diff --git a/Makefile b/Makefile index 155290b..3b7be38 100644 --- a/Makefile +++ b/Makefile @@ -13,6 +13,15 @@ docs: rsync -a docs/html/ docs/ rm -rf docs/html +.PHONY: docs-execute +docs-execute: + # Running sphinx-build and forcing nbsphinx to execute all notebooks. + rm -rf docs + mkdir -p docs + sphinx-build -M html doc_source docs -D nbsphinx_execute=always + rsync -a docs/html/ docs/ + rm -rf docs/html + install-editable: @pip install -e . @@ -41,6 +50,7 @@ help: @echo " make format - Format code using black" @echo " make install-editable - Install the package in editable mode for development" @echo " make docs - Build the documentation in the docs/ folder" + @echo " make docs-execute - Build docs and execute all notebooks" @echo " make release - Build the package for release" @echo " make tests - Run the unit tests" @echo " make install-requirements- Install all dependencies from requirements.txt" diff --git a/cereeberus/cereeberus/compute/computemapper.py b/cereeberus/cereeberus/compute/computemapper.py index 067e47d..7c95b40 100644 --- a/cereeberus/cereeberus/compute/computemapper.py +++ b/cereeberus/cereeberus/compute/computemapper.py @@ -119,14 +119,14 @@ def __addedges(clusterpoints): # Does the Mapper Algorithm in order def computeMapper(pointcloud, lensfunction, cover, clusteralgorithm): """ - Computes the mapper graph of an input function. - - The point cloud should be given as a list of tuples or as a numpy array. - - The lens function should be given as either a list of numbers with the same length as the number of points; or as a callable function where :math:`f(point) = \text{value}` so long as the function can be determined from the coordinate values of the point. - - The cover should be given as a list of intervals. This can be done, for example, using the 'cereeberus.cover' function in this module, which takes in a minimum, maximum, number of covers, and percentage of overlap to create a cover. - + Computes the mapper graph of an input function. + + The point cloud should be given as a list of tuples or as a numpy array. + + The lens function should be given as either a list of numbers with the same length as the number of points; or as a callable function where :math:`f(point) = \text{value}` so long as the function can be determined from the coordinate values of the point. + + The cover should be given as a list of intervals. This can be done, for example, using the 'cereeberus.cover' function in this module, which takes in a minimum, maximum, number of covers, and percentage of overlap to create a cover. + The clustering algorithm should be given as a callable that takes in a point cloud and outputs cluster labels (for example, `sklearn.cluster.DBSCAN(min_samples=2,eps=0.3).fit`). Parameters: @@ -138,12 +138,12 @@ def computeMapper(pointcloud, lensfunction, cover, clusteralgorithm): Returns: A `MapperGraph` object representing the mapper graph of the input data and lens function. """ - - lensfunctionoutput = __runlensfunction(lensfunction, pointcloud) + + lensfunctionoutput = __runlensfunction(lensfunction, pointcloud) coveringsets = __createcoveringsets(lensfunctionoutput, cover) clusterpoints = __cluster(coveringsets, clusteralgorithm) outputgraph = __addedges(clusterpoints) - + return outputgraph diff --git a/cereeberus/cereeberus/compute/computereeb.py b/cereeberus/cereeberus/compute/computereeb.py index 5d1a79f..e27a74d 100644 --- a/cereeberus/cereeberus/compute/computereeb.py +++ b/cereeberus/cereeberus/compute/computereeb.py @@ -79,8 +79,7 @@ def computeReeb(K: LowerStar, verbose=False): # A horizontal edge (both endpoints at the same height) must be processed # within one batch so it properly merges its endpoints into a single Reeb node. grouped = [ - (filt, list(grp)) - for filt, grp in _groupby(funcVals, key=lambda x: x[1]) + (filt, list(grp)) for filt, grp in _groupby(funcVals, key=lambda x: x[1]) ] R = ReebGraph() @@ -101,9 +100,7 @@ def _dedup(lst): for group_idx, (filt, group_verts) in enumerate(grouped): now_min = filt - now_max = ( - grouped[group_idx + 1][0] if group_idx + 1 < len(grouped) else np.inf - ) + now_max = grouped[group_idx + 1][0] if group_idx + 1 < len(grouped) else np.inf vert_names = [v for v, _ in group_verts] if verbose: @@ -183,9 +180,7 @@ def _dedup(lst): for e in edges_at_prev_level: prev_comp = vert_to_component[e] if any( - is_face(prev_simp, simp) - for simp in comp - for prev_simp in prev_comp + is_face(prev_simp, simp) for simp in comp for prev_simp in prev_comp ): R.add_edge(e, nextNodeName) @@ -227,11 +222,8 @@ def _dedup(lst): for v in verts_at_level: prev_comp = vert_to_component[v] if any( - is_face(simp, prev_simp) - for simp in comp - for prev_simp in prev_comp + is_face(simp, prev_simp) for simp in comp for prev_simp in prev_comp ): R.add_edge(v, e_name) return R - diff --git a/cereeberus/cereeberus/distance/ilp.py b/cereeberus/cereeberus/distance/ilp.py index e4648ac..cb1e6ea 100644 --- a/cereeberus/cereeberus/distance/ilp.py +++ b/cereeberus/cereeberus/distance/ilp.py @@ -23,8 +23,8 @@ def build_map_matrices(myAssgn, map_results): Returns: dict: the dictionary containing the final map matrices """ - - # create a dictionary to store the final matrices + + # create a dictionary to store the final matrices final_LBMs = {} for thickening in ["0", "n"]: @@ -218,47 +218,54 @@ def solve_ilp(myAssgn, pulp_solver=None, verbose=False): # create the constraints for block in func_vals: - for starting_map in ['F', 'G']: - if block not in myAssgn.all_func_vals(map=starting_map): # If the block is not in the starting map, skip it. This is to account for the graphs with different function values + for starting_map in ["F", "G"]: + if block not in myAssgn.all_func_vals( + map=starting_map + ): # If the block is not in the starting map, skip it. This is to account for the graphs with different function values continue - # set the other map based on starting map - if starting_map == 'F': - other_map = 'G' + # set the other map based on starting map + if starting_map == "F": + other_map = "G" else: - other_map = 'F' + other_map = "F" + + for up_or_down in [ + "up", + "down", + ]: # deals with 1 (up, down) and 2 (up, down) - for up_or_down in ['up', 'down']: # deals with 1 (up, down) and 2 (up, down) - - if block == myAssgn.all_func_vals(map=starting_map)[-1]: # skip the last block for this type of diagrams + if ( + block == myAssgn.all_func_vals(map=starting_map)[-1] + ): # skip the last block for this type of diagrams continue - + # set the matrices - if up_or_down == 'up': #NOTE: the change in block indices - bou_n = myAssgn.B_up(other_map, 'n')[block].get_array() - bou_0 = myAssgn.B_up(starting_map, '0')[block].get_array() - if starting_map == 'F': - map_V = myAssgn.phi('0', 'V')[block+1].get_array() - map_E = myAssgn.phi('0', 'E')[block].get_array() - map_V_vars = phi_vars[block+1]['0']['V'] - map_E_vars = phi_vars[block]['0']['E'] + if up_or_down == "up": # NOTE: the change in block indices + bou_n = myAssgn.B_up(other_map, "n")[block].get_array() + bou_0 = myAssgn.B_up(starting_map, "0")[block].get_array() + if starting_map == "F": + map_V = myAssgn.phi("0", "V")[block + 1].get_array() + map_E = myAssgn.phi("0", "E")[block].get_array() + map_V_vars = phi_vars[block + 1]["0"]["V"] + map_E_vars = phi_vars[block]["0"]["E"] else: - map_V = myAssgn.psi('0', 'V')[block+1].get_array() - map_E = myAssgn.psi('0', 'E')[block].get_array() - map_V_vars = psi_vars[block+1]['0']['V'] - map_E_vars = psi_vars[block]['0']['E'] + map_V = myAssgn.psi("0", "V")[block + 1].get_array() + map_E = myAssgn.psi("0", "E")[block].get_array() + map_V_vars = psi_vars[block + 1]["0"]["V"] + map_E_vars = psi_vars[block]["0"]["E"] else: - bou_n = myAssgn.B_down(other_map, 'n')[block].get_array() - bou_0 = myAssgn.B_down(starting_map, '0')[block].get_array() - if starting_map == 'F': - map_V = myAssgn.phi('0', 'V')[block].get_array() - map_E = myAssgn.phi('0', 'E')[block].get_array() - map_V_vars = phi_vars[block]['0']['V'] - map_E_vars = phi_vars[block]['0']['E'] + bou_n = myAssgn.B_down(other_map, "n")[block].get_array() + bou_0 = myAssgn.B_down(starting_map, "0")[block].get_array() + if starting_map == "F": + map_V = myAssgn.phi("0", "V")[block].get_array() + map_E = myAssgn.phi("0", "E")[block].get_array() + map_V_vars = phi_vars[block]["0"]["V"] + map_E_vars = phi_vars[block]["0"]["E"] else: - map_V = myAssgn.psi('0', 'V')[block].get_array() - map_E = myAssgn.psi('0', 'E')[block].get_array() - map_V_vars = psi_vars[block]['0']['V'] - map_E_vars = psi_vars[block]['0']['E'] + map_V = myAssgn.psi("0", "V")[block].get_array() + map_E = myAssgn.psi("0", "E")[block].get_array() + map_V_vars = psi_vars[block]["0"]["V"] + map_E_vars = psi_vars[block]["0"]["E"] # set the dimensions shape_m_mix = map_V.shape[0] @@ -271,151 +278,255 @@ def solve_ilp(myAssgn, pulp_solver=None, verbose=False): for i in range(shape_m_mix): for k in range(shape_p_mix): # inner difference - first_term = pulp.lpSum([map_V_vars[i,j] * bou_0[j][k] for j in range(shape_n_mix)]) - second_term = pulp.lpSum([bou_n[i][l] * map_E_vars[l,k] for l in range(shape_o_mix)]) + first_term = pulp.lpSum( + [map_V_vars[i, j] * bou_0[j][k] for j in range(shape_n_mix)] + ) + second_term = pulp.lpSum( + [bou_n[i][l] * map_E_vars[l, k] for l in range(shape_o_mix)] + ) # total expression - mixed_expression = (first_term - second_term) + mixed_expression = first_term - second_term prob += mixed_expression == 0 # constraint 2: each column sums to 1 for j in range(shape_n_mix): - prob += pulp.lpSum(map_V_vars[h,j] for h in range(shape_m_mix)) == 1 + prob += ( + pulp.lpSum(map_V_vars[h, j] for h in range(shape_m_mix)) == 1 + ) for k in range(shape_p_mix): - prob += pulp.lpSum(map_E_vars[l, k] for l in range(shape_o_mix)) == 1 - - + prob += ( + pulp.lpSum(map_E_vars[l, k] for l in range(shape_o_mix)) == 1 + ) - for obj_type in ['V', 'E']: # deals with 3, 4, 5, 6, 7, 8, 9, 10 - if obj_type == 'E' and block == func_vals[-1]: # skip the last block for this type of diagrams. This is because we don't have an edge with the highest function value + for obj_type in ["V", "E"]: # deals with 3, 4, 5, 6, 7, 8, 9, 10 + if ( + obj_type == "E" and block == func_vals[-1] + ): # skip the last block for this type of diagrams. This is because we don't have an edge with the highest function value continue # multiply inclusion matrices. Needed for the triangles - i_n_i_0 = myAssgn.I(starting_map, 'n', obj_type)[block].get_array() @ myAssgn.I(starting_map, '0', obj_type)[block].get_array() + i_n_i_0 = ( + myAssgn.I(starting_map, "n", obj_type)[block].get_array() + @ myAssgn.I(starting_map, "0", obj_type)[block].get_array() + ) # write inclusion matrices for easier reference. Needed for the parallelograms - inc_0_para = myAssgn.I(starting_map, '0', obj_type)[block].get_array() - inc_n_para = myAssgn.I(other_map, 'n', obj_type)[block].get_array() + inc_0_para = myAssgn.I(starting_map, "0", obj_type)[block].get_array() + inc_n_para = myAssgn.I(other_map, "n", obj_type)[block].get_array() - # set map matrices for easier reference - if starting_map == 'F': - map_0_para_vars = phi_vars[block]['0'][obj_type] - map_n_para_vars = phi_vars[block]['n'][obj_type] + if starting_map == "F": + map_0_para_vars = phi_vars[block]["0"][obj_type] + map_n_para_vars = phi_vars[block]["n"][obj_type] - if starting_map == 'G': - map_0_para_vars = psi_vars[block]['0'][obj_type] - map_n_para_vars = psi_vars[block]['n'][obj_type] + if starting_map == "G": + map_0_para_vars = psi_vars[block]["0"][obj_type] + map_n_para_vars = psi_vars[block]["n"][obj_type] # set the dimensions - shape_m_tri = i_n_i_0.shape[0] # for triangles + shape_m_tri = i_n_i_0.shape[0] # for triangles - shape_o_para = myAssgn.I(other_map, 'n', obj_type)[block].get_array().shape[1] # for parallelograms + shape_o_para = ( + myAssgn.I(other_map, "n", obj_type)[block].get_array().shape[1] + ) # for parallelograms - shape_n_para = myAssgn.I(starting_map, '0', obj_type)[block].get_array().shape[0] # for parallelograms + shape_n_para = ( + myAssgn.I(starting_map, "0", obj_type)[block].get_array().shape[0] + ) # for parallelograms - if starting_map == 'F': - shape_n_tri = myAssgn.psi('n', obj_type)[block].get_array().shape[1] # for triangles - shape_o_tri = myAssgn.phi('0', obj_type)[block].get_array().shape[1] # for triangles + if starting_map == "F": + shape_n_tri = ( + myAssgn.psi("n", obj_type)[block].get_array().shape[1] + ) # for triangles + shape_o_tri = ( + myAssgn.phi("0", obj_type)[block].get_array().shape[1] + ) # for triangles - shape_m_para = myAssgn.phi('n', obj_type)[block].get_array().shape[0] # for parallelograms - shape_p_para = myAssgn.phi('0', obj_type)[block].get_array().shape[1] # for parallelograms + shape_m_para = ( + myAssgn.phi("n", obj_type)[block].get_array().shape[0] + ) # for parallelograms + shape_p_para = ( + myAssgn.phi("0", obj_type)[block].get_array().shape[1] + ) # for parallelograms else: - shape_n_tri = myAssgn.phi('n', obj_type)[block].get_array().shape[1] # for triangles - shape_o_tri = myAssgn.psi('0', obj_type)[block].get_array().shape[1] # for triangles + shape_n_tri = ( + myAssgn.phi("n", obj_type)[block].get_array().shape[1] + ) # for triangles + shape_o_tri = ( + myAssgn.psi("0", obj_type)[block].get_array().shape[1] + ) # for triangles # changed shape_n_para = myAssgn.psi('n', obj_type)[block].get_array().shape[1] # for parallelograms - shape_m_para = myAssgn.psi('n', obj_type)[block].get_array().shape[0] # for parallelograms - shape_p_para = myAssgn.psi('0', obj_type)[block].get_array().shape[1] # for parallelograms - - - - + shape_m_para = ( + myAssgn.psi("n", obj_type)[block].get_array().shape[0] + ) # for parallelograms + shape_p_para = ( + myAssgn.psi("0", obj_type)[block].get_array().shape[1] + ) # for parallelograms # constraint 1: loss is bigger than the absolute value of each matrix elements - + # for triangles, enforce commutativity entry-wise for h in range(shape_m_tri): for k in range(shape_o_tri): - prob += ( - map_product_vars[block][starting_map][obj_type][h, k] - == float(i_n_i_0[h, k]) - ) - - - + prob += map_product_vars[block][starting_map][obj_type][ + h, k + ] == float(i_n_i_0[h, k]) # for parallelograms for i in range(shape_m_para): for k in range(shape_p_para): # inner difference - first_term = pulp.lpSum([map_n_para_vars[i,j] * inc_0_para[j][k] for j in range(shape_n_para)]) - second_term = pulp.lpSum([inc_n_para[i][l] * map_0_para_vars[l,k] for l in range(shape_o_para)]) - + first_term = pulp.lpSum( + [ + map_n_para_vars[i, j] * inc_0_para[j][k] + for j in range(shape_n_para) + ] + ) + second_term = pulp.lpSum( + [ + inc_n_para[i][l] * map_0_para_vars[l, k] + for l in range(shape_o_para) + ] + ) # total expression para_expression = first_term - second_term prob += para_expression == 0 - # constraint 2: map_multiplication and z relation. This is for triangles for i in range(shape_m_tri): for k in range(shape_o_tri): - prob += map_product_vars[block][starting_map][obj_type][i,k] == pulp.lpSum(z_vars[block][starting_map][obj_type][i,j,k] for j in range(shape_n_tri)) + prob += map_product_vars[block][starting_map][obj_type][ + i, k + ] == pulp.lpSum( + z_vars[block][starting_map][obj_type][i, j, k] + for j in range(shape_n_tri) + ) # constraint 3: z is less than either of the map values and greater than sum of the map values minus 1. This is for triangles for i in range(shape_m_tri): for j in range(shape_n_tri): for k in range(shape_o_tri): - if starting_map == 'F': - prob += z_vars[block][starting_map][obj_type][i,j,k] <= psi_vars[block]['n'][obj_type][i,j] - prob += z_vars[block][starting_map][obj_type][i,j,k] <= phi_vars[block]['0'][obj_type][j,k] - prob += z_vars[block][starting_map][obj_type][i,j,k] >= psi_vars[block]['n'][obj_type][i,j] + phi_vars[block]['0'][obj_type][j,k] - 1 + if starting_map == "F": + prob += ( + z_vars[block][starting_map][obj_type][i, j, k] + <= psi_vars[block]["n"][obj_type][i, j] + ) + prob += ( + z_vars[block][starting_map][obj_type][i, j, k] + <= phi_vars[block]["0"][obj_type][j, k] + ) + prob += ( + z_vars[block][starting_map][obj_type][i, j, k] + >= psi_vars[block]["n"][obj_type][i, j] + + phi_vars[block]["0"][obj_type][j, k] + - 1 + ) else: - prob += z_vars[block][starting_map][obj_type][i,j,k] <= phi_vars[block]['n'][obj_type][i,j] - prob += z_vars[block][starting_map][obj_type][i,j,k] <= psi_vars[block]['0'][obj_type][j,k] - prob += z_vars[block][starting_map][obj_type][i,j,k] >= phi_vars[block]['n'][obj_type][i,j] + psi_vars[block]['0'][obj_type][j,k] - 1 + prob += ( + z_vars[block][starting_map][obj_type][i, j, k] + <= phi_vars[block]["n"][obj_type][i, j] + ) + prob += ( + z_vars[block][starting_map][obj_type][i, j, k] + <= psi_vars[block]["0"][obj_type][j, k] + ) + prob += ( + z_vars[block][starting_map][obj_type][i, j, k] + >= phi_vars[block]["n"][obj_type][i, j] + + psi_vars[block]["0"][obj_type][j, k] + - 1 + ) # constraint 4: each column sums to 1 - if starting_map == 'F': + if starting_map == "F": # for triangles for j in range(shape_n_tri): - prob += pulp.lpSum(psi_vars[block]['n'][obj_type][i,j] for i in range(shape_m_tri)) == 1 + prob += ( + pulp.lpSum( + psi_vars[block]["n"][obj_type][i, j] + for i in range(shape_m_tri) + ) + == 1 + ) for k in range(shape_o_tri): - prob += pulp.lpSum(phi_vars[block]['0'][obj_type][j,k] for j in range(shape_n_tri)) == 1 + prob += ( + pulp.lpSum( + phi_vars[block]["0"][obj_type][j, k] + for j in range(shape_n_tri) + ) + == 1 + ) # for parallelograms for j in range(shape_n_para): - prob += pulp.lpSum(phi_vars[block]['n'][obj_type][i,j] for i in range(shape_m_para)) == 1 + prob += ( + pulp.lpSum( + phi_vars[block]["n"][obj_type][i, j] + for i in range(shape_m_para) + ) + == 1 + ) for k in range(shape_p_para): - prob += pulp.lpSum(phi_vars[block]['0'][obj_type][j,k] for j in range(shape_o_para)) == 1 + prob += ( + pulp.lpSum( + phi_vars[block]["0"][obj_type][j, k] + for j in range(shape_o_para) + ) + == 1 + ) else: # for triangles for j in range(shape_n_tri): - prob += pulp.lpSum(phi_vars[block]['n'][obj_type][i,j] for i in range(shape_m_tri)) == 1 + prob += ( + pulp.lpSum( + phi_vars[block]["n"][obj_type][i, j] + for i in range(shape_m_tri) + ) + == 1 + ) for k in range(shape_o_tri): - prob += pulp.lpSum(psi_vars[block]['0'][obj_type][j,k] for j in range(shape_n_tri)) == 1 + prob += ( + pulp.lpSum( + psi_vars[block]["0"][obj_type][j, k] + for j in range(shape_n_tri) + ) + == 1 + ) # for parallelograms for j in range(shape_n_para): - prob += pulp.lpSum(psi_vars[block]['n'][obj_type][i,j] for i in range(shape_m_para)) == 1 + prob += ( + pulp.lpSum( + psi_vars[block]["n"][obj_type][i, j] + for i in range(shape_m_para) + ) + == 1 + ) for k in range(shape_p_para): - prob += pulp.lpSum(psi_vars[block]['0'][obj_type][j,k] for j in range(shape_o_para)) == 1 + prob += ( + pulp.lpSum( + psi_vars[block]["0"][obj_type][j, k] + for j in range(shape_o_para) + ) + == 1 + ) - # Set the objective function prob += 0 # solve the problem - if pulp_solver == 'GUROBI': + if pulp_solver == "GUROBI": prob.solve(pulp.GUROBI_CMD(msg=0)) else: prob.solve(pulp.PULP_CBC_CMD(msg=0)) @@ -425,35 +536,33 @@ def solve_ilp(myAssgn, pulp_solver=None, verbose=False): # prob.solve(pulp.GUROBI_CMD(msg=0)) if prob.status != 1: return None, status_str - + # create a dictionary to store the results - map_results = {'phi_vars': phi_vars, 'psi_vars': psi_vars} + map_results = {"phi_vars": phi_vars, "psi_vars": psi_vars} # make the results a LabeledBlockMatrix final_maps = build_map_matrices(myAssgn, map_results) - + if verbose: print("Status:", pulp.LpStatus[prob.status]) # prob.writeLP("model.lp") # Write the model in LP format - - + # return results return final_maps, status_str - ##------------------- ILP Optimization with Distance Matrix -------------------## -def solve_ilp_dist(myAssgn, pulp_solver = None, verbose=False): +def solve_ilp_dist(myAssgn, pulp_solver=None, verbose=False): """ Function to solve the ILP optimization problem for interleaving maps. The function creates a linear programming problem using the PuLP library and solves it to find the optimal interleaving maps. - + Parameters: myAssgn (Assignment): the Assignment object containing the interleaving maps and other relevant data pulp_solver (pulp.LpSolver): the solver to use for the ILP optimization. If None, the default solver is used. verbose (bool): whether to print the optimization status and results - + Returns: tuple: a tuple containing the final interleaving maps (as a dictionary of LabeledBlockMatrices) and the optimized loss value """ @@ -464,32 +573,50 @@ def solve_ilp_dist(myAssgn, pulp_solver = None, verbose=False): prob = pulp.LpProblem("Interleave_Optimization_Problem", pulp.LpMinimize) # create empty dictionaries to store the decision variables - phi_vars = {block : {thickening:{obj_type:{} for obj_type in ['V', 'E']} for thickening in ['0', 'n']} for block in func_vals} - psi_vars = {block : {thickening:{obj_type:{} for obj_type in ['V', 'E']} for thickening in ['0', 'n']} for block in func_vals} - + phi_vars = { + block: { + thickening: {obj_type: {} for obj_type in ["V", "E"]} + for thickening in ["0", "n"] + } + for block in func_vals + } + psi_vars = { + block: { + thickening: {obj_type: {} for obj_type in ["V", "E"]} + for thickening in ["0", "n"] + } + for block in func_vals + } # create the decision variables (NOTE: these are all the decision variables for all the diagrams) - for thickening in ['0', 'n']: - for obj_type in ['V', 'E']: - for block in (func_vals[:-1] if obj_type == 'E' else func_vals): + for thickening in ["0", "n"]: + for obj_type in ["V", "E"]: + for block in (func_vals[:-1] if obj_type == "E" else func_vals): # create lp variables for phi n_rows = myAssgn.phi(thickening, obj_type)[block].get_array().shape[0] n_cols = myAssgn.phi(thickening, obj_type)[block].get_array().shape[1] - phi_vars[block][thickening][obj_type] = pulp.LpVariable.dicts('phi_'+thickening+obj_type+'_'+str(block), ((a, b) for a in range(n_rows) for b in range(n_cols)), cat='Binary') + phi_vars[block][thickening][obj_type] = pulp.LpVariable.dicts( + "phi_" + thickening + obj_type + "_" + str(block), + ((a, b) for a in range(n_rows) for b in range(n_cols)), + cat="Binary", + ) # # set the initial values # for a in range(n_rows): # for b in range(n_cols): # prob += phi_vars[block][thickening][obj_type][(a,b)] == myAssgn.phi(thickening, obj_type)[block].get_array()[a][b] - # create lp variables for psi n_rows = myAssgn.psi(thickening, obj_type)[block].get_array().shape[0] n_cols = myAssgn.psi(thickening, obj_type)[block].get_array().shape[1] - psi_vars[block][thickening][obj_type] = pulp.LpVariable.dicts('psi_'+thickening+obj_type+'_'+str(block), ((a, b) for a in range(n_rows) for b in range(n_cols)), cat='Binary') + psi_vars[block][thickening][obj_type] = pulp.LpVariable.dicts( + "psi_" + thickening + obj_type + "_" + str(block), + ((a, b) for a in range(n_rows) for b in range(n_cols)), + cat="Binary", + ) # # set the initial values # for a in range(n_rows): @@ -497,35 +624,77 @@ def solve_ilp_dist(myAssgn, pulp_solver = None, verbose=False): # prob += psi_vars[block][thickening][obj_type][(a,b)] == myAssgn.psi(thickening, obj_type)[block].get_array()[a][b] # create the other decision variables - z_vars = {block : {starting_map: {obj_type: {} for obj_type in ['V', 'E']} for starting_map in ['F', 'G']} for block in func_vals} - - map_product_vars = {block : {starting_map: {obj_type: {} for obj_type in ['V', 'E']} for starting_map in ['F', 'G']} for block in func_vals} - for obj_type in ['V', 'E']: - for starting_map in ['F', 'G']: - for block in (func_vals[:-1] if obj_type == 'E' else func_vals): - - if starting_map == 'F': - n_rows_1 = myAssgn.psi('n', obj_type)[block].get_array().shape[0] - n_cols_1 = myAssgn.phi('0', obj_type)[block].get_array().shape[1] - + z_vars = { + block: { + starting_map: {obj_type: {} for obj_type in ["V", "E"]} + for starting_map in ["F", "G"] + } + for block in func_vals + } + + map_product_vars = { + block: { + starting_map: {obj_type: {} for obj_type in ["V", "E"]} + for starting_map in ["F", "G"] + } + for block in func_vals + } + for obj_type in ["V", "E"]: + for starting_map in ["F", "G"]: + for block in (func_vals[:-1] if obj_type == "E" else func_vals): + + if starting_map == "F": + n_rows_1 = myAssgn.psi("n", obj_type)[block].get_array().shape[0] + n_cols_1 = myAssgn.phi("0", obj_type)[block].get_array().shape[1] + # set the map product variables - map_product_vars[block][starting_map][obj_type] = pulp.LpVariable.dicts(starting_map+'_'+obj_type+'_'+str(block), ((a, b) for a in range(n_rows_1) for b in range(n_cols_1)), cat='Integer') + map_product_vars[block][starting_map][obj_type] = ( + pulp.LpVariable.dicts( + starting_map + "_" + obj_type + "_" + str(block), + ((a, b) for a in range(n_rows_1) for b in range(n_cols_1)), + cat="Integer", + ) + ) - n_rowcol_1 = myAssgn.psi('n', obj_type)[block].get_array().shape[1] + n_rowcol_1 = myAssgn.psi("n", obj_type)[block].get_array().shape[1] # set the z variables - z_vars[block][starting_map][obj_type] = pulp.LpVariable.dicts('z_'+starting_map+'_'+obj_type+'_'+str(block), ((a, b, c) for a in range(n_rows_1) for b in range(n_rowcol_1) for c in range(n_cols_1)), cat='Binary') - + z_vars[block][starting_map][obj_type] = pulp.LpVariable.dicts( + "z_" + starting_map + "_" + obj_type + "_" + str(block), + ( + (a, b, c) + for a in range(n_rows_1) + for b in range(n_rowcol_1) + for c in range(n_cols_1) + ), + cat="Binary", + ) + else: - n_rows_1 = myAssgn.phi('n', obj_type)[block].get_array().shape[0] - n_cols_1 = myAssgn.psi('0', obj_type)[block].get_array().shape[1] + n_rows_1 = myAssgn.phi("n", obj_type)[block].get_array().shape[0] + n_cols_1 = myAssgn.psi("0", obj_type)[block].get_array().shape[1] # set the map product variables - map_product_vars[block][starting_map][obj_type] = pulp.LpVariable.dicts(starting_map+'_'+obj_type+'_'+str(block), ((a, b) for a in range(n_rows_1) for b in range(n_cols_1)), cat='Integer') + map_product_vars[block][starting_map][obj_type] = ( + pulp.LpVariable.dicts( + starting_map + "_" + obj_type + "_" + str(block), + ((a, b) for a in range(n_rows_1) for b in range(n_cols_1)), + cat="Integer", + ) + ) - n_rowcol_2 = myAssgn.phi('n', obj_type)[block].get_array().shape[1] + n_rowcol_2 = myAssgn.phi("n", obj_type)[block].get_array().shape[1] - z_vars[block][starting_map][obj_type] = pulp.LpVariable.dicts('z_'+starting_map+'_'+obj_type+'_'+str(block), ((a, b, c) for a in range(n_rows_1) for b in range(n_rowcol_2) for c in range(n_cols_1)), cat='Binary') + z_vars[block][starting_map][obj_type] = pulp.LpVariable.dicts( + "z_" + starting_map + "_" + obj_type + "_" + str(block), + ( + (a, b, c) + for a in range(n_rows_1) + for b in range(n_rowcol_2) + for c in range(n_cols_1) + ), + cat="Binary", + ) # decison variables for the triangles (to make the ceiling(expression/2 work) aux_vars = { @@ -677,19 +846,28 @@ def solve_ilp_dist(myAssgn, pulp_solver = None, verbose=False): map_n_para_vars = psi_vars[block]["n"][obj_type] # set the dimensions - shape_m_tri = i_n_i_0.shape[0] # for triangles - shape_m_para = dist_2n_other.shape[0] # for parallelograms + shape_m_tri = i_n_i_0.shape[0] # for triangles + shape_m_para = dist_2n_other.shape[0] # for parallelograms - shape_o_para = myAssgn.I(other_map, 'n', obj_type)[block].get_array().shape[1] # for parallelograms + shape_o_para = ( + myAssgn.I(other_map, "n", obj_type)[block].get_array().shape[1] + ) # for parallelograms + if starting_map == "F": + shape_n_tri = ( + myAssgn.psi("n", obj_type)[block].get_array().shape[1] + ) # for triangles + shape_o_tri = ( + myAssgn.phi("0", obj_type)[block].get_array().shape[1] + ) # for triangles - if starting_map == 'F': - shape_n_tri = myAssgn.psi('n', obj_type)[block].get_array().shape[1] # for triangles - shape_o_tri = myAssgn.phi('0', obj_type)[block].get_array().shape[1] # for triangles + shape_n_para = ( + myAssgn.phi("n", obj_type)[block].get_array().shape[1] + ) # for parallelograms - shape_n_para = myAssgn.phi('n', obj_type)[block].get_array().shape[1] # for parallelograms - - shape_p_para = myAssgn.phi('0', obj_type)[block].get_array().shape[1] # for parallelograms + shape_p_para = ( + myAssgn.phi("0", obj_type)[block].get_array().shape[1] + ) # for parallelograms else: shape_n_tri = ( myAssgn.phi("n", obj_type)[block].get_array().shape[1] @@ -899,7 +1077,6 @@ def solve_ilp_dist(myAssgn, pulp_solver = None, verbose=False): print(f"The optimized loss is: {pulp.value(minmax_var)}") print("Status:", pulp.LpStatus[prob.status]) # prob.writeLP("model.lp") # Write the model in LP format - # return results return final_maps, pulp.value(minmax_var) diff --git a/cereeberus/cereeberus/distance/interleave.py b/cereeberus/cereeberus/distance/interleave.py index 6ee4014..9beea51 100644 --- a/cereeberus/cereeberus/distance/interleave.py +++ b/cereeberus/cereeberus/distance/interleave.py @@ -38,32 +38,30 @@ def __init__(self, F, G): self.G = G self.n = np.inf self.assignment = None - - - def fit(self, pulp_solver = None, verbose= False, max_n_for_error = 100): + def fit(self, pulp_solver=None, verbose=False, max_n_for_error=100): """ Finds the smallest feasible n using exponential + binary search and stores the optimal assignment in self.assignment and the n in self.n. - + Parameters: - pulp_solver (pulp.LpSolver): + pulp_solver (pulp.LpSolver): solver to use for ILP. If None, the default solver is used. - verbose (bool, optional): + verbose (bool, optional): If True, print the progress of the optimization. Defaults to False. - max_n_for_error (int, optional): + max_n_for_error (int, optional): The maximum value of `n` to search for. If the interleaving distance is not found by this value, a ValueError is raised. Defaults to 100. ####NOTE: this can be replaced by the bounding box. - + Returns: int: smallest feasible n """ # catch the results to avoid recomputation checked_results = {} - # Step 0: Check for smallest possible n (n=0 when they both have same function ranges) - min_n = max(abs(self.F.min_f()-self.G.min_f()), abs(self.F.max_f()-self.G.max_f())) - + min_n = max( + abs(self.F.min_f() - self.G.min_f()), abs(self.F.max_f() - self.G.max_f()) + ) if min_n not in checked_results: myAssgn = Assignment(self.F, self.G, n=min_n) @@ -76,15 +74,13 @@ def fit(self, pulp_solver = None, verbose= False, max_n_for_error = 100): print(f"\n-\nTrying n = {min_n}...") print(f"n = {min_n}, status = {prob_status}") - - if prob_status == True: self.n = min_n self.assignment = myAssgn return self.n - + # Step 1: Exponential search for first feasible n - low, high = min_n, min_n+1 + low, high = min_n, min_n + 1 found_feasible_n = False while high <= max_n_for_error: @@ -98,17 +94,16 @@ def fit(self, pulp_solver = None, verbose= False, max_n_for_error = 100): if verbose: print(f"\n-\nTrying n = {high}...") print(f"n = {high}, status = {prob_status}") - - if prob_status == True: found_feasible_n = True break - low, high = high, high * 2 # double n + low, high = high, high * 2 # double n else: if not found_feasible_n: - raise ValueError(f"Interleaving distance not found for n <= {max_n_for_error}.") - + raise ValueError( + f"Interleaving distance not found for n <= {max_n_for_error}." + ) high = min(high, max_n_for_error) # Clamp to max allowed @@ -128,13 +123,12 @@ def fit(self, pulp_solver = None, verbose= False, max_n_for_error = 100): print(f"\n-\nTrying n = {mid}...") print(f"n = {mid}, status = {prob_status}") - if prob_status == True: best_n = mid - high = mid - 1 # try smaller n + high = mid - 1 # try smaller n else: - low = mid+1 # update to last infeasible n + low = mid + 1 # update to last infeasible n # Step 3: Final validation self.n = best_n @@ -142,13 +136,13 @@ def fit(self, pulp_solver = None, verbose= False, max_n_for_error = 100): self.assignment = myAssgn if prob_status != True: - raise ValueError(f"Final fit object is not an interleaving. Status = {prob_status} for n = {self.n}.") - - return self.n - + raise ValueError( + f"Final fit object is not an interleaving. Status = {prob_status} for n = {self.n}." + ) + return self.n - def dist_fit(self, pulp_solver = None, verbose= False, max_n_for_error = 100): + def dist_fit(self, pulp_solver=None, verbose=False, max_n_for_error=100): """ Compute the interleaving distance between the two Mapper graphs. @@ -169,12 +163,13 @@ def dist_fit(self, pulp_solver = None, verbose= False, max_n_for_error = 100): checked_results = {} # Step 0: Check for smallest possible n (n=0 when they both have same function ranges) - min_n = max(abs(self.F.min_f()-self.G.min_f()), abs(self.F.max_f()-self.G.max_f())) # minimum possible n based on function ranges - + min_n = max( + abs(self.F.min_f() - self.G.min_f()), abs(self.F.max_f() - self.G.max_f()) + ) # minimum possible n based on function ranges if min_n not in checked_results: - myAssgn = Assignment(self.F, self.G, n = min_n) - Loss = myAssgn.dist_optimize(pulp_solver = pulp_solver) + myAssgn = Assignment(self.F, self.G, n=min_n) + Loss = myAssgn.dist_optimize(pulp_solver=pulp_solver) checked_results[min_n] = (Loss, myAssgn) Loss, myAssgn = checked_results[min_n] @@ -189,14 +184,14 @@ def dist_fit(self, pulp_solver = None, verbose= False, max_n_for_error = 100): return self.n # step 1: exponential search for the upperbound - low, high = min_n, min_n+1 + low, high = min_n, min_n + 1 found_valid_n = False while high <= max_n_for_error: try: if high not in checked_results: - myAssgn = Assignment(self.F, self.G, n = high) - Loss = myAssgn.dist_optimize(pulp_solver = pulp_solver) + myAssgn = Assignment(self.F, self.G, n=high) + Loss = myAssgn.dist_optimize(pulp_solver=pulp_solver) checked_results[high] = (Loss, myAssgn) Loss, myAssgn = checked_results[high] @@ -218,18 +213,18 @@ def dist_fit(self, pulp_solver = None, verbose= False, max_n_for_error = 100): ) high = min(high, max_n_for_error) # Clamp to max allowed - + # step 2: binary search for the optimal n # low = (high//2) + 1 if high > 1 else 1 - low = low #keep the last infeasible n as the lower bound + low = low # keep the last infeasible n as the lower bound best_n = high while low <= high: mid = (low + high) // 2 try: if mid not in checked_results: - myAssgn = Assignment(self.F, self.G, n = mid) - Loss = myAssgn.dist_optimize(pulp_solver = pulp_solver) + myAssgn = Assignment(self.F, self.G, n=mid) + Loss = myAssgn.dist_optimize(pulp_solver=pulp_solver) checked_results[mid] = (Loss, myAssgn) Loss, myAssgn = checked_results[mid] @@ -238,18 +233,19 @@ def dist_fit(self, pulp_solver = None, verbose= False, max_n_for_error = 100): print(f"\n-\nTrying n = {mid}...") print(f"n = {mid}, Loss = {Loss}, distance_bound = {mid + Loss}") - if Loss == 0: best_n = mid - high = mid - 1 # decrease n to increase the loss. this tries to go lower + high = ( + mid - 1 + ) # decrease n to increase the loss. this tries to go lower else: bound = mid + Loss if bound < best_bound: - best_bound = bound # to tighten the upper bound on the search space. this tries to go higher + best_bound = bound # to tighten the upper bound on the search space. this tries to go higher low = mid + 1 - except ValueError: # infeasible assignment - low = mid + 1 - + except ValueError: # infeasible assignment + low = mid + 1 + # validate the final solution self.n = best_n Loss, myAssgn = checked_results[self.n] @@ -257,20 +253,19 @@ def dist_fit(self, pulp_solver = None, verbose= False, max_n_for_error = 100): raise ValueError(f"Unexpected non-zero loss (Loss={Loss}) for n={self.n}") self.assignment = myAssgn return self.n - # def og_dist_fit(self, pulp_solver = None, verbose= False, max_n_for_error = 100): # """ # Compute the interleaving distance between the two Mapper graphs. - + # Parameters: - # pulp_solver (pulp.LpSolver): + # pulp_solver (pulp.LpSolver): # The solver to use for the ILP optimization. If None, the default solver is used. - # verbose (bool, optional): + # verbose (bool, optional): # If True, print the progress of the optimization. Defaults to False. - # max_n_for_error (int, optional): + # max_n_for_error (int, optional): # The maximum value of `n` to search for. If the interleaving distance is not found by this value, a ValueError is raised. Defaults to 100. ####NOTE: this can be replaced by the bounding box. - + # Returns: # Int: # The interleaving distance, that is, the smallest n for which loss is zero. @@ -282,7 +277,6 @@ def dist_fit(self, pulp_solver = None, verbose= False, max_n_for_error = 100): # # Step 0: Check for smallest possible n (n=0 when they both have same function ranges) # min_n = max(abs(self.F.min_f()-self.G.min_f()), abs(self.F.max_f()-self.G.max_f())) # minimum possible n based on function ranges - # if min_n not in checked_results: # myAssgn = Assignment(self.F, self.G, n = min_n) # Loss = myAssgn.dist_optimize(pulp_solver = pulp_solver) @@ -298,7 +292,7 @@ def dist_fit(self, pulp_solver = None, verbose= False, max_n_for_error = 100): # self.n = min_n # self.assignment = myAssgn # return self.n - + # # step 1: exponential search for the upperbound # low, high = min_n, min_n+1 # found_valid_n = False @@ -325,16 +319,16 @@ def dist_fit(self, pulp_solver = None, verbose= False, max_n_for_error = 100): # if not found_valid_n: # raise ValueError(f"Interleaving distance not found for n <= {max_n_for_error}.") - + # high = min(high, max_n_for_error) # Clamp to max allowed # # step 2: binary search for the optimal n - + # # low = (high//2) + 1 if high > 1 else 1 # low = low # best_n = high # while low <= high: - # mid = (low + high) // 2 + # mid = (low + high) // 2 # try: # if mid not in checked_results: # myAssgn = Assignment(self.F, self.G, n = mid) @@ -346,15 +340,15 @@ def dist_fit(self, pulp_solver = None, verbose= False, max_n_for_error = 100): # if verbose: # print(f"\n-\nTrying n = {mid}...") # print(f"n = {mid}, Loss = {Loss}, distance_bound = {mid + Loss}") - + # if Loss == 0: # best_n = mid # high = mid - 1 # decrease n to increase the loss # else: # low = mid + 1 # except ValueError: # infeasible assignment - # low = mid + 1 - + # low = mid + 1 + # # validate the final solution # self.n = best_n # Loss, myAssgn = checked_results[self.n] @@ -362,10 +356,6 @@ def dist_fit(self, pulp_solver = None, verbose= False, max_n_for_error = 100): # raise ValueError(f"Unexpected non-zero loss (Loss={Loss}) for n={self.n}") # self.assignment = myAssgn # return self.n - - - - def phi(self, key="0", obj_type="V"): """ @@ -513,18 +503,24 @@ def __init__(self, F, G, n=1, initialize_random_maps=False, seed=None): ) # --- - # Containers for matrices for later + # Containers for matrices for later - self.B_down_ = {'F':{}, 'G':{}} # boundary matrix + self.B_down_ = {"F": {}, "G": {}} # boundary matrix # self._B_down = None # don't build the boundary matrices unless needed - self.B_up_ = {'F':{}, 'G':{}} # boundary matrix + self.B_up_ = {"F": {}, "G": {}} # boundary matrix # self._B_up = None # don't build the boundary matrices unless needed # self.D_ = {'F':{}, 'G':{}} # distance matrix - self._D = None # don't build the distance matrices unless needed - self.I_ = {'F':{}, 'G':{}} # induced maps - - self.val_to_verts = {'F':{}, 'G':{}} # dictionaries from function values to vertices - self.val_to_edges = {'F':{}, 'G':{}} # dictionaries from function values to edges + self._D = None # don't build the distance matrices unless needed + self.I_ = {"F": {}, "G": {}} # induced maps + + self.val_to_verts = { + "F": {}, + "G": {}, + } # dictionaries from function values to vertices + self.val_to_edges = { + "F": {}, + "G": {}, + } # dictionaries from function values to edges # ---- # Make F graphs and smoothed versions @@ -643,7 +639,6 @@ def __init__(self, F, G, n=1, initialize_random_maps=False, seed=None): # We don't actually need these for the ILP, so we won't build them unless needed. # If you need them, you can access them using the property self.D_ which will build them if they haven't been built yet. - # for (metagraph, name) in [ (self.F_,'F'), (self.G_,'G')]: # for key in ['n', '2n']: # Note, we don't need to do this for 0 because the matrices are never used. # self.D_[name][key] = {'V':{}, 'E':{}} @@ -728,7 +723,6 @@ def __init__(self, F, G, n=1, initialize_random_maps=False, seed=None): # End psi # --- - ### ---------------- # Properties ### ---------------- @@ -763,7 +757,7 @@ def __init__(self, F, G, n=1, initialize_random_maps=False, seed=None): # self._B_down[graph_name][key] = B_down # # self.B_up_[graph_name][key] = B_up # return self._B_down - + # @property # def B_up_(self): # if self._B_up is None: @@ -802,19 +796,22 @@ def __init__(self, F, G, n=1, initialize_random_maps=False, seed=None): @property def D_(self): if self._D is None: - self._D = {'F':{}, 'G':{}} - for (metagraph, name) in [ (self.F_,'F'), (self.G_,'G')]: - for key in ['n', '2n']: # Note, we don't need to do this for 0 because the matrices are never used. - self._D[name][key] = {'V':{}, 'E':{}} - - self._D[name][key]['V'] = metagraph[key].thickening_distance_matrix() - self._D[name][key]['E'] = metagraph[key].thickening_distance_matrix(obj_type = 'E') + self._D = {"F": {}, "G": {}} + for metagraph, name in [(self.F_, "F"), (self.G_, "G")]: + for key in [ + "n", + "2n", + ]: # Note, we don't need to do this for 0 because the matrices are never used. + self._D[name][key] = {"V": {}, "E": {}} + + self._D[name][key]["V"] = metagraph[ + key + ].thickening_distance_matrix() + self._D[name][key]["E"] = metagraph[key].thickening_distance_matrix( + obj_type="E" + ) return self._D - - - - ### ---------------- # Functions for getting stuff out of all the dictionaries ### ---------------- @@ -1614,12 +1611,18 @@ def parallelogram_Edge_Vert_matrix( # Need to undo the shift fix applied earlier Result = Result.to_shifted_blocks(1) - Result_Dist = self.D(end_graph, 'n', 'V') @ Result - else: - if up_or_down == 'down': # tau_i \to \sigma_i + Result_Dist = self.D(end_graph, "n", "V") @ Result + else: + if up_or_down == "down": # tau_i \to \sigma_i - Top = self.get_interleaving_map(maptype, '0', 'V')[func_val] @ self.B_down(start_graph, '0')[func_val] - Bottom = self.B_down(end_graph, 'n')[func_val] @ self.get_interleaving_map(maptype, '0', 'E')[func_val] + Top = ( + self.get_interleaving_map(maptype, "0", "V")[func_val] + @ self.B_down(start_graph, "0")[func_val] + ) + Bottom = ( + self.B_down(end_graph, "n")[func_val] + @ self.get_interleaving_map(maptype, "0", "E")[func_val] + ) Result = Top - Bottom Result_Dist = self.D(end_graph, "n", "V")[func_val] @ Result elif up_or_down == "up": # \tau_i \to \sigma_{i+1} @@ -2028,8 +2031,7 @@ def loss_by_block(self): loss_list = list(loss_dict.values()) return max(loss_list) - - def all_func_vals(self, map = None): + def all_func_vals(self, map=None): """ Get all the function values that are in the graphs. @@ -2037,75 +2039,74 @@ def all_func_vals(self, map = None): list : A list of all the function values. """ - if map == 'F': + if map == "F": return self.F().get_function_values() - elif map == 'G': + elif map == "G": return self.G().get_function_values() else: - all_func_vals = set(self.F().get_function_values()) | set(self.G().get_function_values()) + all_func_vals = set(self.F().get_function_values()) | set( + self.G().get_function_values() + ) all_func_vals = list(all_func_vals) all_func_vals.sort() return all_func_vals - - def optimize(self, pulp_solver = None): - """Uses the ILP to check feasibility of an interleaving at the current ``n``. If feasible, stores the corresponding phi and psi maps, which can be returned using ``self.phi`` and ``self.psi``. - This function requires the `pulp` package to be installed. + + def optimize(self, pulp_solver=None): + """Check feasibility of an interleaving at the current ``n`` using ILP. + + If feasible, stores the corresponding phi and psi maps, which can be + returned using ``self.phi`` and ``self.psi``. + + This function requires the ``pulp`` package to be installed. Parameters: - pulp_solver (pulp.LpSolver): the solver to use for the ILP optimization. If None, the default solver is used. + pulp_solver (pulp.LpSolver): Solver to use for the ILP optimization. + If ``None``, the default solver is used. + Returns: -<<<<<<< HEAD - int or None: - Returns boolean True if an optimal solution was found and False otherwise. -======= bool: - Returns True if an optimal solution was found and False otherwise. ->>>>>>> dcf4c3a66e25255da68ce080152d530e110d09e4 - + ``True`` if an optimal solution was found, otherwise ``False``. """ - map_dict, prob_status = solve_ilp(self, pulp_solver = pulp_solver) + map_dict, prob_status = solve_ilp(self, pulp_solver=pulp_solver) - if prob_status != 'Optimal': + if prob_status != "Optimal": return False - - self.phi_['0'] = {'V': map_dict['phi_0_V'], 'E': map_dict['phi_0_E']} - self.phi_['n'] = {'V': map_dict['phi_n_V'], 'E': map_dict['phi_n_E']} - self.psi_['0'] = {'V': map_dict['psi_0_V'], 'E': map_dict['psi_0_E']} - self.psi_['n'] = {'V': map_dict['psi_n_V'], 'E': map_dict['psi_n_E']} - - + + self.phi_["0"] = {"V": map_dict["phi_0_V"], "E": map_dict["phi_0_E"]} + self.phi_["n"] = {"V": map_dict["phi_n_V"], "E": map_dict["phi_n_E"]} + self.psi_["0"] = {"V": map_dict["psi_0_V"], "E": map_dict["psi_0_E"]} + self.psi_["n"] = {"V": map_dict["psi_n_V"], "E": map_dict["psi_n_E"]} + return True - def dist_optimize(self, pulp_solver = None): - """Uses the ILP with distance-matrix constraints and returns the optimized loss value. It also stores the corresponding phi and psi maps, which can be returned using ``self.phi`` and ``self.psi``. - ## NOTE: This version uses the D matrices in the constraints, which makes it slower. ## - This function requires the `pulp` package to be installed. - + def dist_optimize(self, pulp_solver=None): + """Optimize the distance objective using ILP with distance constraints. + + Stores the corresponding phi and psi maps, which can be returned using + ``self.phi`` and ``self.psi``. + + Note: + This version uses the ``D`` matrices in the constraints, which makes + it slower. + + This function requires the ``pulp`` package to be installed. + Parameters: - pulp_solver (pulp.LpSolver): the solver to use for the ILP optimization. If None, the default solver is used. + pulp_solver (pulp.LpSolver): Solver to use for the ILP optimization. + If ``None``, the default solver is used. + Returns: -<<<<<<< HEAD - int or None: - Returns the optimized loss value -======= float: The optimized loss value. + """ + + map_dict, loss_val = solve_ilp_dist(self, pulp_solver=pulp_solver) + + self.phi_["0"] = {"V": map_dict["phi_0_V"], "E": map_dict["phi_0_E"]} + self.phi_["n"] = {"V": map_dict["phi_n_V"], "E": map_dict["phi_n_E"]} + self.psi_["0"] = {"V": map_dict["psi_0_V"], "E": map_dict["psi_0_E"]} + self.psi_["n"] = {"V": map_dict["psi_n_V"], "E": map_dict["psi_n_E"]} - Raises: - ValueError: - If the ILP optimization does not converge. ->>>>>>> dcf4c3a66e25255da68ce080152d530e110d09e4 - - """ - - map_dict, loss_val = solve_ilp_dist(self, pulp_solver = pulp_solver) - - self.phi_['0'] = {'V': map_dict['phi_0_V'], 'E': map_dict['phi_0_E']} - self.phi_['n'] = {'V': map_dict['phi_n_V'], 'E': map_dict['phi_n_E']} - self.psi_['0'] = {'V': map_dict['psi_0_V'], 'E': map_dict['psi_0_E']} - self.psi_['n'] = {'V': map_dict['psi_n_V'], 'E': map_dict['psi_n_E']} - - return loss_val diff --git a/cereeberus/cereeberus/draw/draw.py b/cereeberus/cereeberus/draw/draw.py index 6610be2..ef4dfbd 100644 --- a/cereeberus/cereeberus/draw/draw.py +++ b/cereeberus/cereeberus/draw/draw.py @@ -65,16 +65,16 @@ def bezier_curve(pt0, midpt, pt1): points (np array): array of points to be used in plotting """ - (x1, y1, x2, y2) = (pt0[0], pt0[1], midpt[0], midpt[1]) - (a1, b1) = slope_intercept(pt0, midpt) - (a2, b2) = slope_intercept(midpt, pt1) + x1, y1, x2, y2 = (pt0[0], pt0[1], midpt[0], midpt[1]) + a1, b1 = slope_intercept(pt0, midpt) + a2, b2 = slope_intercept(midpt, pt1) points = [] for i in range(0, 100): if x1 == x2: continue else: - (a, b) = slope_intercept((x1, y1), (x2, y2)) + a, b = slope_intercept((x1, y1), (x2, y2)) x = i * (x2 - x1) / 100 + x1 y = a * x + b points.append((x, y)) diff --git a/cereeberus/cereeberus/draw/layout.py b/cereeberus/cereeberus/draw/layout.py new file mode 100644 index 0000000..918d9f2 --- /dev/null +++ b/cereeberus/cereeberus/draw/layout.py @@ -0,0 +1,174 @@ +""" +Constrained layout for Reeb graphs. + +Nodes are placed with y fixed at their function value f(v). Only the +x-coordinates are free. The optimizer minimises a spring energy: + + E(x) = sum_{(u,v) in edges} (x_u - x_v)^2 + + repulsion * sum_{i != j, f(i)==f(j)} 1 / (x_i - x_j)^2 + +The first term pulls connected nodes towards the same x-position (producing +straight edges when possible). The second term pushes apart nodes that share +the same height, preventing them from collapsing on top of each other. + +The initial x-positions are computed with the Sugiyama barycenter heuristic, +which determines a crossing-minimising left-to-right ordering for each height +level before the optimizer runs. This ensures the optimizer starts from the +correct side of the landscape and can converge to a straight-line solution. +""" + +import numpy as np +from scipy.optimize import minimize + + +def _barycenter_init(n, f_vals, edges_list, level_nodes): + """Sugiyama barycenter heuristic for initial x-placement. + + Iteratively assigns each node's x-position to the mean x of its + neighbours in the adjacent level, then re-ranks nodes within each level. + After convergence the node ordering at each level minimises edge crossings. + + Parameters: + n (int): Number of nodes. + f_vals (np.ndarray): Function value for each node index. + edges_list (list of (int, int)): Directed edges (lower-f → higher-f). + level_nodes (dict): Maps each unique f-value to a list of node indices + at that height. + + Returns: + np.ndarray: Initial x-coordinates of length *n*. + """ + unique_levels = sorted(level_nodes.keys()) + + predecessors = [[] for _ in range(n)] + successors = [[] for _ in range(n)] + for i, j in edges_list: + successors[i].append(j) + predecessors[j].append(i) + + # Start: evenly space nodes within each level + x = np.zeros(n) + for lv in unique_levels: + group = level_nodes[lv] + m = len(group) + for rank, i in enumerate(group): + x[i] = float(rank) - (m - 1) / 2.0 + + # Alternating upward / downward barycenter passes + for _ in range(10): + # Upward pass: each node → mean x of its predecessors + for lv in unique_levels: + group = level_nodes[lv] + bc = { + i: ( + float(np.mean([x[p] for p in predecessors[i]])) + if predecessors[i] + else x[i] + ) + for i in group + } + sorted_group = sorted(group, key=lambda i: bc[i]) + m = len(sorted_group) + for rank, i in enumerate(sorted_group): + x[i] = float(rank) - (m - 1) / 2.0 + + # Downward pass: each node → mean x of its successors + for lv in reversed(unique_levels): + group = level_nodes[lv] + bc = { + i: ( + float(np.mean([x[s] for s in successors[i]])) + if successors[i] + else x[i] + ) + for i in group + } + sorted_group = sorted(group, key=lambda i: bc[i]) + m = len(sorted_group) + for rank, i in enumerate(sorted_group): + x[i] = float(rank) - (m - 1) / 2.0 + + return x + + +def reeb_x_layout(G, f, seed=None, repulsion=0.5): + """Compute x-positions for a Reeb graph with y fixed to function values. + + Parameters: + G: NetworkX graph whose nodes are keys in *f*. + f (dict): Mapping node -> function value. + seed (int or None): Random seed for a small jitter added on top of the + barycenter initialisation (used to break exact ties). + repulsion (float): Weight of the same-height repulsion term. Larger + values spread out nodes at the same height more aggressively. + + Returns: + dict: Mapping node -> x-position. + """ + nodes = list(G.nodes) + n = len(nodes) + if n == 0: + return {} + + idx = {v: i for i, v in enumerate(nodes)} + f_vals = np.array([f[v] for v in nodes]) + + # Orient all edges lower-f → higher-f + edges = [] + for u, v in G.edges(): + i, j = idx[u], idx[v] + if f_vals[i] <= f_vals[j]: + edges.append((i, j)) + else: + edges.append((j, i)) + + # Group nodes by height level + unique_f = sorted(set(f_vals)) + level_nodes = {lv: [i for i in range(n) if f_vals[i] == lv] for lv in unique_f} + + # Pre-compute same-height pairs for the repulsion term + same_height_pairs = [] + for group in level_nodes.values(): + for a in range(len(group)): + for b in range(a + 1, len(group)): + same_height_pairs.append((group[a], group[b])) + + # Initialise with barycenter ordering, then add tiny jitter to break ties + x0 = _barycenter_init(n, f_vals, edges, level_nodes) + rng = np.random.default_rng(seed) + x0 = x0 + rng.standard_normal(n) * 1e-3 + + def energy(x): + e = 0.0 + for i, j in edges: + e += (x[i] - x[j]) ** 2 + if repulsion > 0: + for i, j in same_height_pairs: + diff = x[i] - x[j] + e += repulsion / (diff**2 + 1e-6) + return e + + def gradient(x): + g = np.zeros(n) + for i, j in edges: + d = x[i] - x[j] + g[i] += 2 * d + g[j] -= 2 * d + if repulsion > 0: + for i, j in same_height_pairs: + diff = x[i] - x[j] + denom = (diff**2 + 1e-6) ** 2 + grad_val = -2 * repulsion * diff / denom + g[i] += grad_val + g[j] -= grad_val + return g + + result = minimize(energy, x0, jac=gradient, method="L-BFGS-B") + x_opt = result.x + + # Normalise to [-1, 1] + x_range = x_opt.max() - x_opt.min() + if x_range > 1e-9: + x_opt = 2 * (x_opt - x_opt.min()) / x_range - 1 + + return {v: float(x_opt[idx[v]]) for v in nodes} diff --git a/cereeberus/cereeberus/reeb/mapper.py b/cereeberus/cereeberus/reeb/mapper.py index 721000a..b39989c 100644 --- a/cereeberus/cereeberus/reeb/mapper.py +++ b/cereeberus/cereeberus/reeb/mapper.py @@ -67,11 +67,11 @@ def add_node(self, vertex, f_vertex, reset_pos=True): raise ValueError("Function values must be integers.") return super().add_node(vertex, f_vertex, reset_pos) - def set_pos_from_f(self, seed=None, verbose=False): + def set_pos_from_f(self, seed=None, repulsion=0.5, verbose=False): """ Same as the Reeb graph function, but we want to draw the vertex locations at delta*function value. """ - super().set_pos_from_f(seed, verbose) + super().set_pos_from_f(seed=seed, repulsion=repulsion, verbose=verbose) for v in self.nodes(): self.pos_f[v] = (self.pos_f[v][0], self.delta * self.f[v]) diff --git a/cereeberus/cereeberus/reeb/merge.py b/cereeberus/cereeberus/reeb/merge.py index a5ac851..ffa69c5 100644 --- a/cereeberus/cereeberus/reeb/merge.py +++ b/cereeberus/cereeberus/reeb/merge.py @@ -187,11 +187,11 @@ def fix_pos_f(self): # Get the drawing location of the neighbor to have same x coordinate as the neighbor, but y coordinate at .3*height above the maximum function value. self.pos_f["v_inf"] = (self.pos_f[top_vertex][0], Lmax + 0.3 * height) - def set_pos_from_f(self, seed=None, verbose=False): + def set_pos_from_f(self, seed=None, repulsion=0.5, verbose=False): """ Fix the drawing locations for the function values. """ - super().set_pos_from_f(seed, verbose) + super().set_pos_from_f(seed=seed, repulsion=repulsion, verbose=verbose) if "v_inf" in self.pos_f.keys(): self.fix_pos_f() diff --git a/cereeberus/cereeberus/reeb/reebgraph.py b/cereeberus/cereeberus/reeb/reebgraph.py index 098deed..0cc5f06 100644 --- a/cereeberus/cereeberus/reeb/reebgraph.py +++ b/cereeberus/cereeberus/reeb/reebgraph.py @@ -16,7 +16,7 @@ def __init__(self, G=None, f={}, seed=None, verbose=False): Parameters: G : nx.graph, optional. If not None, a graph to initialize the Reeb graph. f : dict, optional. If not an empty dictionary, a dictionary of function values associated with the graph nodes. - seed : int, optional. If not None, a seed to pass to the spring layout. + seed : int, optional. If not None, a seed used when initializing constrained x-positions for drawing. verbose: bool, optional. If True, will print out additional information during initialization. """ @@ -494,25 +494,32 @@ def remove_isolates(self): # ----------------------------------# # Methods for drawing the Reeb graph # ----------------------------------# - def set_pos_from_f(self, seed=None, verbose=False): - """Set the position of the nodes based on the function values. The result will be the (spring layout x, function value y). Note that this will overwrite the previous positions. + def set_pos_from_f(self, seed=None, repulsion=0.5, verbose=False): + """Set the position of the nodes based on the function values. + + x-coordinates are chosen by a constrained spring-layout optimiser that + pulls connected nodes together horizontally while pushing apart nodes + that share the same height. y-coordinates are always exactly ``f[v]``. Parameters: - verbose (bool): Optional. If True, will print out the function values and the positions. + seed (int or None): Random seed for reproducible x-placement. + repulsion (float): Weight of the same-height repulsion term. + Larger values spread out nodes at the same height more + aggressively. Default is 0.5. + verbose (bool): If True, print function values and final positions. """ + from ..draw.layout import reeb_x_layout + if len(self.nodes) == 0: if verbose: print("Nothing to be done, no nodes here") self.pos = {} self.pos_f = {} else: - pos = nx.spring_layout(self, seed=seed) - self.pos = pos - - self.pos_f = {} + x_positions = reeb_x_layout(self, self.f, seed=seed, repulsion=repulsion) - for v in self.nodes: - self.pos_f[v] = (self.pos[v][0], self.f[v]) + self.pos = {v: (x_positions[v], self.f[v]) for v in self.nodes} + self.pos_f = dict(self.pos) if verbose: print("Function values:", self.f) diff --git a/doc_source/images/line.png b/doc_source/images/line.png index 0fb43e4..24939ba 100644 Binary files a/doc_source/images/line.png and b/doc_source/images/line.png differ diff --git a/doc_source/images/torus-extraverts.png b/doc_source/images/torus-extraverts.png index 84995d8..9dc36ef 100644 Binary files a/doc_source/images/torus-extraverts.png and b/doc_source/images/torus-extraverts.png differ diff --git a/doc_source/notebooks/compute_mapper.ipynb b/doc_source/notebooks/compute_mapper.ipynb index f194976..a8317ee 100644 --- a/doc_source/notebooks/compute_mapper.ipynb +++ b/doc_source/notebooks/compute_mapper.