{ "cells": [ { "cell_type": "markdown", "id": "c4646adc", "metadata": {}, "source": [ "# Hyperoptimization" ] }, { "cell_type": "markdown", "id": "04f0882c", "metadata": {}, "source": [ " We aim at providing more advanced circuit simulations for the toolbox; this tutorial complements the MPS contraction from a boundary of the network presented in the tutorial on [MPS contraction](./performance_mps.ipynb), and focuses on how to use [hyperoptimization](https://arxiv.org/abs/2002.01935) without intermediate [compression](https://journals.aps.org/prx/abstract/10.1103/PhysRevX.14.011009). It is used for the exact contraction of relatively large networks representing expectation values of local observables, which can contribute for example in the computation of global energy expectation values.\n", "\n", "The particular example we chose is the optimization of the Ansatz circuit for the [Quantum Approximate Optimization Algorithm (QAOA)](https://arxiv.org/abs/1411.4028) in order to solve a MaxCut problem. **This notebook is based on the several examples from [$\\texttt{cotengra}$](https://cotengra.readthedocs.io/en/latest/) and [$\\texttt{quimb}$](https://quimb.readthedocs.io/en/latest/) for optimized contractions. In particular, we revisit the example on [Bayesian Optimizing QAOA Circuit Energy](https://quimb.readthedocs.io/en/main/examples/ex_tn_qaoa_energy_bayesopt.html).**" ] }, { "cell_type": "code", "execution_count": 1, "id": "36258e5a", "metadata": { "execution": { "iopub.execute_input": "2026-04-03T03:47:33.958168Z", "iopub.status.busy": "2026-04-03T03:47:33.958012Z", "iopub.status.idle": "2026-04-03T03:47:35.157079Z", "shell.execute_reply": "2026-04-03T03:47:35.156324Z" } }, "outputs": [], "source": [ "import os\n", "\n", "os.environ[\"NUMBA_NUM_THREADS\"] = \"1\"\n", "os.environ[\"OMP_NUM_THREADS\"] = \"1\"\n", "os.environ[\"MKL_NUM_THREADS\"] = \"1\"\n", "\n", "import cotengra as ctg\n", "import matplotlib.pyplot as plt\n", "import networkx as nx\n", "import numpy as np\n", "import quimb as qu\n", "import quimb.tensor as qtn\n", "from tqdm import tqdm\n", "\n", "from qpe_toolbox.circuit import (\n", " brute_force_maxcut,\n", " draw_layered_circuit,\n", " draw_layered_expval,\n", " study_optimization_time_costs,\n", ")" ] }, { "cell_type": "code", "execution_count": 2, "id": "67d0547b", "metadata": { "execution": { "iopub.execute_input": "2026-04-03T03:47:35.159292Z", "iopub.status.busy": "2026-04-03T03:47:35.159005Z", "iopub.status.idle": "2026-04-03T03:47:35.162273Z", "shell.execute_reply": "2026-04-03T03:47:35.161363Z" } }, "outputs": [], "source": [ "my_markers = [\n", " {\n", " \"linestyle\": \"\",\n", " \"marker\": \"o\",\n", " \"markeredgecolor\": \"k\",\n", " \"markersize\": 8,\n", " \"markerfacecolor\": \"r\",\n", " },\n", " {\n", " \"linestyle\": \"\",\n", " \"marker\": \"s\",\n", " \"markeredgecolor\": \"k\",\n", " \"markersize\": 8,\n", " \"markerfacecolor\": \"gold\",\n", " },\n", " {\n", " \"linestyle\": \"\",\n", " \"marker\": \"^\",\n", " \"markeredgecolor\": \"k\",\n", " \"markersize\": 8,\n", " \"markerfacecolor\": \"limegreen\",\n", " },\n", "]" ] }, { "cell_type": "markdown", "id": "c576a70c", "metadata": {}, "source": [ " In order to present the different options for the optimized contraction, we use two different types of underlying graphs on the MaxCut problem." ] }, { "cell_type": "code", "execution_count": 3, "id": "5ceb99b5", "metadata": { "execution": { "iopub.execute_input": "2026-04-03T03:47:35.163820Z", "iopub.status.busy": "2026-04-03T03:47:35.163542Z", "iopub.status.idle": "2026-04-03T03:47:35.167995Z", "shell.execute_reply": "2026-04-03T03:47:35.167312Z" } }, "outputs": [], "source": [ "rng = np.random.default_rng(42)\n", "\n", "# random regular graph\n", "regularity = 3\n", "G_reg = nx.random_regular_graph(d=regularity, n=10, seed=42)\n", "terms_reg = dict.fromkeys(G_reg.edges, 1)\n", "\n", "# weighted Erdos-Renyi graph\n", "graph_sparsity = 0.25\n", "G_wER = nx.fast_gnp_random_graph(n=14, p=graph_sparsity, seed=42)\n", "terms_wER = {(i, j): rng.random() for i, j in G_wER.edges}\n", "amplitudes_wER = np.fromiter(terms_wER.values(), float)" ] }, { "cell_type": "markdown", "id": "c74c54fe", "metadata": {}, "source": [ " For clarity, we visualize the two types of graphs. For simpler visualization of the connections, we scale the opacity of the edges by their weight.\n", "\n", " Clearly, the [random regular](https://networkx.org/documentation/stable/reference/generated/networkx.generators.random_graphs.random_regular_graph.html) graph only displays three connections per node, while the [Erdos-Renyi](https://networkx.org/documentation/stable/reference/generated/networkx.generators.random_graphs.fast_gnp_random_graph.html) graph may include many (inequivalent) more edges." ] }, { "cell_type": "code", "execution_count": 4, "id": "9d3aeeda", "metadata": { "execution": { "iopub.execute_input": "2026-04-03T03:47:35.169300Z", "iopub.status.busy": "2026-04-03T03:47:35.169122Z", "iopub.status.idle": "2026-04-03T03:47:35.439223Z", "shell.execute_reply": "2026-04-03T03:47:35.438504Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Weighted Erdos-Renyi graph')" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax_reg, ax_wER) = plt.subplots(1, 2, figsize=(10, 5 / 1.61), layout=\"tight\")\n", "\n", "# regular graph\n", "positions = nx.spring_layout(G_reg, seed=42)\n", "nx.draw_networkx_nodes(G_reg, positions, node_size=200, ax=ax_reg)\n", "nx.draw_networkx_edges(G_reg, positions, ax=ax_reg)\n", "\n", "# weighted Erdos-Renyi\n", "positions = nx.spring_layout(G_wER, seed=42)\n", "nx.draw_networkx_nodes(G_wER, positions, node_size=200, ax=ax_wER)\n", "nx.draw_networkx_edges(\n", " G_wER, positions, width=2 * amplitudes_wER, alpha=amplitudes_wER, ax=ax_wER\n", ")\n", "ax_reg.set_title(r\"Regular graph with $d=3$\")\n", "ax_wER.set_title(r\"Weighted Erdos-Renyi graph\")" ] }, { "cell_type": "markdown", "id": "b9df2968", "metadata": {}, "source": [ " We will try to understand how complex is it to find good QAOA circuit parametrizations for each case, taking into account connectivity and the inequivalence of edges in the second case." ] }, { "cell_type": "markdown", "id": "ac509040", "metadata": {}, "source": [ " ## Building the QAOA circuits" ] }, { "cell_type": "markdown", "id": "040bdf1a", "metadata": {}, "source": [ " Solving the MaxCut problem consists in finding a partition of a graph with a maximum weight across the cut\n", "\n", " (where $\\mathrm{cut}$ is a subset of the full edge set $E$):\n", "\n", "\n", "\n", " $$\\mathrm{argmax}_\\mathrm{cut}\\Big ( \\mathrm{cost_{cut}}=\\sum_{(i,j) \\in \\mathrm{cut}} w_{ij} \\Big )$$\n", "\n", "\n", "\n", " This corresponds to finding the ground state of the classical antiferromagnetic Ising model\n", "\n", "\n", "\n", " $$H=\\sum_{(i,j)\\in E} w_{ij}(1-\\sigma^z_i\\sigma^z_j)$$\n", "\n", "\n", "\n", " In order to find the partition(s) with the lowest energy, the [QAOA Ansatz](https://arxiv.org/abs/1411.4028) of depth $p$ takes inspiration from the quantum annealing approach and uses a parametrized circuit constituted by 'Trotterized' layers of real time evolution (see our example [trotter_decomposition](trotter_decomposition.ipynb)). It alternates the action of a mixer Hamiltonian with an easy ground state, the transverse magnetization $\\mathbb{M}_x=\\sum_i \\sigma^x_i$ with phase $\\beta$, and the target antiferromagnetic Ising Hamiltonian with phase $\\gamma$:\n", "\n", "\n", "\n", " $$|\\Psi_{\\mathrm{Ansatz}}\\rangle = U_x^{(p)}U_{zz}^{(p)}...U_x^{(1)}U_{zz}^{(1)}|\\mathrm{GS}\\{\\mathbb{M}_x\\}\\rangle =e^{-i\\beta_p \\mathbb{M}_x} e^{-i\\gamma_p H}...e^{-i\\beta_1 \\mathbb{M}_x} e^{-i\\gamma_1 H} |\\mathrm{GS}\\{\\mathbb{M}_x\\}\\rangle$$\n", "\n", "\n", "\n", " Given the local structure of $\\mathbb{M}_x$ and $H$ together with the 'Trotterized' construction of the circuit, the computation of the expectation value of the energy\n", "\n", "\n", "\n", " $$\\langle H \\rangle=\\sum_{(i,j)\\in E} w_{ij}(1- \\langle \\sigma^z_i\\sigma^z_j \\rangle )$$\n", "\n", "\n", "\n", " simplifies into a sum of smaller circuits $\\langle \\sigma^z_i\\sigma^z_j \\rangle=\\langle \\sigma^z_i\\sigma^z_j \\rangle_{(i,j) ~\\mathrm{causal}}$. This simplification can be further understood in the following cells; importantly, the causal networks are notably smaller and can be contracted exactly for middle-sized instances, and approximately for bigger ones." ] }, { "cell_type": "code", "execution_count": 5, "id": "450eef84", "metadata": { "execution": { "iopub.execute_input": "2026-04-03T03:47:35.440702Z", "iopub.status.busy": "2026-04-03T03:47:35.440538Z", "iopub.status.idle": "2026-04-03T03:47:35.571007Z", "shell.execute_reply": "2026-04-03T03:47:35.570236Z" }, "lines_to_next_cell": 2 }, "outputs": [], "source": [ "# circuit depth\n", "p = 3\n", "gammas = rng.standard_normal(p)\n", "betas = rng.standard_normal(p)\n", "\n", "# quimb already includes constructor functions for generating the `Circuit` instance for QAOA\n", "circ_reg = qtn.circ_qaoa(terms_reg, p, gammas, betas)\n", "circ_wER = qtn.circ_qaoa(terms_wER, p, gammas, betas)" ] }, { "cell_type": "markdown", "id": "67216537", "metadata": {}, "source": [ " The constructed circuit associated to the Ansatz is the following:" ] }, { "cell_type": "code", "execution_count": 6, "id": "f50fefda", "metadata": { "execution": { "iopub.execute_input": "2026-04-03T03:47:35.572632Z", "iopub.status.busy": "2026-04-03T03:47:35.572486Z", "iopub.status.idle": "2026-04-03T03:47:35.871468Z", "shell.execute_reply": "2026-04-03T03:47:35.870737Z" }, "lines_to_next_cell": 2 }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = draw_layered_circuit(\n", " circ=circ_reg,\n", " list_names=[\n", " r\"$0$\",\n", " [f\"$\\\\mathrm{{R_x^{{({i})}} }}$\" for i in range(1, p + 1)],\n", " [r\"$\\mathrm{CNOT}$\"] * p,\n", " ],\n", ");" ] }, { "cell_type": "markdown", "id": "ba79347e", "metadata": {}, "source": [ " For efficiency, we may only contract the subset of gates involved in the computation of the energy of an edge, which may be much smaller thanks to the locality of the associated operator. The simplification arises from unitary cancellation\n", "\n", " $$U U^\\dagger=U^\\dagger U = 1$$\n", "\n", "and it is conditioned by the layout of the circuit: if the circuit is deep and narrow, unitary cancellation may occur only on the first layers close to the edge operator (central columns around $h_{ij}$ in the following plot); on the other hand, the wider the circuit is, the more cancellation may occur.\n", "\n", "The following function depicts the expectation value with unitary cancellation for the energy term between nodes 0 and 1 in the random regular graph QAOA Ansatz of depth $p=3$. The drawing must be read from left to right as\n", "\n", "$$\\langle \\mathrm{GS}\\{\\mathbb{M}_x\\} |~ U_x^{(1)}~U_{zz}^{(1)}~U_x^{(2)}~U_{zz}^{(2)}~U_x^{(3)}~U_{zz}^{(3)}~ h_{0,1} ~U_x^{(3)}~U_{zz}^{(3)}~U_x^{(2)}~U_{zz}^{(2)}~U_x^{(1)}~U_{zz}^{(1)}~|\\mathrm{GS}\\{\\mathbb{M}_x\\}\\rangle$$\n", "\n", "with $h_{0,1}=\\sigma^z_0\\sigma^z_1$." ] }, { "cell_type": "code", "execution_count": 7, "id": "d873da3a", "metadata": { "execution": { "iopub.execute_input": "2026-04-03T03:47:35.873264Z", "iopub.status.busy": "2026-04-03T03:47:35.873077Z", "iopub.status.idle": "2026-04-03T03:47:36.384207Z", "shell.execute_reply": "2026-04-03T03:47:36.383466Z" }, "lines_to_next_cell": 2 }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "list_names = [\n", " r\"$+$\",\n", " [f\"$\\\\mathrm{{R_x^{{({i})}} }}$\" for i in range(1, p + 1)],\n", " [\"$\\\\mathrm{{R_{{zz}} }}$\"] * p,\n", "]\n", "fig = draw_layered_expval(selected_edge=(3, 4), circ=circ_reg, list_names=list_names);" ] }, { "cell_type": "markdown", "id": "146be167", "metadata": {}, "source": [ " If we compare the former two pictures, we clearly see that in the expectation value the rotations of the first layer $U^{(1)}$ (outermost, closest to the state at the edges) appear completely unchanged, while the second layer $U^{(2)}$ is shallower thank to some cancellation, and the third layer $U^{(3)}$ (innermost, closest to the edge operator) is more simplified.\n", "\n", "\n", "\n", " The cost function for solving MaxCut with the QAOA Ansatz implies contracting these reduced networks for each edge observable featuring in the Hamiltonian.\n", "\n", "\n", "\n", " The next step consists in finding the best order of contraction (which may be non trivial due to the long-range gates and the lack of periodicity). This order can be found with or without intermediate compressions. In this notebook we restrain ourselves to exact contractions." ] }, { "cell_type": "markdown", "id": "48d495c6", "metadata": {}, "source": [ "## Understanding the cost of contractions: the contraction tree, W and C" ] }, { "cell_type": "markdown", "id": "b93d5a62", "metadata": {}, "source": [ " Luckily, [$\\texttt{cotengra}$](https://cotengra.readthedocs.io/en/latest/index.html) automatizes the optimization process for finding the best series of pairwise contractions in a network. The whole machinery is wrapped up into a [`HyperOptimizer`](https://github.com/jcmgray/cotengra/blob/5e22dcdb60bca4a30e34248b93b00bc736f214d5/cotengra/hyperoptimizers/hyper.py#L353) object.