4HuVWAzpnT8HaXLbCmCt3ZvMgjtAedv6TXv959s/T8eB1URu6p5UB3zhQNKrlEu8/bcBWGsnk1lwB6hoXbdh4sPf/sVKUnfgfWIdWJfB9yqxHEh6XR8l3v6dANbafYG7ydABpJXm70iffaBJKcA7jjMJGbQ02XXdtd5rFwDXAochIz8/DZxFjgI88EOyuCF568HHyptWvNdXc24nchE/7P37TiGMZg8YryB30Klm6XpsrtuwPur3H5FaU1xC3pr3aPnmd9/vz4HHiDiwXB3wnZdJz4FH48ay/Jhs6oEHHi3fvHJ1fw78l4gDK9QB31mE/J1T6V4DWBDXWvbjND6biArgSGutMcbYLI5T8KR0obiuW+84znxkUNNljuNMBW4ETnVd933HcT4H3O+6bo/jOH0dKiOstaOBi8jipJYPT/jQFwIWIH15/9FpGbllrttgZzoTjgHORNxrRaYLtcb93IlMFXo//Flr7VjgArII8OXD42dkAeLAw0Qc0Gb3HDLXbVgy05lwLOJAKb3PffjnRA7UAOeSjQMjEtYDW4k48LA6kFvmug2LZzoTjgNOp38HVs91Gz4If9ZauyvyMJlt63M58FPgM1kep6BJ5490DfCk4zh3IAOcZrquu8h778PAwY7jfBbYx3Gc37uu+20fy3lhtgf48Nmn0LRiFeuW1Lktq9Y+2LWt427gkbluQ7sP5VNSZK7bsAi5g0+XC4kdHZs2+884lab692hc+o7bsmrtvK5tHfcgDvTKtKbkDm92RNIZEn1wUbbfvf+nprH53dU02nfc5vfWPNDd0XkP0kqgDuSRuW7DQmBhBh/9gk9FKAXOtNbuZIwJ7A1dygHedd3XHMdZhFyY17iue1/Ue5eFf3Yc5xWfgzvICPessqoNGTaU43/2TZC7w6uNMW/4UTAlb+xDlhm1hgwbyglXfhvEgauC3jwXQPYlSwfKh1VywlXfBnlCvNIYE8gc+AEmawei6ESyDwY2wKectMEbJd+NjGi8Jtl+rut+xIdyxTPcx2O5ZJ+CVck/6oDipwM9qAPFiNYDaZBOVqbrkTzGy5G+0Hzi58jVUmQJTKW48NOBMiTLlVJc+O2A1gPFhzqQBikFeMdxvgacjYySvwa41MnFaLrkPIM0qfnBdiR1pFJcPI1/DmxDUsgqxcVT+OdACJkCpxQXT+KfA23IdOjA0m+AdxznJGA2cLrruo3IXPdyZBRsvngESV2ZLVuBXxljNNtU8bEAf+62twL/Z4zR1aqKj/nIOgPZ0g780hjT5cOxlPzyL2S9kWxpB37RV/rqINBngHccpxa4F7jQdd2lAK7rdgO/AS7r67N+YoxxkTXD/RjxPteHYyh5xssf/TOyd8AF/px9iZR84zlwJf44cEvWBVLyjheQr8IfB27NvkSFTZ8B3nXdOtd1x7iu+3Dc63Nc152a26L14l7gbbyMVhmwFbgsyFMiBgF3A+8giVIyYStwqTFG04sWL3cCK8jOgUuMMX418yr55w4k3Ww2DnzXGBP4KdKZLH04IHhNqscjK0OlO2c1hEyLutH3gil5w+taOR5ZIS5dB7YCVxhj/uh7wZS8YYzpQBYueZvM6oGfGGP+5HvBlLxhjNkGHIPc7IfS/HgIuNwY8xffC1aAFN1ysdbacuAPwOfof6pLK9IUc4ExZn4eiqfkAWttBTAH+CypOdADnG+MebiP/ZQiwnPgJmRGTyoOdAPnGWMeyUPxlDxgrR2KdLl+hv6nvIUdONcY82geilcQFF2AD+OlLPwsMAvYBRkdD5LtrAJ4FgkCD+ugumBirR1HxIGx9Hbgf4gDC9SBYGKt3Q3JcvgNYAwRB0ASojyN3Ags0IGVwcRz4CLg60QccJF6YCgy++Im4JHB5kDRBvgw1loHmICc2EokK9Gq6HW/lWDjOTARcWAo4sB70et+K8EmgQMtSD2gDgwSPAf2BkYTceC9wbAsbDKKPsAriqIoitKbohlkpyiKoihK6miAVxRFUZQAogFeURRFUQKIBnhFURRFCSAa4BVFURQlgGiAVxRFUZQAogFeURRFUQKIBnhFURRFCSAa4BVFURQlgGiAVxRFUZQAogFeURRFUQKIBnhFURRFCSAa4BVFURQlgGiAVxRFUZQAogFeURRFUQKIBnhFURRFCSBlA10AJTlb511XAowGdovaqpDzFt6GpPB7N9DUz9Y6bMYlbp7+a0qKeA6MQc79OPp3IJkP6kCREudA2INoB1KpA8qALvp3oE0dCA6O6+q5HAi2zrtuFLGBO9E2jvzdhMUHgPXA20AdsAxYNmzGJS15Kkvg2TrvOgfYmcJyoAvYTG8HluF5oA74h+dAfD0wjoF3IHz+NxPrwDKgTh0oHjTA55it864bAtQCB8VtuwxkuTJkLVEBn0jFvyaTu/6t864bMmzGJdv9LWLhkcSBKcDYASxWpqwl9tyHf16rDiTHc2A/etcDxejAGhLXA+pAgaEB3ke8p/L4C3h/oHwgy5UHtiAXuAWeBZ4eNuOShmQ7e02OtwLnA68AXx4245K38lDOnLN13nWj6e3AhxlcDvwPceC9ZDtvnXddKfBX4DxgEeLAsnwUNNckcWB/pKk8yLTQ24FVyXb2HPgb8BngJeBLw2Zc8nY+CjpY0ACfIVvnXVcBHA6cAByKXMR75OCrWpA75vDWAmxHmtKit/jXon8vR5qDR/WxDfO53A3A0+EturLfOu+644En4/6P5wybcUn0awWP58BUxIFDGFgH+nNiIB14irjKfuu8604EHo/atxlx4Cmfy5BTPAeOINaB3XPwVc1Ezv9aMnOgAnGgLw/8dmAlsfVAtAOnAI9G7bsZOHvYjEue8bkMgxYN8CniPXUeCJzkbccAlVkcsgNYRWzFHb+tHTbjkvYsviNlts67biiRi380MB5pUgxv+5BdP2ADkQt9M/DPuPe7gK8Mm3HJbVl8R07xHDgIOf8n4o8D79HH+WdgHBhFxIFa/HMgurLfAjwY9/52xIG/ZfEdOcVzYApy/k8CjiY7B7aRWj2wNYvvSJkkDuxHxINsHXiXiANtwD/i3t8OfHHYjEvuzOI7FI+iD/DW2hLgAGSUaSVScdQbYz7I9thb5103kciFfKL3HZmwFngjbntn2IxLurItY77w+hD3JlLZR1f8wzM45BZgpwSv/wK4Ip2+vCgHxgJDvWOvMMasyaBcMXgOhG/qTkQqvUxYQ28Hlhe5A9Eu+OnA1cCVGThwIHKNDkWecOt9cmBvIg6cgH8OLEYc6M62jPnCc2ASvesAvx24ErjaBwdWGGPWZlCuQFC0Ad5aOwn4AvBVJLBHXyQVwFLgRmCeMSalJ6Ct864bAxxP5GLeO81idQFvEVeRD5txyYY0j1M0eCOBd0f6mY8AjkOarbPpc74buYvv6Gsna+1kIg4MpbcDSxAH/pGmAycQcWBimmXfjgw6ClfgbwBL1IG0uRPpl+/PgX2ALwJfRs55j/eWizjxBuLAg2k4MJaIAyeSmQOJ6oGNaR6naIhyYH8iDhxOdg7cjrTodPa1k+fAl7wtkQOLiTiQl5aQQqHoAry1dhgyOOcMwEFOaDJakWQ+XzbG3Jtoh63zrpsMzADOAT7qHTNVPkD6EZ8GXkemEfUp42Bg67zrKoHDkIv8ODKr7OuBo4bNuGRd/BueA38DppO6A180xtyfpLz7EOtAOqgDCfAcOJyIA5lU9isQBxrj37DWViEBYBpyflNx4PPGmAeSlHdfIg58JM1yribWgTp1IMaB44k4kO5Aw+XAkYlukK21wxEHPg6U0rdfYQcuMsbEdwsEFl8CvOM4E4CXgTe9lz7luq7vTyzW2lHAc8AE0uv32grcYIz5iXenuT9yMc9AmnZTpQUZMPQEckG/rUkh+icq4B8PfA2oSfGjm4HR0X9ja+1o4HmkbzBdB64zxvzMc8AQccCkcZywA4972zvqQP/EVfZfI/VpopuAsXEOjCHiwNB0igFcY4y52nPgACIO7J/GcVqQQaJhB5arA/2zdd51w4g48FVSd2AjsEucA2OBF5BBrek68H/GmF+k8Zmixc8Af53rup/M+mBJsNZWAK8Bk8mk2cd1t45pfOvRnVre3x/YN8VPdSIShS/kV4upz7TQ2DrvuhlAwieoPhg/bMYl7wNYa4ciT0h7k7EDbz6yU8vqA5DBQqnQiQSTsAOvqQOZs3XedZ8G7kvzY+PCLTnW2kqkyXUCGTowdp1dMGLLBwchdUkqdCIPFtEOFE2/eaGxdd515yHdcOkwNtzF4bXgLQb2IrMugK3A5caY32Xw2aLCz+xIRzqO8ywyD/rHrv9t/58l8xNKVevaYTu1vH92Cru+TuRCfi5fo1cHCekGxnakCTzMRcCeZOjA8C1rhu3UsvqcfnZziTjwBOqA36Sb0KQNyaYW5gtIX2+GDnwwbMSWD2b0s5uLPEyEW+qeVwd8JV0HWpGWnDBfJAsHkKmAv7TW3mqMac3wGEVBSgHecZxJyIClya7rrvVeuwC4Fml6XYvcDW8Fbkb6seb5VUhvdOSVSP7ljCjvSHoee5C+s3nAg8NmXDJoR1zmgX8DvwfORdxrRSrw1qife5BRyk3A94bNuKQHwFpbCvyMrBxoS/ZWNxEHHlIHcso/kQFPn0H6TaPPffhnl+QOXEHuHHiKiAO9xn4ovvEP4CbgUyR3AMSBjYgDLoC1tgz4KdnP13eQrqLrsjxOQZNyE73jOPcBDa7rXuY4zlTgYeBU13UXxe13GnC467pX+FVIa+0ZyKjaEZkeY0hHK7uufpUPdt6HLZVj3a7S8k3by4au6ygbts4tKd2OVCrhbRvSz9aCTONoSbJtAVqm1dZsy+K/p6SAtfZsZGBdVg7UrH6VNTvvy5bKMW5XaflGz4HGfhzoywN1IE9Yaz+JZEDM2IHybVvY5YPXPAfGul2lQ9JxoM/6YFptTZ8j/pXssdZ+GriFLByIogmoMcYEtsstnSb6a4AnHce5A7kDmxkO7o7j7OS67hZvv6ORaUJ+ciRZntDtFSOwkz7OlrIRIHdvY7wtnQFWCVlQ19hJ5EJfj4wAj982TKut0YE4mXMUPjjwZqwDY70tnYGWCYlzoBFJ6KEO+EvWDnQO3Qk7aRqtZcMh9w4kqgc2qgNZcSz+BHeQmRe7I8mmAknKAd513dccx1mE5Ay+xnXd6IEyxzqOcyXSRL8SaULxk1RHXfdJZ0nO0oGXE6koJiPzQONpXVDXmKjSrwfen1ZbE9i7SJ/wZXGePDpwZIJ9WhfUNSY6/2EHdOBW3/hSD2wvyVlKeHUg9/i5SFc3krFPA7zjOCXIH6QHeZrfgeu6/0b6V3OFLwMhRrghtrnl4KQz1d03RhBZeCKergV1jSuRgT0LvW3xtNqaQT+XNgpfHBg+8A5M8bZ4tkc58CLqQCJ8cmBbMTgQrgfeUAdi8HNQnIMM5A0s6TTRXw+MRBIPXID0heWLt5HWgawGVgx1t7Nb96aO9aUjP9vllLUTSWrjxG2VQHWSbacEr2U7G6EMmba1DzL4CKBjQV3jq8hF/iKwcFptTdbpd4uYt4EQ2eX9pjLiwAVdTtlWkjswjMTnOpkH2TowBJm+uS8yCBFgm+dAOOAvnFZbk3Xq1SKmDl8c6GS37k0djaU7n9ftlG6jbweSXfOJPMilA+GA/+Igd2AZMjYinbnvyShHBogHlpQG