From b8f1d024b2df8cdd6f22f53037ab5cb3373be023 Mon Sep 17 00:00:00 2001 From: Ann Huang Date: Mon, 30 Mar 2026 21:13:13 -0400 Subject: [PATCH] changed dmdc formulation to joint svd Co-Authored-By: Claude Opus 4.6 (1M context) --- DSA/dmdc.py | 203 ++++++++++---------------- examples/inputdsa_fig2_tutorial.ipynb | 133 +++++++++-------- 2 files changed, 144 insertions(+), 192 deletions(-) diff --git a/DSA/dmdc.py b/DSA/dmdc.py index 95cb2b6..7498ea7 100644 --- a/DSA/dmdc.py +++ b/DSA/dmdc.py @@ -47,7 +47,6 @@ def __init__( device="cpu", verbose=False, send_to_cpu=False, - svd_separate=True, steps_ahead=1, ): """ @@ -128,9 +127,6 @@ def __init__( self.rank_output = rank_output self.rank_thresh_output = rank_thresh_output self.rank_explained_variance_output = rank_explained_variance_output - self.svd_separate = ( - svd_separate # do svd on H and u separately as well as regression - ) self.steps_ahead = steps_ahead # Hankel matrix @@ -139,21 +135,26 @@ def __init__( # Control input Hankel matrix self.Hu = None - # SVD attributes - self.U = None - self.S = None - self.V = None - self.S_mat = None - self.S_mat_inv = None - - # Change of basis between the reduced-order subspace and the full space - self.U_out = None - self.S_out = None - self.V_out = None - - # DMDc attributes + # Stacked formulation: Omega = vstack((X, U)), Y = state at t+steps_ahead + self.X = None + self.Y = None + self.Omega = None + + # SVD attributes (from Omega and Y) + self.Up = None + self.Sp = None + self.Vp = None + self.Up1 = None + self.Up2 = None + self.Ur = None + self.Sr = None + self.Vr = None + + # DMDc attributes (A, B full-space; A_v, B_v reduced-order; A_havok_dmd/B_havok_dmd aliases in compute_dmdc) self.A_tilde = None self.B_tilde = None + self.A_v = None + self.B_v = None self.A = None self.B = None self.A_havok_dmd = None @@ -235,7 +236,7 @@ def compute_hankel( delay_interval=None, ): """ - Computes the Hankel matrix from the provided data and forms Omega. + Computes the Hankel matrices H and Hu from the provided data. """ if self.verbose: print("Computing Hankel matrices ...") @@ -295,10 +296,11 @@ def compute_hankel( def compute_svd(self): """ - Computes the SVD of the Omega and Y matrices. + Computes the SVD of the Omega and Y matrices (standard stacked DMDc formulation). + Omega = vstack((X, U)) with X = state at t, U = control at t; Y = state at t+steps_ahead. """ if self.verbose: - print("Computing SVD on H and U matrices ...") + print("Computing SVD on Omega and Y matrices ...") if self.is_list_data: self.H_shapes = [h.shape for h in self.H] @@ -314,7 +316,6 @@ def compute_svd(self): else: H_list.append(h_elem) - self.Hu_shapes = [h.shape for h in self.Hu] for hu_elem in self.Hu: if hu_elem.ndim == 3: Hu_list.append( @@ -326,8 +327,6 @@ def compute_svd(self): Hu_list.append(hu_elem) self.H = torch.cat(H_list, dim=0) self.Hu = torch.cat(Hu_list, dim=0) - # H = torch.cat(H_list, dim=0) - self.H_row_counts = [h.shape[0] for h in H_list] H = self.H Hu = self.Hu @@ -337,79 +336,42 @@ def compute_svd(self): else: H = self.H Hu = self.Hu - self.Uh, self.Sh, self.Vh = torch.linalg.svd(H.T, full_matrices=False) - self.Uu, self.Su, self.Vu = torch.linalg.svd(Hu.T, full_matrices=False) - self.Vh = self.Vh.T - self.Vu = self.Vu.T + # Stacked formulation: X (state at t), Y (state at t+steps_ahead), U (control at t) + # H, Hu are (n_samples, n_features); we want (n_features, n_samples) for Omega + self.X = H[: -self.steps_ahead].T + self.Y = H[self.steps_ahead :].T + U = Hu[: -self.steps_ahead].T + self.Omega = torch.vstack((self.X, U)) + + # SVD of Omega and Y + Up, Sp, Vp = torch.linalg.svd(self.Omega, full_matrices=False) + Vp = Vp.conj().T - self.Sh_mat = torch.diag(self.Sh).to(self.device) - self.Sh_mat_inv = torch.diag(1 / self.Sh).to(self.device) + n_states = self.X.shape[0] + self.Up1 = Up[:n_states, :] + self.Up2 = Up[n_states:, :] - self.Su_mat = torch.diag(self.Su).to(self.device) - self.Su_mat_inv = torch.diag(1 / self.Su).to(self.device) + Ur, Sr, Vr = torch.linalg.svd(self.Y, full_matrices=False) + Vr = Vr.conj().T + + self.Up = Up + self.Sp = Sp + self.Vp = Vp + self.Ur = Ur + self.Sr = Sr + self.Vr = Vr self.cumulative_explained_variance_input = self._compute_explained_variance( - self.Su + self.Sp ) self.cumulative_explained_variance_output = self._compute_explained_variance( - self.Sh + self.Sr ) - self.Vht_minus, self.Vht_plus = self.get_plus_minus(self.Vh, self.H,self.H_shapes if self.is_list_data else None) - self.Vut_minus, _ = self.get_plus_minus(self.Vu, self.Hu,self.Hu_shapes if self.is_list_data else None) - if self.verbose: print("SVDs computed!") - def get_plus_minus(self, V, H,H_shapes=None): - if self.ntrials > 1: - if self.is_list_data: - V_split = torch.split(V, self.H_row_counts, dim=0) - Vt_minus_list, Vt_plus_list = [], [] - for v_part, h_shape in zip(V_split, H_shapes): - if len(h_shape) == 3: # Has trials - v_part_reshaped = v_part.reshape(h_shape) - newshape = ( - h_shape[0] * (h_shape[1] - self.steps_ahead), - h_shape[2], - ) - Vt_minus_list.append( - v_part_reshaped[:, : -self.steps_ahead].reshape(newshape) - ) - Vt_plus_list.append( - v_part_reshaped[:, self.steps_ahead :].reshape(newshape) - ) - else: # No trials, just time and features - Vt_minus_list.append(v_part[: -self.steps_ahead]) - Vt_plus_list.append(v_part[self.steps_ahead :]) - - Vt_minus = torch.cat(Vt_minus_list, dim=0) - Vt_plus = torch.cat(Vt_plus_list, dim=0) - else: - - if V.numel() < H.numel(): - raise ValueError( - "The dimension of the SVD of the Hankel matrix is smaller than the dimension of the Hankel matrix itself. \n \ - This is likely due to the number of time points being smaller than the number of dimensions. \n \ - Please reduce the number of delays." - ) - - V = V.reshape(H.shape) - - # first reshape back into Hankel shape, separated by trials - newshape = ( - H.shape[0] * (H.shape[1] - self.steps_ahead), - H.shape[2], - ) - Vt_minus = V[:, : -self.steps_ahead].reshape(newshape) - Vt_plus = V[:, self.steps_ahead :].reshape(newshape) - else: - Vt_minus = V[: -self.steps_ahead] - Vt_plus = V[self.steps_ahead :] - - return Vt_minus, Vt_plus - def recalc_rank( self, rank_input=None, @@ -422,20 +384,19 @@ def recalc_rank( """ Recalculates the rank for input and output based on provided parameters. """ - # Recalculate ranks for input + # Recalculate ranks for input (Omega) and output (Y) self.rank_input = self._compute_rank_from_params( - S=self.Su, + S=self.Sp, cumulative_explained_variance=self.cumulative_explained_variance_input, - max_rank=self.Hu.shape[-1], + max_rank=self.Omega.shape[-1], rank=rank_input, rank_thresh=rank_thresh_input, rank_explained_variance=rank_explained_variance_input, ) - # Recalculate ranks for output self.rank_output = self._compute_rank_from_params( - S=self.Sh, + S=self.Sr, cumulative_explained_variance=self.cumulative_explained_variance_output, - max_rank=self.H.shape[-1], + max_rank=self.Y.shape[-1], rank=rank_output, rank_thresh=rank_thresh_output, rank_explained_variance=rank_explained_variance_output, @@ -446,46 +407,34 @@ def compute_dmdc(self, lamb=None): if self.verbose: print("Computing DMDc matrices ...") - self.lamb = self.lamb if lamb is None else lamb + lamb = self.lamb if lamb is None else lamb - V_minus_tot = torch.cat( - [ - self.Vht_minus[:, : self.rank_output], - self.Vut_minus[:, : self.rank_input], - ], - dim=1, - ) + # Use stored SVD components (standard stacked formulation) + Up1 = self.Up1[:, : self.rank_input] + Up2 = self.Up2[:, : self.rank_input] + Vp = self.Vp[:, : self.rank_input] + Sp = self.Sp[: self.rank_input] + Ur = self.Ur[:, : self.rank_output] - A_v_tot = ( - torch.linalg.inv( - V_minus_tot.T @ V_minus_tot - + self.lamb * torch.eye(V_minus_tot.shape[1]).to(self.device) - ) - @ V_minus_tot.T - @ self.Vht_plus[:, : self.rank_output] - ).T - # split A_v_tot into A_v and B_v - self.A_v = A_v_tot[:, : self.rank_output] - self.B_v = A_v_tot[:, self.rank_output :] - self.A_havok_dmd = ( - self.Uh - @ self.Sh_mat[: self.Uh.shape[1], : self.rank_output] - @ self.A_v - @ self.Sh_mat_inv[: self.rank_output, : self.Uh.shape[1]] - @ self.Uh.T - ) + # Tikhonov-regularized inverse: Sp_inv = Sp / (Sp^2 + lamb) + Sp_inv = torch.diag(Sp / (Sp**2 + lamb)).to(self.device) - self.B_havok_dmd = ( - self.Uh - @ self.Sh_mat[: self.Uh.shape[1], : self.rank_output] - @ self.B_v - @ self.Su_mat_inv[: self.rank_input, : self.Uu.shape[1]] - @ self.Uu.T - ) + A_full = self.Y @ Vp @ Sp_inv @ Up1.T.conj() + B_full = self.Y @ Vp @ Sp_inv @ Up2.T.conj() + + # Project A onto reduced output subspace for A_tilde, B_tilde + self.A_tilde = Ur.T.conj() @ A_full @ Ur + self.B_tilde = Ur.T.conj() @ B_full + + # Reduced-order (fitted) operators in output subspace + self.A_v = self.A_tilde + self.B_v = self.B_tilde - # Set the A and B properties for backward compatibility and easier access self.A = self.A_v - self.B = self.A_v + self.B = self.B_v + + self.A_havok_dmd = A_full.float() + self.B_havok_dmd = B_full.float() if self.verbose: print("DMDc matrices computed!") @@ -604,10 +553,6 @@ def predict( for t in range(1, H_test.shape[1]): u_t = H_control[:, t - 1] - # print(A.shape) - # print(H_test[:, t - 1].shape) - # print(B.shape) - # print(u_t.shape) if