\n", "\n", "\n", "\n", " When a set of contractions is to be done, hyperoptimization rehearses the contraction without really contracting the network: instead, it uses a series of registed methods for finding the best contraction path given the network and the dimensions of the tensors.\n", "\n", "\n", "\n", " Before examining the inner workings of hyperoptimization, we first introduce the concept of a contraction tree, which is closely tied to the cost functions the hyperoptimizer seeks to minimize. For the sake of clearness, the reader may execute the following two cells (where we define generic simple hyperoptimizers and rehearse the energy computation) and jump to the next explanation." ] }, { "cell_type": "code", "execution_count": 8, "id": "94281e96", "metadata": { "execution": { "iopub.execute_input": "2026-04-03T03:47:36.385763Z", "iopub.status.busy": "2026-04-03T03:47:36.385618Z", "iopub.status.idle": "2026-04-03T03:47:36.388424Z", "shell.execute_reply": "2026-04-03T03:47:36.387738Z" } }, "outputs": [], "source": [ "# generic minimal options for hyperoptimization\n", "opt_eco_reg = ctg.ReusableHyperOptimizer(\n", " max_repeats=128,\n", " methods=[\"greedy\"],\n", " optlib=\"random\",\n", " minimize=\"write\",\n", ")\n", "\n", "opt_eco_wER = ctg.ReusableHyperOptimizer(\n", " max_repeats=128,\n", " methods=[\"greedy\"],\n", " optlib=\"random\",\n", " minimize=\"write\",\n", ")" ] }, { "cell_type": "code", "execution_count": 9, "id": "e316840b", "metadata": { "execution": { "iopub.execute_input": "2026-04-03T03:47:36.389702Z", "iopub.status.busy": "2026-04-03T03:47:36.389566Z", "iopub.status.idle": "2026-04-03T03:48:14.111759Z", "shell.execute_reply": "2026-04-03T03:48:14.110868Z" } }, "outputs": [], "source": [ "# edge operator\n", "ZZ = qu.pauli(\"Z\") & qu.pauli(\"Z\")\n", "\n", "# rehearse the random regular graph energy\n", "local_exp_rehs_reg = [\n", " circ_reg.local_expectation_rehearse(weight * ZZ, edge, optimize=opt_eco_reg)\n", " for edge, weight in tqdm(list(terms_reg.items()))\n", "]\n", "\n", "# rehearse the weighted Erdos-Renyi graph energy\n", "local_exp_rehs_wER = [\n", " circ_wER.local_expectation_rehearse(weight * ZZ, edge, optimize=opt_eco_wER)\n", " for edge, weight in tqdm(list(terms_wER.items()))\n", "]" ] }, { "cell_type": "markdown", "id": "d0fdeccb", "metadata": {}, "source": [ " The **contraction tree** is a representation of the contraction path together with the underlying (hyper)graph structure. It consists on the series of pairwise contractions between the tensors of the network, yielding a binary tree where the initial tensors are the leaves, and the final tensor (a scalar in our example) is in the root.\n", "\n", "\n", "\n", " A **tent representation** of this contraction tree contains valuable information: the left colorbar represents the $\\log_2$ of intermediate sizes of tensors generated along the contraction sequence, corresponding to the colors of the edges in the tent tree; the maximum of these is the **contraction width $W$**, thus an estimation of the RAM footprint. On the right side, the colorbar corresponds to the $\\log_{10}$ of the total number of scalar multiplications required to perform a particular contraction, corresponding to the colors of the nodes; the sum of all these is the **contraction cost $C$**." ] }, { "cell_type": "code", "execution_count": 10, "id": "037f2d58", "metadata": { "execution": { "iopub.execute_input": "2026-04-03T03:48:14.114205Z", "iopub.status.busy": "2026-04-03T03:48:14.113999Z", "iopub.status.idle": "2026-04-03T03:48:15.183865Z", "shell.execute_reply": "2026-04-03T03:48:15.182985Z" }, "lines_to_next_cell": 2 }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "W=11.0, C=4.67694953936863\n" ] }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tree_reg, W, C = (\n", " local_exp_rehs_reg[0][\"tree\"],\n", " local_exp_rehs_reg[0][\"W\"],\n", " local_exp_rehs_reg[0][\"C\"],\n", ")\n", "print(f\"W={W}, C={C}\")\n", "tree_reg.plot_tent(order=True)\n", "tree_reg.plot_contractions();" ] }, { "cell_type": "markdown", "id": "ddaffc5c", "metadata": {}, "source": [ " As it can be clearly seen, $W$ coincides with the top of the left colorbar in the tent plot, while $C$ cannot be easily read from the tent plot.\n", "\n", " The lower plot displays the intermediate sizes for each contraction numbered by the order of execution in the tree (**write**, purple line with dot markers), whose maximum is $W$; **peak** is the memory required for all intermediates to be stored at once (purple line with cross markers). Together with **write**, the cost of each contraction appears in green; the cost of the sum of all contractions (i.e. $C$) is displayed as a tick on the upper right corner." ] }, { "cell_type": "markdown", "id": "905607a9", "metadata": {}, "source": [ " In comparison to the tree sample from the random regular graph, the trees contributing on the expectation value of the energy for the Erdos-Renyi graph may be more complex due to the higher degree of connectivity of the nodes:" ] }, { "cell_type": "code", "execution_count": 11, "id": "1449c5b1", "metadata": { "execution": { "iopub.execute_input": "2026-04-03T03:48:15.185509Z", "iopub.status.busy": "2026-04-03T03:48:15.185329Z", "iopub.status.idle": "2026-04-03T03:48:17.556395Z", "shell.execute_reply": "2026-04-03T03:48:17.555424Z" }, "lines_to_next_cell": 2 }, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tree_wER = local_exp_rehs_wER[0][\"tree\"]\n", "tree_wER.plot_tent(order=True)\n", "tree_wER.plot_contractions();" ] }, { "cell_type": "markdown", "id": "16661000", "metadata": {}, "source": [ " Finally, if we are interested on a global view of the required contractions for the graph, we can plot $W$ and $C$ for all the trees, each associated to the local expectation value of an edge operator (the x-axis correspongs to the numbering of each expectation value as it appears on the list for computing the full energy):" ] }, { "cell_type": "code", "execution_count": 12, "id": "554cbf90", "metadata": { "execution": { "iopub.execute_input": "2026-04-03T03:48:17.557956Z", "iopub.status.busy": "2026-04-03T03:48:17.557784Z", "iopub.status.idle": "2026-04-03T03:48:17.860650Z", "shell.execute_reply": "2026-04-03T03:48:17.859839Z" }, "lines_to_next_cell": 2 }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(nrows=2, ncols=2, figsize=(10, 10 / 1.61))\n", "\n", "ax[0, 0].plot([rehs[\"W\"] for rehs in local_exp_rehs_reg])\n", "ax[0, 0].set_ylabel(\"contr. width, $W$, [log2]\", color=\"k\", size=16)\n", "ax[0, 0].set_title(\"random regular\", color=\"k\", size=16)\n", "\n", "ax[1, 0].plot([rehs[\"C\"] for rehs in local_exp_rehs_reg])\n", "ax[1, 0].set_ylabel(\"contr. cost, $C$, [log10]\", color=\"k\", size=16)\n", "ax[1, 0].set_xlabel(\"edges\", color=\"k\", size=16)\n", "\n", "ax[0, 1].plot([rehs[\"W\"] for rehs in local_exp_rehs_wER])\n", "ax[0, 1].set_title(\"weighted Erdos-Renyi\", color=\"k\", size=16)\n", "\n", "ax[1, 1].plot([rehs[\"C\"] for rehs in local_exp_rehs_wER])\n", "ax[1, 1].set_xlabel(\"edges\", color=\"k\", size=16);" ] }, { "cell_type": "markdown", "id": "7f6232b4", "metadata": {}, "source": [ " We detect that some of the trees in the second case reach a peak intermediate memory $W \\sim 19$, which corresponds to\n", "\n", "$2^{19}\\mathrm{complex~numbers}\\times 2\\frac{\\mathrm{real~numbers}}{\\mathrm{complex~number}}\\times 4\\frac{\\mathrm{bytes}}{\\mathrm{single~precision~real~number}}=4\\mathrm{~MB}$ (not big at all)." ] }, { "cell_type": "markdown", "id": "a13383cf", "metadata": {}, "source": [ " **So what is hyperoptimization about?** Finding the best contraction tree can depend on the underlying structure of the graph associated with the target contraction (here, the list of local expectation values in a QAOA Ansatz). Hyperoptimization leverages multiple path-finding methods and tunes their respective hyperparameters along the way to ensure that the resulting tree is truly optimal among all search strategies.\n", "\n", "\n", "\n", " The aim of the hyperoptimization procedure is to minimize a cost function reflecting the overall cost of the contraction (_minimize_ argument in the HyperOptimizer class), enabling us to target $W$ (_minimize='size'_), $C$ (_minimize='flops'_), the sum of all intermediate tensors written in memory (_minimize='write'_) or a sum of the former and the later (_minimize=f'combo-{alpha}'_, with _alpha_ being the prefactor of $C$ in the cost function).\n", "\n", "\n", "\n", " Finding the optimal contraction path in terms of speed and memory requirements is fundamental in many tasks. For our particular problem, this amounts to optimizing the execution of the cost function (the QAOA Ansatz energy), which enters another optimization loop in order to to solve the MaxCut instance." ] }, { "cell_type": "markdown", "id": "36cc191a", "metadata": {}, "source": [ "## Bayesian optimization loop" ] }, { "cell_type": "markdown", "id": "6fdacc53", "metadata": {}, "source": [ " Once the contraction trajectories are pre-optimized, we can use some [Bayesian optimizer](https://optuna.readthedocs.io/en/stable/tutorial/20_recipes/009_ask_and_tell.html) to maximize the energy of the circuit with the QAOA Ansatz." ] }, { "cell_type": "code", "execution_count": 13, "id": "465bbe09", "metadata": { "execution": { "iopub.execute_input": "2026-04-03T03:48:17.862233Z", "iopub.status.busy": "2026-04-03T03:48:17.862043Z", "iopub.status.idle": "2026-04-03T03:48:17.864705Z", "shell.execute_reply": "2026-04-03T03:48:17.864075Z" } }, "outputs": [], "source": [ "eps = 1e-6\n", "bounds = [(0.0 + eps, qu.pi / 2 - eps)] * p + [(-qu.pi / 4 + eps, qu.pi / 4 - eps)] * p" ] }, { "cell_type": "markdown", "id": "b0317157", "metadata": {}, "source": [ " We can monitor three times:\n", "\n", "\n", "\n", " (1) the time of sampling the Bayesian surrogate to decide the next points where to evaluate the function (ask)\n", "\n", "\n", "\n", " (2) the execution time for computing the cost function\n", "\n", "\n", "\n", " (3) the time required to re-fit the surrogate after new information is fed into it (tell)" ] }, { "cell_type": "code", "execution_count": 14, "id": "b74cf80b", "metadata": { "execution": { "iopub.execute_input": "2026-04-03T03:48:17.866067Z", "iopub.status.busy": "2026-04-03T03:48:17.865926Z", "iopub.status.idle": "2026-04-03T03:48:17.868603Z", "shell.execute_reply": "2026-04-03T03:48:17.867872Z" }, "lines_to_next_cell": 2 }, "outputs": [], "source": [ "ask_time, cost_time, tell_time = [], [], []" ] }, { "cell_type": "code", "execution_count": 15, "id": "3cd5eee6", "metadata": { "execution": { "iopub.execute_input": "2026-04-03T03:48:17.869877Z", "iopub.status.busy": "2026-04-03T03:48:17.869738Z", "iopub.status.idle": "2026-04-03T03:51:45.207766Z", "shell.execute_reply": "2026-04-03T03:51:45.206938Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[32m[I 2026-04-03 03:48:17,870]\u001b[0m A new study created in memory with name: no-name-7f42b488-75b6-42ad-84f2-d13947ffda9d\u001b[0m\n" ] } ], "source": [ "batch_size = 10 # number of energy points per batch given to update the surrogate\n", "num_iter = 20 # number of batches\n", "ask_time, tell_time, cost_time, study = study_optimization_time_costs(\n", " terms_reg, opt_eco_reg, bounds, batch_size=batch_size, num_iter=num_iter\n", ")" ] }, { "cell_type": "markdown", "id": "bb422a1a", "metadata": {}, "source": [ " After performing the optimization, we can break down the time cost of it:" ] }, { "cell_type": "code", "execution_count": 16, "id": "24ece4ef", "metadata": { "execution": { "iopub.execute_input": "2026-04-03T03:51:45.209559Z", "iopub.status.busy": "2026-04-03T03:51:45.209266Z", "iopub.status.idle": "2026-04-03T03:51:45.408272Z", "shell.execute_reply": "2026-04-03T03:51:45.407503Z" }, "lines_to_next_cell": 2 }, "outputs": [ { "data": { "image/png": 