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -31,19 +31,9 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 2, "metadata": {}, "outputs": [ - { - "data": { - "text/plain": [ - "numpy.ndarray" - ] - }, - "execution_count": 44, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { "image/png": 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wCKPaAuhmllDc07uxysiEcmX/DUz7YwH7+5lKiiDg2N9nkClXesw8Po4FfVOwY/Z+vHv8Ma71kIFBzspajvxl87B/U6HGpObSM2dNKpkVqPgEsKBH1ZY0mKH077TDozGj/UJcO3Q7zuvoPNAAZtjf+qtT48PgVX/C3tkOh1acZMdI55yOM122tBi5cQAPchYAT11yzI5SqcSg38ay2VzsAEI3IbrpLb0+EzmKxH/USzeWqa3n4eLua3FH1nIZ+9ElwxV1MKoiE2OscShop83qidJ1iqFJv7oJntklBHIv71d2JEvFxg7odJyeWdLg7ycLEzyDpuvZMn33SLUUY01g6VrU7lQFQ9f0Yb8fWXMa83uuMOi96fpoJM5oYKN6EKy4ZfDKP+H73R8bJ+1kaViSVnPP4I563aqjSd+6bFBlTny++eHa4dsICQhBtkJZmIapuZrUOeCpS566tCyo8XdU3ak6n6ebcNXWv7HRb3x5ePkpBlcah6SC/gaKr/Q3UIN2UkAzGloHlGrEHrVpAKr/USnBs/Pmnl0lt6FyfwcXB6abqQl4mrRmod/yYcbRMbB3UqkdUXB+fut1grz3qHCG1gaX3ZylU0Baw43jd7FnwWE8vvqMBV0apDQf3BD5SueO9/tzEh9edcmxKC7svCq5PkQ3ZrpB00whvpxYf86g6j1zQX8DzVZndljEKjuTgst7r0sGOQo0l/ffSPD72Nrb6K1yFAQZC/hD1/Rmtj+UMi3CegIH4H+nJ0QGOeLbhx8JNpilfrUf//mwACbF+vHbMLreNOa0EOQfzALxhV1XmYLJ8fVn2TZUMLR21GYMrDgW3YsMwaQWc5jGZ0I+n5ykha/RccxOoH+Q3psErdfRj41tVLAKDgyBMkLBZgb6mq5//OcteZM3BTT6d0/vCu/PvpLKHoeWH0eveZ2RmNDxaOxxdEGzKTJ5TSi29rYoW78Erh+9o3Mtk9aqqrWpiCKVCrAKUinonFIxTkI1P+lYKA3adZqqbUFbZoHkujTbRh2r6t/zui/H5zffsHnqrhjH8u7RB1zacw3ps6fF1IOj4i2lxkk6eAKZY3ay5NFfzp0mk3vk2hEVVAyoMBqNnTugqXtndMrTn4kAU3WdLjwyupt1RkdBrnj1wqo0nESQoxvonTMPkdjQQCBbIWkVFvobTFX913b07+r31f4+RSoXQOGK+Q3aF/UTCtG1zRKA33d/nYOqvYuPSH5G6KoyuS4dl/fr2+8YUmU8fsRqqeBYPjzQccxOna7V9KamGvaqzf67ffZ+TGg2G8+uv4x8juxalg76G9PbLtAZ7Gp1rGLWGR0FMFrHMUTOK56KXwmmab96ECWmRRSg6/eIaWwcXwqWy4sJu4fBTp2CpIIiTRAh2bLJ+0YYLH1GMz6SITPFQMXZ3VFnAciTK88kPyOGpE/JQf3A0mMJOkZO4sMDHcck0E2U+tfIDyw2X9581/v6PCVzsubbNSM3xS1Tp3+KwIVd/+LMFu3ivZQiI91GQxUytEIvFaK83QjNzbfTpNZMQaREzV8lb8j0WtomKajTpRrKNyylCjDRToPm7yGHA1NaxpDqy/b/VrF1OKpqbP1XUyy5NgP/OzWBNcUbCkl7zb8wmVUpJgT6O6XSpFJ6noZCwfDUpgsJ3g8nceHtBZwEQWsxB5efYD5gtIhPFKyQD21GNGUFCLvnH2LNtFLmnFQxR35h1Ot0YNkxnaNuCmJ5S+bEkmsztT5PJqErhqxnDtjxXe/pMrUtK5unhvHw0AgUrJAXTfvWReGKBdjzJBfWp+QI7elLkviykmPdk4Um61eL9/VYdBifX6muB0mJkXRXqdpFYel8ePZJ1fgtCKxyk9bN6FTr62ukIEbtAyvu/I9VX+pq7D69+UKCZ/7kSrHP558E7YOTcLgyCldGSRQojUi9a5f33lClzNT3fk0ZuUb/0JAbCzU0U5+XPnFeWwcbHArYrPP5u2cfYniNSUb/LXSsuYtlx/yLU/TKeVF13tzuy1XGoeq/TfW3ChizbbDZRZgNgQJxSGAI06o0tfJMYkKOB1QpeVe97kkDCSoKIZ+56MGvYPm8zJEhU64Mkn2GfUqP0JqiZJkA+gjrsw8SgDzFc2DZTR1C3ZxEgyujcBKFUxsv4NKe63Ee16QdjVEXIdFjUqXXqErogiozR9SezBqzG/SsGadBm0rs6WYoNYOMDQWpGu0qoe/CLnqDnKZ4gnquDiw7jntnH7KbJM2WGvWJqwuZVNB5jF7Cn1whOx9KhVIzNln2pMnoBkdXR/h+98Od0w9ZpWmeEjkMEhsgOTjqc5zdaXGMWSJdP9IUrd25GvYvOSq9ExFo+KdqPZmTfODtBZx4QzcFXeoXxkAzI7JOocrLa0fiSjhFhwLY7VMPcO/cIyYG3HFCK3SY0DLyeW1rhFJU/6Mies/vrLfJODZUYt76ryZMXoxsbKjCUMquh5MwyKFA46BA0PWKT2N+9bYVWfA8tPIkHl1+ygZFJWsXZeoptK749e03nfZBNHigalK39C5ssPXoynP2+S9Z81dWqETrxBzLhK/RceJNffu2bB0rIdBsinQCaV3L3tkeXfIPZIr4xswGo6t9UMPwimH/GBR8sxXMwpQ0DJnFRYcEiBf0Wsn6yDTpWjsnOzQf2AAdJraEXG468WSO+SCnc/r82jupMgmagdSxtWeYa7j3F98YTu+N+9SFIAO2z9rPPrcxHDAilOi/pDsa94npgMExH3yNjq/RJQpN3Tsxj7CE4JbWBVMPj0a+UrnY76QqQsoVVNhCo21RqZQUCqYRNQWsVffmspsVFZK0ztxTr65l/rK5MefMRNb8bAyUMutdcoTWYEz3Skp/DVur0nDkWCYk/bVt1j5cO0RqJyLrwaQARbOy6LZIFPQ+PPuP/TdL3oxsBkcmvDoRwJzgk1LvNDXhb4R7AW8v4MTbpiVt1ng6JgsqNYy//umHze+WRwY5TXP5uqcLWY9W3S7VWBBjRqU6oJnb24cfVMoaAKu8o3L32G0CGqxtrdBvcTdmyWNskCN2zT2oc8ZJ6z7H151lRQ8cy+TinmsYXHk8S5FrBlB0PdeP24buhQbB6z/vyG1poEUp6lxFs7PPCqXqqRJUF+SAQRWvwQHBTNWHYznwQMcxGvoSD6s2Ee8ff4zf2ROBIat7o1aHKlrThnSDqdisLAat/BPFqheBYED/U/QZXM32lVkBA/mPaXDxdGYl9ru+/816vgxtZo4NSUxJpVUpjUXBjmOZUnSzOi5mgyPSxozN13dezLPwzYN3cZ6jTMONYyR5pju7QOnLo2tPo7FLR6bq06v4MNZzp7eSk2N2eDEKx2h2zzvE+smk1sE8MrixL7jPV7/ISkrql6Mg8ef/OhrsvUbVjYpFRyS3IZfqNJk8YjxGvWP0Q6PrsJBwOLk7JnjtjFJYVPknBf193z/9SND7cMzDmc0XmTu6VI9laFAYRtWbhg2vlka2ZZC5LJnMGrIeTZ81Da8fvGeB9dXdt8wtnpN08BkdxygoYJGxqahn3Yykpv55uQRDVvdCmQYlWNBp1q8e/n68AC2GNDL4/So1LwvnNE4605f0XjRD0+WOQCX2rp4uJikQofegZmG9ws/RqgM5lsOre+8MclknF4SLu/6N/H1h71UIDjA+Fan5juyadxD3zj8y+vUc08EDHccoQoPD4BOtGk0bNIP79PIzK7ev160Gph4YyaxZSNE/a77MRr0fpTYn7h4OKxvrGNJbGpkrCqCt/mqSaFexdqeqbGYqlb4i3U2O5UH2QoZU49Jg5fbp+5FKLeRkbkwVcGzoc3tw2fF4v56TcHig4xgFFXPoE9+lGOSQwGZlqm7cv/QYU8V49/gj5p6byIIm9TqRgDA5OA9Y2gPTDo9KVOWPlsMaw9nNUWuhC80uf2tWBgXK5U204+EYDmmhGhqwNNtR1WVCocHPiztv4PXpB/y8/BO8P47x8DU6jlFQCpBu5qSIotuLTInKrSrEOzW6acou5htG+2frehFKyK3l6Dq1LfZ6r0/SK5Y2SxosuDSVrb08jeawQCmx+j1qsFlrfAtdOOaFXBVozffZjajrpg2y+SGzWMLRRTpVbSgkWdY2ay/27zwlcjKbI21ScbQe6PXJm1Ulk6US/yyZBt4wzjGIiPAIXD1wk93caVR6auN5Vp4dOxVEM518pXNh4eVp8fqS7vjffqweoXIw0MaAZT3QSG3pk9RQQQ4VGpAySomaRYxWV+EkPiQl1q/sSHx756X1eZqVUwP51g8rmasCNZW3yfIn/L1+6twnDXIoOBqqEKRRE+o1txPr3SNoDW/5oHVsHVEDtdbQwCk5iHEnBbxhnDeMm5Qn115gYrPZTCmCZlZUtUYViBp1CEol0kyMZnJFqxbE+F3D4OLhbPT7kHxXq4zdEfxT98K/a1oXbPu4ElbWPBnBib8Y+diGM3Dz+D2VnZFGjFwuY5/laYdHs7VfDSQ1t2zQOp37+31QA9ZSQp9bXaavugLehpdLmKErSYrFHjhq1qGn7B+Bsg0Mq1JOTfgb0TDO7xYcScj0lNQgqAiFUIRHF0sW4Z7BFVVbV4S9oy1bA6HUUHy5ffK+ZJDTOEjfv/AEJWoU4VeOE+/0+/QjY3B533W2Dkyzchs7a1RqXg5N+9eLI8xNj5EC0MbJO5kqABvgqYPS7wPro+ecjkx3c0yDGUyZR7OGrc+1gwLZkdWn2HFoy47Q4JHi8KK+a7CxXnGdhrIc/fBAx5Fk78IjCA0J07oeR82zPl/8kL90rkityYRA7s2GkFDZMQ6HggyJEtCPIdu2H9eCrcGe3nwJXh9/sDU0EgRP90tatk3+Mnmw5f1ynN9xlVlNRURE4PSmi5L7JXm7x/8+x/snn3RvIwLf3nuxfUafZXKMgwc6jiRntl7SqiIRPf1yfudVkwS6TLkzGLZdrqQxNeWkbjwyuKPlUN09oCQTRu0n9DOm4XS9+xNkMoRHazCX4uu770YdKycmfC7M0cqXt9+w+q+N8NdTDk3plo/P/2PFKgmF7FNIPJeZYGqBUkZUsUbagxyOpfLu8QdcP3JH73aUJXl89bnB4uec+MMDHScOd848QLdCg7Fr/iGWOtEHpV76lxsNf2/dlWmGQCkiEmSmKrbYfWr0u7WNFQat7MmvGMeiOb7+nEn35+zhhBK1fjXpPlMbPNBxYvDTJwATms5mzs3GqEG8vv8OMzssTvDZLFyxABZcnIKiVaMEmWlFnswxF16Zhrwlo5wOOBxL5NOLzybdX/cZ7WBtk3iiCCkRvkaXiiHPN6r6enX/HewcbFC+cWkm7xUSGGq04joFxRtH7zDJJGNlvmJDlZuzT45nlim+3/yYQDStj3A4yQHPLPG0r4qFg4s9us9sz3RjOQmDB7pUCklrbZ62GwJUzgK0LnZx9zWVHmACbEUu77uBNiMSFug0eGbyYD8cTnKi5ZCGOLD0WIL2MXjVn6jRrlK8PBM5ceGpy1QGlfD3Lz+aSWxRo6wmqGl6eKiVICEcJGcD7r/FScVkyJGeyY0lNIXPg5zp4IEulSlCjG4wHU+vvdC9UQI9Iqnn587pBwnbCYeTzJl6cCRyFPklXq+lYqw0mXiq3pTwQJeKuHH0Lp4YWM4cX6g68kI0Ly8OJzVCPojLbs7C2O1DUKx6YWTOkxHFaxRBxhzSPaAyuYCqrSuYTEyao4Kv0aUiTm+5GCkoKwWTGqIhkBhlV0KyRvokjTSEBBpvUsnhpDRIj7VKy/LsRwMJovcrO4q5GcSGvpvO7s7oMrVtIh9pyofP6FIRpMBuiMI6rbF1GNcSf4z+nVmFZMmbCdXaVmTl/W7p9Sj0iyKy5jdNMQqHk9Igt3sScu4woSUc3RxiBLkKjUtj8bXpSJ9NJSvGMR3cpicVseDPlTi27ozemZmtgw22fVzFTE4p6JHD8o1jd9jrSIro/M4rOtfyKHW55f0KpMnI1xg4HCnou0X+c0H+wciYMx1voTES7l7A0Uq97jVwePUpybNDI8sxWwezIEd9bOMbz8SL22/YAjk1bpN7AfPfUihjVFfKZAJTYO+7sCsPchyODkgq7+7ZR8yFI23WNChcMT93JUgE+BpdKoIasRv0rInDq7QHOwpuUw+NRKEK+REWGo6/akzCp1df2HPkP6dBFFXO37Z2Ngj6Gcwey1sqF/4Y0xzlG5VKpL+Gw0leHF9/lpkKU5DTkD57Wgxc1gOl6xZP0mNL6fBAl8qo2uY3HFt3NpavnAoKghTkiEt7ruHDs/+07oPseeSCiFodq6DVX02Ylxd31+ZwdHNkzWnM77kizuPkdD6m4QzMODoGJWtxJ3FzwQNdCpf42r/kKC7tvY6wkDBWWELrbcpos7PobJ+9H4V+y89mZRd2XpGs0KT1urPbL6Pf4m5m/is4nOQNffdWDd+g9TmmSiQIWDH0H6y6N1flKs4xOTzQpWAHgrENZyAiXBHZInD79APJqksqJNk17yALdIF+wXorNIMDeBsBh6OPa0fuSJoF0/fs7cMPTBidW1CZB95ekAIJ9AtUORCERcRwINAXuGjbhxefsFEmtQhQ75wuaOSZJU9Gkx43h5MSIaF0Q2Zq3p99EuV4UiM80KVATm68gODAEIN65nRB63VSbQgiRDTuUzfe++dwUgseGd0M0n9NwwXMzQYPdCmQR1eeQRaPXD+lLgtVzM9Gn5RCaTOiqeqJWLuitbtiVQujTpeqJjpiDiflUqZ+CVbRrAv6PtH6eXy1MQ3F97sfrh+9g5sn7iHQX3cqNSXC1+hSINTTBhbojPeUazGkUeTvXaf/wTT6ts3eh0/PVWaSLmmc0bhPHbQd/Ts3g+RwDMDG1hq95nXCnK7L4jxHg0r6oefNVYgS4BuIZYPW4cyWS5FtQlQp3aBnLXSf2Q42djZI6XBllBTI0bWnMa9H3FJmXWh0LNuPa4FOk1rHeZ7SLt8/eLHClnS/eDINPw6HYxynNl1gfXTR1+JoINl/STeztRaEBIViUMWxePPgfYz1es1MslSdYsxpgenbpmBlFB7oUiD04W6XrTcbycX+cGuo3KIckx8KCwlH/rK50aRPXeaBxeFwzAfNqO5feMyaxmnQWKBcXrO2FBxYdhxL+q8hCVqdTDkwEuUalkRyg0uApXLsHGwx49gY/FVzsioXL0atwVHg6zylDdqNaZ7Uh8nhpDpIPq949SKJ9n6HV5+UfJ7uCcf+PpMsA50x8BxUMubu2YfYt/goKz6h9GPpesVRoGweXD9yB/fPP4rTu0NBjmZvzQbUT7Jj5nA4xuHzzQ8fnn6CrYMtchfLrtKdNZDvH35IzubonvDlbVzLoJQGD3TJlI2TdmLDpB1Mc1KpbgM4/vcZHFt7hqVCdJUzP7/5GtPazse0Q6MT+Yg5HA5BDiAHlx/HzeP3oFAoULRKITTqUwfZCmSJcYJIVH35oHVM2UizBOGR0Z1lYxr1ri2Z8vz4/D+maRseEq53Rkf7TOnwQJcMofJgCnKEJsgRmtgm1bNDXxia8b2695arMHA4icy1w7cwsfkc9j3UBC+ardFa2pDVvVC3a/XIWdzACmNYsIu+zk6FLIv7rYH3Fx90ntxG63vsnHsQq/7awApMdK3Ra6Dna3esgpRO8iu14WDvosNsJBZfaBZ4ee91fiY5nETk2wcvFuQU4TEVi6jimQanVCn9/NYr9tj2mXvh9ck7xkA2Opun7daacrxy4IZKV1NUBTEpZHIZ8pXOhYq/l0VKhwe6ZMjDi0/1foiloGbykECuU8nhJCaHV55U+zhqf14mF9iaO6Uzj6w9Lfkdp9na8XVn4zy+bdY+w6o4BaBCk1KYeXxcqmgXSvl/YQqEvhAJgfrhshXKarLj4XA4+rl18p5k8KKZHS1LkON48E89A1FBtdYXneCAYDy5+tygSzFu22BUblkh1Vw2PqNLhpSsXVRScFkSAbB3tkeVVqnnQ87hWAIGyF2yjewcbSG3lq6sFCDAxcOJ/ZtcD8jrrkeRoQYfy4s7b5Ga4IEumTSZXtl/A2tHbca6sVtZlZYiPqlL9UQwT4kc2DX3IL5//GHyY+VwONopWqWg5No6DV5/rVqISetVaVlecjBL94Tq7Sox1/JexYez/8ae4Unx7b1XqrpMPHVp4dDi9IRm/4PXxx+qUZ6o+pCnzZoGXh+9IcgFnQvWcRBVC9Bkvko/GyftQI/ZHWLoW3I4HPPQqHcd7Fl4WDJ12ay/qsf1j9G/4/K+GxDFcK3SXb81LQNrW2vM7bacFbIoIozTtQ0Pk247SGnwGZ2FV2mRuolGG08RrogUZaXHKNg1+rM28pTMyRrFS9XRr5enKWtmP0oRK4dtwLntl83+t3A4qZ2MOdNjxIYBbLAZfbam+XfveZ1RqEI+9u9sBbNi9qnx7DuuKT7RCEDX6lAFozYNwP4lx+K9Xp8pVwakJviMzoLZv/goc/HWtoBNoz9KP+QrnRv9Fndjj7XL0dvo96AvzqYpu9ianTk19zgcDlCtzW/MjoeqK28cu8M8I3+tUhBN+tVjg9XoFCyXFxteLsGd0w+YA7mNvQ2T6kqbRRX87p59IOkZKUXB8nlT1eXggc6COb3lomSVFqUwaDZWq2MVhIWE4ds74/PulPZ49/gjC5rps6VN4BFzOBx9ZC+UFYNW9DToRNFMjpwNtLobxGNgKsgEpMnojrINSqSqC8VTlxYMlRlLQaPBnz6B7N+0fpeQJvLQ4LB4v5bD4SQ+JWr8ysQfDEVuJWOC7xN2D4NcbrheZkqABzoLJku+TGwEpgsSd81WUKWPRx9cSmvEJ9iRWCxZhnA4nORDk751DPZWtra1Qo32lbHy7hzkLxMzRZoa4IHOgmncuw6btemCClPq96gZ+XvrEU2Nfg8KjHW7VGMjPQ6Hk3yggpUR//Rj32F9A1ylWuNWauCckkmUQLd06VJkz54ddnZ2KFu2LK5f162zuH79+sjqIs0PvS658tMngPk9bZ+9n62n0VqaMQaqUpDdTvQFbFq8HrttMKxsDFt6pS9H1vyZmT8dh8NJflT/oxJWP5jHBsW/FMiss/dOEaGEv/dPLBu0DqkRsxejbN++HUOGDMGKFStYkFuwYAHq1KmDZ8+eIV26dFpfQ7bo9LyG5FgNSEUeVM24dcYehIdFRCqJO7o6sCrJmu0rS77+zYN3WDrwb8ltqrWtGOexSs3LYUf1wqwt4eWdNzpf6+zhhEa9aqPVX03g6OLA1NLJ4ufWqXuqSrDKBdGgZ014ZlZVeHE4HMvkl/yZ0XdRV1bFObr+dJ3bKSOU+PfgLeaI4JnJA6kJs8/o5s2bhx49eqBLly4oWLAgC3gODg74+2/dN3EKbBkyZIj8SZ8+PZIbW6btwYaJOxAeGhFDSZzMUGd1XIyLe65Jvn7/0uOQ61FR2L/0qNbnnN2dsPjf6Wj9VxO2/qaB0hblm5TC+ueLsOvbWnSZ2pYFudunH6BDzj5YN24r7p19hPvnH2PL9D3okLMvLu2VPk4Oh2MZvH/yCTI9qUlRFPHpxWekNsw6owsLC8OtW7cwatSoyMdoZlOzZk1cvXpV5+sCAgKQLVs2KJVKlChRAtOnT0ehQoW0bhsaGsp+NPj7+yOpCfQLxObpu3VvIIDJeVVsVkbnbPXBxceSPTL03IMLT3Q+T4rk3We2R7uxzfHw8jNEhEUw6a/YMzSvTz8wrvFMZtAY3cdO1VAOTG09H6vuz2WjRg6HY7nYO9kxEQhDtkttmHVG5+XlxSwnYs/I6PcvX75ofU2+fPnYbG///v3YtGkTC3YVKlTAx48ftW4/Y8YMuLq6Rv5kzZr0qvxXDtyUdvYVwUZVZH6qC0OqJ6nqUh/2TvYoXacYyjcqpTUNeWjlSRYEtZq1sodE7F+ifebI4XAsh3KN9Fdd2zvbYUyD6ahr0xp//NILm6fuRoCvqkUpJWNxVZfly5dHx44dUaxYMVSpUgV79uxB2rRpsXLlSq3b02zRz88v8ufDhw9Ian56BxhU3eT/I0Dnc2XqldArAFumXnEklGtHbuu1Dvn30K0Evw/HMETFFyh/LoTyRzsovdtDDFgOURElBEADEjHsBpR+I6H07gil71CIoRcgivH3J+SkDDwyuKPBn7UkaxpCAkPh+82ffa9J1H3DpB3oV3YUW6NPyZg1denp6cn6u75+/Rrjcfqd1t4MwdraGsWLF8fLly+1Pm9ra8t+LIkM2dNJtgVEbadbiaRR79pMAFZUajFqZJ9jAU361U3wsZJ+pt5t1PqaHECMeA+EngXEYMAqH2BbGYJgmuZbMeQ4RN/BlDhW/wBi2E0gYDngvhywKQPRdygQeoyGOnRl2H/FkIOATQWIjn2AkP1AxEtAcIFgXw+wqw9BMDxVxWb2Ec8B0R+QZ4Egz8gvezKiz/zOCA0MxYl/zqnaDmRCpK4tDb5j35fouc9vvmJJvzUYt8Nwm5/khlkDnY2NDUqWLInTp0+jaVNVjxelIun3fv36GbQPSn0+ePAA9eurVL2TA2XqF4drWhf4eflrbeikDyCJt8YWVqXtrx68hSC/IGTOmxHjdw3F1FbzEBGmYOdN81r68I7ZNhhZ8yV83axwxQJ4/+SjzvVAmjkWrpgfqR1RDIboNwoIOaoeadCPApClB9zmQ7AplbD9R7xUBzkKXtE/NHRdQiH69ALsfwdCj6sfV8T8b9gV1U9kAJRBDDuvCpIeG/QGLFHpA9F/uvrvi2qBEa0rQHAdC8Eqd4L+Pk7iQGvzw9f1RdtRzXBmyyX4//jJVJP2LDisc/BN1ZiX9l7Hj88+TB4sJWL29gJqLejUqRNKlSqFMmXKsPaCwMBAVoVJUJoyc+bMbK2NmDx5MsqVK4fcuXPD19cX//vf//Du3Tt0794dyenDRlp2k1vMZcnh6B8wClRkr9Fnoerv1wTzNSM3Y9+iI8z9WzPy8szsgaFre+Pjs8+4ffo+e6xo1UJo+GctpPvFNLqUNHM8uEJz84wLBcAmfeshNcPShT4DgbAL6iAU7Yah/A7RuzOQZjcE63zxf4+gTXH3HfWsKvgE79TxfHQ0AVA9cFF8VAXJNPt0prTE8GcQvVvTQcR9MvwKRK+WgOcuCFa5tL9eGQiEHIJIM0HBDoJtDcC6eLJsC0opZMmbCR0ntmL/PrL6lN7taWb36u5bHujiS+vWrfH9+3eMHz+eFaDQ2tuxY8ciC1Tev3/PKjE1+Pj4sHYE2tbd3Z3NCK9cucJaE5ITFZuVxbQjo7FmxCbmAKyBlMp7ze2EXEWzRz62fPB6HFh6LDJFqQmMNMKa3Wkp5p2fFPmhNTU5Cv+CAUu6Y1HfNWz2ppnZaf5NLQhFKhVAqib8PhB2TseTdL4UEANXQnCbF//3CKH9S6WI6TMREY8dK4CIJ0D4TcCmdNy9imEQfbppD3KRBEH8ORuCe9x1cjHkFES/YerX07hZhBi4GrAuBbgvhSBLmTOE5ISVgQIShm6XHBFEreV2yRdqL6DqSypMocbzpIZO74dn/8Hfy5/pScaeiZErMPWr6boMNAOkWdzsk+PNepwPLz9l6Y3bp+6zY6GGcVJeKVHzV6R2lP7TADbjkgpEVhDS34MgWBu8X1HpDzFwCxD0DyCa0+1dDjj2gMx5SJxnlMGHAT9KmRpAmhOQWUcN0MSwe6qZoNaZqBywLgzBYwef2SUywYEheH7zFZul5S6eA6FBoWibtZfe1y25PhP5SmmftSf3e33KDeEWAqVvVD1o2tfTzu+4okpVKnTkzxVK5kdFVVHu6VzNdpyFf8vPfjjaLoKvAaeFhAGCAQMDnaj4CvFHG0D5ycBTTlmP+FZWqtYTRcUPIHgLxOADgPInIM9uxPtTiqEhlA5/QHAeBkGwgRi4XL1vbcelAMLvAWH/Arbl43ncHGNdw9eP244Dy46x6kqNmHO1NnEVlGJD96Ar+64nq0BnDDzQJTF+Xj/VlVHS29GisjkDHUcCOfVm6kl8CM6A4GTwaRT9RgDK/4w47RRMqHoyBMYTwYpmRK/69MZRgSmCnOuNSeiEAUEbIEa8hui2GAg9pyf4WrFKUoEHOrNDxWqTW87FtcO3Y9QEkDLTyY3n9b6eMkd0j0mpWFwfXWqDzE71uQTTehlVQ318/h8eXHyCz69jtmtwzIvg0EJPQJADDq0hCIZ9nShQqCokjV01iE+QkwGydEDgBlXLQIzAFJ9VC6WqKCf0jAEzTBEQU34zsiVw4+gdpmOprbJSNKDViTJHGXMmP6lFQ+GBLomp1vY3WNnIJUdaRSoVZCLNXfIPxJAq49Exdz8MrDgWT669SNRjTa0I8kwQnAboeFYO0POOPQzfIaX0EgUZRWnA8U9A+V7PGqMxyIHgg4BMn+C3qLNSk2Najq49kyDjZVEpokD5+FcNWzo80CUxJMDcc3ZHrc/RB9fW3gb3zj/Cy7sxnQieXnvBgt6jK1EuDxwz4tgHgss0QJYp2oNywKY84DgQUBqmLCGGnIUYsNpshxkDOtY0+wClj4lXKRSA8iMg02fWKwD2zdm/xPDHUPqNgfJ7PSi9GkH5cy5EhTGpW44U1PQtpXBkyBrdaQNSnMkVHugsgKb96+Gvf/ohXbZoFZkCULxGYdi72KsyQFoUDUixZGHvVTorNjmmg3kjOrSEkPYM4HEAcOjK1EcQdgnwHwbRqzaUP9pDjHilcx9iwFKIvn8CiteJc2mo0CR4j7pgxJSfEZkqsEfoGWQJaYCQ41AGrIH4o6nqWBSvVK8LXA3xex2IoZdNeFypF1q/1+dcIAXdX85uT9i1IEmxKwduMFlBEra3JHh7QRJCASroZzBrILextWYLyuQhF+QfjEy50uO/V18xvMYkvftZfms2KyPmJA5MfzJgvpZn5CxVKKTZA8EqW8zXhN2F6G2eXki9yLKoZmAWB92YbSGkPQtBzn0PE8KpTReY/VdCkFvLcSx0m9Gvo4rwhb1W4cr+G5GDbhs7a+Z32W1mO1jbGN5yY672Aj6jSwLCQsOZ43i77L3R1K0TGjr8gRG1JzMfuLwlc6FYtcKs3+7L2+8G7e/L229mP2aOClHxHWLAQh2nQ8Eap8WARXGeEYM2q+W5koDIICc14jd0NiAAMsN0avWjUXzZYaL9pV4qtyyPXEWzaV2nk8kNuLYCqakYr2tKM7fBlcbh30M3Y2SWwkLCsWfREUxrs8AiMk480CVBkCObjLWjN+P7B1WTMH0O7p59hOE1J+H4+rOR27qkMaxc3SWNs9mOlxOLkAN6TomC6UWKyljOFOF3TVgMEl80NxxtNz5Db0YuTFzadLcOJUTqteMkCMoIzT49AaXqFFU9IFC6XfVPT7Ln0hfrRKBJH+NF4g8sO4H/Xn3RWjlO6dDL+67j3rlHSGp4oEtk9i85xi68tjU3+rDN/3MlfL6qGpRL1S4KR1cHyf2lyeSOQr+l3GopS4MavfV/bSIApXfMhwQbEx9JfNZjBMCmOrURJ+B9f6qDvSltgZJ+xJ8ScPFwxrRDo7Hu6UIMXNYT/Zd0x4o7/4NHBje9p5hSjXW70WfDOEhHU6p9gVqjog/ekwoe6BIRmsLvW3JU8oNBAe/4OtUHw8bOBp0nt5HcZ7cZ7ZgVEscU1yeCNTgrvXtC6dUESp/eKi1HMWomJsg8DLrJi6GXYj5gW9PEXzdZPPYnAxQfYrgTGB9ITe17J4PAZogcUwo6k/B7o951mKZuaLD+6+3o5hCvtbQfX6iiVzc00/v2PspPManggS4RCQsJw7d33/XeXl7cec38pP6ZsJ05G7Qf14K1GRCaHDw5BQ9e+SdqdaiSKMee0qFUo0hGp779VQ3RJIQceg6ibx+IPl0hiupmbftGht3sA1fEWJsQHNrS0MWER6yIx6xOCSi0+zrGwQiVl/hDx28F2CdRkU4qIW/JnGxmpQu6p+QpGb9+RzdPPUUgcpXYRVLDJcAS82RbW6nkviRmdPTM5b03cGHnv6wKStMbU7drdYQEheLOqQcI8A2EnYMtPr34DK9PP1Q5eE6CEP0nqtfREC2QabzerjGvNsF1MgR5ZojWxYHwO9I7VH6BGHoOgl019qsgzwCRgiSz2jEVCvOlCKnRXEwESSjrohD9J0O0KghYZQdCTwOKL0zNRXBoCthUMlhxhqOdRn3q4vj6c5JZpKZ942fiTPelzdN26+zho8drdaqa5JeGf4ISEbmVHGXql5BUMKC0psbRm9y/6Xf6ObrmNM5uuQTf736ICIuAz1c/7Jp/CD1/HYo3D0n1gpOgdbeQQxIzNSUQvJuZkzKoSdyQ2VTAipi/6y26EAz8WlLlI7kImDNlbeo1RW2IQPgtIPQEELgA8BsEhBwGwm8wF3XRp4d6Nh2cCMeScslXKlekzVf0ew81iWv6eEvVKRb5OGWR7l94jPM7rzJBCqmqySb96sIjo7vWGSMN6kvULIKStZLeAYUHukSm9YimCSu3je75qVAi0D8Yk5rPsYgS3mRL2A0D0pHhQNht9i/Bmvz5DDjfEXeg9O4SVYEZu0AlDiIgzwPYNtATxGi7NAZ+veMRDOW5AbtaidQOEfu8x55N/wvRb3IiHEfKpsP4lpi4Zzjyl80T+VjuYtkxcuMA9FnQJdJKidxU2ufoi6FVJ2Bq63kYVHEsOuXtj+tHtWcwXD1dsPDSFBSK5XxCAbVmxyqYtG9EDL/RpII3jCcyZKa6fdZeVpZLIyf6QAgQImdx8WXWyfEoUaOIyY4zNUG2Ncw8VA+C2xIIdrUhiuEQv5YAoLJCkUYG2JSD4L4OolddQPFGelvbuhAcfofo011iswzM2Vxv6tKmEmCVGwhaB8MRAPctEORpIXrVU5u9JvUgSg4h7UUIcn2SYxxDiAiPYAPj2MUnZ7ddxvQ/FsTZngVBAZh2aBRK1y2uc7/vnnzE8xuv2JJLsWqF4JHBvGtzvGHcAgkOCMasTovxxy+9sHfRUVVgEwH39G6o1roC/pyrXe/SEChYPrtuYJFBKoUqJ8WQ01D6jYLSd5BK3UShbrS3jkrb6EYGWKtSMMxc1Z5mXYaq/V9hLuWCQys9KU8lYJ0XYsAy6WSL8osB63NWgHV+CPbNYDh2gNsKyGxLAuQMznQq4y8rZToUBqR9OcbUCljHCnIU/JYN0j4gYtkiEex5qcxRtgJZUKtjFVRvW9HsQc5YeDFKIkBBbUyDGSzfHXvRlnrmnlx/ifYTWmLVsI3xS0GKomRVVWpHVHyB6N1FpbOoeQxHgID5EG2qQrApDViVBCJ0NXXLAdtarKBEA7kZiExH0hDIl+0oBKd+QMAqQJQoyQ5YScMiJBwlBNLiZMdsgGmrXWMIrrNZ4YcYeg2iby+m8mI5JHWzffKBpARvnbyPl7ffwMrGCmXqF2dBSIrbpx7A95tuYXK6L318/hnNPDrDimZsNYrg9wH1UTCZOB7wQJcIXDlwk/nIaUMZocR/L7/gyv6bKNeopMpTyshgR1Wc0ReTOVGIohKid9cYQS4GYecghpFqu6g2NtWU7YtRsxmrnBBcJ8Wx7oETzQzjpnq0IgZCJCFkUV+601SFFyJgVw+CzA2ibR1VwYfOYGEPwWWSKsgpPrEiEFWvXUJTlprzmBB3dBXUzwh5NlalqVlP4sTlxe3XzID1y5tvqsITUcSq4RtQtkEJth7n5Oao9bT9+E/f+rGKQD/V4OfS7n9xfvsV1pTeuE8di78UfBqQCJz855x0paUo4uja0+g+s73R+6b9FqteGDl/jSkizFETdtGA3jHNDT0ckGUGZDlpQQ6wygvBeQwEj50QKJUX+1UCNY8bQgQQdgfwIuUJfbMkuQkqHgXA7ncIVr+ofnMepnJaiFNcogoYgssECDLVDVAM2qI6DwluDKf3sgVcFwHk1SfPmbC/K/QUE8UW/ceywQsnLmTIPLTahMgGbcoeaVqZbhy7izENZ7DZnjaYeooRaCS/FvdfE8dCzBLhgS4R8PrkrdcrilKYX999N3g2pxFqzVHkF4zdNtgkx5kSEYN2GOmz9gmC6xjI0l+HzPMgBMeOEGRxZdhEmpkFzDFi1zSjNOTaCoBV/nh8NeXq15AHXMsYM1DBKiuENDsB22ox9yvPBcFtKSt+iSREauZnqNmrC2sCFzz3Q6AZKvUOMmsiQxRZdKE+JtpX4JoE7CflsnPuQaaCou1eo1Qo8fjKM9w6od30t0StX+Hqabxmrlwuw4Flx2Hp8NRlIpA2axq8uvdWd7ATwNQD/L0Ma9DNmj8zfimQmS36VmhSmi0uc7SkLH9OB0JPGnlq5BBDDkOwrSi9WehF6jI3Yr+GBo8IgK3lLQAinho4syINyzIQbKsDdrUhyOOq0NPsTnBfBlHxA1CQaaozIM8RNw0ohiUgwLlCSHcRglrXk9YwRb+RMDVi4FrAkUrizWP/klw5vfkCWwrRhcxKxiortVVOUnHKn3M7YXanJUbP7O6eeQhLh8/ojIRaAp5ef4Hbpx/g23vDbHTqdKkmOaOj9oL6PWoi3S+GlU8PW9sbE3cPR+UW5XmQ04EYsBgI2gDjURrmFq63Jy4+yAGrIhBsq0Dw2Aw49lanHA14nXUJCI6dtAa56JDvm2BTFAKtO2pb67IuHI/+OdreGoL7kqggJ4ZB9J8Js0DFPPpMX1MZlAkK/im9vquMUML/h+7BNMkJjtjQH+7pXY1Omc7uvAT+3omgpBNP+FTACI6sOY2Nk3awVCRDIIeBYui3uCsy59Z9g6GF4OI1iuDe2Ydx5L9ojS1rvkyo1606bB1skSFHOnx9qz2FSUoGmXJlQIFyeY057FQHa9CmUX+8kAHyX/S3Kmi0L02JVW4I7ivUfUuOEJwHQknrW98q6Fnbi4BgXcgkhyA4tIeobxZs3x4IPatyMKcCHrsGEJy6QaCePXValyTTIKpcOMyCSP19nMjrJghIm8UT3z7oFlCWW8mQMWd6yZNWs31lVGvzG+6ceciWU67su86K6fQtvZzefBHPb73GoivT4OBsb3EXhs/oDGTH//Zjfs8VUUGOEKks9z76lxuNz2/IvkU75C4w5cAINmuj0tzogeu3pqUx99wk2DvZMwWBAct6sMc18jzRt6UP84Cl3XnVmT7CLtNiE+KHArCrDzFwA5Te3aD07gDlzzkQIz6o03F7IX6vDvycCtNAcl6ZILitgJBmH2vUjo6M1gcdWkt8VWWALD1gaxo9QcG2POCoaVaP/p6qfwtO/SFzHQ9ZurMQ0j+FLMN9yNxmRAU5ZSATx0bwVpgPG1UjPCcGDXvVjnPfiJ1mrN+9hkFShWQRRjM8ckfRNIxLQYHw/ZOPOLic1ngtD66MItH7xlRLBIFZxbfN0lOruaBmpFStbUWM+Ke/3hNOqYOHl55CoVAif5ncSJslrpQTBc/lQ9bj7UPVzZWgqsre8zsz93GONGLwPoh+f8XvNNn9DoSeAURN+lLTZiBS+aJZhI5ZkLPT7QWmCh6dgIgHsQpa5MznTnDfwNKRpoJlE0KPQwz8GwhXFy9Yl4Tg2A2CnfSNUkni2EHbzGDno0EG2LeGLFa7B0clSjGo4ji8ffRB6wys+eCG6DW3k9GnisxTSQ4sQi1yIQVlpDa+Wpool8MYZRQe6KKfOO+f2D3vEA6vPgW/7/7MCqd2x6pwcnfElul7JH3kaKa258c6NjMz1c3m7cP3+PHZl5mrZi+Ulc/kDEQZdg/wbmn8SZflUK+9UTBLjBJ2kgcrBcH9HwiC9LoYS5UGbYYYtFVVTELuAtTkTUUZVuZrLdF48ek7vkiro2/lDZRGM4To/XeansaCEDw2QpBptxEitRuR1maD9wFKX0CeEYJDG8C+TWQLRUom0C8Qa0ZuxvF/ziE8JDzSnLnNiGZMgDm+PYhUjzCk6gS2rCIF3QePhtJAx/zwQGdglI+O9xcfDPxtLOtBiT4aotmaTE52OQqdMzoN/7xYzNbQOEmLMuQS4NvVwi+DTBWoovWwJXfEsNsQvaWNgg3GriEgywiEUMDyA+SZVQHLoQ0EQftgUox4DdH7D3UxkSJWy0ZeVuAjyAy/JyRnAv2D8PHZf7C2tUa2QllMYs48vd0CnNt+RXLAT4UsOz6vsbhAx4tR1Czp/3ecIEdQcFMqRP39bQLg7JEYZpUcvZBxKqsEtCTZKAHw2AZB8Vb1tbMpC0GeDikLA2+mgjsEtzmqhntqowi/HZUSlmdlKVLYt1XNPlyGG7RL+n6KPj0BZqUU+7sqAhEvIfrPgOA2A6kBRxcH5Ctt2nXM6m0r4uxWWv/WDWldWiI80KkdBS7tvaZzpKIvyNFaXum6xeDszgOdZUApG0uSiSKlkkaQ2VD/km7192QP2RdRO4S+/kKPTaoKU0pxupOAtVztxkCFOWnjlV4Tf84DFFK+jAog5ABE5Qgmi8YxHhsH/co2uYrlgCXCqy4BthYmNR2XgqqcKNBpjA05SY9gRXZFiV1+LqjHjXIt7QrZIbiMQUqHeugEx84Sgwzq9ysPIewyRK+aEL/+CvFrYZW2puIdm+HGK8hFvAOCVhmwZTgQ8dzo/XNUHFl5SlLKkJ47t116xpdU8EBHA1FbwxQWyClX0x6gKeNNm9UTM4+PRd6Sucx5nTjGYF9PVSGZaLM6eh+5StfRoQNTCFHNTjJAcBoIIc0urVqZKRLHXqr1NYY85m2GDF0Fmn3NUBXUMERmYyR6dzDCDSImrEDHYHgSK768vCuh7qRuMXh1l1Lzlge/6gAr8ydV7wDfQJ0nigLbsHV9YW1jhX8P3ULwzxAmw0WCypbgoMuJghUruC1WrdmwdTozr9XJ0kNwnQnBtgJgXxNwGc3S3alRZV8QrADXOUzrUgzewWZqEDwg2DeGqPwG/JylZQ1NdX1Ev7HMLDZ2L6Fewsn92oCMDKVVmfILJz7YOdoasA05gFgePNBR7tnOBi2GNsL6cdt0BjlqnvTMpFKrr9OZxHE5lgwLOp77IAauA0KOMJsck2NThYk+w6ZCnPL71BjkYvzttmUh2JaNfExU+gNeTfS8UgkE7wKcepvlNkZpVY1EGUe/1OH1I3dwatMFppDinsFNr9ygTCagcotysER4oFPTdlQzpnpyaMUJ1lJADd2kzE1Vl6XrFceAZRq1CE5ygdQ6BNdpgOs0KL9VAZSfTbRnK8BlGmQOxrh3p05YywHpjjK1GgO2j3hqdMJZsK0KMfym9KxO9otKO5RjUGvC2IYzmLAFrbvpk//SuKlQDzGps1giPNCpofTjwGU90PDPWji+7izTjHPzdEHNDpVR6Lf8Zh+hkxILpUTJoJXe69cqBZkzsCn6X1IzKnHh6fEPcuSjpvhG1t8qXUf7phAcezDrG46ecx9yFqJvHyNOE33HbI1/H7uaQMBCCRsgAXBbaFDTOweY2305Hl9VFe0YEuQIFw9nTD08mrmwWCJcGcUCePPwPcY1msn86OTqYhdFuILJ6Uw9NArZCmRJ6kNMlrDeKrrRkqSXsW7ZVOZOmo8OHdXFFKSdactcuDmGnPswiN8qqqXUjDj3Lv+DzKGJ4e8TuEbVWsDW+XS8j9NwyJzINZ2jjy9vv6FDrr4GXzIa/+crk4fp9doYWNRnKnjDuIVCxS4Xdl7F948/4JbOFVVakVwSMKzaxMhCGApwGqiBnZ5b+3g+GzFxjCT8FhB62sgXCapZXJpDEGTRZwCWp8hu0YScjJ97gf8YKBWvVNWq+mTRgrZB/Dlbzw5lQMBiiLblIfBCFL3cPvXAqHEJtRh/ePop0YOcsfDUZSKxZ+FhrBm1GeGh4bCykrO1v+WD16NwpfwqHyctHy5KG/h5+ePY2jNoNdzwUS5HbbwasCpKkNlgZBBcJsYKchxjESNeqW8vxvYzhgGBKyAqfSG4Tta9fzEcIktX6oNSbyEQf7SEKDgB1sUhOHaAYFvJyONKHShIuNnIrwzVM1g6PA+TCBxde5oFNSaySmpE4eRnJrIP1b2zjyQ/VNTIbqlNmJaKGHoFolctIOyccd9YGblw/x2jWpATP1T6nQm4AQZvgzJwG5ReTaH8UgjKL/mg/FaN2SeR3x1rKVD+MGKHpLzvxz4Tog/ZL3VjrhCcuK1WRn1l5DIULJcHlg6f0ZkZCmbrxibMmyvIX9o5OLUhhj+BGHKctQwIVjkgUu9V2AWmXA8xCAjaaPyaHBWaeB6GIDO+GIKjBdtagN60oh5+jo/5u/ITRPIBpHYRB+PtZmIQdhHi9ypAmm2RXnocIE+JnEwj8+Wd13pF7NklUSjx+8AGFn/qeKBLYBC7evAmTm44D+8vvkifzRN1ulRnCiqaJvJHV57B56vG28x4aMSUvbC043VqQVQGQfQboi4uUaUWRU2zsUadJF7SX3Kmii/jQc5kCFa/QCSFlJDDprc8otlcqAmUiER/iN5dgbSneH9dNEZvGYjBlcbB97u/zqpLTdtB67+aoGyDkrB0eKBLQK/JmAbT8ejys8iL/vzWK5zfcRXlGpbEuJ1D2QKtlNqKIdB+LbU3JbER/YYCoZSOhBa1EzGeQY60KLNCcDKmDJ5jCNTDSGtpCD0WTQ7MFCo1IhByyDQXQfkFoOyAfSPT7C8FkClXBqy4OwcHlh5jrVZUJ+Ca1oUV0H15843dkwqUy4tmA+qjTL3iUCqVrAeZ2qLI+84SlaJ4e0E8mdZ2Pi7s+lfriIeUVH4fUB+95nXGu8cf0L3wkHhcGdX3uW7XahiyuneqVtogxPBnEH+Y+mZkCzg0V1X4pRYtyiRADH8OkdKNNLsjSTCLQs60OWVu/0vqA0l2KJVK7Ft8FLvnH2IV4kS6bGnRckgjNO5bx+wBj7cXmBlqJqeZmy77Hiog2b/sGNJkSQMHJzvk/DWbTnt7Corps6VF0371WGWm5gNDj7WgD0yfOqk+yLFzSqNuU3nMOfSF4NBYtYoXehli8GHAughg/Ss/12ZAsM7LfpQRzyww0IkW5luYPBBFEf/rshSnNpL3YxTf3n3H0oF/49W9NxY1QOepy3hw98xDvR51EWEKrBq+IbImgtKbseV0SBuOHhu6pjeKVSuMZgPrW3wKIMmgIhNTuREo/SH69AMUL6J2T/8nzw64LWE3ZY4ZsMoPhJ410Zod9TWaokhLhGD9qwn2k7q4dvh2nCAXnWN/n0XllhVQuk4xWAL8ThoPDJXFiV74R4HRwcU+xr26cKUCTFGAghy7GDIZ0mX1RNosaXiQi4VgldN0HnMhG2MEuUgUbyF6t4IY8cE078OJgeBgQs9GwZAGZfqy2eh/3j51aZaKogivTz/w+c1XRITH7zt1cOUJaW86KxnTDdb1/t5ffJjhNaU/EwM+o4sHBeLRN0LpzACfQIzY0A/ZC/0Ct3Qu8MycJj5vnzqxqw/4T1NLccXPJNcgxCCIgasguE4x33ukUgR5RsBlEkT/cbHS0MY29asqJqWRAbZ1AZexgE83IOJJrOfp/QUIbosgyMg/MOUjiiJzI9g2cy/eP/nEHnNJ44wmfeuizahmRqmbvHuofSlGgzJCibcPP8R5/6NrTmPHnAP49OJz5BJN88EN0aRfXbMO7vmMLh5kK5iViS6Ty4FRJ1suw7Ujd5C7eA4e5IxEkDlBcJ2hOZMwK8F7mLIKx/QIDq0huK8HbMjORZ3ekGcFbCoa8moj0tcyVkkrk3tCSLMXgus8wJrSaHYqXzq7ZqrH7VKP5daGiTswu9MSJtmlwf/HT2yaugtj6k9HeFi4wfuyd9bvO+fgah8jyC0d8Dfm/7kSn15GCayTvu+yQevYcelbDkoIPNDFkxEb+iNNJg+2zmYoNAIibydO/BDs66tuktbm7tshBRvepG9Or0CZxzoI6R9ASH8PgudJCO4rVTMwrc7keQCH7sbN/MjdXb3WSkLcgn1DyNLsgCzDfcjS34TMbToE63xILbx99AGbpuxi/44dTyjbdO/cQyY1aCjV2lRkhXS6oOeqtf4t8vf7Fx5j/1JqM9F+CU9vvoirB8hqyTzwQBdPaC1t+e3Z6DylLTLlSg8HZ3tYqZ0HdEEzwIw50sf3LTnsJlkesjSbIaS7Bjj9ZaZzYktRlZ9vM0MmqOQGT8VXgmANgax03NcBtrUBq4KAzW8QXOdC8NwLhP1rXBGL8iNzNuCoOLzqJFs3k4IqxQ2lfo8acPFw0rpOR4+5erqgbrfqkY8dVPt86oJec2A5VVabBx7oEgA5CpBh6z8vlmC/3wYW9KRGOSSpU7dr1MXnxB/qexPsG5vnI0yec9yOJ9FhAc/2N8jcF0LmuQ8yj7UQ7BupVUtCjd4fORsw41elD8TAtVB6d4fSuyvEgKUqubhUxIenn9i6mS5olvfpueGejW5pXTHr5Hg2wI+No6sD/nd6fAzHlTcP3ktKilG26+3D9zAXPNCZkEa9a+OXAlm0BjtqJ6nZvjIKluel66ZCkKcD7H838mOsz5XAnjWQcywMK2oBMNZRQg4xYAHE79VUdj5hF4CwS8zxnD0WcgqpBQcXB73FHnaO+tfdNFC1JKVCtSk//fQOwP86L8Pmabtx49gdti31E+vD3oBt4guvujSCsJAwpoby+t5b2NjZoFyjkshfJqoCU1QqUaxaIXx6/h8ilFFNqHaOtmg5tDHajWtuMQ2UKQXBZQJEpbda/9IQRMC2IRCqRUJKlg7w2AxB7mnqw+QkEMGxHcSQ3Ua+SqFOecpiLQzRzIJMeQcAngchWJlAN9PCqdS8HC7upnOhHUorVmsTtaamj8t7r+PSnms6nyc5RBKGVipFpM+eFhWalMGzG690FpxQ6rJqtDU9U8MDnYHcOnkP09oswE+fALYWRxeMRiy/Vi6ICbuHsQs1qOJYfHj2X4yyW5rdhQaF4ZcCmSGXc48zUyMItoDbcohfS9FY0oBXiEDoKSANSVIdBcLvUykgYN8SMjtDKv84SQEzTXUaAjFgnjpwGVMVq21buuGKEIM2Mv/BlE7F38sga/7M+O/l5zgpRCqos7K2wu+DGxq8P1pziy2AERsKcsT3Dz9wdO0puKRxwk+fwDivof1QCtScmr48dWkAr+69xdhGMxHgp5qmk5+c5sPy8PJTJu68cfLOOEFOU9FE/5vTbRmCfvJKPnPAZsnWBQwsPacvXwgQvB8y5/6QeaxWrQnxIJekiMoAiEG7oPy5UOU5p/geZxvBqRcEt5WATRkT3boUQAgptaR8rG2sMfvUeCZHSMit5JCri+ecPZwx8/hYZMmT0eD9vX/y0WDhDNqOvDiL1/wV6X5RZUvovTXvT2LR/zs9AWkymk9vlos6G8C0P+bj4q5/JRdTbR1s2MxN95kG+szvjFJ1isHe2R6emTzidcE42hGDD6ksfIzBuigElykQrPPz05qEiEHbIPpPVxecaBrJBcCxKwSnYVoLgyijIir+A7yoJYG+d/HswZJ5QpbuClILoijiwcUnuHH0DsLDIpj3HM32KBAaQ9eCg2L04xkCKUPt+bEO1w7dxt2zKhnFwhUL4LempdmM0pyizjzQ6YEWUuvb/wFFuG7hV31TeHaiZVRCTaMbMVJdpePE1ihVu6i+Q+AYgCgqIHr/ofIqMxgZINhBSLOLm29a6gDFsTdkzoN1vz70IkQfsliiZmdjm/zlgG01yNyXGfk6zuapu/HPxO0sY2UodP87HrHDZHUKxgQ6nrrUA0tTSgQ5whC9NvpAaIIc8fT6S4yqNxVntlzU+1qOftgad8QbI0+Vku6UEH8u5Kc4CSD1GdWamwSBayAq4xoXi4qvLMgB1oDnIcCxD2Bd3MjKTAUEh47GHzgHDf6syeTDpPQuY5M2q2eSFePxQKcH0n8jJwHJkyiTqYWYDb+IbCQkAvN6rkRwAF+7Swisksu3FyDGR3VGAYSehKjUp53IMTkRjwHFRz0bhceoqKW1O6VPP4jfq0D06QbRpyPwo5kqvem+yTjLHce+EGxJioxjLNRHN/fsRKZVSehrRqeMVqMkNJDmgc4AGvWuI9kITjfaLlPbQhkPrbbQ4FCc3ZZ61ghMjSiGQQyYD4SdT8BelIDyhwmPimMIYohum5coKN+vqqYVlb4QvVsDoadjpinFAIgBi4CfEwHBwzB5MPdVkDnzfsmEav6uf74I/RZ3Yy1UuqBZX84ivzDh5qSCBzoD+H1QA+QpniPONF0zDe8xsz1qdayC4X/3hbWtFXucWhAMmdZbWclZ3x3HeMTw+2xkj8AVCTx9AsAdxhOfUEMkn0SV6DP9K/AfgApQdM3agncCMum1GoZVPrXAMyehkIblqr82INifXEW0IIBJgZEdmb1T0snq8T46A7B3tMOcsxOxafIuHFp1CkH+ZAIKZC+cFe3GNEeVVhXY77U7VUX5xqVwetNFvHv8gc0CDy7X7skUvdeEVAs4xsHWaLw7qw1ZEwhpKsrc+CVIRGh2Ftc6RxsyiORsIIYBQf/oLzhRvNW/S1JHocIljx3MFYNjPP7ePzGzw2JWvSmJCPxaqSAcXR2RlPBAZyA0GukxuwM6TWkDr48/YGNHa3cecRZXnd2d0LR/vcjfX959i2fXXkQ2T8aGqjUrt+TrBMYiBm1VBzkT2OlY5Uj4PjjGQYHLIJRAyD4m20UpStOgACJeA0GbAac/TbTP1ENEeARG1ZnK7m36oMH+2W2XUKNdJSQlPHUZj+KUTLkyMD85QyqIOk5opVq707IpFa9UbV0BWfNlNvYwOKRqYoogR4QZ05LAMQkyD0AwpEFYAPwnAcq4DeQJQ8n69zjGQ+atz2+9NqhhXGM4ndTwQGcCSBbs4p5rOLvtMj7GWm+jPrnRmwfBzoGsXxBj7a5yy/IY9jf1AHEMRYx4D6X/DEBhSqVz45XxOQlDEKwA+7YGbEmZkDDjqikNRfnF9PtM4by+/w4Le682eHvS0MySLxOSGp66TADkyLv6r004tPIEwkMjIh8vVr0whq3tE1l6S2Kp5RqWwLntV/Dx+WemEEAiq7/k5zM5YxBDzkL07aeeyZnqxicHrApJv69I4sDXAeU3pqQBm7KqGzUnYTh1B4KWx1/VJKGQ0zjHYMJCwzGq3jREhEXd6/RBalL1e9REqpjRLV26FNmzZ4ednR3Kli2L69evS26/c+dO5M+fn21fpEgRHDlyBJYGtRTMaLcQ+5YcjRHkiAcXHmPgb2Pg880vxhpfvW410GNWe1bAwoNcPIpPfPvTCoERQc7OwKbhdrrfN+Q4xO9VIfp0gug3HKJPF4jfKzNFD04CYdWySRTkGAqIoboV/TkxIRlE788+MIbGferA2d0Ru+YdxNYZe3H96B0oFGaYnSd1oNu+fTuGDBmCCRMm4Pbt2yhatCjq1KmDb9+0Gx9euXIFbdu2Rbdu3XDnzh00bdqU/Tx8+BCWxKMrz3Bx9zWtEjg0ivH56oc9Cw7HePzji884svoUDq08iTdmNBlMkQTvUAc5Q2+MtoA8D2BNRrdOuj/61DRso12GjfzKmJWL8mvMJ5ReTLZKDD5o5B/BiTy31BtH7QL6kP2iR+2EFr9t4ncrE/0h+nSFGHaTXxgDuHvmgaRLeHQc3RzQfVZ7fPvgha4FBmHVXxvxz4RtTAC/Y65+eHr9BRITs2td0gyudOnSWLJkSaRcVtasWdG/f3+MHDkyzvatW7dGYGAgDh2KGjGXK1cOxYoVw4oVK0yqf5YQ5vdcgePrz0oKPbumdcGur2vh/+MnZnaMVopL300RKFKpAEZtHshUVTjSKH+0A8JvxO80WRUFHFoCQVtUahyEdTEIjt0g2NXRLU/1vTqgJNdlHV8RmSeEtBd4GjMeiCEn1GloPTgOAwLnSG/j9BcQSFWZ8VnLkwHWv0KWhgZSHCn+13UpTm+6IHnPI8iSbNG/MzC+8Uw8vPRUqy0PVa0vvzUbWfJmSv5al2FhYbh16xZq1qwZQy6Lfr969arW19Dj0bcnaAaoa/vQ0FD2B0f/SQx+fPbRe8H9vfwRGhKG4TUm4daJe1FPqO+bj68+w5Aq4xGotv/hmImIe0Dodcg890FI/5D90I1NV5BjkDi0kgqLJMaBSi+1sSfHaEQDC4DCL0k/b9dcNWBJsx+wb8Ec4o1DCYTfhRjxzsjXpT4Klc+n957n5O6Ixf/OwPMbL3H//GOtlZnMtic0HDvmHEBiYdZA5+XlxfKx6dOnj/E4/f7li/aKJ3rcmO1nzJjBorrmh2aLiQF5J+mbxrt4uuDCjqusUknbBacPzde333F0raHu2KkXlSZhAj6uoQegVPyAINiwH71QEDMEKlDhGA+pkxiC5EBCAJz6sTYfwSo7ZK5TIKS/CyH9Y8C+vXHHY/L2hZRHtT8qspSklKZvz9kdmInq2a2XJe+PdO87vfmiTsdxU5Ps2wtGjRrFpq6anw8fPiTK+9buXE1ydEPTcyo+ObHhnLROJkScWH/OTEeZgrBvpS4SToD6edB23XqZ4Q8ght1lBqAMWTrD9imLOSjjGIZgnVctw6Vr/U0OCI56blECELwLosKLtZ2IYqgq6AlWEFzGQXAeBQjOhh2Qodc7lStETdk/EtZ2NjHkDTX/rte9Bup2pTVxIMA3IIZbizbCgsNY83myD3Senp6Qy+X4+jXmYj79niFDBq2voceN2d7W1pblZ6P/JAYFy+dF5RbltDaNk5K3RwY3ppFJRSmSnk0kvP89rg0JJyaCPD0Et8XqYGeMFUs0Qs9CDLsBUfE5mk3MSojfKkH80RyidyuI38pB6TcRojy3WmNRkL452nBVm/giuM4k23At15OCnAst5OkRBVCyghbxewWIXjUhfisLpf905kTBAp5jF8CTsiW2etboikOwoqIXjj6ormDNw3loPqgBa58id/DiNYpg0r6/MHjln5H3w4w50kMmlx6UumdwM9rw1SIDnY2NDUqWLInTp0ltHJHFKPR7+fLltb6GHo++PXHy5Emd2ycVdEFHbhqA3wfWh7VdzItVtEohLLwyDe7pXJExRzpJcWea7aVT99tx9Jxzu2oQPI8CDp0AeU5A/gsgy2r4xzjiHkTvdkwIWvmjM6uoFAPmAmL0kukwIHgb4NNJVeSgemftx+MyBoIQz6DLgWCVE4LnPvVsXROM7ACH1qrHWTWlPqLJgpEkXNBGiN5tVVWdbLbhCsF5hI7X0udGBsE5blEcRzcZsqdDz/91xKY3y7DzyxrMPDYWFRqXjjHoJyFnfRmvRn/WTjlVl9Re0KlTJ6xcuRJlypTBggULsGPHDjx9+pStvXXs2BGZM2dma22a9oIqVapg5syZaNCgAbZt24bp06ez1oTChQtbTNVldAJ8A9nCKy2w5iqeA1nyZIx87sr+G5jQbLbk64es7sXSnBzDoFQVQk8BSn+I5FcWEB/jVJme2YIAwXk0C6bizykxfdNkGSG4jJYuZuEYBWvKp0AlOEQOHpQ+A5hXYLwqKR27Q+Y8LGr/QTtUJq9K76jN5LkguE6GYFOaXy0zsHb0FmybuVdrkMuaLxObDDgmQNDemHu92eUdqF3g+/fvGD9+PCsooTaBY8eORRacvH//nlViaqhQoQK2bNmCsWPHYvTo0ciTJw/27dtnUJBLKpzcHFGhifYvS9mGJVCqbjHcPH43TgEfXfB8pXOhRvvKiXOgKeBmKP6cxUbtqiAlU98EaeRvqEiwBgN0+oK2Qpb2GGBbRVWFqfgKyNMC1iVVRp8ck8GCW6z1NKqmFEOl3T+0owSCtkF0GhTZ+iE4tALsm6kVbnwBeRbWVpBUjtepga7T2iJd1jTYMmMvE8InyMasZocqTDgjIUHO4mZ0iU1SzOikuHb4Nhb1XY1v72NW8ZHmJRW09JrbMUl9mpITSr8pQDC5SCfWR9YWsgwPEum9ONoQgw9A9BuhvubKqCZUAxDSXoUg5z2qSQ1V3r9//BFhIeHIkjejySx7LGpGl5o5uPIEFukQQCXbnvrda/AgZyCi4gsQvDlxJaMMMfHkmBXBvjFgU4alHhF+H6DWEEpxsrYD6dQzBPsYlbWgJnVyvSC7H6tcEOxbQbDOz6+giX3qDi47wcQ0/L77wzOLB+p3r4n6PZL2XsdndGYiODAETV076vShIzLkSIeNr5aa6xBSFGLgOlXa0lTWPHqRA47dYqzzcCwDMewORO/WElvImZmuzGONanvFF4jenQDFm2hrs7QOqAAc+0BwGshTmCbg2/vvGFRpHLw+eUdVmtN4AwKyFcqCeecnM79OU2Exyiipmc1Td0sGOeLLm29484ArMhiCqPRLxI+rar1IcOiQSO/H0YWoDGS+cUrfIVD6DoYYuEnV+mGtS0BAldoUnHqrXi+KEH16RbN10gyU1AUugcuYsSsn4czosJiJPsdopxJV1+D9k09Y0n8tkgoe6MwEORgYwodnMf3rONoRqHiAiTonAvLsENJsYb17nKRDDLunco7wHw+EHAGZ7bIKWK8qbLYNmwqaCxa1CiPYQ3BbBMGmJEQxAuLP2Wp9U12Vm4KqlzJllSokOm8evsfDi090thSQMtS5HVdiOLokJnyNzlwn1tqwU+vgygtRDMKuLuA/hZLCMCv2rSG4TOaprCRADH8BhJ6ASGtwsgwAtQOImusd7QZKz/v2BWyrqrwESTfTKjtgUwWCfSMIMgeV2o1PHyDsgr53BRSvVQ4Vcu2iFBz9PPlXvxuBMkKJl7dfo3Td4khseKAzExWbl8V9PbM6ai8oXq2IuQ4hRSHInACXcRD9R5v3jUJJSWNi/NVXOPFLT/oNA0JPq8+7oGf2TkEvTN1jRzMxGaB4CSh/QqTeRtEeCFwDhF004iASKVuQQpFJiGJER26VNN8rnro0E3W7VGNWFFKQSsylPdfMdQgpDsGhBeAy07xvQuK+sf3nOGZF9B3I5NlUUIrR0KAjxpzthV8DvpeB+LUIxAAjnMsFd4CnqRNEiRqF9WZBbB1skb9sHiQFPNCZCSqlnXFsrPQIRgRmtF+I908/xXiYhE7Jtp4TF0EkGyZzN/nyr0ViIVLLAEsvmrKalsQDDLQBIgkwx/YQhMTRXExOPL/1Cov7rWHKTvN6rGAZKl1rmel+Scu0f6VmdjXaVWLOBkkB/0abkV8rF0StTlX0brd/yVH2X7KZH1Z9IurZtkUD+z/QvfBgHFlzms38OCrEiLdmTCsKgDwbdyRIRMSQY0mbJrYpAzj+mXTvb6EN3nN7LEff0iNxeNVJJmN44p+zGFp1AsY1mYXQYO2DiMGre0nO2E6sP4tLe5Mmg8UDXRIv0lKV0o3jd7F7/iFmM//g4pPI56gkl5zM/9d5KQ92GmitzmxN46IqyJH1izLITO/BiQETX04iGS6HzhDc1xjmT5iK2DxlN479rfLI1FRRav57/chtLOn/t9bXkaTXqE0DYGWjvfQjIkKBqa3n492TaLqxiQQPdPGEpvCP/32O5YPXY3aXJdg0ZRe+q/XcYmynxXA1NuEh4Vgx7B/27+gGrZo0walNF3B+h3aH9dSGYFcvHiK/iOZlZ0P+MJq9xd47EH4bov8YiN8rQgy9bIIj5kghWOWI5/VMCHLAKi/zq+NBLiYhQaHYveCQzrEk9cid+OccvL9Ed/yIggKkNpNp1YtV/3dgKc3iExce6OKpekKzr4EVxmD/0mPMKXfj5J1ol703ts2K2XxapHIBSUdecuF1dHWQzG3Tc5r0ZmpHsC4E2FY38KMrB2RpAccBTM1ecJkEId1VCGnPsRYCWJMQN43mhWjfRHUhhBgI0edPVck7x3zYN0381KU8MwT3VbyFRAvntl1CkL90Cw8Fslsn7mt97tqR27oDnXpm+O+hW0hseKCLB//rshS3TqoutCJCwfpD6OLSaGftqM04ueE8ey7QPwgvbr+RVEhRKJTMz472oQva96v7XEFFg+A6D7CtGbdZODY2ZSCk2QmZcz/InIdAcGgDQeYMQeao+rdDG3XhgrbrQ48pIAZqT9NwTIMg82Bu4Orf4uEybiSOvSB4HoYgz2S6faYQbp28hwW9Vhm0LVmSaUMRrn92TvfMxIb30RnJxxefcXEXCcrqQAA2Td2Fmh0qY1bHxXh5h/T1dNN/cXdcPXgTVJkrJc5gY8svVeQpljlAcF8CMeIlEHISohgIwSo3RJuyEKiKTwwHrAup02K6EUNO6PGlUwChlGZReSVyzIPg0BaQeUL8uRhQPI2WXiypugYRppoByAHFZwiClON46iTQP5BVV0qZpUYnd4kcOk1Z3zzQyK1pz04Vrpj4Qtr87mkkVw/cZKlInbM0Efjv5Rf8e/g221YKjwxuaNirFnMZv3nirmR687dmZY091BQPBTc45Y6cB7D/yqNMb6VgKUkKlPrK2sWQBB8nxwDYoCQw2ixdBCKuG3jqDLXuUcQ00OUwXt59g5G1pyA0SL+nIwWqXEWzI2/JXFqrNZ9cl071U3aqaT9aZ09ceOrSSEKDQiFEM4rVxZ1T9/WqBXh/8cWHp59Qs30leKR307o9NWHS+/0+sIGxh8rRgqj4BuWPDhB/NFCpaUgiAFY5+Xk0M6LSF6J3B0Ch0X2l1Ja+mYV6eGNVFHD4E3DsSQt+el4jYzNHThRf333HsGoT4f+Dql/1Q/UEozYP0PrcndMP4ftVv5ZlmsweSGz4jM5IchT5RW+Omcpr7Z3tDFrsJjNCai6ffWo8RtaZyiwuNAGP1vxs7K0xfucwZC+U1dhD5WiTmvJuDyg+GHhuRO5gkEBY5TBrClf7x1mXUK2dRv9uBO8ClN7GtY0IaSC4jAbs6ke6vSthDQQulwiSSgj2TRL4F6Usds8/xIrrDNW0nn9xCrLmy6z1uY/P/2PXVZ9ANmW8MuZIXMF0HuiMpGyDEnBP7wrf7/4x7SjUUJAiBYD8ZfLoDYhUhJIpt0pINlvBrPjn5RJc2v0vbp64x15L+6jVsQqc3EzjyJuaECM+ACH7ISq+Q5CnBeyaAKHnAAUV9RjyrRYAm4qAfXP1zfomxOC9gILEf9NBsG/GqjYNGcykVpgPnG9/IPxetMpKBUA2O+5L2RqqKCogBu83vjdS/AFR6c28zjQIjh0gBu9QB83Y3z0ZYF1UJQTNiYRal6QK4TTQck3eUrmQrQC5iOie7RniAuHg4oDEhgc6Y0+YtRXGbB2MUfWmsoXb6KW0FOTITLX7zHZw9nCCZ2YPlp7UVm5L29buUIU1WWqwsbVG9T8qsR+ONCIp1gdthxi0RTVDE5wAcqO276ByIg9ar87MCxDpJhqwGBA8DLuhytJBcOgIOHZm27ObdeiJKLNOyCEG71a1OZAlDG841nJ9gtXpSM2aWLTAo3gD8UdbiPb1AQpy4s/4vAPwc6pq9sauk6qCEx5bIfoOASLuR1u7E1iVruA6A4LAb3nRCfI3TBiBahJaj6BWEN2Ua1gS1rZWCA/VrVWaNmsa5C2V+MsBfI0uHhStWgiLrk5HxWZlItOMNJppMbghFv87HW5pXSGXyzF2+xBY21ixYpIYJ10mQ9Z8mdBtZjvTXMVUBqmW0E1U/DlN7RodDog+QNAm4Ed9IGhdZHuAqi9OoXaAjNvQHwdZZghpL0Bw6skCGPMzYyr50W/W6v+GnoXozysytRJ8UD171pbVUACiNxC0OZ5BLgrx57wYKjaC1S+Qee6CkGYvBJcJEFymQPA8BZn7EtZawomrUWkIPWa1R0U9BXHkHt58cCNJoZvOk9uwe2NiI4gpzHHQGHt1U0Diy1Sg4uBir/UCkmDzjtn7cGbrZdZ74pbOFQ3/rIUWQxrC0ZWnJOODkoJLECnJmFoDlNKV5SHzWB/pai5++03da6cLawjpLkGQuZv4WJI3SprNhVHVpJgofZWCfUOzv09KZOecA1g9cpPWZRgNE3YP0xvkolderhq+EXsXHWHxjiYClPmyspGj+8z2Ji2qM+ZezwNdIkHjifCwCJaejA4JNtMMj2PoeQyG+K28ynzTHNg1geA6W7WoHnIKom8fvS8R3BZDIB80TiRKr4ZAxPPEOSOOAyFz7svPfjwIDgzBkMrj8fr+O61LLE361UW/Rd2M3i/JIZ7bfgV+3/3YrLFa29/YjM+UGBPoeMI6kaAbpybIhYWE4cCy4ziw/Dg+v/oKG3sbZnHRangT5Cj8S2IdUvIk4p35ghxBBSxW+QHHLqqUqCFQgzonJvIcQMSrxNGxjJAWZeDoxt7RDnPOTsTaUVuYu0BosCp74ZHRHa2HN0GzgfURH9JmSYOWQxvBUuAzukSCUpzH153F/mVH8f7xpzipAlrHo2n+1EOjUaIGdx3XhRjxCqJXAhtOSVZK1DQnS0DVgXp77QDB87heFZbUgGoVJIJ5u5EgtuhDg4VEQnBhFbKCY1cI3EQ1XgT9DMaHZ/+xuoJshbJoXYr5/OYrTv5zHt8/eME1rQurMM9RJBuSAp66TMQ1OkMVwUfVnYqHl59KLlmQQgoVtWz7uBK29lymSBusHP17NUD5JR5XQq6aaRgQvNRXRM8aE5Wsl4EszQYgtbcRkCYo9cOJASp3CPsWgOJ9tEKexIBEvN0geGxnRSkc0w5i/h6zFdtm7WVLLaq2GpGtv1GwG7q2N6xtrC020PHFoUTgn/Hb8fjKc73r8jTLC/AJxAUpLc1UjiDIITAVDGORAYI94NDBiNfoK6Sg0vZO8TiWWO+i8IIYsAJK34FQ+g6DGHwIoqhfjskSECPeQfzRFAjaqApy7EE/VXtH2D3AsQdAZf+JggIglRW/EYn0fqmHvQuPYNvMvewrQWt51Oer0cU8s+USVgxV2YxZKjzQmRly4z28+qTBxqlW1nK8vM3XHCRxaMdMM41DqUpt2ZaB6RCABLobsKD2vQrEgAUAuW2HHIboNwSiVx0WRCwd0W84oPTTshZHLQTfgOBjgMd2gBwnEgUFEH5LJfjNMQkR4RHYMn235Gzv8MpT8PmmX/4rqeCBzsx8fP4ZwT8NFwamZQ5quuTohtImMpJ/cvzTuNMU9I+qwVyez0SnlxRTbkCMiJ9QsBh2B6LfMHXRizJa7x/95wtE784WPbMTw58B4XelC06UHwCvWsDPBYl7uwl/nHjvlUIJCw3Hg4tPmOemn5d0vyPN8G4cvQNLhd9RzYzcyrjmSPrAkMIARz+C45+qwMUKSwzsqaMUG0y8/qn8BiBKGkkMfwIxaBsQ/hAQbCHY1VTNJmUaZ3P1doGrtXiwRU/DfQJCjgP2llO9FoOIJ4Zvq9Rt3WIWuFpNvFEqldgxez92/G8/fvoEGni+VYL3lgoPdGaGFFCoVNf7s3br+ejIrGTIUzwnCv2W+H5NyRFB5gS4r4Lo001tp2NoA7lpv5Bi2DWVcDF54oU9AgLnRpMLo8B3CwhYCXisg2BdUPUYTd1Je1Oy/F4GMfQsBEsNdMyd3RKxBmzKJfVBJFuWDVqH/UvIh9EIRCC7BbdG8dRlIszoDO0nIcHUKQdGxBAKphviue2XMeC3Mahn2wYNndpjcsu5ePxvIjXjWjiCTUlW3g/H3gbYtJiJgPkQf86E6NNVHeQQK4CR/Jg/C8hipL+dqhRfGnqd5Y6SYVveAsfKAmBPTvJuSX0gyZI3D98bHeSoLSpLvkxJYqhqKJb2KU2R/D6oAZ5df4lzO67EcRK3d7ZHyVq/olaHKswZIXqqk4Lcgt6rcGTVKfZhomqniHAFruy/jkt7rmH4ur7M3SC1Q31TgvNAiKRNGbDQDNJghqDvPSkV+QMIPgI4/M6sZUR5HnWrg67qTiFyBqgp4ycRZFH5DQL5qtk3hiDXbpmSGJDsmWjfFgjelChSX9KoZ9C2dSC48KrL+HJ83VnW02uo0zhta21rjZEbB1i0kwcPdImQ717Sfy0LchSsxGjVl8WqFcaUQyNhp6Nn7sLOqyzIsf1Ek+fRfAjndFuGolULGizMmuKxbwkErKDORQu48WpDDjHsCgSH36NsZfzH65mdtGADHjFgPhC4Sv24DCIF1oAFEB06Q3CmLEDSJGcoqFDgRejxpHh3wLo8IHMAZGkh2P8OWP9q0TdcS+fbBy8oFYZ9d+TWclRtVQFtR/8uad9jCfBAZ2Y2Td6FgytOxAlWxN2zD9nz3WdodzEgYVTNTE4XR1afRucpbUx81MkTQe4JuK+A6NOLVPxgeUSrqtQE5tBL0ZqqxWizEyUE12lstioGrgECKYBriPZ5IKcGWqt06o+kgFkUuS2CSMaqlLrVK/ml9oVj2wmAPD8Qst34N5Zng+AyEYItiW5zTIVrGme1ELPu62jrYIuNr5cwUfrY2r2WCl+jM7Ng6s65ByQnFzvn7MdPX3WjbSye33olGeTouafXX5jiUFMMgm15CGlPWKjBpgjBunjM5ne3hRBcJgFyjUeXDLCtDMFjE5uh0JqeGLBMeq8Ba5h7epK2e9B5d1tq0C1FcJ0LWZpdkKXZCcF1guG3ISEt4DgIgsc2CJ4neJAzAzXaV5YMclQwV7tjFbinc0s2QY7ggS6eAezwqpMYVn0i/iw+DNP/WIB75x/Fcde9f+4RQgKliwkoTbBhwg6tz8mtpSfclKGh/DhHy5qd2wrArqGWjzmltZIitSWolFnImTz6oxTsHNpAlvYohPSPIKR/DJn7Sgg2pVUbhN2IUhzRSTAQdhlJjWBXHfDYBcgyaXlWfQ2chkOwikpzMSNU27rRHMglID/B8Ks8PWlGClXIh7INSzI5wtjQTM/eyQ4thzdGcoMHOiP5+u47ehQZwopE7p9/jNf33uHCrqsYVm0iFvRaFUMBJSTIsGbfqwduan1cVZyi+xJRWC1TL2qGwImC1qwE1zmAyzSV4G+Ms5YY63fRbxR0E7dmMx4p808SQ46z1maoU4M5HR2MQGZTGELa08zwNGqWSqi/FwFzoPT9C6IyKngLTn+qz5G+AYgSoFYO6i3kmG12Pm77YFYcpwl2miXPrPkzY/75yciYI32yO/t8jc4IaMY2vskseH38oar8Vt8wNcUhR1afQvZCWdFsgMraInvhrAbt99t7L62+dORYTgUp2qDRFfk7UaqBo4sIgBq3jXaxpuugp+rMvhUQrG0mLqepDSDLBig+ATJbwK42BIeOEKyyG3+pYgQLCaxywVKgWapo3xwIOaR2gI8+sFAAIQdUEl1ptkKghnrrAoD7aoi+g1RO8ZLIIAbvgGBvOgPP1IgiQoErB26yQXqgbyCy5suM+j1qIFvBrExQniq6u0xtg5vH7yEsJBy5imVHwfJ54xT6kDyY1ydvVi3umdnDYguBuE2PEVB6kmZuUnhmSYNNb5ZGWlw0T9cV/nrkc6h66WjIVq0fktObL+J/XZawlgRak2OGoBDhmsYFM0+MRe5i3B5GUkfSbwjihXUpppkY8yatdjOw7wCZ6ziIQdshBiwBlF+170PmydRbQEEuATcA5Y+WKpUVrYUeMsAqD4Q0ByzqJiOGHIXoO1ByG8FlKgSHVlGvEcMgfqukP9jJs0KW9rSpDjXV4fPNDyNrT2Fmq5piN01LQbsxzdFpcmu9nyWSB9s+cx/2Lz0aKQ9GvXRtRzZjLU+J8Vnk7gVm4s7pB3