{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "44f3322c", "metadata": { "execution": { "iopub.execute_input": "2024-04-26T18:18:48.457171Z", "iopub.status.busy": "2024-04-26T18:18:48.456893Z", "iopub.status.idle": "2024-04-26T18:18:48.460596Z", "shell.execute_reply": "2024-04-26T18:18:48.460158Z" }, "nbsphinx": "hidden" }, "outputs": [], "source": [ "# Copyright 2024 Keysight Technologies Inc." ] }, { "cell_type": "raw", "id": "9682c3f4", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Example: Running SRB\n", "====================\n", "\n", "These examples demonstrate how to use :tqdoc:`SRB`\\, the most basic QCVV protocol, to\n", "estimate the process infidelity of a single-qudit or two-qudit gateset [#f1]_ .\n", "\n", "Getting started\n", "---------------\n", "The simplest thing we can do is run SRB on a single qubit. Qubits are labeled by\n", "non-negative integers, and here we target qubit 0. We choose to use sequence lengths\n", "``[4, 30, 50]``, and, by default, 30 random circuits are generated per sequence\n", "length. Below, we display the first circuit where the 4 random Clifford gates can be\n", "seen, plus a fifth gate which is the product of their inverses and a random Pauli\n", "matrix, where the additional Pauli matrix is introduced to make the fit more robust.\n", "The empty cycles with non-zero markers delimit the random Cliffords, and more\n", "generally, in other protocols like :meth:`~trueq.make_cb()` and\n", ":meth:`~trueq.make_irb()`\\, contain interleaved cycles of interest." ] }, { "cell_type": "code", "execution_count": 2, "id": "60ff5eb2", "metadata": { "execution": { "iopub.execute_input": "2024-04-26T18:18:48.462569Z", "iopub.status.busy": "2024-04-26T18:18:48.462242Z", "iopub.status.idle": "2024-04-26T18:18:50.800838Z", "shell.execute_reply": "2024-04-26T18:18:50.800356Z" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "
True-Q formatting will not be loaded without trusting this\n", "notebook or rerunning the affected cells. Notebooks can be marked as trusted by clicking\n", "\"File -> Trust Notebook\".
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Circuit
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\n", "
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Key:
\n", "
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    \n", "
  • compiled_pauli: X
  • \n", "
  • measurement_basis: Z
  • \n", "
  • n_random_cycles: 4
  • \n", "
  • protocol: SRB
  • \n", "
  • twirl: Cliffords on [0]
  • \n", "
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Marker 1
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\n", " \n", " (0):\n", " Gate.cliff11\n", " \n", " \n", "\n", "\n", "
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Name:
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    \n", "
  • Gate.cliff11
  • \n", "
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Aliases:
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\n", "
    \n", "
  • Gate.cliff11
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Generators:
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  • 'Y': -127.279
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  • 'X': 127.279
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Matrix:
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    \n", "
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Marker 2
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\n", " \n", " (0):\n", " Gate.id\n", " \n", " \n", "\n", "\n", "
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Name:
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    \n", "
  • Gate.id
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\n", "
\n", "\n", " \n", "
Aliases:
\n", "
\n", "
    \n", "
  • Gate.id
  • \n", "
  • Gate.i
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  • Gate.cliff0
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Likeness:
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  • Identity
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Generators:
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  • 'I': 0
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Matrix:
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  • \n", "
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Marker 3
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\n", "
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\n", " \n", " (0):\n", " Gate.x\n", " \n", " \n", "\n", "\n", "
\n", "
\n", "
Name:
\n", "
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    \n", "
  • Gate.x
  • \n", "
\n", "
\n", "\n", " \n", "
Aliases:
\n", "
\n", "
    \n", "
  • Gate.x
  • \n", "
  • Gate.cliff1
  • \n", "
\n", "
\n", "\n", " \n", "\n", "\n", " \n", "
Generators:
\n", "
\n", "
    \n", "
  • 'X': -180.0
  • \n", "
\n", "
\n", "
\n", "
\n", "
Matrix:
\n", "
\n", "
    \n", "
  • \n", " \n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " 1.00j\n", " \n", " \n", " \n", " \n", " \n", " \n", " 1.00j\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", "\n", "
  • \n", "
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Marker 4
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\n", "
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\n", " \n", " (0):\n", " Gate.sy\n", " \n", " \n", "\n", "\n", "
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Name:
\n", "
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    \n", "
  • Gate.sy
  • \n", "
\n", "
\n", "\n", " \n", "
Aliases:
\n", "
\n", "
    \n", "
  • Gate.sy
  • \n", "
  • Gate.cliff7
  • \n", "
\n", "
\n", "\n", " \n", "\n", "\n", " \n", "
Generators:
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    \n", "
  • 'Y': 90.0
  • \n", "
\n", "
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Matrix:
\n", "
\n", "
    \n", "
  • \n", " \n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", " \n", " 0.71\n", " \n", " \n", " \n", " \n", " \n", " \n", " -0.71\n", " \n", " \n", " \n", " \n", " \n", " \n", " 0.71\n", " \n", " \n", " \n", " \n", " \n", " \n", " 0.71\n", " \n", " \n", " \n", "\n", "\n", "
  • \n", "
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\n", " 5\n", "
\n", "
Marker 5
\n", " Compilation tools may only recompile cycles with equal markers.\n", "
\n", "
\n", "
\n", "
\n", " \n", " (0):\n", " Gate.cliff22\n", " \n", " \n", "\n", "\n", "
\n", "
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Name:
\n", "
\n", "
    \n", "
  • Gate.cliff22
  • \n", "
\n", "
\n", "\n", " \n", "
Aliases:
\n", "
\n", "
    \n", "
  • Gate.cliff22
  • \n", "
\n", "
\n", "\n", " \n", "\n", "\n", " \n", "
Generators:
\n", "
\n", "
    \n", "
  • 'Y': 69.282
  • \n", "
  • 'X': 69.282
  • \n", "
  • 'Z': -69.282
  • \n", "
\n", "
\n", "
\n", "
\n", "
Matrix:
\n", "
\n", "
    \n", "
  • \n", " \n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", " \n", " 0.71j\n", " \n", " \n", " \n", " \n", " \n", " \n", " -0.71j\n", " \n", " \n", " \n", " \n", " \n", " \n", " 0.71\n", " \n", " \n", " \n", " \n", " \n", " \n", " 0.71\n", " \n", " \n", " \n", "\n", "\n", "
  • \n", "
\n", "
\n", "
\n", "
\n", "\n", "
\n", "
\n", "
\n", " 6\n", "
\n", "
Marker 6
\n", " Compilation tools may only recompile cycles with equal markers.\n", "
\n", "
\n", "
\n", "
\n", " \n", " (0):\n", " Meas()\n", " \n", " \n", "\n", "\n", "
\n", "
\n", "
Name:
\n", "
\n", "
    \n", "
  • Meas()
  • \n", "
\n", "
\n", "\n", "\n", " \n", "\n", "\n", "
\n", "
\n", "
\n", "
\n", "\n", "
\n", "
\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "Circuit(Cycle((0,): Gate.cliff11, marker=1),Cycle((0,): Gate.id, marker=2),Cycle((0,): Gate.x, marker=3),Cycle((0,): Gate.sy, marker=4),Cycle((0,): Gate.cliff22, marker=5),Cycle((0,): Meas(), marker=6))" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import trueq as tq\n", "import trueq.simulation as tqs\n", "\n", "circuits = tq.make_srb(0, [4, 30, 50])\n", "circuits[0]" ] }, { "cell_type": "raw", "id": "64964a8c", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Next, we simulate each of the circuits with the built-in simulator. We can see the\n", "bitstring counts of the first circuit below." ] }, { "cell_type": "code", "execution_count": 3, "id": "4cf2a062", "metadata": { "execution": { "iopub.execute_input": "2024-04-26T18:18:50.803285Z", "iopub.status.busy": "2024-04-26T18:18:50.802861Z", "iopub.status.idle": "2024-04-26T18:18:51.004103Z", "shell.execute_reply": "2024-04-26T18:18:51.003628Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tq.Simulator().add_overrotation(0.04).add_depolarizing(0.01).run(circuits)\n", "circuits[0].results.plot()" ] }, { "cell_type": "raw", "id": "846241a5", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "It is important to look at the decay curve to verify that appropriate sequence lengths\n", "were chosen. The most informative sequence length to measure occurs around\n", ":math:`m=1/(1-p)` where the decay is :math:`y=Ap^m`. If :math:`A\\approx 1` and\n", ":math:`p\\approx 1`\\, then this corresponds to :math:`y\\approx1/e\\approx0.37`\\.\n", "Therefore, in this example, our sequence lengths are a bit too short, and ``[4, 70]``\n", "would, in retrospect, have been more appropriate." ] }, { "cell_type": "code", "execution_count": 4, "id": "03bbefef", "metadata": { "execution": { "iopub.execute_input": "2024-04-26T18:18:51.006427Z", "iopub.status.busy": "2024-04-26T18:18:51.006022Z", "iopub.status.idle": "2024-04-26T18:18:51.194005Z", "shell.execute_reply": "2024-04-26T18:18:51.193534Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "circuits.plot.raw()" ] }, { "cell_type": "raw", "id": "f83b597c", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Finally, we can look at the values of the estimate:" ] }, { "cell_type": "code", "execution_count": 5, "id": "16612082", "metadata": { "execution": { "iopub.execute_input": "2024-04-26T18:18:51.196278Z", "iopub.status.busy": "2024-04-26T18:18:51.195881Z", "iopub.status.idle": "2024-04-26T18:18:51.230597Z", "shell.execute_reply": "2024-04-26T18:18:51.230090Z" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "
True-Q formatting will not be loaded without trusting this\n", "notebook or rerunning the affected cells. Notebooks can be marked as trusted by clicking\n", "\"File -> Trust Notebook\".