t % reseed == 0: H_test_dmdc[:, t] = (A @ H_test[:, t - 1].transpose(-2, -1)).transpose( -2, -1 diff --git a/examples/inputdsa_fig2_tutorial.ipynb b/examples/inputdsa_fig2_tutorial.ipynb index fce56c4..07cb8e7 100644 --- a/examples/inputdsa_fig2_tutorial.ipynb +++ b/examples/inputdsa_fig2_tutorial.ipynb @@ -21,7 +21,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "id": "52fcf42e", "metadata": {}, "outputs": [ @@ -81,7 +81,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "id": "4b891d5e", "metadata": {}, "outputs": [], @@ -98,7 +98,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "id": "f3cdd518", "metadata": {}, "outputs": [], @@ -212,7 +212,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "id": "7ba785c8", "metadata": {}, "outputs": [], @@ -256,7 +256,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "id": "87d14512", "metadata": {}, "outputs": [], @@ -315,7 +315,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "id": "728cf5a2", "metadata": {}, "outputs": [], @@ -358,7 +358,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "id": "db4d50cb", "metadata": {}, "outputs": [ @@ -380,13 +380,13 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "id": "3ef1f7f5", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -420,7 +420,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "eef05f5d", "metadata": {}, "outputs": [ @@ -490,7 +490,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "id": "3636fc5c", "metadata": {}, "outputs": [], @@ -503,7 +503,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "id": "5ae5efa9", "metadata": {}, "outputs": [ @@ -519,7 +519,7 @@ }, { "data": { - "image/png": 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", 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" ] @@ -538,18 +538,25 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 16/16 [00:00<00:00, 615.48it/s]\n", - "100%|██████████| 16/16 [00:00<00:00, 164.51it/s]\n", - "100%|██████████| 16/16 [00:00<00:00, 626.13it/s]\n", - "100%|██████████| 16/16 [00:00<00:00, 220.96it/s]\n" + "100%|██████████| 16/16 [00:00<00:00, 561.87it/s]\n", + "100%|██████████| 16/16 [00:00<00:00, 163.80it/s]\n", + "100%|██████████| 16/16 [00:00<00:00, 561.68it/s]\n", + "100%|██████████| 16/16 [00:00<00:00, 163.44it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Custom backend silhouette score: 0.980\n", - "N4SID backend silhouette score: 0.963\n" + "Custom backend silhouette score: 0.979\n", + "N4SID backend silhouette score: 0.952\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" ] } ], @@ -594,7 +601,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "id": "79bb2540", "metadata": {}, "outputs": [ @@ -602,19 +609,19 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 16/16 [00:00<00:00, 52.64it/s]\n", - "100%|██████████| 16/16 [00:00<00:00, 177.45it/s]\n", - "100%|██████████| 16/16 [00:00<00:00, 44.00it/s]\n", - "100%|██████████| 16/16 [00:00<00:00, 202.00it/s]\n", - "100%|██████████| 16/16 [00:00<00:00, 435.29it/s]\n", - "100%|██████████| 16/16 [00:00<00:00, 217.24it/s]\n", - "100%|██████████| 16/16 [00:00<00:00, 651.23it/s]\n", - "100%|██████████| 16/16 [00:00<00:00, 227.44it/s]\n" + "100%|██████████| 16/16 [00:00<00:00, 299.72it/s]\n", + "100%|██████████| 16/16 [00:00<00:00, 121.53it/s]\n", + "100%|██████████| 16/16 [00:00<00:00, 154.21it/s]\n", + "100%|██████████| 16/16 [00:00<00:00, 164.03it/s]\n", + "100%|██████████| 16/16 [00:00<00:00, 557.01it/s]\n", + "100%|██████████| 16/16 [00:00<00:00, 164.88it/s]\n", + "100%|██████████| 16/16 [00:00<00:00, 555.33it/s]\n", + "100%|██████████| 16/16 [00:00<00:00, 163.54it/s]\n" ] }, { "data": { - "image/png": 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" ] @@ -700,7 +707,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "id": "2b529073", "metadata": {}, "outputs": [ @@ -708,12 +715,12 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 16/16 [00:00<00:00, 47.98it/s]\n", - "100%|██████████| 16/16 [00:00<00:00, 74.16it/s]\n", - "100%|██████████| 16/16 [00:00<00:00, 42.14it/s]\n", - "100%|██████████| 16/16 [00:00<00:00, 202.52it/s]\n", - "100%|██████████| 16/16 [00:00<00:00, 418.82it/s]\n", - "100%|██████████| 16/16 [00:00<00:00, 132.72it/s]\n" + "100%|██████████| 16/16 [00:00<00:00, 409.48it/s]\n", + "100%|██████████| 16/16 [00:00<00:00, 164.57it/s]\n", + "100%|██████████| 16/16 [00:00<00:00, 155.14it/s]\n", + "100%|██████████| 16/16 [00:00<00:00, 165.90it/s]\n", + "100%|██████████| 16/16 [00:00<00:00, 559.83it/s]\n", + "100%|██████████| 16/16 [00:00<00:00, 165.44it/s]\n" ] }, { @@ -721,16 +728,16 @@ "output_type": "stream", "text": [ "Silhouette Scores:\n", - "DMD State: 0.901\n", - "DMDc State: 0.887\n", - "DMDc Control: 0.064\n", - "SubspaceDMDc State: 0.963\n", - "SubspaceDMDc Control: 0.746\n" + "DMD State: 0.9\n", + "DMDc State: 0.907\n", + "DMDc Control: 0.338\n", + "SubspaceDMDc State: 0.952\n", + "SubspaceDMDc Control: 0.747\n" ] }, { "data": { - "image/png": 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d5WRcOSk3xTW87tg6aPfu3a73ghIKhai4a5RWuXHW6k4xYJ5ExD38rTDxIgAYfkeY6hIBmEThH4fPFyl6KNAFUyRS93SdAkJSQaYRMAsTPFxYCJZFzRJkieBacJuhMFu0sUReAEGZqKOCGi+oVbJs2TJZt26dyp7Ba4xCfnBDIWgUadX24GJsGow6InARoV4LwPFXX321ysCyx4wUBxIuELdy3333KVcoxoGsJxSYQ7q6Pa5i/PjxKnsJbjPUtYFLCa5TjBH3xdYKyOaxbxBpAhnH3B9//HFVKwUxOHBvIdsGcSi6jIHp/kAQM8aI1wtBuHCzouYL3DEoelgcscgf0sMxR7w2qJ2DejhwTeHekHW8LjgPBQJNV01RwO0EdxreW7gW9fuLDDm3rTfKGwSGYxxI04dbGfPD6wbXMzLhigKvH2JtkHL/xhtvyLfffqtq4SCFHJtaY56ljSv1QcOJw5wIIYSQMgOBx6bCBSUGBfgIcYMBxYQQQgjxFP5kzxZApUek+2GnVexiitRHs4w0gNkVtR9iBaZIVMLEL4d4Yt+ZF+ZGmOdgksWYiyqXHu28TVBxEvcoacdYkphQ1inrqS7rSCk2QUYWv9f5ve45txTqDMBPj5gC+PPgu4fvFv5N+F6RXqeBHxcfFvuHI1rgL8XGb9heHopHPJUbzAF1Q+B3hR8WCg3mhpRC+GTffvttla4Xy7zNlEkoTTgW98CXArdrSB4o65T1VKE4WUcdHLPSLeKKUJKf3+v8XnfFSlKQNohU1+3btzue27RpU8RjZGEcTBbFxIkTVbQ2osPjiY42x/XtLF682KpXr55KZ1y/fn1M89aMHTtWpYVOnz5d3W/mzJlxnQcpWyjrlPVUgbJOWY8XSavcoLYB0gBLorh0vTVr1ljXXHONyqfPysqyatWqZZ1zzjkRKYD2NDrdTEXn448/Duf1Ix8fH9ClS5celHIDJkyYoJ6/7bbbSj1vE9SdwJjAYYcdZl1xxRWlOp9ULJT16KGsJzeU9eihrHtUuUHRJhSK+uGHH4o9bvz48apwEmoY4G+0uXPnquegVHTq1Mm68847reeff14pETVr1lT59Hv27FHHoC7IDTfcEFYy9DV0cahXX31V1Yo47bTTrKefftoaPXq01aJFC2VxsddJKK1yk5+fr2o9oE5CaeetWbdunaoxgDGDe+65R80RBaZIckBZp6ynCpR1yrqV6soNChahkiZa165drVtuucWaNm2aUgjsFOWW2rt3r6MPhZqgcEBpKcktlZOTo5QYuyUEig+KVJVkISlJuQFQvqCMxDJvgKJoUJB27dqlHq9YsULdEwWtSHJAWaespwqUdcq6lerKDZg/f741ePDgiDLPiEd57733Sh1zA+Vg69at1pYtW5TCctNNN5Wo3EyePFn1I5YF55kNv0BQIvtglRuUJkdZ71jmDVDWGq42k86dOzv6SGJDWaespwqUdcp6PEjqVHBkGE2ePFnt+IpN2EaOHCk5OTkqM8rcTKwosBkXKlmiuibSsFFREdUQd+zYoXbcjWazOIBsJpxnNlTOdNskrbSg2iiqPcYyb2zshs3VUMkUWVS6IeMLG5Mhi4okB5R1ynqqQFmnrMeDiq/XHAdQ/hofCDTsLIvS4RMnTpRRo0YVe971118v48aNk5tuukmVpkfqNVKkUaoeZZ9LQh+DUuJIWbRzsOWwsZMtdqrt2LFjTPN+7bXXwrvRotl555131DkkeaCsU9ZTBco6ZV1SXbkx6dKli/p3w4YN4b6iarqgfg1qKTz66KPhvtzcXGW5MSnqfL3vSb169dQ27vEG44N1CfuOlHbecDlOmDBB1Yy49tprHcffe++9agt5KjfJC2Wdsp4qUNYp6ymj3OiCenbF4+OPP1b/tm3bNtxXuXJlh8KiNyGz1zBElV8UujPB+cB+DSgd2PwP1YShRKSnp0c8j4J8cFHFwpIlS5RFCRukDR8+vNTz/uqrr1RF5XvuuUe5q+zAInTHHXfI+vXr1QZsJHGhrFPWUwXKOmVdUl25gUsJu8gOHjxY2rVrJ/n5+aq6JXZexe6jpkWic+fO8vnnn8tjjz2mFnJsvnbcccep3VThUoI7qn379jJv3jx1XO3atSPuhV2VoQiNHj1axeIgPgdxNrDYjBkzRlXJPProo5U7C8rM2rVr1W67iHX53//+V+JcsDsuLEZQqrA7LhQT7DqLcWGHXdPlFe28YZXBmPv37+96T+ywevvtt8ubb74pN99880G8E6SsoaxT1lMFyjplPW5YScrUqVOtSy+91GrXrp0qnJeRkaGyk66//npHpd5ly5ZZJ510kkqJNov4ocrvsGHDrDp16qhr9O3bVx2LOjf27KoXXnjBatWqlUrBtmdO4W+ci/RvFANs3bq1NXToUGvBggVRZUvphirCyHrCWO+//35r8+bNMc0bmV+1a9dWtX2Ko2XLliqbiiQ2lHXKeqpAWaesx4uk3VuKEEIIIcSNpE4FJ4QQQgixQ+WGEEIIIZ6Cyg0hhBBCPAWVG0IIIYR4Cio3hBBCCPEUVG4IIYQQ4imo3BBCCCHEU1C5IYQQQoinoHJDCCGEEE9B5YYQQgghnoLKDSGEEEI8BZUbQgghhHgKKjeEEEII8RRUbgghhBDiKajcEEIIIcRTULkhhBBCiKegckMIIYQQT0HlhhBCCCGegsoNIYQQQjxFyig3zzzzjLRo0UKysrLkuOOOk/nz50syMHv2bBkwYIA0atRIfD6fvPvuu1HN9bDDDpPs7Gxp27atvPrqq+UyVpI4JKO8xyLreXl5cvvtt0vz5s0lMzNTzXns2LHlMl6SGKSKrPN7vXSkhHLz1ltvyc033yyjRo2SRYsWSadOnaRv376yefNmSXT27NmjxgvBjoYxY8bIyJEj5a677pIff/xR7r77bhk+fLh88MEHZT5Wkhgkq7yXVtbBeeedJ1988YW89NJLsnz5cnnjjTeUQk9Sg1SRdX6vx4CVAhx77LHW8OHDw4+DwaDVqFEj68EHH7SSCbxdU6ZMKfaYrl27WiNGjIjou/nmm61u3bqV8ehIouAFeY9G1qdOnWpVr17d2rZtW7mNiyQWqSLr/F4vPZ633OTn58vChQulT58+4T6/368ez5s3T7wGzPQwz5rAPQVTbUFBQYWNi5QPqSTv77//vnTp0kUefvhhady4sRx66KEyYsQI2bdvX0UPjZQDqSTr/F4vPZ5XbrZu3SrBYFDq168f0Y/HGzduFK8Bk+yLL76oPvT4UbBgwQL1GIoNXgvibVJJ3n/99Vf58ssvZenSpTJlyhR54oknZNKkSXLttddW9NBIOZBKss7v9dLjeeUm1bjjjjukX79+cvzxx0t6eroMGjRIhgwZEv5VQ4hXCIVCKhjz9ddfl2OPPVZOP/10eeyxx+SVV16h9YZ4Cn6vlx7Pr3Z16tSRQCAgmzZtiujH4wYNGojXgAsK2SJ79+6VNWvWyNq1a1UmQdWqVaVu3boVPTxSxqSSvDds2FC5o6pXrx7uQ5YgLJZ//PFHhY6NlD2pJOv8Xi89nlduMjIypHPnziqjwvzFh8ddu3YVrwKrTZMmTdSH/80335QzzjiDlpsUIJXkvVu3brJ+/XrZvXt3uG/FihVKziH7xNukkqxr+L0ePWmSAiBVEK4ZBB/CfA3fPFLxhg0bJokOvrhXrVoVfrx69WpZvHix1KpVS5o1a6bSvtetWxeuZYMvdwQPo97D9u3blZkeMQkw1ZPUIFnlvbSyfuGFF8q9996r5oWSB4jB+Ne//iWXXnqp+qVLvE+qyDq/12PAShGefvppq1mzZlZGRoZKH/z666+tZGDGjBkqVdDehgwZop7Hvz169Agf/9NPP1lHHnmklZ2dbVWrVs0aNGiQtWzZsgqcAakIklHeSyvr4Oeff7b69Omj5L1Jkyaq7MHevXsraAakIkgFWef3eunx4X+xKEWEEEIIIYmI52NuCCGEEJJaULkhhBBCiKegckMIIYQQT0HlhhBCCCGegsoNIYQQQjxFSik32HzsrrvuUv96Ca/Oi8SOV2XCq/MiseNVmfDqvMqLlEoF37VrlyrVvnPnTqlWrZp4Ba/Oi8SOV2XCq/MiseNVmfDqvMqLlLLcEEIIIcT7ULkhhBBCiKegckMIIYQQT5ESG2dqMjMzpZWvg5zd8FoJZFcSX3q6SGYGtpcVKzNNrLQ0sTIDEsoISCgd//ollO5TLZix/99QmkhQ9YlqVmD/v+GWJmKlWfufS7PESrfESguJL90Sf1pQAukhSUsLSnpaUDLTCiUzvVCy0wokK1AoldIKpFJanlQJ5EvltDyp5M+XqoFcqRrYJ1X9uVLJnyfV/Lnq76r+QqnqE6nkS5P0ggwZNWqUmh8hWtZbSns5u8E1EsiqJD7I+V/ybmWki5WRJlZ6QCzIeoZfgpB1tDRT3iHPvgjZNv+11L9WWOaVrKeHxJdmiS8tJIH0oKSlhSQjvVDJe1ZaoWQpGdfyvl/OqwT2t0qBvP2yDZn375PKfjzOk2q+fKnqF6niS5NAQTplnbjLer2r93+v//WdLhnpqkHWQ0reIeN/fa9D5tX3uU9CGT4JKhnf//0eIetazsOP8X3+V0u3xKfkPST+tJCkpQclIy2o5D0jEAzL+n55L9gv62n5UiWQq5r6fvfvk2pa3pWco4WkKr/XD5qUU25aBzqKzxcQL5GZ6VdR9YQckIlMae3vKH7PybqPsk5sMkFZJ07oliKEEEKIp0ipVHBCCCGEeB9abgghhBDiKZI+5uYU/7nOTp/P2VfWBiqXe96y6ntH37ZgFUff4j3NS7z8lvyqjj6/L+Toe6jhF46+E76+ytG3/Ow7S7wnSQJZdyMK+felOT/6VsjlM2I5ZUx8zt9E/1zhlPU/XWR94Z4Wjr6QFTnemul7HcdszKvu6Luy7ixH3zXLLnT0zTt1tKOPeETWo5B/f3a24xArPz8qubYKCxx9F/y8ztGXE8yO6vt53o7WEY9fazHTccxil4rED6w73dHXpvIWR99Dnd5x9KUqtNwQQgghxFNQuSGEEEKIp6ByQwghhBBPkfQxN1HH1/ijqPcRZXyB6zD8znFsLKzh6PuzsEpU8TT2OIS1e2pGNY5f6zrf0tzdGVGdSzyCm/y7fU5ivr7zc5ITcsYc7Ak5i0ruCzplMSSRYyvId35Wt+ZXdvRtCTr79uWnFzFokrLyH4r9e93tOL+4XM+FQJTHRYN9PQBB2iaKhZYbQgghhHiKClVuZs+eLQMGDJBGjRqJz+eTd999tyKHQ0iZQVknqQJlnUiqKzd79uyRTp06yTPPPFORwyCkzKGsk1SBsk4k1WNu+vXrpxohXoeyTlIFyjpJBJIqoDgvL081k1Co0Lk5oFvwcCgY202t6M5zi0Vul7HB0bct4AyCzAlmlRhkWcOlsJnf5wwcPTLD+ZZWq+k8lyShrEvIKevRFqeMJoDyIALq3XALeLTLtTrOFiyZFmXsc9ByKbrmEnhJklDWrWDsm77ag+f9LjIcjDLY1+UzEYrS4RFrwK/b97pbXzwDlr1IUgUUP/jgg1K9evWItlqWVfSwCCkfWbco68R78HudSKorNyNHjpSdO3dGtJbSrqKHRUj5yLqPsk68B7/XiaS6WyozM1M1k5hNl4QkMJR1kipQ1omkuuWGEEIIISShLTe7d++WVatWhR+vXr1aFi9eLLVq1ZJmzZpJslNgOa1KBRKI6jh74OW+UHRVhvdZzt1uC4PUYSuauMh6tJWH3YKA7QH1/vh+9Kv69zn6gi7Bw5UDeSVWX62Wlus4ptDlM1I7sMfRl5Xh3MWZJKGsR1t5PorjrKBLUohLRXnXYQSccpdvpUX1He53kf/8UORxeZZTXveGnFW2c4POvr1RrgmpSoUqNwsWLJCTTz45/Pjmm29W/w4ZMkRefvnlChwZIfGFsk5SBco6SWrlZv369fLll1/K5s2bJWTbu+OGG26I6ho9e/YUK9pUVkIqCMo6SRUo6ySllRtYVa666irJyMiQ2rVrq60TNPg7WuWGkESHsk5SBco6kVRXbu644w658847VQqf361AUkXjVoysAnCLOShw8de6FzaLfF0LbL7aoihwKzoVSsD3KElIJFn3pR2EF9kWY2MVFsa1iGXvbGcszfbQDkdfDf/eEoui7Qo5i1pWT3Oe1znTGXPQuvq2qMZLElvW/dnOXeZdd/d2Gac9xsayFQgs6rNkhZxeBF+687jPtx3m6Ntb6JTFNJ9zvCu21I14PK1+dccxC/e2dJ63KfI8sG1fJUcfOUBMErx3717529/+VuEfAELKGso6SRUo68RLxKSdXHbZZTJx4sT4j4aQBIOyTlIFyjrxEmmxlss+44wz5JNPPpHDDz9c0tMj09Qee+yxeI2PkAqFsk5SBco68RIxKzfTpk2Ttm3bqsf2gGJCvAJlnaQKlHUiqa7cPProozJ27FgZOnSoJCRuRcyiDIyMJ1k+Z9BmJZ8zuC3T5biQTUmsluYskuZGFX/k9hQgPT3K4FGS0LLuFvBYxIFS3qwtdAb87nQpRvZ7Qe2Ydk/eWegMntwedN5zV4EzGJkkoazn50f3ve62u7etQJ9r8HCUAfVWvvP6jbJ3Ovr2FDq/d/0uAcWbKleJeNw63RkAvyPTKes1qji//xtW3lXEqIl6/WPdC6Rbt258BYnnoayTVIGyTiTVlZsbb7xRnn766biYQY855hipWrWq1KtXT84880xZvnz5QV+XkHhBWSepAmWdSKq7pebPny/Tp0+XDz/8UDp06OAIKJ48eXJU15k1a5YMHz5cKTiFhYVy2223yamnnio//fSTVK5cOZahERJXKOskVaCsE0l15aZGjRpy1llnHfTNkW1lr5AJC87ChQvlpJNOOujrE3KwUNZJqkBZJ5Lqys24cePiPxIEDe7cH6iF3WPdyMvLU80kZAXF74uuem8y7wq+O+gMWAv4nAGmbrvMBrkreMwklKyHCqKTdbfAyzIOsE93SZJMdwmoTHcJng9E4R1P9znHm+4yT79wrzpPyLpYcftejzoQ3w0XGXMLHt7jVqHY75TZ/MLIOe0IOa+1M+j0WuQVOJfq3QXOc8kBYi4xDDfS559/Ls8995zk5OSEN13DdvexgM03b7rpJhWo3LFjxyJjdKpXrx7RVsuyWKdASHLJukVZJyki68EfD2oehMSk3Pz222+qeN+gQYNUzMyWLVtU/+jRo2XEiBExvaq4ztKlS+XNN98s8hjseYJfAWZrKe34LpIyI6Fk3UdZJyki64EOMc+DkIPKlurSpYts375dso0NzgYPHixffPFFqa933XXXqeDkGTNmSJMmTYpNVaxWrVpES1SXFPEGlHWSKlDWiaR6zM2cOXNk7ty5kpER6Wds0aKFrFu3LurrWJYl119/vUyZMkVmzpwpLVs6d0MlpCKhrJNUgbJOJNWVG/hRg7Zt5cEff/yhataUxmQ5YcIEee+999R5GzduVP3wuZoWoWJx2e7BZ6tQWUFFW6Wq31llM9dyVm3N8juDgO1US8t19PldAoqr+J0VWjPSyr86s1dILFl3q7xdAYLtQoFLzGaB5RzvXpcASnuF4sp+ZxXvaHGrCkuST9atwoKY5d8XiLTm+9LToqo87Hr9kPP1aJ7trCqcE3R+7wbEpUJxpWqR10pzVtnelrHfHWhSq7LzuMaVnJWSyUG6pVCL5oknnojYTwoBZ6NGjZLTTz896uuMGTNG+Vd79uwpDRs2DLe33norlmEREnco6yRVoKwTLxHz3lJ9+/aV9u3bS25urlx44YWycuVKqVOnjrzxxhulcksRkshQ1kmqQFknkurKDYJ+lyxZoiws+BdWm8suu0wuuuii6E3shCQBlHWSKlDWiaS6cjN79mw54YQTlDKDZtZIwHOsLky8AmWdpAqUdeIlfFYMvqFAICAbNmxQWyWYbNu2TfW5BaWVFZ+tdtb+2FhYw9HXLmNDiZWBg7aqwCDLpaKqW0Vht+Dhm1t0jSoAOtDGJUssIzLweG+zas7zXILiMn/f4ejbe4izMujsD25x3pMktKx/8mt7R19OKDpLaVX/vojHvbOdQbtrC/dGVXnYLXj46uYnRiXrac2cpR4sW8Dnji71nZcKOm9adY1zvLubV3L0zX07thotqUYiyfrYFd0cfX6XAN2QS9hovhUpT59vO8xxTKPsnVFVHnYLHp5zhDN4WPzRlSQJVKsS2ZHmYl8IOudp5TvXF3FZuqftfiWqcaQCMQUUQx9CELEdfAi44SXxEpR1kipQ1knKuqX0ZplQbIYOHaqK6mmg1X///ffKXUVIskNZJ6kCZZ1Iqis3qFOgNXzULzCDh1HQ7/jjj5crrrgi/qMkpJyhrJNUgbJOJNWVG71rLCoRY68RuqCIV6Gsk1SBsk68SEzZUrfccktEjRpsuIYtFFD3BoWgypNtQVuAloj8Wejs2xZwbiNfIJFBYAW2QDRQyZdX4nlFVR52C6h0CwLz7c0tMagsfbczsNkXii4WPG0vKxTHSiLJ+p8usr4nioq/+/siZXF7yBl4vjPklOF0l4q/bpWHo5V1ycsvUY79LhHLLsW4Xa/vL2TtLC/Iek4w9pIi9oSPvYWR2wQVFTy8x+U4t8rDrsHDLpWM3T4TVkHk97jfrXRKmosMuwRzuwYZk4MLKMausa+++qr6e8eOHXLssceqAlDoR9VhQrwCZZ2kCpR1Iqmu3CxatEi6d++u/p40aZI0aNBAaflQeJ566qmorwNF6Igjjgjv8N21a1eZOnVqLEMipEygrJNUgbJOJNWVm71794Y3Uvv0009VtL3f71cBxVBySlMR86GHHpKFCxfKggULpFevXurXw48//hjLsAiJO5R1kipQ1omkunLTpk0beffdd+X333+XadOmhf2xmzdvVhaYaBkwYIDaaPOQQw6RQw89VO6//36pUqWKfP31167H5+Xlya5duyJaQR53ASZlR0LJuttOxoR4UNYLKeukIgKK77zzTrVZ5j/+8Q/p3bu3cidpK85RRx0V00BQJ2fixImyZ8+e8PXsPPjgg3L33XdH9HW7qp2ceE1k5dYt+futSiUFhtkDz0IuFYozo6xQnOUviKrysFvwcOG69VISwVa1nX3ZznHk1XIel7aHAcWxkkiyfvxV7eWEqztE9O0LOoMg3eS4ciAyML6G31nd9/cCp+yku8j/XpcgZrfKw27Bw4UbN0lJFPRs6ujzuQQP7zzEGWDtMnWShLJ+2vAWcvp1kd+fAZcKxW7B836bEKS5BMX7XfrS/M7vSbd7ojfmgHq/v8RjLLcKxeVYHTqlt18AGzduVKW6O3XqpFxSYP78+UrDb9fOuSVCUfzwww9K6LG7OLT7CRMmKK2/KA0fzeSe5ZdIWkagROWmZfbWclduZp11eNyUm4I+naNSbtxwU25mfP7vqM4liSPrdywb5pD1WJWbU6otjaty80G/o+Om3Oz4e9eolBuf2/e9yxrzzWv/LPGeJLFk/cU1AyU9wx+TcmP/fp65ta3jmPrZuxx9+4LObMEmWc6swoWdXTJjrVB02Xx/hXOEH1euFJ1ys3dvVBlU0/aOdx6XoqTFWhfhb3/7mwokNkHWVGlp27atLF68WHbu3KmCk4cMGSKzZs1S6Yd2UBHZrIoM7F/2hMQTyjpJFRJJ1u2KDSGlJSYJ+ve//y3169eXyy67TObOnSsHAyobw9fbuXNnZZ7EL4Ynn3zyoK5JSLygrJNUgbJOJNWVm3Xr1skrr7wiW7dulZ49eypz5ejRo5VJ82AJhUIOEyUhFQVlnaQKlHUiqe6WSktLk8GDB6u2adMmee2115Syc8cdd8hpp52mLDqImNc+26IYOXKk9OvXT5o1ayY5OTnKLztz5kwVqX8whCxfVHEI9r6gS+XVkC+6a7mS4eKbdfGnRkMo0zm2wiyXcbiM18eqrTGTSLIerVwH3Y6z9YVcqxg7+wJRHmelp8VcQdtxLbeX0mVOroWSg6xQ7AVZn7ejdczzyA9Fhiqs2FLXccymys5g9PxCZ4jDpkrOLLFAtZwSKw8rXF6nUE7kub4mkS5A1ZebH1XMjc+tujEJc9COTbinTjzxRBU8BqFHIBn8q61bt1YCXRxIMbzkkkuUfxbR+d9++636AJxyyikHOyxC4g5lnaQKlHWSkpYbAM1+/PjxKgjt119/lTPPPFM+/PBD6dOnj0r7u+eee5SSU1xRv5deeinW2xNSblDWSapAWScpbbmBabJp06by8ssvyxVXXKF8tW+88YZSbAB2C//nP/+pikERksxQ1kmqQFknkuqWm3r16qm0vqKKMoG6devK6tWrpaxxq2mzdk9NR1+NdKfPcl8oskZIgc1XC6ql7XP07Q4663xUS3PWr9nbzOmvddvd261Anz3GJvOjbx3HVKrpnKfUrhGVD5ckn6zXdJHhgnynzKa5hGLZ5XNXyGW34yip7HcG/O/oUt/R57a7t1uBPnvsTM1X5jmO8aU76/kEGtWPqrYOST5Zf61F8SENxZFnRdYcm1a/uuOY1unbHH07XOo3NU9zfuauTBvk6HPd3dutNpMtxib480rnMWnOZdlfu5bz+vnO2mokRsvNvHnzlOsJ7iT9AcBmmS1btlQfjCuvvDKc6eTz+aR58+aluTwhCQNlnaQKlHUiqa7cII7G3NQSwcOIoIc7CjUSPvjgA1WrhpBkh7JOUgXKOpFUV25QcRJZTZo333xTjjvuOHnhhRfk5ptvlqeeekrefvvtshgnIeUKZZ2kCpR1Iqmu3Gzfvl2lCGrgn0U9A80xxxzDIGLiCSjrJFWgrBNJ9YBiKDYIJkOmVH5+vixatChiN1cUbEpPdylcV4a47e7qflz8insFXK7ldv1AfiiqwmZuG2DaC/S5BQ8Ht2939KVVdwZYSxr33yotiSjrG/OcgZFb8ytHdW6hbTPB6i6BkjsLnZv4pbvuThld8Ty3j5zbBpj2An1uwcNWgUugcAnF5EjyyvriKKvUu33v7g1FjnXh3sjdxcGOTKes7ww6P0vbMrZEV4g1Lbrdve3JHW7Bw1ahS0FA7gpeakr17YBdXRFbM2fOHFWFslKlStK9e/fw899//70q3kdIskNZJ6kCZZ1Iqis39957ryrR3aNHDxVng4aNLzVjx46VU089NaaBPPTQQyrD6qabborpfELiSVnKOqC8k0SBsk4k1d1SderUkdmzZ6tt7KtUqSKBQKSpe+LEiaq/tGDbheeee06OOOKIUp9LSFlQVrIOKO8kkaCsEy8Sk9O6evXqji97UKtWrYhft9Gwe/duueiii9Qv45puRekIqUDiKeuA8k4SFco68RIx7y0VL4YPHy79+/dXtXLuu+++Yo9FgUBdJFBzd63PJTMzMiDx17rOaR2Z4ezbZ0UGdxVYzgCwKv7MEitg7j/OWfH19N+jiz/Kq1W75N29XSoPuwUPF65Z67zWsYdHNQ6SOPLuJutDq82UDJusb3EJgnTb3b52YE/E486ZTsVse9AZZJzui+73z+w1xzo7XYKHdx7itHbZh+taedgleLhwtXPfOn/HdiUPliS8rN+7uq8EMgLF7mxfVEBxbjAyoHjFJueu4DWqOCvP5xU414halZ2fiYz8bVEF/FpufbbdvV0rD7ucF9zqvKe/kjMomhygQtMNUCcHkfnRFv7Dcfh1YbYn/ufcfp6QRKQ08u4m62P/b1e5jJOQipb15eO/45tAklO5waaaN954o7z++uuSlRXdPjfI0EIMhNluus4l9ZmQBKO08u4m65de69yrjBAvynrbvx9VLmMl3qXC3FILFy6UzZs3y9FHHx3uCwaDKojzf//7nzJT2mMdMjMzVTMpyHHZJZCQBKO08u4m6xk7KOskNWTd7pIiJGmUG2zjgL2pTIYNGybt2rWTW2+91TWIk5BkhfJOUgXKOklp5aZq1arSsWPHiL7KlStL7dq1Hf3FccLXVzn6cnc7gyWr1XQGhhUGI71yoZDTS5ee7qwWGbSdBzLSnEFg1Q9xuszS9jqPS9vj7PMVWsVWttx/YiC64OH5kUokSU55v2bZhY6+ffnOyrGWS+BlVkZkEHzr6s4AxV0FTheCX9yqcTsD73c3dwY3+m0yrPBFUd04z0XWXXALHg4tXRbVuSSxZb1NZWdl4KBLFEVAnLK4NxT5/b9tn1M2G1Z2xq/tLnAmjzSutNPRt94lUN7Kj05mfdnZkR35zuQUN9yCh0O24GQSCeuXE0IIIcRTVHgquMnMmTMregiElBuUd5IqUNZJeUPLDSGEEEI8BZUbQgghhHgLKwXIzc21Ro0apf716rXK4nok+UgV+aSsk0SWp0QeW6rgw//E4+zatUtVvURxqGrVqnnyWmVxPZJ8pIp8UtZJIstTIo8tVaBbihBCCCGegsoNIYQQQjwFlRtCCCGEeIqUUG6wb8moUaMc+5d46VplcT2SfKSKfFLWSSLLUyKPLVVIiYBiQgghhKQOKWG5IYQQQkjqQOWGEEIIIZ6Cyg0hhBBCPAWVG0IIIYR4Cio3hBBCCPEUnlZuZs+eLQMGDJBGjRqJz+eTd999N+ZrPfjgg3LMMcdI1apVpV69enLmmWfK8uXLY7rWmDFj5IgjjlCltNG6du0qU6dOlXjw0EMPqbnedNNNcbkeSQ4o6yRVoKwTSXXlZs+ePdKpUyd55plnDvpas2bNkuHDh8vXX38tn332mRQUFMipp56q7lFamjRpopSQhQsXyoIFC6RXr14yaNAg+fHHHw9qjN9++60899xzSnEiqQVlnaQKlHUSFVaKgKlOmTIlbtfbvHmzuuasWbPicr2aNWtaL774Yszn5+TkWIcccoj12WefWT169LBuvPHGuIyLJB+UdZIqUNZJUXjaclOWYIdWUKtWrYO6TjAYlDfffFP9GoF7KlZgVerfv7/06dPnoMZDiB3KOkkVKOveIa2iB5CMhEIhFdPSrVs36dixY0zX+OGHH5Qyk5ubK1WqVJEpU6ZI+/btY7oWlKNFixYptxQh8YSyTlIFyrq3oHITo5Vk6dKl8uWXX8b8wrdt21YWL16sfilMmjRJhgwZouJ6Sqvg/P7773LjjTeqOKCsrKyYx0OIG5R1kipQ1j2GlSLEyzc7fPhwq0mTJtavv/5qxZPevXtbV155ZanPw5wwt0AgEG547PP51N+FhYVxHSdJfCjrJFWgrJOioOUmeiVQrr/+euU+mjlzprRs2TLuJtG8vLxSn9e7d2/l4jIZNmyYtGvXTm699VYJBAJxHCVJBSjrJFWgrHsXTys3u3fvllWrVoUfr169WrmCEATcrFmzUpssJ0yYIO+9956qdbNx40bVX716dcnOzi7VtUaOHCn9+vVTY8jJyVHXhcI0bdo0KS0Yiz3up3LlylK7du2Y44FI8kFZp6ynCpR1ynpUWB5mxowZymxpb0OGDCn1tdyugzZu3LhSX+vSSy+1mjdvbmVkZFh169ZVLqlPP/3UihdMBU89KOskVaCsk2jw4X/RqUGEEEIIIYkP69wQQgghxFNQuSGEEEKIp6ByQwghhBBPQeWGEEIIIZ6Cyg0hhBBCPAWVG0IIIYR4Cio3hBBCCPEUVG4IIYQQ4ilSWrnZsmWLXHPNNWobhMzMTGnQoIH07dtXvvrqq4O+9tChQ+XMM8+MyzgJOVgo6yRVoKwTz+8tVRJnn3225OfnyyuvvCKtWrWSTZs2yRdffCHbtm2r6KERElco6yRVoKwThZWibN++Xe0NNXPmTNfnhw0bZvXv3z+iLz8/X+0F9eKLL6rHEydOtDp27GhlZWVZtWrVUntE7d692xo1apRjDyrshwLWrl1rnXvuuVb16tWtmjVrWgMHDrRWr14dvgf2vRo0aJB1//33W/Xq1VPH3X333VZBQYE1YsQIdU7jxo2tsWPHlunrQ7wDZZ2kCpR1oklZ5QbKQpUqVaybbrrJys3NdTz/1VdfWYFAwFq/fn24b/LkyVblypWtnJwc1Z+WlmY99thjSjn5/vvvrWeeeUY9h3beeedZp512mrVhwwbV8vLylHJ02GGHqY0zcfxPP/1kXXjhhVbbtm3V81q5qVq1qjV8+HBr2bJl1ksvvaSUo759+yqFZ8WKFda9995rpaenW7///nu5vmYkOaGsk1SBsk6sVFduwKRJk5QlBJaXE044wRo5cqS1ZMmS8PPt27e3Ro8eHX48YMAAa+jQoervhQsXKqVjzZo1rtfWFhiT8ePHK0UmFAqF+6DUZGdnW9OmTQufhx3Dg8Fg+Bic07179/DjwsJCpWS98cYbcXkdiPehrJNUgbJOgD/VfbPr16+X999/X0477TSZOXOmHH300fLyyy+r5y+//HIZN26c+hvxOFOnTpVLL71UPe7UqZP07t1bDj/8cDn33HPlhRdekO3btxd7vyVLlsiqVaukatWqUqVKFdVq1aolubm58ssvv4SP69Chg/j9B96a+vXrq/toAoGA1K5dWzZv3hz314R4E8o6SRUo6wSktHIDsrKy5JRTTpE77rhD5s6dq7KcRo0apZ675JJL5Ndff5V58+bJa6+9Ji1btpTu3buHFYzPPvtMKTzt27eXp59+Wtq2bSurV68u8l67d++Wzp07y+LFiyPaihUr5MILLwwfl56eHnGez+dz7QuFQnF+NYiXoayTVIGyTlJeubEDRWXPnj3qb1hHkM4N6w2sOcOGDXMoGN26dZO7775bvvvuO8nIyJApU6ao5/B3MBiMOB5WoZUrV0q9evWkTZs2Ea169eqURlKuUNZJqkBZTz1SVrlBunevXr2UReb7779XFpeJEyfKww8/LIMGDQofB9cUUsV//vlnGTJkSLj/m2++kQceeEAWLFgga9eulcmTJ6v6Cocddph6vkWLFuq6y5cvl61bt0pBQYFcdNFFUqdOHXX9OXPmqHvCFXbDDTfIH3/8USGvA/E+lHWSKlDWiaR6nRvEuxx33HHy+OOPq3gXKB9NmzaVK664Qm677bbwcX369JGGDRuqOJhGjRqF+6tVqyazZ8+WJ554Qnbt2iXNmzeXRx99VPr166eex3WguHTp0kW5o2bMmCE9e/ZU59x6661y1llnSU5OjjRu3FjF7uB6hFDWCeH3Ojl4fIgqjsN1PAsUEyggcE1BISHEq1DWSapAWfc+KWu5KQkE68KdBGtMjRo1ZODAgRU9JELKBMo6SRUo66kDlZsiQBwNsqOaNGmigonT0vhSEW9CWSepAmU9daBbihBCCCGeImWzpQghhBDiTajcEEIIIcRTULkhhBBCiKegckMIIYQQT0HlhhBCCCGegsoNIYQQQjwFlRtCCCGEeAoqN4QQQgjxFFRuCCGEEOIpqNwQQgghxFNQuSGEEEKIp6ByQwghhBBPQeWGEEIIIZ6Cyg0hhBBCPAWVG0IIIYR4Cio3hBBCCPEUVG4IIYQQ4imo3BBCCCHEU1C5IYQQQoinoHJDCCGEEE9B5YYQQgghnoLKDSGEEEI8BZUbQgghhHgKKjeEEEII8RRUbgghhBDiKajcEEIIIcRTULkhhBBCiKegckMIIYQQT0HlJkEYOnSotGjRIqLP5/PJXXfdVeprvfzyy+rcBQsWlHhsz549VSOEEEK8QkIoN3oxzsrKknXr1jmex+LbsWPHmK79f//3f+r6pWXHjh1qPBjXzz//HNO9CSGEEJKiyo0mLy9PHnroobheM1blZuLEiUqxadCggbz++utS1rzwwguyfPnyMr8PIYQQ4nUSSrk58sgj1SK/fv36ih6KvPbaa3L66afLBRdcIBMmTCjz+6Wnp0tmZmaZ34cQQgjxOgml3Nx2220SDAajst4UFhbKvffeK61bt1ZKAeJVcD6sPxr0/fjjjzJr1ixlhUGLJr5k7dq1MmfOHPnb3/6m2urVq2Xu3Lnh56+77jqpUqWK7N2713EulCFYezAP8N5770n//v2lUaNGapwYL8atny8u5sbOb7/9Jtdee620bdtWsrOzpXbt2nLuuefKmjVrXI/H+K666ip1XLVq1eSSSy6R7du3lzh/vIajRo2SNm3aqDE3bdpUbrnllojXlhBCCElU0iSBaNmypVqAYb3597//rRSCorj88svllVdekXPOOUf++c9/yjfffCMPPvigio+ZMmWKOuaJJ56Q66+/Xikit99+u+qrX79+ieN44403pHLlynLGGWcoJQIKCVxTJ5xwgnr+/PPPl2eeeUY++ugjpVyYysQHH3ygFJVAIKD64BLD/W+++Wb17/Tp0+XOO++UXbt2ySOPPFKq1+fbb79VShYUriZNmiilZsyYMUph++mnn6RSpUoRx0MJq1GjhgpKhssLx0JBmjlzplL03AiFQjJw4ED58ssv5corr5TDDjtMfvjhB3n88cdlxYoV8u6775ZqzIQQQki5YyUA48aNszCUb7/91vrll1+stLQ064Ybbgg/36NHD6tDhw7hx4sXL1bHX3755RHXGTFihOqfPn16uA/n4fzScPjhh1sXXXRR+PFtt91m1alTxyooKFCPQ6GQ1bhxY+vss8+OOO/tt99W9589e3a4b+/evY7rX3XVVValSpWs3NzccN+QIUOs5s2bRxyHa40aNarYa82bN08d9+qrrzpez86dO1v5+fnh/ocfflj1v/fee+E+vDbm6zN+/HjL7/dbc+bMibjPs88+q8796quvinjVCCGEkMQgodxSoFWrVvL3v/9dnn/+edmwYYPrMR9//LH6F9YQE1hwACwqsfL9998rSwXcSxr8vXXrVpk2bZp6DKsHLDYYx+7du8PHvfXWW9K4cWM58cQTw32w/GhycnLUdbp3766sPMuWLSvV2MxrFRQUyLZt25TrCNaZRYsWOY6H5QWxPJprrrlG0tLSwq9fUYHUsNa0a9dOjVW3Xr16qednzJhRqjETQggh5U3CKTfgP//5j4qpKSr2Bq4Vv9+vFnYTxLpgocfzBxNIDJcUlKxVq1aphpRwxMOYWVNwTe3bt0/ef/999RhKDpQGKD2mywcxP4MHD5bq1auruJe6devKxRdfrJ7buXNnqcaG+8GlhRgYxMLUqVNHXQ9p627XOuSQQyIewy3WsGHDImN0wMqVK9WYcV2zHXrooer5zZs3l2rMhBBCSErH3GigWEABgPUGsTdFUVTcSKzAE4R4mz179kj79u0dz2NhhxIDJeH4449XCs/bb78tF154oYq1gfIBpUcDpaNHjx5KqbnnnntU7A4UJVhZbr31VhXfUhoQPzRu3Di56aabpGvXrkphwmuAGJzSXqsocJ3DDz9cHnvsMdfnoVgRQgghiUxCKjfaegMryujRox3PNW/eXC3CsDLAhaLZtGmTUijwfCwKELKq/vjjD6WImNcFyDKCmwcBtdryct5558mTTz6pgoPhkoKyA6VHg8BduI4mT54sJ510Urgf2VexMGnSJBkyZIg8+uij4b7c3Fw1Zzfw+px88snhx1DM4OpDintRQAFbsmSJ9O7dO+7KIyGEEJKybim9yEKJeO6552Tjxo0Rz+nFGdlQJtragNRrDVxMRS3+Rbmk/vWvf6ksLLNdccUVys1jd00hPRpZW5988olSdkx0xtT+2OD95Ofnq8KCsYDrmdcCTz/9tCOtXAPLF2JzNMiWgruvX79+Rd4Dc0CVaGSs2YFlClYtQgghJJFJWMsNQPr2+PHjVRpzhw4dwv2dOnVSFgws3tr1M3/+fKVknHnmmRHWis6dO6tF/b777lMxOvXq1QsHx5pASXnnnXfklFNOUa4jN5AiDUsN3FO4ztFHH62uiXHifNMlBZA6XrNmTTXWG264QVlCMB+7ghItSE3H+XBHwW02b948+fzzz1UdGzegSMECA4UFryGUKgQ7Yx5FgWBuuNquvvpqFTzcrVs3pTwh+Bn9CKru0qVLTOMnhBBCygUrwVLB7SBFGs+ZqeAAadl333231bJlSys9Pd1q2rSpNXLkyIj0arBx40arf//+VtWqVdV1ikoLf+edd9TzL730UpHjnDlzpjrmySefDPfdfvvtqq9Nmzau5yB1+vjjj7eys7OtRo0aWbfccos1bdo0dc6MGTNKlQq+fft2a9iwYSotvUqVKlbfvn2tZcuWqfNwvv31nDVrlnXllVdaNWvWVMcjvX3btm0R97CnggOkj48ePVq95pmZmep8pJXj9d65c2eRrw8hhBCSCPjwv/JRowghhBBCUjjmhhBCCCEkFqjcEEIIIcRTULkhhBBCiKegckMIIYQQT0HlhhBCCCGegsoNIYQQQjwFlRtCCCGEeAoqN4QQQgjxFFRuCCGEEOIpqNwQQgghxFNQuSGEEEKIp6ByQ0iC8/LLL6sd5RcsWCCJwN69e+Wuu+6SmTNnRnU8jsP4dcvMzJT69etLz5495YEHHpAtW7a4nvfDDz/IOeecI82bN5esrCxp3LixnHLKKfL0008Xea/zzjtP3ePWW2+NeX6kYqG8U97jAZUbQkiplZu77747auVGc8MNN8j48ePl+eefl3/9619Sq1YtGTVqlBx22GEyffr0iGPnzp0rXbp0kSVLlsgVV1wh//vf/+Tyyy8Xv98vTz75pOv1d+3aJR988IG0aNFC3njjDeGewCQeUN6Tk7SKHgAhJDXo3r27ssSYQHk59dRT5eyzz5affvpJGjZsqPrvv/9+qV69unz77bdSo0aNiHM2b97sev133nlHgsGgjB07Vnr16iWzZ8+WHj16lOGMCCkaynvFQssNIUnI0KFDpUqVKrJu3To588wz1d9169aVESNGqAVes2bNGuWm+e9//yuPP/64cvFkZ2erRX/p0qUR14SbCM3tXrCG6OvhPgDWG+1qgpsqFjp16iRPPPGE7NixQ1lnNL/88ot06NDBodiAevXquV7r9ddfV26rk08+WVmD8Jh4A8q7E8p78VC5ISRJgRLTt29fqV27tlJeoLA8+uijyu1j59VXX5WnnnpKhg8fLiNHjlSKDawbmzZtKtU9odiMGTNG/T148GDlZkI766yzYp4HrDlQuD799NNwH5SwhQsXOhSwoli/fr3MmDFDLrjgAvUY/06aNEny8/NjHhdJLCjvB6C8R4FFCEloxo0bZ+Gj+u2334b7hgwZovruueeeiGOPOuooq3PnzuHHq1evVsdlZ2dbf/zxR7j/m2++Uf3/+Mc/wn09evRQzQ7u1bx58/DjLVu2qHNHjRoV1fhnzJihjp84cWKRx3Tq1MmqWbNm+PGnn35qBQIB1bp27Wrdcsst1rRp06z8/HzX8//73/+qOe7atUs9XrFihbrnlClTohojSRwo75T3eEDLDSFJzNVXX+3w8//666+O4+C6QraR5thjj5XjjjtOPv74Y0kE4FbLyckJP4Z7ad68eTJw4EAVl/Pwww8rKxXm8P7777ua6Pv37y9Vq1ZVjw855BDp3LkzXVMeg/K+H8p7yVC5ISRJQXq0jn/R1KxZU7Zv3+44Fou9nUMPPVTF0CQCu3fvDismmmOOOUYmT56s5jN//nzlToMCBDcWgo81P//8s3z33XfSrVs3WbVqVbghfujDDz9UWVQk+aG874fyHh1UbghJUgKBQFyvh8BgN8wA5bKgoKBAVqxYIW3atHF9PiMjQyk6qImDeB8cP3HixPDzr732mvr3H//4h1LidEP8UW5ursqiIskP5X0/lPfoYCo4ISnAypUrHX1QKHQWlLb6uLm0fvvtt6iUoFhB4O++ffuU26kkUPsGbNiwQf2LWjYTJkxQGVLXXnut4/h7771XmfCHDRsW1zGTxIbyPkxSHSo3hKQA7777rkob13E3cPN88803ctNNN4WPad26tYrBQcVg7e5CvMtXX30lTZs2DR9XqVIl9S/Stw8WXB9jgGKFTC4NMp/gVrIrUjpGqG3btupfjA2utXvuucdRQ0crcHfccYfKLmnUqNFBj5ckB5T39Skv71RuCEkB4PI58cQT5ZprrpG8vDxVWwYp5Lfcckv4mEsvvVQee+wxZUG57LLLVLG8Z599VtWbMeNWkLbdvn17eeutt1TcDioNd+zYUbXimDNnjnITwc21bds2pZggOBjF+qZMmSINGjQIH3v99deryrBIN2/Xrp1K6UbVYtwT1iZtiYFVBu4KBBO7gYDk22+/Xd588025+eab4/BKkmSA8v4m5T0uOVeEkHJPja1cubLjWKRnmxUedCr4I488Yj366KNW06ZNrczMTKt79+7WkiVLHOe/9tprVqtWrayMjAzryCOPVOnX9lRwMHfuXJVyjuNKSgvXqeC6paenW3Xr1rVOOukk6/7777c2b97sOGfq1KnWpZdearVr186qUqWKuk+bNm2s66+/3tq0aZM6BmnhtWvXVnMpjpYtW6oUeZIcUN4p7/HAh/9VtJZNCCkb4LJp2bKlPPLII6p6MSFehvJONMyWIoQQQoinoHJDCCGEEE9B5YYQQgghnoIxN4QQQgjxFLTcEEIIIcRTULkhhBBCiKegckMIIYQQT0HlhhBCCCGegsoNIYQQQjwFlRtCCCGEeAoqN4QQQgjxFFRuCCGEEOIpqNwQQgghxFNQuSGEEEKIp6ByQwghhBBPQeWGEEIIIZ6Cyg0hhBBCPAWVG0IIIYR4Cio3hHiQZ555Rlq0aCFZWVly3HHHyfz58yVZuOuuu8Tn80W0du3ahZ9//vnnpWfPnlKtWjX13I4dOyp0vKRiSRZZL+04IdfDhw+Xhg0bSmZmphx66KHy8ccfh5+fPXu2DBgwQBo1aqQ+B++++245zCJ5oHJDiMd466235Oabb5ZRo0bJokWLpFOnTtK3b1/ZvHmzJAsdOnSQDRs2hNuXX34Zfm7v3r1y2mmnyW233VahYyQVT7LIemnHmZ+fL6eccoqsWbNGJk2aJMuXL5cXXnhBGjduHD5mz5496jpQmogLFiHEUxx77LHW8OHDw4+DwaDVqFEj68EHH7SSgVGjRlmdOnUq8bgZM2ZY+Arbvn17uYyLJB7JIuulHeeYMWOsVq1aWfn5+VFdH5+DKVOmxG28XoCWG0I8BH7xLVy4UPr06RPu8/v96vG8efMkWVi5cqUyt7dq1UouuugiWbt2bUUPiSQYySLrsYzz/fffl65duyq3VP369aVjx47ywAMPSDAYLMeRJzdUbgjxEFu3blVfgPhCNMHjjRs3SjKAeISXX35ZPvnkExkzZoysXr1aunfvLjk5ORU9NJJAJIusxzLOX3/9VbmjcB7ibO644w559NFH5b777iunUSc/aRU9AEIIMenXr1/47yOOOEIpO82bN5e3335bLrvsMr5YxPOEQiGpV6+eCp4PBALSuXNnWbdunTzyyCMqboeUDJUbQjxEnTp11Jfhpk2bIvrxuEGDBpKM1KhRQ2WKrFq1qqKHQhKIZJH1WMaJDKn09HR1nuawww5Tlh64uTIyMsp83MkO3VKEeAh86eFX3hdffBHxKxCP4cNPRnbv3i2//PKL+sInJNlkPZZxduvWTSnzOE6zYsUK9RmgYhMdVG4I8RhIOUXa6CuvvCI///yzXHPNNSptdNiwYZIMjBgxQmbNmqXSYOfOnSuDBw9Wv2AvuOAC9Tx+vS5evDhsyfnhhx/U4z///LOCR07Km2SR9ZLGeckll8jIkSPDx+N5yPONN96olJqPPvpIBRQjwNhU+iH3aACxafibwfd/UdHpWoSQ+PP0009bzZo1szIyMlQa6tdff500L/P5559vNWzYUI29cePG6vGqVasiUsXx1WVv48aNq9Bxk4ohWWS9uHH26NHDGjJkSMTxc+fOtY477jgrMzNTpYXff//9VmFhoaMUgr3Zr5Oq+PA/regQQgghhCQ7CR9QDB/jrl27ZMiQIeFUum3btsnYsWOlcuXKypxXpUqVcPrc66+/rmpjnH/++ZKWtn963377rTLrnXDCCarqI0pVgw8//FAWLFggZ555phx55JGqr7CwUF577TVZv369qq+BLA2ANFTcEz7QoUOHSs2aNVU/joOpEZHtF198sSqTDX788UeVyodsj0GDBqm6BmDGjBnK5I5xwK8KcM2JEyeqKpQYd9u2bVV/bm6uSokt7fxbt24t5513Xkzz1zAinxBCSLKS8DE3WLyxhwwUCB1tXrt2baVgwGf56quvKt8jgFIDvzwWeaSNQlEBxxxzjEovhf/+s88+gytO9Z9++uly9NFHqz05tN8SCsGFF16oCohBUfjtt99Uf9WqVdU9oaRA4di+fbvqx3F///vfVRltKEV5eXnh8vFnnXWWfP/99/Lee++FA8OwJ85JJ52kxvHVV1+pPlzznHPOURkhKNMNJQdgD5JY5o/gy1jnTwghhCQ7Ca/cVKpUKWKB10pF3bp1Ixb4goIC1d+mTZvwAv/OO++Er4NaGXqBh+VEKxVnnHFGeIH/6aefVD+i0U0FRxdaql69eoSCgz1uQJMmTcIKDo7Xiszhhx8eVnD0hmewmpx88slhBQeWE4CAyXPPPTes4CCYsqLmTwghhCQzCR9zc/fdd6t/oUhgF1UoBdrFA7Zs2aIsNVi8TZBJAcuFuZswgDIBZcSsLwBlZM6cOSpdT7t4AOoJYMM+3FO7eMDOnTuVwnLiiSeGXTzgjz/+UNUo7S4eZHNAOdEuLoCXHaW3UbtAu7gAKlJit1ekCMJyoynv+dMtRQghJFlJeOXmrrvuilAgdMpbdna2owASlIiWLVtGKCiYHvb1wO6pKIqkgaVjyZIlymphKguIb0