olvWi29+UNSUJFzcqkoA9a6brFdH4wyAJj4+tl7ANYul5xlGtUEgOX9cSGV0t4kNODGLzXyOy86toKtI7ksRGC81+ALFqaRp4VgstkCC5jo2Z1dhLrFUoviD+nQfw5AwlBYOlXaoaXa5k92kJwnakaAEW8hRhyDGLI2RipwfjAWhpirTkb9fqgnXrOvcBmZnEqOOW0fid1kxTYAIITz+siipjYbDbePf7AftcUu2myUpun7cbx9aTYoxuaxY1tOAMbp+yMoYH56fl/+F+XpVg/bpvFXR6eujQC9qEwYKASvVKy2cAG2L3gMPy9/GM0ikduq1SiUa/aOLP1ErPoyZgzHUrU+jWG6SG59XacGDXy5Rh6wb4b0Mhtx6S7mCyYdTEIDn9AsC6kesqxG+DQRa1lSTfYdDEHJJSaCyK9Sj0ErYdo/zsE6/wx7W3oRk8u3IIjBLvagG0NVXFGLATrvECa3RADFgMhR9UzO6rOrAXBeQCT4lL+6ACEX4vxd4mOnSA4DdS6T12IoechBq5TrYVR7oDOCbmt29bWOhgTlUFAxEPqZgesC0Qpkig+6zn3onqbWH+rw+8Q/R9Kvo71y3HixZNrL/D4qoSqkgBmx1Onc1Wdg+9jf5/FnTMP4ix1a+5vW6bvQZVWFZDz16QxZNUGD3RGViQpwqX7hFw9nZExZ9QswM7BFnPOTMRfNSexlIFAI1lRZDM5+mSUa1wKk1vMZRb2GtWUNJncMXhVL5StXyL+V5YDkGpIBLVf6LpmAmCVEzLPPTrPFisOkWeI87goRkAMoHJ6Q5BDDN4JwXqc6rUBKyEGzFPPeOjY5BBDDrIUJNzXQ5DHFQAgB3PBbR5E5RRA6aMyGJU5QVR8hfijmeqxGISwBnPyuhPcDJtRqo4rpk4nuROIvv2Zr5zgPDza3x+mUqEJ2kRTZ/Wj1hDtm0FwHgnQ38DW53QFOxo4aBE6sGsGBG5QmbbGuW5ygJzc7ZNf1Z+lcOPoHWnlExH49OIzvrz9prPo5MCyY6r7mI6iLto/VaX3X9IdlgKvujSCUnWLIUOOdKogpQUaATXpVw9WsdoCqEDlnxeLMXjFn6x0lyS/Wg1vgqb96+PKvhssyEUfEXl/9sW4xjNVoyZOvBGoIVtPA3P0NSJDUAW45RC/VQQUrw18lQKIUKWKxODD6mASvXlc/d+I1xB9/pRMGQoyR1aezwStmQPCWnWQ0/Z3ikDIbuamoPfvCn+kPq5ox8NQ3xADV0MMvaLaVlSq1t+okT0yyBHhzGVc9O6kTulKz+gEKliJ8/c5QPDYDNiUjfsSmwoQ3DdCYGlcTnyICIuIKqPUt50OPr74LPkZpSD6/ukni7pAfEZnBJROnLzvLwytNhGBfkGRKUqZTIBSKaJ0/eJoOypmn5QGeyd71O9Rk/0Q/j9+onVm7U7Z9CGioLl21BYsuZaw9Z1UDTWN21RS95gptRRx5AeMSIMpFT4q9Y+IR0YeiAyQuarWvQKXRxW1aA2ID4Hwm4Cmj04CdrMJ3qknmMvVHnyZIIbTwMkKgm0lwL5hjIDBtok+k9P2foFrIdhWAMIuAqG6ikGUQMQDQKG/GlgUXLSuBJDCjeCxXlWZGUatNwI7H4KVgRWoHK0G0Od3XMWzGy/1ZqUcXR2QPns6nc/bO9oiPIQ8FLVDbQmOLpY1GOGBzkhyFMmG1Q/m4eDy48xCPsg/CFnyZkKj3nVQtXUFg/3nSJSZFnV1ISpF9qH879UXZMoVN3Wmr3TY97s/M3B18dDdt5XSYWlH92UQf85RtRlE2vNQk3ItwLE7LZbpXXdVKiMA/+HM/Tt+KFVWO0ovIEKf64QVxNBzUQ3jkoSqvfik35vaIMTI4CpADD0GUOrUfR0gTwcx8B8geI9++a6wK2xNTgzcob8Fg/apj5/TIZIwtY4ZhkBrp2z9lJPQdbmxDWewwbVUXy475zIBpesWZ4N3XVRt/RtLTepKf9K9q3LLChZ10Xh7QRJBC7YbJu6QlNshFl6ZhoLl8ho8ats2cx8LwppqqAJl8+CPMc1TvZmrqPwJhN9TpfFCTwHhGjdkK8CuAQTnIRDkGeOcU7YW5dUAULxDvJHnh+C5T+Vb59NJz8ZWgEM7yFzG6N0tmyF+Kx7PZnGq2HRW9fyxYhsDHR9kWVSGsCZquhc8dkKwIe1Ljjn4/vEHuhUahNCgMEk5wdi4pnVBlylt0KBnrTjP0eC7Z9FhCA8JY5ms6FAgpYH5irtzzC4RxtsLkgFps6bRG+TYdlnSGBzk/qo1hZUHRy/5fXrjJVvv27/USCPFFAZTJBHDAVqHCr8X7ZkIVj0p/vgdYsTHOK8Tf85KWJAjnIaoZpd6NCs1xxNZ9Rn7WBTfoPw5F8pvFaH8UhiiV23AqoBh8llxUACir3FBjlB+NK2yjPKLwZtSy4QYsALKb1Wh/FIAyq/loPSfxQpyONqhQW+okUGO8Pvuz5Seds8/FOc5CmSzToyDSxrnyD5gTSaLzFdnnxpvcTqYfEaXhHqZrTJ016mFSQUvxasXxszjqko9fWybtQ9/j9nC0gZa9ycTsOntcoMDZ0ojqhnZV8eNWs7K+2XuS6JeQ2m6b2UoZ5ewN7f7HYJTH4heqvVZvbivgyyWKr9IhSrefwBKP+3ViAz9AydLgwk02+ivLhaVPhB//KGlkpNmpi4QSGWFr+HFoXO+AayKMr5Y21lj5+fVzKkgNuFh4bi89zqe3XgFK2s5K9b7tXLBRBMu4DO6ZIC9ox36LOiiM8iRWHOP2R0M2helsKjkV1eQ03Ds7zNItYSeVStu6DpHCpbSFBU/oh6KeJLwIKeZtRgzK6Q+NjVU4agMuQjxR1uJ6kq68UfX8yRs4jnTS0Rk6VjvoiGI/tMAxVsts0+amfpD9B2coAb3lIo+UXl9hIeG48Kuf7U+RybQJDyfrVBWpsubmEHOWHgxShJSr1sN2DnaYe3ozfj6lpqbVRQolwf9FnVDrqIxtREVCgU+v/7GzFupV0/TxkAfxu8fot2gdfD+SdzUXGpBjHgjUe2oQQkoPgJyzazXFDdOVaM5NYUbTPhd1bsrPkH07g4oXul5AR2nD+A8UdV2INgCNuUh+vRU7yspHNf1I7hMMMgwVlR6qwuBdM1YqVr1CRB+H+DrfTHIVSwbfL76Gp26jF5pTlqWMa6HKGLrjL3YOmNPjECaOU9GDFvbG4UrUjrdsuCBLomp1uY3VGlVHs9vvsJP7wAWwKiKM7Z6yp4Fh7Fr3kH8+M8ncrG4ab96aDOyKcuR6zNopWoqCqqpFuUPwwKXLFpAYutfdmrH8vhC/WLNmLUMc1EQ/Q14jUzlQ/ejvbrww0BIaiztiaiiGoeOEP1uw+IQXCG4ToVgF7fQQSvhzwxIywo80GmhcZ+6uH5EU3hlPHRP8cigVrtR88/47awWQFuRyvCak7Hg0lTkK2U5IuMEbxi3AMi1IH+ZPKysN3aQo9HTnK7LsHLYhsggp1ks3jBpBya3VDX5VmhSmpki6oJKgSv+rqUJN7VATgJ6sSK57BjN2XAg9/b4pmNkgE1lwKacSobLsY9hL7OtDoQcMS7IMUitJJokmV09lYu5peDYB4L7Ogjp/oVgV8fw1wmGFDaIBm6XuiAbr/o9DVwb1oJMLqByy/KRv9PscNss0pCNCy2dUGBcN4Z6Mi0LHuiSgZD0yQ3ndX6wyMvu4q5/0WZkM5WlqJZ7MpX8ks1GqTqpuIybUpJ6iQC8qkMMvRD5CLUdaFXp0IsVCzKC+9LIdQuZU1f1LFEawbEbxOAD8XhPaiDfDGWYqqGd3pccAqi9IWlR6XLKnAcxV3Cy8TEK6yKqVghJBIAa4Tkxz4ogYNDynkxSkFSdjMXJ3QlOblFZjnPbr8RpKYgOBbpbJ++zgGhJ8EBn4RxaeVJypkYpy0MrT7BUwYTdw1XpSZJwjFbym7t4Tsw4OiaGUHSqQ++NUkMYRJ8+ECPeq28UdhDc/4bgOk+PNxzdzGtDcP0fBNcFENJdgsx1CvNbi3EYaXZIBzvXuRCs8wDxLpkXAe/mULJ0n+pGlySG6uzWonZzt2sMwU0jL2Y8zLOOhKWl3su2LgTSNuVoOX8C6nevgQ0vlzDBeG3u4bqgzNGbB6rvAkEBTK5DAjE6vt+oOthy4Gt0Fg4VkCh1CbCqR1Afnv3H/l2+USls/28Vzm69jJd338LGzhrlG5ey6GqoxEKwrw+RpLX0rtOpNChJEktwGal6LaUdSTLLviFTEWG9dazAQxalWWlXX22XY6N7z9THRwHMdTFAclxBK9UpVWuA2gmchkBmpb5Z0zqb3iIUXSiBH20gpj0FgQprBANbSgQnUnZGgiGfObYWaQfYVTNNAHLsDVCfY8ieaFJl6v9al4LgOi3h75HCEQQB43cOZcsdt0/eZwFPX6U24ecVta7smZn6f5V638c91rpeUsMDnYXj5O4Y6WqgC0cXhziampxY2DUBAlapG6T1FTYo1FqOqkAXHcGxE0ByXsH7ICo+AIIbc7tmclUSPXwIXAkxkJT+faK87Rx7APY6TC7tmgJhlxJwGQOB4K2AUz/AoQngR3qfenAeqzKRDVwd/4DHzkczCCZeL2PpTtcZgENbiMG7VKloWRoI5GRgU9Gg6k0O2L1i5rGxeHr9JbZM341/D5K5sDTpfony/yOZw+WD17HWAl0ZpjL1i8MtbdRatyXAA52FU71tJTy6okpD6WoEr9FOv4BuaoeV3XtsZO4ABs2USANT5748AMeuBmUEmduBTy+1sHS00YriI0T/8UDEGwguo6JtHwrRbxwQst+Avet576BdgGNfwLYxIEwDRKl0kh3zxGPWP469mEQaORqAJNNY0KIUqDMQ9LfKpUArMiZfZuogp4ENCGyKcskwE5zHAmXzYNyOoWiTuSer9tYVtAqWz4vMuaOk8UgNpcvUtlg9YpPW7SmL1HXaH7A0+DDIwqnZoTLSZfXUuk5HHyxnD6cEVVWlJgSrXyB4HgZsSHVEKkzJAQPUOgwieL96ZhZ7Sq7+PWgdROr/0jzqOxQIOWCaHj7lfxC9akEIPQS4zpf8mwXnwZHWP6yIxaYEZI4dIHObDpnrJMhcJ0LmMpQpkACUQYj+eVTv16YsBKfeCT9uTqIQEhgCB10uA+p1/t7zO8d5quWwxhiwtDtrcYpO3pI5Mf/CFOQo/AssDS4Blgz4/OYrxjeZhbcPP0QWmJBOZqZc6TF5/whkK5g1qQ8xWSGGP2TallIIHtsh2BRP8HspvX4HIh5LNG3LmdkoBRTmCUcmqiZF1SQvOI8BrLKpZouUnox82gmC0yDAoYPB67ikCSoGbQDILFYZCFhlh+DQjlkemWs2x5GG5Lgu7r7GKrS9P/uwdGPdrtVRrlHJGEVoJD1I15kMoUc3mI5bJ+7p7L+t170GhqzqpfM9yX3l4aWnzLKMmsXJdzMxMUYCjAe6ZAL1090//5iZsdICcuFKBZiBK/XgceJxPgPXqotKonuwqf4tOA022cxE+bW4fisd6+KQpdnOBIoRtN5MmpVWrBKUmrUR9q+qCEbmzkryqbLUlLCKVUrVUvENNcpbF031xVDmJNAvECNqT2W2XhpvTI2ARImaRTBp3wjWgkSCE6/vq6TosubPhA9PVUVsUr50VNxmax+zcthSMCbQ8TW6ZAKNwopWLcR+OCY4n47dAKuCEElXkm78BJl7OnaBYFvRdKdYcNAT6GQqxRSCCU6bCwVLo7Iy/ViC0VqrQ0MvqWZ+srTqYKi7mjSGu4DfSCD0ZPRHVQa3bgu46LKZmNtjBV7cVrnda3rcNLO0O2ceYkD50axFIHpbgb4gR9BM7dXdtyhYPh+SOzzQWRAk9UWphDNbL8H/RwAyZE/L0ge5i+VI6kNLkQi25dmPWbFrBAT9IzFLI1PWeqrjkWeBaEoLnBjIWZWovuSkGHwIov+UqOpQdmCugPMICA4tdL9OVED06aHW1oz1N0Q8g+jVBCI10Du0gmCd1A3sKYdv77/j0u5rOgWtKfvzRt0HZ0grQWz0tRIkF3igsxAC/YMwrtFMPLj4JDLtQAUoB5YdR5O+ddFnYZfINCX1tZxYfw7Pb7+GtY0VytYvgd+alYkUeeZYDoJjR4jBO9TmqLFvGnJAnoX14DHsfwcCFsXjXWhG6G+ARJZ0b5MYchSi3xAtT/hB9B/NZp+Cg461TVKTCddVqk432FCm2iIGb4JIzd1u/4vTTM8xnnvnH5vVtWHDxO0Yvq4v0v2SFskZvsBjIczutCSyjUCTdtA0ipNp6vZZ+9i/L+7+F22z9sLqkZtwYccVnNlyEVPbzFf5Tr2Mv+8UxzwI8kwQPP4BZJpeJBqMqAckVnkgeGyIXCMjMWbBaYDxbyJPq9LUlLTlUbCGd8kZmf9MybehNU2W1tT2HJMs06e8o74hh55QFcVwEkx8ZmnGcP/iEwysOA6+3y1L6cRYeKCzAD6++Iwr+29Iug/8PWZrZFCjCismoKoUI1MLZNMzotYUhIXq6nHiJBWCdREIac9BcFsC0BqZY3cI7hshpNkf5TQQXfjYZQogy2jo3gGrfBCc+kdJbmnbxq4xIM8BMewGlH6jofTuBqXfKIih6rRX+G1AqWegROnMsCs6nvthRBGNkvUJanN05xgH9bmZE2WEklVxkntKcoYHOgvg5rG7WsWYYzO781LVqFjLII6C5Nd333Fh51WzHCMnYZCMGDVky5yHQ+Y8BIJtWa2ViKyHzaE1hLRnIaTZB1DpvyQiBIc2rIlacF/N1EJU0OyK9i8D7FsALpMg+g6E6N0OCN4LhF1Uqbv4dIDo2xuighRjDLU70gKlYI01emXqM5yEQG4npF9Jwu3aMIX0n1KhxNG1yfta8UBnAYSHRRhUgkC9c0qF7i1pDe/qQdJz5CR3SNJKsC4IgVRKbKlYJfYNS/27fZtIdwXmDJD2PAS3Zaw3TnAey2aSMtKBDFgIhB5Xv1YR87/kvh5y1LAD0zHTFCiYGtUWIVOvW3ISyl/r+yF9trQxBLxZfBOAXwpmgb1zwttHSNw5OTu4mzXQeXt7o127dqzHwc3NDd26dUNAgLSGXtWqVVWj2mg/vXrpblpMbpBLOAWj9eO3YePknXh6/QVTFDCJEIZSibDgMFMcJseSAp7bPAjOfwGy9FFPyDOrHLpdJrHvCJMaCzkF8ec0iKHnVWuCDi0gyDNAVPoDQeQRputDJqpmV3Jq+BUknNIzADZltD9tXZw1vhuOApDQB+UYTpqM7lh2azb+nNMR2QtmhaunM3IVy4EBS7pj6fUZmHViPNPMTQguni7JuhfSrA3j9erVw+fPn7Fy5UqEh4ejS5cuKF26NLZs2SIZ6PLmzYvJkydHPubg4KC3ITA+TYSJzfNbrzDx9/+x9TRyBadTTzlwyrM/v/UaEWG69RUNgao1245shs5TyCyUk9KgghGVqgkFnfSRQsZixDuIPt0ABZWRaypvI1h/nuC+DKD+Nt9ehjkEBK5UB8TotwXVDY7NFO1qSB9f4HJVb6L4U+KN6PjTQEh7QeUMwTE7ocGh2DBxJ3bPPxijZYAazAW5DAodIs1sG7kMrYY1RrcZ7SzqSlmEMsqTJ09QsGBB3LhxA6VKlWKPHTt2DPXr18fHjx+RKVNMJ+3oga5YsWJYsGBBvN7XUgPdl7ff8GexYQgJDI1TdEIfJFIh0CWuaij0od34emmyLwXmGI6oDILoVRdQfteSOqRAaAM4Dwd+TtG7L8F1DpsJiv5TAcXLqCfk2SG4jIZgW9WwYyJh6tCLgN9YdRN89M+7au2Q1hMp1coxoXLShcc4svoUawYnDdxqbSuiWpsKMZRNqDXp2N9ncef0ffaaIpUKom636ljSfy0riItdxUn3Jvf0rlh+azbc01uW9Y5FBLq///4bQ4cOhY9PVONpREQE7OzssHPnTjRr1kxnoHv06BG7CBkyZECjRo0wbtw4NqvTRmhoKPuJ/sdnzZrV4gLd8sHrsW/pUUlvOSsbK72zOtKTe/tY1firuXKavrvBK//Ua9Hz/eMPnNt2mRkokrdUtT8qwj2dZVlqcAxHDNoO0V+qVJ+0NBsa5IYgeB6FYJVLtRYT8UTlnSf3BKwKxyttJSq8IAYuBYLIQy5Y7QJeDYJTX1aJyjENtGQxv+cKFsCoKIVmbBqvOdKgnHNmAvuuS0GV3KuGb2RGz9HvQaTENOzvPsiQ3Xh38lQhAfblyxekSxfz5FhZWcHDw4M9p4s//vgD2bJlYzO++/fvY8SIEXj27Bn27KEvS1xmzJiBSZMmwdI5veWiZJCjQpJ8pXPh0WXdljyaxvJ+i7pi35Jj+PjsP7boXKJGEbT6qwmKVSuM26cf4MiaU/j0/DOz1KjRrhLzkKIgunbkZuycd1BVi0fpCoUSq/7agI4TW6PtqGbJOgefWhFDTkQKN2tHoXJPsKmkbg3QlqKSq8xLrXKx39jnwLqg6icBCHJPto4oOo8ClD7UPR/pkMAxHbvnH2ZBjtCkJTUzsy9vvrLlksX/zpD8flvbWKPvwq7oMKEl7p17jPDQcOQpkQNZ82k3zaWZIXna0T7zl80NFw9ni76kRge6kSNHYtYsEsOVTlvGl549e0b+u0iRIsiYMSNq1KiBV69eIVcu1RcxOqNGjcKQIUPizOgsjaCfNKKVHpX5eUmta6ig9b38ZfNgXd96CAsJY24G9ENFLjM7LMKZLZdijOpun7qP7bP3oWyDEtg55yDbB30FlErVDU+hFLFu7FaWOiUFFk4yg+lo6knKiCHMgVv80QZQ0iAz+oBLxtKVgpt0s3hCYDqZ8miFNByTQZXYu+YdkHheiWc3XuHJtRcoWE5/zx0FrEq/q6p4dd3Hlg1ah9ObLkSar9Igunanqug1rxPsHU0rEJ5kgY7SkZ07x/Uoik7OnDlZ2vHbt5i9OZS6pEpMes5QypZVnfSXL19qDXS2trbsx9LJlDM93j35qPOeRMHJxcOJzewo6ElBlj39FneP8YHcNmMfzm69pHVU9+HZf+xHio2TdqBBz5pcRiy5QYLJ4fckSvtlKgUWeQbAcy/EwA0ASZJRPxy5F9i3guDQEYJcOrXFsVyxCe/P0mLgMrkMd049YKaopItJwSprvkyo/kdFOLoaXo1JYhQjak/G85uvY9QZUKrz2Noz+PDsE2afHG+R9xCjjyht2rTsRx/ly5eHr68vbt26hZIlS7LHzpw5w27imuBlCHfvkkgs2MwuOdOodx0sHbBWd4IpQomqbSri8dXnevfl/cUXk1vMwegtg1CtzW8sv757waHINbv4yATRbJK8pSj9yUk+ULO4GKy7ipmJRju0V20rc4fgPBCgH06KQEpNSYMgACc3nmMtTTSgpnRjRIQCK4ZtYH5ztLxhCDSQfnrtpfbjUCrx4MITXNpzDVVb/5Z6+ugKFCiAunXrokePHrh+/TouX76Mfv36oU2bNpEVl58+fUL+/PnZ8wSlJ6dMmcKC49u3b3HgwAF07NgRlStXxq+//orkDLkQFPotP6uM1EbzQQ3QuE9teGb2iGGnoRV13KLASeaHZMia0IpNIshfOr3KsTzICSBKHzO26zcVf9QB7Bok0dFxzAEFFZ9vfvD3/smKTWjZQQpFhBL/vfoa+W+WchTBem5ndlyEmycoI6Cfo2tOS96b6N52ZM3p1NcwvnnzZhbIaI2N2goqVqyIVatWRT5PvXVUaBIUpFJIsLGxwalTp1C7dm32OkqTNm/eHAcPqtaWkjM2ttaYeXwsWgxtDAeXqA9mumxpmS39n3M7MSfgv/7pB7lcpj/YqWdhN47dNWhUZwhZ8mlv+eBYNoJTPwiuCwCrAlEPkpi082gI5AMnGCnNxbHY9bidcw6gXfY+aJWhO5p7dmVec5SF0XW/oLSlVFZHJsiwacpOGMK3916S2SHS3v32jtpcLA/uMJ4EUBHJ59dfIbe2QqZc6eO4hD+7+QqL+q7G8xuvpHckgKkf1OxYhX3wqUdPcnN1ybG2LwMVuCy8NDV+fxDHYhCVP9XN4m68ijaFBblJzefg30O3Ykhxab7TGXOmZ/eU6N9x+l6TjVd4WLikdCCx8+sauKWVbjPqW2YkXtx6pXOJhN6bslbzz0eJfVhKewHXukwCbOxskK1gVmTJkzFOkCPylcqFgct66N+RCLilc2WVTg161tK6L80HPkPOdKw6SjPCi/6crYMNBi034P04Fo8gc1atxfFWkRTFqU0XmHRg7LZnTVCjINd5Smt273B2d0SGHOnwx+jf2fqbTMd9ITrBASF6t6nbpZpkfS8dS53O1WCJ8EBnoeQpkRNZ8maUdDWg3HyZ+sXZv7tMbYNCFVWW99HTGJQ3J+27GUfGYNHlaShdt1iknCEFud+alsGSazORo0g2M/9FHA4nvpAnpeT6mJUMvl/9Wb/cnh/rsfHVUnSa1Bp5SuZihSf6+PRCv5clZY6ory72YJm9v1yGnL9mQ/W2lleIQvDUpQVDaYpxTdT9TVqGUrS2R9WcGihFcWrjBaZu8PnVFyYDVLNDFdTvWROv773Dy9tvWP9c7mI5kD5HOnhm8oCTW8LEXjkcjvlp6NgOoXoE23+tUhBzz06KIzDROmMP6dcKgL2TPba+X6633YCKYP7XZSluHL0T4/XlG5ZiCiokUpGqJMCSCkvVuowvl/Zew6K+a+DzxTfGTI4EVhv1qq339bTeN6XVXHx9G3ORmNKYLQY3RPvxLWJo4XE4HMujedou8P+hu7KaZntl6pfA1AMj4zx3ZuslzGi3UPoNBKDvgq5o2p8sofTz6eVn1o5EKfIilQqwNcLEhge6FBToNAvRpHBCqii0JleqTlG2zqeP/159Qa/iw1mRiq7xTP5yeTDn9AQe7DgcC2ZRn9VM2i+680BsaEalbY1MqVSijnVrSQEdCpSVmpfDuO1RKlOWDi9GSWGQxFfpusWZYHOFJqUNCnIElSJTykJq0v702gvsWXDEhEfL4XBMze+DGqjWxrQs0wlyAemzp2WatroQDChOSsn1S7wYJQVzevNF/T12IrB52i4MrTYBE5v/D+e2X2ZrfRwOx3KgKsoC5fNqnZXZ2tlg2uFROrMyMpkMhUmsQksRiQYaDBetUggpFR7oUiiUrjCkZJgIDQrD/fOPcXX/TUxruwB9So1gNj4cDscyWDdmKx6c1y6WT1mbPQsOS76+xdBGOge9VJlNRWk12ldGSoUHuhQKjeI8s3gY9RqNmPT7J58wqcVcJuJ66+Q9XNxzDW8ffTDTkXI4nOgzq9gZFaqcpPYCXUsQ1L92fN05VhGpiwqNS6PjxFbs36R3GT3I2TraYtqhUXBwtk+xF8LyZKY5JqNRrzpYP26b5BqdNmjk9+jyU7RI2zXGrLBA2TwYvLoXchT+hV8lDseEfHz+H7bP3s8qJEmDkly9G/5ZG82HNGQelfpaC6hg7c7pB6jetqLObTqMb4lSdYrhwLJjeHb9JVvrpz5aaj9Kk9E9RV9P3l6QgiE7jkEVx+LNg/cm2Z9GRWXp9Zk6DRk5HI5xPL3+AsNrTGJmp9GrKun7RqIRf4xuzrwm9TF8XV/mC5da8OcSYByCUhHzzk9migamqKiimR6t5/0zYTs/wRyOCSDD5Cmt5iEsJGaQ03zfPj7/jGuHb2mttoxN3lJx/To5KvgaXQqHFpnbj20OJzcng74s+qAv38Xd19i6AYfDSRi3TtxnrgC6CkXY923PNdg56BZ1oJlf4UoFkL1QVn45dMADXSpgXo8VCPQLlGwYNQb68vl99zfNzjicVMyru29jFIdogxy8Q4J0O5PQ6/9a39cMR5dy4MUoqWCRm1oHDEWXlU/sbRJT047DSalY21oxHze9SGwSHhohqZjC4TO6FI8xbQFUaFK3a3XJbShNQqXKXAyaw0k4ZRuU0DuwNIQn/z7nl0MCnrpM4dhK5PZjz9Jqd6yKIat6oeXQRjq3IajPZ8PEHfj23jLdhDmc5AJVL5dvVCrB6+dyCdUTDk9dpnjIOdwQaFSZJW8m9u/us9rDwcUB22fvi+FaTtuQrt7N4/fYz6apu9B9Rju0Gt7EbMfP4aQkqKeVelQv77uB0KBQZC/8C/KWyslMVbVCAVDPhI8GoL9WTbnyXaaAr9GlcHwNlPKiL0vNDpUjVVXaj2uB5oMb4NbJ+9gwaSfePXzP1hJiV4etHrEJnlnSSDaqcjgcwP/HT4xvOpsFOhJqpyCmCNdjiqonyNFSQrU2vzFvSY5u+Hw3hSMl5BodckeIXWBCZoyZcmXAm/vvdC6Ykyr65qm7jFZf4XBSE/T9GNd4ZuRaGimZ6A1yBpC/TG4MXN7DBEeYsuGBLoVDhojpfvHUu12bEU21Pn71wE29quekjfnl7bcEHSeHk5KhyufHV5/rdxMxAhpkUu8cDUg50vBAl8KhNGTLYY0le3ByF8+BwhXza30+NDg0sghFCtLn43A42rm055oqXWlCaJB54p9zLCXKkYYHulRAk7510bhPHfZvTXOqJnilz54Ok/eP0GnMmKtodr0pFhs7a6TLltbkx83hpBRCAkkc3fTp/YhwBR5deWby/aY0eDFKKoCCWP8l3VH9j0o4vOok3j/9xPrgaBGbXIl1GTYSFZqWhqunM/y9A3T2+5BO38Flx3n1JYejg18KZjWoMZyWCTTpTRp7GrL0bYo+vJQOdy/g6OX26QcY02A6kyKSYuqhUShbvwQ/oxxOLPy8/NEmc082A9N6IxaAyi3K46dvIN49+ggHF3tmqbN34WG9gXHzu+WpsurS3wj3Aj6j4+ilRI0iaDv6d2ycuEPyC7fjf/t5oONwtODq6YJBK//EnG7L2Lp59KIU+u7QEsHQtb3jFJZ8ev4fbp64p7WIhV5XqXm5VBnkjIWv0XEMgr5wUtWX9EV8cOExsx3hcDhxqdO5GqYfGYNCFfJFPubs7ojWfzXB3HMTtVZPDvu7DzLlSq9aQ1cvo7PldAHIVjALby0wED6j4xgEBTJ9vXL0NFsvMG1xGYeTYihdpxj7CfANZK7hbmldJKsx3dO7YemNWTi29gyO/X0G3l98mEBDvW41ULtzVdg72iXq8SdXeKDjGESBcnlxfsdVnc9TFSelX6ys+UeKw9EHFYMZKoxOBsq/D2rAfjjxg6cuOTqhGZxmFle7U1XY2tvo7KmjmRz/InI4HEuED785cXh4+Sl2zjmA60duQ6FQImeRX9B0QAOM2zUME5vNYmlMjf+Vphy6fs+aqNlepZXJ4XBiQpJfVw7cxKNLT9giW7FqhVG6XjHI5TzPnxjw9gJODE5uOI//dVkKmVyIDGYaM9bqf1REu7HNsX/JMVzaex3hIeHIXSIHmvarh/KNS+lsOudwUjOv7r3F2EYz4fXxB+TWqsBGIgxUZEItOWTVwzFvewEPdJxIvD79QPscfSTdioev68vSmBwORz9UPNK90GAE+gfHaRGgbIhbOlesfTSfGxmbOdDxNTpOJEdWn5ZUYqCZ3d5FR/gZ43AM5NCKkwj0ixvkCHrM54sPjq8/y8+nmeGBjhPJi9uvJdXVKX35+t5bbsnD4aiLtV7eeYPL+67jwcUnWntIz267DKVS4jslAhsn7UQw08LkmAtejMKJJMg/WO/ZkNtY8bU4ToogIjyCOX1fO3KLydvlLZmLpeVj+zJq4+GlJ1jUdw3ePHgf+ZhnZg90n9keNdpVinwsOED/dyrQLwjzeqzAmC2DEvDXcKTggY4T+cV9QBVhEpDzQbkGJfkZ4yR7/nv1BSNqT8GXN9/Y55pmVue2X8HfY7Zi1KYBTFpLF4+vPsOw6hNZRXJ0vD55Y2aHRQgPi0DdLtXYY6Re4vPVT68P3bntl9Ft+h/IkD2dif5CTnR46pLDWD7kH70pSVJfbzG0ET9jnGRNWEgY/qo5Gd8/eLHfqfiKKf8oRTazm9pmPp7feqXTn3Fq6/mqgi0dX5cVQ9az7YjGfeoaZrYqAlf23UjAX8WRggc6Dj48+4TnN1/ptcsiX7uC5fIadMYoaN47/wizuyxho9/p7RbixrE7kusVXv95Y/vs/Vg64G9snrobn9985VeHY3Iu7PoXX99911pdTJ9b6pLZOfdAnOdCgkIxoMIYfP/4Q28q8t9Dt9m/qe2meI0iBh3XsXVnDP4bOMbBU5cclnLRB335M+ZIH+dx8rY7tOIEnl5/CWtbK5RrWAo12lfEkn5rcXE3uSrL2A2FSqnPbr2E4tULY9L+ETE0+ujmQgvym6buYrq1rAldKWL9hG0suPae35k31nJMxtWDNyGTCTr94ejzemX/zcjfaXB2Yv05rB21Gb7f/fXunz6/1DPH/i2TYeSmAcyiR59vHK33Uc8dSelxTAsPdBwmHKsPymq6Z4i53f6lx7BkwFpVYFKPjh9ceIJ1Y7dGetdpRs2a9M29c4+xuO8a/LW+X+R+qGVh4+SdqvdhNxZFjPcgVXdav+BwTEFoUKheE9SI0PBICbz/dV6KU5suGLx/+qy7p3eN/N0jvRvzmju/44rk60jcmQaDPNCZHp665LAF85y/ZtOpY0nYO9mhXKOoQpS7Zx9iSf+1LDJpghxBN4Zw9U1CGzQ6Pr35In589mG/h4eFszSlTkRg94JDCPQL5FeKYxJyF8shaTlF34NshbOy6uKzWy8bFeQIO0dblrKMTruxv+t/oQAE+AYZ9V4cw+CBjsO+0H/O7cTOhC4Zr67T/4iRbqQ1DKmbhb4R753TD9i/H195Dv8fPyW3J6mxG8fu8ivFSTA0AMuQM53eftGm/eqzf+9bfISlOY2h0G/5WLvAgj9X4s6ZB+w9s+TNBFsHW+ljUyiRMWfc5QFOwuGpS06ki/i0Q6OwoPdqfHv3PYYxZJdpf6BRr9qRj9EX9/bJ+4ZVk+lgy/Q9rJ2B0jqGEPSTN9SmNGh2T4McaxsrOLoaZlmTEIJ+BmN0vWl4dOWZ7o0E4LemZVCni0rm7tX9d3rTnLG5c/ohy/ULMhkOrz6FwhXzY8qBkajXtToOLD+u83tDM8nanaoY90dxDIIHOk4kpesWx8ZXS3D//GNWlebq6YIStX6Fja11nLNk7Jc/Nh+efmI/hvJLAS58m5IatfcuPIK9i4/g+wdV0Ua+0rnRekRTVPq9bIL2TYMwKq6iNeK0WdPE8EcksXLJIAegTL3iGLd9SGTxk7W1Fcso6IMyIZp0fWQgU681P776HNPazseIDf1ZIcz3Tz9ipPtZBZYI9JjVwaD1co7x8EDHiQFViZGFiL4vdb4yufHs+ssEzeoMgVwUMufJiEIV8vErlULsaiY2n4Prh2/HWMd9cesVJreYw4qO2oxsZvR+aV/kvLF15l58fPYfe4wUThr3qYO2o5qxloBLe67p3Q8FJZppyqEKdOWblMK5bZclhc4JKxsrtjatDfqO3Dx+D96ffbHo6jSsHrGJ7TMiXBUIM+fOiI4TWqL6H1GKKhzTwtfoOPGi+cAGeoOcVHGLIdvTGqC1jTWGr+vHZcdSCCf+OYdrh27FKVbSZAjWjt7C+jqNZf24bWzG9um5KsgRlBbdPG03xjSYgX8P3lLNnPQQ4BOId48+Rv7eYkgj3WvXApgZcf+l3XUGueif5asHbsIjgztG/NMfO76swZLrM7Hm0Xyse7qQBzkzwwMdJ15UblkeTfvXU32IohWlUN8clUmP2jwQXaa0hZO7gWsvAliqiV7L9ikTUKFJaSz+dzoKlM3Dr1IKgdpFpAZA9Fk6vOqUUft88+AdW/MlYhf7UmHJ3XMP8fDSUwiGRDr17DB6hebY7UPYjI2Om340n3fPTB5YemMmfq1cUO8+6XWkyKLB2d0J+UrlQrYCWfggLhHgqUtOvKARbp8FXVCyVlHsXXQYz26+YusZFJyaDWyA7IWysu1+ev9kfXKaNI1ORCBH4V+w5sE8+Hn9hLOHExxdHPjVMRF0875/4TFL34UEhOCXAllQq1MVuKWN6vdKDN49/ijZOE1ZAgpcxtpLaYQJtEHh7cWd1wa5btg728VZD67YrCy2fliB4+vOss+5lbUcpeoUQ5WW5WFjZ8MUU6iikvrzdEFGqzl5I3iSwQMdJ0HBrlzDkuxHYiP9QU49kqdAR83h9GModPN6+/A9/H8EIH32tFwUVws/fQIwvsksNqtRzZhFlipcO2YLBi7rgXrdaiCxoFSfRkxA18zHLlobiyG8e/JRcg2N4tuP/3yQMVd6fH4lLSvXuHcd2NrHbQOgwqxWw5tofY2dg61kRSX9TS4ezqjQJGZvHSfx4KlLjtmgxvCdc+JqBmqDRvn1e9Q0av9X9t9At0KD0LPoMKan2SFnXwyvMQmv7xs3I0jJ0EBg4u//Y0UWmmIQCgp0vmmWQf1e14/eSbTjqdyiHJt96TxepYiKRlZeOro66O11I8EDqqakZm5dFK1SEB0ntUZ86DylNRNeiN1bSn8rzQDHbh/M1ps5SQMPdByz4P3FB//rutTg7XvN6xSjWdbnqy/2LDiMNSM3Yc/Cw+z36JzZchETms2OrLDTQOm5gb+NiUx/0Y0+TEKpJaXz5NoL1i6iq3CIAgQVbBgCrTHR7FBKmFsfzQc3ZMFAW3GHzEqGDDnSsZSgNsjY9NrhW/h7zBZWfELqPHRdSV5Lqt2Fgk21Nr8hT4mcWHl3Dup0qcbW3DSzrXS/eGLQip6YdXK81lYaQ6A+wAWXpqL92BaR8l9yazmqtKqAJddm6q1k5pgXQUxhdwB/f3+4urrCz88PLi4uSX04qRa6eW6YsF1vv13eUrnQYXzLyPSnRuB5y/Td7LVyuYz5ftENud2YFmg/vgWrcGuVsQdTidcG3Ujzl82DXL9mw4kN59naCTW+04yx5bDGLA2lC3p/6rV6ces1rG2tUbpuMaTPlhbJFSpl3z3/EJvJSbH7+986DUcf//scW6fvwbUjt9mMy9XTGQ171WapPAdnw9PMGm6fuo9JLeYwo1+WShVUa1hZ8mXCjKNjtKaf3zx8z9KvKv84VcES/U3ZC2fFhF3D2HOfXn2J2Z+mDuTWdjZYefd/rIw/+nWm4K/ZlymhfYcGh8HGzpq163CS/l7PAx3HLNCN7PLe63pnUsfCt8VwJqBU56q/Nurc/s85HZE2SxrmGaYPJjYdbSZDv9NrF16ZhjQZ3bXeTKe1mc8KJmikzyxbIKBK6woYsrpXDAm05ALpkR5edVLvOumW9yvYudGWHqZrScQ+lzmK/IJ55yfHK9gFB4awXrJnN1TFHaXrFUepOkW1ulTQbL5bocFsYBN7ZkqzQKp+nHVyHKa3XYAXt9+w4EUTRvqb3dK6YMKe4ShYPi9unbyP4+vO4Mvb70iTwZ0V45RvVMoswY5jWYGOF6NwzAJZ9rBgoZBOKUUf8ZJZ5SYpgWeaKU7djRZDG8cJYtqI/Tz9TqoUdPOnWUB0SAlmSOXxTCaK0FQGihBxYedV+H33x6wT4xKlFJx8+E5vugjvzz7wyOiOmh0qx7vIhoJRhJ7ZHK1xRVfb1xAcEMwcs1mqUtRWHfmeXY8es9obfVw0aKAiGEMKYQ4uP4FA3yCtKVOawX374IU7px5g6Y1ZeHDxCdNFJRHwkMBQVr1LqdsNE3cwfVUKjPQa+vxcOXADBSvkw/Qjo3mFbwqHz6s5ZqFcg5KSgYhuOGUblIwROO6eeYggf2n19gDfQPh994u3Igvd5C7vu85MXqOza+5BBAUEa92vRoSaDDtpJmIu6Ea+Yug/6Ji7H7MtOrLmFP6ZuJ0V2TR26cDWPF/eeWPUPqu1rciqAnUFaLrhN/yzVgypLA1nt11R/b06xip0Xmi2SA4U5uTM1kuS64L0l53ddpn9jUUqFWCFJ0dWn2KuAweWHsO6cVsjRcQ1qU3NdX567QXm91xh1uPnJD080HHMQsXm5dgivy6HA5rp0XpZdHStuWmbpWiKCeIDzdbePfoQ4zFay4u9vhObqa3noalbJ5bKM0dl55Zpe9h6GrM+UihVJfPqIBMcEMIkrvqUGoGja08bvE9KK/71T/8Yjc6x049/jGmu9bVU0GOlJ61H18znS8xCIVOj73NB2XEaAFHAndt9OfND1FSWspStRPaczvOFnf/i2/soIXNOyoMHOo5ZoOo1qmLzzOyh+qDJBTb0puIASlkOX98XhX/LH+M1mfNmMmjfaTJ5sHRbgo7Pziby3zRb0DeTjNxWQe7TN9Cv3Cg8vPQEpoJmTtv/t19yG7px07rh/J4r2XqioZBQ8txzk1CydtFIGSyXNE5MA1JqjY1mgoaUqtnYR51Lc5A1XyZJSyj6PFHBUPfCQ1hTt7HQOb179lECj5JjyfBAxzEbWfJkxLpnizBy4wBUblmB2Z90mNAKm94uR60Oce1I8pbMyWYYum5q9DgZxC4fsp4pruhC3zIaVWCSKHXkfmUyeGQ0XDWezbbCIjCzw+IEldpHh9K2pFhiCDRo2L/kmN72Dlrro1kO3chpPY3pQKoDl62jHauylOorq9C0jGS1Js0S85fJbXZ1lUa960imqmn2RjPsL6+lm8Gl0FeVykne8GIUjtlndjXaVWI/+qA1lqFremNI1QlMPSN2lR/5ltF+qGReKgh4ZvGE1wcvna0NVBYfu1+qYc/a2DRlp8H2Q7QdFbDQ2g/JoCUUKpwwFLqxk36jNi7tvcYKRDRreQ4uDqw37fW9tzFEjb+/92IDhmc3XrKBiLY1PApiv1YpyBRVtAUammG2G9vC4OOmgEs2NfsWH2XvS+uC5RuVZJJxuSTksSq3LIez20oxYWZtVbwla/3KKioTQoFyeRP0eo5lw2d0nCSHAgY1AY9uMJ3ZrLT+qwnzwdPcmOkmTD5hi65Ox9vHH1ghiy6UChFeH71Qpn6JyLQWvV6jxtGkb120+iuulFOzgfWRMVcG41zTBeDKvhuY3HIuKyDpWWwoNk3ZFae5/e2jD0zvkxrfX9x+bRK/PW2BiQLIpOZz8IqCmhpKybIgR8SOESI13l9iwUfXe0zYPYyV5hNUhs/Opzr9PHB5T2n5t+hvJYpYNmgdJjSdjXvnHrEeOnIXoIKRvqVH4OLuf3W+lloOxu8cik6TW8M1bVQZuWeWNOg9vzMTGohviwB9liiYa7RZOSkT3kfHSVKOrDmNhb1WsnwjzRpYS4JSRJpM7hi3cyicXB3gls41ssl7Sut57KYoJQxMHA7ejBe33uD0pgvw9fJHuqyeTBGD9DR14fvdD8sGrceFnVf0+o9FJ7qgMK1B2rvY43+nJrD1yel/LGQKHhrFfjpumimRIn7sRvQ+pUfg1d23eitK6eZMmox9F3aNfMzr0w+0y9bbaENcCuwlahbBjKNj9QpCX1RXnWbNlxl1Olc1yiSUrhkNCKTO4eZ3K7T2N8Y2baU+ODrP/2/vXMBjOtM4/kYkIYI0peJWTeSiSAQlDa1EZSUrJbbq2iJV17IaySJpEVHKouoWgiLSWpduxS0lbqGtarRBRZAKedzD0g1xjerZ5/9lZ8wkczkzMpKceX/Pc57JnDln5syXb77/+d7vvSC3KUQQDihw1DHV/Ij3gFh+/v0non8wlQsOGOfMKJUC3Nn/o8tUnV5xGIARQ7bmzCItMyNmTHC91ysGNkT13epRcu5is68Lgoc1nxn959PtG/rXAvWBa4ezR02XmnT5zNVS14pBHQ41SEfl5FxDy8sx8vXJwoxpSOxw/hcnPqdGGs47ol3ivzZrzfD5hi60/uIysiTjOk0uLmpq4HshTddH/4o0+b23LU2jhaO/MHocZn24+UAaMwSShw7pQmEjgkXCZUbZQsemS6bcgJehvhRJGBBvXLopZhGahL7/huE3lYh6jimuk2cucK5o08VX1NMzB1x7wfXbdPH0ZZ0DO2Z/qHi94wvtMAE3nyaUcHiWGPB1mVCxDyIXuzZSS+TAJTiamBnL7uhk+YwviFczNlNFLNzmxTtMfu9bN43fjDRu1pAWZ8ykr/KW0JaCZFpzZrHwOmWRsw5Y6JhyATOPzLRjhoPKbavQ4R1HtPYh3RNKyxjitgGPTFMIGx5MEdP6qWPQkKTXUOZ9U4AJc1fy/lL7IWBwDtlyK5nmpk+lNwa8Rg09XUVOx7c+DKNVpxboTHqMIGlzsrbgeyGo3NLYyFz7TIxKEh6jcjmw8UdaM2WDwWNaBTWn5b/OJY/WbrLfl1EW7HXJlAsY6I2tJ+GYRzpqlwWg8vjfV+qtawavw+YB3tS2q68IBt6WmCZmV4gXw6De44MQcnE1vBYEIBzvTOpFIe8F0e7k74TTDBIav9q9LY0N+JieFn1mUayJ7UraLxxzMKsFdtXsqEXAfb2Jl1/v9SptX7bbZJGrUau6EPSyBNcPMyVSpyHYu5FXfVECB8mc4SxkCPSJXWsOUL+JPWV9DpKH4/9kKKfqoKl9dWZ+YawHi/33Z8yYQampqXTs2DGyt7enggLj2RPQWePi4mjFihXi+I4dO9LSpUvJ09PTUpfJlBNYL8Es5Xz2Jf2DlA1i65qW2r1z5T6DjgcYwL+Zt02kp0JwtyovJsyJ62am0NaENDFbQkyeHOo0fF6YuVTgepu0aEwXUC3bzOIfmCXC7V8XK2PX0obZ2sHjjx48oh2r9lH2oRxacHBGqSBvvzda0sv+nqICtrHUaxAGVAtwcXWmT7bFyBJ9uSBXaHyvOXRkT5ZWkVdgzIFIXF+VKsXxfjL4Pb9AxAcaAteA3Je+nZrL/AaMErGY6bKoqIh69+5No0aNkn3O7NmzaeHChZSYmEgZGRlUo0YNCgkJoQcPLJdfkCk//jY2zKDIYZAKHdK51EtZ3580OGhioP/1QDYd2lrsNq858OPvu7fvibIuqG8GsF6GEADslwOEond096eqcYfr/+vQLjqrZZcUOc1rR+qylAXf6hSI6dtjqUUHb/U1lrruKqjFYEMderSjKf/+h1iv8vArW3PepwPm09F9J0oVeZUjcioQ+ycHlGsyBprh0YMi2Z/NKBOLCV18fDyNGzeOfHx8ZB2PQWP+/Pk0adIkCg8PJ19fX0pOTqYrV67Q5s2bLXWZTDkCEYPjBVC532tWNYj9aqzurBsy1qLEAKtHiCAYMEMit+QY/1ga8OJIGuYTRW/XHUKzIxaXSvisi66Dg0RMHtCM6zNlnWxN3AZhzis5WzUUJ4iv9M2CVJ2vwayJVF+9o3vo/O7FgvMnHd2XRe3/6lfm5WngNZqRWlyzTh+GMrGoxDGwj+7CqyWBB6XTc0+8VnWBXJdNeW3O6qkwzih5eXmUn59PwcFP1gvgOurv70+HDh0q12tjLAPELOarsTQhaYxwFICzBwZCVIxGcDgeddG6c0stYSz1vsiraeyzbauI0i2/ZZ7VGhRRuXxM+xgRl2YICNrohUNE6R7UNIMZEqZY/7A2sr0fb175L33U7VNR6FXF1XP5Rr0TC28W0slDT84pycEth/VeA8yId/57l/Zv+JHKGqyHGgOhE3orjNtWodZdfGRnKcG625sjuop4OF2gj0AI9VUsZ6yHCiN0EDlQr149rf14rnpNFw8fPhTxFJobU7nE7i+DAmnJz/+knQ/X07bCr0QslfcrpdfmVCDwW5Se0TPAGXN4KD6mWExKzj4wEyy4fotWfbzO6HtgsG4T7EtTvxlPX55NoBXH51H0ylE6i4caStKcNHm9ep+Ts5PegVsTfXX7kMX/Sm6+wYz9mMllH9QvlOaS80uurOP+vngoOdYuXmNE0VVVKAUKryITiymzYjgLeft7luoLsArge07eEKWVwJuxTkwSupiYGNEJDW2nT5+mZ8nMmTPFzE+1NW7MqXyUDkx0n2yNEQOYZryZyvV/xJxB9EIT8zNdQOzS1/0gineaCkytfcZrlx8yJrjInHLzarFLfef+HWUJ9c87j4rA55LITWFWVmESmnF8R/5f880YXd59nTZeWSHCKHqNe5Penfy2CJ6fsd30Aqi44ZmzZwoNm/WuOtMMSjgF9esoYhJxI8IwJnldRkdHU0REhMFj3N3dzWpVV1dX8Xjt2jWqX7++ej+e+/n56T0vNjaWoqKi1M8xo2OxUz6tglpQUs4CSl2+R+RqRBhCiwAv6vFBqDCDYrBL+HCVznONuaOrzJj/ufQ71ahteA1IFxGf9BMzVQTE6wuBKMntG7dF+iuY7vCoEj69/L8GW83nnLR2Qyjw/ZHvUt9aGdbBylIAUCEhJmS68OQ0BoQY1cVBcaJv48m+jeFQ3UHUNsSG76bPNMpYLyYJXd26dcVmCdzc3ITY7d27Vy1sEC14Xxry3HRwcBAbY33A7X9wfF+xlaTH6BDKy75A3y7fo85FibEPQz/MZkgqbMwT0LGW7jptxoDIQezeGhdGS8cl0Z4vvzN4PMxuSAmmOjd8TKhR02lVe1u9NflQnQHej7o/rHhtC0mm/3PxJnWNCNJKQ2YOB1MOC+ceOTR5uRFZkrJ2sGGUgcXW6C5cuCBi6PAIN278je3OnSfmlmbNmlFKSor4G3dgkZGRNH36dNq6dStlZWXRoEGDqEGDBtSzp/HgUYbRBIIRuXQ4zd03lV5/+1URM9fy9Zdp7OKh9Fl6vEGRg/B4t/N46kS/SC+FxMt2DvrvJ+Fh2TG8nVYgOMIOjA3YfxQ9pl51htBQnyhRcVwzxyU8WbF2pdNEKeHcPyjr+1OUGL2GIrzGCm/JC6cvi8TLMIk+vC+/ZBBAnJpckymqRDCMYqoXwMS5Zs2aUvvT09MpKCio+MNtbGj16tVqc6gqYHz58uUiYPy1116jJUuWkJeXl0USfTLWyz8HL6K9a7/XLXg2RJ+mfkTtQluXyWehfI4uMyrEAV6myMGIigCabJqfKurFycXrlaY0K22SlikTJYG2Je6iX/efoCu5uouSipI7tlWEqVZzJtt3Qk/qF9NTby5S1e8Vs9XFY1eKGbIx2oX6ibVVnnUxZQFXL2ChY4xQ9PARfT48UQzUEBx4OmKwh/CMWzaC3hjw9GtHmuxas5+SpqwX5kIVfp1b0phFQ6hJc90OVLu/PCBCIPLzrsv6jFp1agrv1ZLlf8Z2/JhykFTZxBI+cBQZ+dlgnQL3W+Y5UagWxVDlgNRp6y8v51RcTJnBQsdCx8jkcu5VUSHh7u371NCzvghWVjlLlDUwL/72y1m6U3CPGnq4ioKhcs5BmiuUJkKmF2Mxdp5t3YW3ocoZo+hBEYU5vmPeBdsQJZ9ZrHWdcHKZE7GYzv563qS3GrtkGHUf2dW862CYpxQ6znTKWDUNPepTv5gneSwtCcyAzdp7mnxO01YvieByYyIHzmSeo9OHc0XeS2DqLK7kZ2PGOzCut3h+MeeyqCv38J5pKbVw89BtWOl0ZwxjdQHjDMOQ2amzVMAMe+L7U0/Oc3QQCajNcbfHOZoZYlDcFSInR3BV5yPrDRIAyA2iZxhLwELHMJWAjuHt5aUWg29ZCVF7e9ybZiaglug5V2fx14N7D+nAxkOyRU61ZoisN4YcWhjmWcA9kGEqAX8ZHEjOdYx7EcNU6de5RamUaaoqEHLDAABiD4MHBoq/EZxuqDRSSRDW0LlvccJuhilvWOgYphKAjCez98aJSuKGYvKaB3iRZxv3UibEqBWjaOqm8eQb2JxqujiJzP+YbVVzqqZb/GyIuo/qSo08i7MU1XyuhshLKQd4sNo52HHMHKP8OLryguPoGCVz7859ig6Ko9wjecWmTNWv14aoQVNX+ix9qsgYI5dzx8/TnPcSKPdonnqfQ3V7eisyjAZP66u1toYSRqjugJmeIWrXqUXxmyeoa+MxjCXg8AIOL2AUDEIOftqeSakr9tDlM1ep9vM1hYkxeGAns0MjEFx+/uQlcnB0oDbBPjqTK189d40+aDdRBIfrWqvzaOMmauG99pY/2TvYmXUdDCMXFjoWOoaxCEgVhkD7Ez+c1qoI3j/2b9R3QjgnU2aeGSx0LHQMY3HBwwwQYQ++nV4WFQQY5lnCAeMMw1iUF5s1FBvDVAbY65JhGIZRNCx0DMMwjKJhoWMYhmEUDQsdwzAMo2hY6BiGYRhFw0LHMAzDKBoWOoZhGEbRsNAxDMMwioaFjmEYhlE0VUlhqIoxID0MwzAMo0xUY7ycAjyKE7rCwkLx2Lhx4/K+FIZhGOYZjPnIb2xV9ehQwuTKlStUs2bNCpFJHXcdEN2LFy9SrVrGK0Qz3G7c3549/DutfO0G6YLINWjQgKpUqWJdMzp84UaNGlFFA52AhY7bjftbxYZ/p5Wr3YzN5FSwMwrDMAyjaFjoGIZhGEXDQmdhHBwcKC4uTjwy3G7c3yom/DtVdrspzhmFYRiGYTThGR3DMAyjaFjoGIZhGEXDQscwDMMoGhY6hmEYRtGw0FmAGTNmUIcOHcjR0ZGcnZ1lnQOfoClTplD9+vWpevXqFBwcTGfOnCFr4vfff6d33nlHBJ6i3d5//326c+eOwXOCgoJEBhzNbeTIkaRkEhIS6KWXXqJq1aqRv78/HT582ODxX3/9NTVr1kwc7+PjQ99++y1ZI6a0W1JSUql+hfOsie+++466d+8uMo/g+2/evNnoOfv376c2bdoIL0wPDw/RjhUBFjoLUFRURL1796ZRo0bJPmf27Nm0cOFCSkxMpIyMDKpRowaFhITQgwcPyFqAyGVnZ9Pu3btp+/bt4oc2fPhwo+cNGzaMrl69qt7Qlkplw4YNFBUVJVy6jxw5Qq1atRL95Pr16zqP//HHH6l///7ipuHo0aPUs2dPsZ04cYKsCVPbDeCGS7NfnT9/nqyJu3fvinbCDYIc8vLyKCwsjDp37kzHjh2jyMhIGjp0KKWlpVG5g/ACxjKsXr1aql27ttHj/vzzT8nV1VWaM2eOel9BQYHk4OAgrVu3zir+PSdPnkSYi/Tzzz+r9+3YsUOysbGRLl++rPe8wMBA6cMPP5Sshfbt20ujR49WP3/8+LHUoEEDaebMmTqP79OnjxQWFqa1z9/fXxoxYoRkTZjabnJ/u9YCEUkpKSkGj5kwYYLUokULrX19+/aVQkJCpPKGZ3QVANwJ5efnC3OlZg43mFcOHTpE1gC+J8yVr7zyinof2gO5SzHDNcTatWupTp061LJlS4qNjaV79+6RUi0FmZmZWv0E7YPn+voJ9mseDzCTsZZ+ZW67AZjNmzRpIpIWh4eHC2sDo5+K3NcUl9S5MgKRA/Xq1dPaj+eq15QOvucLL7ygta9q1ark4uJisA0GDBggBiOsIxw/fpwmTpxIOTk5tGnTJlIaN27coMePH+vsJ6dPn9Z5DtrOmvuVue3m7e1Nq1atIl9fX7p16xbNnTtXrLtD7Cpi0viKQL6evoYKB/fv3xe+B+UFz+hkEhMTU2pxuuSm70djzVi63bCGh7tGOFlgjS85OZlSUlLo7NmzZfo9GOsiICCABg0aRH5+fhQYGChunOrWrUvLli0r70tjzIBndDKJjo6miIgIg8e4u7ub8z8gV1dX8Xjt2jXhdakCz/FDs4Z2QxuUdAz4448/hCemqn3kAHMvyM3NpaZNm5KSgHnW1tZW9AtN8FxfG2G/KccrEXParSR2dnbUunVr0a8YMqmvwamnPGdzgIVOJribw2YJ3NzcRCfZu3evWtgw3cfalCmem5W53XAHXVBQINZS2rZtK/bt27dPFNJViZcc4O0FNG8YlIK9vb1oG/QTeE4CtA+ejxkzRm+74nV4wKmAVyv2WwvmtFtJYPrMysqibt26WfhqKy8BAQGlQlcqTF8rb28YJXL+/Hnp6NGjUnx8vOTk5CT+xlZYWKg+xtvbW9q0aZP6+axZsyRnZ2dpy5Yt0vHjx6Xw8HDJzc1Nun//vmQthIaGSq1bt5YyMjKkH374QfL09JT69++vfv3SpUui3fA6yM3NlaZNmyb98ssvUl5enmg7d3d3qVOnTpJSWb9+vfDGTUpKEp6qw4cPF/0mPz9fvD5w4EApJiZGffzBgwelqlWrSnPnzpVOnTolxcXFSXZ2dlJWVpZkTZjabvjtpqWlSWfPnpUyMzOlfv36SdWqVZOys7Mla6GwsFA9dkEq5s2bJ/7G+AbQXmg3FefOnZMcHR2l8ePHi76WkJAg2draSjt37pTKGxY6CzB48GDRMUpu6enpTxqeSLgwa4YYTJ48WapXr574QXbp0kXKycmRrImbN28KYcPNQa1ataT33ntP6+YAYqbZjhcuXBCi5uLiItrMw8ND/Mhu3bolKZlFixZJL774omRvby/c5n/66SetcAv0P002btwoeXl5iePh/p2amipZI6a0W2RkpPpY/Ca7desmHTlyRLIm0tPTdY5jqnbCI9qt5Dl+fn6i3XDTqTnGlSdcpodhGIZRNOx1yTAMwygaFjqGYRhG0bDQMQzDMIqGhY5hGIZRNCx0DMMwjKJhoWMYhmEUDQsdwzAMo2hY6BiGYRhFw0LHMAzDKBoWOoZhGEbRsNAxDMMwioaFjmEYhiEl8z/Csw2kFc91vAAAAABJRU5ErkJggg==", @@ -76,12 +66,12 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -93,8 +83,6 @@ "source": [ "from cereeberus import MapperGraph, computeMapper, cover\n", "import numpy as np\n", - "\n", - "\n", "import sklearn\n", "\n", "graph = MapperGraph()\n", @@ -128,7 +116,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -159,12 +147,12 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -187,7 +175,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -206,7 +194,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -218,7 +206,7 @@ " np.float64(1.162391196195627))" ] }, - "execution_count": 25, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, @@ -242,12 +230,12 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -264,12 +252,12 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -286,30 +274,12 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 10, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/anaconda3/envs/cereeberus/lib/python3.12/site-packages/sklearn/cluster/_hdbscan/hdbscan.py:722: FutureWarning: The default value of `copy` will change from False to True in 1.10. Explicitly set a value for `copy` to silence this warning.\n", - " warn(\n", - "/opt/anaconda3/envs/cereeberus/lib/python3.12/site-packages/sklearn/cluster/_hdbscan/hdbscan.py:722: FutureWarning: The default value of `copy` will change from False to True in 1.10. Explicitly set a value for `copy` to silence this warning.\n", - " warn(\n", - "/opt/anaconda3/envs/cereeberus/lib/python3.12/site-packages/sklearn/cluster/_hdbscan/hdbscan.py:722: FutureWarning: The default value of `copy` will change from False to True in 1.10. Explicitly set a value for `copy` to silence this warning.\n", - " warn(\n", - "/opt/anaconda3/envs/cereeberus/lib/python3.12/site-packages/sklearn/cluster/_hdbscan/hdbscan.py:722: FutureWarning: The default value of `copy` will change from False to True in 1.10. Explicitly set a value for `copy` to silence this warning.\n", - " warn(\n", - "/opt/anaconda3/envs/cereeberus/lib/python3.12/site-packages/sklearn/cluster/_hdbscan/hdbscan.py:722: FutureWarning: The default value of `copy` will change from False to True in 1.10. Explicitly set a value for `copy` to silence this warning.\n", - " warn(\n", - "/opt/anaconda3/envs/cereeberus/lib/python3.12/site-packages/sklearn/cluster/_hdbscan/hdbscan.py:722: FutureWarning: The default value of `copy` will change from False to True in 1.10. Explicitly set a value for `copy` to silence this warning.