\n", "\n", "\n", "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", "\n", "\n", "\n", " \n", "\n", "\n", "\n", "
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SRB
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Streamlined Randomized Benchmarking
\n", "
\n", " Cliffords\n", "\n", "
(0,)
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Key:
\n", "
\n", "
    \n", "
  • labels: (0,)
  • \n", "
  • protocol: SRB
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  • twirl: Cliffords on [0]
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\n", "
\n", "
\n", "
\n", "
\n", "
\n", " ${e}_{F}$\n", "
\n", "
\n", " The probability of an error acting on the targeted systems during a random gate.\n", "
\n", "
\n", " 8.3e-03 (8.9e-04)\n", "
0.008284486241839556, 0.0008885775122893031
\n", "
\n", "
\n", " ${p}$\n", "
\n", "
\n", " Decay parameter of the exponential decay $Ap^m$.\n", "
\n", "
\n", " 9.9e-01 (1.2e-03)\n", "
0.9889540183442139, 0.0011847700163857375
\n", "
\n", "
\n", " ${A}$\n", "
\n", "
\n", " SPAM parameter of the exponential decay $Ap^m$.\n", "
\n", "
\n", " 9.6e-01 (1.8e-02)\n", "
0.955731935790638, 0.017864898883745973
\n", "
\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "EstimateCollection(1)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "circuits.fit()" ] }, { "cell_type": "raw", "id": "142492ae", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Isolated vs. Simultaneous SRB\n", "-----------------------------\n", "\n", "The core function :meth:`~trueq.make_srb()` generates a circuit collection that\n", "implements simultaneous SRB, where gates are placed on all specified qubits of a\n", "quantum device within each circuit. Different random gates are independently chosen\n", "during each cycle. Qubit labels are entered into its first argument and specify which\n", "qubits are acted on simultaneously. You can choose which qubits get single-qubit\n", "twirls, and which qubits get two-qubit twirls, by nesting the qubit labels\n", "appropriately; see the following examples." ] }, { "cell_type": "code", "execution_count": 6, "id": "62d4df79", "metadata": { "execution": { "iopub.execute_input": "2024-04-26T18:18:51.232884Z", "iopub.status.busy": "2024-04-26T18:18:51.232437Z", "iopub.status.idle": "2024-04-26T18:18:51.405067Z", "shell.execute_reply": "2024-04-26T18:18:51.404542Z" } }, "outputs": [], "source": [ "# simultaneous single-qubit RB on qubits 0 and 1; 60 circuits total\n", "circuits = tq.make_srb([0, 1], [4, 100], 30)\n", "\n", "# isolated single-qubit RB on qubits 0 and 1; 120 circuits total\n", "circuits = tq.make_srb([0], [4, 100], 30).append(tq.make_srb([1], [4, 100], 30))\n", "\n", "# two-qubit RB on 0 and 1, simultaneous with single-qubit RB on 2; 60 circuits total\n", "circuits = tq.make_srb([[0, 1], 2], [4, 100], 30)" ] }, { "cell_type": "raw", "id": "3e817bff", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "The invocations above all use two sequence lengths (the number of random gate cycles\n", "in a circuit), 4 and 100, and produce 30 random circuits per sequence length. Note\n", "that specifying qubit labels ``[0, 1, 2]`` is a convenient short-hand for\n", "``[[0], [1], [2]]``. This imples, for example, that ``[[0,1]]`` has a much different\n", "meaning than ``[0,1]``.\n", "\n", "Isolated SRB\n", "------------\n", "In isolated SRB, we characterize qubits or qubit-pairs one at a time with disjoint\n", "experiments. This is done to assess gate quality on a small subregister in the context\n", "of an idling environment. In this example, we build a single circuit collection to\n", "estimate the average gate infidelity of three pairs on a 6 qubit device." ] }, { "cell_type": "code", "execution_count": 7, "id": "0e7befb4", "metadata": { "execution": { "iopub.execute_input": "2024-04-26T18:18:51.407716Z", "iopub.status.busy": "2024-04-26T18:18:51.407252Z", "iopub.status.idle": "2024-04-26T18:18:51.499940Z", "shell.execute_reply": "2024-04-26T18:18:51.499425Z" } }, "outputs": [], "source": [ "# generate a circuit collection\n", "circuits = tq.CircuitCollection()\n", "for pair in [[0, 1], [2, 3], [4, 5]]:\n", " circuits += tq.make_srb([pair], [4, 12, 32])" ] }, { "cell_type": "raw", "id": "aee2f5e4", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Next, we transpile the circuits into native gates and simulate them." ] }, { "cell_type": "code", "execution_count": 8, "id": "babc4367", "metadata": { "execution": { "iopub.execute_input": "2024-04-26T18:18:51.502060Z", "iopub.status.busy": "2024-04-26T18:18:51.501735Z", "iopub.status.idle": "2024-04-26T18:18:55.340793Z", "shell.execute_reply": "2024-04-26T18:18:55.340255Z" } }, "outputs": [], "source": [ "# Initialize a simulator\n", "sim = tq.Simulator().add_overrotation(0.01, 0.02)\n", "sim.add_stochastic_pauli(px=0.01, match=tqs.LabelMatch((0, 1)))\n", "sim.add_stochastic_pauli(pz=0.005, match=tqs.LabelMatch((2, 3, 4, 5)))\n", "\n", "# initialize a transpiler into native gates (U3 and CNOT)\n", "cnot_factory = tq.config.GateFactory.from_matrix(\"cnot\", tq.Gate.cnot.mat)\n", "config = tq.Config(factories=[tq.config.u3_factory, cnot_factory])\n", "t = tq.Compiler.from_config(config)\n", "\n", "# transpile and simulate\n", "circuits = t.compile(circuits)\n", "sim.run(circuits)" ] }, { "cell_type": "raw", "id": "c6a7a620", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Plot the results." ] }, { "cell_type": "code", "execution_count": 9, "id": "3f294f63", "metadata": { "execution": { "iopub.execute_input": "2024-04-26T18:18:55.343756Z", "iopub.status.busy": "2024-04-26T18:18:55.343107Z", "iopub.status.idle": "2024-04-26T18:18:56.040082Z", "shell.execute_reply": "2024-04-26T18:18:56.039601Z" } }, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "circuits.plot.raw([[0, 1], [2, 3], [4, 5]])\n", "circuits.plot.compare_rb()" ] }, { "cell_type": "raw", "id": "4671f3ba", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Simultaneous SRB\n", "----------------\n", "In simultaneous SRB, we characterize qubits or qubit-pairs in a single set of\n", "experiments. This captures crosstalk between these subsystems which is usually not\n", "present when other qubits are idle. In this example, we add more circuits to the\n", "circuits from the previous section." ] }, { "cell_type": "code", "execution_count": 10, "id": "1cfdc7a0", "metadata": { "execution": { "iopub.execute_input": "2024-04-26T18:18:56.042323Z", "iopub.status.busy": "2024-04-26T18:18:56.041971Z", "iopub.status.idle": "2024-04-26T18:19:00.478010Z", "shell.execute_reply": "2024-04-26T18:19:00.477534Z" } }, "outputs": [ { "data": { "image/png": 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", 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vv2Do0KHo1q0bpk+fjj///BMikQgzZsxQqP8h10ZERB8XJtxEGmZqagogdwhjUTx69AhaWloKM9va2dnB3Nwcjx49kivPn+wAgJmZGYDce0GVlb98+VKuXEtLS2EZpOrVqwOA7F5fADh8+DA+//xziMViWFhYwNraGsHBwXj9+rXCNTg7O7/vMgHk3tt+/fp1ODg4oHHjxpg7d65ccpR3rTVq1FDY19XVVeG9EIvFckkhkPvB9t1rLqri/iyKet3F/Z1Qh0ePHqFatWoK9wu7ubnJtuf37rUlJSUhIyMD1apVUzj2uz+vvn37omnTphg+fDhsbW3Rr18//Pzzz+9Nvj/0bwH4sJ9/HkHJPcQGBgbIyspSWv/NmzdyX1CpU15sH7LuubLry2/ZsmXYtGkTFixYgE6dOql8njyenp7w8fHB6NGjcezYMezcuVNpUqqua5swYQK8vLzQs2dPlY9bFFWrVkX37t1x6tQphS8USuLaiIjo48CEm0jDTE1NYW9vr7DW7PsU9YNYQcvdFFT+vg/Xypw5cwbdunWDWCzG+vXrcfToURw/fhxffvllgclIUfTp0wcPHjzAmjVrYG9vj2XLlqFmzZr47bffih0jUPA1f6ii/iyKet2urq4AcpdJKis+JIE0MDDAH3/8gRMnTmDgwIG4evUq+vbti3bt2hVpXecP/VtQ5Xc+j6WlpdKEvWLFipBIJEhMTJQrz8rKwvPnz2Fvb6/yOYvj5cuXMDQ0VOnnY2lpKTtGQUJCQjBt2jSMGjUKs2bNUjnOglSoUAGtW7fGrl27FLblxaXKPeMWFhYQiUQK13by5EmEh4djwoQJePjwoeyRk5ODjIwMPHz4UDYCpSQ4ODggKysLaWlpcuUfcm1ERPRxYcJN9BHo0qUL7t+/jwsXLry3rqOjI6RSKe7evStXnpCQgFevXsHR0bFEY5NKpQpDbu/cuQMAssnO9u3bB7FYjGPHjmHo0KHo2LGjwszGqqpYsSLGjBmDsLAwxMbGwtLSUjZrcN613r59W2G/27dvl/h78S51/SyqV6+OGjVq4MCBA0hNTS2JUIvN0dERd+/eVehlvnXrlmx7YaytrWFgYKDw3gDKf15aWlpo06YNVqxYgZiYGCxcuBAnT57EqVOnCo2xNP8WlHF1dZXdQpFf3oR4706KdenSJUil0gInzCtpsbGxslEJxZX3xU9sbKzS7QcOHMDw4cPRo0cPrFu3TuUY3ycjI0PpSJm8uFS5Ph0dHVSpUkXh2uLi4gAAPXr0gLOzs+zx5MkTnDx5Es7Ozti6dasKV6HcgwcPIBaLYWxsLFf+IddGREQfFybcRB+BqVOnwsjICMOHD0dCQoLC9vv378tmhs4bsrlq1Sq5OitWrACQe/9ySVu7dq3suSAIWLt2LXR1dWUzB2tra0MkEsn1Rj58+BBhYWEqn1MikSh8yLaxsYG9vb1syaeGDRvCxsYGGzZskFsG6rfffsPNmzfV8l7kp86fxbx58/D8+XMMHz5c6RJCv//+Ow4fPqzy8d+nU6dOiI+Px549e2RlOTk5WLNmDYyNjeHt7V3o/tra2vDx8UFYWJgsiQFyl4w6duyYXF1lSx/lJaTvLu/1boxA6f4tvMvT0xOCIODy5cty5a1bt4aFhQWCg4PlyoODg2FoaFgqsQFAVFRUkVc/eFeDBg2gp6endCbtP/74A/369UOLFi2wa9euIi9VVph3RwMAue1IRESEwmzvQO4s6mZmZkqXKCsKT09PhWtr3bo19u/fr/CwtrZGw4YNsX//fnTt2rXY50pKSlIo++eff3Dw4EG0b99e4f27fPkyRCKR3PwbRERUNn3YzCZEVCKqVKmC3bt3o2/fvnBzc8OgQYNQq1YtZGVl4fz589i7dy8GDx4MAPDw8ICfnx82btyIV69ewdvbGxcvXsT27dvh6+uLVq1alWhsYrEY4eHh8PPzQ5MmTfDbb7/hyJEjmDlzpux+6M6dO2PFihXo0KEDvvzySyQmJmLdunWoWrUqrl69qtJ5U1JSUKlSJfTq1QseHh4wNjbGiRMn8Pfff2P58uUAcifxWrJkCYYMGQJvb2/0798fCQkJsqXGJk2aVGLvgzLq/Fn07dsX165dw8KFC3HlyhX0798fjo6OeP78OcLDwxEREYHdu3eX4NXIGzlyJH788UcMHjwYly9fhpOTE3755RecO3cOq1atKtKEbvPmzUN4eDiaN2+OMWPGyBL2mjVryv1ezJ8/H3/88Qc6d+4MR0dHJCYmYv369ahUqRKaNWtW4PFL+29BmWbNmsHS0hInTpxA69atZeUGBgZYsGABxo4di969e8PHxwdnzpzBzp07sXDhQlhYWMjqRkZGolWrVggMDJRbh16ZP/74A3/88QeA3CQuLS0N3333HQCgRYsWsuXqgNyk7cWLF+jevbvcMebOnYt58+bh1KlTaNmyZYHnEovFaN++PU6cOIH58+fLyh89eoRu3bpBJBKhV69e2Lt3r9x+derUQZ06dWSv80bC5J/zQZnatWujTZs2qFu3LipUqIC7d+9iy5YtyM7ORlBQkEL948ePo2vXrnK3FDx8+BDOzs7w8/NDSEhIoefr3r07QkNDcefOHdm8FJUrV1Z6r//EiRNha2sLX19fufLBgwdj+/btiI2NLXB5QyD379nAwABeXl6wsbFBTEwMNm7cCENDwwKvrWnTprJh/UREVIZpZnJ0IlLmzp07wogRIwQnJydBT09PMDExEZo2bSqsWbNGtjyNIOQuaTNv3jzB2dlZ0NXVFRwcHIQZM2bI1RGEgpeyAaCw3Fbe8k7Lli2TleUthXX//n2hffv2gqGhoWBraysEBgYqLNOzZcsWoVq1aoK+vr7g6uoqbNu2TenSVMrOnX9b3rJgmZmZwpQpUwQPDw/BxMREMDIyEjw8PIT169cr7Ldnzx6hXr16gr6+vmBhYSEMGDBA+Pfff+XqKFvWSxCUL5+lTEH7f+jP4n0iIiKE7t27CzY2NoKOjo5gbW0tdO3aVThw4ICsjjqWBRMEQUhISBCGDBkiWFlZCXp6ekLt2rXlzpH/3Pl/b/I7ffq00KBBA0FPT09wcXERNmzYoBBb3jXa29sLenp6gr29vdC/f3/hzp07731/PvT99/b2fu/SWoUtCyYIguDv7y9UrVpV6baNGzcKNWrUEPT09IQqVaoIK1euFKRSqVydQ4cOCQCEDRs2FBqHILz9uSp75F9STxAEYdq0aULlypUVzvfNN98IIpFIuHnz5nvP9+uvvwoikUiIi4uTleW9H0WNw8rKSvj888+LdG0NGzYUKlSoIOjo6Aj29vZCv379hKtXryrUvXnzpgBAOHHihFz5tWvXBADC9OnT33u+zMxMwcrKSliwYMF76xb0+9OzZ0/BwMBAePnyZaH7r169WmjcuLFgYWEh6OjoCBUrVhS++uor4e7duwp1X716Jejp6QmbN29WeiwuC0ZEVLYw4SaiAhWUZBJ9SvISzLCwMCEpKUlhnen79+8Lurq6CslfUU2ZMkWoVKmSwpcEH+LNmzeCnZ2dsGrVKoVtjRo1Enr16lWk4+Tk5AjVq1cXZs2apVIcN27cEAAIhw8fVmn/gkyYMEGoV