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NUgAoTz/9tGFfnTt3Vrp06aI9/uyzzxQAypw5c7RloigqvXr1Mvwe5+XlKQCUuXPnBjxXPY0bN67Ua01cuIwcOVLhed7v3wP7HZ48ebICQPnhhx+054qKipQmTZooGRkZ2ufSTTfdpLRt2zbo8ebOnRv0c9Ub9nd85swZw3IAyvTp033Wb9y4seEzjH129evXTzsfRVGUhx56SBEEQcnPz1cUJbS/ZUVRlOuvv15p3Lixz3EPHTrkcw3p1KmTkpqaqpw9e1Zb9vvvvys8zysjR470Oce7777bsM+bb75ZSU5O9n1RvMbWokULpX///oZxlpaWKk2aNFGuvfZabdntt9+upKamKqIoastOnTql8Dxv+MzxvoYpiqJ88MEHCgDl+++/15b5uy6E+r6Ul5cbrmeKor6GVqvVMJZt27b5vK6MUaNGGd4L9rn47LPPGtYbOnSownGcsn//fsM4LRaLYdnvv/+uAFBef/11bVl8fLwyYcIEn2NXhL/XcOvWrT7X52nTpikAlE8++cRnffZ+svubpk2bGvYb6rUllOtAKNfFcM71vvvuU6Kjow3Xd+/3S1EC/77oYedfv359pbCwUFv+4YcfKgCUV199NehYZs2apXAcZ7gnmTBhgt/7gw0bNigAlEmTJvk8p//7CvX3Z8yYMUp6erqSk5Nj2Ndtt92mxMfHa+MN5bMzFKgE7jxAkiR88803GDx4MJo2baotT09Pxx133IHNmzdr9i3j3nvvNTgZ999/P0wmE7766qtKj8Nut+O2227THrds2RIJCQlo3bq1wYFi/z948GBI+5UkCbfffjuKiorw6aefGprH2TcRgOrGFBQUoFevXhVa5oFYt24dnE4nJk+ebKj3HTt2LOLi4nzKUOx2O+68807tscViQbdu3UI+t3Bo06YNevTooT1mr+PVV1+NRo0a+SxnY8jNzcWGDRswbNgwFBUVIScnBzk5OTh79iz69++Pf/75R7PwExISsGvXLvzzzz8RGTP7RuyLL76Ay+Xyu85HH32E+Ph4XHvttdrYcnJy0KVLF9jtdmzcuBGA+k1pUVERnnjiCZ/6f/Yt6a+//orTp09j/PjxhnWuv/56tGrVym8Z0bhx4wyPe/XqZXj/vvrqK5hMJs0RAtQ+rQceeMCwXVRUFCwWCzZt2uS3dI+o3ciyjM8++wyDBg0yfLPJYL/DX331Fbp164Yrr7xSe85ut+Pee+/F4cOHsXv3bgDq39bx48exbdu2c3MCYXDvvfcanItevXpBkiQcOXIEQGh/y+Fw6tQp7Ny5E6NHj0ZSUpK2vEOHDrj22mv9Xtf8/d2fPXvW51qpZ+fOnfjnn39wxx134OzZs9pnVUlJCa655hp8//33kGUZADB8+HCcPn3aUCq+atUqyLJsCIrRX8PKy8uRk5ODyy+/HAAqfR3zxmq1atczSZJw9uxZ2O12tGzZstLH+OqrryAIAiZNmmRY/vDDD0NRFHz99deG5f369TNUOXTo0AFxcXGGz9qEhAT8/PPPOHnyZFhj0b+GLpcLZ8+eRfPmzZGQkGA4v48//hgdO3bUXFQ93r93o0aNMuw31GtLKNeBUK6LoZwru5736tULpaWl2Lt3b1j7CsbIkSMNFTpDhw5Fenq64W9JP5aSkhLk5OSgZ8+eUBTFbxm+Nx9//DE4jtNKb/V4vx8V/f4oioKPP/4YgwYNgqIohnuJ/v37o6CgQPtdiNRnJwmg84AzZ86gtLQULVu29HmudevWkGXZp3azRYsWhsd2ux3p6elV6lVo0KCBzy9tfHw8GjZs6LMMQMg3if/5z3+wYcMGvP/++z5lYl988QUuv/xy2Gw2JCUlISUlBQsWLEBBQUGlzoFdoL1fS4vFgqZNm2rPM/ydc2JiYrXcAOtFDuB5HSt6fffv3w9FUfDUU08hJSXF8MM+eFjz89NPP438/HxccsklaN++PR599FH88ccflR5znz59MGTIEMycORN16tTBTTfdhCVLlsDhcGjr/PPPPygoKEBqaqrP+IqLi7WxHThwAAC00hF/BHr/AKBVq1Y+7x+rOdbj/f4dOXIE6enpPuU33sewWq144YUX8PXXXyMtLQ29e/fGnDlzkJWVFXC8RO3hzJkzKCwsDPr7C6i/b4E+y9nzAPD444/DbrejW7duaNGiBSZMmGDoQ6lJvD+rEhMTAXg+k0L5Ww6HYH/3rVu31kRKOGP0B/tiaNSoUT6fVe+88w4cDod27WE9Qvqyv5UrV6JTp0645JJLtGW5ubl48MEHkZaWhqioKKSkpKBJkyYAUOnrmDeyLOOVV15BixYtYLVaUadOHaSkpOCPP/6o0rWyXr16PmXs3r+nDO/XG/D9rJ0zZw7++usvNGzYEN26dcOMGTNC+jKxrKwM06ZN03qR2Pnl5+cbzu/AgQMh/86x94AR6rUllOtAKNfFQOzatQs333wz4uPjERcXh5SUFO1L2Ej9vgC+94gcx6F58+aGe8SjR49qXzqwHlpW8hnKWA4cOIB69eoZvrQIREW/P2fOnEF+fj7efvttn7/NzMxMAJ77nEh9dlIPEKERKLks0HLFq1HSH5999hleeOEFPPPMMxgwYIDhuR9++AE33ngjevfujTfffBPp6ekwm81YsmRJ2M1slaUq5xapY1U0BvaN5COPPIL+/fv7XZf1W/Xu3RsHDhzA6tWr8c033+Cdd97BK6+8grfeegv33HNP2GNmE6r99NNP+L//+z+sXbsWd999N1566SX89NNPsNvtkGUZqampeO+99/zuI1DPQiSIdNre5MmTMWjQIHz22WdYu3YtnnrqKcyaNQsbNmxA586dI3osonbTunVr7Nu3D1988QXWrFmDjz/+GG+++SamTZt2ziJnAzVen8vPxcpSmTGyz9K5c+eiU6dOftdhX5RYrVYMHjwYn376Kd58801kZ2djy5YteP755w3rDxs2DD/++CMeffRRdOrUSftMHDBggHa8cPF+X55//nk89dRTuPvuu/HMM88gKSkJPM9j8uTJlT5GuITyeg8bNgy9evXCp59+im+++QZz587FCy+8gE8++SRoT+0DDzyAJUuWYPLkyejRowfi4+PBcRxuu+22Sp+f3t0Il4quA6FcF/2Rn5+PPn36IC4uDk8//TSaNWsGm82G7du34/HHHz9n7yWg/o5de+21yM3NxeOPP45WrVohJiYGJ06cwOjRoyM+llDvc+68806//bkAtJ7GSH12kgA6D0hJSUF0dLTfjP69e/eC53kfl+Cff/7BVVddpT0uLi7GqVOn8K9//UtbFonmy6rw999/Y9SoURg8eDD+/e9/+zz/8ccfw2azYe3atbBardryJUuW+Kwb6rmwuXf27dtnKCd0Op04dOgQ+vXrF+5pBORcvb7sPMxmc0jjT0pKQmZmJjIzM1FcXIzevXtjxowZlRJAjMsvvxyXX345nnvuObz//vsYMWIEVqxYgXvuuQfNmjXDunXrcMUVVwS96DD376+//vIJyGDo37+rr77a8Ny+ffsqNbdS48aNsX79ehQXFxsuTIHmxGjWrBkefvhhPPzww/jnn3/QqVMnvPTSS/jf//4X9rGJi4eUlBTExcVp6V+BaNy4ccDPcvY8IyYmBsOHD8fw4cPhdDpxyy234LnnnsPUqVNhs9ki9hmTmJjok3rodDpx6tSpSu0vlL9loHKf297s3bsXderUici8W2zccXFxIX2WDh8+HMuWLcP69euxZ88eKIpiKH/Ly8vD+vXrMXPmTEybNk1bHmoJcqjvy6pVq3DVVVf5TFKdn59vaPwP5/elcePGWLduHYqKigwukL/f03BIT0/H+PHjMX78eJw+fRqXXnopnnvuuaACaNWqVRg1ahReeuklbVl5ebnPa9OsWbMK//4CEe61JZTrQLDroj82bdqEs2fP4pNPPjHMw3jo0KFKnVMwvH8HFUXB/v37NRHx559/4u+//8ayZcswcuRIbT1/ibGBfq+aNWuGtWvXIjc3NyQXKBgpKSmIjY2FJEkh/W1W9NkZClQCdx4gCAKuu+46rF692mBPZmdn4/3338eVV16JuLg4wzZvv/22ofZ0wYIFEEXR8CETExMT8gR6kaa4uBg333wz6tevr0VFeyMIAjiOM3zbdfjwYb+Ti4Z6Lv369YPFYsFrr71m+Gbqv//9LwoKCrRkuUhwrl7f1NRU9O3bFwsXLvR7w6KPp/WOXrXb7WjevHlI1rw/8vLyfL5RZd+csn0OGzYMkiThmWee8dleFEXtNbruuusQGxuLWbNmoby83LAeO0bXrl2RmpqKt956yzDmr7/+Gnv27KnU+/evf/0LoihiwYIF2jJJkvD6668b1istLfUZV7NmzRAbG1vp14+4eOB5HoMHD8b//d//+Y14Zb/D//rXv/DLL79g69at2nMlJSV4++23kZGRgTZt2gDw/Vu1WCxo06YNFEXRPtvZTX9VP2eaNWuG77//3rDs7bffrnT0bih/y4A6/lBKadLT09GpUycsW7bMcK5//fUXvvnmG8MXe1WhS5cuaNasGV588UUUFxf7PO8d9d2vXz8kJSVh5cqVWLlyJbp162YorWLfant/Rvqb/NUfob4vgiD4HOOjjz7yiW8O5/flX//6FyRJwhtvvGFY/sorr4DjuKCCxR+SJPm816mpqahXr16Fn5/+zu/111/3eR2GDBmC33//HZ9++qnPPipyJ0O9toRyHQjluhjoPL3H6nQ68eabbwYde2V49913UVRUpD1etWoVTp06pb2v/saiKApeffVVn30F+r0aMmQIFEXx67qE6xYLgoAhQ4bg448/9ityg93n+PvsDAVygM4Tnn32WXz77be48sorMX78eJhMJixcuBAOh8PvvDROpxPXXHONFpf85ptv4sorr8SNN96ordOlSxcsWLAAzz77LJo3b47U1FSfbz6qi5kzZ2L37t34z3/+g9WrVxuea9asGXr06IHrr78eL7/8MgYMGIA77rgDp0+fxvz589G8eXOfvpUuXbpg3bp1ePnll1GvXj00adLEJxocUL9FmDp1KmbOnIkBAwbgxhtv1F6fyy67zBB4UFVCHVMkmD9/Pq688kq0b98eY8eORdOmTZGdnY2tW7fi+PHj2nwQbdq0Qd++fdGlSxckJSXh119/1WJJK8OyZcvw5ptv4uabb0azZs1QVFSERYsWIS4uTrsp6dOnD+677z7MmjULO3fuxHXXXQez2Yx//vkHH330EV599VUMHToUcXFxeOWVV3DPPffgsssuwx133IHExET8/vvvKC0txbJly2A2m/HCCy8gMzMTffr0we23365FlWZkZOChhx4K+xwGDRqEK664Ak888QQOHz6MNm3a4JNPPvG5WP/999/a31SbNm1gMpnw6aefIjs72xAOQtRenn/+eXzzzTfo06cP7r33XrRu3RqnTp3CRx99hM2bNyMhIQFPPPEEPvjgAwwcOBCTJk1CUlISli1bhkOHDuHjjz/Wmtmvu+461K1bF1dccQXS0tKwZ88evPHGG7j++uu1b+S7dOkCAHjyySdx2223wWw2Y9CgQWG7Iffccw/GjRuHIUOG4Nprr8Xvv/+OtWvXGtyDcAjlb5mNf+XKlZgyZQouu+wy2O12DBo0yO8+586di4EDB6JHjx4YM2aMFoMdHx/vd66cysDzPN555x0MHDgQbdu2RWZmJurXr48TJ05g48aNiIuLw//93/9p65vNZtxyyy1YsWIFSkpK8OKLL/q8DqxHxOVyoX79+vjmm29C/kY/1PflhhtuwNNPP43MzEz07NkTf/75J9577z1DlQOgXlsTEhLw1ltvITY2FjExMejevbtPPwygfi5eddVVePLJJ3H48GF07NgR33zzDVavXo3JkydXOK2DN0VFRWjQoAGGDh2Kjh07wm63Y926ddi2bZvB2fHHDTfcgOXLlyM+Ph5t2rTB1q1bsW7dOi0emfHoo49i1apVuPXWW3H33XejS5cuyM3Nxeeff4633noLHTt2DHiMUK8toVwHQrku+qNnz55ITEzEqFGjMGnSJHAch+XLl1dLaWlSUhKuvPJKZGZmIjs7G/PmzUPz5s0xduxYAGrfU7NmzfDII4/gxIkTiIuLw8cff+y3h459Dk2aNAn9+/eHIAi47bbbcNVVV+Guu+7Ca6+9hn/++Ucr+/zhhx9w1VVXhX3fMXv2bGzcuBHdu3fH2LFj0aZNG+Tm5mL79u1Yt24dcnNzAYT22RkSVc6RIyLG9u3blf79+yt2u12Jjo5WrrrqKkNssqJ4ojS/++475d5771USExMVu92ujBgxwhAfqiiKkpWVpVx//fVKbGysAkCLxA4Ug+0vVjBQ1C8AQ9yld8Qniyj296OP9/zvf/+rtGjRQrFarUqrVq2UJUuW+I1k3rt3r9K7d28lKirKsI9A8dtvvPGG0qpVK8VsNitpaWnK/fffr+Tl5RnWCXTO/uIn/RHOmEJ9HRXFExHrHcN54MABZeTIkUrdunUVs9ms1K9fX7nhhhuUVatWaes8++yzSrdu3ZSEhAQlKipKadWqlfLcc88ZItP9ESgGe/v27crtt9+uNGrUSLFarUpqaqpyww03KL/++qvPum+//bbSpUsXJSoqSomNjVXat2+vPPbYY8rJkycN633++edKz549laioKCUuLk7p1q2b8sEHHxjWWblypdK5c2fFarUqSUlJyogRI5Tjx48b1hk1apQSExMT0rmcPXtWueuuu5S4uDglPj5eueuuu5QdO3YYImNzcnKUCRMmKK1atVJiYmKU+Ph4pXv37sqHH37o9zWjGOzayZEjR5SRI0cqKSkpitVqVZo2bapMmDBBcTgc2joHDhxQhg4dqiQkJCg2m03p1q2b8sUXXxj2s3DhQqV3795KcnKyYrValWbNmimPPvqoUlBQYFjvmWeeUerXr6/wPF9hJHagGGxJkpTHH39cqVOnjhIdHa30799f2b9/f8AYbO94X3/XDEWp+G+5uLhYueOOO5SEhAQFgPa56i8GW1EUZd26dcoVV1yh7W/QoEHK7t27QzrHiqZi0LNjxw7llltu0V77xo0bK8OGDVPWr1/vs+63336rAFA4jlOOHTvm8/zx48eVm2++WUlISFDi4+OVW2+9VTl58qRPZLG/8YX6vpSXlysPP/ywkp6erkRFRSlXXHGFsnXrVqVPnz4+U12sXr1aadOmjWIymQyvsb/rWlFRkfLQQw8p9erVU8xms9KiRQtl7ty5hghjRfF/nVIUY1y3w+FQHn30UaVjx45KbGysEhMTo3Ts2FF58803fd8AL/Ly8pTMzEylTp06it1uV/r376/s3bvX53VQFPWzfOLEiUr9+vUVi8WiNGjQQBk1apQWncx+Vz/66CO/x6ro2hLKdSCc66I3W7ZsUS6//HIlKipKqVevnvLYY49pU2Lo/76qGoP9wQcfKFOnTlVSU1OVqKgo5frrrzdEWyuKouzevVvp16+fYrfblTp16ihjx47V4qn1f5uiKCoPPPCAkpKSonAcZ7i+iqKozJ07V2nVqpVisViUlJQUZeDAgcpvv/1mGHdFvz+M7OxsZcKECUrDhg0Vs9ms1K1bV7nmmmuUt99+W1sn1M/OiuDcgyMuENhEXtu2bfMbxUoQlYFNHnvmzBlwHOfzzRvhIT8/H6Io4tJLL0WHDh3wxRdf1PSQCIIgCIIIA+oBIghCIyUlpdLNr7WFvn37IiUlxSeaniAIgiCICwPqASIIAiNHjtQmbjSZ6GMhGAsXLtSaS6sz4psgCIIgiOqB7nQIgkDTpk19GmoJ/1RX0AVBEARBEOcG6gEiCIIgCIIgCKLWQD1ABEEQBEEQBEHUGkgAEQRBEARBEARRa7ggeoBkWcbJkycRGxsLjuNqejgEQRC1BkVRUFRUhHr16mmTeBJ0XSIIgqhJqnptuiAE0MmTJ9GwYcOaHgZBEESt5dixY2jQoEFND+O8ga5LBEEQNU9lr00XhACKjY0FoJ5kXFxcDY+GIAii9lBYWIiGDRtqn8OECl2XCIIgao6qXpsuCAHEygvi4uLoQkMQBFEDUJmXEbouEQRB1DyVvTZRQTdBEARBEARBELUGEkAEQRAEQRAEQdQaKiWA5s+fj4yMDNhsNnTv3h2//PJL0PXz8/MxYcIEpKenw2q14pJLLsFXX31VqQETBEEQBEEQBEFUlrB7gFauXIkpU6bgrbfeQvfu3TFv3jz0798f+/btQ2pqqs/6TqcT1157LVJTU7Fq1SrUr18fR44cQUJCQiTGTxBVRlEUiKIISZJqeigEcc4RBAEmk4l6fAiCIIhaQ9gC6OWXX8bYsWORmZkJAHjrrbfw5ZdfYvHixXjiiSd81l+8eDFyc3Px448/wmw2AwAyMjKqNmqCiBBOpxOnTp1CaWlpTQ+FIGqM6OhopKenw2Kx1PRQCIIgCKLaCUsAOZ1O/Pbbb5g6daq2jOd59OvXD1u3bvW7zeeff44ePXpgwoQJWL16NVJSUnDHHXfg8ccfhyAIfrdxOBxwOBza48LCwnCGSRAhIcsyDh06BEEQUK9ePVgsFvoWnKhVKIoCp9OJM2fO4NChQ2jRogVNdkoQBEFc9IQlgHJyciBJEtLS0gzL09LSsHfvXr/bHDx4EBs2bMCIESPw1VdfYf/+/Rg/fjxcLhemT5/ud5tZs2Zh5syZ4QytWlm3Oxtz1u7F7d0aIfOKJjU9HCJCOJ1OyLKMhg0bIjo6uqaHQxA1QlRUFMxmM44cOQKn0wmbzVbTQyIiiEOUUFQuoo7dWtNDIQiCOG+o9q/6ZFlGamoq3n77bXTp0gXDhw/Hk08+ibfeeivgNlOnTkVBQYH2c+zYseoeZlDe2Lgff2cXY86afVAUpUbHQkQe+sabqO3Q38DFy3s/HcWtb/mv0CAIgqithOUA1alTB4IgIDs727A8OzsbdevW9btNeno6zGazodytdevWyMrKgtPp9FtzbrVaYbWeP99WnS4sBwCUuSQUlouIjzLX8IgIgiAIomLOljiQX+qs6WEQBEGcV4T1tZ/FYkGXLl2wfv16bZksy1i/fj169Ojhd5srrrgC+/fvhyzL2rK///77gmq4zdVdPPJK6EJCEARBXBg4RRmiTJULBEEQesKue5gyZQoWLVqEZcuWYc+ePbj//vtRUlKipcKNHDnSEJJw//33Izc3Fw8++CD+/vtvfPnll3j++ecxYcKEyJ1FNVLmlFDu8oi3XPomjbjA4TgOn332WcT2t2XLFrRv3x5msxmDBw/Gpk2bwHEc8vPzI3aMSDNjxgx06tQp5PUPHz4MjuOwc+fOahsTQVSVv7OLcNP8LXCInkh/hyhDIgFEEARhIOwY7OHDh+PMmTOYNm0asrKy0KlTJ6xZs0YLRjh69Kihnrxhw4ZYu3YtHnroIXTo0AH169fHgw8+iMcffzxyZ1GNeAsecoAIwsiUKVPQqVMnfP3117Db7YiOjsapU6cQHx8PAFi6dCkmT558XgsigrgY2HOqEL8fy0dxuQirXS07d7hIABEEQXgTtgACgIkTJ2LixIl+n9u0aZPPsh49euCnn36qzKFqHG/Bc5YEEEEYOHDgAMaNG4cGDRpoywL1BBIEUX2UOlXnR9KF9TglEkAEQRDeUPRPBeSWkANEnF+sWbMGV155JRISEpCcnIwbbrgBBw4c0J53Op2YOHEi0tPTYbPZ0LhxY8yaNSvg/qZPn4709HT88ccfYY2DlYWdPXsWd999NziOw9KlSw0lcJs2bUJmZiYKCgrAcRw4jsOMGTP87o+VpS1evBiNGjWC3W7H+PHjIUkS5syZg7p16yI1NRXPPfecYbujR4/ipptugt1uR1xcHIYNG+YT1DJ79mykpaUhNjYWY8aMQXl5uc/x33nnHbRu3Ro2mw2tWrXCm2++GdbrQRA1DRNA+rBShyhBlBVKMCUIgtBRKQeoNpHnVQJHPUAXP4Ne34wzRY6KV4wgKbFW/N8DV4a0bklJCaZMmYIOHTqguLgY06ZNw80334ydO3eC53m89tpr+Pzzz/Hhhx+iUaNGOHbsmN8oeUVRMGnSJHzxxRf44Ycf0Lx5cwDAuHHj8L///S/oGIqLi9GwYUOcOnUKLVu2xNNPP43hw4cjPj4eP//8s7Zez549MW/ePEybNg379u0DANjt9oD7PXDgAL7++musWbMGBw4cwNChQ3Hw4EFccskl+O677/Djjz/i7rvvRr9+/dC9e3fIsqyJn++++w6iKGLChAkYPny45kZ/+OGHmDFjBubPn48rr7wSy5cvx2uvvYamTZtqx33vvfcwbdo0vPHGG+jcuTN27NiBsWPHIiYmBqNGjQrpfSEubGbPno2pU6fiwQcfxLx582p6OJWizCkCAGSd2HG4e1hlBRBonmeCIAgAJIAqhByg2seZIgeyCn0dgvOFIUOGGB4vXrwYKSkp2L17N9q1a4ejR4+iRYsWuPLKK8FxHBo3buyzD1EUceedd2LHjh3YvHkz6tevrz339NNP45FHHqlwHIIgoG7duuA4DvHx8X7L3iwWC+Lj48FxXEhlcbIsY/HixYiNjUWbNm1w1VVXYd++ffjqq6/A8zxatmyJF154ARs3bkT37t2xfv16/Pnnnzh06BAaNmwIAHj33XfRtm1bbNu2DZdddhnmzZuHMWPGYMyYMQCAZ599FuvWrTO4QNOnT8dLL72EW265BQDQpEkT7N69GwsXLiQBVAvYtm0bFi5ciA4dOtT0UKqEVgInG0vgAECUZQi84Hc7giCI2gYJoArwFjzegoi4+EiJPfdzUIVzzH/++QfTpk3Dzz//jJycHC1i/ujRo2jXrh1Gjx6Na6+9Fi1btsSAAQNwww034LrrrjPs46GHHoLVasVPP/2EOnXqGJ5LTU1Fampq1U+qEmRkZCA2NlZ7nJaWBkEQDMEqaWlpOH36NABgz549aNiwoSZ+AKBNmzZISEjAnj17cNlll2HPnj0YN26c4Tg9evTAxo0bAaiO2oEDBzBmzBiMHTtWW0cURS3Igbh4KS4uxogRI7Bo0SI8++yzAddzOBxwODzOcGFh4bkYXlj4LYFzO0DUB0QQBOGBBFAFeJe8kQC6+Am1FK2mGDRoEBo3boxFixahXr16kGUZ7dq1g9Op/m5eeumlOHToEL7++musW7cOw4YNQ79+/bBq1SptH9deey0++OADrF27FiNGjDDsP9QSuOrAbDZOMsxxnN9l+nnFqgo7l0WLFqF79+6G5/QTOBMXJxMmTMD111+Pfv36BRVAs2bNwsyZM8/hyMKn1F8JnDsSm+YCIgiC8EACqALySlzGx6WuAGsSRPVz9uxZ7Nu3D4sWLUKvXr0AAJs3b/ZZLy4uDsOHD8fw4cMxdOhQDBgwALm5uUhKSgIA3HjjjRg0aBDuuOMOCIKA2267Tds21BK4ULFYLJAkqeIVK0Hr1q21HifmAu3evRv5+flo06aNts7PP/+MkSNHatvpUynT0tJQr149HDx40EcMEhc3K1aswPbt27Ft27YK1506dSqmTJmiPS4sLDQ4j+cD/krgHKLbAZJIABEEQTBIAFWAt+NDDhBRkyQmJiI5ORlvv/020tPTcfToUTzxxBOGdV5++WWkp6ejc+fO4HkeH330EerWrYuEhATDejfffDOWL1+Ou+66CyaTCUOHDgUQ+RK4jIwMFBcXY/369ejYsSOio6MRHR0dkX3369cP7du3x4gRIzBv3jyIoojx48ejT58+6Nq1KwDgwQcfxOjRo9G1a1dcccUVeO+997Br1y5DCMLMmTMxadIkxMfHY8CAAXA4HPj111+Rl5dnuOklLh6OHTuGBx98EN9++y1sNluF61utVlit5748NhzK3AJIb/Y4RdYDRAKIIAiCQTHYFeCdAldQ5oIoRa78hiDCged5rFixAr/99hvatWuHhx56CHPnzjWsExsbizlz5qBr16647LLLcPjwYS1EwJuhQ4di2bJluOuuu/DJJ59Uy5h79uyJcePGYfjw4UhJScGcOXMitm+O47B69WokJiaid+/e6NevH5o2bYqVK1dq6wwfPhxPPfUUHnvsMXTp0gVHjhzB/fffb9jPPffcg3feeQdLlixB+/bt0adPHyxduhRNmjSJ2FiJ84vffvsNp0+fxqWXXgqTyQSTyYTvvvsOr732GkwmU7W5ltVJibsETlH8OEAkgAiCIDQ45QKYHKCwsBDx8fEoKChAXFzcOT12t+fW4bRXJPK2J/vVSKM8EVnKy8tx6NAhNGnSJKRvgAniYiXY30JNfv5WJ0VFRThy5IhhWWZmJlq1aoXHH38c7dq1C7r9+fi63PTGZvx+vABrJvdCq7rqmLo+uw45xQ5sfvwqNEiMjPNKEARR01T1M5hK4IKgKIqPAwSorhAJIIIgiAuX2NhYH5ETExOD5OTkCsXP+QrrAdJnhLAQBHKACIIgPFAJXBCKHSJcfhpHqQ+IIAiCON/QBJCfEjjqASIIgvBADlAQvBPgPMtJABEEQVxsbNq0qaaHUCW8Y7AVRdFCEMgBIgiC8EAOUBD0cwBFWwS/ywmCIAjifKDUKwXOqQvsESkGmyAIQoMEUBD0Tk/TlBjt/7nFJIAIgiCI8wdJVrRyN+YAMfdHv4wgCIIgARQUfa9P8xS7Zzk5QARBEMR5RJnLE9stuy0gh04AUQ8QQRCEBxJAQdAnwDXTCSDqASIIgiDOJ1j/D+ApgdMLIEmm+esIgiAYJICCoHeAmqXqHSD/4QgEQRAEUROUOnQOkJ8SOOoBIgiC8EACKAh5OqHTKCkaAs8BAHJLHIE2IQiCIIhzDgtAAPQlcJ5llAJHEAThgQRQEPSlbnXsViRGm93LyQEiLjz69u2LyZMna48zMjIwb968GhtPdbBp0yZwHIf8/PyaHkpIzJgxA506dQp5/cOHD4PjOOzcubPaxkRcmJS5/JTAuagHiCAIwh8kgIKgDztIiDYjKcaiLqceIKIG8RYyBEEQBgeIlcBJ+h4gEkAEQRAMEkBBYA5QjEWAzSwgMVoVQGUuCWW6iw1BEARB1CQluh4gyS2AyAEiCILwDwmgILAUuES388McIP1zBHEuGT16NL777ju8+uqr4DgOHMfh8OHDAIC//voLAwcOhN1uR1paGu666y7k5ORUyziOHDmCQYMGITExETExMWjbti2++uorAIAkSRgzZgyaNGmCqKgotGzZEq+++qrPeQwePBjPP/880tLSkJCQgKeffhqiKOLRRx9FUlISGjRogCVLlmjbsPKvFStWoGfPnrDZbGjXrh2+++67oGPdvHkzevXqhaioKDRs2BCTJk1CSUlJwPVZWdrixYvRqFEj2O12jB8/HpIkYc6cOahbty5SU1Px3HPPGbY7evQobrrpJtjtdsTFxWHYsGHIzs42rDN79mykpaUhNjYWY8aMQXl5uc/x33nnHbRu3Ro2mw2tWrXCm2++GfT8CAIwlsApir8eIEqBIwiCYJhqegDnK7KsaCEITPgk6gRQbokT9RKiamRsRDWzsA9QfPrcHtOeCtwX/EYeAF599VX8/fffaNeuHZ5++mkAQEpKCvLz83H11VfjnnvuwSuvvIKysjI8/vjjGDZsGDZs2BDSEAYOHIgffvgh4PONGzfGrl27AAATJkyA0+nE999/j5iYGOzevRt2u5qUKMsyGjRogI8++gjJycn48ccfce+99yI9PR3Dhg3T9rdhwwY0aNAA33//PbZs2YIxY8bgxx9/RO/evfHzzz9j5cqVuO+++3DttdeiQYMG2naPPvoo5s2bhzZt2uDll1/GoEGDcOjQISQnJ/uM+cCBAxgwYACeffZZLF68GGfOnMHEiRMxceJEg7jyt93XX3+NNWvW4MCBAxg6dCgOHjyISy65BN999x1+/PFH3H333ejXrx+6d+8OWZY18fPdd99BFEVMmDABw4cPx6ZNmwAAH374IWbMmIH58+fjyiuvxPLly/Haa6+hadOm2nHfe+89TJs2DW+88QY6d+6MHTt2YOzYsYiJicGoUaNCeh+J2okxBEH910nzABEEQfiFBFAAispFrWaalb4lRRsFEHGRUnwaKDpZ06PwS3x8PCwWC6Kjo1G3bl1tObthfv7557VlixcvRsOGDfH333/jkksuqXDf77zzDsrKygI+bzabtf8fPXoUQ4YMQfv27QHAcBNvNpsxc+ZM7XGTJk2wdetWfPjhhwYBlJSUhNdeew08z6Nly5aYM2cOSktL8e9//xsAMHXqVMyePRubN2/Gbbfdpm03ceJEDBkyBACwYMECrFmzBv/973/x2GOP+Yx