diff --git a/docs/notebooks/wire_cutting.ipynb b/docs/notebooks/wire_cutting.ipynb new file mode 100644 index 0000000..5e2fefa --- /dev/null +++ b/docs/notebooks/wire_cutting.ipynb @@ -0,0 +1,1596 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "57a88d32-f7b1-4bd9-9677-d172af205376", + "metadata": {}, + "source": [ + "### Wire cutting as a method to improve performance of quantum circuits" + ] + }, + { + "attachments": { + "2c714bfc-bef8-4677-9ee9-dd77b2758e5c.png": { + "image/png": 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" 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" + } + }, + "cell_type": "markdown", + "id": "4baa77ce-fb6a-4316-8226-a9940bf42014", + "metadata": {}, + "source": [ + "Circuit-knitting is an umbrella term which encapsulates various methods of partitioning a circuit in multiple smaller subcircuits involving fewer gates and/or qubits. Each of the subcircuits can be executed independently and the final result is obtained via some classical postprocessing over the outcome of each subcircuit.\n", + "\n", + "This notebook deals with a method called wire cutting where the circuit is partitioned along the wire [1,2]. Note that, partitioning is simple in classical circuits since the outcome at the point of partition can be determined deterministically, and is either 0 or 1. However, the state of the qubit at the point of the cut is, in general, a mixed state. Therefore, each subcircuit needs to be measured multiple times in different basis (usually a tomographically complete set of basis such as the Pauli basis [3,4]) and correspondingly prepared in its eigenstate. The Figure below (courtesy: PhD Thesis, Ritajit Majumdar) shows an example of wire cutting for a 4-qubit GHZ state into three subcircuits. Here $M_j$ denote a set of basis (usually Pauli X, Y and Z) and $P_i$ denote a set of eigenstates (usually $|0\\rangle$, $|1\\rangle$, $|+\\rangle$ and $|+i\\rangle$).\n", + "\n", + "![Screenshot 2024-01-22 at 8.17.03 AM.png](attachment:2c714bfc-bef8-4677-9ee9-dd77b2758e5c.png)\n", + "![Screenshot 2024-01-22 at 8.18.11 AM.png](attachment:c0166bd9-cb39-450b-834e-fb24f1e095d4.png)\n", + "\n", + "Since each subcircuit has fewer qubits and/or gates, they are expected to be less amenable to noise. This notebook shows an example where this method can be used to effectively suppress the noise in the system." + ] + }, + { + "cell_type": "markdown", + "id": "a9c3e7a2-49ef-4510-abd1-e1707070ca44", + "metadata": {}, + "source": [ + "### Start" + ] + }, + { + "attachments": { + "1eb59b12-e22c-4346-8910-a16f4dd61e1c.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "id": "d8455e35-bb6c-4a8b-8e4b-92d03d261763", + "metadata": {}, + "source": [ + "We shall take a **QAOA** [5] circuit as an example for this notebook. A QAOA is a variational algorithm where first a trial parameterized circuit, called **ansatz**, is prepared which is initialized, usually, with some random parameters. The circuit is then measured, and the expectation value of some observable is calculated. This entire process is called one *iteration*. This value is passed on to a classical optimizer, which predicts a new set of parameters such that the following iteration is expected to produce a better expectation value. This process is repeated till some convergence criteria is met.\n", + "\n", + "![Box Notes Image 2023-04-19 11.21.57.png](attachment:1eb59b12-e22c-4346-8910-a16f4dd61e1c.png)\n", + "\n", + "A QAOA circuit is characterized by two unitaries $U(H_P,\\gamma)$ and $U(H_M,\\beta)$, where $\\gamma$ and $\\beta$ are parameters. $H_P$ is the Hamltonian whose ground state is the solution of the problem at hand (e.g., vertex cover, max-cut etc.), and $H_M$ is some other Hamiltonian such that $[H_P,H_M] \\neq 0$. A depth-p QAOA ansatz is mathematically expressed as:\n", + "\n", + "
$|\\gamma, \\beta \\rangle_p = U(H_M,\\beta_p)U(H_P,\\gamma_p) ... U(H_M,\\beta_1)U(H_P,\\gamma_1)|\\psi_0 \\rangle$
\n", + "\n", + "$|\\psi_0 \\rangle$ being some initial state, often an equal superposition state." + ] + }, + { + "cell_type": "markdown", + "id": "d2ed3ceb-bceb-42fc-9bd7-4532124a8d10", + "metadata": {}, + "source": [ + "### Build" + ] + }, + { + "cell_type": "markdown", + "id": "215f9315-431d-4e60-b5b2-f7b36b830efa", + "metadata": {}, + "source": [ + "Here we show the function to build a QAOA circuit. Initially we build a template circuit without any specific parameter values. We also provide placeholders, called **CutWire**, to annotate the position of cuts." + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "id": "de911815-4760-472f-a8d8-faad17e46524", + "metadata": {}, + "outputs": [], + "source": [ + "from qiskit import QuantumCircuit\n", + "from qiskit.circuit import Parameter, ParameterVector\n", + "from numpy.random import default_rng\n", + "from numpy import pi\n", + "from typing import Optional\n", + "\n", + "from circuit_knitting.cutting.instructions import CutWire\n", + "\n", + "def build_qaoa_circuit(\n", + " num_qubits: int,\n", + " depth: int, # here the convention is depth=2*p,\n", + " use_cut: bool = False,\n", + " cut_qubit: Optional[int] = None,\n", + " ):\n", + " gammas = ParameterVector('γ', depth // 2) \n", + " betas = ParameterVector('β', depth // 2)\n", + "\n", + " if use_cut and cut_qubit is None:\n", + " cut_qubit = num_qubits//2\n", + " if cut_qubit%2 == 0:\n", + " cut_qubit += 1\n", + "\n", + " if use_cut:\n", + " assert cut_qubit%2 == 1, \"cut_qubit should be odd\"\n", + "\n", + " circuit = QuantumCircuit(num_qubits)\n", + " circuit.h(range(num_qubits))\n", + " for layer in range(depth // 2):\n", + " for qubit in range(0, num_qubits - 1, 2):\n", + " if use_cut and qubit == cut_qubit+1:\n", + " if layer == 0:\n", + " circuit.rzz(gammas[layer], qubit, qubit + 1)\n", + " circuit.append(CutWire(),[qubit])\n", + " else:\n", + " circuit.append(CutWire(),[qubit])\n", + " circuit.rzz(gammas[layer], qubit, qubit + 1)\n", + " circuit.append(CutWire(),[qubit])\n", + " else:\n", + " circuit.rzz(gammas[layer], qubit, qubit + 1)\n", + " for qubit in range(1, num_qubits - 1, 2):\n", + " if use_cut and qubit == cut_qubit+1:\n", + " circuit.append(CutWire(),[qubit])\n", + " circuit.rzz(gammas[layer], qubit, qubit + 1)\n", + " #circuit.append(CutWire(),[qubit])\n", + " else:\n", + " circuit.rzz(gammas[layer], qubit, qubit + 1)\n", + " for qubit in range(num_qubits):\n", + " circuit.rx(betas[layer], qubit)\n", + "\n", + " return circuit\n", + "\n", + "def produce_qaoa_parameters(num_layers, seed=None):\n", + " rng = default_rng(seed=seed)\n", + " betas = rng.uniform(-pi, pi, size=num_layers).tolist()\n", + " gammas = rng.uniform(-pi, pi, size=num_layers).tolist()\n", + "\n", + " params = []\n", + " for idx in range(len(betas)):\n", + " params.append(gammas[idx])\n", + " params.append(betas[idx])\n", + " return params" + ] + }, + { + "cell_type": "markdown", + "id": "7adbf2cd-d5fe-4eba-8e4a-56b7f7f53cda", + "metadata": {}, + "source": [ + "We shall start with a 6 qubit p = 1 QAOA circuit for simplicity. We shall show the scalability of this approach later on in the notebook." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "9c7939a1-6b70-4dad-b873-5f34d67551c4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "num_qubits = 6\n", + "p = 1\n", + "qaoa = build_qaoa_circuit(num_qubits,2*p)\n", + "qaoa.draw('mpl', style='bw', fold=-1)" + ] + }, + { + "cell_type": "markdown", + "id": "ad6708aa-e6e8-42c2-a4b9-a8a805651222", + "metadata": {}, + "source": [ + "Now we annotate the circuit for cutting by inserting proper **CutWire** to create two roughly equal cuts. We set *use_cut=True* in the function, and allow it to annotate after n/2 qubits, n being the number of qubits in the original circuit." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "31844134-514b-46ea-85f9-133e432f053f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "qaoa_cut = build_qaoa_circuit(num_qubits,2*p,use_cut=True,cut_qubit=3)\n", + "qaoa_cut.draw('mpl', style='bw', fold=-1)" + ] + }, + { + "cell_type": "markdown", + "id": "043b3cb2-25db-486c-afba-8968a7d9b4ba", + "metadata": {}, + "source": [ + "### Optimize" + ] + }, + { + "cell_type": "markdown", + "id": "93fbe6b3-e1ef-43d2-bf80-4ff56a861ae5", + "metadata": {}, + "source": [ + "Next we cut the circuit into two smaller subcircuits. For this example, we stick to only 2 subcircuits. For this, we use the Circuit Knitting Toolbox from Qiskit Ecosystem.\n", + "\n", + "Before running this notebook, it is necessary to install the Circuit Knitting Toolbox. This can be done simply by executing\n", + "\n", + "pip install circuit_knitting_toolbox" + ] + }, + { + "cell_type": "markdown", + "id": "fc73dbb9-6eeb-4117-80b0-690e30d8a543", + "metadata": {}, + "source": [ + "#### Cut the circuit into smaller subcircuits" + ] + }, + { + "attachments": { + "26029271-fd0f-4e61-837c-bf2b3b68e851.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "id": "34b09a7d-c82c-41e3-8538-42f562e1b1eb", + "metadata": {}, + "source": [ + "Cutting the wire at a point increases the qubit count by one. Apart from the original qubit, there is now an extra qubit as a placeholder to the circuit after cutting. The following image gives a representation:\n", + "\n", + "![Screenshot 2024-03-04 at 11.41.11 AM.png](attachment:26029271-fd0f-4e61-837c-bf2b3b68e851.png)\n", + "\n", + "Circuit-knitting-toolbox uses the function *cut_wires* to account for the extra qubits arising due to cutting." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "e5c6638d-8c37-40ef-902c-ee9661f95399", + "metadata": {}, + "outputs": [], + "source": [ + "from circuit_knitting.cutting import cut_wires, expand_observables\n", + "\n", + "qaoa_move = cut_wires(qaoa_cut)" + ] + }, + { + "cell_type": "markdown", + "id": "784e19b1-6df5-4c91-99ee-7580da82d09d", + "metadata": {}, + "source": [ + "#### Create and expand the observables\n", + "\n", + "First we create the observable for the problem. Since we have considered a QAOA circuit, we shall use the observable corresponding to the Max-Cut problem: $\\sum_{(i,j)\\in E} Z_i Z_j$. Note that the lower the value of this observable, the better is the result. This allows us to compare the performance of this algorithm with and without circuit cutting, even without knowing the exact result.\n", + "\n", + "Here, we first create the $Z_i Z_j$ observables for each edge." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "74eadae9-5443-465d-8c87-9f34a77bf6ab", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "PauliList(['ZZIIII', 'IZZIII', 'IIZZII', 'IIIZZI', 'IIIIZZ'])" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from qiskit.quantum_info import PauliList\n", + "\n", + "observable = PauliList(['I'*i + 'ZZ' + 'I'*(num_qubits-i-2) for i in range(num_qubits-1)])\n", + "observable" + ] + }, + { + "cell_type": "markdown", + "id": "28c2d715-adb9-4218-aed5-96ebb1520756", + "metadata": {}, + "source": [ + "However, note that the number of qubits in the circuit has increased after inserting the virtual 2-qubit **Move** operations after cutting. Therefore, we expand the observables as well by inserting identitites to assert to the current circuit." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "0e2eabac-b224-4933-9567-7d218c53bc02", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "PauliList(['ZZIIIII', 'IZZIIII', 'IIZIZII', 'IIIIZZI', 'IIIIIZZ'])" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "new_obs = expand_observables(observable, qaoa, qaoa_move)\n", + "new_obs" + ] + }, + { + "cell_type": "markdown", + "id": "b0f6d41d-2cd5-43b3-8cd4-afdefac65879", + "metadata": {}, + "source": [ + "Now we shall partition the circuit into two subcircuits" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "07651125-238c-4e7d-82c5-3ca8d9ba6fc8", + "metadata": {}, + "outputs": [], + "source": [ + "from circuit_knitting.cutting import (\n", + " partition_problem,\n", + " generate_cutting_experiments,\n", + " reconstruct_expectation_values,\n", + ")\n", + "\n", + "partitioned_problem = partition_problem(circuit=qaoa_move, observables=new_obs)" + ] + }, + { + "cell_type": "markdown", + "id": "e6ac68da-71ba-4344-9b87-fdb776f720b7", + "metadata": {}, + "source": [ + "Let us visualize the subcircuits" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "265a60eb-50e8-47be-99f0-931fa876644d", + "metadata": {}, + "outputs": [], + "source": [ + "subcircuits = partitioned_problem.subcircuits" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "c10af39c-88fe-4605-975c-5bf0e21ee4c4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "subcircuits[0].draw('mpl', style='bw', fold=-1)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "35920640-76e8-4af6-a252-ee6a22e9c26a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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tCgsLAagnBH355ZcoKirCL7/8AhcXFwCAk5MTBg0ahIMHD2LcuHGt2m9xcTGKioqeub72qLKyUqX29+/fV/y3pdvq658dETVUUVGBiooKbZchGvHx8XB1dcXs2bMhkUiwY8cO+Pv749VXX8XQoUNV3l/9F922ppchqP4RDq6uro2ur66uxqlTpwCoJwSlpqYiKChIEYAAYODAgXB1dcWhQ4daHYL0+flTTfXQNcXU1FTx35Zu6+TkpHJdRKRdt27dwsOHD1XeztramuM7/6uurk6joeLIkSOQSqXIysqCRCIBALi5uWHdunWIiYlBVlYWOnbsqNI+HR0dn6knqLX0MgTVfxuo7z140s6dO3Hv3j3Y2Nio5RdldnY2Jk6c2GC5t7c3srOzW73f1nbv6QJVnx126dIlfPXVVxg9ejR8fHxatA2f9Uake5KSkjBt2jSVtnFxccGff/7JGaT/q6KiQqMPrB41ahTKysoaLI+Li0NcXFyr9nn9+nVYWFg8Y2Wq08uB0fWpsLEQUVBQgHfffRcA4Ofnp5bPu3v3Lp5//vkGy62srFBaWqqWzxA7Hx8fXL58ucUBiIh009///neVnw/41ltvMQBRq+hlCBo+fDgAYM2aNbh27ZpieWZmJoYNG6ZIsOqcJLG+S/BxnLeCiEg1FhYWOHDgQIsve0+cOBHz58/XcFWkr/QyBC1evBhWVlYoKCiAj48PevToAXd3dwQGBsLLywtBQUEAGg9BGRkZsLW1Vbzqnx22YcMGpeUZGRmKbaysrHD37t0G+yorK4O1tbWGjlJccnJyEBERgZycHG2XQkQaNmDAAKSnp6Nbt25NtjEwMEBcXBx2797d6rEkRHr5k+Pi4oITJ05g9OjRMDU1RV5eHuzs7JCUlIQDBw4oxqM0FoIePnyIO3fuKF71k/NVVVUpLX984J6Xl1ejY3+ys7Ph5eWloaMUl8rKSvz+++8q31VGRLqpb9++uHHjBg4cOKD0xHgjIyMsXboUubm52Lx5M4yM9HJoK7URvf3p8fHxwb///e8Gy0tLS3Hz5k0YGRnB29u7wfqnzZXQmJCQECxZsgQFBQXo2rUrgEeX3nJzcxEaGtq6AyAiEjkjIyOEhYUhLCwMzs7OKCoqgoODQ6OT4BK1hl72BDXn4sWLAABPT0/FhInPavr06XB0dMS4ceOQmpqKvXv34vXXX0e/fv0wduxYtXwGERGRJqSlpcHb2xv+/v4IDAxUGksrkUjg5+eHtLQ0AI9uv587dy7c3Nzg7u6u9JgTqVQKb29v2NratvkxtJZoQ5A6B0U/99xz+Omnn+Do6IiIiAi8+eabGDhwIFJTU3mtmoiI2rW4uDgkJibiwoULGD58OL744gul9SdPnsTo0aMBPJpiJjs7G9euXcPp06fx4YcfKoaYhIeHK8KSrhDdb2hNhCDg0URRqampkMvlKCsrw86dO2FnZ6fWzxAzJycnrF+/nhMgEhGpWV5eHgICAlBRUYGzZ8/ihRdeaLKtVCrFzJkzYWhoCGtra0yaNElxA5EuEm0IUtccQdQ2nn/+eYSFhTU6HxMREbWeIAjIyMiAg4MDzp07h5EjRzbZNj8/X+muPVdXV+Tn57dFmRqhtwOjm3Ly5Eltl0CtUFpaisOHD+OVV17htANERGoWFBSEv/76CykpKRg8eDCuXr3a5JfOx+fF0/X58ETXE0S66ebNm1i1apXWHrJHRKTvDAwMMH78eFhbWysNjn6ci4sLcnNzFe/z8vKUnpupaxiCiIiIRC41NRXAo8tdxcXFcHNza7TdxIkTsXXrVtTW1qK0tBRSqRTh4eFtWapaie5yGBERESnbtGkTli9fDkNDQ3z22WewsbFptN2UKVPw22+/wcPDAwCwcOFCnZ4UmCGIiIhI5I4ePdqiJ88bGhoiMTGxDSpqG7wcRjrBwsICgwYNgoWFhbZLISISDQcHBwwaNKhF8/9IpVKEhobCwcGhDSpTD4mg60O7SSfVT66lSZ6enhr/DCJqG/WPzXByckJhYaG2y2nXKioqFL06crm83X55bA918nIY6YTa2lpUVVXBzMxM8SBFIiJqXkVFhbZLaFJ7qI0hiHTClStX8Nprr2Hv3r3w8fHRdjlERDpBly5NaQPHBBEREZEosSeIiIhIj5ibm0Mul2u7DJWYm5tr5XMZgoiIiPSIRCJpt4Oh2xteDiMiIiJRYggineDh4YGMjAzFLKVERI05ePAg/P39lV5OTk4wNTVtdl1Txo8fj19//fWpnyuRSODn56c0n87169cxcOBAeHh4oF+/fsjOzlasCw4OhrW1NTZv3gxBEDB48GDk5OQ828GTyhiCSCcYGxvD2toaxsbG2i6FiNqxsLAwXLhwQfFKT0+Hubk5Nm/e3Oy6xpw+fRplZWUIDAxs0WefPHkSo0ePVryfMWMGpk+fjmvXrmHRokWIjY1VrDt+/DjCwsIAPApQ8+fPx4oVK57hyKk1GIJIJ+Tn52P27NnIz8/XdilEpCPq6uowefJkvPTSS3jzzTdbvK7e1q1bMXnyZMX7l19+GfPmzVO8v3fvHuzs7FBSUtJg21u3buHcuXOIjIwEAEyYMAE5OTlKT2B/XGhoKNLS0lBeXq7qYdIzYAginVBeXo7jx4/zBEFELfb++++jtLQUn376qUrr6qWnp2PgwIGK90eOHMH333+Py5cvAwC++uorhISEwNbWtsG2BQUF6NKlC4yMHt1/JJFI4OLi0uQXOWNjY/j6+iIjI0OlY6RnwxBERER658CBA9i+fTv27duHDh06tHjd4woLC9G5c2fFe0NDQ8TExGDHjh2oq6tDYmIi5syZ0+T2EolE6f3TnlLVuXNnPhKkjfEWeSIi0itXr15FbGwsUlJS0KVLlxave5K5uTmqqqpgZWWlWBYZGYkBAwZg4MCBcHBwQJ8+fRrdtmvXrigsLERNTQ2MjIwgCAIKCgrg4uLS5Ofdv38fZmZmKhwpPSv2BBERkd4oLy/Hq6++ihUrViAoKKjF6xrj5+fX4GHPTk5O8PT0xMyZMzF37twmt7W3t0evXr2wc+dOAMC+ffvg6uoKV1fXJre5fPkyevbs+dS6SH3YE0RaoeoT3q2srPDxxx8jKCiIz8IhoiYlJibi6tWr2LZtG7Zt26a0btKkSU2uS0tLa9Az9Nprr+Hw4cMYNmyY0vIpU6Zg4cKFmDBhQrO1bN26FdHR0VizZg2ee+45fPPNN022rR8w7evr+7RDJDWSCE+7SElERKRlzs7OKCoqgpOTU5uNmykvL0dgYCBOnTqlNANzeno6FixYgDNnziiWSSQSlJeXw9LSssX7j46ORkBAAObMmYPFixeje/fuSrfRk+bxchgREVEjOnbsiE8++aRFkxg6ODhg0KBBSpMlNic4OBg///yzIlx16dIFMTExz1QvqY49QURE1O5poyeI9B97goiIiEiUGIKIiIhIlBiCiIiISJQYgoiIiEiUGIKIiIhIlDhZIqmVIAiorKzUdhkqMTc3b/CMHyIiXcXzcMsxBJFaVVZWqjRZWHsgl8uVJkIjItJlPA+3HC+HERERkSixJ4g0RiaTtdseloqKCj6DjIj0Hs/DzWMIIo2xsLBot//4iIjEgOfh5vFyGBEREYkSQxARERGJEkMQERERiRJDEBEREYkSQxARERGJEkMQERGRyKWnp0MikSi9LC0t0bt3b2zcuBE1NTXaLlEjeIs8ERERAQDCw8MREhICQRBQXFyM5ORkxMfH4/Lly/jyyy+1XZ7aMQQRERERAMDf3x+RkZGK97Nnz4aXlxeSkpKwevVq2NnZabE69ePlsCfk5ORg27ZtmDZtGnr27AkjIyNIJBIsXbpU26URERG1KQsLC/Tv3x+CIOCPP/7Qdjlqx56gJ2zatAmbNm3SdhlERETtQn34sbGx0XIl6scQ9ARbW1uEhISgX79+6Nu3L5KSkrBv3z5tl0UkWnfv3sXZs2chl8thaWmJvn37olOnTtoui9pQXl4e7t+/DwCorq7Gw4cPYWxsrOWq9FNlZSVKSkoUY4K2bNmC8+fPo2/fvujevbu2y1M/gZoVFRUlABASEhK0XYpOkMvlAgABgCCXy1u9n+PHjwsAhLVr1zbZxsLCQhgyZEir9q+uOklzfv/9dyE2NlYwMzNT/F0BEMzNzYVp06YJFy9e1HaJpGFpaWnC6NGjBYlEovQz4OjoKLz//vtCcXGxtktsl1pzfqs/5zb2GjdunHDz5s12Uae66f2YoJKSEixYsABubm4wNTVF165d8c4776CqqgqRkZGQSCRISkrSdplE9Jhdu3YhICAA27dvR1VVldK6yspKbNu2DX369IFUKtVShaRJdXV1ePvttzF69GikpaVBEASl9Tdv3sSKFSvQp08fXLx4UUtV6qfY2FgcPXoUhw8fxkcffQQbGxvIZDKYmZkp2lRXV8PX1xdr1qxR2jY6OhqvvPJKW5f8TPT6clhWVhZGjBgBmUwGCwsLeHt7o6ioCBs2bEBubi7y8/MBAD179tRypURU79ChQ5g6dSrq6uqabffgwQNMnjwZzz33nM6deKl5CQkJLRqbWVRUhJdffhmZmZlwdXXVfGEi4O7ujuHDhwMARo0ahaCgIAwaNAizZs3C7t27AQAmJiZITk7Giy++iDFjxqBnz55ISUnBoUOHdC6U6m1PUElJCUJCQiCTybBo0SIUFxfj3LlzkMlkWLlyJfbv348LFy7AwMAAvr6+2i6XiADU1NRg1qxZTw1A9WprazF79mzU1tZquDJqK9euXcO6deta3F4mk2HZsmUarEjcBgwYgMjISOzZsweZmZmK5b1798aiRYswdepUFBYWYsaMGUhMTESXLl20WK3q9DYEvfXWWygoKEB8fDzWr18PS0tLxbqEhAR4enqipqYGHh4eSt181L7UD9Jr7EX659ChQygqKlJpm9zcXBw5ckRDFVFb27Jli8rbfPfdd7h9+7YGqiEAWLZsGQwNDRuEzSVLlqBDhw7o1asXhg4dioiICC1V2Hp6GYKys7MhlUphb2+PlStXNlgvkUjQp08fAOq5FFZYWIi33noLAwcOhLm5OSQSCXJzc595vwSsXLkSdnZ2jb4qKiq0XR6p2Y4dO1q13TfffKPeQkgrBEFo1c/AgwcP8O2336q/IALw6BJZREQEjh07hhMnTiiWGxkZISgoCCUlJYiJidFiha2nl2OCdu3ahbq6OkRGRsLc3LzRNiYmJgDUE4Ju3LgBqVSKPn36YMiQIWr7VhoQEIDi4mK17KuttPQyRkvFxsY2+e0iNDRULZ/RvXt3GBjo5fcBnXPr1q1WbZeSkgJnZ2c1V0Ntra6uDnfv3m3VtkuWLMH69evVXJFuUvd5GHh0BWXPnj147733cPz4cQBARkYGtm/fjjlz5mDevHm4cOFCq6+sPMt5uHPnzjhz5kyrttXLEPTjjz8CAIKDg5tsU1hYCEA9IejFF1+ETCYD8OibrLpCUHFxscqXBvTN44P0nmRoaKiWz7h586Za9kPa8/DhQ9H/WxE7uVwOuVyu7TJ01tChQxvchfc4Ly8vpbF3FRUViIqKwtq1azFr1iwMGTIEixcvbvVkw9o6D+tlCMrLywOAJu8WqK6uxqlTpwCoJwRpqhehc+fOGtmvJtXV1elcqHB0dGRPUDtx584dxaR4qjAzM4O1tbUGKqK2JAgCbt682ewv46Z06tRJaeynmLXFeTg+Ph6urq6YPXs2JBIJduzYAX9/f7z66qsYOnSoyvt7lvPws/yu1MsQVD9WpKmT6c6dO3Hv3j3Y2NjAycmpLUtTSWu797SpoqJC505E169fh4WFhbbLIAAHDhzAuHHjVN5u3759vE1eTyxYsAAff/yxStuYmJjgxo0bsLW11VBVukXT5+EjR45AKpUiKysLEokEAODm5oZ169YhJiYGWVlZ6Nixo0r71NZ5WC+//tanwsZCREFBAd59910AgJ+fX5vWRUTNGzNmDLp27arSNn/7298wcuRIDVVEbW3mzJkqbxMeHs4A1IZGjRqFsrIyuLi4KC2Pi4tDTk6OygFIm/QyBNWPIVmzZg2uXbumWJ6ZmYlhw4ahrKwMACdJJGpvjIyMsGXLlhaP96pvz8uZ+sPd3R1Lly5tcfsuXbpg1apVGqyI9JlenjkWL14MKysrFBQUwMfHBz169IC7uzsCAwPh5eWFoKAgAI2HoIyMDNja2ipe9bddbtiwQWl5RkZGmx4TkViMHj0au3fvRocOHZptZ2pqCqlUihEjRrRRZdRWPvjgAyxYsOCp7bp27YqjR4+q3HtIVE8vQ5CLiwtOnDiB0aNHw9TUFHl5ebCzs0NSUhIOHDiAK1euAGg8BD18+BB37txRvKqrqwEAVVVVSssfPnzYpsckNvV3KixevLjJNnK5HOnp6W1XFLWZSZMm4fz585g5c2aDcQIdO3ZEXFwczp8/j/Hjx2upQtIkiUSCjz76CEePHsXYsWMb9PR17doVq1atwrlz5+Dt7a2lKkkfSITWDMPXYaWlpbCxsYGRkRHkcrliviB12bFjB2JiYpCTkyPKZ9k8PiBPLpe32wHHulInAX/99Rfc3NxQUlICW1tb/Pnnnzo15oCeXWFhIa5evYr79+/DxsYGAQEBMDLSy/t61EJXzm/toU697AlqTv3D3Tw9PdUagPbu3Yu9e/cqBmMfPnxY6T0Rtc5zzz2n+LdqYmLCACRCzs7OeOmllzBmzBgMGDCAAUjN0tLS4O3tDX9/fwQGBiqNpZVIJPDz80NaWhqAR7ffz507F25ubnB3d8fnn3+uaCuVSuHt7a1Tg9RF95NUH4LUPSh64sSJSu9nz54NAIiKimr1owCIiIg0LS4uDl999RWCg4OxbNkyfPHFF9i4caNi/cmTJxU9Njt37kR2djauXbuGe/fuoXfv3hg2bBg8PT0RHh6O/v37IyAgQFuHojLR9gSpOwQJgtDoiwGIiIjas7y8PAQEBKCiogJnz57FCy+80GRbqVSKmTNnwtDQENbW1pg0aZJOP7dNtCGIcwQRERE9+hKfkZEBBwcHnDt3rtl5t/Lz89GtWzfFe1dXV+Tn57dFmRohusthJ0+e1HYJRERE7UpQUBD++usvpKSkYPDgwbh69Sqef/75RtvWzxINoFWPOGlPRNcTRERERA0ZGBhg/PjxsLa2Vhoc/TgXFxfk5uYq3ufl5TWYOVqXMAQRERGJXGpqKoBHl7uKi4vh5ubWaLuJEydi69atqK2tRWlpKaRSKcLDw9uyVLUS3eUwIiIiUrZp0yYsX74choaG+Oyzz2BjY9NouylTpuC3336Dh4cHAGDhwoXw8vJqy1LViiGIiIhI5I4ePdqiJ88bGhoiMTGxDSpqG7wcRkRERI1ycHDAoEGDFJMlNkcqlSI0NBQODg5tUJl6sCeIiIhIxJq7w6u4uLjF+wkPD9e58UEMQaQxFRUV2i6hSe25NiIidWnP57r2UBtDEGmMLnWJEhHpI56Hm8cxQURERCRK7AkitTI3N4dcLtd2GSoxNzfXdglERGrD83DLMQSRWkkkElhYWGi7DCIi0eJ5uOV4OYyIiIhEiSGIiPTKwYMH4e/vr/RycnKCqalps+uaMn78ePz6669P/VyJRAI/Pz+l+VSuX7+OgQMHwsPDA/369UN2drZiXXBwMKytrbF582YIgoDBgwcjJyfn2Q6eiFTCEEREeiUsLAwXLlxQvNLT02Fubo7Nmzc3u64xp0+fRllZGQIDA1v02SdPnsTo0aMV72fMmIHp06fj2rVrWLRoEWJjYxXrjh8/jrCwMACPAtT8+fOxYsWKZzhyIlIVQxAR6a26ujpMnjwZL730Et58880Wr6u3detWTJ48WfH+5Zdfxrx58xTv7927Bzs7O5SUlDTY9tatWzh37hwiIyMBABMmTEBOTo7SE7gfFxoairS0NJSXl6t6mETUSgxBRKS33n//fZSWluLTTz9VaV299PR0DBw4UPH+yJEj+P7773H58mUAwFdffYWQkBDY2to22LagoABdunSBkdGj+08kEglcXFyQn5/f6GcZGxvD19cXGRkZKh0jEbUeQxAR6aUDBw5g+/bt2LdvHzp06NDidY8rLCxE586dFe8NDQ0RExODHTt2oK6uDomJiZgzZ06T20skEqX3zT2eAAA6d+6MwsLCZtsQkfrwFnki0jtXr15FbGwsUlJS0KVLlxave5K5uTmqqqpgZWWlWBYZGYkBAwZg4MCBcHBwQJ8+fRrdtmvXrigsLERNTQ2MjIwgCAIKCgrg4uLS5Ofdv38fZmZmKhwpET0L9gQRkV4pLy/Hq6++ihUrViAoKKjF6xrj5+eHK1euKC1zcnKCp6cnZs6ciblz5za5rb29PXr16oWdO3cCAPbt2wdXV1e4uro2uc3ly5fRs2fPp9ZFROrBEEREeiUxMRFXr17Ftm3bGtwO/9lnnzW57v/+7/8a7Ou1117D4cOHGyyfMmUK6urqMGHChGZr2bp1K7Zu3QoPDw+sW7cO27dvb7Jt/YBpX19f1Q6YiFpNIjztIjURkZY5OzujqKgITk5ObTpmpry8HIGBgTh16pTSDLzp6elYsGABzpw5o1gmkUhQXl4OS0vLFu8/OjoaAQEBmDNnDhYvXozu3bsr3UZPRJrFniAioiZ07NgRn3zySYsmMXRwcMCgQYOUJktsTnBwMH7++WdFuOrSpQtiYmKeqV4iUg17goio3dNWTxAR6Tf2BBEREZEoMQQRERGRKDEEERERkSgxBBEREZEoMQQRERGRKPGxGaRWgiCgsrJS22WoxNzcvMEznoiodXgOIF3CEERqVVlZqdJkce2BXC5XmgiPiFqP5wDSJbwcRkRERKLEniDSGJlM1m6/XVVUVMDBwUHbZRDpNZ4DqL1jCCKNsbCwaLcnQCLSPJ4DqL3j5TAiIiISJYYgIiIiEiWGICIiIhIlhiAiIiISJYYgIiIiEiWGICIi0rr09HRIJBKll6WlJXr37o2NGzeipqZG2yWSHuIt8kRE1G6Eh4cjJCQEgiCguLgYycnJiI+Px+XLl/Hll19quzzSMwxBRETUbvj7+yMyMlLxfvbs2fDy8kJSUhJWr14NOzs7LVZH+oaXw56Qk5ODbdu2Ydq0aejZsyeMjIwgkUiwdOlSbZdGRCQ6FhYW6N+/PwRBwB9//KHtckjPsCfoCZs2bcKmTZu0XQYREf1XffixsbHRciWkbxiCnmBra4uQkBD069cPffv2RVJSEvbt26ftsoiIRKGyshIlJSWKMUFbtmzB+fPn0bdvX3Tv3l3b5ZGe4eWwJyxduhSHDh3CsmXLMGrUKFhaWmq7JFGqv1Nk3bp1TbaxtLTE0KFD264oalOCICAjIwOTJ09GcXExAKC4uBhTp05FZmYmBEHQcoWkCStXroSdnR3s7e3h5+eHzz//HOPGjcPBgwe1XRrpIb0PQSUlJViwYAHc3NxgamqKrl274p133kFVVRUiIyMhkUiQlJSk7TKJ6DE3b95EUFAQgoKCsHv3btTW1gIAamtr8c9//hOBgYEYMmQIZDKZlisldYuNjcXRo0dx+PBhfPTRR7CxsYFMJoOZmZmiTXV1NXx9fbFmzRqlbaOjo/HKK6+0dcmkw/T6clhWVhZGjBgBmUwGCwsLeHt7o6ioCBs2bEBubi7y8/MBAD179tRypURUTyaTISgoCH/++Wez7U6cOIHBgwcjIyODdwzpEXd3dwwfPhwAMGrUKAQFBWHQoEGYNWsWdu/eDQAwMTFBcnIyXnzxRYwZMwY9e/ZESkoKDh06hIsXL2qzfNIxetsTVFJSgpCQEMhkMixatAjFxcU4d+4cZDIZVq5cif379+PChQswMDCAr6+vtsslov+aOnXqUwNQvevXr+ONN97QcEWkTQMGDEBkZCT27NmDzMxMxfLevXtj0aJFmDp1KgoLCzFjxgwkJiaiS5cuWqyWdI3ehqC33noLBQUFiI+Px/r165XG9iQkJMDT0xM1NTXw8PBQ6mal9qV+kGRjL9I/2dnZ+OGHH1TaJjU1FTdu3NBQRdQeLFu2DIaGhli2bJnS8iVLlqBDhw7o1asXhg4dioiICC1VSLpKL0NQdnY2pFIp7O3tsXLlygbrJRIJ+vTpA0A9l8L27t2LCRMmoFu3bjA3N4enpycSEhIgl8ufed9iVz9IsrFXRUWFtssjNfviiy9atd2WLVvUXAm1J+7u7oiIiMCxY8dw4sQJxXIjIyMEBQWhpKQEMTExWqyQdJVejgnatWsX6urqEBkZCXNz80bbmJiYAFBPCPrHP/4BFxcXrFmzBs7Ozjh//jxWrFiB9PR0nDhxAgYGrcuaAQEBirtidEVdXZ1a9xcbG9vkt7vQ0FC1fEb37t1b/XdE6nXr1q1WbffZZ5/h22+/VXM11BrqPgfUS0hIwJ49e/Dee+/h+PHjAICMjAxs374dc+bMwbx583DhwoVW9ezzHKDbOnfujDNnzrRqW70MQT/++CMAIDg4uMk2hYWFANQTgg4dOqQ0MHPIkCGwtbXFlClT8L//+7948cUXW7Xf4uJiFBUVPXN9uuzxQZJPMjQ0VMtn3Lx5Uy37Ie158OCB6P+t6LqhQ4c2O+2Bl5eX4i5BAKioqEBUVBTWrl2LWbNmYciQIVi8eHGrJrvlOUC89DIE5eXlAQBcXV0bXV9dXY1Tp04BUE8IauzOlPrLbc9yYu7cuXOrt9WWuro6nTuhODo68ltgO3H79m08ePBA5e1MTExga2urgYpIVW11DoiPj4erqytmz54NiUSCHTt2wN/fH6+++qrK84fxHKDbnuV3pV6GoPqxIvfv3290/c6dO3Hv3j3Y2NjAyclJIzX88ssvAABPT89W76O13XvaVFFRoXMTTF6/fh0WFhbaLoMArFu3Du+++67K261duxbz58/XQEWkqrY4Bxw5cgRSqRRZWVmQSCQAADc3N6xbtw4xMTHIyspCx44dW7w/ngPESy+jb30qbCxEFBQUKE6yfn5+Gvn8oqIivPfeexgxYgR69eqlkc8g0kdvvPEGOnTooNI2ZmZmiI6O1kxB1C6NGjUKZWVlcHFxUVoeFxeHnJwclQIQiZtehqD6MSRr1qzBtWvXFMszMzMxbNgwlJWVAdDMJIlyuRxjx46FsbExvv76a7Xvn0if2dvbY+bMmSptExcXBysrKw1VRET6TC9D0OLFi2FlZYWCggL4+PigR48ecHd3R2BgILy8vBAUFASg8RCUkZEBW1tbxav+jpMNGzYoLc/IyGiw7f379zF27Fjk5OTghx9+4KRdRK3wj3/8A2PHjm1R2wkTJmDt2rUaroiI9JVejglycXHBiRMnsGjRIvzyyy/Iy8uDj48P3n33XbzxxhuKcUCNhaCHDx/izp07DZZXVVWhqqpKqd2T202aNAmnT5/Gjz/+CG9vbzUflbg87U4RAJyHSU8ZGxtj7969WL58ORITExU9t4+zsrLC3Llz8d5776ntLkEiEh+JILJHMZeWlsLGxgZGRkaQy+WK+YKeRV1dHV5//XUcOHAAaWlpzd6ar+8eHxQpl8vb7WBDXalT7CorK/Htt9/il19+QXl5OTp27Ijg4GBMmjSJM723U7ryb0tX6iTN0sueoObUP1zP09NTLQEIAObMmQOpVIqEhASYmZkpPd/G2dkZzs7OavkcIrExNzfHG2+8weeDEZFG6OWYoObUhyB1DopOS0sDAKxevRqBgYFKr6SkJLV9DhGRPkpLS4O3tzf8/f0RGBiodEOLRCKBn5+f4jxbV1eHuXPnws3NDe7u7vj8888VbaVSKby9vTlnFLWYaHuC1BmCcnNz1bYvIiKxiYuLw1dffYXg4GAsW7YMX3zxBTZu3KhYf/LkScWlq507dyI7OxvXrl3DvXv30Lt3bwwbNgyenp4IDw9H//79ERAQoK1DIR0j2p4gTc0RREREqsnLy0NAQAAqKipw9uxZvPDCC022lUqlmDlzJgwNDWFtbY1JkybxuXHUaqILQSdPnoQgCBg5cqS2SyEiIgCCICAjIwMODg44d+5cs+fn/Px8dOvWTfHe1dUV+fn5bVEm6SHRhSAiImp/goKC8Ndff+Hzzz/H4MGDG50aoV79ozIAPHUqDaLmMAQREVG7YGBggPHjx8Pa2lppcPTjXFxclMZh5uXlNXh8BlFLMQQREZHWpaamAnh0uau4uBhubm6Ntps4cSK2bt2K2tpalJaWQiqVIjw8vC1LJT0iurvDiIio/dm0aROWL18OQ0NDfPbZZ7CxsWm03ZQpU/Dbb7/Bw8MDALBw4UJ4eXm1ZamkRxiCiIhI644ePaq4Db45hoaGSExMbIOKSAx4OYyIiNotBwcHDBo0SDFZYnOkUilCQ0Ph4ODQBpWRPhDds8NIsx5/Ho9MJmu3z+OpqKhQnCj53CAi9eE5gHQJL4eRxvDbGJG48RxA7R0vhxEREZEo8XIYqZUgCKisrNR2GSoxNzdXmnyNiFqP5wDSJQxBREREJEq8HEZERESixBBEREREosQQRERERKLEEERERESixBBEREREosQQRERERKLEEERERESixBBEREREosQQRERERKLEEERERESixBBEREREosQQRERERKLEEERERESixBBEREREosQQRERERKLEEERERESixBBEREREosQQRERERKLEEERERESixBBEREREosQQRERERKLEEERERESixBBEREREosQQRERERKLEEERERESi9P8r1rW5jwYAPgAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "subcircuits[1].draw('mpl', style='bw', fold=-1)" + ] + }, + { + "cell_type": "markdown", + "id": "0204a26d-5775-4604-8809-3a3b194c710e", + "metadata": {}, + "source": [ + "The observables have been partitioned as well to fit the subcircuits" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "3e892c89-3f46-44d2-a8f6-154daac0415b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{0: PauliList(['IIII', 'IIII', 'IZII', 'IZZI', 'IIZZ']),\n", + " 1: PauliList(['ZZI', 'IZZ', 'IIZ', 'III', 'III'])}" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "subobservables = partitioned_problem.subobservables\n", + "subobservables" + ] + }, + { + "cell_type": "markdown", + "id": "37491b7a-3cec-44d5-8248-35e5b487f248", + "metadata": {}, + "source": [ + "### Run and postprocess" + ] + }, + { + "cell_type": "markdown", + "id": "f7204362-5168-4e9e-a2b7-20313b89949a", + "metadata": {}, + "source": [ + "Note that each subcircuit leads to a number of samples. The reconstruction takes into account the outcome of each of these samples. Each of these samples is termed a *subexperiment* in Circuit-knitting-toolbox." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "e3c96631-4b8c-4026-95ba-c95026c13956", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "\n", + "subexperiments, coefficients = generate_cutting_experiments(\n", + " circuits=subcircuits,\n", + " observables=subobservables,\n", + " num_samples=np.inf,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "1bd19292-79a0-4402-b09d-baada463b616", + "metadata": {}, + "source": [ + "Let us see two examples where the cut qubits are measured in two different basis. First, it is measured in normal Z basis, and next it is measured in X basis." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "749e8f27-9c83-48d8-bcf6-635c967bf10b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "subexperiments[0][6].draw('mpl', style='bw', fold=-1)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "987547e4-296a-41e4-ad82-41f4139a87a0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "subexperiments[0][2].draw('mpl', style='bw', fold=-1)" + ] + }, + { + "cell_type": "markdown", + "id": "8178f3dc-f23f-4e0f-9fd5-f8895bb61dbb", + "metadata": {}, + "source": [ + "#### Transpile each subexperiment\n", + "\n", + "Currently we need to traspile our circuits before submitting them for execution. Therefore, we shall transpile each circuit in the subexperiments first.\n", + "\n", + "In order to avoid running on queue, we shall use a FakeBackend for this smaller simulation. We shall show results from real backend later on in the notebook." + ] + }, + { + "cell_type": "markdown", + "id": "28fdc698-ba02-49ed-8781-33d6858de23b", + "metadata": {}, + "source": [ + "We shall select the noise model from a backend to insert to this Generic Backend" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "9b7f2f90-87c1-4a4c-90ca-d5d7e55ec4a7", + "metadata": {}, + "outputs": [], + "source": [ + "from qiskit_ibm_runtime import QiskitRuntimeService, Sampler, Estimator, Session, Options\n", + "from qiskit_aer.noise import NoiseModel" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "12f869b8-f27d-4764-9064-da40977d1b3a", + "metadata": {}, + "outputs": [], + "source": [ + "service = QiskitRuntimeService()\n", + "backend = service.get_backend('ibm_osaka')\n", + "simulator = service.get_backend('ibmq_qasm_simulator')" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "0b5c8939-55e9-44c3-88e9-8f7c0431596a", + "metadata": {}, + "outputs": [], + "source": [ + "noise_model = NoiseModel.from_backend(backend)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "d734a90e-14d3-4044-9aca-8348c0359ead", + "metadata": {}, + "outputs": [], + "source": [ + "options = Options()\n", + "options.execution.shots = 4000\n", + "options.transpilation.skip_transpilation = True\n", + "options.resilience_level = 0\n", + "options.simulator.noise_model = noise_model" + ] + }, + { + "cell_type": "markdown", + "id": "64bdf404-91ad-4119-9e51-2a34bfe876aa", + "metadata": {}, + "source": [ + "Now we need to transpile each of the circuits in the subexperiments. For that we first create a pass manager, and then use it to transpile each of the circuits." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "dcf80dc6-049a-4238-9665-eef90b48cefa", + "metadata": {}, + "outputs": [], + "source": [ + "from qiskit.transpiler.preset_passmanagers import generate_preset_pass_manager\n", + "\n", + "pm = generate_preset_pass_manager(2, basis_gates=['x','sx','ecr','rz','id'])" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "3d36b9ac-ba82-428d-9e99-ac8f5c55c9ae", + "metadata": {}, + "outputs": [], + "source": [ + "subexperiments_trans = {}\n", + "\n", + "for key, subckt in subexperiments.items():\n", + " subexperiments_trans[key] = pm.run(subckt)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "962c4745-a235-4ef8-b56b-d3026be67fb6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