6+ewpcJ69atE4yMjIT4+PgiHWf+/PmCs7OzkJOTo1IcNjY2wuTJk1XatyArV64UKlasKKSnp8uVZ2RkCElJScKUKVOYcBMRlSG8h5uIiKgIfH19YW1tjejoaLlyFxcXDBs2TOnQ4KI4deoUZs+eXWJrPgO5a1nr6uoqrDufnJyMf/75R26IeGG0tbUxf/58rFu3TqUJ/E6dOgVPT88SvWf9+fPn2Lx5M7777juFGepPnToFf39/2NraFulYkyZNQmpqKn766adix3Hjxg1kZGRg2rRpxd63INnZ2VixYgVmzZqlMLP8hg0bYG1tjWXLlpXY+YiISP1EgvAB66EQUbk2ePBg/PLLLxqbKZvoY/Dy5Uu5SdGaNGlSpHvYiUrS48eP5Wb49/b2hq6urgYjIiKiouCkaURERIWoUKFCiS1zR6QqBwcHODg4aDoMIiIqJvZwExEREREREakB7+EmIiIiIiIiUgMm3ERERERERERqwHu4lZBKpXj69ClMTEwUZkAlIiIiIvqUCIKAlJQU2NvbQ0uL/XVExcGEW4mnT59yYhIiIiIionweP36MSpUqaToMojKFCbcSecu9PH78GKamphqOhoiIiIhIc5KTk+Hg4MAlEYlUwIRbibxh5Kampky4iYiIiIgA3mpJpALehEFERERERESkBky4iYiIiIiIiNSACTcRERERERGRGvAebiIiIiIi0hiJRILs7GxNh0FUZLq6utDW1i5SXSbcRERERERU6gRBQHx8PF69eqXpUIiKzdzcHHZ2du+dTJAJN5W6pPQkJGUkFbjd2sAa1obWpRgREREREZW2vGTbxsYGhoaGnAWdygRBEJCeno7ExEQAQMWKFQutz4SbSt3eO3sR/E9wgdtHe4zGmLpjSjEiIiIiIipNEolElmxbWlpqOhyiYjEwMAAAJCYmwsbGptDh5Uy4qdT1rt4bLR1a4k3OG/iF+wEAtnfYDrGOGEBuDzcRERERlV9592wbGhpqOBIi1eT97mZnZzPhpo+LtWHukPH07HRZmauFKwx12eASERERfUo4jJzKqqL+7nJZMCIiIiIiIiI1YMJNRERERET0AR4+fAiRSITo6OhC682dOxd169aVvR48eDB8fX3VGhtpFhNuIiIiIiL6JIlEokIfc+fOLdJxHBwc8OzZM9SqVatY51+9ejVCQkKKH7gK4uPjMX78eLi4uEBfXx8ODg7o2rUrIiIiSvQ8LVu2xMSJE0v0mOo8rrrxHm4iIiIiIvokPXv2TPZ8z549mDNnDm7fvi0rMzY2LtJxtLW1YWdnV+B2QRAgkUgUys3MzIoRreoePnyIpk2bwtzcHMuWLUPt2rWRnZ2NY8eOYezYsbh161apxPEpYg83ERERERF9kuzs7GQPMzMziEQi2NnZwcDAAJ999pksEZVKpbCwsMDnn38u23fnzp1wcHAAoDikPDIyEiKRCL/99hsaNGgAfX19nD17VuH87w4pb9myJfz9/TF16lRYWFjAzs5OoZf91q1baNasGcRiMdzd3XHixAmIRCKEhYUVeJ1jxoyBSCTCxYsX0bNnT1SvXh01a9ZEQEAA/vzzT1m9uLg4dO/eHcbGxjA1NUWfPn2QkJAg2543JD40NBROTk4wMzNDv379kJKSIrue06dPY/Xq1bJRAg8fPgQAXL9+HR07doSxsTFsbW0xcOBA/Pfff7L3S09PD2fOnJGda+nSpbCxsUFCQkKhx/3YMeEmIiIiIiLKx8zMDHXr1kVkZCQA4Nq1axCJRLhy5QpSU1MBAKdPn4a3t3ehx5k+fTqCgoJw8+ZN1KlTp0jn3r59O4yMjPDXX39h6dKlmD9/Po4fPw4gd/1yX19fGBoa4q+//sLGjRvx7bffFnq8Fy9eIDw8HGPHjoWRkZHCdnNzcwC5Xyp0794dL168wOnTp3H8+HE8ePAAffv2lat///59hIWF4fDhwzh8+DBOnz6NoKAgALlD5D09PTFixAg8e/YMz549g4ODA169eoXWrVujXr16uHTpEsLDw5GQkIA+ffoAeDtcfODAgXj9+jWuXLmC2bNnY/PmzbC1tS3wuGUBh5QTERERERG9o2XLloiMjMTkyZMRGRmJdu3a4datWzh79iw6dOiAyMhITJ06tdBjzJ8/H+3atSvWeevUqYPAwEAAQLVq1bB27VpERESgXbt2OH78OO7fv4/IyEjZEPaFCxcWeo579+5BEAS4uroWet6IiAhcu3YNsbGxsmR2x44dqFmzJv7++280atQIQG5iHhISAhMTEwDAwIEDERERgYULF8LMzAx6enowNDSUG2K/du1a1KtXD4sWLZKVbd26FQ4ODrhz5w6qV6+O7777DsePH8fIkSNx/fp1+Pn5oVu3bgBQ4HHLAvZwExERERERvcPb2xtnz56FRCLB6dOn0bJlS1kS/vTpU9y7dw8tW7Ys9BgNGzYs9nnf7QmvWLEiEhMTAQC3b9+Gg4ODXNLZuHHjQo8nCEKRznvz5k04ODjI9Ry7u7vD3NwcN2/elJU5OTnJku134yvIP//8g1OnTsHY2Fj2yPsC4P79+wAAPT097Nq1C/v27cObN2+wcuXKIsX9sWMPNxERERER0TtatGiBlJQUREVF4Y8//sCiRYtgZ2eHoKAgeHh4wN7eHtWqVSv0GMqGcL+Prq6u3GuRSASpVFrs4+SpVq0aRCJRiU2Mpkp8qamp6Nq1K5YsWaKwrWLFirLn58+fB5A7DP7FixcqvX8fG/ZwExERERERvcPc3Bx16tTB2rVroaurC1dXV7Ro0QJXrlzB4cOH33v/tjrUqFEDjx8/lpvI7O+//y50HwsLC/j4+GDdunVIS0tT2P7q1SsAgJubGx4/fozHjx/LtsXExODVq1dwd3cvcox6enoKM7LXr18fN27cgJOTE6pWrSr3yEuq79+/j0mTJmHTpk1o0qQJ/Pz85BJ5ZcctC5hwExERERERKdGyZUvs2rVLllxbWFjAzc0Ne/bs0UjC3a5dO1SpUgV+fn64evUqzp07h1mzZgHI7WkuyLp16yCRSNC4cWPs27cPd+/exc2bN/HDDz/A09MTANC2bVvUrl0bAwYMQFRUFC5evIhBgwbB29u7WEPjnZyc8Ndff+Hhw4f477//IJVKMXbsWLx48QL9+/fH33//jfv37+PYsWMYMmQIJBIJJBIJvvrqK/j4+GDIkCHYtm0brl69iuXLlxd63LKACTcREREREZES3t7ekEgkcvdqt2zZUqGstGhrayMsLAypqalo1KgRhg8fLpulXCwWF7ifi4sLoqKi0KpVK3zzzTeoVasW2rVrh4iICAQHBwPITdgPHDiAChUqoEWLFmjbti1cXFywZ8+eYsU4efJkaGtrw93dHdbW1oiLi4O9vT3OnTsHiUSC9u3bo3bt2pg4cSLMzc2hpaWFhQsX4tGjR/jxxx8B5A4z37hxI2bNmoV//vmnwOOWBSKhqHfRf0KSk5NhZmaG169fw9TUVNPhlFvp2elosrsJAOCvL/+Coa6hhiMiIiIionep47PxmzdvEBsbC2dn50ITRXq/c+fOoVmzZrh37x6qVKmi6XA+GUX9HeakaURERERERGXE/v37YWxsjGrVquHevXuYMGECmjZtymT7I8WEm4iIiIiIqIxISUnBtGnTEBcXBysrK7Rt21buXmf6uDDhJiIiIiIiKiMGDRqEQYMGaToMKiJOmkZERERERESkBhpPuNetWwcnJyeIxWI0adIEFy9eLLT+3r174erqCrFYjNq1a+Po0aNy21NTUzFu3DhUqlQJBgYGcHd3x4YNG9R5CUREREREREQKNJpw79mzBwEBAQgMDERUVBQ8PDzg4+ODxMREpfXPnz+P/v37Y9iwYbhy5Qp8fX3h6+uL69evy+oEBAQgPDwcO3fuxM2bNzFx4kSMGzcOBw8eLK3LIiIiIiIiItJswr1ixQqMGDECQ4YMkfVEGxoaYuvWrUrrr169Gh06dMCUKVPg5uaGBQsWoH79+li7dq2szvnz5+Hn54eWLVvCyckJI0eOhIeHx3t7zomIiIiIiIhKksYS7qysLFy+fBlt27Z9G4yWFtq2bYsLFy4o3efChQty9QHAx8dHrr6XlxcOHjyIJ0+eQBAEnDp1Cnfu3EH79u3VcyFERERERFS6UuKBp9EFP1LiNRgc0Vsam6X8v//+g0Qiga2trVy5ra0tbt26pXSf+Ph4pfXj49/+Qa1ZswYjR45EpUqVoKOjAy0tLWzatAktWrQoMJbMzExkZmbKXicnJwMABEGAIAjFvjYqmvzvLd9rIiIioo/TR/kZ7dI24HRQwdu9pwOtZpRePEQFKHfLgq1ZswZ//vknDh48CEdHR/zxxx8YO3Ys7O3tFXrH8yxevBjz5s1TKE9NTYWWlsbnlSu3MnIyZM/T0tIg1ZFqMBoiIiIiUiY1NVXTIShqOASo0RHIyQC2dsgtGxoO6BjkPjex01xsGjZ48GC8evUKYWFhaj3P3LlzERYWhujoaLWep6zTWMJtZWUFbW1tJCQkyJUnJCTAzk75H4idnV2h9TMyMjBz5kzs378fnTt3BgDUqVMH0dHR+P777wtMuGfMmIGAgADZ6+TkZDg4OMDY2BjGxsYqXyMVTiv77ZcZRkZGMNQ11GA0RERERKSMVPoRdoqY2OU+3iS/LctMBSo1BrS01XbapKQkzJkzB0eOHEFCQgIqVKgADw8PzJkzB02bNgUAODk54dGjRwAAAwMDVKlSBRMmTMDw4cNlx4mMjESrVq1kr8ViMVxcXDBhwgSMHDmy0Bg2bdqEtWvX4v79+9DR0YGzszP69OmDGTNye/RXr16tkVEJpZXolzUaS7j19PTQoEEDREREwNfXF0DuH3NERATGjRundB9PT09ERERg4sSJsrLjx4/D09MTAJCdnY3s7GyFXmltbe1CGwp9fX3o6+srlItEIohEomJeGRVV/veW7zURERHRx+mj/YwWcxD4berb17t6Aab2QIclgHs3tZyyZ8+eyMrKwvbt2+Hi4oKEhARERETg+fPncvXmz5+PESNGID09HXv37sWIESPw2WefoWPHjnL1bt++DVNTU2RkZODQoUMYPXo0qlSpgjZt2ig9/9atWzFx4kT88MMP8Pb2RmZmJq5evSq3apOZmVnJXzipTKPjpQMCArBp0yZs374dN2/exOjRo5GWloYhQ4YAAAYNGiT7pgYAJkyYgPDwcCxfvhy3bt3C3LlzcenSJVmCbmpqCm9vb0yZMgWRkZGIjY1FSEgIduzYgS+++EIj10hERERERCUs5iDw8yAg5Zl8efKz3PKYkl8S+NWrVzhz5gyWLFmCVq1awdHREY0bN8aMGTPQrZt8gm9iYgI7Ozu4uLhg2rRpsLCwwPHjxxWOaWNjAzs7Ozg7O8Pf3x/Ozs6IiooqMIaDBw+iT58+GDZsGKpWrYqaNWuif//+WLhwoazO4MGDZR2aANCyZUuMHz8eEydORIUKFWBra4tNmzbJ8i4TExNUrVoVv/32m2yfkJAQmJuby507LCyswC9f5s6di+3bt+PAgQOyjrTIyEgAwLRp01C9enUYGhrCxcUFs2fPRnZ2tty+devWRWhoKJycnGBmZoZ+/fohJSVFVkcqlWLx4sVwdnaGgYEBPDw88Msvv8jFcPr0aTRu3Bj6+vqoWLEipk+fjpycHNl2JycnrFq1Sm6funXrYu7cuQBy5yqYO3cuKleuDH19fdjb28Pf37/An0VRaTTh7tu3L77//nvMmTMHdevWRXR0NMLDw2UTo8XFxeHZs7d/RF5eXti9ezc2btwoe5PDwsJQq1YtWZ2ffvoJjRo1woABA+Du7o6goCAsXLgQo0aNKvXrIyIiIiKiEiaVAOHTACgbNv3/ZeHTc+uVoLzbTcPCwuQmXC6MVCrFvn378PLlS+jp6RVYTxAEhIeHIy4uDk2aNCmwnp2dHf7880/ZkPWi2r59O6ysrHDx4kWMHz8eo0ePRu/eveHl5YWoqCi0b98eAwcORHp6erGOm2fy5Mno06cPOnTogGfPnuHZs2fw8vICkPvlQ0hICGJiYrB69Wps2rQJK1eulNv//v37CAsLw+HDh3H48GGcPn0aQUFvJ8VbvHgxduzYgQ0bNuDGjRuYNGkSvvrqK5w+fRoA8OTJE3Tq1AmNGjXCP//8g+DgYGzZsgXfffddka9h3759WLlyJX788UfcvXsXYWFhqF27tkrvR34anzRt3LhxBQ4hz/tWJL/evXujd+/eBR7Pzs4O27ZtK6nwiIiIiIjoY/LoPJD8tJAKApD8JLeec/MSO62Ojg5CQkIwYsQIbNiwAfXr14e3tzf69euHOnXqyNWdNm0aZs2ahczMTOTk5MDCwkLuHu48lSpVApC7apJUKsX8+fMLXV0pMDAQPXr0gJOTE6pXrw5PT0906tQJvXr1KnSyZw8PD8yaNQtA7vxVQUFBsLKywogRIwAAc+bMQXBwMK5evYrPP/+82O+NsbExDAwMkJmZqTAfV955gdxe5smTJ+Onn37C1KlvbweQSqUICQmBiYkJAGDgwIGIiIjAwoULkZmZiUWLFuHEiROyW4ldXFxw9uxZ/Pjjj/D29sb69evh4OCAtWvXQiQSwdXVFU+fPsW0adMwZ86cIk2EHRcXBzs7O7Rt2xa6urqoXLkyGjduXOz34l2cgpuIiIiIiMqO1IT31ylOvWLo2bMnnj59ioMHD6JDhw6IjIxE/fr1ERISIldvypQpiI6OxsmTJ9GkSROsXLkSVatWVTjemTNnEB0djejoaGzevBmLFi1CcHBwgeevWLEiLly4gGvXrmHChAnIycmBn58fOnToUOicVfm/ENDW1oalpaVc723eCOPExMSivhVFtmfPHjRt2hR2dnYwNjbGrFmzEBcXJ1fHyclJlmwDudeZF8u9e/eQnp6Odu3ayUYZGBsbY8eOHbh//z4A4ObNm/D09JQb8t60aVOkpqbi33//LVKcvXv3RkZGBlxcXDBixAjs379fbki6qphwExERERFR2WFsW7L1ikksFqNdu3aYPXs2zp8/j8GDByMwMFCujpWVFapWrYrmzZtj79698Pf3R0xMjMKxnJ2dZfdiDxkyBAMHDpS7H7sgtWrVwpgxY7Bz504cP34cx48flw2vVkZXV1futUgkkivLS1TzknYtLS2Fmc7z33ddVBcuXMCAAQPQqVMnHD58GFeuXMG3336LrKys98aXF0vesnRHjhyRfTkRHR2NmJgYhfu4C/O+a3JwcMDt27exfv16GBgYYMyYMWjRooVK152fxoeU0/9Lic99FCRv6QMiIiIiok+Zo1fubOTJz6D8Pm5R7nZHr1IJx93dvdClsBwcHNC3b1/MmDEDBw4cKPRY2trayMjIKPb5ASAtLa1Y+xXG2toaKSkpSEtLg5GREQC8d71tPT09SCTy982fP38ejo6O+Pbbb2Vlxb3/3N3dHfr6+oiLi4O3t7fSOm5ubti3bx8EQZB9eXDu3DmYmJjIhu1bW1vLzQ+WnJyM2NhYueMYGBiga9eu6Nq1K8aOHQtXV1dcu3YN9evXL1bM+THh/lhc2gacDip4u/d0oNWMgrcTEREREX0KtLRzl/76eRAAEeST7v8fUtwhqMTX437+/Dl69+6NoUOHok6dOjAxMcGlS5ewdOlSdO/evdB9J0yYgFq1auHSpUto2LChrDwxMRFv3rxBZmYmLl68iNDQUPTq1avA44wePRr29vZo3bo1KlWqhGfPnuG7776DtbW17P7mktCkSRMYGhpi5syZ8Pf3x19//aUwbP5dTk5OOHbsGG7fvg1LS0uYmZmhWrVqiIuLk01sfeTIEezfv79YsZiYmGDy5MmYNGkSpFIpmjVrhtevX+PcuXMwNTWFn58fxowZg1WrVmH8+PEYN24cbt++jcDAQAQEBMju327dujVCQkLQtWtXmJubY86cOdDWfvs7EhISAolEIrv2nTt3wsDAAI6OjsV+//Jjwv2xaDgEqNERyMkAtnbILRsaDugY5D5n7zYRERERUS73bkCfHbnrcOdfGszUPjfZVsM63MbGxrL7se/fv4/s7Gw4ODhgxIgRmDlzZuHhurujffv2mDNnDo4ePSorr1GjBoDcCdkcHBzw9ddfy5apUqZt27bYunUrgoOD8fz5c1hZWcHT0xMRERGwtLQskesEAAsLC+zcuRNTpkzBpk2b0KZNG8ydOxcjR44scJ8RI0YgMjISDRs2RGpqKk6dOoVu3bph0qRJGDduHDIzM9G5c2fMnj270GtUZsGCBbC2tsbixYvx4MEDmJubo379+rL3/bPPPsPRo0cxZcoUeHh4wMLCAsOGDZObsG3GjBmIjY1Fly5dYGZmhgULFsj1cJubmyMoKAgBAQGQSCSoXbs2Dh069MHvq0h4dyA7ITk5GWZmZnj9+jVMTU1L9+RZacAi+9znM58Cekale/5SlJ6djia7c5c9+OvLv2Coa6jhiIiIiIjoXer4bPzmzRvExsbC2dkZYrH4Aw6UDAQ55D4f8AtQpXWJ92wTKVPU32H2cBMRERERUdmSN/9RTr77nfWNgfhruc85/xF9JJhwExERERFR2aJs/qO82zIBzn9EHw0m3EREREREVLbkzX9UEPZu00eCCTcREREREZUtHDJOZYSWpgMgIiIiIiIiKo+YcBMRERERERGpARNuIiIiIiIiIjXgPdykMRKpRPb8csJleNl7QZvrJhIRERHReySlJyEpI6nA7dYG1rA2tC7FiIiUY8JNGnHi0QksvrhY9npMxBjYGtpieuPpaOvYVoOREREREdHHbu+dvQj+J7jA7aM9RmNM3TGlGBGRcky4qdSdeHQCAZEBECDIlSemJyIgMgArWq5g0k1EREREBepdvTdaOrTEm5w38Av3AwBs77AdYh0xgNwebnq/li1bom7duli1alWpnzsyMhKtWrXCy5cvYW5uXurnLy28h5tKlUQqQdDFIIVkG4CsbMnFJXLDzYmIiIiI8rM2tIa7pTuqmVeTlaVlp6FGhRpwt3RX23DypKQkjB49GpUrV4a+vj7s7Ozg4+ODc+fOyeo4OTlBJBJBJBLB0NAQtWvXxubNm+WOExkZKasjEolgYGCAmjVrYuPGjYWeP2+/V69eqePy3kvT5y+LmHBTqYpKjEJCekKB2wUIiE+PR1RiVClGRURERERlzYlHJ+B70Ff2ekzEGPjs88GJRyfUds6ePXviypUr2L59O+7cuYODBw+iZcuWeP78uVy9+fPn49mzZ7h+/Tq++uorjBgxAr/99pvC8W7fvo1nz54hJiYGX3/9NUaPHo2IiAi1xU+ljwk3laqk9IInt1ClHhERERF9evJuUUxMT5Qrz7tFUR1J96tXr3DmzBksWbIErVq1gqOjIxo3bowZM2agW7ducnVNTExgZ2cHFxcXTJs2DRYWFjh+/LjCMW1sbGBnZwdnZ2f4+/vD2dkZUVFF73h69OgRunbtigoVKsDIyAg1a9bE0aNHZdtPnz6Nxo0bQ19fHxUrVsT06dORk5NT4PFCQ0PRsGFDWfxffvklEhNz3+OHDx+iVatWAIAKFSpAJBJh8ODBAACpVIrFixfD2dkZBgYG8PDwwC+//CJ37KNHj6J69eowMDBAq1at8PDhwyJfZ1nGhJtKVVGH93BWSSIiIiJSRlO3KBobG8PY2BhhYWHIzMws0j5SqRT79u3Dy5cvoaenV2A9QRAQHh6OuLg4NGnSpMgxjR07FpmZmfjjjz9w7do1LFmyBMbGxgCAJ0+eoFOnTmjUqBH++ecfBAcHY8uWLfjuu+8KPF52djYWLFiAf/75B2FhYXj48KEsqXZwcMC+ffsAvO2ZX716NQBg8eLF2LFjBzZs2IAbN25g0qRJ+Oqrr3D69GkAwOPHj9GjRw907doV0dHRGD58OKZPn17k6yzLOGkalar6NvVha2iLxPREpY2kCCLYGtqivk19DURHRERERB+74tyi2MiuUYmdV0dHByEhIRgxYgQ2bNiA+vXrw9vbG/369UOdOnXk6k6bNg2zZs1CZmYmcnJyYGFhgeHDhyscs1KlSgCAzMxMSKVSzJ8/Hy1atChyTHFxcejZsydq164NAHBxcZFtW79+PRwcHLB27VqIRCK4urri6dOnmDZtGubMmQMtLcW+16FDh8qeu7i44IcffkCjRo2QmpoKY2NjWFhYAMjtmc+b6CwzMxOLFi3CiRMn4OnpKdv37Nmz+PHHH+Ht7Y3g4GBUqVIFy5cvBwDUqFFD9gVBeccebipV2lramN5Y+bdZIogAANMaT+N63ERERESklCZvUezZsyeePn2KgwcPokOHDoiMjET9+vUREhIiV2/KlCmIjo7GyZMn0aRJE6xcuRJVq1ZVON6ZM2cQHR2N6OhobN68GYsWLUJwcMHLnb3L398f3333HZo2bYrAwEBcvXpVtu3mzZvw9PSESCSSlTVt2hSpqan4999/lR7v8uXL6Nq1KypXrgwTExN4e3sDyE3sC3Lv3j2kp6ejXbt2slEAxsbG2LFjB+7fvy+L5d2e+7zkvLxjwk2lrq1jW6xouQI2hjZy5baGtlwSjIiIiIgKpelbFMViMdq1a4fZs2fj/PnzGDx4MAIDA+XqWFlZoWrVqmjevDn27t0Lf39/xMTEKBzL2dkZVatWRc2aNTFkyBAMHDgQCxcuLHIsw4cPx4MHDzBw4EBcu3YNDRs2xJo1a1S6rrS0NPj4+MDU1BS7du3C33//jf379wMAsrKyCtwvNTUVAHDkyBHZlwfR0dGIiYlRuI/7U8SEmzSirWNbhHULk71e32Y9wnuGM9kmIiIiokLl3aKYNzryXSKIYGdoV2q3KLq7uyMtLa3A7Q4ODujbty9mzJjx3mNpa2sjIyOjWOd3cHDAqFGj8Ouvv+Kbb77Bpk2bAABubm64cOECBOHtbZznzp2DiYmJbCh7frdu3cLz588RFBSE5s2bw9XVVTZhWp68+9Alkrf3x7u7u0NfXx9xcXGoWrWq3MPBwUEWy8WLF+WO9eeffxbrOssqJtykMfmHjTewbcBh5ERERET0Xpq6RfH58+do3bo1du7ciatXryI2NhZ79+7F0qVL0b1790L3nTBhAg4dOoRLly7JlScmJiI+Ph6PHj3C3r17ERoa+t5j5Tdx4kQcO3YMsbGxiIqKwqlTp+Dm5gYAGDNmDB4/fozx48fj1q1bOHDgAAIDAxEQEKD0/u3KlStDT08Pa9aswYMHD3Dw4EEsWLBAro6joyNEIhEOHz6MpKQkpKamwsTEBJMnT8akSZOwfft23L9/H1FRUVizZg22b98OABg1ahTu3r2LKVOm4Pbt29i9e7fCMPzySqWE28nJCfPnzy90LD8REREREZE6aOIWRWNjY9n92C1atECtWrUwe/ZsjBgxAmvXri10X3d3d7Rv3x5z5syRK69RowYqVqyIqlWrYtq0afj666+LNSRcIpFg7NixcHNzQ4cOHVC9enWsX78eAPDZZ5/h6NGjuHjxIjw8PDBq1CgMGzYMs2bNUnosa2trhISEYO/evXB3d0dQUBC+//57uTqfffYZ5s2bh+nTp8PW1hbjxo0DACxYsACzZ8/G4sWLZbEcOXIEzs7OAHKT+X379iEsLAweHh7YsGEDFi1aVOTrLMtEQv4xBkW0atUqhISE4Pr162jVqhWGDRuGL774Avr6+uqIsdQlJyfDzMwMr1+/hqmpaemePCsNWGSf+3zmU0DPqHTPX4rSs9PRZHfu5Al/ffkXDHUNNRwREREREb1LHZ+N37x5g9jYWDg7O0MsFqt8nJTMFHj95AUg9xZFL3svjpqkUlHU32GVergnTpyI6OhoXLx4EW5ubhg/fjwqVqyIcePGFWuhdiIiIiIiouJKSk9CzPMY3H11V1ZmpGuE2y9vI+Z5jFpmKCdSxQfdw12/fn388MMPePr0KQIDA7F582Y0atQIdevWxdatW6FC5zkREREREVGh9t7Zi76H+8Iv3E9W5hfuh76H+6Lv4b7Ye2evBqMjekvnQ3bOzs7G/v37sW3bNhw/fhyff/45hg0bhn///RczZ87EiRMnsHv37pKKlYiIiIiICL2r90ZLh5YFbrc2UM+SYETFpVLCHRUVhW3btuF///sftLS0MGjQIKxcuRKurq6yOl988QUaNWpUYoESEREREREBuWtsq2udbaKSpFLC3ahRI7Rr1w7BwcHw9fWFrq6uQh1nZ2f069fvgwMkIiIiIiIiKotUSrgfPHgAR0fHQusYGRlh27ZtKgVFRERERETln1Qq1XQIRCop6u+uSgl3q1at8Pfff8PS0lKu/NWrV6hfvz4ePHigymGJiIiIiOgToKenBy0tLTx9+hTW1tbQ09ODSCTSdFhE7yUIArKyspCUlAQtLS3o6ekVWl+lhPvhw4eQSCQK5ZmZmXjy5IkqhyQiIiIiok+ElpYWnJ2d8ezZMzx9+lTT4RAVm6GhISpXrgwtrcIX/ipWwn3w4EHZ82PHjsHMzEz2WiKRICIiAk5OTsWLlIiIiIiIPjl6enqoXLkycnJylHbmEX2stLW1oaOjU6RRGcVKuH19fQEAIpEIfn5+ctt0dXXh5OSE5cuXF+eQRERERET0iRKJRNDV1VU6CTNReVCshDvvxnBnZ2f8/fffsLKyUktQRERERERERGWdSvdwx8bGlnQcREREREREROVKkRPuH374ASNHjoRYLMYPP/xQaF1/f/8PDoyIiIiIiIioLCtywr1y5UoMGDAAYrEYK1euLLCeSCRiwk1ERERERESfvCIn3PmHkXNIOREREREREVHhCl80jIiIiIiIiIhUUuQe7oCAgCIfdMWKFSoFQ0RERERERFReFDnhvnLlSpHqFWXxbyqEVPL2+aPzQJXWgJa25uIhIiIiIiIilRQ54T516pRaAli3bh2WLVuG+Ph4eHh4YM2aNWjcuHGB9ffu3YvZs2fj4cOHqFatGpYsWYJOnTrJ1bl58yamTZuG06dPIycnB+7u7ti3bx8qV66slmsoMTEHgd+mvn29qxdgag90WAK4d9NcXERERERERFRsH3QP971793Ds2DFkZGQAAARBKNb+e/bsQUBAAAIDAxEVFQUPDw/4+PggMTFRaf3z58+jf//+GDZsGK5cuQJfX1/4+vri+vXrsjr3799Hs2bN4OrqisjISFy9ehWzZ8+GWCxW/UJLQ8xB4OdBQMoz+fLkZ7nlMQc1ExcRERERERGpRCQUN0sG8Pz5c/Tp0wenTp2CSCTC3bt34eLigqFDh6JChQpYvnx5kY7TpEkTNGrUCGvXrgUASKVSODg4YPz48Zg+fbpC/b59+yItLQ2HDx+WlX3++eeoW7cuNmzYAADo168fdHV1ERoaWtzLkklOToaZmRlev34NU1NTlY9TZFIJsKoWkPy0gAqi3J7uidfK1fDy9Ox0NNndBADw15d/wVDXUMMREREREdG7Sv2zMVE5UuQh5flNmjQJurq6iIuLg5ubm6y8b9++CAgIKFLCnZWVhcuXL2PGjBmyMi0tLbRt2xYXLlxQus+FCxcUJm/z8fFBWFgYgNyE/ciRI5g6dSp8fHxw5coVODs7Y8aMGfD19S0wlszMTGRmZspeJycnA8jtsVfh+4jie3QOogKTbQAQgOQnEB6dA5yaqz+eUpL/vS2195qIiIiIioWf0YhUp1LC/fvvv+PYsWOoVKmSXHm1atXw6NGjIh3jv//+g0Qiga2trVy5ra0tbt26pXSf+Ph4pfXj4+MBAImJiUhNTUVQUBC+++47LFmyBOHh4ejRowdOnToFb29vpcddvHgx5s2bp1CempoKLS31r5ymk/QIBkWo9ybpEXKs6qk9ntKSkZMhe56WlgapjlSD0RARERGRMqmpqZoOgajMUinhTktLg6Gh4vDfFy9eQF9f/4ODUpVUmpuwde/eHZMmTQIA1K1bF+fPn8eGDRsKTLhnzJgh13OenJwMBwcHGBsbw9jYWP2BWzsWqZrY2hEojXhKiVb22y8zjIyMOKSciIiI6COU9xmbiIpPpYS7efPm2LFjBxYsWAAgdykwqVSKpUuXolWrVkU6hpWVFbS1tZGQkCBXnpCQADs7O6X72NnZFVrfysoKOjo6cHd3l6vj5uaGs2fPFhiLvr6+0i8KRCJR6Sxz5tg09x7t5GcAlA3Zyb2HW+TYFChHy67lf29L7b0mIiIiomLhZzQi1ak0Xnrp0qXYuHEjOnbsiKysLEydOhW1atXCH3/8gSVLlhTpGHp6emjQoAEiIiJkZVKpFBEREfD09FS6j6enp1x9ADh+/Lisvp6eHho1aoTbt2/L1blz5w4cHYvWi6wRWtq5S38BAN5t0P7/dYegcjVhGhERERERUXmnUg93rVq1cOfOHaxduxYmJiZITU1Fjx49MHbsWFSsWLHIxwkICICfnx8aNmyIxo0bY9WqVUhLS8OQIUMAAIMGDcJnn32GxYsXAwAmTJgAb29vLF++HJ07d8ZPP/2ES5cuYePGjbJjTpkyBX379kWLFi3QqlUrhIeH49ChQ4iMjFTlUkuPezegz47cdbjzLw1map+bbHMdbiIiIiIiojJFpYQbAMzMzPDtt99+0Mn79u2LpKQkzJkzB/Hx8ahbty7Cw8NlE6PFxcXJTVrm5eWF3bt3Y9asWZg5cyaqVauGsLAw1KpVS1bniy++wIYNG7B48WL4+/ujRo0a2LdvH5o1a/ZBsZYK926AS0sgyCH39YBfgCqt2bNNRERERERUBhV5He6rV68W+aB16tRROaCPgUbXGsxKAxbZ5z6f+RTQMyrd85cirsNNRERE9PHjOtxEqityD3fdunUhEokgCILcxAl5+Xr+MolEUoIhEhEREREREZU9RZ40LTY2Fg8ePEBsbCz27dsHZ2dnrF+/HtHR0YiOjsb69etRpUoV7Nu3T53xEhEREREREZUJRe7hzj/Ld+/evfHDDz+gU6dOsrI6derAwcEBs2fPhq+vb4kGSURERERERFTWqLQs2LVr1+Ds7KxQ7uzsjJiYmA8OioiIiIiIiKisUynhdnNzw+LFi5GVlSUry8rKwuLFi+Hm5lZiwRERERERERGVVSotC7ZhwwZ07doVlSpVks1IfvXqVYhEIhw6dKhEAyQiIiIiIiIqi1RKuBs3bowHDx5g165duHXrFoDcNbW//PJLGBmV32WsiIiIiIiIiIpKpYQbAIyMjDBy5MiSjIWIiIiIiIio3Chywn3w4EF07NgRurq6OHjwYKF1u3Xr9sGBEREREREREZVlRU64fX19ER8fDxsbm0KX/RKJRJBIJCURGxEREREREVGZVeSEWyqVKn1OVFxJ6UlIykjCm5w3srJbL25BrCMGAFgbWMPa0FpT4REREREREZWIIi8LZmFhgf/++w8AMHToUKSkpKgtKCrf9t7Zi76H+8Iv3E9W5hfuh76H+6Lv4b7Ye2evBqMjIiIiIiIqGUXu4c7KykJycjKsrKywfft2LFmyBCYmJuqMjcqp3tV7o6VDywK3Wxuwd5uIiIiIiMq+Iifcnp6e8PX1RYMGDSAIAvz9/WFgYKC07tatW0ssQCp/rA05ZJyIiIiIiMq/IifcO3fuxMqVK3H//n2IRCK8fv0ab968ef+ORERERERERJ+gIifctra2CAoKAgA4OzsjNDQUlpaWaguMiIiIiIiIqCwrcsKdX2xsbEnHQUREpDF5qycUhKsnEBERkSpUSrgBICIiAhEREUhMTFRYJoz3cBMRUVmy985eBP8TXOD20R6jMabumFKMiIiIiMoDlRLuefPmYf78+WjYsCEqVqwIkUhU0nERERGVmrzVE97kvJEtWbi9w3aIdcQAuHoCERERqUalhHvDhg0ICQnBwIEDSzoeIiKiUpe3ekJ6drqszNXCFYa6hhqMioiIiMo6LVV2ysrKgpeXV0nHQkRERERERFRuqJRwDx8+HLt37y7pWIiIiIiIiIjKDZWGlL958wYbN27EiRMnUKdOHejq6sptX7FiRYkER0RERET0qeHKCUTlh0oJ99WrV1G3bl0AwPXr10syHiIiIiKiTxpXTiAqP1RKuE+dOlXScRARERERFS4lPvdREBO73EcZx5UTiMqPYiXcPXr0eG8dkUiEffv2qRwQEREREZFSl7YBp4MK3u49HWg1o/TiUROunEBUfhQr4TYzM1NXHEREREREhWs4BKjREcjJALZ2yC0bGg7oGOQ+Lwe920RUvhQr4d62bZu64iAiIiIiKlzekPGstLdldnUAPSPNxUREVAiVlgUjIiIiIiIiosIx4SYiIiIiIiJSAybcRERERERERGrAhJuIiIiIiIhIDZhwExER/T+JVCJ7fjnhstxrIiIiouJiwk1ERATgxKMT8D3oK3s9JmIMfPb54MSjE5oLioiIiMo0JtxERPTJO/HoBAIiA5CYnihXnpieiIDIACbdREREpBIm3ERE9EmTSCUIuhgEAYLCtryyJReXcHg5ERERFRsTbiIi+qRFJUYhIT2hwO0CBMSnxyMqMaoUoyIiIqLygAk3ERF90pLSk0q0HhEREVEeHU0HQP8vJT73kZPxtiz+KqBjkPvcxC73QUREJcra0LpE6xERERHlYcL9sbi0DTgdJF+2tcPb597TgVYzSjcmIvq05X0RWJBy8kVgfZv6sDW0RWJ6otL7uEUQwdbQFvVt6msgOiIiIirLmHB/LBoOAWp0LHh7OfhQS0RljLIvAvMrJ18EamtpY3rj6QiIDFDYJoIIADCt8TRoa2mXdmhE9InLP1nj5YTL8LL3YltEVMaIBEFQ/Dr/E5ecnAwzMzO8fv0apqammg6HiEgz8t/qkjfiZmh4ub3V5cSjE1h8cbHc0mB2hnaY1nga2jq21WBkRKQgKw1YZJ/7fOZTQM9Is/GogbI2ydbQFtMbTy/1NomfjYlUxx5uIiJSLi+hzkp7W2ZXp1x+sAWAto5t0cSuCbx+8gIArG+znr1JRB+r/Mv0PToPVGkNlKO/1ROPTiAgMkDhNpfE9EQERAZgRcsV/CKQqIzgLOVERET/L39y3cC2AZNtoo9RzEFgXeO3r3f1AlbVyi0vByRSCYIuBimdUyKvbMnFJXLDzYno4/VRJNzr1q2Dk5MTxGIxmjRpgosXLxZaf+/evXB1dYVYLEbt2rVx9OjRAuuOGjUKIpEIq1atKuGoiYiIiKhUxRwEfh4EpDyTL09+llteDpLuqMQoJKQnFLhdgID49HhEJUaVYlREpCqNJ9x79uxBQEAAAgMDERUVBQ8PD/j4+CAxMVFp/fPnz6N///4YNmwYrly5Al9fX/j6+uL69esKdffv348///wT9vb26r4MIiIiIlInqQQInwYo6fmVlYVPlx9uXgYlpSeVaD0i0iyNJ9wrVqzAiBEjMGTIELi7u2PDhg0wNDTE1q1bldZfvXo1OnTogClTpsDNzQ0LFixA/fr1sXbtWrl6T548wfjx47Fr1y7o6uqWxqUQERERkbo8Og8kPy2kggAkP8mtV4ZZG1qXaD0i0iyNTpqWlZWFy5cvY8aMt8vKaGlpoW3btrhw4YLSfS5cuICAAPmlW3x8fBAWFiZ7LZVKMXDgQEyZMgU1a9Z8bxyZmZnIzMyUvU5OTgYACIIATuJORJ88Qfj/xbFy20WU43Yxf5vP/wOIPjIp8bK2qDBCSnyZbqfqWdeDraEtEtMTld7HLYIItoa2qGddr9TaKLaFRKrTaML933//QSKRwNbWVq7c1tYWt27dUrpPfHy80vrx8fGy10uWLIGOjg78/f2LFMfixYsxb948hfLU1FRoaWl8EAARkWZlp8Pk/5+mpqUBWeX3g1dGTobseVpaGqQ6Ug1GQ0T5aeuYwrAI9TJ0TCFJTVV7POo0ofYEzPxrptJtAgT41/ZHRnqG0u3qkFrG308iTSp3y4JdvnwZq1evRlRUFESionwPCsyYMUOu1zw5ORkODg4wNjaGsbGxukIlIiobst62pcZGRuV2WTAA0Mp++yWrkZERDHWL8vGeiEpFjTYQTO2B5GcQKZ3BWwSY2sOgRpsyv0RYlxpdIBaLEXQxCIkZb+c1sjO0w9RGU0t9STCplF8+EqlKowm3lZUVtLW1kZAgPxNjQkIC7OzslO5jZ2dXaP0zZ84gMTERlStXlm2XSCT45ptvsGrVKjx8+FDhmPr6+tDX11coF4lERU7aiYjKrXztoEgkkntd3ojeuVb+H0D0EdHWATosyZ2NHCLIT54myh1u3iEot1450M6pHT6v+Dm8fvICAKxvsx5e9l4aWa6QbSGR6jQ6XlpPTw8NGjRARESErEwqlSIiIgKenp5K9/H09JSrDwDHjx+X1R84cCCuXr2K6Oho2cPe3h5TpkzBsWPH1HcxRERERKRe7t2APjsAk3c6Zkztc8vdu2kmLjXJn1w3sG2gkWSbiD6Mxr8CDAgIgJ+fHxo2bIjGjRtj1apVSEtLw5AhQwAAgwYNwmeffYbFixcDACZMmABvb28sX74cnTt3xk8//YRLly5h48aNAABLS0tYWlrKnUNXVxd2dnaoUaNG6V4cEREREZUs926AS0sgyCH39YBfgCqty/wwciIqnzSecPft2xdJSUmYM2cO4uPjUbduXYSHh8smRouLi5ObuMzLywu7d+/GrFmzMHPmTFSrVg1hYWGoVauWpi6BiIiIiEpT/uTa0YvJNhF9tDSecAPAuHHjMG7cOKXbIiMjFcp69+6N3r17F/n4yu7bJiKiIpJK3j5/dJ49SURERERFxDWviIioYDEHgXWN377e1QtYVSu3nIiIiIgKxYSbiIiUizmYOxtwyjP58uRnueVMuomIiIgK9VEMKScioo+MVAKETwOUrHWbWyYCwqcDrp3LxfDypPQkJGUk4U3OG1nZrRe3INYRAwCsDaxhbWitqfCIiIiojGLCTUREih6dB5KfFlJBAJKf5NZzbl5qYanL3jt7EfxPsFyZX7if7Ploj9EYU3dMaYdFREREZRwTbiIiUpSaULL1PnK9q/dGS4eWBW63NmDvNhERERUfE24iIlJkbFuy9T5y1oYcMk5EREQlj5OmERGRIkcvwNQegKiACiLA9LPcekRERESkFBNuIiJSpKUNdFjy/y/eTbr//3WHoHIxYRoRERGRujDhJiIi5dy7AX12ACZ28uWm9rnl7t00ExcRERFRGcF7uImIqGDu3QCXlkCQQ+7rAb8AVVqzZ5uIiIioCNjDTUREhcufXDt6MdkmIiIiKiL2cBMRERERfUSS0pOQlJGENzlvZGW3XtyCWEcMIHepQq6sQFQ2MOEmIiIiorIhJT73kZPxtiz+KqBjkPvcxE5x3okyaO+dvQj+J1iuzC/cT/Z8tMdojKk7prTDIiIVMOEmIiIiorLh0jbgdJB82dYOb597TwdazSjdmNSgd/XeaOnQssDt1gbs3SYqK5hwExEREVHZ0HAIUKNjwdvLQe82AFgbcsg4UXnBhJuIiIiIyoZyMmSciD4dnKWciIiIiIiISA2YcBMRERERERGpARNuIiIiIiIiIjVgwk1ERERERESkBky4iYiIiIiIiNSACTcRERERERGRGnBZMCIiUi4lPveRk/G2LP4qoGOQ+5zL8xAREREVigk3EREpd2kbcDpIvmxrh7fPvacDrWaUbkxEREREZQgTbiIiUq7hEKBGx4K3s3ebiIiIqFBMuImISDkOGSciIiL6IJw0jYiIiIiIiEgNmHATERERERERqQETbiIiIiIiIiI1YMJNREREREREpAacNE0JQRAAAMnJyRqOhIiIiIhIs/I+E+d9RiaiomPCrURKSgoAwMHBQcOREBERERF9HFJSUmBmZqbpMIjKFJHAr6oUSKVSPH36FCYmJhCJRJoOp9QkJyfDwcEBjx8/hqmpqabDIaJPHNskIvrYfKrtkiAISElJgb29PbS0eEcqUXGwh1sJLS0tVKpUSdNhaIypqekn9Z8IEX3c2CYR0cfmU2yX2LNNpBp+RUVERERERESkBky4iYiIiIiIiNSACTfJ6OvrIzAwEPr6+poOhYiIbRIRfXTYLhFRcXHSNCIiIiIiIiI1YA83ERERERERkRow4SYiIiIiIiJSAybcRERERERERGrAhJuIiIiIiIhIDZhwExEREREREakBE256r4yMDOTk5Gg6DCIiBVKpVNMhEBHJYbtERPkx4aZCnT59Gj169ECfPn1w9uxZJCYmyrZxRTkiKm3Hjh1Dp06dMG3aNMTExGg6HCIitktEVCgm3FSoZs2aYezYsXBxccHAgQMxbtw47N69GwAgEok0HB0RfWqaN2+Ojh074uXLl2jatCm++eYb/P7775oOi4g+YWyXiKgwIoHdlFQAiUQCbW1t2esTJ07g8OHD2LFjB6ZMmYIZM2YAyO3pZvJNROomlUqhpfX2e+L//e9/2L9/P27evAl/f3+MGDFCg9ER0ack77MP2yUieh8dTQdAH5f8yXNesp33n0nbtm1Rp04duLi4ICAgABKJBLNmzWKyTURqk//DbP4PtQDQv39/eHh4YMeOHZg5cyYkEglGjRqliTCJ6BOS1yGRkZEBqVQKIyMj2ecntktE9C4m3CST9x9ITk4OUlJSUKFCBQDyH3JtbGzw9ddfQ0dHBzNnzkSVKlXQv39/TYVMROVYXpuUnp6O0NBQPHjwAN7e3mjSpAksLS0BAO7