51qxZGDFihNYz1aJFC7z22mvo06cPFixYAJvN5vdcZVnG4sWLERsbizZt2uCqq67Cvn378NVXX2njfeGFF7Bx40Z0794d69evx59//olDhw6hYcOGAIB3330Xbdu2xbZt23DZZZdh3rx5GDNmDMaMGQMAePbZZ7Fu3TqDCzR9+nS89NJLuOWWW7TXbvfu3Vi4cCEJICIo+rJsrQROpB4ggiAIf5AACoA+ACGJSuBqF/bUC+6Yv//+OzZu3Ki5MHoOHDgQkgCqX79+yMebNGkS7r//fnzzzTfo168fhgwZgg4dOmjPz58/H4sXL8bRo0dRVlYGp9Ppk3bWtm1b8LynCjctLQ3t2rXTHguCgOTkZJw+bXTjevToof3fZDKha9eu2LNnj99x/v777/jjjz/w3nvvacsURYEsyzh06BBat27td7uMjAzExsYaxiYIgs942dj27NmDhg0bauIHANq0aYOEhATs2bMHl112Gfbs2YNx48b5nMvGjRsBACUlJThw4ADGjBmDsWPHauuIooj4+Hi/4yQIRolDgkXg4ZRkvyVwNA8QQRCEBxJAAdA7PAnu+OukGHKAagUhlKKdbxQXF2PQoEF44YUXfJ5LT08PaR/hlMDdc8896N+/P7788kt88803mDVrFl566SU88MADWLFiBR555BG89NJL6NGjB2JjYzF37lz8/PPPhv3pHSUA4DjO7zK5Cr0LxcXFuO+++zBp0iSf5xo1ahRwu3MxNm+Ki4sBAIsWLUL37t0NzwmCELHjEBcnpS4RMVYBzlIZkq4ETuA5SLJCDhBBEISOSgmg+fPnY+7cucjKykLHjh3x+uuvo1u3bn7XXbp0KTIzMw3LrFar3+bf8wn9HECs9E3fA5RHAoioISwWCyTJmEJ46aWX4uOPP0ZGRgZMpsp9rxFOCRwANGzYEOPGjcO4ceMwdepULFq0CA888AC2bNmCnj17Yvz48dq6Bw4cqNSY/PHTTz+hd+/eAFR35LfffsPEiRP9rnvppZdi9+7daN68ecSO74/WrVvj2LFjOHbsmOYC7d69G/n5+WjTpo22zs8//4yRI0cazoWRlpaGevXq4eDBgxgxYkS1jpe4+ChzSrDbTMgrdWkx2A5RRpRZQIlTpB4ggiAIHWHfKa1cuRJTpkzBW2+9he7du2PevHno378/9u3bh9RU/2U8cXFx2Ldvn/aY47jKj/gcoS+B01LgdD1AZ0kAETVERkYGfv75Zxw+fBh2ux1JSUmYMGECFi1ahNtvvx2PPfYYkpKSsH//fqxYsQLvvPNOSA5COCVwkydPxsCBA3HJJZcgLy8PGzdu1MrJWrRogXfffRdr165FkyZNsHz5cmzbtg1NmjSp9DnrmT9/Plq0aIHWrVvjlVdeQV5eHu6++26/6z7++OO4/PLLMXHiRNxzzz1aYMO3336LN954IyLjAYB+/fqhffv2GDFiBObNmwdRFDF+/Hj06dMHXbt2BQA8+OCDGD16NLp27YorrrgC7733Hnbt2mXon5o5cyYmTZqE+Ph4DBgwAA6HA7/++ivy8vIwZcqUiI2XuPgodUqIsaiXdL0Asph4OERO6wsiCIIgKhGD/fLLL2Ps2LHIzMxEmzZt8NZbbyE6OhqLFy8OuA3Hcahbt672k5aWFvQYDocDhYWFhp9zjcEB0lLgPN+AUw8QUVM88sgjEAQBbdq0QUpKCo4ePYp69ephy5YtkCQJ1113Hdq3b4/JkycjISHB0LcSKSRJwoQJE9C6dWsMGDAAl1xyiRbXfN999+GWW27B8OHD0b17d5w9e9bgBlWV2bNnY/bs2ejYsSM2b96Mzz//HHXq1PG7bocOHfDdd9/h77//Rq9evdC5c2dMmzYN9erVi9h4APUzbvXq1UhMTETv3r3Rr18/NG3aFCtXrtTWGT58OJ566ik89thj6NKlC44cOYL777/fsJ977rkH77zzDpYsWYL27dujT58+WLp0acTEI3HxUuaUEGvzFUBWE6+WwUkUg00QBMHgFCX0r4WcTieio6OxatUqDB48WFs+atQo5OfnY/Xq1T7bLF26FPfccw/q168PWZZx6aWX4vnnn0fbtm0DHmfGjBmGFClGQUEB4uLiQh1ulZj19R4s/O4gAOCDsZejR7NklDkltJ62BgBwedMkrLi3R7BdEOc55eXlOHToEJo0aRIwDYw4fzh8+DCaNGmCHTt2+AQqEFUj2N9CYWEh4uPjz+nn74XA+fa6jF7yCzgAG/edwUu3dsSQLg0w6+s9WPtXFnKKnZjcrwXu6dW0wv0QBEFcCFT1Mzisr4ZzcnIgSZKPg5OWloasrCy/27Rs2RKLFy/G6tWr8b///Q+yLKNnz544fvx4wONMnToVBQUF2s+xY8fCGWZE8OcARVkE2My8+3nXOR8TQRAEQfij1CkhxurlALnUEjgWhEAQBEGoRL42xosePXpg5MiR6NSpE/r06YNPPvkEKSkpWLhwYcBtrFYr4uLiDD/nmlydwNGXvrE+oFwqgSMIgrhgmTVrFi677DLExsYiNTUVgwcPNvSqXmiUOSXYvQSQU5JhNQkQeI5CEAiCIHSEJYDq1KkDQRCQnZ1tWJ6dnW2YlDEYZrMZnTt3xv79+8M59DlH3+OTqAs/YIEIeSVOhFE9SBBEFcnIyICiKFT+RkSE7777DhMmTMBPP/2Eb7/9Fi6XC9dddx1KSkpqemiVotQp6hwgdRk5QARBEP4JSwBZLBZ06dIF69ev15bJsoz169cbJicMhiRJ+PPPP0Oem6SmYCVwsTYTzILnZWLlcKKsoLBcrJGxEQRBEFVjzZo1GD16NNq2bYuOHTti6dKlOHr0KH777beaHlqlKHVKiLYI4DlvB4iHiRwggiAIA2HHYE+ZMgWjRo1C165d0a1bN8ybNw8lJSXaXD8jR45E/fr1MWvWLADA008/jcsvvxzNmzdHfn4+5s6diyNHjuCee+6J7JlEGFbipp/81PtxXokT8VHGuVEIgiCIC4+CggIAQFJSkt/nHQ4HHA6H9rgm0kmDUeaSYDML4DkOssx6gCRPClwEJ+0lCIK40AlbAA0fPhxnzpzBtGnTkJWVhU6dOmHNmjVaMMLRo0cNsbt5eXkYO3YssrKykJiYiC5duuDHH3/UJgc8HxElGQVlag+QvvzN+3FuqRMZiDmnYyMIgiAiiyzLmDx5Mq644gq0a9fO7zqzZs3ym056vuByR17zHOcpgRNl2MznrwO0/3Qx6tgtSPC6zhIEQVQ3lZoyfuLEiQFnXt+0aZPh8SuvvIJXXnmlMoepMQrKXGDtPcEcoNxiCkIgCIK40JkwYQL++usvbN68OeA6U6dONUxGW1hYiIYNG56L4YWES1JgMfHgeV0JnCgjPsrsngfo/BNA9//vN/yrfToeuvaSmh4KQRC1jEoJoIudQAEIgCcEAaAkOIIgiAudiRMn4osvvsD333+PBg0aBFzParXCarWew5GFjqIocEoyTLzqALHAA4couXuA+PPSASpxiChzSTU9DIIgaiEkgPygj8BOijH2+CR79QARBEEQFx6KouCBBx7Ap59+ik2bNqFJkyY1PaRKw8SNWeDAc5xWweAQz+8UOFFWzstxEQRx8VPt8wBdiOTqhE1iTPAeIIIgCG8OHz4MjuOwc+fOc37sGTNmUFR4CEyYMAH/+9//8P777yM2NhZZWVnIyspCWVlZTQ8tbFySGnBgMfHGFDhRnQfIJJyfPUASCSCCIGoIEkB+yNcJm6To4ClwBEFUH0uXLkVCQkJND6PGGD16NAYPHlzTw7goWbBgAQoKCtC3b1+kp6drPytXrqzpoYWNS2QOEA+e5yAprAROhtV8/qbAuSRZE2sEQRDnEiqB84Pe2fFxgHQlcbkkgAjivMDpdMJiOfdJUoqiQJIkmEz0UXqhcTFNZO1yixuzwHuVwEmwCOdvChw5QARB1BTkAPlB7+x4p8AZSuBIABE1wJo1a3DllVciISEBycnJuOGGG3DgwAHt+Z49e+Lxxx83bHPmzBmYzWZ8//33AIBTp07h+uuvR1RUFJo0aYL3338fGRkZmDdvXlhj2bVrF2644QbExcUhNjYWvXr10sYiyzKefvppNGjQAFarVYvMZ7AysU8++QRXXXUVoqOj0bFjR2zduhWAmiiZmZmJgoICcBwHjuMwY8YMAEBGRgaeeeYZjBw5EnFxcbj33nsrHCtzU2bOnImUlBTExcVh3LhxcDo9f8eyLGPWrFlo0qQJoqKi0LFjR6xatUp7ftOmTeA4Dl9//TW6dOkCq9UaNDls79696NmzJ2w2G9q1a4fvvvtOe06SJIwZM0Y7VsuWLfHqq69qz8+YMQPLli3D6tWrtfNnKZvHjx/H7bffjqSkJMTExKBr1674+eefDcdevnw5MjIyEB8fj9tuuw1FRUUVvkbEhQkrgWM9QGweIKfOAZLPQ6HhkhVygAiCqBHoa0s/6EMQvFPgzAKPOJsJheUi8kpd3psSFwHDvxiOnLKcc3rMOlF1sPKG0EpvSkpKMGXKFHTo0AHFxcWYNm0abr75ZuzcuRM8z2PEiBGYM2cOZs+eDY7jAAArV65EvXr10KtXLwDqhMU5OTnYtGkTzGYzpkyZgtOnT4c15hMnTqB3797o27cvNmzYgLi4OGzZsgWiKAIAXn31Vbz00ktYuHAhOnfujMWLF+PGG2/Erl270KJFC20/Tz75JF588UW0aNECTz75JG6//Xbs378fPXv2xLx58zBt2jTs27cPAGC327XtXnzxRUybNg3Tp08Peczr16+HzWbDpk2bcPjwYWRmZiI5ORnPPfccAHWul//9739466230KJFC3z//fe48847kZKSgj59+mj7eeKJJ/Diiy+iadOmSExMDHi8Rx99FPPmzUObNm3w8ssvY9CgQTh06BCSk5MhyzIaNGiAjz76CMnJyfjxxx9x7733Ij09HcOGDcMjjzyCPXv2oLCwEEuWLAGgTtJZXFyMPn36oH79+vj8889Rt25dbN++HbKuxOnAgQP47LPP8MUXXyAvLw/Dhg3D7NmztfMkLi5YCZxFUHuA9CVwqgNUMylwL3/7N/pcUgddGvufXFaSFYjnYTw3QRAXPySA/KCPwfZ2gNiywnKRHKCLlJyyHJwuDU8MnEuGDBlieLx48WKkpKRg9+7daNeuHYYNG4bJkydj8+bNmuB5//33cfvtt4PjOOzduxfr1q3Dtm3b0LVrVwDAO++8YxAloTB//nzEx8djxYoVMJvV0tBLLvHM5/Hiiy/i8ccfx2233QYAeOGFF7Bx40bMmzcP8+fP19Z75JFHcP311wMAZs6cibZt22L//v1o1aoV4uPjwXEc6tat63P8q6++Gg8//HBYY7ZYLFi8eDGio6PRtm1bPP3003j00UfxzDPPwOVy4fnnn8e6devQo0cPAEDTpk2xefNmLFy40CCAnn76aVx77bUVHm/ixIna+7VgwQKsWbMG//3vf/HYY4/BbDYbJtZs0qQJtm7dig8//BDDhg2D3W5HVFQUHA6H4fyXLl2KM2fOYNu2bUhKUm8smzdvbjiuLMtYunQpYmNjAQB33XUX1q9fTwLoIsXJHCA/E6FazUKNpcAt33oYh3NK/AogRVHL3yRygAiCqAFIAPmBCRuOA+KjzD7PJ8ZYcPhsKQrKXBAlGSaBKgkvJupE1Tmvj/nPP/9g2rRp+Pnnn5GTk6N983/06FG0a9cOKSkpuO666/Dee++hV69eOHToELZu3YqFCxcCAPbt2weTyYRLL71U22fz5s2DOhn+2LlzJ3r16qWJHz2FhYU4efIkrrjiCsPyK664Ar///rthWYcOHbT/p6enAwBOnz6NVq1aBT0+E2/h0LFjR0RHR2uPe/TogeLiYhw7dgzFxcUoLS31ETZOpxOdO3eu1LGZkAIAk8mErl27Ys+ePdqy+fPnY/HixTh69CjKysrgdDorTHDbuXMnOnfurIkff2RkZGjiB1Bf13AdPuLCwVMCp5a7KYoCUZIhyYp7HqCa6QESJQU/HjgLRVE0N1p7zj2e87E0jyCIix8SQH5gDhCbQdsbfTJcXqkLKbHn5+R4ROUItRStphg0aBAaN26MRYsWoV69epBlGe3atTP0sowYMQKTJk3C66+/jvfffx/t27dH+/btIzqOqKioiOxHL6DYTZIcQmJVTExMRI7PKC4uBgB8+eWXqF+/vuE57wkwI3HsFStW4JFHHsFLL72EHj16IDY2FnPnzvXp5fEmlNfdW5RyHBfSa0pcmOh7gDhOLS1jrpDVPQ9QTQgglyyjqFjE39nFaFk31vAcc6QqUwG37XAunv6/3Vg94Qrwfq7RBEEQFUHWhR+YA+Qdgc0wRGHTXEDEOeTs2bPYt28f/vOf/+Caa65B69atkZeX57PeTTfdhPLycqxZswbvv/8+RowYoT3XsmVLiKKIHTt2aMv279/vdz/B6NChA3744Qe4XL69cHFxcahXrx62bNliWL5lyxa0adMm5GNYLBZIUuRmiv/9998N87z89NNPsNvtaNiwIdq0aQOr1YqjR4+iefPmhp+GDRtW6ng//fST9n9RFPHbb7+hdevWANTXomfPnhg/fjw6d+6M5s2bG8IsAP/n36FDB+zcuRO5ubmVGhNx8aHNAyR4SuAcLo8Aqql5gFxudbNlv29PZVUcoAOni/HniYLzMtmOIIgLAxJAXrgkGUXlahO3dwQ2Qy+AqA+IOJckJiYiOTkZb7/9Nvbv348NGzZgypQpPuvFxMRg8ODBeOqpp7Bnzx7cfvvt2nOtWrVCv379cO+99+KXX37Bjh07cO+99yIqKspQpjJy5EhMnTo14FgmTpyIwsJC3Hbbbfj111/xzz//YPny5VpgwaOPPooXXngBK1euxL59+/DEE09g586dePDBB0M+34yMDBQXF2P9+vXIyclBaWmp3/VOnDiBVq1a4Zdffgm6P6fTiTFjxmD37t346quvMH36dEycOBE8zyM2NhaPPPIIHnroISxbtgwHDhzA9u3b8frrr2PZsmUhj1nP/Pnz8emnn2Lv3r2YMGEC8vLycPfddwMAWrRogV9//RVr167F33//jaeeegrbtm3zOf8//vgD+/btQ05ODlwuF26//XbUrVsXgwcPxpYtW3Dw4EF8/PHHWnoeUftw6uYBYiVw+rI4njv38wCxHh8A+PGAHwHkHl9lepNY3xAlyBEEUVlIAHmhd3S8E+C05TQZKlFD8DyPFStW4LfffkO7du3w0EMPYe7cuX7XHTFiBH7//Xf06tULjRo1Mjz37rvvIi0tDb1798bNN9+MsWPHIjY2FjabTVvn6NGjOHXqVMCxJCcnY8OGDVoqWZcuXbBo0SKt/GrSpEmYMmUKHn74YbRv3x5r1qzB559/HlbYQs+ePTFu3DgMHz4cKSkpmDNnjt/1XC4X9u3bF1AgMa655hq0aNECvXv3xvDhw3HjjTdq0doA8Mwzz+Cpp57CrFmz0Lp1awwYMABffvklmjRpEvKY9cyePRuzZ89Gx44dsXnzZnz++eeoU0ft97rvvvtwyy23YPjw4ejevTvOnj2L8ePHG7YfO3YsWrZsia5duyIlJQVbtmyBxWLBN998g9TUVPzrX/9C+/btMXv2bAiCUKkxEhc+Ll0IAiuBY+6IwHNqD9A5Tltj7k/TlBj8fDBXEzwMNr7KuDha+Rw5QARBVBJOuQBmgyssLER8fDwKCgoQFxdXrcfal1WE/vPUuVKGdW2AOUM7+qzz4bZjeOzjPwAAzw5uhzsvb1ytYyKqh/Lychw6dAhNmjQx3PjXRo4fP46GDRti3bp1uOaaa2p6ONXC6NGjkZ+fj88++6ymh3LeEexv4Vx+/l5InE+vy/o92Riz7Ff88u9rcMc7P6N3ixRkXpGBXnM2YvmYbvhsx0kcOVuCVff3PGdjKnGIaDt9LW7qVA+rd57EL/++Bqlxnt+t7MJydH9+Pa5ulYrFoy8La99LthzCzP/bjd+nX+c3qIggiIufqn4GUwiCF/qStkAlcOQAERc6zLlp3749Tp06hcceewwZGRno3bt3TQ+NIIgwMaTAcRxkxTPBqOYAnWO3hDlO0RbVmfQ+vqsqJXCUIEcQRBUhAeSFYQ6gEEIQcikEgbgAcblc+Pe//42DBw8iNjYWPXv2xHvvvec30pogiPMbp1tssBI4WdGVwHEcBKH65wE6VVAGE89rqagumYUwqAKIHb+gzIU4m8kjYipRhMK2oTmECIKoLCSAvAjFAUoiB4i4wOnfvz/69+9f08M4pyxdurSmh0AQ1YJL9MRg88wB8u4BqmYB9NiqP3AyvwxfTuoFm1nQHCCb2eMAlThEdH9+Hd69uzuS7ep1tHIOEPuXBBBBEJWDQhC80AuagA5QtN4B8o0AJgiCIIjqgk1yytBK4Hg1BU5WPO4Iz3MQ+OpPgTtT5MCBMyWYt+4fw5iizMwBklHiEFHukpFT7NAEUmVEjOYAkQAiCKKSkADyQl/SFsgBirWZtAlSc0sc52RcRPVxAeSAEES1Qn8DFxYPrtiJWV/t0R67ZAUmngPPc+A5tTeGiQPTOXKACsrUScHf/v4ADp4p9gggi3qbIeqS6VySDFGueg8QCSCCICoLCSAvDA5QAAHE8xwSo83u9ckBulBh/S4VRScTxMUO+xugHrALgxP5ZcgqLNceu0QZZkG9nHPuEjgmDniOg8Dz1S4WCspcuKljPcgKcCyvTBM7WgmcpGiuj0vyjK8yfTwkgAiCqCrUA+SFvqQtUAkcoIqjnGInTYR6ASMIAhISEnD69GkAQHR0tGEiUIK42FEUBaWlpTh9+jQSEhJoLqELBIcoG+b1cUkyzIL62aWVwHn1AFWnWHCIEkqdkicAQZThdPcl2UyeHiDm+oiSrM0TVJkkNwpBIAiiqpAA8oI5QALPIdYW+OVhk6SWuSSUOSVEWejG4UKkbt26AKCJIIKojSQkJGh/C8T5j1OUNDEBqALIYlIdIFYCp4/BFqpZABWUqV8cagJIkj0OkMXTA8TG4JLJASIIomYhAeQFc3QSo83g+cBugCEJrtSJKEtUtY+NiDwcxyE9PR2pqalwuaickah9mM1mcn4uMByix0EB1Bhs3xI49blzkQJX6BZAdexW93hkiBJzgNw9QJKijdkl6nuAwj+eRCEIBEFUERJAXrB5gBKDlL8BxoCE3BIn6iWQALqQEQSBbgIJgrggcOgEBMBK4FShoU6ECu35czEPUH6p0QFy6gRalMUzDxAbgyh7SvgqVQJHDhBBEFWEQhB0lLvUOmYgcAIcwxCFTX1ABEEQFyTz589HRkYGbDYbunfvjl9++aWmh1QhDpdkcIDUEAS1YoHnVYdE9naAKmO1hAgrgUuOsYDj1JAD7xhsfQ+QPgRBDCGe+8/jBYbHNA8QQRBVpVICqLIXjBUrVoDjOAwePLgyh6128korngNIe96rBI4gCIK4sFi5ciWmTJmC6dOnY/v27ejYsSP69+9/3vcE6kvMAKMDxHMcFEXRysTUHqDqTYFjDlB8tBkWgTfEXHsmQpW9YrDdDlAFw9qbVYhBb2zGgTPF2jIKQSAIoqqELYAqe8E4fPgwHnnkEfTq1avSg61u9JHWFTpAMeQAEQRBXMi8/PLLGDt2LDIzM9GmTRu89dZbiI6OxuLFi2t6aAFRFAUO0TgRqr4HiOc4yDK0iU/PRQ9QfpkLUWYBVpMAi8AbSuBsZk8PECt7U/8f2jxAJQ4RAFBcLmrLKASBIIiqErYAqswFQ5IkjBgxAjNnzkTTpk2rNODqxOAAxQSfD8O7B4ggCIK4cHA6nfjtt9/Qr18/bRnP8+jXrx+2bt3qs77D4UBhYaHhpyZwSQoUBcYSOF0MNs+pzggziHhOnSC1ulPg4qPUa6bZxMMpyVoJnNXk2wPk0rlBFY3LM3eQx/EKdVuCIIhAhCWAwr1gMJ5++mmkpqZizJgxIR2npi40eiFTUQgC9QARBEFcuOTk5ECSJKSlpRmWp6WlISsry2f9WbNmIT4+Xvtp2LBhxMekKIpPr87PB89i5baj2mOn+/lAIQhaCZzXPECirECpppKxglInEtyTg5sFTi1x8wpBMPQAiZ7xyRWMSRNNOsHHQhAqE6BAEAQBhCmAwr1gAMDmzZvx3//+F4sWLQr5OOfiQuMPowNUgQCyUw8QQRBEbWHq1KkoKCjQfo4dOxbxY3z1ZxZ6zN5gcDs+//0k3tx0QHvscKlBPd4ToWrzALknQvWeBwiouN+msugdIItJ7QHyDkGQZF0JnOx5viIXh/X56F8Ttqw6y/oIgri4qdYUuKKiItx1111YtGgR6tSpE/J25+JC4w9ygAiCIGoHderUgSAIyM7ONizPzs72Oyms1WpFXFyc4SfS/HE8H2eKHNh/2tPwL0oKzhQ5tMcO0e2i6Bwgp6jvAXKLDS8HCAgtca0y5OtL4Nw9QOz4TJiJujHpU+AqcoDYNvqxazHYEXS0fj+Wjzlr9kZsfwRBnN+EJYDCvWAcOHAAhw8fxqBBg2AymWAymfDuu+/i888/h8lkwoEDB3y2Ac7NhcYfeXoBVIEDFGURtOZOfXgCQRAEcf5jsVjQpUsXrF+/XlsmyzLWr1+PHj161MiYDp8tAQD8ecIT++ySZZQ6JS0MgAkgvQMkyvoeIHUiVCYSBM7jAFVXz0x+qUsrgVNT4NQYbIvAe8SXJOvK2WS45NBcHMl9nk7Rs542EaoUufNZuysLi7ccitj+CII4vwlLAIV7wWjVqhX+/PNP7Ny5U/u58cYbcdVVV2Hnzp3nrLQtVHJLPUKmohhs/TpnyQEiCIK44JgyZQoWLVqEZcuWYc+ePbj//vtRUlKCzMzMGhnPkbOlAIBdOgHEhA5zgZxMAMnGEjjNAeI5KIpH7PA8YOJ5n20iSWGZCwnu66FZYCEICkwCB84twPQ9QKIkQwqxBE4fnc2QqsEByiosR7lLrtb5kgiCOH8whbvBlClTMGrUKHTt2hXdunXDvHnzDBeMkSNHon79+pg1axZsNhvatWtn2D4hIQEAfJafDxgdoOApcOo6FpwsKEdeqROKooDjuOocHkEQBBFBhg8fjjNnzmDatGnIyspCp06dsGbNGp8+13OBoig4mlsKjjM6QEw05BQ7kFEnBg6R9QDpQhBEBRZdCIIke+YBMvG8xwGKoGOiJ9+7B0hUhQRzfwR3Cp2W6KYrh6soyEBW/JTAKZEPQcguLAcAlDglxEfRHPEEcbETtgCq6IJx9OhR8PyF+eHBennMAge7teKXhgUlSLKCwnJRuwAQBEEQFwYTJ07ExIkTa3oYOFPsQKlTQrcmSfjjeL4qINzlZIDHAfJXAuc0pMCpAkFzgDhoQqQ6Jg5VFMUYgy1wWgw2GxNLodNK4HQ9QhWNSXOA9CVwIZbPhUN2ofr6ljjoWk4QtYGwBRAQ/IKxadOmoNsuXbq0Moc8J7A0t8RoS0hujj4pLq/ESR+aBEEQRKVg5W83dEjHL4dyceBMCVrWjdVu9s8UG0vgXN4x2Ca328J5SuB4DmoJmlB9PUDFDhGSrBhCEFzuEji9AJJkWRuzXgxVlMvAJnTVny8zvyoKUAiH7AK3A+QQK1iTIIiLgQvTqqkGFEXRHKCKIrAZ+qS4XIrCJgiCICoJE0AD2qmBQqwMjvW+eBwg/zHYTGxwHAdJUSAritb740mBi7wAynf3zupDEJyi2u9jcgsv5mTpQxDY+Ct0gCSPa8TQyuIiVNJX4hBR5BY+xSSACKJWQALITZlL0koLKorAZuiFUm4xCSCCIAiichw5W4K0OCtSY23ISI7G7pPqBODeIQgOl8dFUbQ5cvQ9QJ4SOFaNXp09QAVlbgEUpV4P2TxAos4B8ukBkmStp0eqYIJWfxOhRjoEIcvd/wOQACKI2gIJIDf6uXxCdoBiyAEiCIIgqs6Rs6VonBwDAEiItmilWEwoePcAqc+xiGjZIDZkdwmc4C7l9qTART7hjAkg73mA1L4kdnzvFDjF4EYFM6a0iVCrMQSBlb8BVAJHELUFEkBu9HP5hJIABwDJXj1ABEEQBFEZjpwtQeOkaABsLh1374vkvwcIgKGkTF8CJ8vMAfKksOnXjySsBM67B0iUPCV4grsHSAs00PUAVTQu6RyEIBgdICki+yQI4vyGBJAbvYMTyhxAAPUAEQRBEJHhSG4pMuqoDpBJ4HQThfrvAQKgE0mefhutBE5RtN6f6uwBKnWqjkm0VQAAWEycVuLm7QCxEjzRnRLHCBZmwMrmRNlX+EUqBCGrsBxxNhMsAl/tDtAfx/Ox62RBxSsSBFGtkAByY5wDiHqACIIgiHNDuUtCfqkL9RJsANyhAbq4axPPIafYAVlWjCVwkm8PkFYCJyma81OdDlC5S4JZ4DQHyiLwcEoKnKICE0uBE3iIkqKJOpckh+0AOf0Ipkidz+lCB+rG22C3maq9B+iVb//G6+v3V+sxCIKoGBJAbirXA+QplcsjB4ggCIKoBIXuPpo4G0tS4zz9MrKCtDgbXJI6345eALG+GH2/Dc9K4BQFPOsBEqrPASpzSbCZBe2x2gMk+ThAkqxokdbePUDBwgzYevrEN20OoUiVwBWUIy3OhhirUO0OkEtSDGKOIIiagQSQG72ACTUFzlACRz1ABEEQRCUoLHcLIHcfjYn3TIAqSjLS41Vn6EyxI4ADJMNsYj1AqkMiyzoHiGMOUORvvMucMqL0Asikjt07BU409ADJEHUiIFg6nax4zlFbFmkBVFiOunE2xFhM50AAGcv/CIKoGUgAuamMA2QWeMTZ1Llk80pdFaxNEARBEL4Ulqs33bHu64nZZAxBSE+IAgDkFDkMPUCie24dRYFHbHCc1gPkXQIXqXlz9JS5JERZjA4Qu8nX9yAZYrDFMBwgyVcAsfUj5WhlF5arJXBWkzYfUHWhfx0Igqg5SAC5MThAIQogwCOWyAEiCIIgKoN3CZyZ5wzN//X0DpBLH4PtcRO0eYDcPUCizgFiaWzV1QOkd4AsAqcJIIMDpJsIVZSNPUDB4qyZa2WcB6ji7UJFkhWcLnK4S+Cq3wHSx4ETBFFzkAByY3CAQiyBAzxiqaDMRbY2QRAEETZF3g6QwGt9IqKkINZmQpRZQE6x09A/IsqefhJPDLauBM5d+iZUYw9QuVcPkMXEwyGq5W5mXQiCpLvxZyVyjFB6gPyWwEUgBa6wzAVJVlDHboHdakJJNcdgq6KVHCCCqGlIALlh8wDZzLzBzq8IvVjKpzI4giAIIkwKy13gOSDGogogky4EQY245hEfZUZhmQsOlwyLu9/HJclaWhwLHNBK4GToHKDqS4Er83KADCVwuhAEl74Ezh2THcq4JD8hCFIEU+BYT5XVLCDGKlR7CpzeCSMIouYgAeSGzeMTjvsDGPuFKAmOIAiCCJeichF2q0mbuNQs8NrEn6KsxmDHRZlQWO6CQ5QQ4/6STpQUzU1gIQhqCpzqAvn0AFWHAHJKsJk9txKqAFLHFWgiVCYCrO4xB6sI8xuDHcEQBDaxrFXgYbeaz0kJHFWLEETNQwIIgKIo2jxA4fT/AF5zAVEfEEEQBBEmhWUuLQEOUN0cly4GWw3cMaOwTIRDlBFjNbmf89MD5C6BE2XZE4Nd3Q6QRd8DpJa7OUUZFpNuIlSd8+Fyl4FZ3c5RsJ4Yj2jyDUGIiACS1JI3i4mH/RzEYKulgOQAEURNQwIIQLFD1D6QQk2AY+gFUx4JIIIgCCJMispFxNo8AsgkeFLgRHcpWVyUGYXlLjhFGXa3ANLPKWM2hCAYS+CqeyJU7x4gACh1ijoHSBVF7JwUBXCIkiba5CC9PJpoMoQgRE4AlbtDJSwmHjHW6p8IVfSKACcIomYgAQRP/w8AJIRbAqdb/ywJIIIgCCJMCstd2pQKgCpmREkNMpAV1UGJs5ncE6FKiDaUwBl7gHiOgyTDMA8QEyLVkT7mrwcIAEqdkqEHSJSNvS/lul6mYHpADFYCF4EQBLZfvQBSIrDfQOjLFgmCqDlIAMHT/wMASdHmIGv6Qg4QQRAEURW8HSAzz6l9NG7BYuJ51QEqc/mWwLl7hcy6EjglwDxA1VIC5/QWQOqxShyi5vCwUAfRIIAkrQco2Ljk6i6BYz1AJgF2qwmy4nGFqgOKwSaI8wMSQDAKlyr1AFEIAkEQBBEmag+QzgFyT4TKks9MAof4KDOKykU4RVlLixODlsB5YrBN1RiCUO6SjROhukVNmcvLAZIUg4gpc0maAxSsBE70WwLH/o2cAGIOEIBqLYOTZEqBI4jzARJA8JoDqAoCiBwggiCI85/Dhw9jzJgxaNKkCaKiotCsWTNMnz4dTmfNfIYXlYvaJKgAEwweAeQJQfDjAPktgXMLILfw4XkOHFd9IQj6HiCrwCK6FZ8eIFFWtMS4UB0gSRcHzmCCKZhwChUWg20ReMRY1fOoziAENSKcBBBB1DSmile5+NHHVydSDxBBEMRFzd69eyHLMhYuXIjmzZvjr7/+wtixY1FSUoIXX3zxnI/HXw+QsQROjcEucoiIc0rajbrL0AOkL4GDoQSO7aO6JkI1lMCZ9JHYvj1AUWYB5S4ZZU4JVhNLgQtvIlR/cwNVFr0DFGtVRWh1O0AySAARRE1DAghVc4BibSb3HAcKzQNEEARxATBgwAAMGDBAe9y0aVPs27cPCxYsqBEBVFQuesVg83DJvg4QAOQUO/zHYOvnAVIUSJKizSsEuOfiiXD6mKIoPjHYTIjp/y8I6jVSlBS3W+QyhCCEmwIX2RAENQbbagrdAZJkBR/+egzDujY0iMxQiJQIZQ4ax4V3fIIgVKgEDlVzgHieQ6I7OEGfJkcQBEFcOBQUFCApKSng8w6HA4WFhYafSCDJCoodImJ1DpBJ4KAoHneCxWADasmWIQbbJwSBg8RCEHT3xiaej7gD5BBlKAq8JkLVuU7uMZndDpAoy5pb5JT0KXAVCyB9/xA7j4j2AAm89rqWOIMLoN0nCzH1kz+x+2T4vwNqaWPVhKgoyegxaz3W7zldpf0QRG2GBBCq5gDpt6GJUAmCIC489u/fj9dffx333XdfwHVmzZqF+Ph47adhw4YROXZxuXqzre8BYulpZS7VnTDxvOF5JiJEyZMoxoSHwHOQFRaD7bnEs0qFSFLuHp++BM7qpwRO4HmIkgxJVoz9QswBCkEAOfUhCBFMgXOIMswCB57nNGetqDy4ACoXJfeYpLCOxWLN2ftTWc6WOJFX6kJ2UXml90EQtR0SQPCeByi8GGzA4xqVuSSUOcP7QCQIgiAiwxNPPAGO44L+7N2717DNiRMnMGDAANx6660YO3ZswH1PnToVBQUF2s+xY8ciMubCcvX6Y5wIVRUOpW4nQnWAPA6R1czDxHOQDCEI/mKwPccRItADJEoy5m/cD4dbADCBZvMzD5D+/yZWAqcLQQA8ZXvBStnYmPXR0Uw8RCIEwSnKmuCMtgjgOKDEEfw67nDHZLMAhVDRn2dV3ovThQ4AgCvM4xME4YF6gOCJr46xCIYP8lDxjsKub4mK2NgIgiCI0Hj44YcxevTooOs0bdpU+//Jkydx1VVXoWfPnnj77beDbme1WmG1WiMxTAMFZaoA0gsclp7mcYA4gwNkNQkwCe65grxK4Dg/KXBAZByg3acKMXftPlzeNAldGidpX/j5mwiVjZsdW3T3ACVE6x0g9f+hlMDpb/aZkIhECIJDlGF1j5/jOMRYTBX2ADEBGG6am368oizDUsnvoE+7nZ/qCLUgiNoCCSB44qvDnQOI4T0Zav0EEkAEQRDnmpSUFKSkpIS07okTJ3DVVVehS5cuWLJkCXi+ZgoiWLmV3gGymFThwASGWeANPUIWEw8zz0OUZTglGQLPGSY9lRVVOPCcVwpcFXtP8ktVscYmCmUCraIQBBPPHCDZb7lcMAHEnB+Xex1FUcCMlEAOUJlTwnd/n0a/1mlaH1Ig9A4QAMRYBb8pcDnFDvx08Cxu6FBP6xsK14HRu1hVicI+U6Q6QM4Ih1oQRG2iUp/48+fPR0ZGBmw2G7p3745ffvkl4LqffPIJunbtioSEBMTExKBTp05Yvnx5pQccaWRdeltl+n8AIFnvAFEfEEEQxHnNiRMn0LdvXzRq1Agvvvgizpw5g6ysLGRlZZ3zsbASOH0Mto8DJHAwCTxi3ELDauI9DpAkG4IHmOkjyormwACA3WpCYQW9LRXB3CrmgPjrAdKLCZOgd4DUHiBrmAKIaQaXJKulfXLFZWRvf38Q4/63Hbcu3IpjuaVBz8khesIYACDGYtJedz1f/3kKD67YCUVRtNI3V5gCxDD2KoiX00WsBI4cIIKoLGELoJUrV2LKlCmYPn06tm/fjo4dO6J///44fdp/GklSUhKefPJJbN26FX/88QcyMzORmZmJtWvXVnnwkaCw3AX2mRRuAhxDvx1FYRMEQZzffPvtt9i/fz/Wr1+PBg0aID09Xfs51/hzgJhzwhwgJoji3UlwqgDiIWoCyHMpZ7HILkk2xGDXjbchu7BqTfNMAGkOkFP9V186bjH5OkBmbayKXwcoWC+PKMvg2NxGsmLoo/EnnFySjPd/OYJeLergRF4ZXvpmX9BzcnoJIFVY+oqTcpcq4FySognAcB0YlxSZHiDmAOkdJYIgwiNsAfTyyy9j7NixyMzMRJs2bfDWW28hOjoaixcv9rt+3759cfPNN6N169Zo1qwZHnzwQXTo0AGbN28OeIzqihv1R1UT4Ly3IweIIAji/Gb06NHuUirfn3NNYZkLNjPvJRxU4cIcFvY4ThNAgjtaWoZLUgyui6ATQIKuBK5unA2nCiIjgHwcIEMJHOfzf8FrIlSGJwZbvXb6E2iSrMCmmzBVf8/vTzit252N7EIHpg5sjc6NEpBfFnx6CqckeSXX8X4FEBM7DlHSHCBnuCEIOtETrnukh/UAVUcJ3F8nCvDmpv0R3y9BnG+EJYCcTid+++039OvXz7MDnke/fv2wdevWCrdXFAXr16/Hvn370Lt374DrVVfcqD+qMgeQth0JIIIgCKISFJWLBvcH8DgnpcwBcj9mQQgWEw9BUEWFUzQ6QKyVSZQUrQQNiIwDVOjtAPkpgRN4Dkx3MefK0wMUOAVuzpq9eGjlTp9j6rdxSrLmAAk85zcEYflPR9C1cSLa1ItDlFmoMJnV1wHi/e6XiZ1yl6ylwFXUx7Nx32m8rHOg9KKnKoEUZ6qxBG7dnmy8/f3BiO+XIM43whJAOTk5kCQJaWlphuVpaWlBa6cLCgpgt9thsVhw/fXX4/XXX8e1114bcP3qihv1R64uAjspJvwIbABIiiYBRBAEQYRPYbnL0P8DeHpnmMAw88wBUtezshAESY3BNhl6gHQlcDoHKC3OhtNFjgoT11bvPBHQCdMcIFfgGGyO4wylb4CnB0iUZa95gNT/y7KCgjIXDueU+B2TTTfvERu/WeD8OkA7j+XjurbqPUqURdBcqkA4vEIQzDznV9joHSD2f6cYfN8/7s/BZztPGs6FUZUQhNPVWALnFOWwnS2CuBA5JylwsbGx2LlzJ4qLi7F+/XpMmTIFTZs2Rd++ff2uX11xo/7I0wmWyqbAJdmpB4ggCIIIn9wSp1baxjB7TYTKEt6YA2Qze0IQJFk2lHB5BJAxBrtunA2SrCCn2IG0OJvfsWw7nIsHV+xE0zp2tG8Q7/O81gOkuSESLAJvOA4AWAXe7Uypy5kDJEn+J0IVZbWXKauw3KenSV8255JkcO7vbS0C77ePxil6kuZsZsFvoIH3+t59S35L4AwOUGgx2Gr0t2x47Pl/5USGoiieEIRqKIFziHK17JcgzjfCEkB16tSBIAjIzs42LM/OzkbdunUDbsfzPJo3bw4A6NSpE/bs2YNZs2YFFEDnklydYEmqZAkcOUAEQRBEuMiygs37c3BTx3qG5T4hCKwEzi2ULIIAkzsGW5IVxFg9l/JADlDdeFX0ZBWUBxRArETuVEFZUAHk0EIQJENJmzZ+Ew84POMWeFWsiAF6gGRZTVaTFXUMDRKjtXX0yXEud+Q321b2EkCy+xhsv1EhCiCrVwiCP3HCREG5S9cDVIFQECUloOip7BxGheWiJ4Y7AvMgeeMQJbgkBbKsGEI0COJiI6wSOIvFgi5dumD9+vXaMlmWsX79evTo0SPk/ciyDIfDEc6hq41IOEBRFkG7COSVBG+4JAiCIAgA2HEsD2eKHOjfzvgFIouv9swDxBwgdwmcmYdZUHtgSp2SQVSwe1aXZIzB1gRQkD6g04XqdTlQrxCbB4iFIJS5JEMAAoONV3OABA6KogoGs8AZRAyg9gAxgXEir8ywL1U08do5MdFjEXhDIhwAuNwCgwlItQcouEhxSrJWise29VsCJ7ISODnkEAQm+rTHUtVDEM64AxDMAdLqqoomrihhjrjICbsEbsqUKRg1ahS6du2Kbt26Yd68eSgpKUFmZiYAYOTIkahfvz5mzZoFQA006Nq1K5o1awaHw4GvvvoKy5cvx4IFCyJ7JpUkEilwgOoCnSwox1lygAiCIIgQWPNXFurYrbi0UaJhORMG2jxAvNEBYjHYLklBiUNCtE6EsG/t9W4JoF6jzAKHLK8kOFGSUVguIinGonOA/Asgnxhsl1F8Mbx7gJgQk2QFAq+KN0lWYOJ58By0eGkAOJFvFED6HiCXJENS3Ps2+YYVsJt3TQCF0gPkkmGxGxP4HH6EjSaAXJImACsSIJIsBww+qGwMNit/qxtvq7YSOEAVm9Zz0iRBEDVD2L/ew4cPx5kzZzBt2jRkZWWhU6dOWLNmjRaMcPToUcOM2iUlJRg/fjyOHz+OqKgotGrVCv/73/8wfPjwyJ1FFYhEChygukcnC8qRV+qEoijaXAwEQRAE4Y2iKFi7KxvXtknz6aFhgiFYDLbJHSxQ5hKRoLt28QHmAeJ5DqmxNh8H6INtx/Dqur+x7cl+2s11IJeo0DsG2ykZenoYTMCx89Cfn0ngYOZ5lEOGiVfdIFlRNIFxsiIBpIUg8D4hCExEseOzHqBg12SHJHtN3sqjxOErmjwhCHLIE6GqPUCRLYFjCXD1E6KqpwTOpXO3zk0rNkHUCJXS9xMnTsTEiRP9Prdp0ybD42effRbPPvtsZQ5zTtA7QAnRlUuBAzzukSQrKCwXtQnrCIIgCMKbPaeKcDS3FM+08+2fNZs8MdhqrLR6896/bV2YeA5RFsHdq6KWwNWL9y2BEyXFMA8QAKTH25Dt5e7sPJqPnGIncoo98/AEmo+nyKFO2mpwgPyUwFl8HCCdwOA5LbVOcJfDSbKuBC7ftwTOZiiB8xzD4ZXCxkSURVcCx9wli8m/APIJQeD9l5Y5dcEPoZbASbJidH0CiKFwOFPkQIxFQHyU2a9TVVWY0KMgBOJiJ+yJUC82WE1zrM1kSJ4JF335XB6VwREEQRBBSIg248FrWqBH02Sf58y8pwRO38cTH2XGLZc2AKCKClGSUeb0XwLn9CqBA4C0eF8HaF+2OtH40dwSzV3wVwJXqJtQ1DMRqhxSCZx+HAKvi8nmeQicKoCYmDie5+0AyboYbFkTDmYT7xPpzW7a9SVwAIIGITjF8CZCLRclj0sSQgqcvpcmkBgKh9NFDqTEWgOOs6qw95aisImLnVovgFgKXFX6fwBj+Rz1AREEQRDBqJcQhYeuvcTgPjC0eYCcUsAv5lgIQolTRJTFNwUOgI8AqhtnM/QASbKCf7KLAQBHc0txusiB1Firj0sEePp/oi1CCD1AnvAD/WP1/7xBGPFuB4gJDO8SOH1ynFOStbI3q58QBLYPfQocgKB9QA5/E6H66c9hYsPhkkPuARIlGYriET4uueohCLklTiTFWAKGNVQVj7gjAURc3NRqASRKsvahXpX+H4AcIIIgCCIyaClwLslHxHjW4eGSFZQ5JcRYfEvggAACqLBcm+j08NkSrYxqz6kiFDtEdGiQgBKnhKJyY6Ipu1amxdl0DlDwHiDmZHk7QCadQBJ4TkuBi7OZcCK/zDARq7EHSAG7L7eYeEgBQxDU/bPtWJqeP3znAQowEaquBM4ZRgmcOm7Z/dj/nEDh4BBVR6zaUuCk0M6NIC50arUAKihzgX3OVtUB0m+fS5OhEgRBEJWE4ziYBc7tAAUQQAIHUZLVGGydABKCOUDxNpQ6JRSWq708+7KKAAAZydH49XAuAKCDe/4f77Q4JoBSY61e8wAFKYEzsYlQjT1A+nQ4geMgu0vgmtSJQblLNvTmSroeINEQgsD5xmB7O0ChlMBJYU6EGmYIAjsHdfxVd4AcLrVkzyz4puBFAvbeUg8QcbFTqwVQpBLgAHKACIIgiMhhFnh3D1CgEjj1Rr3MJSFaVwKnTzvzDkFoVz8ePAd8uO0YAGBvVhHq2C3o3CgRf54oAKATQIUBBJDOAVJDEHzHZ/EKPzCmwPGaw2XieXcJnOruZNSJAQCczDeW6dlMnhQ4VgJnMfHwvkfXBJBgLIEL3gNknAeICUuf9dxiQy2BC00keAsfvevj3b8UKg73eKkHiCCqRq0WQLm6SUuTYqqW2qYXUOQAEQRBEFXBxHMod0lauZg3As+h2CFBUYAYq/8SON7LAWpSJwZ3Xt4Yr67/B6cLy7EvqxCXpMWiYVK0VvbVvn5gB0jgOSTHWMKYB8jYC8TOS98DZHKXwDlFGRnJqgA6nlcKQI0KF2VFc3LUEjhPDLbklaTm0ErgvHqAgpTAefcAmflAE6G6y/5EzzxAFaWwMeHDghACTYoaDqxkzyxw1dKno5X3kQNEXOTUcgGkc4AiWQJXTAKIIAiCqDwWk3ojHiwEgSWz6UWIod/Gj3aacu0lMAscJn6wA78fK0DLurFonBSt7ScpxoLkGItfARRnM8FmFgzzAPkVQCbeEN8dqAfILHDgOQ6SLMMpyUiLsyEx2ox92WppHtMLVsNEqG4HSPCXAuc1D5DFOKGsNyym2mqYByhADLY+BCHEMjFvB0gv2FyVjMF2iNVcAqebCJUgLmZqtQDSl8AlVbEELlHnIOWRA0QQBEFUAVY+ZgoSglBYzpLZApTA+RFPCdEWvHZ7Z5wqKENWYTlap8ehUbIqgNLirOA4DmlxvnHZBWUuJERbYDXxBgfIFmAeIEPyG28MGdA7QALPaYLCYuLRpl4cdp9Uo7lZ5LXNxHqAFMiyvgQuUAiCbwncjwdyMHftXr/re/cA+U2BE9Vl5aKkmysnuEjwOD/G9U08F5Z4+b/fT2LXSbVE0SHKsJp5mKqtBI5CEIjaQa0WQJF0gAwlcNQDRBAEQVQBT1Ka/8u0SeBQ5A4ziAqUAsf5F0+9WqRgw8N9sTTzMtzUqZ7mAKXG2gCoYQk+DlCpC3FRZoMDVBrAAbKYOIPoMTpAHnFk4lWnqNy9P4uJR9t68djlFkDapKduR8lpCEHwjcH27gHSp8Bt3HsaK345Zlif3eRbfVLggswD5JLgcIXWJ+PrACna8UIVL4qi4KnVf+GjX49rx7QIAizVlQIXYn8TQVzo1GoBpA8rqGoKnFngEWdTv4XLK3VVsDZBEARBBMbi1Ufjjb40Tt8DZBQbgfdvFnj0bZkKq0lASqwVNjOPlDgrAKCO3eIzn11BmQvxUWZYTTwcogynOw0t1ubbP2sWeGPfj1cPkOZuCRx4DihzMuHCoW29OJzIL0N+qVNzTlivkL4Ezizw8K4i806BM7udqHKXhIIyF0q9eoEcOuHlGV/wFDiH+7w5LpR5gFj4gacHyCxwAeca8kdWYTnyS12GviOPAxTZMjVZNx8TOUDExU6tFkC5EUyBAzwiihwggiAIoiow0RB4HiDP8miz/4lQ+QAOkDccx6FNehyap9gBAFaT4HMDzASQzSyg3OWZJyjWZvLZn36yU+9zMAleMdheDlCb9DgAwO5ThZpjYuI5WNw9L3pXSAwYguA5ns0soMwlIb/UhTKXpJXQ6dc3lMCZ/PfWaA6QU4JDlGG3mCoMCvDMA8ScINkT/BCiAGLlgKzsUN8DFGmXRn8+VQ1BKHdJ58RFKnaIhnmjCCJUarUAiqQDBHjK6ArKXGQfEwRBEJVGS1ILEIOtL43Tl8DpNU+gBDl/vD/2cjxwdXPt2Pob4LPFDuw8lo8WqXZYTTxkxdPr6k8AWUxGAaQXa2oKnEfcCTyvlZSZBR5NU+ywmXnsPlmouSQCrzpKTkMIAgdZgeHm1yXJ4Dmv18YsoMzpmfSciS3Ac5Nv0a1v5jmIsmLYr+JOqQOAIoeonXdFLgkTaJJuPiCT+1xCvUfYc4oJII8DZDHxfkvgqjoFhz7VrqoO0Pj3tuPFtfuqtI+KcEkyesxaj437TlfrcYiLk1otgHLdpWocB8RHVS0GGzAGKeRTGRxBEMR5j8PhQKdOncBxHHbu3FnTw9FgN/GBRIzBAbL4L4EL1QECVKeEHdPi1aPyzuZD4Dngrssbw+qelPRMkXqzHeenBG5wp/p4tH9Lv2NSxQw7Nx4C70lpMwtqr0+runHYddLjAAk8tNQzfQgC4EmKA9Sbdu/UvCiL6gAxAVTikAzrA56UOTYmwBhZzRwcjoOWvGe3mUKeCNWlC00wCWoJYKghCHtOqYl45bq+I6tJ0ErgmFA7lluKrs+tw4EzxSHt1x8OnTis6pe4x/NKke0VpBFpispFFJWLOJZbVq3HIS5OarUAYt+WJESZA5YZhINhMlRKgiMIgjjveeyxx1CvXr2aHoYPZr7iEASGPohAL3oqe12zmHhNHOSVOPHuj4cxsmcGEmMs2qSkZ4odAPw7QC3rxmJw5/qec/FygzwhCBwEjkOZ09iL09adBCfpHCBW8qUPQQBgKINzSbLBzQHU16ZcJ4DKdH1AWgmc3gFyj00vANj/7VaTRwBZTRX24HhPgCrJsnb+ocZg7z7lXQInayVw+n2fLXFCkhXkFDlC2q8/WBofUHUHqMQhVftcQiVuN46VYxJEOJAAQtUT4BiGuYCoD4ggCOK85uuvv8Y333yDF198saaH4oOnBC5ACALviXrmDa6PZ51AEdoVoS+v+nZPNkqcEu65sgkAaA4Qu9H2F4LgjU8PEO+JweZ5DmUuoxBpnmrHobMlhh4gls6mD0EAYAhCcEmKoZ8HcPcAOT0CqNQlas8FisFm+/JeL85mRqE7ec9uM4ecAsdeS1FW3PMgheYAlTpFHD5bAovAo1yUILoFoNXkSdLTJltlPUpVEC5OP6KvshQ7xGoJUlAUBb8eztWOAUBLQwxEiUPE93+fifhYiAubWiuAnKKs1fJWdQ4gRiIJIIIgiAuC7OxsjB07FsuXL0d0dHSF6zscDhQWFhp+qhNPDHaAEjj38miveXgqE4LgjcWd9AYApQ4RVhOPZLuaEMeipYM5QD5jDTgRKg+B47QeICZEoi2CljLHtjG7S74krxI4vQPk8FMCZzOr8yWxBDh9Epy/GGw2VtFPIECszaTddMdaKw5BEL1isEXJ3QPEc4b9B2JvVhEUBWhXPw4Ol+zpWdI5QN6pbY4Ak76GgsEBqkLCnKIoKHGIhp6iSLH9aD6GvrUVR86WaO9FYQUCaO2uLIxa8otWRkgQQC0WQPmlkZsDiJFEcwERBEGc9yiKgtGjR2PcuHHo2rVrSNvMmjUL8fHx2k/Dhg2rdYwWXZ+MP9jyqCACqLIlcGbBUwLnlGSDQ8LEQk6RAzYz7yM4/KEfh5n3bMNzAM9z2o0pW66fvwdwR2d7lcBpPUAGB0iG2WQ85yizYJjUVV8C55R8Y7DNpuAOEEMtgZODJpBJXiEIouzuARK4kGKw954qgsBzaF8/HuWipAkUq0nQOVVeAqgKokPfA1QV98YhyhBlpVoEECt7yy1xagKI/RuIMpcERYE2cTBBALVYAOkjsCPlABl6gEgAEQRBnFOeeOIJcBwX9Gfv3r14/fXXUVRUhKlTp4a876lTp6KgoED7OXbsWMUbVQHNJQlYAqcuj7EYHRiDA1SFHiD9jbXeIdE7QKGUvwHQ5v0BAEFQy9lMvPp+mHhOF4Kgjtfq7jMqcYraeVgEDqIsQ9ZS4NR96idDdYl+eoAsgmFSV70D5BEU+hQ4o7AAjA4QI9ZmgqIgqJDxDkGQZBaDHVoJXF6pE3E2E+KizHC4PI6Y1exbAqefqLWyOHWOW1VK4JhIqY4SODauonIx5B4g9hoVlgUXSkTtomLv+iJF79BEygEylMBRCAJBEMQ55eGHH8bo0aODrtO0aVNs2LABW7duhdVqNTzXtWtXjBgxAsuWLfPZzmq1+qxfnbBv+IUAMdjMVfFxgHSrV74HSI26FiV1wlO9qGBi4UyRI6TyN8DPRKi6iVIFnQBiTgzrM2I3uGwbpxi8BM4p+SuBE3BaFwxQ6hRRUOrCfzcfREadGMO+9GPVCxt2I68/3xir+n+Xn2MyvEMQXJLidsBCC0FwiDJsZkGbe4k5NFaBBxtdZB0gT9hDVcQLS9qrDgGkxZEbBFBwYeMRTeQAER5qrQDKK/H8ISTFVD0CW90POUAEQRA1RUpKClJSUipc77XXXsOzzz6rPT558iT69++PlStXonv37tU5xJDRQhAC9ACx54P1AAlV6AEC1Bt2Nu8MQ3OAihxIT4gKaX/6cZh4Hma3C8LGW+4VgsCS5lhpk+AOQRBl3xQ47xI4q1cIQpRZMEw6WuqUsPXgWby2Yb8W7GBMgfN1gFyaA+S5V2BiyCUqQIDvUL1DECQWghCiA+RwSbCZBVhNPMpdki62mwcbnk8PUIQEUFUcIPa+VUcKnFMnZkrcbl5FwoaVM1YklIjaRa0VQHqHJjFSJXC6/ZwlAUQQBHFe0qhRI8Nju90OAGjWrBkaNGhQE0Pygbk3VQpBqIIDBEALImAlaYDHATpb4kTLurEh7Y/nOfCcOmePyR1ooHeAtOOaWA8Qc4BYD5AnBlsrgQsxBEEfEW7iOZQ6JQi8esO8L7vIZ+JUfzHYWg9QlLEEDgAckgTA/5eo3hOhirKilv+5xVxFlLskWE08rGYBDl0ohNUkaELAJwUuAiVwoUzyGoziai2B84iZUk0ABRc2oq5sjiAYtVYA6R2aSAmgWJsJAs9BkhWaB4ggCIKoNKwZ3xSgBI4tj/buAYpACRwTEQ5J8hOCoAoKSVZCLoFj43XJMniew2VNkrQUOb1g8w5BKHUyB4gFMyia88HOzTsG299EqOo+ecRYTChzilpwwd6sIoO4Y+MEYHBoPMJAH4Jg1o7pD1lWtElaPSlwsiHRriLKXTKsZgE2Ew9RVrSSL73LpZXASZELQYi1VZxwF4zq7AHylMC5tMhvKoEjKkOtFUDV0QPE8xwSoy3IKXYYSuwIgiCI85eMjIygaV41AQs5CFwCV40OkK4Ezin6T4EDjKloFaE6Peq2lzdNxuVNk93LPeswUcMEEHOABHffjENU5wESeE5zjnxCEPzMAwQA8VFmmAUepU5Ji3g+U+RAfJTxHPw6QH5CEOxaCZz/m3zDuHROkBaDHUIKXLkowWbitXNgcc8WE6+Jq4jGYLv3EW2JjAOkT5WLFOx9KSwXtXMvdohaeaHfbWQqgSN8qbUpcPoY7KQICSB1X+qHKcVgEwRBEJWFORlVisGuYg+QU/QNQVAT2dTH4TlAnN8bVOa4WEw8OI4JIHcJnNMYguCSZMiyAoHTCaAKQhBYCVxClAXRFgGlTgmFZZ4vKL0FU0UToTJi3K97oF4Zfd+RPgyBxWCH0mNT7u4BYgKITeZqNQmesAavFLiqOEBM7Fp1KYCV4VynwAHBo7BFcoAIP9RaAZRbqgtBiFAJHOAppytzSYb5BgiCIAgiVJjAqSgG29sBEiI0DxCg3mw6RMlHJLCUtlBjsAG1Z8lfSR5zqYxJc74hCBbdRKg87xF6kqEEzk8IgsXjAEVZTCh1iob5YLxjsz0pcIEdIFUkqPsNJDj0AkKbEDXMGOxylwybmdcEoUcA8dq4fVPgquIAqT1HZhNfpRK4cxaC4BC1381g4oaJ2YomTCVqF5USQPPnz0dGRgZsNhu6d++OX375JeC6ixYtQq9evZCYmIjExET069cv6PrnCtYDJPBcWN9iVUQSRWETBEEQVcQisBCE4DHY3j1AHO+7TrhYvR0gbwHkvvkP59op8LzfQAe2yJg0p/6/VB+D7Z6bRlZUB8ikOUAKfj+WD0VR3CEIvhOhAkBclBnRZuYAeW6EmZhjhJICp4oE31I5PUYHyBNYoLpZaghCYbkL+7KK/G4PeBwg9noz58pi4n3G6QlBqEIPkEsVkFaBV9PtKgkrXXRJCuQQSv3CQR+DXVQuIj3epj0OhKdsjhwgwkPYAmjlypWYMmUKpk+fju3bt6Njx47o378/Tp8+7Xf9TZs24fbbb8fGjRuxdetWNGzYENdddx1OnDhR5cFXBVailhhtrnSdtD8SKQqbIAiCqCImrQQuUApcCDHYVQ1BEGU4/bgqtso4QDznd04j3k+vk02bCFXS1rGYeDhF2e0AeUrgDuYU46b5W/D78QK/c/Kw8rGEaDNirALKnBIKy11owuYAEsIpgVMFn9Uk+F1Pj77Hh/1fkhWYBB5mXnWzlm89gpGLf/a7PeCeB8gkaK83u4G3mjxikh0/Eg6Q+l6r51alEASnR4xE2gXSSuAcLpQ4RdSNUwVQsBI4fdkcQTDCFkAvv/wyxo4di8zMTLRp0wZvvfUWoqOjsXjxYr/rv/feexg/fjw6deqEVq1a4Z133oEsy1i/fn2VB18VWEpbpBLgGMl6B4gEEEEQBFEJ2A1uoCS3QCEI+hI4vsrzAAVygMLvARJ4/yVwbLxmP31G+olQ2WSg3iEIZ9yTnOaVOOGSfMfqWwKn9gB1aBBvOBeGd28NoIoLs8BpYkpfghaoz0XvAGkujexxgCRZQU6xA2eKHAFdknKXBKuZN/QACe5+KG8HiI0jVAdo+dbD+Dvb6D6pkee8JjYri16MRF4AeQINShySzgEK7O6I2jbkABEewhJATqcTv/32G/r16+fZAc+jX79+2Lp1a0j7KC0thcvlQlJSUsB1HA4HCgsLDT+RpNwlafnxkUqAY+gFFUVhEwRBEJWB3WBXFIMd5V0Cp9MYlXWAvEMQfB2g8EvgWPO/N2yM/vqMSnQ9QDYzj3KXbwgCK2crdohuoeI/BCGelcC5JBSVi2iUFI3EaLNvCALvWwLndMdrs3I5JhK819Ojd4AkzQHSx2DLKCwTISuBS7McoqyGIOhK4NjvhU8PkPsmP1QHaNbXe/H1n1nG47kkrbwuEiEI6j4jK4D0JXDFDhF146O0x4GgFDjCH2EJoJycHEiShLS0NMPytLQ0ZGVlBdjKyOOPP4569eoZRJQ3s2bNQnx8vPbTsGHDcIZZIXphEskABMDYA3S2mAQQQRAEET4mP6VhetjymCAlcJWfB8jT3+LwSoEDPK5JuDHYoYYgqMcQNCfBxPOwmQQ4RAmSzCZWdQsgt3godohwSYqvA6QrgYuyCCh1iCgscyHOZkZGnRifeYACTYRq0cVR63twAjkcoqGHSNH+NQs8BHcMNnMkAlWLlLtYDLa7BK5M1ERYwBK4EAQH+xLYKRnFEit3NJu4Ks8DZKng9aks3iEIdewWCDwXNODAJVIJHOHLOU2Bmz17NlasWIFPP/0UNpst4HpTp05FQUGB9nPs2LGIjqM65gDytz9ygAiCIIjKoE2EGiAEIdZmBscByXarYbne9alsf6tVUG/0A4UgVMYBMvN8gBhs3xI49Ri8VqkhaCVwMiRZ1kIRAE8yWonbAfIWUlEW9XF8lBnRFlVUFTlExEWZcGuXhriurfELXTZGvYPD9suEn9UsGFwyf4h+QhDYXDUmgYMoydoNeaB7BbUETheCUO7SxsDO33si1PIQHKCz7nsgb7GkhiAI7hCEqpXAsS+DIx2FzcblkhSUOiXE2kyItZl8ytsO55TgtyN5ADyJflQCR+gJK/6sTp06EAQB2dnZhuXZ2dmoW7du0G1ffPFFzJ49G+vWrUOHDh2Crmu1WmG1WoOuUxX0k5SyeXsihd5Roh4ggiAIojKwUqxALk7deBvWTemDpu5mfoZ+9crOA8QSzpxuB8jbJfH0AIXnAHGcr5hjTo4/kXW6sFzb1mbmUebuAeINJXAeB8jfPEBxUapQTI214VhuKXKK1Z6hOJsZA9un+4yH4ziYvebpYb1FFoEHx7lT4HRO0YMrdmBUzwxc2ihR20byE4IgunuAWAhCkYM5QP5vzNUYbEFzfQrKXNp7wcbJxJUrDAeIBTR5uzMOUYbVzFc9BMEhITHGgqzC8ogLIO9xxViZADK6O4t+OIg/jhfg/x640tA3pCiKNt8UUbsJywGyWCzo0qWLIcCABRr06NEj4HZz5szBM888gzVr1qBr166VH22E0MdTRzoEIclODhBBEARRNZgI8b6h19Msxe5zM8dFIAVO3+Dv9BMsUJkYbJPgfyJUIUCpn83Me1LgOFUQSbICp6j20TB3i5XAlThEvyEIqbE2rJ3cG5c3TUK0xaTdDMdFBRZvZvecQwynJLvFDwebSVAFEM/K0lxYvfMkfjp41rAPfYgCcyBESdZ6oURZ1vqX/CXGKoqCclGCzaw6Txzn7gHSnZ8qVMKfCDWgA+R2uqoaglDiELUvlyPuAEmyVhIIuAWQ1ezj7pQ6JZS5JG0bQBWgVYkJJy4uwi6BmzJlChYtWoRly5Zhz549uP/++1FSUoLMzEwAwMiRIzF16lRt/RdeeAFPPfUUFi9ejIyMDGRlZSErKwvFxcWRO4sw0X/YJEW4BI4cIIIgCKKqsJCDQDHYwWCiorICyCTw4Dn1ptp/CZzalxJMnPkbk98UOC0Ewegy2Uyq4DHxnCo8zJ5obP2+PCEIkpbW5s0labHgOM6QmBesf8nEc4YeHv1rYHULEp5XHZiTBapLlevV88scIIvgmfRUPR/1dZP0PUB+vix1SQoURX0dOI6D1aQKQquXAPJNgau4BC63RHXBvAMTHKLk1wEqKHVpzlkoFDtE7ctl7z6jquIUFSTHeCqE7FYT7H4coHKXpL0moqQgIVp9v2kuIIIR9gygw4cPx5kzZzBt2jRkZWWhU6dOWLNmjRaMcPToUfC61JoFCxbA6XRi6NChhv1Mnz4dM2bMqNroK0l19gBFWQQtrYYEEEEQBFEZzFoMdvitujwHSKh8CZx6fLUPxF9fjdUkhFX+BqiiQvYzHq0EzscBUsUKE0jscalDBM/BJwQhkAOkJ0ovgKIC3/6YBd7YA6Tbr+oACdp6J/LLAPh+4clcH6vZ4yaJrAeI5+CSFC0tzd+9AuvlYeVvrAfKKIA8Qi0cB4iV3PkrgatjUvub9A7YzC92oaDUhf+OvqzCfQPMAbKEPJ5wcEkykmIs2useYzEhLoAA0vdHJUVbkF/qQlG5C2lxgXvQidpD2AIIACZOnIiJEyf6fW7Tpk2Gx4cPH67MIaqV6kyBY/s8WVAesK6XIAiCIILB3JXKJLmpZXAKKqGdNCwm3t0DJPmIimirgIQgJWT+MPE8JMV3vhumrbzdJHaj7xFA6mNvB6igzCsFLogrFa2LDA/qAAmcoXRLH6/NHCA25lNMAJV6CyDFfR6CTwmcwHModoiaS+RXALmdHBaBrf4bpASuMg6QVzkYE7sWt0PFQhsOnimB/5mKfJFlBSVOqdoEkFOUDZU7agiCGSfyygzrlbtkjwMky+qX3TklQdPiiNrFOU2BO1/IrcYSOMDTB5RX6oTi5wOfIAiCIILB0t8qVQLHVd49YlgEHmVOGbLiG1Aw5someGFo8DAjb0xCoBI497w2AZLmfBwgpwie8/QAsajsfLcACVaWpy+BC9a/pDpAXiVwgs4BMnvGfDLfXQLn7QC5hYnNzPuGILgFBqAKXH89QEycaJOvanMQec7BLPAeB0hU0/EcolzhfQcbq7c40UIQTMaEuVMFZShzGoXD/346oqWs6Slxr1dtKXCSUQCxEATv0rYyrxI4tg1FYROMWimA9A5QpEvgAE+wgiQr9G0DQRAEETasBC6cPhsG0xlVdYDYzaz3RKgNEqMNiWehoMY/+w6IiTUfB8hsdMDYfD4lDtUBYsKI3evnlao3wOYgJXBMAMVYhIDx4mws+hADfQ/Q0C4NcE0rteTfIvDILvIvgJjAiTILhhhsE88bRG2DxCi/PUCaA2T2CC/A+F6YdGl1LknWRF1FCW5srN7ixCGqPUYWFoMuyXBJMk4XObRAAQBY81cW/vPZX/h0x3GffZc41PWqUwDZzII2/1WMVfCbAlfukuDQlcAlawKIKnMIlVohgAocBdhzdo/2mJWmWQTeZxK5SKD/dsLfNzsEQRAEEYyqlMCx/piq9ABZTLx2U+ktgCqDWeB9+nwATwlcYAeI9cC4S+Acot9ABfbFZiglcMES4AD1NdeLCJcuXnts76bo1ybNfU6cJsAC9QDZzIImplySJwab0Tg5xu99QrmXA8TO32r23LNYdGl1TknWzquipDOPA+Q1Eapb6DHx7RRlZBeWQ1GAMnci38n8Mjy26veAx2GOHGsviLQAUpPqOMTazDALnNaP5i1sHO7+NUVRIEoK4qPVOHRygAhGpXqALhREWcTsX2bj8wOfIzU6FZ8P/hw8x2sfNokx5mrJg9dHa58tcSLDa54GgiAIgggGu8EP5lQEgpWHVTYFDlAFC7uZDRYsECoPXtPC73I2Vm/hwhwP9jqw0q9Sp4QYq0kTeQzWC2QxBT5n5gAF6/8B/DhAkux3G/3rUuqUUO6SNMEiaT1APFwyS4GTIbhjsBmNk6Ox46hvKRkLQfAWPvrXyTsFLtnO+m4kAIHP8WywEjiTZ5JXlyRrJX5sUtqv/8pCuSijQ4N4gyvEYMEO8e7UtarMJ+QPJkZjbSbtNbJbTSh2GOf4YQ6aKCtwSTKsAg+7xXfCVKL2clE7QCbehEMFh1AmluFI4RH8cPwHKIqi2c2RngOIQQ4QQRAEURUSoy3gOGjxveGgpqShSl/wWQQexeWsWqLqlRLt6sejXf14n+WeEjjjWFkJnHcPUIlTNJTAAWqZGXNigo2VpcAFS4BjY9H3ADn8RIGr66nL6tjVWObcEieO55XidFG51vejzl/kmYfGzPMGUdsoKRqF5aJh4lXAcwPPhJ93LxDgWwJnt6rnVdFkqHmBSuBcrATOMw/UqQI1XKDMJUFRFBSXi0iIMiM11oZytyjam1WIH/fnAPAIILvVVOX5hPzhkhRYTKoAinE7enarCbJiFHTs9XOKMlySookmcoAIxkUtgADgrjZ3af9fvmc5Sp2exrjqCEDw3q+/2l6CIAiCCEZGnRhsefxqNEuxh70tz/mfdDQczKbIOkCB8MwD5N8B8k6BK3VIEDgO+tNLi/PMC+NvHiBGqA6QSeDhFD0OkOo6+O6XCaBL0tT3KLfEiQdX7MRLa/82hCBoMdiSYijf4zigYVI0ACC/1KuEy+WJ0QYAG5uHyGceIHXfDtHjUnmXtumRZAX5ZS7UsVt9HCAW9+3PAVLcAqPEKSLGakKURdAcoP/+cAiz1+wF4CmBi7GaYDXxQcdSGVgiX6zNrPU8sfeViS/AU57nFGWIsgyTwCMuyozCMnKACJWLXgD1btAbjWIbAQB+PvUzfju1S3uOHCCCIIjay5dffonu3bsjKioKiYmJGDx4cE0PyUC9hKhKbcfznE+JWLhYBR7FDuZCVL8A8g5BsHmFIDAHxCnJ4HnV3WLbpurmdQkWgsBEVXwFPUDeDpC/yWABj2i7JC0WgFpa9ndWEYocLt08QF4hCLo0PLvFhDq61Fg9nhI4QduP/phsnPoSODY3U7AeIDWdFqiXYDOIE0VRtBI49l44dA4QoJbBlThERFsERJl5zWUpdUpajxALzrC7BVB1hCBYTDziozwCKMbtfLEyPUVRNHHmlGS43BPkkgNE6Lmoe4AAgOd4jGg9ArN+mQUA+PDvDwD0AqD2AFUHemFFk6ESBEGcf3z88ccYO3Ysnn/+eVx99dUQRRF//fVXTQ8rIvBc5cIT9FhMPIoLXdr/q4uADpBXDLZZ4GHiOW0yUfacJCuGiS2DhSDwPIdoi1BhCILfFDg/pXXsWK3qqgLon+wiFDlEOFyy1gNkMwm6GGwZJp7XBEZclBlJMZ7yOQB4/qs9KCh14bImSdr26r/+Y7D9pcAFc13Yl7J142w4lFOiLXdJChRFFbtsfC5Jwcn8cq2UrdQpaj1YUWYBZW6hVeoUNcFW6pTAc9BK6SItgJxuN27SNc21xDnNAXKLL72z5RRluGS1BC7aYtLWIYiLXgABwODmg/HGjjdQ5CrClqxvwAmdoUj2apkEFfAqgSMBRBAEcV4hiiIefPBBzJ07F2PGjNGWt2nTpgZHFTn08+RUFrPAobi8+kvgmFPlE4Lg1QOkLhNQ7BB9Uu7q6krgKhqr3Wqq0AHymwLnJ1yBlcU1SoqGzcxj2+FcAKp74+kBUsvUZFmBrKj7ZiEIsTaTdh/ChMn+08U4XVSO9g3iwXOeY2hOkJ8SOFFS52uKs1XcA8QCENLjbQahwEST1exdAleGpnVisDerCGVuByjGIsBmEQwOEHOdypxqEATHcbCYeC2KOlK4JHVOpuapsdoy5gAxQaQ/fxblbRI42K2+8wURtZeLvgQOAKLN0RhyyRAAgKi4YE78CUD1zAGk7tfz4eptaxMEQRA1y/bt23HixAnwPI/OnTsjPT0dAwcODOoAORwOFBYWGn7OVyLRA2TR9wBVIokuVAKXwBkdIHWZURSxf/UOUEXzJr1+e2eMuLxR0HX0E4wCqotg9bNfLQQh1oqkaIs2MShzgDhOfR0lWdYEkdoDpG4Xa1Mn8RR4ThMmpU4RucVOLVGOBVloaXB+SuCYWIvVeoACiw72pWzd+CgtJlq/jUXwDUFgfWilTgklThHRVhNsJkEreyt3SZoYcoiyNmdTdYQgOEXZp8yROUClbnenXOeAlbskKArcDpBg6BMiaje1QgABwB2t7oDAqX8k5sSfAE6sthAEKoEjCII4fzl48CAAYMaMGfjPf/6DL774AomJiejbty9yc3P9bjNr1izEx8drPw0bNjyXQw4Lnq/aHECAscG+WnuAOP8lcOyY+lI+q1c0NhNAKbGhO0DdmyYjNdYWdB2zwGuCBfCEA3jDltWxW5FktyCn2BMvLcruOX/c5XSsJM4kcJqrE2szg+c5JEabNQeozCnhbIkTDlHWRCAQzAGS4XIHNrASOCZGjuWWYtrqvyDrziW3xAmB57TXjIknFg4QH2XWzquwzIW8UheapahTeZS5JJQ4JNgtxhCEUqekuS76KPBICyDJ7aJ5i1yWBsccoHJdPDdbZhY4xFhNWp8QQdQaAZRuT8c1ja4BAPCmYpjidlZbCIJZ4DUrOq+U7FaCIIhzwRNPPAGO44L+7N27F7K7Qf3JJ5/EkCFD0KVLFyxZsgQcx+Gjjz7yu++pU6eioKBA+zl27Ni5PLWwiJQD5O//kYYP4ABZgzhAWgmcXweo6nP7mQTOcOMeMATB3ZeUEGU23E84RAmiJGtx3S5Zhsv9O2fieW3c7D4h1mbW3LYSpwSHKCO3xKn1/QAe4ePdAyRKChySpO1HPb56rK0Hz+LdrUdwIt8TZJBb4kRitFlzadi6rFolMcaivYZHcksBAM1SVQeozCmh1Cki2iq4e4A8Asgpqa5XmVPSkuusJiGoGxUurN/JW5B7SuDcDpCuBI71/Jh4HjFWQXudCaJW9AAx7mpzF7458g0AwJK0BYnRD1bbsZJiLCgsF3G22FFtxyAIgiA8PPzwwxg9enTQdZo2bYpTp04BMPb8WK1WNG3aFEePHvW7ndVqhdVq9fvc+YYQCQEk6G++qz4PUCCYmxMoBpuViwG+ZXH+BJA1AnMW+XOA/JXWmQUeyXYLeJ5Dsq6ipNxdAmfieZh5TnWAJE8JHNsXEyzRFs+NOSsrO1VQpolAwP88QFoJnFtk2L1CEErd+9x/pliL2z6aW4r0+Cjt9Xa4ZMAG5JaoX9YmRlu05w6cLgYAYwmcQ0KMRQ1BcIoyZNmTuOYQJZSLkqcELsIhCExMeb8XFhMPs8BpJXBlBgdI1LaJtpADRHioVQKoU2onxKIpinAQgu0UjpX9ifbuRLhIkxhjweGzpdoEZxXVJRMEQRBVIyUlBSkpKRWu16VLF1itVuzbtw9XXnklAMDlcuHw4cNo3LhxdQ+z2uE4VDkG+1w7QBYv50Zze3SHZjfWbBtWPpcYbVZvtgOEFYSLWeB8eoD8vQbpCTYtApv1FKfFWVUHiEVeu8UUc4DMgjEEAYChNIvdxJ/ILzc4HVadqPCMk4dTUgylihYTrzkgJe59HjxTgqtaqtv8k12ES9JitX2zEjjmACVEm7VyvV+P5CE+yqydY6lT1OYBsrn7bspFydN745JR7pKrrQSOOUD+7qfUhDffErhSfQlcDfcAffTrMfx1ogAzb2pXY2MgPNS6u/J419Xa/784srLajqP/Nsh7gjOCIAii5oiLi8O4ceMwffp0fPPNN9i3bx/uv/9+AMCtt95aw6OrOhEpgRM8gQNV3VcwmIgJFILg1wHyKoGLsZoQYxX87qcymHhVWACq+JEV/0EQk65ugSWjLwPguea3+f/2zjxMivJq+3dVV+/ds28Mw8wwsu8IguMSUQkDUYLGKBKCy0tiREhUXIKJisbPgEt8XV6iiSaCC2hMojEaMcjmxiKrsu8My2zMPr139fP9UV3VVT3dPT0zDT3DnN919dXVtT1PPVXdVafPOffplQKPX/YAScaOXwzJYmtFECQPkPrBXH6Ir2hwaXOA5BA4vdYA8qs8QAaB1xQflfd5pEby5AQCDAerWzAwz6YYQJ6gsVDv8MJuEqBXiSAcPePAqD5piofF5RPh9IiwGnVKfxyekAKc2yfC5RO1IghxqsA1uX3431UHsLciJC7i9Qdwy18343Cw/7IBFMkYtRp0isdLYwB5Qx4gq1GQ8rMSrEwXL98cq8NXh2uT0jbRmh5nAInNIxDwpQIAvjz1OY43HT8r7ajjgUkJjiAIomvxzDPP4Oabb8asWbNw0UUX4fjx41izZg3S09OT3bVOIz1kd1IEIfiQeTYV4ABA3n00EYS2VOAMwbo1VqMALgH1jwAoRgsArD9QAwAY1ju11Xo8L3l4gJAHaEh+Cjy+APwiU86DX2RKXSGpDpDWA2QxSvVpxABTjJmaFo9yvNKxyyIIIaNICAuBM+h4GAWdYpA4VR4gADjV4ILTK6J/rj0UAqfkAPkUYShedf2MLkwDIHnfmlw+eMUALEERBGm70PON2yfC4xOVfsfrAdpzugmTnvscL6w+iL9tCeXWVTW58fmBGmwvbwAARewhUp6XNIayB0idAyQqY6XkCiUpDM7hFTXGGZFcepwBVO8U4au7BADAwPD23rfPSjtUC4ggCKLrotfr8eyzz6KqqgpNTU1YtWoVhg4dmuxuJQQuAXWAZMPnbIa/AaFQvegeIJUKnBwCp/IAWYMP4jaj5L3gOhn6B0jHLucA/WPrSQzplYLBvVJiblM2NA9PXDcM+WnmYB0gqeipwPPwqWSw5bA4AEpBVptBgMMTCiUDAMYQUQVOE5oYVOrzqjwjJn0ED9AZyYNyoKoZADAw164YUrKBUu/wIk31x618Pkb1SQMAmA06ReXOFhRBAIDaFrUBFIDLJyrnyRhnDpBs9FxYmIZjquKscvRMQ9DI8gbFHiIZ5VaDThk/dSFYbQ6QVi77XOPw+DXGGZFcepQBxBhDvcMLb8NF4Jj0Rf/g0Ado8ia+nkM6GUAEQRBEEuC5zstgGxTVsbPtAYoighBJBU6Q50mfeS6kAGY1ChFr9XQEWQWu3uHF6n1VuGFMQZvbZNmMmHVxEUyCDoxJYgaS4AEHMcAgKipwHFJMAqwGHYozJWECi1F6eHeFeSZMKm+PMcL5EHg+ggeIVySpZQ9QVZMHLR4/DlS1wG4U0CvVpITSyR6gOqcXGZZQDUP5fMgGkMUgoCYo6mQxCMr50XiA/FI4nFkl2KA2RqJRXufEkPwUXFiYjqNqA8jl1bThVTxAUXKAIshgy2MgewkBJC0PyOkR4xoP4tzQowygZo9f+hcmYEEmuxQA4PK78M8D/0x4WxlUC4ggCIJIAonI2zlXHiDFAGrlAWo7BE7gediCD7U2o9CqQGZHEXge/kAA//72NBgDpo3Kj3tb2bBweEXF2+NTCRUIOh52kx7fPlaGEQVpAKQ6Ng6P2Co0Sx0CJ3sv1F4hvaAthCp5gHRKIdAWjx/5qZJC3pGaFhyoakb/XBs4jlPGW34gb3B6NaH7eh2Pkmyr4hUy63U40ywZQFajTgmBUz/fyAVRlRA4HR+XDPaJOicKMyzom23FiXqXkusjlxGR32PmABl1GjEGgyDlMsnGjsBzreoFnWtaPH7FOCWST48ygOpVX9QLjJOV6eX7lsMfSOw/AuoQuHoygAiCIIhzBJfAOkDnygBqVQdIaO0BMoeFwPF8KK9DCoFLjFiDQZDq63x16AzG9c1Ali1++XPZa+P0+iGoDFHZSxNexBWQvFcOr195gJeLlKrzfUb1ScOzN45E/2BNHiAUAudTyUNrPUB+JXfpSI0DB4IKcEDIUJP7VefwaiJXjAKP0X1C+XAWgw61wWcZtQdIbQB5giFw8hjEI4LAGMOJeicK0s3om2mFGGA4WS/VLWoMen7kZyhvWypwQcNG6oOkiKf1AEn9crQzBG736UZcungNmt2dE7Ryev3wigFNYVoiefQoA0j9RS2wFeF7Bd8DAFQ4KrC6fHVC29KEwJEIAkEQBHGO4Dl0OgdIfsg8+yIIkUPg5PAxQeMB0hpFgsoAshp1CTPWBF7yrByvdaIk29qubRUPkMcPnUrwQK5NE8kwtRp1cHpEJQSuIN0MQOsBEnQ8fjymQJPjJPdT7QEyCjq4g0aNwyMiN8WEHLsRG4/U4lB1S8gAEsILofo0f9wumDIId3yvRPks5QBJHiCbUVCM0XAPkMcXULxD8Ygg1LR44PYF0CfDguIsaayPBnOWQh4gqQ2fKtSv9RgKKg+QCJNeB72OU+or6XUcLEEPkLOdHqB1+2twqsGF6ub213V8f/tJbDwiKb/JHr5EFoclOk6PMoDUsarpFgNmDZmlfH5zz5sJbYtEEAiCIIhkoOM4dNYZcq5ygMYUpeN304Yq+TBqTIIOOo0MdrA2kNoDFHzYTrcYlBCnziIEawqV1zlRlNFOAyhoWDg8oiSDzWtzbSIqmBkEeMUAGl3SA39BujQW6nC3SOiDHhY5jM0oiyD4QjWFLEYdhuan4J1vTsDjD2B4QaqyLgClmGmD04s0VQ7Q1JH5GJhnVz6b9TpFlMBiUIkgOLQ5QK6g8QEABp2uTQPoRJ3k7SnMsCAvxQSTnsfRM04AahEE6d3bhgx2iycUAmfS64IeoJAIgk1RgWufB0hWoWtxtz9S6E/rj+C9LSeldiPIdBPJo0cVQpUrHQNAhlWP8Xnj0T+9Pw7WH8TOmp34tuZbjMgekZC2KAeIIAiCSAY8x3W6EKr8oH62Q+CMgg63lBZHXqbXxfQAZduMirfkju+V4MdxiBXEg0HHKWpdRREMs1jIhoXD61e8WEDooVdt0MnYgqFZsoelT/CYjG0YQBkWAxgDaoKeCX1QBlv2NrV4RNgMAv44cwxO1jvB8xxKgl4WdQ5Qk9uHANM+t4Qj5yABkrdF3r7OEfKKSIVQRW0h1DZC4E7WS8ZOnwwLeJ5DcaZV8QDJ6m8hEYQYRqSqmKw7WIuIgSlhcXqdZBxyXPtygBhj2HGiHkDHxBOc3uD4BpjSP/IAdQ16lgdIZYikWw3gOA6zBoe8QG/teSthbdlNgvIjTXWACIIgiHMFxwERnrPbRUh1LPZD+NnEpOc1oXzGMANoyczReHDyIABAps2I/rn21jvpAIIqxKoos+MhcFIOkPRZNoAi1SmSQ7NkQybkAYp9EnNSpFyhU/UuRfjCpOeVtiQPkFSzp3+uHRdk25QQOp7nFJECOdQsLYYBZA72UcdzMArSeTHpeeWPZYPAtxJBMMYRAlde60S6Ra94Z/pmWXFM9gC5QiIIjIWEJCKJXaiLyXr8Uh8MupAHSNBx4DhJCKE9Mtgn612K/HdzHAYQYwx3v7NdKejq9PrR7PbBqfL6kAeoa9CjDCB1Lo78T8cPSn6ADFMGAOC/x/+LSkdlQtrieU5RVKl3dC5xjiAIgiDiJSEqcOdIBCEWpjAPULgIglHQRUyI7yzqNgsz2ucBMqlD4HQchDAPkBDBe2FVPEBe8BzQK6jcZmrD+MyxS+udrHcpHhmjoIMnGNbm9IpKiGAk5BwdOUpFHbofjjz2FoNOMaJMeh3qHV4YBanGTrPbjwCDRgShLW/HiXqnZoyLs6yKFHa906sYUS6fGFKBiySCEPQAMcbg9gVg1OtgEHRK3o0+aIhajaFQuXjYVl6vTMcTAufwivjXjtPYclz2GolocvnhVLXpJinsLkGPMoDCPUAAYNQZcdPAmwAAIhOxYt+KhLWXYZXiaSkEjiAIgjhXJCYE7tyIIMTixjEFuHJQtvJZ9ixE8qIkEtnoy00xKgn98RKSwfZD4HnlwVsOqYssghDyAFkNgmKItJUDJKvFnax3KWFhsgdI9jhYjNEzHYxBA0V+Nkq36qOuK4fAqfOszHod6hxeWAw6mASdEu2iFkGQaiBFVz07UedCgcoA6ptlxelGF9w+EY1OH/oGQ/bqHN6YKnBWgw7+gFQU1uUVlRwgpRCqwCn9d3rjN0C2lzegONMiSWrH4TmS23N4/BADDC6fFAKnljgnKeyuQYd+2ZYsWYLi4mKYTCaMHz8emzdvjrru7t27ccMNN6C4uBgcx+H555/vaF87jdoQUf/TMX3gdOh56Yv/9wN/h9PnTEh7sgfI5RNbFTgjCIIgiLMBx3XeSDhXdYBi8YsrLsBVg3KVz7JnobMKd20hCxe0VwABCIUMOoOFUFt5gCLEJlpVIXBmg055PmlLgMKk1yHFJOBUgwuGYLupFgManD7F49CWB8jjExXDJc0cKwQuaAAZQ/sz63XwilLhU5OeR2MwlE4dAgcgZhhceZ0TfdK1BhBjwPFaJ+qdXsUAanD64PUHono31Qpvbn9QBlvHKcaOPO4Wo65duTw7TjRgdGE6rEbJw9UWLSoDSM7FanL5NG1SCFzXoN2/bO+++y7mz5+PhQsXYtu2bRg5ciTKyspQXV0dcX2n04mSkhIsXrwYeXl5ne5wZ1Dn4qjVTrLMWZjSdwoAoMnbhH8f/ndC2ssgKWyCIAjiHJOIEDh9FwiBC0cRQeikd6stZKOlsJ0CCEDooV8MMAgqEQRZLc0WwSMje1fOtHhgMeiQbTeiT4YZfeOQ4M5JMaHF41fazbIZUOvwKA/i1rY8QGIA9U4v7EYh5rlWPECq/cnnw2zQwaTXKTk7SgicLrYB5BMDqGh0aULgZIPnSE0LGl0+RRq73umFTwxErfWkrvEjCzGoj0feTio6G78BdLzWgX45NthM8W0nr9PiCYW9NXv8GuPJTSIIXYJ2/7I999xz+PnPf47bb78dQ4YMwSuvvAKLxYK//vWvEde/6KKL8Mwzz+Dmm2+G0Rh/MbGzgewBshp0rRI7bxlyizL91t63EGCdv0DTqRgqQRAEcY65elAOrhyU06l9hHJKupIBJPXlbEflycde1M78H0A7XjqVCMKpBhcyrIbIEs5GtQdIKjL6xYNX4cLC9FbrhpMTDIOTH/AzrUb4RIaqJklQIZY0uFHQweOTRBDSY+T/ANocIGWeQZ4nwKgPhcCZVCFwAOARI3s8qps9CDAgP82kzMu0GmA3Cvj2VCMCLGQQ1Tt98ImBqCGZigfIKwZlsHllXYHnlLwlqehsfB6YQICh0eVTJNZlo3LlroqoUT1qD5DcDmNAdbNbWcdDHqAuQbt+RrxeL7Zu3YqJEyeGdsDzmDhxIjZs2JCwTnk8HjQ1NWleiUBWOon0RR+YMRDj8sYBAI41HcOXp77sdHuZVAuIIAiCOMfMKi3GzPFFndqHsQt7gM56CFzQmCjKan8InKDjlfBDvWq6osGFbFvkP4GNAg8dz6HZ448ZshYJ2QCSz5MceVJeJwkJWIxthMAFc4DSLdHzf4CQsWPTeIB4ZZlJUIXACVoDKJoHSPaW2E2hfXIch+IsK7YHxQcK0swQeA4NTi+8/kDU61Gp8eNp7QFSC09YDLq4VeCaPZKoQ5pFD7tJQIvbjzqHF3e+tQ2f7a2Kckyi8q72GFU0hgwg8gB1Ddr1y3bmzBmIoojc3FzN/NzcXFRWJkY9DQAWLVqE1NRU5dWnT59O71MMFvoCoiud/HTwT5XpRBRGTVdJSpIUNkEQBNFd0HeBHKBwzlUInL4THiAgZDxKdYCk6YpGtyJbHQ7HcYpnpb2iC9lhBlCWTTaApFzm2B6gkApcLAlsIORhsYSJIEjztCFw8jHIkTYefyCiEIKcn2PWa/vYN8uKb082ApCkudOtBtQ7fPCKLKrqnzx+Tq8Ij1/KS5LzotTbSCFw8Xlg5GfGtKBMd4vHr9Q9ko81nBaPL/ju14gtVKoNIPIAdQm6zi+bioceegiNjY3K68SJE53eZ5NLKvQFaA0TNVf0uQJ97JKxtbFiIw7UH+hUm2pDq7aFDCCCIAiieyA/UBuTqAIXTigE7uwaQKML07Bw6hAM653aoe3lekWCSgShqsmtGCuRkD0YlnZ7gKTwMfkhPzPoZTpR5wKgFS1o3U8eHr+IqmYPcqMYZzKysaPen0ljAPGKwSCfJ/ka+sWbWzHrL5ta7VP2xIQfc3GWVTEe0q16pFv0qhygyNejHEbY4vHD5RVh1OuUsECNAWSMPweoQa6PZDbAqhhA0rxmdzQDSPYA+TWqcRWNLpiDsu7RpMHX7a/Gs5/uj6tvROdp1y9bVlYWdDodqqq0rr+qqqqEChwYjUakpKRoXp1FUwMoigeI53jMHDxT+dzZwqiaHCDyABEEQRDdhK7sAeqsxHdbGAUdbr+0b4cNLbUHSA6BCzDENIAiyUzHg+xVkvNd0sx68BxwPOgBssTYn1wItarRjbwUU9T1AJUKXAQPkFkv5S3JfzKHiyAcqm7B/srmVvuU82jCDaASVehhmtmANItBMoBihMCFPEB+SQVOzyvnQa2IaDXq4pbBrld5gOxBEQQ5naHJFdmI0oogaD1AVqM0TtFygD7+tgKvf3UUjEWXDScSR7t+2QwGA8aMGYPVq1cr8wKBAFavXo3S0tKEdy6RNKgMkGgeIAC4vt/1sOulatIfH/kYta7aDrdJOUAEQRBEd6QrFEINRwmBO8seoM5iVOWeCCrvg+ytiYTswehsCBzPc8iwGnCizgmTno85VkZBB7dPRE2LB7mpsQ0g2cBQ1xUKiSDoNEVb5flFmRb8cGQ+brukGHVOL/yi1vOhhMBF8ABJ/eNhNuiCHiAfvDE8QHIelcMjSjlAgk4xwNTbWAxCXPV8AKAxGOYmiyA0e/zKs2RTFA+QUgfIq/UAnW50w2rUwSjwUUPgyuuccHhFRTEwWSxZewhvbzoecx2/GMD8v+3AqQbXOepV4mn3L9v8+fPx6quvYtmyZdi7dy/mzJkDh8OB22+/HQBwyy234KGHHlLW93q92LFjB3bs2AGv14tTp05hx44dOHToUOKOIg5ktyUQKlAaCYveghsG3AAA8Aa8+NuBv3W4TfIAEQRBEN0R+SE+XDE1mZhUD/ldGbWhplf1NSeGB8hq6FwInFodLdNqRJ3D26Y3yajncareBTHA2vQAhTxU0UPglP0Gz5PVKODFGaNxab8sMBYSopIJeYDCcoAyJQNILleSYTWgIRgCZ4gigy3nUUkiCAGNCIJaOtvWjjpADU4fDAIPk55XZLDlaKKmqDlAsgqcVP9R3v5Mi1Tk1qTXRQ2BOxH02h2vdcTVv7PFe1tOYM3eyKVtZKqaPfjntlPYdKTjToJk024DaPr06Xj22Wfx6KOPYtSoUdixYwdWrlypCCOUl5ejoqJCWf/06dMYPXo0Ro8ejYqKCjz77LMYPXo0fvaznyXuKOJALUPdltzjjEEzwHPS0Ly77114xY4ZLxkW8gARBEEQ3Q+9jgfHQfNgm2wEHY/pY/vgwsK0ZHclJqHQKz7MAxTDADLKIggdDIFTeeoyg0IIsWoAAZLRdKJeeujOa8MDFMoBilwHSM57Mgq8Ijkd3p8zLR7NfKfXD4PQ2kuVatEjw2pQonXkEDivn8X0SFoNgmJkmfS8ygDSeoB8IotZnFWm3ulFmlkPjuMkEQS3X3mWjFYUVR0C5/BKqn4pJj0Yk86xUR/ZA+Txi6hokoQSjtc62+xbOM1uX0JC59w+EcfrnFFFHtTtAd07v71Dv2zz5s3D8ePH4fF4sGnTJowfP15Ztm7dOixdulT5XFxcDMZYq9e6des62/d2ockBakPtJN+Wj4mFktR3rbsWnxz9pENtmlX/ipABRBAE0XU4cOAApk2bhqysLKSkpOCyyy7D2rVrk92tLoOO5/DnWWMxeVivZHdFw1M/HoGh+R0TJzhXyF4zIawgbewcIMmwaK8Mtt0oaB72gZAQQlveJKOeh0+UHprb8gBZjQI4TitZHcoB0ineuUghfFlWqT/hD8tOnxi1j32zrEg1Sx6gHLsRVU0euH1i1BA4QJL8llXaTHqdsq6gEUEI5Qq1RYPTpxhhtmD9IPkYoofAScaN1x9Ao8sHi0FQxsxiEKTaSxGMr5P1Lsj2S3sNIJdXxMW/X431B2ratV0kDlW3gDFt2kgkWoIG4BmHJ+Z6XZmu89fOWaY9HiAAmDVkljL95p43O2xZy8aWOgSPIAiCSC7XXnst/H4/1qxZg61bt2LkyJG49tprE1rSobvz/SG5ykMoET9GWa1Ox2nCr3JiGBnWDqrAcRyHHLtJYxjI+cdteYCMKrGCaOJQ6v4tvX0cyoaGBK/MweO0qDxApgghk1l2ad+1YQ/LLq8Iiz7y8f704kL8eEwBAGBQXgq8/gD2VjbFNICKMiz44uAZqR8aD5BaBEEak23l9Vi5K/Z3vcHpRWowDE/e7mQw5yVaCFyzxw/Z5q1p8sBq1CEl+B2yBY3VSB4gWba8V6pJmY6XqiY3HF4RR890PnTuYLUkVtHYpgdIMoB6nAeoO6L2wLT1RQeAkdkjMTxrOABgf/1+bKna0qF2M4Ku33qnl5Q9CIIgugBnzpzBwYMHsWDBAowYMQL9+/fH4sWL4XQ6sWvXrmR3j+jmqNXHBD5kJNhiGCSy56e9IXAAMHlYHsYVZyifZQOoLWNKNhByUoytwtYiccWAbCXsTeprqM/qcLhwLAYBZr0ONc0e1DR78NLqg2CMwekVo4o+XD+6ADeOlcqSDMmXlICP1DhihsDNvbKfUnA0lggCANz55jbc+dZWrNkXuaApINX6kQvE2oJeHDlPpylGCFxW0ANX3eyBxSAgxaQPti2JRbh9rT1AJ+qc0Os4jO+b0e4coJpgaGEijJGDVS0AJAMo1jNrkxICRx6gLk99nCpwMhzHabxAb+x5o0Ptym2JARb1C0MQBEGcOzIzMzFw4EC88cYbcDgc8Pv9+NOf/oScnByMGTMm4jYejwdNTU2aF0FEwqiIIPCKBHOs8DcgpK7WXg8QAPzmB4Nx00WhgvFyCFybIghBY6JXG/k/0YgkgmCMYqBk2gyodXixcncl/rDqAOocXji9YkyZbplUsx4F6WYAWrGHcMYWZ+CqQTlS3wy6qDLYAFCcZcGEgdm4992dilETToPThzRzKAQOACqb3DAKfFQPkMPjR27Q01fd7NZ4gKxGQam9FE55rRMF6Rb0zbK1OwSupjloACUgHO1A0ADyiSymXLgs9pBsxbrO0GMMILUHSFYWaYuJRRORa5HEHdafWI/ypvJ2t5tBUtgEQRBdCo7j8Nlnn2H79u2w2+0wmUx47rnnsHLlSqSnp0fcZtGiRUhNTVVeffr0ibgeQcgP3nqeA89z4LnYAgiApE4GdMwACiduEYRgP3PbyP+JhtrrI4e+maKEtGXZjDjT7MHRGsm70ez2w+X1xy37PTToBdJHUYGTeaBsIArSzShIM0cUQSjJsmH2ZX2x9PZxeGH6aFgNOvz+P3sj7qvB6VWeF2UDiDFJ3tvjD0Q0ZFo8fqWobI3iAQrmdxmje4DK65wozLCgKNOCWodXMTDiQRaXqGlOgAeouhkDc6VSMLGEEM6HELj2+1q7KbIySIpJiBlDqkbP6zFj0Aw8v+15MDDcv/5+XJB2AQRegMAL0PN6ZVrgQp/V8xt01RBS6wGmw3+OuNCn0QCP6IFX9MIjerTT/rDPgdC0/C4GRJgEE8yCuX0vfWha4AS4RBdcPhfcohtuvxsuvwsuvwtuvxtu0a1Mu/zSOuHrAoBRZ4RRMMKkM8GoM8IkhN7D50VaLjJROW636IZH9Cjth8+Tx0q93CN6IPACjDojzIJZ2b9ZMIfaCbYV/m4UpPUMOgN8oi9im3K78nGr+6L0Q/TAJ/pg0BmU8VW3G2meRbCEPgsmmHVm6Hl9m2PQ1jzGGAw6A4w6Iww6A0w6k/JZPldRlwVfARaA0++E0+eU3lXTLp9L+ezwOTTLXX6Xsp6O08FmsMGut8NmsGmmlXl6G+wGO2z64PLgtN1gh1VvhchE5Zpz+p2a6zF8OtI8j+jRnBP5ZREsmu+CMi/Cd0bH6xBgAbj9bnhFL9xi2HuE+fJ1Kb9EJkLP62HQGWDgQ+dGr9NL07xBWhY8F/K68noGnfQgI1+PyrEGr8nweZrvrer76/a78YsRv8C4XuPOzg9sF2HBggV46qmnYq6zd+9eDBw4EHPnzkVOTg6++OILmM1mvPbaa5g6dSq++eYb9OrVOvH/oYcewvz585XPTU1NZAQREZFza3TBh3VBx8esAQSEQrPi8Yi0RSgHqA0RhGA/2xJAiIYsgmDR6+BUCSJEIivoAapVqahJHqD4DKAhvVLx6e6qNp/fBvdKwZe/vgpAyPBRG00Ggccj1w5RPt/7/QF44O/f4tuTDRhRkKbZV4PLhzSL1gMEAEWZVhyoakGz2w+jTdt/tQeo3umTVOBUHiCTno9YFqW8zomLijNQmGkBIElhxyv2kSgPkMsrorzOiZnjC7G/qhkNTi96p5kjrquIILR4wBiLK4Syq9FjDCDZ+xJP/o+aHw/4Mf707Z/g8ruwt24v9tZF/qcgFuZ86f2V9m9KEN0Sp9+JasSuI9DVETgBfnb+hK1e1++6ZHfhrHPffffhtttui7lOSUkJ1qxZg48++gj19fVISZH+Wf7jH/+IVatWYdmyZViwYEGr7YxGI4zG2P/iEwSAVqFXep5rMwTOmlAPkKwCF18IXFsS2NEIFUIVYNJLv5XRZNMzrUbsq2xSUgGa3T64fKJGVS4Wch5QewrzyusKMYymH11YgD99fgTPfLofb84OKRqLAYZGl6+VBwiQxBYASQhBzveRcXhEjUfNYgzlAFmjqMAxxnCizokbLixQ9l1e62y/AdRJb8zhGkkB7qLiDLy1sRyNzlgeIGmZxx+AwyvGzG/rqnS/HncAvxgIVfRtpwGUakzFHSPuwIvbXgRD8kQM9Lz0jzHP8dI/z4HkuR0FXrps/IHkPhwaeAP8zI8Aa1vP/2zCgUvqtZFswr0r/oAfLd4WtPhaFG9hd+R8Mn4AdOtzES/Z2dnIzs5ucz2nU4qx53ntgxHP8wgEkvt7QnR/TKocIABIUeWwRKOjhVAjoYTAxSmC0FEDaHCvFPxkfCH65diUpPioIXB2AyoPuHFGJSPt9IptesZkQiFw7TCAguvGyhvS8RzuvOIC3P/eTtQ5vMqf5FJdHSDNrFWBA6QQOOkY/DhY1YwMqwGZNiM8fhFeMaAJd7QadCoZbF1EFbhahxcOr4g+GRZkWA1IMQnYdboRU4ZrPdE+MQCHx694pWTkELjwOkvtZevxeuh4DmODghpthcBxnBQSWNviIQOoq6I+iW3VAIrEz4b/DDcOuBEtvhb4A37l5Qv4NO/h037mx7byM3h701GAEzFxcDauGNBLCW9Rv0cKTVK/y4VZZfwBf8QwIKffGXG++uUP+JUHViUMSzArIVvK5yghW3pe+kEQA6ISIiaHYanDxlrNCwsp03E6JSxLDltTh8rFmiePCWMM/oAfLtElted3h6aDIUFy25GmPaIHel4fsU1lWlCF1QXD6NR9EngBPtEHl+iKO1QpfJ4v4IsZQhjPPI7j4BW9mrAsdWilOuRSvVwO5fKIHnAcB6veCotggUVvUYwai2DRzLPqrbDoLTDpTNDx0W+yvoAPDq8Dzb5mxSiS35u9zcpneXmzrxkOrwMCL2iuxfBX1Pk6E8x66Vx5Ra8Smhfpe9JqXth6XtHbOkxQ0IYMtnoFQ0Ll7zLP8/CJPngDXuXcaKaD4+4L+CJOewNegKHVdzI8tNIsmGHWaT/L4ZXq8FBCorS0FOnp6bj11lvx6KOPwmw249VXX8XRo0dxzTXXJLt7RDcn3AP07h2lSsHSaAzMs2NEQWqH83HU2I0C7EZBUaFtq58dDYGzGQX8/npJLVf2/EQLgcu0SrV8ZJraGQLXK9WEdItekRiPh5AHKHZ4VnHQoKlt8SgGUEPQ+yEbGwZBktX2+gMoyrQCkIyku9/ZjisH5uCxHw5VagClWfTKuhaDoJHBNupbe4AOV0vCAyXZVnAch2mjeuOdzSfwy6v6awzKZV8fw1sbj2PdA1dqtq9p9sCs18HpFeH0+jsURskYw4rN5Zg4OAe9UkzguNhS2M0eP/JTzTjV4MKZFq8yJt2JHmEAtbcGUCRSjalINba/+Fo2arH0040AgEKhBDcPGtyh9sMReEHJr0gWOl4HCy89FCcLjuOg1+mh1+mBjp3ahCD3IcWQkrxOdEH0vB5ppjSkmdKS3RWCUMjKysLKlSvx29/+FldddRV8Ph+GDh2Kf/3rXxg5cmSyu0d0c5Q6QEEDSM7riEVRphUfzrssIe1zHIcP5l0aNX9DRn647qgHSI2cT2SM6gHSGoCyCEK8BhDHcXhpxoWK9yUeFAOIj200ySGDZ1q86C/pXil5OmrRLLtRQK3fq/ShptmD8jonDgUNGEdQuMBqFGAzCqjze2Ex6BQRBItRgEng4QnzAB2oboHAcygOGhGzL+uLtzYdx/vbT2HGuEJlvX2VzThR72qVc1PT7MHAPDt2nGhAbYsXloz2P9rvPNmIfZXNWDBlEHieQ6pZrxiBkWh2+9A3y4pTDa5uK4XdIwyg9tYASiSkAkcQBNH1GDt2LD799NNkd4M4D5GNgbYUy84mF2S3/efo9/pn45kfj2jTUIoH2ZiKlgOUFXwWMuulkLAmly9mHaBIXNY/q119kj1cBiH2eZCf09TPaHLkkLpsitUooN7pRX6aGRwH7DrVBMagFCCVldtsRgFWow51jmAOkOIBkgrGusM8QAermtE3y6oYbMVZVkwakotXvziCG8cUKDlM5XVOpaSKXKCYMYYzLV5cMTAbO0404EyLB30yQkaiyyuF5bVV0Hj5puPonWbG5f2lEOI0sx4NrujPrM1uP0YUpILnuq8Udo+QwW5vDaBEojaAIil/EARBEARx/iA/eOva8DwkG7NBhxvH9kmIglebIXBBL0tRpgUpZn3QAxR/CFxHkPOF2vIASerAnEZFrSGCB8hmFJBq1kOv42EzCth5sgEAcKrBBbdPVDxANqOg5HRZDToM6ZWC2y8txpBeqTAKrXOA9lc2Y0CeXTPvrgn9cLzWiSdVEt0ng/WK1FFNTS4/vGIAg/Kk6JNwIYRFn+zFj1/+GoFA9Dxlxhg++a4SN4wpULyWqRZDTBGEFo8fKWY9MqyGbusB6trfzgRR5widxPQ4awAlCvWXhzxABEEQBHF+I3tD1AU4z3dCHqDoMtiAlOeSYhIkEQSfCHMCZL+jEakOUCQ4jgs+yKs8QE4fjAKvOR6bUVDSKFJMeuw+3agsO1brUDxAVqOgiCZICnk6LJw6VKqXFCEH6GB1CwbkaA2gkX3S8NjUIXj9q2N4b8sJeP0BVDS5AQB1qj/Ta1qkeQOCtXtqHR6sP1CjhOXtr2zGweoWrD9YE/X4650+NHv8GNIr1Ie2Q+D8SDHpkWk1KsIW3Y0eYQBpPEDnOAROr+OV+M/6GBcTQRAEQRDdn5AHqOcZQNE8QGkWA3gO6Jtlhd2kR22LB2KAwRJl/URgiFAHKBoZVqPmT2q1IpyMzSQoQlp2kwC3L4D8YP7U0RqHIoKgNoDCazGZ9DqIAQafKBlBZ1o8qHN4MSC3dcjirNJiTByci7c2leN0gwss6MRRe4CqgxLYskhEVZMHv1y+Da+sPwwAOBH0Gv31y6NRj/10g6QQmq8KhUwz66OKIDDG0Oz2wW4SkGkztFKf+3R3Jf625UTU9roKPcIASmYOkLrN7uomJAiCIAgiPsJV4HoCpuAxR8sB0vEc7p04AFNH5sNuElAZVIQ7myFw8arAAXKh1tAz2qkGl8YgAICpI3vhRxcWAICS1zO6KB2pZj2OnHGERBAMOtiMoRpJauRrQ/YCHahqBgD0z9V6gGQu7ZeJvaebcORMizJP/We67H3JshuRZTNizb5qNLn9OFLTAo9fREWTG6Ulmfji4BkcDLYVzsn6CAaQRR9VBtvjD8AnMtiMAjJtxlZhd29tPI7XvzoWcduuRI8wgDQqcOc4BwgIeZ2a3H7F6icIgiAI4vxDVkKLVYDzfEPQ8bjzigtwSb/oQgW/vLo/BuWlIMWsR3UwnKs9IgjtJd4QOACtQuBO1rta1W66fnQBfjJeUmWTi5uWZFnRN8uKo2ccaPb4YdbrIOj4UA5QBA8QACUP6EBlMww6XpHiDmdEQSq8YgCr9lRDx3Mw63WaZ1pZAttq0CHTZsCOEw0AgMM1Dpysl7xGd064AFk2A1ZslrwyjDH8e+dpzF76DWpbPDjd4IJR4JGpchCkmfVojJK33hwsZms36ZFp1RqOgCTWUNHY9evO9YhvpzpeMhkeIPVFFSumkiAIgiCI7k1P9AABwIIpg+JSn7ObBEU5rCM1a+IlFAIXpwGkMixORTCA1MipDcWZVpRkWXGkpgUOj18V+iaLIGiPT/aQKQZQdQtKsq1RjeUhvVKh4zms3FWBXqkmZNoM2hygZg+y7UZwHKcITdiMAhpdPuwMGkMXZFvxw5G98a8dp+ATA7jr7W345YrtWL2vGhuO1OJ0gwu908waMYxUiyGqB6g5WPTWbhKQbTeistGtiCz4xQBO1bvQ4PTB6e3axcR7hAEkW8schzalAM8Gaq8TKcERBEEQxPmL/C9/T8oBag+y9wQ4RyFwcZyHLFsoB8gnBlDR6EJBevSaQ3IIXLHKA+Tw+JXQN5sigqA9PlkiXQ6B21/ZrAgYRMJs0GFArh31Th/6pFuQYTWE5QC5FYEJWWr8xrFSmN7a/TUQeA69Us24YUxv1Dq8ePj9XfhkVyWenz4K2XYj9lc2Rwz3SzPr4fSK8Pi1inWAVu77wsJ0NLn92FPRBAA43eCGP2gMnW5wY+2+akx4Zi2WrD2khAh2FXqEASRby2lmfVJ+kNRep/BYSYIgCIIgzh96qgcoXmTvCXCWDaB2eoDqnV6IASZ5NBji8gCVZFlRkm1DvdOHzw+eae0BMkb3APnEAHadasSIgtSYfRsZXN4nw4x0i0HzR/q3JxsxMCihnRX0AM26uAg8B3x+oAYF6WboeA5D81MxKM+Od7ecwISB2Zg2Kh+D8uzYV9mseIDUyM6CSEIIcghcikmPMUXpsBh0+DyoMnes1qGsd7rBhS8PnUFVkwcvrD6oSHr/bcsJLP5kX8xjPhf0CAOoPiiDfa4V4GTSqRYQQRAEQfQIMqwG6Hguac8cXR27xgN09kLgBB0Pk55vlYcTiQyrAYxJz2gn6iXltFgeoAtybCjJtiLdasCYonSMKEhFo9OLi4ozAEiiChaDTjGGZWQPkNsXwP7KZnj8AYzqkxazbyMKpOUhD5D0TFvd5Mah6hZccoGUd/X9obn41VX9UJJtQ58MCxpdPk1R1JvG9oFB4PHotUPAcRwG5tqje4CCJVyaIhpAoRA4g8BLIgsHzgAAjtc5IfAcOA6oaHThUHULLu2XidsuKcaqPVUIBBhe/fwIln19DF5/cnPiz96V10Xw+gOKuy4jCQII4e1SLSCCIAiCOH/JTTFhw0NXIcduSnZXuiQp5tCj59kUQQCAv995SVx5SXIYWZ3Dq1JFi37+po3qjWmjegMA8lJN+HDeZZrlPxyVjwuL0lsVmZU9QB6/iH2VTYp3JhYjFA+QBfVOH747JdUf2nCkFgBwcUkmAGBQXopSELUky4rjtU4UqgygWy8pxg+G90JeULp7QJ4drwXlscOPVTaAalu86JcD/O+qA7hiYDYuLExXPEC2oBfsewOy8f8+3gOHx4/yWgcK0s1wekWcanDjcE0LrhneCxMG5uDPnx/BR99V4GCwRtF3pxowpigj5rGfTc57D1BDEmsAyahD4OrJACIIgiCI8xoyfqJjP0c5QAAwrHdqXEZWhlUKHzvT4sHJehdyU4yKt6YjGAVdRMNLzg/z+ALYeaIBA3PtbfZvSK8UPHzNYFw1OAfpFr3yHPn1oVoMzLUj225stY3cttoA0vGcYvwAwKC8UO5R77Bwv4J0C9Isevx3TxW+O9mIF1YfxJ/XHwEghcCZ9LwSWnh5/yz4RIaNR2pxrNaJwkwr8tPMOFLTglMNLlyQY8PY4nTYjQKe/HgPTHoeNqOAjUfqYh732ea8N4A0CnBJ8gCpDa86CoEjCIIgCKKHYg96DvQ6Lq78nHNBpsoDJCnARQ9/6wxySJzbJ2LniUaMKkxrcxue5/Czy0uQYtIj3SqpswUCDF8dPoNL+mVG3OaCnNYGUDj9c+yQHVThOUAmvQ4/GVeId785gRfXHAQArDtQDZdXRLPbrzFi+2ZZUZRpwYc7T6O81omiDAvy00zYcLgWjEnGmF7H4/IBWahq8uB7/bMxrm8GNgY9WMmia1x5ZxF1yFlX8ABRCBxBEARBED0VWQXOrD+73p/2YDcK0Ou4YAics5VBkChkD1Ctw4sD1c0YFczviZcMqwFigGFPRRNO1ruU/J9wZO+ObAhFwmzQoTjTCgAaz5DMrNIiuH0iVu2pwszxhXD7Alh/oAYtHp9ixAIAx3GYfVlf/HvnaRw504KiTAvyU82KrHi/oDdqwsAcAMCkoXm4uCQDW47VJzUP6LzPAZKTxQAgw3ruJbABrefpu1ONeHndYTAwMBZahwU/yPOYZlq7LiBJenPggu/Bz0FTPuIyhJaF2my9f7ldBm1/5D6q1ztbRNPN4SIskPoqvQdYsNeMIcBCxyVPQ16HtT5OnuM04xhpDOV1EHznudBy9f40YxTsk3pZ+LmFMo9pjgmIfS7kNiJfG9DEHkc6HgTX4YKDLi9vNe5tnAcu6hnrGOHHqz48zbipFobGK/K24dtFG8vwZUBoPKXp1t8xQPsdlMdTeguNTXifWx8bU01HW0c9P/L6atT7vG50b4wuTI+8IkEQxDlCfng+mwII7YXjOGRYDTjTIuUAjSk6O7+Vsgfo/e2nwBgwsg0BhHDksir/3HYKAs9hfEnkHJrRhen49J7vxZTYBoCBuXY4PP6I4X69Us34wfBeWL23Cr+eMghbjtXj092VMAo87GHqdjeN7YM/rj2MyiY3CjMs4IM3xyybEanBfKLJw/Kw53QTJg/Lw5GaFrh8+/DtyQaMLU5OHlDXufrOEuqQs/QkhcDZTQJ0PAcxwHCkxoGnViZf/o8giJ7F8II0MoAIgkg6VoMAnjv7+T/tJdNqxIHKZlQ2uc9aCBzHcciyGfHdyUZMGJiNfjE8NJFID/6R//72k7i4JFNTUymcgXmxjR8AmH5RH4zoE12E4XfThuKuKy9AikmPsmF5eO2LI0g161vlN5n0OsyZcAEWfrgbJdlWBIJ/vvXLsSrrpJj0eOyHQwFIeU2pZj0OVbckzQDqUAjckiVLUFxcDJPJhPHjx2Pz5s0x13/vvfcwaNAgmEwmDB8+HP/5z3861NmOoBYdyEhSCBzPc7isX2Q3JUEQBEEQRE+B5znYjMJZV4BrL/lpJqzcXQkxwOIyHjrK6vlX4NvHJmHp7ePaXZtSjiiqd/rw/SG5ne7LlYNycNeEflGXp1kMirLcjWMKUFqSiUF5dqXYqpqfXlyE5T8bj345dkVWO5oCn6Djsek3V+PmcYWdPoaO0m4P0Lvvvov58+fjlVdewfjx4/H888+jrKwM+/fvR05OTqv1v/76a8yYMQOLFi3Ctddei+XLl+O6667Dtm3bMGzYsIQcRCy6Qg4QAPxp1hhsPFILty+gCZsBVGEzkMNo5OWcKpQmFH7DlFAvVViVKowqFBbFIoZTMRY9hEdpmYuzfwmEQRvHEx7W0+oztOFp8nCFQtM48ByU8C5eE94WmlaPVYBpxzAUOhcewsYijic47blShyAqYxpx7MPHXF4SJQQL2vMgT4eH2gGRrwl5/BgLXx7lfEQY+0jnhYHFdV1ECrXTLA+bUO8z0vcn8nztTtr63qnbCR/P0HSk8QoLqwwLT1Qfa+twwtbHFXm91kvCj6fV/sLWO1v/aBIEQbQXu0nf5TxAi340AnPqJOnoSMpqiUIOCesIaapIpokJMIDaQ58MC/5y20VRl+t4DpcE/+zvlRrbAAJC+VDJgmMs/LEnNuPHj8dFF12E//u//wMABAIB9OnTB7/85S+xYMGCVutPnz4dDocDH330kTLv4osvxqhRo/DKK6/E1WZTUxNSU1PR2NiIlJSU9nQXK175f/Cf3A4AmDYqHylGHUKJA6z1tOqhJvSEox4iJXlCNR1hvvIgEmlavW60dcKngTafGpXjaCettmnD8ghH3d9W89pYTzP+kdqMdq7i6IemD5HmhbcXfi1EeW+1Tngf2ji/Udc7G4Ttu1VbbS1vJ5rxiHS+wudpknFa768jY6i2XpT3SOcz0Ma5Vu9P9d3l+AjzIr0Ht23Vj7bajdEPjo+j3Sj9GPojoPeFrce4DTrz+3s+Q+NCEB1nygtfINtuxBv/My7ZXel2DF/4KQozLfj4V5cnuytRYYzhlfVHcMOFvZGTcnYk4Tv7G9wuD5DX68XWrVvx0EMPKfN4nsfEiROxYcOGiNts2LAB8+fP18wrKyvDBx98ELUdj8cDj8ejfG5qampPNzWUNG3GeGG99GFXh3dDEATRvckZ0iEDiCAIItGkmARYu5gHqLswrHcqJg09t96f9sJxHOZMuCDZ3YhJuwygM2fOQBRF5OZqBz43Nxf79kVO7K+srIy4fmVlZdR2Fi1ahMcff7w9XYvKuL6ZwO6E7IogCKIbczY9jQRBEPFz36SBiiIa0T5W3HFxsrtwXtAlVeAeeughjdeoqakJffr06dC+uIkLgUvvbiMMLc7wtVihc+ppdXhPq+kIIUDRwu6iTbf1IBNXGFOCQqNihjLFmKdJjogQMhb1c4TEB01T8YRdRepHlOtCDm+MuY465CrS+Y0VzqfuT6IfUNsKZWxnqGO8tBl6GH4Oo4ROthqneL5/wfXCz2ur0DGEfY4S1hZX+ByirCP3LVo74X2I8a7eJwtEaa+NfmRGT3Q933jyySfx8ccfY8eOHTAYDGhoaGi1Tnl5OebMmYO1a9fCZrPh1ltvxaJFiyAIXfK2SBDnFeP6Jkf5iyBk2vVLn5WVBZ1Oh6qqKs38qqoq5OXlRdwmLy+vXesDgNFohNGYoAS09GIgPTG7IgiCILo+Xq8XN954I0pLS/GXv/yl1XJRFHHNNdcgLy8PX3/9NSoqKnDLLbdAr9fj97//fRJ6TBAEQZxL2uV/NBgMGDNmDFavXq3MCwQCWL16NUpLSyNuU1paqlkfAFatWhV1fYIgCILoDI8//jjuvfdeDB8+POLy//73v9izZw/eeustjBo1ClOmTMETTzyBJUuWwOv1RtzG4/GgqalJ8yIIgiC6J+0OwJw/fz5effVVLFu2DHv37sWcOXPgcDhw++23AwBuueUWjUjC3XffjZUrV+IPf/gD9u3bh8ceewxbtmzBvHnzEncUBEEQBBEnGzZswPDhwzX5qWVlZWhqasLu3ZGTRhctWoTU1FTl1dGwbIIgCCL5tDvYefr06aipqcGjjz6KyspKjBo1CitXrlRuJOXl5eD5kF11ySWXYPny5Xj44Yfxm9/8Bv3798cHH3xwTmoAEQRBEEQ40cR55GWRSGRuKkEQBJFcOpTtOW/evKgenHXr1rWad+ONN+LGG2/sSFMEQRAEgQULFuCpp56Kuc7evXsxaNCgs9J+QnNTCYIgiKRCcjcEQRBEl+e+++7DbbfdFnOdkpKSuPaVl5eHzZs3a+bJYj2xBHoIgiCI8wMygAiCIIguT3Z2NrKzsxOyr9LSUjz55JOorq5GTk4OAEmcJyUlBUOGDElIGwRBEETXhQwggiAI4ryivLwcdXV1KC8vhyiK2LFjBwCgX79+sNlsmDRpEoYMGYJZs2bh6aefRmVlJR5++GHMnTuXwtwIgiB6AN3CAGLBAockO0oQBHFukX93WaIK5Z4DHn30USxbtkz5PHr0aADA2rVrMWHCBOh0Onz00UeYM2cOSktLYbVaceutt+J3v/td3G3QfYkgCCJ5dPbexLFucFc7efIkqe0QBEEkkRMnTqCgoCDZ3egy0H2JIAgi+XT03tQtDKBAIIDTp0/DbreD47h2by/LlZ44cQIpKSlnoYc9CxrPxELjmXhoTBMHYwzNzc3Iz8/XlDjo6dB9KfnQGHYOGr/OQ2PYOTozfp29N3WLEDie5xPyz2NKSgpdoAmExjOx0HgmHhrTxJCamprsLnQ56L7UdaAx7Bw0fp2HxrBzdHT8OnNvor/zCIIgCIIgCILoMZABRBAEQRAEQRBEj6FHGEBGoxELFy4kedMEQeOZWGg8Ew+NKdHVoWu089AYdg4av85DY9g5kjl+3UIEgSAIgiAIgiAIIhH0CA8QQRAEQRAEQRAEQAYQQRAEQRAEQRA9CDKACIIgCIIgCILoMZABRBAEQRAEQRBEj+G8N4CWLFmC4uJimEwmjB8/Hps3b052l7otjz32GDiO07wGDRqU7G51Gz7//HNMnToV+fn54DgOH3zwgWY5YwyPPvooevXqBbPZjIkTJ+LgwYPJ6Ww3oK3xvO2221pdr5MnT05OZwkiDLo3xUdb9x232425c+ciMzMTNpsNN9xwA6qqqpLY4+STiHtNXV0dZs6ciZSUFKSlpWH27NloaWk5h0eRPBJxb+nJ47do0SJcdNFFsNvtyMnJwXXXXYf9+/dr1onne1teXo5rrrkGFosFOTk5eOCBB+D3+xPWz/PaAHr33Xcxf/58LFy4ENu2bcPIkSNRVlaG6urqZHet2zJ06FBUVFQory+//DLZXeo2OBwOjBw5EkuWLIm4/Omnn8aLL76IV155BZs2bYLVakVZWRncbvc57mn3oK3xBIDJkydrrtcVK1acwx4SRGTo3tQ+Yt137r33Xvz73//Ge++9h/Xr1+P06dP40Y9+lMTeJp9E3GtmzpyJ3bt3Y9WqVfjoo4/w+eef44477jhXh5BUEnFv6cnjt379esydOxcbN27EqlWr4PP5MGnSJDgcDmWdtr63oijimmuugdfrxddff41ly5Zh6dKlePTRRxPXUXYeM27cODZ37lzlsyiKLD8/ny1atCiJveq+LFy4kI0cOTLZ3TgvAMDef/995XMgEGB5eXnsmWeeUeY1NDQwo9HIVqxYkYQedi/Cx5Mxxm699VY2bdq0pPSHIGJB96b4iXXfaWhoYHq9nr333nvKvL179zIAbMOGDeeoh12bjtxr9uzZwwCwb775Rlnnk08+YRzHsVOnTp2zvncFOnJvofHTUl1dzQCw9evXM8bi+97+5z//YTzPs8rKSmWdl19+maWkpDCPx5OQfp23HiCv14utW7di4sSJyjye5zFx4kRs2LAhiT3r3hw8eBD5+fkoKSnBzJkzUV5enuwunRccPXoUlZWVmus1NTUV48ePp+u1E6xbtw45OTkYOHAg5syZg9ra2mR3iejh0L2p/US772zduhU+n08zloMGDUJhYSGNZRTiudds2LABaWlpGDt2rLLOxIkTwfM8Nm3adM773BWJdW+h8dPS2NgIAMjIyAAQ3/d2w4YNGD58OHJzc5V1ysrK0NTUhN27dyekX+etAXTmzBmIoqgZPADIzc1FZWVlknrVvRk/fjyWLl2KlStX4uWXX8bRo0dx+eWXo7m5Odld6/bI1yRdr4lj8uTJeOONN7B69Wo89dRTWL9+PaZMmQJRFJPdNaIHQ/em9hHrvlNZWQmDwYC0tDTNNjSW0YnnXlNZWYmcnBzNckEQkJGRQeOKtu8tNH4hAoEA7rnnHlx66aUYNmwYAMT1va2srIx4jcrLEoGQkL0QPYIpU6Yo0yNGjMD48eNRVFSEv/3tb5g9e3YSe0YQrbn55puV6eHDh2PEiBG44IILsG7dOlx99dVJ7BlBEPES675jNpuT2DOip0L3lviZO3cudu3a1SXzxc9bD1BWVhZ0Ol0rVYmqqirk5eUlqVfnF2lpaRgwYAAOHTqU7K50e+Rrkq7Xs0dJSQmysrLoeiWSCt2bOof6vpOXlwev14uGhgbNOjSW0YnnXpOXl9dKkMPv96Ouro7GNQLh9xYaP4l58+bho48+wtq1a1FQUKDMj+d7m5eXF/EalZclgvPWADIYDBgzZgxWr16tzAsEAli9ejVKS0uT2LPzh5aWFhw+fBi9evVKdle6PX379kVeXp7mem1qasKmTZvoek0QJ0+eRG1tLV2vRFKhe1PnUN93xowZA71erxnL/fv3o7y8nMYyCvHca0pLS9HQ0ICtW7cq66xZswaBQADjx48/533u6oTfW3r6+DHGMG/ePLz//vtYs2YN+vbtq1kez/e2tLQU3333ncaQXLVqFVJSUjBkyJCEdfS85Z133mFGo5EtXbqU7dmzh91xxx0sLS1NoypBxM99993H1q1bx44ePcq++uorNnHiRJaVlcWqq6uT3bVuQXNzM9u+fTvbvn07A8Cee+45tn37dnb8+HHGGGOLFy9maWlp7F//+hf79ttv2bRp01jfvn2Zy+VKcs+7JrHGs7m5md1///1sw4YN7OjRo+yzzz5jF154Ievfvz9zu93J7jrRw6F7U/y0dd+58847WWFhIVuzZg3bsmULKy0tZaWlpUnudXJJxL1m8uTJbPTo0WzTpk3syy+/ZP3792czZsxI1iGdUxJxb+nJ4zdnzhyWmprK1q1bxyoqKpSX0+lU1mnre+v3+9mwYcPYpEmT2I4dO9jKlStZdnY2e+ihhxLWz/PaAGKMsZdeeokVFhYyg8HAxo0bxzZu3JjsLnVbpk+fznr16sUMBgPr3bs3mz59Ojt06FCyu9VtWLt2LQPQ6nXrrbcyxiR50kceeYTl5uYyo9HIrr76arZ///7kdroLE2s8nU4nmzRpEsvOzmZ6vZ4VFRWxn//85/SASXQZ6N4UH23dd1wuF7vrrrtYeno6s1gs7Prrr2cVFRVJ7HHyScS9pra2ls2YMYPZbDaWkpLCbr/9dtbc3JyEozn3JOLe0pPHL9LYAWCvv/66sk4839tjx46xKVOmMLPZzLKysth9993HfD5fwvrJBTtLEARBEARBEARx3nPe5gARBEEQBEEQBEGEQwYQQRAEQRAEQRA9BjKACIIgCIIgCILoMZABRBAEQRAEQRBEj4EMIIIgCIIgCIIgegxkABEEQRAEQRAE0WMgA4ggCIIgCIIgiB4DGUAEQRAEQRAEQfQYyAAiugUTJkzAPffcc87bPXbsGDiOw44dO8552x2F4zh88MEHye4GQRBEj2fp0qVIS0s7J23ddtttuO66685JW8mgO96Pia4LGUBEj2HdunXgOA4NDQ3J7gpBEARBdIhohsALL7yApUuXJqVPBNHdEJLdAYIguj5erxcGgyHZ3SAIgiCikJqamuwudEvo/tYzIQ8Q0W3w+/2YN28eUlNTkZWVhUceeQSMMWX5m2++ibFjx8JutyMvLw8/+clPUF1dDUD6x+zKK68EAKSnp4PjONx2220AgEAggKeffhr9+vWD0WhEYWEhnnzySU3bR44cwZVXXgmLxYKRI0diw4YNMfvKcRxee+01XH/99bBYLOjfvz8+/PBDZXmksIgPPvgAHMcpnx977DGMGjUKf/3rX1FYWAibzYa77roLoiji6aefRl5eHnJyclr1FQAqKiowZcoUmM1mlJSU4O9//7tm+YkTJ3DTTTchLS0NGRkZmDZtGo4dO6Ysl0MpnnzySeTn52PgwIExj5cgCKK7EQgEsGjRIvTt2xdmsxkjR45UfisDgQAKCgrw8ssva7bZvn07eJ7H8ePHAQDPPfcchg8fDqvVij59+uCuu+5CS0tL1DYjhandc889mDBhgvJ55cqVuOyyy5CWlobMzExce+21OHz4sLK8b9++AIDRo0eD4zhl2/B9ezwe/OpXv0JOTg5MJhMuu+wyfPPNN8pyOSpi9erVGDt2LCwWCy655BLs378/av9l79M///nPqPdE+d6l5vnnn0dxcXGrcfj973+P3NxcpKWl4Xe/+x38fj8eeOABZGRkoKCgAK+//nqrPuzbtw+XXHIJTCYThg0bhvXr12uW79q1C1OmTIHNZkNubi5mzZqFM2fOKMsnTJiAefPm4Z577kFWVhbKysqiHi9x/kIGENFtWLZsGQRBwObNm/HCCy/gueeew2uvvaYs9/l8eOKJJ7Bz50588MEHOHbsmGLk9OnTB//4xz8AAPv370dFRQVeeOEFAMBDDz2ExYsX45FHHsGePXuwfPly5Obmatr+7W9/i/vvvx87duzAgAEDMGPGDPj9/pj9ffzxx3HTTTfh22+/xQ9+8APMnDkTdXV17Trmw4cP45NPPsHKlSuxYsUK/OUvf8E111yDkydPYv369Xjqqafw8MMPY9OmTZrtHnnkEdxwww3YuXMnZs6ciZtvvhl79+5VxqmsrAx2ux1ffPEFvvrqK9hsNkyePBler1fZx+rVq7F//36sWrUKH330Ubv6TRAE0dVZtGgR3njjDbzyyivYvXs37r33Xvz0pz/F+vXrwfM8ZsyYgeXLl2u2efvtt3HppZeiqKgIAMDzPF588UXs3r0by5Ytw5o1a/Dggw92ql8OhwPz58/Hli1bsHr1avA8j+uvvx6BQAAAsHnzZgDAZ599hoqKCvzzn/+MuJ8HH3wQ//jHP7Bs2TJs27YN/fr1Q1lZWav70G9/+1v84Q9/wJYtWyAIAv7nf/6nzT525J4Yzpo1a3D69Gl8/vnneO6557Bw4UJce+21SE9Px6ZNm3DnnXfiF7/4BU6ePKnZ7oEHHsB9992H7du3o7S0FFOnTkVtbS0AoKGhAVdddRVGjx6NLVu2YOXKlaiqqsJNN92k2ceyZctgMBjw1Vdf4ZVXXmlXv4nzBEYQ3YArrriCDR48mAUCAWXer3/9azZ48OCo23zzzTcMAGtubmaMMbZ27VoGgNXX1yvrNDU1MaPRyF599dWI+zh69CgDwF577TVl3u7duxkAtnfv3qhtA2APP/yw8rmlpYUBYJ988gljjLHXX3+dpaamarZ5//33mforuXDhQmaxWFhTU5Myr6ysjBUXFzNRFJV5AwcOZIsWLdK0feedd2r2PX78eDZnzhzGGGNvvvkmGzhwoGYsPR4PM5vN7NNPP2WMMXbrrbey3Nxc5vF4oh4jQRBEd8XtdjOLxcK+/vprzfzZs2ezGTNmMMYY2759O+M4jh0/fpwxxpgoiqx3797s5Zdfjrrf9957j2VmZiqfw3/rb731VjZt2jTNNnfffTe74oorou6zpqaGAWDfffcdYyx0X9q+fbtmPfW+W1pamF6vZ2+//bay3Ov1svz8fPb0008zxkL3xM8++0xZ5+OPP2YAmMvlitiXeO6JCxcuZCNHjtRs97//+7+sqKhI09eioqJW97LLL79c+ez3+5nVamUrVqzQtL148WJlHZ/PxwoKCthTTz3FGGPsiSeeYJMmTdK0feLECQaA7d+/nzEmPU+MHj064vERPQfyABHdhosvvlgTIlZaWoqDBw9CFEUAwNatWzF16lQUFhbCbrfjiiuuAACUl5dH3efevXvh8Xhw9dVXx2x7xIgRynSvXr0AQAmvi2cbq9WKlJSUNrcJp7i4GHa7Xfmcm5uLIUOGgOd5zbzw/ZaWlrb6LHuAdu7ciUOHDsFut8Nms8FmsyEjIwNut1sTZjF8+HCKiyYI4rzk0KFDcDqd+P73v6/8DtpsNrzxxhvK7+CoUaMwePBgxQu0fv16VFdX48Ybb1T289lnn+Hqq69G7969YbfbMWvWLNTW1sLpdHa4bwcPHsSMGTNQUlKClJQUJXQs1r0snMOHD8Pn8+HSSy9V5un1eowbN065F8h09v4W7zbhDB06tNW9bPjw4cpnnU6HzMzMmPc3QRAwduxYzf1t7dq1mnM6aNAgANDc38aMGdOuvhLnHySCQJwXOBwOlJWVoaysDG+//Tays7NRXl6OsrIyTVhXOGazOa796/V6ZVo2wuRwhHi2kbeTt+F5XpO/BEihafHsI9Z+46GlpQVjxozB22+/3WpZdna2Mm21WuPeJ0EQRHdCztP5+OOP0bt3b80yo9GoTM+cORPLly/HggULsHz5ckyePBmZmZkApHyYa6+9FnPmzMGTTz6JjIwMfPnll5g9eza8Xi8sFkurduP57Z86dSqKiorw6quvIj8/H4FAAMOGDYt5L+sMnb2/hW+T7Pvb1KlT8dRTT7VaJhtqAN3fCMoBIroR4XkuGzduRP/+/aHT6bBv3z7U1tZi8eLFuPzyyzFo0KBW/xrJ3gzZYwQA/fv3h9lsxurVq8/+AajIzs5Gc3MzHA6HMi+RtQ02btzY6vPgwYMBABdeeCEOHjyInJwc9OvXT/MiFSGCIHoCQ4YMgdFoRHl5eavfwT59+ijr/eQnP8GuXbuwdetW/P3vf8fMmTOVZVu3bkUgEMAf/vAHXHzxxRgwYABOnz4ds93s7GxUVFRo5ql/+2tra7F//348/PDDuPrqqzF48GDU19dr1o90LwvnggsuUHJcZHw+H7755hsMGTIkZh87S3Z2NiorKzVG0Nm6v/n9fmzdulVzf9u9ezeKi4tbnVcyegg1ZAAR3Yby8nLMnz8f+/fvx4oVK/DSSy/h7rvvBgAUFhbCYDDgpZdewpEjR/Dhhx/iiSee0GxfVFQEjuPw0UcfoaamBi0tLTCZTPj1r3+NBx98UAl92LhxI/7yl7+c1WMZP348LBYLfvOb3+Dw4cNYvnx5Qus3vPfee/jrX/+KAwcOYOHChdi8eTPmzZsHQPpHMysrC9OmTcMXX3yBo0ePYt26dfjVr37VKtmUIAjifMRut+P+++/Hvffei2XLluHw4cPYtm0bXnrpJSxbtkxZr7i4GJdccglmz54NURTxwx/+UFnWr18/+Hw+5b7z5ptvtplQf9VVV2HLli144403cPDgQSxcuBC7du1SlqenpyMzMxN//vOfcejQIaxZswbz58/X7CMnJwdms1lJ8G9sbGzVjtVqxZw5c/DAAw9g5cqV2LNnD37+85/D6XRi9uzZHR22uJgwYQJqamrw9NNP4/Dhw1iyZAk++eSThO1/yZIleP/997Fv3z7MnTsX9fX1inDD3LlzUVdXhxkzZuCbb77B4cOH8emnn+L222+PaTASPQ8ygIhuwy233AKXy4Vx48Zh7ty5uPvuu3HHHXcAkP5xWrp0Kd577z0MGTIEixcvxrPPPqvZvnfv3nj88cexYMEC5ObmKgbBI488gvvuuw+PPvooBg8ejOnTp7c7lrm9ZGRk4K233sJ//vMfDB8+HCtWrMBjjz2WsP0//vjjeOeddzBixAi88cYbWLFihfKvn8Viweeff47CwkL86Ec/wuDBgzF79my43W6kpKQkrA8EQRBdmSeeeAKPPPIIFi1ahMGDB2Py5Mn4+OOPFZlpmZkzZ2Lnzp24/vrrNWHTI0eOxHPPPYennnoKw4YNw9tvv41FixbFbLOsrAyPPPIIHnzwQVx00UVobm7GLbfcoizneR7vvPMOtm7dimHDhuHee+/FM888o9mHIAh48cUX8ac//Qn5+fmYNm1axLYWL16MG264AbNmzcKFF16IQ4cO4dNPP0V6enp7h6pdDB48GH/84x+xZMkSjBw5Eps3b8b999+fsP0vXrwYixcvxsiRI/Hll1/iww8/RFZWFgAgPz8fX331FURRxKRJkzB8+HDcc889SEtL0+QbEQTHwgM1CYIgCIIgCIIgzlPIHCYIgiAIgiAIosdABhBBEARBEARBED0GMoAIgiAIgiAIgugxkAFEEARBEARBEESPgQwggiAIgiAIgiB6DGQAEQRBEARBEATRYyADiCAIgiAIgiCIHgMZQARBEARBEARB9BjIACIIgiAIgiAIosdABhBBEARBEARBED0GMoAIgiAIgiAIgugx/H/5PleTT1NXSQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fevals = [float(trial.value) for trial in study.trials]\n", "\n", "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(10, 5 / 1.61))\n", "\n", "ax[0].set_title(\"optimization times [seconds]\", color=\"k\")\n", "ax[0].set_xlabel(\"batch number\", color=\"k\", size=10)\n", "ax[1].set_title(\"cost function evaluations across all batches\", color=\"k\")\n", "ax[1].set_xlabel(\"evaluation number\", color=\"k\", size=10)\n", "ax[0].plot(ask_time, lw=2, label=\"ask=fit model\")\n", "ax[0].plot(tell_time, lw=2, label=\"tell=sample model\")\n", "ax[0].plot(cost_time, lw=2, label=\"avg. contr. per batch\")\n", "ax[0].legend()\n", "ax[1].plot(fevals, lw=1);" ] }, { "cell_type": "markdown", "id": "1b51724c", "metadata": {}, "source": [ " On the left hand plot we present the costs of _asking_, _telling_ and _contracting_ (average time cost per local expectation value among all the terms in the Hamiltonian). On the right plot we see the values of the cost function generated during the optimization procedure. The regressions observed in the value at later evaluations are due to exploration of points far from local minima, indicated on the Bayesian optimizer.\n", "\n", "\n", "\n", " We observe an almost constant cost on the contraction times (as expected, since between calls of the Bayesian optimizer the execution caches the contraction paths and reexecutes them with new entries of the circuit tensors).\n", "\n", "\n", "\n", " Since the example graphs above are small, we can solve the problem exactly, and directly evaluate the approximation ratio to the true answer:" ] }, { "cell_type": "code", "execution_count": 17, "id": "57bafc69", "metadata": { "execution": { "iopub.execute_input": "2026-04-03T03:51:45.409702Z", "iopub.status.busy": "2026-04-03T03:51:45.409554Z", "iopub.status.idle": "2026-04-03T03:51:45.421753Z", "shell.execute_reply": "2026-04-03T03:51:45.421126Z" }, "lines_to_next_cell": 2 }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Approximation ratio: 74.58%\n" ] } ], "source": [ "max_energy, _ = brute_force_maxcut(nx.to_numpy_array(G_reg), terms_reg)\n", "print(f\"Approximation ratio: {100 * np.abs(min(fevals) / max_energy):.2f}%\")" ] }, { "cell_type": "markdown", "id": "8ff61946", "metadata": {}, "source": [ " We can implement the same pipeline for the Erdos-Renyi graph. To do so, we wrapped up the loops of the last cells in the function `study_optimization_time_costs`, which can be found on `src/qpe_toolbox/circuit/qaoa.py` ." ] }, { "cell_type": "markdown", "id": "9413233b", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "id": "22b6e4de", "metadata": {}, "source": [ " In this optimization procedure, the graph instances where so small that contraction costs have not been prohibitive for the optimization, so tuning the options of the HyperOptimizer was pointless. Nevertheless, if we scale up the instances or change the underlying couplings, it does become a requirement. The trees present on the former examples required $C \\simeq$ 4 and 7.5 on average for the random regular and Erdos-Renyi respectively, ultimately translating into average contraction times of around 2 seconds; for an increasing number of nodes and depth of the circuit, this will definetly rise if a proper path is not found." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.13.12" } }, "nbformat": 4, "nbformat_minor": 5 }