\n", - " warn(\n" - ] - }, { "data": { - "image/png": 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", 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", 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" ] @@ -320,18 +290,18 @@ ], "source": [ "graph = MapperGraph()\n", - "graph = computeMapper(pointcloud, (lambda a : a[1]), cover(min=-1, max=1, numcovers=7, percentoverlap=.4), sklearn.cluster.HDBSCAN(min_cluster_size=8).fit) \n", + "graph = computeMapper(pointcloud, (lambda a : a[1]), cover(min=-1, max=1, numcovers=7, percentoverlap=.4), sklearn.cluster.HDBSCAN(min_cluster_size=8, copy=False).fit) \n", "graph.draw()" ] }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -362,12 +332,12 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -391,7 +361,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -409,7 +379,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -432,12 +402,12 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -454,12 +424,12 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": 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yEJ5pGIwQERFZSHFxsaxfv17d79mzp5pST8YxGCEiIrIQ1Img22hISIj07duXj6uJGIwQERFZQGZmpuzbt0/dHzFihHh7e/NxNRGDESIiIgsNwisvL5fWrVtLy5Yt+ZiagcEIERFRLR07dkxNrcdqyPDhw/l4monBCBERUS3k5+er+TPQr18/NaWWzMNghIiIqBY2b94sBQUF0rBhQ+nevTsfyxpgMEJERFRDaWlpcvTo0YpBeJ6ennwsa4DBCBERUQ2gWFU3CK9jx47StGlTPo41xGCEiIioBvbv3y83btxQc2eGDBnCx7AWGIwQERGZKTs7W7Zv367uDx48WE3mpZpjMEJERGQmtHxH6/eoqCjp1KkTH79aYjBCRERkhgsXLsiZM2dEo9GoolX8SbXDYISIiMhEJSUlsm7dOnUf23jDw8P52FkAgxEiIiIT7dq1S+7evSt169aV/v3783GzEAYjREREJrh165bs2bNH3UfLdx8fHz5uFsJghIiIyIRBeGvXrlW9ReLi4tQwPLIcBiNERERGnDx5Ui5fvixeXl4yYsQIFq1aGIMRIiIiAwoLC2Xjxo3qfp8+fSQ0NJSPl4UxGCEiIjJgy5YtkpeXJ/Xq1ZOePXvysbICBiNERER6pKeny6FDh9R99BRBmoYsj8EIERGRkUF4CQkJ0rx5cz5OVsJghIiIqBpYEcnIyBA/Pz8OwrMyBiNEREQPycnJka1bt6r7AwcOlMDAQD5GVsRghIiI6CHYPVNUVCSNGjWSLl268PGxMgYjRERElVy6dEmSkpJUL5HRo0eLhwffKq2NjzAREdEDpaWlqtMqdO3aVSIjI/nY2ACDESIiogcwe+b27duqRmTAgAF8XGzE7TZMF5WVSHLOdTmbfU1uF+VIuWgl0MtPWgZFSqu6jSTYJ8Deh0hEZLJybbmk5d+Rs/fSJS3/lhSXl4mvp5dE12kgbeo2lkb+oW7fury0vEyu5N2UM9nX5Fr+HSnTlou/p4+0CAqX1nUbSUO/YPVY3rlzR03lhWHDhqldNGQbbhOM4IW6OHWfrMs4JiXlZaIREU8NFoY06sWMoAQeC2shT0f3lN4NWomXh6e9D5uIqFq4mFpx9ZA6r90qylGfwzkN5zaczfCGC5H+IfJ0054ypkkXqevt71aP5rX8u7I0bb8sSzsgOaWF6nNe6rxf9TGKDQyXp6N7SNbOc1JWViYtWrSQdu3a2fXY3Y1Gi1GEDi47O1uCg4Pl3r17UrduXbO+N6ekQP52ZrWsuXZUvVB1Tz598FJGYBIXFCkfJDwlMUERtTx6IiLLwcXT0rQD8unZterCSnchpQ+CEwjw8pU/tB0nwyI7uPxKSUl5qcy9tEO+Tr6/Ndf4Y6QRrWjFt1ikU4qvvPf8W6r1O9nu/dulgxGshkw//J1kFecZfTI+7P6qiagX7/iormYfMxGRpeWVFsm/HZ0n+28nm/29uhWTQRHx8l8JT4uPh2sujN8qzJa3D8+ViznXzTzrP3iANCLPRfeSt1uPEI8H7wNk/fdvl32kEYi8dmBOjQIRwAoKbv99apksurLXKsdIRGSq/NIiefPg13Lw9sUaPWi6s+DW66fk94d/UKsHrgbpqpf3fymXczNrcNb/ZRlp/pU9MvPUcnGCa3WX4ZLByL3ifHnn8FxVrFqTQORhH59ZVeMTABGRJfw5aam6yKrtOQ3pCKysfHp2nUv9w+Di8d0jP0hm4T2j6XhToB7npyt7LHJsZJxLrtN9cmaVCkgMvWjzkq/LtR93Sc6pq6ItKRXfiBBpMKKjhI/rWm0dyfsnFsnPfX4jdbx8rXz0RERVbb2eJJuvn9T7sBSm35H073eq81lZboH4NKgrYf3bScST3cTTz7vagOTn1L0yMKKddA5r4RIP94KUPXLq3tVq/+7SJ6vl9mb9j1+HH94Sn/pBj3z+H+c2SO8GraVpnfoWPVZyg2DkxN1UWZ9x3ODX3Dt8SS68v1gCYsKl0XO9xNPPRwoz7krxrfsV6Q9DUIPK9R8v75TX4oZY6ciJiKrflvrX0ysraj4eVnQzW05P/048A3wlfGwX8Qz0k7yz6epiKz/5usS9N7HahxUXWR+dWiELe093+oJWpOP/eWGj3r9vOLKj1O3UrOontVq58vcN4hMeXG0gojv3/+/ZNfK/XaZa+pDJ1YORRal7De6aKcsrUlFy8OMxEvvvE0TjYdqLEE/Kxan75VcxA8TbRQu/iMjx7Mw8I3eKc/X+/e0tSVKWWyht/mey+Ec3uP/JkZ1EW65Vf1eaUyBeQf7VntNS8m7Ksbsp0imsuTizVemHpbRcf2omsE0TdassJylNyotKpN4A/Vt48T6SePOc2iLcKCDUosdMFqwZ+eijj1REPX36dINft2jRImndurVqINO+ffuKVruWlltSqJYyDeULb28/JaV386TJ1H4qECkrLFYvWlPcK8mX3TfPWfCIiYgMW5Z2UK1i6FOWX6T+9AqpU+Xz3mGBIh4a0Xjr75eECzfURji7pakHVOrJHHgvwMNab0Bbg1+H97jV6YdreYRktWDk4MGD8uWXX0pCQoLBr0tMTJRJkybJyy+/LEePHpXx48erG4YQWdqZ7HSjhUvZR1PUcmbx7Rw5Oe1LOfLEJ3LkyU8k5e/rpbzYcHU5Xrgns1ItfNRERNXDbo4TWVcM1r/VTWiq/kz5v7WSf/GGStvc3nFabq45KuFjH1NpaH1wvjxy57JTP/xZxfmSXnDHrO8pLy2Tu7vOqtUS3/AQw1+r1crxu1dqeZRklWAkNzdXnn/+eZkzZ46Ehhpeuvr0009l+PDh8u6770qbNm3kww8/lM6dO8vnn38ulnY2O93gFQQUXrsr2rJySf6vJVK3S3OJ+dMEqT80QW6uPSqX/7ba4PfihXtaT4EUEZGlXc2/IwVlxQa/JvixGGk8pa9kH70sp976Rk5M+Ydc+miFNBzbRZq+Ntjo77hemKWaQzqrc9npZn9P9uFLUppdYDBFU9np7Kvc5uuIwcibb74po0aNksGDjT/R9+7d+8jXoec/Pq9PUVGRapRS+WaKm4XZ4mGkEKu8oPh+nnBQvES/MVTCerVSfzYY2Unu7DijqtINuV6QZdKxEBHV1s2ieyZ9HYowA+OjpNnbIyousDIWJsqNlaalYHTt5J0Rzvvmur39tGi8PCSsb2uTm80Vu2BfFkdidiXmggUL5MiRIypNY4rr169LeHh4lc/hY3xen5kzZ8p//dd/mXtoJu0t9/C9/59cr3/VPCE+xupI7pl08WscZnDJjojIFspMON/gjfXKZ+uk/ZzX1JZewEUWdotc/Wa7Ord51Q0w2mLeWZWZWStSVlAsWXsvSN3OLYw+LpXx3O9AKyNpaWnyzjvvyLx586w6zXDGjBmqdazuht9rCkzfNfa0VEVdiMJCqxZ76Yq/SnMLjf4OIiJbMOV8k7nmiGpToAtEdEK6xalV4LyLN4z+jDpOfF4LNLP30929543uonkY0v8+ntxF6TDByOHDhyUzM1PVfHh5eanbjh075LPPPlP3Me3wYREREXLjRtUXAz7G5/Xx9fVVPewr30wRGxRhdHUkIC5S/VnyUE+Rktv3P/YODjBYwNomuLFJx0JEVFvNAxsarYPD7kBt2aOXYaiNU3R/6hHg6SvhfsHirGKD7p/TTXVn2ynx8PeRkO5xZv076OaVkXWY9egOGjRITp48KceOHau4PfbYY6qYFfc9PR/dQtajRw/ZsmVLlc9t2rRJfd7S2gZX3UdenbA+93OENzdUbYyGjzWeHhL0oDJd31Jm67qNLHCkRETG+Xl6S7SR7p++jcPULprCq7cfSd9ga69/84Z6vxdhTpvgRk7d9CwqIEz8PfXvGKqsJCtf7agM7dmy2s601UEQEh8SVcujJGPMWncKCgqS+Pj4Kp+rU6eOGrWs+/yUKVOkcePGqu4DkNbp16+ffPLJJ6roFTUnhw4dktmzZ4ulNfIPlZjAcLmkhiRVn7CpExuhirtubTyh+ovUbR8l2SdS1TavyGd6iE+96jvx6cZM9w03vCediMiShkQmyFfJW/Vu742c2E3uHbooZ979UcLHdBGvuv6StT9Z7h26JPWHdzB4TsNPHBxhuD2Do8Nk3YHh8bI+45jRlfE7O0+rFSNzUjT4mfj5ZF0WX3dKTU2VjIyMio979uwp8+fPV8FHhw4dZPHixbJ8+fJHghpLQHT/THRPo81vov9luDSa3Fvyzl6T1C83q6uKqFcHSZMX+xuMjvs2bOPUy5lE5HzGNXl0XlZlQe2bSpu/TVEXWpmrj6hzWlFGljSe2k+avTXc4Pf6eXjL8EYdxdk9Fd3dpA0Mt7edEq+QAKnb8aHW8AZE+IVIt/qxtTxCMkajdYIZydjaGxwcrIpZjdWPFJYVy9O7/k9NbrTExF4djVZkTtdXJaG+6U9iIiJLeP/QAll384RoLZhNwY96OWagvBpnvEWDM3j74Ldy8M5Fi0zsrew/20+U0Y07W/RnupNsE9+/Xa4ix8/TR95PmGjRQAQ/qsU1T9m1cI3BLclERJaEa0WktWVTsviW6JmUVwOeGo0qynwpRv9qsLP59/YTxMfDy0i5r+mwGt6zfksZ1aiThX4iGeJywQhgJPYrsYMs8rNQyd4qIFw6Z4fIrVu35KuvvpJ9+/axGx8RWVVBQYH8/PPPsmbNGtEUl8nYgubi7eGpatdqe07z8/CRv3SY5FJDP5FCf7999ROKaxKI1PMJlD/FT3Dq4l5n4pLBCEyLGShTm/dT92v6VMKLHlXUs3q9Jm++9oa0atVKbV/esGGDqoPJy8uz6DETEcGVK1fkiy++kLNnz4qHh4cMHTpUfvf0NPnfx6aKj4dnjbeZ4vv8vXzkH4+/LDFBVZtRuoIBEfHyfsJTKuAytiVaH3Txru8bJF92e1Xq+5nWVoJqz+VqRh624dpx+ej0ciksKzE5l4gnMYpgn2/eR16LHSy+nt5Vlkw3btwopaWlaicRhv7FxrK4iYhqr7y8XPVu2rVrlzrfhIWFycSJEyUy8pdeGhdzbsh7J36W8zm/bBQwVcfQZvJe+4nSOEB/l2lXcOxuinqMrhfcM3maLy4+8bWDwuPlX9uNlVCf+w0yyTbv3y4fjOjmLnyVvEXWpB9R8wWwFezhwAQBiK7db/f6caqoS9/ecjR+W7JkifpTfX337qoHCxq/ERHVRFZWlixdurSi43THjh1lxIgR4uPzaA+N0vIyWZy6T+al7JYbhffUikd1F1u6zzcJqCdTmveVsU26qPOfO8Bmhv/eOV+25J6XEu9fHouHAxCshJQ96CH1UswAGRBu+rZfMo7BSDVySwtly/UkScpKlZNZqXKnKFcVutbx8pU2dRvLzWMXpf6Ncnnt6SnSokULgw9wSUmJat6mm9GDK5cnn3xS9VwhIjLH6dOnZdWqVVJYWKg6UKMnU/v27Y1+H95E99+6IIduX5JT99IkJe+mClRQyNkiMFw1gsS21C5hLdyu9gHX2f/85z8l8/ZNaTSwo6R75cq+q2ek0F8j3r4+arNDy6BI1VW7d8PWJjXNJPMxGKmBlStXytGjR1VXWZwMTHHu3DlZsWKFKjbz9vZWVzK4onG3Fz4RmQ8XNevXr1fDRwENI3FRExoayoezli5fvizff/+9Oi//7ne/k6SkJFm9erXExcXJc889x8fXRtx2a29ttG17v7vqmTNnVO7WFChqff3116V58+bqxIKABikcXOEQEemDGV1oBqkLRHr37i0vvfQSAxELUVuiRSQhIUGtNiENBiEhIXxSOiAWOVSCgALTiLFLBnnb6Ohokx5ERHuTJ0+WxMRE2bZtm5w6dUquXr0qEyZMkKZN9c+6ISL3g/QB0rsohMfuvMDAQHniiSeMpobJdLm5uWonEmClGxiMODaujFSCQX9Y6dDlcM16ID081JXNr371K3VlgyWpuXPnqsp4U1dZiMi15efny8KFC2XdunUqEEHKACurDEQsC6tNOO82adKkYkI8gxHHxmDEQKqmJhuNkPN97bXX1NIgvn/79u3y3XffqeCEiNy7hgG9Q1Bnhguf4cOHy6RJk1SLALIcBCG61JduVQQYjDg2BiMPwRUKttLl5OSoVEtNID+JZVfc8LMwPBAnIXNXW4jI+WEFZOvWraqYEueV+vXry7Rp06Rbt24sdLeCCxcuqIs/f39/adfu/jZd1PMhdQMsDnZMDEYegl4hNU3VPAyrI1glwWoJCloXLVqktu8VFxfX6ucSkXPA1TjStWhiBp06dZJXXnmlInVA1itcxa5GXe8n3co0Lg5RF0iOh8FINdq0aVOrVE1l6KCICnnUkwCWD+fMmcOBe0QuDltJsSKKFVaslqKT6tixY6ttYkaWcffuXUlOTjaYomHbBcfEYKQaaO+OvemIpjMyzG+5/DDkh9GhdcqUKRIUFMSBe0QuDCuf6D2ELf5FRUWqiBJFqrqUAVnP4cOH1Z8xMTHqQlCH9SKOj8FINRCItGzZUt23ZJ0Htg7jpMSBe0SuCRcv6B1y7Ngx9XGfPn3Uyih7W1gf5oWhaeXDqyLAYMTxMRgxkqpBMGLJ8T0BAQHyzDPPyMiRI1U+E0uKs2bNkosXL1rsdxCRbeEcsW/fPvn666/l9u3bagV06tSpMnDgQLXtn6wPaXVsnUbfJ93FpA6DEcfHpmd6YP8/ggXkINEp0ZIFZ8hZdu3aVTVVW7x4sdy8eVN+/PFH6dGjh0rnIK1DRM4BTRKRlsEuDsDKJ2pDcOFBti9c7dy58yMBIIMRx8eQXQ8UmaF2BKy1Jbdhw4aqsl63pLh3796KKysicnyXLl1SRaoIRHARgRVPrHwyELEtXDCihQIu9BCMPEwXjHBbr+NiMGKHVM3D9SkYyocTGPbFI+f85ZdfqtyntX4nEdW+d8jmzZvlhx9+UP0rGjRooC4ssOLJ3Rr2WxVp3bq1SpFVhh4jWL0C1u44LqZpDEDeEVc7WKlAKgUrGdaCF1GjRo1k2bJlkpKSogbuoY5k9OjR3BdP5EDu3LkjS5culfT0dPVxly5dZNiwYerCguyze+nEiRPVFq5WXhXB9mr2GHFcXBkxAE9cbBEDW3RPReHVCy+8oOpGkPPEwD0sAWNoHxHZ38mTJ9XKJQIRnB+efvppdcHAQMR+EIggIKlXr57asfgw1os4BwYjZjRAs4XqBu59++23HLhHZEfoF7J8+XK1IoI3PkzjxjZ93fmB7AOpbF2KBitU1aXIWC/iHBiMGIHKeAQImZmZqlmZrXDgHpFjuHbtmuodcvz4cfVm169fP7VtNzg42N6H5vbQ3RbFq9j5iPbv1dEFI/z3cmwMRoxAUalu6c9WqyM6HLhHZN+r7sTERLXDDXUiSKMiCOnfvz97hzgI3apIfHy8OldXh2ka58BgxARt27a1SzCiw4F7RLaFHTLz5s2TTZs2qZH0SMcgLYPeQOQY0OAMdXX6Cld1GIw4BwYjJu50wfIstt2iCZo96Abu9erVS33MgXtE1oGuyCgcx242LP9j6/1TTz2l98qb7AMt97HFOjIyUu1E1Ic1I86BwYgJ0MCoWbNmNttVow+2GQ8ePFgN3AsMDOTAPSILwhvbxo0b1YoI+lJUbkrI3iHOV7gKKDbGCgqwZsSxMRhx0F01hqCG5Y033qgycO+nn36qaOxDROZBLyHUhqALMqB52bRp06zaW4hq1/kWq9Soq2vfvr3RVRFsw2aPEcfGYMTMYAT9BbDd1t4qD9zDignaUXPgHpH5sEsGu2WQhkUqRve6Yu8Qx6VbFUE9HUZ36MN6EefBYMRESIvoitccYXWk8sA9LCWjHTVWRjBwD0vNWDEhIsO9Q9A3BP1DsJyP1zeKVFEjRo4rOztbzp07Z7RwFVgv4jwYjNRwVo0jCQ8P58A9IjNghROdVNFRFUH9gAEDVC0Wtu+SY0PxPmpGEDwaS6Oxx4jzYDBSg2AE7dlzcnLEkXDgHpFxeBPbs2ePfPPNN6rmAEWN2KXWt29f9g5xAljxRTBiyqoIME3jPBiMmAFXTU2aNHGoVM3DsMSMpWbs/sG0SgzcW7JkiRQWFtr70IjsChcQSGNi2i56h6B/EF4rUVFR/JdxEufPn1f/jnXq1DGpFT+DEefBYMTJGqCZM3Bv4MCBagmaA/fI3aHAG71DsAsDq4hjxoyRiRMncoeFkxaudurUSRXuG8OaEefBYMRMumj8ypUrqkujo8I8nT59+qiBeyEhIRy4R26ptLRU1q9fL/Pnz1f9JnT1VZ07d2bvECfcfo1gUtdbxJQC5YKCAnWfPUYcH4MRM+GNHd3+kHs+e/asODqklbAUjb34OObt27fL999/7xDbk4msCYMt0Ttk//796uPHH39c9Q7BzjNy3lWRuLg4dR42dVUE27XRj4QcG4MRJ2+AZgq8ECdMmCDjx49Xe/KxqoMla2c5fiJzIOg+evSo6h1y/fp19WY0adIkGTFihGrvTs4H9W9o/25q4SqwXsS5MBipRd3I5cuXK1oNO4MOHTrIa6+9Jo0bN1YFrT///LOsWrVKvdCJXAGe1+gdgsJtPK913Ypbtmxp70OjWkDdG/5tkW6JjY016XtYL+JcGIzUcGgdcs+4AtM133EW1Q3c011BEjmzq1evqt4hSUlJqh5k0KBBMnnyZAkKCrL3oVEtVZ5Dg3o4U+iGmrJexDkwGKnl6oijNUAzZ+Aedtxw4B45O2zT3bVrl+odgqth1BOgcLt3797sHeIC0KYfTeoQhKDw2FS6ujhT6kvI/hiM1DIYQXW3s/bwaNGiRcUSNgfukbO2Bv/hhx9k69ataqUyPj5epSJ1/YDIdVZFcM5FfxFTsWbEuTAYqaH69eurqnxclTlbqubhgXvPPvusKu7TDdxDcevFixftfWhEBuF1h+dqSkqK6h0ybtw4VajN6ayuAxd6aNlvTuGqDmtGnAuDETfaVaMP8uvY9qgbuIf+KRy4R47cO2TdunWyYMEC1UciIiJCrYZ07NiRvUNczIkTJ1QhMs5LTZs2NSuI0a1Ys2bEOTAYsUCqJjk5WTXYcXYcuEeO7ubNm/LVV1/JgQMH1Mfdu3eXl19+WerVq2fvQyMLQ9pNl6LBqggumsxdFcHKL9oZkIsFI7NmzZKEhATVbhy3Hj16qCsUfebOnaueQJVvrrSEiomROAmi3gLpDVegb+Ae9vjj5EBkD3juHT58WO38unHjhnqTee6552TYsGHsHeKiUlNTVfCJcxLed8zBehHnY1YHIBSFffTRR6oDHk4O3333ncrTosFQu3btqv0eBC2VayrMiW4dHf5bkKrZvXu32lWD4jlXgYF76DS7bNkylZNfsWKFqiNBoOJKASU5PqRiVq9eXbFzDYXXTzzxhNoJRq5LtyqC7tHmnnNYL+LiwQiGS1X2l7/8Ra2W7Nu3T28wgjds5HRdOVWDYAQrI8XFxS61JKgbuIeR69u2bVP9G9LS0uTJJ5/kpFOy2dUxmphhmya2dmL4Y8+ePV3qooYehbo1XfBpbuEqsMeIG9WMIDWBArK8vDyVrjH0pIqOjlZvXlhFQSc9Y1B/gS17lW+OCoEW9rGjqA61I66GA/fIHrBLbceOHSrVi0AkNDRU9Q5Bsz4GIq4PaWE8B9AtOjIy0uzvZ48RNwhGsM0Ky6OYd4IBbFjG1xVyPqxVq1aqERGW+LE7A08uXNWgU6IhM2fOVBXQuhsCGUeFE6Puv9/Zd9UYwoF7ZCu4+MAwRwx1RDoY9QK6MQbk+vA+gfqgmq6KAGtG3CAYQYCBqBWTMNEwa+rUqXq7kGLFZMqUKWrLXb9+/dRyK7ZooSDSkBkzZqjIVndDasAZtvieP3/epee8cOAeWRsmYaN3CIY5IuWJ4Y6oD+HUVfeB2jQEE6gT0Zf+NwQBLGtGnI/ZIyxxgtANKsKcgIMHD8qnn35qNMAAVEV36tTJaDoDJx5nOvngig31FbiiwwsJxZ+uDAP3sFq1ZMkSuXbtmhq4hzbNw4cPV//GROZCEL9x48aKokUUT6M2CbOUyL3ongO4iK3J+QT9RXStFthjxI36jGBJzdQeG6gzQZqnJjlAZ9hV4+qpmsrwJqHL4QMH7lFNZWZmqt4hujchpHLx3GIg4n6wooEVZkukaNA6nhdHLroygvQJ2oajE15OTo7Mnz9f5XU3bNig/h4pGawSoOYDPvjgA9WUCCspeIJ8/PHHavl12rRp4mpQN4LUFbYxo5jVy8vsRSenHbiHrZaoHbp165Z6UxkyZIjq6MpCQzKldwjOH3jN4M0DKZmYmBg+cG5KVyvSvHnzGjeyY72Ic/Iy9woGAQcaYWH5C4VlOJHgzUe3Da/yeGdsr0KLcYynRzU80jqJiYl6C16dGdIWKOzF7qHLly+rXizuQjdwD4XKuKpZv369Sldh95Q5g63IvXqHrFy5UtWIAC5YUB/C54v7wso5elbVZlUEWC/inDRaJ2iriVoMBD8oZkVthqNau3atqqFBrhNvxO4GTyX89yP3jxMLgjO8wfBKlyrD6iiK2fG6xsULVtewgsqVNPeGPkaoQ8N5Y/r06WrltTbnYaSQ8dwi53j/5mwaC9Kt+OBqD2/G7oYD98hYfRma56FzM05QqAlByha77hiIkK5mCMXwNQ1EgD1GnBODEQtCLQ1mZqCaGy3U3RUH7lF1S+doYLZz5061gobVQ/QOcbVidqoZzKDBihmCUqTza4M1I86JwYglH0wPj4ptvfp6r7gLDtwjHbwWsPUf/YLQGmDChAkqjelKoxPIMqsi6GNVm1Q8e4w4LwYjVkzVYFna3SE4Q6feZs2aqV4SKHJFvQBWj8i14d971apVsmjRIvXvjZ12eC5g8BmRDmZ6HT9+vNaFq7rCaPw8YI8R58JgxMLwpuvv7y/5+flqdxH9MnAPQ86wDItCNd2VMrmmGzduyOzZs1X/GUAx4UsvvaR21RFVhvMBelXhuYGdeZZI0aAI1h3aK7gSBiMWhsIrLDWCu6dqDA3cw0nj22+/VTUEXEFyHVgmP3DggMyZM0f1ncGbAgJR7GqoTVEiue7zRZeiwapIbQuZWS/ivBiMWEHlwXlOsHPa5gP3ULiIpXo8NthdgaFougp4cl5YDVy4cKGsW7dO7SZDrx2kZWp7tUuuC+Mk0LcKgSqKmmuLPUacF4MRK0D3QMzWQQM0piIehQFY6LSJHiQoYkQVPYajuUsrfVeERn/4N0QHYryxYE7RpEmT2MSMDNKtimAgHnYi1hYabQLrRZwPgxErQK6SqRrDsByLgXtYJcFQNBQ4YuAeCh5defKxq8EKyNatW9XqFkZEoIU3eod069aNvUPIaLEp6kUsUbiqwx4jzovBiJUwVWMaDtxz/t4hu3btUh9jIverr74qERER9j40cgLHjh1TM4nQlwjpW0tgzYjzYjBiJWiBjhQEOk2mp6db69e41MA9FDqi4FE3cA+DB1lz45hwRYu0zNWrV1VKcuLEiTJ27Fj2DiGzhiRaqnBV9zNZM+K8GIxYMVXTsmVLdZ+7akyDQkcUPOJxw/I/Bu799NNPkpeXZ61/JjITejigVwxmiGA7Jq5o8W+GnD+ROTVGt2/fVsErBq5aqoBal+J15BlmVD0GI1bUpk0b9Sd31ZgOU1ufffZZGTFihFoxuXDhgroCxxRgsi/sekDvECyvA7Zqo3cItmoT1aRwFYGIpTrx6lZFgoKC2GPECbErjBVhayPaouNFcv36dc7hMHPgXnR0tLoCx9yKH3/8UXr27Kkap7FfhW1h+Rsps82bN6sVK5zssRsKu8aIzIVCZ3Sohq5du1rsAWS9iHPjyogVIRCJjY1V95mqqfnAPd3grMTERPn666/V8i7ZBlJkSJVt2LBBBSLYJYa0DAMRqil05UWAi8GiDRs2tNgDyXoR58ZgxEa7ahCMsBizZgHd6NGj5ZlnnlFt9pEqQCt5pAr4eFrXpUuXVIoMqTKsRiF1hn8HS/SDIPeEbsu6EQG1nc77MPYYcW5M09ggVYMT+Z07dyQzM1Nd7VPNBu6hHwmG7KFJGoooUUcyatQo1USNLAcrIOiMu2fPHvVxgwYN5Mknn+Rzl2rt/PnzaochAlrdhZqlsMeIc+PKiJVh2yNTNZaBCvkpU6Zw4J4VIWjGzCBdIIKrV6TKGESTJQtX0frd0oPsWDPi3BiM2HhXDdUOB+5Zz8mTJ1UKDH1xsNr01FNPqRQZUmVElgh0dbviLNVxVYc9RpwfgxEbQNEf3kSxKwQ3qj0O3LMc9AtZvny5SoGhjwgKC1GkaulldHJvuiZnWCkODQ21eKE1urliJx57jDgnBiM2gKtMdGQFro5Y9nHlwL3aT01F75Djx4+rE3m/fv1k6tSpHDRGFoVA4ejRo1ZZFXm4xwi3/jsnBiM2TtVwi69tBu6tXr2aA/eMLGvrtkpj+RxXkwhC+vfvr1bxiCwJ5z0MxsPzDEX9lsZ6EefHs44NUzV447xx4wb7ZFhx4B4ao+mWhHHFj2ZzVFVubq7MmzdPNm3apLZaYqcS0jJoMkdkzcJVFERbI9hljxHnx2DERrCVTdcoiqka68Dy7JAhQzhwz4Dk5OSK9vrYzYCt0U8//bTq4UJkDbgAS0tLU0FI586drfI72GPE+TEYsSFdQSCDEeviwL3qe4ds3LhRrYig2A+dL7Fl11ITU4n0OXjwoPoTK3CYym0N7DHi/BiM2BBejDjxo2hQt6xI1sGBe79A+3zUhuzdu1d9jABk2rRpFm3FTaRvpxa2jOued9bCmhHnx2DExm+Qurw8C1ltN3APKwDoIopaCQzcQ60EVgrcAXbJoHcI2ugjFYN27kjNsHcI2cKJEyfUdvH69etLs2bNrPI72GPENTAYsTE2QHOMgXvffPONSxcS44oUfUPQP6SkpEQFwShSxeockS0gSKhcuGqtdCAuMnBxwR4jzo3BiJ2CkatXr6oZDWTbgXso1kR/EqTKXHXgHjqo4r8Ny+M4QQ8YMEC10WczKLIlFK1iHhcKpdH+3dopGjy/uS3deTEYsTE05YmKilL3Wchqn2DwjTfeUCsFWDHAwD2sIKA/ibNDUIWZMlj1we6C4OBgefHFF6Vv3748SZPN6VZF4uPjrTrMkvUiroHBiB131bBuxL4D97BigJWDpKQktZKA1SpnlZOTo+phNm/erHqH4DmGRnBo7U5ka9ixpTu/de3a1aq/iz1GXAODETumalJTU1W+k2wPy7lYMXjppZckJCREndCworBz5071Zu5MLly4oHqHXLp0SS2JjxkzRiZOnMjeIWQ3SH+ijgNdkXGzJvYYcQ0MRuwAy+eNGzdW95mqsS+kzLCCgKVkpDm2bdsm33//vVPU82Dex/r162X+/PmSn5+vCnVfffVV1ViKvUPIXvA60g3Fs+Z2Xh32GHENDEbshLtqHAfy2RMmTJBx48apQtcrV67IrFmzHDpQvHXrluodsn//fvUxtjCjdwi2MBPZE7r7YrUCrysE+dbGmhHXwGDEznUjKSkpKr9K9oWVBFT8O/rAPVx1Yvqpbu4Oeoc8++yzMmLECJWiIXKUwlUMsLR2Pxv2GHEdDEbsJDQ0VCIjI9WL6dy5c/Y6DHpIvXr1Hhm4N2fOHDVfw94QIGHnz8qVK1WAhCZS6B2CIYxEjgApk/Pnz9ssRYPCbdR4oQYMOxXJefFSys6pGnTGPHQ8SQp8w+RC+k3JKygWDw+NhIcGSZumDSW2UX3x9vK052G67cC9mJgYWbZsmdy8eVMFJPgc0iGm1mOUlJbJhfRbcib1hmRm5Up5uVbq+PtIyyYNpE3TcAkNNH04HXb6LFmyRC1J63qH9OrVi1t2yabwHL6SeVc9p9Mys6SkrFz8fLykeUSYek6fPX5YXWAhUEbXVUvDayr5Gl5TmXLjbo5kZd2TC7k+0ijEX+7lFUpoUIDFfyfZhkbrBB2fUEyIok9E3a7SuAkvqhW7jsqsZdvkbsn9mNBDo1GBCJSW3d/RgRf62B7t5Ol+HaRFZD27HrM7QgoNvUiwYwVatmwpY8eOVa399UlOvyWLdh6XlXtPS1FJqfqcl+f9RchyrVad0KFjTCN5dkBHGdAxVrw9qw84cdWH3iEorMVLFTt/nnzySWnSpIkV/muJqnczK1eW7j6pntd3cgrU5zw9PARxOZ6XZQ+e00HeWmnmVyhvPTtSuna2XKOzSxm35ecdeE2dksLiX15T+N14jWjl/nkzoUWkTOrfSQZ2iuVFnJO9fzMYsYOklOvyH9+uV1cYeAkZiwY9PTTqxT5pQEd5a1xv8fe1bh6WqsIJ78CBAxUzbTB59IknnlDTgSvLLyyWT5ftkkU7T1T8mxmC4BPBSbOIMPnzi8OlbXT4Iy9irMygrghQDIi5MtZsIEVUWVl5ufy07Zj8fdku9XzG89Ww+39fN8BP/uP5ITKoc1ytHtCCohL5+/LdsmD7MbNeU9ENQ+XPLw2Xds0i+A9qZwxGHNR3Gw/JZ8t3qaV23RWyqfBCiwgLkn/8ywSJDg+12jFS9VA3snjxYrWTBVBXMnDgQJXWwZXbm39fpq4gjZ+wq8JJFt8y/cm+MnlQZ/U51BFhRaagoEAVAY4cOVIVBHLLLtlKdl6h/OaLlXI0Od3s772/YiIyunsb+Y/JQ/Su/Bly5cZd+fVnS1U6piavKXzP2+P7yNSh1q9dIf0YjDig2Wv2yRer749xrym8yAL9fWXuu88yILEDFI5u2LChoo8Cdt506T1QfvPVBrUyYuzKzZhfj+khjTV31UoMREREqLSMNfLvRPrk5BfKy39bpIJscy+aHg5K+iXEyF9fGV2RqjQ1EHnx4wWSW1BU69fU66N7yKujutfqZ1DNMRhxMJsOn5c/fLXGIj8LAUlEaJD8/J9TxN+HKRt7QA8S7GrJzS+UrbcDpajcQ2p5zqzweEi+RPqVSvfu3WXQoEHcsks2T0u+/Y/lsvfMlVoFIjpIRb84rKv8y/jeJn19QXGJPPXB92pFpLaBiM7/mzZKhnRpaZGfRdYJRribxgbuZOfLn+dv1lsfUnDnulw/tEHyb6ZJSUGOeHj5iF9ouIR3GCDBzdo98vV4gWbcyZF/rkyU303sZ4v/BKpmJxS66P7LJz9IQVlRtY9PXmaq3Dl3UHKvJUtxzl3x9AuQOg2jJfLxEeIX0lDPY6qVY9n+8uqkYdI54dF/eyJrW7P/jOw5db9OyRTXD2+SjIPrxC80Qto886+P/D3OeXM3HpSBHWNNquH4fPkedX6rbm9FTnqyJK/6Z7Xf1/KJt6VOeLNHPo/zLs6/j7Vswt02Dox9RmzgyzV71RK+vhi/OOeOlJUUSlirrtKk53iJ6DxEff7S+q/l1unq0zrIh87fckRSrt+x4pGTIZk5xXIys/jB6a6avz+2VbIun5CgxnHSuNd4qd+mh+RmXJJzi/8mBXcy9PxUjZRqPWTL2Zt88MnmsFPl45+363lGP6o4N0tuHN2iLqAMQa3TzAVbjf68y9fvyIJtR6sNRCprEN9Hogc+V+XmW7f6VCZ+Es6/X6zeZ/T3k/1wZcTKkPPEdjRDy43B0W3VrbIG8b3l3JK/SeaJHVK/bY9qvw/bgLFz492n+1v8uMk4bHM0VOHfIKGfRA+aLB6ev7zMQmI6ytlFH6sTeLNBk/UGmsv3JMlb43px5xTZ1KbD5ySnoPqVvuqk710pAeHR2IMupYX6O0kj3XP6yg11e3jXWGWLdx5X5zVj6Zk6kS0kNKaDyceJn4fz8L+M76Vq7sjJV0YwryMhIUHlfXDr0aOHrFu3zuD3LFq0SFq3bq22I7Zv317Wrl0r7gS1IsUlZWZ/n8bDQ7wDQ6Ss6P6efn0vsBWJSRU9Sci2fWLQR8TQSTMwonmVQAT8Qhqo5ezCu5lG8+abj9zvZElkK0t2n1S79kyRe+2iZF06IU16jjPp6xG443ylD85jKxINX7hVVlZcKNpy08+txSWl6nxMLhCMoNHSRx99pHYSYP4AtjViuNipU6eq/frExESZNGmSvPzyy2qexvjx49UtKUn/E9LVHL+UUdHIzJiykiIpLciVonu3JPP4DslOPauW+A3JLypRS5tkW+isqmtoZg4sP5cW5IiXn/6maeDl4SEnLutL5RBZXklZmVq5MGUbrba8XNL2LJV6bbqJf71GJv18BBlHLujfJoydOzifmSJ1+wI58c0f5dicP8iFlf+Q/Mw0o9+D8zBfUy6SphkzZkyVj//yl7+o1ZJ9+/ZJu3aPFtt9+umnMnz4cHn33XfVxx9++KFqHPX555/LF198Ie4AT35TI30sed7W1YhoNBLSPEGa9Jlg9PvQmjmuMbd+2tLp1JrNqrl74bCU5N2TyK7DDX5daXm5JF2+XsOjIzLfpWu3TV5lvXU6UUpy7krk6DfM+h2Xb9xRQbyv96NvPWjxbozG01NCWiRI3aZtVEBfcPeGZB7fLudX/F0VsAbU19+ZGOfhE5cY4LtczQg6USIFg3bZSNdUZ+/evfLb3/62yueGDRsmy5cvN/izi4qK1K3y1iBndeterslf27B9Xwlp0UG9WWVdPC5abbloywwvQ6IlM+aekG2huRn6JpiTIiu8e0PSdi9VFf9hLbsa/fob/HclG7p5z7Tp4agNyTi4XsK7DBVv/0CzfgdqR+7mFKjmjY/8/qxcdT5D11dDqU/cdIKbxUtoiwQ5s+h/5Nr+NRI76jWDv/+Wif+N5AS7aU6ePKnaYfv6+qqJoWhX3bZt1eJLHYw4Dw+vWqyEj/F5Q2bOnKn2JetuUVFR4qzM2aeP7bx1m7SUeq26SszIaVJeUiSX1n1lsLIc6V1L9AIg85j7mJfkZ8vFdV+Jp4+fNB86VdUEGf8drAUi2zEUBFSWcWCdePkGqCL7mijXluv9/SaWq1ThG9xABSW56ckqfWT4d/Nc6TLBCMaVHzt2TPbv3y9vvPGGTJ06VU6fPm3Rg5oxY4ZqkKK7paUZzwc6qgBfw1veDMEqCXqPFN27aXDpsY5fzX8H1Qym75p6YkMR8sU1c9SfMSNfFe86wab9Dv67kg0F+hnfZVKYdVNundkrDdr3kZK8bCnKvqNu5WUlqpgU9w3tqoE6en4PdrnU9MLKp06I+v3lpdhqrx/nerlQmsbHx0diY2PV/S5dusjBgwdVbciXX375yNeilTXmeVSGj/F5Q7DqgpsraN20oew5dVnNaTBXeen9Yi5DO2qwaoKR9GRbcY0bmHTixL/hxfVfq4AydvTr4h9m2uAu7GjASHYiW4k1oe4MKWSczK7uWSaC20NOz/+zClSa9Hqi2u+vFxQgwXWqH/SIurearlwU59wWjaeXeHjrvzDDqkubKH3NBsnp+4xgKblyfUdlqCXZsmWLTJ8+veJzKGDVV2PiitpFh8ve0ylSZuBFhq6r3v5Vc6ioFblz/pBovLzFz8gbWOsoBiO21rap8ZMaloxTNn8veTdSpMWwX0mdiEe7Q+qlEYP9GIgsDUFCeGiQasOuD4Lp5sNeqjZ1g92ATXqNF9+69fQG2PHN9Z/L2pjwmiopyH2kTiX/VrrcSzkldZu2Fo1G/2I/fj9fUy4SjCB9MmLECGnatKnk5OTI/PnzZfv27WpwGEyZMkW1yEbNB7zzzjvSr18/+eSTT9To8wULFqgtwbNnzxZ3MahTnHy5xnDnv7Qdi9QLOTCyhVrCL83PkTsXDktRVqY07jFWPL199b64urRsIkEBHClva6FBAdIxppGqztd3NZe+d8X9k2R0OykrylfBZWVhLfVPE8WqC9pnE9nS8K6t5IfNh/Wu+nn5B0pI8/aPfP7miZ3qz+r+Tgevk8Gd9c+HwXnssZZRciT5qt7fn7Lpe/Hw8lZF4DgWFIXfPrNPfa5Rt9EG/9uQ0h7c2XCrBHKSYCQzM1MFHBkZGaqwFA3QEIgMGXK/fXlqaqp4VCrMw4h1BCx/+tOf5I9//KPExcWpnTTx8fHiTkufHWIayUkDb1qhsZ3k9pn9cutUopQW5angI6B+lDTuPloVZumDn/ds/45WPHoy5NkBHeXYxWt6/77g1v2/y75ySt0epi8YQZDZOa6JNIsI4z8A2dSTvdvL9xurBs2WEuTvazQYwGvq0Hn9NYLBzePl7oUjqjM1Rmh4+QVKcPP2EvnYUFXIqg9eUwktIiWmEVsgOCqN1tgQACea+ueo9p+5Im98ttSiPxNF583CQ2Thf0w1azQ3WbZJ1DN//kHSMrMsNl1UZ85vnlKrXkS2NuOr1bLx8AW9s7RqavqEPjJliP7VQMBW+ef++0fVyNHSr6lZ7zwp3Vo3tejPJMu9f/NdzAa6tYmWJ3rFm9xm2TRaidXckLNnLLuTiUzn7ekpf35xRI2Kk/XBc+Tpfh0YiJBdYOdiyL0L4q3BFlnLPLHRBh41Vs8P6mz0a3Fh9eeXLP+amtA7noGIg2MwYiO/ndhPWkSGqRemJfSNDpAAKZIlS5bI6tWrpbTU/NbkVHsoiJv+ZF+LPJR4bmBHwdvja9a/gaimsECO8R1z586VwtxsGdDUSzUgq+3ZCi3YsUX9v18epX6eKbA78PcWGv6J1xTOu795sp9Ffh5ZD4MRG8EL8svpE6V5RFiNV0h0cQyWOz/511eld+/7b1qYFfTVV1/J7du3LXnIZKLJgzqrCbtQ08UvPCdiG9VXS8kB7C9CNpSfny8//fST2umI3ZEY7fH+b16Xv70+Vq1U1PQCCt+HOpHZv3lKmjYMMet7UQv3zhN91H2PWrymcL7FeZc9exwfa0ZsLK+wWP5v6U5Zsuv+dExT99XjCiM4wE/emzJU+rZvUfH5ixcvytKlS9UJBT1gRo8eraYjk+1tO5YsH/y4SY1gN7V5k+458Ez/jvIv43oxECGbp2UWL16s8vqenp5qlhj6R2keRNXn0jLl379dJ5cz7pictMF34mtRn/HeC0Orbf1uqh0nLsoHP2ySe/mFZr+mnuzTXqZP6MtAxElqRhiM2MmBs6kye80+OZKcfn+qr/bRVsW62SfoGjihd3t5ZUQ3qVtNwyBss0a65sqVK+rjzp07q5OKt7e3zf576L6s3AKZs3a/LN+TJAXFJdUGnGpl7EEbf2xlfG1Ud9aIkM3TMnv27JGtW7eq+/Xq1ZOJEydW25CypLRM5m89KvO2HlGzXaqbyYQABDsp0dIdqxEvDesqo7q1qQhqauNeXqF8tW6/LN19UgqKSqr9/ZVfU13imsgrI7vJ4yxWdQgMRpwExmZvPZasRnefTc2UvKJilVsNDwmU9s0jJSEmUvUq8fcxHFhgeRU9X3bt2lUxAwgnl/r1uZXNHnDS3HzkvKzesV/Opd+RMg8f8fTyUuMB2kSHS9um4TKoUyy375LNYRUVM8WSk5PVx1hJRR8oY12vEQAknk6RQ+fSJCnluqRm3pWSsnLx9fKS2Eb1pF2zCOnZrpnqv2OJIKS619SWYxfkxMUMOXk5Qw2SRPBTB6+ppg3V6wq9eVpEVt90jeyDwYibunTpkkrbYJoyVkaQtkE/GLKPefPmqZP+mDFj1IoVkT1h9RSrqFhN9fLyUk0sO3XqZJXggQi4tddNtWjRQl577TVp1qyZlJSUqCuglStXqvtke3fu3FF/hoWxgRnZD1IxWDX97rvvVCCCFdNp06apAJmBCLnEbBpyPEFBQfLCCy/Izp07ZceOHXL06FFJT0+Xp556imkbG0LqLCsrS90PDQ215a8mqoBVUlyUoNgdsFKKtAwK3okcBYMRF4Visv79+6s5QkjboJU/ZgLhJNShQwd7H55bQPU4AhLsUnDGzsHk/FJSUlRaJjc3V6VlRo4cKR07duRqCDkc9hlxg7TN66+/Ls2bN1epGswGWrFiBdM2Nk7RcCmcbAlBMFZGv//+exWIIC3zyiuvsD6EHBZXRtxAYGCgTJ48WeWMkbY5duxYRdqmQQP9w6WodlgvQvaA4ANpGRSzA1ZCUKjKtAw5MgYjbpS26devX0Xa5ubNmzJnzpyKZVuyXjDCehGylcuXL6vXNwIS7Kbj65ucBdM0bgbpGuy2QfoGaRukbJC6KS4utvehuZy7d++qP7mThqxN12fohx9+UIEIVjyRluGFBjkLroy4adrm+eefl927d6sT2PHjxyvSNg0bNrT34bkMpmnIFhB8YDUEqyKAAAQrIuzATM6EwYgbp2369u2r0jaotr9161aVtA0LLmvf14ErI2RtbHJIroJpGjeH5mjYbRMTEyOlpaWqQRrTNrWHxlJ4PBH0YUgUkaXTMtu2bVNpGfQRwYrmq6++ym7L5LS4MkJSp06dirQNTnAnTpyQa9euqdk2mHFDNU/RhISEqICEyJKBLtIy6CECHIxJroDBCClIy/Tp06dK2uarr77i7IoaYr0IWQO6qCIQwbA7bNXF7CkMuiNydrxkoyqio6PVbpvY2FiVZli1apXqWVBUVMRHygzc1kuWTsts3bpVfvzxRxWIYMUSaRkGIuQquDJC1aZtnnvuOdmzZ486AZ48eVKlbbDbhmkb07B4lSw59RSrlampqerjLl26yPDhw1V7dyJXwWcz6U3b9O7duyJtc/v2bbXbBp0cOenTOKZpyBKSk5PVyqQuLTNmzBiJj4/ng0suh2kaMgjBCNI2cXFxUlZWJqtXr1Y5a6ZtDG/rZTBCtU3LbN68WebNm6cCkYiICPU6ZCBCroorI2RUQECATJo0SRITE2XLli2SlJRUkbbBSZKqwpuHrqMtdtMQmTvtGauRaWlp6uOuXbvK0KFDmZYhl8ZghExO2/Tq1UutlCxevFhd+WO3zbBhw+Sxxx5jk7RKdKsi6C/CvD6Z48KFCyotU1BQIL6+vjJ27Fhp27YtH0RyeUzTkFmioqLUcnHLli1V2mbt2rXqKo5pm18wRUPmwmtp06ZNMn/+fBWIREZGqt0yDETIXXBlhGqUtnn22Wdl7969Km1z6tSpirQNTqLujtt6ydy0DFYbr169qj5+/PHHZciQIVxVI7fCYIRqnLbp2bNnRdoGW1m//vprldtGjtudZ9twWy+Z6ty5c2r8QmFhoUrLjBs3Ttq0acMHkNwO0zRUK02aNFFpm1atWqml5nXr1qngBCdXd8U0DRmD18qGDRtkwYIF6rXSqFEj9TpiIELuiisjVGv+/v7yzDPPyL59+9R2xNOnT0tGRoaabYOTrLthMEKGZGVlqYA9PT1dfdytWzeVlvH09OQDR26LwQhZBNIyPXr0qJK2+eabb9RJFjlwd0nboPgQNwgNDbX34ZCDOXv2rKxYsUKthvj5+am0TOvWre19WER2xzQNWVTjxo3VLgCcYLEUvX79elm0aJHbpG109SKBgYGqYyYR6F4LCxcuVK8FvE6QlmEgQnQfV0bIKmmbp59+Wg4cOCAbN26UM2fOVKRtcBJ2ZUzRUHUBKlYLseMMsII4aNAgpmWIKmEwQlaBtAxy4ShwxYkYeXJd2gafd9W0DYMRqgyBONIy6MODtMz48eNVsTcRVcU0DVmVbjkauwQwbwM7CH7++eeKugpXwx4jBKWlpWpnGZ7rCEQQlL/++usMRIj04MoIWR2uCNEQ7eDBgyptgyI+pG3wOVdL27DHCCEgxWognuOAfjwDBw5kWobIAAYjZBNIy2BXjS5to9ttM3jwYOnevbvLpG2YpnFv2Na+cuVKtRqC2imkZTA6gYgMY5qGbAp9R3QzN5C2wUoJdhi4QtoGk3pzc3PV/bCwMHsfDtk4LbNmzRq1cwyBCGY4IS3DQITINAxGyC5pG+ysGTlypFq6RkvsL7/8smI2h7OviuCKGP+N5B7w745RCIcOHVIf9+7dW1588UWpW7euvQ+NyGkwTUN2gbQMZtjo0jY4oX/77bdqyyO2Pjpj2ob1Iu4nKSlJVq1apVbFMEDyiSeekNjYWHsfFpHT4coI2ZVuVHq7du1U2gZj1DGvIz8/3+n+ZVgv4j5KSkpk9erVsmTJEhWIoPMwdo0xECGqGQYjZHeYVvrkk0/KqFGjVNrm/PnzKm2TlpYmzoTbet3D7du3VVrm8OHD6uM+ffrI1KlTmZYhqgWmacghIC3z2GOPqbQNigArp22wNdIZ0jZcGXF9J0+eVCsiurTMhAkTJCYmxt6HReT0uDJCDiUiIkKlbeLj40Wr1aopwPPnz3eKtA1rRlw7LYPakKVLl6pApFmzZmq3DAMRIstgMEIOmbbBFefo0aPFy8tLkpOT5YsvvpDU1FRx5K2d9+7dU/e5rde13Lp1S7766is5cuSI+rhv377ywgsvSFBQkL0Pjcg9g5GZM2eqHRB4ETZs2FA19MG2TEPmzp2rltgr37jtkYzB86RLly4ybdo0qVevnuTk5Kjn0u7du9WKiaOuimBSL5bvyTWcOHFCZs+eLZmZmVKnTh0VhAwYMEA8PHgdR2RJZr2iduzYIW+++abs27dP7XrA0uXQoUMlLy/P4Pdhvz1aI+tuV65cqe1xk5sIDw9XaZuEhAQVhGzZskWlbYw95+xZL+IM9S1kGM5tGHC3bNkydb958+YqLdOiRQs+dET2LmBdv359lY9xpYoVElSVY+lSH5ycUQtAVBNYbcAqHPL0a9euVWkb7LbBDpzo6GiHeFBZvOo6bt68qYqo8Sf069dPnd+4GkJkPbVaazQ1R44W2XjTQIvkcePGyalTpwx+PdopZ2dnV7mRe0NA26lTJ5W2qV+/vkrbfPfdd7Jz506HSNuweNU1HDt2TObMmaMCkcDAQJkyZYr079+fgQiRowYjaFA1ffp06dWrl9r5oE+rVq3UQDQsef7444/q+7BV01Drb9SmBAcHV9wQxBDp0javvPKKdOjQQQUh27Ztk3nz5tk9bcMeI84NO2RwjsINaRmkY9DEDOkZIrI+jbaGl5VvvPGGrFu3ThUUojeEqfBCb9OmjUyaNEk+/PBDvSsjuOlgZQQBCVZiOO+BKl/FYjgZdrLgKhZpG6Ry7OGzzz5TqyNofmWvY6CaQXEqRhJgNQQrcFgJwXwZpmWIag/v31hUMPb+XaOmZ2+99ZZq/IMlcnMCEfD29lbL7cj7G9raiRuRIR07dlRTgJHfx/bL77//XuX30RHTlm8kZWVlkpWVpe5zW6/zwHUYAlrUITlCQEvkzjzMffEiEEGF+datW2u0hIkTN7oYYiYJUW2hgBppGwQmeH5u375dpW1Qp2QriPjxu9EThb0nnCcts3z5clm5cqUKRNC8DLtlGIgQOUEwgm29qPvA1kqcdK9fv65uBQUFFV+Dgq8ZM2ZUfPzBBx/Ixo0b5dKlS6pp0OTJk9XWXhQiEllqtw0Ko3HDyhuea9htc/nyZZs8wNzW61xu3LihilTRQwRpmYEDB8rzzz+v+ogQkX2YlaaZNWuW+hM51cowQ+TFF19U99Els/ISOfLouHJF0BIaGqoaWSUmJkrbtm0t819A9ABWRxo3blyxLfOHH35QWzKtvS2TxavOAatXR48eVbVuWA3BBZUjbQ8ncmc1LmB1xAIYIl2RNOoAUA8ASCeivTxqAqwB/Xf2798vPXr0UE0AyfGgIB7FzkgRQ2xsrDzxxBPslkvkIO/f7GlMLgepGqRs8GaD+0jXYLYN0jfWwB4jjg2rskjLIBBBWgaToJ977jkGIkQOpEa7aYicAVrI63bbYPumLm2DHTeWTNuw+6pjwqIvukNj5QqF87gqQ1qmadOm9j40InoIV0bIpaFbK4qlO3furD7GdnQEJejgaglo4qdbGUFNFDlOWmbJkiUqNYNAJC4uTjUxYyBC5JgYjJDLQ6pmzJgxqm4EO29SUlLUbpuLFy/W+mcjqMGbHVZakBcl+8MwTkzaxdgJ/LsMGTJENVnkNGUix8U0DbmN9u3bq/426LaJ7Z3Ypo4GabWZPVJ5Jw07dto/LXPo0CHZsGGDChARHE6cONHsxoxEZHtcGSG3S9u8/PLLaos57Nq1S3VurWnahvUijqGwsFAFmdhFhUAEM7GQlmEgQuQcGIyQW6ZtRo8erYoZkbZBEz7stjE0okAf9hixv2vXrqm0zOnTp9XqFLZXP/PMM+Lv72/vQyMiEzFNQ24L06aRtsFuG6Rt0EYeA9IGDBhgcsqF23rtm5Y5ePCg6vDMtAyRc+PKCLm1evXqqd02jz32mPoYU6i/++471ajHFEzT2C8tgyAS3VQRiLRu3ZppGSInxmCE3B4G3I0aNUoVOyJtg5EGSNtcuHDB6JU5gxHbS09PV7uhzpw5o1awhg8fLk8//TTTMkROjGkaogfatWtXkbZB104MhOzVq5dK23h6ej7yOOXl5anW8+jqGRISwsfRyhD8oe3+pk2bVH8XPOYIIDGPiIicG1dGiCoJCwtTu226du2qPt6zZ49K22CuwsN0qyLYQlpdsEKWg8ngP//8s9q2i0CkTZs2Ki3DQITINTAYIaombTNy5Eh56qmnxNfXV9LS0lRa4Pz581W+jika27h69ap6/M+ePauCvhEjRqh/Gz8/Pz53iVwE0zREerRt21YiIiJU/wp09fzpp5+kZ8+eMnDgQPWmyG291k/L7Nu3TzZv3qxWQ9BYDkEIUmlE5FoYjBAZSdv86le/UnUKBw4ckMTERFXgiloFbuu1blpm+fLlFatRqOdBbxiuhhC5JgYjRMZeJF5eKjXQrFkzWbFihUobYLeNbtYJAhayHKTFMOQOdTpYgcJuGXTMRaEwEbkmBiNEJkLRpC5tg66f6HUBHJBnubQMVp62bt2q0jII8pCWwWNORK6NBaxEZkDdAtI2utk2sGrVKsnKyuLjWAv5+fmqJkdXH4LuuK+++ioDESI3wWCEyExIHXTq1KniYxS36nZ7kPlQg4PHD03m8NiiNmTChAlqJxMRuQemaYhqQLeTRtfnAl1BFy5cKN26dZMhQ4aw74iJaRn0cUFaBvfRmh+FwUzLELkfBiNEtQhGGjRooK7kt2zZInv37lUdQlGAiTdVpHSoeuhei90yuknJ7du3Vy35uRpC5J6YpiGqgcrbepFawNj6Z599Vm09RXGrbnYKPerKlSvq8UEggp1KY8aMkSeeeIKBCJEbYzBCVAPVdV9t1apVxeTYoqIi1b4cU2VLS0v5GD9Iy+zatUu118/JyZH69euricmdO3fmtl0iN8c0DVEN6GsFj+FtL774oqqDwDZVNEpD2gZbVN05bYO0zLJly+TixYvq4w4dOqiW+5iSTETElREiM2HVA2+uUF2AgbQNilgnTZqkxtrrdtucPn3aLR/rlJQU1SQOgQjSMuPGjZPx48czECGiCgxGiGpYL4IOrIbak7ds2VKlbaKiolQAs2jRIlm7dq3bpG3QL2THjh3y/fffS25urir2feWVV6Rjx472PjQicjBM0xCZyZxpvejOOnXqVNm2bZvaxnrw4EHVTh67bVy5jTyCj6VLl8rly5fVxwhA0FKfaRkiqg5XRoisGIzo0jaDBw+W5557riJtM3v2bDl16pRLPvYIQJCWwp/e3t4qJYPUDAMRItKHwQhRDYMRcwtS4+Li5PXXX5emTZuqtA1m3KxZs8Zl0jZIy2zfvv2RtAyKVYmIDGGahqgWPUbMVbdu3Yq0ze7du+XQoUMVaRt0IHVWCD4waRfFqoB2+UjLYGWEiMgYrowQWTlN88iLzsNDBg0aJM8//7wqgr1+/bpK2yQlJTnlv8WlS5fUbhkEIgg+0MBs7NixDESIyGQMRojMUFJSItnZ2ep+bQtQY2Nj1W6b6OhoKS4uVisLq1evVr/DWdIyWOH54Ycf1Fbnhg0bqkm7CQkJ9j40InIyTNMQ1SBFgxkqKEatLaRtpkyZomot0J308OHDKm2DJmmOnLZBB1UET2jtDuiiOnz4cK6GEFGNcGWEqIb1IhqNxiKPHdI2AwcOlMmTJ6u0zY0bN1Ta5uTJkw75b4PmZUjLIBDBDpkJEyao+TKsDyGimmIwQmTDehFDYmJi1G6bZs2aqbQN+nSsWrXKYdI2SMtgOvGPP/4o+fn5Eh4ertIymLhLRFQbTNMQ2WBbr6mCgoLkhRdeUJ1Ld+7cKUeOHKlI22CwnL2gTgZpmdTUVPXxY489JsOGDVPt3YmIaotnEiIDU2avp2TKhcOXJO3sNSkqKJLTZ09LoSZPyjpo1UoBUiyWhp85YMAAVdiK1ZHMzEyVthk9erTJxaHVHbu3r7c0jouUll1aSKPYCJOPPTk5WQ25w2oI0jLYKdOuXbta/lcSEf1Co8VZy8Hhqgxtte/du6cK/oisKTcrTzbO3S7LP18rGZcy1ec8vTwFJSJlZeWiLb//kgmNCJFxvx4uI6YNlLCIUKsViiIgMbV/R87d3AfHvk6uX6567Hill5WWqc+FRYbK2F8Pk5HTBkloeEi1P6usrKyijT1ERESoFRpXbmNPRPZ5/2YwQvQA4vJtC/bIZ7+eI/nZBaIVreB/hmg8NOLt4y2vfvyCjHljqFVWSrACg5QNUjeALbRokoYOp5Y49tf+Z4qMfn1IlWPHiQNpmbS0NPVx165dZejQoUzLEJFZGIwQmaG4qEQ+fvFz2b4wUe2SqcmCYceB8fL+0nelTt0Aqzz2mPWCAAE9PbAyMmrUKNVq3RLH3mlQe3lvye/VsZ8/f16WL18uBQUFagsz0jJt27a1yn8TEbk2BiNEJiopLpH3nvhYDm04VpGCqQkPTw+J7dhMPt76vgQE1b4HiSnTcNu3ay8Hvj4tRzadqP2xd2ouI//UVw4dPag+FxkZ6fLThYnIuhiMEJlo1m/myrLP1tZoRaG6N/Ve47vKfy76vdUef6Rt0CANaZuL667JtQO3jaZkTIG6krDWdaXN003l8ccflyFDhjAtQ0Q2CUa4m4bc2sldZ2TpZ2v0vpmXakvlipyTbLkj9+SOlEqJtJXHpJGmWbVfX15WLruW7Jcdi/ZKv6d6WOWYUdvRr18/KbpRJrven6X368q1ZXJRTkmGpEqpFEugBEuMxEs9TXi1X49Y7PaZbIkLbquKZImIbIVNz8htYSXk01/PMVh0WiJFclnOSJ7kSJBUv+ukuhWGv7/1lUr/WPPYf/5glVqJ0eeUHJJUuSCR0lRaSkfRiEaOyW7J0t7S/4M1IktnrpfSklLrHDgRUTUYjJDbOpV4Tq6cSlOrGfr4ip/0kdHSWzNS4sS0TqNYYbh3M1sSl9+vvbCGU3vOypXTV/Ue+z3tHbkhaRIr8RKnSZAmmhbSWfqJnwTIBTlh4ODvH/seKx47EVGtgpGZM2eqLX7oEonthePHj5dz584Z/b5FixZJ69atxc/PT7WOXrt2rTm/lsgq1n+9VTy9DL8EPDSe4qvxM/tnY8Vi9exNYi3rvjF87JlyVa2ENJYWFZ/z1HhKI2mu0k2F2nyDx77GisdORFSrYAQFc2+++abs27dPNm3apGZmoPcAthrqk5iYKJMmTZKXX35Zjh49qgIY3JKSksz51UQWd2LnaSkr1b8qUhtYsTiz74IqNrWGEzsMH3uOZEmABIqXpmpztGAJrfh7w8d+3mrHTkRUq2Bk/fr18uKLL6pW0OhvMHfuXDWrAmPP9fn000/VaPF3331X2rRpIx9++KEaN/7555+b86uJLCovO18yLt2w6qNalF8k15KvW+XYdd1V9f5uKRQfeXRFx0f8K/7ekMK8Irl20bqPDxGRRWpGsFUHDPUh2Lt3rwwePLjK5zBgC5/Xp6ioSG0HqnwjsqS71/WvDFjSrfT7g/Us6U7GXaNfUy5l4iGej3ze48FLHn9vzG0rHDsRkUWDESzhTp8+XXr16iXx8fF6v+769etq1Hhl+BifN1Sbgn3JultUVFRND5OoWpgxYwuGimOt+TMRiFQXcJTL/e+tLlCx12NERFTjYAS1I6j7WLBggcUfxRkzZqhVF91NNx+DyFLq1LVOh9SHBVjh9wSY0G4eu4CKq0nFFEtBxd87ymNERFSjpmdvvfWWrF69Wg3vatKkicGvxaTPGzeq5p7xMT6vD+Zh4EZkLfUahalAAUPlrAWD6JrFN7X4z63fOEy1m8/P0X/s6IlyV25KqbakShErdtLo/t7YsUe344okETngyggaLSEQWbZsmWzdulWaN29u9Ht69OghW7ZsqfI57MTB54nsBQPlWj8eq/60lsaxkeIXYPmgGsfc6vEYg8feUBqryb3pcqlKR9ZrckXqSpj4aQyvrjSJs86xExHVemUEqZn58+fLihUrVK8RXd0H6jr8/e8v6U6ZMkUaN26s6j7gnXfeUa2rP/nkEzVlFGmdQ4cOyezZs8351UQW1++pnnJk80mjX5emTZYSKalIcdyUDCnU3r/fVGIf2T4L6Oo64NleVj32o1v1b48P1tSThtomkixJUqwtEn8JlAy5IoWSJ22li8Gfff/Ye1vhqImILLAyMmvWLFXD0b9/fzXRU3dbuHBhxddgq29GRkbFxz179lQBDIIPbAdevHixGk9uqOiVyBYGPNdb/OoYv/q/IuflkpySqw9WGW6q9YZT6oYQpTpYlRj5yiCxloE4diMrF+2kqzSVODWb5rwcE62US0fpJaGaBga/D8c+worHTkT0MI3WEqNKHWTqH5G5fvxwsXz3/kKLTL2t3MF0xMsDZfoXr1n1H+SHDxbJ9//1s2WP3UMjI18ZLO/MetVyP5SI3Fa2ie/fnE1Dbu3ZfxsvzdpFGRw4Zw4UfoaGB8srf31BbHLsbS187BEhMu3/TbbIzyMiMhWDEXJrXt5e8qeFvxX/QL9av6njzdzTy1P9vDombL+tLW8fb/nTwt+oVJMljt3L23bHTkRUGYMRcnvRbZrIXzf/p/gH+RkdnKcPvs/Lx0v+vOrfJL5Xa5s9ptFto+TjLe+pYKqmx45A5v6xz7DpsRMR6TAYIRKRll1i5IsjH0s73ZuxOTt+NaJSPf848JF0GdLBLsc+68hfpW3PVhXHYzKNSPP4purYOw9OsNYhEhEZxAJWoofGHGycu10W/HW5pJ/PUGmXsrKyR4pEPb09paykTOo3qScTfzNaxr01XKV87H3sG77dJgv/ukLSL5h27E/9dow6dnwtEZG9ClgZjBBVA5vMTuw8LYc2HJfzh5LlclKalBSVqIAjqlUjadU1VjoOjJfHhnUQT09Pxzv2Hafl0Mbjcu7gBUk5dbXKsaPZW8eB7aXL0ASHO3Yici0MRoiIiMiuuLWXiIiInAILWImIiMiu7FtxZyJdk1gs9xAREZFz0L1vG2v27hTBSE5OjvozKoojzYmIiJwN3sexq8apd9Ngy+K1a9fUpGBrjnwnIiIiy0GIgUCkUaNGaiK4UwcjRERE5LpYwEpERER2xWCEiIiI7IrBCBEREdkVgxEiIiKyKwYjREREZFcMRoiIiMiuGIwQERGR2NP/B6p41N+aSMUFAAAAAElFTkSuQmCC", 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", 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" ] @@ -476,12 +446,12 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -498,12 +468,12 