EqHfbyMEFsDc4xFRSwbNkyFW9Tq1atiP7vvvtOKS6mggLFBf1HHXVURHGmffv2KVeUXSlCbA0arDnxnj8UNyhobvOHIkblhhBCSLKS8G4puFx0DIpp8ZgyZUpExUcE38Iq8cYbb4RjULRlA4s+gnt1DIq2bKD/888/D8egAGxHj+vbY1C+/vpr5VrSMThaWYE1BfEt2l2kFQScj7HoGBxt2Vm6dKnaFM0szoQ+KCA6BkeDayMAuTznz9gbQgghyU7CKzewfJhBtrDiILsH/5pBtjgO8SNwGZlBtrCqYNM9LOZmkC2sKu3bt3cE2cLtA4uIPcgW14a1xAwyhvUFmVBQYMwgY1g+kJWEWB0zyBhWH7h+7EHGXbp0URYXM8gYnHrqqar0fGnmv2PHjqjmj7kXNX+S/EDmYPU0lWsv4NV5kdjxqkx4dV7lRcK7pe68805ldbCnSSMGBYu4PU0algos+joQV7tosLjDqmFPk/7mm29k6tSpEWnSUDqQOg1ripkmDVfOhAkTHGniUKig3NjTxGGpGT9+vCNNHBaTyZMnR6SJ422AlQbxNmaaOKxDpZ0/xmJPEy/N/AHdUskN5AIB8JBNKNtewavzIrHjVZnw6rzKi4S33MA6gjRpLOqwPOgS62YWEawjOlsIWURY7LH4QynQmFlEsFS4ZRFpSw2Ujf79+ysrCyw42I3VnkUFJQeZSvYsKigQ2iJjZlF98MEH4XuaWVTaUmPPokLJ7Vjnr7Ooipo/XFHFzZ8QQghJZpImWwoWDCz4cCeZQImB+wc1XkxgwcA59qBbpFhjl1Yz6FYHBkMBMLOioKSgH/c0g5phwcF17IG+0LChbTdt2jSiH8oRlBEzKwqsXLlSHWsGHePtwN4jyHIyA33Le/603CQ3Xv3V59V5kdjxqkx4dV7lRcJbbrS/ERYMvbAjcFZbNqA0YGGHUgCLhI5BgQUDCzssGqjEq2NQWrRooRZ2CA7cMdriAWUCCztcTqgDg+tBuUBcChQbVBxGdpW24GjFBinUeqMyCCKUFSgVuLaOwWncuLFSbJAVhbEg+BcccsghSrFBRhSsNVCmcC/cE/dGijfcRvb5o+JwtPOHIlba+RNCCCHJTMJvvzBmzBhVYVfHoGARh6UC28UjHkbHoGARhzKBOBS4a3QMCrZN0EHGZgwKFAos5HD1mFs1oA9KDJQqMwYF/UjjhgKCVG4AJQZ1beDS+dvf/haOwYESo+NwzBgcBPvCrYSgZDMGB/OBuwgKiLlVAyw+UGQQBGzOHwrM9OnTo5o/rlma+ePacLuR5Aay1VLay9kNrpFAViXxZWaIoBRAZoZYGeliZaSJlR4QKyMgoQy/BDP86t9Qmk9C6T4JZuBf+eux/PV35L+W+tdSj600S6x0tJD40izxpYUkkB6UtLSQZKQXSnpaULLSCiUrrUAqpRVIVqBQKqXlS+W0PKkS2N8qBfKkqj9XqgZypap/n1T243GeVPPlS1W/SBVfmgQK0pVVUX92CAnLer2rJZD9l6xnoKWrBlkPKXmHjO+XdyXz6b798p3hk6CScTy2ybqW8/Bja7+s/yXvPiXvIfGnhSQtPSgZaUEl7xmBYFjW98t7wX5ZT8uXKoFc1Sr5Idf7pJqWdyXnaCGp6kuT9IIMyrqXLTcIujWziKBsIEYEioSZRQQBR5wMtkkws4hQfwZZR/atCpCd1KNHD2UdwXV0FhEylxCHYs8i6t27t7JuIMsJSo62puCeUCTMLCooEBijfasG7JPVq1cv160aoLzYs6hQJBDBzOU5f624keQG8tDa31H8vgP1lLxAZqZPZZBQuSEHZIKyTpJQuTGDbPUCb9+qQC/w9q0KTBeN215MOsjWvsCbQbZawTG3KjAVHPtWDVrBsW/VoBUcM8jYVHDMIGOt4NiDjMtr/oQQQkgykxQBxTpNGlshXHfddeFqwHALYTdtuG9uuOGGcAVenSaNeBYs6hqdJo3qw1BeNDpNGsqLablAvMsnn3wil19+uYqbAVA6EMOCGBzcEynXZpo47n311VeHXUvaPYXzkfWk0WnisM6gDo1Gp4lD6dBxPfGePxSp0047rdj5M6CYEEJIspIUyg3AMBHfAisE/taxMFjgoUBgwTf7scBDEYGLyOxHzAssG4gxMfux8COLCI/t/binHoOug4Pr4HjzWCg4uC8K75n9CN6FhQfKhtmP+WDcus5NcfeM1/xhQYLrqrj5Ayo3iccp/nMdfWkN9sdWRXY6Q+mCdWtEPA5s3OY8D7EKNqxKBzL5wmzb4ejyGZl94XP/ClaP7HT5urFtr+KrGpnJB3Jb1nH0Za1xzmHynImOvuyG+zehJckt6+J3ulj92U75tGxF73ovPlA9XhMQpxw2yXDKU5bPKcP/u8Q5Nl/wQMX50hB6cEd0x1mRnxGwY59z7t/1vz+mcXiRhHdLYdHVLhq9sGMbBATaahcNFnZk/cAthPRq7aLRWUH2GBSdFQRLi3bR4No6KwrbI2gXjVYyZs6cqQrsaRcVFAEoFth5G9YWAAUGig0CinFPnUUFZUpnRcGiol1UuIbOikJNGu2i0vfEHKdNmxbX+SO4uaT5E0IIIclMwis3L730UkSQLYACgQrC5lYFUBJq166t3CvmXkxYyLHQmws8gAsHSogZg6KD0+xbFQBYO6DcmEHGUAagWEDBMQvgQeHAGBFTY+5FhbHYY3C0UoSxmTE4AONGbI/b/KHglMX8cSwhhBCSzCS8coMMIHuQLbYKcAuyRVYQUqPtQbaIJXELskXatVuQLfqRmm0qOKhWjOvbg4x79uwZrmSsFRwoK6effrprkPHAgQNdg4yR1u2WRYWxu80fcTpu83cLMi7N/JFFRQghhCQzCa/clDaLSG9VEI8sIruCU1QWlblVg6ngJGsWFSGEEJLMJLxyYy7wcBcheBaYCzwUCl1p11RwdLq2fYHH9gYavcDDRaNjZEwFB1lNCOTVaAUHsSk4B5gKzqJFi8IuJFPB0XE5dgUHc9JoBUcX2It1/lrBOZj5k8QDwcP2Vrhxk6OpoF17C/gim9sxbiBQ0t5ClrNFe71ozkWAsaOJsxHvguBhewsFnQ2B7PYWCEQ0BA/bW7ov6GhuxwV8IUfzIRHD0SSmFvXL4bMcjXgkWwrAmoGYGCzkWMR1lhGylNCPf6FQAAT74jnEnJj9uAb+hnJg79eFwdz6zeuZ/TgW8Ss6iwpWHpxrXsMcb2nuifvhXHt/Wc8fMFsq8ejX6DpHn1JmbKQ1dlaYDjbcXz5AE/hji/MGWc6qv5ZLBpX8uV/BNvEFXLKl3OomuWWV+G3ZUtWd++jktqztHO5qZkt5lVPS/ubshDJjw1+1qqPPys+PeHzqQqesQ5mx0yjdmVWV5Y+8Fnjq4vMcfb5gbMto8KHosqXc+HNvtqOP2VJJZLmBa0W7aPSC/+abb6rtF7SLBv3Yr+mFF16Q+fPnq2Ox+GNhh9Xl+eefD+/FhGNxDrKK4IrB1ge6H8DlhDoz2kWj+5FBhZo32kWlFR64lrC/lHZRQVnAlg/PPvusciUBKD94DlagF198Meyi0tfGdg+Yk3ZR6X7sFYWaOvb5I2i4LOdP4g+C0QcMGKCseHj94cIkxItQ1kkikPDKzZQpUyJiULAwwP2DRdjMIsLi3KlTJ0cWEVKfmzVrppQHM4sIRfWw+GOBN7OI4I7asGGDIwYF20DA/WNW8oUCge0asM+TmUWFwn7Y5BJKkukaqlevnspoMmNw9GaWuJc9iwobaEIpsc8f9yyr+WOLCRJ/ENeE9+eZZ57hy0s8DWWdJAIJr9xgg0l7kC0WfbcgW+zP5BZki3gYtyDb8847zxFkCwUE97QH2bZu3VptjmnfqgDbMbgFGWMvKretGgYPHuwaZHzRRRc5goyhgJT3/HX1YxJfICP33Xefev+jAe81ahSZLWQ5TemEJBqUdZIIJLxyk0hZRKmyFxWpeB588EElE2b7Ze93+6sPGw3xNfZWuG69o1l+X0RTO4Tbm1vwMGJpbM2XFnA0+7hUswV2qvbXTs0RzRY4ah+raoiBtjeX44g3ZH1NYKWqPhzRqlZ1tFBOjqP5EFNoNLfgYb8v5GjpvkJnk6CjRU0UQfZuActuzS+WowX8zkaSSLkxF3hgFtbTCzziTbR7xlzgTbeSXuDhdsHWBBq9wKNaMK6j0QoO4mV0JpKp4GAciLnRaAUHCpF2T5kKjnlPreA0bdo04p5awUHBQAT7ltX8dZZXcfMnFcvIkSNVZpzZWlfrwreFpISst8o4vKKHRZKcpMqW0nshIWAXCoIOgtX92O8J1Xt1FhFAP1KrEetiHgvc+qGwwAWAWBWzHwoBFAi9Uabu37Fjh9rmQGdR6X5cGy4e+15VbvfEvxi7vR9KFZQiKD3lOX8oQsyWKjvwOiOWDIUbS0O/Zjc5O10+vrDUODg2crFI2+DMDHHDquqsWO3bvst5IKwy0ewt5QbSwU2qu+wt1cLpLs1a86ejb8qstx193Fsq+WS9b9UDG/6Gcdm/DJaakjKoTv/aWeIClho7TdOj21vq0YsviC5bKop91GS0U4bdsFz2ltqe68yWWtDvgaiulwokvOUGmUjaRaMVARTWM7OI0A+rA9w2yGjSLho0uFqwh5LOAtILO+rU4EO3bNmyiH7sIYWtHbSLRvfjWPRra4hWBOBaQr+2qKAfyhHGgkBjU5lYs2aNGrsu9Kf7keGE+WgXle5HcDBaWcx/6dKlRc6fEEIISWYSXrlBUTwzBgWLcN++fR1ZRNiYslevXmpDSTOLCAHCcN98+umnEVlEcM8g1gSKgplFdPzxxysFxh6Dcsoppyjlw4zBgYXjtNNOU3EvZiVjXBdbJEAxM7OokLWEZlYyBkceeaQ6xp5Fha0dEGtTFvNHNpfb/E888cQ4vXOEEEJIxZDwbqmbb75ZLe5YrBGPot1FqBkzfvz4cHaTdtGgEjBSsJG6jb2TtItmxowZqv4ClBRkFQFYXiZOnKgUhfPPP19VNQZwBUGJgQVmyJAhUr9+/fAO5RgLXFOIU4E7CqByMGrPIKMKGUjaRfXNN9/I1KlTlaKD++pCf7D0LFy4UJlqodgAxNjAwoLKxMicat68ueqH/7m85w/oloovUIh1NeqjjjpKHnvsMRUbBdclFN5oOLXzXc5OVBu24RpYO/9AhWzgO8YZ0xBKc/7WCezJc14/Iy2qe/rs7qaisH0FhTKd18+t6ywwmL3hQOyYZtq74x19/gYroxsHSRxZz7ggKtcnAoZLclV1/94ZS4iAXDuNMrZH5ZYae+kg59iilXUb+Xc7C2K6EXJxS+3cl+Xo+2HgPTGNw4skvOXGnkUEhcMti0gH/ZpZRCi8B+xZRPPmzXPNIkJhO7csIig1bllUOjDXvheVtpqYWVQougfse1HpQn/2LCooL2U1/6+//rrY+ZP4s2DBAvVFj6aVdvx955138uUmnoKyThIB50+kBEQv8HDzQPHQ6AUelgdtLdELvD2zSC/wWNChQGj0Aj9t2jSVMaTRCg6UEmQvabSCA8uLuV2BVnCgbEAR0UDBAQj01WgFB+fD8qLRCg7GYh4f7/k3bNjQMX/E6pjzJweANe3LL79U761WXDU33HBDVC8VXIwJbiQlhLJOPENSZUuZi012dnbYRaOB5QQLvql0AATNwjphKh1wycBSYa/IC2sMtiRo2bJlRD+2McA52kWlQYwMMo60i0oDhaNVq1YRSgdeaowF99QBvNolhesccsghEdeAlQZuKaSMl+f8cW26pfYDa9lVV12lFE+8z+b7hr9R86i8oFsqErqlPCzrdEtFQLeUBy03kyZNkmOOOSYcgwIFAa4V/IJGzIpe4JEthL2YEA8DS4Re4BEUjFgTBM1ibx+9wGNnbATfQmkxg2jhQsLu2FA4zBgUWHDgjoLFRSs4UBAQqIsvg7PPPjus4EApQYwLCvehXys4yJbC9X///fdwDA6AFQgKCK6vY3B05hLGh2rH5TV/uOwQmEz2c8cddyjXEWpxmMphRRDYuC26dFMU5LMRtMXYWN/+4DytSeOoUsH9m52xCa6/kf4Kdi8pbsJx/ZrVnWPLdqaCp211pgHnWc4YCWfCLEl0We+92Clj2KU7mg0wdwYj3/E5RzhjUwK2H4b7O5s4unxZznOf++p/jr5cK7rXK2DbzfuMN0ZEdZ7b5V3CcEgyxdwgOM3MIoJCgEUdCoSZRYRsISgeUBzMLCIoIl27dlXZSWYWUYcOHVRwGxQCM4uoR48eyvVjVvIFUAyg8JhZVHDpYCyIyTGzqBCrA4UE1huzkjGsQR07doyoZKxdV/ilZM+iQiYWvmTKc/5wXZEDILgc225U9Jc9IWUNZZ14iYT/xi7LrQpgobBvVQAryznnnFOqrRqQURWvrRpMBaest2rA/Lt37x4xf9MUTUQuu+wylVFGiNehrBMvkfDKjX2BRxVe+wIPZUNnC5kLPDKXNOYCD2uFWxaRzlyyZxEhxsVNwYFCY8+iwhi1dcRUcD744IPwWEwFR2du2RUcnUpZFvPXmVt2BUfPn0TuezNr1iwVEHz99derLCezEeIVKOvESyR8zI25wC9ZsiQiiFYv8HDFYA8ojV7gzb2f9AJvzxbSCg6uBWVGoxUcxMM0aNAg3K8VHFh09FYMpoIDK4rpwtAKjj3gGAoOXEmojaPRCg7u16JFi3KbPxQc+/zJgS98ZK/p+Ct7kCUhXoGyTrxEwmdLIcANC7LJTz/9pBQLHWSrQf0WLNAoFqXBAo8UalQehjJhZgVh2wME05rXR4Dt6tWrVRCzCawvsI6YQca6gjKsKqYChJcUqcMIDjbTyBGzA/cP7mkqI4ifQfE9FPszF0xYjBDP06lTp4h7YusIXNdeECse89f7TTFbaj9QJh9//HGlRFY0/Vr9M7oDsZu3jYIm+/cQ06T/vtVxTOEf6xx9/iPaOft27rdYRpDvso+UW5xSFAqhWxDzvmbOIOPsNTscfVOmv+E8ruGaEu9JEkvW//tT36iCh932iNpZGCk/X/Y4UPpDE/zLlW8SqF0rKnl9ZuF7jr4Cie6Hjj0o+rQ3/xXVea7xyrbgZPDrzVF+R6QACe+Wev755yOCbKE4INMHVXjNrQqQLYRUaMSa6BgUADcOsp/g0tExKADWDhyPQndm7RIEASOLyAyy1QoVqg2bQcZQHHD8m2++GbFVAza2RGYUxmLuzI1jMBbEcJg1aKA4QWExg4wB5olMJ/v8kVn1zjvvlMn8WcgvEmSd6YrOhHgZyjrxEgmv3MDFYgbZwrKBzCX8yjCDbGGVgEsHi78ZZAt3Edwu9iBbWDhgnTGDbAEyi1D7xQyyBYiRgXXGDDKGxWPgwIHq3maQMWJykOkExcYMMka9GiyUupKxVnBg4YF1xp5FBXcZ3FPlOX9YeMgBbrzxRnn66afjYvLH6w2LGwo3IuPNVJQJqWgo68RLJLxyY25VUF5ZRGaQsVZw7EHG0WRRmVs12LOo7ApOUVlU5T1/Eglcd3hfUZARSiVeL7NFC4KShw8frlyHeH/h4jz11FPDQemEVDSUdeIlEl65MRd4LMA6W8hc4OHm0dlC5gIPhUBjLvA6W8i+wJvWEVPB0fs8mQoO3EJ6YTIVHBQd1EqCqeDApaUxFRwoMxpTwYG7q6zmP3369GLnTw6AbTDw+qD+EbanwOtrtmjB9hZ4X1BfCFY6KJ9wFyJg3Q0ooIjFMlvIOuDKJMTLsl6Yzx9aJEW2X4DCACXDHkSLIF0EAZv7RQFsW4Bz7FsUYGsFfIjN4FqADx8UADPTCS8N+u2By4i1QbCvfVsEFMGChcbcLwpgfLifPWMK84Gry9yiAcASg3mawcXlPX8GFJctSPXHdhsIJEdhRzt33XWXY+uR1nVPlDb1TioxeFgCzt8slm3Hb1+BMzjTSndWDw59v8x5+bZtorqnFAajq6hsv2cVZ03h3IbOIOPsdQfi2TQffvy6oy+94S8l3pMklqyffX1DOeeGRlFUKHYq/H8GI79n3z4xsjp3UXIY3Lb/h2PEPWs4lbr3fjzw47C4ythu+G32hMPfjm5vOisQXUDxmuuiq3icCiS85QbBudpFoxd2mPjN3bSxsEPhgGUDgbIAvzSwsCMrCG4k7aKBMoGFHVlBsL4gEBfg2rgHgnuR+qtdVFqxQZDxN998E7bgQLHBuPArRdekgQUHig0UDlhTtIsKv4Kg2OAXCVxR2kUFZQKKDRQlBPZqFxXuiXsjyBhbMJRm/lBSopk/FKKi5k8iwfuC2kjPPfeckkeA98wMFi8NkK2bbrpJxV+5fdkDlMCHgmq2VnVO4FtDUkLWB111IPuUEE8qN88++2xEkC3+hQsGygD2btLomi7jx4+PyCLCsfYgW4BFHY/tWUSwviAzyh6DguPhzjKDjPE8GrKlzOBQfEFAOTFjcACUHtzLjMHR94RSZsbg6H74wYuav+lG0vNHTM3BzN/8m+y3osF1N2jQIBUzg9R8MHr0aBkxIrZfSbjO0qVLldwUl7kCN6fZ/P6kKEtFkpREkvX0zIRfmkiCk/AShLgXM8hWF52DLxcKiFZwYMFAvIo9yBYfFPTbg2wbN26sMprsQbb4ddGnTx9HkC3qwSCTyB5k3LdvX2VytQcZn3766Y4gY1hwcE8oLfYgY1zHHmSM7Br4v4uavz3IuDTzh9XIbf6HHXZYOb2zyZNB0qVLF/W6Ybd0zeDBgyNit6Lluuuukw8//FBtrIr3gJBEgbJOvETCKzclZRHZFZyKyKLCXlQo7leavajcFJxEyaIiB0ABxP/85z/qtTVBiv66dc6id0WB9w2KzZQpU1RANzZRJSSRoKwTL5Hwyo25wC9YsCC8MJsLPGJQdLaQucCjAJ7GXOARP6MxF3jTtaQVHMS9IAgXmAoOlBudLWUqOIiR0dYeU8Exs6JMBcfcz0krOKiQjCKA0c4f9yzN/HGdkuZP9oP30r6NBUBwt1l9OhrzPBTICRMmqPMgU2iIiYqabTuc7c+djubbvsvRrIy0iOZ2DCoP2xuCh+0tuHyVo/l27nY02fKns23a6mxbtkU0f85eRwvkhRzNn7PP0Qol6Ggk+WQ9y1fgbP58Z3M7ztZ8WVmOpioP2xqCh+0tuGOno6X7Ao6W6UuPsqVFNLUCR9Usl+ZyHEm+bCmAADd8WLQlBQ1/Q0lAwC4+mHorAcS34DkEz5r9UEjgXsAib/brawO3frxM2mqCf2FxQb95LP6G9QNKjdmPDzW2W0DwsNmPa2AbCcyjNGMp6/kDZkvt5/zzz1eKISpl4/WBMgrlFHEJCMIeN25cVHJc1D5UOD/acvenNRzu7Aw5P76+NGdqRbBxnYjHgT/2x1NEkBlpnQJWVqbzWsv3B9CbpDV2lri39rosZi6Lp/htr00dZxn8vObOvqzV2xx9k+c4d3Dn9gvJJ+vv/hK55QwIuGy1kO6ivNqzpcb3dgbiW38lUkRgxDtqoMzYmbbeWTKjwIpOifbbtmk4dOK1UZ1nBVyWaZeXec21zJbSJLyuh0Bb7aLRSgayfLB3k1Y2sLBDqRg7dqxKN9QWDCzssHS88MIL4SwiKBM4B5YRuIW0JUQv7KjFANeBdtHofmRFIYtAKxZascEvFG0JgqIAxQZKC+6pa9VAmYBig18vL730UtgShHHjWthmAQF32kWl7wnLy8cff3zQ88eXVWnmTw7w6KOPKitd+/btVRA2rGLaJYVAy2jRyrG9JcI+PoQAyjrxEgmv3EB5QCyLXuChDGAnbQRzfvrpp+EsIlhGUEUWC7+ZRYXFHL8+7FlESJOGomLPIqpfv746zh6DgvRsVJc1g4yhJCCY+KOPPorIooIyg1RxexYV3FMYD5QKM4sKgcYYgz2LCkHPyDQoav5mFlVx80d6erTzt9fLSXXgtsNu7Lfffrv84x//kKOOOkoeeugh9Rrb6xkRksxQ1omXSHjlBhWBUXvFXOCPPvpoFYMyb968sIIDRQPxMG5Bxiib7xZkizgZtyBbmGftQbb45Y4MGXuQMfaicgsyRiaS21YNuIZbkDHuad+qAUpMcfO3Bxlj/njuYObfsGHDcntvkwEdt3TRRRfJww8/LP/3f/8nl19+uVImzZgmQpIdyjrxEkkRc4MieW+88YayTEAJ0BV9UVQP2xpAwcA+PToGBZYUuFfgK8YvbR2DggA3FKTCQqWL86FgFBZ3nAcXga7oiyA61MzBr/OLL75Y1WIAcPtgR/IjjjhCXV/H4CC1F18Op5xySngXabitUMwP7imMGwHHQGdKoagfAothLQKoK4GxwNqCQGRd0bik+Z9wwgnqvnr+SDVetGjRQc2fMTcSVlQ3bNjgsNKgCCT63AIwy4p+ja93drp9fG0Vr0Fho8iYlcBvByyHGp9RnTt8+ZrVnMchWNh+/XXrHX0BW3XsosbmoIYzeDW3pVvMjbOi7JSZbzn6GHOTfLLep9t9jj5flEuVZauW/dyE/0V1XpM0Z2VsBAvb6dvoSOfY/lofSsL3V4yjpsF0t9LD0bFpn/Nz8kmPJ2O+ntdIeMuNmUWEfZXMjQZ1FhEUEW3VMLOITDeMmUWEBd6eRYRf4qjaa88ighUFSog9iwpxM9qqY2ZRIZZFu63Mvah0zIuZRYV7m+4pvRcV5rJjx46o52/GJWH+2B0cFpyDmT/Zj64tZAdf+FBCCfEKlHXiJZLCcqPR2T0I7IT1QlswdL+ZfWTGxaBfW0Hs2Ur2frwcsKzohUv3w/KB57QFR/eb2Ud4HvfVYzGvjecxrtKMxcy+MvvN7KuymD/OT3XLjd7xGy4+uBj1+65fK7gnYYlDoHl5QctNJLTceFfWabkpGVpuktxyg9gRHYOiF1+4V/BB09YKrfAgWwg1b3QMChpiZ9CPoFB9LECGEq6jrRu6H64lfMh1DIruhysKmUvaWqOVD7iXEPeiY3DQD0vPiy++qAKQ9bF4DvdCrI2OwdHXRt0Z7CaurTi6H3OEi80+f7ioynL+ZL9FCw2vJTLJzN2RsT/XlVdeqWKyCEl2KOvEiyT8ZjXICkLgsI5BgZKALQmwMCNeRMegIO0ZsSeIN4GVRcegIBMJbiGkd2OhOvLII8PBuojLQZCtGYOCbQ3wSwVxKGYMSvfu3ZUiA9eQjsGBQgBXFBQTWHt0DA4WQ7iFoIBAAdIxOHB1IWAXwcFmDA6ClaHEQfExY3COPfZY1Yf7us0fStR5550X1/nDnUf21+QASPvGvjp0QRGvQlknXiThLTduWxVgYUYMij2LCHsAuWURIdjYbasCKAb2LKIaNWooRcJtLyq3rQo6dOjgulUDlCG3LCooQG5bNUDBiHarBj1/+1YN8Zi/dlOR/dxyyy0RMTd4nZ544gmVpVfeWNgE1d4KC53N5ThfyIpoAvm1NwQU21th0NFQnM/eEDxsb8Ht2x3N2rPH2XJyIpqvoNDZgpazFQYdjXhD1n3BkEuzomqqsKXRci2/oxWIz9HyrAJHQ3E+e0PwsL1ZeXmOpgpW2ppVUBjRCkIBR8sLpkXV3M4lSaTc2Bd4HVCrg2ztCo59LyYQ7V5MOug3kfeiss8fCk68508OAGUUrztAkDesaSh2hv4xY8ZE/VLhWGTY6V2PkeGHTDdCEgXKOvESCa/cmAt87dq1w7Eh5gKPxQILuEYv8DoQ11zgsdO2ubuzXuBxLXNzRK3gIL4CwbsareDgeXMsWsHRriNgKjjmWLSCg3PgTtJoBQelzs2xlNf8zUBCsh+k1MMKB+B+hDzgFy0Unqeeeirqlwlyg+J/cAUixgo7u2Mxwd5lhCQClHXiJZIqW8pMw8VCbHehIMUZ9Rh0FpEGqdJYXEyTK6aNFHJUEjZBvAquby9mh/gWxM/oGBwNLCxwZdkVA1wbFhFT6QCwjkB5McF1UV8CYzRBVhT2fHKrO1GW84fCk+rZUhooiMuWLVPvGdx4cEPitcFrCusbLGqxUqtWLXnkkUfksssui+r40+pdHd2FbbU0QKhppAz5V/3uOMbnktpuVXbW/lAbYEYB3FB2/IbCfWBwkXsG+Rs4Kz/ntq7r6Mv61Vm6YPKXkxx9rHOTfLJ+yvH3OPp8Ua5UobTI79wn33BaWAMuF2vk8rnBZpd2BrRy2avKqGav8bnVdPJFjq3OLOfnIWS5781lZ0uuM4Tgi5Mfi+rcVCDhLTcIyjVrwWBRhuvn/fffj9iqANlCyGjCc9pFA3DuBx98oPaFMvU4bGsAX7K5VQFAthHcOWaNGIBAXWQumVsVQCnBPeHqMbdqgCKEPhyvU7IBdvuGK8LcqgFgbyqMz74r97Rp01Szzx/XLqv5M1sqEli08HrjCx7vBeKXAFyTsJjFAuQGW3PAxQj3lBuQJ8iR2UJRbs5HSNLLesi5iSUhnlJuUBTPjEGB9QHbCcBKgX69wMO9gxoNP/30U0QMCjKPEGsChcLciwm/SmDlMLcqAHAhQSExg2wBXDqwmJgxOHARYSyI+zFjcPBFgIwmmHnNvaiQeYO9qMwYHB0IDFeRGYMD8OWCLwX7/AcOHKjmbwYZx2v+cKORA9x5550qWwrvHdx9+gsaiqGu/hwtqG4NaxusbldffbXKYEOmnBsPPvhgRPo52q97Fu2vSGy2YMjZogG/Uu0Nlj17s99P3dMZKKkqD9sarDT2Ftq719GsYCiiud7TDXyu7I14QtZXr58T3Y2ilZUyBlYae3ML9he/L7K54PdZ0TVxNpJEyk1JQbamghNtkLHOItJBtuYCjw+jGWRr7sVUVkHGcCMhBsdtL6ri5m/fiyqW+dv3ojJjeoio9wWuRMTJmEXMevfuLY8//nipXiKY9hHMjW0zrrnmGvUeQhl1Y+TIkarUgdlaVSrdAkNIssp6y0b749wI8axyY1/gtVKhtyrQCk5BQYFjgccO2RpzgYfrCdgVHP3hM7OIoLBgqwU3BUf7oE0FBwqRttSYCg4KAAK7ggOXlH2rBigmcGFFM3+t4MQ6f71Vgzl/ElkDBO87frma8VPImmrXrl2pXirIFd4fyBt+raKm0pNPuu8FAyVbZ1bp5nfZ54YQT8q6P+FLsJEEJykkSC/w8+fPVx8+jV7gsZCbGU16gbdv9IYFHkqEGbirFRx8oMxAX63gfPnll6oQnkYrODC7mllHWsGB68r8YoCCA0yftVZw4ErCWDVawUHcixnQHO/5m0HEWsHBde2BzkTk3//+t9x4443qfUEwJAolxgsowWasFiEVCWWdeImEt9zoGBEs8D179lSLMawa2pqCBR6LNoDCgewivcDDNIrzYWbVlg3EtyCdF4/RjwUG10SMDHzECGZDsK1WcJCyC7cRYlxMF9WJJ56olBRkF6BqsVZw8AsFwM2DIF+t4KACMJQNWGrwL87FQonsK2RF6dozUD604gNFCTuK2+cPZeZg5o84HGRFFTV/coB169Ypixk2FcXrj1+wo0ePDr/+0QLTO5RWxJDhfcLjmTNnquKNhCQClHXiJRJeuYHLxQyyxWKN7RgQoGZmEUGRwGKNyHwzi2jLli1qMZk4cWJEFtGqVatUvz2LCEHAuL49iwj7RMG1ZAYZQ0mBNQVVgs0sKigIUFawB5T5yxyp16hrgkwnM4sKyhTqn9izqHDtGTNmOOaPsZTV/LWSRfYDxXbw4MHKbYcskiuuuEK5HmHlQmC3GTBeHHBZwvoGhRMxDFBykZGCbTKixi3g1+/SbBVaVYtn0KXbPaMM+PWlZziaVZAf0Q7q9SDekPU4ygDSvh1NnM3v+p/P0XzYK9DWVIq3rUVTyZiksHIDC4YZZAuLx5lnnqn+NYNscRzcKwhGM4NskRGEImz2Sr6HHXaYit43g2wBYmFg2bFnEeHacEOZQcZ6OwUoMGaQMVxQ+CDj170ZZAzrDXzQZpCxtqa0bNnSkUWFbCnU0CnN/FFFt6j5m1s1YO5FzZ+4A4sXLHbIIoG1C8ohAiWxHQasMMXx0ksvKasNZAFf/lAqy+TLnpA4QFknyU7CKzcHs1VBPLOo7FsVlEcWVSxbNZhBxvb52xUct/kTJ3h9//vf/6r0ebimYJlD3SO4R2HKR8EzyB0hyQ5lnXiFhFduzAUeC7OObzEXeCgPOqbEVHBQLl9jKjh6zyX7Aq9dMnYFBwuYXcHBrtx6nydTwYErSltkTAUHhfQ0poKjFRm7gqNjbWKZv1Zw3OYPBQdWg+LmTw6AOkYIwIbiCjM9ZAHvcZ8+fdTz2C38n//8pzLjE5LMUNaJl0ia7RcQ34IFH+4kEygxcP+0atUqoh+xJjgHLiYTuAaQ/WTfugCBwVAAzK0LoKSgH/c0ty5AMC6ug7RtE7jE8KvevqUBFkQoI/atG1auXKmONfeXwtvx888/q8BVM+uqvOfP7Rf2gwypyy+/vMjqqvo9Q30QuB3Lkn6tRzg7XWIMLJcYmMJ6kRVm0za7BI6nO5MnQ1kH9jjT+HP2RjUO7ObtHFzJXzeFvzkVxYI+nR19Wb/vdPS9/cVrjr5qjah4Jpus955xc1THBXzOGKDcwsgtE9YvitxKB7jtcBBKt6L6+X/S8c794GLdkXvLCTui2rbBZ+w1GO5z2Qvwk23PxzQOL5LwlhvtzoEFQy/sCJw1s4iwsONDB4uE6aLBwg5FBC4E7aJB9U2dFYStELTFA8qEzopCHRjtokJcChQbBAIvWbIkbMHRis2cOXMidhOHsgKlAtfWLqrGjRuHs6IwFp1FhWrFUGyQiQNrjXZR4Z46KwpFsOzzR4BeWc6fiAoqx+uGWBn9ZQ9XH2KjEMd05ZVXhmUT71lZf9kTUlZQ1okXSXjlZsyYMRFBtljEYalAtpCZRYRFXAfTmllEWNTtQcYAadZYyM0YFIA+KDH2GBT0I+LfDDKGEgPFBG4KM4sKSgzuacbgAIwP90XMjplFhfHCXWTPRsA9MXf7/HG82/xxr4Odv3luKnPPPfdE7NiN4GH8soU7CvVA4GZEcTJCkh3KOvEiCa/cHHHEERFBtviVjBgR/FI2g2xR5fL000+XqlWrRgTZYjdavUeTucDjFzhqu9iDjJG5hDgUe5AtUhphObFvVYDYHGQWmEHGsIxgjPYgYxTmw3XsQcYIVO3WrZsjiwp9Rx55ZNTzx1gOdv6l3UPGqyD+CO+VBin2kIsXXnhBbr75ZnnqqaeUYkhIskNZJ14k4ZWborKIzK0KDjaLKBmzqMpy/kTU+wWlVQNXJWRCc8wxxzCImHgCyjrxIgmv3JgL/BdffBHOFjIXeMRG6NgRc4FHTInGXOARJ6MxF3i4HjRawYE/WsehmAoONpbT2VKmgvPRRx+FLS+mgoOxa0wFB4X6NKaCgyJ7ZTV/bClR0vxTHSg2en8vuPxQ3PH4448PP49K0OaWF+VBbss6Lq22s7Wo5Wx1MyNaXvNajravWXVHy21YydHczs1t6dJa13W2NvVKbAgetrf0zxc6Wl7j6o5WxZ/laCT5ZD3ZCFk+R4vrbuIoFGhvxBvZUhgm4luwSONvnb2EuBfElMD9YvYjiwhKBlxEZj+UAyz8CJ41+5FdhCwiPLb34556DOjHdXEdHG8eiy8G3BeF98x+BO9CAULwsNmP+WDcUH5Kume85o9faXBdFTd/kOrZUtjJGLFX2Grh3XffVZYwKLl4HwGsdE888UR449PS8tBDD6ktGLBvFa4TDSf3ecjZ6fId6va9Wlg58sswfXfkvmMglOaSeRVwqfiaF4rqOF8wtq8Wt/FDmbFT2MuZQfXFay85+vwNVsY0jlQhEWU92bKl8oLODCe/r2T533rSbufYXCzo/qpVo8qqYrZUEllusOhqF41e2LENgrZ4wIKBhR2WC3wIkV6tLRg6K8geg6KzgnC8dtHg2jorCm4h7aLRSgYq0GJvIO2igiIAxQI7b2uLB74MoNggoBj31FlUUKb0XlFwC2kXFa6hs6JQk0a7qPQ9ddnyg50/3GJ6/sjaKmn+ROTee+9VrxPikhBng6a/7MHYsWNVLFMs4H197rnnVDwZIRUNZZ14kYRXbpCKa88iggKBBd7MIoKSULt2bZW5ZGYRYYHCQm8qOABmVqRk27OIEJhr36oBwNoB5cYMMoYyAGUBCo5ZAA8KB8aImBoziwpjscfgACyaGJsZgwOw3QNiew52/ig0F+388VqR/Yon3m+8T2jYc8cEe3XFYt3Ca43NMqEs2eseEVIRUNaJF0l45QYxLvYgW+ym7RZki1/SblsVYM8ltyBb7AvlFmSLfnuQLeJscH17kDHiYfAczLlawYGygswttyBjbEDnFmSM/aLsQcYdO3ZUYy/N/N2CjEszf2RRkQPgPcNrawfWMtOSEy3Dhw9XMq0rHBcFZABWN7OFQgz4Jiki6/mUdZICMTdw+0yePFmZ8bEg6xgV7JiNX9fYgBBp0wCuIrh4sLiff/75StkBer8pfHCwPYPOhIHbC4oGrBsIxNWVexHQCysICuThOrpyL4rqIVAXCgbuq2NwEEiMnb2hpCB9W8fgYJsGuIDwa10XetM1cHAegnz1L3jsGj5+/HhVJO7iiy9WViRQ2vnDqoAifwcz/1SPuSkLkE5+//33K7cU3JTYpwqy4haHcNddd4XjzTSta3aVQ2rtf5+Lw61CcbBWZEXqtK05zvNcKhRbWc5AUn/OPudxAefvJF+hM65H7Q7uODByvFamcyFFsLCdtOnOOJwpfxwI0NdUaXTAekqSQ9abX3K8tBxyQokxLH5x9u2zxdxsWBJZpb3ImJsMt5gbZ1+PY36KW8zNtj75zk4XBTOU4/y8Bmo4PxOf/PliifdMFRLecmNmEUHhgGJgzyKCxURnC5l7MZkF98wsop9++smRRYQ4GR0jY2YRYesEBPLas6gQm4Jz7FlUyDTQLiQzi8rMRDKzqHRWlJlFpQvsxTp/nUVV1PyxvUNJ8yfxBXtPIaASljxzu42iQAAm3muzta55HN8WkhKy3vyCY8tlrMS7JIXlxjRfwpqBhRyLuLZgwEKCfvyrzaewYOA5WFzMflwDf0M5sPdrS4lbv3k9sx/HIn5FW3DgxsK55jXM8ZbmnrgfzrX3l/X8AS038QVuS8TtmGZ/vEd4H/A+4vV3cwmY9Gvzr6juRctNJLTcJJ+snzz9n44+Wm4ioeUmyS03cC/pGBS94MPkiZovOgYF/QiORZCmmUWEhR1Wl+effz68FxOOxTnIKoKbBls56H6AmBq4gHQMiu5///33VW0bHYOjFR64dFA3R8fgQFlAXYhnn31WxcoAKD94Dm6nF198MRyDo6+NNEzMScfg6H7sFYUaNuU9fxJ/UO0Y1jtY2XRDNWy4K/F3SV/2hCQLlHWSCCS8coM9lMwgWyzMcP9gETaziLA4d+rUyZFFhHiWZs2aKYXAzCLCZpZY/O17MWEzyw0bNjiyiBDvgkXIDDLGgoQFavr06RFZVIhfwVYNUJJM1xBiaZDRZAYZ680sEdhrz6LCBppQSspz/vZdx0l8QLYdAsTNBjmBPOBvQrwCZZ0kAgnvlrriiiviEmRb2iBjZBbpOJWDDTLG+PSeTRUVZFya+QO6pcqe4oIs3di3oUXM98r0RQZZ5ln7Y7RKIk2cFqVCcQkUjiMFlvP6bpWG94acwZiDmzhjNT4LTYzj6Eh5yPpRH90e1XEBl4DfvILI4N49K2s4T3QJ9nUPKHZ2tevwu6OvIBSIKtjZTuCc/VXuS8RyBuIHd+yPvzShrCeR5SZeezHpIONo92LCYq8Xfy/sRVWa+ZPyAYUho/2yJySZoayT8ibhlRtzgQdmYT29wCPeRLtnzAXedCvpBb5du3ZKadHoBR6FrHAdjVZwoIzoTCRTwcE4YBHRaAUH7iVtDDMVHPOeWsFp2rRpxD21ggOzLiw8ZTV/neVlzh/zNQsIEkIIIclKUmVL6b2Q9EZuOs1Q9yOFGu4c7aIB6EdQLZQX81jg1m/u1WT2QyHAc9pFpft37Nih+rSLSvfj2oinsO9V5XZP/Iu9qnC82Q8FB/eF0mOfPxQk7aKK9/yhCNEtlXjQLRUJ3VLehW4pG3RLedNyo9GKAIrUIejX7If1AvEwZh0YNLhacLy2vuiFHXVqkI1kKgHafIrsJfPaOr3RDALWigDuadbBQT9iWBDAq601+hpr1qxRWVemlQUgwwm7j9vviewsneVkzv/tt9+OqIMTy/yXLl1a5PwJIYSQpAaWG0KIN8jNzbVGjRql/k2kayX62EjykcjylMhjSxUS3i1FCIkeWA3hxoQFD4HiiXKtRB8bST4SWZ4SeWypQlK5pQghhBBCSoLKDSGEEEI8BZUbQgghhHgKKjeEeAiUB0Aav7kJaiJcK9HHRpKPRJanRB5bqsCAYkIIIYR4ClpuCCGEEOIpqNwQQgghxFNQuSGEEEKIp6ByQwghhBBPQeWGEA8we/ZsGTBggDRq1EjtE4a90GLlwQcflGOOOUbtTl+vXj0588wzZfny5TFda8yYMXLEEUeoyqpoXbt2lalTp0o8eOihh9Rcb7rpprhcjyQHlHUSDVRuCPEAe/bskU6dOskzzzxz0NeaNWuWDB8+XL7++mv57LPP1Karp556qrpHaWnSpIlSQhYuXCgLFiyQXr16yaBBg9TGtQfDt99+K88995xSnEhqQVknUVHRm1sRQuILPtZTpkyJ2/U2b96srjlr1qy4XK9mzZrWiy++GPP5OTk51iGHHGJ99tlnVo8ePawbb7wxLuMiyQdlnRQFLTeEkGLBhn2gVq1aB/VKBYNBefPNN9Uvb7inYgVWpf79+0ufPn0OajyE2KGse4e0ih4AISRxCYVCKqalW7du0rFjx5iu8cMPPyhlJjc3V6pUqSJTpkyR9u3bx3QtKEeLFi1SbilC4gll3VtQuSGEFGslWbp0qXz55Zcxv0pt27aVxYsXq1/FkyZNkiFDhqi4ntIqOL///rvceOONKg4oKyuL7xqJK5R1b8HtFwjxGMgggnUEWU4Hw3XXXSfvvfeeyk5p2bJl3MYHd1Lr1q1VQHBpQAbY4MGDJRAIRLi6MF+/3y95eXkRzxHvQ1knRUHLDSEkAsRpXn/99UpBmjlzZlwVG23+hyJSWnr37q1cXCbDhg2Tdu3aya233krFhpQayrp3oXJDiAfYvXu3rFq1Kvx49erVyhWEIOBmzZqV2jw/YcIEZbVBrZuNGzeq/urVq0t2dnaprjVy5Ejp16+fGkNOTo66LhSmadOmSWnBWOxxP5UrV5batWvHHA9Ekg/KOmU9KorMoyKEJA0zZsxQabH2NmTIkFJfy+06aOPGjSv1tS699FKrefPmVkZGhlW3bl2rd+/e1qeffmrFC6aCpx6UdRINjLkhhBBCiKdgnRtCCCGEeAoqN4QQQgjxFFRuCCGEEOIpqNwQQgghxFNQuSGEEEKIp6ByQwghhBBPQeWGEEIIIZ6Cyg0hhBBCPAWVG0IIIYR4Cio3hKQAW7ZskWuuuUbt8ZSZmSkNGjSQvn37yldffXXQ1x46dOhB70BOSLygrBPAjTMJSQHOPvtsyc/Pl1deeUVatWolmzZtki+++EK2bdtW0UMjJK5Q1okiqh2oCCFJy/bt29XGlzNnznR9ftiwYVb//v0j+vLz89VGly+++KJ6PHHiRKtjx45WVlaWVatWLbUB5u7du61Ro0Y5NtjExoZg7dq11rnnnmtVr17dqlmzpjVw4EBr9erV4XtgU89BgwZZ999/v1WvXj113N13320VFBRYI0aMUOc0btzYGjt2bJm+PsQ7UNaJhm4pQjxOlSpVVHv33XclLy/P8fzll18un3zyiWzYsCHc9+GHH8revXvl/PPPV/0XXHCBXHrppfLzzz/LzJkz5ayzzsIPIxkxYoScd955ctppp6nj0E444QQpKChQbq+qVavKnDlzlPsLY8BxsCBppk+fLuvXr5fZs2fLY489JqNGjZIzzjhDatasKd98841cffXVctVVV8kff/xRbq8XSV4o6yRMWM0hhHiWSZMmKUsILC8nnHCCNXLkSGvJkiXh59u3b2+NHj06/HjAgAHW0KFD1d8LFy5UFpk1a9a4XltbYEzGjx9vtW3b1gqFQuG+vLw8Kzs725o2bVr4vObNm1vBYDB8DM7p3r17+HFhYaFVuXJl64033ojL60C8D2WdAFpuCEmROARYSN5//31lPYH15eijj5aXX345bL0ZN26c+hvxOFOnTlWWGtCpUyfp3bu3HH744XLuuefKCy+8INu3by/2fkuWLJFVq1Ypy43+NV2rVi3Jzc2VX375JXxchw4dxO8/8DVUv359dR9NIBCQ2rVry+bNm+P+mhBvQlkngMoNISlCVlaWnHLKKXLHHXfI3LlzVZYT3EDgkksukV9//VXmzZsnr732mrRs2VK6d+8eVjA+++wzpfC0b99enn76aWnbtq2sXr26yHvt3r1bOnfuLIsXL45oK1askAsvvDB8XHp6esR5Pp/PtS8UCsX51SBehrJOqNwQkqJAUdmzZ4/6G9YRpHPDegNrzrBhwxwKRrdu3eTuu++W7777TjIyMmTKlCnqOfwdDAYjjodVaOXKlVKvXj1p06ZNRKtevXo5zpIQynoqQuWGEI+DdO9evXopi8z333+vLC4TJ06Uhx9+WAYNGhQ+Dq4ppIojaHjIkCHhfgT2PvDAA7JgwQJZu3atTJ48WdUSOeyww9TzLVq0UNddvny5bN26VQUTX3TRRVKnTh11fQQU455whd1www0MDiaUdVLmsM4NIR4H8S7HHXecPP744yreBcpH06ZN5YorrpDbbrstfFyfPn2kYcOGKg6mUaNG4f5q1aqpbKYnnnhCdu3aJc2bN5dHH31U+vXrp57HdaC4dOnSRbmjZsyYIT179lTn3HrrrSqzKicnRxo3bqxid3A9QijrpCzxIaq4TO9ACEkKoJhAAYFrCgoJIV6Fsu59aLkhJMVBsC7cSbDG1KhRQwYOHFjRQyKkTKCspw5UbghJcRBHg+yoJk2aqGDitDR+LRBvQllPHeiWIoQQQoinYLYUIYQQQjwFlRtCCCGEeAoqN4QQQgjxFFRuCCGEEOIpqNwQQgghxFNQuSGEEEKIp6ByQwghhBBPQeWGEEIIIeIl/h+GvM763bhmHAAAAABJRU5ErkJggg==", + "image/png": 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", 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" ] @@ -849,7 +856,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "id": "2edb4f13", "metadata": {}, "outputs": [ @@ -857,10 +864,10 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 16/16 [00:00<00:00, 39.69it/s]\n", - "100%|██████████| 16/16 [00:00<00:00, 134.52it/s]\n", - "100%|██████████| 16/16 [00:00<00:00, 619.13it/s]\n", - "100%|██████████| 16/16 [00:00<00:00, 197.54it/s]\n" + "100%|██████████| 16/16 [00:00<00:00, 152.29it/s]\n", + "100%|██████████| 16/16 [00:00<00:00, 164.74it/s]\n", + "100%|██████████| 16/16 [00:00<00:00, 559.95it/s]\n", + "100%|██████████| 16/16 [00:00<00:00, 164.67it/s]\n" ] }, { @@ -868,15 +875,15 @@ "output_type": "stream", "text": [ "Silhouette Scores:\n", - "DMDc Full (state): 0.037\n", - "SubspaceDMDc Full (state): 0.293\n", - "DMDc Full (control): 0.051\n", - "SubspaceDMDc Full (control): 0.251\n" + "DMDc Full (state): 0.012\n", + "SubspaceDMDc Full (state): 0.328\n", + "DMDc Full (control): 0.17\n", + "SubspaceDMDc Full (control): 0.242\n" ] }, { "data": { - "image/png": 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KC7/vPMx1bm6uzXPxzRYHfqVjOBvE0TrdBcapPrluiYv5uCEa17FwcY0v4GIxrgvk+i3uRsGDYnBxFHev4K4ncrjBEBdZcdE7NxY6duyYaA3Kx+Lifh44wtG6fgB34cZBPOAJD/XJLdN/+uknunr1qmitzN91HvCFi8+58RJ317Ju5MYTFv373/8WRdvGaSl5///5n/8RLd6daSXNjVW5Xvkf//iHqErj6+CW3TwQCXeDs673XLFihWgtzsX9PAAUF4Vz1RtfI5+Xh1Tl1tPWE32Y47SGX/sHH3wgJtfgOnIulufWzVxPbOymal5sy43p+Br5/eLGYFxNxy37uRiZB8dR4ko6wN3O+DXye8MTjqSnp4sidT43pzn8vvDzeCAZ8yJmOVxcztUA/NlylYjx8+Xug7aG3PU245TP3P2PqyX59fH7xlWXPIyvHH7/uC6cu/KtXr2aDh48SDdv3hQt53lCLX6d1tUTdq+FI7kbXhMAALgBN4Azv7HgYM1jwAPYgoZtAAAAKoUgDgAAoFII4gAAACqFOnEAAACVQk4cAABApRDEAQAAVApBHAAAQKUQxAEAAFQKQRwAAEClEMQBAABUCkEcAABApRDEAQAAVApBHAAAQKUQxAEAAFQKQRwAAEClEMQBAABUCkEcAABApRDEAQAAVApBHAAAQKUQxD0oNTWVNBoN3b1715OnAQBAmhOgEMSdNGbMGBoyZIhD+3bq1ImuX79OUVFRbj8+78c3CLwEBwdTjRo1qFevXrRkyRIyGAwW+x49epQGDRpEMTExFBYWRvfddx+NHDmSMjMzSx131qxZpNPp6N1333X4mgHAc5DmgBIEcQ8KCQmhmjVrikDrCX379hU3Cb/88gtt2rSJunfvTklJSTRgwAAqKSkR+9y6dYsSEhKoSpUqtGXLFjp9+jQtXbqUYmNjKS8vr9Qx+Sbg1VdfFX8BQF2Q5gQgCZySmJgoDR48WPy/oKBAevHFF6Xq1atLoaGhUufOnaUDBw6Y9t2+fbvEb3FWVpZ4vHTpUikqKkravHmz1LRpUyk8PFzq06ePdO3aNbE9OTlZ7G++8DHsXYe5bdu2iectXrxYPE5JSZGCgoKk4uJiu68tNTVVql27tlRUVCTFxsZKu3fvxrcDoJwhzQElyImXAedYv/76a1q+fDllZGRQo0aNqE+fPvTbb7/JPic/P5/mzZtHK1asoLS0NLp06RJNmjRJbOO/I0aMMOWweeEieWf06NGDWrVqRevWrROPuSSAc+UpKSl8w6b43M8++4z+/Oc/i+J5/suPAcB3IM0BawjiLuKi6IULF4q64379+lF8fDwtXryYKlSooBj8iouL6ZNPPqG2bdtSmzZtaMKECbRt2zaxLSIiQjw/NDRUBF9euHjMWU2bNhVF7Kxjx440depUGjVqFFWrVk1cK1/zzZs3LZ6TnZ1Na9eupSeffFI85r//93//R7m5uU6fHwDcD2kO2IIg7qILFy6IgNy5c2fTOs7Btm/fXtQ7y6lYsSI1bNjQ9LhWrVo2G5iVBee4zevh3377bbpx44a4eWjevLn4y4H++PHjpn1Wr14trotz8ezBBx+k+vXr05dffunWawMA1yDNAVsQxL2MA705Drb2irmdxTcRcXFxFuuqVq1Kw4cPF0X5vJ0btvH/jbj04OTJkxQUFGRaTp06hQZuACqHNMe/IYi7iHOtXNS9e/du0zrOmR88eFAUrbuKj6nX611+/o8//ihy2MOGDVM8B1+/sXU673/o0CHRr/3IkSOmhR/v3buXfvrpJ5evBwDcA2kO2BJkcy3YFR4eTs8//zy98sorovtWvXr1aO7cuaLh2rPPPuvyO8h9uLkr2JkzZ0TumfuYW99JGxUWFopicg76XMe9efNm0c+bu5g9/fTTYp9vv/2W1qxZQ0888QTdf//9Ite/ceNG+u6770RXM2MunKsBHn300VLnaNeundiOfuMA5QtpDtiCIO4kHkiFi5rZ7NmzxeOnnnqKcnJyRGM1DsDR0dHkqnHjxokcMB+LG5Vt376dunXrZnNfDtpcp87Xw+fk+uyPPvqIEhMTSav9vZCFSwW4Hv7vf/87Xb58WTSaa9y4MX366afiuouKiuiLL76gyZMn2zwH5+jfe+89euedd2RvJgDAc5DmgBIN9zNT3AMscPcv7kr28ccf450BAI9DmgNKUCfuoKysLFE0zbnknj17Ovo0AACXIM0BR6A43UHPPPOMaLTGxdKDBw929GkAAC5BmgOOQHE6AACASqE4HQAAQKUQxAEAAFTKL4P4ggULRH9rnju7Q4cOdODAgfK+JNXh7nM8mtzEiRNl9+FJVrgrXOXKlUUfVh6qlSd28ZXPlzte8Fjx/DrWr1/v8euCwIU0p3zNmjVLjGkRGRlJMTExNGTIEDHWhpJly5aJtMF84TRFbfwuiPNY33/7298oOTlZzCzGfad5ZjF3j0/uz7gB36JFi6hly5aK+/EgN6+//roY1e3YsWM0duxYsXBfeVfxD0uuX7yzn++HH37osbncAVz5ToJn7Nixg8aPH0/79u2jrVu3itEze/fubRqVUk6lSpVMM0by8uuvv6rvI5L8TPv27aXx48ebHuv1ejE39qxZs8r1utQiJydHaty4sbR161apa9euUlJSklPPb926tfTGG2+YHvOc63//+9/FZ1CxYkXx+cjNkW6cc53PW9bP9/Dhw2Ju9OvXr4v51XledQBPQJrjezIzM8XvfseOHYppTVRUlKR2fpUT59HH0tPTLfpx88hl/Jhzi2Af383279/f6b7wXHTNU6pyEZb58K081Sq/9zz0K+fWeRIWHrzi3LlzHvt8eehbnnqVizh5OlcAT0Ga45vu3btnKi1UwqNi8myNdevWFV2HeRIotfGrfuK3b98W44jXqFHDYj0/xiQe9nGg5eJALk535sdSu3ZtMY67Tqejf/3rX9SrVy+x7dKlS2J8dv7Ls6axSZMmieFieT0P5eqJz/fll1+mTp06oT8/eBzSHN8cpnbixIlimugWLVrI7tekSRMxSyNXG3I6xrM6crrBgbxOnTqkFn4VxMF1PK56UlKSqE9ypnEHNyThGc/4jpZz4lw32KBBA1GvzbOjcdDliVfMccDnyV0YB3jzWd9KSkpEfVZERIRp3dSpU8XiiG+++UbM5Hb48GGHXwMA+Fdp4okTJ2jXrl2K+z388MNiMeIA3qxZM9EeaObMmaQWfhXEq1WrJnKDPKOXOX6MYlVlXEzNDXHatGljWscBOC0tTYwTb8xpW+PibB5LnnHrdJ6rnFuKchDnwM7P4WNbP9cYpDmHzjcB5i3ev/76a1q5cqVpnbFIzJHPlwP4hQsXRIt564lcunTpIobNBXAXpDm+ZcKECWJ4bE63nM1N8wRPrVu3pvPnz5Oa+FWdOM+T/dBDD4kcoXnRCj82v+OC0hISEkTO2Xw+ce4+Nnr0aPF/WwHcFn6/OeAz/kHwjQDfHHCgN1+MQZdnYDNfz91DKlSoYLHOGMQd+Xxfe+01Ufdu/jrYBx98YJp6FcBdkOb4BkmSRABPSUkRN/JxcXFOH4PTKk4DeWZINfGrnDjj4lyeipMDEM+Rzd2MuJsBd30C5WJx6/oj7vvNxd7G9TxHOdd/c06b8V9+nxs2bCgCN89Rzv3EFy5cKLZzMTrfBPDzeDpTDuq3bt0SQZfrobgBnbs/X745sFXqwvO9u/LDBijrdxK8U4S+atUq2rBhg0jLbty4IdZHRUWJTIGt9GvGjBnUsWNHkVG4e/cuvfvuu6KL2XPPPaeqj8zvgvjIkSNFoJg2bZr4ILmIlxtSWTeGAudx/bVxnnLGCdULL7xAV65cET+Upk2birnJ+TMw4tzvP/7xDzFxzNWrV0XxI/9wBgwYgM8X/ALSnPK38I+Mg/UYE5z+jBkzxmb6xbPEjRs3TsSJ6OhoUcq3Z88eizY6aoAJUAAAAFTKr+rEAQAAAgmCOAAAgEohiAMAAKgUgjgAAIBKIYgDAACoFII4AACASiGIAwAAqJRfBnEePeytt94yDf8JvgefEfgTfJ99X6GfxgW/HOwlOztbDLfH08tVqlSpvC8HbMBnBP4E32ffl+2nccEvc+IAAACBAEEcAABApRDEAQAAVMrvZjFjoaGhFEfNaGjVcaQLCiFNcBCRTkeaIP6rFf//fdHyhNZEWi1JQfxYQ5JYryFJrNMSaTVkCNL88VdLkpZIEvv9sfBjsY3+u01LZND9vl4Sf43bzP5v/viPv2Rzm/T7Nv6r+WM/nUSklcQ2jfGxRiKtziAea7QG0uok0mok0ukMpNMaKIj/av74y481BgrW6SlIa6AQrfFviVgfquO/ego2+3+YtpiCNXoK/eNvmOaPv+JxCYWIdUVm2wwUxuvJQKEaiUI0GgrWaCiUdBSs0VFwkY6Sk5PFZwXgr2kOpzG/pzvyac7v/9cqpzmclgRpzNKY0mnO7+mOcR+ZNOePdfRHGmUzzRFpi3GbZDvN0f7+WKPldEdSTHN0WomCOK1RSHOCtJy2lCimOf9NW0rENltpTgjx/3lficICJM3x2yDeUNOcNBr+JoIvCg3VipaiAP4AaY7vC/XTNAfF6QAAACqFIA4AAKBSCOIAAAAq5ZeDvQAAAAQC5MQBAABUCkEcAABApVTfxayXdrj8Ro3G5eNqK1aU3WbIz3f5uJqgYNltUkkxqYroMCpDMig+dcvVw7LbtDXPleWqAMotzdF3b6P43MJo+d9/+KU82W0/T1LOb+mL5bvThoSVkCu0GZHKOyglr2WopI3skim7jfufyzHwQBoK8gtDZLcdHzSD1Ao5cQAAAJVCEAcAAFApBHEAAACVQhAHAABQKQRxAAAAlUIQBwAAUCnVdzFT7EbmqcHo7B3X1a5tqhs8z+BHrwXAMUrdyHTbMxSfq+vfTnZbSaR8FyiS9IrHNRTIJ+VFCskRTyUqJ1jhcuxSSgKVe59SWJB8l7gSg3y+s2KwchfdgiL57n1qhpw4AACASiGIAwAAqFS5BvG0tDQaOHAgxcbGkkajofXr15fn5QCAn0OaA/6mXIN4Xl4etWrVihYsWFCelwEAAQJpDvibcm3Y1q9fP7EAACDNAXAe6sQBAABUSlVdzAoLC8ViziDpSauRn8EHAMCtaY6hhLRaVSWd4MdU9U2cNWsWTZ8+3WJdHMVTQ01z715IGaY49dg5PdUvuzxeK4APpzl1mvWievG9ne4HzkL/fVB2W1GftrLbKlfKUTzubYWpSCtULJLdptfLF8ZqlLumk6RQjqstdu157E6e/DTQIQp9yG/8VknxuIYS/yx4VtWrmjJlCt27d89iidM0Le/LAgA/ZSvNqdOkR3lfFoA6c+KhoaFiMYeidADwapqjU1WyCX6uXL+Nubm5dP78edPjixcv0