2TmO8zXgR0Syk10JfDgHU+ESYq0diUyXynbkZDeSrvBTWRfKY0FdY/iGYCfkBmg8kqs5fvNjlabVRC70hcDrg2Vgj7V2Z8SBrCp3xIEHjDHn9rtnikQ5UI04sCe5c+B9om76GFwOjEaugWwr9y7gfmPMBdmXSsizA6uIuulDWnoGiwNjkP9/tvVAF3CPMeai7EtVuPQb4B3HOQlJTHGc67pLHccpBd4Bvu+67kO5L6Jgrf0dMq2hr5SU/RECDjPGLPWnVKnhXfw1JL7gJyF9dpnQiTTnPQo8hDTnBXYAj7X2RuArZJffOgR81BjzZr97+kgeHHgEcWBJwB34IzIPOlsHDjXG5HX9+SgHJpPYgUwXs+og1oGlAXfgz8DnST/tbTQh4GBjTKDXn+8zwDuOU4tkcLrIdd2Ho16fBXzWdd2puS+iYK3dHWmmzXQObAfwrDHmZP9K5Q8L6hp3QkbzH47kbZ9KZmtKv4dc4A8BzwVt4J61dk+kiS5TB7YBzxhjPu5fqfzBRwcaiDjwfAAd2AtJiZ2NA08aYz7hX6n8wXPgAGId2C2DQ60k1oFADdyz1k5EFhPLxoHHjDFn+FeqwqSoFpux1h4HzCf9E7sNWbjiSGPMlv52LgQW1DXuQeQiPxw4lPSeWpqQgY8PAo9Nq60JRCYua+0JyP8r3abObUjL01HFkr1qQV3jnsRW9oeQngObkL/VQwTLgROBf5GZA3XA0caYpBlvCgXviT++HkjXgY3EOhDyuZgDgrX2ZOT/lIkDbwHHpLq6YDFTVAEewFr7MeA/yNrDqfTFtSHpc88tluCeiAV1jRXAwcRW+Hum+PEQkWb8+dNqazb1vXthY609nMiNXioOtCOZ6s4rluCeiCgHwpX9YHbgCCI3eqk68BTiQMEH92QsqGscSu96YI8UP76VWAeaclHGfGGtPZKIA6l03bYh6YcvGAzBHYowwMOOgRZfBb6ODGipRFIehgkhSwO+CPwBWQ+8+P6j/bCgrnF34FTgLOAUUpO8B/gfkpLzzmm1Nc25Kl8u8VaTCjtQjVzkJVG7bEWcWIg48GBAHdgDOfdnkboD3chN7wPAXUXuwNcQB3YiuQMvIA48FGAHwvXAyaTuwP+IONCSswLmEGvtLsBMbxtBcgeeRxz4ZxAdSEZRBvgw1loH+BhwNtJfWYU0Tb+JjJAcNPmkF9Q1DidS0U8Hdk7hYyFkVac/TquteTV3pcsdngOHIQ7sRsQBizjQay3xoBLnwOnIzW9/bAXuAW6aVlvzWs4Kl0M8Bw5H/t9hBzYiDtw3CB0IB/vppO7AXUg98HrOCpdDPAemIv/vcUig34Q4cK8xZn3yTweXog7wSmIW1DUOQVIGn+VtqTTjvgz8EbgvKH21g5kMHViELAJyf1D6agczngPHEHEglab8l4g4oOsrFDka4AOON1DnYCIXeX85tzcDtwFzp9XWvJPLsin5IUMH/oo4sDynhVPygufAIUQc6G8NjiYiDqzIaeGUnFG0Ab5z4bxvIkl3fl0+dcaifnZXPBbUNU4CzkP6r/t7qnscear/VyFOt+pcOO9byBPKNeVTZ7wy0OUpFjwHzkcc6O+p7jHEgX8XmgOdC+c5wLeRRWh+VT51RlF2Mw0EC+oaJxNxoL/pmP9FHJhfoA58F2me/7/yqTOKsoshVxRlgO9cOO9GYJb3aw+wd/nUGYFdMCAXLKhrLANOQwYo9TcvfA1wM3BzoaTL7Vw4by4ywArEgb3Kp85YPYBFKjo8Bz4BfAPpu++LD4A/Iw4URHrPzoXzbga+7P3aA+xZPnXGYE7jmjaeA9OReqA/B1YjDtxSQA7cCnzB+7Ub2KN86oxBM/aqP4ouwHcunLc/sITYkZI/L586w7f15wcb3hPd15AMYaP72LUT+BMwe1ptzYBdRJ0L5x0ALCbWgSvLp864amBKVPx4T3RhB0b1sWsnMBdxYMAGr3UunHcQ8DqRPPIAPymfOuOXA1SkomdBXeM+RBzoa5BuB/JE/6sBdmAKksEv2oEflU+d8auBKVHhUdL/LoVD58J5Fchoz/hyZ5riUQGm1dbUT6ut+QHSXHsRMrUsEeXAt4B3F9Q1XrOgrrGvm4Gc0Llw3lDUAd+ZVluzYlptzaWIA59DppgmohxpFn93QV3jrxbUNfZ1M5ATOhfOq0QciF8OTh3Igmm1Ncun1dZcgjTZfx4ZcJeICqRZ/N0FdY2zF9Q1pjJjx1c8B+6mtwN5r5MKmaIK8MAvSLzcat4FCyLTamu2TautuWNabc0RyKCsP5N4OcVK4AfIBf4zL8VmvphN4kFieQ80QWRabU1oWm3N7dNqa8KZ825GplHFMwy4DFi5oK7xijw78H/A/gle18rdBzwH/jattiacQfMWkjvwI8SBny6oaxyRx2L+Gtgvwet6kxdF0TTRdy6cdwIy6CvRIs6vlk+d8ZE8F2lQsKCusRq4ELgUWSkvEU3ANcCNuZxi17lw3knIoK9EvFw+dcbHcvXdgxnPgYuAS0juwCbgV8h8+lw6cAqSjS0RL5ZPnZG39TEGEwvqGkcScSDZ4NyNRBzI2TTLzoXzpgEPJ3n7hfKpM47M1XcXG0UR4DsXztsZ6XdPNuK3Fagunzqj8P8zRYqXJvXLwE+AXZPstg74JTIQy9flKzsXzhuNOJBs8Y1mYJQ6kDs8B76COFCTZLe1iAO35MCBMcgiI8n8ayqfOkOf4nOIlyr3q8CPgV2S7LYWaW29ZVptTaef39+5cN5YxIFk/m0onzojWbkGHQUf4L1pEPcCn+5n13E6ejL3LKhrHIbMYPghyZvFVwFXA3/zY1qN58DfgRn97LpL+dQZG7L9PqVvPAe+iTTRJ3PgPcSB2310YB6SsbAvxpRPnVHUefaLgQV1jVXIeJwfkLyLtAG4CkmJ7ZcDDwJn9rPrqPKpMzZn+31BoBj64D9O/8EdYN9cF0SBabU1W6fV1lwLTAR+BiRawGc80m/31oK6xuk+fO0n6D+4gzqQFzwHfg3sDVyJtKDFsxfwF+DNBXWNp/nwtafTf3AHdSAvTKutaZ9WW/MrpB64GlnIJZ4JSLIcu6CucZoPX3sW/Qd3gH18+K5AUAwBPn799mRZlfTCziPTamu2TKutuRqp5K9B8trHsw/w7wV1jfctqGtM1qyaCvEOJMuupg7kkWm1NS3TamuuQir5X5PYgX2B/yyoa7x3QV1jsmbVVIifo50sy6I6kEc8B36GOHAtiR34EPDwgrrGuxfUNWbTfB5fD6gD/VAMAf6/QLgfoRn4fpL9JuWlNEoM02prNk2rrfkhEuh/j8yTjufTwLIFdY1f9lJmpkv0oKrNyIC/RKgDA4DnwGWIA38gsQOfQRz4og8ONCFNw4lQBwaAabU1G72ptpOAOcD2BLudB9QtqGv8gg8ObEK6iBKhDngUfIAvnzrjESQd6beBKSSfoz1oVowqRKbV1qybVlvzHeSp/WYkq1Q0I73Xn1pQ15jWHXb51BkPE+tAsvm56sAA4jnwbcSBW5DsctHsjDTbP+klVUmZ8qkz/g0cS8SBl5Psqg4MINNqa9ZOq635JuLArSR24FbgcS+5UsqUT53xTyQ9ediBZKmJ1QGPgh9kF0/nwnklyN1h9M3Jv4Dzy6fOSDRnWxkAFtQ1HowE9EMTvN0B/By4NjzK1rujn4GMkr97Wm3NxmTH7lw4rwx5Sox+CngQ+Gz51Bm6El6BsKCuMTyP/pAEb3cgfbfXxTnwSWS5z7um1dYkHSzXuXDeEHq3FPwDuFAdKBwW1DUeijhwcIK3tyGD8K6fVluz3dvfAT6FjJK/a1ptTVOyY3uJz+JXvPs78LnyqTN0NUSK4Ak+nvKpM3qA+JHS39TgXlh460ofjnSpxFe4Fcg0mlcX1DUe7r12CXJx/g54oa/EKeVTZ3QhTXTRfEsr9sLCW1/+MOTcxle4Fch0ulcX1DUe5r12GXA/4sDzfSVOKZ86YzvSVB/NLHWgsJhWW/Mq8DGkSyXegaFI0qJXFtQ1hnNY/Ai4D+nue95b3z4h5VNndAAtcS/P0uAeoegCvEd8E0w2g3eUHDGttqZrWm3Nb5CsY48k2MUgwfxGYhe82QcZod8X6kAR4DlwPeLAfxPsYoCFC+oafw+cGvX6h4Cf9nN4daAI8By4FjnXjyfY5UDgxQV1jb8lth6oRebb94U60AdlA12ADBmUJzU0f04p8uRTFrUNSeH3buRppwnYXDl9VqIBMDljWm1NgzdV6jzgt8DYqLcdZF59/HS77yyoa7x1Wm3Nm0kO20hsulJ1oG8fBtqBlQvqGj+OLFH6W2JTijrInOp4By72HKhLcthGYtOVDlYHUqkDyoAuYh3I69Kv02pr3l1Q13gK8FngBmJTCzvAd+j9RP79BXWNt02rrXk7yWEbiR01XwNYn4pc9BRrgI9PaDNhIArhF6H5c0qQCm+3BNu4qJ93xYdWl9D8Oa1ELvRk23rgbWClHxXBtNoaF7h7QV3jo8B1yGIW0cQ3yZcCf1hQ13ii99l4BpMD0VsNxe3AXZ4D1yOpT6OJd6AMceAUdSAnDmyh7/O/mYgD71ZOnxU/cDZtvPN4x4K6xkcQBy6M26U67vchwO8X1DV+fDA44DfFGuDfivs90SCegsK7656MLJZzEPLkER3E83kuRnjbXins2xmaP2c5sMzb6rx/366cPivt/k5v4NQXFtQ13gncRvL0wwDHI1Ps7kvwXrE7MAVpgixGB8LbOxk6sBH4nOfAX5HVy5JxEjL48oEE7xWrA/uQuB7Ylfw6sJO3TUhh387Q/DnvEFsHhOuBtPu8p9XWbAAuinIgWQpqkBwIZyODKONJ5MBf0i1PUCnWAP9K3O+JRmoPGKH5c0Yg/UrhivwgpP9p2AAWK1PKkabw+NW73ND8Oe8Re7Fb4NXK6bP6zT+998Ylh5f1dO6+Zeho1o2YAE7SabHXL6hr/M+02pr4TFmF7sBORBwIbwcgK/EVG/05EH3zl44DU8t6OnfbMnQM60bs1ZcDv1lQ17hgWm1N/EDaYnJgCpF6oFgdMN4WjRuaP6eB3vXAayk6cESKDtywoK7xkQQLGcU7oIuORVF00+Rgx+Iz0SNou4ERAzF6MjR/zp5IxRJdke+dw6/chkwT7Irb4l+L/r0cmX86yvs3kyQTqRICngee9raX4y/00Pw5+/bgLCvBLQHYOGwcy3Y9jO6SpPebf/DmV+/AW3gkejZFF+JA/LSZnBOaP2c88uQQPv9TkMxeuSKRA/05UWgO1PbgvLnDgapxvFVzGD3JHfjttNqai6Nf6Fw4bxdix+NsRxzwdZGbVAjNn7MXsQ4cROE5UIGc+/CWSwe2EuvAKwkc+LCLs9TxHNhQtRvLaj7WlwPXe+vV76Bz4bxxwJqolzoQB/I6xqRQKcoAD9C5cF49sYF0avnUGS/m+ntD8+eMRpqOT/I2v7ImtSCi9rWtq5w+K6sA5vXzVSMVfaJtZ2Twy3ik+TDbgUu9Knsk5eT86J1aK0aydNyRdJYlfbiZOq22Jub8di6c10BsE/Nh5VNnLMqyvP3iOXACcv5PxD8Hmok932sZGAdGEXGgltw48HHgn9E7tVbszNJxR/TlwGHTamtizm/nwnmriF2+9CPlU2ckS4DiG6H5c8YgDpyIeODXTX0zqdUDWd3EpOnAfiRfOS5VegV84DQkf8UOtlTsjB13JJ1lQ5Md51Bv+uUOOhfO+4DYJv6Dy6fOWJxleQNBsTbRgwgSfVEdCvge4EPz51QCRxGpzA8h8zvfTcAbUdtKvIq8cvqsvMzjr5w+qwcZPLMZqO9v/9D8OTsjlfx+cdtEUvs7VBK5GQKp7Bcif4sdo2hHdDRzyOonWTruKNor4sfZADJn+sS4114hNsAfCvge4EPz5wxDHAhX5geTuQMbiZz/JcC7RBzIyxzuDBwYRcSBaBeydaCJqNXoRnRs5pDVT7F03JF9ORCfj/xVYgP8oSTPcJYxngNHE+tApmwg1oHoeqAYHAhvtaTuwDDk3IXP31YSOLBTx2YOWf0kS8YdydbEDswmdiodSD1wRtTvHwEWp1CmwFPMT/CXIgtcALCpfNTWTRVjuxBxVgB/BB4yxqR1wXiDYA4lEtCPRJq20qEHWQjhjbhtTeX0WcX5B48jNH/OUGR6Svhi/zDyt+prsEy/dDul3XbXqSWbq3aNrzTunVZbc170C50L5/0QSZQBwKby0Vs3VYwJO7CciANpdd2E5s8pQxwIV+ZHIk3c6dCDjD6Od2BtgByoRAaM+e/AuCNKNg+riXfgzmm1NTGjrjsXzvsxkjQJgI3lo9ubKsZ0A+1IPXAT8M8sHAjfmByBOtALz4FwPVCLjNM4Ehk0mjFdTlm3HTe1pLm3A3+bVlvz+egXOhfO+ymSFRGAjeVj2psqRocdeAepB/5pjMl7991AU5QB3lp7bFnP9t/u1d4wpZQeenBYPWxPtpXGNO21IlOtHgC+b4xJmvo0NH9ODbIM4ceR5veRaRRnO/LU+DqRC/jNfN2JFxKh+XMcpLn6OG87ngwqexd6Ng0bd7fd7chaJOFJHXBc9AAba+3xZT3bfzuhfeWBJbj9OXA/cIkxJmnq09D8ObsS60DCx4ckJHLAZjK6uNjxHJhMxIHjyNCBjVW73fHmuCMMEkCWIQ7s+Jtaa08s69l+w4T2lQeEHXh/2J50JHbgPsSBpKlPPQfOIuJA0myKCegkcT2gDsjfMu2A70LPhqrd73hr3NQDkBvJN4Hjp9XW7AjU1tqThvR03rBXe4OJODCejtKYJv6wA/cAlxpjBs1a8b4FeMdxjkMyT5UAv3dd98E+P5Ah1tpLkLu1yrKe7VR1tbOtdGj8CY2mE+nfPtkY80b4xdD8OXsA5yBTcI4mvSbXN5CMTI8Dz+areb3Y8CHgP1A5fdan4l+01v4QcW1Y2IFQ6VA6+3ZgM3CKMWZJVPn2JOLAUaTnwGIiDjynDiTGh8r+/srpsz4T/YK11kFSmv6EqHogRQdOMsbsSITiDZAMO3Ak6TnwOrEODLqb+lTwHNiH2Ju+dBy4p3L6rPOjX/Ac+DHiQVQ9UElnadIG1w6kS+BkY0yyBFqBwpcA7zjOUCSP+AzXdfudGpEp1tqfAj8k/elmLtA6vG3dWTUb3/4IcjEf1s9nonkPeAy5kJ+qnD5rfZrfrwCh+XOmIP1lpWl8bJfK6bN2jJa31v4MyWudiQNbRrSuPWuXTe98DHHgY/18JpoGYh2IXw9BSYHQ/DmHIIPs0knUMqpy+qwdT13W2p8D3yNDB3ZqXXPW2E3LD0Mc+Ggan38XOf9PoA5kTGj+nI8gK0Km40B15fRZOzIdWmt/iWS+q0rz613kge8IY8yyND9bdPg1yO4IZODMvx3H2Qp83XXd+AxDWWGt/RiZBXcAp7yzbcSYpvrHSU2qJuQiDl/M7walz2yAOZD0gjtELVBhrT2czII7iAM7jd787hOk5sAm5Nw/ATxeOX3Wuxl8p9KbA0k/C1t0k+yRZBbcAZzyjtadRjWl7MBG4Em8ekAd8I2DSM8BF3n6BsBaezTwXTJ0AOl+e8haW2uMCXS9nlKAdxxnEjLac7Lrumu91y4ArkWehGuQZrjDkQEpVwIzfS7rlcjqQxkxvH29U9rT1Vfz2+tIpqSHgcXeKFPFXx5Dpn711zznIk2qv66cPis6wc1VZJEkZHhbY38OvEbEgTfUgZzwXyS96K797Beu1K+J68fOyoER7eudUre7LwdeJeLAEnUgJzyC5C/ob/pl2IH/i5sWeDXZJQtykK7CE0m8+E1gSLmJ3nGc+4AG13UvcxxnKnIBnOq67iLHcaYBp7mu+y3HcSqAx1zXPcavQlprJwNLySbAt62nZmOvFpkXgXnAP/TuPD+E5s8ZiYx5KEMGv7R5/+74OdFCKNbaDyE3YdkEeGo29lq3ZCERB1Zmemwldbypl0cjrTkx5z78cxIH9kMCcBYOrKNmY691S14g4kBDpsdWUsebdncU6TuwP9LF40c2wIXGmCN8OE7Bkk4T/TXAk47j3IHc4c50XTc853gR8H3HcRwki1e/8yrT5Fyy7E5oqxqL4/ZQ0bGle9i2zVcN6dr218rps1b7VD4lRSqnz2oG/p3BR89FFp7ImLaqXTwHWruHbWv62ZCujtsqp8/6IJtjKunj9af/K4OPnkfWDtTguK44EGr6yZDujtsrp89a0/8nFT+pnD6ricwcuID0pysm41Br7VhjTGDHUqQcNF3Xfc1xnEXI4IhrXNe9L+q9TY7jPAg8g8z9/KLP5RyfTlkT4ji0jtiV1hG7tgEPG2M0uBcXPjkwjtYR49qB/xhjNLgXF3478LAxRoN7cTGe9MfxJGMbkqFPA7zjOCVIzvce5Gk+Btd15wBz/CtaDFkvjZjj4ym5x6+LOlfHU3KP3+dM64HiQx1Ig3T+c9cjCWCWI80k+eQD5MbCD8qR0bFKcbEa/xwYgjpQjHyADLzyA60HipPVqAMpk1KAdxzna8h6vGchT++Xev3t+eJBoqZJZMkaZE6zUlw8SNR0qSx5H1jl07GU/DGPqGmTWdKA3DAoxcUD+OdAPTKjI7D0G+AdxzkJSfB/uuu6jcgfuBxJ65kXjDGLkRHU2dIGXBH0uY9BxBjzKjKTIltaUQeKEmPMy8BbPhxKHShSjDEvIamrs2VQxII+A7zjOLXAvcCFrusuBXBdtxv4DXBZ7osXwxXI4gHZsA3JuKcUJ344EEKeBJXixA8H2pGZQEpx4ocDW4hbrjiI9BngXdetc113jOu6D8e9Psd13am5LVovnkQWjMj0xG4FPm2M6TW3UikaHkNu0DLN+b0V+JQxpsu/Iil55hEkOGfjwKeNMd3+FUnJMw8jwVkd6IeiGUHoNaV8Bbid9E5sN9Ikd4Yx5qlclE3JD54DXwLuIDMHphtj/peLsin5wXPg88jKYOk6sAX4hDHm2RwUTckTngMXIQ98mTgwzRjzfC7KVmgU63KxFwDXAcORfMSJblRCSErCV4DPG2P8Tr6jDCDW2guRVMlVJHcgPCjvZeBzxhjNVBcgrLWfQwb99uVAyHv9JcSBhrwVUMk51trPIw4Mo38HFiKx4L28FXCAKcoADzuWCzwCyXl/JnKRO8hd2hpgLnC7JjMJLp4DRyIOnEGsAx8QcUCTmQQUz4GjEAdOR276QRxYjThwhzoQXKy1JcQ6EF5hLuzATcCdxpi1A1PCgaNoA3w83oU+xBiTs+VqlcJGHVDUAUUdiBCYAK8oiqIoSoSiGWSnKIqiKErqaIBXFEVRlACiAV5RFEVRAogGeEVRFEUJIBrgFUVRFCWAaIBXFEVRlACiAV5RFEVRAogGeEVRFEUJIBrgFUVRFCWAaIBXFEVRlACiAV5RFEVRAogGeEVRFEUJIBrgFUVRFCWAaIBXFEVRlACiAV5RFEVRAogGeEVRFEUJIGUDXQClN5dXTCoDdgF2A8Z5/4a3KuS8hbchKfzeDTSlsW2Z3VHfk/v/qZKMOAfCW9iFvhxI5oM6UGQkcSDsQbQDqdQBZUAX6Tvg5v5/quQKx3X1/OWTyysmOcAEYD96X7jhrYaBbV3pATYAbwN1wDJvqwPe14o/OzwHJgK1FIcD4XMf9mC1OpAdl1dMKiFxPRB9Q19oDkR78L4G/8JHA3wOubxi0jDAAAdFbQcCOw1kubJkK3KRxwf+5bM76jtTPcjlFZMqgIOBN2d31LfmoqCFQBIHDgJGDGS5siTsQHzgX5GmA0OBKQweB6YQWw8UswPtxAb+sAuZOmBnd9S35aCcgxoN8D7gPZHtRu9KfF8GzziHbuAd4FngaeDp2R31axPteHnFpBHAc0gl1wp8cXZH/QN5KmdOiHJgCrEO7MPgc+B/iAPP9OHATsDzSODbAnxhdkf9P/JUzpzgObA7veuBwebA28Q6sC7RjpdXTKpGHNgfaAE+N7uj/p95KuegQAN8BlxeMakUefo8ETgBOBQY7fPXbATWAmvithZgO9Kf1hX3c/zv4Z/LgZ2BUSlufj1ZvI0X7Imq7C+vmPRxYEHcvj8AriuWZr8oB05CHDiE3DgQPu/RLhSTA3XEOrAO4PKKSacB/4nazwUuBX5TZA4cQqwDo3z+mmgHol3oy4FkPlSQngPDffo/JHPgdOBfUfu5wPeA3xWLA4WOBvgU8O7MJyMBPXwx75zFIVuAJcBKel+8a4B1szvqO7IpczZcXjGpHNgT6R+s9f4NbyOzOHQ44NcBv0YG/0TzJ+Cbszvqu7L4jpwQ5cBJRBwYmcUhww68S+8AXmgOhLewCyOzOHS4sn8buJbeA33/CHy7gB3Yh4gDx5Pd36KZ5PXAWgrDgfH0rgP2A6qzOPQyxIF3SOzAjcDFhehAsVH0Ad5auwcwHRgDVCLNfcuBh40x2zI97uUVk2qQSjx8MY/P8FD1wBtx23vFeIfqVXC70LvC3w/Yw6eveRT49OyO+i2pfsBauyfwCSIOtBBxIOMK0nMgfFN3EhLwMqEeWEysA6uK2IEaYs99+Ge/HFgAfCadfnlr7XjgNPx3YFciDpxI5g6sIPb8L6ZIB6pFOZDoAWB3n77mP8C56fTLew6E64GhiAPvAAuycaCYKcoAb60dCswAvok0k3YjJ7QEaY7aBpQC9wFzjTGL+jvm5RWThgPHEKnMD0izWFuBpcRexEuCPHgoGq9PdSpwnLd9FDkHmWCB02Z31L+fdAdrK4k4cBAy4jfegRIiDrycwv9hOHAskco8UwcWE3Fg6SB04HjEgY+QuQNLgE/M7qhfnWwHz4FPIg4cSHIH7kUceCWF/8MIxIFwUDdplrud2HpgMeLAoBhA5vWrR9cD2TiwGHFgTbIdPAc+hThwAIkdcIg48GqGZSlKfAnwjuMcBfzC+3U34D+u616c9YETYK3dG3nK25X++4i6gQ7gb8B3jDHbo9+8vGLSSOB0JFCcioiRKpuBJ4HHkeam5bM76rvT+Hyg8SrKI8g84IeAs2Z31P83/g1r7WTEgV1I3YFbgYuNMTHNfpdXTNqZWAcq0ihjE+LAE6gDvfAcOJLMK/sQcMbsjvrH49+w1u6DODCW1B24Bfh+EgfOQBw4hfQdeIJYB3QKoYd30xftwKGk58BW4PTZHfVPxr9hrd0XcWAM/TvQBXQCfwYujXcgqPj+BO84zm3AX13XfcbXAwPW2gOQ0ddVpC/Ji8C0uw89sxo4E7mYT6R3P3AyOpAR4o8jF/PrWpmnjlfZn4hUsqkORtsOVM3uqN9xY2atPQgZoTuc9EYmbwVeAD7hOXAWEQdSTfi0DXHgCcSDxepA6ngOnAzcTOqD0bYDw6L7Y621U4BnyMyBZ4HT7z70zJ2JOHAC6TvwOBEHNKCniBfwww6kOo6pE3Fgx7VmrT0EuaGqIn0HngHOjH/gCyK+ZrJzHGcI8DHgi34eF8BaOxqp2EcgTS7pMGz71tDU5y779TIkuUQqQrjAK0Qq8xdmd9SH0vxexWN2R32rd3GnM9J8CPKEtgbAWjsWuagzc6B96xHPXnpNOg70AK8SqcxfmN1Rn/G4jsFOlAPpjDQfggSCDQDW2l3IwoHOtvajn73kV3Wk58ArRBxYqA5kzuyO+i1ey2k6g5TLkUF9TQDW2hqk5SyTmR7DkC6YucCXMvh8UZFSgHccZxLSJzbZdd213msXICMgD3NdN9xXejLwhOu6ubij/RbSdJbuRQ1A/UOPV6594bW9+9ntPeBhvGb32R31TZl8l5KU+jT3fxcZTRzmO0g3SkYOrHjwsWHrXlrcnwMNxDqwOZPvUpKSrgP1szvqN0T9fjFZ1AMr/vHosMaXl/TnwEpiHWjO5LuUpKTrwPK4uvj7pNedGs8w4Hxr7c+MMUnHeASBlAK867r1juPMB74LXOY4zlRkKsOpUcEdZLDDX/0upDeQ4nvI6NiM6Aolffh+G5jnba8X46jWYmF2R/3zl1dM+izwaaSLpRVo8/4N/9yGTD1aB9wWPh/W2ioiAT4jurYmdaCOiAOL1YHcMbuj/tnLKyZdhAyOCzsQ70E74sAa4PbwZ621w5HBVFk4kPThexkRB95QB3LH7I76py+vmPQ5pHukLwd2Bj4g1oERwDdIb5xEIhwk98a3szxOQZNyH7zjOIcgzSJHAY8B33Vd976o94cArwMH+v0Eb639EvA7pL8lI0IbN/PsD37FJrscXNe6PT1/Ry7mt/RiLnystV8BbiAbBzY08b9Lf0XTWyvA7bFuj3s/MG92R/1bvhVUyRnW2pnAdWThwNYNm3j2kl/RtKwe1+1ZSo/7d9SBosFaOwu4hiwciCIEjDHGbPXhWAVJyn3wruu+5jjOIuAl4Jro4O5xEvBkjprnDyDLE1o5ZmdOufUakLvD84wx1o+CKXnjQLJ1YOwoTr3t1yAOfNoYs8yPgil54yCydGDY2NGc+rdrQRz4lDHmbT8KpuSNKfgT3EFmV+yG5CgIJCkHeMdxSpA/SA9yBxWD67oL6J1+1C/8TP/YQ3Ev8jBYUQeUbLJHxqMOFCfqQBqkM73geqRfbDlwQU5Kk5wN/e+SMiVIhiOluFAHlI0+HqsUdaAYUQfSIKUA7zjO14CzkXmj1wCXOo6T0SjWDHkVGYDhB6XIaHmluHgF/xwoAZJmyVMKlpfxzwFQB4qRRfjnQA8yiC+w9BvgHcc5CZgNnO66biPwADIv8cwcly2avyOJZrKlA0lX2O7DsZT8cj+S9CRbOoCbgjywJsDci2Qky5ZtwI3ZrFWhDBh3I13F2RICfh/0HPV9BnjHcWqRi+pC13WXAriu2w38Brgs98UTvIxD/4dkIcoGF+lqUIoMY0wn8Cv8ceA32ZdIyTdeZfxrsncAZEaGUmR4N2XXIQE6W37nwzEKmj4DvOu6da7rjnFd9+G41+e4rjs1t0XrxZ+R/pJM797agT8bY5IuXKAUPHOR1QKzceCPxph1/hVJyTM3ISPgs3FgjjFmvX9FUvLMjYgDmc7Y2oo8vfs5rqcgSWeQ3YBijGlFVinaiOQmTod24J9IFiylSDHGbEEc2ERmDswDLvG7XEr+MMa0IA40kX6XTTvSxXip3+VS8ocxpplIPZCJA/cAP/K5WAVJ0QR4AGPMe8ic+PCgu/7u4LYhTTk/Bz5rjNFFIYocY0wD4sDriAP9JSna5m1XAZ9XB4ofY8xKxIHFpOfAz4AvGGM0sVWRY4x5F8mNsYTUHQgBPwG+MlgcKNb14EuAo4GvI8s8bkdGx5cgg3AcpAlnLnCbMWbVABVVyRGeA8cgDpxOcgf+iDigI6YDhufAsUjq0ulIq068A1uQZv3b1YHg4TlwHFIPJHOghYgDgc49H09RBvhovPzUxyOrlFUiF/QKYNFguUsb7EQ5MAbJU64ODDK8HOXhemAoUqmvAF5WBwYHSRxYDrwyWB0o+gCvKIqiKEpviqoPXlEURVGU1CjKAL+qqa1iVVPbf1Y1tTWsamrL23x8pXBY1dRWuaqp7WHPAR0ZPwjxHFjgOfC9gS6Pkn9WNbUNW9XU9uiqpraVq5ravjvQ5Sk0irKJflVT29PI4Jowh40fNXzRABVHGQBWNbU9iyxdHOaj40cNf2WgyqPkn1VNbS8g06XCHDJ+1PDXB6o8Sv5Z1dT2InBY1EsHjh81fOlAlafQKLon+FVNbacRG9wBPj0QZVEGhlVNbacTG9wBPjkQZVEGhlVNbWcRG9xBHRhUrGpqO5vY4A7qQAxFFeBXNbXtAvw1wVvD810WZWBY1dRWA/wlwVvqwCBhVVPbOOCWBG8FeulPJcKqprbdSOyA1gNRFE2AX9XU5iAV+y4J3k70mhIwPAduBcYmeHvXPBdHGQCiHBid4O2aPBdHGQBWNbWVALcBoxK8vVt+S1PYFE2AB76KJDJIxL75LIgyYHwdOC3Je+rA4OCbwMeTvKcODA6+BZyc5D11IIqiGGS3qqntQ0hq0soku3QAVeNHDfdjGUGlAFnV1LYf8BqSwCIR2xAHNBVtQFnV1LY/8ArJHdgKDB8/anjhV2pKRqxqajsAeBmoSLJLG7CTOiAU/BP8qqa2cuAukgd3kJO9Z35KpOSbKAeSVex47+2RnxIp+WZVU1sF/TswDG2iDSyrmtqGIg4kC+4gffDaXedR8AEeOB84NIX9tGkmuFwIHJzCfvvkuiDKgPE54KAU9tN6ILh8HllkqD+0HvAohgC/f9zv/0uyn17YwSXegaeT7KcOBJd4B55Ksp86EFziHXgyyX7qgEcxBPg7kHV/Qfrhf5BkP22eDS63I+t/gywVfHmS/dSB4PI3YLP38yvIsp+JUAeCy9+AZu/nRcjyv4lQBzzKBroA/TF+1PAl3gCrvQBL8j64N/NXKiWfjB81fLHnwHhgKcnnuqoDAWX8qOGvrWpqq0UcWAJUJ9lVHQgo40cNf8VzYE/EgUTT5EAd2EFRjKKPxpsHuw0oj3r5p8AvdeTk4MCbB9tB7A3q5cCv1IHBgefAdmJbIS8DrlUHBgermtrKkPXfnaiXLwWuVweEogvwAKua2t4nthlm0vhRw98dqPIo+WdVU9saYFzUSxPHjxreMEDFUQaAVU1t64hNbjN+/Kjh7w9UeZT8s6qpbQMwJuql3cePGr5moMpTaBRDH3wiGuN+1wxWgw91QFEHFHWgDzTAK8WKOqCoA4o60AfFGuDjm2B03uPgQx1Q1AFFHeiDYg3wb8T9nkoiHCVYqAPKkrjf1YHBh9YDfVCsAf7VuN8/MiClUAYSdUB5Je53dWDwofVAHxRrgH8DiF5YZtKqpradB6owyoCwGIheWGafVU1tyeZGK8HkdSB6GtCHVjW16Zrwg4vX4n7fb1VTm64J71GUAX78qOFb6Z3M4JCBKIsyMIwfNbwNWBb3sjowiBg/angr8HbUSw6prVmgBITxo4a3AO9EvVQCTBmY0hQeBZ/Jrg9eBQ4M/9LT3XWctbYeaAWajTG6dGzweZWo/NQ93V3HW2tXAluAFnVgUPAKUBv+xXNgFerAYOJVovLPew6sRhxoNsYM2iWkizLRDcB7G7d83SkpuSn8+7Ytm7d3trV0Ijct25FlBW8GXjPGFOd/UumT9zZu+aZTUvKH8O/btjRt72zbEnagk4gDr6sDweS9jVu+45SU/Db8+7aWpu2d7TEO3Ik4sFgdCCbvbdzyPaek5Prw73EOdOA5YIxZPEBFHDCKLsBbax3gMnB+WjV23NDSIeUlPd1dtG9ch9vdFb1rN5LSdh1wrjEmfkCOUqRYa0uAH+E4l1eNiXZgLW53zANbF3KBrwM+Y4yJH5CjFCmeA5fjOD9KwYFO4AOkHojvs1WKFM+Bn+I4P6gau9vQ0rIh4sCGtbg9CR1YjdQDiweguAOCLwHecZwS4FZgEtIP9hXXdeP7R7PGWlsOPACcAFQBlJQNoae7C/r+f2wFvmyMucfvMin5xXPgQeBYoh3o6iJ2vFUMLhACvmCMuT8f5VRyh7W2AngIOJr0HficMeaBPBRTySHW2qHAv4AjSN+BC40x/8hHOQcavwbZTQEqXNc9GvgRcLFPx92Bd7f2IHAi3gkF6Ona3l9wBxgG/MVaO8Pvcin5w1pbCvwTOI54B5Jf1CA3ncOA26y1Z+WuhEqu8Rz4N1E3eJCWA7dba8/IZRmV3OI5MB84iswcuNNaOz2XZSwU/Arwq4Fux3EcYGdgo0/HjeZ04BjkBGVCJXCrd+enFCdnIk9t2TjwV+8JUClOzkGe2ioz/HwlcqOnDhQvnwQOIzsH/ua1BgaalAK84ziTHMdpdxxnXNRrFziOs8ZxnD2RgN4B1AF/AG5KcqhsuJrk64CnSglwkQ9lUfKMN/bi50TdsWdIGfDZ7Euk5BsfHRgCnJ99iZR84zngRywoB87NvkSFTUoB3nXdeqRJ5LsAjuNMBW4EznJd933gFKDEdd0PATOA65McKiOstUci/fvZMhz4mdfEoxQXRwN7+XCc4cCVXpePUlwcB+zuw3GGA1epA0XJCcBuPhxnOHC1d8MQWNIR/Brga47jGOAfwEzXdRd57znAJu/njYDfGcWmkXmzbDzVwESfjqXkDz8dGAVM8OlYSv44jeyf3sOMAfb06VhK/phO9k/vYXbBnxvGgiXlAO+67mvAIuAl4I+u694X9fZjwJ6O4zwD3Is0ofjJbshNhB90AaN9OpaSP/x0YDsS5JXiwm8HtB4oPvx4eg8TeAdSzmTnTYXrRvJ/XxP9nuu6XcBn/C1aDB0+HstB5kQqxYU6oPjpAKgDxYjWA2mQThP99cBIYDlwQU5Kk5wG/DsRFUjiE6W4aMBfBxp9OpaSP1binwND0XqgGFmJPHn7QeDrgVRH0X8NOBs4C3l6v9SbEpcv7iJ25bBMcYFFxpi1PhxLyS934p8DLxhjAn1hB5Q78M+BZ40xuZjOq+SW24hdSTRTXOBpY0yTD8cqWPoN8I7jnATMBk53XbcRySRXjsxJzgvGmNVIgpNsT+xW4IrsS6TkG2PMKmQmhx8O/Cz7Ein5xhjTACxAHRi0GGNWAv8l+xu9EIPAgT4DvOM4tciguQtd110K4LpuN/Ab4LLcFy+Gn5Nd81w30sz7jC+lUQaCq8negXeB5/wpjjIAXEV2/bBdwHJjzPM+lUfJP1ci64xkShewzBjzoj/FKVz6DPCu69a5rjvGdd2H416f47ru1NwWLRZjzJvAt5C773TpBpqAT+iKUsWLMWYp8B0yd2ATMF0dKF6MMW8A3yc7BzRVbRFjjHkduJTMHOhCpnLnrQV6ICmqRA/GmL8AX0ZObKqVdAh5avuYMea9XJVNyQ/GmJuBr5G+A/WIA6tyVTYlPxhj5gJfJ30HliMOvJ+rsin5wRhzEzCL9B14B3Hgg1yVrZAoqgAP4K0Idxiy8Mw2oC3Bbj1AK7AeuBaY4vXfKQHAGHMnMBVZUaw/BxqBXyMO6A1eQDDG3I7kpP8nfTvQhjhwDXCI3uAFB2PMbcCRyKpy24D2BLuFHVgH/Ao4dDDd4BXdevDRWGt3QhYeuADJSlQJbAHeAv4MPGeM8WPUrVKgeA58iogDQxEH3iTiQPFKrvSLtbYaceB8Ig60ABa4GXheHQg2UQ5cAIxFpsBtQRz4MzJzZtA5UNQBXlEURVGUxBRdE72iKIqiKP2jAV5RFEVRAogGeEVRFEUJIBrgFUVRFCWAaIBXFEVRlACiAV5RFEVRAogGeEVRFEUJIBrgFUVRFCWAaIBXFEVRlACiAV5RFEVRAogGeEVRFEUJIBrgFUVRFCWAaIBXFEVRlABSNtAFUBSl8Ck/+IuuU1JKzFZaSknU7yVlQ2Le2/F6zD7lvd6XfRycEgfHcSgtK8EpcShxvNdKHO99cBz5uaSspPf7juwTPlZpqRynNMFW5v1bXlYa+56TaJ+ShMeI/swQrwyljpS71JFy7PjZcRhSWrLj59IShxKHyP4l3j4lJTt+dhwowfvXYcfvpSXgEL2P93fZsQ+UljjePlHvRX3GcV2cni5we8B1we3BcXu8372tp8fbJ/H7jrcPPd2x7/V043qv09ON290NXdtxe7qhp8f71/u5uzuyX9f2xJ/tCR+zm57tXbjdPbg9PfJvdw893d0xv3eH94nfb8fPkeP0xOzjer+79HS79HR209Ptep91I+93R37u3h79WRe3p8f7jPe5bpfurh66XZdul6T/dvYkf78H+TfZPnPdBifZdatP8IqiKIoSQDTAK4qiKEoA0QCvKIqiKAFEA7yiKIqiBBAN8IqiKIoSQDTAK4qiKEoA0QCvKIqiKAFEA7yiKIqiBBAN8IqiKIoSQDTAK4qiKEoA0QCvKIqiKAFEA7yiKIqiBBAN8IqiKIoSQDTAK4qiKEoA0QCvKIqiKAFEA7yiKIqiBBAN8IqiKIoSQDTAK4qiKEoA0QCvKIqiKAFEA7yiKIqiBBAN8IqiKIoSQDTAK4qiKEoA0QCvKIqiKAFEA7yiKIqiBBAN8IqiKIoSQDTAK4qiKEoA0QCvKIqiKAFEA7yiKIqiBBAN8IqiKIoSQDTAK4qiKEoA0QCvKIqiKAFEA7yiKIqiBBAN8IqiKIoSQDTAK4qiKEoAcVzXHegyKIoyiHEc56uu6/55oMuRCcVadi13fhmocusTvKIoA81XB7oAWVCsZddy55cBKbcGeEVRFEUJIP/f3r2FWlHFcRz//lQixSwjMlNBCcmkCERDrAcpxbS8RD1YSOJLiF2kHtLo8uKLUYF0oaAgFCNJi7IySg2sHrrQ1UzEg4pphzQiSzLi2L+HWcJuu497pD0zOuf3gc2e2bP2OT+G4fzPrFmzxgXezMyshlzgzaxqZ9011QZna3bnLlcluT3IzszMrIZ8Bm9mZlZDLvBmZmY15AJvZqWSdKGkzZJ2p/ehvbS7X9IOSd9LelXSuWVnbcqTK3dq21/S15LeKTNjU4YbJe2S1CVpeYvtkvR02v6dpAlV5GzWLndDu0mSjku6rcx8vcmxv8+X9Lakb9NxvajoTC7wZla25cDWiBgLbE3r/yFpBHAfMDEirgT6A/NLTXmytrkbLAV2lpKqBUn9geeAmcB44HZJ45uazQTGptddwPOlhmwhZ+4T7R4H3i83YWs5c98N/BARVwNTgacknVNkLhd4MyvbXGB1Wl4NzOul3QBgoKQBwCDgp+KjnVKu3JJGAjcBL5UTq6VrgK6I2BMRfwPryPI3mgusicynwAWShpcdtEme3AD3Aq8Dh8oMdwp5cgdwniQBg4FfgZ4iQ7nAm1nZhkVEN0B6v7i5QUQcBJ4E9gPdwJGI+KDUlCdrmztZBTwI/FNSrlZGAD82rB9In51um7K1zZR6d24BXigxVzt59uWzwBVk/6huB5ZGRKHHyIAif7iZ9U2StgCXtNj0cM7vDyU7AxoD/Aasl7QgItZ2LGTr3/t/c98MHIqILyVN7WC006UWnzXfE52nTdnyZFoFLIuI49nJ8BkhT+4ZwDfA9cBlwGZJH0fE70WFcoE3s46LiGm9bZP0s6ThEdGduoRbdbNOA/ZGxOH0nTeAKUChBb4Dua8F5kiaBZwLDJG0NiIWFBS5NweAUQ3rIzn5EkeeNmXLk2kisC4V94uAWZJ6IuLNUhK2lif3ImBlZJPPdEnaC4wDPi8qlLvozaxsG4GFaXkh8FaLNvuByZIGpWuWN1DhoLWkbe6IeCgiRkbEaLJBgR9WUNwBvgDGShqTBnLNJ8vfaCNwZxpNP5nsMkh32UGbtM0dEWMiYnTaxxuAJRUXd8i3v/eTHcdIGgZcDuwpMpQLvJmVbSUwXdJuYHpaR9KlkjYBRMRnZH+8vyK7XtmP6qcpbZv7TBERPcA9ZKPMdwKvRcQOSYslLU7NNpEVmC7gRWBJJWEb5Mx9xsmZewUwRdJ2srswlkXEL0Xm8lS1ZmZmNeQzeDMzsxpygTczM6shF3gzM7MacoE3M6shSfskHZN0NN3i97KkwWnbDEkfSfpD0mFJ2yTNqTqzdZYLvJlZfc2OiMHABGAS8Eh6OMt6YA3Z/drDgMeA2ZWltEJ4ohszs5qLiIOS3gOuAu4AVkRE41z529LLasRn8GZmNSdpFDAL+JNsxrUN1SayMvg+eDOzGpK0j2wq1x7gCPAu8ArwCTAwIv6qLp2VwV30Zmb1NS8itpxYkTQuLQ4H9lYTycriLnozs75jF9ljTW+tOogVzwXezKyPSE8yewB4VNIiSUMk9ZN0naSq5/q3DnMXvZlZHxIRGyQdJXvG/TPAMWAH8ESlwazjPMjOzMyshtxFb2ZmVkMu8GZmZjXkAm9mZlZDLvBmZmY15AJvZmZWQy7wZmZmNeQCb2ZmVkMu8GZmZjX0LzHmzNBelNAtAAAAAElFTkSuQmCC\n", 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" ] @@ -4352,9 +4361,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python (py37)", + "display_name": "Python 3 (ipykernel)", "language": "python", - "name": "py37" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -4366,7 +4375,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.11" + "version": "3.9.7" } }, "nbformat": 4, diff --git a/tutorials/tigramite_tutorial_prediction.ipynb b/tutorials/tigramite_tutorial_prediction.ipynb index 3174166c..9c4f78d6 100644 --- a/tutorials/tigramite_tutorial_prediction.ipynb +++ b/tutorials/tigramite_tutorial_prediction.ipynb @@ -26,16 +26,7 @@ "cell_type": "code", "execution_count": 1, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/rung_ja/anaconda3/envs/py37/lib/python3.7/site-packages/tigramite-4.3.1.1-py3.7.egg/tigramite/independence_tests/gpdc_torch.py:18: UserWarning: cannot import name '_fft' from 'torch._C' (/home/rung_ja/anaconda3/envs/py37/lib/python3.7/site-packages/torch/_C.cpython-37m-x86_64-linux-gnu.so)\n", - " warnings.warn(str(e))\n" - ] - } - ], + "outputs": [], "source": [ "# Imports\n", "import numpy as np\n", @@ -66,7 +57,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -78,7 +69,7 @@ " }\n", "N = len(links_coeffs)\n", "data, true_parents = toys.var_process(links_coeffs, T=T)\n", - "dataframe = pp.DataFrame(data, var_names = [r'$X^0$', r'$X^1$', r'$X^2$', r'$X^3$'])" + "dataframe = pp.DataFrame(data, var_names = [r'$X^0$', r'$X^1$', r'$X^2$'])" ] }, { @@ -90,7 +81,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -115,7 +106,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -159,7 +150,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -204,7 +195,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -264,7 +255,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -313,16 +304,16 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 6, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -342,7 +333,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -357,7 +348,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -389,7 +380,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -404,7 +395,7 @@ }, { "data": { - "image/png": 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fF9fvDPU1JGpyyoZ0DH6yCsCYeiDZYD2wd8eY7fQa/C6o26iUCbPKGDh2TkSFNHDsnIgKadmyZYgI9913HwB33nlnjXV54+X779utlGaNi2JePxTYY1UgIdmSjsFPfg8DfQk4EWghIquAu1T1GT/LZEwuSjZY9+1WyoDg+Hm3z9RlVMqQifOprIpsfKmsUgaMns2IKYtoOO3fvD9prHMs3rq8bqOFJswqY9uPu2rsLyoUJ7BHZ+WMNQoon/laAajq7/y8vjH1RW2CdWmCzySTxCy6vT/WbFqAnT8s5ZMHdufqf+KJJ+jfv7/7jcUxYsoiJ11DuD0bNogI7Nm8loHfrAnImHqgNkMI3T7Ts1NLegx/jxtGz2aPBgU0axx/OGSs/odoqtWsGXUL348MBH9p2Jhj7nmz1sEf3N9uNlfErnxMTVk/DNQYk5iXIYSxRuUM69cl7vDN8opKiosK+cf5XV2fohOlUqhYNpu1o293tluefQeNDzqGH7bHHsvvlR8Tp+obqwCMqScSpTeOlTphWL8uzjh4gB7D34s7PyBWJeKaCqKqkrInrqRq63oAilp1YP9LH0IKAm8ddQ3U2ZxnP1ckrABE5FjgEeAQoCFQCGxX1b3SXDZjTIp4nfjlFszLyivods/bMdMklzQuqtHmv/3r91k/8X+d7f0uGsEepYc426kI1NmcZz9XeHkD+BdwAfAK0B24BDgonYUyxqSW11FC8fLiuKVJ3qNBAcVFhc66vOFLM4bW5X1t9uq0BGrr4K0bT53AqroEKFTVKlX9D9AzvcUyxqSSW3NL9P544+bdbK6oDEzKmjsxIvgvXLjQWZe3b7dSBvbuyAElxawur2DElEW1yjtkUstLBbBDRBoCs0XkQRG5AdgzzeUyxqSQ11FC4ROvvGpRsIOzjmjN8jefAOD6669HVenYcfd3pzL5nEkdL01AFxOoKP4M3AC0Afqls1DGmNqLl4PHSzNMqFnFLQ9PuC3vPcXyL15ztlevXs3+++9f4zy3PoghE+e7pm+2dv3081IB9FXVfwI/AkMAROQvwD/TWTBjTPISLSuYTCCNNcqmqFDYs2ED1q/6jrKnd2ft/MMNd/BNqxM5/p9fsndxESJQvqMy4UihTTsqmTCrzCmXH8si5jMvTUCXxtj3hxSXwxiTAqlM4BYrD8+DZ/+Cdl8+GhH8R324gOl7Hu8075RXVLJpR2VEU0+JS84egMHjv0pL+U1irm8AIvI74EKgg4i8HnaoKbAh3QUzxiQv1csKhr81fPrppxx/ZBvn2KhRo7jwwgtjzh0IFxop5H682nkL8GNZxHwWrwnoE+B7oAXwt7D9W4GvYn7CGOOreLNja9u2XlVVRbdu3Zg7N9AU06ZNG5YsWULDhg0Bb8E5UXqG0HwEm92bWa7VsqouV9X3VfU4Vf0g7OdLVa2Zgs8Y47uenVrG3N9+n+JajcKZOHEiDRo0cIL/u+++y4oVK5zgD96C8wElxTQucn8LCFUifiyLmM9sJrAx9cjUheti7p++dJOzHm5IRWUVN46Zw4DRs2ukSe7dqTmtWrVi27ZtAPzqV79i6tSpFBTUDOKxOovDhQL4kInz2eGylm+oErHZvZllM4GNqUfcmmOig3/0/vDF0q++/UHWvPmwc86sWbPo2rWr6zWjg3asUUB9u5Vyg8v6A0DEE77N7s0cT8ngVHWJiBSqahXwHxH5JM3lMsbUQrxUDolUVWxh1cMXOtsXX3wxzz//vKfPegnabmUrELghuFBMJp72bZ7BbjYT2JgcMmFWGT2Gv0eHQW/QY/h7Ndrwa5PKAaD8o1ERwb/0qmc8B3+v3MpWrWRsdrDNSI7kdSZwIZEzgc9OZ6GMMTV5mSQVvQRiIrs2r6Xs8cud7b2Pv4CSEy5KKhWEV9FNRQXBfodwsTKUhqTiyd1rVtR8kbACUNXlwV8rCM4ENsZkntfg5TWVw/o3HmL7vHed7dbXjaKw8d5pHXUT3lTUYdAbMc+J1Y+RqhnCNs8gUryJYHMJvJnFpKq/SEuJjMkjyTzVJhu83PbvXLuU7/+ze13e5r2vpWnXUwAyulh6MmP+U/XkbvMMIsV7Azg9+O+1wX9fCP77e2BH2kpkTJ6YMKuMgWPnUFm1ewTOwLFzgNhPtckGr+jzVav54eXb+GlF4Mm5oGExrf/8Aq1bNvOlIzSZFb1S9eRuq4hFcq0AQk0/ItJDVXuEHRokItOAe9JdOGPqsyET5zvBP6SySmNmyATvwSv0VhEe/CuWz2Hty7c5250uvocFz9+RqluplWTG/Nfmyb2uWVHzgZdO4D1F5Jeq+jGAiByPjQIyps5irbAVb7/Xhd/DKwmtqqTsyf5UbQlMECtq0Y4D+z/K2Ue1pcfw93wPgl7H/Cf75J7KrKj1mZcK4I/AsyKyN4E+gc3A5fE/YoyB2o9c6TDojZjnJwpe4W3l27/+gPUTRzjH9vv9CA487Ah6dmrJuJllOZVyOdkndxvt442XUUAzgcNFZC9AVHVz+otlTO5L9BRaUlxEuUuStNAY9QGjZ3Pbq3MZelYXT4FrdXlFjXV5iw86hlb9bmfZA4FuvW73vB035XK2No8k8+Ruo3288bQmMICqbrHgb8xuiSZlJcptf/eZnSkqkITX2b6zioFj53ibrDR3UkTwP+CKf9Pq7DsobdbYKbNbE1OogqoPk6S8roGc7zxXAOkgIn1EZJGILBGRQX6WxZhkeJlRmugptG+3Ukace7iz4Eo8lVUad1GUNWvWICIse/NxAJoeeQbtbplE0T5tItrK431HoUjMCuvGMXNcK7lsZVlFvUlYAYjIHl72JUtECoFHgVOAQ4Hficihdf1eYzLBy8pVXp5C+3YrZdqgk/hu+GkJZ9+6VSg33HBDxDq8z0yZSZdzBjireA3rt7v5KF4TSLyEcaFKbuDYOXQd8nbWVwixVjML/zuYAC+dwJ8CR3jYl6yjgSWquhRARF4Gfgt8XcfvNSbtvLQxJztypWenlrw4fYXrNcMrjgmzyrjnxXeZ9fc/OPtGjBjBTTfdBMDlvdy/I9ZwypLiIvbco0HC9BGVVer0W2R757GN9kks3kzg/YBSoFhEuoHzlroX0DgF1y4FVoZtrwKOiVGO/kB/gLZt26bgssbUnZdx6cmMXJkwq4xxM92fposKxak4Xv1yFZdceB7bFn3qHP/5wLEcdPKxMb83/PrRI4AgUCndfWZngLh5/WMJNRHdMHp21nUam8REXV77RORSAou/dwe+YHcFsBUYqarj63RhkXOB3qp6RXD7YuBoVb3O7TPdu3fXGTNm1OWyxqRE9AgfCATSeM0M8YaExsvb06xxEXed0Zm+3UqZPn06xx13nHNsn9NvpEnnnkCgmWPaoJMSlvHsI0uZunAdZeUVNRaCgfjJ2hJJ9Dcw/hCRmaraPXp/vJnAzwHPicjZqjouDWVaRSCzaEhrYHUarmNMyiU7Lj3RkFC3JiUBZt3Zi6qqKrp27cqcOYFUEYVNW1D6p6eQwiLn3OjvuPv1+TH7KaYuXFejeSpUnmH9ujiVyIRZZdwwerZ7QrAYbKx9bvHSB9A6OAdgK/AUgbb/Qar6dh2v/QXwcxHpAJQRWHXswvgfMSZ7JNPGnGhiUrwmpUmTJnHGGWc4+w7944Nsb1FzvER0H4HbHIPV5RWeJkr17VbKgDireLmxsfa5w8sw0MtVdQvQC2gFXAYMr+uFgwvL/xmYAiwAxqjq/Lp+rzF+iTcvIFGncaxhi3uwi9lD+zrB/5e//CVVVVUMvfbChEMc4w33PKCk2PNEqXgjkwol9uBVG2ufO7xUAKH/lU8F/qOqc8L21YmqvqmqB6vqz1R1aCq+05h0iRfgE80LSDQkNHrYYoPF7/HNA33ZsW0rAF9++SUfffQRBQUFCYc4TphVFnc0z8DeHT1PlHIbT//Q+V3523mH21j7HOelCWimiLwNdAAGi0hToDq9xTImuyRqw3drUhkycb6TmVOIXGAjOlj27VbKr9oVs88++zj73NbldWt+CpXTTbPGRc7nvAxR9dLXEbq/0ESy0NuH9QNkP9dRQM4JIgVAV2CpqpaLyD5Aqap+lYHyRbBRQMYvbqN0QiNvOgx6w1NnaagSaNa4CFXYXFHpBNU5rz/N3Xff7Zy7dOlSOnTokJJyQs0ROqlaHL02I6JMZrmNAvLSBKQEZuqGlhDaE2iUwrIZk3KJ8vQkK1Gbudd271Dw/7GymvKKShRYvnw5Zx3R2gn+t912G6qadPBP1PQTLyBv/2kXQybOr9Xfy8usaJOdvDQBPUagyeckAovAbAXGAUelsVzG1Fqq1o8Nl2jiV89OLRk1fYWnt4DwZGzfPzeAnWuWONvr1q2jRYsWSZcvUdNPaUlx3HUDwkcMJfv3ssybucvLG8Axqnot8COAqm4CGqa1VMbUQTqeSOMlFwvN4k1qvPyy2Sx/4HQn+DfvdQ3tb5lUq+APse85upxezwdvf6/QW5bbfdtooOzn5Q2gMpi4TQFEpCXWCWyyWDqeSGN1hvbs1LLG0ouJqFaz4sEzI/a1GTCagj32rFPAjHdvZx9Zs8PYy98i3jmx2v3D2Wig3OClAngYeBVoJSJDgXMAfxcTNSaO2qwf60X4yJtEATCWbV+9w4bJ/3S2S379B/Y+9hygdgEzvBM3XtqGqQvX1djn9jeKPsdNvDeI0jp0KJvMStgEpKqjgJuBYcD3QF9VHZPughlTW5nIBZ+oCSWc7trJ8gdOjwj+r3z2HYf2uRghkImzUVEBN4ye7bkDNnreQbycPbGe5GP9jcIl+nvFS10xbdBJFvxzRMI3ABF5QVUvBhbG2GdM1kk2T09tJGpCCQ33LP/oRTZ/8rKz/+ALbmPRS/cBcM7R7Zkwq4yBY+dQWRUI4KGc++H3EUsyFVCsJ/nov9HexUWIQPmOSk9/r3S9ZZnM8tIE1Dl8I9gfcGR6imNMaqQ7F3y8JpTSkmJWfP8Dqx6OTG3V9uaJ7IxKnzBk4nwn+IdUVilDJs6PW36v/RnxnuTr8jdKdq0Dk53irQcwGLiVwHoAW0K7gZ3Akxkom8kSqZowVJ/EGvYZmvz08gM38sno0c7+fS8cTqM2hwE1n5Dd1ufdtKOSHsPfc/2be2nDh/hj/+siE29ZJv3ipYMeBgwTkWGqOjiDZTJZJB1j6v2Uisos1rBPAU46oJqzjmjt7Csq2Y8D/vS0s53sE3IowMf6m8d6Ao8WPfY/1WzFrdznpRPYgn8ey+Qsz1TP3o31/YkWcvci1t9k9fN/5bFrTnO2Fy5cyJj3ZiRck7a4yMtUnJp/8/CEcFAzO6M1xxgvvPQBmDyWqVmemXjT8JID34vwe6/cWMbqp/7kbJ955pm89tprAHQkcdkbFRVSUeltWk10k0/0sFRrjjHJsgrAxJWp0R6pCs7x1LYyCw+uJY0DK3CpKusnDGPHN58457UbMJrLLumRVJnKXfoAYnHLvw/WHGNqJ14ncPN4H1TVjakvjsk2mRrtkc43jVAA95qyIDrgb/txF5XVgU9v2lHJT6sXseaFG53zw9flTfatxWtnLsQf629MbcR7A5hJYCizAG2BTcHfS4AVBNYHMPVcKkZ7eGmeSNebRrIpC6LPDx+lo9VVrHn+r+z84VsACps0p/RPzyANdq/LW1FZxYDRsxkxZZGnv1OsCjZ63YCQeKtzGVMb8UYBdQAQkceB11X1zeD2KcBvMlM8kw3q0rzg1rY/Y/lGpi5cF5FXZ9zMspS/aSSbssDt/B3ffsG6sUOc7Vbn3Utxh26u143XhxFdIZ59ZGlG/hbGRPOyIMxMVT0yat+MWIsLpJstCJN73BYoibU6VnQgTEVHpttCLQJ8N3z3qJ1QUI4uq+7ayap/XUz1T9sB2KP0EPb9/QME1klKLLRgTPh1vCye4nenrt/XN6nltiCMl07g9SJyO/Aigf9mLwI2pLh8pp5ya8OPDsoVlVVMXbguIlimgpemJbdmom1fvc2GyQ872/td+hB77HdQUtePvn+vnd1+durWt7kfxp2XCuB3wF0EMoIq8GFwnzEJJdPJmY4FRNw6sXt2aunMtI3OpFn14zZW/fMCZ7tJ5xNpcfpNKFAgsEeDAs9DN6P7MDIxrLauT++ZGJFlskPCCiA42ucvItJEVbdloEymHkmmkzMdicTc8viHt7GHB//yaS+x+eNRzvYhA56jsriFMwoo8I/7cMxwQuDp+WeD36RKldKSYvYuLopYfStECTSX1bWpJRVP77bCV/7wkg30eOBpoAnQVkQOB/6kqteku3Am93kJwJDeTs7o5pQew9+r8YS7a8tayv59ubO913HncdiZgQle0W8wFZVVFMbJvw+RlVzovLLyCooKhaICcSqUcKloaknF07tl+swfXpqA/gH0Bl4HUNU5IvKrtJbK1Cux2rO7t2vuWydj9JPshskPs+2rt53t1teNosnezRnYuyM3jJ4d8zuqVCkuKqwRbBM1EVVWKc0aF9G4YYOYQbauTS2peHq3TJ/5w9NMYFVdKZGzEL0vg2RMDH52coaecHeuW8b3z/7Z2d+i1zU06XZqxHKPbs/4pcFzXpy+ImJ/tZKwf6B8RyWz7uzlOkIpmZnJ0ZVnKp7eLdNn/vAylm1lsBlIRaShiNwELKjLRUXkXBGZLyLVIpLx4aQmv93U62DWjb7NCf7SoCEH3/wqTw2/le+Gn8bA3h0ZN7PMtfM61Ik8bmbtktWFgrFbUI4XrBMltMvEamim/vBSAVwFXAuUAquArkBd2//nAf0IjCgyJmPef/99+h3Zhh3LAqtutTzrVo67dzIPXHBUxJNvvMljw/p1YerCdUmtBxwSHoxrE6wTZWcNzxIaLwtpPMlkTU13BleTXl6agDqq6u/Dd4hID2BabS+qqguC31PbrzAmKZWVlXTq1ImlS5cCcOihhzJnzhwaNKj5n0Ci9W4B176BeKJnHtemqcVLG39dm9e8diTbfIHc56UCeAQ4wsO+tBCR/kB/gLZt22bikiaHxWof37l4Gueff75zzscff0yPHj2YMKuMIRPnO/l+SoqLuPvMzp7a0UsaF7mu5hVLeOURLroSCH+SjyUTI3S8diTbfIHcFy8b6HHA8UBLEflr2KG9gMLYn4r4/LvAfjEO3aaqr3ktoKo+SXAJyu7du1s6ROMq+ol05dqNnHVEG0IDMk899VQmTZqEiNRYjB2gvKKSga/M4fyj2yQcpppsYk63AJ3sU3QmRuh4rWRsvkDui9cH0JDA2P8GQNOwny3AOYm+WFV/o6qHxfjxHPxN7vKjbTj8iXTLjNdY+Y9zCQX/h8dO5Y033nCaHUdMWVRjMXaAympl6sJ1CdvRN8eYzBWSTLt+siuupaKNPxGvfRO16cQ22SVeNtAPgA9EZKSqLs9gmUyOS/RUm65EY6vLK6javolV/7rY2dek22ns0+tqXl5czXVh58ZLT7G6vCJhO7rbU3KonT+UWK5QpEYnbfS13MrgJt1DaL32Tdh8gdznpQ/gaRE5V1XLAUSkGfCyqvau7UVF5CwC/QgtgTdEZHZdvs9kl0RPtenqONz5yfOs/miMs116zXM0aLoPUDOgxpvJ6+UJNl7wC92Hl/usbZt+urN1eqlkbL5A7vOSDnqWqnZLtC8TLB10boiXgtkt4BWKUK1aqyCyePFiDj74YGe75Nd/YO9jI1spo9Mytx/0RtzvjLVWQLR4QdgtDXZt00NHXzfZz5j8Vpd00NUi0lZVVwS/qB2xc3kZA8R/qnVr2gjPlxP9pOwWaF/9chVXXvp7NszbPZ3kxhenMW7uphprDUQ3S5QmyFLq5c0k3lOy16ad2jxF2+gbkypeJoLdBnwsIi+IyAsEJm8NTm+xTC6L14nopXklvLnIbVLS5SNeot+RbZzgv89pf6XT7ZNptGdTZ+F2CAztjPVkHKuM8cqRrGQ6SPt2K2XaoJP4bvhpTBt0UsIgbqNvTKp4SQf9logcARxL4C3+BlVdn/aSmZyV6Kk23hq9IaFgFv20q9VVLH16AAvXLAEi1+WtqKxi1PQVEU//P+2KnZcnuoxur7S1Darp7CC1bJ0mVeLNA+ikqguDwR9gdfDftsEmoS/TXzyTq9yaR6IDb/RiLCGhYBYe6Cq+/YK1Eevy3kNxh8j5iLFWGnNrGgkvo1ubfW2Dqlsa7BFTFnHD6Nl16jC10TcmVeK9AdwIXAn8LcYxBVK7dp/JG+GB161DMxTMCkXYVfkTqx69lOoftwLJr8vr5Sk+VlAtKhB27NxFh0Fv1Cpgx7vPuox+stE3JlXizQO4Mvhvz8wVx+S6eCNj4h1z2795zttsmPxP5/vD1+WNzsdfl5XGosuxd3ER23fuctI91HW4aqo7bv1Mp23qj3hNQP3ifVBVx6e+OCaXxXvKhfjj4qOD2aZNm2jevLmz3fjQX9PyjIHOdviEq1StNBbdJBS9dGNdArZ13JpsFK8J6Izgv60I5AR6L7jdE3gfsAogh6VjIlGiCWBen4Dvvfde7rzzTmf7wGufpapJK2fbLah3b9c8ZSuNpTpgu60FbB23xk/xmoAuAxCRScChqvp9cHt/4NHMFM+kQ7rS+NYmaIYfW7lyZUTG18GDB3P//ffHrKwg9hvFsH5dYmbdTFYqR9pMmFXG9p27auwvKhDruDW+8jIRrH0o+Af9ABzsdrLJfumaSJQoaMY71r9/f5566iln/9q1a2nZsiUQu4ko1sLuqZwMlcqRNm6J55o0amDt+MZXXiqA90VkCvASgT62C4CpaS2VSau6Nm+4NR8lCpqxjp33M41YGOjRRx/lmmsSLziX7jb1VI60cStTeRLrCRiTDl4mgv05mLztV8FdT6rqq+ktlkmnujRveGk+ihc0Q8f237sRO14bwoD7PgKgUaNGrF+/nj333DPt9xB9P27lTdVIG5u4ZbKVlzcAgC+Brar6rog0FpGmqro1nQUz6VOX5o1EzUfxgmbo2AcffMCJJ57o7B83bhz9+sUddJbSewjJ1JKGNnHLZKuEFYCIXElgScbmwM8ILA7/OHByeotm0qUuzRt1aXqprKzkkEMO4dtvvwWgU6dOzJ07N+a6vImkookmU0nVbOKWyVZe/su7Fjga+AxAVReLSKv4HzHZrrbNG7VtznjllVc477zznO2PPvqIX/7yl0lfP1xdm2gyOTbfJm6ZbORlLv1PqroztCEiDbB00HnL63KBIdu2baOwsNAJ/n369KG6urrOwT8VbElDk++8VAAfiMitQLGI/A/wCjAxvcUy2SqZNWkffvhhmjZtSnV1ICPn/PnzmTx5csSoHz/Fq8z8WNPYmEzzsiKYAFcAvQikW5kCPK2JPpgGtiJYbli7di377ruvs3311Vfz2GOP+Vgid14mmYGtuGVym9uKYHErAAmkW/xKVQ9LZ+G8sgog+918882MGDHC2V65ciWtW7f2sUTJ87qcozG5wq0CiNsEpKrVwBwRaRvvPGOWLFmCiDjB//7770dVcy74gyVuM/nDyyig/YH5IvI5sD20U1XPTFupTM5QVc4//3xeeeUVZ9+mTZsoKSnxr1B1ZBO3TL7wUgEMSXyKyUdffPEFRx99tLP93HPPcckll/hYotSwiVsmX8RbD6ARcBVwEDAXeEZVa6Y0NHmnqqqKY489llB/TKtWrVi+fDmNGjXyuWSpYRO3TL6I9wbwHFAJfAScAhwK/CUThTLZa/LkyZx66qnO9ltvvUXv3r19LFF62MQtkw/iVQCHqmoXABF5Bvg8M0Uy2ejHH3+kTZs2rF+/HoBjjz2WadOmUVDgbV1eY0z2ifdfr5Or1pp+8tvIkSMpLi52gv+MGTP49NNPLfgbk+PivQEcLiJbgr8LgZnAW4K/q6ruVduLisgIAktO7gS+BS5T1fLafp9Jj/Lycpo1a+ZsX3DBBfz3v//Nmpm8xpi6cX2EU9VCVd0r+NNUVRuE/V7r4B/0DnCYqv4C+AYYXMfvMyk2dOjQiOC/ZMkSXnrppZjB39ImGJObks/DmwKq+nbY5nTgHD/KYWpatWoVbdq0cbZvueUWhg8f7np+pnLqG2NSz5cKIMrlwGi3gyLSn8B6BBELhnsVb8UnE+mqq67iiSeecLbD1+V1k6mc+saY1EtbL56IvCsi82L8/DbsnNuAXcAot+9R1SdVtbuqdk8UjKKFnk7LyitQdj+dWhNFpPnz5yMiTvB/5JFHUNWEwR8sbYIxuSxtbwCq+pt4x0XkUuB04OR0ZRa1p9P4VJU+ffrw9tuBFrmGDRuyceNGz+vygqVNMCaX+TKOT0T6ALcAZ6rqjnRdx55O3X344YcUFBQ4wX/s2LH89NNPSQV/SH6BGGNM9vCrD+BfwB7AO8FRJdNV9apUX8SeTmuqrKykc+fOLF68GICDDz6YefPmUVRUVKvvs7QJxuQuv0YBHZSJ61hSr0hjx47l3HPPdbY//PBDTjjhhDp/r6VNMCY3ZcMooLTJ9NNpto442rZtG82aNWPXrsCE7j59+vDmm2/ahC5j8ly9rgAgc0+n2Toe/pFHHuH66693tufNm0fnzp3Tes1srQiNMZEsmUuKxBtx5Ie1a9ciIk7w/9Of/oSqZiT429BbY3KDVQApkk0jjgYNGhSxKPvKlSt5/PHHM3LtbKsIjTHurAJIEbeRRZkccfTtt98iIjzwwANAIJ9PptflzaaK0BgTn1UAKeLnePjQurwHHbR7cNWmTZu49dZb037taNlQERpjvLEKIEX6ditlWL8ulJYUI0BpSTHD+nVJe+fnjBkzKCgoYMyYMQD85z//QVV9W5TdJoYZkzvq/SigTMrkePjq6mqOO+44Pv88sFBbtqzLaxPDjMkdVgHkoLfeeotTTjnF2Z48eTJ9+vTxsUSRbGKYMbnBKoAcEr0u79FHH80nn3xCYWFhgk8aY0xN1geQI5577rmIdXm/+OILPvvsMwv+xphaszeALBe9Lu/555/vujSjMcYkw94Astj9998fEfwXL17Myy+/bMHfGJMS9gaQhaLX5R04cCAPPvigjyUyxtRHVgFkmauvvjoibcMPP/xAq1atfCyRMaa+siagLBFalzcU/B9++GFU1YK/MSZt7A3AZ9Hr8jZo0IBNmzbRpEkTn0tmjKnv7A3ARx999FHEurxjxoyhsrLSgr8xJiPsDcAHu3btonPnznzzzTcAHHTQQXz99de1XpfXGGNqw94AMmzcuHEUFRU5wf+DDz5g8eLFFvyNMRlnbwAZsn37dpo3b87OnTsB6NWrF2+99ZaN6TfG+MbeADLg0UcfpUmTJk7wnzt3LlOmTLHgb4zxlb0BpNG6desihnFeeeWVPPnkkz6WyBhjdrM3gDQZPHhwRPBfsWKFBX9jTFaxCiDFli5diogwfPhwAO677z5UNSK1gzHGZANfmoBE5F7gt0A1sBb4g6qu9qMsqaKqXHjhhbz88svOvo0bN0YkczPGmGzi1xvACFX9hap2BSYBd/pUjpSYOXMmBQUFTvB/9tlnUVUL/saYrObLG4Cqbgnb3BNQP8pRV9XV1fTo0YPp06cDsM8++7Bq1Srf1+U1xhgvfOsDEJGhIrIS+D05+AYwZcoUCgsLneD/5ptvsn79egv+xpicIarpefgWkXeB/WIcuk1VXws7bzDQSFXvcvme/kB/gLZt2x65fPnydBTXs59++om2bduydu1aALp378706dNtaUZjTNYSkZmq2r3G/nRVAF6JSDvgDVU9LNG53bt31xkzZmSgVLE9//zzXHrppc72559/zlFHHeVbeYwxxgu3CsCvUUA/V9XFwc0zgYV+lMOr6HV5zz33XEaPHm0zeY0xOc2vPoDhIjJPRL4CegF/8akcCQ0bNiwi+H/zzTeMGTPGgr8xJuf5NQrobD+um4yysjJat27tbN90002MGDHCxxIZY0xqWS6gGK655hr+/e9/O9tr1qxh33339bFExhiTepYKIszXX3+NiDjB/6GHHkJVLfgbY+olewMgkMbh1FNP5a233gKgoKCAzZs329KMxph6Le/fAD7++GMKCgqc4D9mzBiqqqos+Btj6r28fQPYtWsXXbp0YeHCwAhUW5fXGJNv8vINYPz48RQVFTnB//3337d1eY0xeSev3gCi1+X9zW9+w9tvv21j+o0xeSlv3gAee+yxiHV5v/rqK9555x0L/saYvJUXFcBFF13EtddeC8AVV1yBqtKlSxefS2WMMf7KiwrgmGOOQURYsWIFTz31lN/FMcaYrJAXFcB1111HdXW1rctrjDFh8qICMMYYU5NVAMYYk6esAjDGmDxlFYAxxuQpqwCMMSZPWQVgjDF5yioAY4zJU1YBGGNMnhJV9bsMnonIOmC53+WI0gJY73ch0sDuK3fUx3uC+nlfft1TO1VtGb0zpyqAbCQiM1S1u9/lSDW7r9xRH+8J6ud9Zds9WROQMcbkKasAjDEmT1kFUHdP+l2ANLH7yh318Z6gft5XVt2T9QEYY0yesjcAY4zJU1YBGGNMnrIKIAVE5F4R+UpEZovI2yJygN9lSgURGSEiC4P39qqIlPhdproSkXNFZL6IVItI1gzHqy0R6SMii0RkiYgM8rs8qSAiz4rIWhGZ53dZUkVE2ojIVBFZEPz/31/8LhNYBZAqI1T1F6raFZgE3OlzeVLlHeAwVf0F8A0w2OfypMI8oB/wod8FqSsRKQQeBU4BDgV+JyKH+luqlBgJ9PG7ECm2C7hRVQ8BjgWuzYb/rawCSAFV3RK2uSdQL3rWVfVtVd0V3JwOtPazPKmgqgtUdZHf5UiRo4ElqrpUVXcCLwO/9blMdaaqHwIb/S5HKqnq96r6ZfD3rcACoNTfUkEDvwtQX4jIUOASYDPQ0+fipMPlwGi/C2EilAIrw7ZXAcf4VBbjkYi0B7oBn/lcFKsAvBKRd4H9Yhy6TVVfU9XbgNtEZDDwZ+CujBawlhLdV/Cc2wi8wo7KZNlqy8s91RMSY1+9ePusr0SkCTAOGBDVcuALqwA8UtXfeDz1v8Ab5EgFkOi+RORS4HTgZM2RSSNJ/G+V61YBbcK2WwOrfSqLSUBEiggE/1GqOt7v8oD1AaSEiPw8bPNMYKFfZUklEekD3AKcqao7/C6PqeEL4Oci0kFEGgIXAK/7XCYTg4gI8AywQFX/7nd5QmwmcAqIyDigI1BNIF31Vapa5m+p6k5ElgB7ABuCu6ar6lU+FqnOROQs4BGgJVAOzFbV3r4Wqg5E5FTgIaAQeFZVh/pboroTkZeAEwmkTv4BuEtVn/G1UHUkIr8EPgLmEogTALeq6pv+lcoqAGOMyVvWBGSMMXnKKgBjjMlTVgEYY0yesgrAGGPylFUAxhiTp6wCMDlNRPYJZmGdLSJrRKQsbLthiq4xQEQa1/Kzfb0m/RKRbQmOl4jINbUphzGxWAVgcpqqblDVrsFMrI8D/whtq+pOEUnFbPcBQK0qAKAvgUydqVACWAVgUsYqAFPviMhIEfm7iEwFHhCRu0XkprDj84IJuRCRi0Tk8+AbwxPBFMvh33U9cAAwNfh9iEgvEflURL4UkVeC+V0QkeEi8nVw/YT/FZHjCcwMHxH8/p9FfXeH4Pd8ISL3hu1vIiL/F/z+uSISyvA5HPhZ8LtGxDnPGE9sIpipN0TkbmAbcBiBWaS/VdWq0H5V/d/gefMI5DcqBh4E+qlqpYg8RmC28/NR37sM6K6q60WkBTAeOEVVt4vILQRmS/8L+BTopKoqIiWqWi4iI4FJqjo2RnlfB8aq6vMici3wgKo2Cb61NFbVLcHrTQd+DrQLftdhwc/HPC9XcjYZ/1kyOFNfvaKqVQnOORk4EvgikKqFYmBtgs8cS6BJZ1rwMw0JBP4twI/A0yLyBoGFgRLpAZwd/P0F4IHg7wLcLyK/IpA2oBTYN8bn3c5b4+HaxlgFYOqt7WG/7yKyubNR8F8BnlPVZFY6E+AdVf1djQMiRxOoVC4gkBL8JA/fF+tp/fcEchUdGXwzWRZW5tqcZ0xM1gdg8sEy4AgAETkC6BDc/3/AOSLSKnisuYi0i/H5rUDT4O/TgR4iclDwM41F5OBgP8DeweReA4CuMT4bbRqBygICwTxkb2BtMKj3JND0E+u73M4zxhOrAEw+GAc0F5HZwNUE1jdGVb8GbgfeFpGvCKyBvH+Mzz8JTBaRqaq6DvgD8FLwM9OBTgQC86Tgvg+AG4KffRkYKCKzojuBgb8QWBv2CwLBPGQU0F1EZhCoGBYGy7uBQNPTPBEZ4XaeMV5ZJ7AxxuQpewMwxpg8ZRWAMcbkKasAjDEmT1kFYIwxecoqAGOMyVNWARhjTJ6yCsAYY/LU/wNl45GUzKrPkwAAAABJRU5ErkJggg==\n", 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\n", 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" ] @@ -437,7 +428,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -452,7 +443,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -491,7 +482,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -506,7 +497,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -552,7 +543,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -599,7 +590,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -666,9 +657,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python (py37)", + "display_name": "Python 3 (ipykernel)", "language": "python", - "name": "py37" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -680,7 +671,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.11" + "version": "3.9.7" } }, "nbformat": 4, diff --git a/tutorials/tigramite_tutorial_sliding_window_analysis.ipynb b/tutorials/tigramite_tutorial_sliding_window_analysis.ipynb index 2c7fb8fd..fc395971 100644 --- a/tutorials/tigramite_tutorial_sliding_window_analysis.ipynb +++ b/tutorials/tigramite_tutorial_sliding_window_analysis.ipynb @@ -15,16 +15,7 @@ "cell_type": "code", "execution_count": 1, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/rung_ja/work/code/python_code/tigramite/tigramite_v4/tigramite/tigramite/independence_tests/gpdc_torch.py:18: UserWarning: cannot import name '_fft' from 'torch._C' (/home/rung_ja/anaconda3/envs/py37/lib/python3.7/site-packages/torch/_C.cpython-37m-x86_64-linux-gnu.so)\n", - " warnings.warn(str(e))\n" - ] - } - ], + "outputs": [], "source": [ "# Imports\n", "import numpy as np\n", @@ -74,12 +65,12 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -117,7 +108,7 @@ "tp.plot_timeseries(dataframe_plot); plt.show()\n", "\n", "# For the analysis we use only the observed data\n", - "dataframe = pp.DataFrame(data[:,:3], var_names=var_names)" + "dataframe = pp.DataFrame(data[:,:3], var_names=var_names[:-1])" ] }, { @@ -131,7 +122,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -165,12 +156,12 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -236,12 +227,12 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -273,7 +264,7 @@ "tp.plot_timeseries(dataframe_plot); plt.show()\n", "\n", "# For the analysis we use only the observed data\n", - "dataframe = pp.DataFrame(data[:,:3], var_names=var_names)" + "dataframe = pp.DataFrame(data[:,:3], var_names=var_names[:-1])" ] }, { @@ -285,7 +276,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -319,22 +310,12 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "(
, )" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -346,7 +327,7 @@ } ], "source": [ - "tp.plot_graph(graph=results_alldata['graph'], val_matrix=results_alldata['val_matrix'])" + "tp.plot_graph(graph=results_alldata['graph'], val_matrix=results_alldata['val_matrix']); plt.show()" ] }, { @@ -358,12 +339,12 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -422,7 +403,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -457,7 +438,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -495,9 +476,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python (py37)", + "display_name": "Python 3 (ipykernel)", "language": "python", - "name": "py37" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -509,7 +490,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.11" + "version": "3.9.7" } }, "nbformat": 4,