global phase: π/2\n",
+       "                           ┌─────────┐   ┌────┐  ┌──────┐   ┌───┐    ┌──────────┐                ┌──────┐   ┌───┐    ┌─────────┐   ┌────┐   ┌──────────────┐┌────┐┌──────────┐        ┌─┐                                                                                 \n",
+       "                     q0_0: ┤ Rz(π/2) ├───┤ √X ├──┤0     ├───┤ X ├────┤ Rz(-π/2) ├────────────────┤0     ├───┤ X ├────┤ Rz(π/2) ├───┤ √X ├───┤ Rz(β[0] + π) ├┤ √X ├┤ Rz(5π/2) ├────────┤M├─────────────────────────────────────────────────────────────────────────────────\n",
+       "                           └──┬────┬─┘┌──┴────┴─┐│  Ecr │┌──┴───┴───┐└┬────────┬┘┌────┐┌────────┐│  Ecr │┌──┴───┴───┐└─┬──────┬┘   ├───┬┘   └─┬──────────┬─┘└────┘└──────────┘┌──────┐└╥┘   ┌───┐   ┌─────────┐     ┌────┐     ┌──────────────┐   ┌────┐   ┌──────────┐┌─┐\n",
+       "                     q0_1: ───┤ √X ├──┤ Rz(π/2) ├┤1     ├┤ Rz(γ[0]) ├─┤ Rz(-π) ├─┤ √X ├┤ Rz(-π) ├┤1     ├┤ Rz(-π/2) ├──┤0     ├────┤ X ├──────┤ Rz(-π/2) ├────────────────────┤0     ├─╫────┤ X ├───┤ Rz(π/2) ├─────┤ √X ├─────┤ Rz(β[0] + π) ├───┤ √X ├───┤ Rz(5π/2) ├┤M├\n",
+       "                           ┌──┴────┴─┐└──┬────┬─┘├──────┤└──┬───┬───┘┌┴────────┴┐└────┘└────────┘├──────┤└──┬────┬──┘  │  Ecr │ ┌──┴───┴───┐  └┬────────┬┘  ┌────┐ ┌────────┐ │  Ecr │ ║ ┌──┴───┴──┐└──┬────┬─┘┌────┴────┴────┐└────┬────┬────┘┌──┴────┴──┐└───┬─┬────┘└╥┘\n",
+       "                     q0_2: ┤ Rz(π/2) ├───┤ √X ├──┤0     ├───┤ X ├────┤ Rz(-π/2) ├────────────────┤0     ├───┤ √X ├─────┤1     ├─┤ Rz(γ[0]) ├───┤ Rz(-π) ├───┤ √X ├─┤ Rz(-π) ├─┤1     ├─╫─┤ Rz(π/2) ├───┤ √X ├──┤ Rz(β[0] + π) ├─────┤ √X ├─────┤ Rz(5π/2) ├────┤M├──────╫─\n",
+       "                           └──┬────┬─┘┌──┴────┴─┐│  Ecr │┌──┴───┴───┐└┬────────┬┘┌────┐┌────────┐│  Ecr │   └────┘     └──────┘ └──────────┘   └────────┘   └────┘ └────────┘ └──────┘ ║ └─────────┘   └────┘  └──────────────┘     └────┘     └──────────┘    └╥┘      ║ \n",
+       "                     q0_3: ───┤ √X ├──┤ Rz(π/2) ├┤1     ├┤ Rz(γ[0]) ├─┤ Rz(-π) ├─┤ √X ├┤ Rz(-π) ├┤1     ├──────────────────────────────────────────────────────────────────────────────╫────────────────────────────────────────────────────────────────────────╫───────╫─\n",
+       "                              └────┘  └─────────┘└──────┘└──────────┘ └────────┘ └────┘└────────┘└──────┘                                                                              ║                                                                        ║       ║ \n",
+       "observable_measurements: 3/════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════╩════════════════════════════════════════════════════════════════════════╩═══════╩═\n",
+       "                                                                                                                                                                                       0                                                                        2       1 
" + ], + "text/plain": [ + "global phase: π/2\n", + " ┌─────────┐ ┌────┐ ┌──────┐ ┌───┐ ┌──────────┐ ┌──────┐ ┌───┐ ┌─────────┐ ┌────┐ ┌──────────────┐┌────┐┌──────────┐ ┌─┐ \n", + " q0_0: ┤ Rz(π/2) ├───┤ √X ├──┤0 ├───┤ X ├────┤ Rz(-π/2) ├────────────────┤0 ├───┤ X ├────┤ Rz(π/2) ├───┤ √X ├───┤ Rz(β[0] + π) ├┤ √X ├┤ Rz(5π/2) ├────────┤M├─────────────────────────────────────────────────────────────────────────────────\n", + " └──┬────┬─┘┌──┴────┴─┐│ Ecr │┌──┴───┴───┐└┬────────┬┘┌────┐┌────────┐│ Ecr │┌──┴───┴───┐└─┬──────┬┘ ├───┬┘ └─┬──────────┬─┘└────┘└──────────┘┌──────┐└╥┘ ┌───┐ ┌─────────┐ ┌────┐ ┌──────────────┐ ┌────┐ ┌──────────┐┌─┐\n", + " q0_1: ───┤ √X ├──┤ Rz(π/2) ├┤1 ├┤ Rz(γ[0]) ├─┤ Rz(-π) ├─┤ √X ├┤ Rz(-π) ├┤1 ├┤ Rz(-π/2) ├──┤0 ├────┤ X ├──────┤ Rz(-π/2) ├────────────────────┤0 ├─╫────┤ X ├───┤ Rz(π/2) ├─────┤ √X ├─────┤ Rz(β[0] + π) ├───┤ √X ├───┤ Rz(5π/2) ├┤M├\n", + " ┌──┴────┴─┐└──┬────┬─┘├──────┤└──┬───┬───┘┌┴────────┴┐└────┘└────────┘├──────┤└──┬────┬──┘ │ Ecr │ ┌──┴───┴───┐ └┬────────┬┘ ┌────┐ ┌────────┐ │ Ecr │ ║ ┌──┴───┴──┐└──┬────┬─┘┌────┴────┴────┐└────┬────┬────┘┌──┴────┴──┐└───┬─┬────┘└╥┘\n", + " q0_2: ┤ Rz(π/2) ├───┤ √X ├──┤0 ├───┤ X ├────┤ Rz(-π/2) ├────────────────┤0 ├───┤ √X ├─────┤1 ├─┤ Rz(γ[0]) ├───┤ Rz(-π) ├───┤ √X ├─┤ Rz(-π) ├─┤1 ├─╫─┤ Rz(π/2) ├───┤ √X ├──┤ Rz(β[0] + π) ├─────┤ √X ├─────┤ Rz(5π/2) ├────┤M├──────╫─\n", + " └──┬────┬─┘┌──┴────┴─┐│ Ecr │┌──┴───┴───┐└┬────────┬┘┌────┐┌────────┐│ Ecr │ └────┘ └──────┘ └──────────┘ └────────┘ └────┘ └────────┘ └──────┘ ║ └─────────┘ └────┘ └──────────────┘ └────┘ └──────────┘ └╥┘ ║ \n", + " q0_3: ───┤ √X ├──┤ Rz(π/2) ├┤1 ├┤ Rz(γ[0]) ├─┤ Rz(-π) ├─┤ √X ├┤ Rz(-π) ├┤1 ├──────────────────────────────────────────────────────────────────────────────╫────────────────────────────────────────────────────────────────────────╫───────╫─\n", + " └────┘ └─────────┘└──────┘└──────────┘ └────────┘ └────┘└────────┘└──────┘ ║ ║ ║ \n", + "observable_measurements: 3/════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════════╩════════════════════════════════════════════════════════════════════════╩═══════╩═\n", + " 0 2 1 " + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "subexperiments_trans[0][0].draw(fold=-1)" + ] + }, + { + "cell_type": "markdown", + "id": "d50225f1-4605-49fb-a982-46acff237760", + "metadata": {}, + "source": [ + "#### Run the optimization\n", + "\n", + "Recall that we aim to find the expectation value of the observable $\\sum_{(i,j) \\in edge}Z_i Z_j$. This expectation value is proportional to the Max-Cut value of the QAOA upto some constant terms [5]. The lower is the value, the better it is.\n", + "\n", + "We initialize the initial set of parameters to some random value.\n", + "\n", + "Note that due to the iterative method of QAOA, the run and postprocess steps are shown together. For each step, the circuit is executed, and the postprocessing step (i) calculates the expectation value for the observable, and in case of cutting (ii) merges the outcomes of different subcircuits." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "eab4ce0a-89a1-4c3d-b949-eadac29bb035", + "metadata": {}, + "outputs": [], + "source": [ + "init_params = produce_qaoa_parameters(p, seed=0)" + ] + }, + { + "cell_type": "markdown", + "id": "5b7b73c9-6849-421a-a5e7-6cab0c38ace5", + "metadata": {}, + "source": [ + "Note that for each layer of QAOA there are two parameters. Therefore, each cut subcircuit also has two parameters. This makes the parameter assignment simpler. However, for more general problems, it is necessary to keep track of which parameter goes to which subcircuit, so that the assignment is proper." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "91c4bc13-eb88-4ef1-bc86-9f8973f4aa92", + "metadata": {}, + "outputs": [], + "source": [ + "def calculate_cut_expval(params: list, subexperiments: dict, coefficients: list, subobservables: dict, sampler) -> float:\n", + " # assign parameters\n", + " circuits = {}\n", + " for key, ckt_list in subexperiments.items():\n", + " circuits[key] = []\n", + " for ckt in ckt_list:\n", + " circuits[key].append(ckt.assign_parameters(params))\n", + "\n", + " # execute the circuits\n", + " results = {\n", + " label: sampler.run(subexp).result()\n", + " for label, subexp in circuits.items()\n", + " }\n", + "\n", + " # reconstruct and calculate expectation values\n", + " reconstructed_expvals = reconstruct_expectation_values(\n", + " results,\n", + " coefficients,\n", + " subobservables,\n", + " )\n", + "\n", + " # return the sum of the expectation values\n", + " return sum(reconstructed_expvals)" + ] + }, + { + "cell_type": "markdown", + "id": "590de9ca-a5a3-487b-8f4f-c476f02f6781", + "metadata": {}, + "source": [ + "Often the optimization may run for hundreds of steps. For this example, we prematuredly stop the optimization after 5 steps" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "1c2c1ad6-bfc8-49e3-b2e8-bab1d1f8d1c2", + "metadata": {}, + "outputs": [], + "source": [ + "sampler = Sampler(backend=simulator, options=options)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "5de87b89-8e9f-4cf2-98cc-2f4ee76010b6", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/29/5g097jln3fx21kr9g9vfc4540000gn/T/ipykernel_15891/3246579515.py:11: DeprecationWarning: Circuits that do not match the target hardware definition will no longer be supported after March 1, 2024. See the transpilation documentation (https://docs.quantum.ibm.com/transpile) for instructions to transform circuits and the primitive examples (https://docs.quantum.ibm.com/run/primitives-examples) to see this coupled with operator transformations.\n", + " label: sampler.run(subexp).result()\n" + ] + } + ], + "source": [ + "from scipy.optimize import minimize\n", + "\n", + "res = minimize(\n", + " calculate_cut_expval, init_params, args=(subexperiments_trans, coefficients, subobservables, sampler), method=\"cobyla\", options={'maxiter':5}\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "5a39d14d-deb3-4e1a-8822-28eb577d8309", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + " message: Maximum number of function evaluations has been exceeded.\n", + " success: False\n", + " status: 2\n", + " fun: -1.9124577500000002\n", + " x: [-4.465e-01 8.606e-01]\n", + " nfev: 5\n", + " maxcv: 0.0" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res" + ] + }, + { + "cell_type": "markdown", + "id": "32cb0328-c8df-48d0-9b62-791a5dbc7631", + "metadata": {}, + "source": [ + "### Cross verify\n", + "\n", + "Let us now run the same QAOA without circuit cutting, keeping other parameters and variables same." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "a13f693a-f878-49cd-9a17-77ebd73d212b", + "metadata": {}, + "outputs": [], + "source": [ + "from qiskit.quantum_info import SparsePauliOp" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "e9da080b-006c-4fa0-85e4-8b1d0f9b1b31", + "metadata": {}, + "outputs": [], + "source": [ + "trans_qaoa = pm.run(qaoa)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "3686e796-8854-44dc-b601-3bcb8d7b449c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "SparsePauliOp(['ZZIIII', 'IZZIII', 'IIZZII', 'IIIZZI', 'IIIIZZ'],\n", + " coeffs=[1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j])" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "observable = SparsePauliOp(observable)\n", + "observable" + ] + }, + { + "cell_type": "markdown", + "id": "7ed8380d-f043-4126-ada3-dfad343f8b91", + "metadata": {}, + "source": [ + "#### Execute" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "68792a53-234c-4c5b-b529-a655d58632cc", + "metadata": {}, + "outputs": [], + "source": [ + "def calculate_uncut_expval(params: list, circ: QuantumCircuit, observsble: SparsePauliOp, estimator) -> float:\n", + " # assign parameters\n", + " circuit = circ.assign_parameters(params)\n", + " \n", + " # execute\n", + " expval = estimator.run(circuit, observable).result().values[0]\n", + "\n", + " return expval" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "c3eb635c-520e-42a1-ae75-9d57b768b283", + "metadata": {}, + "outputs": [], + "source": [ + "estimator = Estimator(backend=simulator, options=options)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "21e8f68c-ce2b-4bb4-9da8-351f06d0be00", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/29/5g097jln3fx21kr9g9vfc4540000gn/T/ipykernel_15891/918225121.py:6: DeprecationWarning: Circuits that do not match the target hardware definition will no longer be supported after March 1, 2024. See the transpilation documentation (https://docs.quantum.ibm.com/transpile) for instructions to transform circuits and the primitive examples (https://docs.quantum.ibm.com/run/primitives-examples) to see this coupled with operator transformations.\n", + " expval = estimator.run(circuit, observable).result().values[0]\n" + ] + } + ], + "source": [ + "res = minimize(\n", + " calculate_uncut_expval, init_params, args=(trans_qaoa, observable, estimator), method=\"cobyla\", options={'maxiter':5}\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "8aa1cfd0-aed6-4a96-a82e-d828e976aa3c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + " message: Maximum number of function evaluations has been exceeded.\n", + " success: False\n", + " status: 2\n", + " fun: -1.6695\n", + " x: [-4.465e-01 8.606e-01]\n", + " nfev: 5\n", + " maxcv: 0.0" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res" + ] + }, + { + "cell_type": "markdown", + "id": "d92e410c-54ff-4208-be67-3afddf694b6c", + "metadata": {}, + "source": [ + "### Inference\n", + "\n", + "Recall that the observable was selected from the Max-Cut problem, and lower the value of the objective function, the better it is. We observe that after 5 steps of iteration, the cut QAOA reached an objective function which is lower than that of the uncut QAOA. This shows that cutting itself can suppress the effect of noise by lowering the number of qubits and/or gates.\n", + "\n", + "Note that it is possible to use other error suppression and mitigation methods together with circuit cutting to further improve the performance. Moreover, in this notebook, we computed both the subcircuits on the same hardware. In [6,7], the authors shows a method to distribute the subcircuits on different hardware using noise information in order to maximize the noise suppression, and parallelize the process." + ] + }, + { + "cell_type": "markdown", + "id": "359397f3-5a00-4e55-84b3-34b779680dc5", + "metadata": {}, + "source": [ + "### Scalability\n", + "\n", + "Previously, we showed the results for a 6-qubit QAOA circuit. Next, we show that this method is scalable, and repeat the process for a 50-qubit QAOA circuit." + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "9f0fe181-1500-4e98-874e-0222e859d420", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "num_qubits = 50\n", + "p = 1\n", + "qaoa = build_qaoa_circuit(num_qubits,2*p)\n", + "qaoa.draw('mpl', style='bw', fold=-1)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "10bdb44d-c1b3-4c97-9d36-5c8055cbbd38", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "qaoa_cut = build_qaoa_circuit(num_qubits,2*p,use_cut=True)\n", + "qaoa_cut.draw('mpl', style='bw', fold=-1)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "41691a7d-d2c9-40e5-a4fb-4c0cba64f355", + "metadata": {}, + "outputs": [], + "source": [ + "qaoa_move = cut_wires(qaoa_cut)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "ff723343-9318-4efa-b7c6-4fef57d368cd", + "metadata": {}, + "outputs": [], + "source": [ + "observable = PauliList(['I'*i + 'ZZ' + 'I'*(num_qubits-i-2) for i in range(num_qubits-1)])\n", + "new_obs = expand_observables(observable, qaoa, qaoa_move)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "705d104f-ea00-46aa-8c7e-578db70c03be", + "metadata": {}, + "outputs": [], + "source": [ + "from circuit_knitting.cutting import (\n", + " partition_problem,\n", + " generate_cutting_experiments,\n", + " reconstruct_expectation_values,\n", + ")\n", + "\n", + "partitioned_problem = partition_problem(circuit=qaoa_move, observables=new_obs)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "8fa306a5-ebcb-4ff5-a39b-c13e879b02df", + "metadata": {}, + "outputs": [], + "source": [ + "subcircuits = partitioned_problem.subcircuits" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "b54c893a-f9a4-48e1-984d-80bcd24a1fdb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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9EokEoaGhavsRnT17FjExMQgMDMTjjz+OsrIyVVl8fDxcXFywdu1aCCEwfPhwnD9/vmM3T0R6YfJERARg/PjxKC0tVX0KCgoglUqxdu3adss0KSoqwvXr1xEdHa3Tdx85cgRjx45VHc+cORMzZsxARUUF0tLSkJqaqio7ePAgxo8fD+B+4vXGG29g2bJlHbhzItIXkyciogcoFApMnToVTz75JF555RWdy5RycnIwdepU1fHo0aMxf/581fGNGzfg5uaGurq6Nm2vXLmCkpISJCUlAQAmT56M8+fP48KFCxq/a9y4ccjPz0dDQ4O+t0lEBmLyRET0gHfffRf19fX45JNP9CpTKigoQExMjOp479692LdvH06fPg0A2LhxIxISEtCnT582bauqquDl5QU7u/vP80gkEvj4+KCyslLjd/Xo0QMhISE4fPiwXvdIRIZj8kRE1MquXbuQm5uL7du3w97eXuey1qqrq+Hp6ak6trW1RUpKCjZv3gyFQoGsrCzMnTtXa3uJRKJ23N5rSADA09MT1dXV7dYhIuPhVgVERP9y5swZpKamYufOnfDy8tK57EFSqRS3bt2Cs7Oz6lxSUhKioqIQExMDDw8PDB06VGPb/v37o7q6Gi0tLbCzs4MQAlVVVfDx8dH6fbdv30avXr30uFMi6giOPBERAWhoaMDEiROxbNkyxMbG6lymSWhoKMrLy9XOeXt7IygoCLNmzcK8efO0tnV3d0d4eDi2bt0KANi+fTt8fX3h6+urtc3p06cxePDg34yLiIyDyRMREYCsrCycOXMG69evb7MtwZo1a7SWXb58uc21nnvuOezZs6fN+WnTpkGhUGDy5MntxpKTk4OcnBwEBgYiMzMTubm5WusqF5KHhITod8NEZDCJ+K3JdCKiTqxfv364dOkSvL29zbYuqKGhAdHR0Th27JjartkFBQVYuHAhiouLVeckEgkaGhrg6Oio8/WTk5MRERGBuXPnIj09HQEBAWrbGRCRaXHkiYjIyJycnPDxxx/rtHmlh4cHhg0bprZJZnvi4+Nx6NAhVVLm5eWFlJSUDsVLRPrhyBMRdWmWGHkioq6NI09EREREemDyRERERKQHJk9EREREemDyRERERKQHJk9EREREemDyRERERKQHvtuOrIIQAk1NTZYOQy9SqbTNC1yJiDor9sO6Y/JEVqGpqUmvHZatgVwuV9s9moioM2M/rDtO2xERERHpgSNPZHVqa2utdkSnsbERHh4elg6DiMik2A+3j8kTWR2ZTGa1P7RERN0B++H2cdqOiIiISA9MnoiIiIj0wOSJiIiISA9MnoiIiIj0wOSJiIiIDFJQUACJRKL2cXR0xJAhQ/DRRx+hpaXF0iGaBJ+2IyIiog5JTExEQkIChBCoqanBli1bsGDBApw+fRqffvqppcMzOiZPRERE1CFhYWFISkpSHc+ePRvBwcHYsGEDli9fDjc3NwtGZ3yctjOyb775Bk899RRcXV0hlUoxaNAgrFy5Enfu3LF0aERERGYhk8kQGRkJIQTOnTtn6XCMjsmTEX344YcYM2YM9u3bBycnJzzyyCMoLy/H4sWLERcXh1u3blk6RCIiIrNQJk2urq4WjsT4mDwZSVFRERYtWgSJRIJNmzbhwoULOHHiBMrLy+Hv74/CwkK89dZblg6TiIjI6JqamlBXV4erV6/i1KlTmDNnDk6cOIHHHnsMAQEBlg7P6Jg8GUlGRgaEEEhJSUFycrLqvJ+fH3JzcwEA2dnZuHLlioUi7B6UT35kZmZqrePo6Ii4uDjzBUUWUVFRgU8//RQNDQ0AgLt371o4IjInIQR+/PFHrFu3Dh9++CE2b96M2tpaS4fVZWVkZMDNzQ3u7u4IDQ3FunXrMGHCBOzevdvSoZkEkyct6urqsHDhQvj5+cHBwQH9+/fHm2++iVu3biEpKQkSiQQbNmwAADQ0NOCbb74BALz66qttrvXEE08gMDAQd+7c6bL/IxFZi/379+Pf/u3f8Mgjj2DmzJm4efMmAODKlSuIj4/H119/beEIyZQUCgVycnIQGhqK4cOHY86cOVi4cCFSUlLQv39//OEPf8DJkyctHWaXk5qaiv3792PPnj1YtWoVXF1dUVtbi169eqnqNDc3IyQkBCtWrFBrm5ycjKefftrcIXeMoDb+8Y9/CA8PDwFAyGQyER4eLtzd3QUAMWnSJBERESEAiKKiIiGEEIcOHRIARM+ePcXdu3c1XnP69OkCgEhNTTXnrXQacrlcABAAhFwuN/g6Bw8eFADEypUrtdaRyWRixIgRBl3fWHGSafz5z39W/fu09/njH/9o6VDJBO7cuSMSExN/899fKpWKv//975YO1+oY0r9p63MLCwuFjY2NePHFF9XOHz9+XMhkMlFaWiqEEOKrr74SLi4u4tKlSyaN09g48vSAuro6JCQkoLa2FmlpaaipqUFJSQlqa2uRkZGBHTt2oLS0FDY2NggJCQFwf3oAAAYMGAA7O827P/j5+anVJSLj+stf/oIFCxboVPedd97BunXrTBwRmducOXOQl5f3m/WampowefJkFBUVmSGq7ikqKgpJSUnYtm0bjh49qjo/ZMgQpKWl4aWXXkJ1dTVmzpyJrKwseHl5WTBa/TF5esDrr7+OqqoqLFiwAO+//z4cHR1VZUuWLEFQUBBaWloQGBioGo68du0aAMDZ2VnrdZVlyrpkWsrFi5o+1PXcvXsXaWlperVZsmQJmpqaTBQRmVtZWRnWr1+vc/3bt29jyZIlJoyIli5dCltbWyxdulTt/OLFi2Fvb4/w8HDExcVhypQpForQcEyeWikrK0NeXh7c3d2RkZHRplwikWDo0KEAgMGDB6vO3759GwBgb2+v9do9e/YEALXtCqqrq/H6668jJiYGUqkUEokEFy5cMMatdHvKxYuaPo2NjZYOj4xs586dqKmp0avN9evX8cUXX5goIjK37OxsvdscOHAAZ86cMUE0BAD+/v6YMmUKDhw4gB9++EF13s7ODrGxsairq0NKSooFIzQck6dWPv/8cygUCiQlJUEqlWqso0yCWidPDg4OANDuRpjNzc0AoLZ47pdffkFeXh569+6NESNGdDh++j/KxYuaPsp/L+o6tm3bZlC7v/71r0aOhCzF0ESYCbRpLVmyBDY2NnjnnXdU5w4fPozc3FzMnTsX8+fP75R7IPL1LK18++23AID4+HitdaqrqwGoJ0+6TMlpmtp74oknVI/Obt68GXv37jUwcnURERF6/xVuaQqFwqjX8/f3x6hRozSW2draGuU7AgICYGPDvz+swdWrVw1qd+jQIfTr18/I0ZC5CSEMnpJftWqVXtN9XZkh/XBcXByEEFrLg4ODce/ePdVxY2MjXn75ZaxcuRKvvfYaRowYgfT0dKxevdqgmDvSD3t6eqK4uNigtkyeWrl48SIAwNfXV2N5c3Mzjh07BkA9eQoMDFS1b2lp0bhoXLnTqrIuAJP94q2pqcGlS5dMcm36P7/++qulQ6AOamlp4c9KN9fY2MipfDNasGABfH19MXv2bEgkEmzevBlhYWGYOHGiQfvvWaofZvLUivIHSLmG6UFbt27FjRs34OrqCm9vb9X58PBw2Nvbo7m5GcXFxYiKimrT9scffwQAREZGmiBydZ6enib/DmNTKBSdLhnp27cvR56sxLVr1wxa/N2rVy+4uLiYICIyt5qaGrURDl397ne/U3swqDszdT+8d+9e5OXl4eTJk5BIJADuP4memZmJlJQUnDx5Ek5OTnpdsyP9cEd+VzJ5asXT0xMNDQ0oLi5GRESEWllVVZXq9SqhoaFqZU5OThg9ejT+/ve/Y/369W2Sp++//x4VFRWwt7fHs88+a9qbAAwehrSkxsbGTteBnT17FjKZzNJhEIBjx45p/KPlt+zevVvr9C51LqtWrdL7ictevXrh/Pnz7T4p3Z2Yuh9+6qmncP369Tbn58yZgzlz5hh0TUv1w/yzuRVlJ7pixQq1/ZiOHj2KkSNHqv7RW0/ZKb399tuq99p99tlnqvPnzp1DamoqAGDmzJlwd3c34R0QdU+PP/44hgwZolebwMBAjBw50kQRkbmlpKSoHujR1YsvvsjEiQzC5KmV9PR0ODs7o6qqCo8++igGDRoEf39/REdHIzg4GLGxsQA0J09RUVHIzMyEEALJycnw9fVFeHg4goKC8MsvvyAyMrLd960RkeGUayceeughner36tULf/nLXzjt2oX06dNHr4Xf/v7+eP/9900YEXVl7Dla8fHxwQ8//ICxY8fCwcEBFy9ehJubGzZs2IBdu3ahvLwcgObkCQDS0tKwd+9ejB49Gjdu3EB5eTkCAwOxfPlyHDp0SOv2B2Q8yic/0tPTtdaRy+UoKCgwX1BkFoMGDcKBAwfg5ubWbj1nZ2fs3bsXjz/+uJkiI3OZNm0aNm7cqPVND0qDBg3Cd999hz59+pgpMupqJKK9ZwxJpb6+Hq6urrCzs4NcLtd7ePi3bN68GSkpKTh//rzWp/26stZz7XK53GrXEnWWOLuza9eu4bPPPsO6detw9uxZ1XlfX1+89tprmD59On9pdnHnzp1DTk4OcnNzUV9frzofFRWF2bNn4/nnn+d+bxp0lv7NGuLkyJOOTp06BQAICgoyauL05Zdf4ssvv1Qt8t6zZ4/aMRHpx9nZGf/+7/+O8vJyVFZW4n/+539w8eJF/PLLL0hLS2Pi1A34+fnhgw8+wOXLl+Hh4QHg/gNBhYWFmDZtGhMnI8nPz8fAgQMRFhaG6OhotbXCEokEoaGhyM/PB3D/Sb558+bBz88P/v7+au+WzMvLw8CBAzvVzyafttORMnnSNmVnqOeff17tePbs2QCAl19+GZs3bzbqdxF1JzY2Nujfv7+lwyAL6tmzp2oKz1ib49L/mTNnDjZu3Ij4+HgsXboU2dnZ+Oijj1TlR44cUY0Qbd26FWVlZaioqMCNGzcwZMgQjBw5EkFBQUhMTERkZGSbp9ytGUeedGSq5EkIofHDxImIiKzZxYsXERERgcbGRhw/fhwPP/yw1rp5eXmYNWsWbG1t4eLighdeeKFTvxqHyZOOlMnTg3s8ERERdUdCCBw+fBgeHh4oKSnBmDFjtNatrKzEgAEDVMe+vr6orKw0R5gmwWk7HR05csTSIRAREVmV2NhY3Lx5Ezt37sTw4cNx5swZ9O7dW2Nd5a7iANp9H15nwJEnIiIiMpiNjQ0mTZoEFxcXtUXjrfn4+ODChQuq44sXL8LHx8dMERofkyciIiIyyNdffw3g/rRcTU0N/Pz8NNZ7/vnnkZOTg3v37qG+vh55eXlITEw0Z6hGxWk7IiIiMsjq1avx3nvvwdbWFmvWrIGrq6vGetOmTcNPP/2EwMBAAMCiRYsQHBxszlCNiskTERERGWT//v06vUzY1tYWWVlZZojIPDhtR0REREbl4eGBYcOGqTbJbE9eXh7GjRun2tC0M+DIExEREemtvSfmampqdL5OYmJip1v/xJEnIiIiIj1w5ImsTmNjo6VD0MqaYyMiMhZr7uusITYmT2R1OtO8NxFRV8R+uH2ctiMiIiLSA0eeyCpIpVLI5XJLh6EXqVRq6RCIiIyG/bDumDyRVZBIJJDJZJYOg4io22I/rDtO2xEREQHYvXs3wsLC1D7e3t5wcHBot0ybSZMmobCw8De/VyKRIDQ0VG1PpLNnzyImJgaBgYF4/PHHUVZWpiqLj4+Hi4sL1q5dCyEEhg8fjvPnz3fs5kkvTJ6IiIgAjB8/HqWlpapPQUEBpFIp1q5d226ZJkVFRbh+/Tqio6N1+u4jR45g7NixquOZM2dixowZqKioQFpaGlJTU1VlBw8exPjx4wHcT7zeeOMNLFu2rAN3Tvpi8kRERPQAhUKBqVOn4sknn8Qrr7yic5lSTk4Opk6dqjoePXo05s+frzq+ceMG3NzcUFdX16btlStXUFJSgqSkJADA5MmTcf78eVy4cEHjd40bNw75+floaGjQ9zbJQEyeiIiIHvDuu++ivr4en3zyiV5lSgUFBYiJiVEd7927F/v27cPp06cBABs3bkRCQgL69OnTpm1VVRW8vLxgZ3d/WbJEIoGPjw8qKys1flePHj0QEhKCw4cP63WPZDgmT0RERK3s2rULubm52L59O+zt7XUua626uhqenp6qY1tbW6SkpGDz5s1QKBTIysrC3LlztbaXSCRqx+29CgUAPD09UV1d3W4dMh4+bUdERPQvZ86cQWpqKnbu3AkvLy+dyx4klUpx69YtODs7q84lJSUhKioKMTEx8PDwwNChQzW27d+/P6qrq9HS0gI7OzsIIVBVVQUfHx+t33f79m306tVLjzuljuDIExEREYCGhgZMnDgRy5YtQ2xsrM5lmoSGhqK8vFztnLe3N4KCgjBr1izMmzdPa1t3d3eEh4dj69atAIDt27fD19cXvr6+WtucPn0agwcP/s24yDiYPBEREQHIysrCmTNnsH79+jbbEqxZs0Zr2eXLl9tc67nnnsOePXvanJ82bRoUCgUmT57cbiw5OTnIyclBYGAgMjMzkZubq7WuciF5SEiIfjdMBpOI35pIJSIi6qT69euHS5cuwdvb26xrghoaGhAdHY1jx46pbTxZUFCAhQsXori4WHVOIpGgoaEBjo6OOl8/OTkZERERmDt3LtLT0xEQEKC2nQGZFkeeiIiIjMzJyQkff/yxTptXenh4YNiwYWqbZLYnPj4ehw4dUiVlXl5eSElJ6VC8pB+OPBERUZdlqZEn6to48kRERESkByZPRERERHpg8kRERESkByZPRERERHpg8kRERESkByZPRERERHrgu+3IKggh0NTUZOkw9CKVStu8vJOIqLNiP6w7Jk9kFZqamvTaXdcayOVytZ2DiYg6M/bDuuO0HREREZEeOPJEVqe2ttZqR3QaGxvh4eFh6TCIiEyK/XD7mDyR1ZHJZFb7Q0tE1B2wH24fp+2IiIiI9MDkiYiIiEgPTJ6IiIiI9MDkiYiIiEgPTJ6IiIjIIAUFBZBIJGofR0dHDBkyBB999BFaWlosHaJJ8Gk7IiIi6pDExEQkJCRACIGamhps2bIFCxYswOnTp/Hpp59aOjyjY/JEREREHRIWFoakpCTV8ezZsxEcHIwNGzZg+fLlcHNzs2B0xsdpOxP45ptv8NRTT8HV1RVSqRSDBg3CypUrcefOHUuHRkREZHIymQyRkZEQQuDcuXOWDsfomDwZ2YcffogxY8Zg3759cHJywiOPPILy8nIsXrwYcXFxuHXrlqVDJCIiMjll0uTq6mrhSIyPyZMRFRUVYdGiRZBIJNi0aRMuXLiAEydOoLy8HP7+/igsLMRbb71l6TCJiIiMqqmpCXV1dbh69SpOnTqFOXPm4MSJE3jssccQEBBg6fCMjsmTEWVkZEAIgZSUFCQnJ6vO+/n5ITc3FwCQnZ2NK1euWCjCrk/55EdmZqbWOo6OjoiLizNfUGQxd+/eRX19PafMuzEhhNp/yTQyMjLg5uYGd3d3hIaGYt26dZgwYQJ2795t6dBMgslTO+rq6rBw4UL4+fnBwcEB/fv3x5tvvolbt24hKSkJEokEGzZsAAA0NDTgm2++AQC8+uqrba71xBNPIDAwEHfu3Omy/zMRWYM7d+7giy++wPDhw2Fvbw9XV1f07NkTUVFR2LJlC27fvm3pEMnE6uvr8ec//xkBAQG4fPkyAODy5cuYOHEi9u/fD4VCYeEIu57U1FTs378fe/bswapVq+Dq6ora2lr06tVLVae5uRkhISFYsWKFWtvk5GQ8/fTT5g65YwRp9I9//EN4eHgIAEImk4nw8HDh7u4uAIhJkyaJiIgIAUAUFRUJIYQ4dOiQACB69uwp7t69q/Ga06dPFwBEamqqOW+lU5DL5QKAACDkcrnB1zl48KAAIFauXKm1jkwmEyNGjDDo+saKk0zjzJkzws/PT/VvpOnTv39/cfLkSUuHSibyt7/9Tchksnb/HxgxYoT45z//aelQrY4h/Zu2PrewsFDY2NiIF198Ue388ePHhUwmE6WlpUIIIb766ivh4uIiLl26ZNI4jY0jTxrU1dUhISEBtbW1SEtLQ01NDUpKSlBbW4uMjAzs2LEDpaWlsLGxQUhICACgoqICADBgwADY2WneAcLPz0+tLhEZz/nz5/HEE0/85pM9VVVVGDFiBMrLy80UGZlLfn4+JkyYgMbGxnbrHTp0CKNHj4ZcLjdTZN1PVFQUkpKSsG3bNhw9elR1fsiQIUhLS8NLL72E6upqzJw5E1lZWfDy8rJgtPpj8qTB66+/jqqqKixYsADvv/8+HB0dVWVLlixBUFAQWlpaEBgYqBqSvHbtGgDA2dlZ63WVZcq6ZDrKxYuaPtQ1JScno7a2Vqe6165dw4svvsh1MF3IzZs38eKLL+LevXs61S8pKcGSJUtMHFX3tnTpUtja2mLp0qVq5xcvXgx7e3uEh4cjLi4OU6ZMsVCEhmPy9ICysjLk5eXB3d0dGRkZbcolEgmGDh0KABg8eLDqvHIdhb29vdZr9+zZEwDUtiv48ssvMXnyZAwYMABSqRRBQUFYsmQJ/yLqIOXiRU2f3/qrlDqfkydP4vvvv9erTWlpKQoLC00UEZnb1q1bcfPmTb3abNq0iX2tCfn7+2PKlCk4cOAAfvjhB9V5Ozs7xMbGoq6uDikpKRaM0HBMnh7w+eefQ6FQICkpCVKpVGMdZRLUOnlycHAAgHaf6mlubgYAtQV0f/rTn2Bra4sVK1Zgz549mDVrFtatW4cxY8ZwUWMHKBcvavoo/62o68jJyTGo3X/+538aORKyFEP+LRsaGrBt2zYTRENKS5YsgY2NDd555x3VucOHDyM3Nxdz587F/PnzO+X+h3w9ywO+/fZbAEB8fLzWOtXV1QDUkyddpuQ0Te397W9/U9u2fsSIEejTpw+mTZuGH3/8EU888YTe9xAREYGamhq921mSsRNFf39/jBo1SmOZra2tUb4jICAANjb8+8MaXL161aB2X3zxBb777jsjR0PmJoRQPVWnrzfeeAPLli0zckSdkyH9cFxcXLvT38HBwWpTqY2NjXj55ZexcuVKvPbaaxgxYgTS09OxevVqg2LuSD/s6emJ4uJig9oyeXrAxYsXAQC+vr4ay5ubm3Hs2DEA6slTYGCgqn1LS4vGRePKhazKugA0vu9HOS146dIlA+4AqKmpMbgt6e7XX3+1dAjUQXfv3uXPSjfX2NjIqXwzWrBgAXx9fTF79mxIJBJs3rwZYWFhmDhxokH771mqH2by9ADlD5G2vWC2bt2KGzduwNXVFd7e3qrz4eHhsLe3R3NzM4qLixEVFdWm7Y8//ggAiIyMbDcG5dqNoKAgg+7B09PToHaWpFAoOl0y0rdvX448WYl//vOfBu3fZG9v3+VeWNpdXb582aAHAJycnPDQQw+ZIKLOx9T98N69e5GXl4eTJ09CIpEAuP8UemZmJlJSUnDy5Ek4OTnpdc2O9MMd+l1pkQ0SrFhAQIAAILKzs9uUVVZWCjc3NwFAxMfHtyl/5plnBAAxffr0NmXKfaDs7e1FbW2t1u+vrq4W7u7u4t/+7d86diOdDPd5oo7YtGlTu/v6aPt88sknlg6djES5j56+nxMnTlg6dKvRWfo3a4iTfzY/QLlOZsWKFWr7MR09ehQjR47E9evXAahP2Sm9/fbbqvfaffbZZ6rz586dQ2pqKgBg5syZcHd31/jdcrkczz77LHr06IFNmzYZ65aIurzExES4uLjo1UYmk+Gll14yUURkbrNnz9a7TUxMDMLCwowfDHV5TJ4ekJ6eDmdnZ1RVVeHRRx/FoEGD4O/vj+joaAQHByM2NhaA5uQpKioKmZmZEEIgOTkZvr6+CA8PR1BQEH755RdERkZqfefa7du38eyzz+L8+fP45ptvOt2GYUSW1KtXL7z77rt6tUlPT8fvfvc7E0VE5jZ06FBMnjxZ5/q2trb44x//aMKIqEuzyHiXlfv555/F2LFjhaOjo3BychJRUVFiw4YNQqFQiL59+woAoqSkRGv7vXv3itGjR4vevXsLBwcHMXDgQLF8+XJx+/ZtjfXv3Lkjxo0bJxwdHcWxY8dMdVtWzRqGYXXRWeLsjhQKhUhPT9dpqmb27NlCoVBYOmQyssbGRvHkk0/+5r+/ra2t2LJli6XDtTqdpX+zhjglQnCLXV3V19fD1dUVdnZ2kMvlqv2eOkKhUOAPf/gDdu3ahfz8/Ha3SOjKGhsbVTu5y+VyyGQyC0ekWWeJszv7/PPP8f777+PUqVNtyoKCgrBw4UJMnz5dtWCVupY7d+4gMzMT2dnZGrdsiY+PxzvvvGPQk11dXWfp36whTiZPejh06BDi4uIQEhKisWM2xOzZs5GdnY0lS5YgISFBraxfv37o16+fUb7H2lnDD4MuOkuc3Z0QAocPH8Z3332HVatWQS6Xo0+fPrhy5QqTpm7i7t272LVrF06ePInbt2/DxcUFzz77LIKDgy0dmtXqLP2bVcRpkfGuTmrNmjUCgJg6darRrjlgwACtQ8vvvvuu0b7H2lnDMKwuOkuc9H+8vb0FAOHt7W3pUIismr7929///ncRHBwsBg8eLKKiosSZM2dUZQDEoEGDxN///nchhBD37t0Tc+fOFQ8//LDw8/MTWVlZqrpffPGFCA4OFq6uriaJ0xS4z5MelKNNmhaLG+rChQtGuxYREZG5zJkzBxs3bkR8fDyWLl2K7OxsfPTRR6ryI0eOqEaItm7dirKyMlRUVODGjRsYMmQIRo4ciaCgICQmJiIyMhIRERGWuhW98Wk7PSiTp9DQUAtHQkREZFkXL15EREQEGhsbcfz4cTz88MNa6+bl5WHWrFmwtbWFi4sLXnjhBXzxxRdmjNa4mDzp4ciRIxBCYMyYMZYOhYiIyKLEv9YWenh4oKSkpN3fjZWVlRgwYIDq2NfXF5WVleYI0ySYPBEREZFBYmNjcfPmTaxbtw7Dhw9XbSStSeuHNUQnf1aNyRMREREZzMbGBpMmTYKLi4vamzla8/HxUVvje/HiRfj4+JgpQuNj8kREREQG+frrrwHcn5arqamBn5+fxnrPP/88cnJycO/ePdTX1yMvLw+JiYnmDNWo+LQdERERGWT16tV47733YGtrizVr1sDV1VVjvWnTpuGnn35CYGAgAGDRokWdes8tJk9ERERkkP3796u2I2iPra0tsrKyzBCReXDajoiIiIzKw8MDw4YNQ35+/m/WzcvLw7hx4+Dh4WGGyIyDI09ERESkt/aemNP0XkFtEhMTO936JyZPZHUaGxstHYJW1hwbEZGxWHNfZw2xMXkiq9OZhm6JiLoi9sPt45onIiIiIj1w5ImsglQqhVwut3QYepFKpZYOgYjIaNgP647JE1kFiUQCmUxm6TCIiLot9sO647QdERERkR6YPBERAdi9ezfCwsLUPt7e3nBwcGi3TJtJkyahsLDwN79XIpEgNDRUbT+cs2fPIiYmBoGBgXj88cdRVlamKouPj4eLiwvWrl0LIQSGDx+O8+fPd+zmiUgvTJ6IiACMHz8epaWlqk9BQQGkUinWrl3bbpkmRUVFuH79OqKjo3X67iNHjmDs2LGq45kzZ2LGjBmoqKhAWloaUlNTVWUHDx7E+PHjAdxPvN544w0sW7asA3dORPpi8kRE9ACFQoGpU6fiySefxCuvvKJzmVJOTg6mTp2qOh49ejTmz5+vOr5x4wbc3NxQV1fXpu2VK1dQUlKCpKQkAMDkyZNx/vx5tTfStzZu3Djk5+ejoaFB39skIgMxeSIiesC7776L+vp6fPLJJ3qVKRUUFCAmJkZ1vHfvXuzbtw+nT58GAGzcuBEJCQno06dPm7ZVVVXw8vKCnd3953kkEgl8fHxQWVmp8bt69OiBkJAQHD58WK97JCLDMXkiImpl165dyM3Nxfbt22Fvb69zWWvV1dXw9PRUHdva2iIlJQWbN2+GQqFAVlYW5s6dq7W9RCJRO27vNRgA4Onpierq6nbrEJHxcKsCIqJ/OXPmDFJTU7Fz5054eXnpXPYgqVSKW7duwdnZWXUuKSkJUVFRiImJgYeHB4YOHaqxbf/+/VFdXY2WlhbY2dlBCIGqqir4+Pho/b7bt2+jV69eetwpEXUER56IiAA0NDRg4sSJWLZsGWJjY3Uu0yQ0NBTl5eVq57y9vREUFIRZs2Zh3rx5Wtu6u7sjPDwcW7duBQBs374dvr6+8PX11drm9OnTGDx48G/GRUTGweSJiAhAVlYWzpw5g/Xr17fZlmDNmjVayy5fvtzmWs899xz27NnT5vy0adOgUCgwefLkdmPJyclBTk4OAgMDkZmZidzcXK11lQvJQ0JC9LthIjKYRPzWZDoRUSfWr18/XLp0Cd7e3mZbF9TQ0IDo6GgcO3ZMbcfmgoICLFy4EMXFxapzEokEDQ0NcHR01Pn6ycnJiIiIwNy5c5Geno6AgAC17QyIyLQ48kREZGROTk74+OOPddq80sPDA8OGDVPbJLM98fHxOHTokCop8/LyQkpKSofiJSL9cOSJiLo0S4w8EVHXxpEnIiIiIj0weSIiIiLSA5MnIiIiIj0weSIiIiLSA5MnIiIiIj0weSIiIiLSA99tR1ZBCIGmpiZLh6EXqVTa5gWuRESdFfth3TF5IqvQ1NSk1w7L1kAul6vtHk1E1JmxH9Ydp+2IiIiI9MCRJ7I6tbW1Vjui09jYCA8PD0uHQURkUuyH28fkiayOTCaz2h9aIqLugP1w+zhtR0RERKQHJk9EREREemDyRERERKQHJk9ERERkkIKCAkgkErWPo6MjhgwZgo8++ggtLS2WDtEkuGCciIiIOiQxMREJCQkQQqCmpgZbtmzBggULcPr0aXz66aeWDs/omDwRERFRh4SFhSEpKUl1PHv2bAQHB2PDhg1Yvnw53NzcLBid8XHajoiIiIxKJpMhMjISQgicO3fO0uEYHZMnI/vmm2/w1FNPwdXVFVKpFIMGDcLKlStx584dS4dGRERkNsqkydXV1cKRGB+TJyP68MMPMWbMGOzbtw9OTk545JFHUF5ejsWLFyMuLg63bt2ydIhERERG19TUhLq6Oly9ehWnTp3CnDlzcOLECTz22GMICAiwdHhGx+TJSIqKirBo0SJIJBJs2rQJFy5cwIkTJ1BeXg5/f38UFhbirbfesnSYRERERpeRkQE3Nze4u7sjNDQU69atw4QJE7B7925Lh2YSTJ6MJCMjA0IIpKSkIDk5WXXez88Pubm5AIDs7GxcuXLFQhF2D8rHZjMzM7XWcXR0RFxcnPmCIrNramrCpk2bMG3aNPzzn/8EcP99WHK53MKRkbnU1tZi5cqVePHFFzFhwgSkpqbib3/7G+7du2fp0Lqk1NRU7N+/H3v27MGqVavg6uqK2tpa9OrVS1WnubkZISEhWLFihVrb5ORkPP300+YOuWMEaXT16lXx5ptviocfflj07NlT9OvXTyxYsEA0NTWJqVOnCgBi/fr1Qgghbt68Kezt7QUAUVhYqPF6gYGBam1InVwuFwAEACGXyw2+zsGDBwUAsXLlSq11ZDKZGDFihEHXN1acZBotLS3inXfeEc7Ozqp/p9afhx56SPy///f/xJ07dywdKplIfX29mDp1qujRo4fG/wd8fHzEpk2bLB2mVTKkf9PW5xYWFgobGxvx4osvqp0/fvy4kMlkorS0VAghxFdffSVcXFzEpUuXTBqnsXHkSYOTJ08iJCQEH374IWprazFw4EDcuXMHf/7zn5GUlIQzZ84AAAYPHgwAOHHiBO7cuYOePXsiIiJC4zVjY2MBAEePHjXPTRB1M/fu3cOUKVPwxz/+EdeuXdNY5+bNm3j//fcxYcIEPsTRBV25cgXDhg3D559/jrt372qsU1lZiZSUFPzxj380c3TdS1RUFJKSkrBt2za133tDhgxBWloaXnrpJVRXV2PmzJnIysqCl5eXBaPVH5OnB9TV1SEhIQG1tbVIS0tDTU0NSkpKUFtbi4yMDOzYsQOlpaWwsbFBSEgIAKCiogIAMGDAANjZad46y8/PT60uERnXkiVL8OWXX+pUNz8/H//+7/9u2oDIrIQQmDhxIk6fPq1T/XfffRfbtm0zcVTd29KlS2Fra4ulS5eqnV+8eDHs7e0RHh6OuLg4TJkyxUIRGo7J0wNef/11VFVVYcGCBXj//ffh6OioKluyZAmCgoLQ0tKCwMBA1Vyu8q9cZ2dnrddVlmn7i5iMS/nkh6YPdT3Xr1/HmjVr9GqzYcMG1NTUmCgiMreDBw/iyJEjerX5j//4DwghTBQR+fv7Y8qUKThw4AB++OEH1Xk7OzvExsairq4OKSkpFozQcEyeWikrK0NeXh7c3d2RkZHRplwikWDo0KEA/m/KDgBu374NALC3t9d67Z49ewKA2nYFP/zwA0aPHo2+ffuiZ8+e6NevHxITE3X+y4m0Uz75oenT2Nho6fDIyD777DM0NTXp1ebu3bvYsGGDiSIic1u3bp3ebcrKyvD999+bIBpSWrJkCWxsbPDOO++ozh0+fBi5ubmYO3cu5s+f3ym38eHrWVr5/PPPoVAokJSUBKlUqrGOMglqnTw5ODgAQLtrKJqbmwFA7cmDa9euISQkBDNmzIC7uzuqq6uxcuVKREdH4+eff0a/fv06fE/dVWpqqtah4HHjxpk5GjK1PXv2GNQuPz8fb7/9tpGjIUvoyP8DI0aMMHI03UdcXFy7o3fBwcFqTzg2Njbi5ZdfxsqVK/Haa69hxIgRSE9Px+rVq80RrtEweWrl22+/BQDEx8drrVNdXQ1APXnSZUpO09Te+PHjMX78eLV6ERERCAoKwvbt2zF//nw97+D/rtHZpiMUCoVRr+fv749Ro0ZpLLO1tTXKdwQEBMDGhoO31sDQLUB++ukn/pHSBQgh9B55VFq7di0+//xzI0fUORm7H9ZkwYIF8PX1xezZsyGRSLB582aEhYVh4sSJBm0h05F+2NPTE8XFxQa1ZfLUysWLFwEAvr6+Gsubm5tx7NgxAOrJU2BgoKp9S0uLxkXjym3qlXW16dOnDwBoXXiui5qaGly6dMng9qSbX3/91dIhUAe1tLTwZ6Wba2pqMjjxIv3s3bsXeXl5OHnyJCQSCYD7D1NlZmYiJSUFJ0+ehJOTk17XtFQ/zOSpFeVaGOUapgdt3boVN27cgKurK7y9vVXnw8PDYW9vj+bmZhQXFyMqKqpN2x9//BEAEBkZ2abs3r17UCgUqKqqwuLFi+Hl5YXExESD78PT09PgtpaiUCg6XTLSt29fjjxZiRs3bhi0AaZMJkPv3r2NHxCZ3dWrVw3afsLZ2VnrMo3uxtT98FNPPYXr16+3OT9nzhzMmTPHoGt2pB/uyO9KJk+teHp6oqGhAcXFxW32a6qqqlK9XiU0NFStzMnJCaNHj8bf//53rF+/vk3y9P3336OiogL29vZ49tln23zviBEjcPjwYQD3p5u+++471QiUIQwdhrSkxsZGtScbO4OzZ89CJpNZOgwCcP78efj5+en95NTRo0dVW45Q5/b5558jKSlJrzbu7u6oqqpq92Gf7oT9sO74Z3MryjUyK1asUNuP6ejRoxg5cqQqY249Zaf09ttvq95r99lnn6nOnzt3DqmpqQCAmTNnwt3dvU3b3NxcHD16FNu2bcNDDz2E0aNHo7Ky0pi3RtSl/f73v8eECRP0ajNq1CgmTl3Ic889p/dGi3PmzGHiRAZh8tRKeno6nJ2dUVVVhUcffRSDBg2Cv78/oqOjERwcrNolXFPyFBUVhczMTAghkJycDF9fX4SHhyMoKAi//PILIiMjtb5v7ZFHHkFkZCSmTJmCb7/9Fjdv3sQHH3xg0nsl6mo2bNiA4OBgner+/ve/x1/+8hcTR0Tm1LNnT+zevVvnkZNnnnkGixcvNnFU1FUxeWrFx8cHP/zwA8aOHQsHBwdcvHgRbm5u2LBhA3bt2oXy8nIAmpMnAEhLS8PevXsxevRo3LhxA+Xl5QgMDMTy5ctx6NAhnebVe/fuDX9/f/zyyy9GvbfuQvnYbHp6utY6crkcBQUF5guKzMLFxQXff/89Ro4c2W69mJgYHD58uFOuDaT2DR06FN9//z1+//vfa60jkUgwffp07Nixo0MP5lD3JhHcXlUn9fX1cHV1hZ2dHeRyuWq/J2O7cuUK/Pz88NJLLyErK8sk32GNWs+1y+Vyq11L1Fni7O6Ki4uRnZ2N7777Djdv3oSTkxOGDx+OOXPmIDIyUvWkD3VN9+7dw549e5CdnY19+/bh3r17sLW1xZtvvomZM2fi4YcftnSIVqmz9G/WECeTJx0dOnQIcXFxCAkJwalTp4xyzaSkJPj7+yMsLAy9e/fG2bNn8dFHH+HXX3/FTz/9BH9/f6N8T2dgDT8MuugscRLRff369cOlS5fg7e2t2qePNNO3f8vPz8fChQthb2+PXr164bPPPlNtxyORSDBo0CBkZmZi7NixUCgUmD9/PvLz8yGRSLBgwQLMnj0bAJCXl4dly5bhypUrOr1Cyxr6YU7b6UiZMGmbsjNEVFQU8vPzkZKSgqeffhqrVq3C8OHDUVpa2q0SJyIi6nzmzJmDrKwslJaWYtSoUcjOzlYrP3LkCMaOHQvg/lY/ZWVlqKioQFFRET744APVUpjExETk5+ebPf6OYPKkI1MkT3PnzkVRURGuXbuGW7duoaKiAjk5ORgwYIDRvoOIiMgULl68iIiICDQ2NuL48ePtTofm5eVh1qxZsLW1hYuLC1544QV88cUXZozWuJg86UiZPD24xxMREVF3JITA4cOH4eHhgZKSEowZM0Zr3crKSrWBAV9f3069JQ8fNdDRkSNHLB0CERGRVYmNjcXNmzexc+dODB8+HGfOnNG6a3/rBzU6+3JrjjwRERGRwWxsbDBp0iS4uLiobTDdmo+PDy5cuKA6vnjxInx8fMwUofExeSIiIiKDfP311wDuT8vV1NTAz89PY73nn38eOTk5uHfvHurr65GXl9ehd7haGqftiIiIyCCrV6/Ge++9B1tbW6xZswaurq4a602bNg0//fSTaiuDRYsW6fxGAGvE5ImIiIgMsn//fp1eiWNra9ulNn7mtB0REREZlYeHB4YNG6bT/k15eXkYN24cPDw8zBCZcXDkiYiIiPTW3hNzNTU1Ol8nMTGx061/4sgTERERkR448kRWp7Gx0dIhaGXNsRERGYs193XWEBuTJ7I6nWnem4ioK2I/3D5O2xERERHpgSNPZBWkUinkcrmlw9CLVCq1dAhEREbDflh3TJ7IKkgkEshkMkuHQUTUbbEf1h2n7YiIiADs3r0bYWFhah9vb284ODi0W6bNpEmTUFhY+JvfK5FIEBoaqrYn0tmzZxETE4PAwEA8/vjjKCsrU5XFx8fDxcUFa9euhRACw4cPx/nz5zt286QXJk9EREQAxo8fj9LSUtWnoKAAUqkUa9eubbdMk6KiIly/fh3R0dE6ffeRI0cwduxY1fHMmTMxY8YMVFRUIC0tDampqaqygwcPYvz48QDuJ15vvPEGli1b1oE7J30xeSIiInqAQqHA1KlT8eSTT+KVV17RuUwpJycHU6dOVR2PHj0a8+fPVx3fuHEDbm5uqKura9P2ypUrKCkpQVJSEgBg8uTJOH/+PC5cuKDxu8aNG4f8/Hw0NDToe5tkICZPRERED3j33XdRX1+PTz75RK8ypYKCAsTExKiO9+7di3379uH06dMAgI0bNyIhIQF9+vRp07aqqgpeXl6ws7u/LFkikcDHxweVlZUav6tHjx4ICQnB4cOH9bpHMhyTJyIiolZ27dqF3NxcbN++Hfb29jqXtVZdXQ1PT0/Vsa2tLVJSUrB582YoFApkZWVh7ty5WttLJBK14/ZehQIAnp6eqK6ubrcOGQ+ftiMiIvqXM2fOIDU1FTt37oSXl5fOZQ+SSqW4desWnJ2dVeeSkpIQFRWFmJgYeHh4YOjQoRrb9u/fH9XV1WhpaYGdnR2EEKiqqoKPj4/W77t9+zZ69eqlx51SR3DkiYiICEBDQwMmTpyIZcuWITY2VucyTUJDQ1FeXq52ztvbG0FBQZg1axbmzZunta27uzvCw8OxdetWAMD27dvh6+sLX19frW1Onz6NwYMH/2ZcZBxMnoiIiABkZWXhzJkzWL9+fZttCdasWaO17PLly22u9dxzz2HPnj1tzk+bNg0KhQKTJ09uN5acnBzk5OQgMDAQmZmZyM3N1VpXuZA8JCREvxsmg0nEb02kEhERdVL9+vXDpUuX4O3tbdY1QQ0NDYiOjsaxY8fUNp4sKCjAwoULUVxcrDonkUjQ0NAAR0dHna+fnJyMiIgIzJ07F+np6QgICFDbzoBMiyNPRERERubk5ISPP/5Yp80rPTw8MGzYMLVNMtsTHx+PQ4cOqZIyLy8vpKSkdChe0g9HnoiIqMuy1MgTdW0ceSIiIiLSA5MnIiIiIj0weSIiIiLSA5MnIiIiIj0weSIiIiLSA5MnIiIiIj3w3XZkFYQQaGpqsnQYepFKpW1e3klE1FmxH9YdkyeyCk1NTXrtrmsN5HK52s7BRESdGfth3XHajoiIiEgPHHkiq1NbW2u1IzqNjY3w8PCwdBhERCbFfrh9TJ7I6shkMqv9oSUi6g7YD7eP03ZEREREemDyRERERKQHJk9EREREemDyRERERKQHJk9ERERkkIKCAkgkErWPo6MjhgwZgo8++ggtLS2WDtEk+LQdERERdUhiYiISEhIghEBNTQ22bNmCBQsW4PTp0/j0008tHZ7RMXkiIiKiDgkLC0NSUpLqePbs2QgODsaGDRuwfPlyuLm5WTA64+O0nZF98803eOqpp+Dq6gqpVIpBgwZh5cqVuHPnjqVDIyIiMguZTIbIyEgIIXDu3DlLh2N0TJ6M6MMPP8SYMWOwb98+ODk54ZFHHkF5eTkWL16MuLg43Lp1y9IhEhERmYUyaXJ1dbVwJMbH5MlIioqKsGjRIkgkEmzatAkXLlzAiRMnUF5eDn9/fxQWFuKtt96ydJhERERG19TUhLq6Oly9ehWnTp3CnDlzcOLECTz22GMICAiwdHhGx+TJSDIyMiCEQEpKCpKTk1Xn/fz8kJubCwDIzs7GlStXLBRh96B88iMzM1NrHUdHR8TFxZkvKLKImzdv4rvvvsOuXbvw7bff4vr165YOiczs0qVLuH37NgCgubmZyydMKCMjA25ubnB3d0doaCjWrVuHCRMmYPfu3ZYOzSSYPGlRV1eHhQsXws/PDw4ODujfvz/efPNN3Lp1C0lJSZBIJNiwYQMAoKGhAd988w0A4NVXX21zrSeeeAKBgYG4c+dOl/0fichalJeXY/bs2fD29saTTz6JCRMmYNSoUfDy8sKrr76KU6dOWTpEMrHvvvsOEydOhI+PD/75z38CuN+nDxgwAO+88w5qamosHGHXk5qaiv3792PPnj1YtWoVXF1dUVtbi169eqnqNDc3IyQkBCtWrFBrm5ycjKefftrcIXeMoDb+8Y9/CA8PDwFAyGQyER4eLtzd3QUAMWnSJBERESEAiKKiIiGEEIcOHRIARM+ePcXdu3c1XnP69OkCgEhNTTXnrXQacrlcABAAhFwuN/g6Bw8eFADEypUrtdaRyWRixIgRBl3fWHGSaezYsUM4ODio/o00fXr06CG2bt1q6VDJBBQKhVi8eHG7//4AhKenpygpKbF0uFbHkP5NW59bWFgobGxsxIsvvqh2/vjx40Imk4nS0lIhhBBfffWVcHFxEZcuXTJpnMbGkacH1NXVISEhAbW1tUhLS0NNTQ1KSkpQW1uLjIwM7NixA6WlpbCxsUFISAgAoKKiAgAwYMAA2Nlp3v3Bz89PrS4RGdeBAwfwwgsvqKZptLl79y5eeukl7Nq1y0yRkbksX768zaiGJjU1Nfi3f/s3/PLLL2aIqnuKiopCUlIStm3bhqNHj6rODxkyBGlpaXjppZdQXV2NmTNnIisrC15eXhaMVn9Mnh7w+uuvo6qqCgsWLMD7778PR0dHVdmSJUsQFBSElpYWBAYGqoYjr127BgBwdnbWel1lmbIumZZy8aKmD3U9CoUCr732ms67GSsUCsyePRt37941cWRkLpWVlXj33Xd1rl9XV4f09HQTRkRLly6Fra0tli5dqnZ+8eLFsLe3R3h4OOLi4jBlyhQLRWg4Jk+tlJWVIS8vD+7u7sjIyGhTLpFIMHToUADA4MGDVeeVf+na29trvXbPnj0BoN3tCp5++mlIJBK89957hoRPrSgXL2r6NDY2Wjo8MrIDBw7oPYpw+fJlrkHsQj799FMoFAq92uzcuROXLl0yUUTk7++PKVOm4MCBA/jhhx9U5+3s7BAbG4u6ujqkpKRYMELDMXlq5fPPP4dCoUBSUhKkUqnGOsokqHXy5ODgAADtPsnR3NwMAGqL51r7r//6L5SWlhoSNmmgXLyo6aP896KuY/PmzQa127Rpk3EDIYsx5P+Be/fuYevWrcYPhlSWLFkCGxsbvPPOO6pzhw8fRm5uLubOnYv58+d3yj0Q+XqWVr799lsAQHx8vNY61dXVANSTJ12m5Nqb2rt58yb+/d//HX/605/Utrc3VERERKd7mkTfvxh/i7+/P0aNGqWxzNbW1ijfERAQABsb/v1hDa5evWpQu3379qFfv35GjobMTQiBy5cvG9Q2IyMDa9asMXJEnZMh/XBcXByEEFrLg4ODce/ePdVxY2MjXn75ZaxcuRKvvfYaRowYgfT0dKxevdqgmDvSD3t6eqK4uNigtkyeWrl48SIAwNfXV2N5c3Mzjh07BkA9eQoMDFS1b2lp0bhoXLnTqrJua0uWLEFgYCCmTp1qlOSppqaGQ9Fm8Ouvv1o6BOqglpYW/qx0c42NjZzKN6MFCxbA19cXs2fPhkQiwebNmxEWFoaJEycatP+epfphJk+tKH+AtD2ts3XrVty4cQOurq7w9vZWnQ8PD4e9vT2am5tRXFyMqKioNm1//PFHAEBkZKTa+eLiYqxfvx7Hjx831m3A09PTaNcyF4VC0emSkb59+3LkyUrU19cbNPTfs2dP9OnTxwQRkbnV1NSojXDo6qGHHoKTk5MJIup8TN0P7927F3l5eTh58iQkEgmA+0+iZ2ZmIiUlBSdPntT736Ij/XCHfldaZIMEKxUQECAAiOzs7DZllZWVws3NTQAQ8fHxbcqfeeYZAUBMnz69TZlyHyh7e3tRW1urOt/S0iKGDh0q3nzzTdU5AOLdd981zg11ItzniTpi3759v7m3j6bPl19+aenQyUiWLFmi97+/ra2tqK6utnToVqOz9G/WECf/bG5FuUZmxYoVavsxHT16FCNHjlS93qH1lJ3S22+/rXqv3WeffaY6f+7cOaSmpgIAZs6cCXd3d1XZ2rVrUVNTw6friDpo1KhR8Pf316uNl5cXxo8fb6KIyNxmzJih9wjEhAkT1GYRiHTF5KmV9PR0ODs7o6qqCo8++igGDRoEf39/REdHIzg4GLGxsQA0J09RUVHIzMyEEALJycnw9fVFeHg4goKC8MsvvyAyMlLtfWt1dXVYunQp3nnnHbS0tOD69euq5Oz27du4fv260RdRE3VVNjY2+M///E+tm9Rqqp+dnY0ePXqYODIyFx8fHyxbtkzn+n369Gn3HZhE7bLIeJcV+/nnn8XYsWOFo6OjcHJyElFRUWLDhg1CoVCIvn37CgDtbuu/d+9eMXr0aNG7d2/h4OAgBg4cKJYvXy5u376tVu/EiRO/OaR89uxZU9+u1bCGYVhddJY4u6uvvvpKp9ezfP7555YOlUxAoVDoNH3H17No1ln6N2uIUyJEO88Ykkp9fT1cXV1hZ2cHuVyu2u/JUHK5XOMjkvHx8Xj55ZeRnJyMyMhIrftCdTWNjY2q3dzlcjlkMpmFI9Kss8TZnZWXl2PNmjXYsmUL5HK56rxEIsErr7yCefPmYdCgQRaMkEztu+++w9q1a7Fr1y61EXxPT0/MmDEDr732Wqd8sMbUOkv/Zg1xMnnS0aFDhxAXF4eQkBCTvpVdIpHg3Xff7XbroKzhh0EXnSVOAhoaGlBcXIznnnsO9fX16Nu3r8F7AVHndOnSJZSVleH27dtwcXHB448/zqnadnSW/s0a4uSaJx0pEyZN652IyPo4OTkhPj5eNXrLbSW6H29vb4wePRrjxo3DsGHDmDgZWX5+PgYOHIiwsDBER0erPWglkUgQGhqK/Px8APe3QZg3bx78/Pzg7++PdevWqerm5eVh4MCBnWrbEO7zpCNzJU8cCCQios5gzpw52LhxI+Lj47F06VJkZ2fjo48+UpUfOXJENUK0detWlJWVoaKiAjdu3MCQIUMwcuRIBAUFITExEZGRkYiIiLDUreiNf4rpSJk8hYaGWjgSIiIiy7t48SIiIiLQ2NiI48eP4+GHH9ZaNy8vD7NmzYKtrS1cXFzwwgsv4IsvvjBjtMbF5ElHR44cgRACY8aMsXQoREREFieEwOHDh+Hh4YGSkpJ2fz9WVlZiwIABqmNfX19UVlaaI0yTYPJEREREBomNjcXNmzexbt06DB8+XLVfoSbKV7IAnX+JCpMnIiIiMpiNjQ0mTZoEFxcXtUXjrfn4+ODChQuq44sXL8LHx8dMERofkyciIiIyyNdffw3g/rRcTU0N/Pz8NNZ7/vnnkZOTg3v37qG+vh55eXlITEw0Z6hGxaftiIiIyCCrV6/Ge++9B1tbW6xZswaurq4a602bNg0//fQTAgMDAQCLFi1CcHCwOUM1KiZPREREZJD9+/ertiNoj62tLbKysswQkXlw2o6IiIiMysPDA8OGDVNtktmevLw8jBs3Dh4eHmaIzDg48kRERER6a++JuZqaGp2vk5iY2OnWPzF5IqvT2Nho6RC0subYiIiMxZr7OmuIjckTWZ3ONHRLRNQVsR9uH9c8EREREemBI09kFaRSKeRyuaXD0ItUKrV0CERERsN+WHdMnsgqSCQSyGQyS4dBRNRtsR/WHaftiIiIiPTA5ImICMDu3bsRFham9vH29oaDg0O7ZdpMmjQJhYWFv/m9EokEoaGhavvhnD17FjExMQgMDMTjjz+OsrIyVVl8fDxcXFywdu1aCCEwfPhwnD9/vmM3T0R6YfJERARg/PjxKC0tVX0KCgoglUqxdu3adss0KSoqwvXr1xEdHa3Tdx85cgRjx45VHc+cORMzZsxARUUF0tLSkJqaqio7ePAgxo8fD+B+4vXGG29g2bJlHbhzItIXkyciogcoFApMnToVTz75JF555RWdy5RycnIwdepU1fHo0aMxf/581fGNGzfg5uaGurq6Nm2vXLmCkpISJCUlAQAmT56M8+fPq72RvrVx48YhPz8fDQ0N+t4mERmIyRMR0QPeffdd1NfX45NPPtGrTKmgoAAxMTGq471792Lfvn04ffo0AGDjxo1ISEhAnz592rStqqqCl5cX7OzuP88jkUjg4+ODyspKjd/Vo0cPhISE4PDhw3rdIxEZjskTEVEru3btQm5uLrZv3w57e3udy1qrrq6Gp6en6tjW1hYpKSnYvHkzFAoFsrKyMHfuXK3tJRKJ2nF7r8EAAE9PT1RXV7dbh4iMh1sVEBH9y5kzZ5CamoqdO3fCy8tL57IHSaVS3Lp1C87OzqpzSUlJiIqKQkxMDDw8PDB06FCNbfv374/q6mq0tLTAzs4OQghUVVXBx8dH6/fdvn0bvXr10uNOiagjOPJERASgoaEBEydOxLJlyxAbG6tzmSahoaEoLy9XO+ft7Y2goCDMmjUL8+bN09rW3d0d4eHh2Lp1KwBg+/bt8PX1ha+vr9Y2p0+fxuDBg38zLiIyDiZPREQAsrKycObMGaxfv77NtgRr1qzRWnb58uU213ruueewZ8+eNuenTZsGhUKByZMntxtLTk4OcnJyEBgYiMzMTOTm5mqtq1xIHhISot8NE5HBJOK3JtOJiDqxfv364dKlS/D29jbbuqCGhgZER0fj2LFjajs2FxQUYOHChSguLladk0gkaGhogKOjo87XT05ORkREBObOnYv09HQEBASobWdARKbFkSciIiNzcnLCxx9/rNPmlR4eHhg2bJjaJpntiY+Px6FDh1RJmZeXF1JSUjoULxHphyNPRNSlWWLkiYi6No48EREREemByRMRERGRHpg8EREREemByRMRERGRHpg8EREREemBr2chqyCEQFNTk6XD0ItUKm3zDjIios6K/bDumDyRVWhqatJrk0BrIJfL1TZAJCLqzNgP647TdkRERER64MgTWZ3a2lqrHdFpbGyEh4eHpcMgIjIp9sPtY/JEVkcmk1ntDy0RUXfAfrh9nLYjIiIi0gOTJyIiIiI9MHkiIiIi0gOTJyIiIiI9MHkiIiIigxQUFEAikah9HB0dMWTIEHz00UdoaWmxdIgmwaftiIiIqEMSExORkJAAIQRqamqwZcsWLFiwAKdPn8ann35q6fCMjskTERERdUhYWBiSkpJUx7Nnz0ZwcDA2bNiA5cuXw83NzYLRGR+n7Yzsm2++wVNPPQVXV1dIpVIMGjQIK1euxJ07dywdGhERkVnIZDJERkZCCIFz585ZOhyjY/JkRB9++CHGjBmDffv2wcnJCY888gjKy8uxePFixMXF4datW5YOkYiIyCyUSZOrq6uFIzE+Jk9GUlRUhEWLFkEikWDTpk24cOECTpw4gfLycvj7+6OwsBBvvfWWpcMkIiIyuqamJtTV1eHq1as4deoU5syZgxMnTuCxxx5DQECApcMzOiZPRpKRkQEhBFJSUpCcnKw67+fnh9zcXABAdnY2rly5YqEIuwflkx+ZmZla6zg6OiIuLs58QRERdXEZGRlwc3ODu7s7QkNDsW7dOkyYMAG7d++2dGgmweRJi7q6OixcuBB+fn5wcHBA//798eabb+LWrVtISkqCRCLBhg0bAAANDQ345ptvAACvvvpqm2s98cQTCAwMxJ07d7rs/0hE1uSnn35CSkoKBgwYgMuXLwMA6uvrceTIEQghLBwdmdq9e/ewe/duPP300/D29oarqysCAgKwaNGiLrn+xhqkpqZi//792LNnD1atWgVXV1fU1taiV69eqjrNzc0ICQnBihUr1NomJyfj6aefNnfIHSOojX/84x/Cw8NDABAymUyEh4cLd3d3AUBMmjRJRERECACiqKhICCHEoUOHBADRs2dPcffuXY3XnD59ugAgUlNTzXkrnYZcLhcABAAhl8sNvs7BgwcFALFy5UqtdWQymRgxYoRB1zdWnGQaV69eFfHx8ap/I02f6OhocfnyZUuHSiZSUlIifv/732v995dIJGL69OmiubnZ0qFaHUP6N219bmFhobCxsREvvvii2vnjx48LmUwmSktLhRBCfPXVV8LFxUVcunTJpHEaG0eeHlBXV4eEhATU1tYiLS0NNTU1KCkpQW1tLTIyMrBjxw6UlpbCxsYGISEhAICKigoAwIABA2Bnp3n3Bz8/P7W6RGRc9fX1eOKJJ3Dw4MF26xUWFmLYsGGoqakxU2RkLsXFxXjiiSdw/vx5rXWEENi4cSMmTpzYZTdwtAZRUVFISkrCtm3bcPToUdX5IUOGIC0tDS+99BKqq6sxc+ZMZGVlwcvLy4LR6o/J0wNef/11VFVVYcGCBXj//ffh6OioKluyZAmCgoLQ0tKCwMBA1XDktWvXAADOzs5ar6ssU9Yl01IuXtT0oa7plVdewenTp3Wqe/78eUybNs3EEZE5NTc349lnn4VcLtepfn5+fpvpIzKupUuXwtbWFkuXLlU7v3jxYtjb2yM8PBxxcXGYMmWKhSI0HJOnVsrKypCXlwd3d3dkZGS0KZdIJBg6dCgAYPDgwarzt2/fBgDY29trvXbPnj0BQG27Ak3b2kskEoSFhRnjdro15eJFTZ/GxkZLh0dGdv78eezcuVOvNgcOHMDPP/9smoDI7L788kvV+jZdZWVlcQ8+E/L398eUKVNw4MAB/PDDD6rzdnZ2iI2NRV1dHVJSUiwYoeG4w3grn3/+ORQKBZKSkiCVSjXWUSZBrZMnBwcHAGj3h7C5uRkA1BbPKWVlZWHIkCGqY5lMpn/wpCY1NVXrXzPjxo0zczRkajk5OQYtBM/OzkZWVpYJIiJzW7dund5trly5gh07dnTKkY/OYsmSJdi2bRveeecd1ZT64cOHkZubi7lz52L+/PkoLS3V+LvRmjF5auXbb78FAMTHx2utU11dDUA9edJlSq69qb2BAwciKipK/4C1iIiI6HTrORQKhVGv5+/vj1GjRmkss7W1Ncp3BAQEwMaGg7fWwNDp2PXr12PXrl1GjobMTQih96iT0quvvoqFCxcaOaLOyZB+OC4urt0/XIKDg3Hv3j3VcWNjI15++WWsXLkSr732GkaMGIH09HSsXr3aoJg70g97enqiuLjYoLZMnlq5ePEiAMDX11djeXNzM44dOwZAPXkKDAxUtW9padG4aFz5eKyyrinV1NTg0qVLJv+e7u7XX3+1dAjUQXfv3uXPSjcnl8t1XidFHbdgwQL4+vpi9uzZkEgk2Lx5M8LCwjBx4kSD9t+zVD/M5KkV5VoY5RqmB23duhU3btyAq6srvL29VefDw8Nhb2+P5uZmFBcXaxxF+vHHHwEAkZGRbcoSExNRV1eHPn36YPz48Xj//ffh4uJi8H14enoa3NZSFApFp0tG+vbty5EnK1FXV6eaGteHvb19l3thaXd1+fJlg6ZuHR0d8bvf/c4EEXU+pu6H9+7di7y8PJw8eRISiQTA/SfRMzMzkZKSgpMnT8LJyUmva3akH+7Q70qLbJBgpQICAgQAkZ2d3aassrJSuLm5CQAiPj6+TfkzzzwjAIjp06e3KVPuA2Vvby9qa2tV50tKSsTChQvF3/72N3Hw4EGxYsUK4eTkJAYNGiRu375t3JuzctzniTri448/bndvJ22fjIwMS4dORjJ58mSD/h8oKCiwdOhWo7P0b9YQJ/9sbkW5RmbFihVq+zEdPXoUI0eOxPXr1wGoT9kpvf3226r32n322Weq8+fOnUNqaioAYObMmXB3d1eVhYeHY9WqVUhISEBcXBzeeustfP755zh16hS2bdtmilsk6pJefvllrQ95aNOjRw+88sorJoqIzG327Nl6t3n00UfxxBNPmCAa6uqYPLWSnp4OZ2dnVFVV4dFHH8WgQYPg7++P6OhoBAcHIzY2FoDm5CkqKgqZmZkQQiA5ORm+vr4IDw9HUFAQfvnlF0RGRrb7vjWlhIQEODo64qeffjL6/RF1Vb1798a8efP0avPKK690yilu0iw+Ph4xMTF6tVmyZIlq+ohILxYZ77JiP//8sxg7dqxwdHQUTk5OIioqSmzYsEEoFArRt29fAUCUlJRobb93714xevRo0bt3b+Hg4CAGDhwoli9frvM0nEKhEDKZTMyZM8dYt9QpWMMwrC46S5zdUUtLi3j++ed1mqoZO3YsX8/RBV25ckUEBwfr9P/AsmXLLB2u1eks/Zs1xMkF4w949NFH8fe//73N+fr6evz666+ws7PDwIEDtbYfM2YMxowZY/D37969G42NjRoXlhORdra2tti2bRsGDhyITz75ROPWIQ899BBee+01ZGRkoEePHhaIkkzJzc0Nhw8fxuuvv468vDzcvXu3TZ0BAwbgvffeQ3JysvkDpC5DIgRfMa6LQ4cOIS4uDiEhITh16pRRrjlt2jQEBAQgLCwMUqkUhYWF+OCDDxAYGIjCwsJ2dyzvahobG1WvwpHL5Va7UWhnibO7u3XrFvLy8vDdd9+hoaEBjo6OGD58OP7whz+ovXKJuq7a2lps2rQJf/zjH3Hr1i1IpVLk5eXh6aefNtpeb11NZ+nfrCFOrnnSkTJh0rTeyVADBw7Ef//3fyMpKQljx47Fpk2bMHPmTBQUFHSrxInI2Hr16oXk5GRs2bIFX331Ff7yl79gxowZTJy6EQ8PD6Snp6u2fXF2dkZCQgITJyPKz8/HwIEDERYWhujoaLUHrSQSCUJDQ5Gfnw/g/jYI8+bNg5+fH/z9/dV2hM/Ly8PAgQPRp08fs9+DoZg86cgUydNbb72FU6dO4ebNm7hz5w7+93//F3/605/03ueCiIjI3ObMmYOsrCyUlpZi1KhRyM7OVis/cuQIxo4dC+D+PollZWWoqKhAUVERPvjgA5SXlwO4v9ehMsnqLJg86UiZPIWGhlo4EiIiIsu7ePEiIiIi0NjYiOPHj+Phhx/WWjcvLw+zZs2Cra0tXFxc8MILL+CLL74wY7TGxeRJR0eOHIEQokOLwYmIiLoKIQQOHz4MDw8PlJSUtPv7sbKyEgMGDFAd+/r6orKy0hxhmgSTJyIiIjJIbGwsbt68iXXr1mH48OGqzaQ1ab2nVmd/Vo3JExERERnMxsYGkyZNgouLi9qi8dZ8fHxw4cIF1fHFixfh4+NjpgiNj8kTERERGeTrr78GcH9arqamBn5+fhrrPf/888jJycG9e/dQX1+PvLw8JCYmmjNUo+ImmURERGSQ1atX47333oOtrS3WrFkDV1dXjfWmTZuGn376CYGBgQCARYsWITg42JyhGhWTJyIiIjLI/v37ddo/zdbWFllZWWaIyDw4bUdERERG5eHhgWHDhum0f1NeXh7GjRsHDw8PM0RmHBx5IiIiIr2198RcTU2NztdJTEzsdOufmDyR1WlsbLR0CFpZc2xERMZizX2dNcTG5ImsTmcauiUi6orYD7ePa56IiIiI9MCRJ7IKUqkUcrnc0mHoRSqVWjoEIiKjYT+sOyZPZBUkEglkMpmlwyAi6rbYD+uO03ZEREREemDyREREBGD37t0ICwtT+3h7e8PBwaHdMm0mTZqEwsLC3/xeiUSC0NBQtT2Rzp49i5iYGAQGBuLxxx9HWVmZqiw+Ph4uLi5Yu3YthBAYPnw4zp8/37GbJ70weSIiIgIwfvx4lJaWqj4FBQWQSqVYu3Ztu2WaFBUV4fr164iOjtbpu48cOYKxY8eqjmfOnIkZM2agoqICaWlpSE1NVZUdPHgQ48ePB3A/8XrjjTewbNmyDtw56YvJExER0QMUCgWmTp2KJ598Eq+88orOZUo5OTmYOnWq6nj06NGYP3++6vjGjRtwc3NDXV1dm7ZXrlxBSUkJkpKSAACTJ0/G+fPnceHCBY3fNW7cOOTn56OhoUHf2yQDMXkiIiJ6wLvvvov6+np88sknepUpFRQUICYmRnW8d+9e7Nu3D6dPnwYAbNy4EQkJCejTp0+btlVVVfDy8oKd3f1nuiQSCXx8fFBZWanxu3r06IGQkBAcPnxYr3skwzF5IiIiamXXrl3Izc3F9u3bYW9vr3NZa9XV1fD09FQd29raIiUlBZs3b4ZCoUBWVhbmzp2rtb1EIlE7bu9VKADg6emJ6urqduuQ8XCrAiIion85c+YMUlNTsXPnTnh5eelc9iCpVIpbt27B2dlZdS4pKQlRUVGIiYmBh4cHhg4dqrFt//79UV1djZaWFtjZ2UEIgaqqKvj4+Gj9vtu3b6NXr1563Cl1BEeeiIiIADQ0NGDixIlYtmwZYmNjdS7TJDQ0FOXl5WrnvL29ERQUhFmzZmHevHla27q7uyM8PBxbt24FAGzfvh2+vr7w9fXV2ub06dMYPHjwb8ZFxsHkiYiICEBWVhbOnDmD9evXt9mWYM2aNVrLLl++3OZazz33HPbs2dPm/LRp06BQKDB58uR2Y8nJyUFOTg4CAwORmZmJ3NxcrXWVC8lDQkL0u2EymET81kQqERFRJ9WvXz9cunQJ3t7eZl0T1NDQgOjoaBw7dkxt1+6CggIsXLgQxcXFqnMSiQQNDQ1wdHTU+frJycmIiIjA3LlzkZ6ejoCAALXtDMi0OPJERERkZE5OTvj444912rzSw8MDw4YNU9sksz3x8fE4dOiQKinz8vJCSkpKh+Il/XDkiYiIuixLjTxR18aRJyIiIiI9MHkiIiIi0gOTJyIiIiI9MHkiIiIi0gOTJyIiIiI9MHkiIiIi0gPfbUdWQQiBpqYmS4ehF6lU2ublnUREnRX7Yd0xeSKr0NTUpNfuutZALper7RxMRNSZsR/WHaftiIiIiPTAkSeyOrW1tVY7otPY2AgPDw9Lh0FEZFLsh9vH5Imsjkwms9ofWiKi7oD9cPs4bUdERESkByZPRERERHpg8kRERESkByZPRERERHpg8kREREQGKSgogEQiUfs4OjpiyJAh+Oijj9DS0mLpEE2CT9sRERFRhyQmJiIhIQFCCNTU1GDLli1YsGABTp8+jU8//dTS4RkdkyciIiLqkLCwMCQlJamOZ8+ejeDgYGzYsAHLly+Hm5ubBaMzPk7bGdk333yDp556Cq6urpBKpRg0aBBWrlyJO3fuWDo0IiIis5DJZIiMjIQQAufOnbN0OEbH5MmIPvzwQ4wZMwb79u2Dk5MTHnnkEZSXl2Px4sWIi4vDrVu3LB0iERGRWSiTJldXVwtHYnxMnoykqKgIixYtgkQiwaZNm3DhwgWcOHEC5eXl8Pf3R2FhId566y1Lh0lERGR0TU1NqKurw9WrV3Hq1CnMmTMHJ06cwGOPPYaAgABLh2d0TJ6MJCMjA0IIpKSkIDk5WXXez88Pubm5AIDs7GxcuXLFQhF2D8onPzIzM7XWcXR0RFxcnPmCIrMTQuCHH37AsmXLsHDhQrz33nv47rvvIISwdGhkJnfu3MF///d/4+bNmwCAhoYGlJWVWTiqrisjIwNubm5wd3dHaGgo1q1bhwkTJmD37t2WDs0kmDxpUVdXh4ULF8LPzw8ODg7o378/3nzzTdy6dQtJSUmQSCTYsGEDgPs/lN988w0A4NVXX21zrSeeeAKBgYG4c+dOl/0ficha/OUvf0FoaCieeOIJvPfee/jwww+xbNkyPPnkk6oFrEyiuq47d+7gvffew4ABA/DCCy+goaEBAHDz5k08+uijiI+Px8GDBy0cZdeTmpqK/fv3Y8+ePVi1ahVcXV1RW1uLXr16qeo0NzcjJCQEK1asUGubnJyMp59+2twhd4ygNv7xj38IDw8PAUDIZDIRHh4u3N3dBQAxadIkERERIQCIoqIiIYQQhw4dEgBEz549xd27dzVec/r06QKASE1NNeetdBpyuVwAEACEXC43+DoHDx4UAMTKlSu11pHJZGLEiBEGXd9YcZLxKRQKkZaWpvr3ae/z2muvCYVCYemQycgaGxvFyJEjf/Pf39bWVnz22WeWDtfqGNK/aetzCwsLhY2NjXjxxRfVzh8/flzIZDJRWloqhBDiq6++Ei4uLuLSpUsmjdPYOPL0gLq6OiQkJKC2thZpaWmoqalBSUkJamtrkZGRgR07dqC0tBQ2NjYICQkBAFRUVAAABgwYADs7zbs/+Pn5qdUlIuP65JNP8MEHH+hUNzs7G8uXLzdxRGRu06ZNw3ffffeb9e7du4fp06fjwIEDZoiqe4qKikJSUhK2bduGo0ePqs4PGTIEaWlpeOmll1BdXY2ZM2ciKysLXl5eFoxWf0yeHvD666+jqqoKCxYswPvvvw9HR0dV2ZIlSxAUFISWlhYEBgaqhiOvXbsGAHB2dtZ6XWWZsi6ZlnLxoqYPdT23bt3CH//4R73aZGZm4saNGyaKiMytuLgYO3bs0Ln+vXv38M4775gwIlq6dClsbW2xdOlStfOLFy+Gvb09wsPDERcXhylTplgoQsMxeWqlrKwMeXl5cHd3R0ZGRptyiUSCoUOHAgAGDx6sOn/79m0AgL29vdZr9+zZEwA0blfw1VdfISYmBjKZDL/73e8wbNgw/M///E+H7qW7Uy5e1PRpbGy0dHhkZHl5eaivr9erTWNjI7Zs2WKiiMjcsrOz9W5TWFiIEydOmCAaAgB/f39MmTIFBw4cwA8//KA6b2dnh9jYWNTV1SElJcWCERqOyVMrn3/+ORQKBZKSkiCVSjXWUSZBrZMnBwcHAGh3I8zm5mYAUFs8B9yfanjhhRcQGxuL3bt3Y9u2bRg1ahT3hOog5eJFTR/lvxd1Hdu3bzeo3ZdffmnkSMhSDP1/wNB2pJslS5bAxsZGbZTv8OHDyM3Nxdy5czF//vxO+fuOr2dp5dtvvwUAxMfHa61TXV0NQD150mVKTtPU3rlz57Bo0SJ89NFHmDt3rur82LFjDYj+/0RERKCmpqZD1zA3hUJh1Ov5+/tj1KhRGstsbW2N8h0BAQGwseHfH9bg6tWrBrU7cuQI+vXrZ+RoyNyEEAZPwX788cfYvHmzcQPqpAzph+Pi4tp9ejU4OBj37t1THTc2NuLll1/GypUr8dprr2HEiBFIT0/H6tWrDYq5I/2wp6cniouLDWrL5KmVixcvAgB8fX01ljc3N+PYsWMA1JOnwMBAVfuWlhaNi8aVO60q6wLAxo0b0aNHD43bG3RETU0NLl26ZNRrUlu//vqrpUOgDmppaeHPSjfX2NjIqXwzWrBgAXx9fTF79mxIJBJs3rwZYWFhmDhxokH771mqH2by1IryB0i5hulBW7duxY0bN+Dq6gpvb2/V+fDwcNjb26O5uRnFxcWIiopq0/bHH38EAERGRqrOHTlyBI888gi2bt2K//iP/0BVVRUCAgLwzjvv4MUXXzT4Pjw9PQ1uaykKhaLTJSN9+/blyJOVuH79ukG/AHv16gUXFxcTRETmVltbi5aWFr3b9e7dGzKZzAQRdT6m7of37t2LvLw8nDx5EhKJBMD9J9EzMzORkpKCkydPwsnJSa9rdqQf7tDvSotskGClAgICBACRnZ3dpqyyslK4ubkJACI+Pr5N+TPPPCMAiOnTp7cpU+4DZW9vL2pra1XnH3nkEeHo6Cjc3NzExo0bxf79+8WUKVMEALF//37j3pyV4z5P1BH/+Mc/dNrf6cHP4cOHLR06GUlWVpbe//5OTk6ioaHB0qFbjc7Sv1lDnPyzuRXlGpkVK1ao7cd09OhRjBw5EtevXwegPmWn9Pbbb6vea/fZZ5+pzp87dw6pqakAgJkzZ8Ld3V1Vdu/ePcjlcnz66adISUnBqFGj8Ne//hWDBg3S+LQfEWmm3FFcH+Hh4YiOjjZRRGRuSUlJeOihh/Rqk5KSorYdDZGumDy1kp6eDmdnZ1RVVeHRRx/FoEGD4O/vj+joaAQHByM2NhaA5uQpKioKmZmZEEIgOTkZvr6+CA8PR1BQEH755RdERka2ed+a8k3TrRc2SyQSjBw5Ej///LMJ75So69m8eTM8PDx0quvs7Iy//vWvqqkD6vweeughbNu2TecHQoYMGcKNUslgTJ5a8fHxwQ8//ICxY8fCwcEBFy9ehJubGzZs2IBdu3ahvLwcgObkCQDS0tKwd+9ejB49Gjdu3EB5eTkCAwOxfPlyHDp0qM32B48++igAtHlSQaFQaF13Re1TPvmRnp6utY5cLkdBQYH5giKz+P3vf4/vv/9etZu/Nv3798ehQ4cQFBRkpsjIXMaOHYudO3f+5mjSiBEjcODAAY46kcEk4sHf3KRRfX09XF1dYWdnB7lcrtrvqSN2796NZ599Ftu3b8ekSZMA3E+cQkND0adPn271C76xsVHVkcnlcqtdwNlZ4uzO7ty5g6+++gpZWVlqG/P16NEDubm5eP7557nXVxd37do1bN68GdnZ2Th79iyA+1uUjB8/HrNnz8aTTz7JUUcNOkv/Zg1xcuRJR6dOnQIABAUFGSVxAoBx48Zh+PDhmDFjBtavX4+9e/ciMTERp0+f5msDiAxkb2+PxMREfP/997hz5w769u0LAHB3d8e0adOYOHUDzs7OeOONN1BRUYFbt27h2rVraG5uxo4dOzBq1CgmTkaSn5+PgQMHIiwsDNHR0WprhSUSCUJDQ5Gfnw/g/sDAvHnz4OfnB39/f6xbt05VNy8vDwMHDkSfPn3Mfg+GYvKkI2XypG3KzhASiQS7d+/GpEmT8NZbb+HZZ59FZWUl8vPzMXLkSKN9D1F31aNHD24n0c05ODigd+/eRtscl/7PnDlzkJWVhdLSUowaNarNK3KOHDmi2vR569atKCsrQ0VFBYqKivDBBx+olsIkJiaqkqzOgr2KjkyRPAH39xj59NNPUVdXp9qEc8yYMUb9DiIiImO7ePEiIiIi0NjYiOPHj+Phhx/WWjcvLw+zZs2Cra0tXFxc8MILL+CLL74wY7TGxeRJR8rkKTQ01MKREBERWZ4QAocPH4aHhwdKSkra/cO/srISAwYMUB37+vqisrLSHGGaBHcY19GRI0csHQIREZFViY2Nxc2bN7Fz504MHz4cZ86cQe/evTXWbb3WrLM/q8aRJyIiIjKYjY0NJk2aBBcXF7VF4635+PjgwoULquOLFy/Cx8fHTBEaH5MnIiIiMsjXX38N4P60XE1NjdZ91p5//nnk5OTg3r17qK+vR15eHhITE80ZqlFx2o6IiIgMsnr1arz33nuwtbXFmjVrVG/OeNC0adPw008/ITAwEACwaNEiBAcHmzNUo2LyRERERAbZv3+/Tju129raIisrywwRmQen7YiIiMioPDw8MGzYMJ32b8rLy8O4ceN0fjelNeDIExEREemtvSfmampqdL5OYmJip1v/xJEnIiIiIj1w5ImsTmNjo6VD0MqaYyMiMhZr7uusITYmT2R1OtO8NxFRV8R+uH2ctiMiIiLSA0eeyCpIpVLI5XJLh6EXqVRq6RCIiIyG/bDumDyRVZBIJJDJZJYOg4io22I/rDtO2xERAdi9ezfCwsLUPt7e3nBwcGi3TJtJkyahsLDwN79XIpEgNDRUbT+cs2fPIiYmBoGBgXj88cdRVlamKouPj4eLiwvWrl0LIQSGDx+O8+fPd+zmiUgvTJ6IiACMHz8epaWlqk9BQQGkUinWrl3bbpkmRUVFuH79OqKjo3X67iNHjmDs2LGq45kzZ2LGjBmoqKhAWloaUlNTVWUHDx7E+PHjAdxPvN544w0sW7asA3dORPpi8kRE9ACFQoGpU6fiySefxCuvvKJzmVJOTg6mTp2qOh49ejTmz5+vOr5x4wbc3NxQV1fXpu2VK1dQUlKCpKQkAMDkyZNx/vx5tTfStzZu3Djk5+ejoaFB39skIgMxeSIiesC7776L+vp6fPLJJ3qVKRUUFCAmJkZ1vHfvXuzbtw+nT58GAGzcuBEJCQno06dPm7ZVVVXw8vKCnd39JakSiQQ+Pj6orKzU+F09evRASEgIDh8+rNc9EpHhmDwREbWya9cu5ObmYvv27bC3t9e5rLXq6mp4enqqjm1tbZGSkoLNmzdDoVAgKysLc+fO1dpeIpGoHbf3GgwA8PT0RHV1dbt1iMh4+LQdEdG/nDlzBqmpqdi5cye8vLx0LnuQVCrFrVu34OzsrDqXlJSEqKgoxMTEwMPDA0OHDtXYtn///qiurkZLSwvs7OwghEBVVRV8fHy0ft/t27fRq1cvPe6UiDqCI09ERAAaGhowceJELFu2DLGxsTqXaRIaGory8nK1c97e3ggKCsKsWbMwb948rW3d3d0RHh6OrVu3AgC2b98OX19f+Pr6am1z+vRpDB48+DfjIiLjYPJERAQgKysLZ86cwfr169tsS7BmzRqtZZcvX25zreeeew579uxpc37atGlQKBSYPHlyu7Hk5OQgJycHgYGByMzMRG5urta6yoXkISEh+t0wERlMIn5rMp2IqBPr168fLl26BG9vb7OtC2poaEB0dDSOHTumtulgQUEBFi5ciOLiYtU5iUSChoYGODo66nz95ORkREREYO7cuUhPT0dAQIDadgZEZFoceSIiMjInJyd8/PHHOm1e6eHhgWHDhqltktme+Ph4HDp0SJWUeXl5ISUlpUPxEpF+OPJERF2aJUaeiKhr48gTERERkR6YPBERERHpgckTERERkR6YPBERERHpgckTERERkR6YPBERERHpge+2I6sghEBTU5Olw9CLVCpt8wJXIqLOiv2w7pg8kVVoamrSa4dlayCXy9V2jyYi6szYD+uO03ZEREREeuDIE1md2tpaqx3RaWxshIeHh6XDICIyKfbD7WPyRFZHJpNZ7Q8tEVF3wH64fZy2IyIiItIDkyciIiIiPTB5IiIiItIDkyciIiIiPTB5IiIiIoMUFBRAIpGofRwdHTFkyBB89NFHaGlpsXSIJsGn7YiIiKhDEhMTkZCQACEEampqsGXLFixYsACnT5/Gp59+aunwjI7JExEREXVIWFgYkpKSVMezZ89GcHAwNmzYgOXLl8PNzc2C0Rkfp+2M7JtvvsFTTz0FV1dXSKVSDBo0CCtXrsSdO3csHRoREZFZyGQyREZGQgiBc+fOWToco2PyZEQffvghxowZg3379sHJyQmPPPIIysvLsXjxYsTFxeHWrVuWDpGIiMgslEmTq6urhSMxPiZPRlJUVIRFixZBIpFg06ZNuHDhAk6cOIHy8nL4+/ujsLAQb731lqXDJCIiMrqmpibU1dXh6tWrOHXqFObMmYMTJ07gscceQ0BAgKXDMzomT0aSkZEBIQRSUlKQnJysOu/n54fc3FwAQHZ2Nq5cuWKhCLsH5ZMfmZmZWus4OjoiLi7OfEGRRSgUClRWVuLu3bsAACGEhSMic2tubsb//u//oqysDDU1NZYOp0vLyMiAm5sb3N3dERoainXr1mHChAnYvXu3pUMzCSZPWtTV1WHhwoXw8/ODg4MD+vfvjzfffBO3bt1CUlISJBIJNmzYAABoaGjAN998AwB49dVX21zriSeeQGBgIO7cudNl/0cishbXrl3DRx99hKCgIAwYMED1B0ttbS3ef/99XL161cIRkqmdO3cOixYtgpeXF/z8/PDoo4+ib9++iIqKwpYtW3D79m1Lh9jlpKamYv/+/dizZw9WrVoFV1dX1NbWolevXqo6zc3NCAkJwYoVK9TaJicn4+mnnzZ3yB0jqI1//OMfwsPDQwAQMplMhIeHC3d3dwFATJo0SURERAgAoqioSAghxKFDhwQA0bNnT3H37l2N15w+fboAIFJTU815K52GXC4XAAQAIZfLDb7OwYMHBQCxcuVKrXVkMpkYMWKEQdc3VpxkGseOHRNubm6qfyNNn969e4tDhw5ZOlQykdzcXGFra9vu/wMhISGisrLS0qFaHUP6N219bmFhobCxsREvvvii2vnjx48LmUwmSktLhRBCfPXVV8LFxUVcunTJpHEaG0eeHlBXV4eEhATU1tYiLS0NNTU1KCkpQW1tLTIyMrBjxw6UlpbCxsYGISEhAICKigoAwIABA2Bnp3n3Bz8/P7W6RGRcJ0+exKhRo35zZOn69et46qmnUFRUZKbIyFy2bNmC1NRU3Lt3r916P//8M0aOHIm6ujozRdb9REVFISkpCdu2bcPRo0dV54cMGYK0tDS89NJLqK6uxsyZM5GVlQUvLy8LRqs/Jk8PeP3111FVVYUFCxbg/fffh6Ojo6psyZIlCAoKQktLCwIDA1XDkdeuXQMAODs7a72uskxZl0xLuXhR04e6HvGv9YYNDQ061b916xamTZsGhUJh4sjIXOrq6jBjxgyd6//yyy/4f//v/5kwIlq6dClsbW2xdOlStfOLFy+Gvb09wsPDERcXhylTplgoQsMxeWqlrKwMeXl5cHd3R0ZGRptyiUSCoUOHAgAGDx6sOq+cP7e3t9d67Z49ewKA2nYFcXFxbba1V35mzZpllHvqrpSLFzV9GhsbLR0eGVlRURFKSkr0alNRUYHvvvvORBGRuW3atAnNzc16tfnrX//KP2hNyN/fH1OmTMGBAwfwww8/qM7b2dkhNjYWdXV1SElJsWCEhuMO4618/vnnUCgUSEpKglQq1VhHmQS1Tp4cHBwAoN2NMJU/1K0Xz61btw43b95Uq/f3v/8d//Ef/4GEhATDboIA3F+8qO2vmXHjxpk5GjK19evXG9Tu008/xahRo4wcDVmCIf8P3L59G1u3bsW8efNMEBEB92dstm3bhnfeeQcHDx4EABw+fBi5ubmYO3cu5s+fj9LSUrXfjZ0Bk6dWvv32WwBAfHy81jrV1dUA1JMnXabkNE3tDRw4sE095Tb2Tz31lB6Rq4uIiOh0j+Uae/rE399f6y9FW1tbo3xHQEAAbGw4eGsNDH2CbufOnejXr5+RoyFzE0Lg8uXLBrV966238P777xs5os7JkH44Li6u3W1AgoOD1dagNTY24uWXX8bKlSvx2muvYcSIEUhPT8fq1asNirkj/bCnpyeKi4sNasvkqZWLFy8CAHx9fTWWNzc349ixYwDUk6fAwEBV+5aWFo2LxpU7rSrranL16lXs3bsXs2fP1rrwXBc1NTW4dOmSwe1JN7/++qulQ6AOunv3Ln9WurnGxkZO5ZvRggUL4Ovri9mzZ0MikWDz5s0ICwvDxIkTDdp/z1L9MJOnVpQ/QNr2ANm6dStu3LgBV1dXeHt7q86Hh4fD3t4ezc3NKC4uRlRUVJu2P/74IwAgMjJS6/dv27YNLS0tmDZtWkduA56enh1qbwkKhaLTJSN9+/blyJOV+Oc//2nQ3j09e/ZEnz59TBARmduvv/5q0MiJk5MTHnroIRNE1PmYuh/eu3cv8vLycPLkSUgkEgD3n0TPzMxESkoKTp48CScnJ72u2ZF+uEO/Ky2yQYKVCggIEABEdnZ2m7LKykrV/jHx8fFtyp955hkBQEyfPr1NmXIfKHt7e1FbW6v1+yMiIkRwcHDHbqKT4j5P1BH/9V//1e6+Pto+ubm5lg6djGTu3LkG/T9QXl5u6dCtRmfp36whTv7Z3IpyjcyKFSvU9mM6evQoRo4cievXrwNQn7JTevvtt1Xvtfvss89U58+dO4fU1FQAwMyZM+Hu7q7xu8vLy1FcXNzhUSei7mjChAl6/xXZu3fvTvmINGn22muv6d1m1KhReOSRR0wQDXV1TJ5aSU9Ph7OzM6qqqvDoo49i0KBB8Pf3R3R0NIKDgxEbGwtAc/IUFRWFzMxMCCGQnJwMX19fhIeHIygoCL/88gsiIyPbfd/aX/7yF0gkEkydOtVk90fUVfXo0QOrVq3Sq82KFSu0PlVLnc/AgQM1vh5LGwcHByxfvtyEEVGXZpHxLiv2888/i7FjxwpHR0fh5OQkoqKixIYNG4RCoRB9+/YVAERJSYnW9nv37hWjR48WvXv3Fg4ODmLgwIFi+fLl4vbt21rbKBQKMWDAAI3Tgd2FNQzD6qKzxNldffzxxzpN1WRkZFg6VDKBO3fuiClTpvzmv79UKhX5+fmWDtfqdJb+zRrilAjBV43ror6+Hq6urrCzs4NcLlft92QMhw4dQlxcHDZu3NhpNwzrqMbGRtVu7nK5HDKZzMIRadZZ4uzODhw4gFWrVqle1t1afHw83nzzTTzzzDMWiIzMQaFQIDc3F2vWrMGpU6fUynr06IHnn38e6enpGDRokIUitF6dpX+zhjj5tJ2OlD+EQUFBRk2cgPtTdr169cJzzz1n1OsSdUejRo3CqFGjcPbsWRQUFKChoQGOjo6IjY3VuLcadS02NjZ49dVX8corr+DIkSN45plncOPGDfTu3RtnzpzRuu6USB9c86QjZfKkab1TR9y+fRtffvklJkyYoPcjmkSkXUBAAF599VUsWLAAM2bMYOLUzUgkEgwbNkw1QiGTyZg4GVl+fj4GDhyIsLAwREdHqz1oJZFIEBoaivz8fAD3RwTnzZsHPz8/+Pv7Y926daq6eXl5GDhwYKfaNoTJk45MlTw5ODjg+vXr+Otf/2rU6xIREZnSnDlzkJWVhdLSUowaNQrZ2dlq5UeOHMHYsWMB3N8nsaysDBUVFSgqKsIHH3yA8vJyAEBiYqIqyeosmDzpSJk8hYaGWjgSIiIiy7t48SIiIiLQ2NiI48eP4+GHH9ZaNy8vD7NmzYKtrS1cXFzwwgsv4IsvvjBjtMbF5ElHR44cgRACY8aMsXQoREREFieEwOHDh+Hh4YGSkpJ2fz9WVlZiwIABqmNfX19UVlaaI0yTYPJEREREBomNjcXNmzexbt06DB8+XLWZtCbKV7IAaPdlwp0BkyciIiIymI2NDSZNmgQXFxe1ReOt+fj44MKFC6rjixcvwsfHx0wRGh+TJyIiIjLI119/DeD+tFxNTQ38/Pw01nv++eeRk5ODe/fuob6+Hnl5eUhMTDRnqEbFfZ6IiIjIIKtXr8Z7770HW1tbrFmzBq6urhrrTZs2DT/99BMCAwMBAIsWLUJwcLA5QzUqJk9ERERkkP3796v20mqPra0tsrKyzBCReXDajoiIiIzKw8MDw4YN02n/pry8PIwbNw4eHh5miMw4OPJEREREemvvibmamhqdr5OYmNjp1j8xeSKr09jYaOkQtLLm2IiIjMWa+zpriI3JE1mdzjR0S0TUFbEfbh/XPBERERHpgSNPZBWkUinkcrmlw9CLVCq1dAhEREbDflh3TJ7IKkgkEshkMkuHQUTUbbEf1h2n7YiIiIj0wOSJiIgIwO7duxEWFqb28fb2hoODQ7tl2kyaNAmFhYW/+b0SiQShoaFqeyKdPXsWMTExCAwMxOOPP46ysjJVWXx8PFxcXLB27VoIITB8+HCcP3++YzdPemHyREREBGD8+PEoLS1VfQoKCiCVSrF27dp2yzQpKirC9evXER0drdN3HzlyBGPHjlUdz5w5EzNmzEBFRQXS0tKQmpqqKjt48CDGjx8P4H7i9cYbb2DZsmUduHPSF5MnIiKiBygUCkydOhVPPvkkXnnlFZ3LlHJycjB16lTV8ejRozF//nzV8Y0bN+Dm5oa6uro2ba9cuYKSkhIkJSUBACZPnozz58/jwoULGr9r3LhxyM/PR0NDg763SQZi8kRERPSAd999F/X19fjkk0/0KlMqKChATEyM6njv3r3Yt28fTp8+DQDYuHEjEhIS0KdPnzZtq6qq4OXlBTu7+890SSQS+Pj4oLKyUuN39ejRAyEhITh8+LBe90iGY/JERETUyq5du5Cbm4vt27fD3t5e57LWqqur4enpqTq2tbVFSkoKNm/eDIVCgaysLMydO1dre4lEonbc3qtQAMDT0xPV1dXt1iHj4VYFRERE/3LmzBmkpqZi586d8PLy0rnsQVKpFLdu3YKzs7PqXFJSEqKiohATEwMPDw8MHTpUY9v+/fujuroaLS0tsLOzgxACVVVV8PHx0fp9t2/fRq9evfS4U+oIjjwREREBaGhowMSJE7Fs2TLExsbqXKZJaGgoysvL1c55e3sjKCgIs2bNwrx587S2dXd3R3h4OLZu3QoA2L59O3x9feHr66u1zenTpzF48ODfjIuMg8kTERERgKysLJw5cwbr169vsy3BmjVrtJZdvny5zbWee+457Nmzp835adOmQaFQYPLkye3GkpOTg5ycHAQGBiIzMxO5ubla6yoXkoeEhOh3w2QwifitiVQiIqJOql+/frh06RK8vb3NuiaooaEB0dHROHbsmNqu3QUFBVi4cCGKi4tV5yQSCRoaGuDo6Kjz9ZOTkxEREYG5c+ciPT0dAQEBatsZkGlx5ImIiMjInJyc8PHHH+u0eaWHhweGDRumtklme+Lj43Ho0CFVUubl5YWUlJQOxUv64cgTERF1WZYaeaKujSNPRERERHpg8kRERESkByZPRERERHpg8kRERESkByZPRERERHpg8kRERESkB77bjqyCEAJNTU2WDkMvUqm0zcs7iYg6K/bDumPyRFahqalJr911rYFcLlfbOZiIqDNjP6w7TtsRERER6YEjT2R1amtrrXZEp7GxER4eHpYOg4jIpNgPt4/JE1kdmUxmtT+0RETdAfvh9nHajoiIiEgPTJ6IiIiI9MDkiYiIiEgPTJ6IiIjIIAUFBf+fvfuPizHd/wf+mkoy1VmVfijSZ0tbJEW7JaFYx48Tu1ibPbJq28XScrT0saxdTh/kOD7Wjzgh7B6O7Zxll+NH2F1ZS9jQsif59VUKRQdpiqiu7x/OzMdsM5mZppmpeT0fj/njvq/ruud9G3P1nuu+7uuGRCJRetnZ2aFXr15YsWIFamtrjR1is+CEcSIiImqSmJgYREdHQwiB0tJSfPHFF0hKSsKFCxewfv16Y4end0yeiIiIqEmCgoIQGxur2J46dSr8/f2xceNGLFq0CM7OzkaMTv942Y6IiIj0ytbWFqGhoRBC4OrVq8YOR++YPOnZwYMHMXToUDg5OUEqlaJHjx5YsmQJHj9+bOzQiIiIDEaeNDk5ORk5Ev1j8qRHy5cvx5AhQ3DgwAHY29vjpZdeQkFBAebOnYvIyEg8fPjQ2CESERHpXXV1NcrLy3Hnzh2cP38e06ZNw9mzZ/Hyyy+ja9euxg5P75g86cmpU6cwe/ZsSCQSbN68GYWFhTh79iwKCgrg4+ODnJwcfPTRR8YOk4iISO9SUlLg7OwMFxcXBAYGYu3atXj99dexe/duY4fWLJg86UlKSgqEEIiPj0dcXJxiv7e3NzIyMgAA69atw+3bt40UoXmQ3zabmpqqto6dnR0iIyMNFxQZXFlZGRYvXoxXX30VoaGhGDRoEBYuXIibN28aOzQykPz8fEyfPh137twBAJSXl2P9+vWQyWRGjqx1SkhIwKFDh7B//34sW7YMTk5OKCsrQ7t27RR1ampqEBAQgMWLFyu1jYuLw7BhwwwdctMIUunOnTviww8/FC+++KJo27at6NSpk0hKShLV1dVi/PjxAoDYsGGDEEKIBw8eCGtrawFA5OTkqDyer6+vUhtSJpPJBAABQMhkMp2Pc/jwYQFALFmyRG0dW1tbMWDAAJ2Or684qXk8fPhQvPfee6JNmzaKz+nZl6WlpZgwYQI/u1asuLhYDBw4UOXnD0D85je/EYsXLxb19fXGDtXk6NK/qetzc3JyhIWFhXjrrbeU9p8+fVrY2tqKvLw8IYQQX3/9tXB0dBQ3btxo1jj1jSNPKpw7dw4BAQFYvnw5ysrK0K1bNzx+/Bj/+7//i9jYWFy8eBEA0LNnTwDA2bNn8fjxY7Rt2xYhISEqjxkREQEAOHHihGFOgsjMPHr0CMOHD8eGDRvw5MkTlXXq6urw17/+FYMGDeIIRCtUWFiIsLAwfP/992rrPHjwAHPnzsW0adMghDBgdOYlLCwMsbGx2L59u9LfvV69eiE5ORlvv/02SkpKMHnyZKSlpcHd3d2I0WqPydOvlJeXIzo6GmVlZUhOTkZpaSnOnDmDsrIypKSkYOfOncjLy4OFhQUCAgIAAJcuXQIAdOnSBVZWqpfO8vb2VqpLRPr1hz/8AYcPH9ao7smTJzFp0qRmjogMqa6uDtHR0bhx44ZG9detW4e//OUvzRyVeZs/fz4sLS0xf/58pf1z586FtbU1goODERkZiXHjxhkpQt0xefqV6dOno7i4GElJSVi6dCns7OwUZfPmzYOfnx9qa2vh6+uruJZ77949AICDg4Pa48rL5HWpecnv/FD1otbn9u3b2LRpk1ZtvvzySxQWFjZPQGRw+/fvx7/+9S+t2ixbtgz19fXNFBH5+Phg3Lhx+Pbbb3H06FHFfisrK0RERKC8vBzx8fFGjFB3TJ6ekZ+fj8zMTLi4uCAlJaVBuUQiQe/evQH83yU74OnlAgCwtrZWe+y2bdsCQIPlCo4ePYpBgwahQ4cOaN++PcLCwrBz584mn4u5k9/5oepVVVVl7PBIzzIyMtReqlNHCNEqHxthrtauXat1m2vXruHAgQPNEA3JzZs3DxYWFvjkk08U+44dO4aMjAwkJiZixowZLXIZHz6e5Rnbtm1DfX09YmNjIZVKVdaRJ0HPJk82NjYA0OhCmDU1NQCgdOfBzz//jMGDB6N///7YsmUL2rRpg82bN2PMmDH45z//iejo6Cafk7lKSEhQOxQ8YsQIA0dDza2xOS7N0Y5MT1P+D7S4O71MSGRkZKNzx/z9/VFXV6fYrqqqwsSJE7FkyRK8//77GDBgAObMmYOVK1caIly9YfL0jO+++w4AEBUVpbZOSUkJAOXkSZNLcqou7WVmZkIikWDXrl2KpGrw4ME4ceIEtm3bpnPyFBISgtLSUp3aGou+h859fHzw6quvqiyztLTUy3t07doVFhYcvDUFui4Bcvr0aXTq1EnP0ZChCSEUP1C1tXbtWmzfvl3PEbVMhriEmZSUBC8vL0ydOhUSiQRbtmxBUFAQRo0apdMSMk3ph93c3JCbm6tTWyZPzygqKgIAeHl5qSyvqanByZMnASgnT76+vor2tbW1KieNy5epl9cFno5UWVtbK0auAMDCwgL29vZN+k9cWlqq8aRJ0t2tW7eMHQI1UW1tLb8rZq66uhrV1dXGDsMsZGVlITMzE+fOnYNEIgHw9Gaq1NRUxMfH49y5c7C3t9fqmMbqh5k8PUM+F0Y+h+nXtm7dioqKCjg5OcHDw0OxPzg4GNbW1qipqUFubi7CwsIatP3xxx8BAKGhoYp9cXFxWLt2LWbPno3Zs2ejTZs22LRpEy5duqTT9Xs5Nzc3ndsaS319fYtLRjp27MiRJxPx4MEDVFZWat3Ozs4OL7zwQjNERIZWXl6u0+iTo6Oj0nQKc9bc/fDQoUNx//79BvunTZuGadOm6XTMpvTDTflbyeTpGW5ubqisrERubm6D9ZqKi4sVj1cJDAxUKrO3t8fgwYOxd+9ebNiwoUHy9MMPP+DSpUuwtrbGa6+9ptgfEBCAw4cPY9SoUVi+fDmAp0+i/sc//oF+/frpfB66DkMaU1VVldKdjS3B5cuXYWtra+wwCE9/fXp6eqK2tlbjNhKJBHl5eYplRKhl+/rrrzF69Git2nh6euL//b//p7dL+S0d+2HN8WfzM+RzZBYvXqy0HtOJEycwcOBARcb87CU7uY8//ljxXLvPP/9csf/q1atISEgAAEyePBkuLi6KssuXL2Ps2LF4+eWXsW/fPhw8eBBvvvkmxo0bx4msRFro2LEjYmNjtWozatQoJk6tyIgRI5SmRWhi5syZTJxIN0ZZ19xEFRUVCQcHBwFAWFlZiYCAAOHt7S0AiBEjRoioqCgBQGzevFll+6VLlyqWjO/SpYsICgoSVlZWAoAIDQ0VVVVVSvXfeOMN8dJLL4na2lql/VFRUSIoKKi5TtMk8fEs1FRVVVWiT58+ah/L8ewrKChI3L9/39ghk55dvHhRuLi4aPR/YOLEiXxEy6+0lP7NFOLkyNMzPD09cfToUQwfPhw2NjYoKiqCs7MzNm7ciF27dqGgoACA6pEnAEhOTkZWVhYGDx6MiooKFBQUwNfXF4sWLcKRI0caLH9w/vx5BAYGNvjl07t3b1y4cKF5TrKVk982O2fOHLV1ZDIZsrOzDRcUGYRUKsWhQ4cwfvx4tXMgJBIJxowZg+zsbM51aoV8fX2Rk5Ojct6pXLt27TBv3jxs2rRJMWmZSFsSIfhwH03cvXsXTk5OsLKygkwmU6z31BSRkZG4efMm8vPzle7Qi4yMRHFxseIOPXPw7LV2mUxmsnOJWkqc5u769etYv349vv/+e/z000+ora2FnZ0dfv75Z7z44ovGDo8MIDc3F3/5y19w7tw5PHz4EI6Ojhg1ahQmTpzY6NMgzFlL6d9MIU6OPGno/PnzAAA/Pz+9JE7A0zsMLl++jNdffx3//Oc/kZWVhbfffhtHjhzBjBkz9PIeRObI09MT//M//4Pjx4/D1dUVAPDCCy8wcTIjISEh2LhxI06dOoXz58/jyJEj+MMf/sDESY/27duHbt26ISgoCH369FGaKyyRSBAYGIh9+/YBeHon3wcffABvb2/4+Pgo3VGemZmJbt26oUOHDgY/B10xedKQPHlSd8lOF2PHjsU///lPVFRUIC4uDuPGjUNBQQG2bduG6dOn6+19iIiI9G3atGlIS0tDXl4eXn31Vaxbt06p/Pjx4xg+fDiAp0v95Ofn49KlSzh16hT+9Kc/KabCxMTEKJKsloLJk4aaI3kCgOjoaBw9ehT//ve/cf/+fZw6dQq///3v9foeRERE+lZUVISQkBBUVVXh9OnTjY7sZmZmYsqUKbC0tISjoyPefPNNfPnllwaMVr+YPGlInjz9eo0nIiIicySEwLFjx+Dq6oozZ85gyJAhautev34dXbp0UWx7eXnh+vXrhgizWXCRTA0dP37c2CEQERGZlIiICDx48ADffPMN+vXrh4sXL6J9+/Yq6z57d2NLv1eNI09ERESkMwsLC4wePRqOjo5Kk8af5enpicLCQsV2UVERPD09DRSh/jF5IiIiIp3s2bMHwNPLcqWlpWpX7R87dizS09NRV1eHu3fvIjMzEzExMYYMVa942Y6IiIh0snLlSixYsACWlpZYvXo1nJycVNabMGECfvrpJ8UjdGbPng1/f39DhqpXTJ6IiIhIJ4cOHdLoYcKWlpZIS0szQESGwct2REREpFeurq7o27evRus3ZWZmYsSIEYoFbVsCjjwRERGR1hq7Y660tFTj48TExLS4+U9MnsjkVFVVGTsEtUw5NiIifTHlvs4UYmPyRCanJQ3dEhG1RuyHG8c5T0RERERa4MgTmQSpVAqZTGbsMLQilUqNHQIRkd6wH9YckycyCRKJBLa2tsYOg4jIbLEf1hwv2xERERFpgckTERGA3bt3IygoSOnl4eEBGxubRsvUGT16NHJycp77vhKJBIGBgUrr4Vy+fBnh4eHw9fXFK6+8gvz8fEVZVFQUHB0dsWbNGggh0K9fP1y7dq1pJ09EWmHyREQEYOTIkcjLy1O8srOzIZVKsWbNmkbLVDl16hTu37+PPn36aPTex48fx/DhwxXbkydPxqRJk3Dp0iUkJycjISFBUXb48GGMHDkSwNPEa+bMmVi4cGETzpyItMXkiYjoV+rr6zF+/HgMGjQI7777rsZlcunp6Rg/frxie/DgwZgxY4Ziu6KiAs7OzigvL2/Q9vbt2zhz5gxiY2MBAGPGjMG1a9eUnkj/rBEjRmDfvn2orKzU9jSJSEdMnoiIfuXTTz/F3bt3sWrVKq3K5LKzsxEeHq7YzsrKwoEDB3DhwgUAwKZNmxAdHY0OHTo0aFtcXAx3d3dYWT29n0cikcDT0xPXr19X+V5t2rRBQEAAjh07ptU5EpHumDwRET1j165dyMjIwI4dO2Btba1x2bNKSkrg5uam2La0tER8fDy2bNmC+vp6pKWlITExUW17iUSitN3YYzAAwM3NDSUlJY3WISL94VIFRET/cfHiRSQkJOCbb76Bu7u7xmW/JpVK8fDhQzg4OCj2xcbGIiwsDOHh4XB1dUXv3r1Vtu3cuTNKSkpQW1sLKysrCCFQXFwMT09Pte/36NEjtGvXToszJaKm4MgTERGAyspKjBo1CgsXLkRERITGZaoEBgaioKBAaZ+Hhwf8/PwwZcoUfPDBB2rburi4IDg4GFu3bgUA7NixA15eXvDy8lLb5sKFC+jZs+dz4yIi/WDyREQEIC0tDRcvXsSGDRsaLEuwevVqtWU3b95scKw33ngD+/fvb7B/woQJqK+vx5gxYxqNJT09Henp6fD19UVqaioyMjLU1pVPJA8ICNDuhIlIZxLxvIvpREQtWKdOnXDjxg14eHgYbF5QZWUl+vTpg5MnTyqt2JydnY1Zs2YhNzdXsU8ikaCyshJ2dnYaHz8uLg4hISFITEzEnDlz0LVrV6XlDIioeXHkiYhIz+zt7fHZZ59ptHilq6sr+vbtq7RIZmOioqJw5MgRRVLm7u6O+Pj4JsVLRNrhyBMRtWrGGHkiotaNI09EREREWmDyRERERKQFJk9EREREWmDyRERERKQFJk9EREREWmDyRERERKQFPtuOTIIQAtXV1cYOQytSqbTBA1yJiFoq9sOaY/JEJqG6ulqrFZZNgUwmU1o9moioJWM/rDletiMiIiLSAkeeyOSUlZWZ7IhOVVUVXF1djR0GEVGzYj/cOCZPZHJsbW1N9ktLRGQO2A83jpftiIiIiLTA5ImIiIhIC0yeiIiIiLTA5ImIiIhIC0yeiIiISCfZ2dmQSCRKLzs7O/Tq1QsrVqxAbW2tsUNsFrzbjoiIiJokJiYG0dHREEKgtLQUX3zxBZKSknDhwgWsX7/e2OHpHZMnIiIiapKgoCDExsYqtqdOnQp/f39s3LgRixYtgrOzsxGj0z9ettOzgwcPYujQoXBycoJUKkWPHj2wZMkSPH782NihERERGYStrS1CQ0MhhMDVq1eNHY7eMXnSo+XLl2PIkCE4cOAA7O3t8dJLL6GgoABz585FZGQkHj58aOwQiYiIDEKeNDk5ORk5Ev1j8qQnp06dwuzZsyGRSLB582YUFhbi7NmzKCgogI+PD3JycvDRRx8ZO0wiIiK9q66uRnl5Oe7cuYPz589j2rRpOHv2LF5++WV07drV2OHpHZMnPUlJSYEQAvHx8YiLi1Ps9/b2RkZGBgBg3bp1uH37tpEiNA/yOz9SU1PV1rGzs0NkZKThgiKjKC4uxrZt21BVVQUArfauH1IvLy8Pn3/+OdLT0/GPf/wD9+/fN3ZIrVZKSgqcnZ3h4uKCwMBArF27Fq+//jp2795t7NCaBZMnNcrLyzFr1ix4e3vDxsYGnTt3xocffoiHDx8iNjYWEokEGzduBABUVlbi4MGDAID33nuvwbH69+8PX19fPH78uNX+RyIyFceOHcPo0aPh5eWF2NhYxR/MsrIyREdH4/vvvzdugNSshBDYtm0bwsLCEBwcjLi4OEyZMgVvvvkmPDw88N577+HSpUvGDrPVSUhIwKFDh7B//34sW7YMTk5OKCsrQ7t27RR1ampqEBAQgMWLFyu1jYuLw7BhwwwdctMIauDnn38Wrq6uAoCwtbUVwcHBwsXFRQAQo0ePFiEhIQKAOHXqlBBCiCNHjggAom3btuLJkycqj/nOO+8IACIhIcGQp9JiyGQyAUAAEDKZTOfjHD58WAAQS5YsUVvH1tZWDBgwQKfj6ytOah7p6enCwsJC8Rmpey1fvtzYoVIzqK2tVfS1jb1+85vfiO+++87Y4ZocXfo3dX1uTk6OsLCwEG+99ZbS/tOnTwtbW1uRl5cnhBDi66+/Fo6OjuLGjRvNGqe+ceTpV8rLyxEdHY2ysjIkJyejtLQUZ86cQVlZGVJSUrBz507k5eXBwsICAQEBAKD4FdOlSxdYWale/cHb21upLhHp11dffYXJkyejvr7+uXU//PBDbN682QBRkSElJSVh06ZNz6334MEDjBw5Enl5ec0flJkKCwtDbGwstm/fjhMnTij29+rVC8nJyXj77bdRUlKCyZMnIy0tDe7u7kaMVntMnn5l+vTpKC4uRlJSEpYuXQo7OztF2bx58+Dn54fa2lr4+voqhiPv3bsHAHBwcFB7XHmZvC41L/nkRVUvan1qa2sxc+ZMrdrMnj0bjx49aqaIyNAuXbqEVatWaVy/qqoKc+fObcaIaP78+bC0tMT8+fOV9s+dOxfW1tYIDg5GZGQkxo0bZ6QIdcfk6Rn5+fnIzMyEi4sLUlJSGpRLJBL07t0bANCzZ0/FfnkHbG1trfbYbdu2BYAGyxUcPnwYERERaNeuHRwdHTFhwgSUlZU1+VzMnXzyoqqXfAIxtR7//Oc/UVJSolWbf//73/j73//eTBGRof3lL3/Ruk1WVlarXIPIVPj4+GDcuHH49ttvcfToUcV+KysrREREoLy8HPHx8UaMUHdMnp6xbds21NfXIzY2FlKpVGUdeRL0bPJkY2MDAI0uhFlTUwMASpPnjh49it/+9rdwcHDAjh078NlnnyE7OxuDBg1S1CfdyCcvqnrJPy9qPbZt26ZTu61bt+o5EjIWXf4PCCHwt7/9rRmiIbl58+bBwsICn3zyiWLfsWPHkJGRgcTERMyYMaNFroHIx7M847vvvgMAREVFqa0j/3X7bPKkySU5VZf2Fi5ciP/6r//CN998A0tLSwDASy+9hLCwMGRkZGDq1Kk6nUdISAhKS0t1amssmsxT0YaPjw9effVVlWXyf+um6tq1Kyws+PvDFNy5c0endocPH0anTp30HA0ZmhBC52Vgli5divT0dD1H1DLp0g9HRkZCCKG23N/fH3V1dYrtqqoqTJw4EUuWLMH777+PAQMGYM6cOVi5cqVOMTelH3Zzc0Nubq5ObZk8PaOoqAgA4OXlpbK8pqYGJ0+eBKCcPPn6+ira19bWqpw0Lh8altcFgJMnT2LixIlKf8xDQ0Ph6OiIr7/+WufkqbS0FDdu3NCpLWnu1q1bxg6Bmqi2tpbfFTNXVVXFS/kGlJSUBC8vL0ydOhUSiQRbtmxBUFAQRo0apdP6e8bqh5k8PUP+BVI3iXTr1q2oqKiAk5MTPDw8FPuDg4NhbW2Nmpoa5ObmIiwsrEHbH3/8EcDT5EjOwsJCcRnwWTY2Nvjll190Pg83Nzed2xpLfX19i0tGOnbsyJEnE3Hv3j1UV1dr3c7GxqZVPjrCHJWWliqNcGjqhRdeULoxyJw1dz+clZWFzMxMnDt3DhKJBMDTO9FTU1MRHx+Pc+fOwd7eXqtjNqUfbtLfSqMskGCiunbtKgCIdevWNSi7fv26cHZ2FgBEVFRUg/Lf/e53AoB45513GpTJ14GytrYWZWVliv0vv/yyCA8PV6pbWFgoJBKJsLa21sMZtRxc54ma4ujRo89d20fVa9++fcYOnfRk8eLFWn/+bdu2FXfu3DF26CajpfRvphAnfzY/Qz5HZvHixUrrMZ04cQIDBw5UrFT87CU7uY8//ljxXLvPP/9csf/q1atISEgAAEyePBkuLi6KshkzZuD48eNYsGABbt++jYKCAsTGxsLCwoIjGkRa6Nu3LwIDA7Vq8+KLL2LIkCHNFBEZWkJCAtq0aaNVmzfffBMdOnRopoioNeNf6GfMmTMHDg4OKC4uRvfu3dGjRw/4+PigT58+8Pf3R0REBADVyVNYWBhSU1MhhEBcXBy8vLwQHBwMPz8/XLlyBaGhoQ2etzZ+/HjMmzcPqampcHV1hb+/P9zc3DBs2DB07NjRIOdM1BpIJBJkZGSovUv216ytrbFlyxb+SGlFXFxcsGbNGo3rd+nSBX/605+aMSJq1Ywy3mXCfvnlFzF8+HBhZ2cn7O3tRVhYmNi4caOor68XHTt2FADEmTNn1LbPysoSgwcPFu3btxc2NjaiW7duYtGiReLRo0dq28hkMnHu3Dlx69YtIYQQL730kpgwYYLez82UmcIwrCZaSpzm6ocffhAODg6NXqqxs7MTBw4cMHao1ExWr14tJBJJo/8HunbtKq5cuWLsUE1OS+nfTCFOiRCN3GNICnfv3oWTkxOsrKwgk8lUTvTWh7179yI6OhrHjh1DeHh4s7yHKaqqqlJM2pTJZLC1tTVyRKq1lDjNWVlZGTZs2ID09HSlhTPd3NwwadIkTJo0SemGD2p9fvnlF6xbtw5ffPEFZDKZYn+PHj0wdepUxMbGcpK4Ci2lfzOFOJk8aejIkSOIjIxEQEAAzp8/r5dj5ubm4uDBg+jVqxeEEDh69Cj+/Oc/Y+bMmVi6dKle3qOlMIUvgyZaSpz0dBmCK1euoLKyEnZ2dvD29m70KQDU+shkMnh7e+P27dtwdXXFrVu3FHd5UUPa9m/79u3DrFmzYG1tjXbt2uHzzz9XLMcjkUjQo0cPpKamYvjw4aivr8eMGTOwb98+SCQSJCUlKZbjyczMxMKFC3H79m2NHqFlCv0wlyrQkDxhUjXfSVdt27bF3r17sXTpUjx+/BjdunVDenp6i12unsiUWFlZwc/Pz9hhkBHZ2dkpJpFbWVkxcdKzadOmYdOmTYiKisL8+fOxbt06rFixQlF+/PhxRZKzdetW5Ofn49KlS6ioqECvXr0wcOBA+Pn5ISYmBqGhoQgJCTHWqWiNyZOGmiN56tGjB44dO6a34xERERlKUVERQkJCUFVVhdOnT2PYsGFq62ZmZmLKlCmwtLSEo6Mj3nzzTXz55ZdYsGCB4QLWI95qoiF58qTt7dBEREStkRACx44dg6urK86cOdPo0h/Xr19Hly5dFNteXl64fv26IcJsFhx50tDx48eNHQIREZFJiYiIwIMHD/DNN9+gX79+uHjxItq3b6+y7rOXTVv6dGuOPBEREZHOLCwsMHr0aDg6OiotMP0sT09PFBYWKraLiorg6elpoAj1j8kTERER6WTPnj0Anl6WKy0thbe3t8p6Y8eORXp6Ourq6nD37l1kZmYiJibGkKHqFS/bERERkU5WrlyJBQsWwNLSEqtXr1b7oO0JEybgp59+UixlMHv2bPj7+xsyVL1i8kREREQ6OXTokEYLjlpaWiItLc0AERkGL9sRERGRXrm6uqJv377Yt2/fc+tmZmZixIgRcHV1NUBk+sGRJyIiItJaY3fMlZaWanycmJiYFjf/iSNPRERERFrgyBOZnKqqKmOHoJYpx0ZEpC+m3NeZQmxMnsjktKTr3kRErRH74cbxsh0RERGRFjjyRCZBKpVCJpMZOwytSKVSY4dARKQ37Ic1x+SJTIJEIoGtra2xwyAiMlvshzXHy3ZEREQAdu/ejaCgIKWXh4cHbGxsGi1TZ/To0cjJyXnu+0okEgQGBiqtiXT58mWEh4fD19cXr7zyCvLz8xVlUVFRcHR0xJo1ayCEQL9+/XDt2rWmnTxphckTERERgJEjRyIvL0/xys7OhlQqxZo1axotU+XUqVO4f/8++vTpo9F7Hz9+HMOHD1dsT548GZMmTcKlS5eQnJyMhIQERdnhw4cxcuRIAE8Tr5kzZ2LhwoVNOHPSFpMnIiKiX6mvr8f48eMxaNAgvPvuuxqXyaWnp2P8+PGK7cGDB2PGjBmK7YqKCjg7O6O8vLxB29u3b+PMmTOIjY0FAIwZMwbXrl1DYWGhyvcaMWIE9u3bh8rKSm1Pk3TE5ImIiOhXPv30U9y9exerVq3SqkwuOzsb4eHhiu2srCwcOHAAFy5cAABs2rQJ0dHR6NChQ4O2xcXFcHd3h5XV02nJEokEnp6euH79usr3atOmDQICAnDs2DGtzpF0x+SJiIjoGbt27UJGRgZ27NgBa2trjcueVVJSAjc3N8W2paUl4uPjsWXLFtTX1yMtLQ2JiYlq20skEqXtxh6FAgBubm4oKSlptA7pD++2IyIi+o+LFy8iISEB33zzDdzd3TUu+zWpVIqHDx/CwcFBsS82NhZhYWEIDw+Hq6srevfurbJt586dUVJSgtraWlhZWUEIgeLiYnh6eqp9v0ePHqFdu3ZanCk1BUeeiIiIAFRWVmLUqFFYuHAhIiIiNC5TJTAwEAUFBUr7PDw84OfnhylTpuCDDz5Q29bFxQXBwcHYunUrAGDHjh3w8vKCl5eX2jYXLlxAz549nxsX6QeTJyIiIgBpaWm4ePEiNmzY0GBZgtWrV6stu3nzZoNjvfHGG9i/f3+D/RMmTEB9fT3GjBnTaCzp6elIT0+Hr68vUlNTkZGRobaufCJ5QECAdidMOpOI511IJSIiaqE6deqEGzduwMPDw6BzgiorK9GnTx+cPHlSaeHJ7OxszJo1C7m5uYp9EokElZWVsLOz0/j4cXFxCAkJQWJiIubMmYOuXbsqLWdAzYsjT0RERHpmb2+Pzz77TKPFK11dXdG3b1+lRTIbExUVhSNHjiiSMnd3d8THxzcpXtIOR56IiKjVMtbIE7VuHHkiIiIi0gKTJyIiIiItMHkiIiIi0gKTJyIiIiItMHkiIiIi0gKTJyIiIiIt8Nl2ZBKEEKiurjZ2GFqRSqUNHt5JRNRSsR/WHJMnMgnV1dVara5rCmQymdLKwURELRn7Yc3xsh0RERGRFjjyRCanrKzMZEd0qqqq4OrqauwwiIiaFfvhxjF5IpNja2trsl9aIiJzwH64cbxsR0RERKQFJk9EREREWmDyRERERKQFJk9EREREWmDyRERERDrJzs6GRCJRetnZ2aFXr15YsWIFamtrjR1is+DddkRERNQkMTExiI6OhhACpaWl+OKLL5CUlIQLFy5g/fr1xg5P75g8ERERUZMEBQUhNjZWsT116lT4+/tj48aNWLRoEZydnY0Ynf7xsp2GDh48iKFDh8LJyQlSqRQ9evTAkiVL8PjxY2OHRkREZFJsbW0RGhoKIQSuXr1q7HD0jsmTBpYvX44hQ4bgwIEDsLe3x0svvYSCggLMnTsXkZGRePjwobFDJCIiMinypMnJycnIkegfk6fnOHXqFGbPng2JRILNmzejsLAQZ8+eRUFBAXx8fJCTk4OPPvrI2GESEREZTXV1NcrLy3Hnzh2cP38e06ZNw9mzZ/Hyyy+ja9euxg5P75g8PUdKSgqEEIiPj0dcXJxiv7e3NzIyMgAA69atw+3bt40UIT1LfudHamqq2jp2dnaIjIw0XFBkNEIIPH78GEIIY4dCRsLP3jBSUlLg7OwMFxcXBAYGYu3atXj99dexe/duY4fWLMwueSovL8esWbPg7e0NGxsbdO7cGR9++CEePnyI2NhYSCQSbNy4EQBQWVmJgwcPAgDee++9Bsfq378/fH198fjx41b7H4Sopamrq8Pu3bsxdOhQ2NjYoG3btmjbti0GDRqEHTt24MmTJ8YOkZqZTCZDeno6goKCcPPmTQDAzZs3ERsbi+PHjzOhagYJCQk4dOgQ9u/fj2XLlsHJyQllZWVo166dok5NTQ0CAgKwePFipbZxcXEYNmyYoUNuGmFGfv75Z+Hq6ioACFtbWxEcHCxcXFwEADF69GgREhIiAIhTp04JIYQ4cuSIACDatm0rnjx5ovKY77zzjgAgEhISDHkqrY5MJhMABAAhk8l0Ps7hw4cFALFkyRK1dWxtbcWAAQN0Or6+4qTmce3aNdG9e3fFZ6Tq5ePjIwoKCowdKjWTb7/9Vjg4ODT6f2DYsGGioqLC2KGaHF36N3V9bk5OjrCwsBBvvfWW0v7Tp08LW1tbkZeXJ4QQ4uuvvxaOjo7ixo0bzRqnvpnNyFN5eTmio6NRVlaG5ORklJaW4syZMygrK0NKSgp27tyJvLw8WFhYICAgAABw6dIlAECXLl1gZaV6VQdvb2+lukRkHCUlJejXrx/+9a9/NVrvypUr6NevX6u8A8jcfffddxg2bBju3bvXaL39+/djyJAhvNmnGYWFhSE2Nhbbt2/HiRMnFPt79eqF5ORkvP322ygpKcHkyZORlpYGd3d3I0arPbNJnqZPn47i4mIkJSVh6dKlsLOzU5TNmzcPfn5+qK2tha+vr2KYUf4FdHBwUHtcednzvqxkWPLJi6pe1DrFx8ejpKREo7p37tzB73//+2aOiAxJJpNh7NixGl+WPXHiBObPn9/MUZm3+fPnw9LSssG/89y5c2FtbY3g4GBERkZi3LhxRopQd2aRPOXn5yMzMxMuLi5ISUlpUC6RSNC7d28AQM+ePRX7Hz16BACwtrZWe+y2bdsCgNIvmJKSEkyfPh3h4eGQSqWQSCQoLCxU2f7atWsYOXIk7O3t4eDggLfffhv//ve/tT5HUiafvKjqVVVVZezwSM8uXLiAb7/9Vqs2p06dwk8//dRMEZGh/e1vf9P6R2xGRgaqq6ubKSLy8fHBuHHj8O233+Lo0aOK/VZWVoiIiEB5eTni4+ONGKHuzCJ52rZtG+rr6xEbGwupVKqyjjwJejZ5srGxAYBGF8KsqakBAKVJcVeuXEFmZibat2+PAQMGqG1bWVmJqKgolJSUYPv27Vi/fj2OHj2K6Oho1NfXa36C1IB88qKql/xzpdbjL3/5i07t1q1bp+dIyFh0+T9w//59ZGZmNkM0JDdv3jxYWFjgk08+Uew7duwYMjIykJiYiBkzZrTIy6dm8XiW7777DgAQFRWlto58uP/Z5EmTS3KqLu31798fZWVlAIAtW7YgKytLZdv169fjxo0b+OGHH+Dp6QkA8PDwQN++fbF79268/vrrzzs1lUJCQlBaWqpTW2PRd7Lo4+ODV199VWWZpaWlXt6ja9eusLAwi98fJu/OnTs6tdu6davijlpquYQQirvqtPXBBx/w8t1/6NIPR0ZGNnr3or+/P+rq6hTbVVVVmDhxIpYsWYL3338fAwYMwJw5c7By5UqdYm5KP+zm5obc3Fyd2ppF8lRUVAQA8PLyUlleU1ODkydPAlBOnnx9fRXta2trVU4al086ldcFoPEHuWfPHkRERCgSJwAIDw+Hl5cX/vnPf+qcPJWWluLGjRs6tSXN3bp1y9ghUBM9efKE3xUzV1VVxUv5BpSUlAQvLy9MnToVEokEW7ZsQVBQEEaNGqXT+nvG6ofNInmSfzHkc5h+bevWraioqICTkxM8PDwU+4ODg2FtbY2amhrk5uYiLCysQdsff/wRABAaGqp1XPn5+Rg7dmyD/d26dUN+fr7Wx5Nzc3PTua2x1NfXt7hkpGPHjhx5MhHl5eWKS+jasLa2bnUPLDVXN2/e1Gn9Jjs7O7zwwgvNEFHL09z9cFZWFjIzM3Hu3DlIJBIAT+9YT01NRXx8PM6dOwd7e3utjtmUfrgpfyvNInlyc3NDZWUlcnNzERISolRWXFyseLxKYGCgUpm9vT0GDx6MvXv3YsOGDQ2Spx9++AGXLl2CtbU1XnvtNa3junfvHtq3b99gv4ODA65cuaL18eR0HYY0pqqqKqU7IFuCy5cvw9bW1thhEICNGzeqXMj2eVJTUzFz5sxmiIgM7e2338Zf//pXrdsdPny4wd8Fc9Xc/fDQoUNx//79BvunTZuGadOm6XRMY/XDZvGzWT73ZfHixUrrMZ04cQIDBw5UfJjPXrKT+/jjjxXPtfv8888V+69evYqEhAQAwOTJk+Hi4qJTbPLs+1m6/HoiMmdvvfWW1qMH7dq1U3rkErVsU6dO1brNyy+/zMSJdGIWydOcOXPg4OCA4uJidO/eHT169ICPjw/69OkDf39/REREAFCdPIWFhSE1NRVCCMTFxcHLywvBwcHw8/PDlStXEBoa2uhz1Brj4OCgcjL6/fv34ejoqNMxicyRra2t1g/oTkpKanQNN2pZQkNDMXz4cI3rSyQSLFiwoPkColbNLJInT09PHD16FMOHD4eNjQ2Kiorg7OyMjRs3YteuXSgoKACgOnkCgOTkZGRlZWHw4MGoqKhAQUEBfH19sWjRIhw5ckTt8gfP4+/vr3JuU35+Pvz9/XU6prmT3/kxZ84ctXVkMhmys7MNFxQZRHJyssZD/xMnTsQf//jHZo6IDEkikeDLL79EeHi4RnXXrVunVbJFpMQoD4UxIf/+978FAGFlZSUePXqk9+Nv3rxZABDXrl1rULZs2TLRpk0bcf36dcW+nJwcAUDs3LlT77GYMlN4VpEmWkqc5qq+vl785S9/Ed7e3iqfadalSxfx2Wefifr6emOHSs2kurpazJ49W+3z7V555RWxd+9eY4dpklpK/2YKcUqEMO8JNkeOHEFkZCQCAgJw/vx5vR33q6++AgBkZ2cjLS0Na9euhbOzM7y8vBTX2B88eIAePXqgQ4cOWLhwIR49eoTk5GQ4OzsjJyfHrO7kenaiokwmM9mJ2C0lTnNXX1+PQ4cO4fvvv0daWhqqqqrg6OiI27dv622dLzJtDx8+xN///necO3cODx8+hKOjI15//XXOcWpES+nfTCJOo6RsJmT16tUCgBg/frxejws1T/OeOHGiUr0rV66I3/3ud8LW1la88MILYvz48eL27dt6jaUlMIVfEppoKXHS//Hw8BAAhIeHh7FDITJp2vZve/fuFf7+/qJnz54iLCxMXLx4UVEGQPTo0UMxyldXVycSExPFiy++KLy9vUVaWpqi7pdffin8/f2Fk5NTs8TZHMxiqYLGyEeb1M130pXQcEDP29sbe/bs0et7ExERNbdp06Zh06ZNiIqKwvz587Fu3TqsWLFCUX78+HHFCNHWrVuRn5+PS5cuoaKiAr169cLAgQPh5+eHmJgYhIaGtqhRQfO5LqSGPHn69RpPREREpF5RURFCQkJQVVWF06dP48UXX1RbNzMzE1OmTIGlpSUcHR3x5ptv4ssvvzRgtPpl9snT8ePHIYTAkCFDjB0KERFRiyGEwLFjx+Dq6oozZ840+nf0+vXr6NKli2Lby8sL169fN0SYzcLskyciIiLSTUREBB48eIC1a9eiX79+KlcQl3t2UWhNp7aYKiZPREREpDMLCwuMHj0ajo6OSk/xeJanpycKCwsV20VFRfD09DRQhPrH5ImIiIh0Ir/h6fr16ygtLYW3t7fKemPHjkV6ejrq6upw9+5dZGZmIiYmxpCh6pXZ321HREREulm5ciUWLFgAS0tLrF69Gk5OTirrTZgwAT/99BN8fX0BALNnz27RT9Jg8kREREQ6OXTokGI5gsZYWloiLS3NABEZBi/bERERkV65urqib9++2Ldv33PrZmZmYsSIEXB1dTVAZPrBkSciIiLSWmN3zJWWlmp8nJiYmBY3/4nJE5mcqqoqY4eglinHRkSkL6bc15lCbEyeyOS0pKFbIqLWiP1w4zjniYiIiEgLHHkikyCVSiGTyYwdhlakUqmxQyAi0hv2w5pj8kQmQSKRwNbW1thhEBGZLfbDmuNlOyIiIiItMHkiIgKwe/duBAUFKb08PDxgY2PTaJk6o0ePRk5OznPfVyKRIDAwUGk9nMuXLyM8PBy+vr545ZVXkJ+fryiLioqCo6Mj1qxZAyEE+vXrh2vXrjXt5IlIK0yeiIgAjBw5Enl5eYpXdnY2pFIp1qxZ02iZKqdOncL9+/fRp08fjd77+PHjGD58uGJ78uTJmDRpEi5duoTk5GQkJCQoyg4fPoyRI0cCeJp4zZw5EwsXLmzCmRORtpg8ERH9Sn19PcaPH49Bgwbh3Xff1bhMLj09HePHj1dsDx48GDNmzFBsV1RUwNnZGeXl5Q3a3r59G2fOnEFsbCwAYMyYMbh27ZrSE+mfNWLECOzbtw+VlZXaniYR6YjJExHRr3z66ae4e/cuVq1apVWZXHZ2NsLDwxXbWVlZOHDgAC5cuAAA2LRpE6Kjo9GhQ4cGbYuLi+Hu7g4rq6f380gkEnh6euL69esq36tNmzYICAjAsWPHtDpHItIdkyciomfs2rULGRkZ2LFjB6ytrTUue1ZJSQnc3NwU25aWloiPj8eWLVtQX1+PtLQ0JCYmqm0vkUiUtht7DAYAuLm5oaSkpNE6RKQ/XKqAiOg/Ll68iISEBHzzzTdwd3fXuOzXpFIpHj58CAcHB8W+2NhYhIWFITw8HK6urujdu7fKtp07d0ZJSQlqa2thZWUFIQSKi4vh6emp9v0ePXqEdu3aaXGmRNQUHHkiIgJQWVmJUaNGYeHChYiIiNC4TJXAwEAUFBQo7fPw8ICfnx+mTJmCDz74QG1bFxcXBAcHY+vWrQCAHTt2wMvLC15eXmrbXLhwAT179nxuXESkH0yeiIgApKWl4eLFi9iwYUODZQlWr16ttuzmzZsNjvXGG29g//79DfZPmDAB9fX1GDNmTKOxpKenIz09Hb6+vkhNTUVGRobauvKJ5AEBAdqdMBHpTCKedzGdiKgF69SpE27cuAEPDw+DzQuqrKxEnz59cPLkSaUVm7OzszFr1izk5uYq9kkkElRWVsLOzk7j48fFxSEkJASJiYmYM2cOunbtqrScARE1L448ERHpmb29PT777DONFq90dXVF3759lRbJbExUVBSOHDmiSMrc3d0RHx/fpHiJSDsceSKiVs0YI09E1Lpx5ImIiIhIC0yeiIiIiLTA5ImIiIhIC0yeiIiIiLTA5ImIiIhIC0yeiIiIiLTAZ9uRSRBCoLq62thhaEUqlTZ4gCsRUUvFflhzTJ7IJFRXV2u1wrIpkMlkSqtHExG1ZOyHNcfLdkRERERa4MgTmZyysjKTHdGpqqqCq6urscMgImpW7Icbx+SJTI6tra3JfmmJiMwB++HG8bIdERERkRaYPBERERFpgckTERERkRaYPBEREZFOsrOzIZFIlF52dnbo1asXVqxYgdraWmOH2Cw4YZyIiIiaJCYmBtHR0RBCoLS0FF988QWSkpJw4cIFrF+/3tjh6R2TJyIiImqSoKAgxMbGKranTp0Kf39/bNy4EYsWLYKzs7MRo9M/XrYjIiIivbK1tUVoaCiEELh69aqxw9E7Jk8aOnjwIIYOHQonJydIpVL06NEDS5YswePHj40dGhERkcmRJ01OTk5GjkT/mDxpYPny5RgyZAgOHDgAe3t7vPTSSygoKMDcuXMRGRmJhw8fGjtEIiIio6murkZ5eTnu3LmD8+fPY9q0aTh79ixefvlldO3a1djh6R2Tp+c4deoUZs+eDYlEgs2bN6OwsBBnz55FQUEBfHx8kJOTg48++sjYYRIRERlNSkoKnJ2d4eLigsDAQKxduxavv/46du/ebezQmgWTp+dISUmBEALx8fGIi4tT7Pf29kZGRgYAYN26dbh9+7aRIqRnyW+bTU1NVVvHzs4OkZGRhguKDO7x48f4+9//jilTpuDu3bsAnv4yrqmpMXJkZCj379/HqlWr8O677yI2NhbTp0/H999/DyGEsUNrlRISEnDo0CHs378fy5Ytg5OTE8rKytCuXTtFnZqaGgQEBGDx4sVKbePi4jBs2DBDh9w0wszcuXNHfPjhh+LFF18Ubdu2FZ06dRJJSUmiurpajB8/XgAQGzZsEEII8eDBA2FtbS0AiJycHJXH8/X1VWpDupHJZAKAACBkMpnOxzl8+LAAIJYsWaK2jq2trRgwYIBOx9dXnNQ86urqxNKlS4Wbm5vic3r21aFDB/HHP/5R1NbWGjtUaiYPHjwQkyZNEu3atVP5f8DPz09kZmYaO0yTpEv/pq7PzcnJERYWFuKtt95S2n/69Glha2sr8vLyhBBCfP3118LR0VHcuHGjWePUN7MaeTp37hwCAgKwfPlylJWVoVu3bnj8+DH+93//F7Gxsbh48SIAoGfPngCAs2fP4vHjx2jbti1CQkJUHjMiIgIAcOLECcOcBBGpVF9fj3feeQf//d//jdLSUpV1ysvL8cknnyAmJqbVLt5nzu7du4cBAwZg/fr1aueiFhQUICYmBsuXLzdwdOYlLCwMsbGx2L59u9Lfx169eiE5ORlvv/02SkpKMHnyZKSlpcHd3d2I0WrPbJKn8vJyREdHo6ysDMnJySgtLcWZM2dQVlaGlJQU7Ny5E3l5ebCwsEBAQAAA4NKlSwCALl26wMpK9ZJY3t7eSnWJyDj++Mc/4vPPP9eo7o4dO5CcnNzMEZEhCSEwZswYnD17VqP6s2bNws6dO5s5KvM2f/58WFpaYv78+Ur7586dC2trawQHByMyMhLjxo0zUoS6M5vkafr06SguLkZSUhKWLl0KOzs7Rdm8efPg5+eH2tpa+Pr6Kq7R3rt3DwDg4OCg9rjyMnldMg3yOz9Uvaj1efDggdYjCWlpabhz504zRUSGdvToURw+fFirNgsXLuQcqGbk4+ODcePG4dtvv8XRo0cV+62srBAREYHy8nLEx8cbMULdmUXylJ+fj8zMTLi4uCAlJaVBuUQiQe/evQH83yU7AHj06BEAwNraWu2x27ZtCwBKQ8QlJSWYPn06wsPDIZVKIZFIUFhY2KCtpvVIe/I7P1S9qqqqjB0e6dnWrVshk8m0avP48WNs2rSpmSIiQ1u3bp3Wbc6dO4ecnJxmiIbk5s2bBwsLC3zyySeKfceOHUNGRgYSExMxY8aMFrncj1kkT9u2bUN9fT1iY2MhlUpV1pEnQc8mTzY2NgDQ6EKY8rt3nr2j4MqVK8jMzET79u0xYMAAtW01rUfak9/5oeol/1yp9dizZ49O7f75z3/qORIyFv4fMI7IyEgIITBnzhyV5f7+/qirq1OMClZVVWHixIlYsmQJVq5cCRcXF7VtTZlZPNvuu+++AwBERUWprVNSUgJAOXnS5JKcqkt7/fv3R1lZGQBgy5YtyMrKUtlW03raCgkJUTth1lTV19fr9Xg+Pj549dVXVZZZWlrq5T26du0KCwuz+P1h8nRdKuTkyZPo1KmTnqMhQxNCaD3yKLdq1Sr89a9/1XNELZO++2FVkpKS4OXlhalTp0IikWDLli0ICgrCqFGjdFpCpin9sJubG3Jzc3VqaxbJU1FREQDAy8tLZXlNTQ1OnjwJQDl58vX1VbSvra1VOWlcvvy8vC4AjT/I5vrDW1paihs3bjTLsen/3Lp1y9ghUBPV1tbyu2LmqqurUV1dbewwzEJWVhYyMzNx7tw5SCQSAE9vukpNTUV8fDzOnTsHe3t7rY5prH7YLJIn+RwX+RymX9u6dSsqKirg5OQEDw8Pxf7g4GBYW1ujpqYGubm5CAsLa9D2xx9/BACEhoY2Q+S6cXNzM3YIWquvr29xyUjHjh058mQiKioqdBp5kEqljd4QQi3H7du38eTJE63bOTg4qJ3OYW6aux8eOnQo7t+/32D/tGnTMG3aNJ2O2ZR+uCl/K80ieXJzc0NlZSVyc3MbrNdUXFyseLxKYGCgUpm9vT0GDx6MvXv3YsOGDQ2Spx9++AGXLl2CtbU1XnvtteY9CS3oOgxpTFVVVUp3QLYEly9fhq2trbHDIDz9LJ4d/dXUsWPHEBQUpP