diff --git a/sheets/01_setup_and_first_look/examples/cardinality_sat/feedback_vertex_cover/feedbackvertex.ipynb b/sheets/01_setup_and_first_look/examples/cardinality_sat/feedback_vertex_cover/feedbackvertex.ipynb index 670216c73fce05000092fc9c78b763f97066f073..32b775bfcf2fb3879fb2d806692f27e4c2a8e2ff 100644 --- a/sheets/01_setup_and_first_look/examples/cardinality_sat/feedback_vertex_cover/feedbackvertex.ipynb +++ b/sheets/01_setup_and_first_look/examples/cardinality_sat/feedback_vertex_cover/feedbackvertex.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 17, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -35,7 +35,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -65,19 +65,19 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "The greedy solution {'17', '6', '1', '8'} has size 4!\n" + "The greedy solution {'17', '8', '1', '6'} has size 4!\n" ] }, { "data": { - "image/png": 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", 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -87,7 +87,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -114,7 +114,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -127,13 +127,13 @@ "k = 3: SAT\n", "A solution of size 3 was found by the solver!\n", "The solution of size 3 was proven to be optimal!\n", - "{'14', '8', '7'}\n", + "{'8', '7', '14'}\n", "The optimal solution is 25.0% smaller than the heuristic solution!\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -143,7 +143,7 @@ }, { "data": { - "image/png": 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", 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] diff --git a/sheets/01_setup_and_first_look/examples/cardinality_sat/feedback_vertex_cover/solver.py b/sheets/01_setup_and_first_look/examples/cardinality_sat/feedback_vertex_cover/solver.py index fa2417019aa76f26bdd66da0d5b07894c3e69e66..90752147ba9e68ed1af8cf697d04266fed5e17fa 100644 --- a/sheets/01_setup_and_first_look/examples/cardinality_sat/feedback_vertex_cover/solver.py +++ b/sheets/01_setup_and_first_look/examples/cardinality_sat/feedback_vertex_cover/solver.py @@ -103,8 +103,8 @@ class FeedbackVertexSetSolverSAT(): k = len(best_solution) print(f"A greedy solution of size {k} was found!") - ub = k # the lowest number of vertices that are proven to build a FVS - lb = 0 # the lowest number of vertices that might still build a FVS (not proven wrong) + ub = k # the lowest number of vertices that are proven to form a FVS + lb = 0 # the lowest number of vertices that might still form a FVS (not proven wrong) while lb < ub: k = (lb + ub) // 2 # integer division (discards floating point decimals) diff --git a/sheets/01_setup_and_first_look/examples/cardinality_sat/feedback_vertex_cover/util.py b/sheets/01_setup_and_first_look/examples/cardinality_sat/feedback_vertex_cover/util.py index 81d1269949e8f81b50ecd6493e57961f63eaabfe..611178419f7a89ea643553075b8dec451f169749 100644 --- a/sheets/01_setup_and_first_look/examples/cardinality_sat/feedback_vertex_cover/util.py +++ b/sheets/01_setup_and_first_look/examples/cardinality_sat/feedback_vertex_cover/util.py @@ -41,9 +41,9 @@ def visualize_fvs(graph: nx.Graph, feedback_vertex_set: Set[Node]): Draws a 'before-after' visualization of a given Feedback Vertex Set solution on a given graph. """ layout = nx.layout.kamada_kawai_layout(graph) - nx.draw_networkx(graph, pos=layout, node_color=["red" if p in feedback_vertex_set else "cyan" for p in graph.nodes()]) + nx.draw_networkx(graph, pos=layout, node_color=["red" if p in feedback_vertex_set else "grey" for p in graph.nodes()]) plt.show() _graph = graph.copy() _graph.remove_nodes_from(feedback_vertex_set) - nx.draw_networkx(_graph, pos=layout, node_color="cyan") + nx.draw_networkx(_graph, pos=layout, node_color="grey") plt.show() \ No newline at end of file diff --git a/sheets/01_setup_and_first_look/examples/mixed_integer_programming/steiner_tree/steiner.ipynb b/sheets/01_setup_and_first_look/examples/mixed_integer_programming/steiner_tree/steiner.ipynb index 93e425db187eec7a1f3b4b055464b52f0fd033d6..d68b71aa4e45165816939a92f22bf4550142f2b2 100644 --- a/sheets/01_setup_and_first_look/examples/mixed_integer_programming/steiner_tree/steiner.ipynb +++ b/sheets/01_setup_and_first_look/examples/mixed_integer_programming/steiner_tree/steiner.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 13, + "execution_count": 142, "metadata": {}, "outputs": [], "source": [ @@ -27,14 +27,14 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 143, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ - "<Figure size 432x288 with 1 Axes>" + "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, @@ -55,7 +55,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 144, "metadata": {}, "outputs": [ { @@ -63,67 +63,55 @@ "output_type": "stream", "text": [ "Set parameter LazyConstraints to value 1\n", - "Root node: 15\n", - "Gurobi Optimizer version 9.5.1 build v9.5.1rc2 (linux64)\n", - "Thread count: 2 physical cores, 4 logical processors, using up to 4 threads\n", - "Optimize a model with 94 rows, 56 columns and 314 nonzeros\n", - "Model fingerprint: 0x8db39b6a\n", + "Root node: 13\n", + "Gurobi Optimizer version 9.5.2 build v9.5.2rc0 (linux64)\n", + "Thread count: 12 physical cores, 24 logical processors, using up to 24 threads\n", + "Optimize a model with 93 rows, 56 columns and 314 nonzeros\n", + "Model fingerprint: 0xaf8b4ca0\n", "Variable types: 0 continuous, 56 integer (56 binary)\n", "Coefficient statistics:\n", " Matrix range [1e+00, 1e+00]\n", " Objective range [3e-01, 4e-01]\n", " Bounds range [1e+00, 1e+00]\n", " RHS range [1e+00, 1e+00]\n", - "A cycle was forbidden!\n", - "Presolve removed 38 rows and 12 columns\n", + "Found heuristic solution: objective 5.0486797\n", + "Presolve removed 38 rows and 10 columns\n", "Presolve time: 0.00s\n", - "Presolved: 56 rows, 44 columns, 167 nonzeros\n", - "Variable types: 0 continuous, 44 integer (44 binary)\n", - "A cycle was forbidden!