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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p3w0/HaXMnHi9veyYNr1WpkG58dYaFhfceOI+IZ+zya5x6ZfLYWeIPlRs7jAvm2n+ATOzQ0y5Ky0tLZwvDQAIg+bmZqv/zhMmjh3zndpp+u5GjRrVFiYyMjJOOkdtyzE9v/9L1pbnwWNTjC1BV4x4WkkxWUE8b3SoCvDzm71CAAA9Yv5+asKDJ0iYUNHS4jsrY+jQoW1BYtiwYSf1650oOSZLZ2R9T+8V3x/E345bswZ/j1ARYgQLAECXmWZ+M6zhCRPV1dU+96emplohYsyYMVZ1wuwv1VVj0i5WUd0G7at5rcN9QwJj08jU8zU69aIengedIVgAAAJqujSNlp4gcfjwYd8Pk5gY5efnt1UlsrKyZLMFuuNo+8zzzxryY7mOOHWg5o0enWtEynk6K/s/enxN6BzBAgDQroqKirZpoGZKqNmiwZsJD56qhJktaFZkDja7LUbzhvxUn1RM1oclD8pt/S+wVTPNniCmWfO0QbdpUsYXZbN1aU1IdBPBAgBgaWpq0v79+9uqEmaxKm9mOMO76TJcDfh2m0OTB1ynYclztLn0LzpQs8aaLWJCw4kho3Xzstb78lPma3rmLUqPG85vOIwIFgAQxU2XR48ebatKHDx40GfBQzNsYPZ38gSJnJycTpsuQyk9Ll/n5Nyr+pYy7a95XSUNO3SsYbuanK2bW8Y50pSVMEWDEiZqRMoXlBgzsNeuNZoRLAAgitTW1rZVJMxhfvZmpn56gsTIkSOVkJCgvsYEhokZ1/T2ZcAPggUARDCn02lt/uipShw5csTnftMXYQKEJ0wMHDiQBkf0CMECACJseKOsrKytImGaLs2CVd6GDBnSFiTMUIeZ0QEEC/80AUA/Z2ZreG/kZWZzeEtOTm4LEqb5MiUlpdeuFZGPYAEA/bAq4b2Rlxnq8N6dwTRYmumfnjBhKhSs34BwIVgAQD9gVrb0bro8cSMv0xvhWVPCs5EX0BsIFgDQB5m9Nrw38jI7SnszwcF7TYkBAwb02rUC3ggWANAHmKGMkpKStj6J9jbyys3NbatKmE29HA5Hr10v4A/BAgB6iRnO8N7Iy2xL3d5GXp6my6SkJH5X6PMIFgAQJmZVS7N5l6cqYRowvZsuTQXCs5GXqUoEYyMvINwIFgAQQmbqp/eaEg0NDe1u5GUOEypCsZEXEE4ECwAI8kZepj/CU5U4cSMvs0S2d9Nleno67z8iCsECAIKwkZenKmE28jLLaHuYoYxhw4a1BQnTgNmbG3kBoUawAIAuMht3eTdd1tTU+NxvqhDeTZd9cSMvIFQIFgAQ4EZeniBRVFTkc7/pizCLUnnCRGZmJk2XiFoECwBox4kbeZneCW/Z2dltQcIsn81GXkArggUAeG3k5QkT5eXlPu+LWUPCEyTMwUZeQPsIFgCitunSDGl4b+Rl1pnwMA2WZktxz5oSbOQFBIZgASAqN/IyzZd1dXUnbeRlmi09G3nFx8f32rUC/RXBAkDEMnttmOmfnjBhpoWeuJHXyJEj26oSbOQF9BzBAkBEDW+YBak8i1Pt37/f70Ze5jDrS7CRFxBcBAsA/X4jL9N0acKEGd6orKz0ud80WXqvKZGcnNxr1wpEA4IFEOWslSMbyrS75qAO1xWr0dWsWLtDuYmDNTYlTzmJg2S39Z2VIk2Dpdm8y1OVMJt6+dvIyxyDBw9mTQkgjAgWQJSqbq7Ta0fX68XDb+loY5l1m8MKEGY3Tbec7tYZEgPi0nRJ7tm6YMhs6/veYKoQ3k2XJ27kNWjQoLYgYZou2cgL6D02t3fUD4OqqipruVvzH4q0tN75jxQQzcy/8muKN+p/9jyremej3Or8PwE22RRrj9E3Rl2uRTlzQ17BaG5u9tnIq6SkxOd+NvICwi/Qz28qFkAUaXY161efPq53Sj46XpcIjAkfTa5mK4y8V/Kx/n3S15UUkxDUsFNcXNxWlTCh4sSNvIYOHdpWlTDfs5EX0DcRLIAo0exq0c+2P6SPyndaP3e3VPlxxS79+9Y/6P5p/6JER/fXeTBrSHiGNsxXs8aEN/M3Is80UDMlNDExsduvBSB8CBZAlHh47/NWqAhk6KMjLrm1p7pAv935pH446aaAn2cqEIcOHWqrSpgGTG9mrw3vjbxM34SpVADoXwgWQBTYWrFbLxau9Xt/6UeHtP6u5e3eN/t/rtGAyUNOChdvl3yks4+dqrlZ0/2e1+y34emTaG8jLzNjw1OVYCMvIDIQLIAIZ/oX/rjnGdllswJBR0ZcdYrSJwz2uS15aHq7jzW1BNNzMStzqmLsDus2Exy8N/IyO4SeuJGXWUvCU5VITU3t8Z8PQN9CsAAi3PbKz1RQ57uUtT8DpuUqZ/6YgB5rIkpFc7Ve3bNW6Udj/G7kZVa39FQlcnJyGN4AIlyXgoUZ/zTd2ie6/fbb9cc//jGY1wUgSFYdeV8O2eXU5x/4HWmpa5I9Lkb2mACmlLqlJ3a8pAlbPp96Zvbb8FQkTNMlG3kB0aVLwWLDhg0+U8C2bdum888/X9dcc00org1AEGyr3BNwqPj4gdfkrG+WzWHTgKm5mnDbXGVMyPb/BJtUm9aicePHaczoMVaYMDuEAoheXQoWWVlZPj8/8MAD1n9IzjnnnGBfF4AgqG2pV3FjeaePs8c6NOSc0cqaNUJxGQmq2V+mvX//SOv+5TnN/uM1Sh/n++++N2eMW/MXL1BOov/HAIge3e6xME1ajz/+uL73ve91OGba2NhoHd4rdwEIj9Im3w25/BkwJcc6PLLnjtKQc8bo7Zuf0s6H3tMZv1zc8es0VhIsAFi6vS7v888/r4qKCt14440dPm7p0qXWEqCeIy8vr7svCaCLXMf3++iO5GEZyp47UmUfHZLb2fF5Ah1qARD5uh0sHn74YS1atEi5ubkdPm7JkiXWuuKew3SNAwiPJEfPlt1OHJwqV7NLLQ0tIX0dAFE+FGJmhrz22mtatmxZp481HeF0hQO9s36Fu7JZcYpRkzoOBv7UFVXKHudQTGJshxuUDU/yXUALQPTqVrB45JFHrBXzLr744uBfEYBuM/1MZu+N3bt3W+tKmJ6m+OlSU8bxFa38Pa+iXvEZvntxVO05pqPv7lPWrHzZ7P6fPCxpsOIdcfzWAHQvWJjFb0ywuOGGG6y1/QH0Hs+uoCZImKWzT1ygyvw7OsE9TBts+zs8z+Z7XpU93mE1cMZlJKrmQLkKXtwmR0KMJtw6x+/zzGqe52TNCOqfCUD/1uVkYIZADh48qJtvvjk0VwSgQw0NDVZVwgQJc5y4K6hZR8Kscjl27Fjl5+er2ebUV9b9hxpdvvt0eMs+a5QOv7ZT+57ZrJbaJitcZJ89WmNvPMNq4uzIBUNm8xsD0P1gsXDhQutvSQDCw/z7dvToUZ+qhPe/g6YqYVa4NGHCHCcuUBWrWF017Dw9dfBVvzuFjLj6FOvoCtNbsShnrgbGt7+XCIDoxFgG0AfV19f7VCVqamp87s/MzPSpSnQ2LPnF4Qv1TslmHaorlisIU0PNEMiAuDTdOPKyHp8LQGQhWAB9gKlAHDlypK0qcejQIZ+qRGxsrE9VwuzH0RWx9hj9cOJN+v7m36jB2djpLqedVSocNoeWTLpZSTFMMwXgi2AB9GJVwszc8FQlamtrfe4fNGhQW1Vi+PDhPW6Wzk/O0f3Tvq0fffwHNTibulW5sMtubZH+k8m3amLayB5dD4DIRLAAwsRUIIqKitqqEocPHz6pKjFq1Ki2qkRGRsdNk90xNnW4fn/a3fr1zse1veqzLj9/RHKuvj/hq1ZIAYD2ECyAEKqrq2urSpivJ1YlzMZ+3lUJh8MR8t/HkMRMPXDKv2j1kXX6R8HrKmw4JofNLmc7y397bh8Un6Erh52nS3LPtoZBAMAfggUQRKYCUVhY6FOV8BYXF+dTlTD75/QGu82uC3LmaOGQ2fq4crc+Kv9Uu6oP6mBtkZrdLVZ4yEvK1rjUfJ2SMU6nDZhgPQcAOkOwAIJQlfD0SZiqhPnZm1ml1lOVMJvwhaMqESizM7EJDuYAgGAgWABdZFa29FQlTJA4sSph9sbxrkqkpaXxHgOIGgQLIACmN8K7KmFmdHjLzs5uq0oMGzasT1UlACCcCBaAn6qEqUR4qhKmQnFiVWL06NFtVYnU1FTeRwAgWACfM6tbelclzJ4c3oYMGeJTlbDbaWYEgBNRsUBUVyXMCpeeqoRZY8JbQkJCW1XCfKUqAQCdI1ggqpidQD1VCbMXx4lViZycnLbhDaoSANB1BAtENKfT6VOVMPtxeEtMTPSpSqSkpPTatQJAJCBYIOJUVVX5VCUaGxt97s/NzW2rSgwdOpReCQAIIoIFIqIqUVBQ0BYmjh49elJVwhMkTFUiOTm5164VACIdwQL9tirhWTbbVCWampp87jeVCE+YMBUKZnAAQHgQLNBvqhIHDx5sq0oUFxf73J+UlORTlTA/AwDCj2CBPquysrKtKrFv3z6fqoTZ4+LEqoS5DQDQuwgW6DNaWlp8qhLHjh3zud/0RniChNmLg6oEAPQ9BAv0qoqKCp+qRHNzc9t9pgJh1pLwhAmzxgRVCQDo2wgWCHtV4sCBA21ViZKSEp/7zToS3lUJM6MDANB/ECwQcuXl5W0LVLVXlcjLy2sLE2Y/DqoSANB/ESwQkqrE/v3726oSpaWl7VYlzGZepiph9uQAAEQGggWCoqyszKcqYcKFh6lADB8+vK0qkZ2dTVUCACIUwQLdYoYzvKsSJlh4MzuBevdKUJUAgOhAsEBA3G63T1XChArvqoRZ2dK7KjF48GCqEgAQhQgW6LAqYYY1PFUJ04TpLS0tzacqER8fz7sJAFGOYBEGlU0N2l56RDvKi1XZ2CCzQOSghGRNzhyiSQMGKzEmVn2lKmEaLT1BwlQlzFLa3lWJ/Pz8tjCRlZVFVQIA4INgESIut1tvHd6rRz/dqLWF++Q2H8w2m+xqXXba6XZZt8Xa7bpkxER9dfxpOi1rqMLNLJPtXZUwC1Z5S09PbwsSI0eOpCoBAOgQwSIE9lWV6XvvvKSPSgrlsNmsAOEJG61x4nPNLpdW7Nuh5Xu365L8CfrZrIUamJAU0qqEWZTKEyTMYlXeVQmHw+FTlRg0aBBVCQBAwAgWQfbC3u36/nuvyOV2WT873b5Boj2ex6w8uFPvFO3Xw+ddrRmDhwW1KmG2FveECbO5l7eMjAyfqkRcXFzQXhsAEF0IFkH0j8+26vvvvtzt55uAUdXUqC//8yk9sfA6nd7NcGGqEmYDL++qhMvVGnQ8VYkRI0a0hYnMzEyqEgCAoCBYBMlHxwr1b+++0uPzmKESMzxy0+vP6vXFt2hwUkpAz2tsbPSpSlRVVfncP2DAgLYgYUIFVQkAQCgQLIKgwdmi777zojXb44QWinZVrnhTFc/9U7FDs5V7/13thou6liYtWfeq/nLuVe1WE0xVori4uC1ImO3GvasSMTExPlWJgQMHUpUAAIQcwSII/u/TTTpQXR5IplBLWaUqX3xTtvi4TodFXj+0x5pRcs7QUdZtDQ0NPlWJ6upqn+eY8OBdlYiN7RvTWAEA0YNg0UNmpscjn2wMKFQY5U+/ovgxw+V2ueSqruvwsWZGyUNb3pNjX6EVJAoKCk6qSphmS++qBAAA/SpYHD58WHfffbdWrlypuro66wPtkUce0emnn65otO7IARXV+VYO/Gn4dJ/qNmxTzs/+RWWPr+j08aZq8c6xAg398DMlHZ8RahotPUHCTAulKgEA6LfBwizpPHfuXJ177rlWsDArL5q9I0xjYLTaeOywVVnobFqpqVCYMJFyzumKyxsS+AvYbIobOUwXjZtmhYlofq8BABEWLH7+858rLy/PqlB4mFJ8NPu4pEgBLFWhmjfWq6W0Qtn/9vUund+ElgGTx2rm9Jndv0gAAMLE3pUHr1ixwhryuOaaa6zdK0899VQ99NBDnU6DNFMfvY9Icri26qTVNE/krKlVxbLVyrjsPDnSAps+6mGTTUfqanp4lQAA9MFgYWYkPPjggxo7dqxWrVql2267TXfeeacee+wxv89ZunSptd+E5zAVj0hi9vzoTMU/VsuekqTU82d3+fxuuQN6DQAA+l2wMDMSTjvtNN1///1WteLWW2/VLbfcov/93//1+5wlS5ZYS0h7DjOzIZKkxyV0eH/zkRLVrPlAqefPkbO8Wi3Hyq3D3dwit9Npfe+sqeuwYpEay3bkAIAI7LHIycnRpEmTfG6bOHGinnvuOb/PiY+Pj+gdMScPzLZW3WzxU1VwlleZ1axU/viL1nGiw9//hVIXztHA6y9t9/nmvBMHDA76dQMA0OvBwswI2blzp89tu3btsqY9RqtpmTlqcW/ye3/ssGxl3fmVk26veG61XA2NGnj9JYoZnNnha0zJ7MIsEgAA+kuw+O53v6s5c+ZYQyFf/OIX9cEHH+jPf/6zdUSrc4eOVozdrhavhau8OVKTlTRj8km3V/3zXetre/d5mIW8hyanU7EAAERmj8XMmTO1fPlyPfXUU5oyZYruvfde/fd//7euv/56RasBCYlaPGKSNS00FG6cOEP2EJ0bAIBgs7nNblZhZKabmtkhppEzLS1NkWBPRYkufPGvfvssusM0bQ5MSNSbl9+qtE4aRAEA6Cuf312qWKB9YzIG6XvTzw7q22Ommf5qzsWECgBAv0KwCJJbJ8/S2TkjrL6IYPjGpJk6d9joIJ0NAIDwIFgEiWngvLo5VUPqXdb00p746vjT9KMZ5wXr0gAACBu2TQ+SdevWafOGjTrfLIo1e4r+fnSPVb3obHMyD9P8Ge+I0T0zF+iaMdNko2ETANAPESyC4JNPPrGWODcuWLDAWu/j+tIj+s2Wd/TGIRMwbGaT0pNChsNml8vtUozdoStGTtJd089WbnJkNLQCAKITwaKHDh06pGXLllnfz5gxw1rnw7Oo1cPnXa3DNZV65cCn+rj0iLaUFKmyqcGaPpqZkKRTB+VqelauLsmfqPR4Zn4AAPo/gkUPlJWVWWt6tLS0WBuzXXTRRScNYQxNSdctk2f19PcEAEC/QPNmN9XV1enJJ5+0vg4ZMkRXX3217HbeTgBAdOOTsBtMheLvf/+7SktLrUVCvvzlLysuLi74vx0AAPoZgkUXmYVKX3jhBR08eNDatdUsZ56amhqa3w4AAP0MwaKLXn/9dW3bts0a9jAbsQ0ezJbmAAB4ECy6YNOmTXr33dZdSS+99FKNGjWqK08HACDiESwCtHv3br388svW9+ecc46mT58eyt8LAAD9EsEiAEVFRXr22Wet/opTTjnFChYAAOBkBItOmO1hzbTS5uZmjRw50hoCYbltAADaR7DoQENDgxUqampqlJWVZTVrOhyOjp4CAEBUI1j44XQ6reGP4uJipaSkWNNKExJYdhsAgI4QLNpheileeukl7d27V7GxsdYCWOnp6R2+kQAAgGDRrrVr12rz5s1WL8U111yjnJwc/lkBACAAVCxOsGXLFq1Zs8b63mwqZjYXAwAAgSFYeNm3b59WrFhhfW+2Pz/99NMDfBsBAADBwotp0jQbi7lcLk2ePFkLFizgnxAAALqIioWk6upqa1ppY2Oj8vLydPnll7NWBQAA3RD1waKpqUlPPfWUtRDWwIEDde211yomJqY77yUAAFEvqoOFGfZ47rnnrCW7k5KSrLUqzFcAANA99mheq2LlypXatWuXVaEwlQpTsQAAAN0XtcHi/fff18aNG63vr7jiCqu3AgAA9ExUBovt27dr9erV1vcLFy7UpEmTevuSAACICP26S7GxuUU7j5ZoR9FRFdfUyu2WUuLjNHFIliblZCsj6eS9PQoKCrR8+XLr+5kzZ+rMM8/shSsHACAy9ctgsb3wqJ7csEUvfvypmpxO2SQ57K3FF5fbbR3GmSPz9JUzpmv+uFGKcdhVWlpqzQAxG4yNGzdOF154IdNKAQCI1mBRVd+g+199S89v2SGH3SanqzVAmP9vcblOevyG/Ye0bl+BJmRn6WcXzddbK5arvr5eubm5uuqqq2Q/HkYAAECUBQtTpbj1iedVXldv/ewJFR1xHq9c7C4u0bWPPKsZqteMjHRdd911iouLC/k1AwAQbez9JVR85ZFnrVDhGeboChMwXHJrgxKVOO10paSkhOQ6AQCIdn0+WFTUNeiWx5ersaWlW6Hic6YTQ/rN2g1at/dg0K4PAAD0o6GQ+1a+qcr6hnZDRWPxEZW8tUqNhQVqqamWPTZOcVnZGjjnXKWMn9zu+ew2m+5evkovf/sGawYJAACIkorFRwWFenHrp229EidqriyTq7FBaafM1OALL1fmvPOt2w8//bAqNr3f7nNMQDlWU6u/vtu6OBYAAIiSisUTH2zxmf1xopSxk6zDW8YZZ+nAn3+t8vffUsaM2X7DhZmu+q15sxQX4wjJtQMAEI26VLG45557rHUfvI8JEyaE5MKqGxr16vZdAc3+8Gaz2xWTniFnQ+vsEX8q6hv01u59PbxKAADQo4rF5MmT9dprr31+ghBtMW5mgrS3NkV7XE2NcrU0y9XQoJqd21W7+1OlTpne4XNi7HZtLijU+RPHBOmKAQBAl1OBCRJDhgwJ+Tu3vajYarQMZCZI8T9XqNLTU2GzKWXiNGUvurLD55jQsvXw0WBdLgAA6E7FYvfu3dbKlQkJCZo9e7aWLl2q4cOH+318Y2OjdXhUVVUF9DpHq2oCDhYDzpyn1EmnqKW6UtXbt0gul9xOZ6fPK6wM7FoAAEAIeixmzZqlRx99VK+++qoefPBB7du3T2effbaqq6v9PscEj/T09LYj0O3J/c0EaU/8oGwljxqn9FNmatiXv2ENjRx+6i9yd3KOnq2LAQAAehQsFi1apGuuuUbTpk3TBRdcoFdeeUUVFRV65pln/D5nyZIlqqysbDvM7qKBSO3BGhOmetFQWKDm0mMdPi4lPr7brwEAAE7Wo87LjIwMa5fQPXv2+H1MfHy8dXTV+OxBATdvnsjd3Gx9dTb6nxliprFOyc3u1vkBAEAIFsiqqanRZ599ppycHAVbIB/6LbUnD8GY3orKjzfKFhOr+Cz/TaYul1uTcwf3+DoBAEA3Kxbf//73demllyo/P1+FhYX6yU9+IofDYe0WGmzDBqRr7OBM7SkutbZFb8/Rl56Vq7FRicNHKSYtXc6aalVt3aSmkmJlLbxM9jj/lRKzBscXxo8O+nUDABDNuhQsDh06ZIWI0tJSZWVl6ayzztK6deus74PNfPB/ddap+s8XP18z40Spk09V5UfrVbHxPTnra60gkZCbp6wFlyhl/BS/z3PYbDp3/CgNSU8N+nUDABDNbO7Opk4EmZluamaHmEbOtLS0Dh9b39Ssi/74mDX1NJgzOMw01mduuY4eCwAAgvz53ac3IUuMi9XPr7gwqKHCbJ5+y1kzCRUAAIRAnw4Wxhkjhunb888MWqXi1Lxc3XHOrKCcDwAA9LNgYdxxzplWlcFTceget6bkZOnP11+uuBDtbwIAQLTrF8HCNHL+64Kz9KurFik5Ps5qvgyU57ET1KRLkmQ9HwAARHGw8Lhk6gSt/PaNumbGVMXHOKzqhdmltL0hD3OY++eMGq7/veoCnR7Ton2f7dGGDRt65doBAIgGfXpWSEdqGhr16o7d2nKoSJsLilRSWyeXy6WUhHhNzc22mjMvmDRWeQMzrMevX7/e2uPE7M566623hmSKLAAAkSrQz+9+Gyy6yvwxn3jiCWul0OzsbH3jG9+wQgYAAIiS6abB7tNYvHixkpKSdPToUb3xxhu9fUkAAEScqAkWRmpqqrUkufH+++9r7969vX1JAABElKgKFsaECRN02mmnWd8///zzqq/3vwMqAADomqgLFsYFF1ygzMxMVVdX66WXXrL6LwAAQM9FZbCIi4vTlVdeKbvdrh07dmjLli29fUkAAESEqAwWRm5urubPn299v3LlSpWVlfX2JQEA0O9FbbAw5s6dq/z8fDU1NWn58uXWOhgAAKD7ojpYmKGQyy+/XPHx8Tp06JDWrl3b25cEAEC/FtXBwsjIyNDFF19sfW+CRUFBQW9fEgAA/VbUBwtj6tSp1mFmh5ghkcbGxt7+vQAA0C8RLI676KKLrKVKy8vLrT1FAABA1xEsjktISNAVV1xhLf29efNmbd++vRtvJwAA0Y1g4cXMEDEzRQyzcJbZcAUAAASOYHECs7aFWeOioaHBWvKbVTkBAAgcweIEDofDWpUzNjZW+/btszYrAwAAgSFYtMPsI2L2EzFef/11FRUVBfh2AgAQ3QgWfpgdUMePH2+txrls2TI1NzeH9zcDAEA/RLDww8wOueyyy5SSkqKSkhKtXr06vL8ZAAD6IYJFB5KSkrR48WLr+w0bNmj37t3h+r0AANAvESw6MWbMGM2aNcv6/oUXXlBtbW04fi8AAPRLBIsALFiwQIMHD7ZChQkXTEEFAKB9MX5uh/ebFBNjTUF96KGHrOGQjRs3aubMmW33NzQ1a8/BEu3cX6zSylq53G6lJsVr7PAsTRiZrbTkBN5PAEBUIFgEKDs726pcrFq1Sv/85z81cuRIHatq0T9e26JV73+i5haXbNY6GK1FIJfLbQUM44wpw3XN+adq7vSRctgpEgEAIpfNHea6vlkm22z2VVlZqbS0NPUn5q16/PHHtXP3Xu2tydBnx5xy2G1yujp+C+12mxU0JowYrHu+tUgjh2aG7ZoBAAjn5zd/fe7iFNSJp87VWwdT9NmxFuu2zkKFYUKFsfvgMX3l3/+mF9du68rLAgDQbxAsumDH3iP619+8pGaXGfQwR9eYENLidOm/Hvqnlr3xcZefDwBAX0ewCFB5VZ2+88tlampxKhiDRz9/5DV9+ElBz08EAEAfQvNmgH752BuqqWtsG9bwVlNyUCV7N6r66B411pQrJj5JKYPyNXT6IiWmZbV7PrvNpp/+6VU9/cCNSkyI7dlvEQCAPoKKRQA++vSQXv9gV7uhwija8abKD36stCFjNfz0xcoae6aqi/dq+yu/Vl1F+xuYmRkjxWU1evLVTT37DQIA0IcQLALwzOqPrNkf/gyZOE+nXPEfyp95hQaPPVNDp56viQvvkNvlUtG2N/w+z4SLZ1dvVkuLs3u/PQAAIilYPPDAA9ZMibvuukuRqqq2QWs27ulw9kdq1kjZHb6jSglpWUrMGKL6quJOezfWbT0QtOsFAKBfBguzKdef/vQnTZs2TZE+E8TfEEhna140N1Rb/RYdMQtqbd1T2IMrBACgnweLmpoaXX/99dYS1wMGDFAk+3TfUWuBq64q3fehmusqlZk/vcPHuZwuK7wAABC1weKOO+7QxRdfbC1x3ZnGxkZrtS7voz85Vl5jzeDoivrKozqwYZk1M2TQqM/3FGmPqYUcKanu4VUCANBPp5s+/fTT+vDDD62hkEAsXbpUP/3pT9VfdXUYpKm+SrvefFiO2ASNmXeDbAHsDdKdoRYAAPp9xaKgoEDf+c539MQTTyghIbAdO5csWWKtK+45zDn6k+TEuIAf29JUr11vPGR9HX/eLYpLSg/oeSlJgb8GAAARU7HYtGmTiouLddppp7Xd5nQ6tXbtWv3hD3+whj0cDofPc+Lj462jvxqTl2Utw90Zl7NZu9f8VQ1VJRq/4JvWjJBAmOZNs7U6AABRFyy+8IUvaOvWrT633XTTTZowYYLuvvvuk0JFJJg4qvMPfbNexZ63/6aaY/s1dv7NSs0aEfD5nU6XJowgWAAAojBYpKamasqUKT63JScnKzMz86TbI8XwIQOUnzNQB4vKrEbL9hz8cIUqDm1XxtBJammsU8le39U0B42a4ff8ZsbJvNNGB/mqAQDoHewV0gmzANiXFp6qXzz2ut/H1JW1rkNRcXiHdZzIX7Awq3nOnzlWmRnJXfutAQAQqcFizZo1inQXnTVJj6xYr9KKWmsZ7hNNXHh7t85rznTjpWcE4QoBAOgb2CskAGb30Z9888J2Q0V3maUxbrpslsblDw7aOQEA6G0EiwDNnDzcCgJBedPtNk0fN0w3LQ7O+QAA6CsIFl3wzavn6MuLWvslur7I9+eVimljc/X//vVyxcZE3iwaAEB0o3mzi42cd143T+Pys/TLx95QQ2Nzh7uenlilMBuTffXimbrlytmKi+WtBwBEHj7duhEuFs2dZA2NPLTsfb3yzg41Nztld9itNSm8efYYMb0ZZ07N1y1XztGkUYEtnAUAQH9kc5u/RoeR2YQsPT3dWt47LS1N/V1NXaNe/2CXtu0p0rbPilRWWae6uno5bC6dMj5Pp08dpS+cMU65WYEt7w0AQF8U6Oc3wSIEHn30UR04cEBXXXVVxC4cBgCILlUBBguaN0PArEZq1NbWhuL0AAD0WQSLEAaLmpqaUJweAIA+i2ARAlQsAADRimARAikpKdZXhkIAANGGYBECVCwAANGKYBECBAsAQLQiWIQAwQIAEK0IFiHssWhublZTU1MoXgIAgD6JYBECsbGxiolpXS2dKacAgGhCsAjRfiLMDAEARCOCRYjQZwEAiEYEixAhWAAAohHBIkRY1hsAEI0IFiFCxQIAEI0IFiFC8yYAIBoRLEKEigUAIBoRLEKEYAEAiEYEixCheRMAEI0IFiHusWhoaJDT6QzVywAA0KcQLEIkMTHRWoHTqK2tDdXLAADQpxAsQsSECvosAADRpnWnLASV0+lSwf4SlR626WiRS089/I5ycrOVP2qwxk7M0aDBaW3VDAAAIgnBIoiOFlXo5ec26pVlG1VdWW/dZvJD4WfbJe2Qy+mybhs+KkuXXztL5y2apsSk+GBeAgAAvcrmdrvd4XzBqqoqpaenq7KyUmlpaYoEzhan/v7YO3r8T2tk3k6Xq+O31IQN864PGJisf73nCs2cOzZs1woAQCg/v+mx6KGKshrdecNDeux/3rCGQDoLFYYnylWU1+k/7nxcf/zFy9ZzAQDo7wgWPVBRXqvv3vyw9u4+2q3ne4pFK/7+gX7zsxfkchEuAAD9G8Gim0wI+Nn3n9aRwoq23omeWP3SZj37f+/2+DwAAPQmmje76cVnPtD2zQf93t/ibNL+o++psu6wKmsPq8XZoMn5l2lo5nS/zzHDKWfOG2/NHgEAoD+iYtENNdX1+svvVnf4mOaWOu09sla1DSVKTcwO6LxmYOTBX63sziUBANAnULHohtde2qLmppYOHxMfm6Jzpn7P+lpZW6j1O//S6XnNkMpH6/fq8MFSDR2e2Z1LAwCg/1QsHnzwQU2bNs2aZmKO2bNna+XK6PsbtlmrorO5H3Z7jBUqusrusGnVCx92+9oAAOg3wWLYsGF64IEHtGnTJm3cuFHnnXeeFi9erO3bzQJQ0aG2pkEH9x9rHbcIAZfTrW0d9G4AABAxQyGXXnqpz8/33XefVcVYt26dJk+erGjw2c4jIQsVHns+LbJmndjttMAAAKKkx8JsBf7ss89aO3eaIRF/GhsbrcN75a7+rPRYdchfo7GhWfV1TUpOSQj5awEAEExd/ivx1q1blZKSovj4eH3rW9/S8uXLNWnSJL+PX7p0qbUEqOfIy8tTfxauRawCWcETAIB+HyzGjx+vzZs3a/369brtttt0ww03aMeOHX4fv2TJEmtdcc9RUFCg/iwpOfSbhpmdTxMSY0P+OgAA9PpQSFxcnMaMGWN9P2PGDG3YsEG//e1v9ac//andx5vKhjkixcixga1J0RO5eQMVG8tMYABA/2MPxtCAdw9FpMvOyVBySuiCksNh18Spw0J2fgAAQqlLfy02wxqLFi3S8OHDVV1drSeffFJr1qzRqlWrFC3MMMU5F0zVquc/7HRH0oPFH1hLeTc011g/H6vcpcam1ubVvMFnKNZxcnOmOefZC6Jjhg0AIMqDRXFxsb72ta+pqKjIasQ0i2WZUHH++ecrmlxy9Uy98tzGTh+3v/h9NTRVtv1cXPGpdRg5A6e1Gywys1I1c+7YIF8xAAB9MFg8/PDDobuSfmT0uCE6c944ffDung53Np035TtdPvdXbp1vDYcAANAf8QnWTXf+6DIlJARv5oYJE6ecPlKLrpgRtHMCABBuBItuMkMWd//XVbLZbZKth78Eh13pA5L0g59dYfVwAADQXxEseuDMeeO15L6rZbfZZDcBozu/AIdNAwYm61cP3ays7PSeXA4AAL2OYNFD5yycol//9evKzs3oUrXB89hZZ43XH5/4FtukAwAigs3tdod17WizV4iZUWJW4TRbr0cKs7/HP/72rp5/er2qKurkiLHL2eJqt5fCTCkdNW6Irrt5ns5eMInhDwBAnxfo5zfBIshamp1a9/ZObf3wgD7dekhFh8usgNHU3KCkNOkLF8zSvAXTNGEKi2ABACIvWLBudJDFxDp01nmTrMPbH/7wB5WWlur8xRM1ciShAgAQmeixCJMBAwZYX8vKysL1kgAAhB3BIkwGDhxofS0vLw/XSwIAEHYEizChYgEAiAYEizBXLBgKAQBEMoJFLwyFhHmGLwAAYUOwCJOMjAzra1NTk2pra8P1sgAAhBXBIkxiYmKs+b8GwyEAgEhFsAgjZoYAACIdwSKMmBkCAIh0BIswomIBAIh0BIswYsopACDSESzCiGABAIh0BIte6LGor6+3DgAAIg3BIozi4uKUkpJifc+eIQCASESwCDOGQwAAkYxgEWZMOQUARDKCRZgx5RQAEMkIFmHGUAgAIJIRLMKMoRAAQCQjWPRSxaKmpsba6RQAgEhCsAizxMRE6zCYcgoAiDQxvX0B0aa+tkEtpVLh1lL97eizGpQ5SGmZqRp96giNOXWkktOSevsSAQDoNoJFGLjdbm19+xOt+J9X9c6y9XK2uCSbtN9xVDabTS6nS26XWza7TWdeMkOL77hQpy2YZt0HAEB/YnObT70wqqqqUnp6uiorK5WWlqZIV1pUrt/c+r9a//KHcsTYW0NFB+wxdrlaXJp+7hR9/6+3Kzs/K2zXCgBATz+/6bEIoQ9f36qbJ35HG1Zttn7uLFQYJlQYW9/eoa9PukvvvbAhlJcIAEBQESxCZOM/t+hHi+5TfU1DW1joChNCGhuadM9Vv9Tby9aH5BoBAAg2gkUIFO07qnuu+IVcrtbeiW4zT3VL9137G+3bdjCYlwgAQEgQLILMhIlf3vhHNTe3+A0VLrdTu90fa637Jb3hXqYP3K+r1H203ce2tsC49fOv/l7OFmewLxcAgKAiWATZ2/9YZ80A6Wj4Y7s26qB2K0fDNU7TZZNNm/WOKtwlfodFPvt4v1Y98mawLxcAgKAiWATZ8t+/IrvD/9ta6S7TURVojKZorG2ahtlG6TSdowQlabc+9vs8Ez6W/fbl4xUMAAAiIFgsXbpUM2fOVGpqqgYPHqzLL79cO3fuDN3V9TOH9xRp+7s7rXUp/CnWISskDNWottscNodyNVKVKlODu67d55lAcWDHIe3atDck1w4AQNiDxVtvvaU77rhD69at0+rVq9Xc3KyFCxeqtrY2KBfT3+14b1enj6lWhZKUohhbrM/t6RrQdr8/ZsGsT97v/DUAAOgXK2+++uqrPj8/+uijVuVi06ZNmjdvnqLdrk2fyRHrkLPZf5NloxoUp4STbo9TYtv9/tgdNus1AACIyCW9zepb3jt2tqexsdE6vFfuilSlhWWdrlnhklN2OU663X68eGTu98c0cR4rKA3ClQIA0MeaN820yrvuuktz587VlClTOuzLMEuAeo68vDxFKmvPj06aK02oaC88uNQaSNoLHd6cTqacAgAiMFiYXott27bp6aef7vBxS5YssSobnqOgoECRKik9ydoPpCPxSlBTO8MdTapvu7+jHovk9OQgXCkAAH1oKOTb3/62XnrpJa1du1bDhg3r8LHx8fHWEQ1GTc3Xa661HT4mVRkq1zG1uJt9GjjNjBDP/R31WIw+JT+IVwwAQC9WLEyZ34SK5cuX64033tDIkSODfDn929gZozpdwnuwhsottw5rr89KnIU6oDQNVIItqcMei3EzRgf1mgEA6LWKhRn+ePLJJ/XCCy9Ya1kcOXLEut30TiQmts5qiGaT54xX+qBUVZZU+31Mui1Tg93DtEfb1ORuVKJSVKQDalCtJmlGh+dPSEnQqQumhuDKAQDohYrFgw8+aPVJzJ8/Xzk5OW3H3//+9yBdTv8WExujS2+7oMOVN43JmqnhGqsiHdQubZZbLk3XXA2wZfl9jj3GrkU3n6fEZP89GAAA9KuKBctJd+6yOy7U8t+9orqqer/vl1lpc6ymWUegYmIcuuq7l3ThtwUAQPixV0iQDRicrjv/55agh7Bv/b8blJ3vv6IBAEBfQLAIgXOvnasLbz5XNlvPz2Wz23T2VbN08TfPD8alAQAQUgSLEDDrTdz1p2/qC9f3cJlzmzTnspla8sR3ZLfzqwIA9H18WoWIw+HQDx69Q3f87mbFJsR2unCWzy8lxi5HjENfv/96/fiZ7yk2znfDMgAA+iqCRSjfXLtdl397kf6y9dea/6W5Vlgw1Yz2QoaZSWKGPczXuYvP0J82/1LX3n259RwAAPoLmzvMUz3MJmRm3QszbTUtLU3RpOJYpd565n3t3LBHn6zfraqSamtBrdTMFE2cNVbjTh+tc744R5k5rVuoAwDQVwT6+d2j3U3RNRlZ6Vp8x4W8bQCAiMVQCAAACBqCBQAACJqwD4V4WjrMWA0AAOgfPJ/bnbVmhj1YVFe3btCVl5cX7pcGAABB+Bw3TZx9ZlaIy+VSYWGhtTuqmXoJAAD6PhMXTKjIzc3tcNHGsAcLAAAQuWjeBAAAQUOwAAAAQUOwAAAAQUOwAAAAQUOwAAAAQUOwAAAAQUOwAAAACpb/D9ZTmymRC2oqAAAAAElFTkSuQmCC", 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" ] @@ -535,7 +505,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.12" + "version": "3.12.13" } }, "nbformat": 4, diff --git a/doc_source/notebooks/compute_reeb.ipynb b/doc_source/notebooks/compute_reeb.ipynb index 33bf61c..d8d18c8 100644 --- a/doc_source/notebooks/compute_reeb.ipynb +++ b/doc_source/notebooks/compute_reeb.ipynb @@ -68,7 +68,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -145,7 +145,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -195,7 +195,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] diff --git a/doc_source/notebooks/mapper_basics.ipynb b/doc_source/notebooks/mapper_basics.ipynb index b289f66..7563930 100644 --- a/doc_source/notebooks/mapper_basics.ipynb +++ b/doc_source/notebooks/mapper_basics.ipynb @@ -42,7 +42,7 @@ "outputs": [ { "data": { - "image/png": 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IEUGwkbNnz2L9+vXq+rhx4zBs2DBoAQlUFdwRESKCuGYEwQauXLmiglPJ4MGDMWHCBGgFCVQV3BERIoJYRATBSrKzs1Warl6vR8+ePTFz5kxNuUCkhojgjogQEcQiIghWUFhYiPfffx9VVVVITk5WwanMOtMS4poR3BFtzSLBJYhFRBAsQ5HOqqmcIwkJCXjkkUfg7+8PrWFyzQQFBbl6KIJgNSJEBBEigmCB6upq1cQuPz8fkZGRqmqqVk/0YhER3BERIoKUeRcEMzAWZPny5cjKylJxFxQh4eHh0CoSIyK4IyJEhEY1ByRORBC+qpq6Zs0aXLp0Sblh2MQuLi4OWkaEiOCOiBARpMy7IDTD5s2bceLECSXSFyxYgKSkJGgdcc0I7oifqwcguB6D0YCAOMAQWowzRQdQEpaM+MAkRPnHayo1URBag95Yi9zKTBTW5MFg1CPQJwgJQcmI8I8x+5y9e/di37596vqcOXOQlpYGrVJrqEFO5TUU1+SjMCwTBmMNEFjXb0YQ3AGdkfZHjVJcXKyCw4qKihAREeHq4XgUXJAvlBzFgfyNuFx6CjXG6iaPCfIJQfeIIRgZOx3JIT1ElAhuA0/Op4v24UD+JlyvuKjEyN2E+kagT9QojIi5D+2DU+rvP378OFatWqWuT548GWPGjIHWqDZU4UThLnyZ/zmyKjJgQNPYrnC/aPSPGovhsdMQF5joknEK3kuxDedvESJeyOXS01hx/Z+4XZ0DH/g0u4iZMP09KTgND3b6HuKDtG+eFrybU0X7sPr6ayjXF0MHHxitOL57hA/F3KRvI+dKvipYxqDtkSNHYurUqZoS4Fyuj97ehnVZb6HKUA4ddDDC/BJu+vz9I8didsdvIMRPu4G2gmchQkQwawXZePNd7Mlb2+IC3dyCzWVtRuLTGBU3w6HjFITWWglWZv4TJ4v2qGMVFk7QzR3fvvCHz6EkGDPD0K9fP8ybN09TIqRCX4aPrr6Ei6VHbX4u53uwbygeSv4xUsMHOGR8gtDa87cEq3qRCFl+7W9KhBBbRIh6vvqnx7qsN7Al5yMHjVIQWi9ClmS8qKwhddi2v+LRXWOsQtWQS4gd6qfiQrQkQsprS/D6pf9GeunxVj2f871CX4p3Lv8OZ4sO2n18gtAWRIh4CZtuvndnp9h2tuZ8hEMFW+zyWoLQVmjUXX7tJWSWn7dZYDfiju642ekIrpSfhpY2Ee9dWYzcyutt+nx04VBwfXD1L7hRfsmuYxSEtiBZM17AlbIz2J23xuzfC66WYse/zuD60XxUFNcgon0w+kzvhJFPpcI/uPlDZN2NN5Aa1h9RAfEOHLkgtMyxwh04W/yl1Y/f8/p57PjnGcR1C8c3V05u/EddnR75OPPv+FGPfyDQ1/X1OPblbcC18nNm/15brcfOf53FqfWZqCyuRkJaJMY/1xtdRiWYFSQfZ/4Nz6W9BD8f7ZWpF7wPsYh4QWruisx/Kh9xcxRnl+Ptx7Yj6+RtDHm4K6b8rB+S+sdg17/PYtUvzC/uemMN1t54w4EjF4SWqdSXY+2N161+fHFOBfa+cR7+wb5mH8MTdWltIbbkLIOrKa4pwKbs9yw+Zt2vjuDg0nT0mZGEKT/vD52vDh89txeZR/KafTztInlVWfVuWkFwNSJEPJyLJcdQUJ1t1qR7cl0mKktqsPAfozD6az0w6MEumPW7Ieg3uxMubs9GRXHTtF5CE++5ki9RUJ3j4E8gCOY5dnsHqgx1RbysYcv/O4nE/jHo0Cfa4uM4Xw4WfI4qvfWv7QiYnsvNhDmyThbgzMbrmPD9Ppj0435q/j72+lhEdgjB1r+dtii29uathd6od9DIBcF6RIh4OAfzN5q1hpDq0hr1f2hsYKP7w+KCoPMBfP3MP5eveyh/sx1HKwi2sT9/g9WPvXY4D+e+yMKUn/ez6vE1qlbHbrgKChDW+bEUF8LPQwvIoAc619/nF+iLAfNScON4gbJ4mqO0tgjniw/bfdyCoCkhsnjxYgwbNkw1iWLr7Llz5+L8+fOOfEvhriC+jLJTFhey5GF1MR7rf3MEOecK1cLFHdaRjy9j6KPdEBBiPoyIr3up9IRDxi4I1mSS3Kq6YdVjDXojPv/jcQycl6JiKKyBQvtymeuCVvOrslCmL7b4mOxzhYhJCUNgWONYjw596yw+OeeKzD6XCcuXy07ZabSCoNFg1R07duDZZ59VYqS2tha//OUvVYGgM2fO1Pc2ERwHXTLVhkqLj+k2ph3GPdsLe9+8oFwxJkZ/owcmPNe7xfe4WXlFmXd9deZ97oLgCG5UWJ/5QWFddLMCj7zW8jHdUGhnll+Alj9f6a1KZb28G9N9JbfMz3+m418vv9jGUQqCxoXIxo0bG91+++23lWXk8OHDGDduXJPHV1VVqUvDgihC24SINUQlhiB5cCx6TE5EcGQALu3KUQF9YbGBGPpIN4vPZens0prbiGSzGkHQ4PFdXliFXa+cwdhv9EBoTGMXZEsUVufCVTD+ilYLCgZz1FYZ4BfQ1LBN90zd3y3HgORX3bTDSAXBjdJ3WWGNxMTEmHXlvPjii84ckkdT20x/jbs5/dl1bPjdMXx7zRREtKtLVew5uSOMBiO2/e00ek9PQkiU5cW7uT4eguBoeNy1VOKc7PjnWQRFBihXo60wKJsuTlcUN7NmXvkF+qC2uqnr1SRATILE/HtIsKrgRcGq7N3wwx/+UDWQ6tu3b7OPef7555VYMV0yMzOdNTyPJEDX8u7vyPIMtO8ZWS9CTKRN6ICaSr1FH7MJP5+ANo1TEFqDvy6wRRHCGjnHVlxWlr2S3AoU3ihTF56oDbVGdb2iqPnMMOKr83NZhVV/Na8sf76w+CCU5jV1v5juC49v6rZpiNQREbzKIsJYkVOnTmH3bvNR6IGBgeoi2AdrGtSV5VchKKLpYqSvNdQH+Vki0CdYdfkUBC0e3xQfzH7d/KcT6nI3r8z4HMMe66bqbzT7HoEd4SriA5MsNqQk7XpE4uqXeagqrWkUsMq6QOrvPS0F5urQPuirrsOC4NFC5LnnnsO6deuwc+dOJCVJ91ZnEeEfgxDfcJTrS8w+hhH3l/flIv9KCWI7f9WZ88xn11X6bkKa5WZFHYO7aaonh+A9dAj6KmXVHPGpEXjgryOa3M/KqtXltUqARHdqPnCe8RmdQrrDVXQMTm3xMXSjHngnHUdXXMHIp9LqK62eWH0Vif2iEdE+xGKjv44hLb+HILi1EKFv9Xvf+x4+/fRTbN++HV26dHHk2wnN0DNimCr6ZC7gbeSiNFzak4P3nt6FoQ93RXBUANJ3ZuPS7hwMnJ+C8ATzJa7pn+8RMcSBoxcE87D8ekpIL1yz0GMmJDoQPe5NbHL/l+/XZaQ09zcTnDNp4YPgKiL9YxEXmIg8FVDavGWyY/8Y9JzaEdv/fhrlBVVKVJ1cew1FWeWY+ZvBFl+fn697uOXHCILbx4jQHbN06VJ88MEHqpZIdna2ulRUuLZaoTcxMna6xaj75CFxeOqdcejQOwqHl2dg859P4HZmGcZ/rzfu+++BFl/bR+eLwdH3OmDUgmAdo+Jmtq3RnQXC/KKUkHcVtDSOip3ZYpzI/b8fotxLJ9ddw+d/OgF9jREL/z5KzW0Lr46EwCSkhPS0+7gFwVZ0RpotHIQ5k/2SJUuwaNGiFp/P9N3IyEgVuBoRYdlFIJjn9Uv/g2tl51r0N9sCiz0Nj5mK+5O+abfXFITWZJa8dO45FNXk2V2QzOjwNMbEz4YrYYn5/zv3bVToS1sMzLWVBzt9H4OiJ9j1NQWhNedvh1pEqHGau1gjQgT7MT/pWegY8GEn6JLhbnFqh8ft9pqC0BqY1bIg+ft2FSEqdiK4G0bFzYAW3E/zkp61qwjh50sNG4iBUePt9pqC0Bak14wXEBvYAbMTv2FXIbIw+YcI8jUfCCcIzqJzaG+Mj59vt2Ob6egLOv1AuR61QO/I4RgSPUmNzh6WzCDfMMxP+q4EmQuaQYSIlzAsdgqmtX+izYs0d1MPp/wUXcOarwUjCK5gSvvHlKuwLfDoZu2ORV1+bVVqsDOZk/Rt9I0c2abX4Nzl5uHr3V6USsiCphAh4kWMS5iHhZ1+iACfYLUo2bpIs17IM11fRJ82LoiCYG+4u7+/47cwvcNTKu3W1uObRzhrhnyr2x+REqq9AE72cnoo+ceYmLBAbQgsddQ2R2JwN3wn9c9oJ7VDBG8KVm0rEqzqGIprCrA+6y2cLtqnFmDz/nVd/SLI3SZ3nfRZC4KWuVV5HWuz3lCdoSlIzAVpm8rDsyjf2Pg5GBc/zy0qjd4ov4S1Wa+rhnwWe9HwY/sAwb5hSsAw5kUr7ibB8ym24fwtQsSLKarOw6HbW3Cp5ASyKjJQY/yq4WCQTwiSQtJUnZBB0RMR7CvdkgX34lblDRwq+AIXi44hp/Ia4PvVUhfqF4lOwWnoFTkC/aPGIsDH/So636y4jMMFW3Gl7DRyKjMbCZIAfQhqsv3Q1X8Anrz3ObcQWIJnIUJEsBmD0YCymiK89PL/g7FWhx8/+zP5zgWPID09HUs/WIr4jtF47InHEOgThGC/MHgStYYaVUGZ8zjINxg3rmSrGk6s3/SjH/1IAlMFTZ+/ndp9V9AuPjofhAdEI1AfhqrqKtTU1Lh6SIJgF7gQ6ow6xIQkIMpDgzRp8Yjw+aqreXJyMvz8/FBSUoK8vDzEx8e7dHyCYAkJVhUaERBQ10m3utp8R1JBcDchQrzJwufv74+UlJR6i5AgaBkRIkIjRIgInmgiJjQTexNdu3ZV/2dkZLh6KIJgEREiQrNCpKrqq8BVQXBnvNEiQlJT6zrrXrlyBbW1ta4ejiCYRYSI0IjAwLrsAbGICJ4mRLzNIsK4EAarUoRcu3bN1cMRBLOIEBEaIa4ZwZNgUqC3umaYKdOtWzd1XeJEBC0jQkRohAgRwZMoKyuDXl9XX4PWAW9D4kQEd0CEiNAIiRERPNEtQxHi6+vrtUIkJydHpfIKghYRISI0QiwigifhrW4ZE6GhoejQoYO6LlYRQauIEBEaIUJE8CS8NVC1IaY4kUuXLrl6KILQLCJEhEZI1ozgSXhr6q45IaLhjh6CFyNCRGiEWEQET8LbXTOkU6dOal6Xl5cjOzvb1cMRhCaIEBEaIUJE8CTENQMVpNu5c2d1XdwzghYRISI0QrJmBE9CXDN1SJyIoGVEiAiNEIuI4CmwfkhpaSm83SLSUIiwwqrMbUFriBARGiHBqoKnxYf4+fkhJCQE3kxMTAyioqJgMBhU7xlB0BIiRIRGiEVE8ES3DMudezMNy72Le0bQGiJEhEZIjIjgKUigamNEiAhaRYSI0KwQoQnX1KNDENwRSd1tTJcuXZRlJD8/H4WFha4ejiDUI0JEaFaIELGKCO6MZMw0JigoCElJSeq6WEUELSFCRGhSc8DUHEziRAR3RlwzTRH3jKBFRIgITZDMGcETENeMeSFy+fJl5X4VBC0gQkRogmTOCJ6AWESakpiYqFw0lZWVuHHjhquHIwgKESJCEyRzRnB3eKI1Hb8SI/IVPj4+6Nq1q7ou7hlBK4gQEZogFhHBU9wywcHBjQKwBYgQETSHCBGhCRIjIrg74pZpOU6ErhlajgTB1YgQEZogFhHB3ZHUXfOw1HtsbCyMRiMyMjJcPRxBECEiNEViRAR3RywilpE0XkFLiBARmiAWEcFTYkTEItKyEKFlRBBciQgRoQkiRAR3RywiluncubPKoOH3VFBQ4OrhCF6OCBGhCSJEBHdHhEjLczw5OVldT09Pd/VwBC9HhIjQBMmaEdwZuhqkqqr17hkJWBVcjQgRoQliERHcmdLSUlW+nJ1mw8PDXT0ctyj3Lp22BVciQkRogggRwZ0xWUMoQhgHITRP+/btERoaipqaGmRmZrp6OIIXI7NUaIKk7wrujMSHWActRlJlVdACIkSEJkiMiODOSDEz65F6IoIWECEiNEFcM4I7IxYR24XIzZs3UVZW5urhCF6KCBGhCSJEBHdGMmasJywsDO3atVPXJXtGcBUiRASLQkSqLgruhrhmbEPcM4KrESEimI0RIYyoFwR3QlwztiHl3gVX4+fqAQjaw8/PD9W+OtTojLheVIDk2AT4SRqkoGF4As2vKkdFdRXyKssQJELEalhhlXOe9Vdyc3MRGBWBcn0N/HQ6xASGytz34DlTWF2BCn2ty39rESKCory2GmuunsbmG+dxouAmCtJ81f0rtr6JAB9f9IhMwKh2nbGw60B0CY9x9XAFAfmVZfjk8nHsvJmBk7dvoqz2TkxTmh/8DMCF/StwT/uuWNB1AOKCwlw9XM1SAyPyu8TiUPktfLrzHZQYvrKC+vv4omdkAka2S8FDau7HunSsQtsoq6nGmmunsPnGBZzIz8Lt6or6v3Gd7xmVgFEJdet8Zyeu8zqjhm1xDDrjroamVvH3OoYqfS3+fXYP3jx/AOW1NdBBByOaPyR8dTrojUaMbdcFvxkyTRYlwSUUVlXgT8e3YuWVEzAYjTCYOV6JD49oHTAnpS+eHzgZMYEhTh2r1uf+q2f34o3z+9XcB08F/LIszP0xnPuDp6FrhMx9d4K/9T/P7MaS8wdRobdunR/fvit+PXhaqwWJLedvESJezJnb2fjhvlXIKMm3sJQ3f6D66HzwXwPuxaK0YaowkiA4g21Z6fjZwTUorq5Ui6Utx2y4fxD+NHwWJnfsDm/nXGEOvr/301bMfR/46HT4ef+JeLr7cJn7bsCpgpv4wb5VuFp626z4MPdbc948P3ASnkgdavNvLUJEaJGDudfw9M4PUWPQ27Sg381TaUPxq0FTZUESHM4nGcfxiy/XqeutOWJNR+jvhk7HI90Gw1s5dCsTi3Z8iGpDbZvm/uOpQ5R1ROa+dtmXcwVf2/URatu4zj/TfTh+OXCyTb+1LedviULyQs4X5uKZnctQrW/bwUneuXgIfz+9y25jE4TmYOwSRQiP1tYesabn/s+hz/BZ5ll4IxeLbikRUtVGEUKWph/GX0/tsNvYBPty9naOEiE1dljn37pwEP86sweOQoJVvQxaQH60f7XaDTXnW899ZQVKdx41+/zkV34Ov5jG6vYfp3dhXPtuGBTX0SFjFrwbZsH8/ECdJaQ5qjNzcPuTrai6nAV9YSl0gf4I6BiPyNn3IHRIz2af84uD6zAkLgkJweHeOfebOTGVbD+CW6+ubHSfT0QoApISEDX7HoQMaurSeuXMHozvkKq+S0E7VOv1+OH+VcoSYi6Gqrnf20Tk/fcg9tFpje57+dROjOvQFf1jEu0+XhEiXsZb5w/gQlGu2V1lxORhCO5XV1egHqMReW+ugV98dBMRQugz/smB1fh8+rcl1U+wO787+jnKaqvMHrO1eYUwVFYjfNwg+EaHw1hVg7KDp5Hzl6WI+/ocdUzfDQP2Xji8Cf8e+yC8hSUXDuJsYU6Lj4teMAl+CdFq3uuLylCy4wiy//Qu2v3s8SbCjqb6n+xfjS9mfEfmvoZ4/fw+XCrOs8p6WP97NyCgU1213YbQK/PT/Wvw2X3fhK+df2sRIl6mkl8/t9/iwRnUPVldGlJ57opa3MPG9G/2OTT7MRBq+810CQQU7MqNsiKsv3bG4jEbMqiHujQk4r6RuPH8KyjasKdZIcJjlu4eHrcpYY0XYU+1hnDuW0PIwO4I7PaVdTN84hBc/dYfUbb3RBMhQstKZlkhtmRdwLSk5q1PgvMzZN44d8BqF+bdv7c5OGculeRjZ3YGJiamwp6IhPUiPr9xvlHeuLWU7jmh5HDYmAFmH8Po6ncufNnGEQpCYz68dKRVwZA6Hx/4xUbCUFZp9jG05H2QfgTewBc3LqCgqrxVz/UJDYIuwA/w9TH7Pb574VAbRyjYi42Z51BcY/64bwtc59+9aP913qFCZOfOnZg9ezYSExPVYrJq1SpHvp3QAjtuXlIpWbZgrNWjdP8pBHbvBP+7zHd3q+UDt64qNS4I9mJr1sVm4xmag+4ZfXEZarLzUbh+D8qPXURw364Wj1nu5L0BWiutnfuG8kr1PfLC+Bu6ZY2V1QgbO7D5xxuNOHjrGipZi0RwOTuyuc5bL94b/t6mi6U5szfnirKuu41rhm2lBwwYgGeeeQbz58935FsJVnA0/zr0RoNNzyk/fhGGknKEW7CGNDxImZHTP9b+wUyC90FRm16cZ/Xj85d+hpIv7uzWdDqEDu+N2KdnW3zOlZICVVU4xK+u0aOnciz/htVz/+YfljS6rfP3Q/y35yGkv3lzPAMizxbmSsC6BjiSd92mLJm7f2/SddnvzT6+1mjAxeJb6BPdHm4hRKZPn64uguthuZirJbdb55bx9UXoqH5WPf5icZ4IEcEuMH7DlgU1cvpohI7oA/3tEpTtOwWjwagsepbgq18uKbDroqrFuX/Zhrkf+8xs+Heoq5yqLypF6a7juPWfVfAJDkTo8D5mn5defEuEiIvRGwy4XlZo03Ma/t7Wkl6U5z5CxFaqqqrUpWFBFME+1BgMFkthN4ehsgrlh88iZEAqfMOtK41dpRfzrGAfKm08lpiyywthBg13ejl/eQ+Jv/+2xTiTSg93J1LM2WIJDeqW1Ch4MWx0f9z4xSvIW7IOIYN7QOfX9LSh84Lv0R2oNuhtrrNz9+/tiLnpVsGqixcvVpXYTJdOnTq5ekgeQ2tS68q+PFuXLTO2ZbdMwyZZgmAP2ISrLYSO6IuqSzdQc9Oye8ffw9NOGS/QltqnDPwN6tNFWZpqbuY3+xie/GTuux4/Jx3L9v6tNTUDn3/+eVUO1nTJzMx09ZA8Bka2t7exeFPp7uPQBQUgxExRqOZI9oJUSME5dAyNatPzjdV1uzZD+VdW1uZIDvXsY5bWoMSQyLa9iN5QHxBsDpn7rsffxxfxQaEOfx97/9aaEiKBgYGqJn3Di2A/BsZ2VN1IrYGR0xWnLiF0WG/4BFofyNfbg33tgnMJ9w9EJyvECOMY7oaxISW7jkEX4I+ApDp3TXNQnEcFBsPTGRibqDYjrYHfZcWJdMDPt9711Rx9Ze5rggEx1q/zrYGv3Du6acEzj4kRERzLqIQUbLp+zqrHlu49qXZB1rpleHD2jEpQJw9BsBdj23fB8ozjFmMcbr2xWlk9gnt1hm9MBPSFJSjdfQI1WbcQ88R0+AQ1f0wynXVsuy7wBkYmdMYGK/vrlB+7gOqsW/UbktI9x1VKdNSccfAJCWp27qdFxiMioOnfBOczql1nh6Wl08nXJ7qd3bPMHCpESktLkZ6eXn/78uXLOHbsGGJiYpCc3Lh6p+B45qT0xR+OfaECmlqCi49vZGjTcu9moI+YraIFwZ483HUQPrxkvvcRCRvVDyXbDqN480HoS8uV8AjsmoiYR6cidGgvs8+juHk01Tu68M5O6YM/HNtsVUDp7Y+3NErd9e8Yj7iv3Y/wZirUEpn72mJe57740/EtVq3ztmKEEU+k2f+31hmZ2+Ugtm/fjokTJza5/6mnnsLbb79t1zbCgnX85vAmvH/psNVFoqyBO6Jw/yDsuf97Hl+PQXA+C7e8c6cOhtGuAZy9o9rj0ylPe00b+98e+RzvpR+y+9wP8w/EntnfR6i/zH2t8KtDG/BRxjG7zhn+1pEBwdgz+3sI8vO36/nboTEiEyZMUDnsd1+sESGCY/hxv/GIDghWJjZ7wUP990OniwgRHMIfhs6w6/Fq4o/DZ3qNCCE/6jsOsYEhdo0f4Nz/7ZDpIkI0xk/6TVSuMnse3fyt/3fYDKtEiFsHqwqOhwfnX0bcf+ewajtc1GZ06oWZyb3t8nqCcDeMP/h6cvPlxVvLD/uOR88o+wbcaZ3wO3Of5nV7oDMCExO6YrbMfc0RFRiMPw+3XFXY1nV+dnIfhzU2FCHihYzv0A2/HzrDLgfnsPhO+D8lbATBMTC2rHrrEfQssK09gTke7TYY3+k1Gt7IPe27YvGwmWqn3KbaIkYgvsKAnsezUVhoWyVPwTncm5iGn6TdOc7b4KLhOj8yIQV/Gj7LfoNr8h6CV/Jwt0F4edQ8BPv629QgiZgefX9KHywZ/wgCfSX5SnAMDHb/4IMPUFtTi4fDO+OHve9Raai2HrN8PBfUH/Ydh98Ouc+rXDJ3s6DrQPx99HwE+7V+7k/v2AMPlUWhrKgY77zzjogRDVJaWorKHccwNksPf/jY/FubXHjzOvfDG+Mecug679Bg1bYiwaqO52Z5Mf77yw31HRstBTfxwGSZ+NjAUOUrnNyxu1PHKngX586dw8cffwyDwYAePXrgwQcfhJ+fH07fzsbPDqzF+aLcFo9Z099TI+LwlxGz0T9G+iCZyObcP7QB229e4okARgsnKtPfGWNCa+rUpB4oKSlRIiQ/Px9RUVEqCYH/C66npqZG/TY3btxAbGwsZjyyAC+e3ILdOZdV2rqldHgKfQY0szAarWcTE9Mcfv4WISIozt7OwV/3bcTu25mo8tM1W257UGxHPJY6BFM69kCAr5RzFhzH6dOnsXLlSiVCevfurbp3+zY45rhs7c+9ivfSD2N3dgbKaptW/Azx88eYdl1UuuHohM5ebQWxxHub1+ODS0dwPcoP5bqmJyg/nQ9iSmvRv8IfL3/rJ42CFSlGmHxQUFCgRMiiRYvUmi24DqPRqObOqVOnEBQUhK9//etKjJAzt7OxNP0wPr9+HrerK5pd5wfHJd1Z57u3qZS7CBGhVXD3eebMGQy8ZzRie3dTizsPxI4hkegWEee0PgaCd3P8+HGsXr1aLaj9+/fHnDlz4GPh2OPjMssKkVGSjyp9rTIhdwmPRXJolIiPFuB3969//UtZNebNm4f2aV1wsSgPpbVV9XO/S1gMXv7rX1FeXo7HH38c3bp1a7JOc/dNMRIdHa0sIyJGXMfOnTuxbds2NWf4e3Xp0nzRvpyKElwsuuWwdd6W87c494X6BenKlSvq+qDUHkhuLwXnBOdz+PBhrFu3Tl0fPHgwZs2a1aKY4N/Z+0J6ndhOdna2EiF0edH9xTYbCc30pKJV6tChQ2qXfbcQ4UnGVBvq9u3bSpTQMiKbR9dYErdt26auz5gxw6wIIe2Cw9VFC8gWV1Dk5uaqHY+/vz86drStJbQg2IMDBw7Ui5Dhw4dbJUKEtkFhQbp3765EiDn69u2r/j979ixqa5tWZzWJEVpEKEYoSrgjFpxHVlYWVq1apa6PGDECQ4YMgbsgQkRQmKwhLL3f0BcvCM5g9+7d2Lhxo7o+evRo3Hefd2e2OMsKyh006dOnj8XHcl2g2KiqqmrUtqMhNMObAlZNlhERI86huLgYy5YtUyIxLS0NU6dOhTshQkRoJEQ6d+7s6qEIXnYyZCuILVvq+puMHz8ekydPFhHiBK5fv6789wEBAerkZQn+HiaxYrKitCRGGDPy7rvvqoBWwbEZMsuWLVPfc3x8PB544AGLMVVaxL1GKzgEZiaIEBFcIUIoQHbs2KFuT5o0SbWFEBHiHEyComfPnsol2xIm98z58+dRXd00S8mEKZWXooTxJ7SMiBhx3BxatWoVbt68iZCQEDzyyCMWXWxaRYSIgJycHFRWVqqdUWKi1FkQnLOA0hWzZ88edXvatGkYO3asq4flVZsPk1vGJDBaokOHDqpzOs3/FCOWuFuM0DLCAluCfdm+fbvKdKQF5KGHHlIxOu6ICBFBldAmKSkpbmfSE9xThDAo9eDBg+r2zJkzMXLkSFcPy6u4evUqysrKEBwcjK5du1r1HFqqTKLFknvGhCmVl7EleXl5yjIiYsR+nDx5UqXqktmzZ6s4HndFzjqCuGUEp+7EWSPkyJEj6sTGGiFDhw519bC8DpOQ6NWrl03B6SYhwoDVioqmBbFaEiNiGbFffM/q1avrg7sHDrRvU0hnI0LEy+GJgbsjYinnXBDail6vVxUfWbCMIoTVUt19AXXX34HmfFvcMiYYDNmuXTu1bpheoyXozqEYCQ8Px61bt5QYoTVGaB1FRUUqOJW/I2u/MLjb3REh4uUwyImBZywFzAVGEBwB4wpYuZdxCXT/LViwwOaToGAfLl26pGLCwsLClDvWVky/mynGxBpEjNiH6upqfPjhh+q743pNMe8Jwd0iRLwciQ8RnJFe+NFHH6kAR1bwfPjhh5VLQHANJgHBaqmtmfMmIcK1w5ZsGPY7oRihAGIBRYoRFlEUbOshw+SC0NBQlSHDBANPQM48Xo7EhwiO3sF98MEHKqaAKaKPPvpoizUrBMeKQnY1Jq21SDEjJikpyWarCBEx0nq++OILJeYZ00Mx70n9fESIeDH0MV67dk1dl/gQwd7Q/L906VIldrlzs9SAS3AOFy9eVOKQJzGTmGgNtmTP3E1cXFy9GOHu/r333hMx0gLHjh3D3r171XUGeLflt9MiIkS8mBs3bqgdElP4EhISXD0cwYNgRgVPMJmZmSr+6Mknn3Tr9EJPwSQcKCTaElvAKqt8PtcQlnNvjRjhMUEXAxvv8VixJgvHG7l27RrWrl2rro8bNw79+vWDpyFCxIsxuWW4S/WEgCdBGzCQjjUj2ISLIpcnHGmk6HrYJ4YWEdLWQGFaM0zu3NZYRUwZOLSMiBgxD0Ue46uYpcSYHlYe9kREiHgxEh8i2BsGL7Lzqimgju3gWZFTcD2ML2D2EuM07JEh1xb3TEMxQqHK8uTM4BMx0lg4MkOGbivOoblz53rshlGEiJfCBYlmcyJCRLBXfQOKEBauYgGrp59+Wlx+HuiWMcHMJ2bdMOiUl9bCY4SWEZMYYVwR44u8GYPBgE8++USlOjPlmcGp1vQDcldEiHhxZT6KEZpY6a8VhLaakClC2HGVWRW0hHDnLWgD7qpZP4TYq34L3W6pqalttoqYxAgtI3xNuvRoGfFmMfL555+rTDNTujuFvScjQsTL64fQGuKp5j7BObCp2ZIlS1BYWKgKV1GEuGvzLU/l7Nmzapfdvn17u248GrpnWOeiLdBd1FCMeKtl5PDhwzhw4IC6Pm/ePK9oRCpCxEuR+BDBHtAkTxHC2BD6+ylCPKm+gadgqvfBbBd7whLjdBnQIkbx0FYolExihBk577//voqV8KYN4oYNG9T1iRMnqgBVb0CEiBfClF26ZogIEaG10J9Pd4yp3LSphLegLSgSTRZQe5fVZ30YihF7uGcaipEnnnhCpX1znaJlxBvECC2Ly5cvV5Yr/k733HMPvAURIl4Ig1R5sNPvSFO6INgKTxCsiskMB5qOTWmYgvYwNadjESzG79gbk5WFVpe2umdMMEuElhGTGPF0y0hFRYXKkKEriqnu999/v1e5zEWIeCESHyK0tcCSKZiwU6dO9aZ0QfvZMo6AAasUDLS8mDp520uMmCwj3DyxVQCrwnpihetPPvlEWUS4OfT0DJnmECHihUh8iNBaMjIylKmcJwQePyzbHhgY6OphCWZgALHJDeuoeANmdvTs2dOu7hkTtLZRjPAYowCmZcTTxMjGjRvVvKL4YCM7ZjJ6GyJEvAyaN01BZdL3Q7AFVuXkrpQxRtwFs4Gdp3T/9PQgVYpGR8bvmKwtdANxh+9IMeJJlpGDBw/i0KFD6voDDzyg4mO8EREiXgYnMuND6Ct2hL9Y8Nz0z2XLlqmTDIMTH3roIa8zH7sjjnbLmOCmhjFCjHXg7t7eMG7CZH2j+4fxFO4uRljXhdYQMnny5PqgX29EhIiXIW4ZoTUns48//lgJWAYmLliwQJnjBW3DCrfs4cLqp6yC6kj4HibXj73dMyYYbEsxQisc1zGKEVrn3BFWTOWcYnDvgAEDMHr0aHgzIkS8DBEigq3tx1euXFm/YM6fPx++vr6uHpZgBSZB0K1bN1U+3dGYrC7nzp1zmEDwBDHCKrccN93k7Eg9a9Ysr08aECHiRTDLgbUfiMSHCC1B3/Xq1auVCBk8eDDmzJmjdr6C9uFv5qgiZuZgBhWL2dFlYury66j3eeyxx5QYYQYgXYbuIkbo2mStEBaAo2t84cKFYl0UIeJd0LfKBYq1Qzy9d4HQNvbv34/169er68OHD5ddm5vB7sd0zTTMaHE0PD5MosdR7hkTtCRQjDBOiTEp7iBGuPZyTnEdpohihozU3qlDhIgXIW4ZwRp27dqFTZs2qetjxozBfffdJyLEzTAJgbS0NKemV/fr10/9f+HCBYcXILtbjHz00UeqkaeWxf3Ro0fVXHrwwQelM3UDRIh4oRARt4xgbse2bds2bN26Vd0eP348Jk2aJCLEDX9HZ2XL3A1L/bPrMl0QjBVxNCkpKfVihFkoWhUjFGbsqEumTp2qBKLwFSJEvAQGSDGCnohFRGju5PXFF19g586d9emEEyZMEBHihrBZXFFRkTL/O/uEx+OlYUdeZ0Axwpo2FCPp6ekqBkNLYoSNIVesWKGuM9ZqxIgRrh6S5hAh4iWYSi+zBbg3Vu4TLIsQ1jPYu3evuk1XDF0ygnty8uTJRp1xnY1JiNBdwg2QM+DmijEXjIlhoKxWxAgbQppqnnCMM2bMEHHfDCJEvLC/jCCYYG2QtWvXqgqPhEGpsmNz79/T1OTO2W4ZE9zssEJow7E4A7qcaRkxiRHW6XClGOF701XEMvtMEGD9HUl9bx4RIl6CxIcId8MTBdNzTQF0c+fOxZAhQ1w9LKGNls/S0lLVKI71Q1yFs90zJri+mSwjjMtgMzl7l5y31sq4bt061ayPwcIckzNqubgrIkS8AJoHWcmPiEVEIFyc6bc+ceKEqg3CPhcsWCa4N6YTPyupunL3bRIiFEbFxcVOfe+uXbuqDrb8/OfPn1eWEWeLkT179uD48eNK4NMSQiuRYB4RIl5kDWFEu6hygSZjLs40m3Ox5kLprKJXguPgyZY9gVzpljHBwmZMryWmwmrOhNaghmLEmZYR/gZbtmxR16dPn+5Sy5S7IELEC5D4EMEEiz6x+BMXZ5qvuVg7q+CV4FgYHMqmcyySpYW57qziZuZgh2iTGGEqMS2AjhYjrFz96aefquvDhg1TF6FlRIh4AVLITCCM3GcLddZbYDYFA/u4WAuegemETwGghVL8HAddE1lZWSgoKHDJGHh8s1M0xQgtFeyb5CgxUlJSUl/hlVYQZp8J1uH6o1VwKJwc+fn59fn2gvf2GXrvvfeUKGV9CTYOk8Blz4EnP1MBMVe7ZUzQMsN4DVdaRQhrqbCnC8UI3ZEUIwzUtvf3zwwZxsMwHoSVU7UgBt0F6bbjATBC+8jVLOw+fwWnrmfjQnYeqmr18Pf1QVxwAIw1gegZGwH/AOeVehbsS9btYmw6eQEnr2fj1PUclFRWQQcdYsNCMCC5A/ont8e0ft0RGRzU5Lk01y9dulTtTJlNQRHSsWNHl3wOofVz/GDGdey5eAWnMnOQnpuP6jtzvEt8DBJD/FFYYUD36AjVoVYr0CpyKj0D7+87hnU3y3AqMxu3yyvUsRsVEoT+ndqjX6e6Yzcu3HF9V7p3767ECMUCxQgtNewkfbdYqNUbsOvCZRy8dB0nMm/iWn4havQGBPr5Iq19HPoltcfYHp0xOCWxvh4If5s1a9aoQnLBwcEqQ4bzTLAenZHfokahumTQE6sESpO2pvCnW3v0LF7f/iUybhXA18dHKf27f1AdjDBCh7iwEDwxdjCeHDMYAX6Sz+4OnL6Rg39u3qcWRy7exHDXlPX10cFgMMLP1xezB/XEs5NHoX1keH3GFC0hbILGQOUnnnhC1XgQ3AP+risPn8KbOw6pk6K5Oc7TKff4UYH++Nbk0Xh01ED4+bp2R375VgFe3rgbX5xJV+P11flA39yxazTCR6fD1L5p+N6U0UiJi3bYmBgbxWJn/A5pOZo3b54SIxR17+05gvf2HMWtkjL4+fig9i6rCWefj48OeoMRXeNj8I0JwzB7UC9VjXj79u3qdTi/xAVu+/lbhIibkl1Ugl998jn2pl9TE8TaH5GP7ZIQgz8tvA+9O7Zz8CiF1sKF8d9b9+ON7V+CGy8uftbAhT3Qzw+/nD0Rk7p3UiKEXVhZTffJJ59EfHy8w8cu2IfrBUX45cebcPjKDZvmOOmZGK/meGo756eN6g0GvLv7CP62aY/aAtly7FKQ/Oi+e/DE6EHqpO8I6MJi1hjFCJv09Rg+Gr/4eBMu5xbYtI7ysf3axyDl9lWE6IyYPXu2KuEu1CFCxMOh6+Xp1z9W5nlrJ/ndE55mxZcfm40Jvep8uIJ2KK+uwbPvrMKXl6+jNbPTtEj2DdGhl74IkZERSoSwGZngHpzMzMbX31qBiuqaVs9x7upfeWouRqbWpdE6gxq9Hj9f9hk+P3WxTa8zvX93/HHhdIdZdRi4ypTe6zU+2FsboqyNd1trrIHWZn8Y8f2hqXj6gTkOGau7Ysv5W6Jp3AyaZxf952OUVLROhBA+T6834AdL12J/+jW7j1Fo20L+3LurcejyjVaJEGJ62qlyI877RWDRokUiQtyI9Jw8fO3NT1Be1ToRQvi8ar0e33l7FY5dzYIz4J72l8s3YXMbRQjZeOIC/mfF5+o1HQELvvUYMxF7aoKVa6g1IoTQ5V0DH7x+OgtX8wrtPk5vQYJV3QiaPH+2bANKq6rMTpyK7Ou4tXsTyq9nwFhbi4CoWEQNHInYoeMaPY7P1hsN+OmHG7DuJ4tU4JjgehgLcPBSZrMm4oqb11B48kuUX0tHddFt+AaHICQxBfHjpiMwJqHZ1ztRBpzKLcI90Y7zuwv2dcn9+IP1qKypRW1VJfIObENF1lX12xsqK5A442FE9R9e/3ij0YCik4dQfOEkKnNuQF9ZjoDIGET0GoTYEROg89ep11v746cQGhjg0LGvOHQKG06ch6G6qsVxm6jKy0H2llUov34ZOl9fhHfrjXaT5sAvJEzFv41KTcacwb3tPtbC8kr8fQ8zeSy7f6pv5yHvwFaUXb6A2tJiNcbA+A6I6DkQ0QNHwsc/QM1Vrsk//2gDPvjOwyqOR7AN+cbcCAZSMWPC3C6p9PJ5XHnvZejLSxA/eiraT56LsNTeqC0pavbx1DJFFZVYvHabg0cuWMPF7Dy8smWfWT913v6tKDl/AqEpaeq3jR4wCmWZGchY8hIqb91s9jn0uf/PJ5tQWlnl0LEL9uGN7QeRkVug5nhteRny9nyO6vxcBCUkNvt4Y00NsjYsg768FNGDRqH9pDkI7pCMW7s34try/6jNC4MvX/psl8Nj1hav3a6uWzNuUlNciCvv/1Od7BPGz0Ds8IkouXQGV5e9CqO+VkmEP6zeilvFpXYfL9c8rn2W7CAl6Wdw6c2/oPjscYSn9kH7KfOQMH4m/COikbNtLbK/WFX/WP5eXJu5Rgu2IxYRN6G6thavbT1g9u/6qkrcWPcBwrr1RtK8p6DTWacxaZZcf+ycyrRIjo2y44gFW3ljx5cW/x47bDyC738cOt+vpm1Er4HIePMvyN+/BR1nP97s75tfWo5Vh8/g8TGDHDJuwT6UVVXjzZ2H6k+OfmER6P7cb9T/FTczcfmdvzZ5DnfonR//HkKSvqoJEz1wFPwjo5VltOzqRYR17o7lB0/i2/eOQHxEmEPGvnTPUdTU6q0eN8nb9wUMNdXouujHarwkODEZ15a9qix//BwVNbUq9feH08ba1b3NNc+SCKkuzMeNNe+pcaU88l34h30V4xAzZCyqb99CSXpdOf2GcI1+dNQABPjJqdUWxCLiJnx+8iKKLexqi84cgb6sBAnjZigRQvMozbbWwF3z8oMn7DhawVYKSsuVX9xSTABPNg1FCAmMiUdgXHtU5eVafP2le486zN8u2Id1x84ql4wJHz8/dTK3BI+HhiLERHj3fur/6ryc+vs++dIxRcU45o8Pnqx3F1szblJ8/gTCU3vXixBC0RQQE4/is8fqhfRHB06ojZi94FrHNc8S+Qe2qTU0cfpDjUSIiYDoeMQOa+zuJlyjuVYLGhQi//rXv1RuNYu8jBgxAgcPHnTG23oUm05etDh5yq5cgE9gEGpKi5D+n8U499LzOPfSL3Fz0ycw1NZYfG0uIBuOnXfAqAVr2XHucpO6BdZAcVFbXgLfEPPFoHh6yCwoQnpOXYVdQZtQiNorYbW2rET9bzoueELfcNwxc/zLjEyUVlXb9JyakkLlTgpq36nJ3+haYryLieKKKpXCbC/4PbQUnFqSfhr+UbHNijxLcI3mWi1oTIiwkt2Pf/xjvPDCCzhy5IhqNT5t2jTk5lrewQmNYZW/uwtZNaS64BaMBgMyV7yFsC49kDRvEaL7D8fto3uRtX5Zi6+fU1yKwrIKO49asKVwGdMtbaXo9GEVA8TgOWveQ9AmFJSnb+TaVCukpR09NyZhXXvV33cl73Yji4u9YGwE04Vtoba0Tig1ZznhfQy6NdyxgvDkzu/GHnCNyymyHHNCNzfnVFB8B5tfn2s012pBY0LkpZdewje+8Q08/fTT6N27N1599VVV4fGtt95y9Ft7DAyqyistt/gY+lqNNdWI6jsU7afMR0SP/up/+lmLzx5FVcGtFt/nfHaeHUct2MKZrFybLSJV+TnI3rwSwR07I6qf5S6fFDnnb8rvq1Wyi0pVjIg9uLX3C2UhZWClb1Bwo5MkU4MdUdfIVq+fyUp7t6ux4X3GBpbc8zdbXr+s4YIVn99QVan+92llSwyu1VyzBY0IEXb7PHz4MCZPnvzVG/r4qNv79u1r8viqqipVBKXhRQDKKlteoHz8/NX/TNtrSETvukp/FTeutPw+dloIBdthXRhbYCrhtY/fULvepLlPQWeFNUV+X+1ir6ymorNHcWvnZ4jqPwIxg8c0+XtZlWU3bWtgYUVL1lpL6xWzY+7GdJ/uzmP42qVWrIHWYM3rcE6p962ucuiaLThJiLC0NFsut2vXuJQ4b2dnZzd5/OLFi1UlNtOlU6em/kNvxJpSxyYTp19oeOP7Q+ui5PWVLbtdbDWvCvbDlnLW/C2vLX9d1WdIWfhN+IdH2v09BOdij9+G6ftZKnOuFzrc96DT5nhrXtMvLLxeUN8N7/MNClFBr215j+aw5nV8A4PUemouJd4aZK65cdbM888/r8rBmi6ZmZmuHpImiAkNbnECBbWv67h5d82Q2pK6ie5nIZjRRIKDUvuElkmMClc9ZawxaWd+8iaqbt9CpwVfVxkz1sCeH/L7ape2/jblWVeRuXKJCv5MmvskdD7NN7WMD7f/MdAuItzm+Cb/8Cj4hoShMrvpGs8iaIHtvuoOzde217Fr7euw/lJNYT7KrbAk3w3Xaq7ZgkaESFxcHHx9fVXnz4bwdnMdQAMDA1VN+oYXASonnd0eLWEKVrx9onGtkdsn9lOeIyQ51eLz2dOhW4KUAXcVfZPat5hSyGDk66veRXnWFXWyCelofZdPpgX36dh89VXB9YQHBSox2hpYnTTz4zdURdXkBV9X1T6bIyTAH8mx1lnPbKFPUoIqnGYrjGNj0bCa4tv195VeuaAC7yN6Dqi/j7FTfezUoJNrnDX9a+JG3AudfwBufvZRfQZSQ1iELf/Lnc0+l2u11BGxDYd+WwEBARgyZAi2bNmCuXPnqvvY8ZC3n3vuOUe+tccxtEsSMm7VVVxsjuD2SaqEcuGJg7huMCAkuZsqBV587jhiR02yaL7n+a93YgIC/JrfRQmOZ2ByYot9RXK2rkZp+mmEpfaBvqIchacONfo7A5Ut/cb9kqyzngium+Prj59rdBwUHN4FfWUlakuL6tNKa+5YPVlYiz/s1eWvqSwTlnTnib0hAdFxSrBS5A5M7qCaXTri2L37yG1p3AyijRs1Sa1PVz54RbWgMNTUlYZnCfWofo3LwQ9Itj2DpTm4xlHUMLPFUlgLv7ek+x/H9dXvIv31P6q5xXEZ9XpU3Lisxh3ZTIA4y7sP6VJnnRasx+Gyjam7Tz31FIYOHYrhw4fjb3/7G8rKylQWjWA984f2wYf7j1t8TIdpC1T5YYoR9p4IiIxWfRtYkdMSnJALR/S384gFWxiZ2gnx4aGqHLc5KnPqmpdRjPByN+aECE3F43t2RUxYiB1HLNibB4b1xZqjjat15h/Y3shiUHLhpLqQyD5D1P+1xXXN1nK3r2/ympF9hykhwoDPBQ6a4z06xKNnh3iV2WK0ctwUIlyrUh59VgnsnB3rlTspPLUX2t07pz4+hAKqd8cEpLazn7V2wfB+OH6t5fiP8LS+6PrMz1QqdMnF06oUAjN6AhMS0e7e+xE1YFST59Ay9MDQPnYbq7fgcCHy0EMP4datW/j1r3+tAlQHDhyIjRs3NglgFSzTu2M79E1qh7M3cs0W42G55/ix09TFWrg/Cg0KwPT+Pew4WsFWuJN6bPRAvPz5HrM7tc6PPduq1+YO+7FRLdcZEVzLkM4dlVmf9T5MWShp3/1Vi8/r/YuXWpzjFKETe3WFI+DGsm8IcK7BfdaMmwTFt0fKQ98y+3d+D0+Mtm9rAq51f1q3Q2UqtZTrw8rFidMXWvW6vjodenVMUGu1oMFgVbphrl69qtJzDxw4oKqrCrbzqzn32q3gkQm+3vOzJiDIX3yarmZ4XChCdWwsbr9fmYvjpN7dMKKbZKBpHbpNfj13ks2psC1hvLN2+Pva1/VKNzvX83/84x/A9UuI1tXa9YRCSx5dMjMG9LTjq0Ktdb+YNd4haym/Z8HNs2aElgMavz5+mN3KQPMkdU/3zg5psy1YT01NDdatW4dVKz7BcL9yUIrYA5q1QwID1MnNEbEBgv0Z1jVJWa/s9XPxGJjWrzum9E2DPeHG8rXXXlPWbW4wEzu0x58fngFfXx+7HL18DV+dDxYvmOaQVFiueeN61MXO2AO+CtdmrtGC7cg22M1gl9wLN3Ox/fzlO4d/60VIt3ax+PPD0+Uk5ULorlyxYoWquUPuHzsC4yPb4YVPt7TpdbnA+vv64NVFcxEX3nLqtqAdfjpjnHLP7E2/anPF0ruPAWZK/f7BqXYbG4tMbt68GadO1TXQCw4Oxr333ovBgwerYpUv+QXhB0vXqsCz1g6dyxHH/vLjs5ES91VDPHvCNe9PD03HU//5GJdy8lvsPWPxtQBM6pOK56Y0jRkRrENn1HBLTh70LGzGmiKSyvvV7vnNJUuw9uptXDEEqEnQmh9wcEoi/vnUHEQG11URFJwLp93+/ftVBhmL/oWHh6vMsq5d6/z4a46cwa9XblZm+payae6Gi3hEcCBeeWqu3bINBOfCbrO/WL5RNVBr7RwflZqsTuahgc2n89pCbW2tOl537typ1iDCjEiKELbsaMiOcxn4yYcb1Gew9dilOybQzw8vPToL9/SwPj29tbAU+3PvrMaRq3WB4LZg+l3mDu6N38yfbHfXl7tjy/lbhIgbwZ9q5cqVajfCnUjauCn4y+f7UXynr4HRihMUJ/qP7rsHj48eqAIkBedTWlqKVatW4dKlS+p2z549MXv27CYL+uVbBXh++UacvNNUrKVF3fSYGQN64L9nT0SUFFVy+/m+/vh5/G7Vlvry/NbMcaao/nzmOCwc3t8u1s709HTlgsnPr+venJSUhBkzZqBDB/Mi92ZhCX614nPsS79m07E7tnsKfjt/KtpFOq/4HjNdlu49hr9u3KXG0FKMjukbjQgOwovzJ9vd7eUpiBDxULgb2bZtmzKBPvHEE+jcubOK/GbK39K9R3E1r7B+UvMfMTVSY6W/R0YOwIPD+0mFTRdy4cIFrF69GuXl5fDz81OdqLmzNHfC4CK5+8IVfLD3GPZcvKpORDzZmHzb/Dvvoxtm5oCeeGjkAPTvJH5qT4K79tWHz6g5fuN2XaVkhk1w6eZxYzrHM/370VEDVRpwrB1StW/fvo1Nmzbh/Pnz6nZoaCimTJmC/v2tEzgc34GMTCzbdxxbzlxSJ/hGx67RoFxPvD25TyoeGTUAw7okucxVnFtcik8OnlRlEgrudCI3VYylo8kkplLiovD46EG4f1AvhAW1rjGeN1AsQsTzOHPmDD7++GN1fdasWerk1RD+jDeLSnDmRi4u5eardt80FSbHRik/cUpstPQ/cCE0Z9O3/uWXX6rbTF9/4IEHEB8fb/Vr0PJ1NusWzmbloriiSp2MYsNC1e/bvUO8ZD55OJzjWYXFOHU9B5/vOYCr12+gS0oyJg4foo6BTjFRdpnjPFZ3796NPXv2KLchhQEzHcePH4+goNa5cmnROZeVq47f2+UVapsUFRKs0l1Zg8Qe7iN7YTAYcTX/Nk7fyMW1/ELU6PVqbrEqK2uadIhkOwZZS1tChIiHcfPmTSxZskQtECwKN336dFcPSbCB3NxcFZDK/8nIkSMxadIkZRERhNawYcMGJWrHjRuHiRMn2uU1eSo4d+6csoJwzSVdunRR640tglkQbD1/y0roBvEEy5YtUyKkW7duypQvuAdc2Hmy+Pzzz9XOkqZtBqSmplru+yMILWHv/SOztj777DNkZGSo2zxxcK3p1auX7P4FhyNCRMMwUp0ihMoyNjYWDz74oIoPEbQPq00yFuTixYvqdlpaGubMmaPEiCDYi7aKBNYA2bFjhypMxgJlbFI6evRojB07VvUKEwRnIEJEwzuetWvX4saNG8ov+8gjj7TaPys4F2YZMCuGYoQL+9SpUzFs2DDZWQp2t4i09pji80+ePKnilmh1Jd27d1dWkJgYy52+BcHeiBDRKAwUO3HihFpoFixYoCwigvYtWKwLwnoLJCEhAfPnz5e+SoKmXDMsokc3zLVr19RtCg8KEAoRQXAFIkQ0CAPGeEIjDBQzFbkStAsbOzIgNScnR92mBYSpjv7+/q4emuDB2GIRqaiowNatW3H48GElZHhs3nPPPRg1apQETgsuRY4+jcETGYuWkaFDh6oTmqBduKBzYWemAS0iLErGWBDZXQpacc0w9uPo0aNqc0MxQvr06aOEMrMaBMHViBDREIwp+PDDD1WGDNPm7rvvPlcPSbAAi5KtWbOmvuATs5qYFRMWJgXjBG24Zq5fv65SfVkCgDANl1ZWri+CoBVEiGgE7qY/+ugjlXNNny3jQhjoKGgTpjkyILWkpET9TqwLwvogEpAqOBNzxxsDUGkBOXbsmLodGBiICRMmKAurrCuC1hAhopWeEuvXIzMzUy0YzJBhLxlBe7AeCP3se/fuVbfj4uJUhdT27aWsuuB61wyPT9au2b59u0rNJQMHDlRCWSx1glYRIaIB9u3bp3YupgwZntwE7cGmXwxINZm5WWaf2QYSkCpogcuXL6tsGAZOEzalY3M6NqkTBC0jQkQDTdCYy094UmOcgaC93SeFIhd5xu/QWnX//ferrrmC4GqLCAsesnrv6dOn1X08PmkBGTRokBRAFNwCESIa6EFCBg8erPrICNqCWQbr1q1TTQcJg/wYkOrNvY8E7QgRWkHohqFApiihle7ee+8V167gVogQcWHGBTNkqqurkZKSokyoEuioLa5evapSqbnj5M6SCzzLX8vvJLgaHpOmKr6kU6dOag2RWCXBHREh4gIYULZ8+XIUFhYiOjoaCxculEh2jf0+7L+xa9cudZtZTAxITUxMdPXQBC+noKBA1ayhSCbsBzNz5kz069dPBLLgtogQcVGGDBcSU4YMi2AJ2lnoaQVhjx9TxgHrLkgDMMGV0PVCYcxsLQplE+PGjUP//v1dOjZBaCsiRJwMu1yyyiF3L9xls8CQoA2ByN4+LP5EdxkbDM6aNUtVoBQEVx6XZ8+eVcGorDFE2PKB68elS5ckY0vwCESIOBG2hOeCQlhema3hBddTWVmprFSnTp1StxmzM2/ePCl/LbgUpuEyU4sBqYTHIzPrmK31ySefuHp4gmA3RIg4uSkadzg097MKp+B6WESOrhjG63CXyeqTY8eOlbRHwWWwEBkzYQ4ePKj6xDB+bMyYMeq4NFlAbOk1IwhaR4SIEzNkuMAkJycrk78sIK6FC/zOnTvVhYs6g4bnz58vxZ8El7sHWVeIfadIjx49lBWEx+fdjyWyjgiegAgRB8PAso8//hi3b99GVFSUZMhoAFo/aAWhNYQw2I+pjwweFgRXwGq9dMOYjklmarHppbhvBW9AhIgD4a6Fi8uVK1dU1gUzZEJDQ109LK+GcSAsUEbrFIWHKfVREFxlLWXvosOHD6vbdL0wE4auWz8/88uzWEQET0KEiANh8ynTAkOzf0JCgquH5LVQeFAUHj9+vL4AFANS7zZ5C4KzXINHjhxRIoTVe0nfvn1VELs1VXtFiAiehAgRB8HUuo0bN6rrkydPVr5ewTWwJggDheke48LNHScvEpAquAK6XyiKTc0TuUFhrZrOnTu7emiC4BJEiDiAvLw8FRfCXcuAAQNUWXDBNbvOPXv2qAwEXmf6Iy1TDBgWBGdTWlqKL774ot4qR9fgxIkTMWzYMJtFsVhEBE9ChIidoZl12bJlyhXADAzJkHENLP706aef1pfCptmb8SAsVCYIzg5YZyouBTGL5RGm8NNS2tqYMREigichQsTOCw4LDeXn56vd90MPPWQx4ExwDOyUu3btWlWojEHCzIhhZows2oKzycjIUC5a1hEi7FdEN4y90sTlmBY8ATlL2hE2o+LCw8j3hx9+GGFhYa4eklfB3SYXfZbQNy36LKPPVEhBcLZFjlWUKYoJ+0lNmjQJgwYNsot4MFlEBMETECFiJw4dOqSyZAjjEKQdt3PJyspStUFojSKsQskqqVKzRXAmtbW1qjEdG9TxOkXH0KFDVSxIcHCw3d5HXDOCJyFCxA6wFwSbpZF7771X9YIQnAMXZC78TINkQCpTH5mWKxkIgrO5cOGCssgxO4swKJpuGEduSkSICJ6ACBE7tI1fvny5OiGyMBZ34oJzKC4uxqpVq+qbgvXq1QuzZ8+2685TEKxZAyhA2NSShIeHq3ogDJB2lFAQ14zgSYgQaQMMhmQPGf7fsWNH3H///bJDcRLnzp3DmjVrVJYSY3JYDtte/ndBsDYmiS6Yffv2qUB1puCyIipr1Di6XYC4ZgRPQoRIK6EbgBkyrBlCd4BkyDiHmpoaFRRsqljboUMHFZMTFxfn6qEJXgJFAINQGYxKqxzp1q2bEsPOOg5FiAiehJw5WwkXIVZPpfhghgzNsYJjyc7OVhVSKf4IC8UxJkcCUgVnkZubW98/irCRJbvjsnKyiAJBaB0iRFoBe0QcOHBAXWdgJHflgmN3f/v378eWLVuUCZxp0fzeu3bt6uqhCV4C3a8sSMbCZDweuQEZM2aMutA16GzEIiJ4EiJEbIQ7ofXr16vrTA/t3bu3q4fk8WWxGZBK6xPhzpOxOKzLIAjOOOGzJDtLs5eVlan7mBVHKwitIa4cFxEhIngCIkRsgGl5zJBhfEifPn1UUJrg2HTI1atXq1bp3IFy8R8yZIgsvoLTatPQDXP9+nV1OzY2VsWBpKamunpoguBRiBCxEvaOYYYMszRYsXPOnDlyQnQQLAS1efNmZQYn7dq1UxVS4+PjXT00wQug8KUbkC5YwjYB3HQwI0Yr8UhiERE8CREiVkALCIMk2S+C8QnMkHGFX9hbggH5XfN/MmLECNUcTDKSBGfMc2ZjsTgeY0IIawOxJojWgtFFiAiehKzuVkD/MIsVmTJkmK4r2H9hZYl8ZiMxIJVdSefOnStmcMEpXLt2TblhmJllssKxKmpKSgq0jAgRwRMQIdICx44dUwWLCN0xLFwm2BcGAbI4GWNCCMUHv2tpGig4mpKSErXROHHihLodFBSk+sKwPwwLlGkVqawqeBJeI0Sqqmpw7Pg1XLiYjYyMWygvr4KPrw8S4iPQPa09+vbpiJSUuCa7JLaTJ/QRs2SzAGRczsXp0zdwMT0Ht/JKYNAbEBYWhK5d4tG9ewcM6N8JAQHWHVrMhmFWDLNj6H+nGXz48OGy0xMUt2+X4fiJTDVvM6/no6qyRh1bSUkxat4O6J+M2FjbBSutbkzB37Fjh6qQSliZlx1yaY3T8rzjd3HkSDEqK/1R9tZBDByQj+7d26N/P+vnnSBoCZ1Rw9KaVQsjIyNVS+3WukNyc4uxYuWXWP/ZcZSXV8PHp+4EZzDUfWxfXx/o9QZ1vWfPDnhg3lBMnNAbxcVFeP3111XgGnuYLFiwwKtPjvyONn9xCis/PYT0S7lNvruG32tYWCBmzRykvktzJwkGpDIgkPVBCANRGZBKk7ggnDt/Ex9/chA7d56D3mBsdKwR023OyTGj07DgwWHo17eT1eKXvWFMhfFo5aQbRovWzpbmHZckfgecd+FhQZg1ayDmzzU/7wRBi+dvjxUi/Fjr1h/DK69uQU2Nvl54WIInUz6uT+9EJCcVo7w8X3XOfPrpp1XkvLdy7Vo+/vdPa3HhQrZa9Kw5ZPhdBgb64/vPTcHUKY2bfzHod+XKlfX++GHDhilLiAQAC5WVNXhzyQ6sWHmoifgwh+lxM6cPwLe/dS9CQ5vv81JYWKhikM6ePatusxYNA6EHDhyoyU3G1at5WMx5dzHH5nn3g+9NxZTJfTT5uQTvoNjbhUh1dS3+sHgNdu2uizmwlbpdhhFDBvnil89/S43BW9mz9wJe/N1qGI0G6PWtO1S4IP78pzPVIsmsBPaKoUWEJwIWJ2ORMkHIyyvBT3++DJnXC1oVA8HjKz4+HC/95VF06PBVsTEea3v27MHu3bvVdZ6cKX4ZC8KYEC2ye88F/Pb3q9TGyJpNVHNMm9IXP/3JDCXUBEHL52+PcyhyZ8QJvG9/XSXO1sA1kJcjx4y4dOk2Bg/2TiGyb386fv2bT/mNqO+jtXyx5bSK0enZvRrnz59X97E8O7NitJYWKbguFuQHP34fublFrQ7E5AmbYub7P1yKf/7jCRX/xQBoCl8WIyTMgqEbRssuwL37LuKFF9s+7z7/4hRq9QY8/1+z612ngqBFPM4isvT9vXjr7Z12eX/unEJCAvDOkm8iJlqbAWyOIie3CIueeQPV1TVtWgwb0q1rLZKTjMoczuJQYjYWCJeg/3r+Ixw9elXFg7QVX18dunSJwz2jA5GRUbchoeCdOnWqqois5eMuO7sQT3+d867WbvPue89Owby5Q+zzYoJgJV5rEbl8+RbeeW+X2b/fLsjAsSOvN/u3wcO+g8jI5CYLZEVFNf76t4347W/ma3oBsyf83H/+vw3KjG1uMaytrULm1Z0oLs5EcdF11NZWoGfvB9Eh0dyCZ8TlK3747nfmYdBAccUIX7Fx00kcOlzXzbY5SopvIOPSJhQVXlPHUURkMrqlTUd4eGKzj6cLMT09Fwa9HimdfDBq1CiV9ab1OK+v5p0BNTXWza/iokzcvHlY/V9Wmq1cqBMnL270mNf+sxXDh3dFx8RoJ38iQbAOj3IevvHWDqsel9RpNHr1WdjoEhwca9bcu2fvRZw5mwVv4fCRK3W7UwsxITU15bhyeSvKym4hLNya7sM6JeQ2fFbnmhEEwkDy/7yxzaIIOXLoVVRUFKBz10no3GUSKsrzcfTQf1BedsvCK+twLdMfzzzzDWWB07oIIRRjLDFA97K18ys/7zxu3jjE2YWg4JhmH6M3GPDOu7sdOHJBaBs+nuRK2H8g3aqAysiozmjfYVCjS0BAqEVT7+o1dX0nvIFVqw+rz2yJwMBwjL7nlxg99r/U7tQa+Nts33EOhYXldhqp4AnB0EVFFWb/nnFpM3x8/DFk6HeQnHIPkjuPw+Bh31aWkYz0TRZfu7bWiKPH6zKz3Gbe3YnlsHZ+dUwagXsmvIChI55DTEyqhXl3FkVFMu8ELxMif/jDHzB69GiVGeGMdtnbtp21yXVC14LBoLfqsaaJTL+tp1NaVqmCVFsSdD4+fmqxbE0/jx07z7VhhIIn8fnmUxYDKYsKryA6JhX+DTYKgYERiIrugry8c2oem4PLwaZNJ+EOlJZW1m2k7sTIWDu/AgLD4evbcto7rSw7doo1UtAmDosRYbVCFgGjf/bNN9+Eozl7znrXybkzn0Cvr4ZO56OsI9xxREQkWXwO/baMQenRwxo3hPty8WKO3YLkmoNls1msao7j3kJwExgTcebsDYvpqQZDLXx9my5TPj4BMBr1KCvLaRLb9dXr83jOVidhraewslqqo+fd+Qs3WT/WcW8iCFoTIi+++KL6/+2334Yz4MmtpXx7Hx9fxCf0RWxsD/gHhKCsLBeZV3fh6KHXMHjodxAe0XzwmwmWNPd0IZKenlNf2M0R8KRgi2gUPJeCgjIUF9d1uTVHSGg8iooyVRAmNw4mccIgTlJVWQxYyK6vrtGruiSd72rfoDUuOmPeeVGcm+BeaCprpqqqSl0apv9YS0mJ5QWNREalqIuJuPjeSph8uf/vyLi0EQMGPWP2udxRFReb92V7CvTXO3JBJN7wPQotU1TccsxCx6SRuHBuFc6dWYHklHGsrIGrl7ehuqpE/d1gqPGI441jdPS8K3KD70HwTjQlRBYvXlxvSXEWISFxiIvvhVu5pxvtugRBcD0MxqyqLMS1q7uQfbMuYDw8oqMSJVevbIOvr/azYQRBsIxNZ91f/OIXKiDU0uXcudYHIj7//POq+InpkplZZ361hvDw1pdqDgyKUv5mxo1YMm1GRATD04mMDG51KXdr8YbvUWiZyIgQqx7XNXUaxoz7bwwa+i0MG/kDDB3+nLKMmDYSnnC8cYyOtIaQSDf4HgTvxCaLyE9+8hMsWrTI4mNYuru1BAYGqktr6NmjA/LzS1s1mSsrClSUeku7q7RU7ZaFthepqe1aXWLbGuji6tXTciyO4B3ExIQiIiKoxTgR4u8fjKiozvW3bxekIzAwUsWQWCLA3xedkpqvr6EluLY4UoioeddL5p3gAUKErdp50SI8ubHwmCWqq0sRENC4PXZpyU3k3TqL2NjuFt0yfn4+6NJFm5/dnqSltVNpj47SIkzfpWgUBFpQe/fqiINfZth0Es7JPoGS4uvoljbD4pzlcZyW1l7zGTMmIeLoedeju8w7wctiRK5du4aCggL1v16vx7Fjx9T9qampCAtrLAbswb0Te+P1N7dbfMzpkx+q4kgMWGUBs7LSXGTdOKjy8Lum3Wf2eezE27VLKAoK8tC+fXt4MmGhQRg1MhUHDl5q0UVzPXMvamsqUVVdF1Scf+ssqiqL1PWk5NHw8wtqNo1w/LieDhq94G5MndIX+w+Yb1BZePsyrlzeguiYNPj7h6hS5tk3DyMmtruqkGwJntSnTesHLVNZWanWxkOHDiEmWo/8AoomndXzq7LiNrJvHq2vQkuuZGxV/wcFR6F9h8HqOsXY+HHSWkHwMiHy61//Gu+880797UGD6vLXt23bhgkTJtj9/RISIjByRCoOfmn+BBof3xvZ2ceQeW0X9LVV8PcPRXxCH1U62pKv2WjUISQ4H6+99hrS0tIwZswYJCcne2zvmblzhmDvvvQWH8fU58rKwvrbt26dVhfSrsOgJkKEi+GE8T0RFWVdbIDg+YwZ3V3FJZmrrsriZQxl47Gm11chKCgaXbpNQafksSod3xJBQf6YNLE3tEhOTg4OHjyIkydPoqamLvMnpVMA8gt0Ns2viorbuJyxudFrm25HRXVRQoRVkieM74XISJl3gjbxqO67LDj2ze+8ZddgS6bUDRqYhOFDA3D27Nn6+IlOnTopQdK9e3ePEyT8jD/9r2U4ceKaXb9Lf39fvPX619GxozTfEr461v71yiqsXGX/qp/f+da9WPDgcGgFWobPnDmDL7/8slEgPt3dw4YNQ79+/fDLX63EyZOZdp13jJN5681vILGD4ytcC0Jrzt8eJUTI0vf34q23d9rl/SkwQkIC8M6SbyImmq6ZAuzdu1eZUrmomBYRCpK+ffvC19fyDs3devcseobtyGvs5rd+7ruTMX/eUPu8mOD2lJSUYNWqVbh0KQMnT/ujsMjHLscaLQDdu3fA3//6uCbiQ7h+HT58GEeOHEFZWVm9i7Jnz55KgKSkpNRvZrJzivD0115X7STsNe++9+wUzJtrriu2IDgGrxYiTLN94cWV2Lf/UpuyP7gucLH40+KFGDzoq2h90wJ64MABtbNhKXvCcbK3Dl1Q/v4t935wB9hz5lcvrFDfY9uOEiOGDU3G4j88arGviOA9MM1/zZo1qKiogJ+fH8aMmYjX3zqB3NyiNlkDKDyiIkPwr388qdy1roJz5vLly2qNOH/+fP1axPi4IUOGqEt4ePO9ZPbuu4hfvbBSzZu2zDuuYYyde/6/Zsu8E5yOVwsRwt3E//5xLXbuOt/qHRWtG7//7QMYOqSLxUAzBpnt37+/fqfDJn8jRoxQO53g4GCP6I764u9Wq2JvrT1BtEvQo3dPYNGiJ5VLS/BeKNw3bdqkrAOEwd8PPPAA4uLikJdXgp/+fJkqyd6aZYkn2/j4cLz0l0fRwUVuCK4Jx48fVwIkPz+//n5aPbgm0ApijeV0954L+O3vV6lsotam9U6b0hc//ckMTViFBO+j2NuFCOHHWrf+GF55dQtqavRWTWZTieV+fZPw85/NRMdE62IZGGxGdw3dNoWFdcFlAQEBatczcuRIm8euNa5dy8fiP6/F+fPZyoRszSHD7zIw0B/fe3YS8vNOIT09HUFBQXjmmWc0mwIuOJasrCysXLmy/gRNC+K9997b6MRcWVmDN5fswIqVh9QJlBbOlvD10amutTNnDMC3v3kvQkNbV4vI3sGnXAP69++vBEhCQoLNr3n1ah4W/2ktLlzMsXne/eB7UzFlch+Pi18T3AcRIg3IzS3Gik8PYf2GYygvr643UZqEScPFjgV/5s8diokTerXKlMlc/dOnT2PPnj1qYSJ07wwYMEDFkcTGxsJd4Xf0xZbTWPnpIdWg6+7vruH3GhYWiNmzBqnvMjY2TO2C3333Xdy4cUP9jl/72tfcXpwJts0LinRmzPE6XRLz5s1Dly5dLDax/GTFQezYeU5Z4u4WJabbPNGOHdMdDz4wFP36OtfaxjgxBrDT+sEyBXcHn1KEtLZA41fvYcDmL07h01WHW5x34WFBat4xHoTzThBciQiRZqiqqsHxE5m4cCEbGZdzUVZWpSY0/cjd09qjT++OSLFTh05+pbQAUJBcvXq1/v7evXsrQZKY6N4VDvn9nTmTpVqX05zO3WhYaCC6dU1QBaQG9O+EgIDGmeHl5eVYsmQJ8vLy1EL99NNPe4TrSrAM5+6nn35aPw969eqF2bNnW/3bFxaW4/iJa+pYu5aZj+qqWnVsJSXFqHnbv18np590uS7RJdsw+JSCiJ/t7uBTp8y7bgn138Xd804QXIUIEQ3BNL3du3fjwoULjcrgU5BwR+hNplP+jm+++aYK9mWsyBNPPOExgb1CU2gdXLdunYqb4O88ffp0DBw40C2PeVPwKQUIA21tCT4VBG+kWISI9sjNzVUWEvqQTV85LSMUJAxgowvHG+D3QMsIT049evTAwoULveazewtVVVX47LPPVNAm6dixI+bPn4+YGO33fDEXfEoBQmtea4NPBcHbKBYhol0YzLpv3z5l1q2trVX3MXaEgoQ+ZW9Y1GimX7p0qfr8THemqd4dd8lC8xZAumJu375dF78xdizGjx/vdsc1Y7wY+3HixAm7BZ8KgjdRLEJE+9C3zCh7XrjrIjTtjho1CoMHD25zkJvWoXl7+fLlyjp0zz33qOwJwX1hEOquXbuwY8cO9Zty3tIKwlYI7oK54FOmFlN8MOjc0+elINgLESJuZsZm1UXWImHsBGGa6/Dhw9UlNDQUngo/N2MICOMH+HkF94PWD1pBTGXLWap8xowZ6jh2B7jOmCqflpaWOi34VBA8mWIRIu4H3RQ0AzPN0VRngRUnaR2hlSQqyjP7RHAHvX17XdfkBx98EH369HH1kAQr4dLBmKf169erFG1aCyhA6L5wh7FfuXJFWT+aCz7lvPP0NUcQHIkIETc3cXNhZKbNzZs31X0M5uQukwWgPM03zcNvw4YNKhiQcQSPPfaYxfoSgjagO5EC5NSpU+o2s6BYGyQ6WtsNDSX4VBCcgwgRD8CULkhBwv9NMNOEga2eVCqd4mvFihWqMykDAhctWoQOHTq4eliChWBjumI4L+myYDAq43y0nP0kwaeC4FxEiHgYrEjK1F8G0jXcwVGQpKameoT/mq6p999/X5nLGRfD6qta3117GwzmpBuN4pjw92FAalJSErSIBJ8KgusQIeKh0JTMGBKalmlFIO3atVMpkqzaquUdqbVm87ffflvtXllzgn1pPDlY151g3BL7xLBfDGFhsvvuu0+TJ3Jzwad0u1CAdO7c2SPEuyBoGREiHg6/F9Yi4WJrMjNzd8oYEp4gGOTqrjBz6K233lL1VuieeeqppzR5svMWuDwcPXoUGzduVMcaM2FmzZqluaBiS8GnDDxlAKqsIYLgPESIeAkVFRWqDsmBAwfUdUILAjv+Dh061G3SJ5vbfVOMsD8Ny+E/+uijEkDoAvj9M73a5BKkJWHu3LlqTmop/Z0WQgqQu4NPOQeYgivHjiA4HxEiXgZTJ7lrpZWE3xWhFYELMUUJd4XuBl0AdNNwF963b18ViyDmdOeRkZGBVatWKQsVXX4sOMc0cq24/9gqgCK8YfAp+9mYgk/pshQEwXWIEPFSGJzHdEoGtt66dUvdx90g3TV027hbr49Lly7hgw8+UPEwI0aMwLRp00SMOCFoeOvWrUrUmtoPUARqoWM0j2+6XWj9aNjVWoJPBUF7iBDxcviTstsvsxuuX7+u7uMJnH59Ztq0b98e7gJ3vEwVJZMmTVKBuYJjoHhlQGp2dra6zbiKqVOnqjRXVyLBp4LgfogQERT8aZm2SEGSnp5efz9TfilI3KV0NXfnn3/+ubo+Z84cZeER7HucsMAXv2NaREJCQlQjQp7oXR18ynExRsW0TDEGigJJgk8FQduIEBGawF0uXTanT5+uX9RZ/4EWhu7du2tekGzevFmlLnOcDz/8sBqzYJ/mi6tXr8bFixfV7W7duimxxwaMWgo+ZfM8Wj8k+FQQ3AMRIoLFBmU8oTO4lT53Eh8frywkDArV6iLPw5QnTJ6kmJ7MtF6tFtJyFyg++J1SjPB3nzx5sorFcYUoZfCpqfIpg6+JBJ8KgvsiQkRoEfra2fGXpm/uQgm/a2ZGDBo0yOVxAc1B4bRs2TLlZgoODsbTTz+tRJRgG8wy+eKLL1TWCeF3+MADDzj9ZG8p+JQZXww+ddcUdEHwdopFiAi2VDOlGKEo4c6Y8CTPnfHw4cPVdS3B3fK7776ryt7zmGApeDk2rIdVa9nXx5RVxd+YlhBaH5w5rxl4ygBUCT4VBM9EhIhgMwxSPHbsmHLb0H1DeHJiUCCtJFr6/lloiwXPWPiMu3laRrQmmLQGpzkL39ESQksEgz4ZC5KWlua096fVg9YPCT4VBM+nWISI0FpYs4NdcJlpw90zYREr+uoZR0KzuRZgCXiKERbcYiDj448/7tRdvTvB74ixIKzLQhjoe//99zulj48p+JRWN5MVhkjwqSB4NsUiRIS2wsOCJy4Kkob+e544KEg6duwIV0OhtGTJEnWy69GjBxYuXKiZyp9agTEYa9asUS0AGOTLuiCMv3C060OCTwXBuykWISLYk8zMTJX6e/78+fr7unTpolJ/+b8r/fkUSe+9955yNzDIlvUvJL6gLpaGdUEYh0FYxI4VUh0Z3CvBp4IgmBAhIjgEmtYpSE6ePKlcOIQdcilIGGjoKmsET37Lly9XVpxx48Zh4sSJ8GbYp4cVUhlDQxjjw14xjurKTNcPBU9zwacUIK4Wq4IgOB8RIoLD4zNY7ZSZDwxyJexjQ5cNTe+OOuFZgidBdoolM2bMUOZ/b4PikMHG27ZtU9dZlIzdctnB2JHBpxSCJmHKuJPBgwcrASJzVhC8l2IRIoKzsleYicF6FEwDJuz0yx04syCc3YBsx44d2L59u7q+YMEC9O7dG94C5wi75bIsuimWZ9asWapcuz1hPA7jPihAJPhUEARziBARnB6PQIsErSQ00xPGAvDExHokzsjOIDyUN2zYoDI0eDJ87LHHlFvA02HZflqDKAYZEDp9+nTVj8ee7hBLwae0frhTI0VBEByPCBHBJTBYkScqxpGY4hPopmEQ6ejRoxEVFeXwMdBF8Mknn6haFawOyxojnnqSpHVi48aNqv4LSUxMVAGpsbGxdg0+pbAzWVoIX58iU4JPBUEwhwgRwaVQDDDDhqm/DJwk3J3369dPxZEkJCQ49P0Zt7J06VIVw0BX0TPPPIPo6Gh4EtevX1cBqabic/fccw/Gjx9vF7eIKfiUMUAmCxd/P6ZIU4BI8KkgCC0hQkTQBKZW7hQkGRkZ9fezoBYzbTp16uSw96ab4u2331a1RhhISzHiLBeRo0Xerl27VDwMv1/Oj3nz5iElJcWhwaeM+eF7CYIgWIMIEUFz0DJClw2rtjYMcKQgSU1NdcgOm7t5Vl9llg/dFk8++aTTA2jtCT8HrSCs60LYLXnmzJltco9YCj5l7AcDfiX4VBAEWxEhImgWxo5QkLDst2nXTVcNBUmfPn3sXouE70cxwgwfprE++uijbnlipVhgIC6FA2NfKEDo6mqtgKPooPjg79Aw+JSvSfeLp8bVCILgHESICJqHvy07/jIWwXQiZDArg1qZ8WHPvjHs1PvOO++gpqZGnWjpynCXGAe6mChAWESO0J3F8bcm5oXBp4zdoQCR4FNBEByJCBHBbWAPFJ4YWY+EVgtTXALTfnlytNeJMT09HR9++KGywowcOVL1XNG6GGHMxqeffqqOf46VwagMSrXVakQXFQNPKfok+FQQBGcgQkRwO2itOHr0qKoMyt+b0AXBOAUKB1YJtYd7gyd2MnnyZJXBo0VouWAwKoN8OT1p/WBablJSktWvweddu3ZNiTymMkvwqSAIzkSEiOC28CTMAl08CZuCJxnTQbcBhQMzYNoCi66xGRyZM2eOcgNpiYKCAhWQSncS4edmgTJrg2xNwaes/cEiZCbo0qH1Q4JPBUFwBiJEBLeHh+XFixeVIDFlidB9wBMpBQmb7bUWChEKEr7eI488grS0NGjh87Iw2WeffaasQ3RJsUQ7A3itQYJPBUHQEiJEBI+CLgYKEgoTE926dVOZNqyfYWt8Aw959mWh5YAna6b12uL2cESczNq1a5ULhfAzMSC1JdeJpeBTurRo7ZHgU0EQXIEIEcEjYXEypv6eOnVKiQnSsWNHJUgYeGmLIOFJfNmyZSqINTg4WBU8i4uLg7O5fPmyilthECmDUCdOnKgyhywFpErwqSAIWkeEiODRsKw5g1rpymA5d0IRQZcNXRHWxkDQhfHuu++qeAweZxQjzjrOKIS2bt2qPofJisGAVBZeaw4JPhUEwZ0QISJ4BaWlpSrtlydnBmkSHiejRo1SJ2dm3bQEU4ZZ8IyFz1hYbdGiRcpCcjdlxeVIP3oZl45eQXF+CaADouIjkTqoM7oN7IzgsKbPsRTPwYDU7OxsdZtjnTZtWrPjpVgyVT5tLvi0V69eqrGgIAiClhAhIngVFCHMEmGBNIoTQjExfPhwdQkJCWmxdPqbb76pnsvS5o8//riKHeHUOLrlJFb/ayP2rz0Eg8EInY8OPr51bhOD3gCjwahu3/PACNz/3fvQ755eZt0ifD26UzZt2qQsORzj/fffj549ezZ5rASfCoLgzogQEbwSntx54mYciakrLU/etDjQSmLJdcH4kyVLlihRQ2EwbvgEvPT1V3Fs2yn4+PnAUFvnCjGHr58P9LUGjJg5GD/6z7cR26Fx5dOysjKsWbMGFy5cULdZbn7u3LmN6qPQ3cKGcxRVjB0xIcGngiC4GyJEBK+GJ3TGUTDTxuT+YPBn//79VSBofHy82Uqm7733HnJP38bFT28oawfFhS1QtASFBOKFT36KwZP7q/sYEMssHYoRxq9MmjRJFWkzWU5oiaGlpLngUwoQihYJPhUEwZ0QISIId1whGRkZSpA0TG+lxYOZNsy4uZtlf1+BN3+0DGjDrFDuGx8fvLj65yhADg4ePKjupwBiQCrdKuaCT+lGogWHAkSCTwVBcFdEiAjCXVy/fl25bOj6MNG5c2clSEwWh8unruE7g3+uMlraIkRMYkTnq8Pg76QiKDpAxXVMmTJFCRAJPhUEwdMpFiEiCM3DIFCmzFIMmKwQtFCMGjkK/1r0Lq6ezmzijskyXsEZHKq/7QMf+CEAYYhEHNojEZ3hp2umWzAzazqH4/cb/kuVpmfsB2NYTBk+FBwMPmVArQSfCoLgSYgQEYQW4DHFMu8sDMaS6tmHC5C+LqvZx5qESFf0RjBCYYQRVajEbdxSrpcghGAARiNcF9Xs8+/57hAY4+vEB6EoofVDgk8FQfBURIgIgpWwjghrkbz8yFsoy620KESG415E6Bo33Ssw5uIY9iAAgRiFafDV3VVMTQeEJ4Vg4Ne6oXv37kqASPCpIAieTrEN52/zdaTbCIMDv/a1r6ly06yXwN4gL7zwQn1NBEHQAgwO7RiRbFaEtESMLgFd0AuVKEc2rjZ9gBEoySzHgpkP4eGHH1bzQESIIAiCE4QIgwLpg3/ttddUW/e//vWvePXVV/HLX/7SUW8pCK3izN4LbRIHHZCs/s9HjtnHXD9dl0YsCIIgNMZh4fn33XefupigOZqdQv/973/j//7v/xz1toJgMxcOX4KPrw762tZ5KYN0IfAz+qMCZc3+3dffV73HlCfHt3GkgiAInodT8wTpK2KgnjmYTWDKKDD5mATB0dy6nm9z4bK78YUfalHXgO9uWJU1P6ugTa8vCILgqTjMNXM3rC75j3/8A9/61rfMPmbx4sUquMV0YW0FQXA0+lp9218DtfAzo+sZD86+NIIgCIIdhMgvfvEL5U+3dGlYNIqwzTrdNAsWLMA3vvENs6/9/PPPK6uJ6ZKZmWnr8ATBZsKiQtsUI1JpLEctahCMMLNl30MiLDfeEwRB8FZsds385Cc/Ua3SLcF4EBNZWVmYOHGi6vHxn//8x+LzAgMD1UUQnEnX/ik4uOFIq2NEbuKa+j8W7Zr9O3vW8D0EQRAEOwgR9ssw1zTsbmgJoQgZMmSI6mzK/huCoDW6D+3W6hgR1hG5jLOq0Fn7O9kzzQmRtCFfiXNBEATBCcGqFCETJkxASkqKypJhaW0TUs5a0BKDJvVDUFgQKkst1xLJQzbKjCWqsmo1KlFwV2XVJsXM7hAZF44+o3s4aPSCIAjujcOEyObNm1WAKi9JSUmN/qbhYq6CFxIcGoTpz9yLNa9stGgZycAZ9b8OPvBXvWYi0B0DzPeaYXyIrw9mf2ca/PylkZ0gCEJzSIl3QQCQc/UWnun1A1RX1tjtNRkAGxIRjCXn/47ohEi7va4gCILW0USJd0FwJ9qlxOPb/+8pu74mNf73X/mGiBBBEAQLiBARhDvM/NYU3PPACOh87NALRgfc98xETHx4jD2GJgiC4LGIEBGEOzCr6xdLf4DR9w9TQqItTH5sHH746rekwZ0gCEILiBARhAYEBPrjVx//GF9f/Dj8/H1VsKm1+Pr5wD/IH8++/Ax+9vaz8PVrPotGEARB+AoRIoJwF76+vnjo53Pw6tG/YMzc4UqM0F3TnCih+KDVg6Jj/MLReOPkS5j7velSM0cQBMFKJGtGEFog/+Zt7Fi+FxcOXcLZAxdRUlCqxEdEbBh6jeyOHsNSMX7hKETFS1CqIAiCredvKW4gCC0Q2yEa838w09XDEARB8EjEfiwIgiAIgssQISIIgiAIgsvQtGvGFL5CX5MgCIIgCO6B6bxtTRiqpoVISUmJ+r9Tp06uHoogCIIgCK04jzNo1W2zZgwGA7KyshAeHi6FoQRBEATBTaC0oAhJTExssZyBpoWIIAiCIAiejQSrCoIgCILgMkSICIIgCILgMkSICIIgCILgMkSICIIgCILgMkSICIIgCILgMkSICIIgCILgMkSICIIgCIIAV/H/ATrJ/Ab6eSdLAAAAAElFTkSuQmCC", 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3qgjJ/v37sXPnTmcvkiB4LAZJzQiCZ8LOmGXLlqGwsBChoaEqZeGOpmW2kp6e3uQWu2bNGpw5c8bZiyQIHolBht4JgmfCQXbHjx9Xpl8sTqXfhqfB+TkDBw5UoowdQ8XFxc5eJEHwOOolNSMInsfZs2exbt06dX/GjBlITEyEJ8LUDNuUExISlP37xx9/rNJVgiB0HpKaEQQPo6ysrMm0bPDgwU2D4TwVTvy84447lI09B+MxXcV1IwhC5yCpGUHwsC88i1OrqqqU2+isWbM0ZVpmK6yRoRhhmorpqo0bNzp7kQTBY6iX1IwgeA4syqSjKFtXWRfCaIDQSFJSEmbPnq3uU4gcO3ZMVo0gdAKSmhEED4HzVXbv3q3us0OmS5cuzl4kl2PIkCEYOXKkuv/5558jNzfX2YskCJrHIF0zgqB9cnJysGLFCnV/woQJ6NGjh7MXyWXhxOFu3bqpcPGiRYtUGksQBMenZlwhQus5BgaC0ImwG8RsZU7vDAoRoXXopXLbbbepiFFJSQmWLFmiZtMIgmB/jEajuhFvb2+nr2IRIoLgINMy+mOEh4erlIwUp7ZNYGCgsoHn4L9z587h66+/ln1TEBxA81lPIkQEQYNs3rwZJ0+ebDItCwgIcPYiuQ0xMTGYN2+euk8L+L179zp7kQRBcxhEiAiCdsnIyMD69evVfXaDxMfHO3uR3A4OAJw4caK6z+F4WVlZzl4kQdBkfYher3eJERPOXwJB0AisbVi6dKm6f91116luEME2xo8fjz59+qg89ieffILS0lJZlYKgwdZdIkJEEOxoWsYiVVqXz5w5U9ZrB2BNzdy5cxEbG4vKykolRsxXcYIgaKd1l4gQEYRWCk5L6wpwqnw/jpRux/Gy3citOY8GU8udHKtWrcKlS5dUPcj8+fNd5gvuzrBolc6rXKdct8uXL2/VBr7SUIaMikNqWx0r3YkLVRkwGEW4CEJzjKYG5NVk43TlfhjjS2GMLUdJXb7TxyvoTM5egjbmc4SFhamwLO2gBcHR8AS2vfArHCvbheqG8mv+7qXzQWpgb4yMnI4+YSPgpfNWBZU8SZJ7770X3bt3lw1l52GBH3zwgTpYTpkyBWPHjlWPF9RexM7CNThY8h3KDUXXvE4PPRIC0jA8choGho+Dr95PtovgcTSYGnCibA92FK7GucqjMJjqrnmOvz4IvUKHYlTkTCQH9rRLl197zt8iRAQBQHFdHj7L+hfOVB6CHl4wonUPCx30MMGIEO8ITAi8A+s+3KE8LyZNmqRqGwT7ww6ar776St2/9e65OOr3LQ6UbG7aFq1vKx1MMMFPH4DZCQ/jui6TpZVa8BgyKg7hs6xXUVKf3+Z3hcLdCCNSAnvj1uSnEOWX0KHPFiEiCO1gX/F6LMt+E0aTQX0RrcV8ktOdi0Cfqkm4+4675STnIBgNYdRpT/YmGEZkQudrtHhQbY304MG4M+UXCPAOdshyCoKrREFWXXwH2wtXtSlAWhIkOp0eNyY8ghGR0zpFiEiNiODRbCtYiU+zXlHhyvaIEEIRon6mFqFm2Ck0mL43CRLsC0PF3cfFwDD2LOBjsEmEkIyKg3gr47eoMlybdhMErYiQRef/olLMpL3fFR4HeSz74sIb2JjX2AXoaESICB4LCxtXXFzQ8TfSAWerDmHZhdftsVhCK7U7i7L/ymSyWt+2woNyfu0FfHDuT6pwTxC0xqqL7+Bo2U61t3eUr3M+wv7ijXA0UtoveCSVhlJ8nv1ao4po5QtrqGvApn8dw+GVWagpq0NMjzBMeKovuo2OaTE6sq94A/qFjUaf0OGd8D/wHNj9siTrH1ZX9n/39glsfPUoorqH4LHPprQoRjKrTmBrwUpcHz3HAUssCM6rCdleuKrVvxedr8DGfx1F9r5CVJfVIzQuAP1mJmPUA+nwCWhZDnxx4S2kBQ9AqE+Ew5ZbIiKCR7L60geoaeCE19ZPbiv+Zy92fnga/WYlYeqvBkLnpcMnT21F1t6CVmtGPs96TdpG7czWguUqimFNiLkstxpb/30CPgFebT7365wPUVpfaKelFATnp2SWZr2iakJaoiynCu/eswEXDxVj6J1pmPrLAUgaGIHNrx/Dsmd2tfq+BmMtVl78jwOXXCIiggdCzwmGGy2d2C4eKsLR1dmY/Iv+GPVAD/XYgJtS8Pat6/Dt34/ggfcntBgVqWwoxeHSrRjcRabt2uvg+l3BCqvDzOv+eggJAyNgMppQVVxr8blGkxG7CtdiStyddllWQXAmJ8p2o7S+5YskcmhFFmrK63Hfu+MRnd5YPDrktm4q0nhoeRaqy+oQEOrbYs3IkdJtylcpzDfKIcsuERHBI7tk2rq6Pv7NRRUBGXJr16bHvP28MGheKi4cKFJXF61FRcxFYkLHOVm+FxWGEquem7mnQG23qb8aYNXzuQ/QW0FqRQQtwH25tWgIqatoNPgLirzSTyc4yh86PeDlbUkO6LC7eB0chUOFyAsvvIDhw4cjJCRETdWkZfOJEycc+ZGCYFUetS1yjpcgIjUYfsFXzmKI799F/cw93vLsE0ZFsqtOo954rWmQ0H7OVhxWvi5tYWww4esXD2DwvFRVy2MtVQ1lKKi9JJtGcGuMpgZlVmbpAitleLT6ufL3e5F7vERdTDHqu3fJWQy7uzt8A1svGeX7ZpQfhFsWq27cuBFPPvmkEiP0tv/Nb36DadOm4ejRowgKCnLkRwtCizAMmV11qqn1tjUq8mvUlcLVmB8rz6+x+KXNqTmP5MDGlI5gO1lVpyyay5nhwbT0UjXuerNvuz/jYnUGYvyTbFxCQXA++bUXYDBZHmnQfWwsxj/ZB1sXnMSpDTlNj495tBcmPtX29+ZizRmVztQzfOJOQmT16tVX/P7uu++qyMiePXtadKCsra1Vt+aGKIJgT+pNdahqwbr9agy1Rnj7XvuFY3qm8e+WT45FtTkiROxAYV3b0Yqqklpsfu0orn+0F4Ii2mfjzmhLYd33B2VBcEeK6nKtel54QiBSrotErykJCAjzRcbmXFXcHRzph2F3WR5NUW+sVWMvgrytjzi6ZPuueZR3REREq6mc559/vjMXSfAwrDUd8/bTw1B3bZjTLEDMgqSjnyOgw+tx46vH4B/mq8LLtiDbSnB3Gqz4nhz5Khur/t9+PPHlVITGBqjHek9JVIXd6/9+BH1nJiEw3LKQNzjouNZpxapGoxE/+9nP1MCq/v37t/icZ599VokV8y0rK6uzFk/wEHx011aFt0RwtD8qCq5Nv5gfC4n2t/w5eus+R+jY9qIvwv6lZ9XVXHleNUouVKobBaPRYFL3q0st1euY4KOTYXiC9o9rexefQVzvsCYRYqbHxHjU1zS0WvfW3s9x6YgIa0UOHz6MLVu2tPocPz8/dRMER+Gt90GYT5TFNjcS2ysM53cVoLai/oqCVfbgq7/3thyelJoD+xDrn4ryCnbNtFzTQ/FhMgJr/++gul3Na7O+xvB7uisfmJZga6JsK8HdibaixqmysBb+oVcW35MGg7Gp4NsSAV7B6ua2QuSpp57CihUrsGnTJiQlSVGY4FxYRFpWWmSxwpwhyx3vnca+peeafETotHrwi/NIGNAFoXGBrb7WW+eDKD/Zz+1BUmA6zlQcarVglX4It/5t5DWP01m1rsqgBEiXZMuF8YkBtqV0BMFV6OITAz99IGqNLdsKEHYBnt2Wh8Jz5YjsGtL0+NGvslX7bkwPS4PpdEgK6OGwoZ7eju5Q+PGPf4zPP/8cGzZsQLdu3Rz5cYJgFb1ChuJw6TaLz0kcGIHe0xKx4Z9HUFVUq05mh5ZnovRiFWb//jqLkyvTgwfBS9d2y6nQNj1DrsOGvE9b/XtgFz/0mnztuPJdH2Wony397Xt0iPSNVxEyQXBndDodeoUOxeGS71od3jnqwR7I+C4XHzy0GcPuTENAuC9Ob8pBxpZcDL4lFSExV6ZsrsSk3t9R6B2djvnwww+xcOFC5SWSk5OjbtXV1Y78WEGwyIDwsfDTW/rSNTLnD0NVWP/Qikx8/X8H0VBvwu3/HI2Uoa2fuHgQGB01S7aAnUgJ7IUYv+TLM4HsjQljomY77CpPEDqTUZEzLU4Q53HrgffGI75vOPYsPoO1fz6I4qxKTPhxX8z47WCL7+2t88WQLhPhKHQmaydJ2fLmrXzB33nnHTz44INtvp7tu2FhYapwNTTUUthIENrHNzmLsD5viV0mVDaPhjBX+1SPlx3Sa++p0I6fQ+/siw6BXsF4uvfr8PdqPc0mCO6CyWTCmxnP4kLVaYuCpL3QLXpM1I2YlfBQu17XnvO33tErpqWbNSJEEBzJxJhbEeUbb9ESub1Q0tyW/FMRIXZmUPh49AgeooSe/TBhXtKPRIQImkGn0+HWpKfsGj3k8ZGpyylxd8GRyGWb4LHdM7en/FzVclDx24NpcXcjIUDqoBxxgJ2X/CNVsW8f4ajD0C6T0Tfs2iJXQXBnov2TMDvhYTu9G4+MOtye8jP46i3bFXQUESKCx5IY2B33df0N9EqMdOyrMC56LsZFz7PbsglXEuYTiR90fx4BXkEdjoz0CxuJm5N+KKtY0CSjombihtiOTZTm8ZD/7u76K6QG9YGjESEieDTpIYPwWPc/ootvTLsjI/yisohrTuLjmB53nxQ9doKnyA/T/w+Jgek2HVi5fSfG3IY7U56WriZB00yOvR23Jv0Yvnq/dgt3fk9CfSLwSPf/RZ/Q4Q5bxk4rVu0oUqwqdBaco/Bt7hJsK1ip7it0rZ/U6EHCNuAbEx9BhG+sbKhOnjS6rWCVKjaubqho2h4tP1kH6E2IMCbizp4/U1EwQfAUSusKsOLiAhwr26mOXK17JzUe7Lx13hgZOUPVhHQ0HdOe87cIEUFoRm1DNf614k8oCsiET6wBdbrqK4zK4gO6IS2oP4ZFThUB4mQMxnocLduBQyVbkVV1EuWGoiuG2cX6J8OvrAuyN1ciMSgNjz32mFOXVxCcRUldPnYXfYPjxXtxqfoM4P19/IHpTpqV0SeELbr+XpYNAB0hRDp16J0guDrGOqDigA98TGlqNpJPkB51xloVyg/yDlX1JILrFBwPDL9e3UhNQ6USkjqdHoFeIervVVVVeHn1y7hUdgkXL15EQoIlgzNB0CbhvtEqypFceh0+Xv4xYlMicdc9d6mZWPyuONtLR2pEBKEZZ86cUS3m0dHRSs0Heocg3DcKIT5dRIS4OLySC/ONUvltihASGBiIPn0ai+327Nnj5CUUBOdSUlKiakAig2LVcY0XV84WIUSEiCA04/Tp0+pn9+5SS6AVhg5ttKY+dOgQamsv1/8IgocKERIeHg5XQoSIIFyGkZCMjMYZJenp7e/MEFyT1NRUREVFob6+XokRQfBUSkSICIJrk5+fj/Lycnh7eyMlJcXZiyPYCYaer7vuuqb0jAs3CgqCQxEhIggujjkawitoH5/GGgNBGwwePBheXl5q6CaLVgXBEymRiIgguIcQkfoQ7REQEIB+/fqp+7t373b24ghCp1NTU6NuRGpEBMEFYf3A+fPn1X0RItouWj1y5EjTAVkQPC0aEhgYCF9fX7gSUqwqCIASIQaDASEhIap1V9AeycnJattSdB48eNDZiyMInUqJi6ZliAgRQbgqLeMKffWC/eF2NUdFpGhV8DRKRIgIgmsjbbuewaBBg1RXVF5eHrKzs529OILQaYgQEQQXhjMR2LrLK+a0tDRnL47gQPz9/dG/f391X5xWBU+itLRU/ZTUjCC4cDSEc0jYXSF4TtFqdfX3Qw0FQcuUSGpGEFwXadv1LBITExEbG6uKkw8cOODsxRGETkGEiCC4KEajUepDPAwpWhU82UMkLCwMroZ0zQgeDV02+QX18/NTV8qCZzBgwADlnltQUIDMzExnL44geKyHCBEhIng05rQMi1T1evk6eApStCp4EiUuXB9C5MgreDRSH+K5mItWjx49iqqqKmcvjiA4DBEiguCiMCVj9pJIT0939uIInQy7pOLi4tDQ0CBFq4KmKZGIiCC4JmfOnFEj4aOiolyygEtwLFK0KngKJSJEBME1kbSMwKJVFu8VFhY2DT0UBK1RIkJEEFwPRkJEiAjslhKnVUHrlIgQEQTXg1fAtDz28vJC165dnb04ghMZNmxYU9FqZWWlbAtBc7VwtbW16r50zQiCC3H69Gn1MzU1VflJCJ5LfHy8Klylud3+/fudvTiCYFeKi4vVz6CgIJc91kn7ruCRSFpGaKmVd+/evSptJwhaocTF0zJEhIjgcXDGyLlz59T97t27O3txBBeAdSIsWi0qKsLZs2edvTiCYDdEiAiCC0JLb4qR4OBgxMTEOHtxBBeAImTgwIHq/p49e5y9OIJgdyHiyhYFEhERPDotQy8JQWhetHr8+HFUVFTIShE0QWlpqfrZpUsXuCoiRASPQ+pDhJaIjY1FUlKSKlrdt2+frCRBE0hqRhBcjPLycuTm5qr7Uh8iXI0UrQpawmQyiRARBFeNhrBdkyOxBaE5/fr1UyZnvIo07yuCoAUPkTCpEREE10DSMoIl6LMwaNAgdV+KVgWtpGWCXNhDhEiNiOBRYUoOuiOSlhHaSs+cOHFCpfIEwV0pcQMPESJCRPAYLl26hKqqKtWqyaJEQWgJtnQnJycr4SpFq4I7UyJCRBBc09Y9LS1NzZgRBGuKVtlFIwjuSIkIEUFwLaQ+RLCWvn37wt/fX3kwSNGq4K6UiBARBNeBlePZ2dnqvtSHCG0hRauCFigRISIIrgPnhzDEHhER4dIOg4LrpWdOnjyJsrIyZy+OIGjSQ4RIsargUfUhEg0RrCU6OhqpqanqgM5aEUFwNw+Ruro6l/cQISJEBM3DE4k5z5+enu7sxRHcMCrC7hkpWhXciZLL0RAO93RlDxEiQkTQPMXFxepLqdfr0bVrV2cvjuBG9OnTBwEBASo1c+rUKWcvjiC067jnDmkZjxUiZXU1uFhVhtzqctQ1NDh7cQQ7U22oR05VGS5VlaHKUNeUlklJSVEeIoJgLd7e3hg8ePA1Tqvl9bVq/+IxpLbBICtUcBkq6+vUvnmmIBcGnXsIEW94ADxQrMo6htVZx3Gg6ALyayqb/uat06NnWDRGxqRifrdB6BUe49RlFWxLvWzPO49l5w9hd342zlcUwXT5bzpeEZi80SVej+jELjCaTNDr+KggWJ+e+W7bNnyTcxobNyzC4bI85FR/77jqpdMhLSQSI6JTcFu3QRgYmSCrVug0jCYTNuecwZfnD2NPQTayKhtTMoqeXlhnPIedO5djXteBGBmdAp0LHv90Jh7FXRSGQ1lkw17+0NDQdr/eYDRiwYkdeP3Yd+oKRg8djE2nqCvx0unRYDJiWFQSnh86A73DY+3wPxAczfqLp/CHfWtxrqK4aRu2hM5kgkmnQ2JgGH49aDJmp/SVjSNYdZBflLEXL+7+GpU6owoht2ZvZt7/+oXH4rmhMzA0Stx7BcdhMpmwMusY/nxgHS5UlSlB3NDK6dz8t24hEfjt4KmYlJDuUudvzQqRs+WF+Om2z3GkuHHku7Vwg5Ef9xuHJ/teL1fPLhx+fG7vanx+7hB00MHUisC8Gm5dPnN6Ui/8adhshPsFOHxZBfeE6dunt3+BnfmZ7T6GUMA83HMk/mvgJPiKi69gZ0pqq/HMrhVYe+Fk0zHNGswX47d0HYjfXzcdQT6OS1V7vBA5UpyDe9Z/qOoDWlOI1jAnpR/+MnIOvPQeWUrj0jU+9234CEdLctUB3xZ4skgNjsDHk+9FlH+w3ZdRcG/OlRfhrm8/QGFtpc3HEArkcXHd8Mb18+Hn5RFZcKETKKipwJ3ffoDMimKb902mp/uFx+GDiXcjxNcfzhYimjvDZleW4N71H6GygyKEfJl5BP9v39d2Wzah4zDd9oNNn+BYB0QI4b7BWpL7NixEjaFeNo3QRFFtFe5e/2GHRAhhlG5Lzln8YvsXKowuCPYoxL93/UcdEiGEx86jJTn4weZP1DHV2WhKpnPl/nLHclQaals9SZVv2Iv8Nz5r8W9hc8Yh8u7pVzz2wek9mJTQAxPiuztkmYX28ebxrdhb2GjVbs221YcGwTcpBuE3jUPgkJ5X/I1f5FOlBfjb4U14dvANsikExe92r1ZXnS0d6OuyclH86beoPXsRDSUV0Pn5wDcxGmE3jUPQ0N7XPJ9h8NXZx1UK8ZZuA2UNCx3i5UMbcLqssMVUdN5rS1GxaV+rr0157Vfwjvg+MsH9m8Wtbx/fhh/2HevULaMpIbLkzH6r87ld5t8A75grrb59k2NbzKn9eudyrJ/9JAK8XdsURuucKSvEPw5vsn7bmkxoKK1E+ca9yPm/9xH7y3uvOVnwC73gxHbMTumDgRHS7eDpfHPhJL7KPtbq3w0FJTDW1CFk/BB4dQmBqbYelTuPIPelDxH1yM0InTL8mtcwh//7vWvUxUykf5CD/weCVjlQeAHvnNzZaj0I972AAVddMJtMKFjwJbyju1whQprz98ObMCO5N7qFRMJZaEaIMALy2rGtVhfuBA7uCb/uiW2/L0yq3XdF5hHMT2v0ExCcw3undjUrN7V+24ZMGorzj7+Iyq0HW7xq1ev0WHB8B/4xZp5DlltwH944ttVid13gkF7q1pzQGaNw4dnXULrquxaFiOlySH3J2QN4os8Yhy27oG3+fWKHqu1oLSXj3zNF3ZpTc/ycEsvBY1uPxvFi7L2Tu/H7oVdmAzoTzdSIbMs7p+pDHJGJ5YHp3ZM8CQrOoqK+Fp+ePdBqe64l9EH+0Pl6A14t7+58T14FMxwveC4nSvKwr/BCqyKkNXR6Pbwjw2CsrGn1OXzP90/tRoML5OMF9yO/ukKl+NpbF1Lx3UFAp0Pw2EGtPofvyWMrOxE1KUQ2bdqEm266CQkJCcpEZdmyZQ77rI0XM5Q5mbUYq2rQUFZ5xa3V58KE46V5KGhmhCZ0LrsLslBjpYNl823LnD5Dk6aaOgRfP9jil3Fr7nk7LrHgbmy4lGF1uz7TM9y/6nMKUbLyO1TtP4WA/mkWX0MX1tNlBXZaWsGT2Jp7rt3F+SZDAyq2H4Zfz2T4XFWGcDXVDfWt1t65fWqmsrISgwYNwsMPP4xbbrnFkR+F/UUXYGjH1fKlP75zzWNpi/5g8TWHiy9hYrwMTXMGh4tyLBr2WNq2Oh9vRD8xD4EDW992FLGHiy5hTmo/uyyv4H4cKrpotSFD4Ydfofyby1FSnQ5BI/oi8qGb2nzd4eIccW8W2r9vFl9Sx6j2nOOqDpyCsbwKIRaiIWZ4bD1UdAnj4iyLabcUIjNnzlS3zoDdD+0h8uGb4BMf2a70TEZZoQgRJ5FRVmB1wLz5tm0orUDF5gPIf2sZ9AF+CBrRstDgF/xUWb4dl1hwNxj1tDYtEzZzDIJG9kNDcTkqtx2GyWhSV6CW4IlEIiKCLZwqzW+XCGlKy3h5IWj0AKue78x906WKVWtra9WtuSGKtdQZ2zd4yr97klXFqmYYsmXBmeAcGDq01ovh6m0bPGYgLjzzGgreWYHA63pB593ybk8DPMFzqTFYfwxhyy5vhB00jMLlvvQBEv7wRKuzPPhoTYMcQ4T2U9XOc4+xphZVe44hcFA6vEIC236+yeTUfdOlilVfeOEF5cRmviUnJ1v9Wm+dl0OXjZXFPnrHfobQOlz3dKq0BRYT+vfrpq5e6y8Vtvo8X71L6XKhk/HpgINy0Mj+qM24gPpLrV9VUkbLMUSwBd92jgmo3HWssVvm+rbTMoTi2Zn7pksJkWeffVbZwZpvWVlZVr82Odixo45Zm5AabLngR3AcXPcdmprbYGwqMmwtbN41JML29xfcnm6hkTZKXcBU13g1aaz6PqLbUneWHEMEW+gaHNGuZoyKLQeg8/dFYAt2Ba2VHqQ48fzmUkLEz89PedI3v1nL4MiEdm0oW+gfEefQ9xcsrPsu8e3OkZph7r764GnA26spnH41fO/+XWT7ejIDI+KVp4wlWHPU0v5Vvnk/dL4+8E1qef9Sz1P7sexjgm3nngYrj3/s5qo+nIGg4X2h97NuqJ2zj3+aiUWPiumKjzNat7ftKLEBIWqEvOAchkUnWTSaak7V/pOou5jf9KWs+O6AarMMv3