u7vD394e2tjbWrFkDFxcXtG/fXsORE1F5ldcuJScnw93dHRMmTMCUKVMgEolkSTfbJSLKj/dwE4Dcnm1tbW2kpqaiRYsWWL58OV6+fKm0rr6+Pnr37o1Bgwbh559/xtOnT0s5WiIq76RSKbS1tZGSkoImTZpg586dOH78OAYMGIDw8HBZHQCwt7fHV199BXd3dxw8eBBv3rzhLMFEVOLyJ9u1atVC48aNMWXKFNl2kUgEiUQCgO0SEb3FhJsA5P4nkZmZiV69euHBgwdYunQpfvjhB7x69UppfWtra3zxxReIiYnB/fv3AXDWciIqOVpaWkhPT0eLFi1Qp04dHDlyBFFRUejUqZMs4c4/+sbNzQ29e/fGzz//jIcPHyoMPyci+lB5HRM1a9aEt7c3fv31VwBATEwMzpw5gydPniA7O1tWn+0SEQFMuCmf06dPA8idHG3t2rWYN28eVq9eXWDS3apVK3Tq1AlLly5FVlYW7+UmohIjCAI2btyIatWqYeXKlTA2NgYAVK1aFQDg5+eHdevW4e+//5bt06dPH3Tq1Anr16+X9TIREZUUQRCwcOFCPHnyBOPHjwcAjBo1Stb21KxZE3PmzMHt27dl+7BdIiLew00y1atXx6hRo1C1alXUqlULAGQTffj7+8vu6c6vc+fO2L9/P5NtIipRIpEITZs2Rd26dWFtbQ2RSISff/4ZixYtQp8+fZCdnY2dO3fi2LFjCA4OxmeffQYA8PLyQnR0tNwKC0REJUEkEqFDhw54/PgxRo8eDSMjI2RlZWHp0qWoWbMmDh48iODgYGhra2PRokWQSCTQ0dFhu0T0ieOyYCTn3WUuNm3ahK+//hqBgYGYMGECzM3NcfjwYdjb26N+/fqQSqX4+eef0a1bNxgaGmo6fCIqZ/LapJSUFPTu3RsdO3bE2LFjoaOjg4MHD2LQoEH47bff4OnpCQDIzs5GaGgo+vfvD7FYzC8DiajEXbhwAd9//z1iY2Px448/olGjRrJtQUFBWLp0Ke7duwcLCwsAbJeIPnXs4SY5ef8J5P2bt37k119/DS0tLQiCgCVLluD3338HkHsPZb9+/TQTLBGVe3ltkYmJCfbs2QMzMzPZsMwaNWrA1tYWenp6AHInUdPV1cXQoUM1Fi8RlV95XwB6enpi2rRpePLkCWrWrAng7YRqtWrVgomJiaydYrtEREy4San8vdwjRoyAtrY2hg8fDgDYtWsXmjZtquEIiehTY2pqCgCyYZknTpyAkZERrK2tASiu001EVJLyL/3VuHFjZGZmQl9fH8DbdunGjRtwcXGBjk7uR2y2S0TEhJsKlNejnT/5PnjwIDp16iSbkZzDooiotOS1N69fv8a+ffswdepU7N69G5UrV9ZwZET0qcj/uScv2QbetksLFizAnj17lM57Q0SfJibcVCiRSISoqCiMHTsWW7duZbJNRBp148YNfPfdd/jrr78QEhKC7t27y74YJCLShOvXr2P27Nm4ePEitm7dis6dO7NdIiIZTppG75WcnIyEhARUq1aNyTYRadz+/fthb2+PJk2asE0ioo/Cnj17UKlSJTRt2pTtEhHJYcJdzin7hjVveHhJHY+IqKiUtSFFbVfY/hCROuRNeJanOG0N2yUieh/O5FCOSSQSiEQiZGVlITY2FnFxccjJyfmgCTz4nwoRqSqvTcrJycF///2H58+fy8ryZvQtDNsfIippgiBAW1sbKSkp+PHHHwG8nRytKNguEdH78B7ucirvP5Dk5GR06dIFCQkJyM7ORsWKFbFx40bZMhZERKVBKpXKPtQOHjwYsbGxkEgkaN68OZYvXy43+RARUWmSSqVo06YNLl26hAcPHmDJkiVyM5ITEX0I9nCXUyKRCJmZmWjTpg3s7OywefNmLF68GMbGxmjevDn27t2LrKwsWX2pVAoAyMjI0FTIRFROCYIALS0tpKamolGjRgCAWbNmwdfXF1FRUdiyZYvCPmyTiKg0iEQiaGlpoWHDhhgwYAA2btyIsWPHyrblx3aJiFTBhLsci4uLQ0pKCqZPn47mzZujb9++OHbsGHr06IEhQ4YgPDwcwNt7uqOiotClSxe8efNGw5ETUXmSN4x8woQJcHV1xU8//YQePXpg3rx5+Oyzz3Ds2DGFfdgmEVFpyBs6LggCrK2tsXPnTmzZsgX+/v4AgJMnT+LRo0cA2C4RkWqYcJdTgiDg9evX+Pfff2FiYgIAsh7tzZs3o1evXhg+fDgSEhJk93QbGBjg7NmzCA4O1ljcRFQ+vXjxArq6uujSpQt0dXWRk5MDAOjfvz9evHiB7Oxshfu42SYRkbrlJdytWrWCIAjo3Lkztm/fjs2bN6NRo0YYNGiQXI822yUiKi4m3OXIvn37sHv3bgC5PUoNGzaEm5sbJk+eDEEQoKenJ0u6169fD2dnZ8ydOxeCIEAQBLi5uWHx4sVIS0uTfRgmIlJV/jbJ1NQU3bt3x4ABAwAAOjq5U4jk5OTg1atX0NLSks0SnDdsk20SEZW0/O0SAFmng52dHU6cOIGMjAz07dsX3bp1Q3R0NGrXrg1XV1cAuW0T2yUiKi4m3OVIQkICduzYgYyMDNkH1m+++Qb//vsvpk+fLku6JRIJDA0N4ebmhqdPn0IkEsnuU/Lx8cGwYcNkH4aJiFSV1yalpaVBLBajY8eOMDAwkJv9V0tLS65nOzQ0FD169JC1YWyTiKgk5bVL6enpsjKJRAJ7e3vo6+vDwMAAK1euxMGDBzFx4kScP38eI0eOBPA2OWe7RETFwYS7HKlbty6Sk5Plhol37twZHTp0wMmTJxEQEAAAsl4kKysrGBgYICsrS/aBt2bNmqhYsaJmLoCIypW8NikpKQkAZL1B+ScisrS0hFgshra2NkJCQjBkyBD06tVL1oaxTSKikpTXLiUmJgJ4uwZ31apV4ezsjPbt22PmzJnYs2cPli1bhvXr12Pbtm2IiYmRfVnIdomIikMkFHWhQSoT2rRpA7FYjCNHjsjKXr16hTVr1uCXX36Bvr4++vfvj/j4eKxcuRL79+9H586dNRgxEZVn77ZJeZM05jly5AiCgoLg5+eHUaNGITQ0FP379+dyPESkNu+2S3lzSPTv3x/nz5/Hli1b0KVLFwC5CXliYiITbCJSGRPuciLvQ+yZM2cwceJE9O/fH5MnT5ZtT09PR1RUFFauXImnT5/C3Nwco0ePRrdu3fjBlohKXGFtUv6ke9++fejduzcAYNeuXbJkG1BckoeI6EO877NSYmIiHj9+jAYNGijdn5+XiEgVvPmknMj78FqnTh00a9YMhw4dgrW1Nfz8/AAAhoaGaNasGZo1a4acnBxIJBLo6+uD37cQkToU1ibl3betra0NR0dHVK9eHcuWLUPXrl2ZbBOR2rzvs5KNjQ1sbGwK3J/tEhGpgj3c5dDjx48xceJEvHjxAl26dME333wD4O19SvxAS0SlqaA2CQBSU1MRHx+PqlWrsm0iolJTWLtERFSSmHCXU3FxcVi2bBn+/PNP2NjYYOvWrTAyMoKxsbGmQyOiT5CyNkksFsPMzEzToRHRJ4qflYioNDDhLsdevXqFa9eu4dtvv0V2djYMDAwwd+5ceHp6QldXV9PhEdEnhm0SEX1s2C4Rkbox4f5EnD17Frdv34ZIJMKXX34JsVis6ZCI6BPGNomIPjZsl4hIHZhwl3PvzqjJGTaJSJPYJhHRx4btEhGpk9b7q1BZxv8wiOhjwjaJiD42bJeISJ3Yw01ERERERESkBuzhJiIiIiIiIlIDJtxEREREREREasCEm4iIiIiIiEgNmHATERERERERqQETbiIiIiIiIiI1YMJNREQf5OHDhxCJRIiOji6wTmRkJEQiEV69elVqcQFFi60oWrZsiYkTJ5ZITERERPTpYMJNRPSJevz4MYYOHQp7e3vo6enB0dEREyZMwPPnz0v8XF5eXnj27BnMzMwAACEhITA3N3/vfkWtR0RERPQxYsJNRPQJevDgARo2bIi7d+/if//7H+7du4cNGzYgIiICnp6eePHiRYmeT09PD3Z2dhCJRCV6XCIiIqKPGRNuIqJP0NixY6Gnp4fff/8d3t7eqFy5Mjp27IgTJ07gyZMn+Pbbb2V1RSIRwsLC5PY3NzdHSEiIXNmtW7fg5eUFsViMWrVq4fTp07Jt+YeUR0ZGYsiQIXj9+jVEIhFEIhHmzp2r0nWEh4ejWbNmMDc3h6WlJbp06YL79+8r1CssNgC4fv06OnbsCGNjY9ja2mLgwIH477//Cjzv+vXrUa1aNYjFYtja2qJXr14qxU9ERETlGxNuIqJPzIsXL3Ds2DGMGTMGBgYGctvs7OwwYMAA7NmzB4IgFOu4U6ZMwTfffIMrV67A09MTXbt2VTo83cvLC6tWrYKpqSmePXuGZ8+eYfLkySpdS1paGgICAnDp0iVERERAS0sLX3zxBaRSaZFje/XqFVq3bo169erh0qVLCA8PR0JCAvr06aP0nJcuXYK/vz/mz5+P27dvIzw8HC1atFApfiIiIirfdDQdABERla67d+9CEAS4ubkp3e7m5oaXL18iKSkJNjY2RT7uuHHj0LNnTwBAcHAwwsPDsWXLFkydOlWunp6eHszMzCASiWBnZ6f6hQCy8+XZunUrrK2tERMTg1q1ahUptrVr16JevXpYtGiR3HEcHBxw584dVK9eXe4ccXFxMDIyQpcuXWBiYgJHR0fUq1fvg66DiIiIyif2cBMRfaLe14Otp6dXrON5enrKnuvo6KBhw4a4efOmSrEV1d27d9G/f3+4uLjA1NQUTk5OAHKT4qLG9s8//+DUqVMwNjaWPVxdXQFA6fD0du3awdHRES4uLhg4cCB27dqF9PR0NV0hERERlWVMuImIPjFVq1aFSCQqMBm+efMmrK2tZbODi0QiheQ8Oztb3WEWSdeuXfHixQts2rQJf/31F/766y8AQFZWVpGPkZqaiq5duyI6OlrucffuXaVDxU1MTBAVFYX//e9/qFixIubMmQMPD49SX/KMiIiIPn5MuImIPjGWlpZo164d1q9fj4yMDLlt8fHx2LVrFwYPHiwrs7a2xrNnz2Sv7969q7RH988//5Q9z8nJweXLlwsctq6npweJRPJB1/H8+XPcvn0bs2bNQps2bWRD4ZUpLLb69evjxo0bcHJyQtWqVeUeRkZGSo+no6ODtm3bYunSpbh69SoePnyIkydPftD1EBERUfnDe7iJiD5Ba9euhZeXF3x8fPDdd9/B2dkZN27cwJQpU1C9enXMmTNHVrd169ZYu3YtPD09IZFIMG3aNOjq6iocc926dahWrRrc3NywcuVKvHz5EkOHDlV6ficnJ6SmpiIiIgIeHh4wNDSEoaGh0roSiQTR0dFyZfr6+qhRowYsLS2xceNGVKxYEXFxcZg+fbrSYxQW29ixY7Fp0yb0798fU6dOhYWFBe7du4effvoJmzdvhra2ttyxDh8+jAcPHqBFixaoUKECjh49CqlUiho1ahT4fhMREdGniT3cRESfoGrVquHvv/+Gi4sL+vTpA0dHR3Ts2BHVq1fHuXPnYGxsLKu7fPlyODg4oHnz5vjyyy8xefJkpclxUFAQgoKC4OHhgbNnz+LgwYOwsrJSen4vLy+MGjUKffv2hbW1NZYuXVpgrKmpqahXr57co2vXrtDS0sJPP/2Ey5cvo1atWpg0aRKWLVum9BiFxWZvb49z585BIpGgffv2qF27NiZOnAhzc3NoaSn+N2lubo5ff/0VrVu3hpubGzZs2ID//e9/qFmzZqHvOREREX16REJx130hIqJyKTAwECtWrMDx48fx+eefazocIiIiojKPCTcREcls27YNr1+/hr+/v9LeXSIiIiIqOibcRERERERERGrA7gsiIiIiIiIiNWDCTURERERERKQGTLiJiIiIiIiI1IAJNxEREREREZEaMOEmIiIiIiIiUgMm3ERERERERERqwISbiIiIiIiISA2YcBMRERERERGpARNuIiIiIiIiIjVgwk1ERERERESkBv8HvRDqKj5iTIIAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# add simultaneous circuits to our old collection\n", "simul_circuits = t.compile(tq.make_srb([[0, 1], [2, 3], [4, 5]], [4, 12, 32]))\n", "circuits += simul_circuits\n", "sim.run(simul_circuits)\n", "\n", "# plot the results\n", "circuits.plot.raw([[0, 1], [2, 3], [4, 5]])\n", "circuits.plot.compare_rb()" ] }, { "cell_type": "raw", "id": "393f478f", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Changing the Twirling Group Gateset\n", "-----------------------------------\n", "The above examples characterize the average gate fidelity of the Clifford group, which\n", "is historically by far the most common group to use. However, any unitary 2-design\n", "will suffice, and so for SRB, the other notable choice is the set of all unitaries\n", "sampled using the Haar measure. We make this alternate choice below." ] }, { "cell_type": "code", "execution_count": 11, "id": "d5f36bd1", "metadata": { "execution": { "iopub.execute_input": "2024-04-26T18:19:00.480422Z", "iopub.status.busy": "2024-04-26T18:19:00.479960Z", "iopub.status.idle": "2024-04-26T18:19:05.213196Z", "shell.execute_reply": "2024-04-26T18:19:05.212655Z" } }, "outputs": [], "source": [ "su_circuits = tq.make_srb(tq.Twirl(\"U\", [[0, 1], [2, 3], [4, 5]]), [2, 8, 16])\n", "su_circuits = t.compile(su_circuits)\n", "sim.run(su_circuits)" ] }, { "cell_type": "raw", "id": "65f6a96d", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Our native gates here are still CNOT and U3. It takes on average 1.5 CNOTs to\n", "synthesize a two-qubit Clifford gate, but it almost always takes 3 CNOTs to\n", "synthesize a Haar-random two-qubit unitary group. Thus we see higher error rates\n", "than in the section above." ] }, { "cell_type": "raw", "id": "6f8b1548", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Simulate and plot the results." ] }, { "cell_type": "code", "execution_count": 12, "id": "ba87fa5e", "metadata": { "execution": { "iopub.execute_input": "2024-04-26T18:19:05.216037Z", "iopub.status.busy": "2024-04-26T18:19:05.215560Z", "iopub.status.idle": "2024-04-26T18:19:05.903748Z", "shell.execute_reply": "2024-04-26T18:19:05.903242Z" } }, "outputs": [ { "data": { "image/png": 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", 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+/JV17e3tIZPJcOXKFYXy1NRUPH78GPb29iUam0wmUxpS/M8//wB4MUPy7t27YWhoiAMHDuDDDz9Ely5dlGZu1lTNmjXx2WefISoqCtevX0f16tXx1VdfAYD8XC9fvqy03+XLl0v8Z/Gy0vxd2Nvb49atWyqT7oLzfVX79vb2uHLlitJEeJcuXVJr/5Lg6uqK69evK5V7eXnhn3/+UZr06sSJE/Ltpe358+e4deuW/I7/63J1dZU/PqHK+PHjsXHjRixevFhhWH9Je/bsmcoYrl+/DktLS6VRHepwdXWVt1FYcnIyHj16BHd3dzg6OsLR0VH+6MGcOXPg6OiIxMREDc5CmSiKuHHjhsr4r1+/Dh0dHfloGyIiInUx4SaqhCZMmAATExN89NFHKmflTUpKks8q3bVrVwDAkiVLFOp8/fXXAPKfXy5py5cvl78XRRHLly+Hnp4e3n33XQD5d0YFQVBYXuvGjRuIiorS+JhSqVQpiahRowZsbW3lQ5GbNm2KGjVqYPXq1QrDk3/55RdcvHixVH4WhZXm76Jr167Iy8tTWjpMJpNh1apV0NfXl//8i2sjJSUFO3bskJc9f/4cy5Ytg0Qigb+/v8bxqcvX1xfnz59XGj7+/vvvQyqVKswQn5OTg40bN8LHx6fUhysDQGJiIp49e6b26gAv8/X1hSiKOHPmjNK2BQsWYOHChZg8ebLCkn6ays7Olo9sKGz37t149OgRmjZtqrTtzJkzCvM3vI5atWrBzs4Op0+fVigPDg7Gnj17FF4Ff6NDhw7Fnj17NHp04t69e0plq1atwr1799C5c2elbWfOnIG7u7v8URgiIiJ1VdF2AERU9urUqYNt27YhMDAQ9evXx+DBg+Hh4YHc3FwcO3YMO3fuxNChQwEAnp6eGDJkCNasWYPHjx/D399fvkRPQEAA2rZtW6KxGRoaIjo6GkOGDIGPjw9++eUX7N+/H5MnT5bfeerWrRu+/vprdO7cGR988AHS0tKwYsUKODs749y5cxodNzMzE7Vr18b7778PT09PSCQSHDp0CKdOncKiRYsA5E8ANm/ePAQFBcHf3x/9+/dHamqqfKmxsWPHltjPQZXS/F306NEDHTt2xNixY3Hy5En4+fnhyZMn2Lt3L44ePYrZs2e/8s7lxx9/jG+//RZDhw7FmTNn4ODggF27duHo0aNYsmSJ2hP1vYlevXrhyy+/RFxcHDp27Cgv9/HxQZ8+fRAWFoa0tDQ4Oztj06ZNuHHjBtavX6/QxowZMzBz5kwcPnxY5fJXhUVGRuLmzZvy5PT333/H7NmzAQCDBg1SuKt/8OBBGBsbo0OHDgpttGnTBnFxca8cSt+yZUtUr14dhw4dUhguvmfPHkyYMAEuLi6oX78+tmzZorBfhw4dYG1tDSD/iylHR0cMGTJEvra7KleuXEH79u0RGBgIV1dX6Ojo4PTp09iyZQscHByUkvq0tDScO3cOI0eOVCiPiIhAUFAQNm7cKO9TitKrVy/s2bNH4Tn3xo0bKy0VVjCXg7u7OwICAhS2FYyCKTzfgyr29vYIDAxEgwYNYGhoiCNHjmD79u3w8vLCJ598olA3Ly8PcXFx+Oyzz4ptk4iISCVtTI1OROXDP//8Iw4fPlx0cHAQ9fX1RVNTU7FFixbismXLxGfPnsnr5eXliTNnzhQdHR1FPT090c7OTgwLC1OoI4r5S1F169ZN6TgAlJbbUrW0T8FSWElJSWLHjh1FY2Nj0draWpw+fboolUoV9l+/fr3o4uIiGhgYiK6uruLGjRtVLhel6tiFtxUs45STkyOOHz9e9PT0FE1NTUUTExPR09NTXLlypdJ+O3bsEBs1aiQaGBiI1apVEwcMGCD++++/CnVULeslisUvaaXO/m/6uyjOs2fPxBkzZoiurq6igYGBaGJiIjZv3lxhma9XSU1NFYOCgkRLS0tRX19fbNCggbhx40aFOsUt6wQ1ltZ61c+wYcOG4rBhw5TKnz59Ko4bN060sbERDQwMxGbNmqlcNu3zzz8XBUEQL168WGwcopi/JBQKLZtV+FV4yTtRFEUfHx9x4MCBSm00adJEtLGxeeWxRFEUg4ODRWdnZ4Wygp+HOnH8/fffIgBx0qRJxR7n3r174scffyy6urqKJiYmor6+vuji4iKGhIQoLM9XYNWqVaKxsbF86bcCy5YtU3t5uvj4eBGA+McffxRbr7i/H0tLS7F58+avPNZHH30kurm5iaampqKenp7o7OwsTpw4USl+URTFX375RQQgXrlyRWVbXBaMiIiKI4jiG8xOQ0RUgoYOHYpdu3YVuewQEfDiDvS9e/cgCIJ8wq0CkZGRGDlyJJKTk2FhYfHa7Xt7e8Pe3h47d+4soYiBhIQENG7cGPHx8QrPi2dmZqJatWpYsmSJ0t1hVa5duwZXV1f88ssvrxzir8rKlSsxYcIEJCUlye96l4RGjRqhTZs2WLx4sUJ53759cePGDZw8eVKtdt59913Y2toiMjLytWNITEyEu7s79u3bV6KPdwQEBEAQBOzZs0ehPDMzEzk5OejVqxfS09NfeyJKIiKqHPgMNxERVUhWVlYqJ2IbMGAA3nnnHaxYseK128zIyMBff/2FWbNmlUSIcnPnzsX777+vNDnb77//jlq1amH48OFqtePk5IRhw4ZpvL724cOHERwcXKLJdnR0NK5cuYKwsDCFclEUERsbKx9ir445c+Zgx44dSkvIqePw4cPw9fUt0WT74sWL2LdvH7788kulbYMGDYKVlRWOHTtWYscjIqK3D+9wE1G5wTvcpI5r167JZ7KvUqXKK5+zJioN586dQ1paGgBAIpGgefPmWo6IiIjKI06aRkREFYqTkxOcnJy0HQZVcg0bNtR2CEREVAHwDjcRERERERFRKeAz3ERERERERESlgAk3ERERERERUSngM9wqyGQy3LlzB6amphAEQdvhEBERERFpjSiKyMzMhK2tLXR0eL+O6HUw4Vbhzp07sLOz03YYRERERETlxq1bt1C7dm1th0FUoTDhVsHU1BRAfqdiZmam5WiIiIiIiLQnIyMDdnZ28mtkIlIfE24VCoaRm5mZMeEmIiIiIgL4qCWRBrT+EMaKFSvg4OAAQ0ND+Pj44OTJk0XWvXDhAnr37g0HBwcIgoAlS5YU2/bcuXMhCAJCQkJKNmgiIiIiIiKiV9Bqwr1jxw6EhoZi+vTpiI+Ph6enJzp16oS0tDSV9Z88eQInJyfMnTsXNjY2xbZ96tQpfPvtt2jYsGFphE5ERERERERULK0m3F9//TWGDx+OoKAguLm5YfXq1TA2NsaGDRtU1m/WrBkWLFiAfv36wcDAoMh2s7KyMGDAAKxduxZVq1YtrfCJiIiIiIiIiqS1Z7hzc3Nx5swZhIWFyct0dHTQvn17HD9+/I3aHjlyJLp164b27dtj9uzZbxoqERERERGVEqlUiry8PG2HQaQ2PT096OrqqlVXawn3/fv3IZVKYW1trVBubW2NS5cuadzu9u3bER8fj1OnTqm9T05ODnJycuSfMzIyAOSvOSiKosaxEBERERFVdKV1PSyKIlJSUvD48eNSaZ+oNFlYWMDGxuaVkwm+VbOU37p1C2PGjMHBgwdhaGio9n7h4eGYOXOmUnlWVhZ0dMpm1L2QlQohW/Wz6wAgmtSAKLEucjsRERERUWnIysoqlXYLku0aNWrA2NiYs6BThSCKIp48eSKfd6xmzZrF1tdawm1paQldXV2kpqYqlKempr5yQrSinDlzBmlpaWjcuLG8TCqV4vfff8fy5cuRk5Oj8tZ/WFgYQkND5Z8L1hqUSCSQSCQaxfLaTi+DEDevyM2i/0SgTViR24mIiIiISoNMJivxNqVSqTzZrl69eom3T1SajIyMAABpaWmoUaNGscPLtZZw6+vro0mTJoiJiUFAQACA/H/MMTExGDVqlEZtvvvuu/j7778VyoKCguDq6oqJEycW+YMwMDBQOQmbIAhl901b0w+Bel2B50+BDZ3zyz6MBqrk/zIFUxuA3/oRERERURkrjevhgme2jY2NS7xtorJQ8Lebl5dXPhNuAAgNDcWQIUPQtGlTeHt7Y8mSJcjOzkZQUBAAYPDgwahVqxbCw8MB5E+0lpiYKH9/+/ZtJCQkQCKRwNnZGaampvDw8FA4homJCapXr65UXu6Y2uS/crNflNk0BPRNtBcTEREREVEp4jByqqjU/dvVasIdGBiIe/fuYdq0aUhJSYGXlxeio6PlE6klJycrPEN9584dNGrUSP554cKFWLhwIfz9/REbG1vW4RMREREREREVSeuTpo0aNarIIeQvJ9EODg6vPUsiE3EiIiIiIipNN27cgKOjI86ePQsvL68i682YMQNRUVFISEgAAAwdOhSPHz9GVFRUmcRJZa9spuAmIiIiIiIqZwrmbCrqNWPGDLXasbOzw927d1/7MdalS5ciIiLi9QPXQEpKCkaPHg0nJycYGBjAzs4OPXr0QExMTIkep02bNggJCSnRNkuz3dKm9TvcRERERERE2nD37l35+x07dmDatGm4fPmyvEzdFYt0dXWLXWlJFEVIpVKlcnNz89eIVnM3btxAixYtYGFhgQULFqBBgwbIy8vDgQMHMHLkSFy6dKlM4qiMeIebiIiIiIgqJRsbG/nL3NwcgiDAxsYGRkZGqFWrljwRlclkqFatGpo3by7fd8uWLbCzswOQn9AKgiAfKh4bGwtBEPDLL7+gSZMmMDAwwJEjR5SOP3ToUPmKTUD+Xdzg4GBMmDAB1apVg42NjdJd9kuXLqFly5YwNDSEm5sbDh06BEEQih2W/tlnn0EQBJw8eRK9e/dG3bp14e7ujtDQUPz555/yesnJyejVqxckEgnMzMzQt29fhWWcZ8yYAS8vL0RGRsLBwQHm5ubo168fMjMz5ecTFxeHpUuXykcJ3LhxAwBw/vx5dOnSBRKJBNbW1hg0aBDu378v/3np6+vjjz/+kB9r/vz5qFGjBlJTU4ttt7xjwk1ERERERFSIubk5vLy85PNB/f333xAEAWfPnkVWVhYAIC4uDv7+/sW2M2nSJMydOxcXL15Ew4YN1Tr2pk2bYGJighMnTmD+/PmYNWsWDh48CCB//fKAgAAYGxvjxIkTWLNmDb744oti23v48CGio6MxcuRImJgor4BkYWEBIP9LhV69euHhw4eIi4vDwYMHce3aNQQGBirUT0pKQlRUFPbt24d9+/YhLi4Oc+fOBZA/RN7X1xfDhw/H3bt3cffuXdjZ2eHx48do164dGjVqhNOnTyM6Ohqpqano27cvgBfDxQcNGoT09HScPXsWU6dOxbp162BtbV1kuxUBh5QTERERERG9pE2bNoiNjcW4ceMQGxuLDh064NKlSzhy5Ag6d+6M2NhYTJgwodg2Zs2ahQ4dOrzWcRs2bIjp06cDAFxcXLB8+XLExMSgQ4cOOHjwIJKSkhAbGysfwv7VV18Ve4yrV69CFEW4uroWe9yYmBj8/fffuH79ujyZ3bx5M9zd3XHq1Ck0a9YMQH5iHhERAVNTUwDAoEGDEBMTg6+++grm5ubQ19eHsbGxwhD75cuXo1GjRpgzZ468bMOGDbCzs8M///yDunXrYvbs2Th48CA+/vhjnD9/HkOGDEHPnj0BoMh2KwLe4SYiIiIiInqJv78/jhw5AqlUiri4OLRp00aehN+5cwdXr15FmzZtim2jadOmr33cl++E16xZE2lpaQCAy5cvw87OTiHp9Pb2LrY9dVd5unjxIuzs7BTuHLu5ucHCwgIXL16Ulzk4OMiT7ZfjK8pff/2Fw4cPQyKRyF8FXwAkJSUBAPT19bF161bs3r0bz549w+LFi9WKu7zjHW4iIiIiIqKXtG7dGpmZmYiPj8fvv/+OOXPmwMbGBnPnzoWnpydsbW3h4uJSbBuqhnC/ip6ensJnQRAgk8leu50CLi4uEAShxCZG0yS+rKws9OjRA/PmzVPaVrNmTfn7Y8eOAcgfBv/w4UONfn7lDe9wExERERERvcTCwgINGzbE8uXLoaenB1dXV7Ru3Rpnz57Fvn37Xvn8dmmoV68ebt26pTCR2alTp4rdp1q1aujUqRNWrFiB7Oxspe2PHz8GANSvXx+3bt3CrVu35NsSExPx+PFjuLm5qR2jvr6+0ozsjRs3xoULF+Dg4ABnZ2eFV0FSnZSUhLFjx2Lt2rXw8fHBkCFDFBJ5Ve1WBEy4iYiIiIiIVGjTpg22bt0qT66rVauG+vXrY8eOHVpJuDt06IA6depgyJAhOHfuHI4ePYopU6YAyL/TXJQVK1ZAKpXC29sbu3fvxpUrV3Dx4kV888038PX1BQC0b98eDRo0wIABAxAfH4+TJ09i8ODB8Pf3f62h8Q4ODjhx4gRu3LiB+/fvQyaTYeTIkXj48CH69++PU6dOISkpCQcOHEBQUBCkUimkUikGDhyITp06ISgoCBs3bsS5c+ewaNGiYtutCJhwExERERERqeDv7w+pVKrwrHabNm2UysqKrq4uoqKikJWVhWbNmuGjjz6Sz1JuaGhY5H5OTk6Ij49H27Zt8fnnn8PDwwMdOnRATEwMVq1aBSA/Yf/xxx9RtWpVtG7dGu3bt4eTkxN27NjxWjGOGzcOurq6cHNzg5WVFZKTk2Fra4ujR49CKpWiY8eOaNCgAUJCQmBhYQEdHR189dVXuHnzJr799lsA+cPM16xZgylTpuCvv/4qst2KQBDVfYq+EsnIyIC5uTnS09NhZmZWtgfPzQbm2Oa/n3wH0K/4zy0QERERUcVVGtfGz549w/Xr1+Ho6FhsokivdvToUbRs2RJXr15FnTp1tB1OpaHu3zAnTSMiIiIiIqog9uzZA4lEAhcXF1y9ehVjxoxBixYtmGyXU0y4iYiIiIiIKojMzExMnDgRycnJsLS0RPv27RWedabyhQk3ERERERFRBTF48GAMHjxY22GQmjhpGhEREREREVEpYMJNREREREREVAqYcBMRERERERGVAibcRERERERERKWAk6YREREREVHFkpmS/yqKqU3+i0jLmHATEREREVHFcnojEDe36O3+k4C2YWUXD1ERmHATEREREVHF0jQIqNcFeP4U2NA5v+zDaKCKUf77Snx3e+jQoXj8+DGioqJK9TgzZsxAVFQUEhISSvU4FR2f4SYiIiIioorF1Aaw9QJquL8oy8kCbBrkl5dSwn3v3j18+umneOedd2BgYAAbGxt06tQJR48elddxcHCAIAgQBAHGxsZo0KAB1q1bp9BObGysvI4gCDAyMoK7uzvWrFnzyhjWrl0LT09PSCQSWFhYoFGjRggPD5dvX7p0KSIiIkrsnNU1dOhQBAQElPlxyzve4SYiIiIioooncS/wy4QXn7e+D5jZAp3nAW49S+WQvXv3Rm5uLjZt2gQnJyekpqYiJiYGDx48UKg3a9YsDB8+HE+ePMHOnTsxfPhw1KpVC126dFGod/nyZZiZmeHp06f46aef8Omnn6JOnTp49913VR5/w4YNCAkJwTfffAN/f3/k5OTg3LlzOH/+vLyOubl5yZ84aYx3uImIiIiIqGJJ3At8PxjIvKtYnnE3vzxxb4kf8vHjx/jjjz8wb948tG3bFvb29vD29kZYWBh69lRM8E1NTWFjYwMnJydMnDgR1apVw8GDB5XarFGjBmxsbODo6Ijg4GA4OjoiPj6+yBj27t2Lvn37YtiwYXB2doa7uzv69++Pr776Sl7n5TvNbdq0wejRoxESEoKqVavC2toaa9euRXZ2NoKCgmBqagpnZ2f88ssv8n0iIiJgYWGhcOyoqCgIgqAyrhkzZmDTpk348ccf5XftY2NjAQATJ05E3bp1YWxsDCcnJ0ydOhV5eXkK+3p5eSEyMhIODg4wNzdHv379kJmZKa8jk8kQHh4OR0dHGBkZwdPTE7t27VKIIS4uDt7e3jAwMEDNmjUxadIkPH/+XL7dwcEBS5YsUdjHy8sLM2bMAACIoogZM2bIRy/Y2toiODi4yN+FuphwExERERFRxSGTAtETAYgqNv5XFj0pv14JkkgkkEgkiIqKQk5Ojlr7yGQy7N69G48ePYK+vn6R9URRRHR0NJKTk+Hj41NkPRsbG/z555+4efPma8W+adMmWFpa4uTJkxg9ejQ+/fRT9OnTB35+foiPj0fHjh0xaNAgPHny5LXaLTBu3Dj07dsXnTt3xt27d3H37l34+fkByP/yISIiAomJiVi6dCnWrl2LxYsXK+yflJSEqKgo7Nu3D/v27UNcXBzmzn0xKV54eDg2b96M1atX48KFCxg7diwGDhyIuLg4AMDt27fRtWtXNGvWDH/99RdWrVqF9evXY/bs2Wqfw+7du7F48WJ8++23uHLlCqKiotCgQQONfh6FMeEmIiIiIqKK4+YxIONOMRVEION2fr0SVKVKFURERGDTpk2wsLBAixYtMHnyZJw7d06p7sSJEyGRSGBgYID3338fVatWxUcffaRUr3bt2pBIJNDX10e3bt0wffp0tG7dusgYpk+fDgsLCzg4OKBevXoYOnQovv/+e8hksmJj9/T0xJQpU+Di4oKwsDAYGhrC0tISw4cPh4uLC6ZNm4YHDx6oPBd1SCQSGBkZyZ9rt7GxkX/BMGXKFPj5+cHBwQE9evTAuHHj8P333yvsL5PJEBERAQ8PD7Rq1QqDBg1CTEwMACAnJwdz5szBhg0b0KlTJzg5OWHo0KEYOHAgvv32WwDAypUrYWdnh+XLl8PV1RUBAQGYOXMmFi1a9MqfTYHk5GTY2Nigffv2eOedd+Dt7Y3hw4dr9PMojAk3ERERERFVHFmpJVvvNfTu3Rt37tzB3r170blzZ8TGxqJx48ZKk5SNHz8eCQkJ+O233+Dj44PFixfD2dlZqb0//vgDCQkJSEhIwLp16zBnzhysWrWqyOPXrFkTx48fx99//40xY8bg+fPnGDJkCDp37lxsYtmwYUP5e11dXVSvXl3h7q21tTUAIC0tTd0fhdp27NiBFi1awMbGBhKJBFOmTEFycrJCHQcHB5iamso/16xZUx7L1atX8eTJE3To0EE+ykAikWDz5s1ISkoCAFy8eBG+vr4KQ95btGiBrKws/Pvvv2rF2adPHzx9+hROTk4YPnw49uzZozAkXVNMuImIiIiIqOKQWJdsvddkaGiIDh06YOrUqTh27BiGDh2K6dOnK9SxtLSEs7MzWrVqhZ07dyI4OBiJiYlKbTk6OsqfxQ4KCsKgQYMUnscuioeHBz777DNs2bIFBw8exMGDB+XDq1XR09NT+CwIgkJZQaJakLTr6OhAFBWH7Bd+7lpdx48fx4ABA9C1a1fs27cPZ8+exRdffIHc3NxXxlcQS1ZWFgBg//798i8nEhISkJiYqPQcd3FedU52dna4fPkyVq5cCSMjI3z22Wdo3bq1RuetcNw32puIiIiIiKgs2fvlz0YO1RN4AQJgViu/Xhlwc3NDdnZ2kdvt7OwQGBiIsLCwV7alq6uLp0+fvvbxARQbw+uysrJCZmamQpuvWm9bX18fUqnic/PHjh2Dvb09vvjiCzRt2hQuLi6v/fy5m5sbDAwMkJycDGdnZ4WXnZ0dAKB+/fo4fvy4QkJ99OhRmJqaonbt2vJzunv3xSR7GRkZuH79usKxjIyM0KNHD3zzzTeIjY2VjyZ4E1pPuFesWAEHBwcYGhrCx8cHJ0+eLLLuhQsX0Lt3b/nadi/PMgfkP1DfrFkzmJqaokaNGggICMDly5dL8QyIiIiIiKjM6OjmL/0FQDnp/u9z57n59UrQgwcP0K5dO2zZsgXnzp3D9evXsXPnTsyfPx+9evUqdt8xY8bgp59+wunTpxXK09LSkJKSgps3b2Lnzp2IjIwstq1PP/0UX375JY4ePYqbN2/izz//xODBg2FlZQVfX98SOU8A8PHxgbGxMSZPnoykpCRs27btlWt7Ozg44Ny5c7h8+TLu37+PvLw8uLi4IDk5Gdu3b0dSUhK++eYb7Nmz57ViMTU1xbhx4zB27Fhs2rQJSUlJiI+Px7Jly7Bp0yYAwGeffYZbt25h9OjRuHTpEn788UdMnz4doaGh0NHJT3nbtWuHyMhI/PHHH/j7778xZMgQ6Oq++BuJiIjA+vXrcf78eVy7dg1btmyBkZER7O3tX++H9xKtJtw7duxAaGgopk+fjvj4eHh6eqJTp05FPjvw5MkTODk5Ye7cubCxUb2YfVxcHEaOHIk///wTBw8eRF5eHjp27Fii3/gQEREREZEWufUE+m4GTF/KCcxs88tLYR1uiUQifx67devW8PDwwNSpUzF8+HAsX768+HDd3NCxY0dMmzZNobxevXqoWbMmnJ2dMXHiRHzyySdYtmxZke20b98ef/75J/r06YO6deuid+/eMDQ0RExMDKpXr14i5wkA1apVw5YtW/Dzzz+jQYMG+O677+TLZxVl+PDhqFevHpo2bQorKyscPXoUPXv2xNixYzFq1Ch4eXnh2LFjmDp16mvH8+WXX2Lq1KkIDw9H/fr10blzZ+zfvx+Ojo4AgFq1auHnn3/GyZMn4enpiREjRmDYsGGYMmWKvI2wsDD4+/uje/fu6NatGwICAlCnTh35dgsLC6xduxYtWrRAw4YNcejQIfz0009v/HMVxJcHspchHx8fNGvWTP4HKpPJYGdnh9GjR2PSpEnF7uvg4ICQkBCEhIQUW+/evXuoUaMG4uLiip3xr7CMjAyYm5sjPT0dZmZmau1TYnKzgTm2+e8n3wH0Tcr2+EREREREhZTGtfGzZ89w/fp1ODo6wtDQ8A0aygDm5g8rxoBdQJ12JX5nm0gVdf+Gq5RhTApyc3Nx5swZhWcZdHR00L59exw/frzEjpOeng4g/1uaouTk5CispZeRkQEgfz28Mv8+QhTlA2NEUQS0930IEREREVHZXw+rIzMl//W80PPOBhIg5b/nbU1tlO9+E2mB1hLu+/fvQyqVyqegL2BtbY1Lly6VyDFkMhlCQkLQokULeHh4FFkvPDwcM2fOVCrPysqSj/kvM3lPUDAhflZ2NpBbDjs4IiIiIqo0CmaJLldObwTi5iqWbej84r3/JKDtqycpIyptWku4y8LIkSNx/vx5HDlypNh6YWFhCA0NlX/OyMiAnZ2dfI23MpX7YuIHiYkJh5QTERERkVYVt76z1jQNAup1KXo7725TOaG1hNvS0hK6urpITVVckD41NbXICdFex6hRo7Bv3z78/vvv8qngi2JgYAADAwOlckEQFBZPLxOFjicIgsJnIiIiIqKyVubXw+rgkHGqILQ2S7m+vj6aNGmCmJgYeZlMJkNMTMwbTWkviiJGjRqFPXv24LfffpPPXEdERERERERUlrQ6pDw0NBRDhgxB06ZN4e3tjSVLliA7OxtBQUEAgMGDB6NWrVoIDw8HkD/RWmJiovz97du3kZCQAIlEAmdnZwD5w8i3bduGH3/8EaampkhJSQEAmJubw8jISAtnSUREREREqpTL4epEalD3b1erCXdgYCDu3buHadOmISUlBV5eXoiOjpZPpJacnKwwadmdO3fQqFEj+eeFCxdi4cKF8Pf3R2xsLABg1apVAIA2bdooHGvjxo0YOnRoqZ4PERERERG9mr6+PnR0dHDnzh1YWVlBX1+/fA5dJ3qJKIrIzc3FvXv3oKOjA319/WLra3Ud7vKK63ATEREREeUrrWvj3Nxc3L17F0+ePCmxNonKirGxMWrWrPnKhPutnqWciIiIiIjKJ319fbzzzjt4/vw5pFKptsMhUpuuri6qVKmi1qgMJtxERERERKQVgiBAT08Penp62g6FqFRobZZyIiIiIiIiorcZE+7yRlZoOM3NY4qfiYiIiIiIqMJgwl2eJO4FVni/+Lz1fWCJR345ERERERERVShMuMuLxL3A94OBzLuK5Rl388uZdBMREREREVUoTLjLA5kUiJ4IQNUKbf+VRU/i8HIiIiIiIqIKhAl3eXDzGJBxp5gKIpBxO78eERERERERVQhMuMuDrNSSrUdERERERERax4S7PJBYl2w9IiIiIiIi0jom3OWBvR9gZgtAKKKCAJjVyq9HREREREREFYJGCbeDgwNmzZqF5OTkko6nctLRBTrP++/Dy0n3f587z82vR0RERERERBWCRgl3SEgIfvjhBzg5OaFDhw7Yvn07cnJySjq2ysWtJ9B3M2Bqo1huZptf7tZTO3ERERERERGRRgRRFFWtRaWW+Ph4RERE4LvvvoNUKsUHH3yADz/8EI0bNy7JGMtcRkYGzM3NkZ6eDjMzs7I9+LMMYK5d/vsBu4A67Xhnm4iIiIi0RqvXxkQV3Bs9w924cWN88803uHPnDqZPn45169ahWbNm8PLywoYNG/AGuXzlVTi5tvdjsk1ERERERFRBVXmTnfPy8rBnzx5s3LgRBw8eRPPmzTFs2DD8+++/mDx5Mg4dOoRt27aVVKxEREREREREFYZGCXd8fDw2btyI7777Djo6Ohg8eDAWL14MV1dXeZ3//e9/aNasWYkFSkRERERERFSRaJRwN2vWDB06dMCqVasQEBAAPT09pTqOjo7o16/fGwdIREREREREVBFplHBfu3YN9vb2xdYxMTHBxo0bNQqKiIiIiIiIqKLTaNK0tm3b4sGDB0rljx8/hpOT0xsHRURERERERFTRaZRw37hxA1KpVKk8JycHt2/ffuOgiIiIiIiIiCq61xpSvnfvXvn7AwcOwNzcXP5ZKpUiJiYGDg4OJRYcERERERERUUX1Wgl3QEAAAEAQBAwZMkRhm56eHhwcHLBo0aISC46IiIiIiIioonqthFsmkwHIn4H81KlTsLS0LJWgiIiIiIiIiCo6jWYpv379eknHQURERERERPRWUTvh/uabb/Dxxx/D0NAQ33zzTbF1g4OD3zgwIiIiIiIioopMEEVRVKeio6MjTp8+jerVq8PR0bHoBgUB165dK7EAtSEjIwPm5uZIT0+HmZlZ2R48NxuYY5v/fvIdQN+kbI9PRERERFSIVq+NiSo4te9wFx5GziHlRERERERERMXTaB1uIiIiIiIiIiqe2ne4Q0ND1W7066+/VrvuihUrsGDBAqSkpMDT0xPLli2Dt7e3yroXLlzAtGnTcObMGdy8eROLFy9GSEjIG7VJREREREREVBrUTrjPnj2rVj1BENQ++I4dOxAaGorVq1fDx8cHS5YsQadOnXD58mXUqFFDqf6TJ0/g5OSEPn36YOzYsSXSJhEREREREVFpUHvStNLg4+ODZs2aYfny5QDy1/m2s7PD6NGjMWnSpGL3dXBwQEhIiNId7jdpswAnTSMiIiIiysdJ04g0p9E63AWuXr2KpKQktG7dGkZGRhBFUe073Lm5uThz5gzCwsLkZTo6Omjfvj2OHz+uUTyatpmTk4OcnBz554yMDACAKIoo8+8jRBGC/K0IaO/7ECIiIiKisr8eJnqLaJRwP3jwAH379sXhw4chCAKuXLkCJycnDBs2DFWrVsWiRYte2cb9+/chlUphbW2tUG5tbY1Lly5pEpbGbYaHh2PmzJlK5VlZWdDRKeN55fKewLTg+NnZQC47OCIiIiLSnqysLG2HQFRhaZRwjx07Fnp6ekhOTkb9+vXl5YGBgQgNDVUr4S5PwsLCFCaFy8jIgJ2dHSQSCSQSSdkGk/tihIDExIRDyomIiIhIq2QymbZDIKqwNEq4f/31Vxw4cAC1a9dWKHdxccHNmzfVasPS0hK6urpITU1VKE9NTYWNjY0mYWncpoGBAQwMDJTKBUF4rUngSkSh4wmCoPCZiIiIiKislfn1MNFbRKPx0tnZ2TA2NlYqf/jwocrEVRV9fX00adIEMTEx8jKZTIaYmBj4+vpqElaptElERERERESkCY0S7latWmHz5s3yz4IgQCaTYf78+Wjbtq3a7YSGhmLt2rXYtGkTLl68iE8//RTZ2dkICgoCAAwePFhhArTc3FwkJCQgISEBubm5uH37NhISEnD16lW12yQiIiIiIiIqCxoNKZ8/fz7effddnD59Grm5uZgwYQIuXLiAhw8f4ujRo2q3ExgYiHv37mHatGlISUmBl5cXoqOj5ZOeJScnK0xadufOHTRq1Ej+eeHChVi4cCH8/f0RGxurVptEREREREREZUHjdbjT09OxfPly/PXXX8jKykLjxo0xcuRI1KxZs6RjLHNch5uIiIiIKB/X4SbSnMbrcJubm+OLL74oyViIiIiIiIiI3hpqJ9znzp1Tu9GGDRtqFAwRERERERHR20LthNvLywuCIEAURYWlAQpGpBcuk0qlJRgiERERERERUcWj9izl169fx7Vr13D9+nXs3r0bjo6OWLlypXzW8JUrV6JOnTrYvXt3acZLREREREREVCGofYfb3t5e/r5Pnz745ptv0LVrV3lZw4YNYWdnh6lTpyIgIKBEgyQiIiIiIiKqaDRah/vvv/+Go6OjUrmjoyMSExPfOCgiIiIiIiKiik6jhLt+/foIDw9Hbm6uvCw3Nxfh4eGoX79+iQVHREREREREVFFptCzY6tWr0aNHD9SuXVs+I/m5c+cgCAJ++umnEg2QiIiIiIiIqCLSKOH29vbGtWvXsHXrVly6dAkAEBgYiA8++AAmJiYlGiARERERERFRRaRRwg0AJiYm+Pjjj0syFiIiIiIiIqK3htoJ9969e9GlSxfo6elh7969xdbt2bPnGwdGREREREREVJGpnXAHBAQgJSUFNWrUKHbZL0EQIJVKSyI2IiIiIiIiogpL7YRbJpOpfE9EREREREREytReFqxatWq4f/8+AODDDz9EZmZmqQVFREREREREVNGpnXDn5uYiIyMDALBp0yY8e/as1IIiIiIiIiIiqujUHlLu6+uLgIAANGnSBKIoIjg4GEZGRirrbtiwocQCJCIiIiIiIqqI1E64t2zZgsWLFyMpKQmCICA9PZ13uYmIiIiIiIiKoHbCbW1tjblz5wIAHB0dERkZierVq5daYEREREREREQVmdoJd2HXr18v6TiIiIiIiIiI3ioaJdwAEBMTg5iYGKSlpSktE8ZnuImIiIiIiKiy0yjhnjlzJmbNmoWmTZuiZs2aEAShpOMiIiIiIiIiqtA0SrhXr16NiIgIDBo0qKTjqbwyU/Jfz5++KEs5B1T5byZ4U5v8FxEREREREVUIGiXcubm58PPzK+lYKrfTG4G4uYplGzq/eO8/CWgbVrYxERERERERkcY0Srg/+ugjbNu2DVOnTi3peCqvpkFAvS5Fb+fdbSIiIiIiogpFo4T72bNnWLNmDQ4dOoSGDRtCT09PYfvXX39dIsFVKhwyTkRERERE9FbRKOE+d+4cvLy8AADnz58vyXiIiKgyK5jPoij8cpKIiIgqEI0S7sOHD5d0HERERKrnsyiM81kQERFRBfJaCfd77733yjqCIGD37t0aB0RERJVYwXwWz5++mDjyw2jFFRuIiIiIKojXSrjNzc1LKw4iIqIXQ8Zzs1+U2TQE9E20FxMRERGRhl4r4d64cWOJB7BixQosWLAAKSkp8PT0xLJly+Dt7V1k/Z07d2Lq1Km4ceMGXFxcMG/ePHTt2lW+PSsrC5MmTUJUVBQePHgAR0dHBAcHY8SIESUeOxEREREREVFRdLR58B07diA0NBTTp09HfHw8PD090alTJ6Slpamsf+zYMfTv3x/Dhg3D2bNnERAQgICAAIWJ20JDQxEdHY0tW7bg4sWLCAkJwahRo7B3796yOi0iIiIiIiIiCKIoito6uI+PD5o1a4bly5cDAGQyGezs7DB69GhMmjRJqX5gYCCys7Oxb98+eVnz5s3h5eWF1atXAwA8PDwQGBiosEZ4kyZN0KVLF8yePVutuDIyMmBubo709HSYmZm9ySkSEZEmcrOBObb57yff4ZByIiIt4rUxkeY0mqW8JOTm5uLMmTMIC3sx26yOjg7at2+P48ePq9zn+PHjCA0NVSjr1KkToqKi5J/9/Pywd+9efPjhh7C1tUVsbCz++ecfLF68uMhYcnJykJOTI/+ckZEBABBFEVr8PoKIqPISRQjytyLAvpiIKpPMFCCrmCUSJWW7RCKvh4k0p7WE+/79+5BKpbC2tlYot7a2xqVLl1Tuk5KSorJ+SsqLDmnZsmX4+OOPUbt2bVSpUgU6OjpYu3YtWrduXWQs4eHhmDlzplJ5VlYWdHS0OuqeiKhyynsC0//eZmVnA7m82COiykP/+LcwOF7MzSLfscj1+7zM4snKyiqzYxG9bbSWcJeWZcuW4c8//8TevXthb2+P33//HSNHjoStrS3at2+vcp+wsDCFO+cZGRmws7ODRCKBRCIpq9CJiKhAriB/KzEx4ZByIqpcfD+B2KAXkPcMwsb8JRLFoGhAzxAAoC+xgX4ZXqPKZLIyOxbR20ZrCbelpSV0dXWRmpqqUJ6amgobG9VDZGxsbIqt//TpU0yePBl79uxBt27dAAANGzZEQkICFi5cWGTCbWBgAAMDA6VyQRAgCIKKPYiIqFQV6nsFQVD4TET01jOrmf8qtESiUFN7SyTyephIc1obL62vr48mTZogJiZGXiaTyRATEwNfX1+V+/j6+irUB4CDBw/K6+fl5SEvL09pGLiuri6/mSMiIiIiIqIypdUh5aGhoRgyZAiaNm0Kb29vLFmyBNnZ2QgKCgIADB48GLVq1UJ4eDgAYMyYMfD398eiRYvQrVs3bN++HadPn8aaNWsAAGZmZvD398f48eNhZGQEe3t7xMXFYfPmzfj666+1dp5ERERERERU+Wg14Q4MDMS9e/cwbdo0pKSkwMvLC9HR0fKJ0ZKTkxXuVvv5+WHbtm2YMmUKJk+eDBcXF0RFRcHDw0NeZ/v27QgLC8OAAQPw8OFD2Nvb46uvvsKIESPK/PyIiIiIiIio8tLqOtzlFdcaJCLSMq7DTURUbvpCXhsTaY5rXhERERERERGVAibcRERERERERKWACTcREZU/MumL9zePKX4mIiIiqiCYcBMRUfmSuBdY4f3i89b3gSUe+eVEREREFQgTbiIiKj8S9wLfDwYy7yqWZ9zNL2fSTURERBUIE24iIiofZFIgeiIAVYtn/FcWPYnDy4mIiKjCYMJNRETlw81jQMadYiqIQMbt/HpEREREFQATbiIiKh+yUku2HhEREZGWMeEmIqLyQWJdsvWIiIiItIwJNxERlQ/2foCZLQChiAoCYFYrvx4RERFRBcCEm4iIygcdXaDzvP8+vJx0//e589z8ekREREQVABNuIiIqP9x6An03A6Y2iuVmtvnlbj21ExcRERGRBphwExFR+eLWExh58sXnAbuAkL+ZbBNR5VN4GcSbx7gsIlEFxISbiIjKn8LDxu39OIyciCqfxL3ACu8Xn7e+DyzxyC8nogqDCTcRERERUXmSuBf4fjCQeVexPONufjmTbqIKgwk3EREREVF5IZMC0RMBiCo2/lcWPYnDy4kqCCbcRERERETlxc1jQMadYiqIQMbt/HpEVO4x4SYiIiIiKi+yUku2HhFpFRNuIiIiIqLyQmJdsvWISKuYcBMRERERlRf2foCZLQChiAoCYFYrvx4RlXtMuImIiIiIygsdXaDzvP8+vJx0//e581wul0hUQTDhJiIiIiIqT9x6An03A6Y2iuVmtvnlbj21ExcRvbYq2g6AiIiIiIhe4tYTcGoDzLXL/zxgF1CnHe9sE1UwvMNNRERERFQeFU6u7f2YbBNVQEy4iYiIiIiIiEoBE24iIiIiIiKiUsBnuImIqPzITMl/PX/6oizlHFDFKP+9qY3yJEJERERE5RQTbiIiKj9ObwTi5iqWbej84r3/JKBtWNnGRERERKQhJtxERFR+NA0C6nUpejvvbhMREVEFovVnuFesWAEHBwcYGhrCx8cHJ0+eLLb+zp074erqCkNDQzRo0AA///yzUp2LFy+iZ8+eMDc3h4mJCZo1a4bk5OTSOgUiIioppjaArVfRLybcREREVIFoNeHesWMHQkNDMX36dMTHx8PT0xOdOnVCWlqayvrHjh1D//79MWzYMJw9exYBAQEICAjA+fPn5XWSkpLQsmVLuLq6IjY2FufOncPUqVNhaGhYVqdFREREREREBEEURVFbB/fx8UGzZs2wfPlyAIBMJoOdnR1Gjx6NSZMmKdUPDAxEdnY29u3bJy9r3rw5vLy8sHr1agBAv379oKenh8jISI3jysjIgLm5OdLT02FmZqZxO0REREREGsvNBubY5r+ffAfQN9FKGLw2JtKc1p7hzs3NxZkzZxAW9mLyGx0dHbRv3x7Hjx9Xuc/x48cRGhqqUNapUydERUUByE/Y9+/fjwkTJqBTp044e/YsHB0dERYWhoCAgCJjycnJQU5OjvxzRkYGAEAURWjx+wgiIiIiqsxEEYL8rQho6bqU18NEmtNawn3//n1IpVJYW1srlFtbW+PSpUsq90lJSVFZPyUlBQCQlpaGrKwszJ07F7Nnz8a8efMQHR2N9957D4cPH4a/v7/KdsPDwzFz5kyl8qysLOjoaP0xdyIiIiKqjPKewPS/t1nZ2UCudhLfrKwsrRyX6G3wVs1SLpPJAAC9evXC2LFjAQBeXl44duwYVq9eXWTCHRYWpnDnPCMjA3Z2dpBIJJBIJKUfOBERERHRy3IF+VuJiYnWhpQXXGMT0evTWsJtaWkJXV1dpKamKpSnpqbCxkb1LLQ2NjbF1re0tESVKlXg5uamUKd+/fo4cuRIkbEYGBjAwMBAqVwQBAiCoGIPIiIiIqJSVug6VBAEhc9lGwavh4k0pbXx0vr6+mjSpAliYmLkZTKZDDExMfD19VW5j6+vr0J9ADh48KC8vr6+Ppo1a4bLly8r1Pnnn39gb29fwmdAREREREREVDStDikPDQ3FkCFD0LRpU3h7e2PJkiXIzs5GUFAQAGDw4MGoVasWwsPDAQBjxoyBv78/Fi1ahG7dumH79u04ffo01qxZI29z/PjxCAwMROvWrdG2bVtER0fjp59+QmxsrDZOkYiIiIiIiCoprSbcgYGBuHfvHqZNm4aUlBR4eXkhOjpaPjFacnKywqRlfn5+2LZtG6ZMmYLJkyfDxcUFUVFR8PDwkNf53//+h9WrVyM8PBzBwcGoV68edu/ejZYtW5b5+REREREREVHlpdV1uMsrrjVIRERERFqTmZL/ev4U2NA5v+zDaKCKUf57U5v8VxnhtTGR5t6qWcqJiIiIiCq80xuBuLmKZQWJNwD4TwLahpVtTESkESbcRERERETlSdMgoF6XoreX4d1tInozTLiJiIiIiMqTMh4yTkSlR2vLghERERERERG9zZhwExEREREREZUCJtxEREREREREpYAJNxEREREREVEp4KRpKhQsTZ6RkaHlSIiIiIiItKvgmrjgGpmI1MeEW4XMzEwAgJ2dnZYjISIiIiIqHx48eABzc3Nth0FUoQgiv6pSIpPJcOfOHZiamkIQBG2HoxUZGRmws7PDrVu3YGZmpu1wiIi0gn0hERGQnp6Od955B48ePYKFhYW2wyGqUHiHWwUdHR3Url1b22GUC2ZmZrzIJKJKj30hEVH+NTIRvR7+qyEiIiIiIiIqBUy4iYiIiIiIiEoBE25SycDAANOnT4eBgYG2QyEi0hr2hURE7AuJ3gQnTSMiIiIiIiIqBbzDTURERERERFQKmHATERERERERlQIm3ERERERERESlgAk3ERERERERUSlgwk1ERERERERUCphw02t5+vQpnj9/ru0wiIjKDZlMpu0QiIi0jn0hkWpMuEltcXFxeO+999C3b18cOXIEaWlp8m1cXY6IKosDBw6ga9eumDhxIhITE7UdDhGRVrAvJFIPE25SW8uWLTFy5Eg4OTlh0KBBGDVqFLZt2wYAEARBy9EREZWNVq1aoUuXLnj06BFatGiBzz//HL/++qu2wyIiKlPsC4nUI4i8NUlqkEql0NXVlX8+dOgQ9u3bh82bN2P8+PEICwsDkH+nm8k3Eb2tZDIZdHRefFf93XffYc+ePbh48SKCg4MxfPhwLUZHRFS6Cq7z2BcSqa+KtgOg8qtw8lyQbBd0sO3bt0fDhg3h5OSE0NBQSKVSTJkyhck2Eb11Cl9YFr7ABID+/fvD09MTmzdvxuTJkyGVSjFixAhthElEVKoKbr48ffoUMpkMJiYm8mtF9oVERWPCTSoVdKrPnz9HZmYmqlatCkDxYrNGjRr45JNPUKVKFUyePBl16tRB//79tRUyEVGJK+gLnzx5gsjISFy7dg3+/v7w8fFB9erVAQBubm4IDg6Grq4uli1bBicnJ3Ts2FHLkRMRlZyCvjAjIwNubm4YM2YMxo8fD0EQ5Ek3+0Ii1fgMNykRRRG6urrIyspC69atsWjRIjx69EhlXQMDA/Tp0weDBw/G999/jzt37pRxtEREpUMmk0FXVxeZmZnw8fHBli1bcPDgQQwYMADR0dHyOgBga2uLgQMHws3NDXv37sWzZ884Yy8RvRUKJ9seHh7w9vbG+PHj5dsFQYBUKgXAvpBIFSbcpEQQBOTk5OD999/HtWvXMH/+fHzzzTd4/PixyvpWVlb43//+h8TERCQlJQHgrOVEVPHp6OjgyZMnaN26NRo2bIj9+/cjPj4eXbt2lSfchUf91K9fH3369MH333+PGzduKA0/JyKqiApuwri7u8Pf3x8//PADACAxMRF//PEHbt++jby8PHl99oVEivgvgFSKi4sDkD852vLlyzFz5kwsXbq0yKS7bdu26Nq1K+bPn4/c3Fw+y01EFZ4oilizZg1cXFywePFiSCQSAICzszMAYMiQIVixYgVOnTol36dv377o2rUrVq5cKb/jQ0RUkYmiiK+++gq3b9/G6NGjAQAjRoyQ93fu7u6YNm0aLl++LN+HfSHRC3yGm1SqW7cuRowYAWdnZ3h4eACAfPKL4OBg+TPdhXXr1g179uxhsk1EbwVBENCiRQt4eXnBysoKgiDg+++/x5w5c9C3b1/k5eVhy5YtOHDgAFatWoVatWoBAPz8/JCQkKCwsgMRUUUlCAI6d+6MW7du4dNPP4WJiQlyc3Mxf/58uLu7Y+/evVi1ahV0dXUxZ84cSKVSVKlShX0h0X+4LBgV6eWlH9auXYtPPvkE06dPx5gxY2BhYYF9+/bB1tYWjRs3hkwmw/fff4+ePXvC2NhY2+ETEZWIgr4wMzMTffr0QZcuXTBy5EhUqVIFe/fuxeDBg/HLL7/A19cXAJCXl4fIyEj0798fhoaG/BKSiN4Kx48fx8KFC3H9+nV8++23aNasmXzb3LlzMX/+fFy9ehXVqlUDwL6QqADvcFORCjrGgv8WrKn4ySefQEdHB6IoYt68efj1118B5D/L2K9fP+0ES0RUSgr6QFNTU+zYsQPm5ubyIZL16tWDtbU19PX1AeRPoqanp4cPP/xQa/ESEZWkgi8dfX19MXHiRNy+fRvu7u4AXkyo5uHhAVNTU3nfyL6Q6AUm3PRKhe9yDx8+HLq6uvjoo48AAFu3bkWLFi20HCERUdkwMzMDAPkQyUOHDsHExARWVlYAlNfpJiKq6Aov/eXt7Y2cnBwYGBgAeNEXXrhwAU5OTqhSJT+1YF9I9AITblJLwR3twsn33r170bVrV/mM5BwqRERvu4J+Lj09Hbt378aECROwbds2vPPOO1qOjIio9BS+xitItoEXfeGXX36JHTt2qJzjh6iyY8JNahMEAfHx8Rg5ciQ2bNjAZJuIKqULFy5g9uzZOHHiBCIiItCrVy/5F5JERJXF+fPnMXXqVJw8eRIbNmxAt27d2BcSqcBJ0+i1ZGRkIDU1FS4uLky2iajS2rNnD2xtbeHj48O+kIgqrR07dqB27dpo0aIF+0KiIjDhrkRUfetYMDy8pNojIirvVPVd6vZn7PeI6G1RMOFZgdfp39gXEqmPMxpUElKpFIIgIDc3F9evX0dycjKeP3/+RpNasKMlooqmoC98/vw57t+/jwcPHsjLCmbXLQ77PSJ6G4iiCF1dXWRmZuLbb78F8GJyNHWwLyRSH5/hrgQKOtWMjAx0794dqampyMvLQ82aNbFmzRr50g5ERG8zmUwmv8AcOnQorl+/DqlUilatWmHRokUKEwEREb3tZDIZ3n33XZw+fRrXrl3DvHnzFGYkJ6KSwTvclYAgCMjJycG7774LGxsbrFu3DuHh4ZBIJGjVqhV27tyJ3NxceX2ZTAYAePr0qbZCJiIqUaIoQkdHB1lZWWjWrBkAYMqUKQgICEB8fDzWr1+vtA/7QiJ6WwmCAB0dHTRt2hQDBgzAmjVrMHLkSPm2wtgXEr0ZJtyVRHJyMjIzMzFp0iS0atUKgYGBOHDgAN577z0EBQUhOjoawItnuuPj49G9e3c8e/ZMy5ETEb25gmHkY8aMgaurK7Zv34733nsPM2fORK1atXDgwAGlfdgXEtHbqmDouCiKsLKywpYtW7B+/XoEBwcDAH777TfcvHkTAPtCojfFhLsSEEUR6enp+Pfff2FqagoA8jva69atw/vvv4+PPvoIqamp8me6jYyMcOTIEaxatUprcRMRlaSHDx9CT08P3bt3h56eHp4/fw4A6N+/Px4+fIi8vDyl57jZFxLR26gg4W7bti1EUUS3bt2wadMmrFu3Ds2aNcPgwYMV7mizLyTSHBPut9Tu3buxbds2APl3dpo2bYr69etj3LhxEEUR+vr68qR75cqVcHR0xIwZMyCKIkRRRP369REeHo7s7Gz5RSkRUUVTuC80MzNDr169MGDAAABAlSr505g8f/4cjx8/ho6OjnzG3oIhlOwLiehtULgvBCC/wWJjY4NDhw7h6dOnCAwMRM+ePZGQkIAGDRrA1dUVQH5/yL6QSHNMuN9Sqamp2Lx5M54+fSq/cPz888/x77//YtKkSfKkWyqVwtjYGPXr18edO3cgCIL82Z1OnTph2LBh8otSIqKKpqAvzM7OhqGhIbp06QIjIyOFmXh1dHQU7mxHRkbivffek/ed7AuJqKIr6AufPHkiL5NKpbC1tYWBgQGMjIywePFi7N27FyEhITh27Bg+/vhjAC+Sc/aFRJphwv2W8vLyQkZGhsIw8W7duqFz58747bffEBoaCgDyuzmWlpYwMjJCbm6u/MLT3d0dNWvW1M4JEBGVgIK+8N69ewAgvzNTeFKg6tWrw9DQELq6uoiIiEBQUBDef/99ed/JvpCIKrqCvjAtLQ3AizW4nZ2d4ejoiI4dO2Ly5MnYsWMHFixYgJUrV2Ljxo1ITEyUf0HJvpBIM4Ko7oJ7VOG8++67MDQ0xP79++Vljx8/xrJly7Br1y4YGBigf//+SElJweLFi7Fnzx5069ZNixETEZW8l/vCgskhC+zfvx9z587FkCFDMGLECERGRqJ///5cGoeI3iov94UF81b0798fx44dw/r169G9e3cA+Ql5WloaE2yiEsCE+y1UcDH5xx9/ICQkBP3798e4cePk2588eYL4+HgsXrwYd+7cgYWFBT799FP07NmTF5hE9NYori8snHTv3r0bffr0AQBs3bpVnmwDysvjEBFVNK+6LkxLS8OtW7fQpEkTlfvz2pDozfAhjLdQwUVkw4YN0bJlS/z000+wsrLCkCFDAADGxsZo2bIlWrZsiefPn0MqlcLAwAD87oWI3ibF9YUFz23r6urC3t4edevWxYIFC9CjRw8m20T0VnnVdWGNGjVQo0aNIvdnX0j0ZniH+y1369YthISE4OHDh+jevTs+//xzAC+e3eGFJRFVBkX1hQCQlZWFlJQUODs7s08kordacX0hEZUOJtyVQHJyMhYsWIA///wTNWrUwIYNG2BiYgKJRKLt0IiIyoyqvtDQ0BDm5ubaDo2IqMzwupCobDHhriQeP36Mv//+G1988QXy8vJgZGSEGTNmwNfXF3p6etoOj4ioTLAvJCJiX0hUlphwV0JHjhzB5cuXIQgCPvjgAxgaGmo7JCKiMse+kIiIfSFRaWPCXYm8PMskZ50kosqIfSEREftCorKi8+oq9LZgJ0pExL6QiAhgX0hUVniHm4iIiIiIiKgU8A43ERERERERUSlgwk1ERERERERUCphwExEREREREZUCJtxEREREREREpYAJNxEREREREVEpYMJNRERv5MaNGxAEAQkJCUXWiY2NhSAIePz4cZnFBagXmzratGmDkJCQEomJiIiIKg8m3EREldStW7fw4YcfwtbWFvr6+rC3t8eYMWPw4MGDEj+Wn58f7t69C3NzcwBAREQELCwsXrmfuvWIiIiIyiMm3EREldC1a9fQtGlTXLlyBd999x2uXr2K1atXIyYmBr6+vnj48GGJHk9fXx82NjYQBKFE2yUiIiIqz5hwExFVQiNHjoS+vj5+/fVX+Pv745133kGXLl1w6NAh3L59G1988YW8riAIiIqKUtjfwsICERERCmWXLl2Cn58fDA0N4eHhgbi4OPm2wkPKY2NjERQUhPT0dAiCAEEQMGPGDI3OIzo6Gi1btoSFhQWqV6+O7t27IykpSalecbEBwPnz59GlSxdIJBJYW1tj0KBBuH//fpHHXblyJVxcXGBoaAhra2u8//77GsVPREREbzcm3ERElczDhw9x4MABfPbZZzAyMlLYZmNjgwEDBmDHjh0QRfG12h0/fjw+//xznD17Fr6+vujRo4fK4el+fn5YsmQJzMzMcPfuXdy9exfjxo3T6Fyys7MRGhqK06dPIyYmBjo6Ovjf//4HmUymdmyPHz9Gu3bt0KhRI5w+fRrR0dFITU1F3759VR7z9OnTCA4OxqxZs3D58mVER0ejdevWGsVPREREb7cq2g6AiIjK1pUrVyCKIurXr69ye/369fHo0SPcu3cPNWrUULvdUaNGoXfv3gCAVatWITo6GuvXr8eECRMU6unr68Pc3ByCIMDGxkbzEwHkxyuwYcMGWFlZITExER4eHmrFtnz5cjRq1Ahz5sxRaMfOzg7//PMP6tatq3CM5ORkmJiYoHv37jA1NYW9vT0aNWr0RudBREREbyfe4SYiqqRedQdbX1//tdrz9fW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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "su_circuits.plot.raw([[0, 1], [2, 3], [4, 5]])\n", "su_circuits.plot.compare_rb()" ] }, { "cell_type": "raw", "id": "c9856b1d", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "SRB with Qudits\n", "---------------\n", "\n", "The examples above generalize to qudits of higher dimensions and we can use the exact\n", "same syntax to generate and simulate the circuits and subsequently analyze their\n", "results. Let's go through an example with a single qutrit:" ] }, { "cell_type": "code", "execution_count": 13, "id": "34215c75", "metadata": { "execution": { "iopub.execute_input": "2024-04-26T18:19:05.905992Z", "iopub.status.busy": "2024-04-26T18:19:05.905640Z", "iopub.status.idle": "2024-04-26T18:19:05.963779Z", "shell.execute_reply": "2024-04-26T18:19:05.963314Z" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "
True-Q formatting will not be loaded without trusting this\n", "notebook or rerunning the affected cells. Notebooks can be marked as trusted by clicking\n", "\"File -> Trust Notebook\".
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Circuit
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Key:
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    \n", "
  • compiled_pauli: W02
  • \n", "
  • measurement_basis: W01
  • \n", "
  • n_random_cycles: 4
  • \n", "
  • protocol: SRB
  • \n", "
  • twirl: Cliffords on [0]
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Name:
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Name:
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Matrix:
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Name:
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Matrix:
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Marker 4
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Name:
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Matrix:
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Marker 5
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Name:
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  • Gate.f3
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Aliases:
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    \n", "
  • Gate.f3
  • \n", "
\n", "
\n", "\n", " \n", "\n", "\n", "
\n", "
\n", "
Matrix:
\n", "
\n", "
    \n", "
  • \n", " \n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", " \n", " 0.58\n", " \n", " \n", " \n", " \n", " \n", " \n", " 0.58\n", " \n", " \n", " \n", " \n", " \n", " \n", " 0.58\n", " \n", " \n", " \n", " \n", " \n", " \n", " 0.58\n", " \n", " \n", " \n", " \n", " \n", " \n", " -0.29\n", " \n", " \n", " 0.50j\n", " \n", " \n", " \n", " \n", " \n", " \n", " -0.29\n", " \n", " \n", " -0.50j\n", " \n", " \n", " \n", " \n", " \n", " \n", " 0.58\n", " \n", " \n", " \n", " \n", " \n", " \n", " -0.29\n", " \n", " \n", " -0.50j\n", " \n", " \n", " \n", " \n", " \n", " \n", " -0.29\n", " \n", " \n", " 0.50j\n", " \n", " \n", " \n", "\n", "\n", "
  • \n", "
\n", "
\n", "
\n", "
\n", "\n", "
\n", "
\n", "
\n", " 6\n", "
\n", "
Marker 6
\n", " Compilation tools may only recompile cycles with equal markers.\n", "
\n", "
\n", "
\n", "
\n", " \n", " (0):\n", " Meas()\n", " \n", " \n", "\n", "\n", "
\n", "
\n", "
Name:
\n", "
\n", "
    \n", "
  • Meas()
  • \n", "
\n", "
\n", "\n", "\n", " \n", "\n", "\n", "
\n", "
\n", "
\n", "
\n", "\n", "
\n", "
\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "Circuit(Cycle((0,): Gate(), marker=1),Cycle((0,): Gate(), marker=2),Cycle((0,): Gate(), marker=3),Cycle((0,): Gate(), marker=4),Cycle((0,): Gate.f3, marker=5),Cycle((0,): Meas(), marker=6))" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tq.settings.set_dim(3)\n", "\n", "circuits = tq.make_srb(0, [4, 32, 64])\n", "\n", "# display a sample circuit\n", "circuits[0]" ] }, { "cell_type": "raw", "id": "408e809c", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Next, we simulate each of the circuits with the built-in simulator and display\n", "a sample bitstring result:" ] }, { "cell_type": "code", "execution_count": 14, "id": "febefeb7", "metadata": { "execution": { "iopub.execute_input": "2024-04-26T18:19:05.965947Z", "iopub.status.busy": "2024-04-26T18:19:05.965610Z", "iopub.status.idle": "2024-04-26T18:19:06.191609Z", "shell.execute_reply": "2024-04-26T18:19:06.191137Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tq.Simulator().add_overrotation(0.04).add_depolarizing(0.02).run(circuits)\n", "\n", "circuits[0].results.plot()" ] }, { "cell_type": "raw", "id": "c09b6d76", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "The decay curve can be inspected using the :py:meth:`~trueq.CircuitCollection.plot`\n", "method:" ] }, { "cell_type": "code", "execution_count": 15, "id": "23f975dc", "metadata": { "execution": { "iopub.execute_input": "2024-04-26T18:19:06.193857Z", "iopub.status.busy": "2024-04-26T18:19:06.193450Z", "iopub.status.idle": "2024-04-26T18:19:06.388409Z", "shell.execute_reply": "2024-04-26T18:19:06.387936Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "circuits.plot.raw()" ] }, { "cell_type": "raw", "id": "102c2773", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "And similarly we can inspect the fit parameters:" ] }, { "cell_type": "code", "execution_count": 16, "id": "5227596a", "metadata": { "execution": { "iopub.execute_input": "2024-04-26T18:19:06.390755Z", "iopub.status.busy": "2024-04-26T18:19:06.390345Z", "iopub.status.idle": "2024-04-26T18:19:06.397857Z", "shell.execute_reply": "2024-04-26T18:19:06.397430Z" }, "lines_to_next_cell": 2 }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "
True-Q formatting will not be loaded without trusting this\n", "notebook or rerunning the affected cells. Notebooks can be marked as trusted by clicking\n", "\"File -> Trust Notebook\".
\n", "\n", "\n", "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", "\n", "\n", "\n", " \n", "\n", "\n", "\n", "
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SRB
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Streamlined Randomized Benchmarking
\n", "
\n", " Cliffords\n", "\n", "
(0,)
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Key:
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    \n", "
  • labels: (0,)
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  • protocol: SRB
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  • twirl: Cliffords on [0]
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\n", "
\n", "
\n", " ${e}_{F}$\n", "
\n", "
\n", " The probability of an error acting on the targeted systems during a random gate.\n", "
\n", "
\n", " 2.1e-02 (1.3e-03)\n", "
0.021145009580573613, 0.0012815909107993097
\n", "
\n", "
\n", " ${p}$\n", "
\n", "
\n", " Decay parameter of the exponential decay $Ap^m$.\n", "
\n", "
\n", " 9.8e-01 (1.4e-03)\n", "
0.9762118642218547, 0.0014417897746492234
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\n", "
\n", " ${A}$\n", "
\n", "
\n", " SPAM parameter of the exponential decay $Ap^m$.\n", "
\n", "
\n", " 9.8e-01 (2.6e-02)\n", "
0.9833064258992447, 0.02645315098528627
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\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "EstimateCollection(1)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "circuits.fit()" ] }, { "cell_type": "raw", "id": "73784b3a", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ ".. rubric:: Footnotes\n", "\n", ".. [#f1] \"Streamlined\" refers to the method we use to eliminate the constant offset\n", " (the :math:`B` in :math:`Ap^m+B`) that typically appears in standard RB." ] } ], "metadata": { "jupytext": { "cell_metadata_filter": "nbsphinx,raw_mimetype,-all", "main_language": "python", "notebook_metadata_filter": "-all", "text_representation": { "extension": ".py", "format_name": "percent" } }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 5 }