+AyOC2bNmi9Z1bHTp0QHFxMedB/gf7Yc2Zxc9m+dyXxYsXK63HdOLECQwcOFCRCT97yU7u448/VjzX7tk1ZK5evYqEhAQAwOTJk+Hi4tKMZ0BEjenatSt+97vfadWmf//+TJxakZiYGK374cmTJzNxIp2YRfI0Z84cODg4oLi4GN27d0ePHj3g4+ODPn36wN/fX7FKuKrkKSwsDKmpqRBCIC4uDl5eXggODoafnx+uXLmC0NDQRp+jRkSGsWnTJsWitc/j4eGBbdu2NXNEZEjt2rXDN998o3EyNHDgQKXb54m0YRbJk6enJ44ePYrhw4fDxsYGRUVFcHZ2xsaNG7Fr1y4UFBQAUJ08AUBycjKysrIwePBgVFRUoKCgAL6+vli0aBGOHDnC6+Um5Hm3zQKATCZDdna24YIig3BxccHRo0efO/8wKCgIx44d4112rVCfPn3w/fffo2PHjo3Wi4mJwZ49expdw4+oMWYx5wkAunfvjr179zbYf/fuXdy6dQtWVlbo1q2b2vZDhgzBkCFDmjNEImqijh07IicnB0ePHkVaWhq+//57VFZWws7ODv369cO0adMwaNAgxZ0+1Pr06dMHhYWF2LlzJ9atW4ejR49CCAELCwtMmTIF77//vuIRXES6MpvkSZ3z588DAPz8/BQLZerDV199BeD/Jm/v378fzs7O8PLyUpq0rmk9ItKMRCJB//790b9/f2OHQkZibW2NcePGYdy4cejUqRNu3LiBjh07Ii0tzdihtSr79u3DrFmzYG1tjXbt2uHzzz9X3LghkUjQo0cPpKamYvjw4aivr8eMGTOwb98+SCQSJCUlYerUqQCAzMxMLFy4ELdv3245j9ASZm716tUCgBg/frxejwtA5WvixIk61WvtZDKZ4txlMpmxw1GrpcRJRE95eHgIAMLDw8PYoZg8bfs3Ly8v8f333wshhPj444/FH/7wB0UZAFFZWanY/vzzz8XAgQNFbW2t+Pe//y26dOkiLly4oCi/du2acHJyapY4mwNHnv4z8qRuvpOuhIYPm9S0HhERkSkpKipCSEgIqqqqcPr0aQwbNkxt3czMTEyZMgWWlpZwdHTEm2++iS+//BILFiwwXMB6ZBYTxhsjT55+vcYTERERqSeEwLFjx+Dq6oozZ840Oi/4+vXr6NKli2Lby8sL169fN0SYzcLsR56OHz9u7BCIiIhapIiICDx48ADffPMN+vXrh4sXL6J9+/Yq6z57o0ZLv+pi9iNPREREpDsLCwuMHj0ajo6OSgtRP8vT0xOFhYWK7aKiInh6ehooQv1j8kREREQ62bNnD4Cnl+VKS0vVLlQ7duxYpKeno66uDnfv3kVmZiZiYmIMGapemf1lOyIiItLNypUrsWDBAlhaWmL16tVwcnJSWW/ChAn46aefFEsZzJ49G/7+/oYMVa+YPBEREZFODh06pNHDhC0tLVvVOlu8bEdERER65erqir59+2Lfvn3PrZuZmYkRI0bA1dXVAJHpB0eeiIiISGuN3TFXWlqq8XFiYmJa3PwnjjwRERERaYEjT2RyqqqqjB2CWqYcGxGRvphyX2cKsTF5IpPTkq57ExG1RuyHG8fLdkRERERa4MgTmQSpVAqZTGbsMLQilUqNHQIRkd6wH9YckycyCRKJBLa2tsYOg4jIbLEf1hwv2xEREQHYvXs3goKClF4eHh6wsbFptEyd0aNHIycn57nvK5FIEBgYqLQm0uXLlxEeHg5fX1+88soryM/PV5RFRUXB0dERa9asgRAC/fr1w7Vr15p28qQVJk9EREQARo4ciby8PMUrOzsbUqkUa9asabRMlVOnTuH+/fvo06ePRu99/PhxDB8+XLE9efJkTJo0CZcuXUJycjISEhIUZYcPH8bIkSMBPE28Zs6ciYULFzbhzElbTJ6IiIh+pb6+HuPHj8egQYPw7rvvalwml56ejvHjxyu2Bw8ejBkzZii2Kyoq4OzsjPLy8gZtb9++jTNnziA2NhYAMGbMGFy7dg2FhYUq32vEiBHYt28fKisrtT1N0hGTJyIiol/59NNPcffuXaxatUqrMrns7GyEh4crtrOysnDgwAFcuHABALBp0yZER0ejQ4cODdoWFxfD3d0dVlZPpyVLJBJ4enri+vXrKt+rTZs2CAgIwLFjx7Q6R9IdkyciIqJn7Nq1CxkZGdixYwesra01LntWSUkJ3NzcFNuWlpaIj4/Hli1bUF9fj7S0NCQmJqptL5FIlLYbexQKALi5uaGkpKTROqQ/vNuOiIjoPy5evIiEhAR88803cHd317js16RSKR4+fAgHBwfFvtjYWISFhSE8PByurq7o3bu3yradO3dGSUkJamtrYWVlBSEEiouL4enpqfb9Hj16hHbt2mlxptQUHHkiIiICUFlZiVGjRmHhwoWIiIjQuEyVwMBAFBQUKO3z8PCAn58fpkyZgg8++EBtWxcXFwQHB2Pr1q0AgB07dsDLywteXl5q21y4cAE9e/Z8blykH0yeiIiIAKSlpeHixYvYsGFDg2UJVq9erbbs5s2bDY71xhtvYP/+/Q32T5gwAfX19RgzZkyjsaSnpyM9PR2+vr5ITU1FRkaG2rryieQBAQHanTDpTCKedyGViIioherUqRNu3LgBDw8Pg84JqqysRJ8+fXDy5EmlhSezs7Mxa9Ys5ObmKvZJJBJUVlbCzs5O4+PHxcUhJCQEiYmJmDNnDrp27aq0nAE1L448ERER6Zm9vT0+++wzjRavdHV1Rd++fZUWyWxMVFQUjhw5okjK3N3dER8f36R4STsceSIiolbLWCNP1Lpx5ImIiIhIC0yeiIiIiLTA5ImIiIhIC0yeiIiIiLTA5ImIiIhIC0yeiIiIiLTAZ9uRSRBCoLq62thhaEUqlTZ4eCcRUUvFflhzTJ7IJFRXV2u1uq4pkMlkSisHExG1ZOyHNcfLdkRERERa4MgTmZyysjKTHdGpqqqCq6urscMgImpW7Icbx+SJTI6tra3JfmmJiMwB++HG8bIdERERkRaYPBERERFpgckTERERkRaYPBERERFpgckTERER6SQ7OxsSiUTpZWdnh169emHFihWora01dojNgnfbERERUZPExMQgOjoaQgiUlpbiiy++QFJSEi5cuID169cbOzy9Y/JERERETRIUFITY2FjF9tSpU+Hv74+NGzdi0aJFcHZ2NmJ0+sfLdho6ePAghg4dCicnJ0ilUvTo0QNLlizB48ePjR0aERGRSbG1tUVoaCiEELh69aqxw9E7Jk8aWL58OYYMGYIDBw7A3t4eL730EgoKCjB37lxERkbi4cOHxg6RiIjIpMiTJicnJyNHon9Mnp7j1KlTmD17NiQSCTZv3ozCwkKcPXsWBQUF8PHxQU5ODj766CNjh0lERGQ01dXVKC8vx507d3D+/HlMmzYNZ8+excsvv4yuXbsaOzy9Y/L0HCkpKRBCID4+HnFxcYr93t7eyMjIAACsW7cOt2/fNlKE9Cz5nR+pqalq69jZ2SEyMtJwQZFRPHz4ECdPnsS3336LEydOoKqqytghkYGVl5ejpqYGAPD48WPU1dUZOaLWKyUlBc7OznBxcUFgYCDWrl2L119/Hbt37zZ2aM3C7JKn8vJyzJo1C97e3rCxsUHnzp3x4Ycf4uHDh4iNjYVEIsHGjRsBAJWVlTh48CAA4L333mtwrP79+8PX1xePHz9utf9BiFqawsJCJCcno1OnTggLC8PgwYPRp08feHh44A9/+AMuX75s7BCpmZ04cQKxsbHw8PBAeXk5AODOnTvw8fHB0qVLcffuXSNH2PokJCTg0KFD2L9/P5YtWwYnJyeUlZWhXbt2ijo1NTUICAjA4sWLldrGxcVh2LBhhg65aYQZ+fnnn4Wrq6sAIGxtbUVwcLBwcXERAMTo0aNFSEiIACBOnTolhBDiyJEjAoBo27atePLkicpjvvPOOwKASEhIMOSptDoymUwAEACETCbT+TiHDx8WAMSSJUvU1rG1tRUDBgzQ6fj6ipOax/79+4Wtra3iM1L1srGxETt27DB2qNQM6uvrxaJFixr9/AGIzp07i19++cXY4ZocXfo3dX1uTk6OsLCwEG+99ZbS/tOnTwtbW1uRl5cnhBDi66+/Fo6OjuLGjRvNGqe+mc3IU3l5OaKjo1FWVobk5GSUlpbizJkzKCsrQ0pKCnbu3Im8vDxYWFggICAAAHDp0iUAQJcuXWBlpXpVB29vb6W6RGQcR48exWuvvfbcy3OPHj3Cm2++iQMHDhgoMjKUFStWYN68ec+tV1xcjFdffRVFRUUGiMo8hYWFITY2Ftu3b8eJEycU+3v16oXk5GS8/fbbKCkpweTJk5GWlgZ3d3cjRqs9s0mepk+fjuLiYiQlJWHp0qWws7NTlM2bNw9+fn6ora2Fr6+vYpjx3r17AAAHBwe1x5WXyeuSaZBPXlT1otZHCIFJkyZpvHRIXV0d3nvvPc6BaUVu3ryJ5ORkjeuXlpZizpw5zRgRzZ8/H5aWlpg/f77S/rlz58La2hrBwcGIjIzEuHHjjBSh7swiecrPz0dmZiZcXFyQkpLSoFwikaB3794AgJ49eyr2P3r0CABgbW2t9tht27YFAKXlCkpKSjB9+nSEh4dDKpVCIpGgsLCwQduvvvoKY8aMQZcuXSCVSuHn54d58+ZBJpPpdJ70f+STF1W9OHG49Tl8+DAKCgq0alNcXIw9e/Y0U0RkaBs2bNA6Gd6xYwdKS0ubKSLy8fHBuHHj8O233+Lo0aOK/VZWVoiIiEB5eTni4+ONGKHuzCJ52rZtG+rr6xEbGwupVKqyjjwJejZ5srGxAYBGf83K7+R4dlLclStXkJmZifbt22PAgAFq2/75z3+GpaUlFi9ejP3792PKlClYu3YthgwZgvr6es1PkBqQT15U9ZJ/rtR6bNq0yaDtyPTo8lk+efIEW7dubYZoSG7evHmwsLDAJ598oth37NgxZGRkIDExETNmzGiRayWaxeNZvvvuOwBAVFSU2jolJSUAlJMnTS7Jqbq0179/f5SVlQEAtmzZgqysLJVt//nPfyotWT9gwAB06NABEyZMwI8//oj+/fs3el7qhISEtLhfU/pOFn18fPDqq6+qLLO0tNTLe3Tt2hUWFmbx+8Pk3blzR6d2+/fvR6dOnfQcDRmaEAI3b97Uqe2CBQvw2Wef6TegFkqXfjgyMhJCCLXl/v7+SiOCVVVVmDhxIpYsWYL3338fAwYMwJw5c7By5UqdYm5KP+zm5obc3Fyd2ppF8iSfFOjl5aWyvKamBidPngSgnDz5+voq2tfW1qqcNC5fQVVeF4DGH6SqZ/3ILx/euHFDo2OoUlpa2qT2pJlbt24ZOwRqoidPnvC7Yuaqqqp4Kd+AkpKS4OXlhalTp0IikWDLli0ICgrCqFGjdFp/z1j9sFkkT/IvhnwO069t3boVFRUVcHJygoeHh2J/cHAwrK2tUVNTg9zcXISFhTVo++OPPwIAQkND9RLrDz/8AADw8/PT+Rhubm56icWQ6uvrW1wy0rFjR448mYi7d+/qNPTftm1bdOjQoRkiIkO7deuWTiMnv/nNb2Bvb98MEbU8zd0PZ2VlITMzE+fOnYNEIgHw9I711NRUxMfH49y5c1p/Fk3ph5v0t9IoCyQYWNeuXQUAsW7dugZl169fF87OzgKAiIqKalD+u9/9TgAQ77zzToMy+TpQ1tbWoqysTOV7b968WQAQ165de26cJSUlwsXFRfz2t799/km1MlzniZpiz549z13bR9Vr+/btxg6d9OS///u/tf78LSwsRGFhobFDNxktpX8zhTjN4mezfO7L4sWLldZjOnHiBAYOHIj79+8DUL5kJ/fxxx8rnmv3+eefK/ZfvXoVCQkJAIDJkyfDxcWlSTHKZDK89tpraNOmDTZv3tykYxGZm6FDh6q9LK+Oi4sLRo8e3TwBkcFNnjxZMZqhqejoaHTp0qWZIqLWzCySpzlz5sDBwQHFxcXo3r07evToAR8fH/Tp0wf+/v6IiIgAoDp5CgsLQ2pqKoQQiIuLg5eXF4KDg+Hn54crV64gNDS00eeoaeLRo0d47bXXcO3aNRw8eLDFLRZGZGyWlpZYs2aNVsP3q1atanQZEmpZ/uu//kurdZvat2/f5L6bzJhRxruM4JdffhHDhw8XdnZ2wt7eXoSFhYmNGzeK+vp60bFjRwFAnDlzRm37rKwsMXjwYNG+fXthY2MjunXrJhYtWiQePXrU6Ps+77Ld48ePxYgRI4SdnZ04efJkU06xRTOFYVhNtJQ4zdW2bdtEmzZtGr1UY2lpKTZs2GDsUKkZ1NXViRkzZjz3cp2Tk5PIyckxdrgmp6X0b6YQp9kkT+r8+9//FgCElZXVcxMhXTSWPNXV1YmYmBhhY2Mjvv/+e72/d0tiCl8GTbSUOM3ZmTNnxMSJE0Xbtm0b/NH8/e9/b9Y/UszF7t27xW9/+9sGn7+Dg4P48MMPRVFRkbFDNEktpX8zhTjN4m67xpw/fx7A07vb5Atl6sNXX30FAIo1JPbv3w9nZ2d4eXkhJCQEAJCYmIjMzEzMmzcP7dq1U3r+T6dOnbj+DJEOgoODsWXLFixfvhw5OTl4++23ce/ePbi5uWHbtm3GDo8MYMSIERgxYgSuXLmCX375BY8ePYKjoyP69euntKAxkc6MkrKZkNWrVwsAYvz48Xo9LtQMF0+cOFFRp0uXLmrrffrpp3qNx9SZwi8JTbSUOOn/eHh4CADCw8PD2KEQmTRt+7e9e/cKf39/0bNnTxEWFiYuXryoKAMgevToIfbu3SuEeHqlJTExUbz44ovC29tbpKWlKep++eWXwt/fXzg5OTVLnM2BI0//GXlSNVm8KUQjK67KqXreHRERUUswbdo0bNq0CVFRUZg/fz7WrVuHFStWKMqPHz8OOzs7AE/XU8zPz8elS5dQUVGBXr16YeDAgfDz80NMTAxCQ0MVV2VaArO4264x8uQpMDDQyJEQERG1HEVFRQgJCUFVVRVOnz6NF198UW3dzMxMTJkyBZaWlnB0dMSbb76JL7/80oDR6pfZJ0/Hjx+HEAJDhgwxdihEREQthhACx44dg6urK86cOdPo39Hr168rranl5eWF69evGyLMZmH2yRMRERHpJiIiAg8ePMDatWvRr18/xaLTqjy7iKkmU1tMGZMnIiIi0pmFhQVGjx4NR0dHpad4PMvT01Npnm9RURE8PT0NFKH+MXkiIiIinezZswfA08typaWl8Pb2Vllv7NixSE9PR11dHe7evYvMzEzExMQYMlS9Mvu77YiIiEg3K1euxIIFC2BpaYnVq1fDyclJZb0JEybgp59+gq+vLwBg9uzZ8Pf3N2SoesXkiYiIiHRy6NAhxXIEjbG0tERaWpoBIjIMXrYjIiIivXJ1dUXfvn2xb9++59bNzMzEiBEj4OrqaoDI9IMjT0RERKS1xu6YKy0t1fg4MTExLW7+E5MnMjlVVVXGDkEtU46NiEhfTLmvM4XYmDyRyWlJQ7dERK0R++HGcc4TERERkRY48kQmQSqVQiaTGTsMrUilUmOHQESkN+yHNcfkiUyCRCKBra2tscMgIjJb7Ic1x8t2RERERFpg8kREBGD37t0ICgpSenl4eMDGxqbRMnVGjx6NnJyc576vRCJBYGCg0no4ly9fRnh4OHx9ffHKK68gPz9fURYVFQVHR0esWbMGQgj069cP165da9rJE5FWmDwREQEYOXIk8vLyFK/s7GxIpVKsWbOm0TJVTp06hfv376NPnz4avffx48cxfPhwxfbkyZMxadIkXLp0CcnJyUhISFCUHT58GCNHjgTwNPGaOXMmFi5c2IQzJyJtMXkiIvqV+vp6jB8/HoMGDcK7776rcZlceno6xo8fr9gePHgwZsyYodiuqKiAs7MzysvLG7S9ffs2zpw5g9jYWADAmDFjcO3aNaUn0j9rxIgR2LdvHyorK7U9TSLSEZMnIqJf+fTTT3H37l2sWrVKqzK57OxshIeHK7azsrJw4MABXLhwAQCwadMmREdHo0OHDg3aFhcXw93dHVZWT+/nkUgk8PT0xPXr11W+V5s2bRAQEIBjx45pdY5EpDsmT0REz9i1axcyMjKwY8cOWFtba1z2rJKSEri5uSm2LS0tER8fjy1btqC+vh5paWlITExU214ikShtN/YYDABwc3NDSUlJo3WISH+4VAER0X9cvHgRCQkJ+Oabb+Du7q5x2a9JpVI8fPgQDg4Oin2xsbEICwtDeHg4XF1d0bt3b5VtO3fujJKSEtTW1sLKygpCCBQXF8PT01Pt+z169Ajt2rXT4kyJqCk48kREBKCyshKjRo3CwoULERERoXGZKoGBgSgoKFDa5+HhAT8/P0yZMgUffPCB2rYuLi4IDg7G1q1bAQA7duyAl5cXvLy81La5cOECevbs+dy4iEg/mDwREQFIS0vDxYsXsWHDhgbLEqxevVpt2c2bNxsc64033sD+/fsb7J8wYQLq6+sxZsyYRmNJT09Heno6fH19kZqaioyMDLV15RPJAwICtDthItKZRDzvYjoRUQvWqVMn3LhxAx4eHgabF1RZWYk+ffrg5MmTSis2Z2dnY9asWcjNzVXsk0gkqKyshJ2dncbHj4uLQ0hICBITEzFnzhx07dpVaTkDImpeHHkiItIze3t7fPbZZxotXunq6oq+ffsqLZLZmKioKBw5ckSRlLm7uyM+Pr5J8RKRdjjyREStmjFGnoiodePIExEREZEWmDwRERERaYHJExEREZEWmDwRERERaYHJExEREZEWmDwRERERaYHPtiOTIIRAdXW1scPQilQqbfAAVyKilor9sOaYPJFJqK6u1mqFZVMgk8mUVo8mImrJ2A9rjpftiIiIiLTAkScyOWVlZSY7olNVVQVXV1djh0FE1KzYDzeOyROZHFtbW5P90hIRmQP2w43jZTsiIiIiLTB5IiIiItICkyciIiIiLTB5IiIiIp1kZ2dDIpEovezs7NCrVy+sWLECtbW1xg6xWXDCOBERETVJTEwMoqOjIYRAaWkpvvjiCyQlJeHChQtYv369scPTOyZPRERE1CRBQUGIjY1VbE+dOhX+/v7YuHEjFi1aBGdnZyNGp3+8bKehgwcPYujQoXBycoJUKkWPHj2wZMkSPH782NihERERmRRbW1uEhoZCCIGrV68aOxy9Y/KkgeXLl2PIkCE4cOAA7O3t8dJLL6GgoABz585FZGQkHj58aOwQiYiITIo8aXJycjJyJPrH5Ok5Tp06hdmzZ0MikWDz5s0oLCzE2bNnUVBQAB8fH+Tk5OCjjz4ydphERERGU11djfLycty5cwfnz5/HtGnTcPbsWbz88svo2rWrscPTOyZPz5GSkgIhBOLj4xEXF6fY7+3tjYyMDADAunXrcPv2bSNFSM+S3/mRmpqqto6dnR0iIyMNFxQRUSuXkpICZ2dnuLi4IDAwEGvXrsXrr7+O3bt3Gzu0ZmF2yVN5eTlmzZoFb29v2NjYoHPnzvjwww/x8OFDxMbGQiKRYOPGjQCAyspKHDx4EADw3nvvNThW//794evri8ePH7fa/yBELVF+fj4++OADdO/eHaWlpQCAe/fu4eeffzZyZGQIQgh8//33GDt2LF566SV4enoiODgYCxcuxM2bN40dXquUkJCAQ4cOYf/+/Vi2bBmcnJxQVlaGdu3aKerU1NQgICAAixcvVmobFxeHYcOGGTrkphFm5Oeffxaurq4CgLC1tRXBwcHCxcVFABCjR48WISEhAoA4deqUEEKII0eOCACibdu24smTJyqP+c477wgAIiEhwZCn0urIZDIBQAAQMplM5+McPnxYABBLlixRW8fW1lYMGDBAp+PrK05qHvfu3RPR0dGKz0jVa/DgweLOnTvGDpWayb/+9S/RrVs3tZ+/paWl+OCDD9T26eZMl/5NXZ+bk5MjLCwsxFtvvaW0//Tp08LW1lbk5eUJIYT4+uuvhaOjo7hx40azxqlvZjPyVF5ejujoaJSVlSE5ORmlpaU4c+YMysrKkJKSgp07dyIvLw8WFhYICAgAAFy6dAkA0KVLF1hZqV7VwdvbW6kuERlHRUUFIiMjsWfPnkbrHTp0CBERESgvLzdQZGQo58+fR9++fZGfn6+2Tl1dHVavXo1x48ahrq7OgNGZl7CwMMTGxmL79u04ceKEYn+vXr2QnJyMt99+GyUlJZg8eTLS0tLg7u5uxGi1ZzbJ0/Tp01FcXIykpCQsXboUdnZ2irJ58+bBz88PtbW18PX1VQwz3rt3DwDg4OCg9rjyMnldMg3yyYuqXtQ6TZkyRePLchcvXsTEiRObOSIypMePH2PEiBG4f/++RvV37NiBZcuWNW9QZm7+/PmwtLTE/PnzlfbPnTsX1tbWCA4ORmRkJMaNG2ekCHVnFslTfn4+MjMz4eLigpSUlAblEokEvXv3BgD07NlTsf/Ro0cAAGtra7XHbtu2LQAoLVdQUlKC6dOnIzw8HFKpFBKJBIWFhQ3aHj16FIMHD0bHjh3Rtm1bdOrUCTExMbhw4YJO50n/Rz55UdWrqqrK2OGRnhUXF+Pvf/+7Vm327duHgoKCZoqIDO3rr79GUVGRVm1Wr16NJ0+eNFNE5OPjg3HjxuHbb7/F0aNHFfutrKwUo7/x8fFGjFB3ZpE8bdu2DfX19YiNjYVUKlVZR54EPZs82djYAECjC2HW1NQAgNKkuCtXriAzMxPt27fHgAED1La9d+8eAgICsGrVKhw8eBBLly7Fv/71L/Tp0wclJSWanyA1IJ+8qOol/1yp9Vi/fj3q6+u1brdu3bpmiIaMYe3atVq3uXnzJnbt2tUM0ZDcvHnzYGFhgU8++USx79ixY8jIyEBiYiJmzJjRItdKNIvHs3z33XcAgKioKLV15MnKs8mTJpfkVF3a69+/P8rKygAAW7ZsQVZWlsq2I0eOxMiRI5X2hYSEwM/PDzt27MCMGTPUvm9jQkJCFHcYtRS6/OFrjI+PD1599VWVZZaWlnp5j65du8LCwix+f5g8XS/Hrlu3Djt27NBzNGRoQgid76KLj4/HH/7wB/0G1ELp0g9HRkZCCKG23N/fX2luWVVVFSZOnIglS5bg/fffx4ABAzBnzhysXLlSp5ib0g+7ubkhNzdXp7ZmkTzJh3K9vLxUltfU1ODkyZMAlJMnX19fRfva2lqVk8blK6jK6wJo0h/UDh06AIDaCeqaKC0txY0bN3RuT5q5deuWsUOgJnry5Am/K2ZOJpNBJpMZOwyzkZSUBC8vL0ydOhUSiQRbtmxBUFAQRo0apdP6e8bqh80ieZLPcZHPYfq1rVu3oqKiAk5OTvDw8FDsDw4OhrW1NWpqapCbm4uwsLAGbX/88UcAQGhoqM7x1dXVob6+HsXFxZg7dy7c3d0RExOj8/Hc3Nx0bmss9fX1LS4Z6dixI0eeTER5ebniEro22rRpAxcXl2aIiAzt5s2bjY6AqGNnZ4cXXnihGSJqeZq7H87KykJmZibOnTsHiUQC4Okd66mpqYiPj8e5c+dgb2+v1TGb0g836W+lURZIMLCuXbsKAGLdunUNyq5fvy6cnZ0FABEVFdWg/He/+50AIN55550GZfJ1oKytrUVZWZnK9968ebMAIK5du6Y2vr59+yrWrPDx8REFBQWan1wrwXWeqCmWLVvW6NpO6l6ffPKJsUMnPRk5cqRO/wcOHTpk7NBNRkvp30whTrP42Syf+7J48WKl9ZhOnDiBgQMHKm5tffaSndzHH3+seK7d559/rth/9epVJCQkAAAmT57cpF+vGRkZOHHiBLZv347f/OY3GDx4MK5fv67z8YjMTXx8vNY3AlhaWmLSpEnNFBEZ2tSpU7Vu89JLL2HQoEHNEA21dmaRPM2ZMwcODg4oLi5G9+7d0aNHD/j4+KBPnz7w9/dHREQEANXJU1hYGFJTUyGEQFxcHLy8vBAcHAw/Pz9cuXIFoaGhjT5HTRMvvfQSQkNDMW7cOHz33Xd48OAB/vSnPzXpmETmxMnJCVOmTNGqzcSJE5Uu01PLNnjwYMWSM5qaM2eO4vIRkTbMInny9PTE0aNHMXz4cNjY2KCoqAjOzs7YuHEjdu3apVjrRVXyBADJycnIysrC4MGDUVFRgYKCAvj6+mLRokU4cuSI2uUPdNG+fXv4+PjgypUrejumOZHf+TFnzhy1dWQyGbKzsw0XFBnEn/70J0RHR2tUNyoqCmlpac0cERmShYUFdu/erXjqw/P893//t9LD3om0YRYTxgGge/fu2Lt3b4P9d+/exa1bt2BlZYVu3bqpbT9kyBAMGTKkOUMEANy+fRsXL15s0gR0InPUpk0b7Ny5E3PnzsW6detULoZqY2ODd999F3/+858Va7tR6+Hu7o7jx49jypQp2LVrl8pb711dXTF//nydLvMRyZlN8qTO+fPnAQB+fn567Uy/+uorAFCsIbF//344OzvDy8sLISEhAIDY2Fj4+PggKCgI7du3x+XLl7FixQpYWVlh5syZeouFyFy0adMGy5Ytw8cff4y//vWv+P7771FZWQk7Ozv069cP8fHxjT5uiVo+FxcX7Ny5E0VFRdiwYQOWL1+OR48eoV27dti0aRNGjx7d6FMjiDRilGnqJmT16tUCgBg/frxejws1d3ZMnDhR6b1ffvll0b59e2FjYyO6du0qJk2aJAoLC/UaS0tgCndPaKKlxElET3l4eAgAwsPDw9ihmDxt+7e9e/cKf39/0bNnTxEWFiYuXryoKAMgevToIfbu3SuEEKKurk4kJiaKF198UXh7e4u0tDRF3S+//FL4+/sLJyenZomzOXDk6T8jT+rmO+lKaLDeSGJiIhITE/X6vkRERIYwbdo0bNq0CVFRUZg/fz7WrVuHFStWKMqPHz8OOzs7AE/XU8zPz8elS5dQUVGBXr16YeDAgfDz80NMTAxCQ0MVV2VaArOYMN4YefIUGBho5EiIiIhajqKiIoSEhKCqqgqnT5/Giy++qLZuZmYmpkyZAktLSzg6OuLNN9/El19+acBo9cvsk6fjx49DCGGQyeBERESthRACx44dg6urK86cOdPo39Hr16+jS5cuim0vL68WvZ6h2SdPREREpJuIiAg8ePAAa9euRb9+/RSLTqvy7JpamkxtMWVMnoiIiEhnFhYWGD16NBwdHZWe4vEsT09PFBYWKraLiorg6elpoAj1j8kTERER6WTPnj0Anl6WKy0tVbtI6dixY5Geno66ujrcvXsXmZmZiImJMWSoemX2d9sRERGRblauXIkFCxbA0tISq1evhpOTk8p6EyZMwE8//QRfX18AwOzZs+Hv72/IUPWKyRMRERHp5NChQ4rlCBpjaWnZqh6JxMt2REREpFeurq7o27cv9u3b99y6mZmZGDFiBFxdXQ0QmX5w5ImIiIi01tgdc6WlpRofJyYmpsXNf2LyRCZH1QNdTYUpx0ZEpC+m3NeZQmxMnsjktKShWyKi1oj9cOM454mIiIhICxx5IpMglUohk8mMHYZWpFKpsUMgItIb9sOaY/JEJkEikcDW1tbYYRARmS32w5rjZTsiIiIiLTB5IiIiArB7924EBQUpvTw8PGBjY9NomTqjR49GTk7Oc99XIpEgMDBQaU2ky5cvIzw8HL6+vnjllVeQn5+vKIuKioKjoyPWrFkDIQT69euHa9euNe3kSStMnoiIiACMHDkSeXl5ild2djakUinWrFnTaJkqp06dwv3799GnTx+N3vv48eMYPny4Ynvy5MmYNGkSLl26hOTkZCQkJCjKDh8+jJEjRwJ4mnjNnDkTCxcubMKZk7aYPBEREf1KfX09xo8fj0GDBuHdd9/VuEwuPT0d48ePV2wPHjwYM2bMUGxXVFTA2dkZ5eXlDdrevn0bZ86cQWxsLABgzJgxuHbtGgoLC1W+14gRI7Bv3z5UVlZqe5qkIyZPREREv/Lpp5/i7t27WLVqlVZlctnZ2QgPD1dsZ2Vl4cCBA7hw4QIAYNOmTYiOjkaHDh0atC0uLoa7uzusrJ7e0yWRSODp6Ynr16+rfK82bdogICAAx44d0+ocSXdMnoiIiJ6xa9cuZGRkYMeOHbC2tta47FklJSVwc3NTbFtaWiI+Ph5btmxBfX090tLSkJiYqLa9RCJR2m7sUSgA4ObmhpKSkkbrkP5wqQIiIqL/uHjxIhISEvDNN9/A3d1d47Jfk0qlePjwIRwcHBT7YmNjERYWhvDwcLi6uqJ3794q23bu3BklJSWora2FlZUVhBAoLi6Gp6en2vd79OgR2rVrp8WZUlNw5ImIiAhAZWUlRo0ahYULFyIiIkLjMlUCAwNRUFCgtM/DwwN+fn6YMmUKPvjgA7VtXVxcEBwcjK1btwIAduzYAS8vL3h5ealtc+HCBfTs2fO5cZF+MHkiIiICkJaWhosXL2LDhg0NliVYvXq12rKbN282ONYbb7yB/fv3N9g/YcIE1NfXY8yYMY3Gkp6ejvT0dPj6+iI1NRUZGRlq68onkgcEBGh3wqQziXjehVQiIqIWqlOnTrhx4wY8PDwMOieosrISffr0wcmTJ5VW7c7OzsasWbOQm5ur2CeRSFBZWQk7OzuNjx8XF4eQkBAkJiZizpw56Nq1q9JyBtS8OPJERESkZ/b29vjss880WrzS1dUVffv2VVokszFRUVE4cuSIIilzd3dHfHx8k+Il7XDkiYiIWi1jjTxR68aRJyIiIiItMHkiIiIi0gKTJyIiIiItMHkiIiIi0gKTJyIiIiItMHkiIiIi0gKfbUcmQQiB6upqY4ehFalU2uDhnURELRX7Yc0xeSKTUF1drdXquqZAJpMprRxMRNSSsR/WHC/bEREREWmBI09kcsrKykx2RKeqqgqurq7GDoOIqFmxH24ckycyOba2tib7pSUiMgfshxvHy3ZEREREWmDyRERERKQFJk9EREREWmDyRERERKQFJk9ERESkk+zsbEgkEqWXnZ0devXqhRUrVqC2ttbYITYL3m1HRERETRITE4Po6GgIIVBaWoovvvgCSUlJuHDhAtavX2/s8PSOyRMRERE1SVBQEGJjYxXbU6dOhb+/PzZu3IhFixbB2dnZiNHpHy/baejgwYMYOnQonJycIJVK0aNHDyxZsgSPHz82dmhEREQmxdbWFqGhoRBC4OrVq8YOR++YPGlg+fLlGDJkCA4cOAB7e3u89NJLKCgowNy5cxEZGYmHDx8aO0QiIiKTIk+anJycjByJ/jF5eo5Tp05h9uzZkEgk2Lx5MwoLC3H27FkUFBTAx8cHOTk5+Oijj4wdJhERkdFUV1ejvLwcd+7cwfnz5zFt2jScPXsWL7/8Mrp27Wrs8PSOydNzpKSkQAiB+Ph4xMXFKfZ7e3sjIyMDALBu3Trcvn3bSBHSs+R3fqSmpqqtY2dnh8jISMMFRUZx5swZ/PnPf8ann36KZcuW4eTJkxBCGDssMpC6ujrs27cPlZWVAACZTIZr164ZOarWKyUlBc7OznBxcUFgYCDWrl2L119/Hbt37zZ2aM3C7JKn8vJyzJo1C97e3rCxsUHnzp3x4Ycf4uHDh4iNjYVEIsHGjRsBAJWVlTh48CAA4L333mtwrP79+8PX1xePHz9utf9BiFqar7/+GmFhYejduzdmz56NP/7xj0hOTkZYWBhCQkKwfft2Y4dIzai2thZ//vOf4ePjg9/97nd48OABAKCiogLe3t4YMWIETp48aeQoW5+EhAQcOnQI+/fvx7Jly+Dk5ISysjK0a9dOUaempgYBAQFYvHixUtu4uDgMGzbM0CE3jTAjP//8s3B1dRUAhK2trQgODhYuLi4CgBg9erQICQkRAMSpU6eEEEIcOXJEABBt27YVT548UXnMd955RwAQCQkJhjyVVkcmkwkAAoCQyWQ6H+fw4cMCgFiyZInaOra2tmLAgAE6HV9fcVLz+OMf/6j4fBp7zZ49W9TX1xs7XNKzR48eiejo6Od+/tbW1uIf//iHscM1Obr0b+r63JycHGFhYSHeeustpf2nT58Wtra2Ii8vTwghxNdffy0cHR3FjRs3mjVOfTObkafy8nJER0ejrKwMycnJKC0txZkzZ1BWVoaUlBTs3LkTeXl5sLCwQEBAAADg0qVLAIAuXbrAykr1qg7e3t5KdYnIONavX49PPvlEo7rLli3D8uXLmzkiMrSEhATs2bPnufUeP36M3//+9zh69KgBojJPYWFhiI2Nxfbt23HixAnF/l69eiE5ORlvv/02SkpKMHnyZKSlpcHd3d2I0WrPbJKn6dOno7i4GElJSVi6dCns7OwUZfPmzYOfnx9qa2vh6+urGGa8d+8eAMDBwUHtceVl8rpkGuSTF1W9qPWpqanBxx9/rFWbP/7xj4r5MNTy/fzzz9i2bZvG9Z88eaL1/xnSzvz582FpaYn58+cr7Z87dy6sra0RHByMyMhIjBs3zkgR6s4skqf8/HxkZmbCxcUFKSkpDcolEgl69+4NAOjZs6di/6NHjwAA1tbWao/dtm1bAFBarqCkpATTp09HeHg4pFIpJBIJCgsLnxvnsGHDIJFIsGDBAk1Oixohn7yo6lVVVWXs8EjPvvrqK9y5c0erNpWVlVr9sSXTtm7dOq3b/PDDD/jll1+aIRoCAB8fH4wbNw7ffvut0iiflZUVIiIiUF5ejvj4eCNGqDuzSJ62bduG+vp6xMbGQiqVqqwjT4KeTZ5sbGwAoNGFMGtqagBAaVLclStXkJmZifbt22PAgAEaxfj3v/8deXl5GtWl55NPXlT1kn+u1Hr8/e9/16ldZmamniMhY9H1/4Cu7Ugz8+bNg4WFhdIl9WPHjiEjIwOJiYmYMWNGi1wr0Swez/Ldd98BAKKiotTWKSkpAaCcPGlySU7Vpb3+/fujrKwMALBlyxZkZWU1Gt+DBw/whz/8AX/+85+VlrfXVUhICEpLS5t8HEOqr6/X6/F8fHzw6quvqiyztLTUy3t07doVFhZm8fvD5Gk76iT3448/olOnTnqOhgxNCKHz1In//d//xaZNm/QcUcukSz8cGRnZ6BIg/v7+qKurU2xXVVVh4sSJWLJkCd5//30MGDAAc+bMwcqVK3WKuSn9sJubG3Jzc3VqaxbJU1FREQDAy8tLZXlNTY3i1tVnkydfX19F+9raWpWTxuUrqMrrAtD6g5w3bx58fX0xfvx4vSRPpaWluHHjRpOPQ427deuWsUOgJqqtreV3xcxVVVXxUr4BJSUlwcvLC1OnToVEIsGWLVsQFBSEUaNG6bT+nrH6YbNInuRfDPkcpl/bunUrKioq4OTkBA8PD8X+4OBgWFtbo6amBrm5uQgLC2vQ9scffwQAhIaG6hRbbm4uNmzYgNOnT+vUXhU3Nze9HctQ6uvrW1wy0rFjR448mYh79+6hurpa63bt2rWDo6NjM0REhlZWVoba2lqt273wwgtKNxCZs+buh7OyspCZmYlz585BIpEAeHrHempqKuLj43Hu3DnY29trdcym9MNN+VtpFsmTm5sbKisrkZubi5CQEKWy4uJixeNVAgMDlcrs7e0xePBg7N27Fxs2bGiQPP3www+4dOkSrK2t8dprr2kdV11dHaZMmYLExER0795d6/bq6DoMaUxVVVUtrgO7fPkybG1tjR0G4elq4vKbPrSxf/9+jeclkmlbuXIl/vCHP2jVxtbWFkVFRXjhhReaJ6gWprn74aFDh+L+/fsN9k+bNg3Tpk3T6ZjG6ofN4mezfO7L4sWLldZjOnHiBAYOHKj4MJ+9ZCf38ccfK55r9/nnnyv2X716FQkJCQCAyZMnw8XFReu41qxZg9LSUt5dR9REvXr1Ujky3Jju3bujf//+zRQRGdrEiRPV3hCkzoQJE5g4kU7MInmaM2cOHBwcUFxcjO7du6NHjx7w8fFBnz594O/vj4iICACqk6ewsDCkpqZCCIG4uDh4eXkhODgYfn5+uHLlCkJDQxt9jpo65eXlmD9/Pj755BPU1tbi/v37iiTu0aNHuH//vt4nURO1Zp9//rnGl+Ds7e2xbds2xaUDavnat2+PL774QuPPtHv37liyZEkzR0WtllHWNTeCX375RQwfPlzY2dkJe3t7ERYWJjZu3Cjq6+tFx44dBQBx5swZte2zsrLE4MGDRfv27YWNjY3o1q2bWLRokXj06FGj77t582YBQFy7dk1p/9mzZ5/7CIHLly/r49RbBFNYbl8TLSVOc3Xu3DnRuXPnRr9Xrq6u4qeffjJ2qNRM/v73v4u2bds2+n/glVdeEWVlZcYO1eS0lP7NFOKUCGHejxm/e/cunJycYGVlBZlMpljvSV+2bNmC+Ph4XLt2TeluP5lMpnJuUlRUFCZOnIi4uDiEhoYqrR/Vmj17rV0mk5nsXKKWEqc5q66uxvbt25GWloazZ88q9ltZWWH16tUYP3681pNSqWUpLS3Fxo0bkZ6erliGBgB++9vfYtq0aRg+fLjaR26Zs5bSv5lCnGZx2a4x58+fBwD4+fnpNXH66quv8NVXXykSpP379ytt29nZITIyssELeLqkQmRkpNkkTkT6JJVKkZCQgNOnT+P+/fuKO2pcXFwwZcoUJk5mwM3NDR9//DGKiopQXl6OkpISyGQyHDhwACNHjmTipCf79u1Dt27dEBQUhD59+ijNKZZIJAgMDMS+ffsAPL2T74MPPoC3tzd8fHywdu1aRd3MzEx069YNHTp0MPg56Mrs/wfJkydV852aYuzYsUrbU6dOBfB0UuOWLVv0+l5E1JBEIsELL7ygWBSV85vMj4WFBZycnIwdRqs1bdo0bNq0CVFRUZg/fz7WrVuHFStWKMqPHz+uGCHaunUr8vPzcenSJVRUVKBXr14YOHAg/Pz8EBMTg9DQ0AZ3w5syJk/NlDzpejXUzK+iEhFRC1FUVISQkBBUVVXh9OnTGDZsmNq6mZmZmDJlCiwtLeHo6Ig333wTX375ZYu925yX7f6TPP16jSciIiJSTwiBY8eOwdXVFWfOnMGQIUPU1r1+/Tq6dOmi2Pby8sL169cNEWazMPuRp+PHjxs7BCIiohYpIiICDx48wDfffIN+/frh4sWLaN++vcq6z146b+lXWcx+5ImIiIh0Z2FhgdGjR8PR0VFp0vizPD09UVhYqNguKiqCp6engSLUPyZPREREpJM9e/YAeHpZrrS0FN7e3irrjR07Funp6airq8Pdu3eRmZmJmJgYQ4aqV2Z/2Y6IiIh0s3LlSixYsACWlpZYvXq12rsbJ0yYgJ9++gm+vr4AgNmzZ8Pf39+QoeoVkyciIiLSyaFDhzR6mLClpSXS0tIMEJFh8LIdERER6ZWrqyv69u2rWCSzMZmZmRgxYgRcXV0NEJl+cOSJiIiItNbYHXOlpaUaHycmJqbFzX/iyBMRERGRFjjyRCanqqrK2CGoZcqxERHpiyn3daYQG5MnMjkt6bo3EVFrxH64cbxsR0RERKQFjjyRSZBKpZDJZMYOQytSqdTYIRAR6Q37Yc0xeSKTIJFIYGtra+wwiIjMFvthzfGyHRERgN27dyMoKEjp5eHhARsbm0bL1Bk9ejRycnKe+74SiQSBgYFK6+FcvnwZ4eHh8PX1xSuvvIL8/HxFWVRUFBwdHbFmzRoIIdCvXz9cu3ataSdPRFph8kREBGDkyJHIy8tTvLKzsyGVSrFmzZpGy1Q5deoU7t+/jz59+mj03sePH8fw4cMV25MnT8akSZNw6dIlJCcnIyEhQVF2+PBhjBw5EsDTxGvmzJlYuHBhE86ciLTF5ImI6Ffq6+sxfvx4DBo0CO+++67GZXLp6ekYP368Ynvw4MGYMWOGYruiogLOzs4oLy9v0Pb27ds4c+YMYmNjAQBjxozBtWvXlJ5I/6wRI0Zg3759qKys1PY0iUhHTJ6IiH7l008/xd27d7Fq1SqtyuSys7MRHh6u2M7KysKBAwdw4cIFAMCmTZsQHR2NDh06NGhbXFwMd3d3WFk9nZIqkUjg6emJ69evq3yvNm3aICAgAMeOHdPqHIlId0yeiIiesWvXLmRkZGDHjh2wtrbWuOxZJSUlcHNzU2xbWloiPj4eW7ZsQX19PdLS0pCYmKi2vUQiUdpu7DEYAODm5oaSkpJG6xCR/vBuOyKi/7h48SISEhLwzTffwN3dXeOyX5NKpXj48CEcHBwU+2JjYxEWUOtPDwAA2ktJREFUFobw8HC4urqid+/eKtt27twZJSUlqK2thZWVFYQQKC4uhqenp9r3e/ToEdq1a6fFmRJRU3DkiYgIQGVlJUaNGoWFCxciIiJC4zJVAgMDUVBQoLTPw8MDfn5+mDJlCj744AO1bV1cXBAcHIytW7cCAHbs2AEvLy94eXmpbXPhwgX07NnzuXERkX4weSIiApCWloaLFy9iw4YNDZYlWL16tdqymzdvNjjWG2+8gf379zfYP2HCBNTX12PMmDGNxpKeno709HT4+voiNTUVGRkZauvKJ5IHBARod8JEpDOJeN7FdCKiFqxTp064ceMGPDw8DDYvqLKyEn369MHJkyeVFh3Mzs7GrFmzkJubq9gnkUhQWVkJOzs7jY8fFxeHkJAQJCYmYs6cOejatavScgZE1Lw48kREpGf29vb47LPPNFq80tXVFX379lVaJLMxUVFROHLkiCIpc3d3R3x8fJPiJSLtcOSJiFo1Y4w8EVHrxpEnIiIiIi0weSIiIiLSApMnIiIiIi0weSIiIiLSApMnIiIiIi0weSIiIiLSAp9tRyZBCIHq6mpjh6EVqVTa4AGuREQtFfthzTF5IpNQXV2t1QrLpkAmkymtHk1E1JKxH9YcL9sRERERaYEjT2RyysrKTHZEp6qqCq6ursYOg4ioWbEfbhyTJzI5tra2JvulJSIyB+yHG8fLdkRERERaYPJEREREpAUmT0RERERaYPJEREREpAUmT0RERKST7OxsSCQSpZednR169eqFFStWoLa21tghNgvebUdERERNEhMTg+joaAghUFpaii+++AJJSUm4cOEC1q9fb+zw9I7JExERETVJUFAQYmNjFdtTp06Fv78/Nm7ciEWLFsHZ2dmI0ekfL9tp6ODBgxg6dCicnJwglUrRo0cPLFmyBI8fPzZ2aERERCbF1tYWoaGhEELg6tWrxg5H75g8aWD58uUYMmQIDhw4AHt7e7z00ksoKCjA3LlzERkZiYcPHxo7RCIiIpMiT5qcnJyMHIn+MXl6jlOnTmH27NmQSCTYvHkzCgsLcfbsWRQUFMDHxwc5OTn46KOPjB0mERGR0VRXV6O8vBx37tzB+fPnMW3aNJw9exYvv/wyunbtauzw9I7J03OkpKRACIH4+HjExcUp9nt7eyMjIwMAsG7dOty+fdtIEdKz5Hd+pKamqq1jZ2eHyMhIwwVFRiGEwN27dxV3+wghjBwRGVpdXR1u376NoqIiVFZWGjucVi0lJQXOzs5wcXFBYGAg1q5di9dffx27d+82dmjNwuySp/LycsyaNQve3t6wsbFB586d8eGHH+Lhw4eIjY2FRCLBxo0bAQCVlZU4ePAgAOC9995rcKz+/fvD19cXjx8/brX/QYhaGplMhvXr1yM4OBhOTk4oKysDANy+fRtpaWl48OCBkSOk5nbz5k0sXLgQnp6ecHV1hZeXF37zm9/g1Vdfxc6dO1vt7fPGlJCQgEOHDmH//v1YtmyZ4rvXrl07RZ2amhoEBARg8eLFSm3j4uIwbNgwQ4fcNMKM/Pzzz8LV1VUAELa2tiI4OFi4uLgIAGL06NEiJCREABCnTp0SQghx5MgRAUC0bdtWPHnyROUx33nnHQFAJCQkGPJUWh2ZTCYACABCJpPpfJzDhw8LAGLJkiVq69ja2ooBAwbodHx9xUnNIy8vT3h4eCg+I1UvZ2dncfLkSWOHSs1k+/btwtrautH/AyEhIeLWrVvGDtXk6NK/qetzc3JyhIWFhXjrrbeU9p8+fVrY2tqKvLw8IYQQX3/9tXB0dBQ3btxo1jj1zWxGnsrLyxEdHY2ysjIkJyejtLQUZ86cQVlZGVJSUrBz507k5eXBwsICAQEBAIBLly4BALp06QIrK9WrOnh7eyvVJSLjKCgoQFRUFG7cuNFovTt37mDQoEHIy8szTGBkMP/4xz/w1ltvPfcu6NzcXAwcOBD37t0zUGTmJywsDLGxsdi+fTtOnDih2N+rVy8kJyfj7bffRklJCSZPnoy0tDS4u7sbMVrtmU3yNH36dBQXFyMpKQlLly6FnZ2domzevHnw8/NDbW0tfH19FcOM8i+Wg4OD2uPKy/glNC3yyYuqXtQ6xcfHa/w9lMlkGD9+POdBtSL37t1Tmpf6PBcuXODNPs1s/vz5sLS0xPz585X2z507F9bW1ggODkZkZCTGjRtnpAh1ZxbJU35+PjIzM+Hi4oKUlJQG5RKJBL179wYA9OzZU7H/0aNHAABra2u1x27bti0AKC1XUFJSgunTpyM8PBxSqRQSiQSFhYUN2qpa1l4ikSAoKEiX06RnyCcvqnpVVVUZOzzSs9OnTyv9utVEfn4+fvjhh2aKiAzt888/R3V1tVZttm7dioqKimaKiHx8fDBu3Dh8++23OHr0qGK/lZUVIiIiUF5ejvj4eCNGqDuzSJ62bduG+vp6xMbGQiqVqqwjT4KeTZ5sbGwAoNEh4JqaGgBQmhR35coVZGZmon379hgwYMBz40tLS0NOTo7i9de//vX5J0WNkk9eVPWSf67Ueuj6+If09HQ9R0LGosv/gaqqKvztb39rhmhIbt68ebCwsMAnn3yi2Hfs2DFkZGQgMTERM2bMaJFrJZrF41m+++47AEBUVJTaOiUlJQCUkydNLsmpurTXv39/xR0+W7ZsQVZWVqPxdevWDWFhYY3W0UZISAhKS0v1djxDqK+v1+vxfHx88Oqrr6oss7S01Mt7dO3aFRYWZvH7w+TduXNHp3ZfffUVR59aASEEbt68qVPb2bNnY9GiRXqOqGXSpR+OjIxs9PK3v78/6urqFNtVVVWYOHEilixZgvfffx8DBgzAnDlzsHLlSp1ibko/7ObmhtzcXJ3amkXyVFRUBADw8vJSWV5TU4OTJ08CUE6efH19Fe1ra2tVThqXr6AqrwvA6H9QS0tLnztplpru1q1bxg6BmujJkyf8rpi5qqoqXso3oKSkJHh5eWHq1KmQSCTYsmULgoKCMGrUKJ3W3zNWP2wWyZP8iyGfw/Rr8uveTk5O8PDwUOwPDg6GtbU1ampqkJubq3J06McffwQAhIaG6hxfTEwMysvL0aFDB4wcORJLly6Fo6Ojzsdzc3PTua2x1NfXt7hkpGPHjkZPlOmpf//732q/342xtrZudQ8sNVc3b97U6QYAe3t7/OY3v2mGiFqe5u6Hs7KykJmZiXPnzkEikQB4esd6amoq4uPjce7cOdjb22t1zKb0w035W2kWyZObmxsqKyuRm5uLkJAQpbLi4mLFHReBgYFKZfb29hg8eDD27t2LDRs2NEiefvjhB1y6dAnW1tZ47bXXtI7rhRdewKxZszBgwADY2dkhJycHS5YswcmTJ/HTTz8p5mFpS9dhSGOqqqpSugOyJbh8+TJsbW2NHQYB+Nvf/obx48dr3W7VqlWYPHlyM0REhvb+++/jL3/5i9btcnJy0L1792aIqOVp7n546NChuH//foP906ZNw7Rp03Q6prH6YbP42Syf+7J48WKl9ZhOnDiBgQMHKj7MZy/ZyX388ceK59p9/vnniv1Xr15FQkICAGDy5MlwcXHROq7g4GAsW7YM0dHRiIyMxEcffYRt27bh/Pnz2L59u9bHIzJXY8aM0XoEyd7eXqeEi0zT+++/r3WbAQMGMHEinZhF8jRnzhw4ODiguLgY3bt3R48ePeDj44M+ffrA398fERERAFQnT2FhYUhNTYUQAnFxcfDy8kJwcDD8/Pxw5coVhIaGNvocNW1FR0fDzs4OP/30k96OSdTatW3btsEjH55nwYIFLW60k9QLDAzEhAkTNK5vbW2N//mf/2nGiKg1M4vkydPTE0ePHsXw4cNhY2ODoqIiODs7Y+PGjdi1axcKCgoAqE6eACA5ORlZWVkYPHgwKioqUFBQAF9fXyxatAhHjhxRu/yBroQQiuvBpB35nR9z5sxRW0cmkyE7O9twQZFBvPvuuxr/MZwzZw5mzpzZzBGRoW3YsAEjRox4bj1ra2ts375d8cOZSFtmMecJALp37469e/c22H/37l3cunULVlZW6Natm9r2Q4YMwZAhQ5ozRADA7t27UVVV1aQJ6ETmat68eQgICMCyZctw7NixBuWvvPIKPvzwQ7z55ptGiI6aW9u2bfH1119j1apVSEtLU9wNLWdhYYERI0Zg7ty5eOWVV4wUJbUGZpM8qXP+/HkAgJ+fn84TtFX56quvAPzf5O39+/fD2dkZXl5eiknrEyZMQNeuXREUFASpVIqcnBz86U9/Qq9evRATE6O3WIjMyWuvvYbXXnsNP//8Mw4fPowHDx7A3t4e/fr1a3DDCLU+lpaWmDlzJmbMmIFvv/0WY8eOxYMHD/DCCy/g3Llz8PT0NHaI1BoY5XHEJmT16tUCgBg/frxejws1T/OeOHGios7ixYtFQECAsLe3F23atBH/9V//JT788EPx4MEDvcbSEpjCU7I10VLiJKKnPDw8BADh4eFh7FBMnrb92969e4W/v7/o2bOnCAsLExcvXlSUARA9evQQe/fuFUIIUVdXJxITE8WLL74ovL29RVpamqLul19+Kfz9/YWTk1OzxNkcOPL0n5EndfOddCU0WG/ko48+4oMpiYioRZo2bRo2bdqEqKgozJ8/H+vWrcOKFSsU5cePH1fclLF161bk5+fj0qVLqKioQK9evTBw4ED4+fkhJiYGoaGhLWpk2CwmjDdGnjz9eo0nIiIiUq+oqAghISGoqqrC6dOn8eKLL6qtm5mZiSlTpsDS0hKOjo5488038eWXXxowWv0y++Tp+PHjEEIYZDI4ERFRayGEwLFjx+Dq6oozZ840+nf0+vXr6NKli2Lby8sL169fN0SYzcLskyciIiLSTUREBB48eIC1a9eiX79+KlcQl3t2CR5NpraYMiZPREREpDMLCwuMHj0ajo6OSk/xeJanpycKCwsV20VFRS36zkcmT0RERKSTPXv2AHh6Wa60tBTe3t4q640dOxbp6emoq6vD3bt3kZmZ2aKX5DH7u+2IiIhINytXrsSCBQtgaWmJ1atXw8nJSWW9CRMm4KeffoKvry8AYPbs2fD39zdkqHrF5ImIiIh0cujQIY2eEWlpaYm0tDQDRGQYvGxHREREeuXq6oq+ffti3759z62bmZmJESNGwNXV1QCR6QdHnoiIiEhrjd0xV1paqvFxYmJiWtz8JyZPZHKqqqqMHYJaphwbEZG+mHJfZwqxMXkik9OShm6JiFoj9sON45wnIiIiIi1w5IlMglQqhUwmM3YYWpFKpcYOgYhIb9gPa47JE5kEiUQCW1tbY4dBRGS22A9rjpftiIiIiLTA5ImIiAjA7t27ERQUpPTy8PCAjY1No2XqjB49Gjk5Oc99X4lEgsDAQKU1kS5fvozw8HD4+vrilVdeQX5+vqIsKioKjo6OWLNmDYQQ6NevH65du9a0kyetMHkiIiICMHLkSOTl5Sle2dnZkEqlWLNmTaNlqpw6dQr3799Hnz59NHrv48ePY/jw4YrtyZMnY9KkSbh06RKSk5ORkJCgKDt8+DBGjhwJ4GniNXPmTCxcuLAJZ07aYvJERET0K/X19Rg/fjwGDRqEd999V+MyufT0dIwfP16xPXjwYMyYMUOxXVFRAWdnZ5SXlzdoe/v2bZw5cwaxsbEAgDFjxuDatWsoLCxU+V4jRozAvn37UFlZqe1pko6YPBEREf3Kp59+irt372LVqlValcllZ2cjPDxcsZ2VlYUDBw7gwoULAIBNmzYhOjoaHTp0aNC2uLgY7u7usLJ6ek+XRCKBp6cnrl+/rvK92rRpg4CAABw7dkyrcyTdMXkiIiJ6xq5du5CRkYEdO3bA2tpa47JnlZSUwM3NTbFtaWmJ+Ph4bNmyBfX19UhLS0NiYqLa9hKJRGm7sUehAICbmxtKSkoarUP6w6UKiIiI/uPixYtISEjAN998A3d3d43Lfk0qleLhw4dwcHBQ7IuNjUVYWBjCw8Ph6uqK3r17q2zbuXNnlJSUoLa2FlZWVhBCoLi4GJ6enmrf79GjR2jXrp0WZ0pNwZEnIiIiAJWVlRg1ahQWLlyIiIgIjctUCQwMREFBgdI+Dw8P+Pn5YcqUKfjggw/UtnVxcUFwcDC2bt0KANixYwe8vLzg5eWlts2FCxfQs2fP58ZF+sHkiYiICEBaWhouXryIDRs2/H/27j0u6mrfH/9rABEH2AnIRVDkxEUwQFEKRBTQzDI0Lxm2xQSpNKUsUrdpVh6+Cv6qbabIJsVLW1POyTLzbinm3RRN24q3jdwUFE3lIijM+v3hnjlOzODMMMwMzOv5eMwf81lrfeb9EWfxZq31WZ9G2xIsWbJEbdnVq1cbnevll1/G9u3bGx0fP348ZDIZRo8e3WQsWVlZyMrKgp+fH9LT05Gdna22rnwheWBgoHYXTDqTiMdNpBIREbVSXbp0QWlpKTw8PAy6JqiyshJ9+/bF0aNHlXbtzs3NxfTp03H8+HHFMYlEgsrKStjZ2Wl8/oSEBISGhiI5ORmzZs2Cr6+v0nYG1LI48kRERKRn9vb2+OKLLzTavNLV1RX9+vVT2iSzKTExMdi3b58iKXN3d0diYmKz4iXtcOSJiIjaLGONPFHbxpEnIiIiIi0weSIiIiLSApMnIiIiIi0weSIiIiLSApMnIiIiIi0weSIiIiLSAp9tRyZBCIGamhpjh6EVqVTa6OGdREStFfthzTF5IpNQU1Oj1e66pqCqqkpp52AiotaM/bDmOG1HREREpAWOPJHJKS8vN9kRnerqari6uho7DCKiFsV+uGlMnsjk2NramuyXlojIHLAfbhqn7YiIiIi0wOSJiIiISAtMnoiIiIi0wOSJiIiIdJKbmwuJRKL0srOzQ+/evbFo0SLU19cbO8QWwQXjRERE1CxxcXGIjY2FEAJlZWX4+uuvkZKSgnPnzuGrr74ydnh6x+SJiIiImqVXr16Ij49XvJ8yZQoCAgKwYsUKzJ8/H87OzkaMTv84bUdERER6ZWtri7CwMAghcPnyZWOHo3dMnjS0a9cuPP/883BycoJUKkVQUBDS0tJw//59Y4dGRERkcuRJk5OTk5Ej0T8mTxr4/PPPMWTIEOzcuRP29vbo3r078vPzMXv2bERHR+PevXvGDpGIiMhoampqUFFRgRs3buDMmTOYOnUqTp48iaeffhq+vr7GDk/vmDw9xrFjxzBjxgxIJBKsWrUKV65cwcmTJ5Gfnw8fHx8cPnwYH3zwgbHDJCIiMprU1FQ4OzvDxcUFwcHBWLZsGUaMGIHNmzcbO7QWweTpMVJTUyGEQGJiIhISEhTHvb29kZ2dDQDIzMzE9evXjRQhPUp+22x6erraOnZ2doiOjjZcUGRwt2/fxuLFi/HSSy9h4MCBGD58OD777DPcvHnT2KGRgRQUFOCDDz5ARUUFAODmzZtYt24d6urqjBxZ25SUlITdu3dj+/bt+PTTT+Hk5ITy8nJ06NBBUaeurg6BgYFYsGCBUtuEhAS88MILhg65eYSZuXHjhnj//ffFk08+Kdq3by+6dOkiUlJSRE1NjRg3bpwAIJYvXy6EEOLu3bvC2tpaABCHDx9WeT4/Pz+lNqSbqqoqAUAAEFVVVTqfZ+/evQKASEtLU1vH1tZWREVF6XR+fcVJLeP+/fvivffeE1KpVPFzevTVvn178dZbb4l79+4ZO1RqIWVlZWL48OFCIpGo/D/g7OwsvvzySyGTyYwdqsnRpX9T1+cePnxYWFhYiFdffVXp+IkTJ4Stra04deqUEEKI77//Xjg6OorS0tIWjVPfzGrk6fTp0wgMDMTnn3+O8vJy9OjRA/fv38ff//53xMfH4/z58wCAnj17AgBOnjyJ+/fvo3379ggNDVV5zsjISADAkSNHDHMRRKTSgwcPMGLECCxatAg1NTUq69TV1SEzMxMvvPAC1yq2QaWlpejbty82b94MIYTKOjdu3MA777yDv/3tbwaOzryEh4cjPj4e69evV/r92Lt3b8ycOROvvfYaSkpKMGnSJGRkZMDd3d2I0WrPbJKniooKxMbGory8HDNnzkRZWRny8vJQXl6O1NRUfPfddzh16hQsLCwQGBgIALhw4QIAoFu3brCyUr0llre3t1JdIjKO6dOnY9u2bRrVzc3NxdSpU1s4IjIkmUyG4cOHo6CgQKP6n376KVatWtXCUZm3uXPnwtLSEnPnzlU6Pnv2bFhbWyMkJATR0dEYO3askSLUndkkT++88w6Ki4uRkpKChQsXws7OTlE2Z84c+Pv7o76+Hn5+foo52j/++AMA4ODgoPa88jJ5XTIN8js/VL2o7bl58yaysrK0avP111+jpKSkhSIiQ9u1axfy8vK0apOWlgaZTNZCEZGPjw/Gjh2Ln376Cfv371cct7KyQmRkJCoqKpCYmGjECHVnFsnT2bNnkZOTAxcXF6SmpjYql0gk6NOnD4D/m7IDgNraWgCAtbW12nO3b98eAJSmAEpKSvDOO+8gIiICUqkUEokEV65cUXuO77//HhEREbC1tcUTTzyBfv364V//+pdW10jK5Hd+qHpVV1cbOzzSs1WrVmm9ELihoQHLly9voYjI0JYtW6Z1m4sXL2LPnj0tEA3JzZkzBxYWFvjoo48Uxw4ePIjs7GwkJydj2rRprXIK3SySp3Xr1kEmkyE+Ph5SqVRlHXkS9GjyZGNjAwBNboQp77AfvaPg0qVLyMnJQceOHREVFdVkbF9++SVeeeUVREZGYvPmzVi/fj2effbZVvmfyZTI7/xQ9ZL/XKnt2L17t07tdu3apedIyFh++uknndrx/0DzREdHQwiBWbNmqSwPCAhAQ0MD9u7dCwCorq7GhAkTkJaWhsWLF8PFxUVtW1NmFs+2+/nnnwEAMTExauvIh+8fTZ40mZJTNbU3YMAAlJeXAwBWr16NHTt2qGx7+fJlzJgxA4sWLUJycrLi+NChQ5u8nscJDQ1FWVlZs85haPoeOvfx8cGzzz6rsszS0lIvn+Hr6wsLC7P4+8Pk6bpVyPHjx9GlSxc9R0OGJoTQ+Q/OjIwMfPPNN3qOqHUyxBRmSkoKvLy8MGXKFEgkEqxevRq9evXCyJEjddpCpjn9sJubG44fP65TW7NIngoLCwEAXl5eKsvr6upw9OhRAMrJk5+fn6J9fX29ykXj8u3n5XUBaPyDXLlyJdq1a4c33nhDo/qaKisrQ2lpqV7PSY1du3bN2CFQM9XX1/O7YuZqamrU3p1J+rVjxw7k5OTg9OnTkEgkAB7edJWeno7ExEScPn0a9vb2Wp3TWP2wWSRP8jUu8jVMf7Z27VrcuXMHTk5O8PDwUBwPCQmBtbU16urqcPz4cYSHhzdqe+DAAQBAWFiY1nEdOnQI3bt3x9q1a/H//t//Q3FxMXx9ffHRRx/h1Vdf1fp8cm5ubjq3NRaZTNbqkpHOnTtz5MlE3L17F5WVlVq3s7W1RceOHfUfEBncjRs3dHrWqKOjo9KyC3PW0v3w888/j9u3bzc6PnXqVJ3vfm1OP9yc35VmkTy5ubmhsrISx48fb7RfU3FxseLxKsHBwUpl9vb2GDx4MLZu3Yrly5c3Sp5++eUXXLhwAdbW1njppZe0juvatWsoLS3FBx98gIULF6Jr167Izs7GX//6Vzg7O6uddnocXYchjam6ulrpDsjW4OLFi7C1tTV2GISH0+5eXl5oaGjQqt2JEyfQvXv3FoqKDOl//ud/EBcXp1Ubd3d3FBYWqt2KxtywH9acWfzZLE9CFixYoLQf05EjRzBw4EBFJvzolJ3chx9+qHiu3Zo1axTHL1++jKSkJADApEmT4OLionVcDQ0NqKqqwldffYXExEQ8++yz+OabbxAUFKTyrkAiUq1Lly545ZVXtGoTGxvLxKkNGTFihNqlGepMmzaNiRPpxCySp1mzZsHBwQHFxcV46qmnEBQUBB8fH/Tt2xcBAQGKXcJVJU/h4eFIT0+HEAIJCQnw8vJCSEgI/P39cenSJYSFhTX5HLWmODk5AYDSCJNEIsHAgQPx+++/63ROInP1j3/8AyEhIRrVDQgIwOrVq1s2IDIoa2trbNmypcl9+R71yiuvYPr06S0cFbVVZpE8eXp6Yv/+/Rg6dChsbGxQWFgIZ2dnrFixAj/88APy8/MBqE6eAGDmzJnYsWMHBg8ejDt37iA/Px9+fn6YP38+9u3bp3b7g8d56qmnAKDRYwRkMpna9VnUtMfdNgsAVVVVyM3NNVxQZBB/+ctfsHfvXowYMaLJes8//zz279+v+OOF2o6nnnoKhw4dQlBQkNo6VlZWePfdd7Fu3TquWSSdSYS6BwCZiVu3bsHJyQlWVlaoqqpS7PekL6tXr0ZiYiIKCgoaDSlv3rwZL730EjZu3IhRo0YBeJg4BQcHo1OnTmb1C/7RufaqqiqTXUvUWuI0d/n5+fjHP/6BPXv24OzZs2hoaICtrS2OHDmiePwStV1CCPzyyy/IzMzE6dOnUVtbC0dHR4wYMQKvv/56q7ypxhBaS/9mCnGa/WTvmTNnAAD+/v56TZy+/fZbAP+3eHv79u1wdnaGl5eXYtH6sGHD0L9/f7z55pu4efOmYsH4uXPndN70j4gefp+/+OILAA/XQ5WWlqJjx45MnMyERCJBVFTUYzcppubZtm0bpk+fDmtra3To0AFr1qxRbNsjkUgQFBSE9PR0DB06FDKZDNOmTcO2bdsgkUiQkpKCKVOmAABycnIwb948XL9+vfU8QkuYuSVLlggAYty4cXo9LwCVrwkTJijV++OPP8Qbb7whnJychLW1tXjmmWfEjh079BpLa1BVVaX4N6qqqjJ2OGq1ljjp/3h4eAgAwsPDw9ihEJk0bfs3Ly8vsWfPHiGEEB9++KF49913FWUARGVlpeL9mjVrxMCBA0V9fb24efOm6Natmzh37pyivKCgQDg5ObVInC3B7Cd85SNP6tY76UoIofL150WqHTt2xFdffYWKigrFZp1DhgzRayxERET6VlhYiNDQUFRXV+PEiRN48skn1dbNycnB5MmTYWlpCUdHR7zyyivYsGGDAaPVLyZP/0me/rzHExEREaknhMDBgwfh6uqKvLy8Jv/wLyoqQrdu3RTvvby8UFRUZIgwW4TZr3k6dOiQsUMgIiJqlSIjI3H37l1s2rQJ/fv3x/nz59Xu2i9/JAvQ+C7z1sbsR56IiIhIdxYWFhg1ahQcHR2VNqJ+lKenJ65cuaJ4X1hYCE9PTwNFqH9MnoiIiEgnW7ZsAfBwWq6srAze3t4q640ZMwZZWVloaGjArVu3kJOTo/XjdEyJ2U/bERERkW4WL16MTz75BJaWlliyZInazWfHjx+PX3/9VbGVwYwZMxAQEGDIUPWKyRMRERHpZPfu3Ro9TNjS0hIZGRkGiMgwOG1HREREeuXq6op+/fph27Ztj62bk5ODYcOGwdXV1QCR6QdHnoiIiEhrTd0xV1ZWpvF54uLiWt36JyZPZHKqq6uNHYJaphwbEZG+mHJfZwqxMXkik9Oahm6JiNoi9sNN45onIiIiIi1w5IlMglQqRVVVlbHD0IpUKjV2CEREesN+WHNMnsgkSCQS2NraGjsMIiKzxX5Yc5y2IyIiItICkyciIgCbN29Gr169lF4eHh6wsbFpskydUaNG4fDhw4/9XIlEguDgYKX9cC5evIiIiAj4+fnhmWeewdmzZxVlMTExcHR0xNKlSyGEQP/+/VFQUNC8iycirTB5IiICMHz4cJw6dUrxys3NhVQqxdKlS5ssU+XYsWO4ffs2+vbtq9FnHzp0CEOHDlW8nzRpEt58801cuHABM2fORFJSkqJs7969GD58OICHidd7772HefPmNePKiUhbTJ6IiP5EJpNh3LhxGDRoEF5//XWNy+SysrIwbtw4xfvBgwdj2rRpivd37tyBs7MzKioqGrW9fv068vLyEB8fDwAYPXo0CgoKlJ5I/6hhw4Zh27ZtqKys1PYyiUhHTJ6IiP7k448/xq1bt/Dll19qVSaXm5uLiIgIxfsdO3Zg586dOHfuHABg5cqViI2NRadOnRq1LS4uhru7O6ysHt7PI5FI4OnpiaKiIpWf1a5dOwQGBuLgwYNaXSMR6Y7JExHRI3744QdkZ2dj48aNsLa21rjsUSUlJXBzc1O8t7S0RGJiIlavXg2ZTIaMjAwkJyerbS+RSJTeN/UYDABwc3NDSUlJk3WISH+4VQER0X+cP38eSUlJ2LRpE9zd3TUu+zOpVIp79+7BwcFBcSw+Ph7h4eGIiIiAq6sr+vTpo7Jt165dUVJSgvr6elhZWUEIgeLiYnh6eqr9vNraWnTo0EGLKyWi5uDIExERgMrKSowcORLz5s1DZGSkxmWqBAcHIz8/X+mYh4cH/P39MXnyZLz99ttq27q4uCAkJARr164FAGzcuBFeXl7w8vJS2+bcuXPo2bPnY+MiIv1g8kREBCAjIwPnz5/H8uXLG21LsGTJErVlV69ebXSul19+Gdu3b290fPz48ZDJZBg9enSTsWRlZSErKwt+fn5IT09Hdna22rryheSBgYHaXTAR6UwiHjeZTkTUinXp0gWlpaXw8PAw2LqgyspK9O3bF0ePHlXasTk3NxfTp0/H8ePHFcckEgkqKythZ2en8fkTEhIQGhqK5ORkzJo1C76+vkrbGRBRy+LIExGRntnb2+OLL77QaPNKV1dX9OvXT2mTzKbExMRg3759iqTM3d0diYmJzYqXiLTDkSciatOMMfJERG0bR56IiIiItMDkiYiIiEgLTJ6IiIiItMDkiYiIiEgLTJ6IiIiItMDkiYiIiEgLfLYdmQQhBGpqaowdhlakUmmjB7gSEbVW7Ic1x+SJTEJNTY1WOyybgqqqKqXdo4mIWjP2w5rjtB0RERGRFjjyRCanvLzcZEd0qqur4erqauwwiIhaFPvhpjF5IpNja2trsl9aIiJzwH64aZy2IyIiItICkyciIiIiLTB5IiIiItICkyciIiIiLTB5IiIiIp3k5uZCIpEovezs7NC7d28sWrQI9fX1xg6xRfBuOyIiImqWuLg4xMbGQgiBsrIyfP3110hJScG5c+fw1VdfGTs8vWPyRERERM3Sq1cvxMfHK95PmTIFAQEBWLFiBebPnw9nZ2cjRqd/nLbT0K5du/D888/DyckJUqkUQUFBSEtLw/37940dGhERkUmxtbVFWFgYhBC4fPmyscPROyZPGvj8888xZMgQ7Ny5E/b29ujevTvy8/Mxe/ZsREdH4969e8YOkYiIyKTIkyYnJycjR6J/TJ4e49ixY5gxYwYkEglWrVqFK1eu4OTJk8jPz4ePjw8OHz6MDz74wNhhEhERGU1NTQ0qKipw48YNnDlzBlOnTsXJkyfx9NNPw9fX19jh6R2Tp8dITU2FEAKJiYlISEhQHPf29kZ2djYAIDMzE9evXzdShPQo+Z0f6enpauvY2dkhOjracEGRUdy4cQObNm1CTU0NAKChocHIEZGhXbhwAd9++y3Wrl2Lbdu2obq62tghtVmpqalwdnaGi4sLgoODsWzZMowYMQKbN282dmgtwuySp4qKCkyfPh3e3t6wsbFB165d8f777+PevXuIj4+HRCLBihUrAACVlZXYtWsXAOCNN95odK4BAwbAz88P9+/fb7P/QYham7y8PMTHx6NLly4YOXIk/vjjDwBAWVkZ4uLicOTIESNHSC1JCIFNmzZh0KBB6N69O8aMGYPx48fjxRdfhIeHB959911cuXLF2GG2OUlJSdi9eze2b9+OTz/9FE5OTigvL0eHDh0Uderq6hAYGIgFCxYotU1ISMALL7xg6JCbR5iR3377Tbi6ugoAwtbWVoSEhAgXFxcBQIwaNUqEhoYKAOLYsWNCCCH27dsnAIj27duLBw8eqDznxIkTBQCRlJRkyEtpc6qqqgQAAUBUVVXpfJ69e/cKACItLU1tHVtbWxEVFaXT+fUVJ7WMf/7zn8LKykrxM1L1srCwEP/4xz+MHSq1gIaGBpGcnNzkzx+AcHR0FAcPHjR2uCZHl/5NXZ97+PBhYWFhIV599VWl4ydOnBC2trbi1KlTQgghvv/+e+Ho6ChKS0tbNE59M5uRp4qKCsTGxqK8vBwzZ85EWVkZ8vLyUF5ejtTUVHz33Xc4deoULCwsEBgYCODhkC8AdOvWDVZWqnd18Pb2VqpLRMbx448/YsKECY/dlE8mk2Hy5MlYv369gSIjQ5kzZw6WLl362Hq3bt3C0KFDcfbsWQNEZZ7Cw8MRHx+P9evXK4329u7dGzNnzsRrr72GkpISTJo0CRkZGXB3dzditNozm+TpnXfeQXFxMVJSUrBw4ULY2dkpyubMmQN/f3/U19fDz89PMcwoH+53cHBQe155mbwumQb54kVVL2p7Ghoa8Pbbb0Mmk2nc5t1330VdXV0LRkWG9O9//xsLFy7UuP6dO3cwa9asFoyI5s6dC0tLS8ydO1fp+OzZs2FtbY2QkBBER0dj7NixRopQd2aRPJ09exY5OTlwcXFBampqo3KJRII+ffoAAHr27Kk4XltbCwCwtrZWe+727dsDgNJ2BSUlJXjnnXcQEREBqVQKiUSico49Ojq60bb28tfkyZN1ulZ6SL54UdWLi0bbnu3bt6OwsFCrNtevX8d3333XQhGRoWVlZUEIoVWbLVu2cP1TC/Lx8cHYsWPx008/Yf/+/YrjVlZWiIyMREVFBRITE40Yoe7MInlat24dZDIZ4uPjIZVKVdaRJ0GPJk82NjYA0ORGmPK/XB9dFHfp0iXk5OSgY8eOiIqKUtt22bJlOHz4sNLrww8/BADExsZqeHWkinzxoqqX/OdKbcfXX39t0HZkenT5WQoh8M0337RANCQ3Z84cWFhY4KOPPlIcO3jwILKzs5GcnIxp06a1yr0SzeLxLD///DMAICYmRm2dkpISAMrJkyZTcqqm9gYMGIDy8nIAwOrVq7Fjxw6VbXv06NHomHwb++eff17tZz5OaGgoysrKdG5vDNpMt2jCx8cHzz77rMoyS0tLvXyGr68vLCzM4u8Pk3fjxg2d2v3000/o0qWLnqMhQxP/eZ6aLhYsWIBly5bpOaLWSZd+ODo6uskRv4CAAKVtQqqrqzFhwgSkpaXhrbfeQlRUFGbNmoXFixfrFHNz+mE3NzccP35cp7ZmkTzJh/O9vLxUltfV1eHo0aMAlJMnPz8/Rfv6+nqVi8blO6jK6wLQ+Qd548YN7NixA1OmTFG7QF0TZWVlKC0t1bk9aebatWvGDoGaqb6+nt8VM1ddXc2pfANKSUmBl5cXpkyZAolEgtWrV6NXr14YOXKkTvvvGasfNovkSf7FkK9h+rO1a9fizp07cHJygoeHh+J4SEgIrK2tUVdXh+PHjyM8PLxR2wMHDgAAwsLCmh3n+vXrUV9fj/HjxzfrPG5ubs2OxdBkMlmrS0Y6d+7MkScTcevWLZ2G/m1sbNrkoyPMUVlZmU4bof7lL3+Bvb19C0TU+rR0P7xjxw7k5OTg9OnTkEgkAB7esZ6eno7ExEScPn1a659Fc/rhZv2uNMoGCQbm6+srAIjMzMxGZUVFRcLZ2VkAEDExMY3KX3zxRQFATJw4sVGZfB8oa2trUV5ervKzV61aJQCIgoKCx8YZGhoqAgICHn9BbRD3eaLm2LNnz2P39lH1+uGHH4wdOunJvHnztP75t2vXTpSVlRk7dJPRWvo3U4jTLP5slq99WbBggdJ+TEeOHMHAgQNx+/ZtAMpTdnIffvih4rl2a9asURy/fPkykpKSAACTJk2Ci4tLs2LMz8/H8ePHmz3qRGSOoqOjERAQoFUbT09PvPjiiy0UERna66+/rvVyh5dffhmurq4tFBG1ZWaRPM2aNQsODg4oLi7GU089haCgIPj4+KBv374ICAhAZGQkANXJU3h4ONLT0yGEQEJCAry8vBASEgJ/f39cunQJYWFhTT5HTVP//Oc/IZFIMG7cuGafi8jcSCQSLF++XHHX7ONYWVlhxYoVert5gIzP3d0dn376qVb19dF3k5kyyniXEfz+++9i6NChws7OTtjb24vw8HCxYsUKIZPJROfOnQUAkZeXp7b9jh07xODBg0XHjh2FjY2N6NGjh5g/f76ora1t8nM1mbaTyWSiW7duKqcNzYUpDMNqorXEaa527twp7Ozsmpyq6dChg/j++++NHSq1kPT09MdO13Xr1k2cPXvW2KGanNbSv5lCnGaxYBwAnnrqKWzdurXR8Vu3buHatWuwsrJSuXWA3JAhQzBkyJAWie2XX35BYWEhPv744xY5P5G5eO655/D777/jH//4B1asWKG0o7yDgwMmTpyIt956S/FYJWp7/va3v2HgwIHIyMjAhg0blHaR9/b2xltvvYWJEyc2+eQIoseRCKHllqxtzL59+xAdHY3AwECcOXNGb+f99ttvAQC5ubnIyMjAsmXL4OzsDC8vL4SGhirVff311/HNN9+gvLzcbO/6qK6uVjwyp6qqCra2tkaOSLXWEic93ILk999/x927d2Fvb4+nnnpKaTNbavtu3boFf39/3LhxAy4uLrh27RrvkG1Ca+nfTCFOs/9fJE+YVK13ao4xY8ZgzJgxyMjIAABMmTIFY8aMafTQytraWnz77bcYMWKE2SZORC2hffv26NOnD2JiYhAaGsrEyQw5OjoqHq/Vrl07Jk56tm3bNvTo0QO9evVC3759lW7IkkgkCA4OxrZt2wA83Abh7bffhre3N3x8fJQ2Js3JyUGPHj3QqVMng1+Drsxm2k6dlkqeNB3Qs7GxUdztR0RE1FpMnToVK1euRExMDObOnYvMzEwsWrRIUX7o0CHFCNHatWtx9uxZXLhwAXfu3EHv3r0xcOBA+Pv7Iy4uDmFhYY1mZUyZ2afh8uQpODjYyJEQERG1HoWFhQgNDUV1dTVOnDiBJ598Um3dnJwcTJ48GZaWlnB0dMQrr7yCDRs2GDBa/TL75OnQoUMQQrTYYnAiIqK2SAiBgwcPwtXVFXl5eU3+Hi0qKkK3bt0U7728vFBUVGSIMFuE2SdPREREpJvIyEjcvXsXy5YtQ//+/ZtchiJ/JAug+dIWU8XkiYiIiHRmYWGBUaNGwdHRUWnR+KM8PT1x5coVxfvCwkJ4enoaKEL9Y/JEREREOtmyZQuAh9NyZWVlavdQGzNmDLKystDQ0IBbt24hJycHcXFxhgxVr8z+bjsiIiLSzeLFi/HJJ5/A0tISS5YsgZOTk8p648ePx6+//go/Pz8AwIwZM7R+HqUpYfJEREREOtm9e7diO4KmWFpaKvY9bAs4bUdERER65erqin79+ik2yWxKTk4Ohg0bBldXVwNEph8ceSIiIiKtNXXHXFlZmcbniYuLa3Xrn5g8kcmprq42dghqmXJsRET6Ysp9nSnExuSJTE5rGrolImqL2A83jWueiIiIiLTAkScyCVKpFFVVVcYOQytSqdTYIRAR6Q37Yc0xeSKTIJFIYGtra+wwiIjMFvthzXHajoiIiEgLTJ6IiIgAbN68Gb169VJ6eXh4wMbGpskydUaNGoXDhw8/9nMlEgmCg4OV9kS6ePEiIiIi4Ofnh2eeeQZnz55VlMXExMDR0RFLly6FEAL9+/dHQUFB8y6etMLkiYiICMDw4cNx6tQpxSs3NxdSqRRLly5tskyVY8eO4fbt2+jbt69Gn33o0CEMHTpU8X7SpEl48803ceHCBcycORNJSUmKsr1792L48OEAHiZe7733HubNm9eMKydtMXkiIiL6E5lMhnHjxmHQoEF4/fXXNS6Ty8rKwrhx4xTvBw8ejGnTpine37lzB87OzqioqGjU9vr168jLy0N8fDwAYPTo0SgoKMCVK1dUftawYcOwbds2VFZWanuZpCMmT0RERH/y8ccf49atW/jyyy+1KpPLzc1FRESE4v2OHTuwc+dOnDt3DgCwcuVKxMbGolOnTo3aFhcXw93dHVZWD+/pkkgk8PT0RFFRkcrPateuHQIDA3Hw4EGtrpF0x+SJiIjoET/88AOys7OxceNGWFtba1z2qJKSEri5uSneW1paIjExEatXr4ZMJkNGRgaSk5PVtpdIJErvm3oUCgC4ubmhpKSkyTqkP9yqgIiI6D/Onz+PpKQkbNq0Ce7u7hqX/ZlUKsW9e/fg4OCgOBYfH4/w8HBERETA1dUVffr0Udm2a9euKCkpQX19PaysrCCEQHFxMTw9PdV+Xm1tLTp06KDFlVJzcOSJiIgIQGVlJUaOHIl58+YhMjJS4zJVgoODkZ+fr3TMw8MD/v7+mDx5Mt5++221bV1cXBASEoK1a9cCADZu3AgvLy94eXmpbXPu3Dn07NnzsXGRfjB5IiIiApCRkYHz589j+fLljbYlWLJkidqyq1evNjrXyy+/jO3btzc6Pn78eMhkMowePbrJWLKyspCVlQU/Pz+kp6cjOztbbV35QvLAwEDtLph0JhGPm0glIiJqpbp06YLS0lJ4eHgYdE1QZWUl+vbti6NHjyrt2p2bm4vp06fj+PHjimMSiQSVlZWws7PT+PwJCQkIDQ1FcnIyZs2aBV9fX6XtDKhlceSJiIhIz+zt7fHFF19otHmlq6sr+vXrp7RJZlNiYmKwb98+RVLm7u6OxMTEZsVL2uHIExERtVnGGnmito0jT0RERERaYPJEREREpAUmT0RERERaYPJEREREpAUmT0RERERa4ONZyCQIIVBTU2PsMLQilUobPX+KiKi1Yj+sOSZPZBJqamq02iDOFFRVVSltfkdE1JqxH9Ycp+2IiIiItMCRJzI55eXlJjuiU11dDVdXV2OHQUTUotgPN43JE5kcW1tbk/3SEhGZA/bDTeO0HREREZEWmDwRERERaYHJExEREZEWmDwRERERaYHJExEREekkNzcXEolE6WVnZ4fevXtj0aJFqK+vN3aILYJ32xEREVGzxMXFITY2FkIIlJWV4euvv0ZKSgrOnTuHr776ytjh6R2TJyIiImqWXr16IT4+XvF+ypQpCAgIwIoVKzB//nw4OzsbMTr947Sdhnbt2oXnn38eTk5OkEqlCAoKQlpaGu7fv2/s0IiIiEyKra0twsLCIITA5cuXjR2O3jF50sDnn3+OIUOGYOfOnbC3t0f37t2Rn5+P2bNnIzo6Gvfu3TN2iERERCZFnjQ5OTkZORL9Y/L0GMeOHcOMGTMgkUiwatUqXLlyBSdPnkR+fj58fHxw+PBhfPDBB8YOk4iIyGhqampQUVGBGzdu4MyZM5g6dSpOnjyJp59+Gr6+vsYOT++YPD1GamoqhBBITExEQkKC4ri3tzeys7MBAJmZmbh+/bqRIqRHye/8SE9PV1vHzs4O0dHRhguKiKiNS01NhbOzM1xcXBAcHIxly5ZhxIgR2Lx5s7FDaxFmlzxVVFRg+vTp8Pb2ho2NDbp27Yr3338f9+7dQ3x8PCQSCVasWAEAqKysxK5duwAAb7zxRqNzDRgwAH5+frh//36b/Q9C1NoIIbBnzx68/PLLcHR0RLt27eDg4ICXXnoJO3fuhEwmM3aI1MLq6uqwbt06REZG4urVqwCAa9euYfLkyfjtt9+MHF3blJSUhN27d2P79u349NNP4eTkhPLycnTo0EFRp66uDoGBgViwYIFS24SEBLzwwguGDrl5hBn57bffhKurqwAgbG1tRUhIiHBxcREAxKhRo0RoaKgAII4dOyaEEGLfvn0CgGjfvr148OCBynNOnDhRABBJSUmGvJQ2p6qqSgAQAERVVZXO59m7d68AINLS0tTWsbW1FVFRUTqdX19xUssoLS1VfI/VvYKCgkRBQYGxQ6UWcuDAAUU/r+718ssvi+rqamOHanJ06d/U9bmHDx8WFhYW4tVXX1U6fuLECWFraytOnTolhBDi+++/F46OjqK0tLRF49Q3sxl5qqioQGxsLMrLyzFz5kyUlZUhLy8P5eXlSE1NxXfffYdTp07BwsICgYGBAIALFy4AALp16wYrK9W7Onh7eyvVJSLjKC8vR2RkJI4fP95kvTNnzqBfv34oKioyUGRkKAcOHMCzzz6L8vLyJut9++23iI2NRV1dnYEiMz/h4eGIj4/H+vXrceTIEcXx3r17Y+bMmXjttddQUlKCSZMmISMjA+7u7kaMVntmkzy98847KC4uRkpKChYuXAg7OztF2Zw5c+Dv74/6+nr4+fkphhn/+OMPAICDg4Pa88rL5HXJNMgXL6p6Uds0ceJEFBQUaFT36tWrGDduXAtHRIZUU1ODUaNGoba2VqP6e/fuxbx581o4KvM2d+5cWFpaYu7cuUrHZ8+eDWtra4SEhCA6Ohpjx441UoS6M4vk6ezZs8jJyYGLiwtSU1MblUskEvTp0wcA0LNnT8Vx+ZfQ2tpa7bnbt28PAErbFZSUlOCdd95BREQEpFIpJBIJrly5orL9/v37MWjQIHTq1AkdO3ZEeHg4vvvuO62vkZTJFy+qelVXVxs7PNKzCxcuYNu2bVq1OXDgAE6ePNlCEZGh5eTk4MaNG1q1+eqrrzROtkh7Pj4+GDt2LH766Sfs379fcdzKygqRkZGoqKhAYmKiESPUnVkkT+vWrYNMJkN8fDykUqnKOvIk6NHkycbGBgCa3AhTPuz76KK4S5cuIScnBx07dkRUVJTatr/99hsGDx4MS0tLrF69Gjk5OfDy8sLo0aOxZcsWzS+QGpEvXlT1kv9cqe3IysrSqd2yZcv0HAkZS2ZmptZtbt68if/5n/9pgWhIbs6cObCwsMBHH32kOHbw4EFkZ2cjOTkZ06ZNa5V7JZrF41l+/vlnAEBMTIzaOiUlJQCUkydNpuRUTe0NGDBAMee+evVq7NixQ2XbnJwcSCQS/PDDD4rka/DgwThy5AjWrVuH2NjYx16bKqGhoSgrK9OprbHo+w4oHx8fPPvssyrLLC0t9fIZvr6+sLAwi78/TJ62Iw5ya9aswfbt2/UcDRmaEEJxV522pkyZgtmzZ+s5otZJl344OjoaQgi15QEBAWhoaFC8r66uxoQJE5CWloa33noLUVFRmDVrFhYvXqxTzM3ph93c3B67RlIds0ieCgsLAQBeXl4qy+vq6nD06FEAysmTn5+fon19fb3KRePyHVTldQFo/IO8f/8+rK2tlUZCLCwsYG9v36xkoqysDKWlpTq3J81cu3bN2CFQMz148IDfFTNXXV3NqXwDSklJgZeXF6ZMmQKJRILVq1ejV69eGDlypE777xmrHzaL5En+xVA3t7127VrcuXMHTk5O8PDwUBwPCQmBtbU16urqcPz4cYSHhzdqe+DAAQBAWFiY1nElJCRg2bJlmDFjBmbMmIF27dph5cqVuHDhQrOmE9zc3HRuaywymazVJSOdO3fmyJOJqKio0OnOKWtr6zb3wFJzdfXq1SZHQNSxs7PDE0880QIRtT4t3Q/v2LEDOTk5OH36NCQSCYCHd6ynp6cjMTERp0+fhr29vVbnbE4/3KzflUbZIMHAfH19BQCRmZnZqKyoqEg4OzsLACImJqZR+YsvvigAiIkTJzYqk+8DZW1tLcrLy1V+9qpVqwQAtfvKHDlyRHTu3FmxZ4Wtra344YcftLvANoD7PFFzLFu2rMl9fdS9Fi5caOzQSU9effVVnf4PHDp0yNihm4zW0r+ZQpxm8WezfO3LggULlPZjOnLkCAYOHIjbt28DUJ6yk/vwww8Vz7Vbs2aN4vjly5eRlJQEAJg0aRJcXFy0juvixYsYM2YMnn76aWzbtg27du3CK6+8grFjx2LPnj1an4/IXMXHxyttP6KJ9u3bY+LEiS0UERnalClTtG7Tq1cvlTMKRI9jFsnTrFmz4ODggOLiYjz11FMICgqCj48P+vbti4CAAERGRgJQnTyFh4cjPT0dQggkJCTAy8sLISEh8Pf3x6VLlxAWFtbkc9SaMnv2bEilUnz33Xd44YUXMHjwYKxcuRLh4eF4//33m3XNRObE3t4e06dP16pNcnIyOnXq1EIRkaH169cPgwYN0qrNxx9/rJg+ItKGWSRPnp6e2L9/P4YOHQobGxsUFhbC2dkZK1aswA8//ID8/HwAqpMnAJg5cyZ27NiBwYMH486dO8jPz4efnx/mz5+Pffv2qd3+4HHOnDmD4ODgRnd/9enTB+fOndPpnOZOfufHrFmz1NapqqpCbm6u4YIig5g7d67Ge8aMGTMGCxcubOGIyJAkEgn+93//F71799ao/t///neMGDGiZYOiNsssFowDwFNPPYWtW7c2On7r1i1cu3YNVlZW6NGjh9r2Q4YMwZAhQ/Qak5ubG06dOtXoTr5ff/1VaeE6ET2ehYUFsrOzERgYiM8//1zlresuLi6YNm0aZs2axcX+bZCDgwP27duHv/3tb1izZo3Ku+h69OiB//7v/8bo0aONECG1FWaTPKlz5swZAIC/v79io0x9+PbbbwFAsYfE9u3b4ezsDC8vL4SGhgIApk6dildeeQUjRozApEmT0K5dO3zzzTfYt2+fznteEJkziUSClJQUvP3229i8eTP27NmDVatW4d69e4qp+6aeGECtn52dHTIyMrBgwQKsXbsWp0+fRm1tLRwdHTFixAgMGDCAU3XUfEZZpm5ClixZIgCIcePG6fW8UHNnx4QJE5Tq/fjjjyIyMlI4OjqKJ554Qjz99NNi3bp1eo2lNTCFuyc00VripP/j4eEhAAgPDw9jh0Jk0rTt37Zu3SoCAgJEz549RXh4uDh//ryiDIAICgoSW7duFUII0dDQIJKTk8WTTz4pvL29RUZGhqLuhg0bREBAgHBycmqROFsCR57+M/Kkbr2TroSG+43ExsbqvJM4ERGRsUydOhUrV65ETEwM5s6di8zMTCxatEhRfujQIcVdsGvXrsXZs2dx4cIF3LlzB71798bAgQPh7++PuLg4hIWFKWZlWgOzn/SXJ0/BwcFGjoSIiKj1KCwsRGhoKKqrq3HixAk8+eSTauvm5ORg8uTJsLS0hKOjI1555RVs2LDBgNHql9knT4cOHYIQQu+LwYmIiNoyIQQOHjwIV1dX5OXlNfl7tKioCN26dVO89/LyQlFRkSHCbBFmnzwRERGRbiIjI3H37l0sW7YM/fv3V2w6rcqjC/U1Xdpiqpg8ERERkc4sLCwwatQoODo6Kj3F41Genp64cuWK4n1hYSE8PT0NFKH+MXkiIiIinWzZsgXAw2m5srIyeHt7q6w3ZswYZGVloaGhAbdu3UJOTg7i4uIMGapemf3ddkRERKSbxYsX45NPPoGlpSWWLFkCJycnlfXGjx+PX3/9FX5+fgCAGTNmICAgwJCh6hWTJyIiItLJ7t27NXoot6WlJTIyMgwQkWFw2o6IiIj0ytXVFf369cO2bdseWzcnJwfDhg2Dq6urASLTD448ERERkdaaumOurKxM4/PExcW1uvVPTJ7I5Kh6mKepMOXYiIj0xZT7OlOIjckTmZzWNHRLRNQWsR9uGtc8EREREWmBI09kEqRSKaqqqowdhlakUqmxQyAi0hv2w5pj8kQmQSKRwNbW1thhEBGZLfbDmuO0HREREZEWmDwREQHYvHkzevXqpfTy8PCAjY1Nk2XqjBo1CocPH37s50okEgQHByvth3Px4kVERETAz88PzzzzDM6ePasoi4mJgaOjI5YuXQohBPr374+CgoLmXTwRaYXJExERgOHDh+PUqVOKV25uLqRSKZYuXdpkmSrHjh3D7du30bdvX40++9ChQxg6dKji/aRJk/Dmm2/iwoULmDlzJpKSkhRle/fuxfDhwwE8TLzee+89zJs3rxlXTkTaYvJERPQnMpkM48aNw6BBg/D6669rXCaXlZWFcePGKd4PHjwY06ZNU7y/c+cOnJ2dUVFR0ajt9evXkZeXh/j4eADA6NGjUVBQoPRE+kcNGzYM27ZtQ2VlpbaXSUQ6YvJERPQnH3/8MW7duoUvv/xSqzK53NxcREREKN7v2LEDO3fuxLlz5wAAK1euRGxsLDp16tSobXFxMdzd3WFl9fB+HolEAk9PTxQVFan8rHbt2iEwMBAHDx7U6hqJSHdMnoiIHvHDDz8gOzsbGzduhLW1tcZljyopKYGbm5vivaWlJRITE7F69WrIZDJkZGQgOTlZbXuJRKL0vqnHYACAm5sbSkpKmqxDRPrDrQqIiP7j/PnzSEpKwqZNm+Du7q5x2Z9JpVLcu3cPDg4OimPx8fEIDw9HREQEXF1d0adPH5Vtu3btipKSEtTX18PKygpCCBQXF8PT01Pt59XW1qJDhw5aXCkRNQdHnoiIAFRWVmLkyJGYN28eIiMjNS5TJTg4GPn5+UrHPDw84O/vj8mTJ+Ptt99W29bFxQUhISFYu3YtAGDjxo3w8vKCl5eX2jbnzp1Dz549HxsXEekHkyciIgAZGRk4f/48li9f3mhbgiVLlqgtu3r1aqNzvfzyy9i+fXuj4+PHj4dMJsPo0aObjCUrKwtZWVnw8/NDeno6srOz1daVLyQPDAzU7oKJSGcS8bjJdCKiVqxLly4oLS2Fh4eHwdYFVVZWom/fvjh69KjSjs25ubmYPn06jh8/rjgmkUhQWVkJOzs7jc+fkJCA0NBQJCcnY9asWfD19VXazoCIWhZHnoiI9Mze3h5ffPGFRptXurq6ol+/fkqbZDYlJiYG+/btUyRl7u7uSExMbFa8RKQdjjwRUZtmjJEnImrbOPJEREREpAUmT0RERERaYPJEREREpAUmT0RERERaYPJEREREpAUmT0RERERa4LPtyCQIIVBTU2PsMLQilUobPcCViKi1Yj+sOSZPZBJqamq02mHZFFRVVSntHk1E1JqxH9Ycp+2IiIiItMCRJzI55eXlJjuiU11dDVdXV2OHQUTUotgPN43JE5kcW1tbk/3SEhGZA/bDTeO0HREREZEWmDwRERERaYHJExEREZEWmDwRERGRTnJzcyGRSJRednZ26N27NxYtWoT6+npjh9giuGCciIiImiUuLg6xsbEQQqCsrAxff/01UlJScO7cOXz11VfGDk/vmDwRERFRs/Tq1Qvx8fGK91OmTEFAQABWrFiB+fPnw9nZ2YjR6R+n7YiIiEivbG1tERYWBiEELl++bOxw9I7Jk4Z27dqF559/Hk5OTpBKpQgKCkJaWhru379v7NCIiIhMjjxpcnJyMnIk+sfkSQOff/45hgwZgp07d8Le3h7du3dHfn4+Zs+ejejoaNy7d8/YIRIRERlNTU0NKioqcOPGDZw5cwZTp07FyZMn8fTTT8PX19fY4ekdk6fHOHbsGGbMmAGJRIJVq1bhypUrOHnyJPLz8+Hj44PDhw/jgw8+MHaYRERERpOamgpnZ2e4uLggODgYy5Ytw4gRI7B582Zjh9YimDw9RmpqKoQQSExMREJCguK4t7c3srOzAQCZmZm4fv26kSKkR8lvm01PT1dbx87ODtHR0YYLigyuoaEBW7duxfvvv48//vgDAHDv3r02e9s0NVZdXY3s7GxMmzYNkyZNwgcffICjR49CCGHs0NqkpKQk7N69G9u3b8enn34KJycnlJeXo0OHDoo6dXV1CAwMxIIFC5TaJiQk4IUXXjB0yM0jzMyNGzfE+++/L5588knRvn170aVLF5GSkiJqamrEuHHjBACxfPlyIYQQd+/eFdbW1gKAOHz4sMrz+fn5KbUh3VRVVQkAAoCoqqrS+Tx79+4VAERaWpraOra2tiIqKkqn8+srTmoZMplMZGRkiP/6r/9S/JwefXXp0kV8/vnnoqGhwdihUguprq4WKSkp4oknnlD5f6BPnz7ixx9/NHaYJkmX/k1dn3v48GFhYWEhXn31VaXjJ06cELa2tuLUqVNCCCG+//574ejoKEpLS1s0Tn0zq5Gn06dPIzAwEJ9//jnKy8vRo0cP3L9/H3//+98RHx+P8+fPAwB69uwJADh58iTu37+P9u3bIzQ0VOU5IyMjAQBHjhwxzEUQkUpCCEydOhVTp05FQUGByjolJSV4//33kZCQAJlMZuAIqaXdvXsXgwYNwt///nfcuXNHZZ0TJ05g+PDhyMzMNHB05iU8PBzx8fFYv3690u/H3r17Y+bMmXjttddQUlKCSZMmISMjA+7u7kaMVntmkzxVVFQgNjYW5eXlmDlzJsrKypCXl4fy8nKkpqbiu+++w6lTp2BhYYHAwEAAwIULFwAA3bp1g5WV6i2xvL29leoSkXEsXLhQ41+I//znP/Hhhx+2cERkSEIIjB07VqM/ZOWJ9tatWw0QmfmaO3cuLC0tMXfuXKXjs2fPhrW1NUJCQhAdHY2xY8caKULdmU3y9M4776C4uBgpKSlYuHAh7OzsFGVz5syBv78/6uvr4efnp5ijla+VcHBwUHteeZm8LpkG+Z0fql7U9lRXVyMtLU2rNosWLcKtW7daKCIytCNHjmD79u0a1xdC4JNPPmm5gAg+Pj4YO3YsfvrpJ+zfv19x3MrKCpGRkaioqEBiYqIRI9SdWSRPZ8+eRU5ODlxcXJCamtqoXCKRoE+fPgD+b8oOAGprawEA1tbWas/dvn17AFDarqCkpATvvPMOIiIiIJVKIZFIcOXKFZXt9+7di8jISHTo0AGOjo4YP348ysvLtb5GUia/80PVq7q62tjhkZ598803uHv3rlZtamtrsXr16pYJiAxu2bJlWrc5fvw4fv311xaIhuTmzJkDCwsLfPTRR4pjBw8eRHZ2NpKTkzFt2rRWud2PWSRP69atg0wmQ3x8PKRSqco68iTo0eTJxsYGAJrcCLOurg4AlO4ouHTpEnJyctCxY0dERUWpbbt//34899xzcHBwwMaNG/HFF18gNzcXgwYNUpyXdCO/80PVS/5zpbZj06ZNOrX7/vvv9RsIGc0PP/ygUzv+H2ie6OhoCCEwa9YsleUBAQFoaGjA3r17ATwcJZ4wYQLS0tKwePFiuLi4qG1ryszi2XY///wzACAmJkZtnZKSEgDKyZMmU3KqpvYGDBigGD1avXo1duzYobLtvHnz8F//9V/YtGkTLC0tAQDdu3dHeHg4srOzMWXKlMdemyqhoaEoKyvTqa2x6Hvxro+PD5599lmVZfJ/6+by9fWFhYVZ/P1h8nTdKuTIkSPo0qWLnqMhQxNCoLKyUqe2ixcvxtdff63niFonQ9xEkZKSAi8vL0yZMgUSiQSrV69Gr169MHLkSJ22kGlOP+zm5objx4/r1NYskqfCwkIAgJeXl8ryuro6HD16FIBy8uTn56doX19fr3LRuHz7eXldABr/II8ePYoJEyYo/TIPCwuDo6Mjvv/+e52Tp7KyMpSWlurUljR37do1Y4dAzVRfX8/vipmrqalBTU2NscMwCzt27EBOTg5Onz4NiUQC4OFNV+np6UhMTMTp06dhb2+v1TmN1Q+bRfIkX+MiX8P0Z2vXrsWdO3fg5OQEDw8PxfGQkBBYW1ujrq4Ox48fR3h4eKO2Bw4cAPAw6dGWhYWFYrrwUTY2Nvj999+1Pp+cm5ubzm2NRSaTtbpkpHPnzhx5MhG3b9/WaS2bVCpt8oYQaj2uX7+OBw8eaN2uY8eOsLW1bYGIWp+W7oeff/553L59u9Fx+RYjumhOP9yc35VmkTy5ubmhsrISx48fb7RfU3FxseLxKsHBwUpl9vb2GDx4MLZu3Yrly5c3Sp5++eUXXLhwAdbW1njppZe0jqt79+6NbqstLCzEtWvX0K5dO63PJ6frMKQxVVdXK90B2RpcvHiRna6JyM/PR0BAgNbt9u3bp3YPN2pdli9fjjfffFOrNg4ODigpKVG7FtbcsB/WnFn82Sxf+7JgwQKl/ZiOHDmCgQMHKjLhR6fs5D788EPFc+3WrFmjOH758mUkJSUBACZNmgQXFxet45o2bRoOHTqETz75BNevX0d+fj7i4+NhYWHBEQ0iLfj7+2Pw4MFatQkLC2Pi1Ib89a9/haOjo1ZtkpKSmDiRTsziN/SsWbPg4OCA4uJiPPXUUwgKCoKPjw/69u2LgIAAxS7hqpKn8PBwpKenQwiBhIQEeHl5ISQkBP7+/rh06RLCwsKafI5aU8aNG4c5c+YgPT0drq6uCAgIgJubG1544QV07ty5WddMZG5WrVqFrl27alTXxcUF33zzTQtHRIZka2uLb7/9tsmtZR7Vr18//Pd//3cLR0VtllEeCmMEv//+uxg6dKiws7MT9vb2Ijw8XKxYsULIZDLRuXNnAUDk5eWpbb9jxw4xePBg0bFjR2FjYyN69Ogh5s+fL2pra5v83FWrVgkAoqCgQG2dqqoqcfr0aXHt2jUhhBDdu3cX48eP1+k6WytTeFaRJlpLnOaqsLBQBAUFqXymmfzl5+cnLl68aOxQqYXs2bNHODo6Nvl/4MUXXxSVlZXGDtXktJb+zRTiNJvkSZ2bN28KAMLKyuqxiZAuNEmeHrVlyxYBQBw8eFDvsZgyU/gyaKK1xGnO6uvrxdatW8WLL74oOnToIAAIGxsbMXjwYLFp0ybx4MEDY4dILayqqkosX75c9OnTR/F9lUgkYsKECeLo0aNCJpMZO0ST1Fr6N1OI0ywWjDflzJkzAB6umVB155uuvv32WwD/t3h7+/btcHZ2hpeXl2KdxfHjx7Fr1y707t0bQgjs378fn332GWbOnImIiAi9xUJkTiwtLTF06FAMHToUANDQ0KC3vb2odbC1tcXrr7+O119/HR4eHrh69Src3d25o7yebdu2DdOnT4e1tTU6dOiANWvWKLbtkUgkCAoKQnp6OoYOHQqZTIZp06Zh27ZtkEgkSElJUWzHk5OTg3nz5uH69eut5xFaRknZTMiSJUsEADFu3Di9nhdqhosnTJigqHP69GkREREh/vKXvwgbGxvRu3dvsXLlSr3G0VqYwl8SmmgtcRLRQx4eHgKA8PDwMHYoJk/b/s3Ly0vs2bNHCCHEhx9+KN59911FGQClqdE1a9aIgQMHivr6enHz5k3RrVs3ce7cOUV5QUGBcHJyapE4WwJHnv4z8qRqsXhzCCEeWycoKAgHDx7U6+cSEREZQmFhIUJDQ1FdXY0TJ07ghRdeUFs3JycHkydPhqWlJRwdHfHKK69gw4YNrfbhzGZxt11T5MnTn/d4IiIiIvWEEDh48CBcXV2Rl5eHIUOGqK1bVFSEbt26Kd57eXmhqKjIEGG2CLMfeTp06JCxQyAiImqVIiMjcffuXWzatAn9+/fH+fPn0bFjR5V15Y9kATSbnTFlZj/yRERERLqzsLDAqFGj4OjoqLQR9aM8PT1x5coVxfvCwkJ4enoaKEL9Y/JEREREOtmyZQuAh9NyZWVl8Pb2VllvzJgxyMrKQkNDA27duoWcnBzExcUZMlS9MvtpOyIiItLN4sWL8cknn8DS0hJLliyBk5OTynrjx4/Hr7/+qtjKYMaMGTo9j9JUMHkiIiIinezevVujhwlbWloiIyPDABEZBqftiIiISK9cXV3Rr18/bNu27bF1c3JyMGzYMLi6uhogMv3gyBMRERFprak75srKyjQ+T1xcXKtb/8SRJyIiIiItcOSJTE51dbWxQ1DLlGMjItIXU+7rTCE2Jk9kclrTvDcRUVvEfrhpnLYjIiIi0gJHnsgkSKVSVFVVGTsMrUilUmOHQESkN+yHNcfkiUyCRCKBra2tscMgIjJb7Ic1x2k7IiIiAJs3b0avXr2UXh4eHrCxsWmyTJ1Ro0bh8OHDj/1ciUSC4OBgpT2RLl68iIiICPj5+eGZZ57B2bNnFWUxMTFwdHTE0qVLIYRA//79UVBQ0LyLJ60weSIiIgIwfPhwnDp1SvHKzc2FVCrF0qVLmyxT5dixY7h9+zb69u2r0WcfOnQIQ4cOVbyfNGkS3nzzTVy4cAEzZ85EUlKSomzv3r0YPnw4gIeJ13vvvYd58+Y148pJW0yeiIiI/kQmk2HcuHEYNGgQXn/9dY3L5LKysjBu3DjF+8GDB2PatGmK93fu3IGzszMqKioatb1+/Try8vIQHx8PABg9ejQKCgpw5coVlZ81bNgwbNu2DZWVldpeJumIyRMREdGffPzxx7h16xa+/PJLrcrkcnNzERERoXi/Y8cO7Ny5E+fOnQMArFy5ErGxsejUqVOjtsXFxXB3d4eV1cNlyRKJBJ6enigqKlL5We3atUNgYCAOHjyo1TWS7pg8ERERPeKHH35AdnY2Nm7cCGtra43LHlVSUgI3NzfFe0tLSyQmJmL16tWQyWTIyMhAcnKy2vYSiUTpfVOPQgEANzc3lJSUNFmH9Id32xEREf3H+fPnkZSUhE2bNsHd3V3jsj+TSqW4d+8eHBwcFMfi4+MRHh6OiIgIuLq6ok+fPirbdu3aFSUlJaivr4eVlRWEECguLoanp6faz6utrUWHDh20uFJqDo48ERERAaisrMTIkSMxb948REZGalymSnBwMPLz85WOeXh4wN/fH5MnT8bbb7+ttq2LiwtCQkKwdu1aAMDGjRvh5eUFLy8vtW3OnTuHnj17PjYu0g8mT0RERAAyMjJw/vx5LF++vNG2BEuWLFFbdvXq1Ubnevnll7F9+/ZGx8ePHw+ZTIbRo0c3GUtWVhaysrLg5+eH9PR0ZGdnq60rX0geGBio3QWTziTicROpRERErVSXLl1QWloKDw8Pg64JqqysRN++fXH06FGljSdzc3Mxffp0HD9+XHFMIpGgsrISdnZ2Gp8/ISEBoaGhSE5OxqxZs+Dr66u0nQG1LI48ERER6Zm9vT2++OILjTavdHV1Rb9+/ZQ2yWxKTEwM9u3bp0jK3N3dkZiY2Kx4STsceSIiojbLWCNP1LZx5ImIiIhIC0yeiIiIiLTA5ImIiIhIC0yeiIiIiLTA5ImIiIhIC0yeiIiIiLTAZ9uRSRBCoKamxthhaEUqlTZ6eCcRUWvFflhzTJ7IJNTU1Gi1u64pqKqqUto5mIioNWM/rDlO2xERERFpgSNPZHLKy8tNdkSnuroarq6uxg6DiKhFsR9uGpMnMjm2trYm+6UlIjIH7Iebxmk7IiIiIi0weSIiIiLSApMnIiIiIi0weSIiIiLSApMnIiIi0klubi4kEonSy87ODr1798aiRYtQX19v7BBbBO+2IyIiomaJi4tDbGwshBAoKyvD119/jZSUFJw7dw5fffWVscPTOyZPRERE1Cy9evVCfHy84v2UKVMQEBCAFStWYP78+XB2djZidPrHaTsN7dq1C88//zycnJwglUoRFBSEtLQ03L9/39ihERERmRRbW1uEhYVBCIHLly8bOxy9Y/Kkgc8//xxDhgzBzp07YW9vj+7duyM/Px+zZ89GdHQ07t27Z+wQiYiITIo8aXJycjJyJPrH5Okxjh07hhkzZkAikWDVqlW4cuUKTp48ifz8fPj4+ODw4cP44IMPjB0mERGR0dTU1KCiogI3btzAmTNnMHXqVJw8eRJPP/00fH19jR2e3jF5eozU1FQIIZCYmIiEhATFcW9vb2RnZwMAMjMzcf36dSNFSI+S3/mRnp6uto6dnR2io6MNFxQZxYMHD/Cvf/0LR44cwe+//84pdjNUWVmJBw8eAADq6+shhDByRG1XamoqnJ2d4eLiguDgYCxbtgwjRozA5s2bjR1aizC75KmiogLTp0+Ht7c3bGxs0LVrV7z//vu4d+8e4uPjIZFIsGLFCgAPv3i7du0CALzxxhuNzjVgwAD4+fnh/v37bfY/CFFrc/XqVcybNw9eXl4IDAxE3759ERQUhK5du2LOnDkoKioydojUwk6fPo3Jkyejc+fOij9sy8vLERgYiIyMDFRWVho5wrYnKSkJu3fvxvbt2/Hpp5/CyckJ5eXl6NChg6JOXV0dAgMDsWDBAqW2CQkJeOGFFwwdcvMIM/Lbb78JV1dXAUDY2tqKkJAQ4eLiIgCIUaNGidDQUAFAHDt2TAghxL59+wQA0b59e/HgwQOV55w4caIAIJKSkgx5KW1OVVWVACAAiKqqKp3Ps3fvXgFApKWlqa1ja2sroqKidDq/vuKklrF3717xxBNPKH5Gql62trZi27Ztxg6VWsgXX3whJBJJk/8HfHx8xMWLF40dqsnRpX9T1+cePnxYWFhYiFdffVXp+IkTJ4Stra04deqUEEKI77//Xjg6OorS0tIWjVPfzGbkqaKiArGxsSgvL8fMmTNRVlaGvLw8lJeXIzU1Fd999x1OnToFCwsLBAYGAgAuXLgAAOjWrRusrFTv6uDt7a1Ul4iM49ixYxg6dCju3LnTZL3q6mqMGDEC+/btM1BkZCiZmZl49913Hzs9d+nSJQwcOBBXr141UGTmJzw8HPHx8Vi/fj2OHDmiON67d2/MnDkTr732GkpKSjBp0iRkZGTA3d3diNFqz2ySp3feeQfFxcVISUnBwoULYWdnpyibM2cO/P39UV9fDz8/P8Uw4x9//AEAcHBwUHteeZm8LpkG+eJFVS9qe4QQSEpK0vjO1/v37yMxMRENDQ0tHBkZSnl5OaZNm6Zx/eLiYvztb39rwYho7ty5sLS0xNy5c5WOz549G9bW1ggJCUF0dDTGjh1rpAh1ZxbJ09mzZ5GTkwMXFxekpqY2KpdIJOjTpw8AoGfPnorjtbW1AABra2u1527fvj0AKHXa3377LUaPHo1u3bpBKpXC398fc+bMQVVVVaP2BQUFGD58OOzt7eHg4IDXXnsNN2/e1O1CSUG+eFHVq7q62tjhkZ4dOHAAv//+u1ZtCgoKsHPnzhaKiAwtOztbsThcU//zP/+DGzdutFBE5OPjg7Fjx+Knn37C/v37FcetrKwQGRmJiooKJCYmGjFC3ZlF8rRu3TrIZDLEx8dDKpWqrCNPgh5NnmxsbACgybt06urqAEBpUdxnn30GS0tLLFiwANu3b8fkyZOxbNkyDBkyBDKZTFGvsrISMTExKCkpwfr16/HVV19h//79iI2NVapH2pMvXlT1kv9cqe2Q3/mqLfnNIdT66fJ/4P79+1i7dm0LRENyc+bMgYWFBT766CPFsYMHDyI7OxvJycmYNm1aq9wr0Swez/Lzzz8DAGJiYtTWKSkpAaCcPGkyJadqau/HH39U2oo+KioKnTp1wvjx43HgwAEMGDAAAPDVV1+htLQUv/zyCzw9PQEAHh4e6NevHzZv3owRI0Zoc5kKoaGhKCsr06mtseg7WfTx8cGzzz6rsszS0lIvn+Hr6wsLC7P4+8Pk6Tp6sGXLFnTp0kXP0ZChCSF0Xr80d+5cfP7553qOqHXSpR+Ojo5uco1ZQECA0vR4dXU1JkyYgLS0NLz11luIiorCrFmzsHjxYp1ibk4/7ObmhuPHj+vU1iySp8LCQgCAl5eXyvK6ujocPXoUgHLy5Ofnp2hfX1+vctG4fAdVeV0AKp/hI58WLC0tVRzbsmULIiMjFYkTAERERMDLyws//vijzslTWVmZ0udQy7h27ZqxQ6BmevDgAb8rZq66uppT+QaUkpICLy8vTJkyBRKJBKtXr0avXr0wcuRInfbfM1Y/bBbJk/yLIV/D9Gdr167FnTt34OTkBA8PD8XxkJAQWFtbo66uDsePH0d4eHijtgcOHAAAhIWFNRnDL7/8AgDw9/dXHDt79izGjBnTqG6PHj1w9uzZx1yVem5ubjq3NRaZTNbqkpHOnTtz5MlE3Lx5U+33uynt27dHp06dWiAiMrRr167pNHJib2+Pv/zlLy0QUevT0v3wjh07kJOTg9OnT0MikQB4eMd6eno6EhMTcfr0adjb22t1zub0w836XWmUDRIMzNfXVwAQmZmZjcqKioqEs7OzACBiYmIalb/44osCgJg4cWKjMvk+UNbW1qK8vFzt55eUlAgXFxfx3HPPKR1v166dmDNnTqP648aNE35+fppcWpvBfZ6oOb7//vsm9/VR9/r666+NHTrpSUpKitY/f4lEIi5dumTs0E1Ga+nfTCFOs/izWb72ZcGCBUr7MR05cgQDBw7E7du3AShP2cl9+OGHiufarVmzRnH88uXLSEpKAgBMmjQJLi4uKj+7qqoKL730Etq1a4dVq1Y1Kpdn348SfIQAkVZiY2PRtWtXrdp06tRJ5cgvtU6TJ0/Wus3zzz+v2KuPSBtmkTzNmjULDg4OKC4uxlNPPYWgoCD4+Pigb9++CAgIQGRkJADVyVN4eDjS09MhhEBCQgK8vLwQEhICf39/XLp0CWFhYWqfo1ZbW4uXXnoJBQUF2LVrV6NNwBwcHFQuRr99+zYcHR31cOVE5sHKygqLFi1S+ceIOp999hnvvGxDfH198e6772pc387ODmlpaS0XELVtRhnvMoLff/9dDB06VNjZ2Ql7e3sRHh4uVqxYIWQymejcubMAIPLy8tS237Fjhxg8eLDo2LGjsLGxET169BDz588XtbW1Kuvfv39fDBs2TNjZ2YmjR4+qrBMVFaVyqtDLy0skJibqdqGtlCkMw2qitcRprpYvXy4sLS0fO1XzxRdfGDtUagH19fXi9ddff+x03RNPPCH27t1r7HBNTmvp30whTrNJntS5efOmACCsrKzUJkLaamhoEHFxccLGxkbs2bNHbb1PP/1UtGvXThQVFSmOHT58WAAQ3333nV5iaS1M4cugidYSpzk7dOiQePnll1UmUcOHDxe5ubnGDpFakEwmE+vXrxcREREqn2s4adIkceHCBWOHaZJaS/9mCnFKhDDvBTb79u1DdHQ0AgMDcebMGb2cc8qUKcjMzMScOXMQGxurVNalSxfFvjJ3795FUFAQOnXqhHnz5qG2thYzZ86Es7MzDh8+bFZ3clVXVysemVNVVQVbW1sjR6Raa4mTHm4Lsn//frz11lu4ffs2XF1dW93+Z9Q8p0+fxunTp1FbWwtHR0cMGjQITzzxhLHDMlmtpX8ziTiNkrKZkCVLlggAYty4cXo7Z7du3dQOF3/88cdKdS9duiRefPFFYWtrK5544gkxbtw4cf36db3F0lqYwl8SmmgtcdL/8fDwEACEh4eHsUMhMmna9m9bt24VAQEBomfPniI8PFycP39eUQZABAUFia1btwohHs7IJCcniyeffFJ4e3uLjIwMRd0NGzaIgIAA4eTk1CJxtgSz2OepKfLRJlWLxXV15coVjet6e3tjy5YtevtsIiIiQ5g6dSpWrlyJmJgYzJ07F5mZmVi0aJGi/NChQ4oRorVr1+Ls2bO4cOEC7ty5g969e2PgwIHw9/dHXFwcwsLCEBoaaqxL0Zr5zAupIU+egoODjRwJERFR61FYWIjQ0FBUV1fjxIkTePLJJ9XWzcnJweTJk2FpaQlHR0e88sor2LBhgwGj1S+zT54OHToEIQSGDBli7FCIiIhaDSEEDh48CFdXV+Tl5TX5e7SoqAjdunVTvPfy8kJRUZEhwmwRZp88ERERkW4iIyNx9+5dLFu2DP3791dsOq3Ko/uwiVZ+rxqTJyIiItKZhYUFRo0aBUdHR6WneDzK09NTaT1wYWEhPD09DRSh/jF5IiIiIp3Ib3gqKipCWVmZ2sfdjBkzBllZWWhoaMCtW7eQk5ODuLg4Q4aqV2Z/tx0RERHpZvHixfjkk09gaWmJJUuWwMnJSWW98ePH49dff4Wfnx8AYMaMGQgICDBkqHrF5ImIiIh0snv3bsV2BE2xtLRERkaGASIyDE7bERERkV65urqiX79+2LZt22Pr5uTkYNiwYXB1dTVAZPrBkSciIiLSWlN3zGnzKKS4uLhWt/6JyROZnOrqamOHoJYpx0ZEpC+m3NeZQmxMnsjktKahWyKitoj9cNO45omIiIhICxx5IpMglUpRVVVl7DC0IpVKjR0CEZHesB/WHJMnMgkSiQS2trbGDoOIyGyxH9Ycp+2IiIiItMDkiYgIwObNm9GrVy+ll4eHB2xsbJosU2fUqFE4fPjwYz9XIpEgODhYaT+cixcvIiIiAn5+fnjmmWdw9uxZRVlMTAwcHR2xdOlSCCHQv39/FBQUNO/iiUgrTJ6IiAAMHz4cp06dUrxyc3MhlUqxdOnSJstUOXbsGG7fvo2+fftq9NmHDh3C0KFDFe8nTZqEN998ExcuXMDMmTORlJSkKNu7dy+GDx8O4GHi9d5772HevHnNuHIi0haTJyKiP5HJZBg3bhwGDRqE119/XeMyuaysLIwbN07xfvDgwZg2bZri/Z07d+Ds7IyKiopGba9fv468vDzEx8cDAEaPHo2CggKlJ9I/atiwYdi2bRsqKyu1vUwi0hGTJyKiP/n4449x69YtfPnll1qVyeXm5iIiIkLxfseOHdi5cyfOnTsHAFi5ciViY2PRqVOnRm2Li4vh7u4OK6uH9/NIJBJ4enqiqKhI5We1a9cOgYGBOHjwoFbXSES6Y/JERPSIH374AdnZ2di4cSOsra01LntUSUkJ3NzcFO8tLS2RmJiI1atXQyaTISMjA8nJyWrbSyQSpfdNPQYDANzc3FBSUtJkHSLSH25VQET0H+fPn0dSUhI2bdoEd3d3jcv+TCqV4t69e3BwcFAci4+PR3h4OCIiIuDq6oo+ffqobNu1a1eUlJSgvr4eVlZWEEKguLgYnp6eaj+vtrYWHTp00OJKiag5OPJERASgsrISI0eOxLx58xAZGalxmSrBwcHIz89XOubh4QF/f39MnjwZb7/9ttq2Li4uCAkJwdq1awEAGzduhJeXF7y8vNS2OXfuHHr27PnYuIhIP5g8EREByMjIwPnz57F8+fJG2xIsWbJEbdnVq1cbnevll1/G9u3bGx0fP348ZDIZRo8e3WQsWVlZyMrKgp+fH9LT05Gdna22rnwheWBgoHYXTEQ6k4jHTaYTEbViXbp0QWlpKTw8PAy2LqiyshJ9+/bF0aNHlXZszs3NxfTp03H8+HHFMYlEgsrKStjZ2Wl8/oSEBISGhiI5ORmzZs2Cr6+v0nYGRNSyOPJERKRn9vb2+OKLLzTavNLV1RX9+vVT2iSzKTExMdi3b58iKXN3d0diYmKz4iUi7XDkiYjaNGOMPBFR28aRJyIiIiItMHkiIiIi0gKTJyIiIiItMHkiIiIi0gKTJyIiIiItMHkiIiIi0gKfbUcmQQiBmpoaY4ehFalU2ugBrkRErRX7Yc0xeSKTUFNTo9UOy6agqqpKafdoIqLWjP2w5jhtR0RERKQFjjyRySkvLzfZEZ3q6mq4uroaOwwiohbFfrhpTJ7I5Nja2prsl5aIyBywH24ap+2IiIiItMDkiYiIiEgLTJ6IiIiItMDkiYiIiHSSm5sLiUSi9LKzs0Pv3r2xaNEi1NfXGzvEFsEF40RERNQscXFxiI2NhRACZWVl+Prrr5GSkoJz587hq6++MnZ4esfkiYiIiJqlV69eiI+PV7yfMmUKAgICsGLFCsyfPx/Ozs5GjE7/OG2noV27duH555+Hk5MTpFIpgoKCkJaWhvv37xs7NCIiIpNia2uLsLAwCCFw+fJlY4ejd0yeNPD5559jyJAh2LlzJ+zt7dG9e3fk5+dj9uzZiI6Oxr1794wdIhERkUmRJ01OTk5GjkT/mDw9xrFjxzBjxgxIJBKsWrUKV65cwcmTJ5Gfnw8fHx8cPnwYH3zwgbHDJCIiMpqamhpUVFTgxo0bOHPmDKZOnYqTJ0/i6aefhq+vr7HD0zsmT4+RmpoKIQQSExORkJCgOO7t7Y3s7GwAQGZmJq5fv26kCOlR8js/0tPT1daxs7NDdHS04YIiImrjUlNT4ezsDBcXFwQHB2PZsmUYMWIENm/ebOzQWoTZJU8VFRWYPn06vL29YWNjg65du+L999/HvXv3EB8fD4lEghUrVgAAKisrsWvXLgDAG2+80ehcAwYMgJ+fH+7fv99m/4MQtUYFBQWYNWsWnnnmGZSXlwMA7ty5g4sXLxo5MjIEIQSOHj2KhIQE9O7dGz169EBkZCQ+++wz3Lx509jhtUlJSUnYvXs3tm/fjk8//RROTk4oLy9Hhw4dFHXq6uoQGBiIBQsWKLVNSEjACy+8YOiQm0eYkd9++024uroKAMLW1laEhIQIFxcXAUCMGjVKhIaGCgDi2LFjQggh9u3bJwCI9u3biwcPHqg858SJEwUAkZSUZMhLaXOqqqoEAAFAVFVV6XyevXv3CgAiLS1NbR1bW1sRFRWl0/n1FSe1jMrKSjF27FghkUgUP6c/v0aMGCH++OMPY4dKLeTSpUvi6aefVvvzt7GxER988IFoaGgwdqgmR5f+TV2fe/jwYWFhYSFeffVVpeMnTpwQtra24tSpU0IIIb7//nvh6OgoSktLWzROfTObkaeKigrExsaivLwcM2fORFlZGfLy8lBeXo7U1FR89913OHXqFCwsLBAYGAgAuHDhAgCgW7dusLJSvauDt7e3Ul0iMo7q6mo8++yz2LBhA4QQautt2rQJUVFRuH37tuGCI4M4f/48+vbti19//VVtndraWqSlpSEhIQEymcyA0ZmX8PBwxMfHY/369Thy5IjieO/evTFz5ky89tprKCkpwaRJk5CRkQF3d3cjRqs9s0me3nnnHRQXFyMlJQULFy6EnZ2domzOnDnw9/dHfX09/Pz8FMOMf/zxBwDAwcFB7XnlZfK6ZBrkixdVvahtmjp1Ko4ePapR3dOnT2PixIktHBEZUn19PWJjY3Hjxg2N6v/zn//E4sWLWzgq8zZ37lxYWlpi7ty5Ssdnz54Na2trhISEIDo6GmPHjjVShLozi+Tp7NmzyMnJgYuLC1JTUxuVSyQS9OnTBwDQs2dPxfHa2loAgLW1tdpzt2/fHgCUtiv49ttvMXr0aHTr1g1SqRT+/v6YM2cOqqqqlNqWlJTgnXfeQUREBKRSKSQSCa5cuaLzddL/kS9eVPWqrq42dnikZ1evXsW6deu0avP999+3yf1nzNXmzZtx6dIlrdosWrQIDQ0NLRQR+fj4YOzYsfjpp5+wf/9+xXErKytERkaioqICiYmJRoxQd2aRPK1btw4ymQzx8fGQSqUq68iToEeTJxsbGwBociPMuro6AFBaFPfZZ5/B0tISCxYswPbt2zF58mQsW7YMQ4YMURomvnTpEnJyctCxY0dERUXpfoHUiHzxoqqX/OdKbcfy5ct1eoZWZmZmC0RDxrBs2TKt2xQXF2PLli0tEA3JzZkzBxYWFvjoo48Uxw4ePIjs7GwkJydj2rRprXKvRLN4PMvPP/8MAIiJiVFbp6SkBIBy8qTJlJyqqb0ff/xRaSv6qKgodOrUCePHj8eBAwcwYMAAAA/v1pPfCbR69Wrs2LFDq+tSJzQ0FGVlZXo5l6Hoe+2Bj48Pnn32WZVllpaWevkMX19fWFiYxd8fJk/X6dgvv/wSGzZs0HM0ZGhCCFy9elWntvHx8XjiiSf0HFHrpEs/HB0d3eQaw4CAAKXRverqakyYMAFpaWl46623EBUVhVmzZuk8hdqcftjNzQ3Hjx/Xqa1ZJE+FhYUAAC8vL5XldXV1irUSjyZPfn5+ivb19fUqF43Lh/3ldQGofIaPfFqwtLRUcaylfvGWlZUpfQ61jGvXrhk7BGqmBw8e8Lti5qqqqhotqaCWk5KSAi8vL0yZMgUSiQSrV69Gr169MHLkSJ323zNWP2wWyZN8jYt8DdOfrV27Fnfu3IGTkxM8PDwUx0NCQmBtbY26ujocP34c4eHhjdoeOHAAABAWFtZkDL/88gsAwN/fX6dr0Iabm1uLf4a+yWSyVpeMdO7cmSNPJqKiokIxha6Ndu3awcXFpQUiIkPTNQm2s7PjyNN/tHQ/vGPHDuTk5OD06dOQSCQAHt6xnp6ejsTERJw+fRr29vZanbM5/XCzflcaZYMEA/P19RUARGZmZqOyoqIi4ezsLACImJiYRuUvvviiACAmTpzYqEy+D5S1tbUoLy9X+/klJSXCxcVFPPfcc2rrrFq1SgAQBQUFml1UG8N9nqg50tLS1O7r09Rr9uzZxg6d9GTo0KE6/R/Yvn27sUM3Ga2lfzOFOM3iz2b52pcFCxYo7cd05MgRDBw4ULHfy6NTdnIffvih4rl2a9asURy/fPkykpKSAACTJk1S+9drVVUVXnrpJbRr1w6rVq3S1yUR0SMmTpzY5F2xqlhYWODNN99soYjI0KZMmaJ1myeffBLPPfdcC0RDbZ1ZJE+zZs2Cg4MDiouL8dRTTyEoKAg+Pj7o27cvAgICEBkZCUB18hQeHo709HQIIZCQkAAvLy+EhITA398fly5dQlhYmNrnqNXW1uKll15CQUEBdu3a1eo2ASNqLVxcXLTet+nVV19Ft27dWigiMrTnn38eQUFBWrWZOXMmp95JN0YZ7zKC33//XQwdOlTY2dkJe3t7ER4eLlasWCFkMpno3LmzACDy8vLUtt+xY4cYPHiw6Nixo7CxsRE9evQQ8+fPF7W1tSrr379/XwwbNkzY2dmJo0ePPjY+TtsZfxhWE60lTnNUW1srBg0apNFUTd++ffnza4OuXLkiunbtqtH/geTkZCGTyYwdsklpLf2bKcRpNsmTOjdv3hQAhJWVldpESFsNDQ0iLi5O2NjYiD179mjUhsmT8b8MmmgtcZqr2tpa8dZbbwlra2uVvzCtrKxEYmKiqK6uNnao1EJKSkrEc889pzZp6tixo1i4cCETJxVaS/9mCnGaxd12TTlz5gyAh3fByTfKbK7k5GTk5ORgzpw56NChg9Jzfbp06YIuXboo3n/77bcAoNhrYvv27XB2doaXlxdCQ0P1Eg+RuWjfvj2WLVuGefPmYeXKldizZw8qKythZ2eH/v3744033miVd6OS5jw8PLBz507k5+cjKysLmZmZqKurg42NDZYuXYpXX31V7WbJRBozSspmQpYsWSIAiHHjxuntnN26dVP7V8/HH3+sVFddvQkTJugtntbAFP6S0ERriZOIHvLw8BAAhIeHh7FDMXna9m9bt24VAQEBomfPniI8PFycP39eUQZABAUFia1btwohHs7IJCcniyeffFJ4e3uLjIwMRd0NGzaIgIAA4eTk1CJxtgSOPP1n5EnVYnFdafN8OtHEzqxERESmaurUqVi5ciViYmIwd+5cZGZmYtGiRYryQ4cOwc7ODsDD/RTPnj2LCxcu4M6dO+jduzcGDhwIf39/xMXFISwsrFXNtpj9bQby5Ck4ONjIkRAREbUehYWFCA0NRXV1NU6cOIEnn3xSbd2cnBxMnjwZlpaWcHR0xCuvvNKqH41k9snToUOHIITAkCFDjB0KERFRqyGEwMGDB+Hq6oq8vLwmf48WFRUpbQ3i5eWFoqIiQ4TZIsw+eSIiIiLdREZG4u7du1i2bBn69++v2HRaFfkjWYDWv2SFyRMRERHpzMLCAqNGjYKjo6PSUzwe5enpqbQeuLCwEJ6engaKUP+YPBEREZFOtmzZAuDhtFxZWRm8vb1V1hszZgyysrLQ0NCAW7duIScnB3FxcYYMVa/M/m47IiIi0s3ixYvxySefwNLSEkuWLIGTk5PKeuPHj8evv/4KPz8/AMCMGTMQEBBgyFD1iskTERER6WT37t2K7QiaYmlpiYyMDANEZBictiMiIiK9cnV1Rb9+/bBt27bH1s3JycGwYcPg6upqgMj0gyNPREREpLWm7pgrKyvT+DxxcXGtbv0TkycyOdXV1cYOQS1Tjo2ISF9Mua8zhdiYPJHJaU1Dt0REbRH74aZxzRMRERGRFjjyRCZBKpWiqqrK2GFoRSqVGjsEIiK9YT+sOSZPZBIkEglsbW2NHQYRkdliP6w5TtsRERERaYHJExEREYDNmzejV69eSi8PDw/Y2Ng0WabOqFGjcPjw4cd+rkQiQXBwsNKeSBcvXkRERAT8/PzwzDPP4OzZs4qymJgYODo6YunSpRBCoH///igoKGjexZNWmDwREREBGD58OE6dOqV45ebmQiqVYunSpU2WqXLs2DHcvn0bffv21eizDx06hKFDhyreT5o0CW+++SYuXLiAmTNnIikpSVG2d+9eDB8+HMDDxOu9997DvHnzmnHlpC0mT0RERH8ik8kwbtw4DBo0CK+//rrGZXJZWVkYN26c4v3gwYMxbdo0xfs7d+7A2dkZFRUVjdpev34deXl5iI+PBwCMHj0aBQUFuHLlisrPGjZsGLZt24bKykptL5N0xOSJiIjoTz7++GPcunULX375pVZlcrm5uYiIiFC837FjB3bu3Ilz584BAFauXInY2Fh06tSpUdvi4mK4u7vDyurhPV0SiQSenp4oKipS+Vnt2rVDYGAgDh48qNU1ku6YPBERET3ihx9+QHZ2NjZu3Ahra2uNyx5VUlICNzc3xXtLS0skJiZi9erVkMlkyMjIQHJystr2EolE6X1Tj0IBADc3N5SUlDRZh/SHWxUQERH9x/nz55GUlIRNmzbB3d1d47I/k0qluHfvHhwcHBTH4uPjER4ejoiICLi6uqJPnz4q23bt2hUlJSWor6+HlZUVhBAoLi6Gp6en2s+rra1Fhw4dtLhSag6OPBEREQGorKzEyJEjMW/ePERGRmpcpkpwcDDy8/OVjnl4eMDf3x+TJ0/G22+/rbati4sLQkJCsHbtWgDAxo0b4eXlBS8vL7Vtzp07h549ez42LtIPJk9EREQAMjIycP78eSxfvrzRtgRLlixRW3b16tVG53r55Zexffv2RsfHjx8PmUyG0aNHNxlLVlYWsrKy4Ofnh/T0dGRnZ6utK19IHhgYqN0Fk84k4nETqURERK1Uly5dUFpaCg8PD4OuCaqsrETfvn1x9OhRpV27c3NzMX36dBw/flxxTCKRoLKyEnZ2dhqfPyEhAaGhoUhOTsasWbPg6+urtJ0BtSyOPBEREemZvb09vvjiC402r3R1dUW/fv2UNslsSkxMDPbt26dIytzd3ZGYmNiseEk7HHkiIqI2y1gjT9S2ceSJiIiISAtMnoiIiIi0wOSJiIiISAtMnoiIiIi0wOSJiIiISAtMnoiIiIi0wGfbkUkQQqCmpsbYYWhFKpU2engnEVFrxX5Yc0yeyCTU1NRotbuuKaiqqlLaOZiIqDVjP6w5TtsRERERaYEjT2RyysvLTXZEp7q6Gq6ursYOg4ioRbEfbhqTJzI5tra2JvulJSIyB+yHm8ZpOyIiIiItMHkiIiIi0gKTJyIiIiItMHkiIiIi0gKTJyIiItJJbm4uJBKJ0svOzg69e/fGokWLUF9fb+wQWwTvtiMiIqJmiYuLQ2xsLIQQKCsrw9dff42UlBScO3cOX331lbHD0zsmT0RERNQsvXr1Qnx8vOL9lClTEBAQgBUrVmD+/PlwdnY2YnT6x2k7De3atQvPP/88nJycIJVKERQUhLS0NNy/f9/YoREREZkUW1tbhIWFQQiBy5cvGzscvWPypIHPP/8cQ4YMwc6dO2Fvb4/u3bsjPz8fs2fPRnR0NO7du2fsEImIiEyKPGlycnIyciT6x+TpMY4dO4YZM2ZAIpFg1apVuHLlCk6ePIn8/Hz4+Pjg8OHD+OCDD4wdJhERkdHU1NSgoqICN27cwJkzZzB16lScPHkSTz/9NHx9fY0dnt4xeXqM1NRUCCGQmJiIhIQExXFvb29kZ2cDADIzM3H9+nUjRUiPkt/5kZ6erraOnZ0doqOjDRcUGcX58+fxj3/8A59++ikyMzPx+++/GzskMiAhBH755RdUVVUBePg8tLKyMiNH1XalpqbC2dkZLi4uCA4OxrJlyzBixAhs3rzZ2KG1CLNLnioqKjB9+nR4e3vDxsYGXbt2xfvvv4979+4hPj4eEokEK1asAABUVlZi165dAIA33nij0bkGDBgAPz8/3L9/v83+ByFqbXbu3Ilnn30W/v7+eOuttzBz5kxMmTIFQUFBiIqK4ne1jZPJZMjMzERgYCCioqJw584dAMDt27fRtWtXjB07FqdOnTJukG1QUlISdu/eje3bt+PTTz+Fk5MTysvL0aFDB0Wduro6BAYGYsGCBUptExIS8MILLxg65OYRZuS3334Trq6uAoCwtbUVISEhwsXFRQAQo0aNEqGhoQKAOHbsmBBCiH379gkAon379uLBgwcqzzlx4kQBQCQlJRnyUtqcqqoqAUAAEFVVVTqfZ+/evQKASEtLU1vH1tZWREVF6XR+fcVJLePzzz9X/Hyaen3yySfGDpVawP3798WYMWMe+/Pv0KGD+PHHH40drsnRpX9T1+cePnxYWFhYiFdffVXp+IkTJ4Stra04deqUEEKI77//Xjg6OorS0tIWjVPfzGbkqaKiArGxsSgvL8fMmTNRVlaGvLw8lJeXIzU1Fd999x1OnToFCwsLBAYGAgAuXLgAAOjWrRusrFTv6uDt7a1Ul4iM4+uvv8b777+vUd1PPvkEGRkZLRwRGdqUKVPwv//7v4+td+/ePYwZMwZHjx41QFTmKTw8HPHx8Vi/fj2OHDmiON67d2/MnDkTr732GkpKSjBp0iRkZGTA3d3diNFqz2ySp3feeQfFxcVISUnBwoULYWdnpyibM2cO/P39UV9fDz8/P8Uw4x9//AEAcHBwUHteeZm8LpkG+eJFVS9qe+7fv4+//e1vWrWZM2cOqqurWygiMrR//etfiiUXmqitrcWcOXNaMCKaO3cuLC0tMXfuXKXjs2fPhrW1NUJCQhAdHY2xY8caKULdmUXydPbsWeTk5MDFxQWpqamNyiUSCfr06QMA6Nmzp+J4bW0tAMDa2lrtudu3bw8AStsVfPvttxg9ejS6desGqVQKf39/zJkzR7FwUdt6pD354kVVL/7CbHs2bdqk9WLgO3fuYMOGDS0UERlaZmam1m1+/vln5Ofnt0A0BAA+Pj4YO3YsfvrpJ+zfv19x3MrKCpGRkaioqEBiYqIRI9SdWSRP69atg0wmQ3x8PKRSqco68iTo0eTJxsYGAJrcCLOurg4AlBbFffbZZ7C0tMSCBQuwfft2TJ48GcuWLcOQIUMgk8m0rkfaky9eVPWS/1yp7Vi/fr1B25Hp0TURzsnJ0XMk9Kg5c+bAwsICH330keLYwYMHkZ2djeTkZEybNq1V7pVoFo9n+fnnnwEAMTExauuUlJQAUE6eNJmSUzW19+OPPyptRR8VFYVOnTph/PjxOHDgAAYMGKBVPW2Fhoa2ulty9Z0s+vj44Nlnn1VZZmlpqZfP8PX1hYWFWfz9YfJu3LihU7t9+/ahS5cueo6GDE0IgZs3b+rU9tNPP8Xy5cv1HFHrpEs/HB0dDSGE2vKAgAA0NDQo3ldXV2PChAlIS0vDW2+9haioKMyaNQuLFy/WKebm9MNubm44fvy4Tm3NInkqLCwEAHh5eaksr6urUywcfDR58vPzU7Svr69XuWhcvoOqvC4Alc/wkU8LlpaWal1PW2VlZc1qT5q5du2asUOgZqqvr+d3xcxVV1dzKt+AUlJS4OXlhSlTpkAikWD16tXo1asXRo4cqdP+e8bqh80ieZJ/MeRrmP5s7dq1uHPnDpycnODh4aE4HhISAmtra9TV1eH48eMIDw9v1PbAgQMAgLCwsCZj+OWXXwAA/v7+eqnXFDc3N53bGotMJmt1yUjnzp058mQi/vjjD9TU1GjdrkOHDnB0dGyBiMjQysvLUV9fr3W7J554QukGInPW0v3wjh07kJOTg9OnT0MikQB4eMd6eno6EhMTcfr0adjb22t1zub0w836XWmUDRIMzNfXVwAQmZmZjcqKioqEs7OzACBiYmIalb/44osCgJg4cWKjMvk+UNbW1qK8vFzt55eUlAgXFxfx3HPPNRmnpvXaIu7zRM1x9OhRjfZ3+vPrp59+MnbopCeffvqp1j//Dh06iFu3bhk7dJPRWvo3U4jTLP5slq99WbBggdJ+TEeOHMHAgQNx+/ZtAMpTdnIffvih4rl2a9asURy/fPkykpKSAACTJk2Ci4uLys+uqqrCSy+9hHbt2mHVqlVqY9S0HhE19vTTTyumvDXVvXt3DBw4sIUiIkNLTEzU+maQv/71r01uRUOkjlkkT7NmzYKDgwOKi4vx1FNPISgoCD4+Pujbty8CAgIQGRkJQHXyFB4ejvT0dAghkJCQAC8vL4SEhMDf3x+XLl1CWFiY2ueo1dbW4qWXXkJBQQF27dqldhMwTesRkWrytRN/+ctfNKovlUrxz3/+UzF1QK2fk5OTVgu/fX19sXDhwhaMiNo0o4x3GcHvv/8uhg4dKuzs7IS9vb0IDw8XK1asEDKZTHTu3FkAEHl5eWrb79ixQwwePFh07NhR2NjYiB49eoj58+eL2tpalfXv378vhg0bJuzs7MTRo0fVnlfTem2dKQzDaqK1xGmufv31V8Ujl9S9HBwcxC+//GLsUKmFrF69WlhZWTX5fyA4OFgUFxcbO1ST01r6N1OI02ySJ3Vu3rwpAAgrKyu1iZC2GhoaRFxcnLCxsRF79uxpdj1zYApfBk20ljjN2R9//CEWL14sunfvrvQL09LSUnz22WeioqLC2CFSC/v3v/8tZs2aJTp16qT0f6Bfv35i3bp1euvr25rW0r+ZQpxmMW3XlDNnzgB4eHebfKPM5kpOTkZOTg7ef/99dOjQAUeOHFG85PtJaVOPiDTXsWNHvPPOOzh37hxKS0sV6xFdXV3x/vvvw8nJycgRUkv7r//6L6SlpaG0tBSFhYXIz8/H9evXceDAAfz1r3/VW19v7rZt24YePXqgV69e6Nu3r9KaYolEguDgYGzbtg3Awzv53n77bXh7e8PHxwfLli1T1M3JyUGPHj3QqVMng1+DzoySspmQJUuWCABi3Lhxejtnt27d1A4Xf/zxx1rXMwem8JeEJlpLnPR/PDw8BADh4eFh7FCITJq2/ZuXl5di1uTDDz8U7777rqIMgKisrFS8X7NmjRg4cKCor68XN2/eFN26dRPnzp1TlBcUFAgnJ6cWibMlmMU+T02RjzypWiyuqytXrui1HhERkakpLCxEaGgoqqurceLECbzwwgtq6+bk5GDy5MmwtLSEo6MjXnnlFWzYsAGffPKJ4QLWI07b/Sd5Cg4ONnIkRERErYcQAgcPHoSrqyvy8vIwZMgQtXWLiorQrVs3xXsvLy8UFRUZIswWYfYjT4cOHTJ2CERERK1SZGQk7t69i02bNqF///44f/48OnbsqLLuo1uDiCaeh9camP3IExEREenOwsICo0aNgqOjo9Ki8Ud5enoqLVUpLCyEp6engSLUPyZPREREpJMtW7YAeDgtV1ZWBm9vb5X1xowZg6ysLDQ0NODWrVvIyclBXFycIUPVK7OftiMiIiLdLF68GJ988gksLS2xZMkStVuBjB8/Hr/++iv8/PwAADNmzEBAQIAhQ9UrJk9ERESkk927d8POzu6x9SwtLZGRkWGAiAyD03ZERESkV66urujXr59ik8ym5OTkYNiwYXB1dTVAZPrBkSciIiLSWlN3zJWVlWl8nri4uFa3/okjT0RERERa4MgTmZzq6mpjh6CWKcdGRKQvptzXmUJsTJ7I5LSmeW8ioraI/XDTOG1HREREpAWOPJFJkEqlqKqqMnYYWpFKpcYOgYhIb9gPa47JE5kEiUQCW1tbY4dBRGS22A9rjtN2REQANm/ejF69eim9PDw8YGNj02SZOqNGjcLhw4cf+7kSiQTBwcFK++FcvHgRERER8PPzwzPPPIOzZ88qymJiYuDo6IilS5dCCIH+/fujoKCgeRdPRFph8kREBGD48OE4deqU4pWbmwupVIqlS5c2WabKsWPHcPv2bfTt21ejzz506BCGDh2qeD9p0iS8+eabuHDhAmbOnImkpCRF2d69ezF8+HAADxOv9957D/PmzWvGlRORtpg8ERH9iUwmw7hx4zBo0CC8/vrrGpfJZWVlYdy4cYr3gwcPxrRp0xTv79y5A2dnZ1RUVDRqe/36deTl5SE+Ph4AMHr0aBQUFCg9kf5Rw4YNw7Zt21BZWantZRKRjpg8ERH9yccff4xbt27hyy+/1KpMLjc3FxEREYr3O3bswM6dO3Hu3DkAwMqVKxEbG4tOnTo1altcXAx3d3dYWT1ckiqRSODp6YmioiKVn9WuXTsEBgbi4MGDWl0jEemOyRMR0SN++OEHZGdnY+PGjbC2tta47FElJSVwc3NTvLe0tERiYiJWr14NmUyGjIwMJCcnq20vkUiU3jf1GAwAcHNzQ0lJSZN1iEh/eLcdEdF/nD9/HklJSdi0aRPc3d01LvszqVSKe/fuwcHBQXEsPj4e4eHhiIiIgKurK/r06aOybdeuXVFSUoL6+npYWVlBCIHi4mJ4enqq/bza2lp06NBBiysloubgyBMREYDKykqMHDkS8+bNQ2RkpMZlqgQHByM/P1/pmIeHB/z9/TF58mS8/fbbatu6uLggJCQEa9euBQBs3LgRXl5e8PLyUtvm3Llz6Nmz52PjIiL9YPJERAQgIyMD58+fx/LlyxttS7BkyRK1ZVevXm10rpdffhnbt29vdHz8+PGQyWQYPXp0k7FkZWUhKysLfn5+SE9PR3Z2ttq68oXkgYGB2l0wEelMIh43mU5E1Ip16dIFpaWl8PDwMNi6oMrKSvTt2xdHjx5V2nQwNzcX06dPx/HjxxXHJBIJKisrYWdnp/H5ExISEBoaiuTkZMyaNQu+vr5K2xkQUcviyBMRkZ7Z29vjiy++0GjzSldXV/Tr109pk8ymxMTEYN++fYqkzN3dHYmJic2Kl4i0w5EnImrTjDHyRERtG0eeiIiIiLTA5ImIiIhIC0yeiIiIiLTA5ImIiIhIC0yeiIiIiLTA5ImIiIhIC3y2HZkEIQRqamqMHYZWpFJpowe4EhG1VuyHNcfkiUxCTU2NVjssm4Kqqiql3aOJiFoz9sOa47QdERERkRY48kQmp7y83GRHdKqrq+Hq6mrsMIiIWhT74aYxeSKTY2tra7JfWiIic8B+uGmctiMiIiLSApMnIiIiIi0weSIiIiLSApMnIiIiIi0weSIiIiKd5ObmQiKRKL3s7OzQu3dvLFq0CPX19cYOsUXwbjsiIiJqlri4OMTGxkIIgbKyMnz99ddISUnBuXPn8NVXXxk7PL1j8kRERETN0qtXL8THxyveT5kyBQEBAVixYgXmz58PZ2dnI0anf5y209CuXbvw/PPPw8nJCVKpFEFBQUhLS8P9+/eNHRoREZFJsbW1RVhYGIQQuHz5srHD0TsmTxr4/PPPMWTIEOzcuRP29vbo3r078vPzMXv2bERHR+PevXvGDpGIiMikyJMmJycnI0eif0yeHuPYsWOYMWMGJBIJVq1ahStXruDkyZPIz8+Hj48PDh8+jA8++MDYYRIRERlNTU0NKioqcOPGDZw5cwZTp07FyZMn8fTTT8PX19fY4ekdk6fHSE1NhRACiYmJSEhIUBz39vZGdnY2ACAzMxPXr183UoT0KPmdH+np6Wrr2NnZITo62nBBkdHU1dWhoaHB2GGQkQghUF1djZs3b7bZu75MRWpqKpydneHi4oLg4GAsW7YMI0aMwObNm40dWoswu+SpoqIC06dPh7e3N2xsbNC1a1e8//77uHfvHuLj4yGRSLBixQoAQGVlJXbt2gUAeOONNxqda8CAAfDz88P9+/fb7H8Qotamrq4O33zzDfr16wcbGxuUlZUBAK5fv47Vq1dzmt0M3Lx5E5999hl8fX1hZ2eHTp06oX379njppZewc+dOyGQyY4fY5iQlJWH37t3Yvn07Pv30Uzg5OaG8vBwdOnRQ1Kmrq0NgYCAWLFig1DYhIQEvvPCCoUNuHmFGfvvtN+Hq6ioACFtbWxESEiJcXFwEADFq1CgRGhoqAIhjx44JIYTYt2+fACDat28vHjx4oPKcEydOFABEUlKSIS+lzamqqhIABABRVVWl83n27t0rAIi0tDS1dWxtbUVUVJRO59dXnNQy8vPzxZNPPqn4Gal6denSRfz222/GDpVayA8//CBsbW2b/D/Qv39/cfPmTWOHanJ06d/U9bmHDx8WFhYW4tVXX1U6fuLECWFraytOnTolhBDi+++/F46OjqK0tLRF49Q3sxl5qqioQGxsLMrLyzFz5kyUlZUhLy8P5eXlSE1NxXfffYdTp07BwsICgYGBAIALFy4AALp16wYrK9W7Onh7eyvVJSLj+Pe//40BAwbg3//+d5P1SkpKEBUVhbNnzxooMjKUH3/8ESNHjkR1dXWT9fbv349BgwahsrLSQJGZn/DwcMTHx2P9+vU4cuSI4njv3r0xc+ZMvPbaaygpKcGkSZOQkZEBd3d3I0arPbNJnt555x0UFxcjJSUFCxcuhJ2dnaJszpw58Pf3R319Pfz8/BTDjH/88QcAwMHBQe155WXyumQa5IsXVb2obUpISNB47eHt27fx17/+FUKIFo6KDOXu3bsYN26cxlNyp06dwuzZs1s4KvM2d+5cWFpaYu7cuUrHZ8+eDWtra4SEhCA6Ohpjx441UoS6M4vk6ezZs8jJyYGLiwtSU1MblUskEvTp0wcA0LNnT8Xx2tpaAIC1tbXac7dv3x4AlNZRfPvttxg9ejS6desGqVQKf39/zJkzB1VVVUpt9+/fj8GDB6Nz585o3749unTpgri4OJw7d073iyUA/7d4UdXrcX+VUuvz22+/Yf/+/Vq3OXToUAtFRIb2z3/+U+uRpDVr1nD0qQX5+Phg7Nix+Omnn5S+n1ZWVoiMjERFRQUSExONGKHuzCJ5WrduHWQyGeLj4yGVSlXWkSdBjyZPNjY2ANDkRph1dXUAoLQo7rPPPoOlpSUWLFiA7du3Y/LkyVi2bBmGDBmi9FfRH3/8gcDAQHz55ZfYtWsXFi5ciH/961/o27cvSkpKdL9gUixeVPWS/1yp7dD18Q//+Mc/9BwJGUtWVpbWbSorK7F+/foWiIbk5syZAwsLC3z00UeKYwcPHkR2djaSk5Mxbdq0VnkTh1k8nuXnn38GAMTExKitI09WHk2eNJmSUzW19+OPPyptRR8VFYVOnTph/PjxOHDgAAYMGAAAGD58OIYPH650vtDQUPj7+2Pjxo2YNm2aRtf3Z6GhoYo7jFoLfd/94uPjg2effVZlmaWlpV4+w9fXFxYWZvH3h8m7ceOGTu1ycnKwd+9ePUdDhiaEwNWrV3Vqm5KSgv/+7//Wc0Stky79cHR0dJPT3wEBAUrbhVRXV2PChAlIS0vDW2+9haioKMyaNQuLFy/WKebm9MNubm44fvy4Tm3NInkqLCwEAHh5eaksr6urw9GjRwEoJ09+fn6K9vX19SoXjct3UJXXBaDyGT7yacHS0tImY+3UqRMAqF2gromysrLHfg4137Vr14wdAjXTgwcP+F0xc9XV1ZzKN6CUlBR4eXlhypQpkEgkWL16NXr16oWRI0fqtP+esfphs0ie5F8M+RqmP1u7di3u3LkDJycneHh4KI6HhITA2toadXV1OH78OMLDwxu1PXDgAAAgLCysyRh++eUXAIC/v3+jsoaGBshkMhQXF2P27Nlwd3dHXFycZhengpubm85tjUUmk7W6ZKRz584ceTIRN2/eVPv9boq1tXWbe2Cpubp69apONwDY29vjL3/5SwtE1Pq0dD+8Y8cO5OTk4PTp05BIJAAe3rGenp6OxMREnD59Gvb29lqdszn9cLN+VxplgwQD8/X1FQBEZmZmo7KioiLh7OwsAIiYmJhG5S+++KIAICZOnNioTL4PlLW1tSgvL1f7+SUlJcLFxUU899xzKsv79eun2LPCx8dH5Ofna3F1bQP3eaLmWL16dZP7+qh7LVmyxNihk54kJSXp9H/g5MmTxg7dZLSW/s0U4jSLP5vla18WLFigtB/TkSNHMHDgQNy+fRuA8pSd3Icffqh4rt2aNWsUxy9fvoykpCQAwKRJk+Di4qLys6uqqvDSSy+hXbt2WLVqlco62dnZOHLkCNavX4+//OUvGDx4MIqKinS6ViJzFBcXB0dHR63a2NraYvz48S0UERnalClTtG4TERGBXr166T8YavPMInmaNWsWHBwcUFxcjKeeegpBQUHw8fFB3759ERAQgMjISACqk6fw8HCkp6dDCIGEhAR4eXkhJCQE/v7+uHTpEsLCwtQ+R622thYvvfQSCgoKsGvXLrWbgHXv3h1hYWEYO3Ysfv75Z9y9exf/3//3/+nvH4CojbOxscG8efO0ajN79mw88cQTLRQRGVrv3r0xZswYjetbWlqq3LqGSCNGGe8ygt9//10MHTpU2NnZCXt7exEeHi5WrFghZDKZ6Ny5swAg8vLy1LbfsWOHGDx4sOjYsaOwsbERPXr0EPPnzxe1tbUq69+/f18MGzZM2NnZiaNHj2oVa58+fcSQIUO0atPamcIwrCZaS5zmSCaTidmzZ2s0VZOcnCxkMpmxQyY9q6mpEc8+++xjf/5WVlZi7dq1xg7X5LSW/s0U4jSb5EmdmzdvKr5M6hIhbTU0NIi4uDhhY2Mj9uzZo1Xb8vJyYWdnJ6ZMmaKXWFoLU/gyaKK1xGnOvvnmG9GzZ0+VvzR79OghVq5cycSpDaurqxOpqanC3d1d5f+BQYMGiX379hk7TJPUWvo3U4hTIoR5P59g3759iI6ORmBgIM6cOaOXc06ZMgWZmZmYM2cOYmNjlcq6dOmCLl26AADi4+Ph4+ODXr16oWPHjrh48SIWLVqEa9eu4ddff4WPj49e4mkNqqurFY/Mqaqqgq2trZEjUq21xGnuhBA4fPgw9uzZg8rKStjZ2aF///6IiopS3OVDbduDBw/w448/IiEhAZWVlfjLX/6Co0ePqrzjmR5qLf2bScRplJTNhCxZskQAEOPGjdPbObt166Z2uPjjjz9W+uynn35aMRXo6+sr3nzzTXHlyhW9xdJamMJfEppoLXES0UMeHh4CgPDw8DB2KCZP2/5t69atIiAgQPTs2VOEh4eL8+fPK8oAiKCgILF161YhxMMZmeTkZPHkk08Kb29vkZGRoai7YcMGERAQIJycnFokzpZgFvs8NUU+2qRqsbiurly5olG95ORkJCcn6+1ziYiIDGXq1KlYuXIlYmJiMHfuXGRmZmLRokWK8kOHDilGiNauXYuzZ8/iwoULuHPnDnr37o2BAwfC398fcXFxCAsLQ2hoqLEuRWtmcbddU+TJU3BwsJEjISIiaj0KCwsRGhqK6upqnDhxAk8++aTaujk5OZg8eTIsLS3h6OiIV155BRs2bDBgtPpl9snToUOHIITAkCFDjB0KERFRqyGEwMGDB+Hq6oq8vLwmf48WFRWhW7duivdeXl6tej9Ds0+eiIiISDeRkZG4e/culi1bhv79+ys2nVbl0Zs1RCu/V43JExEREenMwsICo0aNgqOjo9JTPB7l6emptB64sLAQnp6eBopQ/5g8ERERkU62bNkC4OG0XFlZGby9vVXWGzNmDLKystDQ0IBbt24hJycHcXFxhgxVr8z+bjsiIiLSzeLFi/HJJ5/A0tISS5YsgZOTk8p648ePx6+//go/Pz8AwIwZMxAQEGDIUPWKyRMRERHpZPfu3YrtCJpiaWmJjIwMA0RkGJy2IyIiIr36/9u7+7ia7/4P4K9T6eZUPxRFJV3iXEVSZIpMGTOuYm62bEKtTUa7jOFCbFzusjsz4kK5G7P2w3Jz5XZkG7lnbMrdhW4oWrROqVbn8/vD1fk565Rz6tSpzuv5eJzHw/l+Pt/veX/R97z7fD7f99fe3h59+vRBUlLSc/smJCQgODgY9vb29RCZbnDkiYiIiLRW3R1z2dnZGh8nJCSk0a1/YvJEDU5hYaG+Q6hSQ46NiEhXGvK1riHExuSJGpzGNHRLRNQU8TpcPa55IiIiItICR56oQZBKpZDL5foOQytSqVTfIRAR6Qyvw5pj8kQNgkQigaWlpb7DICIyWLwOa47TdkRERERaYPJEREQEYM+ePfDy8lJ5OTo6wtzcvNq2qowYMQIpKSnP/VyJRAJPT0+Vmkg3btxA7969IZPJ8MILL+Dq1avKtsDAQNjY2GDVqlUQQqBv3764fft27U6etMLkiYiICMDQoUNx6dIl5Ss5ORlSqRSrVq2qtk2dM2fO4PHjx/Dz89Pos0+ePIkhQ4Yo30dGRmLChAm4fv06Zs6ciYiICGXbsWPHMHToUABPE6+pU6diwYIFtThz0haTJyIioj9RKBQYM2YMXnrpJbz99tsat1VYu3YtxowZo3w/cOBATJkyRfk+Pz8frVu3Rm5ubqV9Hzx4gAsXLiA0NBQAMHLkSNy+fRt37txR+1nBwcFISkpCQUGBtqdJNcTkiYiI6E8++ugj5OXl4csvv9SqrUJycjJ69+6tfH/gwAEcPHgQqampAIANGzYgKCgIrVq1qrRvRkYGHBwcYGLy9J4uiUQCZ2dnpKenq/2sZs2awcPDAydOnNDqHKnmmDwRERE9Y/fu3YiPj8fOnTthamqqcduzMjMz0aZNG+V7Y2NjhIeHY9OmTVAoFIiNjUVUVFSV+0skEpX31T0KBQDatGmDzMzMavuQ7rBUARER0X9du3YNERERSExMhIODg8ZtfyaVSvHkyRO0bNlSuS00NBS+vr7o3bs37O3t0aNHD7X7tmvXDpmZmSgrK4OJiQmEEMjIyICzs3OVn1dcXAwLCwstzpRqgyNPREREAAoKCjB8+HAsWLAA/v7+Grep4+npibS0NJVtjo6OcHNzw8SJE/Hee+9Vua+dnR28vb2xdetWAMDOnTvh4uICFxeXKvdJTU1Ft27dnhsX6QaTJyIiIgCxsbG4du0a1q9fX6kswcqVK6tsu3fvXqVjjRo1Cvv376+0fezYsVAoFBg5cmS1saxduxZr166FTCZDTEwM4uPjq+xbsZDcw8NDuxOmGpOI502kEhERNVJOTk7IysqCo6Njva4JKigogJ+fH06fPq1StTs5ORnTp0/HuXPnlNskEgkKCgpgZWWl8fHDwsLg4+ODqKgozJo1C506dVIpZ0B1iyNPREREOmZtbY0vvvhCo+KV9vb26NOnj0qRzOoEBgbi+PHjyqTMwcEB4eHhtYqXtMORJyIiarL0NfJETRtHnoiIiIi0wOSJiIiISAtMnoiIiIi0wOSJiIiISAtMnoiIiIi0wOSJiIiISAt8th01CEIIFBUV6TsMrUil0koP7yQiaqx4HdYckydqEIqKirSqrtsQyOVylcrBRESNGa/DmuO0HREREZEWOPJEDU5OTk6DHdEpLCyEvb29vsMgIqpTvA5Xj8kTNTiWlpYN9oeWiMgQ8DpcPU7bEREREWmByRMRERGRFpg8EREREWmByRMRERHVSHJyMiQSicrLysoK3bt3x/Lly1FWVqbvEOsEF4wTERFRrYSEhCAoKAhCCGRnZ2PLli2YNm0aUlNTsW7dOn2Hp3NMnoiIiKhWvLy8EBoaqnw/adIkuLu7Iy4uDosXL0br1q31GJ3ucdqOiIiIdMrS0hK9evWCEAK3bt3Sdzg6x+RJQ4cOHcIrr7wCW1tbSKVSdO3aFUuXLkVpaam+QyMiImpwKpImW1tbPUeie0yeNPDZZ59h0KBBOHjwIKytrfHXv/4VaWlpmDNnDgICAvDkyRN9h0hERKQ3RUVFyM3NxcOHD3HlyhVMnjwZFy9eRM+ePdGpUyd9h6dzTJ6e48yZM5gxYwYkEgk2btyIO3fu4OLFi0hLS0PHjh2RkpKC2bNn6ztMIiIivVm4cCFat24NOzs7eHp6YvXq1Xj11VexZ88efYdWJ5g8PcfChQshhEB4eDjCwsKU211dXREfHw8AWLNmDR48eKCnCOlZFbfNxsTEVNnHysoKAQEB9RcU1buioiLExcXhzTffRHBwMN544w2sWbMGBQUF+g6N6sn9+/exaNEi5OXlAQAePXqExMTEJnvrvL5FRETg8OHD2L9/Pz755BPY2toiJycHFhYWyj4lJSXw8PDAkiVLVPYNCwvD4MGD6zvk2hEG5uHDh+KDDz4QHTp0EGZmZsLJyUlMmzZNFBUViTFjxggAYv369UIIIX7//XdhamoqAIiUlBS1x5PJZCr7UM3I5XIBQAAQcrm8xsc5duyYACCWLl1aZR9LS0vRr1+/Gh1fV3FS3SgrKxNz584VzZs3V/47PfuysrIS06dPF6WlpfoOlerIb7/9Jt544w1hYmKi9v9Au3btRHx8vL7DbJBqcn2r6pqbkpIijIyMxBtvvKGy/fz588LS0lJcunRJCCHEd999J2xsbERWVladxqlrBjXydPnyZXh4eOCzzz5DTk4OOnfujNLSUnz++ecIDQ3FtWvXAADdunUDAFy8eBGlpaUwMzODj4+P2mP6+/sDAE6dOlU/J0FEapWVlSEkJASLFi1Cfn6+2j5yuRyffvophg4dyps9mqCcnBz06dMH27dvr3KEKSMjAxEREZg/f379BmdgfH19ERoaiu3bt6t8P3bv3h0zZ87EuHHjkJmZicjISMTGxsLBwUGP0WrPYJKn3NxcBAUFIScnBzNnzkR2djYuXLiAnJwcLFy4ELt27cKlS5dgZGQEDw8PAMD169cBAO3bt4eJifqSWK6urip9iUg/oqOjsXPnTo36HjhwAFOmTKnjiKg+CSHw6quvIi0tTaP+CxYswNdff13HURm2efPmwdjYGPPmzVPZPmfOHJiamsLb2xsBAQEYPXq0niKsOYNJnv7+978jIyMD06ZNw7Jly2BlZaVsi46OhpubG8rKyiCTyZRztI8ePQIAtGzZssrjVrRV9KWGoeLOD3UvanoePXqElStXarVPXFwc7t+/X0cRUX07evSo1jMAixYtghCijiKijh07YvTo0Thy5Ah+/PFH5XYTExP4+/sjNzcX4eHheoyw5gwiebp69SoSEhJgZ2eHhQsXVmqXSCTo0aMHgP+fsgOA4uJiAICpqWmVxzYzMwMAlXIFO3bswMiRI9G+fXtIpVK4ubkhOjoacrm82jgHDx4MiUTC4WQdqLjzQ92rsLBQ3+GRjm3evFnrkiFlZWWIi4uro4iovq1evVrrfVJTU3H8+PE6iIYqREdHw8jICB9++KFy24kTJxAfH4+oqChMmTKlUZb7MYjHs2zbtg0KhQKhoaGQSqVq+1QkQc8mT+bm5gBQ7dqIkpISAFC5o+DTTz+Fs7MzlixZAicnJ1y8eBELFixAcnIyfvzxRxgZVc5Zv/32W1y6dEnrcyP1IiIiqhwKDg4OrudoqK4dOHCgRvvt37+/0pQCNU61+T/Au29rLiAgoNrRO3d3d5SXlyvfFxYWYvz48Vi6dCneffdd9OvXD7NmzcKKFSvqI1ydMYjk6fvvvwcABAYGVtknMzMTgGrypMmUnLqpvb1796o8x6dfv35o1aoVxo4di59++gkvvviiyjF+//13vP/++/j0009Vng1UUz4+PsjOzq71ceqTQqHQ6fE6duyIAQMGqG0zNjbWyWd06tRJbSJM9a+mpULOnj0LJycnHUdD9U0IgaKiohrtu2rVKmzbtk3HETVOur4OqzNt2jS4uLhg0qRJkEgk2LRpE7y8vDB8+PAaJbG1uQ63adMG586dq9G+BpE83b17FwDg4uKitr2kpASnT58GoJo8yWQy5f5lZWVqF41XlJ+v6AtA7QMQK6YFs7KyKrVFR0dDJpNhzJgxOkmesrOz1X4O6RbXyzR+ZWVl/FkxcEVFRTVOvEg7Bw4cQEJCAi5fvgyJRALg6U1XMTExCA8Px+XLl2Ftba3VMfV1HTaI5KlijUvFGqY/27p1K/Lz82FrawtHR0fldm9vb5iamqKkpATnzp2Dr69vpX1/+uknAECvXr2qjeGHH34AALi5ualsP3fuHNavX4/z589rfkLP0aZNG50dq74oFIpGl4y0bduWI08NRH5+/nPXFKpjaWmJFi1a6D4gqncPHz6sUfmJli1bVrmcw9DU9XX4lVdewePHjyttnzx5MiZPnlyjY9bmOlyb70qDSJ7atGmDgoICnDt3rlK9poyMDOXjVTw9PVXarK2tMXDgQPz73//G+vXrKyVPP/zwA65fvw5TU1MMGzasys/PysrChx9+iJdffhne3t7K7eXl5Zg4cSKioqLQpUuX2p6mUk2HIfWpsLBQ5Q7IxuDGjRuwtLTUdxgE4M6dO+jQoYPWd06dPn1apz97pD/btm3TeuTe3t4e6enp1d4UZEh4HdacQfzaXLH2ZcmSJSr1mE6dOoX+/fsrM+Fnp+wqzJ07V/lcu82bNyu337p1CxEREQCAyMhI2NnZqf1suVyOYcOGoVmzZti4caNK26pVq5Cdnc2764hqycXFBcOHD9dqn4EDBzJxakJGjRqlMnOgicmTJzNxohoxiORp1qxZaNmyJTIyMtClSxd07doVHTt2hJ+fH9zd3ZVVwtUlT76+voiJiYEQAmFhYXBxcYG3tzfc3Nxw8+ZN9OrVq8rnqBUXF2PYsGG4ffs2Dh06pFJBNTc3F/PmzcOHH36IsrIyPH78WJnEFRcX4/Hjx/WyeI+oqYiLi0Pnzp016tuhQwd89dVXdRwR1SczMzPs2bNH4zUzQUFBfKg71ZxeHgqjB7/88osYMmSIsLKyEtbW1sLX11fExcUJhUIh2rZtKwCICxcuVLn/gQMHxMCBA0WLFi2Eubm56Ny5s1i8eLEoLi5W27+0tFQEBwcLKysrcfr06UrtFy9eVPvcpWdfN27c0Nn5N3QN4VlFmmgscRqq3NxcMWDAgGp/rvz9/cX9+/f1HSrVkYsXLwpXV9cq//0lEol4++23RUlJib5DbXAay/WtIcQpEcKwy6vm5eXB1tYWJiYmkMvlynpPtaFQKPDmm29i9+7dSEpKUlsiQS6Xq12bFBgYiPHjxyMsLAy9evVSqR/VlD071y6XyxvsWqLGEqehu3DhAtasWYOjR4/izp07UCgUsLCwQHJyMnr27Km804eapvLychw8eBBr1qzB5cuX8eTJE9jY2GD48OGIjIys8s5rQ9dYrm8NIU6DWDBenStXrgB4ehecLhInAIiKikJCQgKio6NhYWGh8sgAJycnODk5wcrKqsqaFi4uLizaRlQL3bt3x/r16wE8/ZnLysqCjY0NXnjhBT1HRvXB2NgYQ4YMwZAhQ/QdSpOWlJSE6dOnw9TUFBYWFti8ebOybI9EIkHXrl0RExODIUOGQKFQYMqUKUhKSoJEIsG0adMwadIkAEBCQgIWLFiABw8eNJpHaBnEmqfqVCRP6tY71VRSUhIAYPHixfDz81N58XEQRETUFEyePBmxsbG4dOkSBgwYgDVr1qi0nzx5UpnAbt26FVevXsX169dx5swZfPzxx8qHOIeEhCi/NxsLjjzVQfJ0586dGu9r4LOoRETUSNy9exc+Pj4oLCzE+fPnMXjw4Cr7JiQkYOLEiTA2NoaNjQ1ef/11fPPNN432bnOOPP03efpzjSciIiKqmhACJ06cgL29PS5cuIBBgwZV2Tc9PR3t27dXvndxcUF6enp9hFknDH7k6eTJk/oOgYiIqFHy9/fH77//jsTERPTt2xfXrl2rsmr/szdqNPZZFoMfeSIiIqKaMzIywogRI2BjY6NSiPpZzs7OKkta7t69C2dn53qKUPeYPBEREVGN7Nu3D8DTabns7Gy4urqq7ffaa69h7dq1KC8vR15eHhISEhASElKfoeqUwU/bERERUc2sWLEC8+fPh7GxMVauXAlbW1u1/caOHYuzZ88qSxnMmDED7u7u9RmqTjF5IiIioho5fPiwRg8TNjY2RmxsbD1EVD84bUdEREQ6ZW9vjz59+mhUvykhIQHBwcGwt7evh8h0gyNPREREpLXq7pjLzs7W+DghISGNbv0TR56IiIiItMCRJ2pwCgsL9R1ClRpybEREutKQr3UNITYmT9TgNKZ5byKipojX4epx2o6IiIhICxx5ogZBKpVCLpfrOwytSKVSfYdARKQzvA5rjskTNQgSiQSWlpb6DoOIyGDxOqw5TtsREQHYs2cPvLy8VF6Ojo4wNzevtq0qI0aMQEpKynM/VyKRwNPTU6Uezo0bN9C7d2/IZDK88MILuHr1qrItMDAQNjY2WLVqFYQQ6Nu3L27fvl27kycirTB5IiICMHToUFy6dEn5Sk5OhlQqxapVq6ptU+fMmTN4/Pgx/Pz8NPrskydPYsiQIcr3kZGRmDBhAq5fv46ZM2ciIiJC2Xbs2DEMHToUwNPEa+rUqViwYEEtzpyItMXkiYjoTxQKBcaMGYOXXnoJb7/9tsZtFdauXYsxY8Yo3w8cOBBTpkxRvs/Pz0fr1q2Rm5tbad8HDx7gwoULCA0NBQCMHDkSt2/fVnki/bOCg4ORlJSEgoICbU+TiGqIyRMR0Z989NFHyMvLw5dffqlVW4Xk5GT07t1b+f7AgQM4ePAgUlNTAQAbNmxAUFAQWrVqVWnfjIwMODg4wMTk6ZJUiUQCZ2dnpKenq/2sZs2awcPDAydOnNDqHImo5pg8ERE9Y/fu3YiPj8fOnTthamqqcduzMjMz0aZNG+V7Y2NjhIeHY9OmTVAoFIiNjUVUVFSV+0skEpX31T0GAwDatGmDzMzMavsQke7wbjsiov+6du0aIiIikJiYCAcHB43b/kwqleLJkydo2bKlcltoaCh8fX3Ru3dv2Nvbo0ePHmr3bdeuHTIzM1FWVgYTExMIIZCRkQFnZ+cqP6+4uBgWFhZanCkR1QZHnoiIABQUFGD48OFYsGAB/P39NW5Tx9PTE2lpaSrbHB0d4ebmhokTJ+K9996rcl87Ozt4e3tj69atAICdO3fCxcUFLi4uVe6TmpqKbt26PTcuItINJk9ERABiY2Nx7do1rF+/vlJZgpUrV1bZdu/evUrHGjVqFPbv319p+9ixY6FQKDBy5MhqY1m7di3Wrl0LmUyGmJgYxMfHV9m3YiG5h4eHdidMRDUmEc+bTCciasScnJyQlZUFR0fHelsXVFBQAD8/P5w+fVql6GBycjKmT5+Oc+fOKbdJJBIUFBTAyspK4+OHhYXBx8cHUVFRmDVrFjp16qRSzoCI6hZHnoiIdMza2hpffPGFRsUr7e3t0adPH5UimdUJDAzE8ePHlUmZg4MDwsPDaxUvEWmHI09E1KTpY+SJiJo2jjwRERERaYHJExEREZEWmDwRERERaYHJExEREZEWmDwRERERaYHJExEREZEW+Gw7ahCEECgqKtJ3GFqRSqWVHuBKRNRY8TqsOSZP1CAUFRVpVWG5IZDL5SrVo4mIGjNehzXHaTsiIiIiLXDkiRqcnJycBjuiU1hYCHt7e32HQURUp3gdrh6TJ2pwLC0tG+wPLRGRIeB1uHqctiMiIiLSApMnIiIiIi0weSIiIiLSApMnIiIiIi0weSIiIqIaSU5OhkQiUXlZWVmhe/fuWL58OcrKyvQdYp3g3XZERERUKyEhIQgKCoIQAtnZ2diyZQumTZuG1NRUrFu3Tt/h6RyTJyIiIqoVLy8vhIaGKt9PmjQJ7u7uiIuLw+LFi9G6dWs9Rqd7nLbT0KFDh/DKK6/A1tYWUqkUXbt2xdKlS1FaWqrv0IiIiBoUS0tL9OrVC0II3Lp1S9/h6ByTJw189tlnGDRoEA4ePAhra2v89a9/RVpaGubMmYOAgAA8efJE3yESERE1KBVJk62trZ4j0T0mT89x5swZzJgxAxKJBBs3bsSdO3dw8eJFpKWloWPHjkhJScHs2bP1HSYREZHeFBUVITc3Fw8fPsSVK1cwefJkXLx4ET179kSnTp30HZ7OMXl6joULF0IIgfDwcISFhSm3u7q6Ij4+HgCwZs0aPHjwQE8R0rMq7vyIiYmpso+VlRUCAgLqLyjSi/z8fBw5ckQ5MqxQKPQcEdW3jIwMHDhwAImJifjhhx+4zKIOLVy4EK1bt4adnR08PT2xevVqvPrqq9izZ4++Q6sTBpc85ebmYvr06XB1dYW5uTnatWuHDz74AE+ePEFoaCgkEgni4uIAAAUFBTh06BAA4J133ql0rBdffBEymQylpaVN9j8IUWNz9epVTJw4EY6Ojhg4cCDy8vIAANnZ2YiIiMDPP/+s5wiprh0+fBjDhg2Di4sLBg8ejOHDh6Nfv35o164d5s6di/v37+s7xCYnIiIChw8fxv79+/HJJ5/A1tYWOTk5sLCwUPYpKSmBh4cHlixZorJvWFgYBg8eXN8h144wID///LOwt7cXAISlpaXw9vYWdnZ2AoAYMWKE8PHxEQDEmTNnhBBCHD9+XAAQZmZm4o8//lB7zLfeeksAEBEREfV5Kk2OXC4XAAQAIZfLa3ycY8eOCQBi6dKlVfaxtLQU/fr1q9HxdRUn1Y0dO3YIMzMz5b+RupeJiYnYvHmzvkOlOqBQKMQ//vGPav/9AQh7e3tx7tw5fYfb4NTk+lbVNTclJUUYGRmJN954Q2X7+fPnhaWlpbh06ZIQQojvvvtO2NjYiKysrDqNU9cMZuQpNzcXQUFByMnJwcyZM5GdnY0LFy4gJycHCxcuxK5du3Dp0iUYGRnBw8MDAHD9+nUAQPv27WFior6qg6urq0pfItKPQ4cOYfTo0SgpKam2X1lZGcLCwvDdd9/VU2RUXxYuXIhly5Y9t19OTg4GDRqEGzdu1ENUhsnX1xehoaHYvn07Tp06pdzevXt3zJw5E+PGjUNmZiYiIyMRGxsLBwcHPUarPYNJnv7+978jIyMD06ZNw7Jly2BlZaVsi46OhpubG8rKyiCTyZTDjI8ePQIAtGzZssrjVrRV9KWGoWLxoroXNT0KhQKTJk3SuJqxEAKTJ0/GH3/8UceRUX25e/cuFixYoHH/3377DbNmzarDiGjevHkwNjbGvHnzVLbPmTMHpqam8Pb2RkBAAEaPHq2nCGvOIJKnq1evIiEhAXZ2dli4cGGldolEgh49egAAunXrptxeXFwMADA1Na3y2GZmZgCgUq5gx44dGDlyJNq3bw+pVAo3NzdER0dDLper7KuurL1EIoGXl1eNz5Weqli8qO5VWFio7/BIxw4fPqx1LZn79+9j9+7ddRQR1bd169ZpfVPA7t27kZmZWUcRUceOHTF69GgcOXIEP/74o3K7iYkJ/P39kZubi/DwcD1GWHMGUWF827ZtUCgUCA0NhVQqVdunIgl6NnkyNzcHgGrv0KiYInh2Udynn34KZ2dnLFmyBE5OTrh48SIWLFiA5ORk/PjjjzAyUs1ZY2Nj0b17d+V7S0tLLc+Q/iwiIqLK32aCg4PrORqqa5s2barxfqNGjdJtMKQXmzdv1nqf8vJybNu2Df/4xz/qICICns7sbN++HR9++CGOHTsGADhx4gTi4+MRFRWFKVOm4NKlSyrfoY2BQSRP33//PQAgMDCwyj4Vv308mzxpMiWnbmpv7969KqXo+/Xrh1atWmHs2LH46aef8OKLL6oco3PnzvD19dX0dJ7Lx8cH2dnZOjtefdD1beQdO3bEgAED1LYZGxvr5DM6depUKREm/Xj48GGN9jt48CCcnJx0HA3VNyEE7t27V6N9Fy5ciJUrV+o4osapJtfhgIAACCGqbHd3d0d5ebnyfWFhIcaPH4+lS5fi3XffRb9+/TBr1iysWLGiRjHX5jrcpk0bnDt3rkb7GkTydPfuXQCAi4uL2vaSkhKcPn0agGryJJPJlPuXlZWpXTReMVVQ0ReA2mf4VEwLZmVl1eAMtJOdnV0vn2PoeLtz41dWVsafFQNXWFjIqfx6NG3aNLi4uGDSpEmQSCTYtGkTvLy8MHz48BrV39PXddggkqeKH4yKNUx/tnXrVuTn58PW1haOjo7K7d7e3jA1NUVJSQnOnTundnTop59+AgD06tWr2hh++OEHAICbm1ultpCQEOTm5qJVq1YYOnQoli1bBhsbG81OTo02bdrUeF99USgUjS4Zadu2LUeeGoi8vLwaPSbJ3Ny8ST46whBlZ2erjHBo6n/+539gbW1dBxE1PnV9HT5w4AASEhJw+fJlSCQSAE/vWI+JiUF4eDguX76s9b9Fba7Dtfqu1EuBhHrWqVMnAUCsWbOmUlt6erpo3bq1ACACAwMrtf/tb38TAMRbb71Vqa2iDpSpqanIycmp8vMzMzOFnZ2dePnll1W2X7hwQUyfPl3s3btXHDt2TCxZskRYW1uLrl27iuLi4hqcaePFOk9UG4cOHXpubR91r507d+o7dNKRuXPnav3vb2xsrFV9oaausVzfGkKcBvFrc8XalyVLlqjUYzp16hT69++Px48fA1Cdsqswd+5c5XPtnl2QeOvWLURERAAAIiMjYWdnp/az5XI5hg0bhmbNmmHjxo0qbd7e3vjkk08QFBSEgIAAzJ49G9u2bcOVK1ewffv2Wp0zkSF56aWXtH5+loODA4YOHVpHEVF9mzBhgtYjEMOHD2909YWoYTCI5GnWrFlo2bIlMjIy0KVLF3Tt2hUdO3aEn58f3N3d4e/vD0B98uTr64uYmBgIIRAWFgYXFxd4e3vDzc0NN2/eRK9evap8jlpxcTGGDRuG27dv49ChQxr9kAYFBcHKygpnz56t3UkTGRAjIyP861//QrNmzbTqX1XxW2p82rVrp7YUTVVat25d7TMwiaqll/EuPfjll1/EkCFDhJWVlbC2tha+vr4iLi5OKBQK0bZtWwFAXLhwocr9Dxw4IAYOHChatGghzM3NRefOncXixYurnF4rLS0VwcHBwsrKSpw+fVrjOBUKhbC0tBSTJ0/W+hwbs4YwDKuJxhKnoUpMTBTm5ubVTtWYmpqKr7/+Wt+hUh1QKBRi3rx5z52ua9u2rbh48aK+w21wGsv1rSHEaTDJU1V+++035fOudLXOqLy8XISEhAhzc3Nx9OhRrfZNTEwUAMSWLVt0Ektj0RB+GDTRWOI0ZNeuXRNRUVHC2tpa5QvT0tJSREZGil9++UXfIVIdO3bsmBg5cqQwNjZW+T/g4OAg5s+fL7Kzs/UdYoPUWK5vDSFOiRDVFGgwAMePH0dAQAA8PDxw5coVnRxz0qRJWLNmDaKjoxEUFKTS5uTkpKwrM3bsWHTq1AleXl6QSqVISUnBxx9/DJlMhpSUlGormzc1hYWFykfmyOXyBlsotLHESU//fc6fP4+CggJYWVnB29sbzZs313dYVI/u3bsHT09P/Pbbb2jVqhXu3bun8dSuIWos17eGEKdBrHmqTkXCpG69U00lJSUBABYvXgw/Pz+VV1xcnLJf586d8b//+78IDQ3FkCFDsHHjRkRGRiI5OdmgEieiumBlZYV+/fopb8hg4mR4HBwclE+KMDMzY+KkY0lJSejcuTO8vLzg5+enckOWRCKBp6en8vtQoVDgvffeg6urKzp27IjVq1cr+yYkJKBz585o1apVvZ9DTRn8asm6SJ7u3LmjUb/Zs2dj9uzZOvtcIiKi+jJ58mRs2LABgYGBmDdvHtasWYPly5cr20+ePKkcIdq6dSuuXr2K69evIz8/H927d0f//v3h5uaGkJAQ9OrVCz4+Pvo6Fa1x5Om/yZOnp6eeIyEiImo87t69Cx8fHxQWFuL8+fPo0KFDlX0TEhIwceJEGBsbw8bGBq+//jq++eabeoxWtww+eTp58iSEEBg0aJC+QyEiImo0hBA4ceIE7O3tceHChWq/R9PT09G+fXvlexcXF6Snp9dHmHXC4JMnIiIiqhl/f3/8/vvvWL16Nfr27assOq1OxSNZAFT7MOHGgMkTERER1ZiRkRFGjBgBGxsblUXjz3J2dlZZD3z37l04OzvXU4S6x+SJiIiIamTfvn0Ank7LZWdnw9XVVW2/1157DWvXrkV5eTny8vKQkJCAkJCQ+gxVpwz+bjsiIiKqmRUrVmD+/PkwNjbGypUrYWtrq7bf2LFjcfbsWchkMgDAjBkz4O7uXp+h6hSTJyIiIqqRw4cPK8sRVMfY2BixsbH1EFH94LQdERER6ZS9vT369OmjLJJZnYSEBAQHB8Pe3r4eItMNjjwRERGR1qq7Yy47O1vj44SEhDS69U9MnqjBKSws1HcIVWrIsRER6UpDvtY1hNiYPFGD05iGbomImiJeh6vHNU9EREREWuDIEzUIUqkUcrlc32FoRSqV6jsEIiKd4XVYc0yeqEGQSCSwtLTUdxhERAaL12HNcdqOiIiISAtMnoiIiADs2bMHXl5eKi9HR0eYm5tX21aVESNGICUl5bmfK5FI4OnpqVIT6caNG+jduzdkMhleeOEFXL16VdkWGBgIGxsbrFq1CkII9O3bF7dv367dyZNWmDwREREBGDp0KC5duqR8JScnQyqVYtWqVdW2qXPmzBk8fvwYfn5+Gn32yZMnMWTIEOX7yMhITJgwAdevX8fMmTMRERGhbDt27BiGDh0K4GniNXXqVCxYsKAWZ07aYvJERET0JwqFAmPGjMFLL72Et99+W+O2CmvXrsWYMWOU7wcOHIgpU6Yo3+fn56N169bIzc2ttO+DBw9w4cIFhIaGAgBGjhyJ27dv486dO2o/Kzg4GElJSSgoKND2NKmGmDwRERH9yUcffYS8vDx8+eWXWrVVSE5ORu/evZXvDxw4gIMHDyI1NRUAsGHDBgQFBaFVq1aV9s3IyICDgwNMTJ7e0yWRSODs7Iz09HS1n9WsWTN4eHjgxIkTWp0j1RyTJyIiomfs3r0b8fHx2LlzJ0xNTTVue1ZmZibatGmjfG9sbIzw8HBs2rQJCoUCsbGxiIqKqnJ/iUSi8r66R6EAQJs2bZCZmVltH9IdliogIiL6r2vXriEiIgKJiYlwcHDQuO3PpFIpnjx5gpYtWyq3hYaGwtfXF71794a9vT169Oihdt927dohMzMTZWVlMDExgRACGRkZcHZ2rvLziouLYWFhocWZUm1w5ImIiAhAQUEBhg8fjgULFsDf31/jNnU8PT2Rlpamss3R0RFubm6YOHEi3nvvvSr3tbOzg7e3N7Zu3QoA2LlzJ1xcXODi4lLlPqmpqejWrdtz4yLdYPJEREQEIDY2FteuXcP69esrlSVYuXJllW337t2rdKxRo0Zh//79lbaPHTsWCoUCI0eOrDaWtWvXYu3atZDJZIiJiUF8fHyVfSsWknt4eGh3wlRjEvG8iVQiIqJGysnJCVlZWXB0dKzXNUEFBQXw8/PD6dOnVap2JycnY/r06Th37pxym0QiQUFBAaysrDQ+flhYGHx8fBAVFYVZs2ahU6dOKuUMqG5x5ImIiEjHrK2t8cUXX2hUvNLe3h59+vRRKZJZncDAQBw/flyZlDk4OCA8PLxW8ZJ2OPJERERNlr5Gnqhp48gTERERkRaYPBERERFpgckT1Yv58+cjMTFR32E0GkIIrFq1Cl26dIG5uTnatm2LyMhI/Pbbb/oOjYjI4DF5onqxYMECJk9amDFjBt577z106NABK1euRHh4OL766isEBASgsLBQ3+ERERk0VhgnamBSU1OxfPlyDB06FLt371Zu79GjB0aNGoXly5dj7ty5eoyQiMiwceSJKiktLcXHH38MLy8vSKVSNG/eHD4+Pli1apWyT1hYWKVnL1WQSCQICwsD8LSmSUW/zZs3QyKRQCKRVFspt7pjHj16FH5+fpBKpXByckJMTAwA4NGjR4iIiICdnR0sLCzwt7/9Te2dNenp6QgLC0Pbtm1hamoKFxcXTJs2Dfn5+co++/fvh0Qiweeff642lr59+8LW1halpaXKbTdu3MDYsWNVjjtjxowajRJt374dCoUC06ZNU9k+cuRIuLi4KKsOExHpkhAChYWFjeqlr4IBHHkiFaWlpRg0aBCSk5MxaNAgjB07FmZmZrhy5Qp27dpV7YMs1XF3d8dXX32FsWPHom/fvpgwYQIAaFUMrsLFixexb98+TJgwAePGjcOOHTswe/ZsmJubY8uWLejQoQPmz5+Pmzdv4ssvv8S4ceNw9OhR5f4ZGRl44YUXkJeXh4kTJ8LNzQ0pKSlYvnw5jh49ipSUFFhYWODll19G27ZtsWXLlkoJzO3bt3HixAm8++67yoeCnj9/Hv3790eLFi0QGRkJR0dHXL58GV9++SVOnDiB48ePo1mzZhqf55kzZ2BkZARfX99KbX5+fti+fTvy8/PRvHlzrf8OiYiqUlRUVKNrsz7J5XKVIqT1RhA9Y9myZQKAiI6OrtRWXl6u/PP48eNFVf99AIjx48c/d5s2AAgjIyNx9uxZ5bbS0lLRtm1bIZFIxPvvv6/Sf+rUqQKASE1NVW4bM2aMACASExNV+i5atEgAEIsXL1Zumz59ugAgfv75Z5W+8+fPFwDE6dOnlds8PT2FTCYTv//+u0rfXbt2CQBi48aNWp2rh4eHsLOzU9s2Y8YMAUD8+uuvWh2TyFA5OjoKAMLR0VHfoTR4crlcAGhUL7lcrpe/K07bkYpt27ahefPmatfUGBnp97+Ln58ffHx8lO+bNWuGnj17QghRaUSsb9++AICbN28CABQKBfbs2YOuXbti2LBhKn2nTZsGKysr7Nq1S7lt/PjxAIAtW7ao9N26dSvc3NzwwgsvAACuXLmCy5cvY/To0SgpKUFubq7y5e/vD0tLSxw6dEir8ywqKoKZmZnaNnNzc2UfIqK6kpOTA7lc3iBfOTk5+v7r4bQdqbpx4wa6du2q/JJuSP7yl79U2tayZUsAqLSGqmJ7xa39Dx8+REFBAbp06VLpGBYWFnB1dcV//vMf5TYPDw94e3vj66+/xrJly2BsbIwTJ07g5s2bWLp0qbJfamoqAOCf//wn/vnPf6qNW9sfdKlUigcPHqhte/LkibIPEVFdsbS01M90WCPB5IlqpKrF4mVlZXX2mcbGxlq3if8uJhTPWVSorn38+PF4//33cfjwYbzyyivYsmULjIyMEBoaWmm/999/H3/729/UHrsikdOUo6Mjrl69ipKSkkojUFlZWco+RESkH0yeSIVMJsO1a9dQXFxc7eiTjY0NACAvL0/5ZwAqozcNiZ2dHaytrfHrr79WaisuLsZ//vMfuLm5qWx/8803MWPGDGzZsgWBgYH49ttv0b9/fzg5OSn7yGQyAE+nNAcMGKCTWHv27ImDBw/i1KlT6Nevn0pbSkoKZDIZF4sTEekR1zyRijFjxiA/Px+LFi2q1Pbs6ExF0nDkyBGVPp999pna41pZWeHRo0c6jFQ7RkZGGDp0KK5cuYJ9+/aptH3xxReQy+UYMWKEyvbWrVtj8ODBSExMxLZt2/D48WPlWqgKXl5e6Nq1K9atW6dcX/WssrIy5OXlaRXr6NGj1ZZK2LVrF+7cuaMy8kVERPWPI0+kYsqUKdi7dy8WL16Mc+fO4eWXX4a5uTl+/fVXXLt2TZksvfHGG5gzZw4mTJiAtLQ02NraYv/+/cjNzVV73F69euHIkSP45JNP0K5dO1haWiI4OLg+Tw1Lly7FkSNHMHLkSGWpglOnTmHLli3o1q0bpkyZUmmf8ePHY8+ePZg6dSqsrKwqJVgSiQRbtmxB//794eXlhbfeegtdunRBUVERbt68iV27dmHp0qXKulea6NKlC6ZMmYIvvvgCwcHBGDZsGG7fvo3ly5fD3d0dU6dOre1fBRER1YZe7vGjBu3Jkydi0aJFonPnzsLMzEw0b95c+Pj4iNjYWJV+p06dEr179xZmZmbC1tZWvPPOO+LRo0dqyxKkpaWJ/v37CysrKwFAtG/fXquY1B1TiKpLJhw7dkxtmYA7d+6IcePGCXt7e9GsWTPh7Owspk6dKh4/fqz2c0tKSoSNjY0AIMLCwqqM786dOyIyMlK0b99eNGvWTNjY2Iju3buLWbNmifT0dK3OVYinZSFWrFgh3NzchKmpqbC3txfvvPOOePjwodbHIjJkLFWguWdLFWhaAqDiWvvsy9LSUnh7e4vPP/9c/PHHHw0iTl2TCKGn8pxERER1zMnJCVlZWXB0dFT71AH6f4WFhcoimZoWn0xOTkZgYCBCQkIQFBQEIQSys7OxZcsW/PLLL3jnnXewbt06vcepa5y2IyIiolrx8vJSWY85adIkuLu7Iy4uDosXL0br1q31GJ3uMXnS0KFDh/D555/j7NmzePLkCVxdXfHmm2/igw8+UD6mg7Tz8OFDlJeXV9vHysqq0T0uQJ0nT56oPD+vKm3atKmHaIiI6palpSV69eqFjIwM3Lp1i8mTIfrss88wffp0AED79u3h7OyMX375BXPmzMHevXvx/fffw8LCQs9RNj49e/bE3bt3q+3z0UcfYf78+fUTUB1KSEhAeHj4c/txFp2Imopbt24BAGxtbfUcie4xeXqOM2fOYMaMGZBIJNiwYYPyrqlbt27hlVdeQUpKCmbPno0vvvhCr3E2Rtu2bVNWzK5Khw4dVN6npaVp9RkPHjzAt99+i9dffx12dnYa7fPnek+6MGjQIBw+fFjnxyUiagiKioqQm5urXPP0r3/9CxcvXkTPnj3RqVMnfYenc1ww/hzBwcHYt28f3nrrLcTHx6u0/fDDD+jXrx9MTU2RkZGh8Zcz1Zy2ydOvv/6KUaNGYceOHWofzaJOXSRPRKQfXDCuudosGFfn1VdfxZo1a3S+HKEhLBg3uCKZubm5mD59OlxdXWFubo527drhgw8+wJMnTxAaGgqJRIK4uDgAQEFBgfKhru+8806lY7344ouQyWQoLS3Fnj176vU8iIhIvbKyMiQmJmLQoEG4f/8+ACA7OxsffPABbty4oefomqaIiAgcPnwY+/fvxyeffAJbW1vk5OSoLGkpKSmBh4cHlixZorJvWFgYBg8eXN8h14pBJU+XL1+Gh4cHPvvsM+Tk5KBz584oLS3F559/jtDQUFy7dg0A0K1bNwDAxYsXUVpaCjMzM/j4+Kg9pr+/PwDg1KlT9XMSRERUpfPnz6NTp04YPnw4Dh06BIVCAQAoLy/H559/DplMhvDwcJSUlOg50qalY8eOGDBgAF555RVMnz4d+/btw+nTp/Huu+8q+5iZmWHLli1YsmQJfv75ZwBAYmIi9u7dW2lmp6EzmOQpNzcXQUFByMnJwcyZM5GdnY0LFy4gJycHCxcuxK5du3Dp0iUYGRnBw8MDAHD9+nUATxeJm5ioXx7m6uqq0peIiPTj7Nmz6NevH+7cuVNtv02bNmH48OH4448/6icwA+Tr64vQ0FBs375dZXChe/fumDlzJsaNG4fMzExERkYiNjYWDg4OeoxWewaTPP39739HRkYGpk2bhmXLlqnc/h4dHQ03NzeUlZVBJpMphxkrnsXWsmXLKo9b0abP57ZR1Zo3b47g4GA+SJeoiSsuLsawYcNQWFioUf/9+/dj8eLFdRyVYZs3bx6MjY0xb948le1z5syBqakpvL29ERAQgNGjR+spwpoziOTp6tWrSEhIgJ2dHRYuXFipXSKRoEePHgD+f8oOePrDCKDaOk5mZmYAoHLX2I4dOzBy5Ei0b98eUqkUbm5uiI6OhlwuV3uM7777Dr1794alpSWaN2+OPn364Ndff9X+RKkSJycnfPzxx3ByctJ3KERUh3bs2KFc36SpNWvWcPquDnXs2BGjR4/GkSNH8OOPPyq3m5iYwN/fH7m5uRqVcGmIDCJ52rZtGxQKBUJDQyGVStX2qUiCnk2ezM3NAQClpaVVHrviB+/ZRXGffvopjI2NsWTJEuzfvx8TJ07E6tWrMWjQIOX8e4Uvv/wSr7/+Ovz9/bFnzx5s374dAwYMeO4t/KSZkpIS3L17lxdIoiZu9erVWu/z4MED7Nq1qw6ioQrR0dEwMjLChx9+qNx24sQJxMfHIyoqClOmTGmU33cGUefp+++/B4Aqb6cEoLyF9dnkSZMpOXVTe3v37lWpptqvXz+0atUKY8eOxU8//YQXX3wRwNNaUTNmzMDy5csRFRWl7D9kyBCNz00dHx8fZGdn1+oYDVVFnS1N3b9/Hxs2bMBbb72Ftm3barTPpk2btA+MiPRGCIF79+7VaN8JEyZgxowZOo6ocfrzL/eaCAgIqLa4r7u7u8qTJAoLCzF+/HgsXboU7777Lvr164dZs2ZhxYoVNYq5U6dOMDKq2ThQmzZtcO7cuRrtaxDJU0UVaxcXF7XtJSUlOH36NADV5Ekmkyn3LysrU7tovKKCakVfAGrL0FdMC2ZlZSm3bdiwAc2aNVNbBqE2srOzVT6nKSkqKtKqf8XUa3Fxscb7NtW/OyKqTC6XV7mkgnRv2rRpcHFxwaRJkyCRSLBp0yZ4eXlh+PDhCAgI0Pp42k7V6opBJE8VCwgrvkj/bOvWrcjPz4etrS0cHR2V2729vWFqaoqSkhKcO3cOvr6+lfb96aefAAC9evWqNoYffvgBgGoBxpMnT+Kvf/0rtm7dikWLFiEjIwOdOnXChx9+iDfeeEO7k3xGU34+WlXTrlWpmHo1NzfXeN9n/w8QUeNw7969Gj3eyMrKijeU/JdCoajTZOTAgQNISEjA5cuXIZFIADy9Yz0mJgbh4eG4fPkyrK2ttTpm27ZtazXyVFMGUWFcJpPhxo0bWLNmDSZOnKjSlpGRgR49euDhw4cIDAzE0aNHVdqDgoLw73//u1YVxrOystC9e3d4eXnh4MGDyu1ubm7IysqChYUFli1bhnbt2iE+Ph7ffPMNDh8+jAEDBujob6DpYIVxIlLntddew44dO7Te7/jx48qlFIauIVTu1kRDiNMgFoxXJCFLlixRqcd06tQp9O/fH48fPwagOmVXYe7cuZBIJNi4cSM2b96s3H7r1i1EREQAACIjI6tMnORyOYYNG4ZmzZph48aNKm3l5eWQy+VYt24dwsPDMWDAAHz99dfo2rWr2rsCiYhIvUmTJmm9T5cuXdC3b986iIaaOoNInmbNmoWWLVsiIyMDXbp0QdeuXdGxY0f4+fnB3d1dWSVcXfLk6+uLmJgYCCEQFhYGFxcXeHt7w83NDTdv3kSvXr0QExOj9nMr6o7cvn0bhw4dqlQErOJJ08+OMEkkEvTv3x+//PKLrk7foHXp0gWpqakajzoRUeMUEBCAPn36aLVPxS/HRNoyiOTJ2dkZP/74I4YMGQJzc3PcvXsXrVu3RlxcHHbv3q2cClKXPAHAzJkzceDAAQwcOBD5+flIS0uDTCbD4sWLcfz4cbVraf744w+8/vrrOHPmDPbv34/OnTtX6lPxhf7nmVOFQlHl+iwiIqpMIpHgu+++0/gXpUWLFjXK4ozUMBjEmqfq5OXlwdbWFiYmJpDL5cp6T7WhUCjw5ptvYvfu3UhKSqqyRMKePXswbNgw7Ny5EyNGjFDu6+npiVatWiE5ObnWsTQ12q55un37NmbPno2lS5fiL3/5i0b7cM0TUeP1+PFjTJkyBd98843aGn0uLi5YsGABxo0bp4foGraGsJZIEw0hToO42646V65cAfD0C1MXiRMAREVFISEhAdHR0bCwsFB5ro+Tk5Oy2nVwcDD69u2LCRMm4LffflMuGE9NTcXhw4d1EouhKyoqws8//6x1iQMiapxatGiBzZs349NPP8XGjRtx+fJlFBcXw8bGBq+++ioGDRoEY2NjfYdJjZxBTNtVpyJ5qmrKriaSkpIAAIsXL4afn5/KKy4uTtlPIpFgz549GDFiBGbPno1hw4YhPT0dSUlJ6N+/v87iISIyNK1bt8bMmTOxdetW7NixA+vWrcOQIUOYOOlQUlISOnfuDC8vL/j5+anckCWRSODp6an8PlQoFHjvvffg6uqKjh07qlSET0hIQOfOndGqVat6P4ea4shTHSRPz3ui97NatGiBdevWYd26dTr7fCIioro2efJkbNiwAYGBgZg3bx7WrFmD5cuXK9tPnjypnF7bunUrrl69iuvXryM/Px/du3dH//794ebmhpCQEPTq1Qs+Pj76OhWtceTpv8mTp6enniMhIiJqPO7evQsfHx8UFhbi/Pnz6NChQ5V9ExISMHHiRBgbG8PGxgavv/46vvnmm3qMVrcMPnk6efIkhBAYNGiQvkOhOuDo6Ihly5axajgRkY4JIXDixAnY29vjwoUL1X6Ppqeno3379sr3Li4uSE9Pr48w64TBT9tR09aiRQsMHTpU32EQETVJ/v7++P3335GYmIi+ffvi2rVraNGihdq+z9bUauw3+hv8yBM1bXl5edi2bRvy8vL0HQoRUZNkZGSEESNGwMbGRmXR+LOcnZ1V1gPfvXsXzs7O9RSh7jF5oibt/v37WLRokd6evE1E1JTt27cPwNNpuezsbLi6uqrt99prr2Ht2rUoLy9HXl4eEhISEBISUp+h6hSn7YiIiKhGVqxYgfnz58PY2BgrV65UPnbsz8aOHYuzZ89CJpMBAGbMmAF3d/f6DFWnmDwRERFRjRw+fFhZjqA6xsbGiI2NrYeI6gen7YiIiEin7O3t0adPH2WRzOokJCQgODgY9vb29RCZbnDkiZo0S0tL9OnTp8E+o4mIqLGq7o657OxsjY8TEhLS6NY/MXmiJs3FxUXlkThERPR8hYWF+g6hSg0hNiZP1KSVl5fjyZMnsLCw4DOtiIg01Jim0PSBa56oSUtLS0PPnj2Rlpam71CIiKiJ4MgTERERQSqVQi6X6zsMrUilUr18LpMnIiIigkQi4c01GuK0HREREZEWmDwRERERaYHTdtSkyWQynDhxAtbW1voOhYiImggmT9SkNWvWDDY2NvoOg4iImhBO21GTlp6ejkmTJiE9PV3foRARURPB5ImatIKCAhw7dgwFBQX6DoWIiJoIJk9EREREWmDyRERERKQFJk9EREREWpAIIYS+gyCqKzk5Odi2bRvGjBnDB10SEZFOMHkiIiIi0gKn7YiIiIi0wOSJiIiISAtMnoiIiIi0wOSJiIiISAtMnoiIiIi0wOSJiIiISAtMnoiIiIi0wOSJiIiISAtMnoiIiIi0wOSJiIiISAtMnoiIiIi0wOSJiIiISAtMnoiIiIi0wOSJiIiISAv/B58Yu4OjrSgqAAAAAElFTkSuQmCC", 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" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "subcircuits[0].draw('mpl', style='bw', fold=-1)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "bfcf6041-888c-4e28-851a-87f1c97b3416", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "subcircuits[1].draw('mpl', style='bw', fold=-1)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "156baa5b-9aa6-4081-b295-541ca7ce8fee", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{0: PauliList(['IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'ZIIIIIIIIIIIIIIIIIIIIIIIIII', 'ZZIIIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IZZIIIIIIIIIIIIIIIIIIIIIIII', 'IIZZIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIZZIIIIIIIIIIIIIIIIIIIIII', 'IIIIZZIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIZZIIIIIIIIIIIIIIIIIIII', 'IIIIIIZZIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIZZIIIIIIIIIIIIIIIIII', 'IIIIIIIIZZIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIZZIIIIIIIIIIIIIIII', 'IIIIIIIIIIZZIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIZZIIIIIIIIIIIIII', 'IIIIIIIIIIIIZZIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIZZIIIIIIIIIIII', 'IIIIIIIIIIIIIIZZIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIZZIIIIIIIIII', 'IIIIIIIIIIIIIIIIZZIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIZZIIIIIIII', 'IIIIIIIIIIIIIIIIIIZZIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIZZIIIIII', 'IIIIIIIIIIIIIIIIIIIIZZIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIZZIIII', 'IIIIIIIIIIIIIIIIIIIIIIZZIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIZZII', 'IIIIIIIIIIIIIIIIIIIIIIIIZZI',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIIIIZZ']),\n", + " 1: PauliList(['ZZIIIIIIIIIIIIIIIIIIIIII', 'IZZIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIZZIIIIIIIIIIIIIIIIIIII', 'IIIZZIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIZZIIIIIIIIIIIIIIIIII', 'IIIIIZZIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIZZIIIIIIIIIIIIIIII', 'IIIIIIIZZIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIZZIIIIIIIIIIIIII', 'IIIIIIIIIZZIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIZZIIIIIIIIIIII', 'IIIIIIIIIIIZZIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIZZIIIIIIIIII', 'IIIIIIIIIIIIIZZIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIZZIIIIIIII', 'IIIIIIIIIIIIIIIZZIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIZZIIIIII', 'IIIIIIIIIIIIIIIIIZZIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIZZIIII', 'IIIIIIIIIIIIIIIIIIIZZIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIZZII', 'IIIIIIIIIIIIIIIIIIIIIZZI',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIZI', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIII', 'IIIIIIIIIIIIIIIIIIIIIIII',\n", + " 'IIIIIIIIIIIIIIIIIIIIIIII'])}" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "subobservables = partitioned_problem.subobservables\n", + "subobservables" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "91d7da19-ed57-4927-a28b-71415edf9131", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "\n", + "subexperiments, coefficients = generate_cutting_experiments(\n", + " circuits=subcircuits,\n", + " observables=subobservables,\n", + " num_samples=np.inf,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "122090fd-8f9d-4b33-b14b-4ec0958ea9c2", + "metadata": {}, + "outputs": [], + "source": [ + "from qiskit.transpiler.preset_passmanagers import generate_preset_pass_manager\n", + "\n", + "pm = generate_preset_pass_manager(2, backend)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "9065cb9b-4d82-4558-984b-8a4370036162", + "metadata": {}, + "outputs": [], + "source": [ + "subexperiments_trans = {}\n", + "\n", + "for key, subckt in subexperiments.items():\n", + " subexperiments_trans[key] = pm.run(subckt)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "7711ffd3-cb91-4eec-804a-3fc522286e8c", + "metadata": {}, + "outputs": [], + "source": [ + "options = Options()\n", + "options.execution.shots = 4000\n", + "options.transpilation.skip_transpilation = True\n", + "options.resilience_level = 0" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "6f3e17c9-03d0-4e50-9775-1989a2df19bc", + "metadata": {}, + "outputs": [], + "source": [ + "def calculate_cut_expval(params: list, subexperiments: dict, coefficients: list, subobservables: dict, sampler) -> float:\n", + " # assign parameters\n", + " circuits = {}\n", + " for key, ckt_list in subexperiments.items():\n", + " circuits[key] = []\n", + " for ckt in ckt_list:\n", + " circuits[key].append(ckt.assign_parameters(params))\n", + "\n", + " # execute the circuits\n", + " results = {\n", + " label: sampler.run(subexp).result()\n", + " for label, subexp in circuits.items()\n", + " }\n", + "\n", + " # reconstruct and calculate expectation values\n", + " reconstructed_expvals = reconstruct_expectation_values(\n", + " results,\n", + " coefficients,\n", + " subobservables,\n", + " )\n", + "\n", + " # return the sum of the expectation values\n", + " return sum(reconstructed_expvals)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "a32d1800-23a5-4f85-945d-5aa4d5f959a4", + "metadata": {}, + "outputs": [], + "source": [ + "from scipy.optimize import minimize\n", + "\n", + "with Session(backend=backend):\n", + " sampler = Sampler(options=options)\n", + " res = minimize(\n", + " calculate_cut_expval, init_params, args=(subexperiments_trans, coefficients, subobservables, sampler), method=\"cobyla\", options={'maxiter':10}\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "a76c730d-8e28-4e61-999f-ad6eff06cd46", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + " message: Maximum number of function evaluations has been exceeded.\n", + " success: False\n", + " status: 2\n", + " fun: -18.93506837499775\n", + " x: [-6.910e-01 8.084e-01]\n", + " nfev: 10\n", + " maxcv: 0.0" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res" + ] + }, + { + "cell_type": "markdown", + "id": "69be52d6-aeca-4003-a9b1-10a7e15d83d0", + "metadata": {}, + "source": [ + "In order to run in real hardware, the observables need to be mapped to the transpiled circuit layout" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "52007c77-481c-436b-a16c-b93eeebf7632", + "metadata": {}, + "outputs": [], + "source": [ + "trans_qaoa = pm.run(qaoa)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "c877ae18-a7b7-4595-ab27-ee57e0cc8950", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[103,\n", + " 102,\n", + " 101,\n", + " 100,\n", + " 110,\n", + " 118,\n", + " 117,\n", + " 116,\n", + " 115,\n", + " 114,\n", + " 109,\n", + " 96,\n", + " 97,\n", + " 98,\n", + " 91,\n", + " 79,\n", + " 80,\n", + " 81,\n", + " 72,\n", + " 62,\n", + " 63,\n", + " 64,\n", + " 65,\n", + " 66,\n", + " 67,\n", + " 68,\n", + " 55,\n", + " 49,\n", + " 50,\n", + " 51,\n", + " 36,\n", + " 32,\n", + " 31,\n", + " 30,\n", + " 29,\n", + " 28,\n", + " 27,\n", + " 26,\n", + " 25,\n", + " 24,\n", + " 34,\n", + " 43,\n", + " 42,\n", + " 41,\n", + " 53,\n", + " 60,\n", + " 59,\n", + " 58,\n", + " 57,\n", + " 56]" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "layout = trans_qaoa.layout.final_index_layout()\n", + "layout" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "23a3eef1-3006-4eba-a007-e15fd3af3198", + "metadata": {}, + "outputs": [], + "source": [ + "observable = SparsePauliOp(observable)\n", + "observable = observable.apply_layout(layout, num_qubits=backend.num_qubits)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "621fbf85-8136-4ea1-8ead-913af8666bac", + "metadata": {}, + "outputs": [], + "source": [ + "def calculate_uncut_expval(params: list, circ: QuantumCircuit, observsble: SparsePauliOp, estimator) -> float:\n", + " # assign parameters\n", + " circuit = circ.assign_parameters(params)\n", + " \n", + " # execute\n", + " expval = estimator.run(circuit, observable).result().values[0]\n", + "\n", + " return expval" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "cea1311d-373a-438e-a6ef-69a01347af07", + "metadata": {}, + "outputs": [], + "source": [ + "with Session(backend=backend):\n", + " estimator = Estimator(options=options)\n", + " res = minimize(\n", + " calculate_uncut_expval, init_params, args=(trans_qaoa, observable, estimator), method=\"cobyla\", options={'maxiter':10}\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "5a0c4821-39ff-42d3-9172-f84a96b56b56", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + " message: Maximum number of function evaluations has been exceeded.\n", + " success: False\n", + " status: 2\n", + " fun: -17.819000000000003\n", + " x: [-7.419e-01 8.364e-01]\n", + " nfev: 10\n", + " maxcv: 0.0" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res" + ] + }, + { + "cell_type": "markdown", + "id": "865b684d-34ac-48f2-8124-26ead136a2d2", + "metadata": {}, + "source": [ + "### Word of caution" + ] + }, + { + "attachments": { + "4d763fe6-292b-400f-ae21-0d51000f74ac.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "id": "53bccce5-2348-495b-9b42-0002e0052611", + "metadata": {}, + "source": [ + "The number of circuits to be executed increases with the number of cuts. Therefore, while many cuts can produce small subcircuits, thus further improving the performance, it also leads to a significantly high number of circuit executions, which may not be practical for most cases. Below, we show an example of the number of subcircuits corresponding to the number of cuts for a 50-qubit circuit.\n", + "\n", + "![Screenshot 2024-03-12 at 9.44.07 AM.png](attachment:4d763fe6-292b-400f-ae21-0d51000f74ac.png)\n", + "\n", + "We note that even for 5 cuts the number of subexperiments is around 200k. Therefore, circuit cutting should be used only when the number of cuts is small." + ] + }, + { + "attachments": { + "42d19dad-5278-4d41-9159-05719f7a35e9.png": { + "image/png": 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" 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" + } + }, + "cell_type": "markdown", + "id": "a9b1019b-826b-4224-91f3-faf1c7a2fbd6", + "metadata": {}, + "source": [ + "### One example of cut-friendly and cut-unfriendly circuits each\n", + "\n", + "#### Cut-friendly circuit\n", + "\n", + "As noted earlier, a circuit is cut-friendly when the circuit can be partitioned into smaller disjoint subcircuits with a small number of cuts. Any hardware-efficient circuit, i.e., a circuit which requires little to no SWAP gates when mapped to the hardware coupling map, is, in general, cut-friendly. Below, we show an example of an excitation preserving ansatz, which is used in Quantum Chemistry. Note that such a circuit can be partitioned into two subcircuits with a single cut irrespective of the number of qubits.\n", + "\n", + "![Screenshot 2024-03-12 at 10.04.48 AM.png](attachment:42d19dad-5278-4d41-9159-05719f7a35e9.png)\n", + "\n", + "#### Cut-unfriendly circuit\n", + "\n", + "A circuit is cut-unfriendly if, in general, the number of cuts required to form disjoint partitions grow significantly with the depth of the number of qubits. Recall that with each cut an extra qubit is required. So with the number of cuts, the effective number of qubits also increase. Below we show an example of a 3-qubit Grover circuit with a possible cutting instance.\n", + "\n", + "![Screenshot 2024-03-12 at 10.30.07 AM.png](attachment:824e681d-e466-4f20-bfa8-aae8ef1d1937.png)\n", + "\n", + "We note that three cuts are required, and the cut is more vertical than horizontal. This means, that the number of cuts is expected to scale linearly with the number of qubits, which is not amenable for cutting." + ] + }, + { + "cell_type": "markdown", + "id": "66bffbc1-8ab0-4890-b306-439699f511dd", + "metadata": {}, + "source": [ + "References\n", + "\n", + "
    \n", + "
  1. Peng, T., Harrow, A. W., Ozols, M., & Wu, X. (2020). Simulating large quantum circuits on a small quantum computer. Physical review letters, 125(15), 150504.
  2. \n", + "
  3. Tang, W., Tomesh, T., Suchara, M., Larson, J., & Martonosi, M. (2021, April). Cutqc: using small quantum computers for large quantum circuit evaluations. In Proceedings of the 26th ACM International conference on architectural support for programming languages and operating systems (pp. 473-486).
  4. \n", + "
  5. Perlin, M. A., Saleem, Z. H., Suchara, M., & Osborn, J. C. (2021). Quantum circuit cutting with maximum-likelihood tomography. npj Quantum Information, 7(1), 64.
  6. \n", + "
  7. Majumdar, R., & Wood, C. J. (2022). Error mitigated quantum circuit cutting. arXiv preprint arXiv:2211.13431.
  8. \n", + "
  9. Farhi, E., Goldstone, J., & Gutmann, S. (2014). A quantum approximate optimization algorithm. arXiv preprint arXiv:1411.4028.
  10. \n", + "
  11. Khare, T., Majumdar, R., Sangle, R., Ray, A., Seshadri, P. V., & Simmhan, Y. (2023). Parallelizing Quantum-Classical Workloads: Profiling the Impact of Splitting Techniques. In 2023 IEEE International Conference on Quantum Computing and Engineering (QCE) (Vol. 1, pp. 990-1000). IEEE.
  12. \n", + "
  13. Bhoumik, D., Majumdar, R., Saha, A., & Sur-Kolay, S. (2023). Distributed Scheduling of Quantum Circuits with Noise and Time Optimization. arXiv preprint arXiv:2309.06005.
  14. \n", + "
" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "8dcaffde-5995-4726-9ec7-b0158f8b32dd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'1.0.1'" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from qiskit import __version__\n", + "\n", + "__version__" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "267a9fd3-db85-445d-88ca-66167ccafebc", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.12.1" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}