pEjR6hKlSpUr1698rw0APBDSHPA35RrED906BB1797d9Phvf/ub+JuYmEjLli0rxysDAH+ENAf8TbkG8W7dupGEiTIAAGkOgP83bAMAAID/Un0LDW1F+e4IZWHIy5M/Z3i46wfWKnTpCFHZVHkKr4UMduYbBFCp8Et5rk0naqcbWciWQ7LbMv+i3I1Wo5HvYlpUKJ/MBwXL9yOT7A2/odD71KAQWRQuVSgp0bn0OnU6O2mO5J/dZZETBwAAUCkEcQAAAJVCEAcAAFApBHEAAACVQhAHAABQKQRxAAAAlVJ9FzNDfr78RnsDySjM0KXUjUyp+5m942qC5LuRScVF/jOLGQbxAT/18ySFvI+kPPWX0mxkSt3I6gw7qXjcvMc7yG7Th2hcmlFs4purFc+pdzEPqLfT1Wtg+CXZbRFay3HszWUZCkhJjkEpjZxKaoWcOAAAgEohiAMAAKgUgjgAAIBKIYgDAACoFII4AABAoLVOv3btGu3atYsyMzPJYDXZxUsvveSOawMAQJoD4O4gvmzZMvrrX/9KISEhVLVqVdKYdUPi/yOIA4A7Ic0BcGMQf/PNN2natGk0ZcoU0ipNR1neXO3jXNbjutpHuizX66nXqnhOpc8eU5GC+/hSmqMvlp8q01CgnKTeLnZtmk2lfuAsfO1+2W13xj0suy0oX/6cZwpqkScYlOYwJaLi8F9lt10p+Y/stozCWMXjVg/Klt3WmNTLpV9Dfn4+PfHEE+X+YwKAwIA0B8A2l6Lws88+S1999RWV1axZs6hdu3YUGRlJMTExNGTIEDpz5kyZjwsA/gVpDoAbi9M5+A4YMIA2b95MDzzwAAUHWw4l+v777zt0nB07dtD48eNFIC8pKaGpU6dS79696dSpUxSuMOwpAAQWpDkAbg7iW7ZsoSZNmojH1g3bHMU3AdaNVzhHnp6eTo8++qgrlwYAfghpDoAbg/h7771HS5YsoTFjxpA73bt3T/ytUqWKW48LAOqGNAfAjUE8NDSUOnfuTO7Efc0nTpwojtuiRQub+xQWForF4nmSnrQa+RafAKB+vpTmSMUlpAlW/QSQ4Cdc+iYmJSXR/Pnz6aOPPnLbhXDd+IkTJ8QAMkpFatOnT7dY10DbghoGtSS3U2h5rzSdqD1K041qgkPIf+DGCtzHl9KcKsO7UbWR3W3uX2SnNrFCRfnff1FhkEvTidrrRlZ18V7ZbVlj5J/XrMJVxXMWS67dyOjsdD+N0cm3hyrWyk/1Gqy5pnjckPLohusFGklyvlPzn/70J/rxxx/FQC/Nmzcv1bBt3bp1Th1vwoQJtGHDBkpLS6O4uDjZ/WzdFQ+t9heP5MQ1YfLz1koFltfgjMAJ4so2/3pAdpu25jmvXgv4Pl9Kcx76bh5pZXLiSoG4LEG86sYKisctDte4PYhPmrqqXIL4E5FZCueUD+I39fJ9yO0F8Zq1lW8AfJlLn0LlypVp6NChZT453z+8+OKLlJKSQqmpqYo/JmORGi/mUJQO4P98Ks1BUTqoPYgvXbrUbcVZq1atEnfE3Ff8xo0bYn1UVBRVqKB85wkAgQNpDoBtLg+5xv26f/jhB1q0aBHl5OSYJkXJzc11+BgLFy4ULdK7detGtWrVMi1ffvmlq5cFAH4KaQ6Am3Liv/76K/Xt25cuXbok6ot69eolctJz5swRjz/55BOHjuNCdTwABCCkOQBuzIlzS9G2bdtSVlaWRbE3Nz7Ztm2bK4cEAECaA+CNnPjOnTtpz549YipSc/fddx9dvarcLcHdpJJihY2u5/Q1IcEutTD//ckal1qg2z2ur1HqsoFSFnAjX0pzlGi0ymmOXi+fbwoKlm95LdnJbinNRqbUAj16mXzL9eIpyuFBL8n//g0K+cNiO91P8w2upYM39cq9eypr5Y9bkwIsJ86DJOj1pb9wV65cEcXqAADuhDQHwI1BnCcp+fDDDy3GS+cGbcnJyfTYY4+5ckgAAKQ5AN4aO71Pnz4UHx9PBQUFNGrUKDp37hxVq1aNVq9e7cohAQCQ5gB4I4jXqVOHjh49KrqC8V/OhfN8v6NHj0b/bgBwO6Q5AG4M4jxUYadOnUTQ5sW8HydvwzSiAOBOSHMA3Fgn3r17d/rtt99KreeBW3gbAIA7Ic0BcGNOnAdp4cZs1u7cuUPh4fIz0PgcV2e18dPZcCjQXyv4LF9Kc7QZ8j1w7M1hpJHvRUaSQs+riW8qtzU6U1DLpdnIlLqRfd6kruI5tS2aKmyU3yQFK3cxW//+bdlt0aH5stvSb9RxuXvfaeWX6j9B3DgBAf+YxowZYzExAHc5O3bsmChmBwBwB6Q5AG4M4jwxifGumPuDm4/WxoMwdOzYkcaNG+fMIQEAkOYAeCOIG2cS4lGSJk2apK6icwBQHaQ5AB5o2Pbqq69a1E/x5AQ8+Mv333/vyuEAAJDmAHgriA8ePJg+//xz8f+7d+9S+/btxQAwvJ6nFwUAcCekOQBuDOIZGRnUpUsX8f+1a9dSzZo1RW6cA/tHH33kyiEBAJDmAHgjiOfn55smOuEidG5BqtVqRcM2DuYAAO6ENAfAjf3EGzVqROvXrxfzh2/ZsoVefvllsT4zM5MqVapEquHqdJn2nudPfauVXqs/vU7waT6V5pTha684pajCcfWu5beEYinIpelEFfuB88xyJ36Sf25L+edqC0oUj6vVGGS3BSls01BgcumbMW3aNNE6nVupd+jQgR5++GFTrrx169buvkYACHBIcwDcmBN//PHH6ZFHHqHr169Tq1atTOsTEhLEnTIAgDshzQFwY06c+27ywC+c6+a6cCNupd60qXIRjDluyd6yZUtRHMYL5+g3bdrkyiUBgB9DmgPgxiD+2muvUY0aNcT0o3v27KGyTC84e/ZsSk9Pp0OHDlGPHj1EV5KTJ0+6fEwA8D9IcwDcGMSvXr1Ky5cvp9u3b1O3bt1E7nvOnDl048YNp44zcOBAeuyxx6hx48Z0//3309tvv00RERG0b98+Vy4LAPwU0hwANwbxoKAgUfe9YcMGunz5shgvfeXKlVSvXj0aNGiQWG8wyLcitIUnUFmzZg3l5eWZGspZKywspOzsbIvFIClMCwQAfsGn0pwS5dbVAD7fsM0cF6tzI7ezZ8+K5fjx45SYmEjR0dGiHotz6kp4f/4BFRQUiFx4SkoKxcfH29x31qxZNH36dIt1cRRPDTXNy/oyAEAlyjvNqfpIb6r+aF+X+jlpi+W3GcqcGjvPoJSPs5PFU+pGZjj2k+td1xT64RkUusQZFLYxyc52tXK58+HNmzdp3rx51Lx5c/Gj4TvUb7/9li5evCiKvkaMGCF+WPY0adKEjhw5Qvv376fnn39ePOfUqVM2950yZQrdu3fPYonTON6QDgDUy1fSnKqdenrg1QG4RiPxvKJO4rpsHnCB67Gfe+45evrpp6lKlSoW+/AgDDwcq7NFXD179qSGDRvSokWLHNq/l26E+wdz4bsbhRnaDHl5yk9WGARFExQsu00qLiJVURrsxc57v+XaEdlt2prnynJV4Id8Kc1p9voHstsMocrP1Ra5lhN/Y/SXisc9X1BDdlujsJuy24olney2L0f0IFeVJSceuiBLdlvVUPm098D1eorH1evl86w/DU0mtXKpACcmJoZ27NghW4/EqlevLu6QncU/QK6HAgBAmgPgxiC+d+9eunPnDn322WemdTzpSXJysmgcMmTIEJo/fz6FhoaKqUrr16+veDwuqurXr59onJKTk0OrVq2i1NRUcccNAIA0B8CNdeIzZsyw6MPNDUS4rzgXR3E/zo0bN4qGII7i4i8uFuM6Kh7t7eDBgyKA9+rVy5nLAgA/hTQHwI05cW4MMnPmTNNj7p7BY6cvXrxYPK5bt67Ilb/11lsOHc88Rw8AgDQHwINBPCsrS3TvMOJ6cS4ON2rXrp3owwkA4A6qS3MMrs9iplFoC6o029jvp5XfrlO4qGKSb9gmBctvszcbmVLjNaXZz1iQtprCNvlxQUKClPvvF2uUX09AFKfzj8nYWK2oqIgyMjLEHOJGXK8dHCzf+hoAAGkOQDkFcR4ileu+d+7cKRqlVaxYkbp06WLafuzYMdFVAwDAHZDmALixOJ3rw4cOHUpdu3YVIx3x+OkhISGm7UuWLKHevXs7c0gAAKQ5AN4I4tWqVaO0tDQxahEHcZ3Oso7hq6++EusBANwBaQ6ABwZ74bnEbbEeQQkAwB2Q5gC4eex0AAAAKF8I4gAAACpVDpPfqWQCD088ryzsnbMMk70AgOMiu2TKbguz01f5Tl5F2W0lJfL9mAeGX1I8bnH4r7LbYnTykznlG+RnZFn//m3Fc2o1BpemE1XqB85yusif9/JT8vN1RD51XfG4VzNqyW8cRKqFnDgAAIBKIYgDAACoFII4AACASiGIAwAAqBSCOAAAgEohiAMAAKiU+ruYabSuzwuoRKv10DV5qOtaeXR7U+rWVh7XA+AFOq18ulJiUP7tK02XqVGYizRCG6p43Csl/5HdVqwwfaeS6NB8xe1Bil3MNC5NJ2qvG1nlFXtlt/V4NU/xuGuahZE/Qk4cAABApRDEAQAAVMpngvjs2bNJo9HQxIkTy/tSACAAIM0Bf+ATQfzgwYO0aNEiatmyZXlfCgAEAKQ54C/KPYjn5ubS6NGjafHixRQdHV3elwMAfg5pDviTcg/i48ePp/79+1PPnj3t7ltYWEjZ2dkWi0FyreUlAASmMqc5RcqTnAAETBezNWvWUEZGhijacsSsWbNo+vTpFuviKJ4aapu7f2Yvg0L3NLvHVerapvOfmciUupGp7bVAQHBHmhM7ujPVeeoRm/tXDC5WPN6N3yrJbtPp5NONLEOB4nEzCmNltwVrrsluu6kPkd2WfqOO4jmVOpEqdTFT6mZnbzYypW5kPz4gP1sbC32ysvzGgaRa5ZYTv3z5MiUlJdHKlSspLMyx/ntTpkyhe/fuWSxxmqYev1YAUD93pTmxIzt6/FoBfD4nnp6eTpmZmdSmTRvTOr1eT2lpafTxxx+LYiydzjLXGhoaKhZzWo1CzhYAwN1pToj6x8gC/1Fu38aEhAQ6fvy4xbqxY8dS06ZNafLkyaV+TAAASHMAfCSIR0ZGUosWLSzWhYeHU9WqVUutBwBAmgPgg63TAQAAwDU+VbmTmppa3pcAAAEEaQ6oHXLiAAAAKuVTOXFXbLl6uLwvAVzQJ/ZB2W1byzCDLICn5RfK960uKApWfK6hRCHfpNC3OsegPO5C9aBs2W0hCuM5VNYWyW7T613P40kKr6XYTo+iqxm1XJpONFSpHzgRRX2xT37j56RayIkDAACoFII4AACASiGIAwAAqBSCOAAAgEohiAMAAKgUgjgAAIBaSQGqoKBASk5OFn9xTvW/twC+DmmOf723vkLD/1AAys7OpqioKDG1YKVK8nP84pzqeG8BfB3SHP96b30FitMBAABUCkEcAABApRDEAQAAVCpgg3hoaCglJyeLvzin+t9bAF+HNMe/3ltfEbAN2wAAANQuYHPiAAAAaocgDgAAoFII4gAAACqFIA4AAKBSARfE09LSaODAgRQbG0sajYbWr1/v8XPOmjWL2rVrR5GRkRQTE0NDhgyhM2fOePScCxcupJYtW4rRi3h5+OGHadOmTeRNs2fPFu/xxIkTvXpeAF+CNMd7ZgdgmhNwQTwvL49atWpFCxYs8No5d+zYQePHj6d9+/bR1q1bqbi4mHr37i2uxVPq1KkjvtDp6el06NAh6tGjBw0ePJhOnjxJ3nDw4EFatGiRuJEACGRIc5DmeJQUwPjlp6SkeP28mZmZ4tw7duzw6nmjo6OlTz/91OPnycnJkRo3bixt3bpV6tq1q5SUlOTxcwKoAdIcz8gJ4DQn4HLivoAH6WdVqlTxyvn0ej2tWbNG5Ai4WN3TuNShf//+1LNnT4+fCwDsQ5rjv4LK+wICjcFgEPU1nTt3phYtWnj0XMePHxdBu6CggCIiIiglJYXi4+M9ek6+WcjIyBDF6QBQ/pDm+DcEcS/jXOqJEydo165dHj9XkyZN6MiRI+IufO3atZSYmCjq5z0VyC9fvkxJSUmi3j8sLMwj5wAA5yDN8W8BPewqt2Lk3Cm3FveGCRMm0IYNG0Rr1bi4OPI2Lt5u2LChaHDmCdzS/09/+hPpdDqLonx+n7VaLRUWFlpsAwg0SHPcaz3SHOTEvYHvk1588UVxw5CamlouAdxYrMaB1FMSEhJEEb65sWPHUtOmTWny5MkI4ABegjSnacCkOQFXnJ6bm0vnz583Pb548aIocuZGZvXq1fNYcdaqVatELpz7it+4cUOsj4qKogoVKnjknFOmTKF+/fqJ15STkyPOzzcQW7ZsIU/h12Zdzx8eHk5Vq1b1eP0/gK9CmoM0x6OkALN9+3bRzcN6SUxM9Ng5bZ2Pl6VLl3rsnM8884xUv359KSQkRKpevbqUkJAgff/995K3BVp3DwBrSHO8q2uApTkBXScOAACgZugnDgAAoFII4gAAACqFIA4AAKBSCOIAAAAqhSAOAACgUgjiAAAAKoUgDgAAoFII4gAAACqFIO5Gt27doueff14MdRoaGko1a9akPn360O7du8t87DFjxnhtohYAUAekORBwY6d70rBhw6ioqIiWL19ODRo0oJs3b9K2bdvozp075X1pAOCHkOZAwI2d7ilZWVliPPTU1FSb28eOHSv179/fYl1RUZEY1/zTTz8Vj7/66iupRYsWUlhYmFSlShUx3nlubq6UnJxcatx1Ho+ZXbp0SRo+fLgUFRUlRUdHS4MGDZIuXrxoOgePCT948GDp7bfflmJiYsR+06dPl4qLi6VJkyaJ59SuXVtasmSJR98fAHAvpDnAEMTdhINiRESENHHiRKmgoKDU9t27d0s6nU66du2aad26deuk8PBwKScnR6wPCgqS3n//fRGEjx07Ji1YsEBs42XEiBFS3759pevXr4ulsLBQ3AQ0a9ZMTHbC+586dUoaNWqU1KRJE7HdGMQjIyOl8ePHSz/99JP02WefiZuAPn36iMB+9uxZaebMmVJwcLB0+fJl/CoAVAJpDjAEcTdau3atyNlyTrpTp07SlClTpKNHj5q2x8fHS3PmzDE9HjhwoDRmzBjx//T0dBFcf/nlF5vHNuaoza1YsUIEbIPBYFrHwbtChQrSli1bTM/j2cz0er1pH35Oly5dTI9LSkrEzcTq1avd8j4AgHcgzQE0bHNz/dS1a9fom2++ob59+4r5u9u0aUPLli0T25977jlaunSp+D/Xl2/atImeeeYZ8bhVq1aUkJBADzzwAA0fPpwWL15MWVlZiuc7evSomBud5/GOiIgQC8+LXlBQQBcuXDDt17x5c9Jq//tR16hRQ5zHSKfTiTm/MzMzUcEEoCJIcwBB3M3CwsKoV69e9Oabb9KePXtEq/Lk5GSx7emnn6aff/6Z9u7dS1988QXFxcVRly5dTIF069atIrDHx8fT/PnzqUmTJnTx4kXZc+Xm5tJDDz1ER44csVjOnj1Lo0aNMu0XHBxs8TyNRmNzncFgcPO7AQCehjQnsCGIexgH5Ly8PPF/zu1yNzHOjXPufOzYsaUCaefOnWn69Ol0+PBhCgkJoZSUFLGN/6/X6y3251z+uXPnKCYmhho1amSxREVFefqlAYAPQpoTWBDE3YS7kfXo0UPksI8dOyZy0F999RXNnTuXBg8ebNqPi9S5C9rp06cpMTHRtH7//v30zjvv0KFDh+jSpUu0bt060Qe0WbNmYvt9990njnvmzBm6ffs2FRcX0+jRo6latWri+Dt37hTn5CL8l156ia5cueKulwYAPghpDjD0E3cTro/u0KEDffDBB6I+moNs3bp1ady4cTR16lTTfj179qRatWqJeurY2FjT+kqVKlFaWhp9+OGHlJ2dTfXr16f33nuP+vXrJ7bzcThAt23bVhSjb9++nbp16yaeM3nyZBo6dCjl5ORQ7dq1Rd06Hw8A/BfSHGAabtuHt8J7OABzoOUidQ68AABIc8BVyIl7CTca42Jwzl1XrlyZBg0a5K1TA0AAQpoTGBDEvYTrubk1ep06dUSjtqAgvPUAgDQHygbF6QAAACqF1ukAAAAqhSAOAACgUgjiAAAAKoUgDgAAoFII4gAAACqFIA4AAKBSCOIAAAAqhSAOAACgUgjiAAAApE7/D3oIHOb7NxDWAAAAAElFTkSuQmCC", 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", 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" ] @@ -950,7 +957,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "id": "d85b184f", "metadata": {}, "outputs": [], @@ -1020,7 +1027,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "id": "e32ce5f0", "metadata": {}, "outputs": [ @@ -1269,7 +1276,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "id": "b73f3851", "metadata": {}, "outputs": [ @@ -1348,7 +1355,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "id": "5f1c041a", "metadata": {}, "outputs": [ @@ -2725,7 +2732,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "id": "0a65665b", "metadata": {}, "outputs": [ @@ -2781,9 +2788,9 @@ ], "metadata": { "kernelspec": { - "display_name": "DSA (uv)", + "display_name": "py39", "language": "python", - "name": "dsa-uv" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -2795,7 +2802,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.19" + "version": "3.9.18" } }, "nbformat": 4,