\n", - "Found heuristic solution: objective 6.9154215\n", - "Found heuristic solution: objective 6.7970578\n", + "Presolved: 55 rows, 46 columns, 154 nonzeros\n", + "Variable types: 0 continuous, 46 integer (46 binary)\n", + "Found heuristic solution: objective 5.0039985\n", "\n", - "Root relaxation: objective 4.758947e+00, 23 iterations, 0.00 seconds (0.00 work units)\n", + "Root relaxation: objective 4.748107e+00, 25 iterations, 0.00 seconds (0.00 work units)\n", "\n", " Nodes | Current Node | Objective Bounds | Work\n", " Expl Unexpl | Obj Depth IntInf | Incumbent BestBd Gap | It/Node Time\n", "\n", - " 0 0 4.75895 0 23 6.79706 4.75895 30.0% - 0s\n", - "A cycle was forbidden!\n", - "H 0 0 4.9889788 4.75895 4.61% - 0s\n", - "A cycle was forbidden!\n", - " 0 0 4.93192 0 16 4.98898 4.93192 1.14% - 0s\n", - "A cycle was forbidden!\n", - "A cycle was forbidden!\n", - "H 0 0 4.9707578 4.93192 0.78% - 0s\n", - " 0 0 4.93369 0 16 4.97076 4.93369 0.75% - 0s\n", - " 0 0 4.93991 0 8 4.97076 4.93991 0.62% - 0s\n", - "H 0 0 4.9532194 4.93991 0.27% - 0s\n", - " 0 0 cutoff 0 4.95322 4.95322 0.00% - 0s\n", + " 0 0 4.77229 0 16 5.00400 4.77229 4.63% - 0s\n", + "H 0 0 4.9835009 4.77229 4.24% - 0s\n", + "H 0 0 4.9659625 4.77229 3.90% - 0s\n", + "H 0 0 4.9474708 4.77229 3.54% - 0s\n", + " 0 0 cutoff 0 4.94747 4.94747 0.00% - 0s\n", "\n", "Cutting planes:\n", - " Gomory: 3\n", - " MIR: 5\n", - " Zero half: 4\n", - " Lazy constraints: 5\n", + " Zero half: 1\n", "\n", - "Explored 1 nodes (39 simplex iterations) in 0.07 seconds (0.00 work units)\n", - "Thread count was 4 (of 4 available processors)\n", + "Explored 1 nodes (27 simplex iterations) in 0.01 seconds (0.00 work units)\n", + "Thread count was 24 (of 24 available processors)\n", "\n", - "Solution count 5: 4.95322 4.97076 4.98898 ... 6.91542\n", + "Solution count 5: 4.94747 4.96596 4.9835 ... 5.04868\n", "\n", "Optimal solution found (tolerance 1.00e-04)\n", - "Best objective 4.953219416027e+00, best bound 4.953219416027e+00, gap 0.0000%\n", + "Best objective 4.947470846667e+00, best bound 4.947470846667e+00, gap 0.0000%\n", "\n", - "User-callback calls 272, time in user-callback 0.01 sec\n", + "User-callback calls 206, time in user-callback 0.00 sec\n", "Done!\n" ] }, { "data": { - "image/png": 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", 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HH6egoJ5+yaJJtFotX375JUlJScyYMYO0tDRXhySE25JpAtFpzJgxg23btpGcnIyfn5+rw6nTyZMneemll/jvf/+Lh4eHo9AwJCTE1aG5rRMnTjBu3Dj0ej2bNm0iKCjI1SEJ0WHINIHoUlauXMnixYv597//3WETAbCPFLz55pukpKRw/fXX8/bbb9O9e3eefvppysvLXR2eW4qMjGT58uVkZ2dz9dVXYzKZXB2SEG5HRgaE27NYLAwaNAgfHx927NjhVrvbpaen8+KLL7JgwQL8/Px47LHHuO+++wgMDHT+i5nLwFwOiha8Qu19FTqR5cuXM3XqVK677jrmz58vSw6FQEYGRBfyzjvvcOjQId588023SgQAEhIS+Oijjzh69CjXX389zz//PN27d+e5555r/UiBtRqOfw4bZsCSWPg6EJbGwZJoWOQLK0bAzkeh5IBz3oyLXXnllbzxxht88cUXvPDCC64ORwi3IiMDwq0VFRXRu3dvxo8fz9dff+3qcFotNTWV559/nq+++orAwEAefvhhHnnkEXx9fZt+EZsVDr8BB14CUzH2nL+enRwVHagWCL8ARs2BoEHOeBsuVbPk8LPPPuOWW25xdThCuJSMDIgu4f/+7/8wGAy8+uqrrg7FKXr16sWCBQs4cOAAl156Kc8//zy9evXi7bffxmg0Nn6BsiOwcizs/supRAAa3NJZtdj/W7AJVgyH/f8E1VlbQLvGa6+9xpQpU7jzzjvZunWrq8MRwi1IMiDc1pEjR/j444959NFHSUhIcHU4TtWnTx++/PJLDhw4wOWXX84jjzxC9+7deeWVVzAYDHWfVLwHfh4Dxbtp9jbOqtWeGOx7BrbcZh9dcFNarZaFCxcybNgwrr76alJSUlwdkhAdnkwTCLd19dVXs2/fPpKTk9Hr9a4Op00dPHiQZ555hu+++47IyEgef/xx7r33Xry9ve0HVKbDimH2IkG1tTdyBfrcByPfaXXcrpSfn8/IkSPx9PTkt99+IzQ01NUhCdHuZJpAdGrff/89P/zwA//61786fSIAkJSUxOLFi9m9ezejR4/m8ccfp1evXnz00UeYTSbYcqt9pUAdicBtc0G5qf4/2Wc1RFQhZQ7k/Nwu762thIeHO3Y5nDJliiw5FKIBMjIg3I7ZbCYpKYng4GB+++23LrmEbNeuXfzzn/9k8eLF/PWaMP41rf5uhluOwNETtR9TVbh7HiSGwYH/1HWWxr6B09VHQefj1Njb248//siUKVO49tprWbBgQZf8fRFdV1Pv303Z6F2IDuX111/n6NGjbNq0qct+sA8fPpxvv/2W3/ftI/y3cagq1Leqclxv+5/TbTwMVdVw07n1vYINjHmQvtC+tbMbmzRpEm+++Sb3338/AwYM4OmnnwbsNScBAQFERka6OEIhXE+SAeFWTp48ycsvv8zMmTMZN26cq8NxuUER+eBX1ezzvthsTx5uPKehozRw+G23TwYA7rvvPjIzM3nmmWfo27cv1dXV3HbbbVx11VUsXrzY1eEJ4XKSDAi38txzz2GxWHjllVdcHUrHkLMCFA9QzU0+xWyBRb/BOb0hMbyhI21QsheM+eDd4IFu4aWXXiItLY3rr78eq9VeW7FmzRpsNluXHWESLWCpBFMJoIBnMOg6R82SJAPCbSQnJ/PBBx/wz3/+k7i4OFeH0zEUbm1WIgDw8z4orGhoiuAMRTsh5vLmx9bBmM1mFEVxJAJgn0/dv38/gwcPdmFkokNTbZC7EtK+gILNUHGMP5buasC/N4SfC91nQcQF9c/XdXCSDgu3YLPZuO+++0hMTOThhx92dTgdR+nBZp/yxWbw0MJ1Y5pwsKJt0Wt0RNOmTWPhwoW1HtNoNPz6668Nnme1WjGbzTSh1lp0JqoK6Yvg+x7w6xWQ/iVUHKV2Dw8blB+G45/BmotgWX/I+clFAbeOjAwIt/Dtt9/yyy+/8Pnnn+Pl5eXqcDoOaxO6Ep6mwgjf7YKJgyHUvylnKGCtXZOQk5PD0qVL+eabbxg1ahT//ve/mxWDq/Tv35/Vq1djtVqx2exdFm02G6tXr+bBBx90HFdeXs7evXtJT08nOzvb0eRJURRCQ0OJi4ujX79+9O7dW6YXOqvqIth6B2QtAU5906/p1lmXmufKj9gThx6zYcTb4NFxd1A9kywtFB2e0Wikf//+REdHs3HjRvkAPt3XgfZGQ020YCPc8j58eT9c34T6S1XRogx5iaNeM1iyZAmLFi1i+/btKIqCqqpceeWVLFu2rBVvoH3l5+fz0Ucf8c4775CTkwOAh4cHRqOR8vJyVq1axcGD9pGQ+j4aNRoNNpsNf39/LrjgAkaMGOF2G2SJBhhOwOoLoSK15Q28FC0ED4fxq8CzDXYgbQZpOiQ6jVdffZWMjAzefvttSQTO5NujWYd/vgn8vOHq4U07XlGtfLZ4E7169eKJJ55g+/btgP1GqdPp6N27dyNX6FjCw8N58sknycjIYOnSpfTv3x+LxcLGjRt59913OXjwIKqqNjglUDOqUF5ezvLly/nkk08oKSlpp3cg2pTFAGsvaV0iAPZzi3fBuslga2BEoQORkQHRoZ04cYLevXszdepUPvvsM1eH0/FsuweOftSkIsL8Moi5H24YB5/d0/SXODpwNROu/hPp6el1Pt+9e3d69OhBjx496NevH0lJSQwaNIjo6OgOn7ypqsrPP//cqg2NNBoN3t7e3HrrrURERDgxOtHudj0Gh96kvs29dh6HpxfB5hR75cC4XvCfG2BoYn0XVGDoy5D01zYJtymaev+WZEB0aPfccw9ffvklycnJREdHuzqcjif9K9h0fZMOnbMSHvgUfvqrvWagSfSxMDUTq83Gv/71L/72t7/Vqsh/8sknsdls7Nmzh5SUFDIzMx3PBQYG0r9/f3r16kViYiL9+/dn4MCB9OvXD09Pz5a8W6fbuHEja9asafV1FEVBr9dz5513Ehjo2mFh0UKF2+0bfdWzydeu43DuCxAfCneNB5sK762GogrY9iL0jannuooOrjwIAa4ZRZNkQLi9Xbt2MWrUKF599VUeeeQRV4fTMVmrYUn0adsV12/cc3DsJOS8C9omfWHXwJB/wICnHI9s3bqVmTNnOkYJCgoKam0AZDQaOXToEAcOHOD48eOkpqayf/9+Dh8+TEVFBQA6nY6EhAQGDhxInz59SEhIcIwmhIWFNevtt0ZOTg4ffvhhvVMC1dXVbN68maysLLKzszEajUyZMoVhw4bVebxGo6Fbt27MmjVLagjc0Ybr7AWD9RQKXvmKvbX3kdf+KL7NLYY+j8Nlg+Dbh+u5rqKD3vfAyLfbJOzGSDti4dZsNhv3338/iYmJ3Hfffa4Op+PSekGfB2D/P6hvaLPGlheaeW2NJ/T8U62HxowZw++//85DDz1EcnLyWTsBent7M3ToUIYOHVrrcZvNRnZ2Nvv37+fgwYMcPXqU48ePs2jRIjIyMhw35NDQUHr27MmQIUPo378/iYmJJCUl0bNnT3Q6531c2Wy2RjsPVlVVsW7dOgIDA4mKiiItLa3Ra6alpbF7926GD29iUYboGAx5kLW4wTqBDYfg8iG1V+FEB8OF/WDZbvtKHT/vOk5ULXD0YxjyUodeXSDJgOiQFi5cyJYtW1i0aFGHGVLusJKehLQF9m2MW7198WmGv2rfrOgM/v7+fPzxx826lEajIT4+nvj4eK644opaz1VUVHDgwAEOHDjAoUOHOHLkCDt27ODzzz+nqsq+rNHT05Pu3bvTq1cvBg8ezMCBA+nVqxd9+/Zt0bB8SkoKhYWFDR7j7+/PY489hr+/P9nZ2XzwwQdNuvaGDRsYNmyYjA64k7zVjf7bqbaAvo6PIh8vMFlgfyaMrW8mwFoJBVsg+tLWx9pGJBkQHY7BYOCpp57iggsuYMaMGa4Op+PT6WHcfFh9AfY10a1sjqNoIfx8+9BmO/Dz82PMmDGMGVO7C5LVauX48ePs37+f5ORkR6LwySefkJub6zguKiqKnj170qdPHwYOHMiQIUPo27cvMTEx9RYwbtu2zbE8sj46nQ5//yY1Y6ilpKSEY8eO0bNnz2afK1ykaGejbb37RsNvqWC1/THNZrLA1lT7/85uaKZO0ULRDkkGhGiOl19+mezsbJYuXdrhq9E7jPBz4JwvYNMNpx5oYUKgaCFwIFywFBTX/t1rtVp69epFr169mDp1aq3nysrK2LdvH/v37+fQoUMcPnyYDRs2sGDBAsxm+we6j48PPXv2pFevXvTp04cBAwYwbNgwunXrRlpaWpt1FNRoNBw+fFiSAXdSeqDRFTn3XgL3zIM//Q/+MtleQPiPpZBbYn/eYGrsNTp2J09JBkSHcuLECd58801uu+22egu1RD0SrgOdL2y+GSzlzZwyODWiEH05nPsFeHTsQuGAgADOO+88zjvvvFqPWywW0tLS+P3339m7dy+HDx/myJEjrF27ltLSUgASEhKYPXt2m8VWUx8h3IilotFD7r4EMovglWXw6Qb7YyN72BODf35XT71ADdUGVoNzYm0jkgwIl7vuuuvIzs7mrbfeYu7cuXh4ePCf//zH1WG5p9gr4arDsP0eyFxs7yDYYFKgAWzgEWivdk682W03WgH70H7NaMK0adNqPXfy5ElSUlLYsWOHIzFoK/n5+W16feFkmobu5H/453Xw+JVwIAsC9TCoG/zfV/bn+kQ1cKKisRfkdmCSDAiX++2338jMzGTUqFEAvPjii4SEhLg4KjfmHQHnfwulyRj2vYZn7lJ0ljqK5RQdhAyHXndDwvWdZivW+kRERBAREYFWq2XVqlVtuvGQxeIeXefEKf69IH9Dw/sPnBLsC+f1/ePn1fshLgT61ddnAAAF/JrXLbS9STIgXK68vLzWzy+//DI6nY4nnnjCqcvJupzA/uTGPIVHwt/oFu4FJfvs0weKDnzi7LUB2o79baUtaLXaNt+BUFYSuJmQEXD0w2af9tUW2H4MXr0RGixvUi0QMrLl8bUD+aQVLlfTjKaGwWDg//7v/xg9ejQTJkxwUVTuz2KxYDAY7KMs+mDQd9xK5vbUHh0CpTlbx7NkyRJeeuklYmJiiImJITo6mujoaEJCQkiKi6R/I0W365PhxSX2BkOh/vDbEZi3Hi4fDA9d3siLK1p7kW8HJsmAcCmj0VhrSFWn06HT6Xj11Ve5+OKLXRiZ+6sZcWnJ8rjOLCamwfHcVlMUhfj4+DZ9DdF8J06cYMeOHYB9p0qbzeZone3p6Ylx2fmQvxmFumtsYkPsSwpfWQ7lRugeDv+4Fh6dBDptAy+s6CB+ep09OzoSSQZE27OZ7ZW0iha0PrUK1M4s5DrnnHOYN28ePXp07Pk1d+Dv70+3bt1kquUM/v7+jvasjdm6datje2OwNysqK7NvGT1mzBi8vc8uPFNVlW7dujk3aNFq119/PQ8++CBms9mx/BTsyds777yD0i/CXjdQj56R8POTLXhh1QJ9H2zBie1LPiWE89mskLMcMhfbu26Vp+Jolavzh9BR9qY2PWdz4oT9A1mr1fLOO+9w1113SW8BJ9HpdDJcXY9Ro0axZs2aRmsHNm/eXCtpSE5OJjk5GYDBgwfXmQyYzWYefvhh7r//fqZPny4dNF3MYrHw448/8vnnn9dZ2PnRRx/Zl5qqKsRMhtyfmlRI2CSKFnrcBuHnOud6bUg2KhLOo9og9QPY/yIYcuzDY/X9o1K0oNqoDruUhz6zcv+TbzJw4MD2jbcTq6qqori4mKioKLTahsYwu6aqqireeOMNp1f9K4pCcHAwS5cuZe3atURGRnL77bfz4IMPEhXV0Noz4WyHDh3if//7HwsXLiQ3N5cBAwZwwQUX8P777zuO+fe//81f/vKXP04y5MLyAWAua31rb0UL+miYtB88XbeTZVPv3/IVTDhHZQasuRi2321PBKDh7Fq1AiqeBWt4f/IGBnr8Ys/MhVOUlpZSXl4uoyz18PHx4dJLnV9QqdfrueOOO1izZg07d+5k/PjxvP766yQmJnLDDTc45qxF2zAYDCxYsIBzzz2X/v3787///Y/x48ezbt069u3bx5w5c4iLiwPg0Ucf5Yknnqh9AX00jF99ajqzFUm0ogPPEBi/1qWJQHPIJ4VovdJD8NMoyN/c7FMVrGAzwc4HYcf9khA4SXl5Of7+/rLErQGjRo0iISHBqX9HV199NXq9vV/D8OHD+eKLL0hLS+Pxxx/nl19+YdSoUYwfP54lS5ZILwInsdlsbNy4kdtuu43o6GhuueUWAN5//33y8vJYsGABF1xwARqNBo1GwxtvvMHTTz/NK6+8Uvf/9yHD4bJN4JtAy26RCgT2h4m/QUB9Oxd1PDJNIFqnKhtWDAdToXN2zEt6Coa+1PrrdGHV1dUcOXKEbt26yb/XRhgMBubNm0dBQUGrew9cfvnlZ222dDqTycS3337LO++8w5YtW4iLi+Ouu+7i3nvvlSZbLZCXl8dHH33E/PnzOXz4MBEREdx22238+c9/plevXq1/AYsB9j0Lh9889SWl4S3CQQMaLQx4FgY8CRqP1sfgBE29f0syIFpOVeHXKyBvTZ1TAgey4PlvYedxyCsFH09IioUnJsNVDW33PuFXiLywraLu9AoKCjhx4gT9+/eXaYImMBgMLFq0iLS0tGafq9FoUBSFK6+8sll7aWzYsIE33niDH374AU9PT2bOnMmjjz4qdTONsFgsrFq1io8//pjvvvsOVVW59NJLuf3225k6dWrbrJwx5ELqh3D8E6g4VscBGgjoCz1vhx6zwSvU+TG0giQDou0dXwBbbqn36R/3wNs/w7heEBMMVSb4dhtsOAz//RPcOb6us7TgEwtXpYDWq60i79Sqq6sxGo3t0lyns1BVlZ07d7Jy5cpay87qo9FosNlsxMXFMXXqVEJDW3YDyMjI4M033+TTTz+lqKiISZMmcf/99zNx4kRJ5E5TUwz45ZdfkpeXx4ABA5g1axa33HIL0dHR7ReIqRRK9kJ1oX2/Aa8wCBoCHn7tF0MzSTIg2paqwrL+UJ5Cc7bLtdpgxNNgNMOhVxs4cNwC6H5Tq8MUojmMRiN79+5l+/btFBbWsZ8D9iWbffr0YfTo0XTr1s0pNQdVVVV89dVXvP322+zZs4eePXty9913c9ddd3XZplFVVVV8/vnnzJs3jy1btuDn58fUqVO56667OPfcc6UepokkGRBt6+R6WN2yofyrXrX38857r74jNPY+3pdvbXF4XVVFRQWVlZVERETIh2UrGQwGsrOzKS4uRqPR4OXlRUREBGFhYW32rV1VVVauXMmbb77JypUr8fPz46abbuLxxx9vl0ZcVqsVg8G+1a6XlxceHu07722z2di0aRMLFixg4cKFlJWVMXbsWG699VZuvvlm/Pw67jfwjqqp929pOiRaJntZw30ETlNpBIMZSqvg+12wYi/MHNvQGTYo2mYfiutg828dXUlJCUajkcjISFeH4vb0er1zCtGaQVEUJk6cyMSJE0lJSeHNN9/k888/57///S/Tpk3j7rvvZvz48U5LRlRVJTs7mz179pCZmUl+fn6tQsrg4GDi4+MZOHAgvXr1arMEMy8vjw8//JAFCxZw+PBhoqOjeeCBB7j11lvp3dt9KvLdmYwMiJZZfaF9dKAJ7v4I/rvW/r81CkwfBf+7w74VaIMuXgnRsrlOU6mqyqFDhwgODpYGN05y8uRJNBoNYWFhLouhoqKC+fPn8/bbb3Po0CGSkpK49957mT17Nj4+Pmcdn52dTXR0dKMJQ1paGj/99BMnTpxw1EDURVEUVFUlMDCQCRMmMHDgQKckBVarlZUrVzJ37lx+/PFHAC677DJuv/12pkyZIm20nUSaDom2VbK/yYc+fAWsego+vRuuGGKvGzA1OqCggdIDrQqxqzEYDFitVknYnaiiogKj0ejSGPz8/LjnnnvYv38/ixcvJiIigvvvv59u3brx+OOPk5ub6zj28OHDJCQkcP/999d7vZr2vJ9++iknT54EqDcRABwjBaWlpSxevJiFCxdSWVnZ4veTnJzMI488Qrdu3Zg0aRKpqak899xzZGRksHz5cmbMmCGJgAtIMiBaxlrV5EP7xcAlA2HW+bDsCagw2usGGhyTUjRgafkHTldUXl6OVqt1NL0RrWexWDrMjUmr1TJt2jR++eUX9u3bx1VXXcX7779PQkICt9xyCxs3buStt97CZrPx/vvv8+677551DbPZzIIFCxydEFvSW+HIkSN89NFHjg2bmqKiooK5c+cybtw4kpKS+PDDD7nsssvYtm0b+/fv55lnnmnfVQHiLJIMiJZRWv4Bec0YewFhSm5DR6kdpmmHuwgICCA6OloKB53IYrF0yL0dBg0axLx588jKyuLll19m/fr1nH/++cydO9dxg3/wwQdZuXKl4xxVVVm0aBEZGRmtarCkqiqlpaV89tlnVFdX13uczWZj69at3H333cTExHDPPfegKApz584lNzeXefPmMWrUKPl97SA6Rsor3I9vIpQ2fargdAaT/b+lhgYOUq3g171F1++q9Hq9jAo4kc1mw2azdZiRgboEBwfz2GOP8dBDD3HrrbfyxRdfOJ6z2WxMnz6d7du3079/f7Zv305qairV1dVs3ryZrKwssrOzMRqNTJkypc6mSTabjZ07d7Jjxw4KCwvx8PAgMjKSyy+/HFVVWb16NVdeeWWtc3Jzcx2dAVNSUoiLi+PBBx/kpptuon///m3+dyJapuP+louOLWwslB1qcDXByVKIOKPvjdkCn20A/aluhA0KGdH6OLuI8vJyTCZTi5vfiLpFRka6RYKlKArr159d0FtZWcno0aPZunUrq1atAuzr99etW0dgYCBRUVENdl787rvv+P333xkyZAijR4/GbDaTm5tLZWUlqqqyY8cOBg4cSFxcHMuXL2fu3LmO17nsssv417/+xdVXX90hR1dEbZIMiJaJuBCOftjgIXd9DGUGuKAvxIZAXgl8vhkO5cBrN4Hf2VvBO9g8I9D4dsdms0kntiYoKirCZrNJMuBEGo2G8PBwV4fRJMnJyWRlZZ31uEajwWg08uOPP2K12vcO8ff357HHHsPf35/s7Gw++OCDOq+5f/9+9u7dy8yZM+v9Rq8oCh9++CHz5s0jOzubPn368Nxzz3HHHXfIihY3I8mAaJn4GbD9PrDUX0Q0cyx89Cu8vwYKK8DfG0Z0h39fD1c38KVfRQN97gVFIefUMGZQUBCBgYHt3gTFHdhsNioqKqS3gJOZzWYMBgN+fn4dPiEdMGAAu3fvBuy1IwEBAfj7++Pl5YXJZOL111931AnodLomdTXcsmULsbGx9O/fH5vNhsViwdPTs9Yxqqqi1WqZMmUKs2fPZsSIEVID4KYkGRAto9NDn3vg4CvUt5vX9ePsf5pL0ehQet8JQGBgIDabjRMnTpCXl4evry9RUVFuMXTbXioqKlBVtcu2rW0rlZWVZGVlkZSU5OpQGqUoCkOHDq3zuby8vAYL/epiNBrJzs5m1KhRrF69mm3btmEymQgKCuKSSy6ptaGSoijcfvvtjBgh03ruTJIB0XIDnobjC1ANuSiNbu/ZDENeAr19mZG/vz/+/v5YrVZKS0spKSlxzD+Wlpai0Wjw8/Pr0t9GysvL8fT0POtbm2gdi8WCRqPp8KMCjcnNzXU0Dmqq4uJiwD5VoNFouPTSS/Hy8mLr1q188803eHl5OToDajQacnJyJBlwc+79Wy5cyqLoeXPrcFSbrRlbFTVA0ULoWOj78FlPabVaQkJC6NGjh+OmV1JSQnp6OocOHSInJ4eqqqpW70nvjgICAmQvgjbQUZcVNld+fn6zfzdMJvuSH4PBwA033MCoUaMYPHgws2bNwsfHp1axos1mczQvEu5LkgHRIuXl5UyaNInHXlnOj0UzgFbeiBQt+PWCC38ATdM+gLt160bPnj0JDg6mrKyMY8eOOTZZaaijWmfj7+9PUFCQq8PodDpSw6HWsFgszU6Sa953UFAQcXFxjse9vLzo06cP2dnZjoJE+CN5EO7L/X/TRbtLS0vjyiuvJC0tjYULFzL52msh/Sv47XawmZq0edFZws+F8xc3a2MiRVEca+sjIyOpqqpy1BKkpaWhqqqj8LAzfKjXpayszNE3XjiXTqdz+ykCsA/jN3eaoKb+pK5dAn19fbHZbJjNZsfISWcYQenqOucnpGgzu3bt4sorr0RRFH799VdGjRplfyJhJoSNg9/+BCdWN2FHw1MjCVpvGPYq9L7b3oK4hRRFwdf3j52PQkNDKSkpITc3l9zcXPz8/IiJiel08+r5+fl4eHhIMtAGOsvSuODg4GaPDAQEBODn51dny+Hy8nJ0Op3j35KiKC7dyEk4h/unvaLdfPPNN5x//vnEx8ezdevWPxKBGr7dYMIqmLgNEm8CXQN7jwf0gxFvwbTcU8sInfurGBgYSEJCAv369SMmJgZVVR2jA4WFhZSXl7t9fYHFYsFgMMgqgjbi7r8fNaKjo1v0XgYMGEBZWRlHjx51PFZZWcnhw4fp3r17rVET2VfA/cnIgGiUzWbjH//4B88//zxTpkzh888/r3PrVIfQUTDuExj7MVQcg5J9YC6zjxb4xEPIMPBon531dDodISEhhISEAPYP+OLiYoxGIzqdjsDAQIKCgvD29na7Arzy8nIASQbaSHJyMpGRkW7fyCkuLg6tVltrjn/r1q0YjUbH71BKSopjFGDMmDF4e3tz/vnnc+DAAb766ivGjRuHt7c3O3bswGq1MmHCBMe1VFUlMTGxXd+TcD5JBkSDTCYTs2fP5osvvuCBBx7gjTfeaPr8oKIB/172Px2Eoij07NkTo9FISUkJpaWlFBYW0q9fP3Q6HVar1W3mP8vLy9Hr9Z22HsKVavYlcJffhYZ4e3szcOBAfv/9d0dh7ebNmyktLXUck5ycTHJyMgCDBw/G29sbPz8/br/9dlauXMlvv/2G1WolPj6e6dOnO6ZQFEUhMjJSRgY6AfkUEfUqKChgypQpbNu2jTlz5nDfffe5OiSnOL3wMCoqyjFKoKoqR44cwdPTk8DAwA5feOjv7+92oxnuwmKx17t0hmQAwNPTs9YKm0ceeaRJ54WEhHD99dfX+7yqqowb14LOYqLDkZoBUaejR49y3nnncfDgQX744YdOkwicqSYxqBEVFYVGoyE3N5dDhw6Rnp7u8mWKqqpiMBgoKytzbBAD9sIwWVLYNmqSgY6cDDbFiRMnuPnmm5k8eTKpqalOvbaiKCQkJDBo0CCnXle4hnv/pos2sXLlSm688UZCQkLYunUrffr0cXVI7UJRFIKCgggKCsJisVBaWkpVVZWjUOrEiRP4+vri6+vb5t/IjUYje/fu5ciRI+Tk5Dj6J4D9W154eDiJiYmMGTNGagbaQM38ursmA1arlTlz5vD8889jtVr517/+xf33388HH3xAaWlpq4sjFUXBw8ODqVOnyuhUJ6GoTfitKCsrIzAwkNLSUgIC2qfwS7jG3LlzefDBBxk5ciTLli1zFN51dRaLhWPHjmEymdq08NBkMrF27VpHoVZDal53wIABTJw4sc414aJlatbRe3p6ut3NbteuXdxzzz1s27aNa665hjfffJPYWPt+4cXFxXz88cdUVVW1eMRLURS0Wi233HIL3bp1c2boog009f4t0wQCsH+TeOSRR7jnnnuYPn06a9eulUTgNDqdjt69e9OjRw8CAgIoKSmptQ98zbBya6Snp/Puu++ybdu2RhMBsE8fqKrKgQMHmDNnDvv37291DMJOo9Hg5eXlVolAQUEBs2fPZtSoURgMBn755Re+/vprRyIA9qmlO+64g4iIiBa9hqIo+Pn5cdttt0ki0MnIyIDAYDBw3XXXsWzZMp555hleeOGFTtF5rS2pqkp1dTXe3t5YLBYOHTqEj4+Po+NhcwvPDh06xNdff+24wbfUZZddJgVdTlBUVITJZHKLxkM2m425c+fy7LPPUl1dzTPPPMPjjz/e4BSHzWZj06ZNrFu3rkmJZ00Hw5EjR3LJJZfg5eXlzLcg2lBT79/uOSEmnObEiRNMmTKFffv28dlnn3HLLbe4OiS3oCgK3t7egP1bZGxsLKWlpeTk5JCbm0tAQABxcXFN+maZnp7O119/7ZRCxZUrV+Lt7c2wYcNafa2urKqqyi367e/YsYN77rmHHTt2MGXKFN566y0SEhIaPU+j0XD++eczcuRI9uzZw65duygoKKjz2ICAAIYMGcKIESOk02UnJslAF7Zjxw6mTp2KzWZj/fr1jBw50tUhuSWNRkNwcDDBwcGYzWZKS0uxWCwoioLNZiMvL4/AwEB8fHzOSg6qq6v59ttvHSMNmzdvJisri+zsbIxGI1OmTDnrxv7888/XG0uPHj3Q6XQkJiYSHBzcFm+3S+jomxSVlZXx3HPP8c4775CYmMjy5cuZNGlSs6+j1+sZN24c48aNw2QykZeX51ixUrPnR4MNxkSn0XF/20WbWrx4MbNmzSI+Pp4VK1ZIBzEn8fDwqNWn3WQyUV5eTlFRkWMPgZrCQ4C1a9dSUVGBqqpUVVWxbt06AgMDiYqKqlWTcLpp06ad9VhOTg5bt26lZ8+eWK1Wvv/+e2699dY2eY9dgcViqbXktKOw2Wx89NFHPP3001RVVfHSSy/x0EMPOWXY3tPTU+oAujBJBrqg//znPzz11FNcfPHFfPvttzL014a8vb3p06cPVVVVlJaWUlxcTGVlJT179qSqqoqdO3c6agT8/f157LHH8Pf3Jzs7mw8++KDOaw4ZMuSsx2oSh4EDB6KqKmlpaeTm5kpnuBbqiCMDu3fv5t577+W3335j0qRJzJkzh+7du7s6LNFJSJVYF2KxWLjrrrv461//yh133MFPP/0kiUA7qNlRMSYmhr59+xIfHw/A9u3baxVv6XS6FvUMsFgsJCcnk5iY6Pj/U6PRsH37due8gS4oPDy8wyzVrKio4IEHHmD06NHk5eWxZMkSli9fLomAcKqOlfqKNlNaWsoNN9zAypUref3115vcjlQ4l0ajcWz9evz4cadc88iRIxiNxlqd4Gw2G4cPH3bK9buijrA5kc1m4+uvv+axxx6jqKiIJ554gmeffbZDTl8I9yfJQBdw5MgRJk+eTF5eHitWrODSSy91dUhdnqqq5ObmOuVa+/btQ6vVkpSUVOvxqqoqKioqOsw3XHdhtVodf2+u2pvg999/595772Xjxo1MnTqVN954Q+p6RJuSaYJObt26dZxzzjlUVVXx66+/SiLQQVRUVDhl6ZrRaOTIkSP07t27zm+M+fn5rX6Nrqa6uprMzEzMZnO7v3ZFRQUPPfQQw4cPJz09nUWLFrFkyRJJBESbk2SgE/vkk0+YOHEi3bp1Y9u2bbL2vANxRsdCsG89a7FYGDx4cJ3Pu+KG5u5csUmRqqosWbKEvn37MnfuXB5++GGSk5O59tpr2y0G0bVJMtAJqarKP/7xD2bPns0VV1zBhg0bpKq8g3FWh8d9+/bh5eVV72ZSnWUL3vbU3tsXHzx4kCuvvJLp06czcOBAdu/ezSuvvIKvr2+7vL4QIMlAp2MwGJg1axbPPvsszz77LN9++600DemA/P39W32zKS8vJy0tjaSkpHq/xUrjoeazWCxotdo235egsrKSxx9/nGHDhrF//36WLl3KTz/9dFbthxDtQQoIO5G8vDyuvvpq9u7dy4IFC7jppptcHZKoh0ajISIiolVFhPv370dV1Xr3k9fpdAQHB6OqKkePHsXb2xsfHx/0er3Td1vsTLRabZsn0DWrBPLy8rjvvvv4+9//LoWewqUkGegkfv/9dyZPnkxFRQUrVqxg/Pjxrg5JNKJHjx7k5eXV2pho69atGI1GysvLAUhJSaGsrAyAMWPGODoXgn2KwN/fv87iMkVR6NGjB4qiYLVa8fHxoaqqipKSEsCejPTr1w+NRkNVVRUeHh54eHi03Zt1I6GhoW22tDAtLY0HHniAZcuWcd555/Hjjz8ycODANnktIZpDkgE3tG3bNoYMGeJoQbp8+XJuvPFGIiIi2Lx5M3379nVxhKIphg8fzqZNm2o9tnnzZkpLSx0/Jycnk5ycDMDgwYMdyUBBQQG5ubmMGzeuzvqDmh3mwP5NNyYmBrCvXTcYDFRXVzvOq6mc9/DwQK/XO3Zf7Ggd+NqLqqpOHzUxGAz885//5PXXXyc0NJT58+dz4403yu6gosOQLYzdzLZt2xgzZgwzZsxg0aJFfPzxx9xzzz2MHTuW7777jpCQEFeHKJrhiy++4OjRo07ZsbCGoigEBQXxwAMPNOmmZjKZMBgMVFVVYTAYMBgM9OrVCy8vLwoKCjCbzY4kwcPDo9NPL6SmpuLr6+u0otulS5fyyCOPkJWVxYMPPsgLL7wgUwKi3cgWxp3UW2+9hUaj4dtvv2XMmDHs2LGDu+++m7feesvR2U64j0mTJvHuu+86NRlQVZUpU6Y0+abt6emJp6eno5Xx6d8PbDYb5eXlFBYWAn+MMgQGBjpaKbvzigWbzebYdvrkyZOYTCbKysoIDQ2ld+/exMXFNamqv7S0lBkzZvDUU08xYcIEAI4ePcoDDzzAihUrGDt2LIsXL5blvaLDkpGBdlZSUsKhQ4ccH0BGoxFFUQgICCA2Npb4+Hj69u1b5/xtXl4e8fHxtdaoz5w5ky+//LLTf1vrzHbu3MmyZcucdr2xY8cyceJEp10P7BX2NaMHAQEB6PV68vPzOXHiBF5eXvj4+Dj+OGMHvbZWWVnJjh072L59O5WVlYC9juL0j8Oa6YK+ffsyevToBvcCuOeee5g7dy7x8fH8/vvvzJ07lxdffBFfX19eeuklbr/9dpkSEC7R1Pu3JAPtJDs7m/Xr15OSkuK4cZ/5V6/RaLDZbHh5eTFixAjOO++8Wl3lXnzxRV544YVa3yJ1Oh1r167l/PPPb583ItrE2rVr2bBhQ6uvk5SUxIwZM9rlxmMymaisrKSqqoqqqiqqq6sJCQkhJiYGk8lEcXGxY/VCR6k/UFWV/fv3s3z5ckwm01n/ButS8+9ywIABTJo06ayVBps2beK8884D7FM0wcHBlJaW8sADD/C3v/1NlncKl5JkoIOwWCz88ssvbN68GUVRmvThA/YPFR8fH66++mr69OmDyWQiMjLSUQ0Of3xIjRo1im3btrXROxDt5ddff2X9+vXA2YliQ2p+r8aMGcNll13msm+gVqsVVVXR6XRUVFSQmZnpmErw9PTE39/fMQ/fFkV6jbHZbHz//ffs3bu3RecrioJer+fmm292vA+TycSgQYNITU11JOmKovDdd99x1VVXOS12IVpKagY6AKPRyOeff052djbQvA94VVWpqqriyy+/5JJLLmH9+vW1EgFfX18uuOACLrroIqZNm+bs0EU7U1WVmJgYrr76arZt20Zubq4j2atPTRIQEBDAlClTXL6l7em1A35+fvTr1w+z2ewoTKxJUqxWK4cOHXIUJZ5enNhWbDYbixcv5sCBAy2+hqqqGAwGPvnkE2bPnk1UVBQvv/wyKSkptY7TaDTMmTOHyZMny/SdcBsyMtBGLBYLn376KdnZ2c1KAurj4+PDhx9+yJ/+9CcuvfRSBg8e7NaFW+JsJpMJjUaDVqslIyOD7du3c+TIkTo3NNLpdCQkJDBq1Ch69+7tVvPRVquV4uJiR5JgNptRFIWkpCQURaGkpMSxzNFZ72vjxo2sWbPGKddSFAU/Pz/OP/98Ro8e7XhMq9Vis9kcCdyxY8dcnqAJISMDLvbLL7+QnZ2N0Whk8+bNZGVlOX6eMmXKWVXFWVlZ7Nmzh+zsbE6cOIHNZuP55593PG8wGPj1119lj4FOqKKiAr1eX2s1SEJCAgkJCaiqSklJCfn5+Y42uSEhIYSGhrpVAnA6rVZLWFiY42ez2Ux1dbVjpCMvL89RJFvTNTE8PLzFIwf5+fn88ssvgH1Hwqb8ezyd1Wrl/fffp6CggEsvvZRzzz2XiooKduzYQUxMDElJSfTu3ZuwsDDCw8MJCwsjMTFREgHhViQZaANZWVls3rwZsO8pv27dOgIDA4mKiiItLa3Oc44cOcKuXbuIjIwkODjYsZTrdIsXL+buu++WEYFOxGg0kp6eTlhYGJGRkWc9X1OQ1pmL0E7vflhTvW80Gh2rFyoqKoiIiAAgJycHk8nkWLmg1+sb/fewevVqx+hcU/89nm7r1q21GkGBfcrg5MmT7N27t1ZiI4S7kmSgDaxbt87xLcff35/HHnsMf39/srOz+eCDD+o8Z9SoUZx33nl4eHiwfPnys5IBVVUpKCjg0KFDDBgwoD3ehmhjNpuNrKwsPD09CQ8Pd3U4HUZNoZ5erz+riZaXlxcmk4mCggLHcHxcXBxBQUGYTCbHapyaufqSkpJac/pN/fdYo6KignXr1nHeeec5RhdOj3PHjh1cfvnlznjbQriUJANOVlJSQmpqquNnnU6Hv79/o+c1pSOZoihs3bpVkoFO4sSJE1RXV9OjRw+3HfJvbzX7BqiqislkoqqqyrHUr7CwkMLCQjQajSOZOHjwYK1VPE3991hj9erVhIWFMXjw4LOSAVVV2bNnDxMnTpRCQeH25BPIyWo+fNqCqqpkZmZSUVHRJtcX7cdkMlFYWEhkZGStXhKiaRRFwcvLi+DgYEetRUREBN27dyc8PBytVktJSQkZGRktfo2srCz27t3b4Df/6upqioqKWvwaQnQUkgw4WU5OTpu/Rmu2vRUdg6enJz179myz3fG6Iq1Wi6+vL+Hh4XTr1o2+fftSUFDQotU8qqqyYsUKBgwYQHx8fIPHtse/eSHamiQDTpaTk+OUpYT1URSFvLy8Nru+aFuqqlJWVoaqquj1ehlebkOKomAwGFp07p49ezhx4gSXXnppo69R085YCHcmyYCTVVdXt+n1FUVp89cQbae4uJiMjAy5gbSTliTmRqOR1atXc+655zo2b3L2awjR0Ugy4GTtUQgm3ybdU3V1NXl5eQQHB8sWtu3E29u72eds3rwZq9XKgAEDKC4upri4mLKyMsCeKBQXFzv6INSM8Ajh7mQ1gZP5+/u3aYGfzWZrVjW06BhUVSUrKwudTkdUVJSrw+kyoqOjOXbsWLPOKS0txWg08t5775313IYNG9iwYQN33XWXowGYNAITnYEkA04WGxvr6CDYVuTDx/2UlJRgMBjo0aOHNI1qR7GxsaSlpTXr3+OYMWPo169frccqKytZtmwZQ4cOpW/fvo4mUFqtVnpEiE5BkgEni4uLY8eOHbUe27p1K0ajkfLycgBSUlIcw45jxozB29ubkpISx25qNdXJ69atAyAoKIghQ4YA9g8f+WbpfoKCgvDy8jpr+1vRtgYOHHjW1tCN/XuMiYkhJiam1jnFxcUAhIeH079/f8A+JThw4EDpESE6BUkGnKx///4sX74cs9nseGzz5s212pkmJyeTnJwMwODBg/H29qa4uPispiY1PyckJDBkyBA0Gg2DBg1q093dhHNZrVYMBgN+fn6SCLhAREQEcXFxtTYMa8q/x6aw2WyMHDnS+UEL4QKya2Eb+Omnn9i2bVubVBn/+c9/Putbi+i4MjMzKS8vp2/fvjI94CLp6el88sknTr2moij06tWLG264QQp6RYfW1Pu3jG+1gQsuuKBFVcwNURSFIUOGSCLgRkpKSigtLSUmJkYSARdKSEhg9OjRTr1pe3p6ctVVV0kiIDoNSQbagI+PD1dddZXTrqcoCj4+PkycONFp1xRty2QykZOTQ2BgIEFBQa4Op8u75JJLiI2NbfXNu2a0b8aMGbKqR3Qqkgy0kf79+3PRRRe1+jqKouDh4cFNN90k65ndyIkTJ9BqtTKS00FoNBpuuukm4uLiWnUNRVH48ssvWb16tROjE8L1pICwjVgsFi688EK0Wi1r1qyptXNaU9WMCNx0002ynNDNxMTEYDabZXqgAzCbzRw7dozw8HBuvfVW1q9fz4YNG1AUpVlLDsPDw5k2bRolJSXcd999eHl5cfvtt7dh5EK0H0kG2kB5eTmZmZkkJiZy3nnnkZiYyJIlSygqKmpSUlBzTGRkJLNmzZIRATdiMBjQarV4enpKItABWCwW0tLSAPs24Vqtlosvvpj+/fuzefNmDhw4gM1mQ6PR1EoMaqYTVFUlNDSUMWPGMGLECDQaDa+99ho5OTncddddBAQEcM0117jirQnhVLKawMkqKipIT0/Hz8+Pbt26OT5ULBYLBw8eZOvWrY4+AqevT1ZVFVVV0Wg0DBgwgH//+994enqetUZadFxWq5WjR4/i4eFB9+7dXR1Ol2e1Wjl+/DgWi4Xu3bvj5eV11jGVlZWkpqaSk5NDXl4e1dXVaDQagoODiYmJoVu3bsTFxZ1Va2A2m5k0aRIbN27k+++/b3RDIyFcpan3b0kGnKiqqoq0tDT0ej0JCQn1NiMpKysjNzfX8eGjKAr+/v7ExMQQFRWFp6cn8+fPZ9asWSxfvpxJkya18zsRLZGdnU1paSk9e/as88Yj2ldubi7FxcV07969TUbXqqqqmDBhAgcOHGDVqlWMGTPG6a8hRGtJMtDOVFXl6NGjaDQaEhMTW92VzGazMXToULRaLTt37pQuZx1caWkpmZmZxMTEEBIS4upwBPaRAZPJ1KbTbMXFxVxwwQWcPHmSTZs20atXrzZ7LSFaQvoMtDNFUUhISGhwRKA5NBoN//jHP9izZw9Lly5tfYCizaiqSl5eHgEBAY6e9cI1VFUlNzcXo9GIVqtt83qb4OBg1qxZQ3BwMJdeeimZmZlt+npCtBUZGWglk8lEbm4usbGx6HTOrce02WyMHz+eoqIi9uzZI6MDHVh1dTVardbpvwOi6VRVJScnh+LiYrp169aun1WZmZmMGzcOvV7Pxo0biYyMbLfXFqIhMjLQDsxmM2lpaRiNxjZpPazRaHj55Zf5/fff+eyzz5x+fdF6FRUV2Gw2vLy8JBFwsRMnTlBcXExsbGy7f2mJj49nxYoVFBYWMnHixFp7HwjhDiQZaKGaJUs2m43u3bu32eZB48aN45JLLuG5557DZDK1yWuIljEYDKSnp1NQUODqULq8/Px8CgoKiIqKctlUzaBBg/jhhx9ITU3lyiuvxGAwuCQOIVpCkoEWUFWVtLQ0x5IlT0/PNn29l156iczMTObMmdOmryOazmazkZWVhZeXF2FhYa4Op8vT6/VERES4/P+Lc889l2+++Ybt27dz3XXXYbVaXRqPEE0lyUALKIpCaGgoiYmJ7bKEbNSoUUyZMoV///vfVFZWtvnricbl5eVhMpmIi4uTWg4XqqqqQlVV/Pz8iIiIcHU4AFx++eXMnz+fFStWcNddd7XJFKIQziaTnM1gs9koLy8nMDCw3Yci//nPfzJkyBBee+01/va3v7Xra3d2FouFrKwscnNzyc/Px2w2o9FoCAoKIjo6mvj4eHx9fR3HG41GioqKiI6OdvrulKLpysrKyMjI6JDLOa+77jqMRiO33norer2ed955x9UhCdEgSQaaSFVVMjMzqaioQK/Xt/nUwJmSkpK46aabePvtt3n44YdlVYcTlJaWsm3bNnbu3Olo/nR6u+ia3vWKotCvXz/Gjh1Lt27d8Pb2pkePHtIm2oUqKirIzMzs0Ms5Z82aRVZWFk8//TRBQUH8/e9/d3VIQtRLlhY2gaqqZGVlUVZWRrdu3Vy2dWl2djY9e/bkySef5Pnnn3dJDJ2Bqqrs2LGDlStXYrVamzSMW9O7PikpicmTJ0si4EJN7fTZUTz66KO88cYbvPHGGzz88MOuDkd0MbK00Elq1i6XlpYSFxfn0j3MY2Njufvuu3n11VfJzc11WRzuzGw28+WXX/Ljjz9isViaPJ9bs4lNcnIy7733Hvn5+W0ZpmhAaWkpXl5edOvWrcMnAgCvvvoqt912G4899pgsERYdVsf/l+RiqqpiMpmIjY0lMDDQ1eHw5JNPAvDCCy+4OBL3Y7FY+PLLL0lNTW3xNVRVpbKyknnz5lFYWOjE6ERjahK3qKgoEhMT3WZXSI1Gw4cffsjVV1/NHXfcwapVq1wdkhBnkWSgARaLxbHXQEeZl4yKiuLee+9l3rx5HDt2zNXhuJU1a9aQlpbW6upuVVUxGo18+eWXWCwWJ0UnGmI2m0lNTaWiogJFUdwmEaih1WpZtGgRl156KVOnTmX9+vWuDkmIWqRmoB4FBQXk5+fTu3fvDtdZrri4mB49ejBp0iQ+//xzV4fjFjIzM/n4448bPMZisfDLL7+wd+9ejEYjkZGRjB8/np49e9Z7znnnnceECROcHa44jcVi4fjx41itVnr06NHuxbvOVFVVxfjx40lOTmbt2rWMGDHC1SGJTk5qBlqhqKiIvLw8QkJCOlwiAPbNUR599FG++uorDh8+7Opw3MLPP/981p70Z1q6dClbtmxh8ODBXH755SiKwueff056enq952zatIny8nJnhytOsVqtpKenY7FYSExMdOtEAMDHx4fly5cTExPDFVdcIf9+RYchycAZSkpKyMnJITQ0tMM0ManLo48+SlRUlKwqaIK8vDyys7MbnB7Iyspi//79TJgwgcsuu4yRI0dy6623EhgY2Ogc765du5wdsjglJyeH6upqEhMTO01Ph9DQUFavXo2Pjw+XXXaZ7HQoOgRJBk5jsVjIyckhKCiIqKioRr9JupKvry/PPfccCxcuZPv27a4Op0Pbu3dvo1XnBw8eRFGUWsO2Hh4eDB8+nKysrHo3nlFVVZKBNhQZGUlCQkKnW8oZGxvLypUrMRqNXH755ZSUlLg6JNHFSTJwGp1OR48ePYiNje3QiUCNW2+9lYSEBMcKA1G3zMxMx9LA+uTl5REaGnrWt8/Y2FjH8/UpKyujqqqq9YEKwJ5g5efnY7Va8fT0rNX9sTPp06cPK1euJC8vj8mTJ0urceFSkgwAlZWVjmFkb29vt0gEADw9PXnmmWdYu3Ytq1evdnU4HZLNZmvwRl6jvLy8zh4Sfn5+jucbIn0fnENVVXJzczlx4kSXSLCGDBnCihUr2LNnD5MnT8ZoNLo6JNFFdflkoKqqivT0dEwmk1tuKDJ79mz69evH008/3ei3367IbDY3aec4i8VS53K1mgJSs9nc4Pnyrc45Tp48SVFRETExMS5t8NWeRo8ezZdffsmmTZuYOXOmLFcVLtHxSuWbyWazkZaWRnZ2Nrm5uVRUVAD2OfWoqChiY2Pp3r17nR/0RqOR9PR0t+pmdiatVssLL7zAzJkz+e6775g2bZqrQ3JLOp2uzqSh5oPZw8OjwfPdMZHsaGqW80ZGRna4jYfa2lVXXcVHH33Ebbfdxp/+9CfmzZvnlp9Hwn25bTJQXV3N1q1b2b59u6MRCVBrk5nDhw+jqip6vZ6RI0cyduxYfHx8APs3vbS0NDw8PNyqm1ldrrnmGkaNGsXf//53pk6d6jbTHO3Bw8PDsa9AQ/z9/SkrKzvr8ZrksrFvqZ2twM0VFEUhPDyc8PBwV4fiErfccgvFxcU89NBDhIWF8dprr7k6JNGFuGUycOzYMZYuXUpFRYXj5n/mN7PTfzYYDGzcuJEdO3Zw1VVX0b9/f3Q6HSEhIYSEhLh1IgD2dqevvPIKF110EYsXL2bGjBmuDqnD0Gg0hIeHc+LEiQaPi4qK4vjx4xiNxlpFhFlZWY7nGzsf7LUFXl5eeHh4SFLWRCaTCU9PT0JDQ10diss9+OCDlJSU8NxzzxEXF8cjjzzi6pBEF+F241AbN25k/vz5tRKBplBVFYPBwKJFi1i+fDkAERERHbKpUEtceOGFTJgwgb/+9a+Nzm93NXFxcY0OuSYlJaGqKjt37nQ8ZrFY2LNnT6P7Uuj1egICArDZbKSnp5OSksLhw4fJyMigoKCgSTULXVV5eTlHjhypc1Smq/rb3/7Gk08+yaOPPsrcuXNdHY7oItzqTrhp0ybWrFkDtG6OdseOHXh4eHDZZZc5K7QO4YUXXuC8887jf//7H/fdd5+rw3E5m82GRqNhwIABtW7ydYmLiyMpKYk1a9ZQWVlJSEgIe/fupaSkhKuvvrre8xRFYejQoYB9FKJfv35UVVU5/pw8edIx/12z4sDHxwe9Xt+pRg9q9muwWCzodLomrcqprKwkIyMDPz+/LlMs2FQvvfQS2dnZ3H///QQEBHDjjTc6nrNarW4/mik6HrfZmyA9PZ1PPvnEqdecOXMm/fr1c+o1XW3SpEns3buX1NTULjmPXbOrYHFxMRUVFfTt2xdFUZgzZw5FRUUNnms2m/nll1/Yt28fBoPBsTdBr169GjzvgQceqLfgTVVVx00xJyeH8vJyx8iNTqejW7du+Pj4ODbFcqeiscrKSvbs2cOxY8fIzs6murra8Zy3tzcxMTH06tWLIUOGOGp1ahgMBo4fP45erychIcGt3nd7sVgsTJs2jZ9//pmlS5dy0UUXce2115KTk8Pu3btdHZ5wE029f7tFMmAymXjvvfcoKyurc0QgOzubPXv2kJaWRklJCXq9nri4OMaPH09YWFi919Xr9dx///1nfVC5sz179jBixAj++c9/dqlmRKqqUlBQQHFxMSaTCS8vL4KDgwkJCUGj0XD48GEWLlzo1NesGRVoaOSgLhaLxTFyEBoaioeHh6PLobe3Nz4+Po4/ja1icAWDwcCqVavYu3cvqqo2OEqnKAoajYZhw4YxYcIERz3G6fsNyLfc+hmNRi677DJ27NhB9+7dOXjwIAApKSn07t3bxdEJd9CpNiravXs3paWl9X7obNy4keTkZLp3787ll1/OiBEjSE9P57///W+DhWNGo5HffvutrcJ2iaFDhzJjxgxeffVVRyV8Z6WqqqN2RFEUKioq8PHxoXv37vTq1YuwsDDHN86+ffsyaNAgpw3LK4qCr69vi6aadDodAQEBREVFOW72YWFhREVF4enpSVlZGZmZmY55dIPBQEFBAVVVVS7vJZGSksKcOXPYs2cPNput0ek6VVWxWq3s3LmTOXPmcPToUcA+LZOQkCCJQCO8vb356KOPUFXVkQgoiuKoexLCWTr8yICqqrzzzjsUFxfXe0xGRgYxMTG1igELCwt57733SEpKarC6Xq/X89hjj3WqD6XU1FSSkpJ44YUXeOqpp0hNTeXkyZOcc845rg7NKcxmM8XFxRQXF2M2m+nRowc+Pj61huTrYjQamTdvHvn5+a2qOVEUBa1Wy6233kpcXFyLr9OQmv4GOp2OoqIicnNzHe/P29vbMerR2Ht2pl27dvHDDz+0+HxFUVBVlcmTJ8vWvU2Unp7OhRdeSFZWlqMQVVEULrroItauXVv/icaTYMgDbOARBL4J0EnqU0TzNPX+3eELCHNzcxtMBAC6det21mM1uw4WFBQ0eG7N3GVj88LupFevXtx9993861//4uDBg3zxxRcEBQVRWFjo6tBaLScnh6KiIhRFITAwkJCQEEdtRGM3RW9vb2699Vbmz5/PiRMnWpQQaDQatFotN910U5slAkCtxDYkJITg4GCMRqNjeqFmhKCmcdbpUwve3t5On4NPTk5uVSIAfxT9Llu2jICAABnmboKvv/6a9PT0Wl9WVFVl/fr1tVtoqzbI/RmOfgz5G8B4xoiozg9CRkDiTZB4I+g6534PouU6fDKQk5PTovNqhpAb24ZYURRycnI6VTKQn59PdXU1ZWVlfP7556iq6rZ93mtGAYKCgvD09MTb25vo6GiCgoJaNJrj4+PD7bffzq+//srmzZsd31YbU3NcfHw8U6dOJSgoqAXvpuUURUGv16PX62utx9doNAQFBVFVVeVIcLy8vBw32rKyMsfKhZaqqKjgu+++A+zNvjZv3kxWVhbZ2dkYjUamTJnCsGHDzjqvpilYcXExPj4+DBgwgPHjx+Pp6cmSJUs6Xb1OW3jkkUcYNGgQH3/8MUuWLMFisTimXr777jtuvvlmyPoBdtwPVRmgaEGtYymrpQJOroeT62DXozDg/6D/E6Dp8LcA0U46/G9Cbm5ukzrInWnfvn2Ul5dz8cUXN+k1Oovff/+dsWPHOiq7a2507rTWvSaRKyoqory83DE07unp6ZQ2tR4eHlx66aUMGDCATZs2kZycjKqqZ/2enf5zVFQUY8eOdWrdgTN4eXk5Gh7ZbDaMRqMjZrPZTEZGBmB/z3q9Hh8fH0dRZVP9+OOPmEwmwL6Xx7p16wgMDCQqKoq0tLQ6z1m1ahWbNm0iKSmJMWPGkJ+fz7Zt28jPz+eWW27BaDTy888/S/vsRmi1WiZOnMjEiRMpLi7mq6++4q233uLQoUPM+2AON3X/CSX9cxzlX3UlAg6nkl5LBex9GjK+hnO/ggAZoRFukAyc/uHWVPn5+fz444/ExcU51oDXp2YpWmdRs//74cOHaz3uTpuf5OXlUVhY6FieFhgY2CY1HTExMVx77bVUVFSQmprq2C3PZDKh1WoJCQkhOjqaxMTERjsQdgQajabWN20PDw/69u1LVVUVBoOBqqoqCgoKHCML2dnZjnPqW7lQVFREcnKy42d/f38ee+wx/P39yc7O5oMPPjjrnPLycrZs2cLgwYOZPn264/HQ0FBWrFjB4cOH6du3L7///jsTJkxw2XJldxMcHMzdd9/N3XffzeZ1PzPw5MOQ/uWpZ5tbWKpCyT5YOQYuWQdBg5wcrXA3HT4ZaK7y8nK++OILvLy8uO6665r0DagjfdNrrYiICHbt2sVf/vIX3nnnHcfjNUOLHa1QUlVVysvLKS4uJiAgwFEYFxQU1G7bSfv5+TF06NBGE0d35OHhQWBgoKODYk3BYc2SwLKyMkctiYeHBwkJCXh7ezv6HuzYsaPWVIpOp2u0QVBmZiY2m42BAwfWenzgwIGsWLGC/fv307dvXwB27tzZpNE7cRrVxjmWf6Oaj6A0Owk4/TpWMJfBmvEwaR/oo50Xo3A7HT4Z8PHxafI0gdFo5PPPP8doNDJ79uwmfeOoWSJmNBrx8vLqFImBt7c3b7/9NhMnTuTmm2+mpKQEsA8bO5IBqwkqUsFSCYoO/BLBM7jdYjSZTI4VARaLBb1e74jNy8ur3eLoamp+vxVFcRRAms1mR2FizehAdnY2FRUV7N+/v9mFljVTUmeONNT8XFMHpKoqhw8flmSguVLmwIlfqDTCK8tg61HYdhSKK2HenXDbhWefsug3eP1HOJQLWg0MjIO/TIYrh1nBVAJb/wwX/iArDrqwDp8MREdHNykRMJvNfPHFFxQWFjJr1qxGCwdPFx4eTmpqqmNuuqZQKzi4/W6ObeHKK68kOTmZiy++mEOHDqGpzoMjn0LmEig9AOoZUwc+8RA5AXrdCWFjnf7BUDM6odPpqKqqorCwkKCgIIKDg7tkt8SO4szRA7CPMHl4eFBeXt7s69VMQ2RkZNC9e3fH4zX1C6dfMz8/v0OOWHVYVVmw+y8AFJTDi0ugWygM6Qa/Jtd9yjs/w4OfwZVD4V8XgNEMn6yHya/Ctw/D9FEWyFkOmd9At2vb7a2IjqXDJwNNWb5ls9n45ptvyMrK4vrrryc+Pr7J11dVlW7duhEZGYnRaMRgMFBZWUlVVRXBwcGoqsrx48cdlex6vR5vb2+3+fCKioriwO6NlP5yBx7Le4KCfRlSXaoyIW0BHP8EgofC6A8gdGSrYzh9FMDHx4du3boREBCAv7+/2/w9djV6vd4xotRcMTExxMbGsmnTJgICAkhMTKSgoIBly5ah0WhqbaRls9koKirqstsWN9uR9x1JfHQQ5L4LUUGw4xiMerbuU95ZCaN6wA+P/5Hf334hxD4An66H6aMANHDwP5IMdGEdPhkIDw8nIiKCkydP1nvMzz//zOHDh+nTpw8Gg4G9e/fWen7IkCH1nuvv70/37t3RaDT4+fk5Hj99a2QvLy+MRmOtLoh9+/at9c1Jr9d3zB0Qc1eh2XwTQdVF9vnFxkZ8a0YLSn6Hn8fAwKdh0POgNH/dutFoJC8vj4qKCscSuJrRFulF3/G1ZvfLmTNn8vXXXzuWJCqKwrhx40hPTz+r94fsstlENjMcmetYMeDlYU8EGlNmgD5RtQf6AnzAzxv0no6LQ9EOKNoFIcOdHblwAx3w7lWboiiMGTOmwYYneXl5gL1VakpKylnP15cMKIrCqFGj6rwx1cytajQaYmNjAXtiUF1djdFodNz48/PzHWv4dToder2e8PBwfHx8sNlsKIriujqEjG9h00xQ1eYXGtUsUdr/d6hIg7HzQNP4t/jq6mpMJpPjW7/NZnNsASwJgHtpzahNQEAAf/rTnygsLKSiooKQkBD8/f159dVXa/VJaO3rdCkl+8DU8GZbdbmoP3yzzT5dcNVw+zTBOz9DaRU8dPlpBypayFstyUAX1eGTAbDfzLds2UJhYWGdxUyzZ89u9jUVRcHPz4/Ro0c36xxvb2/HZisA3bt3x2QyOaYYjEaj47n8/HyKiooc59Ss8/b09Kzr8s51cgNsuv7UlEDLW+8C9qkD73AY/lqdT9tsNsrLyykqKqKyshJPT0/8/Pzw8PCgR48erXtt4TLOaKwUGhrquPmfPHmSioqKs1ZttHcDJ7dVtJNT83zNOu3tWfb6ggc/s/8BCPOHNf8H405vMaAChTucFKxwN27xVU2r1dZar+wMqqoybdq0VleuK4qCl5eXowlLYmKiY623v78/oaGhaLVaysrKyMrKcmyjazQaHa11DQaDczegMVfA5ptAVanvg+NIHlz/DsTdDz6zod/j8OJiqKqu62gVDr0OJ349+6XMZg4fPkxmZiaqqhIbG0uvXr06xaqMrs7X17fW1Flr2Gw2Vq1ahYeHByNH/lGHEhwcLKtHmqr0kH3lTzP5eEHfaLj1fPj6Qfj4Tnu9wfQ3ITXv9COtULrfScEKd+MWIwNgX1UwefLkVvdHrzFhwoRalc5toaaZS43TG/9YLBYqKysdyQHYh1Zr9lmoqqrCy8urZUOo+1+Aqmzqa0SSWQijn4VAH7j/Mgjxgy1H4LlvYedx+O6xus7SwpZbsU1OoazCXmRZszlUWFgY/v7+tUZMROfQo0cP9u/fXytZ3bp1K0aj0VEvk5KS4thhccyYMXh7e7NixQosFgtRUVFYrVZ+//13srOzmTZtmmMkQKPRtPm/wU7FZmz8mDpc+xbotPYCwhpTRkDvx+DpRfDVg6cdbDW0LkbhttwmGQAYPtw+l7Vs2TKAZq9/rmmecskll3Duuec6Pb7GnF5g6OfnR+/evR0tZA0Gg+PbtNls5tixYwC1VjGEhoY2Pu9uroCU92ioI9n8jVBSBRufgwGnFmvcOR5sKny2wb5eOfisfUysUJVBzvb/UuI/3lETodVqpRK8Exs5ciT79u2r9djmzZspLS11/JycnOzoUjh48GC8vb2Jiorit99+Y9++fSiKQmxsLLfeemutm7/NZqs1SiAaoWn+CMqxk/DTPvjfn2o/HuIH5/WBTWeWWLXgNUTn4FbJANgTgujoaBYvXtzojoRnCggIYNq0aSQkJLRRdM13ejvYGjqdjl69ejlqEAwGA4WFhYSFhQH2bU2BWksdPTw87MlE+heNZvdlp56ODKz9eHQQaBTwrGcwQkVDePFXhA+/S4Z2u4i4uDiioqJq7fL4yCOPNHresGHD6ty8qEZNghAdLV3vmiygz9m9QRpx4lTOZq3ju4HZCpbTH1e0EJjU8viEW3OLmoEzRUdHc/fdd3PVVVfVai6k0Wgc1funf4MOCQnh8ssv57777utQiUB9Tt+zPjo6mh49etC3b1/HyIFer0dVVYqKisjIyCAlJcWxv4Il80dUGp6vv6i//b9/+h/sSbNPG3y1Bd5fDQ9OBN96RvsVbHiVbsPL7VJI0VKKonD11Ve7zXU7teARNLd4sFekPcH/6rdTJUSnZBXChsMw7MyPw9BRrQ5TuCe3/VjXarUMHz6cYcOGkZ+fT3Z2Njk5ORgMBlRVRa/XExUVRWxsLFFRUW5f0HZ6/DUJkKqqWCwWDAbDHx38irY1uozw8iHw92vgpe/h+11/PP70FPjHdY0EolrsRUYhI1ryNoQbio6O5oILLmDdunVOu+b48eNleqm5goeARyCY/5iimbMSSiohp8T+8w+7IetUGdIDEyE8wN5g6MNfYcJL9gZD5QZ4bzUYTPDU6fmYarV3IBVdktsmAzUURSEiIoKIiIgGhyU7I0VR8PDw+KMHvNWErrpp2zEnhsMF/WDGKAj1h+W77clBVJC9qLBBZYclGehiLrzwQsrKyti9e3errzVq1CjOOeccJ0TVxWi97K3CD73u6APy6nJIP222dPF2+x+Am8+zFwm/fzsMSYCPfoWnvrI/N6oHfHY3XNC/5kwNBA2UkYEuzO2TAXEam6lJhy3cAnd+BCmvQtyp/i/TR9kLCP+6EG4YZ08Q6mVtWVWzcF+KonDVVVfh6+vLxo0ba+1k2NTzwZ5UXHDBBW4/Uucyve+BQ28C9mQg7a3GT9Fp7Ql+w0m+Dfo/IRsVdWFuWTMg6qFpWjOj91bZ5wrjajeC4+rh9j4Du9Mbex0pHuyKFEVhwoQJ3H777Y620o3d1GueDw0N5Y477uDCCy+URKA1/LrDkL9DI3VBzaLo7NMDiTc575rC7cjIQGei9QR9LBiyGzzsRBkE+5z9uPlUB2KLtZHXCejbsvhEpxAfH8/9999Pamoq27dv5/jx47V6aNSo6UA5atQoevToIUmAs/R7DLK+g8Jtf7QNbylFCzo/GPuxjAp0cZIMdDZhYyBzKQ31GegTBSt/h5Rc6HPayq4vt9grjwd3a+D6ig6CBjkrWuGmFEWhd+/ejl4ZBQUFFBYWYrPZ0Ol0jjbEkgC0AY0OLlwGay6C0oMtTwgULWh9YPwq8G3oH73oCiQZ6GyiLoXMJQ0e8sSVsGIvnP+ifR4x1A+W7bY/dsdFEBNcz4mKFsLPtRcyCXGKRqNxFPGKduIVApdsgC2zIPt7mr9ngQJ+PeH8byS5F4DUDHQ+iTeBtuG2wBf0h83Pw4ju9iVGD8+Hoyfhn9fZK4/rpVqhz/1ODVe4P4PBQGpqKiZT0wpYhZN4BsIFS+GcL8DLXgBkUxsbiVHstUVJT8KkfZIICAcZGehsPPxPqziuf6pgdE/48S/NubAGfGIhbkorAxSdTc223rIVsQsoCiTegDVmKvdcHc1Dk/0YEFEGlvIzjvOw3/gTb4Iet9lHFoQ4jSQDndGgFyBjEVTl0FBC0Dw2GPsJaDycdD3RWZhMJrRarSQDLrRyza988HMpN/x1CQMuuggqj4Mhzz6a5xkEAf3k365okCQDnZGHH4ybD2svAbX5+5+fSUVB6fMARI13TnyiUzGZTHh6Nm1Zq2gbn332GfHx8Vx44YX20QK/HvY/QjSR1Ax0VpEXwTmfYy8sanlFtwpYYmbA8NedFJjobCQZcK2qqiqWL1/ONddc0/iupkLUQ0YGOrOEmfZe5ptvBnNJ85YgKVpQbaj9/oLH0H+CRoaARd06w94f7uzbb7+lvLyc2bNnuzoU4cYkjezsYi6Hqw5Dwo2AYr/JN0Q5lR8G9IfLtqAZ/i9URUNeXl6zt4wWXYOPj88fG2WJdrd48WKGDx/OoEGyMkC0nCQDXYFXKJzzGUxJh6Sn7HuW15UU6GPsowmXbLAvOwobA/zRUjYvL4+SkpJ2DFx0dCaTiRMnTtTZgVC0vcLCQn788UdmzZrl6lCEm5Npgq7EN97e13zI3+2bDZWlgKXSXmXsmwjeYfWeGhkZicViITs7G51Oh5+fX/vFLToso9FIfn4+ISGyVM0VPvvsM6xWKzNnznR1KMLNSTLQVWm9IXhwkw9XFIXY2FgsFgsZGRn06NEDb++GmxuJzs9sNqMoCjqdfJS4wpdffsm5555LVFSUq0MRbk6mCUSTKYpCfHw8oaGhUj0ugD9WEkgBYfs7cuQI27dv58Ybb3R1KKITkGRANItWqyUyMhKNRoPRaJS54i5OlhW6zqeffoper+f66693dSiiE5CxPdEiqqqSkZGBVqule/fusr65i/L19ZX/711AVVW++uorJk6cSGBgoKvDEZ2A/CsWLaIoCnFxcRiNRjIzM1HV1nU5FO4pLCxMigddYO/evaSmpnL77Q3tLCZE00kyIFrMx8eHbt26UV5eTk5OjiQEXYzVaqWqqgqbzVn7X4immj9/PuHh4VxxxRWuDkV0EpIMiFbx9/cnNjaWsrIyzGazq8MR7choNHLs2DHZuridWSwW5s+fz9SpU2UVh3Aa+U0SrRYcHExAQABarRZVVaWyvIuoSQKkgLB9/fTTT+Tn53PTTTe5OhTRicjIgHAKrVaLzWYjIyODsrIyV4cj2oHJZEKn00kBYTv77LPPSEhI4Pzzz3d1KKITkX/FwmkURUFRFDIzM6mqqnJ1OKKNybLC9ldZWcmPP/7IddddJ0mYcCr5bRJOU7PCQK/Xk56eTnV1tatDEm3My8vL1SF0Kd9++y2VlZXcdtttrg5FdDKSDAin0mg0JCQkoNPpSEtLw2ptxrbJwq3Ex8cTGxvr6jC6lG+++YbRo0eTlJTk6lBEJyPJgHA6rVZLQkICoaGhMpQphJOcPHmSFStWcPPNN7s6FNEJySe1aBOenp6EhYWhKAoVFRWyFr2TMRqNJCcnYzQaXR1Kl/Hpp5+iqirXXnutq0MRnZAkA6JNmc1m0tPTyc7OlqZEnYjJZMJqtco693a0cOFCLrjgAtmhULQJSQZEm/Lw8CAuLo7S0lLy8vJcHY5wEpPJhEajQavVujqULuHQoUPs2rWLG264wdWhiE5K0nrR5gIDA7FYLOTm5uLh4UFYWJirQxKtZDKZ8PDwkAZT7eSTTz6RHQpFm5KRAdEuQkNDCQsLo7i4WOoHOgHpMdB+VFXlm2++YdKkSfj7+7s6HNFJyciAaDeRkZGEh4ej0WikbbGbi4mJkRqQdrJz506OHj3KO++84+pQRCcmIwOi3SiKglarxWQycezYMQwGg6tDEi3k6ekpDYfayfz584mMjOTSSy91dSiiE5NkQLS7mg2N0tPTZcc7N2Q2m8nKypIOk+3AbDbzxRdfMGXKFFm5IdqUJAOi3Wm1WhITE9FoNKSlpWGxWFwdkmiG6upqSkpKXB1Gl7B8+XIKCgq45ZZbXB2K6OQkGRAuodPpSEhIwGq1kpGRIfPPbqRmNMfDw8PFkXR+CxYsoHv37pxzzjmuDkV0cpIMCJfx8vIiMTHR0alQuIeaZYXSarptlZeXyw6Fot3Ib5hwKb1eT0BAAKqqUlZWJiMEbkCWFbaPxYsXYzAYZIdC0S4kGRAdQlVVFRkZGZw8edLVoYj62CxgNREYEEBwcLCro+n0Fi1axDnnnEO/fv1cHYroAqQ8VXQIvr6+REZGcuLECTw8PAgJCXF1SKLiGBz7FAo2Q+F2MJcCEKjxgqBBEDYWul0H4eeBTPO0mqqq9OzZk7CwMKZNm8ZPP/0kvQVEu5FkQHQYYWFhmM1mcnJy0Ol0BAQEuDqkrqnkAOx+HHJ/BkUDqg04bfrGVg1FO6B4D6TMgYD+MOSfED/NVRF3CoqikJ+fz/Hjx9m+fTtgnyoIDQ1l2rRpMjUj2pRME4gOQ1EUoqOjCQgIoLS01NXhdD2qDQ78C1YMhbxVgAqqlVqJQK3jTy0JLTsEG6bDxuuhuqidgu2c4uPja/38yy+/cP3118sIgWhzMjIgOhRFUYiLi3OsLqivbXFhYSEZGRnk5ORQUlKC1WrF09OTiIgIoqOj6d69O97e3u0dvvuyWWDLrZD+RQtOPpUsZH4DxbvhknWgl212W6Jnz54kJyc7flYUhQEDBkifAdHmJBkQHU7NMqqqqipycnJISEjAw8MDVVU5dOgQW7duJT093XHs6RsfHTlyBJvNhlarZciQIYwbN052SWyK7fdA+petu4ZqtdcZrBkPE7eCh2yq01w1zbhO/x1etWqV1NCINifJgOiwPDw8sFgspKenExoayvLlyzl69GitkYIzd0Cs+dlqtbJnzx727NnDRRddxLnnnitrteuTuRiOfljnU78ehIv/WfdpW56Hsb3PeFC1QPlh2P0XGP2+U8PsCuLj4x2/w2PGjGHFihVSOyPahSQDosPy8PAgMTGR7du3s2jRIkfb4qb2Iqj5UF27di2pqanceOONsrnOmUzFsPXPgEK9tQHAgxNhVI/aj/WqbyZAtUHqXEi4HiIvdFaknY+lCszloGjBMwg0Osf+A8OGDWPVqlX4+Pi4NkbRZUgyIDq0oqIi1q9f3+r9CzIzM1mwYAGzZs2SNrqnOzoPTCU0lAgAnN8XrhnTjOsqWjjwkiQDp7NZIHsZZHwNBVug8vgfz2k8IWgQfx4xjIJ7JvPsa4vQ6/Wui1V0OTJuKjqs6upqFi5ciNVqbfW1VFUlOzublStXOiGyTkK1Qco7gK3RQwHKDWBp6v8VqhXyVkJ5aovD6zRUFVL/B0vjYcM0yPiqdiIAYDNB0U78sufx0nnL0G+4FIp2uSZe0SXJyIDosFatWkVFRQVZWVns2bOHtLQ0SkpK0Ov1xMXFMX78+LOKA/Pz8/npp5/IyMhAq9XSp08fJk6ciK+vL6qqsmPHDpKSkujevbuL3lUHUnYIKtOadOjs/0GFEbQa+yjBKzfCyB6NnaWB7OXQ76HWRuq+qrJg8y1w8tc/HlPrz6gUTj1X+Bv8NAoGPg0DnwONtm3jFF2ejAyIDqmoqIidO3eiqiobN24kOTmZ7t27c/nllzNixAjS09P573//y4kTJxznlJaWMm/ePIqKipgwYQLnnHMOKSkpfPbZZ45pBkVRWLVqlaveVsdSuKPRQzx1MGMUvHULfPco/ONa+D0Tzn8Rdqc1crKigaKddT5ltVrJzs5ufszupDwVfhoN+Rubf65qBWyw/x+w6XqwmZ0enhCnk5EB0SHt2LEDRVFQVZVx48YxY8YMR3EVwMCBA3nvvffYuHEjM2bMAGDDhg2YTCbuvPNOgoKCAIiNjWX+/Pns2bOHkSNHoqoqubm55OTkEBMT44q31nGUHgDFA9T6bzTn9LH/qXH1CLhmNAx+Cp76Cn76awPXVy32vgOnycrK4qOPPmLu3Lnk5+eTn5/fOfc5MObD6ougOv+P5kwtokLmt7D1Thg3z1nRCXEWSQZEh6OqKnv37nWsGujWrdtZx4SGhhIREUFBQYHjseTkZPr06eNIBMDexCU0NJQDBw4wcuRIwN6bYN++fZ0iGVBVFVVVsdlstf7r5eWFoihUVVVhNptrPe/r64ter8dsLEWHfR1Bc/SKgikjYPF2sNrsUwf1xmcpx2a18vPPP/P++++zfPlyFEVxrPTotMWc2+8GY16DUwK7jsPzi2HjYTCaoUcE3HkxPHj5mUeqcPwTiJ0M3Wa0ZdSiC5NkQHQ4ZWVlVFVVNXiMqqpUVFQQERHhOKeysrLOG3xsbCxHjhxx/Gyz2cjKynJu0GfEVnPjVRQFrVaLzWbDaDRis9kcN2ZVVR2JS1FR0Vk37ZCQEHx8fCgtLaWgoKDWzd7Hx4f4+HisViuHDh06K4b+/fuj1Wo5efIkFRUVjsdrWj7r9XpUNDS2iqA+8SFgskClEQIaWP1msSqEBgdTXl5e6+8HQKvV8sMPPxAREUFgYCARERFERka6//LPzCX23g0NWLkPrnoNhiXAs9PAzwuOnoSsers5K7DtzxA1wb4MUQgnk2RAdDh5eXmNHrNv3z7Ky8u5+OKLARw3G3//s7ve+fn5YTAYsFgsjqmGvLw8qqqqHDdlnU6Ht7c3FouF0tJSx4235oYeGRkJQE5ODiaTqdaNOTo6Gl9fX/Lz8zl58mStPgiBgYHEx8djNps5duzYWbEFBgaiKArl5eUYjUY0Gg2KoqDRaByrKLRaLV5eXrWeq7lharVaYmNj0Wg0tZ6vabBU0+teURTHnxqewb3heNNWEpzp2Enw9gC/Bjo+qyhoAnozadIYvv76a8ffdQ2r1cqNN9541nkBAQGEhIQQFRVFZGQkQUFBBAQEEBERQXh4OBEREURFRREbG0t4eHjHW4J34CXs5Vh1/92WVcGsuXDlUPjmIWhaLyzVvgT02CfQ72EnBSrEHyQZEB1OY6MC+fn5/Pjjj8TFxTF06FAAR4GgVnt21XVNAmA2mx3/22q1cuTIEcfxISEhxMTEYDabycvLc9xUFUVBp9M5koGavRK0Wq3jmJpr+Pr6EhUVVeuGXDMM7uHhQa9evWrdsE+/MSckJNT7fv38/PDz86vzOUVRGpxzr+vvwyFkJI0tK8wvg/AzGuDtTYfvd8EVQxq+kSmKFm3EWBYufJG///3v3HPPPaxZs8ZRCzJo0CA2bdpEfn4+mZmZnDhxgpMnT3Ly5EkKCgooLy+nqKiIffv2cfLkSYqKijAYDGe9jl6vJyQkhNDQUEJDQwkLCyMhIYHw8HD8/PwICwsjMjKSyMhIoqKiCAgIaLtulEW77Ts6NuCLzXCiFP55nf3vr9IIes8mJgWH34a+D8mW0cLpJBkQbqW8vJwvvvgCLy8vrrvuOseH+uk3+TPVJApnzk/36NEDDw+PWjd0b29vBgwYUO/rx8bG1vucj49PvR3jNBpNx9s4KWQ4aLzBZqz3kJnv2G9U5/SGiAA4mA3/+wV8vOBf1zdyfdUC4ecD0Lt3b1atWsW3337L/fffz4kTJ4iKisLf3x9/f3969Gh0nSIAlZWV5ObmUlhYSHFxMXl5eWRmZjoSiIKCAo4dO8aePXvIz8+npKTkrGt4eXkRHh5OSEgIgYGBhIWFOf5ERUURHx9PaGgowcHBREZGEhoa2nBSdbqc5faGSw3UCqzeDwF6yC6GqW9ASi74esEt58EbN4N3vTsVq/b+BBVHwb9X0+IRookkGRAdTn03VKPRyOeff47RaGT27Nm1erbXTA+cPjddo6KiAr1eX2s1gk6nw8/P76wdEevaIbHT0vlC95vtQ8/1VLxPHQGfb4bXV0CZAcL9YfpIeG56A+2Ia/jE2+e4T1EUhWuuuYaJEyfy6quvMmTIkGaH7OvrS69evejVq2k3w+rqak6cOEFeXh4nT57kxIkTjhGH7OxscnNzyc7OZt++fRQVFVFSUnJWu2utVktwcDAhISGOqQk/Pz9CQ0Md0xYRERHExsbS98QmvBppl33kBFhsMOV1+NOF8PJM+x4Q76yEkir48v5G3lTRTkkGhNNJMiA6nOjo6LMeM5vNfPHFFxQWFjJr1ixH4WCNgIAAfHx8yMnJOevc7OxsoqJq37lqhvO7vD7317tJEdgr28+ubm8KBfo+bO81cAZ/f39eeOGFlly02by8vOjWrVudK1LqYrFYHCMO2dnZjgSiZtShsrKS/Px89u7dS2FhISUlJbVaZR99w74qoCEVRqiqhrsnwNu32h+bPspekPnftfDiNdC7vkRL0dmXhArhZJIMiA7H398fHx8fR+2AzWbjm2++ISsri+uvv95RFHempKQk9uzZQ2lpKYGBgQAcO3aMwsJCxo4d6zhOo9EQFxfX9m/EHQQPgT4PQMq7NLUtcaMULQT0tScabkan0xEeHk54eDiDBg1q9HibzUZRURF5eXkUFRURkz0F1JIGz9Gfmga4YVztx288x54MbDnSQDKAYt/gSAgnk2RAdDiKojB06FC2bNmCqqr8/PPPHD58mD59+mAwGNi7d2+t42uGm88//3wOHDjAJ598wtixYzGZTGzatImIiAiGDRvmON5ms7VoiLrTGvqyfQOdqsxWNsgBe9cCBcYtAG29k9+dhkajcdQbALDEDwwlDZ4TEwQHsiAysPbjEad+Lq5s7EU7/9+raH+SDIgOaeTIkWzevBn4Y6lhSkoKKSkpZx1bc2MPDAxk9uzZ/Pzzz6xevRqtVkvv3r2ZOHGio16gZp39mdMGXZrOF8avgpXngKmoFQmBYp8WOO8rCBnW+OGdkX8vMDTcw2JEd1i1315A2Pe0thg5xfb/hp+9OvYPqhn8mlZsKURzSDIgOqTg4GBGjRrFjh07mD17dpPPi4iI4JZbbqn3eVVVueyyy5wRYufi3xMm/ga/XmnfwKi5zYgUrT2pOOcLiL2yTUJ0C6Gn9iJoIKG6biz86wf46FcYf9rClQ9/AZ0WLkpq+CWq/Qbi5m2ZRAckGxWJDuuSSy7B39/faYV+iqIwevToBtf0d2l+3eGKPTDwGfvNXWnCcjrl1PeJmEkw+VDXTgQAIi9qdGRlWCLcfqG938DMt+G9VXDd2/DlFnjiSohpYKuGkiqI7ncJM2fO5LPPPqtz9YwQLaGoZ66jqUNZWRmBgYGUlpbWWs4lRFvLy8tj3rx5mM3ms5Z8NYeiKMTHx3PzzTd33n74zlSVbV9lkPoBGOrZXVDnC91mQp/77D0LBNis8F1C/X9np5gt8NJ3MG+9fXogIQzuuxQevqKBkxQtBeGz+O/WnixatIh9+/bh7e3NRRddxPTp07nmmms656ZPolWaev+WZEB0eDk5OcyfP5/q6uoWJwTdu3fn+uuvx9NTiq+azZBnX9tes/GORxAED7XPj9exdLDLS34Ndj9BS/d9qJeig6sOO2oGDh48yMKFC/n+++/Zu3cvHh4eTJw4kenTpzN58mTCw8Od+/rCLUkyIDqViooKli1bxuHDhx3tbBtT0/Z3/PjxjB07tu1a0ApxOqsJfhpur71ooBNh8ygw6AUY9Gydz6amprJ48WJ++OEHNm3ahFarZdy4cUybNo2ZM2d2ih06RctIMiA6HVVVOXLkCFu3bnVs+qPRaBzb4dZsxGOz2fDw8GDo0KGMHTuWkJAQV4YtuqLiPfDzaLBZaPUIgaKDoIEwcRtoGp/iyszMZOHChSxZsoStW7cCMGbMGG688UamT58uiUEXI8mA6NRKSkrIyMggJyeH0tJSrFYrnp6ehIeHExMTQ0JCgkwJCNfK+gE2TD81OtDChEDRgm8iXLoJ9JHNPj03N5dFixbx/fffs379eiwWC8OHD2fq1Klcf/319O7du2VxCbchyYAQQrha3mrYOBPMpS2bMgg/D87/Frwb6XHcBMXFxXz77bd89dVXrF+/HpPJxKBBg5g2bRq33HJLk/d7EO5FkgEhhOgIjAWw4wHIWNjojob2Do6A1huG/gf63NsmRZo1icHixYv55ZdfMBqNDB48mCuuuIKZM2fW6tgp3JskA0II0ZGUHYYjcyHtC6g+WccBGggcAL3vgu63gEf7fNZWVlby008/8dVXX7F8+XKqqqro2bMnV199NTNnzmT06NEda1Mvm9WeIHWkmDowSQaEEKKjMuRB8V6s1UWgaNH6xtmXa+rq3r67vVRVVfHDDz/wzTffsHLlSsrKyujZsyfTp0/nqquu4txzz23fVTmqCifXQ+a3UPAblP4OVqP9Oa9wCB0D4efakyef2PaLy41IMiCEEKLFjEYja9asYenSpSxZsoTCwkJiYmKYPHky1113HRdddBFabRO6VLaEqkLG17DvWShPsa+oqLOz46kRAlWF+Gkw7BV7J03hIMmAEEJ0cEVFRZhMpg6/cZbZbGbVqlUsWrSI5cuXU1BQQEREBNdeey0zZszgvPPOc15nT2M+bLsTspZir6Fo4koMRQcaHQx/HXrdLdMIpzT1/i1dWIQQwkUMBgMVFRWuDqNRHh4eTJo0iU8++YS8vDxWrlzJNddcw/fff8/48eOJioripptuYsmSJZhMpjqvYTAYePvttykrK6v/hSoz7P0Zsn849UAzlmSqFvsUwvZ77QWbrWhf3hVJMiCEEC7SoQrzmkir1XLppZfy7rvvkp6ezsaNG7nhhhvYsGED06dPJzw8nJkzZ7Js2TKqq6sd5y1cuJCHHnqISy65hNLS0rMvXF0Eqy+CqqzWd2488i7s/b/WXaOLkWkCIYRwkdzcXCoqKjpF8x+bzca2bdscqxKOHDmCv78/EyZMYPr06Xz22WesWbMGjUbDkCFDWLNmDUFBQX9cYNPNkLGQCoOVV5bB1qOw7SgUV8K8O+G2C2u/3m1z4dMNZ8fRNxoOvXrqhwlrIfLitnrLbqGp929dO8YkhBDiNE3dZ8MdaDQaxo4dy9ixY3njjTc4ePAgX375Jd988w2zZs1yHGe1Wtm7dy8XXXQRa9eutbcLz14O6Z8DUFAOLy6BbqEwpBv8mlz/a3p5wId31H4s0LEgQwNbZsHkFNDpnftmOyGZJhBCCBfx8/MjNDTU1WG0iaSkJP7+97+TnJzMyy+/XOs5q9XKvn37GDx4MOnp6bD/79TcjqKDIPddSH8bXrmx4dfQaeDm82r/ucqxm7bNPuWQvtDZb61TkmRACCFcpDMnA6fbsmVLrfoIjUaDqqpkZ2fz90evgcKtgH3DMS8PiApq+rWtNiirqu9ZDaS83dKwuxSZJhBCCBeprq7GZDLh7+/v6lDaVGpqKoqi0K1bN5KSkujXrx99+vQhNDSUy6J/Q83YjULziwarTBBwB1RVQ7Av3DAO/n0D+HnXHGGz7yBZlQM+sltjQyQZEEIIFykrK6OgoID+/fu7OpQ2tWvXLhRFqXsn0XXzacmujtFB8JfJMDwRbCr8tBfeWw17M+DXZ0B3ej+kop2SDDRCkgEhhHCRzlRA2BAvL6/6nyzeQ80UQXO8fH3tn68fB32i4elF8M02+8+AfXOo0v0Qd1WzX6MrkZoBIYRwoa6QDDTI4rymS49cARoFVu8//VENmMud9hqdlSQDQgjhIu7YdMjpFOcNUOs9IdQfis7MLzROapXciUkyIIQQLqLT6eqeR+9KfBOddqlyg71PQfjpvXVUM/gmOO01OitJBoQQwkUCAwM7RffBVgkbA0rzvrkbTfYb/5n+vsS+JcHlg894ImREy+PrIqSAUAghhOuEnw8pc2o9NGcllFRCTon95x92Q1aR/X8/MNHeonjY/8EN50C/aPvjP/8OP+6xJwJTTr/36wIgMKmt34Xbk2RACCFcpLS0lOzsbPr164dG00UHauOmgGcwmIodD726HNIL/jhk8Xb7H7B3GQzygcnDYNXv9v0JrDboFQkvXQePXwmOv0pFC73+LDUDTSDJgBBCuJDNZuvaKwq0XtD7PjjwEjVLDNPeavy0+fc24dqqCr3vblV4XUUXTUWFEML1alYTdOlkACDpr+ATC2gbPbTpFBjwJPj3cuI1Oy9JBoQQwkUkGTjFww/GzaclzYfqpOggoB8M/JtzrtcFSDIghBAu1uWTAYDIC2HMh62/jqID70i4+Gf7FIRoEkkGhBDCRXx8fOjZsyc6nZRvAdDzdjjnC9B6t7AZkWJfOTDxN/CNd3p4nZkkA0II4SJarRa9Xt91VxLUJfEGuPIghJ9r/7lJSYHGftzgF+HyHeAT16YhdkaSjgohhIuYTCYKCgoIDw/Hw0OWvzn4dYcJv0D+Jkh5F7KWgK361JMKtXY51MdCr7ug1x2gj3ZFtJ2CJANCCOEiFouFoqIigoODJRk4k6JAxHn2PzYLlCVD8V4wl9n7B/jE2jsLSgLgFJIMCCGEi8hGRU2k0UHQIPsf0SZkokoIIVxElhaKjkKSASGEcBFJBkRHIcmAEEK4iFarJTQ0VJYWCpeT30AhhHARnU5HdLQUwAnXk5EBIYRwEZvNRlVVFVar1dWhiC5OkgEhhHARm83GsWPHqKysdHUooouTZEAIIVxMCgiFq0kyIIQQLiJ9BkRHIcmAEEK4iCwtFB2FJANCCOEiiqKg1WpdHYYQsrRQCCFcRVEU+vfv7+owhJBkQAgh2pPZbCY1NZXs7Gxyc3OpqqpCURT8/PyIiYkhNjaWHj16yIiBaFeSDAghRDsoLy9n06ZN7N69G5PJhEajwWazOZ5XFIXU1FRUVcXHx4dRo0Yxbtw4vLy8XBi16CokGRBCiDakqir79u3jxx9/xGw2O4oFT08Eao6rUVVVxfr169m5cydTp06lZ8+e7Rqz6HqkgFAIIdqIzWZj2bJlLF26FJPJ1KxVA6qqUllZyYIFC9i4cWMbRimEJANCCNEmVFVl+fLl7Nq1q1XXAFizZg2bNm1yVmhCnEWSASGEaAP79u1rVSJwptWrV5ORkeG06wlxOqkZEEIIJysvL+fHH38EoLq6ms2bN5OVlUV2djZGo5EpU6YwbNiws87Lz8/np59+IiMjA61WS58+fZg4cSK+vr4oisKSJUu499578fDwaO+3JDo5GRkQQggn27x5M2azGbAXA65bt46CggKioqLqPae0tJR58+ZRVFTEhAkTOOecc0hJSeGzzz7DYrGgqiolJSXs2bOnnd6F6EpkZEAIIZzIbDaza9cux3y/v78/jz32GP7+/mRnZ/PBBx/Ued6GDRswmUzceeedBAUFARAbG8v8+fPZs2cPI0eOBGDbtm2MHDlS9jUQTiUjA0II4USpqamYTCbHzzqdDn9//0bPS05Opk+fPo5EAKBnz56EhoZy4MABx2MFBQWcPHnSqTELIcmAEEI4UU5ODhpN8z5ay8rKqKysJCYm5qznYmNjycvLO+s1hHAmSQaEEMKJcnNzz2oo1Jjy8nKAOkcQ/Pz8MBgMWCwWADQaDbm5ua0PVIjTSDIghBBOVFVV1exzam70de1HoNPZS7tqChJVVcVoNLYiQiHOJsmAEEK4WM0N32q1nvVcTaJw+nJCKR4UzibJgBBCOJG/v3+zb9Y10wM10wWnq6ioQK/XOxIGRVHw8fFpfaBCnEaSASGEcKK6igAbExAQgI+PT52FgdnZ2bX6E9hstha9hhANkWRACCGcKDY2tlkbEtVISkoiJSWF0tJSx2PHjh2jsLCQpKSks15DCGeSpkNCCOFEPXr0wNfXl8rKSsdjW7duxWg0OqYBUlJSKCsrA2DMmDF4e3tz/vnnc+DAAT755BPGjh2LyWRi06ZNREREOFoXK4pCbGwsISEh7f/GRKcmyYAQQjiRRqNh1KhRrFu3zjFCsHnz5lrf+JOTk0lOTgZg8ODBeHt7ExgYyOzZs/n5559ZvXo1Wq2W3r17M3HiREe9gKqqjB49uv3flOj0FLUJ41llZWUEBgZSWlpKQEBAe8QlhBBuq7q6mjlz5lBZWdmiKYO6KIpCVFQUd9xxR7ObGomuq6n3b/mNEkIIJ/Py8mLq1KlOSwTAngxMnz5dEgHRJuS3Sggh2kDPnj255JJLnHa96dOnExYW5rTrCXE6qRkQQog2cu6556IoCqtWrUJRlGaPFCiK4hgRGDBgQBtFKYQkA0II0abOOecc4uLiWLJkCSUlJU06pyZxiI6OZtq0aTIiINqcFBAKIUQ7MJvN7N27l61bt1JQUADYVx7UfAQriuLY4CguLo7Ro0czYMAAqREQrdLU+7eMDAghRDvw8PBg5MiRjBgxgvz8fHJycsjNzcVoNDpaDEdHR0sfAeESkgwIIUQ7UhSFiIgIIiIiGDp0qKvDEQKQ1QRCCCFElyfJgBBCCNHFSTIghBBCdHGSDAghhBBdnCQDQgghRBcnyYAQQgjRxUkyIIQQQnRxkgwIIYQQXZwkA0IIIUQXJ8mAEEII0cVJMiCEEEJ0cZIMCCGEEF2cJANCCCFEFyfJgBBCCNHFSTIghBBCdHGSDAghhBBdnCQDQgghRBena8pBqqoCUFZW1qbBCCGEEMJ5au7bNffx+jQpGSgvLwcgPj6+lWEJIYQQor2Vl5cTGBhY7/OK2li6ANhsNnJycvj/du3YCEAYiIHg2/k34P47dAGmAmYIIEG7FSi8QN1dY4xXBwIA3zjn1N671lo15/0z4FEMAAD/5UAIAOHEAACEEwMAEE4MAEA4MQAA4cQAAIQTAwAQ7gI9VMU00CfbdgAAAABJRU5ErkJggg==", "text/plain": [ - "<Figure size 432x288 with 1 Axes>" + "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, @@ -157,7 +145,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.10" + "version": "3.10.6" }, "orig_nbformat": 4 },