k89IGtD3gaEZNq12UW3O8Y8sqRLRafk//vL1TUI6BPV3hFhKKhpBwVWw6i/mI+Iu6bCb2/X6uvDfL2Re/wa92bBaHtfTPV6mL9iq2HVATY2rQMYbR5aJT1pRBuJUQqKipw+vTppt/Pnj2L/fv3IyIiAikpVzrAdZSpiT0R7uuPkrrWTYVshbUJ9/cY1moRmuB4OCF3alIvfHPhRJstvMVL1l3RuuuTGI2oH8xBSAuul+Yv4YioFHST1IxHMzI6BSlB4ciyYIwYPHoAytfvQdnanWioqFLCwy8tARF3T0PQsD4W2yPvSBssU3gFm+gWEonh0SnYU5DVpp8IL7y8woKutXtvdd/UY1piL0Q5cfyAzuTAsZAbNmzApEmTrnn8gQcewLvvvmvXMcKEc0hePbKl3c6IbcER3ptufMqpG0oAdudn4Y5v33fIqnjr+vm4IfHKoXiC5/Hhqd14bu8au78vxe7XM58QsSvYzNoLJ/DElk8dsgY/mXw/hkXbNyLSnvO3Q4sqJk6cqFour75ZI0Js4fHeo5EUFKauPuzJbwdPERHiZBoaGlB26BTSS4xUz3Z7X+4rjKZNTuhht/cU3Je7ul+HAV3i7XoM4Ts91fd6ESFCh5iS0BM3JPSw675JgXx7t8F2FyHtXg5oCH9vH7w8aq66b49NxQ0+OqarOjgJzqOwsBDvvPMONm/ejGF5RoTqfOzyZaSg8TaY8NNUSbsJjXjp9fjLqDnw7kC7eHO4n/YOj8EP+zh3zLrg/uh0Ovxx2CyE+Pjb5fjH94jxD8ZvBt8AZ6MpIUKGRCXi76PnqYOIzg4HkNfH3tqxtlHBZhg927t3L958801cuHAB/v7+uPuW27B01qMI8w3o0JeRr/Ux6TE104AvFy5uV6u4oG3SQ6Pw9rjbla8IC6Q7so8lBoXj3Ql3tdsHQhBaIjogGO9PvBsBXh27GONrw30D8OGkexHi23oBf2ehOSFCZiX3wdvjb7dJOZqfzZkyH026zyU2kidSVVWFxYsXY/ny5aivr0fXrl3xxBNPoF+/firEvXTKg0gPjbbpNEGJmhwUjsWT78OgmGTU1NTggw8+uKKwWvBsxsZ2wwcT70Gkf6DNFyLsQvj0hgdUobUg2It+XeKw+IYHkBQUbuPxD+gRGo2lUx5ymXShQ4tVO0p7i1WvprCmEs/tWY2vso+3PTCNf9PpEOrjh99fN0MNP5MuGeeQkZGBL774AuXl5dDr9Zg8eTLGjBlzzfaoNzbgjWNb8a8jW2Bg/VEbRcq8uuV7PNJrJH7af7wqQq6rq8OSJUuUCOFncTgjxY4gkPK6Gvxp/zosObtfCRJrjiGBXj749aDJuDt9qERTBYdR22DA3w5vxIITO5RJjZE+IxZEM//ClCPrlR7vM9rhTqrtOX9rWog0H5j20em9WJV1DPk11xoS0Qgtuk6HtPw6/Gj8LIwaOqyDSy7YgsFgwLp167B9+3b1e1RUlBIG8fHxFl9XXFuFT88exJIz+3GmvPAaOcIvIF0Db+02UBVmMbx5dSHs559/jiNHjqjfb7zxRgwdOlQ2otBEdmUJFmXsw7Lzh3GpqqxFkRteY0S/Km/88+GfItQvQNae0CnkV1fgr5uWY3VeBsp9dNcUSPLX7qFRmN9tkDoGdvFre/aMPRAhYoGCmkqcKM1DZX0dvPV6xAWEoEdYNLZ/txXffvut8jd56KGHOmVDCd+Tl5eHzz77DLm5uer3YcOGYdq0afDx8WnXajpw9AjeWvEpgqIjMXXaVHTxDVS1PsE+rRtNEaPRiFWrVmHPnj3q9xtuuAFjx46VqJhwDSW11WpSb1ldjYq0RvsHo0doFF79+z9USvG+++5DWppzxqkLnslHH32korpjJ09EeO80FNdVqRR0hF/j8S/Q2zqHVWcJEc04q1oLvUCi/Ltd8/igQYOwfv16ZGZmoqioSJmuCY6HAbmdO3di7dq1KjIRGBiIm2++GT172ubpUV9VjZhqoFdAFKYm9rL6dUzLzJ49GwEBAdiyZYuKzPCkMnXqVBEjwhWE+wUop8ur6d27tyquZmRNhIjQmZHkc+fOqfsDevZGbLT7ufdqsljVFqjYzAcPur8KjofOuwsXLsTq1auVCOnRowd++MMf2ixCCOtKSHBw+wsEWT/CSAjFB9m2bRu+/PJLFS0RhLYw1xYdO3ZM9hmh08jMzFRiJCQkBDExMW655kWINGPw4MHq54EDB+RA4mBOnDiB119/XYUTvb29MXPmTNx11102CYiWhAi/lLbCwtg5c+YoYUJR+umnn6ovuiBYgp1djOhVV1ercRaC0Bmcvtzt1717d7eN3ooQuSq0Sq8K5rbkQOIY2KWyYsUKLFq0SKU+YmNj8dhjj2HEiBF2+RIxykI6KmiGDBmC+fPnw8vLS13hfvzxx2rZBcFSeo/HEHL06FFZUUKndRmahYi7IkKkGbwy79+/f1NURLAvFy9exFtvvdVUEDp69Gg88sgjiI5ufXS6MyIiZvr06YO7775bFcyeOXMG77//vhJPgmBNeobpRkFwJGVlZarQn7hzXZIIkVbSMzyQ0OhK6DissaA9+4IFC5RdO0UCOwvYFUPxZ0/MERF7CBHzl5tDGlnESndXzknil18Q2krPmAsIBcHR0ZCEhAS137krIkSughuUV+isCTh8+LBztoqGYOsWIwlsjaYg6du3rypIdYR65/vbW4iQxMRE1dLN98zPz1dzb9hZJQgtpWcYSSNmXxpBcLQQSU9Pd+uVLELkKlin0LxoVbCdQ4cOqYLU8+fPw9fXV7Xl3nbbbSq64AgqKyubtqG9rw4oTh9++GHV1l1SUoL//Oc/yMnJsetnCNpKzxw/flzSM4LDMBqNKmXs7vUhRIRICwwcOFCdzLKzs9UVsNA+mNKiUykNympra5GUlITHH39cCTxHVnU3b93llam9CQ8PV5ERFthS9DBNw9Y5QWhOamqqpGcEh3Pp0iWVAvTz81PHWHdGhEgL8ERGTwsiniLtgyfmN954AwcPHlSiY8KECerk3RkGcfYsVLW0bzz44INITk5WIovD8k6dOuWwzxPcD0nPCJ3ZtpuWluaQC6/OxL2X3oGY0zM8oYqhVduwQ4B1IIwSsC7EHD2YOHFip31JOmJm1h7Y4s1iW+ZlWUvEVmSpJxKaI+kZwdFkaKBt14wIkVaguyfrDFj8aN7gQsuwE4YFnOyMoWU77fKfeOIJFTXoTDojImKGLb133nmnavemUF26dCl2797t8M8V3Cc9ExQUJOZmgsPS39nZ2eq+CBENQyOrAQMGqPuSnmkZig7O1njzzTdVaysjBSxGnTt3rspbdjaO6Jhpax/hdGAO6CMrV65sEmOCZyPmZoIjOXPmjDrOREZGquizuyMRESvSM7QjFyOrK+H6WLx4MZYvX476+nrln8AoiDkk7Qw6KzXTHNbBzJo1C+PGjVO/Mz319ddfixgRJD0jOIwMjbTtmhEhYoG4uDh1Y/0DW1GF778ELEhleyKv/KZMmYL7779fjXx2Jp2ZmrlajEyePBnTp09Xv2/fvl2G5QmSnhEcgslk0lR9CBEh0gbiKfI9LMxcs2YNPvzwQ3XSj4qKUhbtY8eOdYlhS52dmrmaUaNGKa8U87C8JUuWyLA8D0a6ZwRH1eSVlpaq1DAj0VpAhEgbsE6EBxT2bOfm5sJT4TyDt99+W13tE9ZFcFhdfHw8XAFHuaraIlxvv/12dZBgxGjhwoWqzVfwTKR7RnBU225qaqoqmtcCIkTagJ0zvXr1Uvf37dsHTwwD7tixQw2roxjh+rjrrrswe/Zsl/oSONJVtb1wAus999yj3GQ5xVmG5XkuKSkpqnuGXQ4y0VuwBxkaS8sQESLtSM+wTsSTJmoy/fLRRx9h9erV6v9NkzfOiWFrs6vhaFfV9tKtWzdVN0M7e04dZnuzDMvzPCQ9I9g7PX7u8jBFESIeBiuTeYJjp4inuGgyrcCCVKpvTsidOXOmioR0ZkeKOxSqWjssr6CgQM2nYX5X8CwkPSPYi/PnzysxwmNKTEyMZlas8y8d3eSqhvNnPMFTpK6uTrXkfvLJJ0p4ca4Ka0FGjBjhEgWprtS6295heSwwY2REhuV5bnrGPKRMEDqaltG58PG4vYgQaWd65uTJk01FkVqDKQTWgtCkjIwePVp1xfBk6uq4YkTEDA2HKEbYCm4elscrG8Hz0jNHjx519uIIbkyGButDiAgRK+HJmKF2Fm9qzVOEHSd0BF2wYIFKHfBkzlkq06ZNU2kZd8AsDl0tImKGV8QPPPCAujpmFw1boClqBc9A0jNCRykrK1MNA+ZBd1pChIgNURGmZ7Ri4810Abs66AhKQdK3b19VkOpuO7orR0TM0AL/3nvvVUW/zPMy/aU1USu0jKRnBHtFQxITE53eGWhvRIi0Aw44Y4SAqpS+Iu4OT4Kvv/66ShOw1ZRmXJwVw04Pd8MVPESsgS3Pd9xxh/KnofD77LPPsGvXLmcvltAJ6RmKfCLpGcEWMjSaliEiRNp5RUuPCHf3FGHRHE+AvDFNkJSUhMcff1xFfNy1AModIiJmaHY2b948DB8+XP2+atUqbNq0STNRNqFlJD0j2IrRaBQhIlybnjl8+LBb2ndnZmaqtlxGQyg6JkyYoFpM2dXhzl9Ss6GZOwgRwnXPlujx48er39evX6/s80WMaJfk5GRVwyTdM4ItjQQ1NTVqqjkvHLWGRERsMKoKDQ1VOwWn8roLNCRjHQg7NlgXwk4OCpCJEye6hAFYR6AI4QncFVxV2wOXd9KkSU3D8uhg+8UXXyhhJWgPMTcTOpqWSUtLc/vjdUto73/kYLgTDBo0yK08RdgJQzMtdsbwhM3lf+KJJ9QVmhZwNVdVW4blzZ07VwmTAwcOYPHixW4ZbRPaRtIzgi1kaLg+hLjfUduF0jPcOVzZtpuig54gb775pgrtscaFxag86THEpxXcqT6kNSgOWcTK+hFG2mitL8PytJue4bY1n1wEwRLV1dXIzs5ucvnWIiJEbID1FGzH44n+4MGDcEXoisora7qk1tfXq3HRjIKYr8i0hKu6qrYXDldkey87mDhP4r333muqfRG0gZibCe3l7Nmz6lwTFRWFsLAwTa5AESIa9BThlRbbcjkvhge+KVOmqAFsWt2J3aV11xooGGl8xloXtoiba3oEbaZnJAUntMXp06c1nZYhIkRshJ4A9IRg/YU5bOZseFBj5wVdO3lypoKmRfvYsWPdti3XkyIiZhISElQhMYuiZVie9mA01ZyekdkzgiV4kav1+hAiQsRGWGNhNihyBU8Rmqy9/fbb2L59u/p92LBhalhdfHw8tI4WakSuhiKS82kiIyNVHRKLjbVgoic0dkuJuZlgDQUFBer7z9oxRku1iggRO6Rnjhw5ouownKWYKT44rI5ihCH9u+66C7Nnz1YRG09AS6mZ5jCVxsgIxSRrflgzIsPytIFZiEh6RrCEORqSmpqq6eO5CJEOwJ2Dfhx1dXU4duwYnBEJYHcF0zH0CeEME86J6dmzJzwJLUZErh6Wx31NhuVpB0nPCNaQ4QFpGSJCpIMh1uZFq50Jr6TokModlfNv6NLJSIhW6iS07KpqSxrwnnvuUQKTdUCLFi1y2W4twTokPSO0RX19veqe03LbrhkRIh3EbG7GFquSkhI4GkZf2JLLya0M18fGxqpakBEjRmi6IFVrrqrthWHZ22+/HQMHDlT/388//1w5sQrui3TPCG2N4zAYDOoCKzo6WtMrS4RIB2FqhrbvhK6YjoSmZKwFoUkZGT16tOqK0fpOqmVX1fbAgjWa0VF0ktWrV2PDhg0u1z4uWG9uxpOMmJsJbbXtav0iU9tHbo14ijD9QHv2BQsWqHZhHrzoCzJt2jSVlvFktNa62xY8IM2YMUMNKyQbN25UgkTEiHtuyz59+qj7R48edfbiCC5GhofUhxARInaABxO6YTI1Y++uBr7n+++/rwbWUZCw2p4FqeYojKej5UJVSycwDiukICE7d+7EsmXLVMGy4J7pGdr6i7mZYIYtu/n5+eq7zkF3WsezL6ftmL/nAWXn3n3499eboY86hYOZl5BfXgmjyYRgP1/0S4xFv6RYTOvfE6lR4Va976FDh7By5UoVuqXQYUEqa1K0HqZrjTqDAeuPncHusxdwMOsSLhSVoaauDjAEIyWzDEXfbMPEPmlqXXsCI0eOREBAgBIhLF7lRGjOEmqpza/BaMR3J89jx5kste7O5RejvsEIP28vdI+JxIDkOIztmYrh3ZI8dv9yVnomMDgEJ0qr8cxHXyKzvAYXi8vU9vL39Uav+GgMSIrDpD5p6Osh+7WnUFtvwLqjGdhzrvF4dqm4XG33AF8fxAf5ot7giyFxEZqufTOjM7lwTJeqkF4KtLimy6SrUlBeiZe+XIevDp8Gr0m99F5qh2qO/vLBncJkdHoKnpwyGkNSE1p8P55QVq1apYQISUpKwrx589SMG0+kqq4eCzbuwsfbDqC0ugbeej0MV61frl29XocGowl9E2LwxOSRuKGftivNzfBq+tNPP1VX1GzzZfeUeahhfUMDFm47gPe27EFuaYWFdadX+2xqZDh+MGE45g3tp9an4Pj9+v1Nu1BlMIKr23jV0ZiHDR47uF/3S+R+PQqT+2o/VK9lKmvr8Nb6nfhkx0GU19S2+p0ETDBBpy4SfjR5FMb3dq8oeHvO3yJEOshXB0/g+c/XoaquTh0srIEHFuq/+8Zeh59OHwt/n+8DU0ztsCOCG49XpuPHj1c3rRditsaes9l4ZvFq5JRWKBFn7frlc6f174Hfzb0BXYICoHW433z88ccqekYDNLb7Xiyvxq8/+Qoncgqsfh8eALmWh3VLxB9vm46kCG3OJ3I2uy/v17k27NfTB/TE/9w82SP2a62x/XQmnl2yGgXlVe3e7jcO7o3fzJmEsAB/uAMiRDoBColX1m7Dm+t3qKsWW+JKFBoDkmLx5kPzEOTrowoPt2zZot6b3Ti33HKLCt16Kl/sPYrffroGOjR+EduLl06HmLBgvPvofI84odICnnOG2NZdFdQFX5cADSaj1QK5OV56HQJ9fbHgkVs9JtXVWSzbcwT/vfTrDu/X7z02H4ldtL9fa4XFOw7if5etU8d9W7a7XqdDYpdQvPvYfMSFuX5NnAiRToAC5J9fb+3w+/Cg0isuEpP9qpGX0zhLhHUgrAcxh9c9kTWHTuLphSvV1XlH4Ak1OiQIi568W/30hNkULy34AKtKTDBeDvDaCg98zFcv/OGdSI+NtNsyejKrD57Af328yk77dTAWPXmXR+zX7s6Xe4/i2SVrOvw+Xnod4sNDsehHd7l8REyEiINhcdEDby62eDCpKy5AwY5vUXn2JAwVZdB5ecEvOh6hvQejy+BR0Pv4Nnu2Cb286jAyRIcbb7yxqZLeU7lYUoabXn5PFXM11NWiYMd6VF88j+pLmTDWVCNh1p0IH9jopdGc2oJc5Kxbhqrss2p9h3Tvi9gbboZfcAjG9kjFaw/M1XwhZkVNLWb99R0UVlTDaMW6M5mMKD20G2UnD6Em9wIaaqrgGxaB0D5DEDlyInx8fZEWHYElP74HPl5eTv2/uTssQr3pb++hpt5wzd+4fUoO7UJV5mnUlRbDKyAQgQmpiB4/E34RMa2elMb26IrXHrhZ8/u1O3O+oARz//4+6ix0tVXnZCN/yxpUZZ+ByWCAb3gkwgePQuSw8S1evLL+7W/33AitCBHPLDzoADw5Prt4tcUvfvnpo8hY8BLKjh1ASHo/xE2dh5gJs+ET2gW565cj55tlV71ChxMNfhg35xaPFyFMS/1u6VpVZEmhZ6iqRMF3X6OuMA/+MS0X95L6shKc++hVJQBjJsxC5IhJKM84ivOL3oChvh6bTpzDiv3HoXX+8tVmFFfWqPvWrDtTfT0urlqEhqoKdBkyGnE33IyA+BTkb1mNzMVvwdBgxOncQvx7w65O/p9ob79mOob7dUsUbP8W5ScOIii1B+KmzEWXQaNRmXUGZ955GTX5LU9dZspt04mzWOkB+7U7b3eml5kibY2Ksydw7oN/oKGqHNFjpqntH5zeF4by0haf32Ay4evDp9RNK0j7bjtZdfAELhSXtfr3upJCXPjyA/iEdUHqXT+CT/D3SjBi6PWoK85H+eljLarcD3cewZg+PeDJHMrKwbbTmU2/eweHoudTv1c/qy9l4ex7f2vxdQXbvoGxvg5pD/5CrXsSkJCCzEVvqCvNLoNH45W1WzF7UG/NdoOw8HHprsNN+Wdr1h0jR13v/TECk76vyOe64jrkFVrl+VMI7toTCzbtxgPjhiLQV7sTQB3Jwawc7MjIavXvkcMnIGDOvdB5fX9IDu0zGGcWvITC7euQeNO9Lb6Oe/Ir32zD7MG9JSriguw8k4195y+2+veG2hpcWLEQwd37ImneA9DprIsNcLu/unYrpvZL18R2l4hIO/lo635VnNoahTvWq5B4wsw7rhAhZny7RCNy+PgWVS6vbhi+9WQ+3n5AhZzN6L291Ym0LcpOHERIet8mEUJ4AvWNiEbZscaBhBSQO858L3K0xqe7Gtu927PueOJrLkLMhPQcoH7WFeSqn9V19XLl3QHYet58v74aboPmIoT4RUTDLyoOtQV5rb6OkjO7qNSiyBGcx8fb9lvc7qVH96Khshwx42cpEcJzB9OlbcHtnpFXhP2ZLUfL3I1OESL/+te/0LVrV/j7+ysTJjpBumvtwrGLeRY7ZMpPH4FPeGSLB3drWHe0cb6AJ2I0NoYc29vlUV9eolIL/nHXdhgxzcDaB+Kl12PNIe2EM69m1YETNlXjt4ShstGx1iuwsRBSd7nQUmg/9Gf5+vDJdu/XDOsbqsqbtkFrcL/WUpheK9QZGpQBo6XtXnnuJPR+/qivKMXpt17A8ZefxfGXf4NLaz6F0VBv8f0bj2cnoQUcLkQ4JfYXv/gFnnvuOTWsjR0h06dPR15e6yrfVTl6wfIyM8zGvJ5/dLzNXQptfYaWOVdQ3GIhX1sYKhpPmi1d/fMxFmAaDQZ1QqDjrVbNsc4XFtvt/RjZ4wEyOK1xFgoPpYezc2WmjQ2czS9GraH99vulR/ao4wkL3C2h9ussbe7X7szp3IJrjMqupq4oHyajEVlL/4Pgbr2QNO9BdBk4AsX7tuLiykVtbnemsrWAw4XIyy+/jEcffRQPPfSQmpPyxhtvKMva//znP3A3TlzKVyq0NYy1jUWCel/b2m6pnHmw91RO5uTb9DrzlcPVoe3mj5kuP+d0XqGKvGgNFpTayyM5f+s36kqNBdZe/t+3CFbU1iG3rMI+H+JBnGyHoZyZ2sJc5Kz9DAGJXRE+YHibzz+ltr/29mt3xhojQda1merrEN5/GOKm3oLQXgPVT9ZplR3bh9oiy8fE9pgVeqwQqaurw549ezBlypTvP1CvV79v27btmufTFZItP81vrkRFTZ3F+hBeQRLm+Wz+jFrbX+vulNfU2fQ6vXdjAaWp4dpoivkx3eXnUOy11rngzlTaab8pPbYP+Zu+QvjAkYi4bmwLn2PbNvJk2vudZrt/5pJ/q+NJ0twHoLPCVZndTVrcr929ld482qOtY1donyFXPB7a9zr1s/rCOYuvr6mr14QA1TvaXIkTQWNjr3Rm5O85OdeGlF544QXVd2y+uZqrqKWiI/V3P3+VCmit3c4a9FZWTWuRttZva3gHhzQdwK+Gj3n5B6rCTTNa7Jqxx37DNsKLqoK/D+Jn3Nbic7w8eP+0lfass4aaamQuflt5vqTe/hh8Qqx3TvXkY4crwu3BaTGWMKeTvYOudEr1Dgpu2h8swY4Z6ZqxM88++6wyPzHfsrJcqxI8JjS4zbA++7/rSwpR1YaSbY34cNe37nXk+rUFn5BweAUGoyYnq0WjKL/YxKbfQ/z91JAprRFr47ozU3XxPLI+e0cV/CbNvR86fcvmZVEh2p8Eam9iQoOsTjFmfboAtcX5SJ7/iOqYsRbOH/H20t5+7c7EhgW3mS71j0tSP6/2DDGUN15UebdRqBwZrI3vo0P33KioKHh5eSE398q6B/4eF3ftl4yW5nRga35zJTj9sq2uhKiRk6Hz8cWlrz5p6jxoDg23CndtavG1PEFy5Len0pGZJsyt0kiuvuz7gs2KcydVMVho70Hqd8ZBBiTHauIK4mpSIsOvGJ7YHuhIm7Xk38pRNWX+I1e5/n4P5/UE+3vu2AFb6WvFfs2Cxexl76Pq4jklBAMTu1r9/tyb+yfJPCBXo29iy464zTEXIhcf3HHF48UHtzN0i8CU1ieIM+0zKMW2xgiPMjTz9fXF0KFDsW7dOsydO1c9ZjQa1e9PPfUU3I3eCTHqqoP52Nbw7RKFpDn3IvuL93H67RdVERKt3U0NDai+cBZlxw8grJXiM1ZYD07Vxo5lC5ydwKFOVxvGFe3ZjIaaGhgqSptapOsvX0HQJI4FlVGjb1Dr9tzC15QtsrG+0d6c6z58QKOlOQXIkNTvoyNagummwSnxykCpuVhua92x6On84jdVZxEt3Snmrt6feVJk2owTeYX2w6vWhPBQ1f7fGrnffoGK00cQnN4PDdVVKDm8+4q/8zjSGo37deuuw4JziA8LUdu+sKKq1ecExCWpkQslB3ci22hEYEp3ZfPPY1nk6BvaTM3xO68FHO6sytbdBx54AMOGDcOIESPw97//HZWVlaqLxt0I8vPFrIG9sPLAcYu94SE9+iPt4V+qFsjyU0dUKxa7N/xiEhA7eQ7CB41u8XWh/n6Y1CcNnsztIwfi72s4gfj7xwp3bLgi0lF+8pC6kbB+Q5UQoX1+6t1PqgN67saVKrUQkt4HsZNvbqoPYb527tC+0CrzRwzA9quMrdpad8RQVqJ+5m1Yec17hvUfroQI9/dbh/V38P9Au9w+coAaktlaRLUmt9F9k2KEt6uxJEQa92vPnk/lilAg3j5iAN5cv9NiJD1++nx1/KIY4cwn37AuakYW3XYtvz9w05DG9np3R2fqhJLbV199FS+99JIqUB08eDD++c9/KmMzew7N6SzYt33nax/b/X0ZZvvBhGH42fTr4ckUVVRh8otvo95C1MkWeEU/vlc3vHr/zdCygdINL76N4srqDk93vXrf5OC7ZT+7T5Nprc7arye9+LbFaKqt+/WEXml45f45dn1fwX5jF6b837/tZjTYfLtPH9ATL905C66Kyw29Yxrm/Pnzqj13x44dVokQV2VAchxuvq5vm21Z7YHvxRDeIxPa9gvQOhHBgfjx1DEO6Vz45SzLVxjujq+3F/775sl2FSFNgwjnThYR4qr79exrR0YIrlOw+sTkkaqOx574eHnh5zO0c9EqZdY28MyNE1Q9g73ECNXyH26bJoWAl3lw3FD0T4y1uZ23JX4x83qkRoVD6/AqaWr/dLvtm3ybe8YMwdBujdX9gu08eP1QVfBuz/366ZnjVKGy4Lo8OnEE0mMj7brdn7lxoqo70goiRGwgNMAfbz18CwJ8ve1ywKewub6n9VXyWofuta/ePwexoSF2+fIyT3vvmCsNg7TMH2+brir2O7pvMg1zfY+u+K9Z4+y2bJ4MC93/df/NqtXaHvv1HSMH4p4xlu3fBdeIVL724FwV9bbHdr9/7HW4bbi26rVEiNhI7/hofPD4HWrnsuWAzx2SN4a87xvb6KInfE90aDA++uEd6B4TaVNY07xNHho3FP9z8w0elVZgUfWCH9yKEWm2RTHMa2r6gB745303qTCwYM/9+k5Vc9Oh/Xr8UPz3HEmXuQuMXnC7xyrfD5PN2/3xSSPxq9njNXc865RiVVtxxWLVqymvqcVLKzdh6e7DSli0NWGTOxRTMb3iovDC7TPQKz6605bVXQsw396wE298u0MduBva3F35d50yR3th/nSMSk+Bp0LzvU92HMRLqzaq4t+2C+ZM0EGnUoS/m3sDZg7sqbkDnivt12+t36E6KqzZr3khzUMLoyl/8vD92l2prq7GP179F3aVGnCiwU+dC9re7jr1vU0ID1Hni2FulCJtz/lbhIidOHYxTx30v9h7VB1keHAxD8jjjmQ+CYxIS1bh1Im908QJsR1kF5Vi8c6DWLLjEMpqGmd3mB1S2b5oFoBhugbM7JWC/7prHgJ8G+c4eDoF5ZX4bPcRLNy2H/nlleox7pu6q9ZdkM6IianR+O39tyunTqHz9uvFOw6pixqiuywIdc0ubHjBcu+YwZg5sJfs127KsmXLcODAAWX0OfO2O7B0z1Es2XmoaX5T0/HMZGoSKH0TYnDv2CGYMaAn/Gw0LHQWIkScSJ3BoKZtHr2Qpw76PJCE+Puid0I0+iTEIjxQDvAdge2PZ/OLcORCLi4Wl6GeJkC+PqoYzKeyFOtWLlfq+2c/+5lczbcQIckqKsGRC3k4V1CshqT5eXsjLSYCocZarP5sKQIC/PH000/Du9lsHqHz9uv1+w7hm63bERAYjOtHj0SP2ChV4MqUjuC+nDp1CgsXLlT3H3744aY5atzuGXmF6nxBwzvD5eNZz7go5cgbHWLdeAB3FyJytLEzvt7e6J8Up26CYwr+esRFqdvV1NfXY8s3X6svQGZmJlJTU2UTXOW+mhrVRd2uho7H361dg4qKCmRkZKBXr16y7pywXxu6xuHSzjokxwbh4YmNjsCCe0PbihUrVqj7o0aNumKYK7d7r/hoj0/RS7GqoBl8fHzQp0+j0+ChQ43uoYJ16PV69OvX6M55+PBhWW1Ooq6urmk8hqAN1q5dqy6OunTpgsmTJzt7cVwSESKCpujfv7Gt7ejRo2hoaHD24rgVAwYMUD9PnDjRdEIUOhfzeqeoFtyfc+fOYc+ePer+nDlzZLu2gggRQVN069YNQUFBqkL9zJkzzl4ctyIhIUFdtTHFdfLkSWcvjkfCdU8kIqINUfnll1+q+xz+2rWreEW1hggRQbMpBknPtA+26kp6xrlIREQ7rF+/HsXFxapQc+rUqc5eHJdGhIig2RTD8ePHJcVg47pjlT+jSoJzIiKSmnFvsrKysH37dnX/xhtvhJ+fn7MXyaURISJojsTERISHh0uKwQZiYmLUjV00FHJC5yLFqu6PwWBoSskMGjQIPXr0cPYiuTwiRARNphjMV/aSnmk/kp5xHhIRcX82btyIgoICVas2ffp0Zy+OWyBCRNAkZiFy+vRpVFVVOXtx3LLz6OzZs8pXROg8pFjVvbl06RK+++47dX/27NkICAhw9iK5BSJEBE0SHR2N2NhYlWI4duyYsxfHrYiIiFDpLVpNsw1a6DykWNV9oV3AF198ob43jCqaPY2EthEhImgWSc90PCoi5madi0RE3BdGQnJzc1UUZObMmc5eHLdChIig+ZPp+fPn1bwDof11Iqz+LykpkVXXSUhExD3Jy8vDpk2b1H2KENaHCNYjQkTQLBy4lJLSOC79yJEjzl4ctyIkJKTJgEmiIp2HRETcD6Z/2SXD1EzPnj2bLoAE6xEhImgaSc/YjvmAKiKu85CIiPtBv5ALFy4orxAWqLJrT2gfIkQETdO3b1/ltpqTk6Na6gTrYbGdrLvORSIi7kVhYaFyUCXTpk1rc9y90DIiRARNExgYiO7du6v74iki687VkYiI+8DumOXLlysDs7S0NAwZMsTZi+S2iBARPCY9w1oHHjwE27pnZN05vtbAPDFaht65Prt371aF8LTjp427pGRsR4SIoHl69eqlDhZFRUW4ePGisxfH7dadt7e3WndMbwmOT8sQmTXj2rCT7JtvvlH3p0yZoqZWC7YjQkTQPLy65AmVSHqmfbAAj50Asu46Ly3DK2uKP8E1YWRwxYoVanuxK2/48OHOXiS3R4SI4HEdIAyBC7atO0nPdE59iIT5XZcDBw4gIyNDicU5c+bItrIDIkQEjyA9PR3+/v5qdsq5c+ecvThuBaeHMjJSVlaGzMxMZy+OZpGOGdenvLwca9asUfcnTpyIyMhIZy+SJhAhIngEXl5eqpWXSHqmffDKr3fv3uq+mJs5DumYcW0YDVy5ciVqamqQkJCA0aNHO3uRNIMIEcHjumc4BI8td0L70zMcgiepLccgERHXhqnJEydOKG8dpmT4U7APsiYFjyE1NVVZl9fW1uLUqVPOXhy3gj4J9GSpqqrCmTNnnL04mkQiIq5LZWUlvvrqK3V/3LhxarK3YD9EiAgeAwsAZaqsbfDqz5zakvSMY5CIiOuyevVqJcJjYmKUEBHsiwgRwSPTMwyxMjIiWI9ZxB0/flxSWw5AIiKuCfd3im9eyNx8882q3kywLyJEBI8iLi4OUVFRysGStSKC9dAzgbM0JLXlGCQi4nqwMJUFqmTMmDGqSFWwPyJEBI9C0jMdW3f9+vVT9yU9Y38kIuJ6sFWXLf9s050wYYKzF0eziBARPDY9w6JLHmSE9qdnTp48KaktB0VExN7dNaBp2f79+9V9dsnIdnEcIkQEjyMiIgKJiYnKF4DtqIL1xMfHq/XH9mfW2Qj2j4jIwDvnw/QjJ+uSESNGqLSk4DhEiAgefWUv5mbtQ1JbjkMiIq7DunXrUFpaivDwcNxwww3OXhzNI0JE8EhY68CTanZ2NoqLi529OG4p4hi6ZkujYB+kWNU1OH/+PHbt2qXu33TTTRKh6gREiAgeCY3NunXrpu5L4WX7iI6OVoZOdFiVziP7IcWqriEGv/zyS3X/uuuuU0Z+guMRISJ4LM3TMzJV1rZ1JyLOfkhExPmsX78eRUVF6kJl6tSpzl4cj0GEiOCx9OnTR5kT5efnIy8vz9mL45ZChJOMOZFU6DgSEXEuFy5cwPbt29X9G2+8UU3rFjoHESKCx8IDDUfcEylabR8s4ktOTm4aBiZ0HImIOA92gX3xxRcqMjpw4ED07NnTiUvjeYgQETwas6cIUwySnmkfYm5mX6R913ls3rxZRUaDgoIwffp0Jy6JZyJCRPBoGBGhbwNb9bKyspy9OG7ZecSQtnQedRxJzTiHnJwcbNmyRd2fNWuWmjItdC4iRASPhm6JrBUhkp5pH8HBwdJ5ZEckNdP5cOYUUzLsAONxwDxhWuhcRIgIHo85PUOXVR6YBOuR7hn7wBMh6xSIWIl3Hlu3blUREdaLMRoiOAcRIoLHQz8R5oZpzsX5M4L19O7dG3q9XnUdSedRx6MhRCzeOwfWhGzcuFHdnzFjhorwCc7B20mfKwguA0+krHfYsWMn1qzZib37i5CRkYfSsmrodEBElyD0SI9Dnz4J6NUzTtVFCI0EBASoOpujR09g2bItCAiMxZmz+aiqqoWXlx4xMaHo2SMO/fslISUlUlZbM/LyynDwUBZOnspBZmY+Tp3ygZeXCe99sFWts8GDUhAaGiDrrB1kZRfh8OEsnDyZi9y8UjQ0GBEQ4Itu3aLVd3fQwBT1OyNQNC5jBDQ9PV11ygjOQ4SI4PGUl9fgzFlg205f1NdnQa/LBnQMl5vUuuEJdc3XND0DEhO74Ja5wzB71iD4+srXJye3FCdP6dS6a9h2Enr9KbWezB1IXHdfNuxT9/v2ScCttwzHhPGMoniumNu79xyWLN2FHTszmtYRT5iNAWoTPlm8Q/3u7a3H5El9Mf/W4ejePdbZi+2ycF/btPkEln6+G4cPZ1+1ThvnI2357qT6Pvv7+2DmjIHo3s1bjXdg9ImeIXJx4Vx0JhfuWSwrK0NYWJjqaAgNDXX24ggaZOu2U/jLX79CWVk1jFZ+FRgQSUjogt88cxP69E6AJ8KD+pfL9+KNt9bDYGhoEm2WoPjg8wYOSMavfzkb8fHh8CS4j73y6lqsW3+0aV20hZcXnwfcfeco3HfvWBG/V8Gox5//sgr79p23ep3yeSaTEWldG/DYozMwfPgw2zeqYJfztwgRwSOh/n57wUYs+mS7uhpqrx5vPJiZ8POfzcCNswbDk6irM+B//7AMW7edtun1PLl6e3vhj//vNlw3pCs8gfPnC/D0rz5GSUmVVSfLlsRv97RYvPR/dyAsTNpLCdNaz/52sdofGxpsu54eMTwNzz83D35+Pja9XrCPEJFiVcEjefvfG5QIIbYEBXky4cte/ttqrFx1AJ4Cox/PPf8Ztm1vTCvYAk8adXUNeOY3S3DgQCa0TnZ2EX76i49sFiGE+9rZs3n4+X8tREVFDTydw0ey8atfL0Jtre0ihOzecxa//d1S1NdLt5wzESEieBybNh/HosU77PZ+f/vHapw6nQNP4MOPtmLnrjMddqHl61kw+LvnP1MnaK3CE9z//P4zJR5sFSFmGowmZGYW4uW/r4YnwxTX/zy3FIYGY4fXKV+/b985vPv+Zrstn9B+pNpO8ChKS6vw17+tVqHu1s6l5WUXcCZjDUpLeLVuQmhYCrr3mImQkNbrQf704gq89fpD8PHxglah2Ppw4Va13gyGWmSd34SysiyUlWbDYKhG7763IT5h6BWvKSvNwqVLe9TPyooclZufNOWFppNAZWUt/vHKGjz3P/OgRT76eCsyMwta3desXY9muM42bDyOiROOY/y43vBEXn3tG1Vg3pIIKS46g/17327xddcN/yHCwlKueZzbhtHR68f29NiaL2cjERHBo1j86U518rMkQvbufgPV1UXomnYDuna7AdVVhdi3+y1UVea3+BoeEFkD8M06bQ9/+/eCRs8FUl9fhXNnv0VlZT6CQ+JbfU1hwQlcurAbOujgHxDR4rrbuOkETp7UXkSJ7d8LP97W6r7WnvXYHIro19/8tsPRAHfkzNk89T1r6/+elDwGffrdfsUtIKD19nHWiTFdKzgHESKCx8CituUr9lk8iJ3JWAu93gdDh/0QKanjkNJ1PK4b/oSKjJw5vcbigWzZF3ugVS5eKsGu3Web1p2fXwjGjPsNxlz/axUtao3EpJEYN/E5DBv5FCIi0lstXv1i+V5ojdVrDrZZv2DtemwOhU1ubhn27DkLT+PL5fvU/tIWYeFdERc/5Iqbr29Qq8/nfr3/QCYyswrtvMSCU4XIH//4R4wZM0YNEOLIcEFwNixMq6iotfic0pJz6BKRDp9mBy0/v1CEd+mGgoLjKpTeWs3DqdO5mj2QffttY8upGb3eW51E28LXLwReXpY7EniyXrfuiCqE1RKr19B7xrIQsXY9Xvs6HdZqPALXklhY+81hq4tT+V01Gq3fp7z0OrUfChqqEeEkyfnz52P06NFYsGCBoz5GEKzm+IlLVxgdtYTRaICX17VfC73eFyZTAyorc1vMM5s5ceISUpK15yB67PhFiymGjlJX34DzmYXonhYDLVBTU69qQxx5UmbniCfB7qPq6u+t8C1x/OinaGiog06nV9ERRptCQ5MsvoY+QtzPBQ1FRJ5//nn8/Oc/bxooJgjO5tSpHNWpYYnAoGiUlmaposrm4oTFhKS2pqzV11Lk0K5bi1BgOdr7UEt1ImfO5DlUuJGcnFJlpe8pWNOZptd7ITqmP3r0vAkDBt2Hbt2nqiLpfbvfRHmZZZHB7XVCQ/ugO+FSXTO1tbXq1twQRRDsRVFxZZsnh8SkUTh5fBmOH12KlNTxMMGE82fXo662XP3daGz9iownarYWapFyB3tXMNVQVq6ddddZ/xdul8BAP3gCjbOfLJsPhoWnqpuZqOi+Spjs2v5PnMlYjUFDHrb4GWyz5vuL5bsHC5EXXnhBRVIEwVmwuLK2pgSZ5zcj51JjAWVIaKISJefPrYeXl69sHEFwIwIDoxAV3Qf5eUdUpJPpGsG1aNcWeeaZZ5RStHQ7fvy4zQvz7LPPKjtY8y0rqzEcLgj2gFN0rRmcm5Y+HWPH/xZDhj2O4aN+imEjnlKREfNBrTW4/2t1WmpIsL9D3581D6Eh2ll3nfV/cfR2cSXCQgNsTg/6+YerGi/WjVgiONhfoiGuHhF5+umn8eCDD1p8Tlpams0L4+fnp26C4Ah69IjD7j3nLBarmvHxCUB4+PdzUIqLTsPPL0zVkLQG35fj27VIr17x2L4jw6F1Ij17amfdpaXFWDTNswdxcWEek5YhPdJt3z9qqotUh5KliCa3Vy8N7YOaFSLR0dHqJgjuSO9e8VaJkKvJzTmI8rJsdO8xq82wLk/YWoSOkxxb76gTq6+PF7qmth5tcjc4bj4lJUoZ3TmqpqZ/P8tdIFojKSkCAQE+Fjtn6uoq4OsbfMVjFeWXUJB/DJGRPS1+f/U6nTiraq1GJDMzE0VFRepnQ0MD9u/frx5PT09HcPCVO4ogdAbDhnZDcLCfRS+RkuKzOHd2HbpE9ICPT6CyJs+5tAcRkT2VW6Olq6n07rGabN0lkyf3xX/e3XTFY9lZW2Gor0FtXWNReWH+MdTWlKr7SSlj4O3tj5rqYuRc2tfkWkvOnflW/fQPCEdc/HXKoOqGG/qpriMtMWP6ALz19vo2xZs167GlVNbUG/rBk6D4mjqlP1as3N+qKeGRQx8rQ0IWrNLArLIiDxcv7FReNmk9Zlh8f87y4X4oaEiI/O53v8N7773X9PuQIUPUz/Xr12PixImO+lhBaBVfX2/cdOMQfLJ4R6sHMpqXsXQq6/xmNDTUwt+/i2oBTE65XrUGtgZPNsnJnGVTqkZfa42E+HAMH9YNe/aea1p3XEc1NSVNz8nPP6JuJDZ+iDqBVlcX4+yZtVe8l/n38PBuSojQoOrmm66D1pgxfSAW/GcjDAbLUThr1uPVojcmJhRDh3aDJ1FQUABf71yLzsjR0X2Rk7MfWZmb0WCohY9PEKJj+qlxDZbquyhyBg5I1uyFhKujMznaHKADsH2XB3Ue3ENDeYIQhI4Pvbv/obcut+nZZ23yxBAQYMTQwfVK7NDE7/rrr4evr7Y6bE6fzsUTT75r1xknPAGMu76nZofecarrBx9+Z/eU1u9/N9djht5VVlZiw4YN2LNnj6pROn7CG3kFXnZdp/wOv/rP+yU146Tzt7ZioYLQBmFhgXj65zPtfBDT4bfPzEG3bqkwGAzYvHkzXnnlFezbt8/hJmCdSXp6LO69e4xVnUfWipCgID/89MfToVXuuWsMUlOjrrDH7wh8n4kTenuECKmvr8emTZvwz3/+E7t371bfpZ49e+JPf3xAdafZa51yf77zjlEiQpyIREQEj4S5+0WLd9jlvShsZs8a1Hi1dvw41q5di+LiYvW3uLg4TJ8+HV27ft+B485wHsz/PLcUO3ed7ZDIonhjTchLL96BQYNat8zXAhcuFOPJn7yvonAdiSZxFkpySiT++bd7VZupVqH78cGDB/Htt9+ivLzRSDA+Ph7Tpk1r+h7R3v6/fvkxDA3GDq1Tipkhg1Pxpz/Mh49P66lXwbEREREigkfCk+i//7MRHy/a3qZbY2sHML7m5z+bgRtnDb7ib4yK7Ny5U13NmZ2Ce/fujalTpyIiIgJamGL8v39Yhq3bTtt8Bern64M//uE2dRLwBDIzC/GLXy5ESUmVTSdOczH0n1+8Q0X1tEpGRoYS8rm5uep3nshuuOEG9O/f/xp/j4OHsvDsbxejrtagCk1tYcTwNDz/3Dz4+VkezCi0HxEigmAlW7edwl/++pWy5Lb2BMHjYWJCFzz7zE0Ww7lX57b1ej1GjhyJ8ePHw9/fva9oua6+XL4Xb7y1XkVJrFl3ZsEXFmrE88/Nx8CBPeBJ0P7/t//zAY4cLbLaY4QdRRyPdPedo3DfvWNVDZIWofCgAKEQIfSTGjdunPq+eHu3/n/OzSvFn/+yCvv2nVcXB9bsh3weo3GPPTIR8+YOs1uKR7gSESKC0A7Ky2vwxZd7sezLPSgqqmw6MJkPajxoMVzMEwe9DObdPFSlYqw9KeTl5eHrr79uOsgGBgaqzrGhQ4cqceLO5OSW4rPPd2PlqgOorq5rcd2ZvVv69U1EYkIDaqrPIzk5CQ8//LBHuVgyRM3aoYJCI0xIweEjOWqfar6OuDq4T/B3b28v3DC5D267ZTi6d4+FVk9W7KQ8cOBAk1gfPny4Euv8nlgDX7d5ywks/Xw3Dh1qnEh85TrVgbsloyb0d5k1YyBuuWW46gQTHIcIEUGwAR64Dh/OxomTl3A6I08N2aLJUZcugcoxtXfvBOW8aOvJ8/Tp01izZo1qQyQ0B2Tem946Whh7f+Bgppo+fOZMvpoKy5NBbEwYevaMRb++SUhJiVQHp1dffVUVIs6dOxeDBg2Cp7Bs2TJ1wk1NTcUDDzyA/PxyHDqcpaYOX7hYjPr6BpUiYHFrzx6xGDQwRbMjA5iy3Lp1q7oxlUn69u2r0jAdSV9mZRep7zD3w9zcUvWdDgjwRVq3aOXcy3XK3wXHI0JEEFwURlaYquFVYHV144RWChEKEk9xLf7uu+/wzTffICgoCE899ZTbp6msIScnB2+++aa6/8gjjyAxMRGeuv/v3btXpSyZuiTJycmqfoo/Bc8UItpMOAqCi2IOPQ8YMEAVs+7YsUNFSpi2Yapm0qRJVoek3ZVRo0ap1ubCwkJs3LhRdRVpHQov0q9fP48UIUyfnDx5Uq0Hc0SQkQ9GQPr06eNRKTrhWqRrRhCcCMcgsEjPPLWaRXrMj48YMcJikZ67Q/H10UcfqRPQE088gZiYGGgViswPP/xQiVBGgLp06QJP4uLFi2ofP3funPo9ICAAEyZMwLBhw+DlJS2zWkVSM4LgZvAgzfoRhvAJT1YMV7PtV6tXi5988okSYN26dcN9992nyf8nUxFvvfWW6gphB8iMGZbnnWiJkpIS5QVy6NAh9TtFB6NhdB32hHScp1MmqRlBcC9o1PToo4+qYkYevGmItnjxYlXYyNQFDZ20ButiGBk5e/Ysjh49qtIWWoMnYYoQc6TLE6ipqVHuwkw7cuApGThwoEo7hodLp4pwLdqN/QqCm8HQPYdD8oS8ZcsWbNu2DefPn1dX1IMHD8bkyZMREhICrcCoz9ixY1WdCNube/Tooan5POwMoqgk9MTQeu0PRceuXbtU7ZO5EJsCm4JTi0JasB8iRATBxeDJmKKDxavr1q1TV9X79+/HkSNH1Il7zJgx8PHRhhMk/z+MAjGMz6toFi9qBbrrMjzNjgHW/Gi5EJURLe6r5tEG7ACbMmWKEpdaTLkJ9kWKVQXBxcnOzlb1I/xJeGLjCZudN1o4yLNOhPUirCH40Y9+pAkb/KqqKjWsjX4ZWvZLycrKUtEs877JlmymYBjZc3ezPqFjSLGqIGjwqpMREbY/si+fsA2U9SPu7r/A/xs7aNhdwivou+++G+7O6tWrVY1EbGwsHnvsMc2dlNl6zQjIsWPH1O+M0DFSx5uW0muC7YgQEQSNwrqD7du3qxqSuro69RhrShgGd+dCQHpLvP7666rL5K677lLj3t0VpifoHsv/y7333ovu3btDKzDSw5qe3bt3q/8fI3KsX2IUREv1S0LHka4ZQdAovPJk4SND3yyEpDEYIyVMb4wePVq1RrJDw92IiopSrZ20/GY0IS0tzW19VBgp4EmaAkQrIoQCmBEeCmDzRGk6ArPFXMseMELn4J7fdEHwcIKDgzFnzhxVBMn6EfqQ8CRBYcJCV16luls6gO2tLMxlRIGCxB3bXS9cuKCEIWGUyt1h2ozbhOKKV7gkLi5OCRCKRUGwB1KsKggaOFmcOHFCuVfSqZWwNoH1IzQLcyd40vvss89UNOTJJ590q3QTt8N7772nWq5ZnMoiVXeG/i7cpy5dutRUJE2RS08QLRRJC45FUjOC4EHwpEAHVhZ6smWUPg400Xr//ffRq1cvdfUaGRkJd6B///5qKCBP5jwJzp8/H+7CqVOn1HKz+4c1E+5Kfn6+Wvf8/xAWnzLlx9SZVtrGBddCUjOCoBF4AmSdCK/GOd2UBYWMlPCEwkF7nO/BOR+uLqpmzpypJtXSm+LMmTNukQJgTQhP3oQnbE4ddTcqKirUVGim9xjdYWqPXjbcb9iWKwiOQlIzgqBRrr6ydadhY1999ZWK7rCIlUPxXH15GcVZsWKFWsc/+clP3GqWCruvWJPDG4tSCSNsrHFxl0ia4HpIakYQBOVuSU8O+nOwoJXChB0pjJQwXePKrpdMbRw+fFi19bJbg/4UrnwiZwSKsMDWXUQIozh07GUUhNEQszcNLdlTUlKcvXiCByEREUHwAHjS2bt3rzrp0AuCMOXBglZXbb9kiuDLL79UNQpPPfWUy/pU0FeDQoSzc1hg6+rRG6ZdOGyQ5nh5eXnqMRYFMwLSt29flxWngnshhmaCIFg1GZUnneuuu05FIFytDoAnzAULFqiWWHZqzJs3D64GIwmvvPKKiorceuutqtjWlcnJyVGW7OyIIYzeMIrDGiJ39W0RXBMRIoIgWIReHawfMVt00wSNRmkjR450qRMSRci///1vdf+hhx5yuZTBypUrVaorISEBjzzyiMtGEzgWgNEwDhgkjNrQg4bb3NULmAX3RISIIAhWwXZT1o+YvSIYomf9SJ8+fVzmpMr0DNM0rja3hfUrr732morcPPDAA2rkvStGwL777js1FsBgMKjHGLWhHwhTSYLgKKRYVRAEq0hNTcWjjz6qrpRpGV9SUoIlS5aoyAPrR3il72w4aZiRG3qjsDuFaQRXgG6jFCGci+NqIoRpN64r1q+Ya4K4rSkyWZAqCK6E68RgBUFwCubBZSxU5NUz2zgzMzPx9ttvK08SXj3TVdNZmEfLs6WXYolD/gIDA+FMuH4434frzpWs3CmMuFwUSZyQS9iCy2WkuZ2rRLkEoTkiRARBULA7hSd8mljxRHbw4EEVKaGxmLNHvNP7hF0/jIpw2W666SannuzN5mUcPsg2aVcgOztbLRdFEqFYmzhxoipGdvVOHsGzkfZdQRBaLRRl/UhWVpb6ne2zTJM4a9YI61neffdddZ/pJGeljSjMmL6i3fmPf/xjp7cVs/CY4sw8bI/FxnTYHTt2rFtOYha0gRSrCoJgt6t/nnjpOcH6EUIBwPoRZ3SwcCAeB+OxzuEHP/hBpwsi1l6wQJXDBdn26syZMtXV1WquEB1o6RNDmGLjMjkzlSYIRIpVBUGwCzzRsyaD9QXsvKAHycWLF/HOO++omhLWHnRm9wWLLTk/h9EauoIyNdKZsACUIoR1K85ye2X3C8UHtwW7YszmdFw3cXFxTlkmQegIUiMiCELbBwpvbzWBlVfc5sFojJRQFNB7hNGBzkgDMA3CeTmshWA6gm3GnWWpXltbq7pQCGsvOjvtwegUbe/N3U2ErrgUIOnp6Z26LIJgT0SICIJgNcHBwapQlGZYdOjkdFx22TA6wZQACyMd7fNB4UMhRB8PWqvPmDEDncGWLVtUKyy7UDo7EsP6GK5vRqPMgozrm11NruKrIgi2IsWqgiDYfIXOyb48QZpbRXmFzqFp3bt3d+ha5SC/Dz/8UKWOHn/8cWV25uh8N63cmRa544471HTazoBii/U5jDwRdi0xJcRiVGd1MAmCNUiNiCAIDocigGZeFB20OWd0gkPUKBA42ZeCJCoqyiGfzc9kWoZGZ/QXobOpIwtXmY6iCGGBLutlHE1lZaVan6xJoeAzzwRiSohRKUHQEpKaEQShQ9CjgukStvWyhmLXrl0qUsKoBf0/WNPhCAMyCh1+DtMWbF111MA5epeYZ7SwHsORgqe+vh7btm1TxnIcpEco9lgU7Cp+JYJgb0SICIJgFzg8jfUaFB8sJj158qTq7qAxGsUIrdntaazFuTgsoGXkgOkhnrAdka5gaoRRCXYJJSUlwRGw/ZbriYWo5eXl6rH4+HgltlzNPl4Q7I0IEUEQ7ArTMXfddZcqZKVAYESBxmiMlPDESsFgr6gCTbsYraCpFz017G23zv/D6dOnVUEore4dASNHFG5cTyQsLEwZxzHCI5bsgicgxaqCIDgMXumzw4U1Fqx7IN26dVOCxF6eFyzkXLRokRILP/rRj1RXiz1gFITzdjiZmF1CM2fOhD2h8KAAoRAhbAceN26cSnOxXVoQ3BlxVhUEwaWgBwcNuGiKRndSwhZYRhk6WnxJwbBw4UIVuaCfxt13322XSAIdXOnkynTPT37yE2ViZq8DNIUZW54JBRTTVvRicfYwP0GwFyJEBEFwSWjExZoL81wUnuRZ58F21I5EAdg+/PrrryuRc+edd3a4s4UdMq+++ipKS0uVWGKkwh5ijEWoLEbl+xPWnTANExER0eH3FwRXQtp3BUFwSVhgetttt6lUB+tGaNDFAk22qbK+g3bytkQzmI6hmKHp2OrVq5XlOYfS2QqLbClCaBw2atQodDQ9xcnBLKo1p6eSk5NVBw5/CoKnI4lIQRA6HfpxPPLIIyr9Qat2nvSXLl2qBAAH6nGoXXth1IKFq4y60O2VnTq2DpNjGonQvdRWQcOUETuHGAGiMRlh5IOCi4ZoUogqCI1IsaogCE6F3hkUDkxb8D4ZMGCASlmwg6Q9cBYLBQ3TPE8++aSKwLQXdvowfUKXWLq22mKhzkgPC1HPnTvX1NpMYcTWZnu2MAuCqyKpGUEQ3AZGHHiSZvEq0zSMajBSQtdU2pmzRddafxCmdpjmoQBg6od27O2B0RRGZQgjF+0VIXw9/w9cfkLRwdQO62A6azifILgbEhERBMGlYDSBIiIzM1P9zq4aRkc44M2adAZt5t944w2VGrn33nuVHTzv52UW4OSeM8g8lo3aqlr4+PogIT0OPYamIalnvBId7JKhiGCL8X333Wd1+qSmpkalc3bs2NHUFUSnWaZ2bInKCIK7I10zgiC4NRQOjIiwvoJmZWanUdaPpKamtvl6FqxSFIQGhqGrXw988a81uHDqkvqbl7deCQyTCWgwNIqGsOhQTLpvDC7gLPxCfPDYY4+pz2sLig4atdFMjbUlhCKGhajWvF4QtIoIEUEQNAHbXCkoGG1g+yvhsDumTSy1vDJC8d+P/y+OLDkDQ20DdKDwMFn8LBX80Osw+t7B+N2/f22xloPvdfToUVVoaxZKnAVDAUIvEylEFTydsrIyVePFQvTQ0FCLz5XUjCAILg/bXmkCxjZYigCKBLYA0wTs6toLQ70Bf3vsTXz93gabP6//9b3xv1/8GiFdrjVby8rKUgWt2dnZ6ncanTEFwxoXWwpbBUGLiBARBEGTsP6DIsBsi04n0okTJ2Lo0KFKBDDV8v/ueBlbl+1qMwJiCb2XHql9kvDypv9FcHhQk2kaIyBMGZmLbFlMy5sjhu0JgjsjQkQQBM1CgUE7dwoSsz8H0yKcX7PpnZ1Y9OLnqv6jo1CMDJs+CL/55KeqBmT37t3KnIxpl8GDB6soCA3PBEG4FhEigiBoHhaKslWXjqUsFC2/UIUDC84ALYiQi6ZzOIrdTb/roYc3fBGMMEQhDgnoCm9dy8ZlfW/rioh+jSka1n+wDoQeI4IgtI74iAiCoHnMdSI0P2PE4o0ffNTma9LQFwEIggkm1KIGxcjHSRxAJk5hkGkMQnTXttqeWJGJOeMmYMbsGco6XhAE+yIW74IguDV0Le0WlY6Ki43ts5Zg9CNU9323TTf0RpEpD/vxHQ5gK0abpsNLd2W3TEONEd1D+ogIEQQH4bASbzob/uAHP1A99TxQ0FToueeeQ11dnaM+UhAED2X1f9YrfxBbiNDFoBv6oAZVyMH5a/6u0+uw8q1v7LCUgiB0akTk+PHjqrDrzTffVHlVzoB49NFHVRveX/7yF0d9rCAIHsihTUfRYDDa/Pp4pCADh1GIXCTiyvSLyWjCqT0Zqi3Y20eCyIJgbxz2rZoxY4a6mWFu9cSJE3j99ddFiAiCYDfqauuRefxCh97DXxcIb5MPqlHZ4t8N9Q04dyQL6YO7dehzBEG4lk5136HDmiU3RDonstK2+U0QBMESJXmlMDbYHg0x4wVvGGBo9e+FF4pkQwiCOwsR9v2/8soraqx2a7zwwgvKEtZ8S05O7qzFEwTBTbGHCCENMMDbQpC4wU6fIwhCB4XIM888owx9LN1YH9KcCxcuqDTN/PnzVZ1Iazz77LMqamK+0UpZEATBEkFhgR1eQTWmKhhQjwAEt/45oR3/HEEQ7FAj8vTTT+PBBx+0+JzmvfYc6U0HQtogv/XWWxZf5+fnp26CIAjWwnkwXWLDUJxbavNKu4RM9TMSsa0+p9vAFNkoguAKQoRWyrxZAyMhFCGcA/HOO+/IQChBEBxC75E9sGPFHhiN7fd2p4/IWRxTRmdxaFlsRCdFIjRC7NwFwa26ZihCOIwqNTVVdcnk5+c3/S0uLs5RHysIggcy/rbR2Pbl9xburVGAHFSaypWzah1qUIR8FCEX/gjEIIy5xszMPHNm0l3XO2jJBUFwmBBZu3atKlDlLSkp6Yq/dWQqpiAIwtWMv20U/vWT/6CipOX2WzNncFT91EEPHzVrJhQ9McjirBn6Id34+FRZ6YLgIHQmF1YF7RmaIwiCZ7Pkr8vx1i/ft+t7Mhoy+a7r8ev3f2zX9xUErVPWjvN3p/qICIIgOIpbfjYLvYZ3t9nqvSVr95AuQfjh3y0X5wuC0DFEiAiCoJlpvL9Z+DMEhgaqSEZH0Omgiut/u+jnUqQqCA5GhIggCJohoXsc/rr+9wgOD7I5MkIR4+Xjjd9/9ksMmTzA7ssoCMKViBARBEFTdBuQijf2vYRBE/s3RTeshYaMyb0S8Mq2P2HUjUMdt5CCIDQhQkQQBM1B348X1/w3fvXeU0junage8/L2alGUePk0tuxGxHfBD164B6/v/TPSh8hwO0HoLKRrRhAETcPGwCPfHceu1ftxYncGzh46j7qaenj7eCOxRxx6j+iBQRP7YcTMIUqsCILQuV0zDvMREQRBcAWYbul/fR91EwTB9ZDUjCAIgiAITkOEiCAIgiAITsOlUzNm01fmmgRBEARBcA/M521rzNtdWoiUl5ern8nJyc5eFEEQBEEQbDiPs2jVbbtmOGzq4sWLCAkJUQVngiAIgiC4PpQWFCEJCQnKpdhthYggCIIgCNpGilUFQRAEQXAaIkQEQRAEQXAaIkQEQRAEQXAaIkQEQRAEQXAaIkQEQRAEQXAaIkQEQRAEQXAaIkQEQRAEQYCz+P/yyfQN6laoTQAAAABJRU5ErkJggg==", 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", + "image/png": 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", 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" ] @@ -117,7 +117,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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", 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", 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" ] @@ -177,7 +177,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -196,7 +196,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "If we want this to return the map $(M,f) \\to S_n(M,f)$ induced by inclusion, we can pass the `return_map = True` flag. \n" + "If we want the maps induced by inclusion, we can use `smoothing_and_maps`, which returns the smoothed graph together with vertex and edge maps." ] }, { @@ -205,19 +205,29 @@ "metadata": {}, "outputs": [ { - "ename": "TypeError", - "evalue": "MapperGraph.smoothing() got an unexpected keyword argument 'return_map'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[7], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m M_n, map_induced \u001b[38;5;241m=\u001b[39m \u001b[43mM\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msmoothing\u001b[49m\u001b[43m(\u001b[49m\u001b[43mn\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mreturn_map\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[0;32m 3\u001b[0m M_n\u001b[38;5;241m.\u001b[39mdraw()\n\u001b[0;32m 4\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m v \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mlist\u001b[39m(map_induced\u001b[38;5;241m.\u001b[39mkeys())[:\u001b[38;5;241m5\u001b[39m]:\n", - "\u001b[1;31mTypeError\u001b[0m: MapperGraph.smoothing() got an unexpected keyword argument 'return_map'" + "name": "stdout", + "output_type": "stream", + "text": [ + "Original vertex 7 maps to new vertex 1\n", + "Original vertex 15 maps to new vertex 2\n", + "Original vertex 16 maps to new vertex 3\n", + "Original vertex 17 maps to new vertex 4\n", + "Original vertex 18 maps to new vertex 5\n" ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "M_n, map_induced = M.smoothing(n=1, return_map = True)\n", + "M_n, map_induced, edge_map_induced = M.smoothing_and_maps(n=1)\n", "\n", "M_n.draw()\n", "for v in list(map_induced.keys())[:5]:\n", @@ -233,12 +243,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -264,12 +274,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -289,7 +299,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "cereeberus", "language": "python", "name": "python3" }, @@ -303,7 +313,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.13.4" + "version": "3.12.13" } }, "nbformat": 4, diff --git a/doc_source/notebooks/merge_basics.ipynb b/doc_source/notebooks/merge_basics.ipynb index 003b393..418d808 100644 --- a/doc_source/notebooks/merge_basics.ipynb +++ b/doc_source/notebooks/merge_basics.ipynb @@ -56,7 +56,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "As with `ReebGraph`s, we can always manually mess with the drawing locations if we want. Drawing is done by taking a spring layout from networkx, and then forcing the $y$-coordinate to be the same as the function value of the node. Here, we are just making the top string of vertices aligned over vertex 7." + "As with `ReebGraph`s, we can always manually mess with the drawing locations if we want. Drawing now uses a constrained layout where the $y$-coordinate is fixed to the function value and the $x$-coordinates are optimized. Here, we are just making the top string of vertices aligned over vertex 7." ] }, { diff --git a/pyproject.toml b/pyproject.toml index 46b4f66..064dc66 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -4,7 +4,7 @@ build-backend = "setuptools.build_meta" [project] name = "cereeberus" -version = "0.1.12" +version = "0.1.13" authors = [ { name="Liz Munch", email="muncheli@msu.edu" }, ] diff --git a/tests/test_mapper_class.py b/tests/test_mapper_class.py index 22f718d..7f20c5e 100644 --- a/tests/test_mapper_class.py +++ b/tests/test_mapper_class.py @@ -17,8 +17,6 @@ def check_mapper(self, MG): # Check that all edges have adjacent function values for edge in MG.edges: v1, v2 = edge[:2] - print (v1, v2) - print(MG.f[v1], MG.f[v2]) self.assertTrue(MG.f[v2] - MG.f[v1] == 1) # Check that the node list and the keys for f are the same